tests/testthat/_snaps/main_function.md
In thomas-fung/izipr: Interpretable Zero-Inflated Poisson Models in R
Testing main estimation function
Code
M_bioChem
Output
Call: glm.izip(formula = art ~ ., data = bioChemists)
Linear Model Coefficients:
(Intercept) femWomen marMarried kid5 phd ment
0.324570 -0.228620 0.158890 -0.189540 0.010118 0.024687
Baseline Zero-inflation odds (nu): 0.286
Degrees of Freedom: 914 Total (i.e. Null); 909 Residual
Null Deviance: 1542.813
Residual Deviance:
AIC: 3240.321
Code
M_bioChem$coefficients
Output
(Intercept) femWomen marMarried kid5 phd ment
0.32456724 -0.22862302 0.15889109 -0.18954308 0.01011813 0.02468722
Code
M_bioChem$loglik
Output
NULL
Code
round(M_bioChem$vcov, 5)
Output
(Intercept) femWomen marMarried kid5 phd ment
(Intercept) 0.01401 -0.00258 -0.00378 -0.00019 -0.00291 -1e-05
femWomen -0.00258 0.00397 0.00061 0.00050 0.00006 2e-05
marMarried -0.00378 0.00061 0.00498 -0.00128 0.00021 0e+00
kid5 -0.00019 0.00050 -0.00128 0.00214 0.00001 -1e-05
phd -0.00291 0.00006 0.00021 0.00001 0.00092 -2e-05
ment -0.00001 0.00002 0.00000 -0.00001 -0.00002 0e+00
Code
M_bioChem1
Output
Call: glm.izip(formula = art ~ ., data = bioChemists, ref.lambda = 1)
Linear Model Coefficients:
(Intercept) femWomen marMarried kid5 phd ment
0.324560 -0.228600 0.158930 -0.189460 0.010114 0.024674
Baseline Zero-inflation odds (nu): 0.572
Degrees of Freedom: 914 Total (i.e. Null); 909 Residual
Null Deviance: 1430.489
Residual Deviance:
AIC: 3240.321
Code
M_bioChem1$coefficients
Output
(Intercept) femWomen marMarried kid5 phd ment
0.32456114 -0.22859890 0.15893481 -0.18945735 0.01011411 0.02467403
Code
M_bioChem1$loglik
Output
NULL
Code
M_bioChem1$vcov
Output
(Intercept) femWomen marMarried kid5
(Intercept) 0.0140063511 -2.575753e-03 -3.779523e-03 -1.940547e-04
femWomen -0.0025757531 3.967768e-03 6.132500e-04 4.957369e-04
marMarried -0.0037795227 6.132500e-04 4.985307e-03 -1.279502e-03
kid5 -0.0001940547 4.957369e-04 -1.279502e-03 2.143606e-03
phd -0.0029067999 5.885204e-05 2.129834e-04 1.081093e-05
ment -0.0000133483 1.527688e-05 1.268387e-06 -9.798793e-06
phd ment
(Intercept) -2.906800e-03 -1.334830e-05
femWomen 5.885204e-05 1.527688e-05
marMarried 2.129834e-04 1.268387e-06
kid5 1.081093e-05 -9.798793e-06
phd 9.153723e-04 -1.537875e-05
ment -1.537875e-05 4.731954e-06
Testing main estimation ts function
Code
M_arson
Output
Call: tsglm.izip(formula = arson ~ 1, past_mean_lags = 1, past_obs_lags = c(1,
2))
Linear Model Coefficients:
(Intercept) beta_1 beta_2 alpha_1
8.3152e-01 2.6359e-02 1.7560e-01 1.9442e-09
Baseline Zero-inflation odds (nu): 0.33
Code
M_arson$coefficients
Output
(Intercept) beta_1 beta_2 alpha_1
8.315154e-01 2.635916e-02 1.756004e-01 1.944171e-09
Code
M_arson$loglik
Output
NULL
Code
M_arson$vcov
Output
[,1] [,2] [,3] [,4]
[1,] 2.304972e-01 -0.0002056272 5.774753e-05 -0.213752728
[2,] -2.056272e-04 0.0069813766 -1.612592e-04 -0.006356661
[3,] 5.774753e-05 -0.0001612592 7.896905e-03 -0.006250237
[4,] -2.137527e-01 -0.0063566605 -6.250237e-03 0.217358684
Testing function that extracting info from glm.izip
Code
coef(M_bioChem)
Output
(Intercept) femWomen marMarried kid5 phd ment
0.32456724 -0.22862302 0.15889109 -0.18954308 0.01011813 0.02468722
Code
summary(M_bioChem)
Output
Call: glm.izip(formula = art ~ ., data = bioChemists)
Deviance Residuals:
Min 1Q Median 3Q Max
-3.377 -1.423 -0.338 0.520 5.349
Linear Model Coefficients:
Estimate Std.Err Z value Pr(>|z|)
(Intercept) 0.324567 0.118344 2.743 0.006096 **
femWomen -0.228623 0.062988 -3.630 0.000284 ***
marMarried 0.158891 0.070602 2.251 0.024417 *
kid5 -0.189543 0.046299 -4.094 4.24e-05 ***
phd 0.010118 0.030253 0.334 0.738041
ment 0.024687 0.002175 11.352 < 2e-16 ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
(Baseline zero-inflation odds for iZIP estimated to be 0.2861)
(The baseline Poisson rate for iZIP is set at 1.693)
Null deviance: 1542.8 on 914 degrees of freedom
Residual deviance: 1405.5 on 909 degrees of freedom
AIC: 3240.321
Code
logLik(M_bioChem)
Output
'log Lik. ' -1613.16 (df=7)
Code
nobs(M_bioChem)
Output
[1] 915
Code
AIC(M_bioChem)
Output
[1] 3240.321
Code
AIC(M_bioChem, k = log(nobs(M_bioChem)))
Output
[1] 3274.053
Code
coef(M_bioChem)
Output
(Intercept) femWomen marMarried kid5 phd ment
0.32456724 -0.22862302 0.15889109 -0.18954308 0.01011813 0.02468722
Code
fitted(M_bioChem)
Output
[1] 1.9773678 1.3031830 1.3257927 1.4621622 2.1722313 0.9621813 1.2241940
[8] 1.2624707 1.6810798 1.3066714 2.0140305 1.5288522 1.1932609 1.4740089
[15] 1.3138303 1.1640397 1.5649942 1.5979360 1.3535783 1.4355326 1.5308538
[22] 1.0190190 1.5852753 1.5244016 0.9679666 1.4109687 1.3479813 1.5089042
[29] 1.1356546 1.7878147 1.1276395 2.0634160 1.5404982 1.4131416 1.3624640
[36] 1.1231986 1.1203610 1.8042752 1.4270849 1.5162109 1.8042752 1.1832818
[43] 1.6285115 1.1892832 1.6387580 1.3577849 1.7047882 3.1100404 1.6282431
[50] 1.6355778 1.6387596 0.9009386 1.5381316 2.0634160 1.4421812 1.4754368
[57] 1.1945838 1.4197412 1.4308455 1.4254918 1.3139073 1.3704831 1.2619222
[64] 1.4049868 1.3569270 1.4857251 2.1733436 1.9128229 1.3718705 1.1119475
[71] 1.4849663 0.9065165 1.3466688 1.5179313 1.4427275 1.2890597 1.1340810
[78] 1.4063020 1.5530462 1.2864153 1.1812424 1.1340526 2.1655770 1.9231082
[85] 2.6508399 1.1483982 2.7275496 1.3289213 2.7072199 1.6766697 1.4362122
[92] 1.3267885 1.7716082 2.6508399 1.6321406 1.9574614 1.7661654 1.3571438
[99] 1.0125187 2.0634160 1.2934632 1.3704831 1.3382303 1.4708802 1.1587863
[106] 1.4552268 1.5929519 1.3031830 1.0113153 0.9599448 1.7533086 1.1245632
[113] 1.1602826 1.8824883 1.2521662 1.5127258 1.8206720 1.0953714 1.4754368
[120] 1.4599462 1.3697557 1.4220878 1.7545947 1.1524378 1.1782593 1.9036763
[127] 1.3921982 1.7599967 1.4131416 1.4867391 1.1862729 2.4490941 1.4911095
[134] 1.2305336 1.4043571 2.4393570 1.5639855 1.2598809 0.9689465 1.2034996
[141] 1.0948174 1.3519947 1.4188725 1.1892832 1.1800478 1.0342619 1.6564991
[148] 1.1800478 1.7626700 1.1319748 1.4852669 1.7993150 1.4433961 1.2615294
[155] 1.4976412 1.5522607 1.3036189 1.3465325 1.4865254 2.0337755 1.4261831
[162] 1.1718391 1.4179267 1.4040729 1.7800443 1.2907178 1.6818217 1.5246705
[169] 1.6709762 1.5919851 1.4071208 1.3811677 1.1573456 1.4342245 1.1938945
[176] 1.2003997 1.6152799 1.3005498 1.0723031 1.3704831 1.0952605 2.1931382
[183] 1.7647363 1.8430281 1.6013873 1.6198706 1.2493446 1.5458866 1.1091383
[190] 1.3808868 1.1208145 1.2928154 1.1288953 1.6985897 1.5836109 1.6409766
[197] 1.3294761 0.9121288 2.0673067 0.8944443 1.5566060 1.5550904 1.2133798
[204] 1.2518754 1.3849447 0.9248597 1.4266161 1.4448045 1.1236445 1.3218307
[211] 1.1768648 1.3910649 1.3486634 1.1912411 1.3714199 1.8042752 1.8177269
[218] 1.9640102 1.5296167 1.9314207 1.7912550 1.5335215 1.6197677 1.4422911
[225] 1.4039921 1.6788134 1.4448045 1.1738565 1.5268318 1.8325002 1.3603111
[232] 2.6577200 1.4328667 1.7421024 1.7545947 1.5773255 1.2263016 2.0965061
[239] 1.3704831 1.6346196 1.1495275 1.1609815 1.5970263 1.5833106 1.5179313
[246] 1.4254918 1.3023005 1.6330262 1.1711268 1.1601595 2.3135747 1.7173537
[253] 1.2611563 1.8307157 1.2378954 1.2058777 1.3887334 1.4991067 1.5802697
[260] 1.7478546 1.5459910 1.4721096 1.3704831 1.1368043 1.2179308 1.7793347
[267] 1.1488642 3.4281702 1.2856730 1.5920170 1.3243742 1.8127697 1.3657251
[274] 1.6601906 1.6968081 1.8365839 1.1994331 1.9314207 0.9380774 1.4811279
[281] 1.3205713 1.6564991 1.3179081 1.3043702 1.9787588 1.1800478 1.8265765
[288] 2.0322570 1.5975111 2.2766544 2.0018406 1.7679161 1.7403406 1.5027705
[295] 1.4390841 1.6924138 2.4489409 0.9590960 1.5558712 1.8035433 1.6318699
[302] 1.5746833 3.8183646 1.4350128 1.5740870 1.6632170 1.6604559 1.2430401
[309] 1.9255574 1.3959544 1.1437609 2.0923384 2.2220374 1.9964641 2.0415212
[316] 1.3140403 2.2581544 1.3384611 1.3698347 1.5626223 1.7775335 2.0358344
[323] 1.2429143 1.8986034 1.9608801 1.4914972 1.2133798 9.1416541 1.8867542
[330] 1.5072242 1.6754760 1.3025238 2.0714405 1.9640102 1.4000201 1.3922854
[337] 1.3927080 1.4362122 1.5139508 1.3025238 1.2291587 1.3183018 1.4589125
[344] 1.3732236 1.2469824 1.4070136 1.5137583 2.0868516 1.1729055 1.2263003
[351] 1.4801734 1.7006534 1.3581460 1.3906843 1.6618070 1.5589703 1.2022217
[358] 1.3182245 1.2710252 1.6927564 2.2629600 1.7818463 2.0068705 1.8097585
[365] 1.1338515 1.4896001 1.1147637 1.1870287 1.2023446 1.5941141 1.2276672
[372] 1.7007614 1.2260901 1.5013373 1.7962675 1.4377116 1.5179313 1.8320514
[379] 1.7417516 2.0438048 2.6500381 2.1525530 1.3443387 1.3906427 1.3330563
[386] 1.8036219 1.3714199 2.1251494 1.1869933 1.0973543 1.8621011 1.7980877
[393] 1.2566084 2.0096379 1.8325002 0.9423937 1.1825578 1.4783389 1.6321406
[400] 1.4923170 2.8728587 1.6634477 1.8955962 1.4171210 1.7629499 1.4192748
[407] 0.9523986 2.7448308 1.7776464 1.3638944 1.2072206 1.6134305 1.3619638
[414] 1.9861906 1.1291238 1.2430401 1.4391685 1.0805796 1.7838413 2.2615016
[421] 2.1084456 1.0058048 1.1580831 1.2427947 1.2439112 1.7374600 2.0675833
[428] 1.7097875 1.6936147 1.1592566 1.5711820 1.5127258 1.8325002 2.1308724
[435] 1.5756805 1.8042752 1.5122593 1.8866834 1.6497382 1.2709297 1.9796956
[442] 1.9152591 1.3656896 2.0413168 1.8225151 1.6697285 1.4214291 1.5530462
[449] 1.8695806 1.2640946 2.1689500 1.2569523 1.1572285 1.9199877 4.2664256
[456] 1.3633358 1.4763343 1.7301573 2.1832595 1.3383827 1.1379167 1.3048996
[463] 1.3539098 1.5210046 1.7359457 1.5043235 1.8493721 1.4617199 1.6193102
[470] 1.5490165 2.9480690 1.7847332 1.4312728 1.3132987 1.4390841 1.5205505
[477] 1.5702615 1.4476824 1.2022217 2.1084456 2.1012572 2.1012572 4.3719000
[484] 1.6780192 1.6002198 1.6632170 1.7489817 2.1074215 1.5631945 1.3728082
[491] 1.6113017 1.1192846 1.5474011 2.2052390 1.4838664 1.6516456 1.3541262
[498] 1.5459910 1.7728545 1.2363981 1.8421579 1.4721096 1.4509631 1.1544275
[505] 1.3583346 1.6564991 1.8352126 2.6361158 1.9235696 1.4243454 1.6909725
[512] 2.3353576 1.7265498 2.2239758 1.2241940 1.1891570 1.2713633 1.2970404
[519] 1.6709762 1.6399271 1.7241058 1.8518851 2.0166814 1.3928959 1.7291739
[526] 1.2976567 1.3986042 1.2611563 1.1814814 1.2127286 1.4721096 1.1991904
[533] 1.3935014 1.2782412 1.7980877 1.5510569 1.9314207 1.5885384 1.3379778
[540] 1.3005498 2.7285513 1.1370343 1.4505772 3.6108046 1.8256527 3.5606171
[547] 5.1980010 2.0960297 1.8284256 1.4123806 1.2934632 1.1806449 1.4456875
[554] 1.7018582 1.6818933 1.1356546 1.8493721 1.3108924 1.5137583 1.7957918
[561] 2.5101509 1.5448904 1.5498019 1.3023157 1.6647239 1.5171695 1.6411508
[568] 1.2210155 2.9300023 1.9208224 1.6263366 1.5076441 1.6046993 2.0086214
[575] 1.6913867 1.4983675 1.8631600 1.5718511 0.9869283 1.2465667 1.2569523
[582] 1.8722774 1.6464112 1.6295616 1.6234178 1.4672009 1.6346196 1.4838664
[589] 1.5577676 2.9636834 1.4874915 1.1782593 1.5956942 1.4870713 1.9796956
[596] 1.4183586 1.1323611 1.7736938 1.3038437 2.6782256 1.7104900 1.1405976
[603] 1.2263016 1.6097326 1.2201133 3.0628883 1.6809162 1.3401456 1.8843231
[610] 1.5265035 2.8227401 1.7555504 1.3849447 1.5643939 1.2861550 1.3680340
[617] 1.6870081 2.7469338 1.6508103 1.7646768 1.9646783 1.6366119 1.8540561
[624] 1.3086560 2.2356215 1.8819170 0.9762033 1.7077656 2.2276652 2.1982393
[631] 1.9170875 1.2203662 1.2898039 1.2880167 1.1417510 1.8424616 2.3854483
[638] 1.3169686 1.2437950 1.9305068 1.3535783 1.9045206 2.5767987 1.4975459
[645] 2.3345028 1.3107270 1.3720541 1.6632170 1.5242399 1.4792381 1.2688359
[652] 2.1974433 1.2947777 1.3644993 1.1629859 1.7688107 1.4150547 1.7403406
[659] 2.1521045 1.4758365 1.4001967 1.6633852 1.7617103 1.2195022 1.1860387
[666] 2.3345028 1.6197677 1.2015743 5.6310761 1.7554387 1.4956799 1.2305336
[673] 1.2547921 1.4626625 1.8299081 1.3116884 2.0703172 3.0242767 1.6327669
[680] 1.6508103 2.8709469 3.0094363 1.4275181 1.6355761 1.4297953 1.5626223
[687] 1.4551271 1.1164004 0.9584890 1.8103097 1.5563092 1.2187621 2.0333538
[694] 2.4312256 1.3581054 1.1869933 1.3284848 1.6290139 1.8042752 1.5458866
[701] 1.1432639 1.7661654 2.4983044 1.8929935 1.9333740 1.1920541 1.5585559
[708] 1.9152591 3.0300847 2.1348476 1.2363981 1.4195606 4.2326222 2.0358344
[715] 1.9152591 1.8325002 1.3108924 1.4794730 1.5803701 1.4714130 1.9209709
[722] 2.1294992 1.1592566 1.5640850 2.1489071 2.1851663 1.5963801 1.4394057
[729] 1.7255383 1.9853769 1.5541078 1.2191625 1.5081395 2.0317188 1.7052332
[736] 2.7737626 1.3577338 1.2463145 1.3057462 1.7513582 2.2629600 3.7498344
[743] 1.7344655 3.0443502 2.2312722 1.2714049 2.2397834 1.7716082 1.3362510
[750] 3.1984359 2.2885165 1.1149384 1.5308538 2.4526606 1.4702850 1.6650691
[757] 1.2410306 1.7561932 1.6511444 1.5745649 1.6872861 1.7305742 1.8838221
[764] 1.1892832 1.8011365 2.3730814 1.8127678 2.6500381 1.9657235 1.1963982
[771] 4.3274541 1.9282870 1.1970394 1.5128699 2.0463669 1.9101889 2.6579785
[778] 1.2515329 1.3714011 1.5661437 1.0179885 1.3005498 1.1638087 1.8880201
[785] 2.0052467 2.9153326 1.7173537 2.0990009 1.6457369 1.2022217 1.5634131
[792] 1.1503465 1.7793347 1.3824605 4.5897305 1.6387596 1.5108510 2.4048839
[799] 5.6465027 1.5129927 1.1866685 1.6546976 5.9278696 1.7919108 1.6380396
[806] 1.8539474 1.7021303 2.1141320 1.5621267 2.2607190 1.4215729 4.3624518
[813] 1.2305336 1.2087234 3.5518964 2.1830386 1.8566452 1.4450035 1.4878871
[820] 1.6235415 1.9517766 2.9673924 1.8711648 1.4427275 1.8831305 1.3140403
[827] 1.4937626 1.3844654 1.3728873 2.3095003 1.7069594 2.3120812 1.2420356
[834] 1.4950359 2.8657974 1.5852753 1.5839515 1.2241940 1.9930231 1.9622206
[841] 2.5528247 1.4741580 1.4254011 1.4500448 1.2311502 1.7103595 1.9031721
[848] 1.8174510 1.3212791 2.0624911 1.9595165 1.5758913 1.6713559 1.5670948
[855] 2.6975454 1.9650041 2.2766544 1.8778426 1.6126670 2.5528247 2.3365393
[862] 1.5259448 2.3404155 3.5518964 1.5238345 1.9563488 1.1376153 1.8358407
[869] 1.3896128 2.4019152 1.3519947 5.1980010 1.7254371 2.1305319 1.7919108
[876] 1.3101902 1.2295319 1.7128502 3.2053563 2.2994804 2.1160602 2.4369209
[883] 1.4938073 1.9056035 2.2531831 2.0230169 1.5498019 2.0706561 1.4190694
[890] 1.6689402 1.6616323 1.3811677 1.5577599 1.3200369 1.7236939 1.6460699
[897] 2.3462409 1.3686816 1.4190694 2.0993363 4.0851838 2.1021890 2.3106689
[904] 2.3095003 2.7095816 2.2955220 2.1823761 2.4392020 4.3624518 2.0865862
[911] 1.3581460 3.3246841 1.5467734 2.7717959 4.6605862
Code
model.frame(M_bioChem)
Output
art fem mar kid5 phd ment
1 0 Men Married 0 2.520 7
2 0 Women Single 0 2.050 6
3 0 Women Single 0 3.750 6
4 0 Men Married 1 1.180 3
5 0 Women Single 0 3.750 26
6 0 Women Married 2 3.590 2
7 0 Women Single 0 3.190 3
8 0 Men Married 2 2.960 4
9 0 Men Single 0 4.620 6
10 0 Women Married 0 1.250 0
11 0 Men Single 0 2.960 14
12 0 Women Single 0 0.755 13
13 0 Women Married 1 3.690 3
14 0 Women Married 0 3.400 4
15 0 Women Married 0 1.790 0
16 0 Women Single 0 3.090 1
17 0 Women Married 0 2.000 7
18 0 Men Married 2 4.290 13
19 0 Women Single 0 3.360 7
20 0 Women Single 0 4.290 9
21 0 Women Married 0 2.260 6
22 0 Men Married 3 2.960 3
23 0 Men Married 1 4.290 5
24 0 Men Married 1 2.860 4
25 0 Men Married 3 2.760 1
26 0 Women Married 0 1.520 3
27 0 Women Married 1 3.540 8
28 0 Men Married 1 4.290 3
29 0 Women Single 0 3.090 0
30 0 Men Married 0 2.320 3
31 0 Women Single 0 2.390 0
32 0 Men Married 0 4.290 8
33 0 Women Single 0 1.505 13
34 0 Men Single 0 2.100 0
35 0 Men Married 1 1.520 0
36 0 Women Single 0 2.000 0
37 0 Women Single 0 1.750 0
38 0 Men Single 0 4.290 9
39 0 Men Married 1 1.220 2
40 0 Women Married 0 3.750 5
41 0 Men Single 0 4.290 9
42 0 Women Married 1 2.860 3
43 0 Men Single 0 3.920 5
44 0 Women Married 1 3.360 3
45 0 Men Single 0 2.100 6
46 0 Men Married 1 1.180 0
47 0 Men Married 0 2.500 1
48 0 Men Married 0 3.360 25
49 0 Women Single 0 4.540 14
50 0 Women Married 0 3.920 8
51 0 Men Single 0 4.540 5
52 0 Women Married 2 1.970 0
53 0 Men Married 2 2.960 12
54 0 Men Married 0 4.290 8
55 0 Men Married 1 2.260 2
56 0 Women Single 0 2.120 11
57 0 Women Single 0 3.210 2
58 0 Men Married 1 3.150 1
59 0 Men Married 1 3.920 1
60 0 Men Single 0 2.960 0
61 0 Women Single 0 2.860 6
62 0 Men Married 1 2.100 0
63 0 Women Single 0 3.750 4
64 0 Women Married 0 3.540 2
65 0 Women Married 0 2.540 1
66 0 Men Married 1 2.760 3
67 0 Men Married 0 4.540 10
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763 3 Men Married 0 2.610 5
764 3 Women Married 1 3.360 3
765 3 Women Married 0 3.690 12
766 3 Men Married 0 3.470 14
767 3 Men Married 0 1.250 4
768 3 Men Married 0 4.620 18
769 3 Men Married 1 3.590 14
770 3 Women Single 0 3.360 2
771 3 Men Married 0 4.290 38
772 3 Men Single 0 3.540 12
773 3 Men Married 2 2.580 2
774 3 Men Single 0 1.520 3
775 3 Men Married 0 3.470 8
776 3 Women Married 0 4.620 14
777 3 Men Single 0 3.540 25
778 3 Men Married 2 2.100 4
779 3 Men Married 2 1.380 8
780 3 Men Married 1 3.090 5
781 3 Men Married 3 2.860 3
782 3 Women Single 0 4.290 5
783 3 Women Married 1 1.220 3
784 4 Men Married 0 2.830 5
785 4 Women Married 0 4.540 16
786 4 Men Married 0 4.290 22
787 4 Men Single 0 4.290 7
788 4 Men Married 0 3.540 9
789 4 Men Single 0 2.520 6
790 4 Women Single 0 1.400 3
791 4 Women Married 0 4.340 6
792 4 Women Married 1 2.510 2
793 4 Men Married 0 4.290 2
794 4 Men Married 1 2.960 0
795 4 Men Single 0 3.850 47
796 4 Men Single 0 4.540 5
797 4 Women Married 0 3.400 5
798 4 Men Single 0 3.410 21
799 4 Men Married 1 2.960 57
800 4 Women Married 0 3.540 5
801 4 Men Married 2 1.720 2
802 4 Men Married 2 2.860 15
803 4 Men Married 2 4.540 66
804 4 Men Married 1 1.760 11
805 4 Men Married 2 1.860 15
806 4 Men Married 0 3.470 4
807 4 Men Single 0 3.410 7
808 4 Men Married 0 1.810 10
809 4 Men Married 2 2.050 13
810 4 Men Single 0 4.620 18
811 4 Women Married 0 2.260 3
812 4 Men Married 1 1.860 47
813 4 Women Married 1 4.290 4
814 4 Men Married 2 3.540 2
815 4 Men Married 0 4.290 30
816 4 Men Married 0 2.540 11
817 4 Women Married 0 4.250 13
818 4 Women Single 0 2.500 10
819 4 Women Married 1 3.540 12
820 4 Women Married 0 3.190 8
821 4 Men Married 2 4.540 21
822 4 Women Single 0 2.860 39
823 4 Women Married 0 2.580 14
824 4 Women Married 0 1.280 4
825 4 Women Married 0 3.210 14
826 4 Women Single 0 2.870 6
827 4 Women Single 0 3.340 11
828 4 Women Single 0 3.150 8
829 4 Women Single 0 2.320 8
830 4 Men Single 0 4.290 19
831 4 Men Single 0 3.690 7
832 4 Men Married 1 2.550 21
833 4 Women Single 0 4.620 3
834 4 Women Married 0 2.360 5
835 4 Men Married 1 4.250 29
836 4 Men Married 1 4.290 5
837 4 Women Married 0 3.190 7
838 4 Women Single 0 3.190 3
839 4 Women Single 0 2.560 23
840 4 Men Married 0 1.760 7
841 4 Men Married 1 2.580 25
842 4 Women Married 0 3.410 4
843 4 Women Single 0 3.590 9
844 4 Women Married 0 1.780 4
845 4 Women Single 0 3.750 3
846 4 Men Married 2 3.690 16
847 4 Men Married 0 3.620 5
848 4 Men Married 0 1.505 4
849 4 Men Married 2 2.580 6
850 4 Men Single 0 2.870 15
851 5 Women Married 0 2.260 16
852 5 Women Single 0 3.750 13
853 5 Men Married 2 3.850 15
854 5 Men Married 1 3.150 5
855 5 Men Married 1 3.150 27
856 5 Men Married 0 4.340 6
857 5 Men Married 0 4.250 12
858 5 Men Single 0 3.360 11
859 5 Women Single 0 3.590 14
860 5 Men Married 1 2.580 25
861 5 Men Married 1 3.590 21
862 5 Men Married 1 2.960 4
863 5 Men Married 0 4.540 13
864 5 Men Married 0 4.290 30
865 5 Women Single 0 2.870 12
866 5 Women Married 0 4.540 15
867 5 Women Married 1 3.850 1
868 5 Men Married 0 2.500 4
869 5 Men Married 1 3.470 0
870 5 Women Married 0 2.860 24
871 5 Women Married 0 4.620 0
872 5 Men Married 1 4.540 53
873 5 Men Married 0 1.250 2
874 5 Women Married 0 3.210 19
875 5 Men Married 1 1.760 11
876 5 Women Single 0 2.580 6
877 5 Women Single 0 3.620 3
878 6 Men Married 1 4.620 8
879 6 Women Married 0 2.100 36
880 6 Women Married 2 1.860 38
881 6 Men Married 0 4.340 9
882 6 Women Married 0 4.290 24
883 6 Men Married 2 2.510 11
884 6 Men Married 1 2.960 13
885 6 Men Single 0 4.290 18
886 6 Men Single 0 3.400 14
887 6 Women Single 0 4.540 12
888 6 Men Married 1 3.850 16
889 6 Women Single 0 3.150 9
890 6 Women Single 0 4.540 15
891 6 Men Single 0 3.470 6
892 6 Women Married 0 4.290 1
893 6 Men Single 0 1.970 4
894 6 Women Single 0 3.320 6
895 7 Men Married 0 3.590 1
896 7 Men Single 0 2.540 6
897 7 Men Single 0 3.410 20
898 7 Men Married 1 1.970 0
899 7 Women Single 0 3.150 9
900 7 Men Single 0 4.620 15
901 7 Men Single 0 4.540 42
902 7 Men Married 0 3.690 9
903 7 Men Single 0 4.340 19
904 7 Men Single 0 4.290 19
905 7 Men Married 1 3.590 27
906 7 Men Single 0 3.690 19
907 8 Men Married 0 2.510 11
908 9 Men Married 1 2.960 23
909 9 Men Married 1 1.860 47
910 10 Women Married 0 3.590 18
911 11 Men Married 2 2.860 7
912 12 Men Married 1 4.290 35
913 12 Men Married 1 1.860 5
914 16 Men Married 0 1.740 21
915 19 Men Married 0 1.860 42
Code
residuals(M_bioChem)
Output
1 2 3 4 5 6
-1.825642155 -1.486723228 -1.499133994 -1.572134000 -1.914640906 -1.286031924
7 8 9 10 11 12
-1.442602066 -1.464134989 -1.683610523 -1.488644178 -1.842628890 -1.606780056
13 14 15 16 17 18
-1.424979517 -1.578335984 -1.492579316 -1.408142134 -1.625293819 -1.642015862
19 20 21 22 23 24
-1.514260389 -1.558115091 -1.607810058 -1.321539322 -1.635605860 -1.604487817
25 26 27 28 29 30
-1.289691019 -1.545085650 -1.511224334 -1.596484138 -1.391601606 -1.735821093
31 32 33 34 35 36
-1.386896967 -1.865327806 -1.612765243 -1.546242064 -1.519069285 -1.384283623
37 38 39 40 41 42
-1.382611334 -1.743762367 -1.553644892 -1.600261929 -1.743762367 -1.419250705
43 44 45 46 47 48
-1.657411408 -1.422698635 -1.662544510 -1.516538701 -1.695318710 -2.308052317
49 50 51 52 53 54
-1.657276787 -1.660952748 -1.662545341 -1.246626354 -1.611550533 -1.865327806
55 56 57 58 59 60
-1.561625363 -1.579082090 -1.425737372 -1.549749790 -1.555636243 -1.552800674
61 62 63 64 65 66
-1.492621598 -1.523397604 -1.463828444 -1.541898074 -1.516074293 -1.584449122
67 68 69 70 71 72
-1.915140211 -1.795444158 -1.524145330 -1.377641437 -1.584053838 -1.250268000
73 74 75 76 77 78
-1.510511568 -1.601150351 -1.561913498 -1.478922922 -1.390679117 -1.542599362
79 80 81 82 83 84
-1.619193166 -1.477458251 -1.418077237 -1.390662508 -1.911651899 -1.800281916
85 86 87 88 89 90
-2.121683579 -1.399050566 -2.153572426 -1.500844067 -2.145152623 -1.681425393
91 92 93 94 95 96
-1.558474203 -1.499678483 -1.727974363 -2.121683579 -1.659230929 -1.816369232
97 98 99 100 101 102
-1.725332781 -1.516191688 -1.317526985 -1.865327806 -1.481359013 -1.523397604
103 104 105 106 107 108
-1.505921852 -1.576700108 -1.405094882 -1.568493388 -1.639494928 -1.486723228
109 110 111 112 113 114
-1.316782864 -1.284614514 -1.719080238 -1.385087134 -1.405963426 -1.781117729
115 116 117 118 119 120
-1.458366973 -1.598460993 -1.751644839 -1.367798901 -1.579082090 -1.570971542
121 122 123 124 125 126
-1.523005458 -1.550995397 -1.719706495 -1.401403951 -1.416359166 -1.791133656
127 128 129 130 131 132
-1.535063949 -1.722335084 -1.546242064 -1.584977256 -1.420970119 -2.036202660
133 134 135 136 137 138
-1.587251763 -1.446188934 -1.541562181 -2.032014580 -1.624779529 -1.462687271
139 140 141 142 143 144
-1.290309747 -1.430834987 -1.367468754 -1.513401938 -1.549288501 -1.422698635
145 146 147 148 149 150
-1.417389448 -1.330900989 -1.671401614 -1.417389448 -1.723634659 -1.389443531
151 152 153 154 155 156
-1.584210415 -1.741372307 -1.562266086 -1.463608937 -1.590645895 -1.618791414
157 158 159 160 161 162
-1.486963402 -1.510437560 -1.584865968 -1.851728971 -1.553167076 -1.412654754
163 164 165 166 167 168
-1.548786096 -1.541410588 -1.732062359 -1.479840630 -1.683977930 -1.604626386
169 170 171 172 173 174
-1.678600922 -1.639005569 -1.543035875 -1.529147685 -1.404258084 -1.557423633
175 176 177 178 179 180
-1.425342551 -1.429064519 -1.650763512 -1.485271746 -1.353985906 -1.523397604
181 182 183 184 185 186
-1.367732864 -1.924010069 -1.724638692 -1.762347863 -1.643759642 -1.653072482
187 188 189 190 191 192
-1.456783918 -1.615528194 -1.375978211 -1.528996778 -1.382878746 -1.481000848
193 194 195 196 197 198
-1.387635072 -1.692263973 -1.634761631 -1.663654229 -1.501147123 -1.253921202
199 200 201 202 203 204
-1.867107400 -1.242372505 -1.621012830 -1.620238283 -1.436464176 -1.458203892
205 206 207 208 209 210
-1.531175742 -1.262167715 -1.553396521 -1.563008543 -1.384546279 -1.496965918
211 212 213 214 215 216
-1.415555295 -1.534457024 -1.511594642 -1.423821748 -1.523902507 -1.743762367
217 218 219 220 221 222
-1.750231073 -1.819423783 -1.607173516 -1.804184587 -1.737483189 -1.609182012
223 224 225 226 227 228
-1.653020745 -1.561683333 -1.541367440 -1.682487843 -1.563008543 -1.413819765
229 230 231 232 233 234
-1.605739813 -1.757313916 -1.517905431 -2.124556953 -1.556705615 -1.713615662
235 236 237 238 239 240
-1.719706495 -1.631570184 -1.443795410 -1.880423497 -1.523397604 -1.660472898
241 242 243 244 245 246
-1.399708874 -1.406368947 -1.641555988 -1.634609232 -1.601150351 -1.552800674
247 248 249 250 251 252
-1.486236954 -1.659674691 -1.412243150 -1.405891985 -1.977360273 -1.701497749
253 254 255 256 257 258
-1.463400384 -1.756459561 -1.450343856 -1.432191800 -1.533207720 -1.591406597
259 260 261 262 263 264
-1.633065746 -1.716422369 -1.615581693 -1.577343066 -1.523397604 -1.392275174
265 266 267 268 269 270
-1.439050203 -1.731718809 -1.399322264 -2.431375219 -1.477046875 -1.639021729
271 272 273 274 275 276
-1.498358140 -1.747849394 -1.520830808 -1.673239731 -1.691385109 -0.615430680
277 278 279 280 281 282
-0.169356103 -0.673677217 0.057085403 -0.380558632 -0.263557658 -0.500045001
283 284 285 286 287 288
-0.261545839 -0.251279927 -0.702169482 -0.153733172 -0.609189053 -0.733931677
289 290 291 292 293 294
-0.460712991 -0.873698481 -0.715929014 -0.572215117 -0.554597735 -0.395737164
295 296 297 298 299 300
-0.350691037 -0.523600700 -0.967607232 0.037432058 -0.432440418 -0.594750901
301 302 303 304 305 306
-0.483722269 -0.445267159 -1.619931271 -0.347771299 -0.444861969 -0.504473058
307 308 309 310 311 312
-0.502654337 -0.203924667 -0.670121988 -0.319503521 -0.124042845 -0.769075445
313 314 315 316 317 318
-0.843171561 -0.712731579 -0.739386322 -0.258619462 -0.863401178 -0.277007879
319 320 321 322 323 324
-0.300332150 -0.437053910 -0.578323287 -0.736039535 -0.203826075 -0.653702167
325 326 327 328 329 330
-0.691452156 -0.387847174 -0.180497119 -3.376917704 -0.646443685 -0.398844541
331 332 333 334 335 336
-0.512527377 -0.249874709 -0.756913006 -0.693332298 -0.322468068 -0.316823799
337 338 339 340 341 342
-0.317132645 -0.348631948 -0.403527561 -0.249874709 -0.193004630 -0.261843344
343 344 345 346 347 348
-0.364840953 -0.302832026 -0.207012009 -0.327555286 -0.403393703 -0.765888382
349 350 351 352 353 354
-0.147935969 -0.190746418 -0.379886214 -0.528964675 -0.291680896 -0.315653053
355 356 357 358 359 360
-0.503544519 -0.434559694 -0.171590265 -0.261784942 -0.225709496 -0.523823974
361 362 363 364 365 366
-0.866080167 -0.581056419 -0.718916120 -0.598656836 -0.115830084 -0.386515924
367 368 369 370 371 372
-0.099878913 -0.159377926 -0.171688626 -0.458422623 -0.191826703 -0.529034927
373 374 375 376 377 378
-0.190580197 -0.394735991 -0.590168912 -0.349707269 -0.406293013 -0.612606106
379 380 381 382 383 384
-0.555503010 -0.740728802 -1.073086159 -0.803766111 -0.281402775 -0.315622637
385 386 387 388 389 390
-0.272956069 -0.594800342 -0.301501976 -0.788042588 -0.159349281 -0.085175278
391 392 393 394 395 396
-0.631261568 -0.591316179 -0.214524718 -0.720557845 -0.612885950 0.053025325
397 398 399 400 401 402
-0.155765209 -0.378593099 -0.483902387 -0.388422106 -1.185400778 -0.504624981
403 404 405 406 407 408
-0.651862376 -0.334880696 -0.569053737 -0.336437654 0.043662557 -1.121417760
409 410 411 412 413 414
-0.578394913 -0.295941201 -0.175587056 -0.471408901 -0.294511578 -0.706609053
415 416 417 418 419 420
-0.111895503 -0.203924667 -0.350751481 -0.070863512 -0.582319481 -0.865267492
421 422 423 424 425 426
-0.778406013 -0.005228627 -0.135832491 -0.203732284 -0.204607365 -0.552748401
427 428 429 430 431 432
-0.754661038 -0.534893861 -0.524383361 -0.136794353 -0.442886613 -0.402675661
433 434 435 436 437 438
-0.612885950 -0.791335015 -0.445944600 -0.595211262 -0.402351092 -0.646400209
439 440 441 442 443 444
-0.495578173 -0.225635615 -0.702729557 -0.663863278 -0.297269416 -0.739266065
445 446 447 448 449 450
-0.606650540 -0.508755428 -0.337993477 -0.430506436 -0.635879273 -0.220342567
451 452 453 454 455 456
-0.813124187 -0.214792459 -0.135131686 -0.666739333 -1.806868057 -0.295527687
457 458 459 460 461 462
-0.377179001 -0.548052266 -0.821260727 -0.276949136 -0.119204847 -0.251682560
463 464 465 466 467 468
-0.288534319 -0.408425242 -0.551775480 -0.396821324 -0.623379554 -0.366835041
469 470 471 472 473 474
-0.475343962 -0.427744155 -1.222332715 -0.582883909 -0.345084750 -0.258057777
475 476 477 478 479 480
-0.350691037 -0.408110325 -0.442260268 -0.356841121 -0.171590265 -0.778406013
481 482 483 484 485 486
-0.774246559 -0.774246559 -1.849383508 -0.514194032 -0.462537200 -0.504473058
487 488 489 490 491 492
-0.560135050 -0.777813869 -0.437444355 -0.302525820 -0.469982156 -0.103672751
493 494 495 496 497 498
-0.426635625 -0.833704534 -0.382486469 -0.496839461 -0.288695183 -0.425667490
499 500 501 502 503 504
-0.575353939 -0.198709230 -0.618899122 -0.374195077 -0.359181971 -0.132832229
505 506 507 508 509 510
-0.291820814 -0.500045001 -0.614576522 -1.065915709 -0.668915319 -0.340097446
511 512 513 514 515 516
-0.522660857 -0.906091357 -0.545728286 -0.844261596 -0.189080261 -0.161094650
517 518 519 520 521 522
-0.225970781 -0.245694216 -0.509574847 -0.489077540 -0.544152297 0.098744166
523 524 525 526 527 528
-0.010848926 0.439536333 0.184180479 0.518980655 0.434889792 0.550455237
529 530 531 532 533 534
0.621362181 0.593177209 0.376128521 0.605327031 0.439042857 0.535647756
535 536 537 538 539 540
0.135766340 0.315080611 0.045164844 0.286785978 0.484891158 0.516511390
541 542 543 544 545 546
-0.433713463 0.662348996 0.393141295 -0.881663040 0.116715072 -0.857857697
547 548 549 550 551 552
-1.557895456 -0.061756213 0.114808168 0.423726682 0.522566302 0.622123685
553 554 555 556 557 558
0.397027285 0.203695388 0.218080445 0.663638873 0.100459122 0.507713822
559 560 561 562 563 564
0.343669618 0.137361085 -0.311242792 0.319776880 0.316035423 0.515005973
565 566 567 568 569 570
0.230535644 0.341036461 0.247766214 0.585785635 -0.542088183 0.052228133
571 572 573 574 575 576
0.258673298 0.348398642 0.274715563 -0.005613554 0.211227265 0.355597083
577 578 579 580 581 582
0.091066855 0.299330695 0.809647387 0.563207274 0.554119465 0.084878809
583 584 585 586 587 588
0.243907965 0.256293585 0.260829516 0.379992670 0.252567309 0.366906901
589 590 591 592 593 594
0.309983362 -0.559815631 0.364072999 0.624297390 0.281431925 0.364401206
595 596 597 598 599 600
0.013276448 0.418904751 0.666722358 0.152773226 0.513704464 -0.405976284
601 602 603 604 605 606
0.197508098 0.659022820 0.581088509 0.270971778 0.586588715 -0.611417561
607 608 609 610 611 612
0.218787125 0.483077815 0.076730748 0.333850723 -0.484898002 0.165514312
613 614 615 616 617 618
0.446029351 0.304963752 0.528833894 0.459920365 0.214385217 -0.443776440
619 620 621 622 623 624
0.240687296 0.159095431 0.023146995 0.251101504 0.097263750 0.509612147
625 626 627 628 629 630
-0.148706038 0.078355830 0.820765774 0.199458868 -0.143834182 -0.125730211
631 632 633 634 635 636
0.054722730 0.586363528 0.525701567 0.527235040 0.657947600 0.105182293
637 638 639 640 641 642
-0.238698406 0.502566872 0.565641303 0.045773003 0.471884588 0.063137489
643 644 645 646 647 648
-0.349207657 0.356235985 -0.208460939 0.507854121 0.456607976 0.231632584
649 650 651 652 653 654
0.335590799 0.370531546 0.543782757 -0.125238606 0.521441519 0.462838141
655 656 657 658 659 660
0.638286487 0.156194563 0.421568082 0.176257024 -0.097068257 0.373200128
661 662 663 664 665 666
0.433595743 0.231510046 0.161179629 0.587132896 0.617220038 -0.208460939
667 668 669 670 671 672
0.263529456 0.603180808 -1.721390959 0.165593003 0.357687889 0.577337897
673 674 675 676 677 678
0.556005537 0.383572800 0.113789404 0.507038593 -0.045383427 -0.591440481
679 680 681 682 683 684
0.253931393 0.240687296 -0.510741706 -0.583726357 0.411542143 0.251863411
685 686 687 688 689 690
0.409716463 0.306304421 0.389532926 0.681753804 0.839323854 0.127297717
691 692 693 694 695 696
0.311089913 0.587792217 -0.021640039 -0.265565469 0.468128719 0.616353786
697 698 699 700 701 702
0.492854932 0.256697530 0.131474717 0.953300954 1.316499624 0.781136050
703 704 705 706 707 708
0.289683359 0.688164331 0.659380211 1.268142153 0.942980959 0.672246629
709 710 711 712 713 714
-0.016480979 0.520979332 1.225400912 1.059425961 -0.613393651 0.587959524
715 716 717 718 719 720
0.672246629 0.732006325 1.155967616 1.008338194 0.925340432 1.015128959
721 722 723 724 725 726
0.668181658 0.524549337 1.300488458 0.938494388 0.511620245 0.487649906
727 728 729 730 731 732
0.912495073 1.042345527 0.811804183 0.622850336 0.946597907 1.241882345
733 734 735 736 737 738
0.984384567 0.590785644 0.827304510 0.126982466 1.113704080 1.215991804
739 740 741 742 743 744
1.160674207 0.792261068 0.437002803 -0.386733090 0.805026258 -0.024264334
745 746 747 748 749 750
0.457507338 1.192417888 0.451983207 0.777061539 1.132960237 -0.107084802
751 752 753 754 755 756
0.420587842 1.345258572 0.965619077 0.317609426 1.016081294 0.858316716
757 758 759 760 761 762
1.220998765 0.788621909 0.869180997 0.930019212 0.841103436 0.807977967
763 764 765 766 767 768
0.694754670 1.270850146 0.755093358 0.367020132 0.746502223 0.198878560
769 770 771 772 773 774
0.636586399 1.263905655 -0.656182196 0.662985819 1.263281258 0.980461089
775 776 777 778 779 780
0.580742673 0.675861225 0.194208541 1.211061514 1.101562211 0.936826568
781 782 783 784 785 786
1.447914539 1.165439912 1.295960129 1.250599799 1.163778064 0.575671689
787 788 789 790 791 792
1.383398481 1.096601429 1.441697963 1.848173024 1.510843214 1.902384688
793 794 795 796 797 798
1.334220584 1.672064225 -0.275924777 1.447467126 1.556288213 0.889374231
799 800 801 802 803 804
-0.722406039 1.554415619 1.864243447 1.434312582 -0.832612326 1.324379046
805 806 807 808 809 810
1.448063413 1.276474016 1.395654599 1.085934764 1.511942903 0.984930045
811 812 813 814 815 816
1.636030694 -0.172154272 1.819305005 1.841500117 0.225604458 1.037941644
817 818 819 820 821 822
1.274414346 1.614774856 1.576482052 1.460107402 1.202971095 0.545512999
823 824 825 826 827 828
1.263361773 1.616829071 1.254294444 1.736864864 1.571295002 1.670199921
829 830 831 832 833 834
1.680992595 0.952199698 1.391758969 0.950479586 1.807714921 1.570172802
835 836 837 838 839 840
0.604653263 1.492246412 1.493367578 1.825726722 1.172679480 1.195263287
841 842 843 844 845 846
0.794778619 1.588657467 1.632541215 1.610232793 1.818681663 1.389020504
847 848 849 850 851 852
1.239189282 1.304529227 1.729897391 1.122535715 1.712894409 2.028858319
853 854 855 856 857 858
1.945799395 2.036683522 1.201486129 1.708683566 1.480782793 1.776486080
859 860 861 862 863 864
1.996465057 1.294378885 1.439248948 2.073698569 1.436583062 0.704391181
865 866 867 868 869 870
2.075615412 1.715328593 2.464063079 1.809890445 2.201566393 1.394638922
871 872 873 874 875 876
2.238411517 -0.086415973 1.900166396 1.585031187 1.845369006 2.280235386
877 878 879 880 881 882
2.363766123 2.402025246 1.353135956 1.940163071 2.075457154 1.843119246
883 884 885 886 887 888
2.601757561 2.240241640 1.973656227 2.146939100 2.548850176 2.110082667
889 890 891 892 893 894
2.674621115 2.440582149 2.447066310 2.712632837 2.541440921 2.775575322
895 896 897 898 899 900
2.857235390 2.927849885 2.355836724 3.201309605 3.148836531 2.542910895
901 902 903 904 905 906
1.289136622 2.540671598 2.381997736 2.382861489 2.101575476 2.393213728
907 908 909 910 911 912
2.909918211 3.122683023 1.921373512 3.800652493 4.918420253 3.614817563
913 914 915
5.089535998 5.349236232 4.953133262
Code
round(residuals(M_bioChem, type = "response"), 5)
Output
1 2 3 4 5 6 7 8
-1.97737 -1.30318 -1.32579 -1.46216 -2.17223 -0.96218 -1.22419 -1.26247
9 10 11 12 13 14 15 16
-1.68108 -1.30667 -2.01403 -1.52885 -1.19326 -1.47401 -1.31383 -1.16404
17 18 19 20 21 22 23 24
-1.56499 -1.59794 -1.35358 -1.43553 -1.53085 -1.01902 -1.58528 -1.52440
25 26 27 28 29 30 31 32
-0.96797 -1.41097 -1.34798 -1.50890 -1.13565 -1.78781 -1.12764 -2.06342
33 34 35 36 37 38 39 40
-1.54050 -1.41314 -1.36246 -1.12320 -1.12036 -1.80428 -1.42708 -1.51621
41 42 43 44 45 46 47 48
-1.80428 -1.18328 -1.62851 -1.18928 -1.63876 -1.35778 -1.70479 -3.11004
49 50 51 52 53 54 55 56
-1.62824 -1.63558 -1.63876 -0.90094 -1.53813 -2.06342 -1.44218 -1.47544
57 58 59 60 61 62 63 64
-1.19458 -1.41974 -1.43085 -1.42549 -1.31391 -1.37048 -1.26192 -1.40499
65 66 67 68 69 70 71 72
-1.35693 -1.48573 -2.17334 -1.91282 -1.37187 -1.11195 -1.48497 -0.90652
73 74 75 76 77 78 79 80
-1.34667 -1.51793 -1.44273 -1.28906 -1.13408 -1.40630 -1.55305 -1.28642
81 82 83 84 85 86 87 88
-1.18124 -1.13405 -2.16558 -1.92311 -2.65084 -1.14840 -2.72755 -1.32892
89 90 91 92 93 94 95 96
-2.70722 -1.67667 -1.43621 -1.32679 -1.77161 -2.65084 -1.63214 -1.95746
97 98 99 100 101 102 103 104
-1.76617 -1.35714 -1.01252 -2.06342 -1.29346 -1.37048 -1.33823 -1.47088
105 106 107 108 109 110 111 112
-1.15879 -1.45523 -1.59295 -1.30318 -1.01132 -0.95994 -1.75331 -1.12456
113 114 115 116 117 118 119 120
-1.16028 -1.88249 -1.25217 -1.51273 -1.82067 -1.09537 -1.47544 -1.45995
121 122 123 124 125 126 127 128
-1.36976 -1.42209 -1.75459 -1.15244 -1.17826 -1.90368 -1.39220 -1.76000
129 130 131 132 133 134 135 136
-1.41314 -1.48674 -1.18627 -2.44909 -1.49111 -1.23053 -1.40436 -2.43936
137 138 139 140 141 142 143 144
-1.56399 -1.25988 -0.96895 -1.20350 -1.09482 -1.35199 -1.41887 -1.18928
145 146 147 148 149 150 151 152
-1.18005 -1.03426 -1.65650 -1.18005 -1.76267 -1.13197 -1.48527 -1.79931
153 154 155 156 157 158 159 160
-1.44340 -1.26153 -1.49764 -1.55226 -1.30362 -1.34653 -1.48653 -2.03378
161 162 163 164 165 166 167 168
-1.42618 -1.17184 -1.41793 -1.40407 -1.78004 -1.29072 -1.68182 -1.52467
169 170 171 172 173 174 175 176
-1.67098 -1.59199 -1.40712 -1.38117 -1.15735 -1.43422 -1.19389 -1.20040
177 178 179 180 181 182 183 184
-1.61528 -1.30055 -1.07230 -1.37048 -1.09526 -2.19314 -1.76474 -1.84303
185 186 187 188 189 190 191 192
-1.60139 -1.61987 -1.24934 -1.54589 -1.10914 -1.38089 -1.12081 -1.29282
193 194 195 196 197 198 199 200
-1.12890 -1.69859 -1.58361 -1.64098 -1.32948 -0.91213 -2.06731 -0.89444
201 202 203 204 205 206 207 208
-1.55661 -1.55509 -1.21338 -1.25188 -1.38494 -0.92486 -1.42662 -1.44480
209 210 211 212 213 214 215 216
-1.12364 -1.32183 -1.17686 -1.39106 -1.34866 -1.19124 -1.37142 -1.80428
217 218 219 220 221 222 223 224
-1.81773 -1.96401 -1.52962 -1.93142 -1.79125 -1.53352 -1.61977 -1.44229
225 226 227 228 229 230 231 232
-1.40399 -1.67881 -1.44480 -1.17386 -1.52683 -1.83250 -1.36031 -2.65772
233 234 235 236 237 238 239 240
-1.43287 -1.74210 -1.75459 -1.57733 -1.22630 -2.09651 -1.37048 -1.63462
241 242 243 244 245 246 247 248
-1.14953 -1.16098 -1.59703 -1.58331 -1.51793 -1.42549 -1.30230 -1.63303
249 250 251 252 253 254 255 256
-1.17113 -1.16016 -2.31357 -1.71735 -1.26116 -1.83072 -1.23790 -1.20588
257 258 259 260 261 262 263 264
-1.38873 -1.49911 -1.58027 -1.74785 -1.54599 -1.47211 -1.37048 -1.13680
265 266 267 268 269 270 271 272
-1.21793 -1.77933 -1.14886 -3.42817 -1.28567 -1.59202 -1.32437 -1.81277
273 274 275 276 277 278 279 280
-1.36573 -1.66019 -1.69681 -0.83658 -0.19943 -0.93142 0.06192 -0.48113
281 282 283 284 285 286 287 288
-0.32057 -0.65650 -0.31791 -0.30437 -0.97876 -0.18005 -0.82658 -1.03226
289 290 291 292 293 294 295 296
-0.59751 -1.27665 -1.00184 -0.76792 -0.74034 -0.50277 -0.43908 -0.69241
297 298 299 300 301 302 303 304
-1.44894 0.04090 -0.55587 -0.80354 -0.63187 -0.57468 -2.81836 -0.43501
305 306 307 308 309 310 311 312
-0.57409 -0.66322 -0.66046 -0.24304 -0.92556 -0.39595 -0.14376 -1.09234
313 314 315 316 317 318 319 320
-1.22204 -0.99646 -1.04152 -0.31404 -1.25815 -0.33846 -0.36983 -0.56262
321 322 323 324 325 326 327 328
-0.77753 -1.03583 -0.24291 -0.89860 -0.96088 -0.49150 -0.21338 -8.14165
329 330 331 332 333 334 335 336
-0.88675 -0.50722 -0.67548 -0.30252 -1.07144 -0.96401 -0.40002 -0.39229
337 338 339 340 341 342 343 344
-0.39271 -0.43621 -0.51395 -0.30252 -0.22916 -0.31830 -0.45891 -0.37322
345 346 347 348 349 350 351 352
-0.24698 -0.40701 -0.51376 -1.08685 -0.17291 -0.22630 -0.48017 -0.70065
353 354 355 356 357 358 359 360
-0.35815 -0.39068 -0.66181 -0.55897 -0.20222 -0.31822 -0.27103 -0.69276
361 362 363 364 365 366 367 368
-1.26296 -0.78185 -1.00687 -0.80976 -0.13385 -0.48960 -0.11476 -0.18703
369 370 371 372 373 374 375 376
-0.20234 -0.59411 -0.22767 -0.70076 -0.22609 -0.50134 -0.79627 -0.43771
377 378 379 380 381 382 383 384
-0.51793 -0.83205 -0.74175 -1.04380 -1.65004 -1.15255 -0.34434 -0.39064
385 386 387 388 389 390 391 392
-0.33306 -0.80362 -0.37142 -1.12515 -0.18699 -0.09735 -0.86210 -0.79809
393 394 395 396 397 398 399 400
-0.25661 -1.00964 -0.83250 0.05761 -0.18256 -0.47834 -0.63214 -0.49232
401 402 403 404 405 406 407 408
-1.87286 -0.66345 -0.89560 -0.41712 -0.76295 -0.41927 0.04760 -1.74483
409 410 411 412 413 414 415 416
-0.77765 -0.36389 -0.20722 -0.61343 -0.36196 -0.98619 -0.12912 -0.24304
417 418 419 420 421 422 423 424
-0.43917 -0.08058 -0.78384 -1.26150 -1.10845 -0.00580 -0.15808 -0.24279
425 426 427 428 429 430 431 432
-0.24391 -0.73746 -1.06758 -0.70979 -0.69361 -0.15926 -0.57118 -0.51273
433 434 435 436 437 438 439 440
-0.83250 -1.13087 -0.57568 -0.80428 -0.51226 -0.88668 -0.64974 -0.27093
441 442 443 444 445 446 447 448
-0.97970 -0.91526 -0.36569 -1.04132 -0.82252 -0.66973 -0.42143 -0.55305
449 450 451 452 453 454 455 456
-0.86958 -0.26409 -1.16895 -0.25695 -0.15723 -0.91999 -3.26643 -0.36334
457 458 459 460 461 462 463 464
-0.47633 -0.73016 -1.18326 -0.33838 -0.13792 -0.30490 -0.35391 -0.52100
465 466 467 468 469 470 471 472
-0.73595 -0.50432 -0.84937 -0.46172 -0.61931 -0.54902 -1.94807 -0.78473
473 474 475 476 477 478 479 480
-0.43127 -0.31330 -0.43908 -0.52055 -0.57026 -0.44768 -0.20222 -1.10845
481 482 483 484 485 486 487 488
-1.10126 -1.10126 -3.37190 -0.67802 -0.60022 -0.66322 -0.74898 -1.10742
489 490 491 492 493 494 495 496
-0.56319 -0.37281 -0.61130 -0.11928 -0.54740 -1.20524 -0.48387 -0.65165
497 498 499 500 501 502 503 504
-0.35413 -0.54599 -0.77285 -0.23640 -0.84216 -0.47211 -0.45096 -0.15443
505 506 507 508 509 510 511 512
-0.35833 -0.65650 -0.83521 -1.63612 -0.92357 -0.42435 -0.69097 -1.33536
513 514 515 516 517 518 519 520
-0.72655 -1.22398 -0.22419 -0.18916 -0.27136 -0.29704 -0.67098 -0.63993
521 522 523 524 525 526 527 528
-0.72411 0.14811 -0.01668 0.60710 0.27083 0.70234 0.60140 0.73884
529 530 531 532 533 534 535 536
0.81852 0.78727 0.52789 0.80081 0.60650 0.72176 0.20191 0.44894
537 538 539 540 541 542 543 544
0.06858 0.41146 0.66202 0.69945 -0.72855 0.86297 0.54942 -1.61080
545 546 547 548 549 550 551 552
0.17435 -1.56062 -3.19800 -0.09603 0.17157 0.58762 0.70654 0.81936
553 554 555 556 557 558 559 560
0.55431 0.29814 0.31811 0.86435 0.15063 0.68911 0.48624 0.20421
561 562 563 564 565 566 567 568
-0.51015 0.45511 0.45020 0.69768 0.33528 0.48283 0.35885 0.77898
569 570 571 572 573 574 575 576
-0.93000 0.07918 0.37366 0.49236 0.39530 -0.00862 0.30861 0.50163
577 578 579 580 581 582 583 584
0.13684 0.42815 1.01307 0.75343 0.74305 0.12772 0.35359 0.37044
585 586 587 588 589 590 591 592
0.37658 0.53280 0.36538 0.51613 0.44223 -0.96368 0.51251 0.82174
593 594 595 596 597 598 599 600
0.40431 0.51293 0.02030 0.58164 0.86764 0.22631 0.69616 -0.67823
601 602 603 604 605 606 607 608
0.28951 0.85940 0.77370 0.39027 0.77989 -1.06289 0.31908 0.65985
609 610 611 612 613 614 615 616
0.11568 0.47350 -0.82274 0.24445 0.61506 0.43561 0.71385 0.63197
617 618 619 620 621 622 623 624
0.31299 -0.74693 0.34919 0.23532 0.03532 0.36339 0.14594 0.69134
625 626 627 628 629 630 631 632
-0.23562 0.11808 1.02380 0.29223 -0.22767 -0.19824 0.08291 0.77963
633 634 635 636 637 638 639 640
0.71020 0.71198 0.85825 0.15754 -0.38545 0.68303 0.75621 0.06949
641 642 643 644 645 646 647 648
0.64642 0.09548 -0.57680 0.50245 -0.33450 0.68927 0.62795 0.33678
649 650 651 652 653 654 655 656
0.47576 0.52076 0.73116 -0.19744 0.70522 0.63550 0.83701 0.23119
657 658 659 660 661 662 663 664
0.58495 0.25966 -0.15210 0.52416 0.59980 0.33661 0.23829 0.78050
665 666 667 668 669 670 671 672
0.81396 -0.33450 0.38023 0.79843 -3.63108 0.24456 0.50432 0.76947
673 674 675 676 677 678 679 680
0.74521 0.53734 0.17009 0.68831 -0.07032 -1.02428 0.36723 0.34919
681 682 683 684 685 686 687 688
-0.87095 -1.00944 0.57248 0.36442 0.57020 0.43738 0.54487 0.88360
689 690 691 692 693 694 695 696
1.04151 0.18969 0.44369 0.78124 -0.03335 -0.43123 0.64189 0.81301
697 698 699 700 701 702 703 704
0.67152 0.37099 0.19572 1.45411 1.85674 1.23383 0.50170 1.10701
705 706 707 708 709 710 711 712
1.06663 1.80795 1.44144 1.08474 -0.03008 0.86515 1.76360 1.58044
713 714 715 716 717 718 719 720
-1.23262 0.96417 1.08474 1.16750 1.68911 1.52053 1.41963 1.52859
721 722 723 724 725 726 727 728
1.07903 0.87050 1.84074 1.43591 0.85109 0.81483 1.40362 1.56059
729 730 731 732 733 734 735 736
1.27446 1.01462 1.44589 1.78084 1.49186 0.96828 1.29477 0.22624
737 738 739 740 741 742 743 744
1.64227 1.75369 1.69425 1.24864 0.73704 -0.74983 1.26553 -0.04435
745 746 747 748 749 750 751 752
0.76873 1.72860 0.76022 1.22839 1.66375 -0.19844 0.71148 1.88506
753 754 755 756 757 758 759 760
1.46915 0.54734 1.52971 1.33493 1.75897 1.24381 1.34886 1.42544
761 762 763 764 765 766 767 768
1.31271 1.26943 1.11618 1.81072 1.19886 0.62692 1.18723 0.34996
769 770 771 772 773 774 775 776
1.03428 1.80360 -1.32745 1.07171 1.80296 1.48713 0.95363 1.08981
777 778 779 780 781 782 783 784
0.34202 1.74847 1.62860 1.43386 1.98201 1.69945 1.83619 2.11198
785 786 787 788 789 790 791 792
1.99475 1.08467 2.28265 1.90100 2.35426 2.79778 2.43659 2.84965
793 794 795 796 797 798 799 800
2.22067 2.61754 -0.58973 2.36124 2.48915 1.59512 -1.64650 2.48701
801 802 803 804 805 806 807 808
2.81333 2.34530 -1.92787 2.20809 2.36196 2.14605 2.29787 1.88587
809 810 811 812 813 814 815 816
2.43787 1.73928 2.57843 -0.36245 2.76947 2.79128 0.44810 1.81696
817 818 819 820 821 822 823 824
2.14335 2.55500 2.51211 2.37646 2.04822 1.03261 2.12884 2.55727
825 826 827 828 829 830 831 832
2.11687 2.68596 2.50624 2.61553 2.62711 1.69050 2.29304 1.68792
833 834 835 836 837 838 839 840
2.75796 2.50496 1.13420 2.41472 2.41605 2.77581 2.00698 2.03778
841 842 843 844 845 846 847 848
1.44718 2.52584 2.57460 2.54996 2.76885 2.28964 2.09683 2.18255
849 850 851 852 853 854 855 856
2.67872 1.93751 3.04048 3.42411 3.32864 3.43291 2.30245 3.03500
857 858 859 860 861 862 863 864
2.72335 3.12216 3.38733 2.44718 2.66346 3.47406 2.65958 1.44810
865 866 867 868 869 870 871 872
3.47617 3.04365 3.86238 3.16416 3.61039 2.59808 3.64801 -0.19800
873 874 875 876 877 878 879 880
3.27456 2.86947 3.20809 3.68981 3.77047 4.28715 2.79464 3.70052
881 882 883 884 885 886 887 888
3.88394 3.56308 4.50619 4.09440 3.74682 3.97698 4.45020 3.92934
889 890 891 892 893 894 895 896
4.58093 4.33106 4.33837 4.61883 4.44224 4.67996 5.27631 5.35393
897 898 899 900 901 902 903 904
4.65376 5.63132 5.58093 4.90066 2.91482 4.89781 4.68933 4.69050
905 906 907 908 909 910 911 912
4.29042 4.70448 5.81762 6.56080 4.63755 7.91341 9.64185 8.67532
913 914 915
10.45323 13.22820 14.33941
Code
residuals(M_bioChem, type = "pearson")
Output
1 2 3 4 5 6
-1.227824326 -0.972684512 -0.981613545 -1.034780982 -1.298472056 -0.832648948
7 8 9 10 11 12
-0.941198967 -0.956515018 -1.118093972 -0.974064469 -1.241201778 -1.060400992
13 14 15 16 17 18
-0.928735171 -1.039348975 -0.976893748 -0.916885976 -1.074192987 -1.086710643
19 20 21 22 23 24
-0.992539549 -1.024484905 -1.061166449 -0.856841197 -1.081905534 -1.058698274
25 26 27 28 29 30
-0.835130815 -1.014952092 -0.990342756 -1.052761486 -0.905301784 -1.157977571
31 32 33 34 35 36
-0.902016988 -1.259157804 -1.064852002 -1.015796741 -0.996023029 -0.900194270
37 38 39 40 41 42
-0.899028627 -1.164090911 -1.021210375 -1.055562044 -1.164090911 -0.924697071
43 44 45 46 47 48
-1.098285771 -0.927126630 -1.102155795 -0.994189321 -1.126990750 -1.623384671
49 50 51 52 53 54
-1.098184347 -1.100955139 -1.102156422 -0.806081027 -1.063948061 -1.259157804
55 56 57 58 59 60
-1.027059172 -1.039899047 -0.929269867 -1.018360497 -1.022668576 -1.020592430
61 62 63 64 65 66
-0.976924166 -0.999162494 -0.956296307 -1.012625311 -0.993852946 -1.043859323
67 68 69 70 71 72
-1.298872191 -1.204172465 -0.999705236 -0.895567758 -1.043567444 -0.808524153
73 74 75 76 77 78
-0.989827299 -1.056221078 -1.027270590 -0.967088840 -0.904657347 -1.013137037
79 80 81 82 83 84
-1.069640469 -0.966039539 -0.923870749 -0.904645745 -1.296077560 -1.207950198
85 86 87 88 89 90
-1.467480121 -0.910511818 -1.493970392 -0.982846375 -1.486966577 -1.116436585
91 92 93 94 95 96
-1.024748144 -0.982006013 -1.151949098 -1.467480121 -1.099656960 -1.220543708
97 98 99 100 101 102
-1.149922341 -0.993937972 -0.854095268 -1.259157804 -0.968835055 -0.999162494
103 104 105 106 107 108
-0.986510637 -1.038143318 -0.914747659 -1.032103247 -1.084819882 -0.972684512
109 110 111 112 113 114
-0.853586356 -0.831688241 -1.145130534 -0.900754545 -0.915356941 -1.193010850
115 116 117 118 119 120
-0.952402950 -1.054226604 -1.170171089 -0.888728369 -1.039899047 -1.033925675
121 122 123 124 125 126
-0.998877898 -1.019271512 -1.145610136 -0.912160184 -0.922661439 -1.200810136
127 128 129 130 131 132
-1.007643830 -1.147624014 -1.015796741 -1.044249350 -0.925908341 -1.397011690
133 134 135 136 137 138
-1.045929731 -0.943743632 -1.012380247 -1.393581899 -1.073808911 -0.955482283
139 140 141 142 143 144
-0.835550734 -0.932869479 -0.888499293 -0.991918207 -1.018023201 -0.927126630
145 146 147 148 149 150
-0.923386558 -0.863260267 -1.108846018 -0.923386558 -1.148620178 -0.903794454
151 152 153 154 155 156
-1.043683057 -1.162249708 -1.027529324 -0.956139707 -1.048439267 -1.069340936
157 158 159 160 161 162
-0.972857005 -0.989773784 -1.044167159 -1.248389517 -1.020860608 -0.920056037
163 164 165 166 167 168
-1.017655891 -1.012269655 -1.155088314 -0.967746518 -1.118372739 -1.058801175
169 170 171 172 173 174
-1.114295691 -1.084453002 -1.013455610 -1.003339223 -0.914160791 -1.023978125
175 176 177 178 179 180
-0.928991291 -0.931618684 -1.093281640 -0.971642315 -0.879162614 -0.999162494
181 182 183 184 185 186
-0.888682547 -1.305987095 -1.149390028 -1.178446100 -1.088019279 -1.095018673
187 188 189 190 191 192
-0.951275576 -1.066909215 -0.894410651 -1.003229520 -0.899214985 -0.968578242
193 194 195 196 197 198
-0.902532041 -1.124666882 -1.081273303 -1.102993153 -0.983064918 -0.810977491
199 200 201 202 203 204
-1.260569370 -0.803230274 -1.070997566 -1.070419829 -0.936850636 -0.952286788
205 206 207 208 209 210
-1.004813995 -0.816524608 -1.021028558 -1.028074233 -0.900377401 -0.980051403
211 212 213 214 215 216
-0.922095819 -1.007201903 -0.990610597 -0.927918547 -0.999528969 -1.164090911
217 218 219 220 221 222
-1.169079690 -1.222940252 -1.060693370 -1.211000906 -1.159256068 -1.062186371
223 224 225 226 227 228
-1.094979740 -1.027101707 -1.012238178 -1.117242317 -1.028074233 -0.920875116
229 230 231 232 233 234
-1.059628146 -1.174551375 -0.995179513 -1.469862973 -1.023451982 -1.140948915
235 236 237 238 239 240
-1.145610136 -1.078884592 -0.942045279 -1.271148978 -0.999162494 -1.100593292
241 242 243 244 245 246
-0.910972799 -0.915641466 -1.086365630 -1.081159189 -1.056221078 -1.020592430
247 248 249 250 251 252
-0.972335308 -1.099991481 -0.919766718 -0.915306820 -1.349041985 -1.131697100
253 254 255 256 257 258
-0.955990931 -1.173890850 -0.946694601 -0.933828470 -1.006292476 -1.049002037
259 260 261 262 263 264
-1.080003720 -1.143095935 -1.066949065 -1.038617119 -0.999162494 -0.905772437
265 266 267 268 269 270
-0.938681741 -1.154824373 -0.910702065 -1.727313123 -0.965744906 -1.084465117
271 272 273 274 275 276
-0.981054415 -1.167241955 -0.997300247 -1.110236428 -1.123998638 -0.535709241
277 278 279 280 281 282
-0.154837960 -0.584000848 0.054277379 -0.338511443 -0.237788826 -0.439454759
283 284 285 286 287 288
-0.236036421 -0.227082134 -0.607573502 -0.140887251 -0.530524632 -0.633821726
289 290 291 292 293 294
-0.406398064 -0.749110025 -0.618947821 -0.499766111 -0.485079627 -0.351427197
295 296 297 298 299 300
-0.313003917 -0.459184761 -0.826524342 0.035454727 -0.382538755 -0.518523286
301 302 303 304 305 306
-0.425754259 -0.393374069 -1.365233474 -0.310503488 -0.393032067 -0.443167292
307 308 309 310 311 312
-0.441642665 -0.185501128 -0.581057433 -0.286227620 -0.114205391 -0.662835898
313 314 315 316 317 318
-0.723945914 -0.616305159 -0.638326763 -0.233486005 -0.740622056 -0.249485189
319 320 321 322 323 324
-0.269690270 -0.386438096 -0.504853262 -0.635562708 -0.185414061 -0.567456742
325 326 327 328 329 330
-0.598709947 -0.344717230 -0.164750543 -2.690731886 -0.561440854 -0.354067620
331 332 333 334 335 336
-0.449915740 -0.225854859 -0.652797654 -0.600265154 -0.288779439 -0.283919743
337 338 339 340 341 342
-0.284185792 -0.311240670 -0.358044585 -0.225854859 -0.175844394 -0.236295612
343 344 345 346 347 348
-0.325104016 -0.271850184 -0.188226497 -0.293155114 -0.357930947 -0.660205728
349 350 351 352 353 354
-0.135695206 -0.173844074 -0.337938557 -0.463671117 -0.262207182 -0.282911084
355 356 357 358 359 360
-0.442388938 -0.384330274 -0.156828144 -0.236244733 -0.204687731 -0.459371550
361 362 363 364 365 366
-0.742830346 -0.507128760 -0.621416386 -0.521771170 -0.106783961 -0.343584274
367 368 369 370 371 372
-0.092317077 -0.145934714 -0.156915736 -0.404468406 -0.174801133 -0.463729861
373 374 375 376 377 378
-0.173696790 -0.350576208 -0.514712098 -0.312161572 -0.360391792 -0.533363268
379 380 381 382 383 384
-0.485834821 -0.639435421 -0.913549025 -0.691454503 -0.253299773 -0.282884876
385 386 387 388 389 390
-0.245965259 -0.518564403 -0.270701142 -0.678485298 -0.145909119 -0.078918253
391 392 393 394 395 396
-0.548850055 -0.515666484 -0.194849687 -0.622773013 -0.533595713 0.050376793
397 398 399 400 401 402
-0.142705180 -0.336836677 -0.425905577 -0.345206451 -1.006342805 -0.443294635
403 404 405 406 407 408
-0.565932125 -0.299448719 -0.497132218 -0.300785293 0.041405971 -0.953463822
409 410 411 412 413 414
-0.504912901 -0.265893849 -0.160385499 -0.415402365 -0.264657075 -0.611244093
415 416 417 418 419 420
-0.103222020 -0.185501128 -0.313055667 -0.065816173 -0.508180176 -0.742160460
421 422 423 424 425 426
-0.670535075 -0.004912839 -0.124827690 -0.185331232 -0.186103965 -0.483536707
427 428 429 430 431 432
-0.650938684 -0.468627556 -0.459839512 -0.125692708 -0.391364499 -0.357321331
433 434 435 436 437 438
-0.533595713 -0.681201255 -0.393945827 -0.518906133 -0.357045752 -0.561404814
439 440 441 442 443 444
-0.435707948 -0.204622832 -0.608036599 -0.575874578 -0.267042577 -0.638227450
445 446 447 448 449 450
-0.528415410 -0.446756045 -0.302120518 -0.380903425 -0.552680745 -0.199970334
451 452 453 454 455 456
-0.699171901 -0.195085501 -0.124197294 -0.578256440 -1.517870683 -0.265536153
457 458 459 460 461 462
-0.335631445 -0.479617561 -0.705881197 -0.249434179 -0.109835752 -0.227433710
463 464 465 466 467 468
-0.259482236 -0.362200894 -0.482724890 -0.352348578 -0.542308990 -0.326806915
469 470 471 472 473 474
-0.418712192 -0.378566958 -1.036882491 -0.508649993 -0.308201632 -0.232996293
475 476 477 478 479 480
-0.313003917 -0.361933737 -0.390835659 -0.318266651 -0.156828144 -0.670535075
481 482 483 484 485 486
-0.667103056 -0.667103056 -1.552282109 -0.451311482 -0.407934590 -0.443167292
487 488 489 490 491 492
-0.489698028 -0.670046507 -0.386767992 -0.271585677 -0.414201934 -0.095764291
493 494 495 496 497 498
-0.377629063 -0.716141105 -0.340153582 -0.436766109 -0.259621587 -0.376809835
499 500 501 502 503 504
-0.502380560 -0.180892378 -0.538589405 -0.333087355 -0.320268304 -0.122127960
505 506 507 508 509 510
-0.262328311 -0.439454759 -0.534999857 -0.907629499 -0.580058307 -0.303925576
511 512 513 514 515 516
-0.458398450 -0.775810566 -0.477677496 -0.724844525 -0.172367450 -0.147468226
517 518 519 520 521 522
-0.204917239 -0.222201443 -0.447442561 -0.430251923 -0.476361629 0.094514641
523 524 525 526 527 528
-0.010274877 0.439307672 0.177940793 0.525271336 0.434357420 0.560063724
529 530 531 532 533 534
0.640115589 0.608008551 0.372442409 0.621801422 0.438781551 0.543640891
535 536 537 538 539 540
0.130461074 0.309380702 0.042999210 0.280555008 0.488069499 0.522560104
541 542 543 544 545 546
-0.398997546 0.687518181 0.390240466 -0.796436769 0.111925931 -0.775569243
547 548 549 550 551 552
-1.373598024 -0.058229849 0.110075104 0.422498015 0.529213027 0.640988494
553 554 555 556 557 558
0.394320147 0.197240661 0.211529711 0.689024118 0.096173213 0.512921666
559 560 561 562 563 564
0.338760400 0.132016306 -0.288280659 0.314188999 0.310357731 0.520908455
565 566 567 568 569 570
0.223945845 0.336043411 0.241191589 0.599652141 -0.496119869 0.049757944
571 572 573 574 575 576
0.252150815 0.343645693 0.268331259 -0.005319038 0.204715544 0.351096200
577 578 579 580 581 582
0.087097324 0.293305070 0.865570647 0.574286125 0.564142876 0.081127767
583 584 585 586 587 588
0.237322853 0.249756870 0.254321313 0.376476044 0.246011520 0.362837106
589 590 591 592 593 594
0.304169655 -0.511941581 0.359891130 0.643481789 0.275127640 0.360232178
595 596 597 598 599 600
0.012601711 0.417389732 0.692627675 0.147076633 0.519481303 -0.374019982
601 602 603 604 605 606
0.191111112 0.683638909 0.594355392 0.264548589 0.600558788 -0.557900685
607 608 609 610 611 612
0.212233070 0.486104150 0.073279382 0.328640380 -0.444956482 0.159568790
613 614 615 616 617 618
0.446238924 0.299045847 0.536116371 0.461122337 0.207853988 -0.408046467
619 620 621 622 623 624
0.234096582 0.153270512 0.021990888 0.244539280 0.093083397 0.514998642
625 626 627 628 629 630
-0.139248916 0.074843617 0.879543988 0.193042621 -0.134736239 -0.117940344
631 632 633 634 635 636
0.052147267 0.600304530 0.532664180 0.534353712 0.682386141 0.100744324
637 638 639 640 641 642
-0.222103499 0.507298010 0.577009264 0.043580772 0.474002233 0.060215832
643 644 645 646 647 648
-0.322726049 0.351758309 -0.194365719 0.513075117 0.457566458 0.225041338
649 650 651 652 653 654
0.330431540 0.366609084 0.552651217 -0.117483663 0.527975958 0.464258179
655 656 657 658 659 660
0.659584638 0.150427356 0.420210158 0.170131816 -0.091260100 0.369389011
661 662 663 664 665 666
0.432980248 0.224918945 0.155314475 0.601173321 0.635372553 -0.194365719
667 668 669 670 671 672
0.257041003 0.619359754 -1.507396644 0.159646063 0.353263456 0.590133464
673 674 675 676 677 678
0.566244895 0.380217835 0.109086623 0.512183260 -0.042851636 -0.540124695
679 680 681 682 683 684
0.247382132 0.234096582 -0.468100244 -0.533254978 0.409606464 0.245304457
685 686 687 688 689 690
0.407679550 0.300413586 0.386457046 0.710267164 0.903047200 0.122211897
691 692 693 694 695 696
0.305300225 0.601918069 -0.020475246 -0.246670736 0.469952770 0.634381714
697 698 699 700 701 702
0.496716838 0.250163117 0.126278644 1.003570982 1.475325366 0.803330217
703 704 705 706 707 708
0.284012993 0.699925026 0.668494216 1.407839529 0.991208792 0.682511399
709 710 711 712 713 714
-0.015853248 0.520750975 1.349512398 1.133693217 -0.574523934 0.591588532
715 716 717 718 719 720
0.682511399 0.748315609 1.257249039 1.070352720 0.970190342 1.078695267
721 722 723 724 725 726
0.678077273 0.524497326 1.452800225 0.985849681 0.510944583 0.485925721
727 728 729 730 731 732
0.954973344 1.112366113 0.838119538 0.628972530 0.995535887 1.371861082
733 734 735 736 737 738
1.041107829 0.594603809 0.855839673 0.123148101 1.202511547 1.336832561
739 740 741 742 743 744
1.263409721 0.815909308 0.433502036 -0.365652871 0.830400145 -0.023330541
745 746 747 748 749 750
0.454656169 1.305311037 0.448947887 0.798734620 1.227322330 -0.102530993
751 752 753 754 755 756
0.416632831 1.516246191 1.018391655 0.312039448 1.079867075 0.891579032
757 758 759 760 761 762
1.343572930 0.811789429 0.904191897 0.975751303 0.871694245 0.833759688
763 764 765 766 767 768
0.707158525 1.411576063 0.774061011 0.361969686 0.764458838 0.193757564
769 770 771 772 773 774
0.643786654 1.402003892 -0.613509880 0.672417108 1.401144830 1.036344379
775 776 777 778 779 780
0.583898652 0.686458618 0.189149512 1.330211054 1.186975701 0.983859852
781 782 783 784 785 786
1.667412788 1.269661314 1.446462350 1.336806950 1.231522006 0.579692881
787 788 789 790 791 792
1.504212148 1.152057280 1.580425368 2.169749277 1.673196708 2.257501830
793 794 795 796 797 798
1.441256885 1.900670258 -0.266397543 1.588064650 1.735669702 0.916269669
799 800 801 802 803 804
-0.682714501 1.733070973 2.195505919 1.570672066 -0.782499630 1.428798113
805 806 807 808 809 810
1.588855252 1.368791645 1.520088416 1.139588437 1.674694034 1.023384359
811 812 813 814 815 816
1.848376475 -0.166996755 2.124010559 2.159116700 0.222889935 1.083963745
817 818 819 820 821 822
1.366234848 1.817935263 1.763831008 1.604865510 1.278672413 0.548305707
823 824 825 826 827 828
1.352546421 1.820864260 1.341356377 1.996986005 1.756573352 1.897943015
829 830 831 832 833 834
1.913764631 0.986405548 1.515033862 0.984470746 2.105834987 1.755005381
835 836 837 838 839 840
0.609992478 1.647981204 1.649495783 2.134127102 1.242177993 1.269351799
841 842 843 844 845 846
0.812575126 1.780932797 1.843358664 1.811468694 2.123030320 1.511485334
847 848 849 850 851 852
1.322793284 1.403807020 1.986485285 1.182540438 1.895023606 2.343023863
853 854 855 856 857 858
2.219496825 2.354897778 1.266332422 1.889422121 1.597993546 1.980689138
859 860 861 862 863 864
2.294310287 1.374065597 1.547102340 2.411638741 1.543856609 0.720297072
865 866 867 868 869 870
2.414603328 1.898265617 3.076368335 2.026526155 2.615364544 1.493106821
871 872 873 874 875 876
2.676432718 -0.085044939 2.153493076 1.728586326 2.075872578 2.747116887
877 878 879 880 881 882
2.892840893 2.828342332 1.442848733 2.162918003 2.346119439 2.036333471
883 884 885 886 887 888
3.158260728 2.581593905 2.207503461 2.446471905 3.067879469 2.394402402
889 890 891 892 893 894
3.286550955 2.889716600 2.900141640 3.355317109 3.055401427 3.472094435
895 896 897 898 899 900
3.471438687 3.593794013 2.698845526 4.108064533 4.003992722 2.969744557
901 902 903 904 905 906
1.376923012 2.966392765 2.735681992 2.736903676 2.355788892 2.751573339
907 908 909 910 911 912
3.471099885 3.748213983 2.136713074 4.807233704 7.059029787 4.420005699
913 914 915
7.212550671 7.202417151 6.438455395
Code
influence(M_bioChem)
Output
$hat
1 2 3 4 5 6
0.004805283 0.004567173 0.003677432 0.005721927 0.007880318 0.006131357
7 8 9 10 11 12
0.003296051 0.005255914 0.007210943 0.005977464 0.006251496 0.010773555
13 14 15 16 17 18
0.003786550 0.004107798 0.004738046 0.003253224 0.005087617 0.007414154
19 20 21 22 23 24
0.003496570 0.004652583 0.004511540 0.009979347 0.004324047 0.002602589
25 26 27 28 29 30
0.009711585 0.005638751 0.003784361 0.004397478 0.003241210 0.004866418
31 32 33 34 35 36
0.003624002 0.006715645 0.007459534 0.006007321 0.004547317 0.004147073
37 38 39 40 41 42
0.004597356 0.006520143 0.005504341 0.004607412 0.006520143 0.003298873
43 44 45 46 47 48
0.005564020 0.003463096 0.006593347 0.005494320 0.004589907 0.008960554
49 50 51 52 53 54
0.005834682 0.005148887 0.006914465 0.006077557 0.005788576 0.006715645
55 56 57 58 59 60
0.003134559 0.005162929 0.003273653 0.002782139 0.003663414 0.004990716
61 62 63 64 65 66
0.003523753 0.003398418 0.003602227 0.004187856 0.003869986 0.002673272
67 68 69 70 71 72
0.007910866 0.006753332 0.003260459 0.006464233 0.006112020 0.005688133
73 74 75 76 77 78
0.004817295 0.006184374 0.006474148 0.005416832 0.005621995 0.003221669
79 80 81 82 83 84
0.003113008 0.003369760 0.004111658 0.003604785 0.003061523 0.005266333
85 86 87 88 89 90
0.008359288 0.008148113 0.014782783 0.005354749 0.008660930 0.002804952
91 92 93 94 95 96
0.004493655 0.003755293 0.007237888 0.008359288 0.005944601 0.007534662
97 98 99 100 101 102
0.007363407 0.003621118 0.006445564 0.006715645 0.003635368 0.003398418
103 104 105 106 107 108
0.007637765 0.003955410 0.006100341 0.002721470 0.004744168 0.004567173
109 110 111 112 113 114
0.010275113 0.005950275 0.004794909 0.003962755 0.003452666 0.004652030
115 116 117 118 119 120
0.005783908 0.005133061 0.006472909 0.003328541 0.005162929 0.002946111
121 122 123 124 125 126
0.004086579 0.003642317 0.003570536 0.004047415 0.004295917 0.002655509
127 128 129 130 131 132
0.005118077 0.004439278 0.006007321 0.005209421 0.003571702 0.003981922
133 134 135 136 137 138
0.006473375 0.004848100 0.004826426 0.013785614 0.004384107 0.003470693
139 140 141 142 143 144
0.009706365 0.005453038 0.003351819 0.006506257 0.005364051 0.003463096
145 146 147 148 149 150
0.004279701 0.006216264 0.005139232 0.004279701 0.004558981 0.010929151
151 152 153 154 155 156
0.006070224 0.005084694 0.004465979 0.013388260 0.005026730 0.003191654
157 158 159 160 161 162
0.005736891 0.004836570 0.004010759 0.004550198 0.003940015 0.003550040
163 164 165 166 167 168
0.006808271 0.004868664 0.005074282 0.003472889 0.004880124 0.005238030
169 170 171 172 173 174
0.004393528 0.004648094 0.004390155 0.005590452 0.003531172 0.005891411
175 176 177 178 179 180
0.005489789 0.003505507 0.004428540 0.004403073 0.007991890 0.003398418
181 182 183 184 185 186
0.003332912 0.004720432 0.007114590 0.003805223 0.006100849 0.006803936
187 188 189 190 191 192
0.003469426 0.004961837 0.007264598 0.004829161 0.004519312 0.004928894
193 194 195 196 197 198
0.003516305 0.005096952 0.005985650 0.004658376 0.003755049 0.005737472
199 200 201 202 203 204
0.003160749 0.007081893 0.006942180 0.002932415 0.006006383 0.003366171
205 206 207 208 209 210
0.004345271 0.006025262 0.003922256 0.006170251 0.010629861 0.003939331
211 212 213 214 215 216
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217 218 219 220 221 222
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223 224 225 226 227 228
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229 230 231 232 233 234
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235 236 237 238 239 240
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241 242 243 244 245 246
0.004286745 0.003319174 0.002719709 0.004132495 0.006184374 0.004990716
247 248 249 250 251 252
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253 254 255 256 257 258
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259 260 261 262 263 264
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265 266 267 268 269 270
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271 272 273 274 275 276
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277 278 279 280 281 282
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319 320 321 322 323 324
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355 356 357 358 359 360
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367 368 369 370 371 372
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397 398 399 400 401 402
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415 416 417 418 419 420
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475 476 477 478 479 480
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493 494 495 496 497 498
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529 530 531 532 533 534
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547 548 549 550 551 552
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553 554 555 556 557 558
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559 560 561 562 563 564
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565 566 567 568 569 570
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577 578 579 580 581 582
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583 584 585 586 587 588
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589 590 591 592 593 594
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595 596 597 598 599 600
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601 602 603 604 605 606
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607 608 609 610 611 612
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619 620 621 622 623 624
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625 626 627 628 629 630
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631 632 633 634 635 636
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655 656 657 658 659 660
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673 674 675 676 677 678
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679 680 681 682 683 684
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685 686 687 688 689 690
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697 698 699 700 701 702
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703 704 705 706 707 708
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709 710 711 712 713 714
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715 716 717 718 719 720
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721 722 723 724 725 726
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727 728 729 730 731 732
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733 734 735 736 737 738
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757 758 759 760 761 762
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763 764 765 766 767 768
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769 770 771 772 773 774
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781 782 783 784 785 786
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787 788 789 790 791 792
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793 794 795 796 797 798
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799 800 801 802 803 804
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805 806 807 808 809 810
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811 812 813 814 815 816
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817 818 819 820 821 822
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823 824 825 826 827 828
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829 830 831 832 833 834
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835 836 837 838 839 840
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841 842 843 844 845 846
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847 848 849 850 851 852
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853 854 855 856 857 858
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859 860 861 862 863 864
0.004311158 0.005549999 0.003699849 0.002588244 0.008350162 0.014807263
865 866 867 868 869 870
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871 872 873 874 875 876
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877 878 879 880 881 882
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883 884 885 886 887 888
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889 890 891 892 893 894
0.003641926 0.006006460 0.005163134 0.005590452 0.006668121 0.003430875
895 896 897 898 899 900
0.004871144 0.005686132 0.007497331 0.003604334 0.003641926 0.008364287
901 902 903 904 905 906
0.029283704 0.005143479 0.008440936 0.008299960 0.005408932 0.007258845
907 908 909 910 911 912
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913 914 915
0.003884247 0.011777287 0.040628098
$dev_res
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7 8 9 10 11 12
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331 332 333 334 335 336
-0.449915740 -0.225854859 -0.652797654 -0.600265154 -0.288779439 -0.283919743
337 338 339 340 341 342
-0.284185792 -0.311240670 -0.358044585 -0.225854859 -0.175844394 -0.236295612
343 344 345 346 347 348
-0.325104016 -0.271850184 -0.188226497 -0.293155114 -0.357930947 -0.660205728
349 350 351 352 353 354
-0.135695206 -0.173844074 -0.337938557 -0.463671117 -0.262207182 -0.282911084
355 356 357 358 359 360
-0.442388938 -0.384330274 -0.156828144 -0.236244733 -0.204687731 -0.459371550
361 362 363 364 365 366
-0.742830346 -0.507128760 -0.621416386 -0.521771170 -0.106783961 -0.343584274
367 368 369 370 371 372
-0.092317077 -0.145934714 -0.156915736 -0.404468406 -0.174801133 -0.463729861
373 374 375 376 377 378
-0.173696790 -0.350576208 -0.514712098 -0.312161572 -0.360391792 -0.533363268
379 380 381 382 383 384
-0.485834821 -0.639435421 -0.913549025 -0.691454503 -0.253299773 -0.282884876
385 386 387 388 389 390
-0.245965259 -0.518564403 -0.270701142 -0.678485298 -0.145909119 -0.078918253
391 392 393 394 395 396
-0.548850055 -0.515666484 -0.194849687 -0.622773013 -0.533595713 0.050376793
397 398 399 400 401 402
-0.142705180 -0.336836677 -0.425905577 -0.345206451 -1.006342805 -0.443294635
403 404 405 406 407 408
-0.565932125 -0.299448719 -0.497132218 -0.300785293 0.041405971 -0.953463822
409 410 411 412 413 414
-0.504912901 -0.265893849 -0.160385499 -0.415402365 -0.264657075 -0.611244093
415 416 417 418 419 420
-0.103222020 -0.185501128 -0.313055667 -0.065816173 -0.508180176 -0.742160460
421 422 423 424 425 426
-0.670535075 -0.004912839 -0.124827690 -0.185331232 -0.186103965 -0.483536707
427 428 429 430 431 432
-0.650938684 -0.468627556 -0.459839512 -0.125692708 -0.391364499 -0.357321331
433 434 435 436 437 438
-0.533595713 -0.681201255 -0.393945827 -0.518906133 -0.357045752 -0.561404814
439 440 441 442 443 444
-0.435707948 -0.204622832 -0.608036599 -0.575874578 -0.267042577 -0.638227450
445 446 447 448 449 450
-0.528415410 -0.446756045 -0.302120518 -0.380903425 -0.552680745 -0.199970334
451 452 453 454 455 456
-0.699171901 -0.195085501 -0.124197294 -0.578256440 -1.517870683 -0.265536153
457 458 459 460 461 462
-0.335631445 -0.479617561 -0.705881197 -0.249434179 -0.109835752 -0.227433710
463 464 465 466 467 468
-0.259482236 -0.362200894 -0.482724890 -0.352348578 -0.542308990 -0.326806915
469 470 471 472 473 474
-0.418712192 -0.378566958 -1.036882491 -0.508649993 -0.308201632 -0.232996293
475 476 477 478 479 480
-0.313003917 -0.361933737 -0.390835659 -0.318266651 -0.156828144 -0.670535075
481 482 483 484 485 486
-0.667103056 -0.667103056 -1.552282109 -0.451311482 -0.407934590 -0.443167292
487 488 489 490 491 492
-0.489698028 -0.670046507 -0.386767992 -0.271585677 -0.414201934 -0.095764291
493 494 495 496 497 498
-0.377629063 -0.716141105 -0.340153582 -0.436766109 -0.259621587 -0.376809835
499 500 501 502 503 504
-0.502380560 -0.180892378 -0.538589405 -0.333087355 -0.320268304 -0.122127960
505 506 507 508 509 510
-0.262328311 -0.439454759 -0.534999857 -0.907629499 -0.580058307 -0.303925576
511 512 513 514 515 516
-0.458398450 -0.775810566 -0.477677496 -0.724844525 -0.172367450 -0.147468226
517 518 519 520 521 522
-0.204917239 -0.222201443 -0.447442561 -0.430251923 -0.476361629 0.094514641
523 524 525 526 527 528
-0.010274877 0.439307672 0.177940793 0.525271336 0.434357420 0.560063724
529 530 531 532 533 534
0.640115589 0.608008551 0.372442409 0.621801422 0.438781551 0.543640891
535 536 537 538 539 540
0.130461074 0.309380702 0.042999210 0.280555008 0.488069499 0.522560104
541 542 543 544 545 546
-0.398997546 0.687518181 0.390240466 -0.796436769 0.111925931 -0.775569243
547 548 549 550 551 552
-1.373598024 -0.058229849 0.110075104 0.422498015 0.529213027 0.640988494
553 554 555 556 557 558
0.394320147 0.197240661 0.211529711 0.689024118 0.096173213 0.512921666
559 560 561 562 563 564
0.338760400 0.132016306 -0.288280659 0.314188999 0.310357731 0.520908455
565 566 567 568 569 570
0.223945845 0.336043411 0.241191589 0.599652141 -0.496119869 0.049757944
571 572 573 574 575 576
0.252150815 0.343645693 0.268331259 -0.005319038 0.204715544 0.351096200
577 578 579 580 581 582
0.087097324 0.293305070 0.865570647 0.574286125 0.564142876 0.081127767
583 584 585 586 587 588
0.237322853 0.249756870 0.254321313 0.376476044 0.246011520 0.362837106
589 590 591 592 593 594
0.304169655 -0.511941581 0.359891130 0.643481789 0.275127640 0.360232178
595 596 597 598 599 600
0.012601711 0.417389732 0.692627675 0.147076633 0.519481303 -0.374019982
601 602 603 604 605 606
0.191111112 0.683638909 0.594355392 0.264548589 0.600558788 -0.557900685
607 608 609 610 611 612
0.212233070 0.486104150 0.073279382 0.328640380 -0.444956482 0.159568790
613 614 615 616 617 618
0.446238924 0.299045847 0.536116371 0.461122337 0.207853988 -0.408046467
619 620 621 622 623 624
0.234096582 0.153270512 0.021990888 0.244539280 0.093083397 0.514998642
625 626 627 628 629 630
-0.139248916 0.074843617 0.879543988 0.193042621 -0.134736239 -0.117940344
631 632 633 634 635 636
0.052147267 0.600304530 0.532664180 0.534353712 0.682386141 0.100744324
637 638 639 640 641 642
-0.222103499 0.507298010 0.577009264 0.043580772 0.474002233 0.060215832
643 644 645 646 647 648
-0.322726049 0.351758309 -0.194365719 0.513075117 0.457566458 0.225041338
649 650 651 652 653 654
0.330431540 0.366609084 0.552651217 -0.117483663 0.527975958 0.464258179
655 656 657 658 659 660
0.659584638 0.150427356 0.420210158 0.170131816 -0.091260100 0.369389011
661 662 663 664 665 666
0.432980248 0.224918945 0.155314475 0.601173321 0.635372553 -0.194365719
667 668 669 670 671 672
0.257041003 0.619359754 -1.507396644 0.159646063 0.353263456 0.590133464
673 674 675 676 677 678
0.566244895 0.380217835 0.109086623 0.512183260 -0.042851636 -0.540124695
679 680 681 682 683 684
0.247382132 0.234096582 -0.468100244 -0.533254978 0.409606464 0.245304457
685 686 687 688 689 690
0.407679550 0.300413586 0.386457046 0.710267164 0.903047200 0.122211897
691 692 693 694 695 696
0.305300225 0.601918069 -0.020475246 -0.246670736 0.469952770 0.634381714
697 698 699 700 701 702
0.496716838 0.250163117 0.126278644 1.003570982 1.475325366 0.803330217
703 704 705 706 707 708
0.284012993 0.699925026 0.668494216 1.407839529 0.991208792 0.682511399
709 710 711 712 713 714
-0.015853248 0.520750975 1.349512398 1.133693217 -0.574523934 0.591588532
715 716 717 718 719 720
0.682511399 0.748315609 1.257249039 1.070352720 0.970190342 1.078695267
721 722 723 724 725 726
0.678077273 0.524497326 1.452800225 0.985849681 0.510944583 0.485925721
727 728 729 730 731 732
0.954973344 1.112366113 0.838119538 0.628972530 0.995535887 1.371861082
733 734 735 736 737 738
1.041107829 0.594603809 0.855839673 0.123148101 1.202511547 1.336832561
739 740 741 742 743 744
1.263409721 0.815909308 0.433502036 -0.365652871 0.830400145 -0.023330541
745 746 747 748 749 750
0.454656169 1.305311037 0.448947887 0.798734620 1.227322330 -0.102530993
751 752 753 754 755 756
0.416632831 1.516246191 1.018391655 0.312039448 1.079867075 0.891579032
757 758 759 760 761 762
1.343572930 0.811789429 0.904191897 0.975751303 0.871694245 0.833759688
763 764 765 766 767 768
0.707158525 1.411576063 0.774061011 0.361969686 0.764458838 0.193757564
769 770 771 772 773 774
0.643786654 1.402003892 -0.613509880 0.672417108 1.401144830 1.036344379
775 776 777 778 779 780
0.583898652 0.686458618 0.189149512 1.330211054 1.186975701 0.983859852
781 782 783 784 785 786
1.667412788 1.269661314 1.446462350 1.336806950 1.231522006 0.579692881
787 788 789 790 791 792
1.504212148 1.152057280 1.580425368 2.169749277 1.673196708 2.257501830
793 794 795 796 797 798
1.441256885 1.900670258 -0.266397543 1.588064650 1.735669702 0.916269669
799 800 801 802 803 804
-0.682714501 1.733070973 2.195505919 1.570672066 -0.782499630 1.428798113
805 806 807 808 809 810
1.588855252 1.368791645 1.520088416 1.139588437 1.674694034 1.023384359
811 812 813 814 815 816
1.848376475 -0.166996755 2.124010559 2.159116700 0.222889935 1.083963745
817 818 819 820 821 822
1.366234848 1.817935263 1.763831008 1.604865510 1.278672413 0.548305707
823 824 825 826 827 828
1.352546421 1.820864260 1.341356377 1.996986005 1.756573352 1.897943015
829 830 831 832 833 834
1.913764631 0.986405548 1.515033862 0.984470746 2.105834987 1.755005381
835 836 837 838 839 840
0.609992478 1.647981204 1.649495783 2.134127102 1.242177993 1.269351799
841 842 843 844 845 846
0.812575126 1.780932797 1.843358664 1.811468694 2.123030320 1.511485334
847 848 849 850 851 852
1.322793284 1.403807020 1.986485285 1.182540438 1.895023606 2.343023863
853 854 855 856 857 858
2.219496825 2.354897778 1.266332422 1.889422121 1.597993546 1.980689138
859 860 861 862 863 864
2.294310287 1.374065597 1.547102340 2.411638741 1.543856609 0.720297072
865 866 867 868 869 870
2.414603328 1.898265617 3.076368335 2.026526155 2.615364544 1.493106821
871 872 873 874 875 876
2.676432718 -0.085044939 2.153493076 1.728586326 2.075872578 2.747116887
877 878 879 880 881 882
2.892840893 2.828342332 1.442848733 2.162918003 2.346119439 2.036333471
883 884 885 886 887 888
3.158260728 2.581593905 2.207503461 2.446471905 3.067879469 2.394402402
889 890 891 892 893 894
3.286550955 2.889716600 2.900141640 3.355317109 3.055401427 3.472094435
895 896 897 898 899 900
3.471438687 3.593794013 2.698845526 4.108064533 4.003992722 2.969744557
901 902 903 904 905 906
1.376923012 2.966392765 2.735681992 2.736903676 2.355788892 2.751573339
907 908 909 910 911 912
3.471099885 3.748213983 2.136713074 4.807233704 7.059029787 4.420005699
913 914 915
7.212550671 7.202417151 6.438455395
Code
hatvalues(M_bioChem)
Output
1 2 3 4 5 6
0.004805283 0.004567173 0.003677432 0.005721927 0.007880318 0.006131357
7 8 9 10 11 12
0.003296051 0.005255914 0.007210943 0.005977464 0.006251496 0.010773555
13 14 15 16 17 18
0.003786550 0.004107798 0.004738046 0.003253224 0.005087617 0.007414154
19 20 21 22 23 24
0.003496570 0.004652583 0.004511540 0.009979347 0.004324047 0.002602589
25 26 27 28 29 30
0.009711585 0.005638751 0.003784361 0.004397478 0.003241210 0.004866418
31 32 33 34 35 36
0.003624002 0.006715645 0.007459534 0.006007321 0.004547317 0.004147073
37 38 39 40 41 42
0.004597356 0.006520143 0.005504341 0.004607412 0.006520143 0.003298873
43 44 45 46 47 48
0.005564020 0.003463096 0.006593347 0.005494320 0.004589907 0.008960554
49 50 51 52 53 54
0.005834682 0.005148887 0.006914465 0.006077557 0.005788576 0.006715645
55 56 57 58 59 60
0.003134559 0.005162929 0.003273653 0.002782139 0.003663414 0.004990716
61 62 63 64 65 66
0.003523753 0.003398418 0.003602227 0.004187856 0.003869986 0.002673272
67 68 69 70 71 72
0.007910866 0.006753332 0.003260459 0.006464233 0.006112020 0.005688133
73 74 75 76 77 78
0.004817295 0.006184374 0.006474148 0.005416832 0.005621995 0.003221669
79 80 81 82 83 84
0.003113008 0.003369760 0.004111658 0.003604785 0.003061523 0.005266333
85 86 87 88 89 90
0.008359288 0.008148113 0.014782783 0.005354749 0.008660930 0.002804952
91 92 93 94 95 96
0.004493655 0.003755293 0.007237888 0.008359288 0.005944601 0.007534662
97 98 99 100 101 102
0.007363407 0.003621118 0.006445564 0.006715645 0.003635368 0.003398418
103 104 105 106 107 108
0.007637765 0.003955410 0.006100341 0.002721470 0.004744168 0.004567173
109 110 111 112 113 114
0.010275113 0.005950275 0.004794909 0.003962755 0.003452666 0.004652030
115 116 117 118 119 120
0.005783908 0.005133061 0.006472909 0.003328541 0.005162929 0.002946111
121 122 123 124 125 126
0.004086579 0.003642317 0.003570536 0.004047415 0.004295917 0.002655509
127 128 129 130 131 132
0.005118077 0.004439278 0.006007321 0.005209421 0.003571702 0.003981922
133 134 135 136 137 138
0.006473375 0.004848100 0.004826426 0.013785614 0.004384107 0.003470693
139 140 141 142 143 144
0.009706365 0.005453038 0.003351819 0.006506257 0.005364051 0.003463096
145 146 147 148 149 150
0.004279701 0.006216264 0.005139232 0.004279701 0.004558981 0.010929151
151 152 153 154 155 156
0.006070224 0.005084694 0.004465979 0.013388260 0.005026730 0.003191654
157 158 159 160 161 162
0.005736891 0.004836570 0.004010759 0.004550198 0.003940015 0.003550040
163 164 165 166 167 168
0.006808271 0.004868664 0.005074282 0.003472889 0.004880124 0.005238030
169 170 171 172 173 174
0.004393528 0.004648094 0.004390155 0.005590452 0.003531172 0.005891411
175 176 177 178 179 180
0.005489789 0.003505507 0.004428540 0.004403073 0.007991890 0.003398418
181 182 183 184 185 186
0.003332912 0.004720432 0.007114590 0.003805223 0.006100849 0.006803936
187 188 189 190 191 192
0.003469426 0.004961837 0.007264598 0.004829161 0.004519312 0.004928894
193 194 195 196 197 198
0.003516305 0.005096952 0.005985650 0.004658376 0.003755049 0.005737472
199 200 201 202 203 204
0.003160749 0.007081893 0.006942180 0.002932415 0.006006383 0.003366171
205 206 207 208 209 210
0.004345271 0.006025262 0.003922256 0.006170251 0.010629861 0.003939331
211 212 213 214 215 216
0.005342659 0.003684039 0.003836643 0.007287359 0.004228932 0.006520143
217 218 219 220 221 222
0.007017609 0.006605566 0.006821571 0.004367745 0.004611639 0.005119385
223 224 225 226 227 228
0.004195486 0.004421263 0.004107977 0.007686677 0.006170251 0.003735603
229 230 231 232 233 234
0.004947456 0.004913773 0.004461910 0.010681494 0.005041977 0.005026255
235 236 237 238 239 240
0.003570536 0.008175737 0.003327771 0.009834031 0.003398418 0.006266104
241 242 243 244 245 246
0.004286745 0.003319174 0.002719709 0.004132495 0.006184374 0.004990716
247 248 249 250 251 252
0.005621209 0.005411956 0.006017610 0.003354408 0.005134369 0.006369549
253 254 255 256 257 258
0.003547880 0.004957818 0.004334282 0.004055763 0.004030758 0.005714430
259 260 261 262 263 264
0.004099189 0.005353508 0.004003381 0.004443004 0.003398418 0.003245554
265 266 267 268 269 270
0.006710349 0.006524470 0.005385142 0.018360224 0.005644017 0.007668393
271 272 273 274 275 276
0.003815176 0.005000081 0.005531473 0.004792571 0.002957134 0.004609574
277 278 279 280 281 282
0.004371391 0.004367745 0.009914564 0.003854352 0.003440148 0.005139232
283 284 285 286 287 288
0.003982712 0.004396514 0.007133861 0.004279701 0.005568705 0.004713624
289 290 291 292 293 294
0.002692936 0.006968256 0.007457202 0.006460135 0.005214435 0.003950959
295 296 297 298 299 300
0.004138196 0.005895737 0.007061100 0.010909085 0.006202856 0.008244604
301 302 303 304 305 306
0.005563353 0.004237221 0.026192597 0.003913023 0.002920270 0.004588240
307 308 309 310 311 312
0.005135625 0.004011184 0.005683825 0.003729196 0.005190758 0.007339843
313 314 315 316 317 318
0.006992197 0.006527176 0.009557738 0.003517851 0.011498410 0.004314229
319 320 321 322 323 324
0.004722039 0.005872970 0.006147022 0.004511143 0.004026121 0.008550807
325 326 327 328 329 330
0.008278646 0.003841018 0.006006383 0.220082323 0.005233479 0.004132016
331 332 333 334 335 336
0.006312389 0.004667839 0.006227012 0.006605566 0.003880407 0.005433354
337 338 339 340 341 342
0.008180640 0.004493655 0.005395927 0.004667839 0.003445044 0.003419977
343 344 345 346 347 348
0.002879893 0.006157427 0.006457094 0.003157095 0.004370976 0.005827721
349 350 351 352 353 354
0.005603104 0.007418098 0.002956461 0.004895342 0.005397521 0.005498434
355 356 357 358 359 360
0.004721608 0.007298740 0.005732994 0.004222694 0.003490594 0.005843768
361 362 363 364 365 366
0.009129062 0.005134181 0.008725145 0.007130198 0.005644924 0.004822315
367 368 369 370 371 372
0.005750797 0.006271490 0.003663997 0.006140266 0.003373158 0.003359608
373 374 375 376 377 378
0.005374700 0.007561901 0.003956434 0.005261539 0.006184374 0.005435932
379 380 381 382 383 384
0.007719027 0.003306969 0.009976978 0.005044942 0.006842485 0.003663776
385 386 387 388 389 390
0.004450415 0.004416794 0.004228932 0.006498758 0.003516568 0.010447319
391 392 393 394 395 396
0.007673465 0.005097523 0.005424042 0.007107502 0.004913773 0.011256704
397 398 399 400 401 402
0.003944292 0.006753417 0.005944601 0.006738481 0.017570529 0.004328234
403 404 405 406 407 408
0.006725818 0.004700295 0.007377720 0.006347735 0.005832286 0.012309367
409 410 411 412 413 414
0.002613866 0.004059712 0.004239805 0.002879236 0.004261463 0.004453837
415 416 417 418 419 420
0.003498617 0.004011184 0.005209076 0.006252040 0.007417663 0.005239399
421 422 423 424 425 426
0.009341447 0.010942579 0.006201856 0.003363303 0.011468814 0.002804431
427 428 429 430 431 432
0.007021091 0.006835904 0.006539018 0.006681771 0.004455146 0.005133061
433 434 435 436 437 438
0.004913773 0.008276472 0.003056234 0.006520143 0.005501244 0.004453444
439 440 441 442 443 444
0.005390158 0.005629009 0.004425393 0.005990189 0.003903460 0.007157731
445 446 447 448 449 450
0.006163738 0.003486057 0.004246398 0.003113008 0.006042528 0.003789054
451 452 453 454 455 456
0.007073219 0.003356435 0.003540411 0.005977782 0.025644210 0.005877611
457 458 459 460 461 462
0.005513544 0.006759020 0.005210943 0.006308300 0.006509193 0.005123138
463 464 465 466 467 468
0.004045330 0.006359353 0.006527817 0.005013916 0.006615558 0.003081987
469 470 471 472 473 474
0.005078263 0.005745860 0.014394930 0.005280763 0.004989154 0.004813059
475 476 477 478 479 480
0.004138196 0.002726958 0.005252821 0.007024807 0.005732994 0.009341447
481 482 483 484 485 486
0.003036623 0.003036623 0.025203921 0.007013843 0.005811157 0.004588240
487 488 489 490 491 492
0.005786600 0.007478802 0.004332526 0.004367785 0.005214042 0.004791836
493 494 495 496 497 498
0.004496441 0.005059767 0.007104920 0.005757810 0.003507825 0.004003381
499 500 501 502 503 504
0.005076790 0.003658018 0.006888844 0.004443004 0.002689504 0.003280378
505 506 507 508 509 510
0.005372516 0.005139232 0.005081710 0.013168450 0.005388105 0.003010752
511 512 513 514 515 516
0.005477664 0.003647093 0.005944029 0.003363975 0.003296051 0.003384396
517 518 519 520 521 522
0.008470254 0.005331580 0.004393528 0.002575798 0.006318807 0.004541185
523 524 525 526 527 528
0.006120671 0.003791149 0.007134396 0.005542069 0.003834610 0.003547880
529 530 531 532 533 534
0.004079864 0.003937840 0.004443004 0.004407795 0.005441064 0.003683000
535 536 537 538 539 540
0.005097523 0.005754327 0.004367745 0.005679900 0.004215391 0.004403073
541 542 543 544 545 546
0.010140554 0.003248209 0.003936543 0.021713941 0.005693627 0.028777107
547 548 549 550 551 552
0.043768170 0.004733206 0.005337129 0.006954841 0.003635368 0.004193791
553 554 555 556 557 558
0.002874419 0.007192981 0.006114125 0.003241210 0.006615558 0.006539853
559 560 561 562 563 564
0.004370976 0.004409051 0.007268558 0.005141396 0.005540981 0.006973822
565 566 567 568 569 570
0.005403589 0.002940325 0.007726734 0.007313210 0.031847297 0.007471977
571 572 573 574 575 576
0.004345706 0.004008350 0.004643233 0.007299866 0.006056976 0.004075629
577 578 579 580 581 582
0.007171484 0.005165393 0.007726511 0.003658106 0.003356435 0.007271030
583 584 585 586 587 588
0.002512083 0.006054623 0.004250979 0.004664178 0.006266104 0.007104920
589 590 591 592 593 594
0.002748525 0.013939915 0.005100787 0.004295917 0.005058865 0.005835670
595 596 597 598 599 600
0.004425393 0.004088188 0.005808174 0.002495542 0.004930951 0.010645636
601 602 603 604 605 606
0.004384520 0.012069227 0.003327771 0.004245653 0.003366815 0.010728567
607 608 609 610 611 612
0.002573439 0.004444959 0.004324031 0.006543539 0.007243404 0.004359712
613 614 615 616 617 618
0.004345271 0.005756377 0.003369452 0.005002933 0.006989259 0.017385164
619 620 621 622 623 624
0.005882919 0.008161139 0.006036317 0.002737984 0.007310905 0.005584241
625 626 627 628 629 630
0.009475195 0.004688702 0.005915481 0.006496724 0.008038052 0.007770198
631 632 633 634 635 636
0.006743913 0.003568770 0.003435516 0.005474676 0.011506526 0.005882491
637 638 639 640 641 642
0.011420607 0.003431559 0.003924926 0.006813580 0.003496570 0.005000920
643 644 645 646 647 648
0.008085551 0.003924483 0.007266138 0.003497900 0.004417265 0.004588240
649 650 651 652 653 654
0.005912059 0.004555991 0.004364577 0.004766554 0.004235092 0.003809336
655 656 657 658 659 660
0.003660331 0.006614917 0.003769902 0.005214435 0.008496151 0.003364455
661 662 663 664 665 666
0.003965218 0.004578991 0.002851509 0.003510400 0.003325960 0.007266138
667 668 669 670 671 672
0.004195486 0.007070007 0.063951829 0.004936667 0.002838638 0.004848100
673 674 675 676 677 678
0.003328368 0.005297958 0.007763281 0.006421090 0.008063872 0.035749053
679 680 681 682 683 684
0.004831294 0.005882919 0.013358301 0.009688924 0.005408090 0.006854488
685 686 687 688 689 690
0.003843756 0.005872970 0.003731553 0.005377107 0.005868299 0.007458594
691 692 693 694 695 696
0.006507522 0.003466670 0.008154738 0.012502145 0.003675468 0.003516568
697 698 699 700 701 702
0.005621733 0.005069052 0.006520143 0.004961837 0.003546475 0.007363407
703 704 705 706 707 708
0.014032825 0.004389274 0.004505324 0.003670336 0.002705758 0.005990189
709 710 711 712 713 714
0.013763771 0.006536876 0.003658018 0.004422685 0.024403388 0.004511143
715 716 717 718 719 720
0.005990189 0.004913773 0.006539853 0.004619988 0.006635670 0.004742612
721 722 723 724 725 726
0.007510131 0.006441328 0.006681771 0.002551368 0.010194490 0.004820241
727 728 729 730 731 732
0.002758372 0.005499801 0.006348974 0.008045566 0.004669849 0.006005202
733 734 735 736 737 738
0.003987195 0.004617374 0.005288664 0.008825378 0.005405845 0.003679142
739 740 741 742 743 744
0.006173767 0.004695339 0.009129062 0.036190921 0.005497741 0.008775106
745 746 747 748 749 750
0.006016962 0.004456868 0.004967022 0.007237888 0.008976142 0.009874345
751 752 753 754 755 756
0.007688180 0.004007964 0.004511540 0.007625914 0.003936227 0.004498712
757 758 759 760 761 762
0.004848495 0.003376112 0.005832227 0.002958816 0.005531484 0.007429290
763 764 765 766 767 768
0.004575400 0.003463096 0.005229672 0.005354839 0.008075539 0.009976978
769 770 771 772 773 774
0.002892095 0.003307054 0.024258728 0.005726684 0.005299336 0.007874017
775 776 777 778 779 780
0.004753149 0.008209276 0.009574678 0.005851531 0.007861606 0.002559028
781 782 783 784 785 786
0.009975855 0.004403073 0.005445659 0.004416317 0.008395784 0.009780754
787 788 789 790 791 792
0.006369549 0.004900113 0.005718275 0.005732994 0.006015924 0.003384763
793 794 795 796 797 798
0.006524470 0.002799064 0.037917156 0.006914465 0.004158191 0.007847306
799 800 801 802 803 804
0.056811708 0.004307841 0.006326362 0.006236281 0.093169312 0.004662047
805 806 807 808 809 810
0.007923435 0.004661550 0.005195522 0.007037938 0.007028504 0.009092291
811 812 813 814 815 816
0.004234135 0.037674361 0.004848100 0.005514857 0.014807263 0.005227824
817 818 819 820 821 822
0.006685379 0.004293046 0.004097744 0.004239097 0.009726763 0.019802322
823 824 825 826 827 828
0.005423494 0.006474148 0.005123373 0.003517851 0.003834978 0.003557269
829 830 831 832 833 834
0.004314667 0.008299960 0.005372852 0.004312850 0.005035138 0.004281237
835 836 837 838 839 840
0.007839774 0.004324047 0.004149275 0.003296051 0.007667485 0.006638565
841 842 843 844 845 846
0.005549999 0.004117227 0.003738277 0.005147059 0.003577360 0.006660720
847 848 849 850 851 852
0.004880645 0.007071821 0.005472517 0.006592184 0.006542076 0.004285982
853 854 855 856 857 858
0.006745094 0.002574511 0.005356094 0.006783015 0.006968256 0.005550093
859 860 861 862 863 864
0.004311158 0.005549999 0.003699849 0.002588244 0.008350162 0.014807263
865 866 867 868 869 870
0.004140965 0.008132232 0.003987868 0.004655978 0.003079999 0.008779891
871 872 873 874 875 876
0.006506257 0.043768170 0.007738833 0.006445243 0.004662047 0.003758523
877 878 879 880 881 882
0.003466674 0.005351094 0.022878379 0.023367254 0.006978309 0.010512483
883 884 885 886 887 888
0.005977790 0.002599348 0.008021757 0.005998499 0.005540981 0.003437563
889 890 891 892 893 894
0.003641926 0.006006460 0.005163134 0.005590452 0.006668121 0.003430875
895 896 897 898 899 900
0.004871144 0.005686132 0.007497331 0.003604334 0.003641926 0.008364287
901 902 903 904 905 906
0.029283704 0.005143479 0.008440936 0.008299960 0.005408932 0.007258845
907 908 909 910 911 912
0.005280285 0.004150888 0.037674361 0.006412702 0.005397521 0.011860590
913 914 915
0.003884247 0.011777287 0.040628098
Code
rstandard(M_bioChem)
Output
1 2 3 4 5 6
-1.830044391 -1.490129962 -1.501898102 -1.576651212 -1.922229777 -1.289992708
7 8 9 10 11 12
-1.444985405 -1.467997906 -1.689713761 -1.493113383 -1.848415629 -1.615505993
13 14 15 16 17 18
-1.427685081 -1.581587748 -1.496127886 -1.410438239 -1.629444098 -1.648136999
19 20 21 22 23 24
-1.516914710 -1.561752418 -1.611449225 -1.328183138 -1.639153588 -1.606579813
25 26 27 28 29 30
-1.295999477 -1.549460337 -1.514091984 -1.600006009 -1.393862340 -1.740060187
31 32 33 34 35 36
-1.389416877 -1.871622970 -1.618814345 -1.550907481 -1.522534954 -1.387162945
37 38 39 40 41 42
-1.385800512 -1.749475109 -1.557938521 -1.603961250 -1.749475109 -1.421597476
43 44 45 46 47 48
-1.662041675 -1.425168523 -1.668052629 -1.520722122 -1.699222832 -2.318463048
49 50 51 52 53 54
-1.662132888 -1.665245361 -1.668323126 -1.250431931 -1.616235172 -1.871622970
55 56 57 58 59 60
-1.564078635 -1.583174287 -1.428076802 -1.551910108 -1.558493566 -1.556690031
61 62 63 64 65 66
-1.495258384 -1.525992792 -1.466472109 -1.545136874 -1.519016428 -1.586571209
67 68 69 70 71 72
-1.922760663 -1.801537654 -1.526636129 -1.382115839 -1.588917027 -1.253839088
73 74 75 76 77 78
-1.514163056 -1.606124490 -1.566994210 -1.482944808 -1.394604873 -1.545090255
79 80 81 82 83 84
-1.621719346 -1.479953900 -1.421001582 -1.393175825 -1.914584919 -1.805041164
85 86 87 88 89 90
-2.130607448 -1.404785447 -2.169669009 -1.504878599 -2.154502912 -1.683788524
91 92 93 94 95 96
-1.561987671 -1.502502304 -1.734261958 -2.130607448 -1.664184760 -1.823251009
97 98 99 100 101 102
-1.731720242 -1.518944320 -1.321793725 -1.871622970 -1.484059019 -1.525992792
103 104 105 106 107 108
-1.511705944 -1.579827637 -1.409400369 -1.570632058 -1.643397840 -1.490129962
109 110 111 112 113 114
-1.323600494 -1.288453560 -1.723216536 -1.387839698 -1.408396890 -1.785275147
115 116 117 118 119 120
-1.462602887 -1.602579353 -1.757341628 -1.370080987 -1.583174287 -1.573290796
121 122 123 124 125 126
-1.526126969 -1.553827745 -1.722784878 -1.404248621 -1.419411284 -1.793516589
127 128 129 130 131 132
-1.539007380 -1.726170822 -1.550907481 -1.589121863 -1.423514578 -2.040268807
133 134 135 136 137 138
-1.592414279 -1.449707367 -1.545295819 -2.046167362 -1.628352887 -1.465232167
139 140 141 142 143 144
-1.296617815 -1.434752214 -1.369766285 -1.518349384 -1.553460524 -1.425168523
145 146 147 148 149 150
-1.420432220 -1.335056991 -1.675713100 -1.420432220 -1.727577154 -1.397099059
151 152 153 154 155 156
-1.589040673 -1.745816434 -1.565766338 -1.473506015 -1.594658904 -1.621380925
157 158 159 160 161 162
-1.491247116 -1.514103532 -1.588053819 -1.855956269 -1.556235898 -1.415168941
163 164 165 166 167 168
-1.554085449 -1.545176651 -1.736473641 -1.482417003 -1.688102042 -1.608845509
169 170 171 172 173 174
-1.682300608 -1.642828026 -1.546434152 -1.533440005 -1.406744008 -1.562031715
175 176 177 178 179 180
-1.429271149 -1.431575922 -1.654430934 -1.488552464 -1.359429007 -1.525992792
181 182 183 184 185 186
-1.370017845 -1.928567289 -1.730806673 -1.765710526 -1.648796867 -1.658725043
187 188 189 190 191 192
-1.459317615 -1.619551164 -1.381003572 -1.532702089 -1.386014208 -1.484664244
193 194 195 196 197 198
-1.390081200 -1.696593224 -1.639676260 -1.667542783 -1.503973526 -1.257533924
199 200 201 202 203 204
-1.870065142 -1.246795184 -1.626668978 -1.622619126 -1.440797685 -1.460664388
205 206 207 208 209 210
-1.534513310 -1.265987430 -1.556451921 -1.567853050 -1.391964237 -1.499923180
211 212 213 214 215 216
-1.419351929 -1.537291357 -1.514502737 -1.429038227 -1.527135003 -1.749475109
217 218 219 220 221 222
-1.756404805 -1.825462881 -1.612683445 -1.808137651 -1.741503423 -1.613316906
223 224 225 226 227 228
-1.656499307 -1.565147129 -1.544543179 -1.688991732 -1.567853050 -1.416467921
229 230 231 232 233 234
-1.609726777 -1.761647414 -1.521303184 -2.135995391 -1.560644954 -1.717938499
235 236 237 238 239 240
-1.722784878 -1.638281006 -1.446203733 -1.889738327 -1.525992792 -1.665699823
241 242 243 244 245 246
-1.402718652 -1.408708765 -1.643792829 -1.637997243 -1.606124490 -1.556690031
247 248 249 250 251 252
-1.490431873 -1.664184046 -1.416511588 -1.408255902 -1.982456153 -1.706942661
253 254 255 256 257 258
-1.466003296 -1.760829922 -1.453497210 -1.435104979 -1.536307087 -1.595973168
259 260 261 262 263 264
-1.636423195 -1.721035339 -1.618825330 -1.580858857 -1.525992792 -1.394540041
265 266 267 268 269 270
-1.443902904 -1.737395878 -1.403105325 -2.454007650 -1.481232842 -1.645342436
271 272 273 274 275 276
-1.501224594 -1.752235544 -1.525054556 -1.677263761 -1.693891495 -0.616854040
277 278 279 280 281 282
-0.169727481 -0.675153279 0.057370514 -0.381294163 -0.264012169 -0.501334898
283 284 285 286 287 288
-0.262068231 -0.251834133 -0.704687552 -0.154063198 -0.610892367 -0.735667555
289 290 291 292 293 294
-0.461334582 -0.876758561 -0.718613451 -0.574072414 -0.556049372 -0.396521259
295 296 297 298 299 300
-0.351418911 -0.525151065 -0.971041617 0.037637918 -0.433787872 -0.597217909
301 302 303 304 305 306
-0.485073468 -0.446213515 -1.641572443 -0.348453721 -0.445512954 -0.505634377
307 308 309 310 311 312
-0.503950052 -0.204334891 -0.672034572 -0.320100938 -0.124366042 -0.771913524
313 314 315 316 317 318
-0.846134921 -0.715069091 -0.742945284 -0.259075558 -0.868408271 -0.277607357
319 320 321 322 323 324
-0.301043761 -0.438342993 -0.580109006 -0.737705362 -0.204237633 -0.656515060
325 326 327 328 329 330
-0.694332194 -0.388594191 -0.181041640 -3.823808154 -0.648141929 -0.399671119
331 332 333 334 335 336
-0.514152712 -0.250459946 -0.759280722 -0.695633632 -0.323095548 -0.317688031
337 338 339 340 341 342
-0.318437832 -0.349417914 -0.404620690 -0.250459946 -0.193337946 -0.262292245
343 344 345 346 347 348
-0.365367442 -0.303768686 -0.207683611 -0.328073575 -0.404278216 -0.768129876
349 350 351 352 353 354
-0.148352169 -0.191457867 -0.380449022 -0.530264179 -0.292471274 -0.316524447
355 356 357 358 359 360
-0.504737515 -0.436154297 -0.172084253 -0.262339417 -0.226104461 -0.525361267
361 362 363 364 365 366
-0.870060691 -0.582553812 -0.722073118 -0.600802589 -0.116158401 -0.387451259
367 368 369 370 371 372
-0.100167349 -0.159880058 -0.172004026 -0.459836556 -0.192151054 -0.529925848
373 374 375 376 377 378
-0.191094427 -0.396236986 -0.591339870 -0.350630915 -0.407555204 -0.614277968
379 380 381 382 383 384
-0.557659474 -0.741956632 -1.078479629 -0.805801291 -0.282370491 -0.316202416
385 386 387 388 389 390
-0.273565488 -0.596118265 -0.302141521 -0.790615786 -0.159630204 -0.085623722
391 392 393 394 395 396
-0.633697579 -0.592829089 -0.215108891 -0.723132259 -0.614397313 0.053326314
397 398 399 400 401 402
-0.156073313 -0.379878009 -0.485347135 -0.389737445 -1.195954114 -0.505720606
403 404 405 406 407 408
-0.654065650 -0.335670500 -0.571164584 -0.337510573 0.043790443 -1.128384111
409 410 411 412 413 414
-0.579152322 -0.296543754 -0.175960471 -0.472089018 -0.295141116 -0.708187890
415 416 417 418 419 420
-0.112091757 -0.204334891 -0.351668611 -0.071086077 -0.584491296 -0.867543179
421 422 423 424 425 426
-0.782067404 -0.005257472 -0.136255667 -0.204075758 -0.205790856 -0.553525108
427 428 429 430 431 432
-0.757324342 -0.536731529 -0.526106292 -0.137253670 -0.443876484 -0.403713136
433 434 435 436 437 438
-0.614397313 -0.794630215 -0.446627621 -0.597161234 -0.403462395 -0.647844389
439 440 441 442 443 444
-0.496919219 -0.226273361 -0.704289664 -0.665860589 -0.297851309 -0.741926087
445 446 447 448 449 450
-0.608528845 -0.509644529 -0.338713398 -0.431178090 -0.637809182 -0.220761202
451 452 453 454 455 456
-0.816015236 -0.215153837 -0.135371534 -0.668741124 -1.830491241 -0.296400033
457 458 459 460 461 462
-0.378223117 -0.549913857 -0.823408897 -0.277826830 -0.119594715 -0.252329751
463 464 465 466 467 468
-0.289119704 -0.409730129 -0.553585291 -0.397819895 -0.625451843 -0.367401641
469 470 471 472 473 474
-0.476555539 -0.428978355 -1.231226547 -0.584429068 -0.345948826 -0.258681051
475 476 477 478 479 480
-0.351418911 -0.408667916 -0.443426422 -0.358101133 -0.172084253 -0.782067404
481 482 483 484 485 486
-0.775424791 -0.775424791 -1.873139377 -0.516006811 -0.463887024 -0.505634377
487 488 489 490 491 492
-0.561762756 -0.780738843 -0.438395065 -0.303188676 -0.471212221 -0.103922039
493 494 495 496 497 498
-0.427598043 -0.835821747 -0.383852521 -0.498276022 -0.289202865 -0.426522111
499 500 501 502 503 504
-0.576819999 -0.199073671 -0.621041950 -0.375029132 -0.359665958 -0.133050636
505 506 507 508 509 510
-0.292607892 -0.501334898 -0.616144048 -1.073004022 -0.670724727 -0.340610579
511 512 513 514 515 516
-0.524098245 -0.907748190 -0.547357465 -0.845685226 -0.189392643 -0.161367948
517 518 519 520 521 522
-0.226933919 -0.246351816 -0.510697964 -0.489708642 -0.545879684 0.098969140
523 524 525 526 527 528
-0.010882281 0.440371883 0.184841023 0.520424774 0.435726014 0.551434318
529 530 531 532 533 534
0.622633609 0.594348588 0.376966886 0.606665536 0.440242183 0.536636885
535 536 537 538 539 540
0.136113705 0.315991080 0.045263802 0.287603922 0.485916404 0.517652278
541 542 543 544 545 546
-0.435929378 0.663427347 0.393917396 -0.891393993 0.117048764 -0.870473986
547 548 549 550 551 552
-1.593150164 -0.061902887 0.115115773 0.425207888 0.523518760 0.623432331
553 554 555 556 557 558
0.397599130 0.204431953 0.218750204 0.664716991 0.100793076 0.509382196
559 560 561 562 563 564
0.344423175 0.137664906 -0.312380139 0.320602114 0.316914652 0.516811201
565 566 567 568 569 570
0.231161040 0.341538949 0.248729009 0.587939442 -0.550932014 0.052424357
571 572 573 574 575 576
0.259237196 0.349099000 0.275355577 -0.005634156 0.211869885 0.356323946
577 578 579 580 581 582
0.091395164 0.300106784 0.812793505 0.564240245 0.555051745 0.085189080
583 584 585 586 587 588
0.244214901 0.257073007 0.261385680 0.380881959 0.253362354 0.368217310
589 590 591 592 593 594
0.310410240 -0.563758796 0.365005096 0.625642691 0.282146500 0.365469145
595 596 597 598 599 600
0.013305922 0.419763666 0.668667053 0.152964210 0.514975693 -0.408154630
601 602 603 604 605 606
0.197942516 0.663036133 0.582057794 0.271548842 0.587578684 -0.614724007
607 608 609 610 611 612
0.219069187 0.484155038 0.076897181 0.334948396 -0.486663756 0.165876294
613 614 615 616 617 618
0.447001579 0.305845302 0.529727092 0.461075175 0.215138364 -0.447685041
619 620 621 622 623 624
0.241398407 0.159748632 0.023217174 0.251445967 0.097621254 0.511041033
625 626 627 628 629 630
-0.149415593 0.078540172 0.823204210 0.200109956 -0.144415763 -0.126221551
631 632 633 634 635 636
0.054908191 0.587412635 0.526606929 0.528684214 0.661765929 0.105493032
637 638 639 640 641 642
-0.240073234 0.503431392 0.566754632 0.045929744 0.472711747 0.063295956
643 644 645 646 647 648
-0.350628044 0.356937070 -0.209222444 0.508744670 0.457619809 0.232165813
649 650 651 652 653 654
0.336587235 0.371378510 0.544973347 -0.125538155 0.522549215 0.463722220
655 656 657 658 659 660
0.639457873 0.156713747 0.422364971 0.176718370 -0.097483256 0.373829524
661 662 663 664 665 666
0.434457959 0.232041915 0.161409924 0.588166153 0.618249030 -0.209222444
667 668 669 670 671 672
0.264084019 0.605324428 -1.779223140 0.166003261 0.358196645 0.578742502
673 674 675 676 677 678
0.556933149 0.384592931 0.114233682 0.508674345 -0.045567524 -0.602304363
679 680 681 682 683 684
0.254547033 0.241398407 -0.514187588 -0.586574913 0.412659506 0.252731072
685 686 687 688 689 690
0.410506165 0.307207861 0.390261748 0.683594161 0.841797448 0.127775120
691 692 693 694 695 696
0.312107093 0.588813715 -0.021728817 -0.267241268 0.468991394 0.617440378
697 698 699 700 701 702
0.494246150 0.257350620 0.131905442 0.955674854 1.318840318 0.784027942
703 704 705 706 707 708
0.291737542 0.689679592 0.660870609 1.270475833 0.944259293 0.674269162
709 710 711 712 713 714
-0.016595584 0.522690515 1.227648350 1.061776514 -0.621017923 0.589290213
715 716 717 718 719 720
0.674269162 0.733811436 1.159766188 1.010675551 0.928425923 1.017544737
721 722 723 724 725 726
0.670704945 0.526246940 1.304855136 0.939693906 0.514248209 0.488829467
727 728 729 730 731 732
0.913756184 1.045223752 0.814393581 0.625371149 0.948815912 1.245628101
733 734 735 736 737 738
0.986352922 0.592154325 0.829500894 0.127546536 1.116726596 1.218234898
739 740 741 742 743 744
1.164273748 0.794127611 0.439011278 -0.393927070 0.807248337 -0.024371500
745 746 747 748 749 750
0.458889982 1.195084028 0.453109911 0.779889040 1.138079533 -0.107617446
751 752 753 754 755 756
0.422214002 1.347962577 0.967804689 0.318827428 1.018086981 0.860253915
757 758 759 760 761 762
1.223969576 0.789956527 0.871726768 0.931398151 0.843439407 0.810996146
763 764 765 766 767 768
0.696349536 1.273056416 0.757075581 0.368006763 0.749534807 0.199878149
769 770 771 772 773 774
0.637508935 1.266000755 -0.664289067 0.664892367 1.266641897 0.984344119
775 776 777 778 779 780
0.582127791 0.678652588 0.195145014 1.214620422 1.105917934 0.938027556
781 782 783 784 785 786
1.455191120 1.168014175 1.299503285 1.253370502 1.168694458 0.578507762
787 788 789 790 791 792
1.387825453 1.099298079 1.445837738 1.853493695 1.515408381 1.905612445
793 794 795 796 797 798
1.338594541 1.674409256 -0.281309542 1.452497458 1.559534011 0.892884500
799 800 801 802 803 804
-0.743844519 1.557774563 1.870168514 1.438805998 -0.874338760 1.327477042
805 806 807 808 809 810
1.453834549 1.279459633 1.399294365 1.089776424 1.517284425 0.989438447
811 812 813 814 815 816
1.639505319 -0.175491778 1.823731192 1.846599021 0.227293531 1.040665416
817 818 819 820 821 822
1.278695797 1.618252207 1.579722023 1.463212044 1.208864631 0.550995775
823 824 825 826 827 828
1.266801689 1.622088418 1.257519953 1.739927964 1.574316637 1.673178546
829 830 831 832 833 834
1.684630834 0.956176078 1.395512961 0.952535877 1.812283227 1.573544774
835 836 837 838 839 840
0.607037463 1.495483184 1.496475450 1.828743025 1.177201251 1.199250567
841 842 843 844 845 846
0.796993352 1.591938032 1.635601243 1.614392840 1.821943456 1.393669680
847 848 849 850 851 852
1.242224418 1.309166536 1.734650354 1.126254090 1.718524994 2.033220170
853 854 855 856 857 858
1.952395081 2.039310328 1.204716748 1.714508227 1.485969151 1.781436528
859 860 861 862 863 864
2.000782561 1.297985806 1.441918861 2.076387408 1.442618738 0.709664873
865 866 867 868 869 870
2.079926330 1.722346149 2.468991002 1.814118621 2.204964656 1.400801923
871 872 873 874 875 876
2.245729084 -0.088371541 1.907561884 1.590163968 1.849685704 2.284532662
877 878 879 880 881 882
2.367874009 2.408477886 1.368885499 1.963236379 2.082736867 1.852884184
883 884 885 886 887 888
2.609568979 2.243158912 1.981620269 2.153407420 2.555941223 2.113718815
889 890 891 892 893 894
2.679504845 2.447944963 2.453408144 2.720247200 2.549956852 2.780348935
895 896 897 898 899 900
2.864219920 2.936209623 2.364717939 3.207094541 3.154586155 2.553612896
901 902 903 904 905 906
1.308436907 2.547230858 2.392114975 2.392812303 2.107282276 2.401947288
907 908 909 910 911 912
2.917631369 3.129184222 1.958622643 3.812897643 4.931747867 3.636447093
913 914 915
5.099449394 5.381016974 5.056925033
Code
round(rstandard(M_bioChem, type = "pearson"), 5)
Output
1 2 3 4 5 6 7 8
-1.23079 -0.97491 -0.98342 -1.03775 -1.30362 -0.83521 -0.94275 -0.95904
9 10 11 12 13 14 15 16
-1.12215 -0.97699 -1.24510 -1.06616 -0.93050 -1.04149 -0.97922 -0.91838
17 18 19 20 21 22 23 24
-1.07694 -1.09076 -0.99428 -1.02688 -1.06357 -0.86115 -1.08425 -1.06008
25 26 27 28 29 30 31 32
-0.83922 -1.01783 -0.99222 -1.05508 -0.90677 -1.16081 -0.90366 -1.26341
33 34 35 36 37 38 39 40
-1.06885 -1.01886 -0.99830 -0.90207 -0.90110 -1.16790 -1.02403 -1.05800
41 42 43 44 45 46 47 48
-1.16790 -0.92623 -1.10135 -0.92874 -1.10581 -0.99693 -1.12959 -1.63071
49 50 51 52 53 54 55 56
-1.10140 -1.10380 -1.10599 -0.80854 -1.06704 -1.26341 -1.02867 -1.04259
57 58 59 60 61 62 63 64
-0.93079 -1.01978 -1.02455 -1.02315 -0.97865 -1.00086 -0.95802 -1.01475
65 66 67 68 69 70 71 72
-0.99578 -1.04526 -1.30404 -1.20826 -1.00134 -0.89848 -1.04677 -0.81083
73 74 75 76 77 78 79 80
-0.99222 -1.05950 -1.03061 -0.96972 -0.90721 -1.01477 -1.07131 -0.96767
81 82 83 84 85 86 87 88
-0.92578 -0.90628 -1.29807 -1.21114 -1.47365 -0.91424 -1.50514 -0.98549
89 90 91 92 93 94 95 96
-1.49345 -1.11801 -1.02706 -0.98386 -1.15614 -1.47365 -1.10294 -1.22517
97 98 99 100 101 102 103 104
-1.15418 -0.99574 -0.85686 -1.26341 -0.97060 -1.00086 -0.99030 -1.04020
105 106 107 108 109 110 111 112
-0.91755 -1.03351 -1.08740 -0.97491 -0.85801 -0.83417 -1.14789 -0.90254
113 114 115 116 117 118 119 120
-0.91694 -1.19580 -0.95517 -1.05694 -1.17398 -0.89021 -1.04259 -1.03545
121 122 123 124 125 126 127 128
-1.00093 -1.02113 -1.14766 -0.91401 -0.92465 -1.20241 -1.01023 -1.15018
129 130 131 132 133 134 135 136
-1.01886 -1.04698 -0.92757 -1.39980 -1.04933 -0.94604 -1.01483 -1.40329
137 138 139 140 141 142 143 144
-1.07617 -0.95714 -0.83964 -0.93542 -0.88999 -0.99516 -1.02076 -0.92874
145 146 147 148 149 150 151 152
-0.92537 -0.86596 -1.11171 -0.92537 -1.15125 -0.90877 -1.04687 -1.16522
153 154 155 156 157 158 159 160
-1.02983 -0.96261 -1.05108 -1.07105 -0.97566 -0.99218 -1.04627 -1.25124
161 162 163 164 165 166 167 168
-1.02288 -0.92169 -1.02114 -1.01474 -1.15803 -0.96943 -1.12111 -1.06159
169 170 171 172 173 174 175 176
-1.11675 -1.08698 -1.01569 -1.00616 -0.91578 -1.02701 -0.93155 -0.93326
177 178 179 180 181 182 183 184
-1.09571 -0.97379 -0.88270 -1.00086 -0.89017 -1.30908 -1.15350 -1.18069
185 186 187 188 189 190 191 192
-1.09135 -1.09876 -0.95293 -1.06957 -0.89768 -1.00566 -0.90125 -0.97097
193 194 195 196 197 198 199 200
-0.90412 -1.12754 -1.08452 -1.10557 -0.98492 -0.81331 -1.26257 -0.80609
201 202 203 204 205 206 207 208
-1.07473 -1.07199 -0.93968 -0.95389 -1.00700 -0.81900 -1.02304 -1.03126
209 210 211 212 213 214 215 216
-0.90520 -0.98199 -0.92457 -1.00906 -0.99252 -0.93132 -1.00165 -1.16790
217 218 219 220 221 222 223 224
-1.17320 -1.22700 -1.06433 -1.21365 -1.16194 -1.06492 -1.09728 -1.02938
225 226 227 228 229 230 231 232
-1.01432 -1.12156 -1.03126 -0.92260 -1.06226 -1.17745 -0.99741 -1.47778
233 234 235 236 237 238 239 240
-1.02604 -1.14383 -1.14766 -1.08332 -0.94362 -1.27745 -1.00086 -1.10406
241 242 243 244 245 246 247 248
-0.91293 -0.91716 -1.08785 -1.08340 -1.05950 -1.02315 -0.97508 -1.10298
249 250 251 252 253 254 255 256
-0.92255 -0.91685 -1.35252 -1.13532 -0.95769 -1.17681 -0.94875 -0.93573
257 258 259 260 261 262 263 264
-1.00833 -1.05201 -1.08222 -1.14617 -1.06909 -1.04093 -1.00086 -0.90725
265 266 267 268 269 270 271 272
-0.94185 -1.15861 -0.91316 -1.74339 -0.96848 -1.08865 -0.98293 -1.17017
273 274 275 276 277 278 279 280
-1.00007 -1.11291 -1.12566 -0.53695 -0.15518 -0.58528 0.05455 -0.33917
281 282 283 284 285 286 287 288
-0.23820 -0.44059 -0.23651 -0.22758 -0.60975 -0.14119 -0.53201 -0.63532
289 290 291 292 293 294 295 296
-0.40695 -0.75173 -0.62127 -0.50139 -0.48635 -0.35212 -0.31365 -0.46054
297 298 299 300 301 302 303 304
-0.82946 0.03565 -0.38373 -0.52067 -0.42694 -0.39421 -1.38347 -0.31111
305 306 307 308 309 310 311 312
-0.39361 -0.44419 -0.44278 -0.18587 -0.58272 -0.28676 -0.11450 -0.66528
313 314 315 316 317 318 319 320
-0.72649 -0.61833 -0.64140 -0.23390 -0.74492 -0.25003 -0.27033 -0.38758
321 322 323 324 325 326 327 328
-0.50641 -0.63700 -0.18579 -0.56990 -0.60120 -0.34538 -0.16525 -3.04681
329 330 331 332 333 334 335 336
-0.56292 -0.35480 -0.45134 -0.22638 -0.65484 -0.60226 -0.28934 -0.28469
337 338 339 340 341 342 343 344
-0.28536 -0.31194 -0.35901 -0.22638 -0.17615 -0.23670 -0.32557 -0.27269
345 346 347 348 349 350 351 352
-0.18884 -0.29362 -0.35872 -0.66214 -0.13608 -0.17449 -0.33844 -0.46481
353 354 355 356 357 358 359 360
-0.26292 -0.28369 -0.44344 -0.38574 -0.15728 -0.23675 -0.20505 -0.46072
361 362 363 364 365 366 367 368
-0.74624 -0.50844 -0.62415 -0.52364 -0.10709 -0.34442 -0.09258 -0.14639
369 370 371 372 373 374 375 376
-0.15720 -0.40572 -0.17510 -0.46451 -0.17417 -0.35191 -0.51573 -0.31299
377 378 379 380 381 382 383 384
-0.36151 -0.53482 -0.48772 -0.64050 -0.91814 -0.69321 -0.25417 -0.28340
385 386 387 388 389 390 391 392
-0.24651 -0.51971 -0.27128 -0.68070 -0.14617 -0.07933 -0.55097 -0.51699
393 394 395 396 397 398 399 400
-0.19538 -0.62500 -0.53491 0.05066 -0.14299 -0.33798 -0.42718 -0.34638
401 402 403 404 405 406 407 408
-1.01530 -0.44426 -0.56784 -0.30015 -0.49898 -0.30174 0.04153 -0.95939
409 410 411 412 413 414 415 416
-0.50557 -0.26644 -0.16073 -0.41600 -0.26522 -0.61261 -0.10340 -0.18587
417 418 419 420 421 422 423 424
-0.31387 -0.06602 -0.51008 -0.74411 -0.67369 -0.00494 -0.12522 -0.18564
425 426 427 428 429 430 431 432
-0.18718 -0.48422 -0.65324 -0.47024 -0.46135 -0.12611 -0.39224 -0.35824
433 434 435 436 437 438 439 440
-0.53491 -0.68404 -0.39455 -0.52061 -0.35803 -0.56266 -0.43689 -0.20520
441 442 443 444 445 446 447 448
-0.60939 -0.57761 -0.26757 -0.64052 -0.53005 -0.44754 -0.30276 -0.38150
449 450 451 452 453 454 455 456
-0.55436 -0.20035 -0.70166 -0.19541 -0.12442 -0.57999 -1.53772 -0.26632
457 458 459 460 461 462 463 464
-0.33656 -0.48125 -0.70773 -0.25022 -0.11019 -0.22802 -0.26001 -0.36336
465 466 467 468 469 470 471 472
-0.48431 -0.35324 -0.54411 -0.32731 -0.41978 -0.37966 -1.04443 -0.51000
473 474 475 476 477 478 479 480
-0.30897 -0.23356 -0.31365 -0.36243 -0.39187 -0.31939 -0.15728 -0.67369
481 482 483 484 485 486 487 488
-0.66812 -0.66812 -1.57222 -0.45290 -0.40913 -0.44419 -0.49112 -0.67257
489 490 491 492 493 494 495 496
-0.38761 -0.27218 -0.41529 -0.09599 -0.37848 -0.71796 -0.34137 -0.43803
497 498 499 500 501 502 503 504
-0.26008 -0.37757 -0.50366 -0.18122 -0.54045 -0.33383 -0.32070 -0.12233
505 506 507 508 509 510 511 512
-0.26304 -0.44059 -0.53636 -0.91367 -0.58163 -0.30438 -0.45966 -0.77723
513 514 515 516 517 518 519 520
-0.47910 -0.72607 -0.17265 -0.14772 -0.20579 -0.22280 -0.44843 -0.43081
521 522 523 524 525 526 527 528
-0.47787 0.09473 -0.01031 0.44014 0.17858 0.52673 0.43519 0.56106
529 530 531 532 533 534 535 536
0.64143 0.60921 0.37327 0.62318 0.43998 0.54464 0.13079 0.31027
537 538 539 540 541 542 543 544
0.04309 0.28136 0.48910 0.52371 -0.40104 0.68864 0.39101 -0.80523
545 546 547 548 549 550 551 552
0.11225 -0.78698 -1.40468 -0.05837 0.11037 0.42397 0.53018 0.64234
553 554 555 556 557 558 559 560
0.39489 0.19795 0.21218 0.69014 0.09649 0.51461 0.33950 0.13231
561 562 563 564 565 566 567 568
-0.28933 0.31500 0.31122 0.52273 0.22455 0.33654 0.24213 0.60186
569 570 571 572 573 574 575 576
-0.50421 0.04994 0.25270 0.34434 0.26896 -0.00534 0.20534 0.35181
577 578 579 580 581 582 583 584
0.08741 0.29407 0.86893 0.57534 0.56509 0.08142 0.23762 0.25052
585 586 587 588 589 590 591 592
0.25486 0.37736 0.24679 0.36413 0.30459 -0.51555 0.36081 0.64487
593 594 595 596 597 598 599 600
0.27583 0.36129 0.01263 0.41825 0.69465 0.14726 0.52077 -0.37603
601 602 603 604 605 606 607 608
0.19153 0.68780 0.59535 0.26511 0.60157 -0.56092 0.21251 0.48719
609 610 611 612 613 614 615 616
0.07344 0.32972 -0.44658 0.15992 0.44721 0.29991 0.53702 0.46228
617 618 619 620 621 622 623 624
0.20858 -0.41164 0.23479 0.15390 0.02206 0.24487 0.09343 0.51644
625 626 627 628 629 630 631 632
-0.13991 0.07502 0.88216 0.19367 -0.13528 -0.11840 0.05232 0.60138
633 634 635 636 637 638 639 640
0.53358 0.53582 0.68635 0.10104 -0.22338 0.50817 0.57814 0.04373
641 642 643 644 645 646 647 648
0.47483 0.06037 -0.32404 0.35245 -0.19508 0.51397 0.45858 0.22556
649 650 651 652 653 654 655 656
0.33141 0.36745 0.55386 -0.11776 0.52910 0.46514 0.66080 0.15093
657 658 659 660 661 662 663 664
0.42100 0.17058 -0.09165 0.37001 0.43384 0.22544 0.15554 0.60223
665 666 667 668 669 670 671 672
0.63643 -0.19508 0.25758 0.62156 -1.55804 0.16004 0.35377 0.59157
673 674 675 676 677 678 679 680
0.56719 0.38123 0.10951 0.51384 -0.04303 -0.55005 0.24798 0.23479
681 682 683 684 685 686 687 688
-0.47126 -0.53586 0.41072 0.24615 0.40847 0.30130 0.38718 0.71218
689 690 691 692 693 694 695 696
0.90571 0.12267 0.30630 0.60296 -0.02056 -0.24823 0.47082 0.63550
697 698 699 700 701 702 703 704
0.49812 0.25080 0.12669 1.00607 1.47795 0.80630 0.28603 0.70147
705 706 707 708 709 710 711 712
0.67001 1.41043 0.99255 0.68456 -0.01596 0.52246 1.35199 1.13621
713 714 715 716 717 718 719 720
-0.58167 0.59293 0.68456 0.75016 1.26138 1.07283 0.97343 1.08126
721 722 723 724 725 726 727 728
0.68064 0.52619 1.45768 0.98711 0.51357 0.48710 0.95629 1.11544
729 730 731 732 733 734 735 736
0.84079 0.63152 0.99787 1.37600 1.04319 0.59598 0.85811 0.12370
737 738 739 740 741 742 743 744
1.20578 1.33930 1.26733 0.81783 0.43549 -0.37245 0.83269 -0.02343
745 746 747 748 749 750 751 752
0.45603 1.30823 0.45007 0.80164 1.23287 -0.10304 0.41824 1.51929
753 754 755 756 757 758 759 760
1.02070 0.31324 1.08200 0.89359 1.34684 0.81316 0.90684 0.97720
761 762 763 764 765 766 767 768
0.87412 0.83687 0.70878 1.41403 0.77609 0.36294 0.76756 0.19473
769 770 771 772 773 774 775 776
0.64472 1.40433 -0.62109 0.67435 1.40487 1.04045 0.58529 0.68929
777 778 779 780 781 782 783 784
0.19006 1.33412 1.19167 0.98512 1.67579 1.27247 1.45042 1.33977
785 786 787 788 789 790 791 792
1.23672 0.58255 1.50903 1.15489 1.58496 2.17600 1.67825 2.26133
793 794 795 796 797 798 799 800
1.44598 1.90334 -0.27160 1.59358 1.73929 0.91989 -0.70298 1.73682
801 802 803 804 805 806 807 808
2.20248 1.57559 -0.82171 1.43214 1.59519 1.37199 1.52405 1.14362
809 810 811 812 813 814 815 816
1.68061 1.02807 1.85230 -0.17023 2.12918 2.16510 0.22456 1.08681
817 818 819 820 821 822 823 824
1.37082 1.82185 1.76746 1.60828 1.28494 0.55382 1.35623 1.82679
825 826 827 828 829 830 831 832
1.34481 2.00051 1.75995 1.90133 1.91791 0.99052 1.51912 0.98660
833 834 835 836 837 838 839 840
2.11116 1.75877 0.61240 1.65156 1.65293 2.13765 1.24697 1.27359
841 842 843 844 845 846 847 848
0.81484 1.78461 1.84681 1.81615 2.12684 1.51654 1.32603 1.40880
849 850 851 852 853 854 855 856
1.99194 1.18646 1.90125 2.34806 2.22702 2.35793 1.26974 1.89586
857 858 859 860 861 862 863 864
1.60359 1.98621 2.29927 1.37789 1.54997 2.41477 1.55034 0.72569
865 866 867 868 869 870 871 872
2.41962 1.90603 3.08252 2.03126 2.61940 1.49970 2.68518 -0.08697
873 874 875 876 877 878 879 880
2.16187 1.73418 2.08073 2.75229 2.89787 2.83594 1.45964 2.18864
881 882 883 884 885 886 887 888
2.35435 2.04712 3.16774 2.58496 2.21641 2.45384 3.07641 2.39853
889 890 891 892 893 894 895 896
3.29255 2.89843 2.90766 3.36474 3.06564 3.47807 3.47992 3.60406
897 898 899 900 901 902 903 904
2.70902 4.11549 4.01130 2.98224 1.39754 2.97405 2.74730 2.74833
905 906 907 908 909 910 911 912
2.36219 2.76161 3.48030 3.75602 2.17814 4.82272 7.07816 4.44645
913 914 915
7.22660 7.24521 6.57337
Code
cooks.distance(M_bioChem)
Output
1 2 3 4 5 6
1.219057e-03 7.268022e-04 5.949419e-04 1.032933e-03 2.249726e-03 7.172512e-04
7 8 9 10 11 12
4.898614e-04 8.099493e-04 1.524346e-03 9.566403e-04 1.625416e-03 2.063272e-03
13 14 15 16 17 18
5.484934e-04 7.456860e-04 7.607954e-04 4.588004e-04 9.884577e-04 1.481160e-03
19 20 21 22 23 24
5.781347e-04 8.214944e-04 8.544135e-04 1.245842e-03 8.509064e-04 4.887225e-04
25 26 27 28 29 30
1.151130e-03 9.791165e-04 6.233122e-04 8.194839e-04 4.456178e-04 1.098236e-03
31 32 33 34 35 36
4.950170e-04 1.798662e-03 1.431009e-03 1.045627e-03 7.587548e-04 5.647712e-04
37 38 39 40 41 42
6.250379e-04 1.491975e-03 9.673390e-04 8.635441e-04 1.491975e-03 4.732421e-04
43 44 45 46 47 48
1.131135e-03 4.995795e-04 1.352653e-03 9.151374e-04 9.805940e-04 4.007233e-03
49 50 51 52 53 54
1.186586e-03 1.050958e-03 1.419451e-03 6.662392e-04 1.104851e-03 1.798662e-03
55 56 57 58 59 60
5.545530e-04 9.402067e-04 4.742564e-04 4.835602e-04 6.432687e-04 8.751087e-04
61 62 63 64 65 66
5.644715e-04 5.693177e-04 5.530180e-04 7.217441e-04 6.420522e-04 4.880912e-04
67 68 69 70 71 72
2.259978e-03 1.654360e-03 5.466483e-04 8.753780e-04 1.123051e-03 6.268437e-04
73 74 75 76 77 78
7.942646e-04 1.164240e-03 1.153567e-03 8.535808e-04 7.755404e-04 5.547138e-04
79 80 81 82 83 84
5.973278e-04 5.276785e-04 5.897485e-04 4.952472e-04 8.624056e-04 1.294319e-03
85 86 87 88 89 90
3.051081e-03 1.144414e-03 5.665327e-03 8.714104e-04 3.247665e-03 5.859789e-04
91 92 93 94 95 96
7.935872e-04 6.081193e-04 1.624190e-03 3.051081e-03 1.212453e-03 1.899278e-03
97 98 99 100 101 102
1.646964e-03 6.005662e-04 7.938510e-04 1.798662e-03 5.728754e-04 5.693177e-04
103 104 105 106 107 108
1.257993e-03 7.161390e-04 8.612324e-04 4.858091e-04 9.394087e-04 7.268022e-04
109 110 111 112 113 114
1.273800e-03 6.942097e-04 1.058069e-03 5.401417e-04 4.854991e-04 1.113859e-03
115 116 117 118 119 120
8.846063e-04 9.606454e-04 1.496537e-03 4.410997e-04 9.402067e-04 5.280065e-04
121 122 123 124 125 126
6.851572e-04 6.352954e-04 7.866159e-04 5.658370e-04 6.147928e-04 6.415859e-04
127 128 129 130 131 132
8.750374e-04 9.831614e-04 1.045627e-03 9.567165e-04 5.140056e-04 1.305591e-03
133 134 135 136 137 138
1.195709e-03 7.266907e-04 8.324612e-04 4.587723e-03 8.499635e-04 5.317777e-04
139 140 141 142 143 144
1.151657e-03 7.996104e-04 4.439762e-04 1.080940e-03 9.365451e-04 4.995795e-04
145 146 147 148 149 150
6.134152e-04 7.817681e-04 1.064057e-03 6.134152e-04 1.011669e-03 1.520967e-03
151 152 153 154 155 156
1.115525e-03 1.156486e-03 7.929425e-04 2.095671e-03 9.302464e-04 6.121722e-04
157 158 159 160 161 162
9.154206e-04 7.973873e-04 7.346933e-04 1.192725e-03 6.897767e-04 5.044285e-04
163 164 165 166 167 168
1.191300e-03 8.396344e-04 1.139915e-03 5.458643e-04 1.027311e-03 9.890249e-04
169 170 171 172 173 174
9.172497e-04 9.195849e-04 7.581580e-04 9.485511e-04 4.953194e-04 1.041794e-03
175 176 177 178 179 180
7.983792e-04 5.106533e-04 8.900789e-04 6.989569e-04 1.046180e-03 5.693177e-04
181 182 183 184 185 186
4.416373e-04 1.354622e-03 1.589041e-03 8.874824e-04 1.218506e-03 1.378421e-03
187 188 189 190 191 192
5.269117e-04 9.507507e-04 9.828048e-04 8.179480e-04 6.145857e-04 7.783222e-04
193 194 195 196 197 198
4.807510e-04 1.085539e-03 1.180445e-03 9.534208e-04 6.093916e-04 6.361869e-04
199 200 201 202 203 204
8.424071e-04 7.724162e-04 1.345775e-03 5.632916e-04 8.892734e-04 5.122113e-04
205 206 207 208 209 210
7.375975e-04 6.776611e-04 6.868691e-04 1.100466e-03 1.467263e-03 6.356197e-04
211 212 213 214 215 216
7.652641e-04 6.274973e-04 6.323317e-04 1.061186e-03 7.101518e-04 1.491975e-03
217 218 219 220 221 222
1.621224e-03 1.668499e-03 1.296756e-03 1.076954e-03 1.042504e-03 9.725816e-04
223 224 225 226 227 228
8.454637e-04 7.842793e-04 7.073228e-04 1.623994e-03 1.100466e-03 5.319388e-04
229 230 231 232 233 234
9.350733e-04 1.141002e-03 7.431161e-04 3.929725e-03 8.891499e-04 1.101546e-03
235 236 237 238 239 240
7.866159e-04 1.612338e-03 4.954969e-04 2.701203e-03 5.693177e-04 1.281032e-03
241 242 243 244 245 246
5.980241e-04 4.668931e-04 5.378842e-04 8.117779e-04 1.164240e-03 8.751087e-04
247 248 249 250 251 252
8.957915e-04 1.103304e-03 8.587580e-04 4.715379e-04 1.573468e-03 1.377108e-03
253 254 255 256 257 258
5.442674e-04 1.150037e-03 6.530683e-04 5.942722e-04 6.857915e-04 1.060113e-03
259 260 261 262 263 264
8.034615e-04 1.178460e-03 7.656801e-04 8.059427e-04 5.693177e-04 4.466830e-04
265 266 267 268 269 270
9.988006e-04 1.469304e-03 7.524691e-04 9.474681e-03 8.873157e-04 1.526408e-03
271 272 273 274 275 276
6.166939e-04 1.146836e-03 9.271699e-04 9.940792e-04 6.263595e-04 2.225261e-04
277 278 279 280 281 282
1.762092e-05 2.504581e-04 4.966092e-06 7.418244e-05 3.264390e-05 1.671286e-04
283 284 285 286 287 288
3.727794e-05 3.811978e-05 4.452353e-04 1.428009e-05 2.641584e-04 3.185971e-04
289 290 291 292 293 294
7.452813e-05 6.609031e-04 4.833194e-04 2.724290e-04 2.066442e-04 8.197107e-05
295 296 297 298 299 300
6.813358e-05 2.096515e-04 8.154313e-04 2.336216e-06 1.531778e-04 3.756176e-04
301 302 303 304 305 306
1.699609e-04 1.102122e-04 8.580153e-03 6.337231e-05 7.562544e-05 1.515740e-04
307 308 309 310 311 312
1.686772e-04 2.319026e-05 3.235032e-04 5.130175e-05 1.140179e-05 5.454393e-04
313 314 315 316 317 318
6.193973e-04 4.186525e-04 6.616551e-04 3.218910e-05 1.075784e-03 4.514367e-05
319 320 321 322 323 324
5.778567e-05 1.479049e-04 2.643623e-04 3.064639e-04 2.325546e-05 4.668533e-04
325 326 327 328 329 330
5.028769e-04 7.665911e-05 2.750099e-05 4.365935e-01 2.778465e-04 8.705217e-05
331 332 333 334 335 336
2.156777e-04 4.005783e-05 4.478280e-04 4.019774e-04 5.435451e-05 7.379725e-05
337 338 339 340 341 342
1.119375e-04 7.320708e-05 1.165436e-04 4.005783e-05 1.787714e-05 3.204490e-05
343 344 345 346 347 348
5.102404e-05 7.678424e-05 3.862550e-05 4.550697e-05 9.415222e-05 4.283343e-04
349 350 351 352 353 354
1.738949e-05 3.792525e-05 5.660674e-05 1.771391e-04 6.252204e-05 7.416120e-05
355 356 357 358 359 360
1.554741e-04 1.823344e-04 2.377235e-05 3.961304e-05 2.454533e-05 2.079508e-04
361 362 363 364 365 366
8.551061e-04 2.223450e-04 5.714769e-04 3.281904e-04 1.085016e-05 9.580091e-05
367 368 369 370 371 372
8.263240e-06 2.254245e-05 1.514695e-05 1.694942e-04 1.729453e-05 1.212245e-04
373 374 375 376 377 378
2.731918e-05 1.572671e-04 1.760860e-04 8.635800e-05 1.355447e-04 2.605574e-04
379 380 381 382 383 384
3.084035e-04 2.268555e-04 1.415862e-03 4.060927e-04 7.418156e-05 4.922495e-05
385 386 387 388 389 390
4.527631e-05 1.997129e-04 5.208835e-05 5.051533e-04 1.256587e-05 1.107467e-05
391 392 393 394 395 396
3.912357e-04 2.282363e-04 3.469727e-05 4.660375e-04 2.354871e-04 4.870280e-06
397 398 399 400 401 402
1.349367e-05 1.294485e-04 1.818766e-04 1.356567e-04 3.072718e-03 1.429921e-04
403 404 405 406 407 408
3.639019e-04 7.091057e-05 3.084230e-04 9.694197e-05 1.686142e-06 1.911838e-03
409 410 411 412 413 414
1.116448e-04 4.822741e-05 1.833223e-05 8.328532e-05 5.017460e-05 2.798270e-04
415 416 417 418 419 420
6.256538e-06 2.319026e-05 8.597832e-05 4.570705e-06 3.240546e-04 4.860587e-04
421 422 423 424 425 426
7.132765e-04 4.499771e-08 1.630782e-05 1.938377e-05 6.774820e-05 1.098985e-04
427 428 429 430 431 432
5.028674e-04 2.536637e-04 2.334921e-04 1.783133e-05 1.147498e-04 1.103603e-04
433 434 435 436 437 438
2.354871e-04 6.508241e-04 7.953659e-05 2.964595e-04 1.181813e-04 2.360336e-04
439 440 441 442 443 444
1.723994e-04 3.972757e-05 2.751138e-04 3.350917e-04 4.675808e-05 4.929633e-04
445 446 447 448 449 450
2.904117e-04 1.167770e-04 6.515176e-05 7.574725e-05 3.113727e-04 2.544533e-05
451 452 453 454 455 456
5.845200e-04 2.143371e-05 9.166579e-06 3.371612e-04 1.037224e-02 6.989035e-05
457 458 459 460 461 462
1.046664e-04 2.626718e-04 4.372868e-04 6.624753e-05 1.325976e-05 4.462270e-05
463 464 465 466 467 468
4.576556e-05 1.408322e-04 2.568648e-04 1.047941e-04 3.286050e-04 5.520051e-05
469 470 471 472 473 474
1.499054e-04 1.388335e-04 2.655287e-03 2.301349e-04 7.977925e-05 4.397022e-05
475 476 477 478 479 480
6.813358e-05 5.986283e-05 1.351463e-04 1.202787e-04 2.377235e-05 7.132765e-04
481 482 483 484 485 486
2.266038e-04 2.266038e-04 1.065199e-02 2.414745e-04 1.630627e-04 1.515740e-04
487 488 489 490 491 492
2.339751e-04 5.680821e-04 1.089588e-04 5.416589e-05 1.506566e-04 7.394861e-06
493 494 495 496 497 498
1.078358e-04 4.369004e-04 1.389797e-04 1.851909e-04 3.968446e-05 9.550024e-05
499 500 501 502 503 504
2.157369e-04 2.009640e-05 3.376875e-04 8.289140e-05 4.622619e-05 8.208369e-06
505 506 507 508 509 510
6.228677e-05 1.671286e-04 2.449013e-04 1.856584e-03 3.054364e-04 4.663127e-05
511 512 513 514 515 516
1.939552e-04 3.685366e-04 2.287587e-04 2.965637e-04 1.642937e-05 1.235013e-05
517 518 519 520 521 522
6.029630e-05 4.434471e-05 1.478976e-04 7.988155e-05 2.420267e-04 6.822908e-06
523 524 525 526 527 528
1.090269e-07 1.228730e-04 3.819233e-05 2.577005e-04 1.215071e-04 1.868012e-04
529 530 531 532 533 534
2.809068e-04 2.445419e-04 1.036362e-04 2.865567e-04 1.765096e-04 1.827594e-04
535 536 537 538 539 540
1.460861e-05 9.286292e-05 1.357779e-06 7.536558e-05 1.687793e-04 2.021669e-04
541 542 543 544 545 546
2.746021e-04 2.575651e-04 1.007058e-04 2.398602e-03 1.202427e-05 3.058435e-03
547 548 549 550 551 552
1.505220e-02 2.700328e-06 1.089389e-05 2.098202e-04 1.709313e-04 2.896052e-04
553 554 555 556 557 558
7.491988e-05 4.731740e-05 4.615861e-05 2.581336e-04 1.033448e-05 2.905480e-04
559 560 561 562 563 564
8.433685e-05 1.292073e-05 1.021561e-04 8.546514e-05 8.994701e-05 3.198313e-04
565 566 567 568 569 570
4.565867e-05 5.566633e-05 7.608630e-05 4.447655e-04 1.393820e-03 3.129850e-06
571 572 573 574 575 576
4.645288e-05 7.952887e-05 5.624116e-05 3.492960e-08 4.282361e-05 8.441954e-05
577 578 579 580 581 582
9.198541e-06 7.483237e-05 9.798835e-04 2.025559e-04 1.792361e-04 8.093239e-06
583 584 585 586 587 588
2.369990e-05 6.371559e-05 4.621718e-05 1.112140e-04 6.400546e-05 1.581338e-04
589 590 591 592 593 594
4.261582e-05 6.262431e-04 1.112423e-04 2.990312e-04 6.447264e-05 1.276992e-04
595 596 597 598 599 600
1.181713e-07 1.196799e-04 4.698375e-04 9.042141e-06 2.239819e-04 2.535749e-04
601 602 603 604 605 606
2.692523e-05 9.632272e-04 1.972377e-04 4.994588e-05 2.037550e-04 5.686870e-04
607 608 609 610 611 612
1.941900e-05 1.766219e-04 3.903598e-06 1.193454e-04 2.425163e-04 1.866369e-05
613 614 615 616 617 618
1.454732e-04 8.679364e-05 1.625017e-04 1.790862e-04 5.103742e-05 4.996664e-04
619 620 621 622 623 624
5.436967e-05 3.248138e-05 4.924536e-07 2.743837e-05 1.071366e-05 2.496256e-04
625 626 627 628 629 630
3.120972e-05 4.418685e-06 7.718046e-04 4.088001e-05 2.471601e-05 1.829705e-05
631 632 633 634 635 636
3.098142e-06 2.158817e-04 1.635825e-04 2.634105e-04 9.139149e-04 1.006875e-05
637 638 639 640 641 642
9.607837e-05 1.482014e-04 2.195137e-04 2.186515e-06 1.318543e-04 3.052633e-06
643 644 645 646 647 648
1.426520e-04 8.157092e-05 4.642224e-05 1.545474e-04 1.555091e-04 3.908535e-05
649 650 651 652 653 654
1.088682e-04 1.029922e-04 2.241261e-04 1.107027e-05 1.984387e-04 1.378898e-04
655 656 657 658 659 660
2.673593e-04 2.528084e-05 1.117873e-04 2.541957e-05 1.199621e-05 7.702979e-05
661 662 663 664 665 666
1.248829e-04 3.896341e-05 1.152996e-05 2.129410e-04 2.252768e-04 4.642224e-05
667 668 669 670 671 672
4.658946e-05 4.584768e-04 2.764142e-02 2.117862e-05 5.937796e-05 2.841463e-04
673 674 675 676 677 678
1.790542e-04 1.290138e-04 1.563891e-05 2.843829e-04 2.508186e-06 1.869482e-03
679 680 681 682 683 684
4.975714e-05 5.436967e-05 5.011397e-04 4.682210e-04 1.528750e-04 6.969616e-05
685 686 687 688 689 690
1.072970e-04 8.938443e-05 9.358107e-05 4.570082e-04 8.070381e-04 1.884670e-05
691 692 693 694 695 696
1.024211e-04 2.107911e-04 5.792008e-07 1.300158e-04 1.362913e-04 2.375357e-04
697 698 699 700 701 702
2.337941e-04 5.341167e-05 1.755689e-05 8.412168e-04 1.295708e-03 8.037763e-04
703 704 705 706 707 708
1.940642e-04 3.615475e-04 3.386041e-04 1.221391e-03 4.454730e-04 4.706821e-04
709 710 711 712 713 714
5.927353e-07 2.993475e-04 1.118489e-03 9.558194e-04 1.410505e-03 2.655229e-04
715 716 717 718 719 720
4.706821e-04 4.631397e-04 1.745655e-03 8.903600e-04 1.054946e-03 9.285239e-04
721 722 723 724 725 726
5.842551e-04 2.991739e-04 2.382184e-03 4.153958e-04 4.527538e-04 1.915377e-04
727 728 729 730 731 732
4.215833e-04 1.146784e-03 7.528292e-04 5.391197e-04 7.786299e-04 1.906463e-03
733 734 735 736 737 738
7.260689e-04 2.746117e-04 6.525073e-04 2.270582e-05 1.317040e-03 1.103954e-03
739 740 741 742 743 744
1.662901e-03 5.258809e-04 2.912212e-04 8.681691e-04 6.388462e-04 8.102263e-07
745 746 747 748 749 750
2.098139e-04 1.276987e-03 1.685240e-04 7.808637e-04 2.294497e-03 1.764764e-05
751 752 753 754 755 756
2.258827e-04 1.548105e-03 7.869203e-04 1.256634e-04 7.710725e-04 6.014133e-04
757 758 759 760 761 762
1.472990e-03 3.733273e-04 8.040536e-04 4.723009e-04 7.083317e-04 8.736851e-04
763 764 765 766 767 768
3.848528e-04 1.158071e-03 5.277497e-04 1.181961e-04 7.994131e-04 6.369048e-05
769 770 771 772 773 774
2.009374e-04 1.090600e-03 1.598419e-03 4.365338e-04 1.752473e-03 1.431923e-03
775 776 777 778 779 780
2.726739e-04 6.554540e-04 5.820227e-05 1.746051e-03 1.875423e-03 4.149691e-04
781 782 783 784 785 786
4.716215e-03 1.193475e-03 1.919802e-03 1.327061e-03 2.158329e-03 5.586686e-04
787 788 789 790 791 792
2.432909e-03 1.094636e-03 2.407924e-03 4.550334e-03 2.841098e-03 2.894531e-03
793 794 795 796 797 798
2.288561e-03 1.694766e-03 4.845292e-04 2.946934e-03 2.105265e-03 1.115473e-03
799 800 801 802 803 804
4.960987e-03 2.175158e-03 5.147359e-03 2.596446e-03 1.156212e-02 1.601128e-03
805 806 807 808 809 810
3.387198e-03 1.469306e-03 2.021809e-03 1.544987e-03 3.332031e-03 1.616342e-03
811 812 813 814 815 816
2.431531e-03 1.890891e-04 3.680907e-03 4.332501e-03 1.263171e-04 1.034551e-03
817 818 819 820 821 822
2.107909e-03 2.385108e-03 2.142269e-03 1.835225e-03 2.702873e-03 1.032721e-03
823 824 825 826 827 828
1.671691e-03 3.624334e-03 1.552225e-03 2.354709e-03 1.987383e-03 2.150934e-03
829 830 831 832 833 834
2.656616e-03 1.368595e-03 2.077675e-03 7.027047e-04 3.759181e-03 2.216673e-03
835 836 837 838 839 840
4.938984e-04 1.974275e-03 1.897295e-03 2.518552e-03 2.002419e-03 1.806643e-03
841 842 843 844 845 846
6.175936e-04 2.194483e-03 2.133011e-03 2.844145e-03 2.706678e-03 2.570293e-03
847 848 849 850 851 852
1.437340e-03 2.355913e-03 3.638924e-03 1.556879e-03 3.967296e-03 3.955335e-03
853 854 855 856 857 858
5.613379e-03 2.391810e-03 1.446962e-03 4.091111e-03 3.007438e-03 3.669575e-03
859 860 861 862 863 864
3.815045e-03 1.766000e-03 1.486930e-03 2.521909e-03 3.373191e-03 1.319181e-03
865 866 867 868 869 870
4.057384e-03 4.964379e-03 6.340696e-03 3.216753e-03 3.532997e-03 3.320316e-03
871 872 873 874 875 876
7.869776e-03 5.770025e-05 6.075180e-03 3.251521e-03 3.379759e-03 4.763114e-03
877 878 879 880 881 882
4.868859e-03 7.211335e-03 8.314159e-03 1.910179e-02 6.492048e-03 7.420467e-03
883 884 885 886 887 888
1.005757e-02 2.902350e-03 6.620896e-03 6.056165e-03 8.788974e-03 3.307384e-03
889 890 891 892 893 894
6.604344e-03 8.460786e-03 7.313020e-03 1.060797e-02 1.051478e-02 6.940998e-03
895 896 897 898 899 900
9.879616e-03 1.238013e-02 9.239493e-03 1.021138e-02 9.802470e-03 1.250292e-02
901 902 903 904 905 906
9.819953e-03 7.621530e-03 1.070862e-02 1.053618e-02 5.057593e-03 9.294081e-03
907 908 909 910 911 912
1.071615e-02 9.800572e-03 3.095587e-02 2.501890e-02 4.531417e-02 3.955162e-02
913 914 915
3.394015e-02 1.042656e-01 3.049753e-01
Code
round(predict(M_bioChem, type = "link"), 5)
Output
1 2 3 4 5 6 7 8
0.68177 0.26481 0.28201 0.37992 0.77575 -0.03855 0.20228 0.23307
9 10 11 12 13 14 15 16
0.51944 0.26748 0.70014 0.42452 0.17669 0.38799 0.27295 0.15190
17 18 19 20 21 22 23 24
0.44788 0.46871 0.30275 0.36154 0.42583 0.01884 0.46076 0.42160
25 26 27 28 29 30 31 32
-0.03256 0.34428 0.29861 0.41138 0.12721 0.58099 0.12013 0.72436
33 34 35 36 37 38 39 40
0.43211 0.34582 0.30929 0.11618 0.11365 0.59016 0.35563 0.41621
41 42 43 44 45 46 47 48
0.59016 0.16829 0.48767 0.17335 0.49394 0.30585 0.53344 1.13464
49 50 51 52 53 54 55 56
0.48750 0.49200 0.49394 -0.10432 0.43057 0.72436 0.36616 0.38895
57 58 59 60 61 62 63 64
0.17780 0.35047 0.35827 0.35452 0.27301 0.31516 0.23264 0.34003
65 66 67 68 69 70 71 72
0.30522 0.39590 0.77627 0.64858 0.31618 0.10611 0.39539 -0.09815
73 74 75 76 77 78 79 80
0.29763 0.41735 0.36654 0.25391 0.12582 0.34096 0.44022 0.25186
81 82 83 84 85 86 87 88
0.16657 0.12580 0.77269 0.65394 0.97488 0.13837 1.00340 0.28437
89 90 91 92 93 94 95 96
0.99592 0.51681 0.36201 0.28276 0.57189 0.97488 0.48989 0.67165
97 98 99 100 101 102 103 104
0.56881 0.30538 0.01244 0.72436 0.25732 0.31516 0.29135 0.38586
105 106 107 108 109 110 111 112
0.14737 0.37516 0.46559 0.26481 0.01125 -0.04088 0.56150 0.11739
113 114 115 116 117 118 119 120
0.14866 0.63259 0.22488 0.41391 0.59921 0.09109 0.38895 0.37840
121 122 123 124 125 126 127 128
0.31463 0.35213 0.56224 0.14188 0.16404 0.64379 0.33088 0.56531
129 130 131 132 133 134 135 136
0.34582 0.39659 0.17082 0.89572 0.39952 0.20745 0.33958 0.89173
137 138 139 140 141 142 143 144
0.44724 0.23102 -0.03155 0.18523 0.09059 0.30158 0.34986 0.17335
145 146 147 148 149 150 151 152
0.16555 0.03369 0.50471 0.16555 0.56683 0.12396 0.39559 0.58741
153 154 155 156 157 158 159 160
0.36700 0.23232 0.40389 0.43971 0.26514 0.29753 0.39644 0.70989
161 162 163 164 165 166 167 168
0.35500 0.15857 0.34920 0.33938 0.57664 0.25520 0.51988 0.42178
169 170 171 172 173 174 175 176
0.51341 0.46498 0.34155 0.32293 0.14613 0.36062 0.17722 0.18265
177 178 179 180 181 182 183 184
0.47951 0.26279 0.06981 0.31516 0.09099 0.78533 0.56800 0.61141
185 186 187 188 189 190 191 192
0.47087 0.48235 0.22262 0.43560 0.10358 0.32273 0.11406 0.25682
193 194 195 196 197 198 199 200
0.12124 0.52980 0.45971 0.49529 0.28478 -0.09197 0.72625 -0.11155
201 202 203 204 205 206 207 208
0.44251 0.44153 0.19341 0.22464 0.32566 -0.07811 0.35531 0.36797
209 210 211 212 213 214 215 216
0.11658 0.27902 0.16285 0.33007 0.29911 0.17500 0.31585 0.59016
217 218 219 220 221 222 223 224
0.59759 0.67499 0.42502 0.65826 0.58292 0.42757 0.48228 0.36623
225 226 227 228 229 230 231 232
0.33932 0.51809 0.36797 0.16029 0.42319 0.60568 0.30771 0.97747
233 234 235 236 237 238 239 240
0.35968 0.55509 0.56224 0.45573 0.20400 0.74027 0.31516 0.49141
241 242 243 244 245 246 247 248
0.13935 0.14927 0.46814 0.45952 0.41735 0.35452 0.26413 0.49043
249 250 251 252 253 254 255 256
0.15797 0.14856 0.83879 0.54078 0.23203 0.60471 0.21341 0.18721
257 258 259 260 261 262 263 264
0.32839 0.40487 0.45760 0.55839 0.43567 0.38670 0.31516 0.12822
265 266 267 268 269 270 271 272
0.19715 0.57624 0.13877 1.23203 0.25128 0.46500 0.28094 0.59486
273 274 275 276 277 278 279 280
0.31169 0.50693 0.52875 0.60791 0.18185 0.65826 -0.06392 0.39280
281 282 283 284 285 286 287 288
0.27806 0.50471 0.27605 0.26572 0.68247 0.16555 0.60244 0.70915
289 290 291 292 293 294 295 296
0.46845 0.82271 0.69407 0.56980 0.55408 0.40731 0.36401 0.52616
297 298 299 300 301 302 303 304
0.89566 -0.04176 0.44204 0.58975 0.48973 0.45405 1.33982 0.36117
305 306 307 308 309 310 311 312
0.45368 0.50875 0.50709 0.21756 0.65522 0.33358 0.13432 0.73828
313 314 315 316 317 318 319 320
0.79842 0.69138 0.71370 0.27311 0.81455 0.29152 0.31469 0.44637
321 322 323 324 325 326 327 328
0.57523 0.71091 0.21746 0.64112 0.67339 0.39978 0.19341 2.21284
329 330 331 332 333 334 335 336
0.63486 0.41027 0.51610 0.26430 0.72824 0.67499 0.33649 0.33095
337 338 339 340 341 342 343 344
0.33125 0.36201 0.41472 0.26430 0.20633 0.27634 0.37769 0.31716
345 346 347 348 349 350 351 352
0.22073 0.34147 0.41460 0.73566 0.15948 0.20400 0.39216 0.53101
353 354 355 356 357 358 359 360
0.30612 0.32980 0.50791 0.44403 0.18417 0.27629 0.23982 0.52636
361 362 363 364 365 366 367 368
0.81667 0.57765 0.69658 0.59319 0.12562 0.39851 0.10864 0.17145
369 370 371 372 373 374 375 376
0.18427 0.46632 0.20512 0.53108 0.20383 0.40636 0.58571 0.36305
377 378 379 380 381 382 383 384
0.41735 0.60544 0.55489 0.71481 0.97457 0.76665 0.29590 0.32977
385 386 387 388 389 390 391 392
0.28747 0.58980 0.31585 0.75384 0.17142 0.09290 0.62171 0.58672
393 394 395 396 397 398 399 400
0.22842 0.69795 0.60568 -0.05933 0.16768 0.39092 0.48989 0.40033
401 402 403 404 405 406 407 408
1.05531 0.50889 0.63953 0.34863 0.56699 0.35015 -0.04877 1.00972
409 410 411 412 413 414 415 416
0.57529 0.31034 0.18832 0.47836 0.30893 0.68622 0.12144 0.21756
417 418 419 420 421 422 423 424
0.36407 0.07750 0.57877 0.81603 0.74595 0.00579 0.14677 0.21736
425 426 427 428 429 430 431 432
0.21826 0.55242 0.72638 0.53637 0.52687 0.14778 0.45183 0.41391
433 434 435 436 437 438 439 440
0.60568 0.75653 0.45469 0.59016 0.41360 0.63482 0.50062 0.23975
441 442 443 444 445 446 447 448
0.68294 0.64985 0.31166 0.71360 0.60022 0.51266 0.35166 0.44022
449 450 451 452 453 454 455 456
0.62571 0.23436 0.77424 0.22869 0.14603 0.65232 1.45078 0.30993
457 458 459 460 461 462 463 464
0.38956 0.54821 0.78082 0.29146 0.12920 0.26613 0.30300 0.41937
465 466 467 468 469 470 471 472
0.55155 0.40834 0.61485 0.37961 0.48200 0.43762 1.08115 0.57927
473 474 475 476 477 478 479 480
0.35856 0.27254 0.36401 0.41907 0.45124 0.36996 0.18417 0.74595
481 482 483 484 485 486 487 488
0.74254 0.74254 1.47520 0.51761 0.47014 0.50875 0.55903 0.74547
489 490 491 492 493 494 495 496
0.44673 0.31686 0.47704 0.11269 0.43658 0.79084 0.39465 0.50177
497 498 499 500 501 502 503 504
0.30316 0.43567 0.57259 0.21220 0.61094 0.38670 0.37223 0.14360
505 506 507 508 509 510 511 512
0.30626 0.50471 0.60716 0.96931 0.65418 0.35371 0.52530 0.84817
513 514 515 516 517 518 519 520
0.54613 0.79930 0.20228 0.17324 0.24009 0.26009 0.51341 0.49465
521 522 523 524 525 526 527 528
0.54471 0.61620 0.70145 0.33138 0.54764 0.26056 0.33547 0.23203
529 530 531 532 533 534 535 536
0.16677 0.19287 0.38670 0.18165 0.33182 0.24549 0.58672 0.43894
537 538 539 540 541 542 543 544
0.65826 0.46281 0.29116 0.26279 1.00377 0.12842 0.37196 1.28393
545 546 547 548 549 550 551 552
0.60194 1.26993 1.64827 0.74004 0.60346 0.34528 0.25732 0.16606
553 554 555 556 557 558 559 560
0.36859 0.53172 0.51992 0.12721 0.61485 0.27071 0.41460 0.58545
561 562 563 564 565 566 567 568
0.92034 0.43495 0.43813 0.26414 0.50966 0.41685 0.49540 0.19968
569 570 571 572 573 574 575 576
1.07500 0.65275 0.48633 0.41055 0.47294 0.69745 0.52555 0.40438
577 578 579 580 581 582 583 584
0.62227 0.45225 -0.01316 0.22039 0.22869 0.62716 0.49860 0.48831
585 586 587 588 589 590 591 592
0.48453 0.38336 0.49141 0.39465 0.44325 1.08643 0.39709 0.16404
593 594 595 596 597 598 599 600
0.46731 0.39681 0.68294 0.34950 0.12430 0.57306 0.26532 0.98515
601 602 603 604 605 606 607 608
0.53678 0.13155 0.20400 0.47607 0.19894 1.11936 0.51934 0.29278
609 610 611 612 613 614 615 616
0.63357 0.42298 1.03771 0.56278 0.32566 0.44750 0.25166 0.31337
617 618 619 620 621 622 623 624
0.52296 1.01049 0.50127 0.56797 0.67533 0.49263 0.61738 0.26900
625 626 627 628 629 630 631 632
0.80452 0.63229 -0.02408 0.53519 0.80095 0.78766 0.65081 0.19915
633 634 635 636 637 638 639 640
0.25449 0.25310 0.13256 0.61110 0.86939 0.27533 0.21817 0.65778
641 642 643 644 645 646 647 648
0.30275 0.64423 0.94655 0.40383 0.84780 0.27058 0.31631 0.50875
649 650 651 652 653 654 655 656
0.42150 0.39153 0.23810 0.78729 0.25834 0.31079 0.15099 0.57031
657 658 659 660 661 662 663 664
0.34717 0.55408 0.76645 0.38922 0.33661 0.50885 0.56629 0.19844
665 666 667 668 669 670 671 672
0.17062 0.84780 0.48228 0.18363 1.72830 0.56272 0.40258 0.20745
673 674 675 676 677 678 679 680
0.22697 0.38026 0.60427 0.27132 0.72770 1.10667 0.49028 0.50127
681 682 683 684 685 686 687 688
1.05464 1.10175 0.35594 0.49200 0.35753 0.44637 0.37509 0.11011
689 690 691 692 693 694 695 696
-0.04240 0.59350 0.44232 0.19784 0.70969 0.88840 0.30609 0.17142
697 698 699 700 701 702 703 704
0.28404 0.48797 0.59016 0.43560 0.13389 0.56881 0.91561 0.63816
705 706 707 708 709 710 711 712
0.65927 0.17568 0.44376 0.64985 1.10859 0.75840 0.21220 0.35035
713 714 715 716 717 718 719 720
1.44282 0.71091 0.64985 0.60568 0.27071 0.39169 0.45766 0.38622
721 722 723 724 725 726 727 728
0.65283 0.75589 0.14778 0.44730 0.76496 0.78169 0.46774 0.36423
729 730 731 732 733 734 735 736
0.54554 0.68581 0.44090 0.19816 0.41088 0.70888 0.53370 1.02020
737 738 739 740 741 742 743 744
0.30582 0.22019 0.26677 0.56039 0.81667 1.32171 0.55070 1.11329
745 746 747 748 749 750 751 752
0.80257 0.24012 0.80638 0.57189 0.28987 1.16266 0.82790 0.10880
753 754 755 756 757 758 759 760
0.42583 0.89717 0.38546 0.50987 0.21594 0.56315 0.50147 0.45398
761 762 763 764 765 766 767 768
0.52312 0.54845 0.63330 0.17335 0.58842 0.86419 0.59485 0.97457
769 770 771 772 773 774 775 776
0.67586 0.17932 1.46498 0.65663 0.17985 0.41401 0.71607 0.64720
777 778 779 780 781 782 783 784
0.97757 0.22437 0.31583 0.44862 0.01783 0.26279 0.15170 0.63553
785 786 787 788 789 790 791 792
0.69577 1.06998 0.54078 0.74146 0.49819 0.18417 0.44687 0.14006
793 794 795 796 797 798 799 800
0.57624 0.32386 1.52382 0.49394 0.41267 0.87750 1.73104 0.41409
801 802 803 804 805 806 807 808
0.17115 0.50362 1.77966 0.58328 0.49350 0.61732 0.53188 0.74864
809 810 811 812 813 814 815 816
0.44605 0.81568 0.35176 1.47303 0.20745 0.18956 1.26748 0.78072
817 818 819 820 821 822 823 824
0.61877 0.36811 0.39736 0.48461 0.66874 1.08768 0.62656 0.36654
825 826 827 828 829 830 831 832
0.63294 0.27311 0.40130 0.32531 0.31692 0.83703 0.53471 0.83815
833 834 835 836 837 838 839 840
0.21675 0.40215 1.05285 0.46076 0.45992 0.20228 0.68965 0.67408
841 842 843 844 845 846 847 848
0.93720 0.38809 0.35445 0.37159 0.20795 0.53670 0.64352 0.59743
849 850 851 852 853 854 855 856
0.27860 0.72391 0.67270 0.45482 0.51364 0.44922 0.99234 0.67549
857 858 859 860 861 862 863 864
0.82271 0.63012 0.47789 0.93720 0.84867 0.42261 0.85033 1.26748
865 866 867 868 869 870 871 872
0.42123 0.67108 0.12893 0.60750 0.32903 0.87627 0.30158 1.64827
873 874 875 876 877 878 879 880
0.54548 0.75637 0.58328 0.27017 0.20663 0.53816 1.16482 0.83268
881 882 883 884 885 886 887 888
0.74956 0.89074 0.40133 0.64480 0.81234 0.70459 0.43813 0.72787
889 890 891 892 893 894 895 896
0.35000 0.51219 0.50780 0.32293 0.44325 0.27766 0.54447 0.49839
897 898 899 900 901 902 903 904
0.85281 0.31385 0.35000 0.74162 1.40737 0.74298 0.83754 0.83703
905 906 907 908 909 910 911 912
0.99679 0.83096 0.78041 0.89167 1.47303 0.73553 0.30612 1.20137
913 914 915
0.43617 1.01950 1.53914
Code
predict(M_bioChem, type = "response")
Output
[1] 1.9773678 1.3031830 1.3257927 1.4621622 2.1722313 0.9621813 1.2241940
[8] 1.2624707 1.6810798 1.3066714 2.0140305 1.5288522 1.1932609 1.4740089
[15] 1.3138303 1.1640397 1.5649942 1.5979360 1.3535783 1.4355326 1.5308538
[22] 1.0190190 1.5852753 1.5244016 0.9679666 1.4109687 1.3479813 1.5089042
[29] 1.1356546 1.7878147 1.1276395 2.0634160 1.5404982 1.4131416 1.3624640
[36] 1.1231986 1.1203610 1.8042752 1.4270849 1.5162109 1.8042752 1.1832818
[43] 1.6285115 1.1892832 1.6387580 1.3577849 1.7047882 3.1100404 1.6282431
[50] 1.6355778 1.6387596 0.9009386 1.5381316 2.0634160 1.4421812 1.4754368
[57] 1.1945838 1.4197412 1.4308455 1.4254918 1.3139073 1.3704831 1.2619222
[64] 1.4049868 1.3569270 1.4857251 2.1733436 1.9128229 1.3718705 1.1119475
[71] 1.4849663 0.9065165 1.3466688 1.5179313 1.4427275 1.2890597 1.1340810
[78] 1.4063020 1.5530462 1.2864153 1.1812424 1.1340526 2.1655770 1.9231082
[85] 2.6508399 1.1483982 2.7275496 1.3289213 2.7072199 1.6766697 1.4362122
[92] 1.3267885 1.7716082 2.6508399 1.6321406 1.9574614 1.7661654 1.3571438
[99] 1.0125187 2.0634160 1.2934632 1.3704831 1.3382303 1.4708802 1.1587863
[106] 1.4552268 1.5929519 1.3031830 1.0113153 0.9599448 1.7533086 1.1245632
[113] 1.1602826 1.8824883 1.2521662 1.5127258 1.8206720 1.0953714 1.4754368
[120] 1.4599462 1.3697557 1.4220878 1.7545947 1.1524378 1.1782593 1.9036763
[127] 1.3921982 1.7599967 1.4131416 1.4867391 1.1862729 2.4490941 1.4911095
[134] 1.2305336 1.4043571 2.4393570 1.5639855 1.2598809 0.9689465 1.2034996
[141] 1.0948174 1.3519947 1.4188725 1.1892832 1.1800478 1.0342619 1.6564991
[148] 1.1800478 1.7626700 1.1319748 1.4852669 1.7993150 1.4433961 1.2615294
[155] 1.4976412 1.5522607 1.3036189 1.3465325 1.4865254 2.0337755 1.4261831
[162] 1.1718391 1.4179267 1.4040729 1.7800443 1.2907178 1.6818217 1.5246705
[169] 1.6709762 1.5919851 1.4071208 1.3811677 1.1573456 1.4342245 1.1938945
[176] 1.2003997 1.6152799 1.3005498 1.0723031 1.3704831 1.0952605 2.1931382
[183] 1.7647363 1.8430281 1.6013873 1.6198706 1.2493446 1.5458866 1.1091383
[190] 1.3808868 1.1208145 1.2928154 1.1288953 1.6985897 1.5836109 1.6409766
[197] 1.3294761 0.9121288 2.0673067 0.8944443 1.5566060 1.5550904 1.2133798
[204] 1.2518754 1.3849447 0.9248597 1.4266161 1.4448045 1.1236445 1.3218307
[211] 1.1768648 1.3910649 1.3486634 1.1912411 1.3714199 1.8042752 1.8177269
[218] 1.9640102 1.5296167 1.9314207 1.7912550 1.5335215 1.6197677 1.4422911
[225] 1.4039921 1.6788134 1.4448045 1.1738565 1.5268318 1.8325002 1.3603111
[232] 2.6577200 1.4328667 1.7421024 1.7545947 1.5773255 1.2263016 2.0965061
[239] 1.3704831 1.6346196 1.1495275 1.1609815 1.5970263 1.5833106 1.5179313
[246] 1.4254918 1.3023005 1.6330262 1.1711268 1.1601595 2.3135747 1.7173537
[253] 1.2611563 1.8307157 1.2378954 1.2058777 1.3887334 1.4991067 1.5802697
[260] 1.7478546 1.5459910 1.4721096 1.3704831 1.1368043 1.2179308 1.7793347
[267] 1.1488642 3.4281702 1.2856730 1.5920170 1.3243742 1.8127697 1.3657251
[274] 1.6601906 1.6968081 1.8365839 1.1994331 1.9314207 0.9380774 1.4811279
[281] 1.3205713 1.6564991 1.3179081 1.3043702 1.9787588 1.1800478 1.8265765
[288] 2.0322570 1.5975111 2.2766544 2.0018406 1.7679161 1.7403406 1.5027705
[295] 1.4390841 1.6924138 2.4489409 0.9590960 1.5558712 1.8035433 1.6318699
[302] 1.5746833 3.8183646 1.4350128 1.5740870 1.6632170 1.6604559 1.2430401
[309] 1.9255574 1.3959544 1.1437609 2.0923384 2.2220374 1.9964641 2.0415212
[316] 1.3140403 2.2581544 1.3384611 1.3698347 1.5626223 1.7775335 2.0358344
[323] 1.2429143 1.8986034 1.9608801 1.4914972 1.2133798 9.1416541 1.8867542
[330] 1.5072242 1.6754760 1.3025238 2.0714405 1.9640102 1.4000201 1.3922854
[337] 1.3927080 1.4362122 1.5139508 1.3025238 1.2291587 1.3183018 1.4589125
[344] 1.3732236 1.2469824 1.4070136 1.5137583 2.0868516 1.1729055 1.2263003
[351] 1.4801734 1.7006534 1.3581460 1.3906843 1.6618070 1.5589703 1.2022217
[358] 1.3182245 1.2710252 1.6927564 2.2629600 1.7818463 2.0068705 1.8097585
[365] 1.1338515 1.4896001 1.1147637 1.1870287 1.2023446 1.5941141 1.2276672
[372] 1.7007614 1.2260901 1.5013373 1.7962675 1.4377116 1.5179313 1.8320514
[379] 1.7417516 2.0438048 2.6500381 2.1525530 1.3443387 1.3906427 1.3330563
[386] 1.8036219 1.3714199 2.1251494 1.1869933 1.0973543 1.8621011 1.7980877
[393] 1.2566084 2.0096379 1.8325002 0.9423937 1.1825578 1.4783389 1.6321406
[400] 1.4923170 2.8728587 1.6634477 1.8955962 1.4171210 1.7629499 1.4192748
[407] 0.9523986 2.7448308 1.7776464 1.3638944 1.2072206 1.6134305 1.3619638
[414] 1.9861906 1.1291238 1.2430401 1.4391685 1.0805796 1.7838413 2.2615016
[421] 2.1084456 1.0058048 1.1580831 1.2427947 1.2439112 1.7374600 2.0675833
[428] 1.7097875 1.6936147 1.1592566 1.5711820 1.5127258 1.8325002 2.1308724
[435] 1.5756805 1.8042752 1.5122593 1.8866834 1.6497382 1.2709297 1.9796956
[442] 1.9152591 1.3656896 2.0413168 1.8225151 1.6697285 1.4214291 1.5530462
[449] 1.8695806 1.2640946 2.1689500 1.2569523 1.1572285 1.9199877 4.2664256
[456] 1.3633358 1.4763343 1.7301573 2.1832595 1.3383827 1.1379167 1.3048996
[463] 1.3539098 1.5210046 1.7359457 1.5043235 1.8493721 1.4617199 1.6193102
[470] 1.5490165 2.9480690 1.7847332 1.4312728 1.3132987 1.4390841 1.5205505
[477] 1.5702615 1.4476824 1.2022217 2.1084456 2.1012572 2.1012572 4.3719000
[484] 1.6780192 1.6002198 1.6632170 1.7489817 2.1074215 1.5631945 1.3728082
[491] 1.6113017 1.1192846 1.5474011 2.2052390 1.4838664 1.6516456 1.3541262
[498] 1.5459910 1.7728545 1.2363981 1.8421579 1.4721096 1.4509631 1.1544275
[505] 1.3583346 1.6564991 1.8352126 2.6361158 1.9235696 1.4243454 1.6909725
[512] 2.3353576 1.7265498 2.2239758 1.2241940 1.1891570 1.2713633 1.2970404
[519] 1.6709762 1.6399271 1.7241058 1.8518851 2.0166814 1.3928959 1.7291739
[526] 1.2976567 1.3986042 1.2611563 1.1814814 1.2127286 1.4721096 1.1991904
[533] 1.3935014 1.2782412 1.7980877 1.5510569 1.9314207 1.5885384 1.3379778
[540] 1.3005498 2.7285513 1.1370343 1.4505772 3.6108046 1.8256527 3.5606171
[547] 5.1980010 2.0960297 1.8284256 1.4123806 1.2934632 1.1806449 1.4456875
[554] 1.7018582 1.6818933 1.1356546 1.8493721 1.3108924 1.5137583 1.7957918
[561] 2.5101509 1.5448904 1.5498019 1.3023157 1.6647239 1.5171695 1.6411508
[568] 1.2210155 2.9300023 1.9208224 1.6263366 1.5076441 1.6046993 2.0086214
[575] 1.6913867 1.4983675 1.8631600 1.5718511 0.9869283 1.2465667 1.2569523
[582] 1.8722774 1.6464112 1.6295616 1.6234178 1.4672009 1.6346196 1.4838664
[589] 1.5577676 2.9636834 1.4874915 1.1782593 1.5956942 1.4870713 1.9796956
[596] 1.4183586 1.1323611 1.7736938 1.3038437 2.6782256 1.7104900 1.1405976
[603] 1.2263016 1.6097326 1.2201133 3.0628883 1.6809162 1.3401456 1.8843231
[610] 1.5265035 2.8227401 1.7555504 1.3849447 1.5643939 1.2861550 1.3680340
[617] 1.6870081 2.7469338 1.6508103 1.7646768 1.9646783 1.6366119 1.8540561
[624] 1.3086560 2.2356215 1.8819170 0.9762033 1.7077656 2.2276652 2.1982393
[631] 1.9170875 1.2203662 1.2898039 1.2880167 1.1417510 1.8424616 2.3854483
[638] 1.3169686 1.2437950 1.9305068 1.3535783 1.9045206 2.5767987 1.4975459
[645] 2.3345028 1.3107270 1.3720541 1.6632170 1.5242399 1.4792381 1.2688359
[652] 2.1974433 1.2947777 1.3644993 1.1629859 1.7688107 1.4150547 1.7403406
[659] 2.1521045 1.4758365 1.4001967 1.6633852 1.7617103 1.2195022 1.1860387
[666] 2.3345028 1.6197677 1.2015743 5.6310761 1.7554387 1.4956799 1.2305336
[673] 1.2547921 1.4626625 1.8299081 1.3116884 2.0703172 3.0242767 1.6327669
[680] 1.6508103 2.8709469 3.0094363 1.4275181 1.6355761 1.4297953 1.5626223
[687] 1.4551271 1.1164004 0.9584890 1.8103097 1.5563092 1.2187621 2.0333538
[694] 2.4312256 1.3581054 1.1869933 1.3284848 1.6290139 1.8042752 1.5458866
[701] 1.1432639 1.7661654 2.4983044 1.8929935 1.9333740 1.1920541 1.5585559
[708] 1.9152591 3.0300847 2.1348476 1.2363981 1.4195606 4.2326222 2.0358344
[715] 1.9152591 1.8325002 1.3108924 1.4794730 1.5803701 1.4714130 1.9209709
[722] 2.1294992 1.1592566 1.5640850 2.1489071 2.1851663 1.5963801 1.4394057
[729] 1.7255383 1.9853769 1.5541078 1.2191625 1.5081395 2.0317188 1.7052332
[736] 2.7737626 1.3577338 1.2463145 1.3057462 1.7513582 2.2629600 3.7498344
[743] 1.7344655 3.0443502 2.2312722 1.2714049 2.2397834 1.7716082 1.3362510
[750] 3.1984359 2.2885165 1.1149384 1.5308538 2.4526606 1.4702850 1.6650691
[757] 1.2410306 1.7561932 1.6511444 1.5745649 1.6872861 1.7305742 1.8838221
[764] 1.1892832 1.8011365 2.3730814 1.8127678 2.6500381 1.9657235 1.1963982
[771] 4.3274541 1.9282870 1.1970394 1.5128699 2.0463669 1.9101889 2.6579785
[778] 1.2515329 1.3714011 1.5661437 1.0179885 1.3005498 1.1638087 1.8880201
[785] 2.0052467 2.9153326 1.7173537 2.0990009 1.6457369 1.2022217 1.5634131
[792] 1.1503465 1.7793347 1.3824605 4.5897305 1.6387596 1.5108510 2.4048839
[799] 5.6465027 1.5129927 1.1866685 1.6546976 5.9278696 1.7919108 1.6380396
[806] 1.8539474 1.7021303 2.1141320 1.5621267 2.2607190 1.4215729 4.3624518
[813] 1.2305336 1.2087234 3.5518964 2.1830386 1.8566452 1.4450035 1.4878871
[820] 1.6235415 1.9517766 2.9673924 1.8711648 1.4427275 1.8831305 1.3140403
[827] 1.4937626 1.3844654 1.3728873 2.3095003 1.7069594 2.3120812 1.2420356
[834] 1.4950359 2.8657974 1.5852753 1.5839515 1.2241940 1.9930231 1.9622206
[841] 2.5528247 1.4741580 1.4254011 1.4500448 1.2311502 1.7103595 1.9031721
[848] 1.8174510 1.3212791 2.0624911 1.9595165 1.5758913 1.6713559 1.5670948
[855] 2.6975454 1.9650041 2.2766544 1.8778426 1.6126670 2.5528247 2.3365393
[862] 1.5259448 2.3404155 3.5518964 1.5238345 1.9563488 1.1376153 1.8358407
[869] 1.3896128 2.4019152 1.3519947 5.1980010 1.7254371 2.1305319 1.7919108
[876] 1.3101902 1.2295319 1.7128502 3.2053563 2.2994804 2.1160602 2.4369209
[883] 1.4938073 1.9056035 2.2531831 2.0230169 1.5498019 2.0706561 1.4190694
[890] 1.6689402 1.6616323 1.3811677 1.5577599 1.3200369 1.7236939 1.6460699
[897] 2.3462409 1.3686816 1.4190694 2.0993363 4.0851838 2.1021890 2.3106689
[904] 2.3095003 2.7095816 2.2955220 2.1823761 2.4392020 4.3624518 2.0865862
[911] 1.3581460 3.3246841 1.5467734 2.7717959 4.6605862
Code
round(predict(M_bioChem, se.fit = TRUE)$se.fit, 5)
Output
1 2 3 4 5 6 7 8 9 10
0.05647 0.06934 0.06194 0.07331 0.06808 0.09436 0.06105 0.07598 0.07643 0.07948
11 12 13 14 15 16 17 18 19 20
0.06401 0.09793 0.06651 0.06182 0.07053 0.06225 0.06665 0.07933 0.05961 0.06681
21 22 23 24 25 26 27 28 29 30
0.06350 0.11692 0.06079 0.04815 0.11834 0.07417 0.06230 0.06301 0.06294 0.06013
31 32 33 34 35 36 37 38 39 40
0.06662 0.06496 0.08106 0.07638 0.06773 0.07136 0.07522 0.06977 0.07281 0.06449
41 42 43 44 45 46 47 48 49 50
0.06977 0.06229 0.06830 0.06369 0.07387 0.07464 0.05990 0.05859 0.06969 0.06536
51 52 53 54 55 56 57 58 59 60
0.07593 0.09693 0.07171 0.06496 0.05450 0.06898 0.06164 0.05170 0.05917 0.06941
61 62 63 64 65 66 67 68 69 70
0.06070 0.05829 0.06297 0.06407 0.06268 0.04948 0.06837 0.06841 0.05705 0.08957
71 72 73 74 75 76 77 78 79 80
0.07503 0.09352 0.07022 0.07492 0.07857 0.07631 0.08305 0.05598 0.05224 0.06012
81 82 83 84 85 86 87 88 89 90
0.06925 0.06662 0.04277 0.06012 0.06288 0.09942 0.08090 0.07463 0.06251 0.04757
91 92 93 94 95 96 97 98 99 100
0.06545 0.06247 0.07394 0.06288 0.07053 0.07137 0.07508 0.06065 0.09431 0.06496
101 102 103 104 105 106 107 108 109 110
0.06242 0.05829 0.08895 0.06073 0.08558 0.05046 0.06368 0.06934 0.11909 0.09305
111 112 113 114 115 116 117 118 119 120
0.06066 0.06972 0.06441 0.05710 0.08007 0.06802 0.06883 0.06506 0.06898 0.05243
121 122 123 124 125 126 127 128 129 130
0.06415 0.05921 0.05245 0.06958 0.07148 0.04309 0.07121 0.05782 0.07638 0.06933
131 132 133 134 135 136 137 138 139 140
0.06445 0.04531 0.07720 0.07409 0.06850 0.08399 0.06177 0.06181 0.11825 0.07898
141 142 143 144 145 146 147 148 149 150
0.06530 0.08164 0.07206 0.06369 0.07068 0.09159 0.06446 0.07068 0.05855 0.11598
151 152 153 154 155 156 157 158 159 160
0.07477 0.06154 0.06492 0.12129 0.06783 0.05292 0.07804 0.07037 0.06055 0.05401
161 162 163 164 165 166 167 168 169 170
0.06161 0.06502 0.08147 0.06881 0.06153 0.06102 0.06233 0.06860 0.05920 0.06305
171 172 173 174 175 176 177 178 179 180
0.06556 0.07478 0.06490 0.07485 0.07994 0.06378 0.06084 0.06864 0.10204 0.05829
181 182 183 184 185 186 187 188 189 190
0.06510 0.05316 0.07383 0.05271 0.07197 0.07543 0.06186 0.06616 0.09510 0.06940
191 192 193 194 195 196 197 198 199 200
0.07456 0.07276 0.06560 0.06332 0.07170 0.06175 0.06242 0.09370 0.04458 0.10498
201 202 203 204 205 206 207 208 209 210
0.07791 0.05065 0.08295 0.06091 0.06571 0.09528 0.06146 0.07689 0.11482 0.06410
211 212 213 214 215 216 217 218 219 220
0.07946 0.06034 0.06271 0.09229 0.06522 0.06977 0.07176 0.06633 0.07814 0.05451
221 222 223 224 225 226 227 228 229 230
0.05844 0.06756 0.05935 0.06492 0.06347 0.07853 0.07689 0.06669 0.06661 0.05961
231 232 233 234 235 236 237 238 239 240
0.06737 0.07120 0.06967 0.06201 0.05245 0.08379 0.06134 0.07791 0.05829 0.07237
241 242 243 244 245 246 247 248 249 250
0.07234 0.06289 0.04806 0.05963 0.07492 0.06941 0.07729 0.06676 0.08416 0.06323
251 252 253 254 255 256 257 258 259 260
0.05312 0.07094 0.06249 0.06025 0.06994 0.06857 0.06319 0.07228 0.05946 0.06433
261 262 263 264 265 266 267 268 269 270
0.05947 0.06421 0.05829 0.06299 0.08752 0.06980 0.08077 0.07845 0.07801 0.08093
271 272 273 274 275 276 277 278 279 280
0.06302 0.06038 0.07475 0.06213 0.04834 0.05762 0.07119 0.05451 0.12142 0.05974
281 282 283 284 285 286 287 288 289 290
0.05993 0.06446 0.06470 0.06800 0.06859 0.07068 0.06365 0.05554 0.04781 0.06238
291 292 293 294 295 296 297 298 299 300
0.07015 0.07004 0.06322 0.05999 0.06286 0.06833 0.06007 0.12608 0.07402 0.07830
301 302 303 304 305 306 307 308 309 310
0.06772 0.06059 0.08862 0.06121 0.05010 0.06070 0.06484 0.06662 0.06267 0.06050
311 312 313 314 315 316 317 318 319 320
0.07946 0.06780 0.06341 0.06547 0.07852 0.06065 0.08133 0.06645 0.06866 0.07163
321 322 323 324 325 326 327 328 329 330
0.06794 0.05372 0.06675 0.07710 0.07479 0.05919 0.08295 0.15632 0.06076 0.06124
331 332 333 334 335 336 337 338 339 340
0.07163 0.07012 0.06284 0.06633 0.06176 0.07327 0.08981 0.06545 0.06972 0.07012
341 342 343 344 345 346 347 348 349 350
0.06240 0.05977 0.05185 0.07863 0.08482 0.05540 0.06286 0.06011 0.08113 0.09129
351 352 353 354 355 356 357 358 359 360
0.05219 0.06199 0.07408 0.07384 0.06218 0.07981 0.08104 0.06646 0.06173 0.06801
361 362 363 364 365 366 367 368 369 370
0.07186 0.06187 0.07554 0.07268 0.08323 0.06663 0.08435 0.08572 0.06520 0.07265
371 372 373 374 375 376 377 378 379 380
0.06175 0.05146 0.07802 0.08278 0.05453 0.07063 0.07492 0.06308 0.07693 0.04629
381 382 383 384 385 386 387 388 389 390
0.06797 0.05491 0.08385 0.06018 0.06808 0.05689 0.06522 0.06321 0.06394 0.11522
391 392 393 394 395 396 397 398 399 400
0.07406 0.06143 0.07738 0.06827 0.05961 0.12900 0.06779 0.07922 0.07053 0.07873
401 402 403 404 405 406 407 408 409 410
0.08534 0.05938 0.06884 0.06754 0.07503 0.07854 0.09242 0.07405 0.04429 0.06416
411 412 413 414 415 416 417 418 419 420
0.07010 0.04907 0.06579 0.05413 0.06543 0.06662 0.07065 0.08980 0.07437 0.05436
421 422 423 424 425 426 427 428 429 430
0.07587 0.12324 0.08632 0.06131 0.11311 0.04646 0.06621 0.07317 0.07187 0.08962
431 432 433 434 435 436 437 438 439 440
0.06222 0.06802 0.05961 0.07062 0.05123 0.06977 0.07076 0.05575 0.06659 0.07835
441 442 443 444 445 446 447 448 449 450
0.05406 0.06452 0.06286 0.06796 0.06710 0.05323 0.06408 0.05224 0.06550 0.06457
451 452 453 454 455 456 457 458 459 460
0.06472 0.06079 0.06499 0.06388 0.08038 0.07683 0.07166 0.07235 0.05559 0.08066
461 462 463 464 465 466 467 468 469 470
0.08922 0.07397 0.06415 0.07555 0.07081 0.06766 0.06927 0.05360 0.06538 0.07087
471 472 473 474 475 476 477 478 479 480
0.07661 0.06271 0.06933 0.07111 0.06286 0.04939 0.06755 0.08160 0.08104 0.07587
481 482 483 484 485 486 487 488 489 490
0.04356 0.04356 0.07958 0.07520 0.07040 0.06070 0.06651 0.06816 0.06143 0.06626
491 492 493 494 495 496 497 498 499 500
0.06636 0.07683 0.06284 0.05422 0.08095 0.06841 0.05971 0.05947 0.06167 0.06411
501 502 503 504 505 506 507 508 509 510
0.07041 0.06421 0.05025 0.06291 0.07379 0.06446 0.06110 0.07813 0.06105 0.05371
511 512 513 514 515 516 517 518 519 520
0.06621 0.04456 0.06828 0.04406 0.06105 0.06270 0.09602 0.07544 0.05920 0.04608
521 522 523 524 525 526 527 528 529 530
0.07047 0.05683 0.06328 0.06120 0.07455 0.07657 0.06142 0.06249 0.06897 0.06686
531 532 533 534 535 536 537 538 539 540
0.06421 0.07149 0.07336 0.06293 0.06143 0.07119 0.05451 0.06975 0.06598 0.06864
541 542 543 544 545 546 547 548 549 550
0.06760 0.06301 0.06105 0.08247 0.06439 0.09602 0.09328 0.05404 0.06226 0.08230
551 552 553 554 555 556 557 558 559 560
0.06242 0.06995 0.05209 0.07537 0.07027 0.06294 0.06927 0.08317 0.06286 0.05702
561 562 563 564 565 566 567 568 569 570
0.06003 0.06755 0.06987 0.08603 0.06615 0.05138 0.07968 0.09127 0.11369 0.07182
571 572 573 574 575 576 577 578 579 580
0.06025 0.06032 0.06265 0.06922 0.06929 0.06104 0.07157 0.06696 0.10449 0.06355
581 582 583 584 585 586 587 588 589 590
0.06079 0.07193 0.04535 0.07097 0.05972 0.06602 0.07237 0.08095 0.04896 0.07506
591 592 593 594 595 596 597 598 599 600
0.06859 0.07148 0.06569 0.07327 0.05406 0.06298 0.08448 0.04337 0.07259 0.07002
601 602 603 604 605 606 607 608 609 610
0.05840 0.12142 0.06134 0.05963 0.06172 0.06438 0.04545 0.06771 0.05503 0.07667
611 612 613 614 615 616 617 618 619 620
0.05589 0.05739 0.06571 0.07082 0.06012 0.07073 0.07484 0.08772 0.06918 0.07862
621 622 623 624 625 626 627 628 629 630
0.06388 0.04760 0.07272 0.07675 0.07376 0.05734 0.09194 0.07156 0.06790 0.06769
631 632 633 634 635 636 637 638 639 640
0.06798 0.06379 0.06069 0.07675 0.11852 0.06544 0.07777 0.05988 0.06588 0.06804
641 642 643 644 645 646 647 648 649 650
0.05961 0.05870 0.06228 0.05976 0.06274 0.06080 0.06635 0.06070 0.07278 0.06500
651 652 653 654 655 656 657 658 659 660
0.06926 0.05280 0.06736 0.06203 0.06626 0.07085 0.06032 0.06322 0.07120 0.05581
661 662 663 664 665 666 667 668 669 670
0.06232 0.06063 0.04669 0.06329 0.06248 0.06274 0.05935 0.09038 0.10789 0.06150
671 672 673 674 675 676 677 678 679 680
0.05079 0.07409 0.06055 0.07050 0.07499 0.08238 0.07108 0.11789 0.06338 0.06918
681 682 683 684 685 686 687 688 689 690
0.07511 0.06252 0.07215 0.07558 0.06077 0.07163 0.05914 0.08150 0.09246 0.07449
691 692 693 694 695 696 697 698 699 700
0.07565 0.06291 0.07218 0.08019 0.06109 0.06394 0.07658 0.06484 0.06977 0.06616
701 702 703 704 705 706 707 708 709 710
0.06584 0.07508 0.08349 0.05520 0.05587 0.06551 0.04856 0.06452 0.07355 0.06313
711 712 713 714 715 716 717 718 719 720
0.06411 0.06545 0.07909 0.05372 0.06452 0.05961 0.08317 0.06515 0.07555 0.06652
721 722 723 724 725 726 727 728 729 730
0.07169 0.06285 0.08962 0.04701 0.07814 0.05316 0.04842 0.07268 0.07045 0.07276
731 732 733 734 735 736 737 738 739 740
0.06405 0.08273 0.06013 0.05446 0.06484 0.06216 0.07415 0.06374 0.08081 0.06007
741 742 743 744 745 746 747 748 749 750
0.07186 0.10345 0.06540 0.05863 0.05907 0.06939 0.05315 0.07394 0.09636 0.06029
751 752 753 754 755 756 757 758 759 760
0.06576 0.07073 0.06350 0.06236 0.06059 0.06005 0.07393 0.05096 0.06887 0.05042
761 762 763 764 765 766 767 768 769 770
0.06617 0.07604 0.05659 0.06369 0.06236 0.05342 0.07716 0.06797 0.04395 0.06195
771 772 773 774 775 776 777 778 779 780
0.07788 0.06286 0.07843 0.08430 0.05491 0.07545 0.06681 0.08057 0.08909 0.04704
781 782 783 784 785 786 787 788 789 790
0.11696 0.06864 0.08070 0.05549 0.07414 0.06341 0.07094 0.05493 0.06866 0.08104
791 792 793 794 795 796 797 798 799 800
0.07248 0.06399 0.06980 0.05259 0.09392 0.07593 0.06137 0.06441 0.10222 0.06242
801 802 803 804 805 806 807 808 809 810
0.08611 0.07149 0.12619 0.05930 0.08121 0.05754 0.06431 0.06599 0.07849 0.07197
811 812 813 814 815 816 817 818 819 820
0.06398 0.09756 0.07409 0.07962 0.06885 0.05568 0.06925 0.06361 0.06141 0.05957
821 822 823 824 825 826 827 828 829 830
0.08087 0.08907 0.06227 0.07857 0.06021 0.06065 0.05911 0.05934 0.06556 0.06786
831 832 833 834 835 836 837 838 839 840
0.06533 0.04918 0.07532 0.06264 0.05724 0.06079 0.05974 0.06105 0.07085 0.06685
841 842 843 844 845 846 847 848 849 850
0.05250 0.06189 0.05996 0.06984 0.06358 0.07237 0.05801 0.07205 0.07571 0.06481
851 852 853 854 855 856 857 858 859 860
0.06665 0.06071 0.07378 0.04716 0.04960 0.06720 0.06238 0.06284 0.06006 0.05250
861 862 863 864 865 866 867 868 869 870
0.04485 0.04798 0.06716 0.06885 0.06069 0.07405 0.06999 0.05793 0.05505 0.06825
871 872 873 874 875 876 877 878 879 880
0.08164 0.09328 0.07760 0.06280 0.05930 0.06275 0.06260 0.06475 0.09209 0.11399
881 882 883 884 885 886 887 888 889 890
0.06524 0.07366 0.07411 0.04258 0.06774 0.06254 0.06987 0.04642 0.05924 0.06970
891 892 893 894 895 896 897 898 899 900
0.06499 0.07478 0.07637 0.05985 0.06130 0.06846 0.06392 0.06009 0.05924 0.07223
901 902 903 904 905 906 907 908 909 910
0.08853 0.05622 0.06842 0.06786 0.04948 0.06373 0.05598 0.04656 0.09756 0.06336
911 912 913 914 915
0.07408 0.06404 0.05855 0.07269 0.09749
Code
round(predict(M_bioChem, type = "response", se.fit = TRUE)$se.fit, 5)
Output
1 2 3 4 5 6 7 8 9 10
0.11166 0.09036 0.08212 0.10719 0.14788 0.09080 0.07474 0.09592 0.12849 0.10386
11 12 13 14 15 16 17 18 19 20
0.12891 0.14973 0.07936 0.09113 0.09267 0.07247 0.10431 0.12676 0.08069 0.09591
21 22 23 24 25 26 27 28 29 30
0.09721 0.11914 0.09637 0.07340 0.11455 0.10465 0.08398 0.09508 0.07148 0.10751
31 32 33 34 35 36 37 38 39 40
0.07512 0.13404 0.12487 0.10794 0.09228 0.08015 0.08427 0.12588 0.10391 0.09778
41 42 43 44 45 46 47 48 49 50
0.12588 0.07370 0.11122 0.07574 0.12105 0.10135 0.10212 0.18223 0.11347 0.10691
51 52 53 54 55 56 57 58 59 60
0.12443 0.08732 0.11030 0.13404 0.07859 0.10178 0.07364 0.07340 0.08466 0.09894
61 62 63 64 65 66 67 68 69 70
0.07976 0.07988 0.07946 0.09001 0.08505 0.07352 0.14860 0.13086 0.07826 0.09959
71 72 73 74 75 76 77 78 79 80
0.11142 0.08478 0.09456 0.11373 0.11335 0.09836 0.09419 0.07873 0.08114 0.07734
81 82 83 84 85 86 87 88 89 90
0.08180 0.07555 0.09262 0.11561 0.16668 0.11417 0.22066 0.09918 0.16923 0.07975
91 92 93 94 95 96 97 98 99 100
0.09401 0.08289 0.13099 0.16668 0.11512 0.13970 0.13261 0.08231 0.09549 0.13404
101 102 103 104 105 106 107 108 109 110
0.08073 0.07988 0.11904 0.08932 0.09917 0.07344 0.10143 0.09036 0.12044 0.08932
111 112 113 114 115 116 117 118 119 120
0.10635 0.07841 0.07474 0.10749 0.10027 0.10290 0.12531 0.07126 0.10178 0.07655
121 122 123 124 125 126 127 128 129 130
0.08786 0.08421 0.09202 0.08019 0.08422 0.08203 0.09914 0.10176 0.10794 0.10308
131 132 133 134 135 136 137 138 139 140
0.07645 0.11096 0.11511 0.09117 0.09620 0.20488 0.09661 0.07788 0.11458 0.09506
141 142 143 144 145 146 147 148 149 150
0.07149 0.11038 0.10225 0.07574 0.08340 0.09473 0.10678 0.08340 0.10320 0.13129
151 152 153 154 155 156 157 158 159 160
0.11105 0.11072 0.09370 0.15301 0.10159 0.08215 0.10173 0.09475 0.09001 0.10984
161 162 163 164 165 166 167 168 169 170
0.08786 0.07620 0.11551 0.09661 0.10953 0.07875 0.10482 0.10459 0.09893 0.10037
171 172 173 174 175 176 177 178 179 180
0.09224 0.10329 0.07512 0.10736 0.09544 0.07656 0.09827 0.08927 0.10942 0.07988
181 182 183 184 185 186 187 188 189 190
0.07130 0.11658 0.13029 0.09715 0.11525 0.12218 0.07728 0.10228 0.10548 0.09583
191 192 193 194 195 196 197 198 199 200
0.08357 0.09406 0.07406 0.10756 0.11354 0.10133 0.08299 0.08547 0.09216 0.09390
201 202 203 204 205 206 207 208 209 210
0.12127 0.07876 0.10065 0.07625 0.09101 0.08812 0.08768 0.11109 0.12902 0.08473
211 212 213 214 215 216 217 218 219 220
0.09351 0.08394 0.08458 0.10995 0.08945 0.12588 0.13045 0.13027 0.11952 0.10527
221 222 223 224 225 226 227 228 229 230
0.10468 0.10361 0.09613 0.09363 0.08911 0.13184 0.11109 0.07829 0.10170 0.10924
231 232 233 234 235 236 237 238 239 240
0.09165 0.18922 0.09983 0.10803 0.09202 0.13216 0.07522 0.16334 0.07988 0.11829
241 242 243 244 245 246 247 248 249 250
0.08316 0.07302 0.07675 0.09442 0.11373 0.09894 0.10065 0.10903 0.09856 0.07336
251 252 253 254 255 256 257 258 259 260
0.12291 0.12184 0.07881 0.11030 0.08658 0.08269 0.08776 0.10835 0.09397 0.11244
261 262 263 264 265 266 267 268 269 270
0.09194 0.09452 0.07988 0.07160 0.10660 0.12420 0.09280 0.26894 0.10030 0.12883
271 272 273 274 275 276 277 278 279 280
0.08347 0.10945 0.10208 0.10314 0.08203 0.10582 0.08539 0.10527 0.11390 0.08848
281 282 283 284 285 286 287 288 289 290
0.07914 0.10678 0.08527 0.08869 0.13573 0.08340 0.11627 0.11288 0.07638 0.14202
291 292 293 294 295 296 297 298 299 300
0.14043 0.12382 0.11002 0.09016 0.09047 0.11564 0.14711 0.12092 0.11516 0.14122
301 302 303 304 305 306 307 308 309 310
0.11052 0.09541 0.33839 0.08783 0.07886 0.10096 0.10766 0.08281 0.12067 0.08445
311 312 313 314 315 316 317 318 319 320
0.09088 0.14186 0.14091 0.13070 0.16030 0.07970 0.18366 0.08893 0.09406 0.11193
321 322 323 324 325 326 327 328 329 330
0.12077 0.10937 0.08296 0.14638 0.14666 0.08828 0.10065 1.42899 0.11464 0.09230
331 332 333 334 335 336 337 338 339 340
0.12001 0.09133 0.13018 0.13027 0.08647 0.10201 0.12508 0.09401 0.10555 0.09133
341 342 343 344 345 346 347 348 349 350
0.07670 0.07879 0.07565 0.10797 0.10576 0.07794 0.09516 0.12545 0.09516 0.11195
351 352 353 354 355 356 357 358 359 360
0.07725 0.10542 0.10062 0.10269 0.10333 0.12442 0.09742 0.08761 0.07846 0.11513
361 362 363 364 365 366 367 368 369 370
0.16261 0.11024 0.15159 0.13154 0.09437 0.09925 0.09403 0.10176 0.07839 0.11581
371 372 373 374 375 376 377 378 379 380
0.07581 0.08753 0.09566 0.12428 0.09794 0.10154 0.11373 0.11557 0.13398 0.09460
381 382 383 384 385 386 387 388 389 390
0.18012 0.11821 0.11272 0.08369 0.09076 0.10261 0.08945 0.13434 0.07589 0.12644
391 392 393 394 395 396 397 398 399 400
0.13790 0.11046 0.09724 0.13720 0.10924 0.12157 0.08017 0.11711 0.11512 0.11749
401 402 403 404 405 406 407 408 409 410
0.24516 0.09878 0.13050 0.09571 0.13227 0.11147 0.08802 0.20326 0.07874 0.08750
411 412 413 414 415 416 417 418 419 420
0.08462 0.07917 0.08960 0.10752 0.07388 0.08281 0.10167 0.09704 0.13266 0.12293
421 422 423 424 425 426 427 428 429 430
0.15997 0.12396 0.09997 0.07619 0.14070 0.08072 0.13690 0.12510 0.12172 0.10389
431 432 433 434 435 436 437 438 439 440
0.09775 0.10290 0.10924 0.15049 0.08072 0.12588 0.10700 0.10519 0.10985 0.09958
441 442 443 444 445 446 447 448 449 450
0.10703 0.12356 0.08585 0.13872 0.12229 0.08888 0.09108 0.08114 0.12245 0.08162
451 452 453 454 455 456 457 458 459 460
0.14037 0.07642 0.07521 0.12264 0.34293 0.10474 0.10580 0.12518 0.12136 0.10795
461 462 463 464 465 466 467 468 469 470
0.10153 0.09653 0.08686 0.11492 0.12292 0.10178 0.12811 0.07835 0.10587 0.10978
471 472 473 474 475 476 477 478 479 480
0.22585 0.11191 0.09923 0.09338 0.09047 0.07510 0.10607 0.11812 0.09742 0.15997
481 482 483 484 485 486 487 488 489 490
0.09154 0.09154 0.34791 0.12618 0.11266 0.10096 0.11632 0.14365 0.09602 0.09096
491 492 493 494 495 496 497 498 499 500
0.10693 0.08599 0.09724 0.11958 0.12011 0.11298 0.08085 0.09194 0.10934 0.07926
501 502 503 504 505 506 507 508 509 510
0.12971 0.09452 0.07291 0.07262 0.10023 0.10678 0.11214 0.20596 0.11743 0.07651
511 512 513 514 515 516 517 518 519 520
0.11196 0.10406 0.11789 0.09798 0.07474 0.07456 0.12208 0.09784 0.09893 0.07557
521 522 523 524 525 526 527 528 529 530
0.12149 0.10524 0.12762 0.08525 0.12891 0.09936 0.08591 0.07881 0.08149 0.08109
531 532 533 534 535 536 537 538 539 540
0.09452 0.08573 0.10223 0.08045 0.11046 0.11041 0.10527 0.11079 0.08828 0.08927
541 542 543 544 545 546 547 548 549 550
0.18446 0.07165 0.08855 0.29778 0.11756 0.34190 0.48489 0.11328 0.11383 0.11623
551 552 553 554 555 556 557 558 559 560
0.08073 0.08259 0.07530 0.12827 0.11819 0.07148 0.12811 0.10903 0.09516 0.10239
561 562 563 564 565 566 567 568 569 570
0.15069 0.10436 0.10829 0.11204 0.11013 0.07795 0.13077 0.11144 0.33312 0.13795
571 572 573 574 575 576 577 578 579 580
0.09798 0.09094 0.10053 0.13903 0.11720 0.09145 0.13334 0.10525 0.10313 0.07922
581 582 583 584 585 586 587 588 589 590
0.07642 0.13468 0.07466 0.11565 0.09696 0.09687 0.11829 0.12011 0.07627 0.22246
591 592 593 594 595 596 597 598 599 600
0.10202 0.08422 0.10483 0.10896 0.10703 0.08933 0.09567 0.07693 0.09464 0.18753
601 602 603 604 605 606 607 608 609 610
0.09988 0.13849 0.07522 0.09600 0.07531 0.19718 0.07640 0.09075 0.10369 0.11704
611 612 613 614 615 616 617 618 619 620
0.15776 0.10075 0.09101 0.11078 0.07732 0.09676 0.12625 0.24097 0.11420 0.13874
621 622 623 624 625 626 627 628 629 630
0.12551 0.07790 0.13484 0.10045 0.16490 0.10791 0.08975 0.12220 0.15126 0.14880
631 632 633 634 635 636 637 638 639 640
0.13033 0.07785 0.07828 0.09885 0.13532 0.12058 0.18551 0.07886 0.08194 0.13136
641 642 643 644 645 646 647 648 649 650
0.08069 0.11180 0.16050 0.08950 0.14646 0.07969 0.09104 0.10096 0.11093 0.09615
651 652 653 654 655 656 657 658 659 660
0.08788 0.11603 0.08721 0.08463 0.07706 0.12532 0.08535 0.11002 0.15322 0.08237
661 662 663 664 665 666 667 668 669 670
0.08726 0.10086 0.08226 0.07718 0.07411 0.14646 0.09613 0.10860 0.60753 0.10795
671 672 673 674 675 676 677 678 679 680
0.07597 0.09117 0.07597 0.10312 0.13722 0.10806 0.14715 0.35653 0.10348 0.11420
681 682 683 684 685 686 687 688 689 690
0.21564 0.18815 0.10300 0.12361 0.08689 0.11193 0.08606 0.09098 0.08862 0.13485
691 692 693 694 695 696 697 698 699 700
0.11773 0.07667 0.14676 0.19496 0.08297 0.07589 0.10174 0.10563 0.12588 0.10228
701 702 703 704 705 706 707 708 709 710
0.07527 0.13261 0.20858 0.10449 0.10801 0.07809 0.07568 0.12356 0.22288 0.13477
711 712 713 714 715 716 717 718 719 720
0.07926 0.09290 0.33476 0.10937 0.12356 0.10924 0.10903 0.09638 0.11939 0.09788
721 722 723 724 725 726 727 728 729 730
0.13771 0.13383 0.10389 0.07353 0.16792 0.11616 0.07729 0.10461 0.12157 0.14445
731 732 733 734 735 736 737 738 739 740
0.09954 0.10087 0.09068 0.11065 0.11057 0.17241 0.10068 0.07944 0.10552 0.10521
741 742 743 744 745 746 747 748 749 750
0.16261 0.38792 0.11344 0.17848 0.13179 0.08822 0.11905 0.13099 0.12877 0.19283
751 752 753 754 755 756 757 758 759 760
0.15048 0.07886 0.09721 0.15295 0.08909 0.09999 0.09174 0.08949 0.11371 0.07939
761 762 763 764 765 766 767 768 769 770
0.11165 0.13159 0.10661 0.07574 0.11232 0.12678 0.13987 0.18012 0.08639 0.07412
771 772 773 774 775 776 777 778 779 780
0.33701 0.12121 0.09389 0.12753 0.11236 0.14413 0.17759 0.10083 0.12218 0.07367
781 782 783 784 785 786 787 788 789 790
0.11906 0.08927 0.09392 0.10476 0.14866 0.18487 0.12184 0.11529 0.11299 0.09742
791 792 793 794 795 796 797 798 799 800
0.11331 0.07361 0.12420 0.07271 0.43105 0.12443 0.09272 0.15490 0.57721 0.09444
801 802 803 804 805 806 807 808 809 810
0.10219 0.11829 0.74803 0.10625 0.13303 0.10668 0.10947 0.13951 0.12261 0.16270
811 812 813 814 815 816 817 818 819 820
0.09096 0.42560 0.09117 0.09624 0.24455 0.12156 0.12857 0.09192 0.09138 0.09671
821 822 823 824 825 826 827 828 829 830
0.15784 0.26431 0.11652 0.11335 0.11339 0.07970 0.08830 0.08216 0.09000 0.15673
831 832 833 834 835 836 837 838 839 840
0.11151 0.11370 0.09355 0.09365 0.16403 0.09637 0.09462 0.07474 0.14121 0.13118
841 842 843 844 845 846 847 848 849 850
0.13403 0.09124 0.08547 0.10127 0.07828 0.12378 0.11040 0.13095 0.10003 0.13367
851 852 853 854 855 856 857 858 859 860
0.13059 0.09567 0.12331 0.07391 0.13380 0.13205 0.14202 0.11800 0.09685 0.13403
861 862 863 864 865 866 867 868 869 870
0.10479 0.07322 0.15717 0.24455 0.09248 0.14486 0.07962 0.10635 0.07650 0.16392
871 872 873 874 875 876 877 878 879 880
0.11038 0.48489 0.13389 0.13380 0.10625 0.08221 0.07697 0.11090 0.29517 0.26211
881 882 883 884 885 886 887 888 889 890
0.13805 0.17950 0.11070 0.08114 0.15264 0.12651 0.10829 0.09611 0.08406 0.11632
891 892 893 894 895 896 897 898 899 900
0.10800 0.10329 0.11896 0.07901 0.10567 0.11268 0.14998 0.08224 0.08406 0.15164
901 902 903 904 905 906 907 908 909 910
0.36166 0.11817 0.15809 0.15673 0.13407 0.14630 0.12217 0.11357 0.42560 0.13220
911 912 913 914 915
0.10062 0.21290 0.09057 0.20148 0.45435
Code
predict(M_bioChem, newdata = newdataframe, type = "response")
Output
[,1]
1 1.109158
Code
predict(M_bioChem, newdata = newdataframe, type = "link")
Output
[,1]
1 0.1036013
Code
predict(M_bioChem, se.fit = TRUE, newdata = newdataframe, type = "response")
Output
$fit
1
1.109158
$se.fit
[,1]
1 0.09920124
Code
predict(M_bioChem, se.fit = TRUE, newdata = newdataframe, type = "link")
Output
$fit
1
0.1036013
$se.fit
1
0.08943832
Testing function that extracting info from tsglm.izip
Code
coef(M_arson)
Output
(Intercept) beta_1 beta_2 alpha_1
8.315154e-01 2.635916e-02 1.756004e-01 1.944171e-09
Code
summary(M_arson)
Output
Call: tsglm.izip(formula = arson ~ 1, past_mean_lags = 1, past_obs_lags = c(1,
2))
Model Coefficients:
Estimate Std.Err Z value Pr(>|z|)
(Intercept) 8.315e-01 4.801e-01 1.732 0.0833 .
beta_1 2.636e-02 8.355e-02 0.315 0.7524
beta_2 1.756e-01 8.886e-02 1.976 0.0481 *
alpha_1 1.944e-09 4.662e-01 0.000 1.0000
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
(Standard errors obtained by normal approximation.)
(Baseline zero-inflation odds for iZIP estimated to be 0.33)
(The baseline Poisson rate for iZIP is set at 1.042)
AIC: 404.5515
BIC: 419.4006
Code
logLik(M_arson)
Output
'log Lik. ' -197.2757 (df=5)
Code
nobs(M_arson)
Output
[1] 144
Code
AIC(M_arson)
Output
[1] 404.5515
Code
AIC(M_arson, k = log(nobs(M_arson)))
Output
[1] 419.4006
Code
coef(M_arson)
Output
(Intercept) beta_1 beta_2 alpha_1
8.315154e-01 2.635916e-02 1.756004e-01 1.944171e-09
Code
fitted(M_arson)
Output
[1] 1.0419465 1.0408408 1.0598342 1.2090754 1.0861933 1.3583167 0.8315154
[8] 0.8578746 1.0071158 0.9369521 1.5602763 1.0861933 1.3583167 0.8842337
[15] 1.2090754 1.0598342 1.2090754 1.0334750 1.0334750 1.0598342 1.2354346
[22] 1.2354346 1.2881529 1.6393538 1.5339171 0.8578746 1.0071158 0.8315154
[29] 0.8315154 0.9369521 1.5602763 1.0071158 0.8315154 0.8315154 0.8578746
[36] 1.0071158 0.8842337 1.1827163 0.8842337 1.1827163 0.8315154 0.8578746
[43] 1.0334750 1.0071158 0.8578746 1.0334750 1.0861933 1.4373942 1.3583167
[50] 0.8842337 1.1827163 0.8578746 1.0598342 1.2354346 1.2617937 1.3583167
[57] 0.8842337 1.2090754 1.0334750 1.0071158 0.8842337 1.1827163 0.8578746
[64] 1.0334750 1.0598342 1.2090754 1.0071158 0.8315154 0.8578746 1.0861933
[71] 1.3583167 0.8315154 0.8842337 1.2617937 1.3583167 0.8578746 1.0334750
[78] 1.0071158 0.8578746 1.0861933 1.4110350 1.2090754 1.1652708 1.9114771
[85] 1.0861933 1.4373942 1.4373942 1.3583167 0.8578746 1.0334750 1.0334750
[92] 1.0334750 1.0071158 0.8315154 0.8315154 0.8578746 1.0334750 1.0598342
[99] 1.1827163 0.9105929 1.3583167 0.8842337 1.1827163 0.8315154 0.8315154
[106] 0.8842337 1.1827163 0.8315154 0.8315154 0.8315154 0.8315154 0.8842337
[113] 1.1827163 0.8315154 0.8578746 1.0071158 0.8315154 0.8315154 0.8842337
[120] 1.2090754 1.0071158 0.8315154 0.8842337 1.1827163 0.8578746 1.0071158
[127] 0.8315154 0.9105929 1.4110350 1.1827163 0.8315154 0.8315154 0.8315154
[134] 0.8315154 0.8578746 1.0071158 0.8578746 1.0071158 0.8315154 0.8578746
[141] 1.0071158 0.8842337 1.1827163 0.8578746
Code
model.frame(M_arson)
Output
arson
1 1
2 2
3 1
4 3
5 0
6 0
7 1
8 0
9 4
10 1
11 3
12 0
13 2
14 1
15 2
16 1
17 1
18 1
19 2
20 2
21 2
22 4
23 4
24 0
25 1
26 0
27 0
28 0
29 4
30 1
31 0
32 0
33 0
34 1
35 0
36 2
37 0
38 2
39 0
40 0
41 1
42 1
43 0
44 1
45 1
46 3
47 3
48 0
49 2
50 0
51 1
52 2
53 2
54 3
55 0
56 2
57 1
58 1
59 0
60 2
61 0
62 1
63 1
64 2
65 1
66 0
67 0
68 1
69 3
70 0
71 0
72 2
73 3
74 0
75 1
76 1
77 0
78 1
79 3
80 2
81 1
82 6
83 1
84 3
85 3
86 3
87 0
88 1
89 1
90 1
91 1
92 0
93 0
94 0
95 1
96 1
97 2
98 0
99 3
100 0
101 2
102 0
103 0
104 0
105 2
106 0
107 0
108 0
109 0
110 0
111 2
112 0
113 0
114 1
115 0
116 0
117 0
118 2
119 1
120 0
121 0
122 2
123 0
124 1
125 0
126 0
127 3
128 2
129 0
130 0
131 0
132 0
133 0
134 1
135 0
136 1
137 0
138 0
139 1
140 0
141 2
142 0
143 1
144 1
Code
residuals(M_arson)
Output
1 2 3 4 5 6
-0.041946494 0.959159181 -0.059834158 1.790924578 -1.086193320 -1.358316685
7 8 9 10 11 12
0.168484588 -0.857874572 2.992884164 0.063047944 1.439723730 -1.086193321
13 14 15 16 17 18
0.641683315 0.115766265 0.790924579 -0.059834159 -0.209075422 -0.033474997
19 20 21 22 23 24
0.966525003 0.940165842 0.764565417 2.764565417 2.711847094 -1.639353755
25 26 27 28 29 30
-0.533917110 -0.857874574 -1.007115836 -0.831515411 3.168484589 0.063047944
31 32 33 34 35 36
-1.560276270 -1.007115837 -0.831515411 0.168484589 -0.857874572 0.992884164
37 38 39 40 41 42
-0.884233734 0.817283740 -0.884233734 -1.182716260 0.168484588 0.142125428
43 44 45 46 47 48
-1.033474997 -0.007115836 0.142125427 1.966525003 1.913806680 -1.437394169
49 50 51 52 53 54
0.641683314 -0.884233735 -0.182716260 1.142125427 0.940165842 1.764565417
55 56 57 58 59 60
-1.261793744 0.641683315 0.115766265 -0.209075421 -1.033474997 0.992884164
61 62 63 64 65 66
-0.884233734 -0.182716260 0.142125427 0.966525003 -0.059834158 -1.209075422
67 68 69 70 71 72
-1.007115836 0.168484589 2.142125428 -1.086193319 -1.358316685 1.168484588
73 74 75 76 77 78
2.115766266 -1.261793744 -0.358316685 0.142125427 -1.033474997 -0.007115836
79 80 81 82 83 84
2.142125427 0.913806681 -0.411035007 4.790924578 -0.165270803 1.088522880
85 86 87 88 89 90
1.913806679 1.562605831 -1.437394169 -0.358316686 0.142125427 -0.033474997
91 92 93 94 95 96
-0.033474997 -1.033474997 -1.007115836 -0.831515411 0.168484589 0.142125428
97 98 99 100 101 102
0.966525003 -1.059834158 1.817283740 -0.910592895 0.641683315 -0.884233735
103 104 105 106 107 108
-1.182716260 -0.831515412 1.168484589 -0.884233734 -1.182716260 -0.831515412
109 110 111 112 113 114
-0.831515411 -0.831515411 1.168484589 -0.884233734 -1.182716260 0.168484588
115 116 117 118 119 120
-0.857874572 -1.007115836 -0.831515411 1.168484589 0.115766266 -1.209075421
121 122 123 124 125 126
-1.007115836 1.168484589 -0.884233734 -0.182716260 -0.857874573 -1.007115836
127 128 129 130 131 132
2.168484589 1.089407105 -1.411035007 -1.182716261 -0.831515412 -0.831515411
133 134 135 136 137 138
-0.831515411 0.168484589 -0.857874572 -0.007115836 -0.857874573 -1.007115836
139 140 141 142 143 144
0.168484589 -0.857874572 0.992884164 -0.884233734 -0.182716260 0.142125427
Code
residuals(M_arson, type = "pearson")
Output
1 2 3 4 5 6
-0.036550880 0.836222476 -0.051699480 1.450880387 -0.927200740 -1.040977484
7 8 9 10 11 12
0.164547828 -0.824529234 2.652438155 0.057940317 1.034677000 -0.927200740
13 14 15 16 17 18
0.491768886 0.109560269 0.640751137 -0.051699480 -0.169378115 -0.029287642
19 20 21 22 23 24
0.845623306 0.812346766 0.612993814 2.216502947 2.131178750 -1.152026059
25 26 27 28 29 30
-0.386706862 -0.824529235 -0.892554580 -0.812086474 3.094450738 0.057940317
31 32 33 34 35 36
-1.121313720 -0.892554581 -0.812086474 0.164547829 -0.824529234 0.879941788
37 38 39 40 41 42
-0.836831742 0.669206027 -0.836831742 -0.968428480 0.164547828 0.136601053
43 44 45 46 47 48
-0.904198589 -0.006306397 0.136601053 1.720534254 1.633671408 -1.072784473
49 50 51 52 53 54
0.491768885 -0.836831742 -0.149611226 1.097731339 0.812346767 1.414748381
55 56 57 58 59 60
-1.001455274 0.491768886 0.109560269 -0.169378114 -0.904198589 0.879941787
61 62 63 64 65 66
-0.836831742 -0.149611226 0.136601052 0.845623306 -0.051699480 -0.979507366
67 68 69 70 71 72
-0.892554581 0.164547829 2.058861627 -0.927200740 -1.040977484 1.141182130
73 74 75 76 77 78
2.002344293 -1.001455274 -0.274604299 0.136601052 -0.904198589 -0.006306397
79 80 81 82 83 84
2.058861626 0.780047359 -0.309429601 3.881268138 -0.136306874 0.714709596
85 86 87 88 89 90
1.633671405 1.166234921 -1.072784474 -0.274604300 0.136601052 -0.029287641
91 92 93 94 95 96
-0.029287641 -0.904198589 -0.892554580 -0.812086474 0.164547829 0.136601053
97 98 99 100 101 102
0.845623306 -0.915745726 1.488023281 -0.849002137 0.491768886 -0.836831742
103 104 105 106 107 108
-0.968428480 -0.812086474 1.141182132 -0.836831742 -0.968428480 -0.812086474
109 110 111 112 113 114
-0.812086474 -0.812086474 1.141182132 -0.836831742 -0.968428480 0.164547828
115 116 117 118 119 120
-0.824529234 -0.892554580 -0.812086474 1.141182132 0.109560270 -0.979507365
121 122 123 124 125 126
-0.892554581 1.141182131 -0.836831742 -0.149611226 -0.824529234 -0.892554580
127 128 129 130 131 132
2.117816434 1.015721697 -1.062235555 -0.968428480 -0.812086474 -0.812086474
133 134 135 136 137 138
-0.812086474 0.164547829 -0.824529234 -0.006306396 -0.824529234 -0.892554580
139 140 141 142 143 144
0.164547829 -0.824529234 0.879941788 -0.836831742 -0.149611226 0.136601052
Testing broom for iZIP
Code
glance(M_bioChem)
Output
# A tibble: 1 x 8
null.deviance df.null logLik AIC BIC deviance df.residual nobs
<dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <int> <int>
1 1543. 914 -1613. 3240. 3274. 1406. 909 915
Code
tidy(M_bioChem)
Output
# A tibble: 6 x 5
term estimate std.error statistic p.value
<chr> <dbl> <dbl> <dbl> <dbl>
1 (Intercept) 0.325 0.118 2.74 6.10e- 3
2 femWomen -0.229 0.0630 -3.63 2.84e- 4
3 marMarried 0.159 0.0706 2.25 2.44e- 2
4 kid5 -0.190 0.0463 -4.09 4.24e- 5
5 phd 0.0101 0.0303 0.334 7.38e- 1
6 ment 0.0247 0.00217 11.4 7.26e-30
Code
tidy(M_bioChem, conf.int = TRUE)
Output
# A tibble: 6 x 7
term estimate std.error statistic p.value conf.low conf.high
<chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
1 (Intercept) 0.325 0.118 2.74 6.10e- 3 0.0926 0.557
2 femWomen -0.229 0.0630 -3.63 2.84e- 4 -0.352 -0.105
3 marMarried 0.159 0.0706 2.25 2.44e- 2 0.0205 0.297
4 kid5 -0.190 0.0463 -4.09 4.24e- 5 -0.280 -0.0988
5 phd 0.0101 0.0303 0.334 7.38e- 1 -0.0492 0.0694
6 ment 0.0247 0.00217 11.4 7.26e-30 0.0204 0.0289
Code
tidy(M_bioChem, conf.int = TRUE, exponentiate = TRUE)
Output
# A tibble: 6 x 7
term estimate std.error statistic p.value conf.low conf.high
<chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
1 (Intercept) 1.38 0.118 2.74 6.10e- 3 1.10 1.74
2 femWomen 0.796 0.0630 -3.63 2.84e- 4 0.703 0.900
3 marMarried 1.17 0.0706 2.25 2.44e- 2 1.02 1.35
4 kid5 0.827 0.0463 -4.09 4.24e- 5 0.756 0.906
5 phd 1.01 0.0303 0.334 7.38e- 1 0.952 1.07
6 ment 1.02 0.00217 11.4 7.26e-30 1.02 1.03
Code
tidy(M_bioChem, exponentiate = TRUE)
Output
# A tibble: 6 x 5
term estimate std.error statistic p.value
<chr> <dbl> <dbl> <dbl> <dbl>
1 (Intercept) 1.38 0.118 2.74 6.10e- 3
2 femWomen 0.796 0.0630 -3.63 2.84e- 4
3 marMarried 1.17 0.0706 2.25 2.44e- 2
4 kid5 0.827 0.0463 -4.09 4.24e- 5
5 phd 1.01 0.0303 0.334 7.38e- 1
6 ment 1.02 0.00217 11.4 7.26e-30
Code
augment(M_bioChem)
Output
# A tibble: 915 x 11
art fem mar kid5 phd ment .fitted .resid .std.resid .hat .cooksd
<int> <fct> <fct> <dbl> <dbl> <int> <dbl> <dbl> <dbl> <dbl> <dbl>
1 0 Men Marr~ 0 2.52 7 0.682 -1.83 -1.83 0.00481 1.22e-3
2 0 Women Sing~ 0 2.05 6 0.265 -1.49 -1.49 0.00457 7.27e-4
3 0 Women Sing~ 0 3.75 6 0.282 -1.50 -1.50 0.00368 5.95e-4
4 0 Men Marr~ 1 1.18 3 0.380 -1.57 -1.58 0.00572 1.03e-3
5 0 Women Sing~ 0 3.75 26 0.776 -1.91 -1.92 0.00788 2.25e-3
6 0 Women Marr~ 2 3.59 2 -0.0386 -1.29 -1.29 0.00613 7.17e-4
7 0 Women Sing~ 0 3.19 3 0.202 -1.44 -1.44 0.00330 4.90e-4
8 0 Men Marr~ 2 2.96 4 0.233 -1.46 -1.47 0.00526 8.10e-4
9 0 Men Sing~ 0 4.62 6 0.519 -1.68 -1.69 0.00721 1.52e-3
10 0 Women Marr~ 0 1.25 0 0.267 -1.49 -1.49 0.00598 9.57e-4
# ... with 905 more rows
Code
augment(M_bioChem, se_fit = TRUE)
Output
# A tibble: 915 x 12
art fem mar kid5 phd ment .fitted .se.fit .resid .std.resid .hat
<int> <fct> <fct> <dbl> <dbl> <int> <dbl> <dbl> <dbl> <dbl> <dbl>
1 0 Men Marr~ 0 2.52 7 0.682 0.0565 -1.83 -1.83 0.00481
2 0 Women Sing~ 0 2.05 6 0.265 0.0693 -1.49 -1.49 0.00457
3 0 Women Sing~ 0 3.75 6 0.282 0.0619 -1.50 -1.50 0.00368
4 0 Men Marr~ 1 1.18 3 0.380 0.0733 -1.57 -1.58 0.00572
5 0 Women Sing~ 0 3.75 26 0.776 0.0681 -1.91 -1.92 0.00788
6 0 Women Marr~ 2 3.59 2 -0.0386 0.0944 -1.29 -1.29 0.00613
7 0 Women Sing~ 0 3.19 3 0.202 0.0610 -1.44 -1.44 0.00330
8 0 Men Marr~ 2 2.96 4 0.233 0.0760 -1.46 -1.47 0.00526
9 0 Men Sing~ 0 4.62 6 0.519 0.0764 -1.68 -1.69 0.00721
10 0 Women Marr~ 0 1.25 0 0.267 0.0795 -1.49 -1.49 0.00598
# ... with 905 more rows, and 1 more variable: .cooksd <dbl>
Code
augment(M_bioChem, type.predict = "response")
Output
# A tibble: 915 x 11
art fem mar kid5 phd ment .fitted .resid .std.resid .hat .cooksd
<int> <fct> <fct> <dbl> <dbl> <int> <dbl> <dbl> <dbl> <dbl> <dbl>
1 0 Men Marr~ 0 2.52 7 1.98 -1.83 -1.83 0.00481 1.22e-3
2 0 Women Sing~ 0 2.05 6 1.30 -1.49 -1.49 0.00457 7.27e-4
3 0 Women Sing~ 0 3.75 6 1.33 -1.50 -1.50 0.00368 5.95e-4
4 0 Men Marr~ 1 1.18 3 1.46 -1.57 -1.58 0.00572 1.03e-3
5 0 Women Sing~ 0 3.75 26 2.17 -1.91 -1.92 0.00788 2.25e-3
6 0 Women Marr~ 2 3.59 2 0.962 -1.29 -1.29 0.00613 7.17e-4
7 0 Women Sing~ 0 3.19 3 1.22 -1.44 -1.44 0.00330 4.90e-4
8 0 Men Marr~ 2 2.96 4 1.26 -1.46 -1.47 0.00526 8.10e-4
9 0 Men Sing~ 0 4.62 6 1.68 -1.68 -1.69 0.00721 1.52e-3
10 0 Women Marr~ 0 1.25 0 1.31 -1.49 -1.49 0.00598 9.57e-4
# ... with 905 more rows
Code
augment(M_bioChem, type.predict = "response", se_fit = TRUE)
Output
# A tibble: 915 x 12
art fem mar kid5 phd ment .fitted .se.fit .resid .std.resid .hat
<int> <fct> <fct> <dbl> <dbl> <int> <dbl> <dbl> <dbl> <dbl> <dbl>
1 0 Men Marr~ 0 2.52 7 1.98 0.112 -1.83 -1.83 0.00481
2 0 Women Sing~ 0 2.05 6 1.30 0.0904 -1.49 -1.49 0.00457
3 0 Women Sing~ 0 3.75 6 1.33 0.0821 -1.50 -1.50 0.00368
4 0 Men Marr~ 1 1.18 3 1.46 0.107 -1.57 -1.58 0.00572
5 0 Women Sing~ 0 3.75 26 2.17 0.148 -1.91 -1.92 0.00788
6 0 Women Marr~ 2 3.59 2 0.962 0.0908 -1.29 -1.29 0.00613
7 0 Women Sing~ 0 3.19 3 1.22 0.0747 -1.44 -1.44 0.00330
8 0 Men Marr~ 2 2.96 4 1.26 0.0959 -1.46 -1.47 0.00526
9 0 Men Sing~ 0 4.62 6 1.68 0.128 -1.68 -1.69 0.00721
10 0 Women Marr~ 0 1.25 0 1.31 0.104 -1.49 -1.49 0.00598
# ... with 905 more rows, and 1 more variable: .cooksd <dbl>
Code
augment(M_bioChem, newdata = newdataframe, se_fit = TRUE)
Output
# A tibble: 1 x 7
fem mar kid5 phd ment .fitted .se.fit
<chr> <chr> <dbl> <dbl> <dbl> <dbl> <dbl>
1 Women Married 2 3 8 0.104 0.0894
Code
augment(M_bioChem, newdata = newdataframe, type.predict = "response")
Output
# A tibble: 1 x 6
fem mar kid5 phd ment .fitted[,1]
<chr> <chr> <dbl> <dbl> <dbl> <dbl>
1 Women Married 2 3 8 1.11
Code
augment(M_bioChem, newdata = newdataframe, type.predict = "response", se_fit = TRUE)
Output
# A tibble: 1 x 7
fem mar kid5 phd ment .fitted .se.fit[,1]
<chr> <chr> <dbl> <dbl> <dbl> <dbl> <dbl>
1 Women Married 2 3 8 1.11 0.0992
Code
augment(M_bioChem, type.residuals = "pearson")
Output
# A tibble: 915 x 11
art fem mar kid5 phd ment .fitted .resid .std.resid .hat .cooksd
<int> <fct> <fct> <dbl> <dbl> <int> <dbl> <dbl> <dbl> <dbl> <dbl>
1 0 Men Marr~ 0 2.52 7 0.682 -1.23 -1.23 0.00481 1.22e-3
2 0 Women Sing~ 0 2.05 6 0.265 -0.973 -0.975 0.00457 7.27e-4
3 0 Women Sing~ 0 3.75 6 0.282 -0.982 -0.983 0.00368 5.95e-4
4 0 Men Marr~ 1 1.18 3 0.380 -1.03 -1.04 0.00572 1.03e-3
5 0 Women Sing~ 0 3.75 26 0.776 -1.30 -1.30 0.00788 2.25e-3
6 0 Women Marr~ 2 3.59 2 -0.0386 -0.833 -0.835 0.00613 7.17e-4
7 0 Women Sing~ 0 3.19 3 0.202 -0.941 -0.943 0.00330 4.90e-4
8 0 Men Marr~ 2 2.96 4 0.233 -0.957 -0.959 0.00526 8.10e-4
9 0 Men Sing~ 0 4.62 6 0.519 -1.12 -1.12 0.00721 1.52e-3
10 0 Women Marr~ 0 1.25 0 0.267 -0.974 -0.977 0.00598 9.57e-4
# ... with 905 more rows
thomas-fung/izipr documentation built on Dec. 23, 2021, 9:57 a.m.
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Testing main estimation function
Code
M_bioChem
Output
Call: glm.izip(formula = art ~ ., data = bioChemists)
Linear Model Coefficients:
(Intercept) femWomen marMarried kid5 phd ment
0.324570 -0.228620 0.158890 -0.189540 0.010118 0.024687
Baseline Zero-inflation odds (nu): 0.286
Degrees of Freedom: 914 Total (i.e. Null); 909 Residual
Null Deviance: 1542.813
Residual Deviance:
AIC: 3240.321
Code
M_bioChem$coefficients
Output
(Intercept) femWomen marMarried kid5 phd ment
0.32456724 -0.22862302 0.15889109 -0.18954308 0.01011813 0.02468722
Code
M_bioChem$loglik
Output
NULL
Code
round(M_bioChem$vcov, 5)
Output
(Intercept) femWomen marMarried kid5 phd ment
(Intercept) 0.01401 -0.00258 -0.00378 -0.00019 -0.00291 -1e-05
femWomen -0.00258 0.00397 0.00061 0.00050 0.00006 2e-05
marMarried -0.00378 0.00061 0.00498 -0.00128 0.00021 0e+00
kid5 -0.00019 0.00050 -0.00128 0.00214 0.00001 -1e-05
phd -0.00291 0.00006 0.00021 0.00001 0.00092 -2e-05
ment -0.00001 0.00002 0.00000 -0.00001 -0.00002 0e+00
Code
M_bioChem1
Output
Call: glm.izip(formula = art ~ ., data = bioChemists, ref.lambda = 1)
Linear Model Coefficients:
(Intercept) femWomen marMarried kid5 phd ment
0.324560 -0.228600 0.158930 -0.189460 0.010114 0.024674
Baseline Zero-inflation odds (nu): 0.572
Degrees of Freedom: 914 Total (i.e. Null); 909 Residual
Null Deviance: 1430.489
Residual Deviance:
AIC: 3240.321
Code
M_bioChem1$coefficients
Output
(Intercept) femWomen marMarried kid5 phd ment
0.32456114 -0.22859890 0.15893481 -0.18945735 0.01011411 0.02467403
Code
M_bioChem1$loglik
Output
NULL
Code
M_bioChem1$vcov
Output
(Intercept) femWomen marMarried kid5
(Intercept) 0.0140063511 -2.575753e-03 -3.779523e-03 -1.940547e-04
femWomen -0.0025757531 3.967768e-03 6.132500e-04 4.957369e-04
marMarried -0.0037795227 6.132500e-04 4.985307e-03 -1.279502e-03
kid5 -0.0001940547 4.957369e-04 -1.279502e-03 2.143606e-03
phd -0.0029067999 5.885204e-05 2.129834e-04 1.081093e-05
ment -0.0000133483 1.527688e-05 1.268387e-06 -9.798793e-06
phd ment
(Intercept) -2.906800e-03 -1.334830e-05
femWomen 5.885204e-05 1.527688e-05
marMarried 2.129834e-04 1.268387e-06
kid5 1.081093e-05 -9.798793e-06
phd 9.153723e-04 -1.537875e-05
ment -1.537875e-05 4.731954e-06
Testing main estimation ts function
Code
M_arson
Output
Call: tsglm.izip(formula = arson ~ 1, past_mean_lags = 1, past_obs_lags = c(1,
2))
Linear Model Coefficients:
(Intercept) beta_1 beta_2 alpha_1
8.3152e-01 2.6359e-02 1.7560e-01 1.9442e-09
Baseline Zero-inflation odds (nu): 0.33
Code
M_arson$coefficients
Output
(Intercept) beta_1 beta_2 alpha_1
8.315154e-01 2.635916e-02 1.756004e-01 1.944171e-09
Code
M_arson$loglik
Output
NULL
Code
M_arson$vcov
Output
[,1] [,2] [,3] [,4]
[1,] 2.304972e-01 -0.0002056272 5.774753e-05 -0.213752728
[2,] -2.056272e-04 0.0069813766 -1.612592e-04 -0.006356661
[3,] 5.774753e-05 -0.0001612592 7.896905e-03 -0.006250237
[4,] -2.137527e-01 -0.0063566605 -6.250237e-03 0.217358684
Testing function that extracting info from glm.izip
Code
coef(M_bioChem)
Output
(Intercept) femWomen marMarried kid5 phd ment
0.32456724 -0.22862302 0.15889109 -0.18954308 0.01011813 0.02468722
Code
summary(M_bioChem)
Output
Call: glm.izip(formula = art ~ ., data = bioChemists)
Deviance Residuals:
Min 1Q Median 3Q Max
-3.377 -1.423 -0.338 0.520 5.349
Linear Model Coefficients:
Estimate Std.Err Z value Pr(>|z|)
(Intercept) 0.324567 0.118344 2.743 0.006096 **
femWomen -0.228623 0.062988 -3.630 0.000284 ***
marMarried 0.158891 0.070602 2.251 0.024417 *
kid5 -0.189543 0.046299 -4.094 4.24e-05 ***
phd 0.010118 0.030253 0.334 0.738041
ment 0.024687 0.002175 11.352 < 2e-16 ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
(Baseline zero-inflation odds for iZIP estimated to be 0.2861)
(The baseline Poisson rate for iZIP is set at 1.693)
Null deviance: 1542.8 on 914 degrees of freedom
Residual deviance: 1405.5 on 909 degrees of freedom
AIC: 3240.321
Code
logLik(M_bioChem)
Output
'log Lik. ' -1613.16 (df=7)
Code
nobs(M_bioChem)
Output
[1] 915
Code
AIC(M_bioChem)
Output
[1] 3240.321
Code
AIC(M_bioChem, k = log(nobs(M_bioChem)))
Output
[1] 3274.053
Code
coef(M_bioChem)
Output
(Intercept) femWomen marMarried kid5 phd ment
0.32456724 -0.22862302 0.15889109 -0.18954308 0.01011813 0.02468722
Code
fitted(M_bioChem)
Output
[1] 1.9773678 1.3031830 1.3257927 1.4621622 2.1722313 0.9621813 1.2241940
[8] 1.2624707 1.6810798 1.3066714 2.0140305 1.5288522 1.1932609 1.4740089
[15] 1.3138303 1.1640397 1.5649942 1.5979360 1.3535783 1.4355326 1.5308538
[22] 1.0190190 1.5852753 1.5244016 0.9679666 1.4109687 1.3479813 1.5089042
[29] 1.1356546 1.7878147 1.1276395 2.0634160 1.5404982 1.4131416 1.3624640
[36] 1.1231986 1.1203610 1.8042752 1.4270849 1.5162109 1.8042752 1.1832818
[43] 1.6285115 1.1892832 1.6387580 1.3577849 1.7047882 3.1100404 1.6282431
[50] 1.6355778 1.6387596 0.9009386 1.5381316 2.0634160 1.4421812 1.4754368
[57] 1.1945838 1.4197412 1.4308455 1.4254918 1.3139073 1.3704831 1.2619222
[64] 1.4049868 1.3569270 1.4857251 2.1733436 1.9128229 1.3718705 1.1119475
[71] 1.4849663 0.9065165 1.3466688 1.5179313 1.4427275 1.2890597 1.1340810
[78] 1.4063020 1.5530462 1.2864153 1.1812424 1.1340526 2.1655770 1.9231082
[85] 2.6508399 1.1483982 2.7275496 1.3289213 2.7072199 1.6766697 1.4362122
[92] 1.3267885 1.7716082 2.6508399 1.6321406 1.9574614 1.7661654 1.3571438
[99] 1.0125187 2.0634160 1.2934632 1.3704831 1.3382303 1.4708802 1.1587863
[106] 1.4552268 1.5929519 1.3031830 1.0113153 0.9599448 1.7533086 1.1245632
[113] 1.1602826 1.8824883 1.2521662 1.5127258 1.8206720 1.0953714 1.4754368
[120] 1.4599462 1.3697557 1.4220878 1.7545947 1.1524378 1.1782593 1.9036763
[127] 1.3921982 1.7599967 1.4131416 1.4867391 1.1862729 2.4490941 1.4911095
[134] 1.2305336 1.4043571 2.4393570 1.5639855 1.2598809 0.9689465 1.2034996
[141] 1.0948174 1.3519947 1.4188725 1.1892832 1.1800478 1.0342619 1.6564991
[148] 1.1800478 1.7626700 1.1319748 1.4852669 1.7993150 1.4433961 1.2615294
[155] 1.4976412 1.5522607 1.3036189 1.3465325 1.4865254 2.0337755 1.4261831
[162] 1.1718391 1.4179267 1.4040729 1.7800443 1.2907178 1.6818217 1.5246705
[169] 1.6709762 1.5919851 1.4071208 1.3811677 1.1573456 1.4342245 1.1938945
[176] 1.2003997 1.6152799 1.3005498 1.0723031 1.3704831 1.0952605 2.1931382
[183] 1.7647363 1.8430281 1.6013873 1.6198706 1.2493446 1.5458866 1.1091383
[190] 1.3808868 1.1208145 1.2928154 1.1288953 1.6985897 1.5836109 1.6409766
[197] 1.3294761 0.9121288 2.0673067 0.8944443 1.5566060 1.5550904 1.2133798
[204] 1.2518754 1.3849447 0.9248597 1.4266161 1.4448045 1.1236445 1.3218307
[211] 1.1768648 1.3910649 1.3486634 1.1912411 1.3714199 1.8042752 1.8177269
[218] 1.9640102 1.5296167 1.9314207 1.7912550 1.5335215 1.6197677 1.4422911
[225] 1.4039921 1.6788134 1.4448045 1.1738565 1.5268318 1.8325002 1.3603111
[232] 2.6577200 1.4328667 1.7421024 1.7545947 1.5773255 1.2263016 2.0965061
[239] 1.3704831 1.6346196 1.1495275 1.1609815 1.5970263 1.5833106 1.5179313
[246] 1.4254918 1.3023005 1.6330262 1.1711268 1.1601595 2.3135747 1.7173537
[253] 1.2611563 1.8307157 1.2378954 1.2058777 1.3887334 1.4991067 1.5802697
[260] 1.7478546 1.5459910 1.4721096 1.3704831 1.1368043 1.2179308 1.7793347
[267] 1.1488642 3.4281702 1.2856730 1.5920170 1.3243742 1.8127697 1.3657251
[274] 1.6601906 1.6968081 1.8365839 1.1994331 1.9314207 0.9380774 1.4811279
[281] 1.3205713 1.6564991 1.3179081 1.3043702 1.9787588 1.1800478 1.8265765
[288] 2.0322570 1.5975111 2.2766544 2.0018406 1.7679161 1.7403406 1.5027705
[295] 1.4390841 1.6924138 2.4489409 0.9590960 1.5558712 1.8035433 1.6318699
[302] 1.5746833 3.8183646 1.4350128 1.5740870 1.6632170 1.6604559 1.2430401
[309] 1.9255574 1.3959544 1.1437609 2.0923384 2.2220374 1.9964641 2.0415212
[316] 1.3140403 2.2581544 1.3384611 1.3698347 1.5626223 1.7775335 2.0358344
[323] 1.2429143 1.8986034 1.9608801 1.4914972 1.2133798 9.1416541 1.8867542
[330] 1.5072242 1.6754760 1.3025238 2.0714405 1.9640102 1.4000201 1.3922854
[337] 1.3927080 1.4362122 1.5139508 1.3025238 1.2291587 1.3183018 1.4589125
[344] 1.3732236 1.2469824 1.4070136 1.5137583 2.0868516 1.1729055 1.2263003
[351] 1.4801734 1.7006534 1.3581460 1.3906843 1.6618070 1.5589703 1.2022217
[358] 1.3182245 1.2710252 1.6927564 2.2629600 1.7818463 2.0068705 1.8097585
[365] 1.1338515 1.4896001 1.1147637 1.1870287 1.2023446 1.5941141 1.2276672
[372] 1.7007614 1.2260901 1.5013373 1.7962675 1.4377116 1.5179313 1.8320514
[379] 1.7417516 2.0438048 2.6500381 2.1525530 1.3443387 1.3906427 1.3330563
[386] 1.8036219 1.3714199 2.1251494 1.1869933 1.0973543 1.8621011 1.7980877
[393] 1.2566084 2.0096379 1.8325002 0.9423937 1.1825578 1.4783389 1.6321406
[400] 1.4923170 2.8728587 1.6634477 1.8955962 1.4171210 1.7629499 1.4192748
[407] 0.9523986 2.7448308 1.7776464 1.3638944 1.2072206 1.6134305 1.3619638
[414] 1.9861906 1.1291238 1.2430401 1.4391685 1.0805796 1.7838413 2.2615016
[421] 2.1084456 1.0058048 1.1580831 1.2427947 1.2439112 1.7374600 2.0675833
[428] 1.7097875 1.6936147 1.1592566 1.5711820 1.5127258 1.8325002 2.1308724
[435] 1.5756805 1.8042752 1.5122593 1.8866834 1.6497382 1.2709297 1.9796956
[442] 1.9152591 1.3656896 2.0413168 1.8225151 1.6697285 1.4214291 1.5530462
[449] 1.8695806 1.2640946 2.1689500 1.2569523 1.1572285 1.9199877 4.2664256
[456] 1.3633358 1.4763343 1.7301573 2.1832595 1.3383827 1.1379167 1.3048996
[463] 1.3539098 1.5210046 1.7359457 1.5043235 1.8493721 1.4617199 1.6193102
[470] 1.5490165 2.9480690 1.7847332 1.4312728 1.3132987 1.4390841 1.5205505
[477] 1.5702615 1.4476824 1.2022217 2.1084456 2.1012572 2.1012572 4.3719000
[484] 1.6780192 1.6002198 1.6632170 1.7489817 2.1074215 1.5631945 1.3728082
[491] 1.6113017 1.1192846 1.5474011 2.2052390 1.4838664 1.6516456 1.3541262
[498] 1.5459910 1.7728545 1.2363981 1.8421579 1.4721096 1.4509631 1.1544275
[505] 1.3583346 1.6564991 1.8352126 2.6361158 1.9235696 1.4243454 1.6909725
[512] 2.3353576 1.7265498 2.2239758 1.2241940 1.1891570 1.2713633 1.2970404
[519] 1.6709762 1.6399271 1.7241058 1.8518851 2.0166814 1.3928959 1.7291739
[526] 1.2976567 1.3986042 1.2611563 1.1814814 1.2127286 1.4721096 1.1991904
[533] 1.3935014 1.2782412 1.7980877 1.5510569 1.9314207 1.5885384 1.3379778
[540] 1.3005498 2.7285513 1.1370343 1.4505772 3.6108046 1.8256527 3.5606171
[547] 5.1980010 2.0960297 1.8284256 1.4123806 1.2934632 1.1806449 1.4456875
[554] 1.7018582 1.6818933 1.1356546 1.8493721 1.3108924 1.5137583 1.7957918
[561] 2.5101509 1.5448904 1.5498019 1.3023157 1.6647239 1.5171695 1.6411508
[568] 1.2210155 2.9300023 1.9208224 1.6263366 1.5076441 1.6046993 2.0086214
[575] 1.6913867 1.4983675 1.8631600 1.5718511 0.9869283 1.2465667 1.2569523
[582] 1.8722774 1.6464112 1.6295616 1.6234178 1.4672009 1.6346196 1.4838664
[589] 1.5577676 2.9636834 1.4874915 1.1782593 1.5956942 1.4870713 1.9796956
[596] 1.4183586 1.1323611 1.7736938 1.3038437 2.6782256 1.7104900 1.1405976
[603] 1.2263016 1.6097326 1.2201133 3.0628883 1.6809162 1.3401456 1.8843231
[610] 1.5265035 2.8227401 1.7555504 1.3849447 1.5643939 1.2861550 1.3680340
[617] 1.6870081 2.7469338 1.6508103 1.7646768 1.9646783 1.6366119 1.8540561
[624] 1.3086560 2.2356215 1.8819170 0.9762033 1.7077656 2.2276652 2.1982393
[631] 1.9170875 1.2203662 1.2898039 1.2880167 1.1417510 1.8424616 2.3854483
[638] 1.3169686 1.2437950 1.9305068 1.3535783 1.9045206 2.5767987 1.4975459
[645] 2.3345028 1.3107270 1.3720541 1.6632170 1.5242399 1.4792381 1.2688359
[652] 2.1974433 1.2947777 1.3644993 1.1629859 1.7688107 1.4150547 1.7403406
[659] 2.1521045 1.4758365 1.4001967 1.6633852 1.7617103 1.2195022 1.1860387
[666] 2.3345028 1.6197677 1.2015743 5.6310761 1.7554387 1.4956799 1.2305336
[673] 1.2547921 1.4626625 1.8299081 1.3116884 2.0703172 3.0242767 1.6327669
[680] 1.6508103 2.8709469 3.0094363 1.4275181 1.6355761 1.4297953 1.5626223
[687] 1.4551271 1.1164004 0.9584890 1.8103097 1.5563092 1.2187621 2.0333538
[694] 2.4312256 1.3581054 1.1869933 1.3284848 1.6290139 1.8042752 1.5458866
[701] 1.1432639 1.7661654 2.4983044 1.8929935 1.9333740 1.1920541 1.5585559
[708] 1.9152591 3.0300847 2.1348476 1.2363981 1.4195606 4.2326222 2.0358344
[715] 1.9152591 1.8325002 1.3108924 1.4794730 1.5803701 1.4714130 1.9209709
[722] 2.1294992 1.1592566 1.5640850 2.1489071 2.1851663 1.5963801 1.4394057
[729] 1.7255383 1.9853769 1.5541078 1.2191625 1.5081395 2.0317188 1.7052332
[736] 2.7737626 1.3577338 1.2463145 1.3057462 1.7513582 2.2629600 3.7498344
[743] 1.7344655 3.0443502 2.2312722 1.2714049 2.2397834 1.7716082 1.3362510
[750] 3.1984359 2.2885165 1.1149384 1.5308538 2.4526606 1.4702850 1.6650691
[757] 1.2410306 1.7561932 1.6511444 1.5745649 1.6872861 1.7305742 1.8838221
[764] 1.1892832 1.8011365 2.3730814 1.8127678 2.6500381 1.9657235 1.1963982
[771] 4.3274541 1.9282870 1.1970394 1.5128699 2.0463669 1.9101889 2.6579785
[778] 1.2515329 1.3714011 1.5661437 1.0179885 1.3005498 1.1638087 1.8880201
[785] 2.0052467 2.9153326 1.7173537 2.0990009 1.6457369 1.2022217 1.5634131
[792] 1.1503465 1.7793347 1.3824605 4.5897305 1.6387596 1.5108510 2.4048839
[799] 5.6465027 1.5129927 1.1866685 1.6546976 5.9278696 1.7919108 1.6380396
[806] 1.8539474 1.7021303 2.1141320 1.5621267 2.2607190 1.4215729 4.3624518
[813] 1.2305336 1.2087234 3.5518964 2.1830386 1.8566452 1.4450035 1.4878871
[820] 1.6235415 1.9517766 2.9673924 1.8711648 1.4427275 1.8831305 1.3140403
[827] 1.4937626 1.3844654 1.3728873 2.3095003 1.7069594 2.3120812 1.2420356
[834] 1.4950359 2.8657974 1.5852753 1.5839515 1.2241940 1.9930231 1.9622206
[841] 2.5528247 1.4741580 1.4254011 1.4500448 1.2311502 1.7103595 1.9031721
[848] 1.8174510 1.3212791 2.0624911 1.9595165 1.5758913 1.6713559 1.5670948
[855] 2.6975454 1.9650041 2.2766544 1.8778426 1.6126670 2.5528247 2.3365393
[862] 1.5259448 2.3404155 3.5518964 1.5238345 1.9563488 1.1376153 1.8358407
[869] 1.3896128 2.4019152 1.3519947 5.1980010 1.7254371 2.1305319 1.7919108
[876] 1.3101902 1.2295319 1.7128502 3.2053563 2.2994804 2.1160602 2.4369209
[883] 1.4938073 1.9056035 2.2531831 2.0230169 1.5498019 2.0706561 1.4190694
[890] 1.6689402 1.6616323 1.3811677 1.5577599 1.3200369 1.7236939 1.6460699
[897] 2.3462409 1.3686816 1.4190694 2.0993363 4.0851838 2.1021890 2.3106689
[904] 2.3095003 2.7095816 2.2955220 2.1823761 2.4392020 4.3624518 2.0865862
[911] 1.3581460 3.3246841 1.5467734 2.7717959 4.6605862
Code
model.frame(M_bioChem)
Output
art fem mar kid5 phd ment
1 0 Men Married 0 2.520 7
2 0 Women Single 0 2.050 6
3 0 Women Single 0 3.750 6
4 0 Men Married 1 1.180 3
5 0 Women Single 0 3.750 26
6 0 Women Married 2 3.590 2
7 0 Women Single 0 3.190 3
8 0 Men Married 2 2.960 4
9 0 Men Single 0 4.620 6
10 0 Women Married 0 1.250 0
11 0 Men Single 0 2.960 14
12 0 Women Single 0 0.755 13
13 0 Women Married 1 3.690 3
14 0 Women Married 0 3.400 4
15 0 Women Married 0 1.790 0
16 0 Women Single 0 3.090 1
17 0 Women Married 0 2.000 7
18 0 Men Married 2 4.290 13
19 0 Women Single 0 3.360 7
20 0 Women Single 0 4.290 9
21 0 Women Married 0 2.260 6
22 0 Men Married 3 2.960 3
23 0 Men Married 1 4.290 5
24 0 Men Married 1 2.860 4
25 0 Men Married 3 2.760 1
26 0 Women Married 0 1.520 3
27 0 Women Married 1 3.540 8
28 0 Men Married 1 4.290 3
29 0 Women Single 0 3.090 0
30 0 Men Married 0 2.320 3
31 0 Women Single 0 2.390 0
32 0 Men Married 0 4.290 8
33 0 Women Single 0 1.505 13
34 0 Men Single 0 2.100 0
35 0 Men Married 1 1.520 0
36 0 Women Single 0 2.000 0
37 0 Women Single 0 1.750 0
38 0 Men Single 0 4.290 9
39 0 Men Married 1 1.220 2
40 0 Women Married 0 3.750 5
41 0 Men Single 0 4.290 9
42 0 Women Married 1 2.860 3
43 0 Men Single 0 3.920 5
44 0 Women Married 1 3.360 3
45 0 Men Single 0 2.100 6
46 0 Men Married 1 1.180 0
47 0 Men Married 0 2.500 1
48 0 Men Married 0 3.360 25
49 0 Women Single 0 4.540 14
50 0 Women Married 0 3.920 8
51 0 Men Single 0 4.540 5
52 0 Women Married 2 1.970 0
53 0 Men Married 2 2.960 12
54 0 Men Married 0 4.290 8
55 0 Men Married 1 2.260 2
56 0 Women Single 0 2.120 11
57 0 Women Single 0 3.210 2
58 0 Men Married 1 3.150 1
59 0 Men Married 1 3.920 1
60 0 Men Single 0 2.960 0
61 0 Women Single 0 2.860 6
62 0 Men Married 1 2.100 0
63 0 Women Single 0 3.750 4
64 0 Women Married 0 3.540 2
65 0 Women Married 0 2.540 1
66 0 Men Married 1 2.760 3
67 0 Men Married 0 4.540 10
68 0 Men Married 0 1.680 6
69 0 Men Married 1 2.200 0
70 0 Women Single 0 1.005 0
71 0 Men Single 0 2.120 2
72 0 Women Married 2 2.580 0
73 0 Women Married 0 1.790 1
74 0 Men Single 0 4.290 2
75 0 Women Married 0 1.280 4
76 0 Men Married 2 2.580 5
77 0 Men Married 2 2.120 0
78 0 Men Married 1 2.210 1
79 0 Men Married 1 2.260 5
80 0 Women Single 0 3.210 5
81 0 Women Single 0 2.100 2
82 0 Women Married 1 3.540 1
83 0 Men Married 1 3.400 18
84 0 Men Married 0 2.210 6
85 0 Men Married 0 2.210 19
86 0 Men Married 2 0.920 1
87 0 Women Single 0 4.290 35
88 0 Men Married 2 3.150 6
89 0 Men Married 0 4.290 19
90 0 Men Married 1 2.510 8
91 0 Men Married 1 4.290 1
92 0 Women Married 0 2.760 0
93 0 Men Married 0 1.420 3
94 0 Men Married 0 2.210 19
95 0 Men Single 0 4.140 5
96 0 Men Married 0 1.520 7
97 0 Men Single 0 4.620 8
98 0 Women Single 0 3.620 7
99 0 Women Married 2 3.750 4
100 0 Men Married 0 4.290 8
101 0 Women Single 0 3.750 5
102 0 Men Married 1 2.100 0
103 0 Men Married 2 1.400 7
104 0 Women Married 0 3.190 4
105 0 Men Married 2 1.810 1
106 0 Men Married 1 3.150 2
107 0 Women Married 0 3.750 7
108 0 Women Single 0 2.050 6
109 0 Men Married 3 2.210 3
110 0 Women Married 2 3.360 2
111 0 Women Married 0 3.470 11
112 0 Women Single 0 2.120 0
113 0 Women Married 1 3.360 2
114 0 Men Married 0 2.540 5
115 0 Men Married 2 2.150 4
116 0 Men Married 1 4.540 3
117 0 Men Married 0 1.680 4
118 0 Women Married 1 2.550 0
119 0 Women Single 0 2.120 11
120 0 Men Married 1 3.470 2
121 0 Women Married 0 3.470 1
122 0 Women Single 0 3.360 9
123 0 Men Married 1 2.120 10
124 0 Women Single 0 2.100 1
125 0 Women Single 0 4.290 1
126 0 Men Married 1 2.860 13
127 0 Women Married 1 4.290 9
128 0 Men Married 0 3.210 2
129 0 Men Single 0 2.100 0
130 0 Women Married 0 1.810 5
131 0 Women Single 0 2.520 2
132 0 Men Married 1 3.360 23
133 0 Women Married 0 4.540 4
134 0 Women Married 1 4.290 4
135 0 Women Single 0 2.120 9
136 0 Men Married 2 4.620 30
137 0 Women Married 1 3.590 14
138 0 Women Single 0 3.590 4
139 0 Men Married 3 2.860 1
140 0 Women Single 0 1.505 3
141 0 Women Married 1 2.500 0
142 0 Women Married 0 4.620 0
143 0 Men Single 0 2.500 0
144 0 Women Married 1 3.360 3
145 0 Women Single 0 2.000 2
146 0 Women Married 2 3.410 5
147 0 Men Married 0 2.100 0
148 0 Women Single 0 2.000 2
149 0 Men Married 0 3.360 2
150 0 Men Married 3 3.590 7
151 0 Men Single 0 2.140 2
152 0 Women Married 0 3.590 12
153 0 Women Single 0 2.390 10
154 0 Men Married 3 4.540 11
155 0 Men Single 0 2.960 2
156 0 Men Married 1 2.210 5
157 0 Men Married 2 3.690 5
158 0 Women Married 0 1.780 1
159 0 Women Single 0 2.860 11
160 0 Men Married 0 2.860 8
161 0 Women Married 0 2.580 3
162 0 Women Single 0 3.750 1
163 0 Women Married 1 1.220 11
164 0 Women Single 0 2.100 9
165 0 Women Single 0 3.590 18
166 0 Women Single 0 3.540 5
167 0 Women Single 0 2.860 16
168 0 Women Married 0 1.860 6
169 0 Men Married 0 2.960 0
170 0 Women Married 0 3.690 7
171 0 Women Married 0 3.690 2
172 0 Women Married 0 4.290 1
173 0 Women Single 0 2.520 1
174 0 Women Single 0 1.760 10
175 0 Men Married 2 2.320 2
176 0 Women Single 0 3.690 2
177 0 Women Single 0 3.750 14
178 0 Women Single 0 4.290 5
179 0 Women Married 2 4.540 6
180 0 Men Married 1 2.100 0
181 0 Women Married 1 2.540 0
182 0 Men Married 1 2.210 19
183 0 Men Single 0 4.540 8
184 0 Men Married 1 2.100 12
185 0 Men Single 0 2.260 5
186 0 Women Married 1 4.620 15
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878 6 Men Married 1 4.620 8
879 6 Women Married 0 2.100 36
880 6 Women Married 2 1.860 38
881 6 Men Married 0 4.340 9
882 6 Women Married 0 4.290 24
883 6 Men Married 2 2.510 11
884 6 Men Married 1 2.960 13
885 6 Men Single 0 4.290 18
886 6 Men Single 0 3.400 14
887 6 Women Single 0 4.540 12
888 6 Men Married 1 3.850 16
889 6 Women Single 0 3.150 9
890 6 Women Single 0 4.540 15
891 6 Men Single 0 3.470 6
892 6 Women Married 0 4.290 1
893 6 Men Single 0 1.970 4
894 6 Women Single 0 3.320 6
895 7 Men Married 0 3.590 1
896 7 Men Single 0 2.540 6
897 7 Men Single 0 3.410 20
898 7 Men Married 1 1.970 0
899 7 Women Single 0 3.150 9
900 7 Men Single 0 4.620 15
901 7 Men Single 0 4.540 42
902 7 Men Married 0 3.690 9
903 7 Men Single 0 4.340 19
904 7 Men Single 0 4.290 19
905 7 Men Married 1 3.590 27
906 7 Men Single 0 3.690 19
907 8 Men Married 0 2.510 11
908 9 Men Married 1 2.960 23
909 9 Men Married 1 1.860 47
910 10 Women Married 0 3.590 18
911 11 Men Married 2 2.860 7
912 12 Men Married 1 4.290 35
913 12 Men Married 1 1.860 5
914 16 Men Married 0 1.740 21
915 19 Men Married 0 1.860 42
Code
residuals(M_bioChem)
Output
1 2 3 4 5 6
-1.825642155 -1.486723228 -1.499133994 -1.572134000 -1.914640906 -1.286031924
7 8 9 10 11 12
-1.442602066 -1.464134989 -1.683610523 -1.488644178 -1.842628890 -1.606780056
13 14 15 16 17 18
-1.424979517 -1.578335984 -1.492579316 -1.408142134 -1.625293819 -1.642015862
19 20 21 22 23 24
-1.514260389 -1.558115091 -1.607810058 -1.321539322 -1.635605860 -1.604487817
25 26 27 28 29 30
-1.289691019 -1.545085650 -1.511224334 -1.596484138 -1.391601606 -1.735821093
31 32 33 34 35 36
-1.386896967 -1.865327806 -1.612765243 -1.546242064 -1.519069285 -1.384283623
37 38 39 40 41 42
-1.382611334 -1.743762367 -1.553644892 -1.600261929 -1.743762367 -1.419250705
43 44 45 46 47 48
-1.657411408 -1.422698635 -1.662544510 -1.516538701 -1.695318710 -2.308052317
49 50 51 52 53 54
-1.657276787 -1.660952748 -1.662545341 -1.246626354 -1.611550533 -1.865327806
55 56 57 58 59 60
-1.561625363 -1.579082090 -1.425737372 -1.549749790 -1.555636243 -1.552800674
61 62 63 64 65 66
-1.492621598 -1.523397604 -1.463828444 -1.541898074 -1.516074293 -1.584449122
67 68 69 70 71 72
-1.915140211 -1.795444158 -1.524145330 -1.377641437 -1.584053838 -1.250268000
73 74 75 76 77 78
-1.510511568 -1.601150351 -1.561913498 -1.478922922 -1.390679117 -1.542599362
79 80 81 82 83 84
-1.619193166 -1.477458251 -1.418077237 -1.390662508 -1.911651899 -1.800281916
85 86 87 88 89 90
-2.121683579 -1.399050566 -2.153572426 -1.500844067 -2.145152623 -1.681425393
91 92 93 94 95 96
-1.558474203 -1.499678483 -1.727974363 -2.121683579 -1.659230929 -1.816369232
97 98 99 100 101 102
-1.725332781 -1.516191688 -1.317526985 -1.865327806 -1.481359013 -1.523397604
103 104 105 106 107 108
-1.505921852 -1.576700108 -1.405094882 -1.568493388 -1.639494928 -1.486723228
109 110 111 112 113 114
-1.316782864 -1.284614514 -1.719080238 -1.385087134 -1.405963426 -1.781117729
115 116 117 118 119 120
-1.458366973 -1.598460993 -1.751644839 -1.367798901 -1.579082090 -1.570971542
121 122 123 124 125 126
-1.523005458 -1.550995397 -1.719706495 -1.401403951 -1.416359166 -1.791133656
127 128 129 130 131 132
-1.535063949 -1.722335084 -1.546242064 -1.584977256 -1.420970119 -2.036202660
133 134 135 136 137 138
-1.587251763 -1.446188934 -1.541562181 -2.032014580 -1.624779529 -1.462687271
139 140 141 142 143 144
-1.290309747 -1.430834987 -1.367468754 -1.513401938 -1.549288501 -1.422698635
145 146 147 148 149 150
-1.417389448 -1.330900989 -1.671401614 -1.417389448 -1.723634659 -1.389443531
151 152 153 154 155 156
-1.584210415 -1.741372307 -1.562266086 -1.463608937 -1.590645895 -1.618791414
157 158 159 160 161 162
-1.486963402 -1.510437560 -1.584865968 -1.851728971 -1.553167076 -1.412654754
163 164 165 166 167 168
-1.548786096 -1.541410588 -1.732062359 -1.479840630 -1.683977930 -1.604626386
169 170 171 172 173 174
-1.678600922 -1.639005569 -1.543035875 -1.529147685 -1.404258084 -1.557423633
175 176 177 178 179 180
-1.425342551 -1.429064519 -1.650763512 -1.485271746 -1.353985906 -1.523397604
181 182 183 184 185 186
-1.367732864 -1.924010069 -1.724638692 -1.762347863 -1.643759642 -1.653072482
187 188 189 190 191 192
-1.456783918 -1.615528194 -1.375978211 -1.528996778 -1.382878746 -1.481000848
193 194 195 196 197 198
-1.387635072 -1.692263973 -1.634761631 -1.663654229 -1.501147123 -1.253921202
199 200 201 202 203 204
-1.867107400 -1.242372505 -1.621012830 -1.620238283 -1.436464176 -1.458203892
205 206 207 208 209 210
-1.531175742 -1.262167715 -1.553396521 -1.563008543 -1.384546279 -1.496965918
211 212 213 214 215 216
-1.415555295 -1.534457024 -1.511594642 -1.423821748 -1.523902507 -1.743762367
217 218 219 220 221 222
-1.750231073 -1.819423783 -1.607173516 -1.804184587 -1.737483189 -1.609182012
223 224 225 226 227 228
-1.653020745 -1.561683333 -1.541367440 -1.682487843 -1.563008543 -1.413819765
229 230 231 232 233 234
-1.605739813 -1.757313916 -1.517905431 -2.124556953 -1.556705615 -1.713615662
235 236 237 238 239 240
-1.719706495 -1.631570184 -1.443795410 -1.880423497 -1.523397604 -1.660472898
241 242 243 244 245 246
-1.399708874 -1.406368947 -1.641555988 -1.634609232 -1.601150351 -1.552800674
247 248 249 250 251 252
-1.486236954 -1.659674691 -1.412243150 -1.405891985 -1.977360273 -1.701497749
253 254 255 256 257 258
-1.463400384 -1.756459561 -1.450343856 -1.432191800 -1.533207720 -1.591406597
259 260 261 262 263 264
-1.633065746 -1.716422369 -1.615581693 -1.577343066 -1.523397604 -1.392275174
265 266 267 268 269 270
-1.439050203 -1.731718809 -1.399322264 -2.431375219 -1.477046875 -1.639021729
271 272 273 274 275 276
-1.498358140 -1.747849394 -1.520830808 -1.673239731 -1.691385109 -0.615430680
277 278 279 280 281 282
-0.169356103 -0.673677217 0.057085403 -0.380558632 -0.263557658 -0.500045001
283 284 285 286 287 288
-0.261545839 -0.251279927 -0.702169482 -0.153733172 -0.609189053 -0.733931677
289 290 291 292 293 294
-0.460712991 -0.873698481 -0.715929014 -0.572215117 -0.554597735 -0.395737164
295 296 297 298 299 300
-0.350691037 -0.523600700 -0.967607232 0.037432058 -0.432440418 -0.594750901
301 302 303 304 305 306
-0.483722269 -0.445267159 -1.619931271 -0.347771299 -0.444861969 -0.504473058
307 308 309 310 311 312
-0.502654337 -0.203924667 -0.670121988 -0.319503521 -0.124042845 -0.769075445
313 314 315 316 317 318
-0.843171561 -0.712731579 -0.739386322 -0.258619462 -0.863401178 -0.277007879
319 320 321 322 323 324
-0.300332150 -0.437053910 -0.578323287 -0.736039535 -0.203826075 -0.653702167
325 326 327 328 329 330
-0.691452156 -0.387847174 -0.180497119 -3.376917704 -0.646443685 -0.398844541
331 332 333 334 335 336
-0.512527377 -0.249874709 -0.756913006 -0.693332298 -0.322468068 -0.316823799
337 338 339 340 341 342
-0.317132645 -0.348631948 -0.403527561 -0.249874709 -0.193004630 -0.261843344
343 344 345 346 347 348
-0.364840953 -0.302832026 -0.207012009 -0.327555286 -0.403393703 -0.765888382
349 350 351 352 353 354
-0.147935969 -0.190746418 -0.379886214 -0.528964675 -0.291680896 -0.315653053
355 356 357 358 359 360
-0.503544519 -0.434559694 -0.171590265 -0.261784942 -0.225709496 -0.523823974
361 362 363 364 365 366
-0.866080167 -0.581056419 -0.718916120 -0.598656836 -0.115830084 -0.386515924
367 368 369 370 371 372
-0.099878913 -0.159377926 -0.171688626 -0.458422623 -0.191826703 -0.529034927
373 374 375 376 377 378
-0.190580197 -0.394735991 -0.590168912 -0.349707269 -0.406293013 -0.612606106
379 380 381 382 383 384
-0.555503010 -0.740728802 -1.073086159 -0.803766111 -0.281402775 -0.315622637
385 386 387 388 389 390
-0.272956069 -0.594800342 -0.301501976 -0.788042588 -0.159349281 -0.085175278
391 392 393 394 395 396
-0.631261568 -0.591316179 -0.214524718 -0.720557845 -0.612885950 0.053025325
397 398 399 400 401 402
-0.155765209 -0.378593099 -0.483902387 -0.388422106 -1.185400778 -0.504624981
403 404 405 406 407 408
-0.651862376 -0.334880696 -0.569053737 -0.336437654 0.043662557 -1.121417760
409 410 411 412 413 414
-0.578394913 -0.295941201 -0.175587056 -0.471408901 -0.294511578 -0.706609053
415 416 417 418 419 420
-0.111895503 -0.203924667 -0.350751481 -0.070863512 -0.582319481 -0.865267492
421 422 423 424 425 426
-0.778406013 -0.005228627 -0.135832491 -0.203732284 -0.204607365 -0.552748401
427 428 429 430 431 432
-0.754661038 -0.534893861 -0.524383361 -0.136794353 -0.442886613 -0.402675661
433 434 435 436 437 438
-0.612885950 -0.791335015 -0.445944600 -0.595211262 -0.402351092 -0.646400209
439 440 441 442 443 444
-0.495578173 -0.225635615 -0.702729557 -0.663863278 -0.297269416 -0.739266065
445 446 447 448 449 450
-0.606650540 -0.508755428 -0.337993477 -0.430506436 -0.635879273 -0.220342567
451 452 453 454 455 456
-0.813124187 -0.214792459 -0.135131686 -0.666739333 -1.806868057 -0.295527687
457 458 459 460 461 462
-0.377179001 -0.548052266 -0.821260727 -0.276949136 -0.119204847 -0.251682560
463 464 465 466 467 468
-0.288534319 -0.408425242 -0.551775480 -0.396821324 -0.623379554 -0.366835041
469 470 471 472 473 474
-0.475343962 -0.427744155 -1.222332715 -0.582883909 -0.345084750 -0.258057777
475 476 477 478 479 480
-0.350691037 -0.408110325 -0.442260268 -0.356841121 -0.171590265 -0.778406013
481 482 483 484 485 486
-0.774246559 -0.774246559 -1.849383508 -0.514194032 -0.462537200 -0.504473058
487 488 489 490 491 492
-0.560135050 -0.777813869 -0.437444355 -0.302525820 -0.469982156 -0.103672751
493 494 495 496 497 498
-0.426635625 -0.833704534 -0.382486469 -0.496839461 -0.288695183 -0.425667490
499 500 501 502 503 504
-0.575353939 -0.198709230 -0.618899122 -0.374195077 -0.359181971 -0.132832229
505 506 507 508 509 510
-0.291820814 -0.500045001 -0.614576522 -1.065915709 -0.668915319 -0.340097446
511 512 513 514 515 516
-0.522660857 -0.906091357 -0.545728286 -0.844261596 -0.189080261 -0.161094650
517 518 519 520 521 522
-0.225970781 -0.245694216 -0.509574847 -0.489077540 -0.544152297 0.098744166
523 524 525 526 527 528
-0.010848926 0.439536333 0.184180479 0.518980655 0.434889792 0.550455237
529 530 531 532 533 534
0.621362181 0.593177209 0.376128521 0.605327031 0.439042857 0.535647756
535 536 537 538 539 540
0.135766340 0.315080611 0.045164844 0.286785978 0.484891158 0.516511390
541 542 543 544 545 546
-0.433713463 0.662348996 0.393141295 -0.881663040 0.116715072 -0.857857697
547 548 549 550 551 552
-1.557895456 -0.061756213 0.114808168 0.423726682 0.522566302 0.622123685
553 554 555 556 557 558
0.397027285 0.203695388 0.218080445 0.663638873 0.100459122 0.507713822
559 560 561 562 563 564
0.343669618 0.137361085 -0.311242792 0.319776880 0.316035423 0.515005973
565 566 567 568 569 570
0.230535644 0.341036461 0.247766214 0.585785635 -0.542088183 0.052228133
571 572 573 574 575 576
0.258673298 0.348398642 0.274715563 -0.005613554 0.211227265 0.355597083
577 578 579 580 581 582
0.091066855 0.299330695 0.809647387 0.563207274 0.554119465 0.084878809
583 584 585 586 587 588
0.243907965 0.256293585 0.260829516 0.379992670 0.252567309 0.366906901
589 590 591 592 593 594
0.309983362 -0.559815631 0.364072999 0.624297390 0.281431925 0.364401206
595 596 597 598 599 600
0.013276448 0.418904751 0.666722358 0.152773226 0.513704464 -0.405976284
601 602 603 604 605 606
0.197508098 0.659022820 0.581088509 0.270971778 0.586588715 -0.611417561
607 608 609 610 611 612
0.218787125 0.483077815 0.076730748 0.333850723 -0.484898002 0.165514312
613 614 615 616 617 618
0.446029351 0.304963752 0.528833894 0.459920365 0.214385217 -0.443776440
619 620 621 622 623 624
0.240687296 0.159095431 0.023146995 0.251101504 0.097263750 0.509612147
625 626 627 628 629 630
-0.148706038 0.078355830 0.820765774 0.199458868 -0.143834182 -0.125730211
631 632 633 634 635 636
0.054722730 0.586363528 0.525701567 0.527235040 0.657947600 0.105182293
637 638 639 640 641 642
-0.238698406 0.502566872 0.565641303 0.045773003 0.471884588 0.063137489
643 644 645 646 647 648
-0.349207657 0.356235985 -0.208460939 0.507854121 0.456607976 0.231632584
649 650 651 652 653 654
0.335590799 0.370531546 0.543782757 -0.125238606 0.521441519 0.462838141
655 656 657 658 659 660
0.638286487 0.156194563 0.421568082 0.176257024 -0.097068257 0.373200128
661 662 663 664 665 666
0.433595743 0.231510046 0.161179629 0.587132896 0.617220038 -0.208460939
667 668 669 670 671 672
0.263529456 0.603180808 -1.721390959 0.165593003 0.357687889 0.577337897
673 674 675 676 677 678
0.556005537 0.383572800 0.113789404 0.507038593 -0.045383427 -0.591440481
679 680 681 682 683 684
0.253931393 0.240687296 -0.510741706 -0.583726357 0.411542143 0.251863411
685 686 687 688 689 690
0.409716463 0.306304421 0.389532926 0.681753804 0.839323854 0.127297717
691 692 693 694 695 696
0.311089913 0.587792217 -0.021640039 -0.265565469 0.468128719 0.616353786
697 698 699 700 701 702
0.492854932 0.256697530 0.131474717 0.953300954 1.316499624 0.781136050
703 704 705 706 707 708
0.289683359 0.688164331 0.659380211 1.268142153 0.942980959 0.672246629
709 710 711 712 713 714
-0.016480979 0.520979332 1.225400912 1.059425961 -0.613393651 0.587959524
715 716 717 718 719 720
0.672246629 0.732006325 1.155967616 1.008338194 0.925340432 1.015128959
721 722 723 724 725 726
0.668181658 0.524549337 1.300488458 0.938494388 0.511620245 0.487649906
727 728 729 730 731 732
0.912495073 1.042345527 0.811804183 0.622850336 0.946597907 1.241882345
733 734 735 736 737 738
0.984384567 0.590785644 0.827304510 0.126982466 1.113704080 1.215991804
739 740 741 742 743 744
1.160674207 0.792261068 0.437002803 -0.386733090 0.805026258 -0.024264334
745 746 747 748 749 750
0.457507338 1.192417888 0.451983207 0.777061539 1.132960237 -0.107084802
751 752 753 754 755 756
0.420587842 1.345258572 0.965619077 0.317609426 1.016081294 0.858316716
757 758 759 760 761 762
1.220998765 0.788621909 0.869180997 0.930019212 0.841103436 0.807977967
763 764 765 766 767 768
0.694754670 1.270850146 0.755093358 0.367020132 0.746502223 0.198878560
769 770 771 772 773 774
0.636586399 1.263905655 -0.656182196 0.662985819 1.263281258 0.980461089
775 776 777 778 779 780
0.580742673 0.675861225 0.194208541 1.211061514 1.101562211 0.936826568
781 782 783 784 785 786
1.447914539 1.165439912 1.295960129 1.250599799 1.163778064 0.575671689
787 788 789 790 791 792
1.383398481 1.096601429 1.441697963 1.848173024 1.510843214 1.902384688
793 794 795 796 797 798
1.334220584 1.672064225 -0.275924777 1.447467126 1.556288213 0.889374231
799 800 801 802 803 804
-0.722406039 1.554415619 1.864243447 1.434312582 -0.832612326 1.324379046
805 806 807 808 809 810
1.448063413 1.276474016 1.395654599 1.085934764 1.511942903 0.984930045
811 812 813 814 815 816
1.636030694 -0.172154272 1.819305005 1.841500117 0.225604458 1.037941644
817 818 819 820 821 822
1.274414346 1.614774856 1.576482052 1.460107402 1.202971095 0.545512999
823 824 825 826 827 828
1.263361773 1.616829071 1.254294444 1.736864864 1.571295002 1.670199921
829 830 831 832 833 834
1.680992595 0.952199698 1.391758969 0.950479586 1.807714921 1.570172802
835 836 837 838 839 840
0.604653263 1.492246412 1.493367578 1.825726722 1.172679480 1.195263287
841 842 843 844 845 846
0.794778619 1.588657467 1.632541215 1.610232793 1.818681663 1.389020504
847 848 849 850 851 852
1.239189282 1.304529227 1.729897391 1.122535715 1.712894409 2.028858319
853 854 855 856 857 858
1.945799395 2.036683522 1.201486129 1.708683566 1.480782793 1.776486080
859 860 861 862 863 864
1.996465057 1.294378885 1.439248948 2.073698569 1.436583062 0.704391181
865 866 867 868 869 870
2.075615412 1.715328593 2.464063079 1.809890445 2.201566393 1.394638922
871 872 873 874 875 876
2.238411517 -0.086415973 1.900166396 1.585031187 1.845369006 2.280235386
877 878 879 880 881 882
2.363766123 2.402025246 1.353135956 1.940163071 2.075457154 1.843119246
883 884 885 886 887 888
2.601757561 2.240241640 1.973656227 2.146939100 2.548850176 2.110082667
889 890 891 892 893 894
2.674621115 2.440582149 2.447066310 2.712632837 2.541440921 2.775575322
895 896 897 898 899 900
2.857235390 2.927849885 2.355836724 3.201309605 3.148836531 2.542910895
901 902 903 904 905 906
1.289136622 2.540671598 2.381997736 2.382861489 2.101575476 2.393213728
907 908 909 910 911 912
2.909918211 3.122683023 1.921373512 3.800652493 4.918420253 3.614817563
913 914 915
5.089535998 5.349236232 4.953133262
Code
round(residuals(M_bioChem, type = "response"), 5)
Output
1 2 3 4 5 6 7 8
-1.97737 -1.30318 -1.32579 -1.46216 -2.17223 -0.96218 -1.22419 -1.26247
9 10 11 12 13 14 15 16
-1.68108 -1.30667 -2.01403 -1.52885 -1.19326 -1.47401 -1.31383 -1.16404
17 18 19 20 21 22 23 24
-1.56499 -1.59794 -1.35358 -1.43553 -1.53085 -1.01902 -1.58528 -1.52440
25 26 27 28 29 30 31 32
-0.96797 -1.41097 -1.34798 -1.50890 -1.13565 -1.78781 -1.12764 -2.06342
33 34 35 36 37 38 39 40
-1.54050 -1.41314 -1.36246 -1.12320 -1.12036 -1.80428 -1.42708 -1.51621
41 42 43 44 45 46 47 48
-1.80428 -1.18328 -1.62851 -1.18928 -1.63876 -1.35778 -1.70479 -3.11004
49 50 51 52 53 54 55 56
-1.62824 -1.63558 -1.63876 -0.90094 -1.53813 -2.06342 -1.44218 -1.47544
57 58 59 60 61 62 63 64
-1.19458 -1.41974 -1.43085 -1.42549 -1.31391 -1.37048 -1.26192 -1.40499
65 66 67 68 69 70 71 72
-1.35693 -1.48573 -2.17334 -1.91282 -1.37187 -1.11195 -1.48497 -0.90652
73 74 75 76 77 78 79 80
-1.34667 -1.51793 -1.44273 -1.28906 -1.13408 -1.40630 -1.55305 -1.28642
81 82 83 84 85 86 87 88
-1.18124 -1.13405 -2.16558 -1.92311 -2.65084 -1.14840 -2.72755 -1.32892
89 90 91 92 93 94 95 96
-2.70722 -1.67667 -1.43621 -1.32679 -1.77161 -2.65084 -1.63214 -1.95746
97 98 99 100 101 102 103 104
-1.76617 -1.35714 -1.01252 -2.06342 -1.29346 -1.37048 -1.33823 -1.47088
105 106 107 108 109 110 111 112
-1.15879 -1.45523 -1.59295 -1.30318 -1.01132 -0.95994 -1.75331 -1.12456
113 114 115 116 117 118 119 120
-1.16028 -1.88249 -1.25217 -1.51273 -1.82067 -1.09537 -1.47544 -1.45995
121 122 123 124 125 126 127 128
-1.36976 -1.42209 -1.75459 -1.15244 -1.17826 -1.90368 -1.39220 -1.76000
129 130 131 132 133 134 135 136
-1.41314 -1.48674 -1.18627 -2.44909 -1.49111 -1.23053 -1.40436 -2.43936
137 138 139 140 141 142 143 144
-1.56399 -1.25988 -0.96895 -1.20350 -1.09482 -1.35199 -1.41887 -1.18928
145 146 147 148 149 150 151 152
-1.18005 -1.03426 -1.65650 -1.18005 -1.76267 -1.13197 -1.48527 -1.79931
153 154 155 156 157 158 159 160
-1.44340 -1.26153 -1.49764 -1.55226 -1.30362 -1.34653 -1.48653 -2.03378
161 162 163 164 165 166 167 168
-1.42618 -1.17184 -1.41793 -1.40407 -1.78004 -1.29072 -1.68182 -1.52467
169 170 171 172 173 174 175 176
-1.67098 -1.59199 -1.40712 -1.38117 -1.15735 -1.43422 -1.19389 -1.20040
177 178 179 180 181 182 183 184
-1.61528 -1.30055 -1.07230 -1.37048 -1.09526 -2.19314 -1.76474 -1.84303
185 186 187 188 189 190 191 192
-1.60139 -1.61987 -1.24934 -1.54589 -1.10914 -1.38089 -1.12081 -1.29282
193 194 195 196 197 198 199 200
-1.12890 -1.69859 -1.58361 -1.64098 -1.32948 -0.91213 -2.06731 -0.89444
201 202 203 204 205 206 207 208
-1.55661 -1.55509 -1.21338 -1.25188 -1.38494 -0.92486 -1.42662 -1.44480
209 210 211 212 213 214 215 216
-1.12364 -1.32183 -1.17686 -1.39106 -1.34866 -1.19124 -1.37142 -1.80428
217 218 219 220 221 222 223 224
-1.81773 -1.96401 -1.52962 -1.93142 -1.79125 -1.53352 -1.61977 -1.44229
225 226 227 228 229 230 231 232
-1.40399 -1.67881 -1.44480 -1.17386 -1.52683 -1.83250 -1.36031 -2.65772
233 234 235 236 237 238 239 240
-1.43287 -1.74210 -1.75459 -1.57733 -1.22630 -2.09651 -1.37048 -1.63462
241 242 243 244 245 246 247 248
-1.14953 -1.16098 -1.59703 -1.58331 -1.51793 -1.42549 -1.30230 -1.63303
249 250 251 252 253 254 255 256
-1.17113 -1.16016 -2.31357 -1.71735 -1.26116 -1.83072 -1.23790 -1.20588
257 258 259 260 261 262 263 264
-1.38873 -1.49911 -1.58027 -1.74785 -1.54599 -1.47211 -1.37048 -1.13680
265 266 267 268 269 270 271 272
-1.21793 -1.77933 -1.14886 -3.42817 -1.28567 -1.59202 -1.32437 -1.81277
273 274 275 276 277 278 279 280
-1.36573 -1.66019 -1.69681 -0.83658 -0.19943 -0.93142 0.06192 -0.48113
281 282 283 284 285 286 287 288
-0.32057 -0.65650 -0.31791 -0.30437 -0.97876 -0.18005 -0.82658 -1.03226
289 290 291 292 293 294 295 296
-0.59751 -1.27665 -1.00184 -0.76792 -0.74034 -0.50277 -0.43908 -0.69241
297 298 299 300 301 302 303 304
-1.44894 0.04090 -0.55587 -0.80354 -0.63187 -0.57468 -2.81836 -0.43501
305 306 307 308 309 310 311 312
-0.57409 -0.66322 -0.66046 -0.24304 -0.92556 -0.39595 -0.14376 -1.09234
313 314 315 316 317 318 319 320
-1.22204 -0.99646 -1.04152 -0.31404 -1.25815 -0.33846 -0.36983 -0.56262
321 322 323 324 325 326 327 328
-0.77753 -1.03583 -0.24291 -0.89860 -0.96088 -0.49150 -0.21338 -8.14165
329 330 331 332 333 334 335 336
-0.88675 -0.50722 -0.67548 -0.30252 -1.07144 -0.96401 -0.40002 -0.39229
337 338 339 340 341 342 343 344
-0.39271 -0.43621 -0.51395 -0.30252 -0.22916 -0.31830 -0.45891 -0.37322
345 346 347 348 349 350 351 352
-0.24698 -0.40701 -0.51376 -1.08685 -0.17291 -0.22630 -0.48017 -0.70065
353 354 355 356 357 358 359 360
-0.35815 -0.39068 -0.66181 -0.55897 -0.20222 -0.31822 -0.27103 -0.69276
361 362 363 364 365 366 367 368
-1.26296 -0.78185 -1.00687 -0.80976 -0.13385 -0.48960 -0.11476 -0.18703
369 370 371 372 373 374 375 376
-0.20234 -0.59411 -0.22767 -0.70076 -0.22609 -0.50134 -0.79627 -0.43771
377 378 379 380 381 382 383 384
-0.51793 -0.83205 -0.74175 -1.04380 -1.65004 -1.15255 -0.34434 -0.39064
385 386 387 388 389 390 391 392
-0.33306 -0.80362 -0.37142 -1.12515 -0.18699 -0.09735 -0.86210 -0.79809
393 394 395 396 397 398 399 400
-0.25661 -1.00964 -0.83250 0.05761 -0.18256 -0.47834 -0.63214 -0.49232
401 402 403 404 405 406 407 408
-1.87286 -0.66345 -0.89560 -0.41712 -0.76295 -0.41927 0.04760 -1.74483
409 410 411 412 413 414 415 416
-0.77765 -0.36389 -0.20722 -0.61343 -0.36196 -0.98619 -0.12912 -0.24304
417 418 419 420 421 422 423 424
-0.43917 -0.08058 -0.78384 -1.26150 -1.10845 -0.00580 -0.15808 -0.24279
425 426 427 428 429 430 431 432
-0.24391 -0.73746 -1.06758 -0.70979 -0.69361 -0.15926 -0.57118 -0.51273
433 434 435 436 437 438 439 440
-0.83250 -1.13087 -0.57568 -0.80428 -0.51226 -0.88668 -0.64974 -0.27093
441 442 443 444 445 446 447 448
-0.97970 -0.91526 -0.36569 -1.04132 -0.82252 -0.66973 -0.42143 -0.55305
449 450 451 452 453 454 455 456
-0.86958 -0.26409 -1.16895 -0.25695 -0.15723 -0.91999 -3.26643 -0.36334
457 458 459 460 461 462 463 464
-0.47633 -0.73016 -1.18326 -0.33838 -0.13792 -0.30490 -0.35391 -0.52100
465 466 467 468 469 470 471 472
-0.73595 -0.50432 -0.84937 -0.46172 -0.61931 -0.54902 -1.94807 -0.78473
473 474 475 476 477 478 479 480
-0.43127 -0.31330 -0.43908 -0.52055 -0.57026 -0.44768 -0.20222 -1.10845
481 482 483 484 485 486 487 488
-1.10126 -1.10126 -3.37190 -0.67802 -0.60022 -0.66322 -0.74898 -1.10742
489 490 491 492 493 494 495 496
-0.56319 -0.37281 -0.61130 -0.11928 -0.54740 -1.20524 -0.48387 -0.65165
497 498 499 500 501 502 503 504
-0.35413 -0.54599 -0.77285 -0.23640 -0.84216 -0.47211 -0.45096 -0.15443
505 506 507 508 509 510 511 512
-0.35833 -0.65650 -0.83521 -1.63612 -0.92357 -0.42435 -0.69097 -1.33536
513 514 515 516 517 518 519 520
-0.72655 -1.22398 -0.22419 -0.18916 -0.27136 -0.29704 -0.67098 -0.63993
521 522 523 524 525 526 527 528
-0.72411 0.14811 -0.01668 0.60710 0.27083 0.70234 0.60140 0.73884
529 530 531 532 533 534 535 536
0.81852 0.78727 0.52789 0.80081 0.60650 0.72176 0.20191 0.44894
537 538 539 540 541 542 543 544
0.06858 0.41146 0.66202 0.69945 -0.72855 0.86297 0.54942 -1.61080
545 546 547 548 549 550 551 552
0.17435 -1.56062 -3.19800 -0.09603 0.17157 0.58762 0.70654 0.81936
553 554 555 556 557 558 559 560
0.55431 0.29814 0.31811 0.86435 0.15063 0.68911 0.48624 0.20421
561 562 563 564 565 566 567 568
-0.51015 0.45511 0.45020 0.69768 0.33528 0.48283 0.35885 0.77898
569 570 571 572 573 574 575 576
-0.93000 0.07918 0.37366 0.49236 0.39530 -0.00862 0.30861 0.50163
577 578 579 580 581 582 583 584
0.13684 0.42815 1.01307 0.75343 0.74305 0.12772 0.35359 0.37044
585 586 587 588 589 590 591 592
0.37658 0.53280 0.36538 0.51613 0.44223 -0.96368 0.51251 0.82174
593 594 595 596 597 598 599 600
0.40431 0.51293 0.02030 0.58164 0.86764 0.22631 0.69616 -0.67823
601 602 603 604 605 606 607 608
0.28951 0.85940 0.77370 0.39027 0.77989 -1.06289 0.31908 0.65985
609 610 611 612 613 614 615 616
0.11568 0.47350 -0.82274 0.24445 0.61506 0.43561 0.71385 0.63197
617 618 619 620 621 622 623 624
0.31299 -0.74693 0.34919 0.23532 0.03532 0.36339 0.14594 0.69134
625 626 627 628 629 630 631 632
-0.23562 0.11808 1.02380 0.29223 -0.22767 -0.19824 0.08291 0.77963
633 634 635 636 637 638 639 640
0.71020 0.71198 0.85825 0.15754 -0.38545 0.68303 0.75621 0.06949
641 642 643 644 645 646 647 648
0.64642 0.09548 -0.57680 0.50245 -0.33450 0.68927 0.62795 0.33678
649 650 651 652 653 654 655 656
0.47576 0.52076 0.73116 -0.19744 0.70522 0.63550 0.83701 0.23119
657 658 659 660 661 662 663 664
0.58495 0.25966 -0.15210 0.52416 0.59980 0.33661 0.23829 0.78050
665 666 667 668 669 670 671 672
0.81396 -0.33450 0.38023 0.79843 -3.63108 0.24456 0.50432 0.76947
673 674 675 676 677 678 679 680
0.74521 0.53734 0.17009 0.68831 -0.07032 -1.02428 0.36723 0.34919
681 682 683 684 685 686 687 688
-0.87095 -1.00944 0.57248 0.36442 0.57020 0.43738 0.54487 0.88360
689 690 691 692 693 694 695 696
1.04151 0.18969 0.44369 0.78124 -0.03335 -0.43123 0.64189 0.81301
697 698 699 700 701 702 703 704
0.67152 0.37099 0.19572 1.45411 1.85674 1.23383 0.50170 1.10701
705 706 707 708 709 710 711 712
1.06663 1.80795 1.44144 1.08474 -0.03008 0.86515 1.76360 1.58044
713 714 715 716 717 718 719 720
-1.23262 0.96417 1.08474 1.16750 1.68911 1.52053 1.41963 1.52859
721 722 723 724 725 726 727 728
1.07903 0.87050 1.84074 1.43591 0.85109 0.81483 1.40362 1.56059
729 730 731 732 733 734 735 736
1.27446 1.01462 1.44589 1.78084 1.49186 0.96828 1.29477 0.22624
737 738 739 740 741 742 743 744
1.64227 1.75369 1.69425 1.24864 0.73704 -0.74983 1.26553 -0.04435
745 746 747 748 749 750 751 752
0.76873 1.72860 0.76022 1.22839 1.66375 -0.19844 0.71148 1.88506
753 754 755 756 757 758 759 760
1.46915 0.54734 1.52971 1.33493 1.75897 1.24381 1.34886 1.42544
761 762 763 764 765 766 767 768
1.31271 1.26943 1.11618 1.81072 1.19886 0.62692 1.18723 0.34996
769 770 771 772 773 774 775 776
1.03428 1.80360 -1.32745 1.07171 1.80296 1.48713 0.95363 1.08981
777 778 779 780 781 782 783 784
0.34202 1.74847 1.62860 1.43386 1.98201 1.69945 1.83619 2.11198
785 786 787 788 789 790 791 792
1.99475 1.08467 2.28265 1.90100 2.35426 2.79778 2.43659 2.84965
793 794 795 796 797 798 799 800
2.22067 2.61754 -0.58973 2.36124 2.48915 1.59512 -1.64650 2.48701
801 802 803 804 805 806 807 808
2.81333 2.34530 -1.92787 2.20809 2.36196 2.14605 2.29787 1.88587
809 810 811 812 813 814 815 816
2.43787 1.73928 2.57843 -0.36245 2.76947 2.79128 0.44810 1.81696
817 818 819 820 821 822 823 824
2.14335 2.55500 2.51211 2.37646 2.04822 1.03261 2.12884 2.55727
825 826 827 828 829 830 831 832
2.11687 2.68596 2.50624 2.61553 2.62711 1.69050 2.29304 1.68792
833 834 835 836 837 838 839 840
2.75796 2.50496 1.13420 2.41472 2.41605 2.77581 2.00698 2.03778
841 842 843 844 845 846 847 848
1.44718 2.52584 2.57460 2.54996 2.76885 2.28964 2.09683 2.18255
849 850 851 852 853 854 855 856
2.67872 1.93751 3.04048 3.42411 3.32864 3.43291 2.30245 3.03500
857 858 859 860 861 862 863 864
2.72335 3.12216 3.38733 2.44718 2.66346 3.47406 2.65958 1.44810
865 866 867 868 869 870 871 872
3.47617 3.04365 3.86238 3.16416 3.61039 2.59808 3.64801 -0.19800
873 874 875 876 877 878 879 880
3.27456 2.86947 3.20809 3.68981 3.77047 4.28715 2.79464 3.70052
881 882 883 884 885 886 887 888
3.88394 3.56308 4.50619 4.09440 3.74682 3.97698 4.45020 3.92934
889 890 891 892 893 894 895 896
4.58093 4.33106 4.33837 4.61883 4.44224 4.67996 5.27631 5.35393
897 898 899 900 901 902 903 904
4.65376 5.63132 5.58093 4.90066 2.91482 4.89781 4.68933 4.69050
905 906 907 908 909 910 911 912
4.29042 4.70448 5.81762 6.56080 4.63755 7.91341 9.64185 8.67532
913 914 915
10.45323 13.22820 14.33941
Code
residuals(M_bioChem, type = "pearson")
Output
1 2 3 4 5 6
-1.227824326 -0.972684512 -0.981613545 -1.034780982 -1.298472056 -0.832648948
7 8 9 10 11 12
-0.941198967 -0.956515018 -1.118093972 -0.974064469 -1.241201778 -1.060400992
13 14 15 16 17 18
-0.928735171 -1.039348975 -0.976893748 -0.916885976 -1.074192987 -1.086710643
19 20 21 22 23 24
-0.992539549 -1.024484905 -1.061166449 -0.856841197 -1.081905534 -1.058698274
25 26 27 28 29 30
-0.835130815 -1.014952092 -0.990342756 -1.052761486 -0.905301784 -1.157977571
31 32 33 34 35 36
-0.902016988 -1.259157804 -1.064852002 -1.015796741 -0.996023029 -0.900194270
37 38 39 40 41 42
-0.899028627 -1.164090911 -1.021210375 -1.055562044 -1.164090911 -0.924697071
43 44 45 46 47 48
-1.098285771 -0.927126630 -1.102155795 -0.994189321 -1.126990750 -1.623384671
49 50 51 52 53 54
-1.098184347 -1.100955139 -1.102156422 -0.806081027 -1.063948061 -1.259157804
55 56 57 58 59 60
-1.027059172 -1.039899047 -0.929269867 -1.018360497 -1.022668576 -1.020592430
61 62 63 64 65 66
-0.976924166 -0.999162494 -0.956296307 -1.012625311 -0.993852946 -1.043859323
67 68 69 70 71 72
-1.298872191 -1.204172465 -0.999705236 -0.895567758 -1.043567444 -0.808524153
73 74 75 76 77 78
-0.989827299 -1.056221078 -1.027270590 -0.967088840 -0.904657347 -1.013137037
79 80 81 82 83 84
-1.069640469 -0.966039539 -0.923870749 -0.904645745 -1.296077560 -1.207950198
85 86 87 88 89 90
-1.467480121 -0.910511818 -1.493970392 -0.982846375 -1.486966577 -1.116436585
91 92 93 94 95 96
-1.024748144 -0.982006013 -1.151949098 -1.467480121 -1.099656960 -1.220543708
97 98 99 100 101 102
-1.149922341 -0.993937972 -0.854095268 -1.259157804 -0.968835055 -0.999162494
103 104 105 106 107 108
-0.986510637 -1.038143318 -0.914747659 -1.032103247 -1.084819882 -0.972684512
109 110 111 112 113 114
-0.853586356 -0.831688241 -1.145130534 -0.900754545 -0.915356941 -1.193010850
115 116 117 118 119 120
-0.952402950 -1.054226604 -1.170171089 -0.888728369 -1.039899047 -1.033925675
121 122 123 124 125 126
-0.998877898 -1.019271512 -1.145610136 -0.912160184 -0.922661439 -1.200810136
127 128 129 130 131 132
-1.007643830 -1.147624014 -1.015796741 -1.044249350 -0.925908341 -1.397011690
133 134 135 136 137 138
-1.045929731 -0.943743632 -1.012380247 -1.393581899 -1.073808911 -0.955482283
139 140 141 142 143 144
-0.835550734 -0.932869479 -0.888499293 -0.991918207 -1.018023201 -0.927126630
145 146 147 148 149 150
-0.923386558 -0.863260267 -1.108846018 -0.923386558 -1.148620178 -0.903794454
151 152 153 154 155 156
-1.043683057 -1.162249708 -1.027529324 -0.956139707 -1.048439267 -1.069340936
157 158 159 160 161 162
-0.972857005 -0.989773784 -1.044167159 -1.248389517 -1.020860608 -0.920056037
163 164 165 166 167 168
-1.017655891 -1.012269655 -1.155088314 -0.967746518 -1.118372739 -1.058801175
169 170 171 172 173 174
-1.114295691 -1.084453002 -1.013455610 -1.003339223 -0.914160791 -1.023978125
175 176 177 178 179 180
-0.928991291 -0.931618684 -1.093281640 -0.971642315 -0.879162614 -0.999162494
181 182 183 184 185 186
-0.888682547 -1.305987095 -1.149390028 -1.178446100 -1.088019279 -1.095018673
187 188 189 190 191 192
-0.951275576 -1.066909215 -0.894410651 -1.003229520 -0.899214985 -0.968578242
193 194 195 196 197 198
-0.902532041 -1.124666882 -1.081273303 -1.102993153 -0.983064918 -0.810977491
199 200 201 202 203 204
-1.260569370 -0.803230274 -1.070997566 -1.070419829 -0.936850636 -0.952286788
205 206 207 208 209 210
-1.004813995 -0.816524608 -1.021028558 -1.028074233 -0.900377401 -0.980051403
211 212 213 214 215 216
-0.922095819 -1.007201903 -0.990610597 -0.927918547 -0.999528969 -1.164090911
217 218 219 220 221 222
-1.169079690 -1.222940252 -1.060693370 -1.211000906 -1.159256068 -1.062186371
223 224 225 226 227 228
-1.094979740 -1.027101707 -1.012238178 -1.117242317 -1.028074233 -0.920875116
229 230 231 232 233 234
-1.059628146 -1.174551375 -0.995179513 -1.469862973 -1.023451982 -1.140948915
235 236 237 238 239 240
-1.145610136 -1.078884592 -0.942045279 -1.271148978 -0.999162494 -1.100593292
241 242 243 244 245 246
-0.910972799 -0.915641466 -1.086365630 -1.081159189 -1.056221078 -1.020592430
247 248 249 250 251 252
-0.972335308 -1.099991481 -0.919766718 -0.915306820 -1.349041985 -1.131697100
253 254 255 256 257 258
-0.955990931 -1.173890850 -0.946694601 -0.933828470 -1.006292476 -1.049002037
259 260 261 262 263 264
-1.080003720 -1.143095935 -1.066949065 -1.038617119 -0.999162494 -0.905772437
265 266 267 268 269 270
-0.938681741 -1.154824373 -0.910702065 -1.727313123 -0.965744906 -1.084465117
271 272 273 274 275 276
-0.981054415 -1.167241955 -0.997300247 -1.110236428 -1.123998638 -0.535709241
277 278 279 280 281 282
-0.154837960 -0.584000848 0.054277379 -0.338511443 -0.237788826 -0.439454759
283 284 285 286 287 288
-0.236036421 -0.227082134 -0.607573502 -0.140887251 -0.530524632 -0.633821726
289 290 291 292 293 294
-0.406398064 -0.749110025 -0.618947821 -0.499766111 -0.485079627 -0.351427197
295 296 297 298 299 300
-0.313003917 -0.459184761 -0.826524342 0.035454727 -0.382538755 -0.518523286
301 302 303 304 305 306
-0.425754259 -0.393374069 -1.365233474 -0.310503488 -0.393032067 -0.443167292
307 308 309 310 311 312
-0.441642665 -0.185501128 -0.581057433 -0.286227620 -0.114205391 -0.662835898
313 314 315 316 317 318
-0.723945914 -0.616305159 -0.638326763 -0.233486005 -0.740622056 -0.249485189
319 320 321 322 323 324
-0.269690270 -0.386438096 -0.504853262 -0.635562708 -0.185414061 -0.567456742
325 326 327 328 329 330
-0.598709947 -0.344717230 -0.164750543 -2.690731886 -0.561440854 -0.354067620
331 332 333 334 335 336
-0.449915740 -0.225854859 -0.652797654 -0.600265154 -0.288779439 -0.283919743
337 338 339 340 341 342
-0.284185792 -0.311240670 -0.358044585 -0.225854859 -0.175844394 -0.236295612
343 344 345 346 347 348
-0.325104016 -0.271850184 -0.188226497 -0.293155114 -0.357930947 -0.660205728
349 350 351 352 353 354
-0.135695206 -0.173844074 -0.337938557 -0.463671117 -0.262207182 -0.282911084
355 356 357 358 359 360
-0.442388938 -0.384330274 -0.156828144 -0.236244733 -0.204687731 -0.459371550
361 362 363 364 365 366
-0.742830346 -0.507128760 -0.621416386 -0.521771170 -0.106783961 -0.343584274
367 368 369 370 371 372
-0.092317077 -0.145934714 -0.156915736 -0.404468406 -0.174801133 -0.463729861
373 374 375 376 377 378
-0.173696790 -0.350576208 -0.514712098 -0.312161572 -0.360391792 -0.533363268
379 380 381 382 383 384
-0.485834821 -0.639435421 -0.913549025 -0.691454503 -0.253299773 -0.282884876
385 386 387 388 389 390
-0.245965259 -0.518564403 -0.270701142 -0.678485298 -0.145909119 -0.078918253
391 392 393 394 395 396
-0.548850055 -0.515666484 -0.194849687 -0.622773013 -0.533595713 0.050376793
397 398 399 400 401 402
-0.142705180 -0.336836677 -0.425905577 -0.345206451 -1.006342805 -0.443294635
403 404 405 406 407 408
-0.565932125 -0.299448719 -0.497132218 -0.300785293 0.041405971 -0.953463822
409 410 411 412 413 414
-0.504912901 -0.265893849 -0.160385499 -0.415402365 -0.264657075 -0.611244093
415 416 417 418 419 420
-0.103222020 -0.185501128 -0.313055667 -0.065816173 -0.508180176 -0.742160460
421 422 423 424 425 426
-0.670535075 -0.004912839 -0.124827690 -0.185331232 -0.186103965 -0.483536707
427 428 429 430 431 432
-0.650938684 -0.468627556 -0.459839512 -0.125692708 -0.391364499 -0.357321331
433 434 435 436 437 438
-0.533595713 -0.681201255 -0.393945827 -0.518906133 -0.357045752 -0.561404814
439 440 441 442 443 444
-0.435707948 -0.204622832 -0.608036599 -0.575874578 -0.267042577 -0.638227450
445 446 447 448 449 450
-0.528415410 -0.446756045 -0.302120518 -0.380903425 -0.552680745 -0.199970334
451 452 453 454 455 456
-0.699171901 -0.195085501 -0.124197294 -0.578256440 -1.517870683 -0.265536153
457 458 459 460 461 462
-0.335631445 -0.479617561 -0.705881197 -0.249434179 -0.109835752 -0.227433710
463 464 465 466 467 468
-0.259482236 -0.362200894 -0.482724890 -0.352348578 -0.542308990 -0.326806915
469 470 471 472 473 474
-0.418712192 -0.378566958 -1.036882491 -0.508649993 -0.308201632 -0.232996293
475 476 477 478 479 480
-0.313003917 -0.361933737 -0.390835659 -0.318266651 -0.156828144 -0.670535075
481 482 483 484 485 486
-0.667103056 -0.667103056 -1.552282109 -0.451311482 -0.407934590 -0.443167292
487 488 489 490 491 492
-0.489698028 -0.670046507 -0.386767992 -0.271585677 -0.414201934 -0.095764291
493 494 495 496 497 498
-0.377629063 -0.716141105 -0.340153582 -0.436766109 -0.259621587 -0.376809835
499 500 501 502 503 504
-0.502380560 -0.180892378 -0.538589405 -0.333087355 -0.320268304 -0.122127960
505 506 507 508 509 510
-0.262328311 -0.439454759 -0.534999857 -0.907629499 -0.580058307 -0.303925576
511 512 513 514 515 516
-0.458398450 -0.775810566 -0.477677496 -0.724844525 -0.172367450 -0.147468226
517 518 519 520 521 522
-0.204917239 -0.222201443 -0.447442561 -0.430251923 -0.476361629 0.094514641
523 524 525 526 527 528
-0.010274877 0.439307672 0.177940793 0.525271336 0.434357420 0.560063724
529 530 531 532 533 534
0.640115589 0.608008551 0.372442409 0.621801422 0.438781551 0.543640891
535 536 537 538 539 540
0.130461074 0.309380702 0.042999210 0.280555008 0.488069499 0.522560104
541 542 543 544 545 546
-0.398997546 0.687518181 0.390240466 -0.796436769 0.111925931 -0.775569243
547 548 549 550 551 552
-1.373598024 -0.058229849 0.110075104 0.422498015 0.529213027 0.640988494
553 554 555 556 557 558
0.394320147 0.197240661 0.211529711 0.689024118 0.096173213 0.512921666
559 560 561 562 563 564
0.338760400 0.132016306 -0.288280659 0.314188999 0.310357731 0.520908455
565 566 567 568 569 570
0.223945845 0.336043411 0.241191589 0.599652141 -0.496119869 0.049757944
571 572 573 574 575 576
0.252150815 0.343645693 0.268331259 -0.005319038 0.204715544 0.351096200
577 578 579 580 581 582
0.087097324 0.293305070 0.865570647 0.574286125 0.564142876 0.081127767
583 584 585 586 587 588
0.237322853 0.249756870 0.254321313 0.376476044 0.246011520 0.362837106
589 590 591 592 593 594
0.304169655 -0.511941581 0.359891130 0.643481789 0.275127640 0.360232178
595 596 597 598 599 600
0.012601711 0.417389732 0.692627675 0.147076633 0.519481303 -0.374019982
601 602 603 604 605 606
0.191111112 0.683638909 0.594355392 0.264548589 0.600558788 -0.557900685
607 608 609 610 611 612
0.212233070 0.486104150 0.073279382 0.328640380 -0.444956482 0.159568790
613 614 615 616 617 618
0.446238924 0.299045847 0.536116371 0.461122337 0.207853988 -0.408046467
619 620 621 622 623 624
0.234096582 0.153270512 0.021990888 0.244539280 0.093083397 0.514998642
625 626 627 628 629 630
-0.139248916 0.074843617 0.879543988 0.193042621 -0.134736239 -0.117940344
631 632 633 634 635 636
0.052147267 0.600304530 0.532664180 0.534353712 0.682386141 0.100744324
637 638 639 640 641 642
-0.222103499 0.507298010 0.577009264 0.043580772 0.474002233 0.060215832
643 644 645 646 647 648
-0.322726049 0.351758309 -0.194365719 0.513075117 0.457566458 0.225041338
649 650 651 652 653 654
0.330431540 0.366609084 0.552651217 -0.117483663 0.527975958 0.464258179
655 656 657 658 659 660
0.659584638 0.150427356 0.420210158 0.170131816 -0.091260100 0.369389011
661 662 663 664 665 666
0.432980248 0.224918945 0.155314475 0.601173321 0.635372553 -0.194365719
667 668 669 670 671 672
0.257041003 0.619359754 -1.507396644 0.159646063 0.353263456 0.590133464
673 674 675 676 677 678
0.566244895 0.380217835 0.109086623 0.512183260 -0.042851636 -0.540124695
679 680 681 682 683 684
0.247382132 0.234096582 -0.468100244 -0.533254978 0.409606464 0.245304457
685 686 687 688 689 690
0.407679550 0.300413586 0.386457046 0.710267164 0.903047200 0.122211897
691 692 693 694 695 696
0.305300225 0.601918069 -0.020475246 -0.246670736 0.469952770 0.634381714
697 698 699 700 701 702
0.496716838 0.250163117 0.126278644 1.003570982 1.475325366 0.803330217
703 704 705 706 707 708
0.284012993 0.699925026 0.668494216 1.407839529 0.991208792 0.682511399
709 710 711 712 713 714
-0.015853248 0.520750975 1.349512398 1.133693217 -0.574523934 0.591588532
715 716 717 718 719 720
0.682511399 0.748315609 1.257249039 1.070352720 0.970190342 1.078695267
721 722 723 724 725 726
0.678077273 0.524497326 1.452800225 0.985849681 0.510944583 0.485925721
727 728 729 730 731 732
0.954973344 1.112366113 0.838119538 0.628972530 0.995535887 1.371861082
733 734 735 736 737 738
1.041107829 0.594603809 0.855839673 0.123148101 1.202511547 1.336832561
739 740 741 742 743 744
1.263409721 0.815909308 0.433502036 -0.365652871 0.830400145 -0.023330541
745 746 747 748 749 750
0.454656169 1.305311037 0.448947887 0.798734620 1.227322330 -0.102530993
751 752 753 754 755 756
0.416632831 1.516246191 1.018391655 0.312039448 1.079867075 0.891579032
757 758 759 760 761 762
1.343572930 0.811789429 0.904191897 0.975751303 0.871694245 0.833759688
763 764 765 766 767 768
0.707158525 1.411576063 0.774061011 0.361969686 0.764458838 0.193757564
769 770 771 772 773 774
0.643786654 1.402003892 -0.613509880 0.672417108 1.401144830 1.036344379
775 776 777 778 779 780
0.583898652 0.686458618 0.189149512 1.330211054 1.186975701 0.983859852
781 782 783 784 785 786
1.667412788 1.269661314 1.446462350 1.336806950 1.231522006 0.579692881
787 788 789 790 791 792
1.504212148 1.152057280 1.580425368 2.169749277 1.673196708 2.257501830
793 794 795 796 797 798
1.441256885 1.900670258 -0.266397543 1.588064650 1.735669702 0.916269669
799 800 801 802 803 804
-0.682714501 1.733070973 2.195505919 1.570672066 -0.782499630 1.428798113
805 806 807 808 809 810
1.588855252 1.368791645 1.520088416 1.139588437 1.674694034 1.023384359
811 812 813 814 815 816
1.848376475 -0.166996755 2.124010559 2.159116700 0.222889935 1.083963745
817 818 819 820 821 822
1.366234848 1.817935263 1.763831008 1.604865510 1.278672413 0.548305707
823 824 825 826 827 828
1.352546421 1.820864260 1.341356377 1.996986005 1.756573352 1.897943015
829 830 831 832 833 834
1.913764631 0.986405548 1.515033862 0.984470746 2.105834987 1.755005381
835 836 837 838 839 840
0.609992478 1.647981204 1.649495783 2.134127102 1.242177993 1.269351799
841 842 843 844 845 846
0.812575126 1.780932797 1.843358664 1.811468694 2.123030320 1.511485334
847 848 849 850 851 852
1.322793284 1.403807020 1.986485285 1.182540438 1.895023606 2.343023863
853 854 855 856 857 858
2.219496825 2.354897778 1.266332422 1.889422121 1.597993546 1.980689138
859 860 861 862 863 864
2.294310287 1.374065597 1.547102340 2.411638741 1.543856609 0.720297072
865 866 867 868 869 870
2.414603328 1.898265617 3.076368335 2.026526155 2.615364544 1.493106821
871 872 873 874 875 876
2.676432718 -0.085044939 2.153493076 1.728586326 2.075872578 2.747116887
877 878 879 880 881 882
2.892840893 2.828342332 1.442848733 2.162918003 2.346119439 2.036333471
883 884 885 886 887 888
3.158260728 2.581593905 2.207503461 2.446471905 3.067879469 2.394402402
889 890 891 892 893 894
3.286550955 2.889716600 2.900141640 3.355317109 3.055401427 3.472094435
895 896 897 898 899 900
3.471438687 3.593794013 2.698845526 4.108064533 4.003992722 2.969744557
901 902 903 904 905 906
1.376923012 2.966392765 2.735681992 2.736903676 2.355788892 2.751573339
907 908 909 910 911 912
3.471099885 3.748213983 2.136713074 4.807233704 7.059029787 4.420005699
913 914 915
7.212550671 7.202417151 6.438455395
Code
influence(M_bioChem)
Output
$hat
1 2 3 4 5 6
0.004805283 0.004567173 0.003677432 0.005721927 0.007880318 0.006131357
7 8 9 10 11 12
0.003296051 0.005255914 0.007210943 0.005977464 0.006251496 0.010773555
13 14 15 16 17 18
0.003786550 0.004107798 0.004738046 0.003253224 0.005087617 0.007414154
19 20 21 22 23 24
0.003496570 0.004652583 0.004511540 0.009979347 0.004324047 0.002602589
25 26 27 28 29 30
0.009711585 0.005638751 0.003784361 0.004397478 0.003241210 0.004866418
31 32 33 34 35 36
0.003624002 0.006715645 0.007459534 0.006007321 0.004547317 0.004147073
37 38 39 40 41 42
0.004597356 0.006520143 0.005504341 0.004607412 0.006520143 0.003298873
43 44 45 46 47 48
0.005564020 0.003463096 0.006593347 0.005494320 0.004589907 0.008960554
49 50 51 52 53 54
0.005834682 0.005148887 0.006914465 0.006077557 0.005788576 0.006715645
55 56 57 58 59 60
0.003134559 0.005162929 0.003273653 0.002782139 0.003663414 0.004990716
61 62 63 64 65 66
0.003523753 0.003398418 0.003602227 0.004187856 0.003869986 0.002673272
67 68 69 70 71 72
0.007910866 0.006753332 0.003260459 0.006464233 0.006112020 0.005688133
73 74 75 76 77 78
0.004817295 0.006184374 0.006474148 0.005416832 0.005621995 0.003221669
79 80 81 82 83 84
0.003113008 0.003369760 0.004111658 0.003604785 0.003061523 0.005266333
85 86 87 88 89 90
0.008359288 0.008148113 0.014782783 0.005354749 0.008660930 0.002804952
91 92 93 94 95 96
0.004493655 0.003755293 0.007237888 0.008359288 0.005944601 0.007534662
97 98 99 100 101 102
0.007363407 0.003621118 0.006445564 0.006715645 0.003635368 0.003398418
103 104 105 106 107 108
0.007637765 0.003955410 0.006100341 0.002721470 0.004744168 0.004567173
109 110 111 112 113 114
0.010275113 0.005950275 0.004794909 0.003962755 0.003452666 0.004652030
115 116 117 118 119 120
0.005783908 0.005133061 0.006472909 0.003328541 0.005162929 0.002946111
121 122 123 124 125 126
0.004086579 0.003642317 0.003570536 0.004047415 0.004295917 0.002655509
127 128 129 130 131 132
0.005118077 0.004439278 0.006007321 0.005209421 0.003571702 0.003981922
133 134 135 136 137 138
0.006473375 0.004848100 0.004826426 0.013785614 0.004384107 0.003470693
139 140 141 142 143 144
0.009706365 0.005453038 0.003351819 0.006506257 0.005364051 0.003463096
145 146 147 148 149 150
0.004279701 0.006216264 0.005139232 0.004279701 0.004558981 0.010929151
151 152 153 154 155 156
0.006070224 0.005084694 0.004465979 0.013388260 0.005026730 0.003191654
157 158 159 160 161 162
0.005736891 0.004836570 0.004010759 0.004550198 0.003940015 0.003550040
163 164 165 166 167 168
0.006808271 0.004868664 0.005074282 0.003472889 0.004880124 0.005238030
169 170 171 172 173 174
0.004393528 0.004648094 0.004390155 0.005590452 0.003531172 0.005891411
175 176 177 178 179 180
0.005489789 0.003505507 0.004428540 0.004403073 0.007991890 0.003398418
181 182 183 184 185 186
0.003332912 0.004720432 0.007114590 0.003805223 0.006100849 0.006803936
187 188 189 190 191 192
0.003469426 0.004961837 0.007264598 0.004829161 0.004519312 0.004928894
193 194 195 196 197 198
0.003516305 0.005096952 0.005985650 0.004658376 0.003755049 0.005737472
199 200 201 202 203 204
0.003160749 0.007081893 0.006942180 0.002932415 0.006006383 0.003366171
205 206 207 208 209 210
0.004345271 0.006025262 0.003922256 0.006170251 0.010629861 0.003939331
211 212 213 214 215 216
0.005342659 0.003684039 0.003836643 0.007287359 0.004228932 0.006520143
217 218 219 220 221 222
0.007017609 0.006605566 0.006821571 0.004367745 0.004611639 0.005119385
223 224 225 226 227 228
0.004195486 0.004421263 0.004107977 0.007686677 0.006170251 0.003735603
229 230 231 232 233 234
0.004947456 0.004913773 0.004461910 0.010681494 0.005041977 0.005026255
235 236 237 238 239 240
0.003570536 0.008175737 0.003327771 0.009834031 0.003398418 0.006266104
241 242 243 244 245 246
0.004286745 0.003319174 0.002719709 0.004132495 0.006184374 0.004990716
247 248 249 250 251 252
0.005621209 0.005411956 0.006017610 0.003354408 0.005134369 0.006369549
253 254 255 256 257 258
0.003547880 0.004957818 0.004334282 0.004055763 0.004030758 0.005714430
259 260 261 262 263 264
0.004099189 0.005353508 0.004003381 0.004443004 0.003398418 0.003245554
265 266 267 268 269 270
0.006710349 0.006524470 0.005385142 0.018360224 0.005644017 0.007668393
271 272 273 274 275 276
0.003815176 0.005000081 0.005531473 0.004792571 0.002957134 0.004609574
277 278 279 280 281 282
0.004371391 0.004367745 0.009914564 0.003854352 0.003440148 0.005139232
283 284 285 286 287 288
0.003982712 0.004396514 0.007133861 0.004279701 0.005568705 0.004713624
289 290 291 292 293 294
0.002692936 0.006968256 0.007457202 0.006460135 0.005214435 0.003950959
295 296 297 298 299 300
0.004138196 0.005895737 0.007061100 0.010909085 0.006202856 0.008244604
301 302 303 304 305 306
0.005563353 0.004237221 0.026192597 0.003913023 0.002920270 0.004588240
307 308 309 310 311 312
0.005135625 0.004011184 0.005683825 0.003729196 0.005190758 0.007339843
313 314 315 316 317 318
0.006992197 0.006527176 0.009557738 0.003517851 0.011498410 0.004314229
319 320 321 322 323 324
0.004722039 0.005872970 0.006147022 0.004511143 0.004026121 0.008550807
325 326 327 328 329 330
0.008278646 0.003841018 0.006006383 0.220082323 0.005233479 0.004132016
331 332 333 334 335 336
0.006312389 0.004667839 0.006227012 0.006605566 0.003880407 0.005433354
337 338 339 340 341 342
0.008180640 0.004493655 0.005395927 0.004667839 0.003445044 0.003419977
343 344 345 346 347 348
0.002879893 0.006157427 0.006457094 0.003157095 0.004370976 0.005827721
349 350 351 352 353 354
0.005603104 0.007418098 0.002956461 0.004895342 0.005397521 0.005498434
355 356 357 358 359 360
0.004721608 0.007298740 0.005732994 0.004222694 0.003490594 0.005843768
361 362 363 364 365 366
0.009129062 0.005134181 0.008725145 0.007130198 0.005644924 0.004822315
367 368 369 370 371 372
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889 890 891 892 893 894
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901 902 903 904 905 906
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907 908 909 910 911 912
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913 914 915
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-0.502380560 -0.180892378 -0.538589405 -0.333087355 -0.320268304 -0.122127960
505 506 507 508 509 510
-0.262328311 -0.439454759 -0.534999857 -0.907629499 -0.580058307 -0.303925576
511 512 513 514 515 516
-0.458398450 -0.775810566 -0.477677496 -0.724844525 -0.172367450 -0.147468226
517 518 519 520 521 522
-0.204917239 -0.222201443 -0.447442561 -0.430251923 -0.476361629 0.094514641
523 524 525 526 527 528
-0.010274877 0.439307672 0.177940793 0.525271336 0.434357420 0.560063724
529 530 531 532 533 534
0.640115589 0.608008551 0.372442409 0.621801422 0.438781551 0.543640891
535 536 537 538 539 540
0.130461074 0.309380702 0.042999210 0.280555008 0.488069499 0.522560104
541 542 543 544 545 546
-0.398997546 0.687518181 0.390240466 -0.796436769 0.111925931 -0.775569243
547 548 549 550 551 552
-1.373598024 -0.058229849 0.110075104 0.422498015 0.529213027 0.640988494
553 554 555 556 557 558
0.394320147 0.197240661 0.211529711 0.689024118 0.096173213 0.512921666
559 560 561 562 563 564
0.338760400 0.132016306 -0.288280659 0.314188999 0.310357731 0.520908455
565 566 567 568 569 570
0.223945845 0.336043411 0.241191589 0.599652141 -0.496119869 0.049757944
571 572 573 574 575 576
0.252150815 0.343645693 0.268331259 -0.005319038 0.204715544 0.351096200
577 578 579 580 581 582
0.087097324 0.293305070 0.865570647 0.574286125 0.564142876 0.081127767
583 584 585 586 587 588
0.237322853 0.249756870 0.254321313 0.376476044 0.246011520 0.362837106
589 590 591 592 593 594
0.304169655 -0.511941581 0.359891130 0.643481789 0.275127640 0.360232178
595 596 597 598 599 600
0.012601711 0.417389732 0.692627675 0.147076633 0.519481303 -0.374019982
601 602 603 604 605 606
0.191111112 0.683638909 0.594355392 0.264548589 0.600558788 -0.557900685
607 608 609 610 611 612
0.212233070 0.486104150 0.073279382 0.328640380 -0.444956482 0.159568790
613 614 615 616 617 618
0.446238924 0.299045847 0.536116371 0.461122337 0.207853988 -0.408046467
619 620 621 622 623 624
0.234096582 0.153270512 0.021990888 0.244539280 0.093083397 0.514998642
625 626 627 628 629 630
-0.139248916 0.074843617 0.879543988 0.193042621 -0.134736239 -0.117940344
631 632 633 634 635 636
0.052147267 0.600304530 0.532664180 0.534353712 0.682386141 0.100744324
637 638 639 640 641 642
-0.222103499 0.507298010 0.577009264 0.043580772 0.474002233 0.060215832
643 644 645 646 647 648
-0.322726049 0.351758309 -0.194365719 0.513075117 0.457566458 0.225041338
649 650 651 652 653 654
0.330431540 0.366609084 0.552651217 -0.117483663 0.527975958 0.464258179
655 656 657 658 659 660
0.659584638 0.150427356 0.420210158 0.170131816 -0.091260100 0.369389011
661 662 663 664 665 666
0.432980248 0.224918945 0.155314475 0.601173321 0.635372553 -0.194365719
667 668 669 670 671 672
0.257041003 0.619359754 -1.507396644 0.159646063 0.353263456 0.590133464
673 674 675 676 677 678
0.566244895 0.380217835 0.109086623 0.512183260 -0.042851636 -0.540124695
679 680 681 682 683 684
0.247382132 0.234096582 -0.468100244 -0.533254978 0.409606464 0.245304457
685 686 687 688 689 690
0.407679550 0.300413586 0.386457046 0.710267164 0.903047200 0.122211897
691 692 693 694 695 696
0.305300225 0.601918069 -0.020475246 -0.246670736 0.469952770 0.634381714
697 698 699 700 701 702
0.496716838 0.250163117 0.126278644 1.003570982 1.475325366 0.803330217
703 704 705 706 707 708
0.284012993 0.699925026 0.668494216 1.407839529 0.991208792 0.682511399
709 710 711 712 713 714
-0.015853248 0.520750975 1.349512398 1.133693217 -0.574523934 0.591588532
715 716 717 718 719 720
0.682511399 0.748315609 1.257249039 1.070352720 0.970190342 1.078695267
721 722 723 724 725 726
0.678077273 0.524497326 1.452800225 0.985849681 0.510944583 0.485925721
727 728 729 730 731 732
0.954973344 1.112366113 0.838119538 0.628972530 0.995535887 1.371861082
733 734 735 736 737 738
1.041107829 0.594603809 0.855839673 0.123148101 1.202511547 1.336832561
739 740 741 742 743 744
1.263409721 0.815909308 0.433502036 -0.365652871 0.830400145 -0.023330541
745 746 747 748 749 750
0.454656169 1.305311037 0.448947887 0.798734620 1.227322330 -0.102530993
751 752 753 754 755 756
0.416632831 1.516246191 1.018391655 0.312039448 1.079867075 0.891579032
757 758 759 760 761 762
1.343572930 0.811789429 0.904191897 0.975751303 0.871694245 0.833759688
763 764 765 766 767 768
0.707158525 1.411576063 0.774061011 0.361969686 0.764458838 0.193757564
769 770 771 772 773 774
0.643786654 1.402003892 -0.613509880 0.672417108 1.401144830 1.036344379
775 776 777 778 779 780
0.583898652 0.686458618 0.189149512 1.330211054 1.186975701 0.983859852
781 782 783 784 785 786
1.667412788 1.269661314 1.446462350 1.336806950 1.231522006 0.579692881
787 788 789 790 791 792
1.504212148 1.152057280 1.580425368 2.169749277 1.673196708 2.257501830
793 794 795 796 797 798
1.441256885 1.900670258 -0.266397543 1.588064650 1.735669702 0.916269669
799 800 801 802 803 804
-0.682714501 1.733070973 2.195505919 1.570672066 -0.782499630 1.428798113
805 806 807 808 809 810
1.588855252 1.368791645 1.520088416 1.139588437 1.674694034 1.023384359
811 812 813 814 815 816
1.848376475 -0.166996755 2.124010559 2.159116700 0.222889935 1.083963745
817 818 819 820 821 822
1.366234848 1.817935263 1.763831008 1.604865510 1.278672413 0.548305707
823 824 825 826 827 828
1.352546421 1.820864260 1.341356377 1.996986005 1.756573352 1.897943015
829 830 831 832 833 834
1.913764631 0.986405548 1.515033862 0.984470746 2.105834987 1.755005381
835 836 837 838 839 840
0.609992478 1.647981204 1.649495783 2.134127102 1.242177993 1.269351799
841 842 843 844 845 846
0.812575126 1.780932797 1.843358664 1.811468694 2.123030320 1.511485334
847 848 849 850 851 852
1.322793284 1.403807020 1.986485285 1.182540438 1.895023606 2.343023863
853 854 855 856 857 858
2.219496825 2.354897778 1.266332422 1.889422121 1.597993546 1.980689138
859 860 861 862 863 864
2.294310287 1.374065597 1.547102340 2.411638741 1.543856609 0.720297072
865 866 867 868 869 870
2.414603328 1.898265617 3.076368335 2.026526155 2.615364544 1.493106821
871 872 873 874 875 876
2.676432718 -0.085044939 2.153493076 1.728586326 2.075872578 2.747116887
877 878 879 880 881 882
2.892840893 2.828342332 1.442848733 2.162918003 2.346119439 2.036333471
883 884 885 886 887 888
3.158260728 2.581593905 2.207503461 2.446471905 3.067879469 2.394402402
889 890 891 892 893 894
3.286550955 2.889716600 2.900141640 3.355317109 3.055401427 3.472094435
895 896 897 898 899 900
3.471438687 3.593794013 2.698845526 4.108064533 4.003992722 2.969744557
901 902 903 904 905 906
1.376923012 2.966392765 2.735681992 2.736903676 2.355788892 2.751573339
907 908 909 910 911 912
3.471099885 3.748213983 2.136713074 4.807233704 7.059029787 4.420005699
913 914 915
7.212550671 7.202417151 6.438455395
Code
hatvalues(M_bioChem)
Output
1 2 3 4 5 6
0.004805283 0.004567173 0.003677432 0.005721927 0.007880318 0.006131357
7 8 9 10 11 12
0.003296051 0.005255914 0.007210943 0.005977464 0.006251496 0.010773555
13 14 15 16 17 18
0.003786550 0.004107798 0.004738046 0.003253224 0.005087617 0.007414154
19 20 21 22 23 24
0.003496570 0.004652583 0.004511540 0.009979347 0.004324047 0.002602589
25 26 27 28 29 30
0.009711585 0.005638751 0.003784361 0.004397478 0.003241210 0.004866418
31 32 33 34 35 36
0.003624002 0.006715645 0.007459534 0.006007321 0.004547317 0.004147073
37 38 39 40 41 42
0.004597356 0.006520143 0.005504341 0.004607412 0.006520143 0.003298873
43 44 45 46 47 48
0.005564020 0.003463096 0.006593347 0.005494320 0.004589907 0.008960554
49 50 51 52 53 54
0.005834682 0.005148887 0.006914465 0.006077557 0.005788576 0.006715645
55 56 57 58 59 60
0.003134559 0.005162929 0.003273653 0.002782139 0.003663414 0.004990716
61 62 63 64 65 66
0.003523753 0.003398418 0.003602227 0.004187856 0.003869986 0.002673272
67 68 69 70 71 72
0.007910866 0.006753332 0.003260459 0.006464233 0.006112020 0.005688133
73 74 75 76 77 78
0.004817295 0.006184374 0.006474148 0.005416832 0.005621995 0.003221669
79 80 81 82 83 84
0.003113008 0.003369760 0.004111658 0.003604785 0.003061523 0.005266333
85 86 87 88 89 90
0.008359288 0.008148113 0.014782783 0.005354749 0.008660930 0.002804952
91 92 93 94 95 96
0.004493655 0.003755293 0.007237888 0.008359288 0.005944601 0.007534662
97 98 99 100 101 102
0.007363407 0.003621118 0.006445564 0.006715645 0.003635368 0.003398418
103 104 105 106 107 108
0.007637765 0.003955410 0.006100341 0.002721470 0.004744168 0.004567173
109 110 111 112 113 114
0.010275113 0.005950275 0.004794909 0.003962755 0.003452666 0.004652030
115 116 117 118 119 120
0.005783908 0.005133061 0.006472909 0.003328541 0.005162929 0.002946111
121 122 123 124 125 126
0.004086579 0.003642317 0.003570536 0.004047415 0.004295917 0.002655509
127 128 129 130 131 132
0.005118077 0.004439278 0.006007321 0.005209421 0.003571702 0.003981922
133 134 135 136 137 138
0.006473375 0.004848100 0.004826426 0.013785614 0.004384107 0.003470693
139 140 141 142 143 144
0.009706365 0.005453038 0.003351819 0.006506257 0.005364051 0.003463096
145 146 147 148 149 150
0.004279701 0.006216264 0.005139232 0.004279701 0.004558981 0.010929151
151 152 153 154 155 156
0.006070224 0.005084694 0.004465979 0.013388260 0.005026730 0.003191654
157 158 159 160 161 162
0.005736891 0.004836570 0.004010759 0.004550198 0.003940015 0.003550040
163 164 165 166 167 168
0.006808271 0.004868664 0.005074282 0.003472889 0.004880124 0.005238030
169 170 171 172 173 174
0.004393528 0.004648094 0.004390155 0.005590452 0.003531172 0.005891411
175 176 177 178 179 180
0.005489789 0.003505507 0.004428540 0.004403073 0.007991890 0.003398418
181 182 183 184 185 186
0.003332912 0.004720432 0.007114590 0.003805223 0.006100849 0.006803936
187 188 189 190 191 192
0.003469426 0.004961837 0.007264598 0.004829161 0.004519312 0.004928894
193 194 195 196 197 198
0.003516305 0.005096952 0.005985650 0.004658376 0.003755049 0.005737472
199 200 201 202 203 204
0.003160749 0.007081893 0.006942180 0.002932415 0.006006383 0.003366171
205 206 207 208 209 210
0.004345271 0.006025262 0.003922256 0.006170251 0.010629861 0.003939331
211 212 213 214 215 216
0.005342659 0.003684039 0.003836643 0.007287359 0.004228932 0.006520143
217 218 219 220 221 222
0.007017609 0.006605566 0.006821571 0.004367745 0.004611639 0.005119385
223 224 225 226 227 228
0.004195486 0.004421263 0.004107977 0.007686677 0.006170251 0.003735603
229 230 231 232 233 234
0.004947456 0.004913773 0.004461910 0.010681494 0.005041977 0.005026255
235 236 237 238 239 240
0.003570536 0.008175737 0.003327771 0.009834031 0.003398418 0.006266104
241 242 243 244 245 246
0.004286745 0.003319174 0.002719709 0.004132495 0.006184374 0.004990716
247 248 249 250 251 252
0.005621209 0.005411956 0.006017610 0.003354408 0.005134369 0.006369549
253 254 255 256 257 258
0.003547880 0.004957818 0.004334282 0.004055763 0.004030758 0.005714430
259 260 261 262 263 264
0.004099189 0.005353508 0.004003381 0.004443004 0.003398418 0.003245554
265 266 267 268 269 270
0.006710349 0.006524470 0.005385142 0.018360224 0.005644017 0.007668393
271 272 273 274 275 276
0.003815176 0.005000081 0.005531473 0.004792571 0.002957134 0.004609574
277 278 279 280 281 282
0.004371391 0.004367745 0.009914564 0.003854352 0.003440148 0.005139232
283 284 285 286 287 288
0.003982712 0.004396514 0.007133861 0.004279701 0.005568705 0.004713624
289 290 291 292 293 294
0.002692936 0.006968256 0.007457202 0.006460135 0.005214435 0.003950959
295 296 297 298 299 300
0.004138196 0.005895737 0.007061100 0.010909085 0.006202856 0.008244604
301 302 303 304 305 306
0.005563353 0.004237221 0.026192597 0.003913023 0.002920270 0.004588240
307 308 309 310 311 312
0.005135625 0.004011184 0.005683825 0.003729196 0.005190758 0.007339843
313 314 315 316 317 318
0.006992197 0.006527176 0.009557738 0.003517851 0.011498410 0.004314229
319 320 321 322 323 324
0.004722039 0.005872970 0.006147022 0.004511143 0.004026121 0.008550807
325 326 327 328 329 330
0.008278646 0.003841018 0.006006383 0.220082323 0.005233479 0.004132016
331 332 333 334 335 336
0.006312389 0.004667839 0.006227012 0.006605566 0.003880407 0.005433354
337 338 339 340 341 342
0.008180640 0.004493655 0.005395927 0.004667839 0.003445044 0.003419977
343 344 345 346 347 348
0.002879893 0.006157427 0.006457094 0.003157095 0.004370976 0.005827721
349 350 351 352 353 354
0.005603104 0.007418098 0.002956461 0.004895342 0.005397521 0.005498434
355 356 357 358 359 360
0.004721608 0.007298740 0.005732994 0.004222694 0.003490594 0.005843768
361 362 363 364 365 366
0.009129062 0.005134181 0.008725145 0.007130198 0.005644924 0.004822315
367 368 369 370 371 372
0.005750797 0.006271490 0.003663997 0.006140266 0.003373158 0.003359608
373 374 375 376 377 378
0.005374700 0.007561901 0.003956434 0.005261539 0.006184374 0.005435932
379 380 381 382 383 384
0.007719027 0.003306969 0.009976978 0.005044942 0.006842485 0.003663776
385 386 387 388 389 390
0.004450415 0.004416794 0.004228932 0.006498758 0.003516568 0.010447319
391 392 393 394 395 396
0.007673465 0.005097523 0.005424042 0.007107502 0.004913773 0.011256704
397 398 399 400 401 402
0.003944292 0.006753417 0.005944601 0.006738481 0.017570529 0.004328234
403 404 405 406 407 408
0.006725818 0.004700295 0.007377720 0.006347735 0.005832286 0.012309367
409 410 411 412 413 414
0.002613866 0.004059712 0.004239805 0.002879236 0.004261463 0.004453837
415 416 417 418 419 420
0.003498617 0.004011184 0.005209076 0.006252040 0.007417663 0.005239399
421 422 423 424 425 426
0.009341447 0.010942579 0.006201856 0.003363303 0.011468814 0.002804431
427 428 429 430 431 432
0.007021091 0.006835904 0.006539018 0.006681771 0.004455146 0.005133061
433 434 435 436 437 438
0.004913773 0.008276472 0.003056234 0.006520143 0.005501244 0.004453444
439 440 441 442 443 444
0.005390158 0.005629009 0.004425393 0.005990189 0.003903460 0.007157731
445 446 447 448 449 450
0.006163738 0.003486057 0.004246398 0.003113008 0.006042528 0.003789054
451 452 453 454 455 456
0.007073219 0.003356435 0.003540411 0.005977782 0.025644210 0.005877611
457 458 459 460 461 462
0.005513544 0.006759020 0.005210943 0.006308300 0.006509193 0.005123138
463 464 465 466 467 468
0.004045330 0.006359353 0.006527817 0.005013916 0.006615558 0.003081987
469 470 471 472 473 474
0.005078263 0.005745860 0.014394930 0.005280763 0.004989154 0.004813059
475 476 477 478 479 480
0.004138196 0.002726958 0.005252821 0.007024807 0.005732994 0.009341447
481 482 483 484 485 486
0.003036623 0.003036623 0.025203921 0.007013843 0.005811157 0.004588240
487 488 489 490 491 492
0.005786600 0.007478802 0.004332526 0.004367785 0.005214042 0.004791836
493 494 495 496 497 498
0.004496441 0.005059767 0.007104920 0.005757810 0.003507825 0.004003381
499 500 501 502 503 504
0.005076790 0.003658018 0.006888844 0.004443004 0.002689504 0.003280378
505 506 507 508 509 510
0.005372516 0.005139232 0.005081710 0.013168450 0.005388105 0.003010752
511 512 513 514 515 516
0.005477664 0.003647093 0.005944029 0.003363975 0.003296051 0.003384396
517 518 519 520 521 522
0.008470254 0.005331580 0.004393528 0.002575798 0.006318807 0.004541185
523 524 525 526 527 528
0.006120671 0.003791149 0.007134396 0.005542069 0.003834610 0.003547880
529 530 531 532 533 534
0.004079864 0.003937840 0.004443004 0.004407795 0.005441064 0.003683000
535 536 537 538 539 540
0.005097523 0.005754327 0.004367745 0.005679900 0.004215391 0.004403073
541 542 543 544 545 546
0.010140554 0.003248209 0.003936543 0.021713941 0.005693627 0.028777107
547 548 549 550 551 552
0.043768170 0.004733206 0.005337129 0.006954841 0.003635368 0.004193791
553 554 555 556 557 558
0.002874419 0.007192981 0.006114125 0.003241210 0.006615558 0.006539853
559 560 561 562 563 564
0.004370976 0.004409051 0.007268558 0.005141396 0.005540981 0.006973822
565 566 567 568 569 570
0.005403589 0.002940325 0.007726734 0.007313210 0.031847297 0.007471977
571 572 573 574 575 576
0.004345706 0.004008350 0.004643233 0.007299866 0.006056976 0.004075629
577 578 579 580 581 582
0.007171484 0.005165393 0.007726511 0.003658106 0.003356435 0.007271030
583 584 585 586 587 588
0.002512083 0.006054623 0.004250979 0.004664178 0.006266104 0.007104920
589 590 591 592 593 594
0.002748525 0.013939915 0.005100787 0.004295917 0.005058865 0.005835670
595 596 597 598 599 600
0.004425393 0.004088188 0.005808174 0.002495542 0.004930951 0.010645636
601 602 603 604 605 606
0.004384520 0.012069227 0.003327771 0.004245653 0.003366815 0.010728567
607 608 609 610 611 612
0.002573439 0.004444959 0.004324031 0.006543539 0.007243404 0.004359712
613 614 615 616 617 618
0.004345271 0.005756377 0.003369452 0.005002933 0.006989259 0.017385164
619 620 621 622 623 624
0.005882919 0.008161139 0.006036317 0.002737984 0.007310905 0.005584241
625 626 627 628 629 630
0.009475195 0.004688702 0.005915481 0.006496724 0.008038052 0.007770198
631 632 633 634 635 636
0.006743913 0.003568770 0.003435516 0.005474676 0.011506526 0.005882491
637 638 639 640 641 642
0.011420607 0.003431559 0.003924926 0.006813580 0.003496570 0.005000920
643 644 645 646 647 648
0.008085551 0.003924483 0.007266138 0.003497900 0.004417265 0.004588240
649 650 651 652 653 654
0.005912059 0.004555991 0.004364577 0.004766554 0.004235092 0.003809336
655 656 657 658 659 660
0.003660331 0.006614917 0.003769902 0.005214435 0.008496151 0.003364455
661 662 663 664 665 666
0.003965218 0.004578991 0.002851509 0.003510400 0.003325960 0.007266138
667 668 669 670 671 672
0.004195486 0.007070007 0.063951829 0.004936667 0.002838638 0.004848100
673 674 675 676 677 678
0.003328368 0.005297958 0.007763281 0.006421090 0.008063872 0.035749053
679 680 681 682 683 684
0.004831294 0.005882919 0.013358301 0.009688924 0.005408090 0.006854488
685 686 687 688 689 690
0.003843756 0.005872970 0.003731553 0.005377107 0.005868299 0.007458594
691 692 693 694 695 696
0.006507522 0.003466670 0.008154738 0.012502145 0.003675468 0.003516568
697 698 699 700 701 702
0.005621733 0.005069052 0.006520143 0.004961837 0.003546475 0.007363407
703 704 705 706 707 708
0.014032825 0.004389274 0.004505324 0.003670336 0.002705758 0.005990189
709 710 711 712 713 714
0.013763771 0.006536876 0.003658018 0.004422685 0.024403388 0.004511143
715 716 717 718 719 720
0.005990189 0.004913773 0.006539853 0.004619988 0.006635670 0.004742612
721 722 723 724 725 726
0.007510131 0.006441328 0.006681771 0.002551368 0.010194490 0.004820241
727 728 729 730 731 732
0.002758372 0.005499801 0.006348974 0.008045566 0.004669849 0.006005202
733 734 735 736 737 738
0.003987195 0.004617374 0.005288664 0.008825378 0.005405845 0.003679142
739 740 741 742 743 744
0.006173767 0.004695339 0.009129062 0.036190921 0.005497741 0.008775106
745 746 747 748 749 750
0.006016962 0.004456868 0.004967022 0.007237888 0.008976142 0.009874345
751 752 753 754 755 756
0.007688180 0.004007964 0.004511540 0.007625914 0.003936227 0.004498712
757 758 759 760 761 762
0.004848495 0.003376112 0.005832227 0.002958816 0.005531484 0.007429290
763 764 765 766 767 768
0.004575400 0.003463096 0.005229672 0.005354839 0.008075539 0.009976978
769 770 771 772 773 774
0.002892095 0.003307054 0.024258728 0.005726684 0.005299336 0.007874017
775 776 777 778 779 780
0.004753149 0.008209276 0.009574678 0.005851531 0.007861606 0.002559028
781 782 783 784 785 786
0.009975855 0.004403073 0.005445659 0.004416317 0.008395784 0.009780754
787 788 789 790 791 792
0.006369549 0.004900113 0.005718275 0.005732994 0.006015924 0.003384763
793 794 795 796 797 798
0.006524470 0.002799064 0.037917156 0.006914465 0.004158191 0.007847306
799 800 801 802 803 804
0.056811708 0.004307841 0.006326362 0.006236281 0.093169312 0.004662047
805 806 807 808 809 810
0.007923435 0.004661550 0.005195522 0.007037938 0.007028504 0.009092291
811 812 813 814 815 816
0.004234135 0.037674361 0.004848100 0.005514857 0.014807263 0.005227824
817 818 819 820 821 822
0.006685379 0.004293046 0.004097744 0.004239097 0.009726763 0.019802322
823 824 825 826 827 828
0.005423494 0.006474148 0.005123373 0.003517851 0.003834978 0.003557269
829 830 831 832 833 834
0.004314667 0.008299960 0.005372852 0.004312850 0.005035138 0.004281237
835 836 837 838 839 840
0.007839774 0.004324047 0.004149275 0.003296051 0.007667485 0.006638565
841 842 843 844 845 846
0.005549999 0.004117227 0.003738277 0.005147059 0.003577360 0.006660720
847 848 849 850 851 852
0.004880645 0.007071821 0.005472517 0.006592184 0.006542076 0.004285982
853 854 855 856 857 858
0.006745094 0.002574511 0.005356094 0.006783015 0.006968256 0.005550093
859 860 861 862 863 864
0.004311158 0.005549999 0.003699849 0.002588244 0.008350162 0.014807263
865 866 867 868 869 870
0.004140965 0.008132232 0.003987868 0.004655978 0.003079999 0.008779891
871 872 873 874 875 876
0.006506257 0.043768170 0.007738833 0.006445243 0.004662047 0.003758523
877 878 879 880 881 882
0.003466674 0.005351094 0.022878379 0.023367254 0.006978309 0.010512483
883 884 885 886 887 888
0.005977790 0.002599348 0.008021757 0.005998499 0.005540981 0.003437563
889 890 891 892 893 894
0.003641926 0.006006460 0.005163134 0.005590452 0.006668121 0.003430875
895 896 897 898 899 900
0.004871144 0.005686132 0.007497331 0.003604334 0.003641926 0.008364287
901 902 903 904 905 906
0.029283704 0.005143479 0.008440936 0.008299960 0.005408932 0.007258845
907 908 909 910 911 912
0.005280285 0.004150888 0.037674361 0.006412702 0.005397521 0.011860590
913 914 915
0.003884247 0.011777287 0.040628098
Code
rstandard(M_bioChem)
Output
1 2 3 4 5 6
-1.830044391 -1.490129962 -1.501898102 -1.576651212 -1.922229777 -1.289992708
7 8 9 10 11 12
-1.444985405 -1.467997906 -1.689713761 -1.493113383 -1.848415629 -1.615505993
13 14 15 16 17 18
-1.427685081 -1.581587748 -1.496127886 -1.410438239 -1.629444098 -1.648136999
19 20 21 22 23 24
-1.516914710 -1.561752418 -1.611449225 -1.328183138 -1.639153588 -1.606579813
25 26 27 28 29 30
-1.295999477 -1.549460337 -1.514091984 -1.600006009 -1.393862340 -1.740060187
31 32 33 34 35 36
-1.389416877 -1.871622970 -1.618814345 -1.550907481 -1.522534954 -1.387162945
37 38 39 40 41 42
-1.385800512 -1.749475109 -1.557938521 -1.603961250 -1.749475109 -1.421597476
43 44 45 46 47 48
-1.662041675 -1.425168523 -1.668052629 -1.520722122 -1.699222832 -2.318463048
49 50 51 52 53 54
-1.662132888 -1.665245361 -1.668323126 -1.250431931 -1.616235172 -1.871622970
55 56 57 58 59 60
-1.564078635 -1.583174287 -1.428076802 -1.551910108 -1.558493566 -1.556690031
61 62 63 64 65 66
-1.495258384 -1.525992792 -1.466472109 -1.545136874 -1.519016428 -1.586571209
67 68 69 70 71 72
-1.922760663 -1.801537654 -1.526636129 -1.382115839 -1.588917027 -1.253839088
73 74 75 76 77 78
-1.514163056 -1.606124490 -1.566994210 -1.482944808 -1.394604873 -1.545090255
79 80 81 82 83 84
-1.621719346 -1.479953900 -1.421001582 -1.393175825 -1.914584919 -1.805041164
85 86 87 88 89 90
-2.130607448 -1.404785447 -2.169669009 -1.504878599 -2.154502912 -1.683788524
91 92 93 94 95 96
-1.561987671 -1.502502304 -1.734261958 -2.130607448 -1.664184760 -1.823251009
97 98 99 100 101 102
-1.731720242 -1.518944320 -1.321793725 -1.871622970 -1.484059019 -1.525992792
103 104 105 106 107 108
-1.511705944 -1.579827637 -1.409400369 -1.570632058 -1.643397840 -1.490129962
109 110 111 112 113 114
-1.323600494 -1.288453560 -1.723216536 -1.387839698 -1.408396890 -1.785275147
115 116 117 118 119 120
-1.462602887 -1.602579353 -1.757341628 -1.370080987 -1.583174287 -1.573290796
121 122 123 124 125 126
-1.526126969 -1.553827745 -1.722784878 -1.404248621 -1.419411284 -1.793516589
127 128 129 130 131 132
-1.539007380 -1.726170822 -1.550907481 -1.589121863 -1.423514578 -2.040268807
133 134 135 136 137 138
-1.592414279 -1.449707367 -1.545295819 -2.046167362 -1.628352887 -1.465232167
139 140 141 142 143 144
-1.296617815 -1.434752214 -1.369766285 -1.518349384 -1.553460524 -1.425168523
145 146 147 148 149 150
-1.420432220 -1.335056991 -1.675713100 -1.420432220 -1.727577154 -1.397099059
151 152 153 154 155 156
-1.589040673 -1.745816434 -1.565766338 -1.473506015 -1.594658904 -1.621380925
157 158 159 160 161 162
-1.491247116 -1.514103532 -1.588053819 -1.855956269 -1.556235898 -1.415168941
163 164 165 166 167 168
-1.554085449 -1.545176651 -1.736473641 -1.482417003 -1.688102042 -1.608845509
169 170 171 172 173 174
-1.682300608 -1.642828026 -1.546434152 -1.533440005 -1.406744008 -1.562031715
175 176 177 178 179 180
-1.429271149 -1.431575922 -1.654430934 -1.488552464 -1.359429007 -1.525992792
181 182 183 184 185 186
-1.370017845 -1.928567289 -1.730806673 -1.765710526 -1.648796867 -1.658725043
187 188 189 190 191 192
-1.459317615 -1.619551164 -1.381003572 -1.532702089 -1.386014208 -1.484664244
193 194 195 196 197 198
-1.390081200 -1.696593224 -1.639676260 -1.667542783 -1.503973526 -1.257533924
199 200 201 202 203 204
-1.870065142 -1.246795184 -1.626668978 -1.622619126 -1.440797685 -1.460664388
205 206 207 208 209 210
-1.534513310 -1.265987430 -1.556451921 -1.567853050 -1.391964237 -1.499923180
211 212 213 214 215 216
-1.419351929 -1.537291357 -1.514502737 -1.429038227 -1.527135003 -1.749475109
217 218 219 220 221 222
-1.756404805 -1.825462881 -1.612683445 -1.808137651 -1.741503423 -1.613316906
223 224 225 226 227 228
-1.656499307 -1.565147129 -1.544543179 -1.688991732 -1.567853050 -1.416467921
229 230 231 232 233 234
-1.609726777 -1.761647414 -1.521303184 -2.135995391 -1.560644954 -1.717938499
235 236 237 238 239 240
-1.722784878 -1.638281006 -1.446203733 -1.889738327 -1.525992792 -1.665699823
241 242 243 244 245 246
-1.402718652 -1.408708765 -1.643792829 -1.637997243 -1.606124490 -1.556690031
247 248 249 250 251 252
-1.490431873 -1.664184046 -1.416511588 -1.408255902 -1.982456153 -1.706942661
253 254 255 256 257 258
-1.466003296 -1.760829922 -1.453497210 -1.435104979 -1.536307087 -1.595973168
259 260 261 262 263 264
-1.636423195 -1.721035339 -1.618825330 -1.580858857 -1.525992792 -1.394540041
265 266 267 268 269 270
-1.443902904 -1.737395878 -1.403105325 -2.454007650 -1.481232842 -1.645342436
271 272 273 274 275 276
-1.501224594 -1.752235544 -1.525054556 -1.677263761 -1.693891495 -0.616854040
277 278 279 280 281 282
-0.169727481 -0.675153279 0.057370514 -0.381294163 -0.264012169 -0.501334898
283 284 285 286 287 288
-0.262068231 -0.251834133 -0.704687552 -0.154063198 -0.610892367 -0.735667555
289 290 291 292 293 294
-0.461334582 -0.876758561 -0.718613451 -0.574072414 -0.556049372 -0.396521259
295 296 297 298 299 300
-0.351418911 -0.525151065 -0.971041617 0.037637918 -0.433787872 -0.597217909
301 302 303 304 305 306
-0.485073468 -0.446213515 -1.641572443 -0.348453721 -0.445512954 -0.505634377
307 308 309 310 311 312
-0.503950052 -0.204334891 -0.672034572 -0.320100938 -0.124366042 -0.771913524
313 314 315 316 317 318
-0.846134921 -0.715069091 -0.742945284 -0.259075558 -0.868408271 -0.277607357
319 320 321 322 323 324
-0.301043761 -0.438342993 -0.580109006 -0.737705362 -0.204237633 -0.656515060
325 326 327 328 329 330
-0.694332194 -0.388594191 -0.181041640 -3.823808154 -0.648141929 -0.399671119
331 332 333 334 335 336
-0.514152712 -0.250459946 -0.759280722 -0.695633632 -0.323095548 -0.317688031
337 338 339 340 341 342
-0.318437832 -0.349417914 -0.404620690 -0.250459946 -0.193337946 -0.262292245
343 344 345 346 347 348
-0.365367442 -0.303768686 -0.207683611 -0.328073575 -0.404278216 -0.768129876
349 350 351 352 353 354
-0.148352169 -0.191457867 -0.380449022 -0.530264179 -0.292471274 -0.316524447
355 356 357 358 359 360
-0.504737515 -0.436154297 -0.172084253 -0.262339417 -0.226104461 -0.525361267
361 362 363 364 365 366
-0.870060691 -0.582553812 -0.722073118 -0.600802589 -0.116158401 -0.387451259
367 368 369 370 371 372
-0.100167349 -0.159880058 -0.172004026 -0.459836556 -0.192151054 -0.529925848
373 374 375 376 377 378
-0.191094427 -0.396236986 -0.591339870 -0.350630915 -0.407555204 -0.614277968
379 380 381 382 383 384
-0.557659474 -0.741956632 -1.078479629 -0.805801291 -0.282370491 -0.316202416
385 386 387 388 389 390
-0.273565488 -0.596118265 -0.302141521 -0.790615786 -0.159630204 -0.085623722
391 392 393 394 395 396
-0.633697579 -0.592829089 -0.215108891 -0.723132259 -0.614397313 0.053326314
397 398 399 400 401 402
-0.156073313 -0.379878009 -0.485347135 -0.389737445 -1.195954114 -0.505720606
403 404 405 406 407 408
-0.654065650 -0.335670500 -0.571164584 -0.337510573 0.043790443 -1.128384111
409 410 411 412 413 414
-0.579152322 -0.296543754 -0.175960471 -0.472089018 -0.295141116 -0.708187890
415 416 417 418 419 420
-0.112091757 -0.204334891 -0.351668611 -0.071086077 -0.584491296 -0.867543179
421 422 423 424 425 426
-0.782067404 -0.005257472 -0.136255667 -0.204075758 -0.205790856 -0.553525108
427 428 429 430 431 432
-0.757324342 -0.536731529 -0.526106292 -0.137253670 -0.443876484 -0.403713136
433 434 435 436 437 438
-0.614397313 -0.794630215 -0.446627621 -0.597161234 -0.403462395 -0.647844389
439 440 441 442 443 444
-0.496919219 -0.226273361 -0.704289664 -0.665860589 -0.297851309 -0.741926087
445 446 447 448 449 450
-0.608528845 -0.509644529 -0.338713398 -0.431178090 -0.637809182 -0.220761202
451 452 453 454 455 456
-0.816015236 -0.215153837 -0.135371534 -0.668741124 -1.830491241 -0.296400033
457 458 459 460 461 462
-0.378223117 -0.549913857 -0.823408897 -0.277826830 -0.119594715 -0.252329751
463 464 465 466 467 468
-0.289119704 -0.409730129 -0.553585291 -0.397819895 -0.625451843 -0.367401641
469 470 471 472 473 474
-0.476555539 -0.428978355 -1.231226547 -0.584429068 -0.345948826 -0.258681051
475 476 477 478 479 480
-0.351418911 -0.408667916 -0.443426422 -0.358101133 -0.172084253 -0.782067404
481 482 483 484 485 486
-0.775424791 -0.775424791 -1.873139377 -0.516006811 -0.463887024 -0.505634377
487 488 489 490 491 492
-0.561762756 -0.780738843 -0.438395065 -0.303188676 -0.471212221 -0.103922039
493 494 495 496 497 498
-0.427598043 -0.835821747 -0.383852521 -0.498276022 -0.289202865 -0.426522111
499 500 501 502 503 504
-0.576819999 -0.199073671 -0.621041950 -0.375029132 -0.359665958 -0.133050636
505 506 507 508 509 510
-0.292607892 -0.501334898 -0.616144048 -1.073004022 -0.670724727 -0.340610579
511 512 513 514 515 516
-0.524098245 -0.907748190 -0.547357465 -0.845685226 -0.189392643 -0.161367948
517 518 519 520 521 522
-0.226933919 -0.246351816 -0.510697964 -0.489708642 -0.545879684 0.098969140
523 524 525 526 527 528
-0.010882281 0.440371883 0.184841023 0.520424774 0.435726014 0.551434318
529 530 531 532 533 534
0.622633609 0.594348588 0.376966886 0.606665536 0.440242183 0.536636885
535 536 537 538 539 540
0.136113705 0.315991080 0.045263802 0.287603922 0.485916404 0.517652278
541 542 543 544 545 546
-0.435929378 0.663427347 0.393917396 -0.891393993 0.117048764 -0.870473986
547 548 549 550 551 552
-1.593150164 -0.061902887 0.115115773 0.425207888 0.523518760 0.623432331
553 554 555 556 557 558
0.397599130 0.204431953 0.218750204 0.664716991 0.100793076 0.509382196
559 560 561 562 563 564
0.344423175 0.137664906 -0.312380139 0.320602114 0.316914652 0.516811201
565 566 567 568 569 570
0.231161040 0.341538949 0.248729009 0.587939442 -0.550932014 0.052424357
571 572 573 574 575 576
0.259237196 0.349099000 0.275355577 -0.005634156 0.211869885 0.356323946
577 578 579 580 581 582
0.091395164 0.300106784 0.812793505 0.564240245 0.555051745 0.085189080
583 584 585 586 587 588
0.244214901 0.257073007 0.261385680 0.380881959 0.253362354 0.368217310
589 590 591 592 593 594
0.310410240 -0.563758796 0.365005096 0.625642691 0.282146500 0.365469145
595 596 597 598 599 600
0.013305922 0.419763666 0.668667053 0.152964210 0.514975693 -0.408154630
601 602 603 604 605 606
0.197942516 0.663036133 0.582057794 0.271548842 0.587578684 -0.614724007
607 608 609 610 611 612
0.219069187 0.484155038 0.076897181 0.334948396 -0.486663756 0.165876294
613 614 615 616 617 618
0.447001579 0.305845302 0.529727092 0.461075175 0.215138364 -0.447685041
619 620 621 622 623 624
0.241398407 0.159748632 0.023217174 0.251445967 0.097621254 0.511041033
625 626 627 628 629 630
-0.149415593 0.078540172 0.823204210 0.200109956 -0.144415763 -0.126221551
631 632 633 634 635 636
0.054908191 0.587412635 0.526606929 0.528684214 0.661765929 0.105493032
637 638 639 640 641 642
-0.240073234 0.503431392 0.566754632 0.045929744 0.472711747 0.063295956
643 644 645 646 647 648
-0.350628044 0.356937070 -0.209222444 0.508744670 0.457619809 0.232165813
649 650 651 652 653 654
0.336587235 0.371378510 0.544973347 -0.125538155 0.522549215 0.463722220
655 656 657 658 659 660
0.639457873 0.156713747 0.422364971 0.176718370 -0.097483256 0.373829524
661 662 663 664 665 666
0.434457959 0.232041915 0.161409924 0.588166153 0.618249030 -0.209222444
667 668 669 670 671 672
0.264084019 0.605324428 -1.779223140 0.166003261 0.358196645 0.578742502
673 674 675 676 677 678
0.556933149 0.384592931 0.114233682 0.508674345 -0.045567524 -0.602304363
679 680 681 682 683 684
0.254547033 0.241398407 -0.514187588 -0.586574913 0.412659506 0.252731072
685 686 687 688 689 690
0.410506165 0.307207861 0.390261748 0.683594161 0.841797448 0.127775120
691 692 693 694 695 696
0.312107093 0.588813715 -0.021728817 -0.267241268 0.468991394 0.617440378
697 698 699 700 701 702
0.494246150 0.257350620 0.131905442 0.955674854 1.318840318 0.784027942
703 704 705 706 707 708
0.291737542 0.689679592 0.660870609 1.270475833 0.944259293 0.674269162
709 710 711 712 713 714
-0.016595584 0.522690515 1.227648350 1.061776514 -0.621017923 0.589290213
715 716 717 718 719 720
0.674269162 0.733811436 1.159766188 1.010675551 0.928425923 1.017544737
721 722 723 724 725 726
0.670704945 0.526246940 1.304855136 0.939693906 0.514248209 0.488829467
727 728 729 730 731 732
0.913756184 1.045223752 0.814393581 0.625371149 0.948815912 1.245628101
733 734 735 736 737 738
0.986352922 0.592154325 0.829500894 0.127546536 1.116726596 1.218234898
739 740 741 742 743 744
1.164273748 0.794127611 0.439011278 -0.393927070 0.807248337 -0.024371500
745 746 747 748 749 750
0.458889982 1.195084028 0.453109911 0.779889040 1.138079533 -0.107617446
751 752 753 754 755 756
0.422214002 1.347962577 0.967804689 0.318827428 1.018086981 0.860253915
757 758 759 760 761 762
1.223969576 0.789956527 0.871726768 0.931398151 0.843439407 0.810996146
763 764 765 766 767 768
0.696349536 1.273056416 0.757075581 0.368006763 0.749534807 0.199878149
769 770 771 772 773 774
0.637508935 1.266000755 -0.664289067 0.664892367 1.266641897 0.984344119
775 776 777 778 779 780
0.582127791 0.678652588 0.195145014 1.214620422 1.105917934 0.938027556
781 782 783 784 785 786
1.455191120 1.168014175 1.299503285 1.253370502 1.168694458 0.578507762
787 788 789 790 791 792
1.387825453 1.099298079 1.445837738 1.853493695 1.515408381 1.905612445
793 794 795 796 797 798
1.338594541 1.674409256 -0.281309542 1.452497458 1.559534011 0.892884500
799 800 801 802 803 804
-0.743844519 1.557774563 1.870168514 1.438805998 -0.874338760 1.327477042
805 806 807 808 809 810
1.453834549 1.279459633 1.399294365 1.089776424 1.517284425 0.989438447
811 812 813 814 815 816
1.639505319 -0.175491778 1.823731192 1.846599021 0.227293531 1.040665416
817 818 819 820 821 822
1.278695797 1.618252207 1.579722023 1.463212044 1.208864631 0.550995775
823 824 825 826 827 828
1.266801689 1.622088418 1.257519953 1.739927964 1.574316637 1.673178546
829 830 831 832 833 834
1.684630834 0.956176078 1.395512961 0.952535877 1.812283227 1.573544774
835 836 837 838 839 840
0.607037463 1.495483184 1.496475450 1.828743025 1.177201251 1.199250567
841 842 843 844 845 846
0.796993352 1.591938032 1.635601243 1.614392840 1.821943456 1.393669680
847 848 849 850 851 852
1.242224418 1.309166536 1.734650354 1.126254090 1.718524994 2.033220170
853 854 855 856 857 858
1.952395081 2.039310328 1.204716748 1.714508227 1.485969151 1.781436528
859 860 861 862 863 864
2.000782561 1.297985806 1.441918861 2.076387408 1.442618738 0.709664873
865 866 867 868 869 870
2.079926330 1.722346149 2.468991002 1.814118621 2.204964656 1.400801923
871 872 873 874 875 876
2.245729084 -0.088371541 1.907561884 1.590163968 1.849685704 2.284532662
877 878 879 880 881 882
2.367874009 2.408477886 1.368885499 1.963236379 2.082736867 1.852884184
883 884 885 886 887 888
2.609568979 2.243158912 1.981620269 2.153407420 2.555941223 2.113718815
889 890 891 892 893 894
2.679504845 2.447944963 2.453408144 2.720247200 2.549956852 2.780348935
895 896 897 898 899 900
2.864219920 2.936209623 2.364717939 3.207094541 3.154586155 2.553612896
901 902 903 904 905 906
1.308436907 2.547230858 2.392114975 2.392812303 2.107282276 2.401947288
907 908 909 910 911 912
2.917631369 3.129184222 1.958622643 3.812897643 4.931747867 3.636447093
913 914 915
5.099449394 5.381016974 5.056925033
Code
round(rstandard(M_bioChem, type = "pearson"), 5)
Output
1 2 3 4 5 6 7 8
-1.23079 -0.97491 -0.98342 -1.03775 -1.30362 -0.83521 -0.94275 -0.95904
9 10 11 12 13 14 15 16
-1.12215 -0.97699 -1.24510 -1.06616 -0.93050 -1.04149 -0.97922 -0.91838
17 18 19 20 21 22 23 24
-1.07694 -1.09076 -0.99428 -1.02688 -1.06357 -0.86115 -1.08425 -1.06008
25 26 27 28 29 30 31 32
-0.83922 -1.01783 -0.99222 -1.05508 -0.90677 -1.16081 -0.90366 -1.26341
33 34 35 36 37 38 39 40
-1.06885 -1.01886 -0.99830 -0.90207 -0.90110 -1.16790 -1.02403 -1.05800
41 42 43 44 45 46 47 48
-1.16790 -0.92623 -1.10135 -0.92874 -1.10581 -0.99693 -1.12959 -1.63071
49 50 51 52 53 54 55 56
-1.10140 -1.10380 -1.10599 -0.80854 -1.06704 -1.26341 -1.02867 -1.04259
57 58 59 60 61 62 63 64
-0.93079 -1.01978 -1.02455 -1.02315 -0.97865 -1.00086 -0.95802 -1.01475
65 66 67 68 69 70 71 72
-0.99578 -1.04526 -1.30404 -1.20826 -1.00134 -0.89848 -1.04677 -0.81083
73 74 75 76 77 78 79 80
-0.99222 -1.05950 -1.03061 -0.96972 -0.90721 -1.01477 -1.07131 -0.96767
81 82 83 84 85 86 87 88
-0.92578 -0.90628 -1.29807 -1.21114 -1.47365 -0.91424 -1.50514 -0.98549
89 90 91 92 93 94 95 96
-1.49345 -1.11801 -1.02706 -0.98386 -1.15614 -1.47365 -1.10294 -1.22517
97 98 99 100 101 102 103 104
-1.15418 -0.99574 -0.85686 -1.26341 -0.97060 -1.00086 -0.99030 -1.04020
105 106 107 108 109 110 111 112
-0.91755 -1.03351 -1.08740 -0.97491 -0.85801 -0.83417 -1.14789 -0.90254
113 114 115 116 117 118 119 120
-0.91694 -1.19580 -0.95517 -1.05694 -1.17398 -0.89021 -1.04259 -1.03545
121 122 123 124 125 126 127 128
-1.00093 -1.02113 -1.14766 -0.91401 -0.92465 -1.20241 -1.01023 -1.15018
129 130 131 132 133 134 135 136
-1.01886 -1.04698 -0.92757 -1.39980 -1.04933 -0.94604 -1.01483 -1.40329
137 138 139 140 141 142 143 144
-1.07617 -0.95714 -0.83964 -0.93542 -0.88999 -0.99516 -1.02076 -0.92874
145 146 147 148 149 150 151 152
-0.92537 -0.86596 -1.11171 -0.92537 -1.15125 -0.90877 -1.04687 -1.16522
153 154 155 156 157 158 159 160
-1.02983 -0.96261 -1.05108 -1.07105 -0.97566 -0.99218 -1.04627 -1.25124
161 162 163 164 165 166 167 168
-1.02288 -0.92169 -1.02114 -1.01474 -1.15803 -0.96943 -1.12111 -1.06159
169 170 171 172 173 174 175 176
-1.11675 -1.08698 -1.01569 -1.00616 -0.91578 -1.02701 -0.93155 -0.93326
177 178 179 180 181 182 183 184
-1.09571 -0.97379 -0.88270 -1.00086 -0.89017 -1.30908 -1.15350 -1.18069
185 186 187 188 189 190 191 192
-1.09135 -1.09876 -0.95293 -1.06957 -0.89768 -1.00566 -0.90125 -0.97097
193 194 195 196 197 198 199 200
-0.90412 -1.12754 -1.08452 -1.10557 -0.98492 -0.81331 -1.26257 -0.80609
201 202 203 204 205 206 207 208
-1.07473 -1.07199 -0.93968 -0.95389 -1.00700 -0.81900 -1.02304 -1.03126
209 210 211 212 213 214 215 216
-0.90520 -0.98199 -0.92457 -1.00906 -0.99252 -0.93132 -1.00165 -1.16790
217 218 219 220 221 222 223 224
-1.17320 -1.22700 -1.06433 -1.21365 -1.16194 -1.06492 -1.09728 -1.02938
225 226 227 228 229 230 231 232
-1.01432 -1.12156 -1.03126 -0.92260 -1.06226 -1.17745 -0.99741 -1.47778
233 234 235 236 237 238 239 240
-1.02604 -1.14383 -1.14766 -1.08332 -0.94362 -1.27745 -1.00086 -1.10406
241 242 243 244 245 246 247 248
-0.91293 -0.91716 -1.08785 -1.08340 -1.05950 -1.02315 -0.97508 -1.10298
249 250 251 252 253 254 255 256
-0.92255 -0.91685 -1.35252 -1.13532 -0.95769 -1.17681 -0.94875 -0.93573
257 258 259 260 261 262 263 264
-1.00833 -1.05201 -1.08222 -1.14617 -1.06909 -1.04093 -1.00086 -0.90725
265 266 267 268 269 270 271 272
-0.94185 -1.15861 -0.91316 -1.74339 -0.96848 -1.08865 -0.98293 -1.17017
273 274 275 276 277 278 279 280
-1.00007 -1.11291 -1.12566 -0.53695 -0.15518 -0.58528 0.05455 -0.33917
281 282 283 284 285 286 287 288
-0.23820 -0.44059 -0.23651 -0.22758 -0.60975 -0.14119 -0.53201 -0.63532
289 290 291 292 293 294 295 296
-0.40695 -0.75173 -0.62127 -0.50139 -0.48635 -0.35212 -0.31365 -0.46054
297 298 299 300 301 302 303 304
-0.82946 0.03565 -0.38373 -0.52067 -0.42694 -0.39421 -1.38347 -0.31111
305 306 307 308 309 310 311 312
-0.39361 -0.44419 -0.44278 -0.18587 -0.58272 -0.28676 -0.11450 -0.66528
313 314 315 316 317 318 319 320
-0.72649 -0.61833 -0.64140 -0.23390 -0.74492 -0.25003 -0.27033 -0.38758
321 322 323 324 325 326 327 328
-0.50641 -0.63700 -0.18579 -0.56990 -0.60120 -0.34538 -0.16525 -3.04681
329 330 331 332 333 334 335 336
-0.56292 -0.35480 -0.45134 -0.22638 -0.65484 -0.60226 -0.28934 -0.28469
337 338 339 340 341 342 343 344
-0.28536 -0.31194 -0.35901 -0.22638 -0.17615 -0.23670 -0.32557 -0.27269
345 346 347 348 349 350 351 352
-0.18884 -0.29362 -0.35872 -0.66214 -0.13608 -0.17449 -0.33844 -0.46481
353 354 355 356 357 358 359 360
-0.26292 -0.28369 -0.44344 -0.38574 -0.15728 -0.23675 -0.20505 -0.46072
361 362 363 364 365 366 367 368
-0.74624 -0.50844 -0.62415 -0.52364 -0.10709 -0.34442 -0.09258 -0.14639
369 370 371 372 373 374 375 376
-0.15720 -0.40572 -0.17510 -0.46451 -0.17417 -0.35191 -0.51573 -0.31299
377 378 379 380 381 382 383 384
-0.36151 -0.53482 -0.48772 -0.64050 -0.91814 -0.69321 -0.25417 -0.28340
385 386 387 388 389 390 391 392
-0.24651 -0.51971 -0.27128 -0.68070 -0.14617 -0.07933 -0.55097 -0.51699
393 394 395 396 397 398 399 400
-0.19538 -0.62500 -0.53491 0.05066 -0.14299 -0.33798 -0.42718 -0.34638
401 402 403 404 405 406 407 408
-1.01530 -0.44426 -0.56784 -0.30015 -0.49898 -0.30174 0.04153 -0.95939
409 410 411 412 413 414 415 416
-0.50557 -0.26644 -0.16073 -0.41600 -0.26522 -0.61261 -0.10340 -0.18587
417 418 419 420 421 422 423 424
-0.31387 -0.06602 -0.51008 -0.74411 -0.67369 -0.00494 -0.12522 -0.18564
425 426 427 428 429 430 431 432
-0.18718 -0.48422 -0.65324 -0.47024 -0.46135 -0.12611 -0.39224 -0.35824
433 434 435 436 437 438 439 440
-0.53491 -0.68404 -0.39455 -0.52061 -0.35803 -0.56266 -0.43689 -0.20520
441 442 443 444 445 446 447 448
-0.60939 -0.57761 -0.26757 -0.64052 -0.53005 -0.44754 -0.30276 -0.38150
449 450 451 452 453 454 455 456
-0.55436 -0.20035 -0.70166 -0.19541 -0.12442 -0.57999 -1.53772 -0.26632
457 458 459 460 461 462 463 464
-0.33656 -0.48125 -0.70773 -0.25022 -0.11019 -0.22802 -0.26001 -0.36336
465 466 467 468 469 470 471 472
-0.48431 -0.35324 -0.54411 -0.32731 -0.41978 -0.37966 -1.04443 -0.51000
473 474 475 476 477 478 479 480
-0.30897 -0.23356 -0.31365 -0.36243 -0.39187 -0.31939 -0.15728 -0.67369
481 482 483 484 485 486 487 488
-0.66812 -0.66812 -1.57222 -0.45290 -0.40913 -0.44419 -0.49112 -0.67257
489 490 491 492 493 494 495 496
-0.38761 -0.27218 -0.41529 -0.09599 -0.37848 -0.71796 -0.34137 -0.43803
497 498 499 500 501 502 503 504
-0.26008 -0.37757 -0.50366 -0.18122 -0.54045 -0.33383 -0.32070 -0.12233
505 506 507 508 509 510 511 512
-0.26304 -0.44059 -0.53636 -0.91367 -0.58163 -0.30438 -0.45966 -0.77723
513 514 515 516 517 518 519 520
-0.47910 -0.72607 -0.17265 -0.14772 -0.20579 -0.22280 -0.44843 -0.43081
521 522 523 524 525 526 527 528
-0.47787 0.09473 -0.01031 0.44014 0.17858 0.52673 0.43519 0.56106
529 530 531 532 533 534 535 536
0.64143 0.60921 0.37327 0.62318 0.43998 0.54464 0.13079 0.31027
537 538 539 540 541 542 543 544
0.04309 0.28136 0.48910 0.52371 -0.40104 0.68864 0.39101 -0.80523
545 546 547 548 549 550 551 552
0.11225 -0.78698 -1.40468 -0.05837 0.11037 0.42397 0.53018 0.64234
553 554 555 556 557 558 559 560
0.39489 0.19795 0.21218 0.69014 0.09649 0.51461 0.33950 0.13231
561 562 563 564 565 566 567 568
-0.28933 0.31500 0.31122 0.52273 0.22455 0.33654 0.24213 0.60186
569 570 571 572 573 574 575 576
-0.50421 0.04994 0.25270 0.34434 0.26896 -0.00534 0.20534 0.35181
577 578 579 580 581 582 583 584
0.08741 0.29407 0.86893 0.57534 0.56509 0.08142 0.23762 0.25052
585 586 587 588 589 590 591 592
0.25486 0.37736 0.24679 0.36413 0.30459 -0.51555 0.36081 0.64487
593 594 595 596 597 598 599 600
0.27583 0.36129 0.01263 0.41825 0.69465 0.14726 0.52077 -0.37603
601 602 603 604 605 606 607 608
0.19153 0.68780 0.59535 0.26511 0.60157 -0.56092 0.21251 0.48719
609 610 611 612 613 614 615 616
0.07344 0.32972 -0.44658 0.15992 0.44721 0.29991 0.53702 0.46228
617 618 619 620 621 622 623 624
0.20858 -0.41164 0.23479 0.15390 0.02206 0.24487 0.09343 0.51644
625 626 627 628 629 630 631 632
-0.13991 0.07502 0.88216 0.19367 -0.13528 -0.11840 0.05232 0.60138
633 634 635 636 637 638 639 640
0.53358 0.53582 0.68635 0.10104 -0.22338 0.50817 0.57814 0.04373
641 642 643 644 645 646 647 648
0.47483 0.06037 -0.32404 0.35245 -0.19508 0.51397 0.45858 0.22556
649 650 651 652 653 654 655 656
0.33141 0.36745 0.55386 -0.11776 0.52910 0.46514 0.66080 0.15093
657 658 659 660 661 662 663 664
0.42100 0.17058 -0.09165 0.37001 0.43384 0.22544 0.15554 0.60223
665 666 667 668 669 670 671 672
0.63643 -0.19508 0.25758 0.62156 -1.55804 0.16004 0.35377 0.59157
673 674 675 676 677 678 679 680
0.56719 0.38123 0.10951 0.51384 -0.04303 -0.55005 0.24798 0.23479
681 682 683 684 685 686 687 688
-0.47126 -0.53586 0.41072 0.24615 0.40847 0.30130 0.38718 0.71218
689 690 691 692 693 694 695 696
0.90571 0.12267 0.30630 0.60296 -0.02056 -0.24823 0.47082 0.63550
697 698 699 700 701 702 703 704
0.49812 0.25080 0.12669 1.00607 1.47795 0.80630 0.28603 0.70147
705 706 707 708 709 710 711 712
0.67001 1.41043 0.99255 0.68456 -0.01596 0.52246 1.35199 1.13621
713 714 715 716 717 718 719 720
-0.58167 0.59293 0.68456 0.75016 1.26138 1.07283 0.97343 1.08126
721 722 723 724 725 726 727 728
0.68064 0.52619 1.45768 0.98711 0.51357 0.48710 0.95629 1.11544
729 730 731 732 733 734 735 736
0.84079 0.63152 0.99787 1.37600 1.04319 0.59598 0.85811 0.12370
737 738 739 740 741 742 743 744
1.20578 1.33930 1.26733 0.81783 0.43549 -0.37245 0.83269 -0.02343
745 746 747 748 749 750 751 752
0.45603 1.30823 0.45007 0.80164 1.23287 -0.10304 0.41824 1.51929
753 754 755 756 757 758 759 760
1.02070 0.31324 1.08200 0.89359 1.34684 0.81316 0.90684 0.97720
761 762 763 764 765 766 767 768
0.87412 0.83687 0.70878 1.41403 0.77609 0.36294 0.76756 0.19473
769 770 771 772 773 774 775 776
0.64472 1.40433 -0.62109 0.67435 1.40487 1.04045 0.58529 0.68929
777 778 779 780 781 782 783 784
0.19006 1.33412 1.19167 0.98512 1.67579 1.27247 1.45042 1.33977
785 786 787 788 789 790 791 792
1.23672 0.58255 1.50903 1.15489 1.58496 2.17600 1.67825 2.26133
793 794 795 796 797 798 799 800
1.44598 1.90334 -0.27160 1.59358 1.73929 0.91989 -0.70298 1.73682
801 802 803 804 805 806 807 808
2.20248 1.57559 -0.82171 1.43214 1.59519 1.37199 1.52405 1.14362
809 810 811 812 813 814 815 816
1.68061 1.02807 1.85230 -0.17023 2.12918 2.16510 0.22456 1.08681
817 818 819 820 821 822 823 824
1.37082 1.82185 1.76746 1.60828 1.28494 0.55382 1.35623 1.82679
825 826 827 828 829 830 831 832
1.34481 2.00051 1.75995 1.90133 1.91791 0.99052 1.51912 0.98660
833 834 835 836 837 838 839 840
2.11116 1.75877 0.61240 1.65156 1.65293 2.13765 1.24697 1.27359
841 842 843 844 845 846 847 848
0.81484 1.78461 1.84681 1.81615 2.12684 1.51654 1.32603 1.40880
849 850 851 852 853 854 855 856
1.99194 1.18646 1.90125 2.34806 2.22702 2.35793 1.26974 1.89586
857 858 859 860 861 862 863 864
1.60359 1.98621 2.29927 1.37789 1.54997 2.41477 1.55034 0.72569
865 866 867 868 869 870 871 872
2.41962 1.90603 3.08252 2.03126 2.61940 1.49970 2.68518 -0.08697
873 874 875 876 877 878 879 880
2.16187 1.73418 2.08073 2.75229 2.89787 2.83594 1.45964 2.18864
881 882 883 884 885 886 887 888
2.35435 2.04712 3.16774 2.58496 2.21641 2.45384 3.07641 2.39853
889 890 891 892 893 894 895 896
3.29255 2.89843 2.90766 3.36474 3.06564 3.47807 3.47992 3.60406
897 898 899 900 901 902 903 904
2.70902 4.11549 4.01130 2.98224 1.39754 2.97405 2.74730 2.74833
905 906 907 908 909 910 911 912
2.36219 2.76161 3.48030 3.75602 2.17814 4.82272 7.07816 4.44645
913 914 915
7.22660 7.24521 6.57337
Code
cooks.distance(M_bioChem)
Output
1 2 3 4 5 6
1.219057e-03 7.268022e-04 5.949419e-04 1.032933e-03 2.249726e-03 7.172512e-04
7 8 9 10 11 12
4.898614e-04 8.099493e-04 1.524346e-03 9.566403e-04 1.625416e-03 2.063272e-03
13 14 15 16 17 18
5.484934e-04 7.456860e-04 7.607954e-04 4.588004e-04 9.884577e-04 1.481160e-03
19 20 21 22 23 24
5.781347e-04 8.214944e-04 8.544135e-04 1.245842e-03 8.509064e-04 4.887225e-04
25 26 27 28 29 30
1.151130e-03 9.791165e-04 6.233122e-04 8.194839e-04 4.456178e-04 1.098236e-03
31 32 33 34 35 36
4.950170e-04 1.798662e-03 1.431009e-03 1.045627e-03 7.587548e-04 5.647712e-04
37 38 39 40 41 42
6.250379e-04 1.491975e-03 9.673390e-04 8.635441e-04 1.491975e-03 4.732421e-04
43 44 45 46 47 48
1.131135e-03 4.995795e-04 1.352653e-03 9.151374e-04 9.805940e-04 4.007233e-03
49 50 51 52 53 54
1.186586e-03 1.050958e-03 1.419451e-03 6.662392e-04 1.104851e-03 1.798662e-03
55 56 57 58 59 60
5.545530e-04 9.402067e-04 4.742564e-04 4.835602e-04 6.432687e-04 8.751087e-04
61 62 63 64 65 66
5.644715e-04 5.693177e-04 5.530180e-04 7.217441e-04 6.420522e-04 4.880912e-04
67 68 69 70 71 72
2.259978e-03 1.654360e-03 5.466483e-04 8.753780e-04 1.123051e-03 6.268437e-04
73 74 75 76 77 78
7.942646e-04 1.164240e-03 1.153567e-03 8.535808e-04 7.755404e-04 5.547138e-04
79 80 81 82 83 84
5.973278e-04 5.276785e-04 5.897485e-04 4.952472e-04 8.624056e-04 1.294319e-03
85 86 87 88 89 90
3.051081e-03 1.144414e-03 5.665327e-03 8.714104e-04 3.247665e-03 5.859789e-04
91 92 93 94 95 96
7.935872e-04 6.081193e-04 1.624190e-03 3.051081e-03 1.212453e-03 1.899278e-03
97 98 99 100 101 102
1.646964e-03 6.005662e-04 7.938510e-04 1.798662e-03 5.728754e-04 5.693177e-04
103 104 105 106 107 108
1.257993e-03 7.161390e-04 8.612324e-04 4.858091e-04 9.394087e-04 7.268022e-04
109 110 111 112 113 114
1.273800e-03 6.942097e-04 1.058069e-03 5.401417e-04 4.854991e-04 1.113859e-03
115 116 117 118 119 120
8.846063e-04 9.606454e-04 1.496537e-03 4.410997e-04 9.402067e-04 5.280065e-04
121 122 123 124 125 126
6.851572e-04 6.352954e-04 7.866159e-04 5.658370e-04 6.147928e-04 6.415859e-04
127 128 129 130 131 132
8.750374e-04 9.831614e-04 1.045627e-03 9.567165e-04 5.140056e-04 1.305591e-03
133 134 135 136 137 138
1.195709e-03 7.266907e-04 8.324612e-04 4.587723e-03 8.499635e-04 5.317777e-04
139 140 141 142 143 144
1.151657e-03 7.996104e-04 4.439762e-04 1.080940e-03 9.365451e-04 4.995795e-04
145 146 147 148 149 150
6.134152e-04 7.817681e-04 1.064057e-03 6.134152e-04 1.011669e-03 1.520967e-03
151 152 153 154 155 156
1.115525e-03 1.156486e-03 7.929425e-04 2.095671e-03 9.302464e-04 6.121722e-04
157 158 159 160 161 162
9.154206e-04 7.973873e-04 7.346933e-04 1.192725e-03 6.897767e-04 5.044285e-04
163 164 165 166 167 168
1.191300e-03 8.396344e-04 1.139915e-03 5.458643e-04 1.027311e-03 9.890249e-04
169 170 171 172 173 174
9.172497e-04 9.195849e-04 7.581580e-04 9.485511e-04 4.953194e-04 1.041794e-03
175 176 177 178 179 180
7.983792e-04 5.106533e-04 8.900789e-04 6.989569e-04 1.046180e-03 5.693177e-04
181 182 183 184 185 186
4.416373e-04 1.354622e-03 1.589041e-03 8.874824e-04 1.218506e-03 1.378421e-03
187 188 189 190 191 192
5.269117e-04 9.507507e-04 9.828048e-04 8.179480e-04 6.145857e-04 7.783222e-04
193 194 195 196 197 198
4.807510e-04 1.085539e-03 1.180445e-03 9.534208e-04 6.093916e-04 6.361869e-04
199 200 201 202 203 204
8.424071e-04 7.724162e-04 1.345775e-03 5.632916e-04 8.892734e-04 5.122113e-04
205 206 207 208 209 210
7.375975e-04 6.776611e-04 6.868691e-04 1.100466e-03 1.467263e-03 6.356197e-04
211 212 213 214 215 216
7.652641e-04 6.274973e-04 6.323317e-04 1.061186e-03 7.101518e-04 1.491975e-03
217 218 219 220 221 222
1.621224e-03 1.668499e-03 1.296756e-03 1.076954e-03 1.042504e-03 9.725816e-04
223 224 225 226 227 228
8.454637e-04 7.842793e-04 7.073228e-04 1.623994e-03 1.100466e-03 5.319388e-04
229 230 231 232 233 234
9.350733e-04 1.141002e-03 7.431161e-04 3.929725e-03 8.891499e-04 1.101546e-03
235 236 237 238 239 240
7.866159e-04 1.612338e-03 4.954969e-04 2.701203e-03 5.693177e-04 1.281032e-03
241 242 243 244 245 246
5.980241e-04 4.668931e-04 5.378842e-04 8.117779e-04 1.164240e-03 8.751087e-04
247 248 249 250 251 252
8.957915e-04 1.103304e-03 8.587580e-04 4.715379e-04 1.573468e-03 1.377108e-03
253 254 255 256 257 258
5.442674e-04 1.150037e-03 6.530683e-04 5.942722e-04 6.857915e-04 1.060113e-03
259 260 261 262 263 264
8.034615e-04 1.178460e-03 7.656801e-04 8.059427e-04 5.693177e-04 4.466830e-04
265 266 267 268 269 270
9.988006e-04 1.469304e-03 7.524691e-04 9.474681e-03 8.873157e-04 1.526408e-03
271 272 273 274 275 276
6.166939e-04 1.146836e-03 9.271699e-04 9.940792e-04 6.263595e-04 2.225261e-04
277 278 279 280 281 282
1.762092e-05 2.504581e-04 4.966092e-06 7.418244e-05 3.264390e-05 1.671286e-04
283 284 285 286 287 288
3.727794e-05 3.811978e-05 4.452353e-04 1.428009e-05 2.641584e-04 3.185971e-04
289 290 291 292 293 294
7.452813e-05 6.609031e-04 4.833194e-04 2.724290e-04 2.066442e-04 8.197107e-05
295 296 297 298 299 300
6.813358e-05 2.096515e-04 8.154313e-04 2.336216e-06 1.531778e-04 3.756176e-04
301 302 303 304 305 306
1.699609e-04 1.102122e-04 8.580153e-03 6.337231e-05 7.562544e-05 1.515740e-04
307 308 309 310 311 312
1.686772e-04 2.319026e-05 3.235032e-04 5.130175e-05 1.140179e-05 5.454393e-04
313 314 315 316 317 318
6.193973e-04 4.186525e-04 6.616551e-04 3.218910e-05 1.075784e-03 4.514367e-05
319 320 321 322 323 324
5.778567e-05 1.479049e-04 2.643623e-04 3.064639e-04 2.325546e-05 4.668533e-04
325 326 327 328 329 330
5.028769e-04 7.665911e-05 2.750099e-05 4.365935e-01 2.778465e-04 8.705217e-05
331 332 333 334 335 336
2.156777e-04 4.005783e-05 4.478280e-04 4.019774e-04 5.435451e-05 7.379725e-05
337 338 339 340 341 342
1.119375e-04 7.320708e-05 1.165436e-04 4.005783e-05 1.787714e-05 3.204490e-05
343 344 345 346 347 348
5.102404e-05 7.678424e-05 3.862550e-05 4.550697e-05 9.415222e-05 4.283343e-04
349 350 351 352 353 354
1.738949e-05 3.792525e-05 5.660674e-05 1.771391e-04 6.252204e-05 7.416120e-05
355 356 357 358 359 360
1.554741e-04 1.823344e-04 2.377235e-05 3.961304e-05 2.454533e-05 2.079508e-04
361 362 363 364 365 366
8.551061e-04 2.223450e-04 5.714769e-04 3.281904e-04 1.085016e-05 9.580091e-05
367 368 369 370 371 372
8.263240e-06 2.254245e-05 1.514695e-05 1.694942e-04 1.729453e-05 1.212245e-04
373 374 375 376 377 378
2.731918e-05 1.572671e-04 1.760860e-04 8.635800e-05 1.355447e-04 2.605574e-04
379 380 381 382 383 384
3.084035e-04 2.268555e-04 1.415862e-03 4.060927e-04 7.418156e-05 4.922495e-05
385 386 387 388 389 390
4.527631e-05 1.997129e-04 5.208835e-05 5.051533e-04 1.256587e-05 1.107467e-05
391 392 393 394 395 396
3.912357e-04 2.282363e-04 3.469727e-05 4.660375e-04 2.354871e-04 4.870280e-06
397 398 399 400 401 402
1.349367e-05 1.294485e-04 1.818766e-04 1.356567e-04 3.072718e-03 1.429921e-04
403 404 405 406 407 408
3.639019e-04 7.091057e-05 3.084230e-04 9.694197e-05 1.686142e-06 1.911838e-03
409 410 411 412 413 414
1.116448e-04 4.822741e-05 1.833223e-05 8.328532e-05 5.017460e-05 2.798270e-04
415 416 417 418 419 420
6.256538e-06 2.319026e-05 8.597832e-05 4.570705e-06 3.240546e-04 4.860587e-04
421 422 423 424 425 426
7.132765e-04 4.499771e-08 1.630782e-05 1.938377e-05 6.774820e-05 1.098985e-04
427 428 429 430 431 432
5.028674e-04 2.536637e-04 2.334921e-04 1.783133e-05 1.147498e-04 1.103603e-04
433 434 435 436 437 438
2.354871e-04 6.508241e-04 7.953659e-05 2.964595e-04 1.181813e-04 2.360336e-04
439 440 441 442 443 444
1.723994e-04 3.972757e-05 2.751138e-04 3.350917e-04 4.675808e-05 4.929633e-04
445 446 447 448 449 450
2.904117e-04 1.167770e-04 6.515176e-05 7.574725e-05 3.113727e-04 2.544533e-05
451 452 453 454 455 456
5.845200e-04 2.143371e-05 9.166579e-06 3.371612e-04 1.037224e-02 6.989035e-05
457 458 459 460 461 462
1.046664e-04 2.626718e-04 4.372868e-04 6.624753e-05 1.325976e-05 4.462270e-05
463 464 465 466 467 468
4.576556e-05 1.408322e-04 2.568648e-04 1.047941e-04 3.286050e-04 5.520051e-05
469 470 471 472 473 474
1.499054e-04 1.388335e-04 2.655287e-03 2.301349e-04 7.977925e-05 4.397022e-05
475 476 477 478 479 480
6.813358e-05 5.986283e-05 1.351463e-04 1.202787e-04 2.377235e-05 7.132765e-04
481 482 483 484 485 486
2.266038e-04 2.266038e-04 1.065199e-02 2.414745e-04 1.630627e-04 1.515740e-04
487 488 489 490 491 492
2.339751e-04 5.680821e-04 1.089588e-04 5.416589e-05 1.506566e-04 7.394861e-06
493 494 495 496 497 498
1.078358e-04 4.369004e-04 1.389797e-04 1.851909e-04 3.968446e-05 9.550024e-05
499 500 501 502 503 504
2.157369e-04 2.009640e-05 3.376875e-04 8.289140e-05 4.622619e-05 8.208369e-06
505 506 507 508 509 510
6.228677e-05 1.671286e-04 2.449013e-04 1.856584e-03 3.054364e-04 4.663127e-05
511 512 513 514 515 516
1.939552e-04 3.685366e-04 2.287587e-04 2.965637e-04 1.642937e-05 1.235013e-05
517 518 519 520 521 522
6.029630e-05 4.434471e-05 1.478976e-04 7.988155e-05 2.420267e-04 6.822908e-06
523 524 525 526 527 528
1.090269e-07 1.228730e-04 3.819233e-05 2.577005e-04 1.215071e-04 1.868012e-04
529 530 531 532 533 534
2.809068e-04 2.445419e-04 1.036362e-04 2.865567e-04 1.765096e-04 1.827594e-04
535 536 537 538 539 540
1.460861e-05 9.286292e-05 1.357779e-06 7.536558e-05 1.687793e-04 2.021669e-04
541 542 543 544 545 546
2.746021e-04 2.575651e-04 1.007058e-04 2.398602e-03 1.202427e-05 3.058435e-03
547 548 549 550 551 552
1.505220e-02 2.700328e-06 1.089389e-05 2.098202e-04 1.709313e-04 2.896052e-04
553 554 555 556 557 558
7.491988e-05 4.731740e-05 4.615861e-05 2.581336e-04 1.033448e-05 2.905480e-04
559 560 561 562 563 564
8.433685e-05 1.292073e-05 1.021561e-04 8.546514e-05 8.994701e-05 3.198313e-04
565 566 567 568 569 570
4.565867e-05 5.566633e-05 7.608630e-05 4.447655e-04 1.393820e-03 3.129850e-06
571 572 573 574 575 576
4.645288e-05 7.952887e-05 5.624116e-05 3.492960e-08 4.282361e-05 8.441954e-05
577 578 579 580 581 582
9.198541e-06 7.483237e-05 9.798835e-04 2.025559e-04 1.792361e-04 8.093239e-06
583 584 585 586 587 588
2.369990e-05 6.371559e-05 4.621718e-05 1.112140e-04 6.400546e-05 1.581338e-04
589 590 591 592 593 594
4.261582e-05 6.262431e-04 1.112423e-04 2.990312e-04 6.447264e-05 1.276992e-04
595 596 597 598 599 600
1.181713e-07 1.196799e-04 4.698375e-04 9.042141e-06 2.239819e-04 2.535749e-04
601 602 603 604 605 606
2.692523e-05 9.632272e-04 1.972377e-04 4.994588e-05 2.037550e-04 5.686870e-04
607 608 609 610 611 612
1.941900e-05 1.766219e-04 3.903598e-06 1.193454e-04 2.425163e-04 1.866369e-05
613 614 615 616 617 618
1.454732e-04 8.679364e-05 1.625017e-04 1.790862e-04 5.103742e-05 4.996664e-04
619 620 621 622 623 624
5.436967e-05 3.248138e-05 4.924536e-07 2.743837e-05 1.071366e-05 2.496256e-04
625 626 627 628 629 630
3.120972e-05 4.418685e-06 7.718046e-04 4.088001e-05 2.471601e-05 1.829705e-05
631 632 633 634 635 636
3.098142e-06 2.158817e-04 1.635825e-04 2.634105e-04 9.139149e-04 1.006875e-05
637 638 639 640 641 642
9.607837e-05 1.482014e-04 2.195137e-04 2.186515e-06 1.318543e-04 3.052633e-06
643 644 645 646 647 648
1.426520e-04 8.157092e-05 4.642224e-05 1.545474e-04 1.555091e-04 3.908535e-05
649 650 651 652 653 654
1.088682e-04 1.029922e-04 2.241261e-04 1.107027e-05 1.984387e-04 1.378898e-04
655 656 657 658 659 660
2.673593e-04 2.528084e-05 1.117873e-04 2.541957e-05 1.199621e-05 7.702979e-05
661 662 663 664 665 666
1.248829e-04 3.896341e-05 1.152996e-05 2.129410e-04 2.252768e-04 4.642224e-05
667 668 669 670 671 672
4.658946e-05 4.584768e-04 2.764142e-02 2.117862e-05 5.937796e-05 2.841463e-04
673 674 675 676 677 678
1.790542e-04 1.290138e-04 1.563891e-05 2.843829e-04 2.508186e-06 1.869482e-03
679 680 681 682 683 684
4.975714e-05 5.436967e-05 5.011397e-04 4.682210e-04 1.528750e-04 6.969616e-05
685 686 687 688 689 690
1.072970e-04 8.938443e-05 9.358107e-05 4.570082e-04 8.070381e-04 1.884670e-05
691 692 693 694 695 696
1.024211e-04 2.107911e-04 5.792008e-07 1.300158e-04 1.362913e-04 2.375357e-04
697 698 699 700 701 702
2.337941e-04 5.341167e-05 1.755689e-05 8.412168e-04 1.295708e-03 8.037763e-04
703 704 705 706 707 708
1.940642e-04 3.615475e-04 3.386041e-04 1.221391e-03 4.454730e-04 4.706821e-04
709 710 711 712 713 714
5.927353e-07 2.993475e-04 1.118489e-03 9.558194e-04 1.410505e-03 2.655229e-04
715 716 717 718 719 720
4.706821e-04 4.631397e-04 1.745655e-03 8.903600e-04 1.054946e-03 9.285239e-04
721 722 723 724 725 726
5.842551e-04 2.991739e-04 2.382184e-03 4.153958e-04 4.527538e-04 1.915377e-04
727 728 729 730 731 732
4.215833e-04 1.146784e-03 7.528292e-04 5.391197e-04 7.786299e-04 1.906463e-03
733 734 735 736 737 738
7.260689e-04 2.746117e-04 6.525073e-04 2.270582e-05 1.317040e-03 1.103954e-03
739 740 741 742 743 744
1.662901e-03 5.258809e-04 2.912212e-04 8.681691e-04 6.388462e-04 8.102263e-07
745 746 747 748 749 750
2.098139e-04 1.276987e-03 1.685240e-04 7.808637e-04 2.294497e-03 1.764764e-05
751 752 753 754 755 756
2.258827e-04 1.548105e-03 7.869203e-04 1.256634e-04 7.710725e-04 6.014133e-04
757 758 759 760 761 762
1.472990e-03 3.733273e-04 8.040536e-04 4.723009e-04 7.083317e-04 8.736851e-04
763 764 765 766 767 768
3.848528e-04 1.158071e-03 5.277497e-04 1.181961e-04 7.994131e-04 6.369048e-05
769 770 771 772 773 774
2.009374e-04 1.090600e-03 1.598419e-03 4.365338e-04 1.752473e-03 1.431923e-03
775 776 777 778 779 780
2.726739e-04 6.554540e-04 5.820227e-05 1.746051e-03 1.875423e-03 4.149691e-04
781 782 783 784 785 786
4.716215e-03 1.193475e-03 1.919802e-03 1.327061e-03 2.158329e-03 5.586686e-04
787 788 789 790 791 792
2.432909e-03 1.094636e-03 2.407924e-03 4.550334e-03 2.841098e-03 2.894531e-03
793 794 795 796 797 798
2.288561e-03 1.694766e-03 4.845292e-04 2.946934e-03 2.105265e-03 1.115473e-03
799 800 801 802 803 804
4.960987e-03 2.175158e-03 5.147359e-03 2.596446e-03 1.156212e-02 1.601128e-03
805 806 807 808 809 810
3.387198e-03 1.469306e-03 2.021809e-03 1.544987e-03 3.332031e-03 1.616342e-03
811 812 813 814 815 816
2.431531e-03 1.890891e-04 3.680907e-03 4.332501e-03 1.263171e-04 1.034551e-03
817 818 819 820 821 822
2.107909e-03 2.385108e-03 2.142269e-03 1.835225e-03 2.702873e-03 1.032721e-03
823 824 825 826 827 828
1.671691e-03 3.624334e-03 1.552225e-03 2.354709e-03 1.987383e-03 2.150934e-03
829 830 831 832 833 834
2.656616e-03 1.368595e-03 2.077675e-03 7.027047e-04 3.759181e-03 2.216673e-03
835 836 837 838 839 840
4.938984e-04 1.974275e-03 1.897295e-03 2.518552e-03 2.002419e-03 1.806643e-03
841 842 843 844 845 846
6.175936e-04 2.194483e-03 2.133011e-03 2.844145e-03 2.706678e-03 2.570293e-03
847 848 849 850 851 852
1.437340e-03 2.355913e-03 3.638924e-03 1.556879e-03 3.967296e-03 3.955335e-03
853 854 855 856 857 858
5.613379e-03 2.391810e-03 1.446962e-03 4.091111e-03 3.007438e-03 3.669575e-03
859 860 861 862 863 864
3.815045e-03 1.766000e-03 1.486930e-03 2.521909e-03 3.373191e-03 1.319181e-03
865 866 867 868 869 870
4.057384e-03 4.964379e-03 6.340696e-03 3.216753e-03 3.532997e-03 3.320316e-03
871 872 873 874 875 876
7.869776e-03 5.770025e-05 6.075180e-03 3.251521e-03 3.379759e-03 4.763114e-03
877 878 879 880 881 882
4.868859e-03 7.211335e-03 8.314159e-03 1.910179e-02 6.492048e-03 7.420467e-03
883 884 885 886 887 888
1.005757e-02 2.902350e-03 6.620896e-03 6.056165e-03 8.788974e-03 3.307384e-03
889 890 891 892 893 894
6.604344e-03 8.460786e-03 7.313020e-03 1.060797e-02 1.051478e-02 6.940998e-03
895 896 897 898 899 900
9.879616e-03 1.238013e-02 9.239493e-03 1.021138e-02 9.802470e-03 1.250292e-02
901 902 903 904 905 906
9.819953e-03 7.621530e-03 1.070862e-02 1.053618e-02 5.057593e-03 9.294081e-03
907 908 909 910 911 912
1.071615e-02 9.800572e-03 3.095587e-02 2.501890e-02 4.531417e-02 3.955162e-02
913 914 915
3.394015e-02 1.042656e-01 3.049753e-01
Code
round(predict(M_bioChem, type = "link"), 5)
Output
1 2 3 4 5 6 7 8
0.68177 0.26481 0.28201 0.37992 0.77575 -0.03855 0.20228 0.23307
9 10 11 12 13 14 15 16
0.51944 0.26748 0.70014 0.42452 0.17669 0.38799 0.27295 0.15190
17 18 19 20 21 22 23 24
0.44788 0.46871 0.30275 0.36154 0.42583 0.01884 0.46076 0.42160
25 26 27 28 29 30 31 32
-0.03256 0.34428 0.29861 0.41138 0.12721 0.58099 0.12013 0.72436
33 34 35 36 37 38 39 40
0.43211 0.34582 0.30929 0.11618 0.11365 0.59016 0.35563 0.41621
41 42 43 44 45 46 47 48
0.59016 0.16829 0.48767 0.17335 0.49394 0.30585 0.53344 1.13464
49 50 51 52 53 54 55 56
0.48750 0.49200 0.49394 -0.10432 0.43057 0.72436 0.36616 0.38895
57 58 59 60 61 62 63 64
0.17780 0.35047 0.35827 0.35452 0.27301 0.31516 0.23264 0.34003
65 66 67 68 69 70 71 72
0.30522 0.39590 0.77627 0.64858 0.31618 0.10611 0.39539 -0.09815
73 74 75 76 77 78 79 80
0.29763 0.41735 0.36654 0.25391 0.12582 0.34096 0.44022 0.25186
81 82 83 84 85 86 87 88
0.16657 0.12580 0.77269 0.65394 0.97488 0.13837 1.00340 0.28437
89 90 91 92 93 94 95 96
0.99592 0.51681 0.36201 0.28276 0.57189 0.97488 0.48989 0.67165
97 98 99 100 101 102 103 104
0.56881 0.30538 0.01244 0.72436 0.25732 0.31516 0.29135 0.38586
105 106 107 108 109 110 111 112
0.14737 0.37516 0.46559 0.26481 0.01125 -0.04088 0.56150 0.11739
113 114 115 116 117 118 119 120
0.14866 0.63259 0.22488 0.41391 0.59921 0.09109 0.38895 0.37840
121 122 123 124 125 126 127 128
0.31463 0.35213 0.56224 0.14188 0.16404 0.64379 0.33088 0.56531
129 130 131 132 133 134 135 136
0.34582 0.39659 0.17082 0.89572 0.39952 0.20745 0.33958 0.89173
137 138 139 140 141 142 143 144
0.44724 0.23102 -0.03155 0.18523 0.09059 0.30158 0.34986 0.17335
145 146 147 148 149 150 151 152
0.16555 0.03369 0.50471 0.16555 0.56683 0.12396 0.39559 0.58741
153 154 155 156 157 158 159 160
0.36700 0.23232 0.40389 0.43971 0.26514 0.29753 0.39644 0.70989
161 162 163 164 165 166 167 168
0.35500 0.15857 0.34920 0.33938 0.57664 0.25520 0.51988 0.42178
169 170 171 172 173 174 175 176
0.51341 0.46498 0.34155 0.32293 0.14613 0.36062 0.17722 0.18265
177 178 179 180 181 182 183 184
0.47951 0.26279 0.06981 0.31516 0.09099 0.78533 0.56800 0.61141
185 186 187 188 189 190 191 192
0.47087 0.48235 0.22262 0.43560 0.10358 0.32273 0.11406 0.25682
193 194 195 196 197 198 199 200
0.12124 0.52980 0.45971 0.49529 0.28478 -0.09197 0.72625 -0.11155
201 202 203 204 205 206 207 208
0.44251 0.44153 0.19341 0.22464 0.32566 -0.07811 0.35531 0.36797
209 210 211 212 213 214 215 216
0.11658 0.27902 0.16285 0.33007 0.29911 0.17500 0.31585 0.59016
217 218 219 220 221 222 223 224
0.59759 0.67499 0.42502 0.65826 0.58292 0.42757 0.48228 0.36623
225 226 227 228 229 230 231 232
0.33932 0.51809 0.36797 0.16029 0.42319 0.60568 0.30771 0.97747
233 234 235 236 237 238 239 240
0.35968 0.55509 0.56224 0.45573 0.20400 0.74027 0.31516 0.49141
241 242 243 244 245 246 247 248
0.13935 0.14927 0.46814 0.45952 0.41735 0.35452 0.26413 0.49043
249 250 251 252 253 254 255 256
0.15797 0.14856 0.83879 0.54078 0.23203 0.60471 0.21341 0.18721
257 258 259 260 261 262 263 264
0.32839 0.40487 0.45760 0.55839 0.43567 0.38670 0.31516 0.12822
265 266 267 268 269 270 271 272
0.19715 0.57624 0.13877 1.23203 0.25128 0.46500 0.28094 0.59486
273 274 275 276 277 278 279 280
0.31169 0.50693 0.52875 0.60791 0.18185 0.65826 -0.06392 0.39280
281 282 283 284 285 286 287 288
0.27806 0.50471 0.27605 0.26572 0.68247 0.16555 0.60244 0.70915
289 290 291 292 293 294 295 296
0.46845 0.82271 0.69407 0.56980 0.55408 0.40731 0.36401 0.52616
297 298 299 300 301 302 303 304
0.89566 -0.04176 0.44204 0.58975 0.48973 0.45405 1.33982 0.36117
305 306 307 308 309 310 311 312
0.45368 0.50875 0.50709 0.21756 0.65522 0.33358 0.13432 0.73828
313 314 315 316 317 318 319 320
0.79842 0.69138 0.71370 0.27311 0.81455 0.29152 0.31469 0.44637
321 322 323 324 325 326 327 328
0.57523 0.71091 0.21746 0.64112 0.67339 0.39978 0.19341 2.21284
329 330 331 332 333 334 335 336
0.63486 0.41027 0.51610 0.26430 0.72824 0.67499 0.33649 0.33095
337 338 339 340 341 342 343 344
0.33125 0.36201 0.41472 0.26430 0.20633 0.27634 0.37769 0.31716
345 346 347 348 349 350 351 352
0.22073 0.34147 0.41460 0.73566 0.15948 0.20400 0.39216 0.53101
353 354 355 356 357 358 359 360
0.30612 0.32980 0.50791 0.44403 0.18417 0.27629 0.23982 0.52636
361 362 363 364 365 366 367 368
0.81667 0.57765 0.69658 0.59319 0.12562 0.39851 0.10864 0.17145
369 370 371 372 373 374 375 376
0.18427 0.46632 0.20512 0.53108 0.20383 0.40636 0.58571 0.36305
377 378 379 380 381 382 383 384
0.41735 0.60544 0.55489 0.71481 0.97457 0.76665 0.29590 0.32977
385 386 387 388 389 390 391 392
0.28747 0.58980 0.31585 0.75384 0.17142 0.09290 0.62171 0.58672
393 394 395 396 397 398 399 400
0.22842 0.69795 0.60568 -0.05933 0.16768 0.39092 0.48989 0.40033
401 402 403 404 405 406 407 408
1.05531 0.50889 0.63953 0.34863 0.56699 0.35015 -0.04877 1.00972
409 410 411 412 413 414 415 416
0.57529 0.31034 0.18832 0.47836 0.30893 0.68622 0.12144 0.21756
417 418 419 420 421 422 423 424
0.36407 0.07750 0.57877 0.81603 0.74595 0.00579 0.14677 0.21736
425 426 427 428 429 430 431 432
0.21826 0.55242 0.72638 0.53637 0.52687 0.14778 0.45183 0.41391
433 434 435 436 437 438 439 440
0.60568 0.75653 0.45469 0.59016 0.41360 0.63482 0.50062 0.23975
441 442 443 444 445 446 447 448
0.68294 0.64985 0.31166 0.71360 0.60022 0.51266 0.35166 0.44022
449 450 451 452 453 454 455 456
0.62571 0.23436 0.77424 0.22869 0.14603 0.65232 1.45078 0.30993
457 458 459 460 461 462 463 464
0.38956 0.54821 0.78082 0.29146 0.12920 0.26613 0.30300 0.41937
465 466 467 468 469 470 471 472
0.55155 0.40834 0.61485 0.37961 0.48200 0.43762 1.08115 0.57927
473 474 475 476 477 478 479 480
0.35856 0.27254 0.36401 0.41907 0.45124 0.36996 0.18417 0.74595
481 482 483 484 485 486 487 488
0.74254 0.74254 1.47520 0.51761 0.47014 0.50875 0.55903 0.74547
489 490 491 492 493 494 495 496
0.44673 0.31686 0.47704 0.11269 0.43658 0.79084 0.39465 0.50177
497 498 499 500 501 502 503 504
0.30316 0.43567 0.57259 0.21220 0.61094 0.38670 0.37223 0.14360
505 506 507 508 509 510 511 512
0.30626 0.50471 0.60716 0.96931 0.65418 0.35371 0.52530 0.84817
513 514 515 516 517 518 519 520
0.54613 0.79930 0.20228 0.17324 0.24009 0.26009 0.51341 0.49465
521 522 523 524 525 526 527 528
0.54471 0.61620 0.70145 0.33138 0.54764 0.26056 0.33547 0.23203
529 530 531 532 533 534 535 536
0.16677 0.19287 0.38670 0.18165 0.33182 0.24549 0.58672 0.43894
537 538 539 540 541 542 543 544
0.65826 0.46281 0.29116 0.26279 1.00377 0.12842 0.37196 1.28393
545 546 547 548 549 550 551 552
0.60194 1.26993 1.64827 0.74004 0.60346 0.34528 0.25732 0.16606
553 554 555 556 557 558 559 560
0.36859 0.53172 0.51992 0.12721 0.61485 0.27071 0.41460 0.58545
561 562 563 564 565 566 567 568
0.92034 0.43495 0.43813 0.26414 0.50966 0.41685 0.49540 0.19968
569 570 571 572 573 574 575 576
1.07500 0.65275 0.48633 0.41055 0.47294 0.69745 0.52555 0.40438
577 578 579 580 581 582 583 584
0.62227 0.45225 -0.01316 0.22039 0.22869 0.62716 0.49860 0.48831
585 586 587 588 589 590 591 592
0.48453 0.38336 0.49141 0.39465 0.44325 1.08643 0.39709 0.16404
593 594 595 596 597 598 599 600
0.46731 0.39681 0.68294 0.34950 0.12430 0.57306 0.26532 0.98515
601 602 603 604 605 606 607 608
0.53678 0.13155 0.20400 0.47607 0.19894 1.11936 0.51934 0.29278
609 610 611 612 613 614 615 616
0.63357 0.42298 1.03771 0.56278 0.32566 0.44750 0.25166 0.31337
617 618 619 620 621 622 623 624
0.52296 1.01049 0.50127 0.56797 0.67533 0.49263 0.61738 0.26900
625 626 627 628 629 630 631 632
0.80452 0.63229 -0.02408 0.53519 0.80095 0.78766 0.65081 0.19915
633 634 635 636 637 638 639 640
0.25449 0.25310 0.13256 0.61110 0.86939 0.27533 0.21817 0.65778
641 642 643 644 645 646 647 648
0.30275 0.64423 0.94655 0.40383 0.84780 0.27058 0.31631 0.50875
649 650 651 652 653 654 655 656
0.42150 0.39153 0.23810 0.78729 0.25834 0.31079 0.15099 0.57031
657 658 659 660 661 662 663 664
0.34717 0.55408 0.76645 0.38922 0.33661 0.50885 0.56629 0.19844
665 666 667 668 669 670 671 672
0.17062 0.84780 0.48228 0.18363 1.72830 0.56272 0.40258 0.20745
673 674 675 676 677 678 679 680
0.22697 0.38026 0.60427 0.27132 0.72770 1.10667 0.49028 0.50127
681 682 683 684 685 686 687 688
1.05464 1.10175 0.35594 0.49200 0.35753 0.44637 0.37509 0.11011
689 690 691 692 693 694 695 696
-0.04240 0.59350 0.44232 0.19784 0.70969 0.88840 0.30609 0.17142
697 698 699 700 701 702 703 704
0.28404 0.48797 0.59016 0.43560 0.13389 0.56881 0.91561 0.63816
705 706 707 708 709 710 711 712
0.65927 0.17568 0.44376 0.64985 1.10859 0.75840 0.21220 0.35035
713 714 715 716 717 718 719 720
1.44282 0.71091 0.64985 0.60568 0.27071 0.39169 0.45766 0.38622
721 722 723 724 725 726 727 728
0.65283 0.75589 0.14778 0.44730 0.76496 0.78169 0.46774 0.36423
729 730 731 732 733 734 735 736
0.54554 0.68581 0.44090 0.19816 0.41088 0.70888 0.53370 1.02020
737 738 739 740 741 742 743 744
0.30582 0.22019 0.26677 0.56039 0.81667 1.32171 0.55070 1.11329
745 746 747 748 749 750 751 752
0.80257 0.24012 0.80638 0.57189 0.28987 1.16266 0.82790 0.10880
753 754 755 756 757 758 759 760
0.42583 0.89717 0.38546 0.50987 0.21594 0.56315 0.50147 0.45398
761 762 763 764 765 766 767 768
0.52312 0.54845 0.63330 0.17335 0.58842 0.86419 0.59485 0.97457
769 770 771 772 773 774 775 776
0.67586 0.17932 1.46498 0.65663 0.17985 0.41401 0.71607 0.64720
777 778 779 780 781 782 783 784
0.97757 0.22437 0.31583 0.44862 0.01783 0.26279 0.15170 0.63553
785 786 787 788 789 790 791 792
0.69577 1.06998 0.54078 0.74146 0.49819 0.18417 0.44687 0.14006
793 794 795 796 797 798 799 800
0.57624 0.32386 1.52382 0.49394 0.41267 0.87750 1.73104 0.41409
801 802 803 804 805 806 807 808
0.17115 0.50362 1.77966 0.58328 0.49350 0.61732 0.53188 0.74864
809 810 811 812 813 814 815 816
0.44605 0.81568 0.35176 1.47303 0.20745 0.18956 1.26748 0.78072
817 818 819 820 821 822 823 824
0.61877 0.36811 0.39736 0.48461 0.66874 1.08768 0.62656 0.36654
825 826 827 828 829 830 831 832
0.63294 0.27311 0.40130 0.32531 0.31692 0.83703 0.53471 0.83815
833 834 835 836 837 838 839 840
0.21675 0.40215 1.05285 0.46076 0.45992 0.20228 0.68965 0.67408
841 842 843 844 845 846 847 848
0.93720 0.38809 0.35445 0.37159 0.20795 0.53670 0.64352 0.59743
849 850 851 852 853 854 855 856
0.27860 0.72391 0.67270 0.45482 0.51364 0.44922 0.99234 0.67549
857 858 859 860 861 862 863 864
0.82271 0.63012 0.47789 0.93720 0.84867 0.42261 0.85033 1.26748
865 866 867 868 869 870 871 872
0.42123 0.67108 0.12893 0.60750 0.32903 0.87627 0.30158 1.64827
873 874 875 876 877 878 879 880
0.54548 0.75637 0.58328 0.27017 0.20663 0.53816 1.16482 0.83268
881 882 883 884 885 886 887 888
0.74956 0.89074 0.40133 0.64480 0.81234 0.70459 0.43813 0.72787
889 890 891 892 893 894 895 896
0.35000 0.51219 0.50780 0.32293 0.44325 0.27766 0.54447 0.49839
897 898 899 900 901 902 903 904
0.85281 0.31385 0.35000 0.74162 1.40737 0.74298 0.83754 0.83703
905 906 907 908 909 910 911 912
0.99679 0.83096 0.78041 0.89167 1.47303 0.73553 0.30612 1.20137
913 914 915
0.43617 1.01950 1.53914
Code
predict(M_bioChem, type = "response")
Output
[1] 1.9773678 1.3031830 1.3257927 1.4621622 2.1722313 0.9621813 1.2241940
[8] 1.2624707 1.6810798 1.3066714 2.0140305 1.5288522 1.1932609 1.4740089
[15] 1.3138303 1.1640397 1.5649942 1.5979360 1.3535783 1.4355326 1.5308538
[22] 1.0190190 1.5852753 1.5244016 0.9679666 1.4109687 1.3479813 1.5089042
[29] 1.1356546 1.7878147 1.1276395 2.0634160 1.5404982 1.4131416 1.3624640
[36] 1.1231986 1.1203610 1.8042752 1.4270849 1.5162109 1.8042752 1.1832818
[43] 1.6285115 1.1892832 1.6387580 1.3577849 1.7047882 3.1100404 1.6282431
[50] 1.6355778 1.6387596 0.9009386 1.5381316 2.0634160 1.4421812 1.4754368
[57] 1.1945838 1.4197412 1.4308455 1.4254918 1.3139073 1.3704831 1.2619222
[64] 1.4049868 1.3569270 1.4857251 2.1733436 1.9128229 1.3718705 1.1119475
[71] 1.4849663 0.9065165 1.3466688 1.5179313 1.4427275 1.2890597 1.1340810
[78] 1.4063020 1.5530462 1.2864153 1.1812424 1.1340526 2.1655770 1.9231082
[85] 2.6508399 1.1483982 2.7275496 1.3289213 2.7072199 1.6766697 1.4362122
[92] 1.3267885 1.7716082 2.6508399 1.6321406 1.9574614 1.7661654 1.3571438
[99] 1.0125187 2.0634160 1.2934632 1.3704831 1.3382303 1.4708802 1.1587863
[106] 1.4552268 1.5929519 1.3031830 1.0113153 0.9599448 1.7533086 1.1245632
[113] 1.1602826 1.8824883 1.2521662 1.5127258 1.8206720 1.0953714 1.4754368
[120] 1.4599462 1.3697557 1.4220878 1.7545947 1.1524378 1.1782593 1.9036763
[127] 1.3921982 1.7599967 1.4131416 1.4867391 1.1862729 2.4490941 1.4911095
[134] 1.2305336 1.4043571 2.4393570 1.5639855 1.2598809 0.9689465 1.2034996
[141] 1.0948174 1.3519947 1.4188725 1.1892832 1.1800478 1.0342619 1.6564991
[148] 1.1800478 1.7626700 1.1319748 1.4852669 1.7993150 1.4433961 1.2615294
[155] 1.4976412 1.5522607 1.3036189 1.3465325 1.4865254 2.0337755 1.4261831
[162] 1.1718391 1.4179267 1.4040729 1.7800443 1.2907178 1.6818217 1.5246705
[169] 1.6709762 1.5919851 1.4071208 1.3811677 1.1573456 1.4342245 1.1938945
[176] 1.2003997 1.6152799 1.3005498 1.0723031 1.3704831 1.0952605 2.1931382
[183] 1.7647363 1.8430281 1.6013873 1.6198706 1.2493446 1.5458866 1.1091383
[190] 1.3808868 1.1208145 1.2928154 1.1288953 1.6985897 1.5836109 1.6409766
[197] 1.3294761 0.9121288 2.0673067 0.8944443 1.5566060 1.5550904 1.2133798
[204] 1.2518754 1.3849447 0.9248597 1.4266161 1.4448045 1.1236445 1.3218307
[211] 1.1768648 1.3910649 1.3486634 1.1912411 1.3714199 1.8042752 1.8177269
[218] 1.9640102 1.5296167 1.9314207 1.7912550 1.5335215 1.6197677 1.4422911
[225] 1.4039921 1.6788134 1.4448045 1.1738565 1.5268318 1.8325002 1.3603111
[232] 2.6577200 1.4328667 1.7421024 1.7545947 1.5773255 1.2263016 2.0965061
[239] 1.3704831 1.6346196 1.1495275 1.1609815 1.5970263 1.5833106 1.5179313
[246] 1.4254918 1.3023005 1.6330262 1.1711268 1.1601595 2.3135747 1.7173537
[253] 1.2611563 1.8307157 1.2378954 1.2058777 1.3887334 1.4991067 1.5802697
[260] 1.7478546 1.5459910 1.4721096 1.3704831 1.1368043 1.2179308 1.7793347
[267] 1.1488642 3.4281702 1.2856730 1.5920170 1.3243742 1.8127697 1.3657251
[274] 1.6601906 1.6968081 1.8365839 1.1994331 1.9314207 0.9380774 1.4811279
[281] 1.3205713 1.6564991 1.3179081 1.3043702 1.9787588 1.1800478 1.8265765
[288] 2.0322570 1.5975111 2.2766544 2.0018406 1.7679161 1.7403406 1.5027705
[295] 1.4390841 1.6924138 2.4489409 0.9590960 1.5558712 1.8035433 1.6318699
[302] 1.5746833 3.8183646 1.4350128 1.5740870 1.6632170 1.6604559 1.2430401
[309] 1.9255574 1.3959544 1.1437609 2.0923384 2.2220374 1.9964641 2.0415212
[316] 1.3140403 2.2581544 1.3384611 1.3698347 1.5626223 1.7775335 2.0358344
[323] 1.2429143 1.8986034 1.9608801 1.4914972 1.2133798 9.1416541 1.8867542
[330] 1.5072242 1.6754760 1.3025238 2.0714405 1.9640102 1.4000201 1.3922854
[337] 1.3927080 1.4362122 1.5139508 1.3025238 1.2291587 1.3183018 1.4589125
[344] 1.3732236 1.2469824 1.4070136 1.5137583 2.0868516 1.1729055 1.2263003
[351] 1.4801734 1.7006534 1.3581460 1.3906843 1.6618070 1.5589703 1.2022217
[358] 1.3182245 1.2710252 1.6927564 2.2629600 1.7818463 2.0068705 1.8097585
[365] 1.1338515 1.4896001 1.1147637 1.1870287 1.2023446 1.5941141 1.2276672
[372] 1.7007614 1.2260901 1.5013373 1.7962675 1.4377116 1.5179313 1.8320514
[379] 1.7417516 2.0438048 2.6500381 2.1525530 1.3443387 1.3906427 1.3330563
[386] 1.8036219 1.3714199 2.1251494 1.1869933 1.0973543 1.8621011 1.7980877
[393] 1.2566084 2.0096379 1.8325002 0.9423937 1.1825578 1.4783389 1.6321406
[400] 1.4923170 2.8728587 1.6634477 1.8955962 1.4171210 1.7629499 1.4192748
[407] 0.9523986 2.7448308 1.7776464 1.3638944 1.2072206 1.6134305 1.3619638
[414] 1.9861906 1.1291238 1.2430401 1.4391685 1.0805796 1.7838413 2.2615016
[421] 2.1084456 1.0058048 1.1580831 1.2427947 1.2439112 1.7374600 2.0675833
[428] 1.7097875 1.6936147 1.1592566 1.5711820 1.5127258 1.8325002 2.1308724
[435] 1.5756805 1.8042752 1.5122593 1.8866834 1.6497382 1.2709297 1.9796956
[442] 1.9152591 1.3656896 2.0413168 1.8225151 1.6697285 1.4214291 1.5530462
[449] 1.8695806 1.2640946 2.1689500 1.2569523 1.1572285 1.9199877 4.2664256
[456] 1.3633358 1.4763343 1.7301573 2.1832595 1.3383827 1.1379167 1.3048996
[463] 1.3539098 1.5210046 1.7359457 1.5043235 1.8493721 1.4617199 1.6193102
[470] 1.5490165 2.9480690 1.7847332 1.4312728 1.3132987 1.4390841 1.5205505
[477] 1.5702615 1.4476824 1.2022217 2.1084456 2.1012572 2.1012572 4.3719000
[484] 1.6780192 1.6002198 1.6632170 1.7489817 2.1074215 1.5631945 1.3728082
[491] 1.6113017 1.1192846 1.5474011 2.2052390 1.4838664 1.6516456 1.3541262
[498] 1.5459910 1.7728545 1.2363981 1.8421579 1.4721096 1.4509631 1.1544275
[505] 1.3583346 1.6564991 1.8352126 2.6361158 1.9235696 1.4243454 1.6909725
[512] 2.3353576 1.7265498 2.2239758 1.2241940 1.1891570 1.2713633 1.2970404
[519] 1.6709762 1.6399271 1.7241058 1.8518851 2.0166814 1.3928959 1.7291739
[526] 1.2976567 1.3986042 1.2611563 1.1814814 1.2127286 1.4721096 1.1991904
[533] 1.3935014 1.2782412 1.7980877 1.5510569 1.9314207 1.5885384 1.3379778
[540] 1.3005498 2.7285513 1.1370343 1.4505772 3.6108046 1.8256527 3.5606171
[547] 5.1980010 2.0960297 1.8284256 1.4123806 1.2934632 1.1806449 1.4456875
[554] 1.7018582 1.6818933 1.1356546 1.8493721 1.3108924 1.5137583 1.7957918
[561] 2.5101509 1.5448904 1.5498019 1.3023157 1.6647239 1.5171695 1.6411508
[568] 1.2210155 2.9300023 1.9208224 1.6263366 1.5076441 1.6046993 2.0086214
[575] 1.6913867 1.4983675 1.8631600 1.5718511 0.9869283 1.2465667 1.2569523
[582] 1.8722774 1.6464112 1.6295616 1.6234178 1.4672009 1.6346196 1.4838664
[589] 1.5577676 2.9636834 1.4874915 1.1782593 1.5956942 1.4870713 1.9796956
[596] 1.4183586 1.1323611 1.7736938 1.3038437 2.6782256 1.7104900 1.1405976
[603] 1.2263016 1.6097326 1.2201133 3.0628883 1.6809162 1.3401456 1.8843231
[610] 1.5265035 2.8227401 1.7555504 1.3849447 1.5643939 1.2861550 1.3680340
[617] 1.6870081 2.7469338 1.6508103 1.7646768 1.9646783 1.6366119 1.8540561
[624] 1.3086560 2.2356215 1.8819170 0.9762033 1.7077656 2.2276652 2.1982393
[631] 1.9170875 1.2203662 1.2898039 1.2880167 1.1417510 1.8424616 2.3854483
[638] 1.3169686 1.2437950 1.9305068 1.3535783 1.9045206 2.5767987 1.4975459
[645] 2.3345028 1.3107270 1.3720541 1.6632170 1.5242399 1.4792381 1.2688359
[652] 2.1974433 1.2947777 1.3644993 1.1629859 1.7688107 1.4150547 1.7403406
[659] 2.1521045 1.4758365 1.4001967 1.6633852 1.7617103 1.2195022 1.1860387
[666] 2.3345028 1.6197677 1.2015743 5.6310761 1.7554387 1.4956799 1.2305336
[673] 1.2547921 1.4626625 1.8299081 1.3116884 2.0703172 3.0242767 1.6327669
[680] 1.6508103 2.8709469 3.0094363 1.4275181 1.6355761 1.4297953 1.5626223
[687] 1.4551271 1.1164004 0.9584890 1.8103097 1.5563092 1.2187621 2.0333538
[694] 2.4312256 1.3581054 1.1869933 1.3284848 1.6290139 1.8042752 1.5458866
[701] 1.1432639 1.7661654 2.4983044 1.8929935 1.9333740 1.1920541 1.5585559
[708] 1.9152591 3.0300847 2.1348476 1.2363981 1.4195606 4.2326222 2.0358344
[715] 1.9152591 1.8325002 1.3108924 1.4794730 1.5803701 1.4714130 1.9209709
[722] 2.1294992 1.1592566 1.5640850 2.1489071 2.1851663 1.5963801 1.4394057
[729] 1.7255383 1.9853769 1.5541078 1.2191625 1.5081395 2.0317188 1.7052332
[736] 2.7737626 1.3577338 1.2463145 1.3057462 1.7513582 2.2629600 3.7498344
[743] 1.7344655 3.0443502 2.2312722 1.2714049 2.2397834 1.7716082 1.3362510
[750] 3.1984359 2.2885165 1.1149384 1.5308538 2.4526606 1.4702850 1.6650691
[757] 1.2410306 1.7561932 1.6511444 1.5745649 1.6872861 1.7305742 1.8838221
[764] 1.1892832 1.8011365 2.3730814 1.8127678 2.6500381 1.9657235 1.1963982
[771] 4.3274541 1.9282870 1.1970394 1.5128699 2.0463669 1.9101889 2.6579785
[778] 1.2515329 1.3714011 1.5661437 1.0179885 1.3005498 1.1638087 1.8880201
[785] 2.0052467 2.9153326 1.7173537 2.0990009 1.6457369 1.2022217 1.5634131
[792] 1.1503465 1.7793347 1.3824605 4.5897305 1.6387596 1.5108510 2.4048839
[799] 5.6465027 1.5129927 1.1866685 1.6546976 5.9278696 1.7919108 1.6380396
[806] 1.8539474 1.7021303 2.1141320 1.5621267 2.2607190 1.4215729 4.3624518
[813] 1.2305336 1.2087234 3.5518964 2.1830386 1.8566452 1.4450035 1.4878871
[820] 1.6235415 1.9517766 2.9673924 1.8711648 1.4427275 1.8831305 1.3140403
[827] 1.4937626 1.3844654 1.3728873 2.3095003 1.7069594 2.3120812 1.2420356
[834] 1.4950359 2.8657974 1.5852753 1.5839515 1.2241940 1.9930231 1.9622206
[841] 2.5528247 1.4741580 1.4254011 1.4500448 1.2311502 1.7103595 1.9031721
[848] 1.8174510 1.3212791 2.0624911 1.9595165 1.5758913 1.6713559 1.5670948
[855] 2.6975454 1.9650041 2.2766544 1.8778426 1.6126670 2.5528247 2.3365393
[862] 1.5259448 2.3404155 3.5518964 1.5238345 1.9563488 1.1376153 1.8358407
[869] 1.3896128 2.4019152 1.3519947 5.1980010 1.7254371 2.1305319 1.7919108
[876] 1.3101902 1.2295319 1.7128502 3.2053563 2.2994804 2.1160602 2.4369209
[883] 1.4938073 1.9056035 2.2531831 2.0230169 1.5498019 2.0706561 1.4190694
[890] 1.6689402 1.6616323 1.3811677 1.5577599 1.3200369 1.7236939 1.6460699
[897] 2.3462409 1.3686816 1.4190694 2.0993363 4.0851838 2.1021890 2.3106689
[904] 2.3095003 2.7095816 2.2955220 2.1823761 2.4392020 4.3624518 2.0865862
[911] 1.3581460 3.3246841 1.5467734 2.7717959 4.6605862
Code
round(predict(M_bioChem, se.fit = TRUE)$se.fit, 5)
Output
1 2 3 4 5 6 7 8 9 10
0.05647 0.06934 0.06194 0.07331 0.06808 0.09436 0.06105 0.07598 0.07643 0.07948
11 12 13 14 15 16 17 18 19 20
0.06401 0.09793 0.06651 0.06182 0.07053 0.06225 0.06665 0.07933 0.05961 0.06681
21 22 23 24 25 26 27 28 29 30
0.06350 0.11692 0.06079 0.04815 0.11834 0.07417 0.06230 0.06301 0.06294 0.06013
31 32 33 34 35 36 37 38 39 40
0.06662 0.06496 0.08106 0.07638 0.06773 0.07136 0.07522 0.06977 0.07281 0.06449
41 42 43 44 45 46 47 48 49 50
0.06977 0.06229 0.06830 0.06369 0.07387 0.07464 0.05990 0.05859 0.06969 0.06536
51 52 53 54 55 56 57 58 59 60
0.07593 0.09693 0.07171 0.06496 0.05450 0.06898 0.06164 0.05170 0.05917 0.06941
61 62 63 64 65 66 67 68 69 70
0.06070 0.05829 0.06297 0.06407 0.06268 0.04948 0.06837 0.06841 0.05705 0.08957
71 72 73 74 75 76 77 78 79 80
0.07503 0.09352 0.07022 0.07492 0.07857 0.07631 0.08305 0.05598 0.05224 0.06012
81 82 83 84 85 86 87 88 89 90
0.06925 0.06662 0.04277 0.06012 0.06288 0.09942 0.08090 0.07463 0.06251 0.04757
91 92 93 94 95 96 97 98 99 100
0.06545 0.06247 0.07394 0.06288 0.07053 0.07137 0.07508 0.06065 0.09431 0.06496
101 102 103 104 105 106 107 108 109 110
0.06242 0.05829 0.08895 0.06073 0.08558 0.05046 0.06368 0.06934 0.11909 0.09305
111 112 113 114 115 116 117 118 119 120
0.06066 0.06972 0.06441 0.05710 0.08007 0.06802 0.06883 0.06506 0.06898 0.05243
121 122 123 124 125 126 127 128 129 130
0.06415 0.05921 0.05245 0.06958 0.07148 0.04309 0.07121 0.05782 0.07638 0.06933
131 132 133 134 135 136 137 138 139 140
0.06445 0.04531 0.07720 0.07409 0.06850 0.08399 0.06177 0.06181 0.11825 0.07898
141 142 143 144 145 146 147 148 149 150
0.06530 0.08164 0.07206 0.06369 0.07068 0.09159 0.06446 0.07068 0.05855 0.11598
151 152 153 154 155 156 157 158 159 160
0.07477 0.06154 0.06492 0.12129 0.06783 0.05292 0.07804 0.07037 0.06055 0.05401
161 162 163 164 165 166 167 168 169 170
0.06161 0.06502 0.08147 0.06881 0.06153 0.06102 0.06233 0.06860 0.05920 0.06305
171 172 173 174 175 176 177 178 179 180
0.06556 0.07478 0.06490 0.07485 0.07994 0.06378 0.06084 0.06864 0.10204 0.05829
181 182 183 184 185 186 187 188 189 190
0.06510 0.05316 0.07383 0.05271 0.07197 0.07543 0.06186 0.06616 0.09510 0.06940
191 192 193 194 195 196 197 198 199 200
0.07456 0.07276 0.06560 0.06332 0.07170 0.06175 0.06242 0.09370 0.04458 0.10498
201 202 203 204 205 206 207 208 209 210
0.07791 0.05065 0.08295 0.06091 0.06571 0.09528 0.06146 0.07689 0.11482 0.06410
211 212 213 214 215 216 217 218 219 220
0.07946 0.06034 0.06271 0.09229 0.06522 0.06977 0.07176 0.06633 0.07814 0.05451
221 222 223 224 225 226 227 228 229 230
0.05844 0.06756 0.05935 0.06492 0.06347 0.07853 0.07689 0.06669 0.06661 0.05961
231 232 233 234 235 236 237 238 239 240
0.06737 0.07120 0.06967 0.06201 0.05245 0.08379 0.06134 0.07791 0.05829 0.07237
241 242 243 244 245 246 247 248 249 250
0.07234 0.06289 0.04806 0.05963 0.07492 0.06941 0.07729 0.06676 0.08416 0.06323
251 252 253 254 255 256 257 258 259 260
0.05312 0.07094 0.06249 0.06025 0.06994 0.06857 0.06319 0.07228 0.05946 0.06433
261 262 263 264 265 266 267 268 269 270
0.05947 0.06421 0.05829 0.06299 0.08752 0.06980 0.08077 0.07845 0.07801 0.08093
271 272 273 274 275 276 277 278 279 280
0.06302 0.06038 0.07475 0.06213 0.04834 0.05762 0.07119 0.05451 0.12142 0.05974
281 282 283 284 285 286 287 288 289 290
0.05993 0.06446 0.06470 0.06800 0.06859 0.07068 0.06365 0.05554 0.04781 0.06238
291 292 293 294 295 296 297 298 299 300
0.07015 0.07004 0.06322 0.05999 0.06286 0.06833 0.06007 0.12608 0.07402 0.07830
301 302 303 304 305 306 307 308 309 310
0.06772 0.06059 0.08862 0.06121 0.05010 0.06070 0.06484 0.06662 0.06267 0.06050
311 312 313 314 315 316 317 318 319 320
0.07946 0.06780 0.06341 0.06547 0.07852 0.06065 0.08133 0.06645 0.06866 0.07163
321 322 323 324 325 326 327 328 329 330
0.06794 0.05372 0.06675 0.07710 0.07479 0.05919 0.08295 0.15632 0.06076 0.06124
331 332 333 334 335 336 337 338 339 340
0.07163 0.07012 0.06284 0.06633 0.06176 0.07327 0.08981 0.06545 0.06972 0.07012
341 342 343 344 345 346 347 348 349 350
0.06240 0.05977 0.05185 0.07863 0.08482 0.05540 0.06286 0.06011 0.08113 0.09129
351 352 353 354 355 356 357 358 359 360
0.05219 0.06199 0.07408 0.07384 0.06218 0.07981 0.08104 0.06646 0.06173 0.06801
361 362 363 364 365 366 367 368 369 370
0.07186 0.06187 0.07554 0.07268 0.08323 0.06663 0.08435 0.08572 0.06520 0.07265
371 372 373 374 375 376 377 378 379 380
0.06175 0.05146 0.07802 0.08278 0.05453 0.07063 0.07492 0.06308 0.07693 0.04629
381 382 383 384 385 386 387 388 389 390
0.06797 0.05491 0.08385 0.06018 0.06808 0.05689 0.06522 0.06321 0.06394 0.11522
391 392 393 394 395 396 397 398 399 400
0.07406 0.06143 0.07738 0.06827 0.05961 0.12900 0.06779 0.07922 0.07053 0.07873
401 402 403 404 405 406 407 408 409 410
0.08534 0.05938 0.06884 0.06754 0.07503 0.07854 0.09242 0.07405 0.04429 0.06416
411 412 413 414 415 416 417 418 419 420
0.07010 0.04907 0.06579 0.05413 0.06543 0.06662 0.07065 0.08980 0.07437 0.05436
421 422 423 424 425 426 427 428 429 430
0.07587 0.12324 0.08632 0.06131 0.11311 0.04646 0.06621 0.07317 0.07187 0.08962
431 432 433 434 435 436 437 438 439 440
0.06222 0.06802 0.05961 0.07062 0.05123 0.06977 0.07076 0.05575 0.06659 0.07835
441 442 443 444 445 446 447 448 449 450
0.05406 0.06452 0.06286 0.06796 0.06710 0.05323 0.06408 0.05224 0.06550 0.06457
451 452 453 454 455 456 457 458 459 460
0.06472 0.06079 0.06499 0.06388 0.08038 0.07683 0.07166 0.07235 0.05559 0.08066
461 462 463 464 465 466 467 468 469 470
0.08922 0.07397 0.06415 0.07555 0.07081 0.06766 0.06927 0.05360 0.06538 0.07087
471 472 473 474 475 476 477 478 479 480
0.07661 0.06271 0.06933 0.07111 0.06286 0.04939 0.06755 0.08160 0.08104 0.07587
481 482 483 484 485 486 487 488 489 490
0.04356 0.04356 0.07958 0.07520 0.07040 0.06070 0.06651 0.06816 0.06143 0.06626
491 492 493 494 495 496 497 498 499 500
0.06636 0.07683 0.06284 0.05422 0.08095 0.06841 0.05971 0.05947 0.06167 0.06411
501 502 503 504 505 506 507 508 509 510
0.07041 0.06421 0.05025 0.06291 0.07379 0.06446 0.06110 0.07813 0.06105 0.05371
511 512 513 514 515 516 517 518 519 520
0.06621 0.04456 0.06828 0.04406 0.06105 0.06270 0.09602 0.07544 0.05920 0.04608
521 522 523 524 525 526 527 528 529 530
0.07047 0.05683 0.06328 0.06120 0.07455 0.07657 0.06142 0.06249 0.06897 0.06686
531 532 533 534 535 536 537 538 539 540
0.06421 0.07149 0.07336 0.06293 0.06143 0.07119 0.05451 0.06975 0.06598 0.06864
541 542 543 544 545 546 547 548 549 550
0.06760 0.06301 0.06105 0.08247 0.06439 0.09602 0.09328 0.05404 0.06226 0.08230
551 552 553 554 555 556 557 558 559 560
0.06242 0.06995 0.05209 0.07537 0.07027 0.06294 0.06927 0.08317 0.06286 0.05702
561 562 563 564 565 566 567 568 569 570
0.06003 0.06755 0.06987 0.08603 0.06615 0.05138 0.07968 0.09127 0.11369 0.07182
571 572 573 574 575 576 577 578 579 580
0.06025 0.06032 0.06265 0.06922 0.06929 0.06104 0.07157 0.06696 0.10449 0.06355
581 582 583 584 585 586 587 588 589 590
0.06079 0.07193 0.04535 0.07097 0.05972 0.06602 0.07237 0.08095 0.04896 0.07506
591 592 593 594 595 596 597 598 599 600
0.06859 0.07148 0.06569 0.07327 0.05406 0.06298 0.08448 0.04337 0.07259 0.07002
601 602 603 604 605 606 607 608 609 610
0.05840 0.12142 0.06134 0.05963 0.06172 0.06438 0.04545 0.06771 0.05503 0.07667
611 612 613 614 615 616 617 618 619 620
0.05589 0.05739 0.06571 0.07082 0.06012 0.07073 0.07484 0.08772 0.06918 0.07862
621 622 623 624 625 626 627 628 629 630
0.06388 0.04760 0.07272 0.07675 0.07376 0.05734 0.09194 0.07156 0.06790 0.06769
631 632 633 634 635 636 637 638 639 640
0.06798 0.06379 0.06069 0.07675 0.11852 0.06544 0.07777 0.05988 0.06588 0.06804
641 642 643 644 645 646 647 648 649 650
0.05961 0.05870 0.06228 0.05976 0.06274 0.06080 0.06635 0.06070 0.07278 0.06500
651 652 653 654 655 656 657 658 659 660
0.06926 0.05280 0.06736 0.06203 0.06626 0.07085 0.06032 0.06322 0.07120 0.05581
661 662 663 664 665 666 667 668 669 670
0.06232 0.06063 0.04669 0.06329 0.06248 0.06274 0.05935 0.09038 0.10789 0.06150
671 672 673 674 675 676 677 678 679 680
0.05079 0.07409 0.06055 0.07050 0.07499 0.08238 0.07108 0.11789 0.06338 0.06918
681 682 683 684 685 686 687 688 689 690
0.07511 0.06252 0.07215 0.07558 0.06077 0.07163 0.05914 0.08150 0.09246 0.07449
691 692 693 694 695 696 697 698 699 700
0.07565 0.06291 0.07218 0.08019 0.06109 0.06394 0.07658 0.06484 0.06977 0.06616
701 702 703 704 705 706 707 708 709 710
0.06584 0.07508 0.08349 0.05520 0.05587 0.06551 0.04856 0.06452 0.07355 0.06313
711 712 713 714 715 716 717 718 719 720
0.06411 0.06545 0.07909 0.05372 0.06452 0.05961 0.08317 0.06515 0.07555 0.06652
721 722 723 724 725 726 727 728 729 730
0.07169 0.06285 0.08962 0.04701 0.07814 0.05316 0.04842 0.07268 0.07045 0.07276
731 732 733 734 735 736 737 738 739 740
0.06405 0.08273 0.06013 0.05446 0.06484 0.06216 0.07415 0.06374 0.08081 0.06007
741 742 743 744 745 746 747 748 749 750
0.07186 0.10345 0.06540 0.05863 0.05907 0.06939 0.05315 0.07394 0.09636 0.06029
751 752 753 754 755 756 757 758 759 760
0.06576 0.07073 0.06350 0.06236 0.06059 0.06005 0.07393 0.05096 0.06887 0.05042
761 762 763 764 765 766 767 768 769 770
0.06617 0.07604 0.05659 0.06369 0.06236 0.05342 0.07716 0.06797 0.04395 0.06195
771 772 773 774 775 776 777 778 779 780
0.07788 0.06286 0.07843 0.08430 0.05491 0.07545 0.06681 0.08057 0.08909 0.04704
781 782 783 784 785 786 787 788 789 790
0.11696 0.06864 0.08070 0.05549 0.07414 0.06341 0.07094 0.05493 0.06866 0.08104
791 792 793 794 795 796 797 798 799 800
0.07248 0.06399 0.06980 0.05259 0.09392 0.07593 0.06137 0.06441 0.10222 0.06242
801 802 803 804 805 806 807 808 809 810
0.08611 0.07149 0.12619 0.05930 0.08121 0.05754 0.06431 0.06599 0.07849 0.07197
811 812 813 814 815 816 817 818 819 820
0.06398 0.09756 0.07409 0.07962 0.06885 0.05568 0.06925 0.06361 0.06141 0.05957
821 822 823 824 825 826 827 828 829 830
0.08087 0.08907 0.06227 0.07857 0.06021 0.06065 0.05911 0.05934 0.06556 0.06786
831 832 833 834 835 836 837 838 839 840
0.06533 0.04918 0.07532 0.06264 0.05724 0.06079 0.05974 0.06105 0.07085 0.06685
841 842 843 844 845 846 847 848 849 850
0.05250 0.06189 0.05996 0.06984 0.06358 0.07237 0.05801 0.07205 0.07571 0.06481
851 852 853 854 855 856 857 858 859 860
0.06665 0.06071 0.07378 0.04716 0.04960 0.06720 0.06238 0.06284 0.06006 0.05250
861 862 863 864 865 866 867 868 869 870
0.04485 0.04798 0.06716 0.06885 0.06069 0.07405 0.06999 0.05793 0.05505 0.06825
871 872 873 874 875 876 877 878 879 880
0.08164 0.09328 0.07760 0.06280 0.05930 0.06275 0.06260 0.06475 0.09209 0.11399
881 882 883 884 885 886 887 888 889 890
0.06524 0.07366 0.07411 0.04258 0.06774 0.06254 0.06987 0.04642 0.05924 0.06970
891 892 893 894 895 896 897 898 899 900
0.06499 0.07478 0.07637 0.05985 0.06130 0.06846 0.06392 0.06009 0.05924 0.07223
901 902 903 904 905 906 907 908 909 910
0.08853 0.05622 0.06842 0.06786 0.04948 0.06373 0.05598 0.04656 0.09756 0.06336
911 912 913 914 915
0.07408 0.06404 0.05855 0.07269 0.09749
Code
round(predict(M_bioChem, type = "response", se.fit = TRUE)$se.fit, 5)
Output
1 2 3 4 5 6 7 8 9 10
0.11166 0.09036 0.08212 0.10719 0.14788 0.09080 0.07474 0.09592 0.12849 0.10386
11 12 13 14 15 16 17 18 19 20
0.12891 0.14973 0.07936 0.09113 0.09267 0.07247 0.10431 0.12676 0.08069 0.09591
21 22 23 24 25 26 27 28 29 30
0.09721 0.11914 0.09637 0.07340 0.11455 0.10465 0.08398 0.09508 0.07148 0.10751
31 32 33 34 35 36 37 38 39 40
0.07512 0.13404 0.12487 0.10794 0.09228 0.08015 0.08427 0.12588 0.10391 0.09778
41 42 43 44 45 46 47 48 49 50
0.12588 0.07370 0.11122 0.07574 0.12105 0.10135 0.10212 0.18223 0.11347 0.10691
51 52 53 54 55 56 57 58 59 60
0.12443 0.08732 0.11030 0.13404 0.07859 0.10178 0.07364 0.07340 0.08466 0.09894
61 62 63 64 65 66 67 68 69 70
0.07976 0.07988 0.07946 0.09001 0.08505 0.07352 0.14860 0.13086 0.07826 0.09959
71 72 73 74 75 76 77 78 79 80
0.11142 0.08478 0.09456 0.11373 0.11335 0.09836 0.09419 0.07873 0.08114 0.07734
81 82 83 84 85 86 87 88 89 90
0.08180 0.07555 0.09262 0.11561 0.16668 0.11417 0.22066 0.09918 0.16923 0.07975
91 92 93 94 95 96 97 98 99 100
0.09401 0.08289 0.13099 0.16668 0.11512 0.13970 0.13261 0.08231 0.09549 0.13404
101 102 103 104 105 106 107 108 109 110
0.08073 0.07988 0.11904 0.08932 0.09917 0.07344 0.10143 0.09036 0.12044 0.08932
111 112 113 114 115 116 117 118 119 120
0.10635 0.07841 0.07474 0.10749 0.10027 0.10290 0.12531 0.07126 0.10178 0.07655
121 122 123 124 125 126 127 128 129 130
0.08786 0.08421 0.09202 0.08019 0.08422 0.08203 0.09914 0.10176 0.10794 0.10308
131 132 133 134 135 136 137 138 139 140
0.07645 0.11096 0.11511 0.09117 0.09620 0.20488 0.09661 0.07788 0.11458 0.09506
141 142 143 144 145 146 147 148 149 150
0.07149 0.11038 0.10225 0.07574 0.08340 0.09473 0.10678 0.08340 0.10320 0.13129
151 152 153 154 155 156 157 158 159 160
0.11105 0.11072 0.09370 0.15301 0.10159 0.08215 0.10173 0.09475 0.09001 0.10984
161 162 163 164 165 166 167 168 169 170
0.08786 0.07620 0.11551 0.09661 0.10953 0.07875 0.10482 0.10459 0.09893 0.10037
171 172 173 174 175 176 177 178 179 180
0.09224 0.10329 0.07512 0.10736 0.09544 0.07656 0.09827 0.08927 0.10942 0.07988
181 182 183 184 185 186 187 188 189 190
0.07130 0.11658 0.13029 0.09715 0.11525 0.12218 0.07728 0.10228 0.10548 0.09583
191 192 193 194 195 196 197 198 199 200
0.08357 0.09406 0.07406 0.10756 0.11354 0.10133 0.08299 0.08547 0.09216 0.09390
201 202 203 204 205 206 207 208 209 210
0.12127 0.07876 0.10065 0.07625 0.09101 0.08812 0.08768 0.11109 0.12902 0.08473
211 212 213 214 215 216 217 218 219 220
0.09351 0.08394 0.08458 0.10995 0.08945 0.12588 0.13045 0.13027 0.11952 0.10527
221 222 223 224 225 226 227 228 229 230
0.10468 0.10361 0.09613 0.09363 0.08911 0.13184 0.11109 0.07829 0.10170 0.10924
231 232 233 234 235 236 237 238 239 240
0.09165 0.18922 0.09983 0.10803 0.09202 0.13216 0.07522 0.16334 0.07988 0.11829
241 242 243 244 245 246 247 248 249 250
0.08316 0.07302 0.07675 0.09442 0.11373 0.09894 0.10065 0.10903 0.09856 0.07336
251 252 253 254 255 256 257 258 259 260
0.12291 0.12184 0.07881 0.11030 0.08658 0.08269 0.08776 0.10835 0.09397 0.11244
261 262 263 264 265 266 267 268 269 270
0.09194 0.09452 0.07988 0.07160 0.10660 0.12420 0.09280 0.26894 0.10030 0.12883
271 272 273 274 275 276 277 278 279 280
0.08347 0.10945 0.10208 0.10314 0.08203 0.10582 0.08539 0.10527 0.11390 0.08848
281 282 283 284 285 286 287 288 289 290
0.07914 0.10678 0.08527 0.08869 0.13573 0.08340 0.11627 0.11288 0.07638 0.14202
291 292 293 294 295 296 297 298 299 300
0.14043 0.12382 0.11002 0.09016 0.09047 0.11564 0.14711 0.12092 0.11516 0.14122
301 302 303 304 305 306 307 308 309 310
0.11052 0.09541 0.33839 0.08783 0.07886 0.10096 0.10766 0.08281 0.12067 0.08445
311 312 313 314 315 316 317 318 319 320
0.09088 0.14186 0.14091 0.13070 0.16030 0.07970 0.18366 0.08893 0.09406 0.11193
321 322 323 324 325 326 327 328 329 330
0.12077 0.10937 0.08296 0.14638 0.14666 0.08828 0.10065 1.42899 0.11464 0.09230
331 332 333 334 335 336 337 338 339 340
0.12001 0.09133 0.13018 0.13027 0.08647 0.10201 0.12508 0.09401 0.10555 0.09133
341 342 343 344 345 346 347 348 349 350
0.07670 0.07879 0.07565 0.10797 0.10576 0.07794 0.09516 0.12545 0.09516 0.11195
351 352 353 354 355 356 357 358 359 360
0.07725 0.10542 0.10062 0.10269 0.10333 0.12442 0.09742 0.08761 0.07846 0.11513
361 362 363 364 365 366 367 368 369 370
0.16261 0.11024 0.15159 0.13154 0.09437 0.09925 0.09403 0.10176 0.07839 0.11581
371 372 373 374 375 376 377 378 379 380
0.07581 0.08753 0.09566 0.12428 0.09794 0.10154 0.11373 0.11557 0.13398 0.09460
381 382 383 384 385 386 387 388 389 390
0.18012 0.11821 0.11272 0.08369 0.09076 0.10261 0.08945 0.13434 0.07589 0.12644
391 392 393 394 395 396 397 398 399 400
0.13790 0.11046 0.09724 0.13720 0.10924 0.12157 0.08017 0.11711 0.11512 0.11749
401 402 403 404 405 406 407 408 409 410
0.24516 0.09878 0.13050 0.09571 0.13227 0.11147 0.08802 0.20326 0.07874 0.08750
411 412 413 414 415 416 417 418 419 420
0.08462 0.07917 0.08960 0.10752 0.07388 0.08281 0.10167 0.09704 0.13266 0.12293
421 422 423 424 425 426 427 428 429 430
0.15997 0.12396 0.09997 0.07619 0.14070 0.08072 0.13690 0.12510 0.12172 0.10389
431 432 433 434 435 436 437 438 439 440
0.09775 0.10290 0.10924 0.15049 0.08072 0.12588 0.10700 0.10519 0.10985 0.09958
441 442 443 444 445 446 447 448 449 450
0.10703 0.12356 0.08585 0.13872 0.12229 0.08888 0.09108 0.08114 0.12245 0.08162
451 452 453 454 455 456 457 458 459 460
0.14037 0.07642 0.07521 0.12264 0.34293 0.10474 0.10580 0.12518 0.12136 0.10795
461 462 463 464 465 466 467 468 469 470
0.10153 0.09653 0.08686 0.11492 0.12292 0.10178 0.12811 0.07835 0.10587 0.10978
471 472 473 474 475 476 477 478 479 480
0.22585 0.11191 0.09923 0.09338 0.09047 0.07510 0.10607 0.11812 0.09742 0.15997
481 482 483 484 485 486 487 488 489 490
0.09154 0.09154 0.34791 0.12618 0.11266 0.10096 0.11632 0.14365 0.09602 0.09096
491 492 493 494 495 496 497 498 499 500
0.10693 0.08599 0.09724 0.11958 0.12011 0.11298 0.08085 0.09194 0.10934 0.07926
501 502 503 504 505 506 507 508 509 510
0.12971 0.09452 0.07291 0.07262 0.10023 0.10678 0.11214 0.20596 0.11743 0.07651
511 512 513 514 515 516 517 518 519 520
0.11196 0.10406 0.11789 0.09798 0.07474 0.07456 0.12208 0.09784 0.09893 0.07557
521 522 523 524 525 526 527 528 529 530
0.12149 0.10524 0.12762 0.08525 0.12891 0.09936 0.08591 0.07881 0.08149 0.08109
531 532 533 534 535 536 537 538 539 540
0.09452 0.08573 0.10223 0.08045 0.11046 0.11041 0.10527 0.11079 0.08828 0.08927
541 542 543 544 545 546 547 548 549 550
0.18446 0.07165 0.08855 0.29778 0.11756 0.34190 0.48489 0.11328 0.11383 0.11623
551 552 553 554 555 556 557 558 559 560
0.08073 0.08259 0.07530 0.12827 0.11819 0.07148 0.12811 0.10903 0.09516 0.10239
561 562 563 564 565 566 567 568 569 570
0.15069 0.10436 0.10829 0.11204 0.11013 0.07795 0.13077 0.11144 0.33312 0.13795
571 572 573 574 575 576 577 578 579 580
0.09798 0.09094 0.10053 0.13903 0.11720 0.09145 0.13334 0.10525 0.10313 0.07922
581 582 583 584 585 586 587 588 589 590
0.07642 0.13468 0.07466 0.11565 0.09696 0.09687 0.11829 0.12011 0.07627 0.22246
591 592 593 594 595 596 597 598 599 600
0.10202 0.08422 0.10483 0.10896 0.10703 0.08933 0.09567 0.07693 0.09464 0.18753
601 602 603 604 605 606 607 608 609 610
0.09988 0.13849 0.07522 0.09600 0.07531 0.19718 0.07640 0.09075 0.10369 0.11704
611 612 613 614 615 616 617 618 619 620
0.15776 0.10075 0.09101 0.11078 0.07732 0.09676 0.12625 0.24097 0.11420 0.13874
621 622 623 624 625 626 627 628 629 630
0.12551 0.07790 0.13484 0.10045 0.16490 0.10791 0.08975 0.12220 0.15126 0.14880
631 632 633 634 635 636 637 638 639 640
0.13033 0.07785 0.07828 0.09885 0.13532 0.12058 0.18551 0.07886 0.08194 0.13136
641 642 643 644 645 646 647 648 649 650
0.08069 0.11180 0.16050 0.08950 0.14646 0.07969 0.09104 0.10096 0.11093 0.09615
651 652 653 654 655 656 657 658 659 660
0.08788 0.11603 0.08721 0.08463 0.07706 0.12532 0.08535 0.11002 0.15322 0.08237
661 662 663 664 665 666 667 668 669 670
0.08726 0.10086 0.08226 0.07718 0.07411 0.14646 0.09613 0.10860 0.60753 0.10795
671 672 673 674 675 676 677 678 679 680
0.07597 0.09117 0.07597 0.10312 0.13722 0.10806 0.14715 0.35653 0.10348 0.11420
681 682 683 684 685 686 687 688 689 690
0.21564 0.18815 0.10300 0.12361 0.08689 0.11193 0.08606 0.09098 0.08862 0.13485
691 692 693 694 695 696 697 698 699 700
0.11773 0.07667 0.14676 0.19496 0.08297 0.07589 0.10174 0.10563 0.12588 0.10228
701 702 703 704 705 706 707 708 709 710
0.07527 0.13261 0.20858 0.10449 0.10801 0.07809 0.07568 0.12356 0.22288 0.13477
711 712 713 714 715 716 717 718 719 720
0.07926 0.09290 0.33476 0.10937 0.12356 0.10924 0.10903 0.09638 0.11939 0.09788
721 722 723 724 725 726 727 728 729 730
0.13771 0.13383 0.10389 0.07353 0.16792 0.11616 0.07729 0.10461 0.12157 0.14445
731 732 733 734 735 736 737 738 739 740
0.09954 0.10087 0.09068 0.11065 0.11057 0.17241 0.10068 0.07944 0.10552 0.10521
741 742 743 744 745 746 747 748 749 750
0.16261 0.38792 0.11344 0.17848 0.13179 0.08822 0.11905 0.13099 0.12877 0.19283
751 752 753 754 755 756 757 758 759 760
0.15048 0.07886 0.09721 0.15295 0.08909 0.09999 0.09174 0.08949 0.11371 0.07939
761 762 763 764 765 766 767 768 769 770
0.11165 0.13159 0.10661 0.07574 0.11232 0.12678 0.13987 0.18012 0.08639 0.07412
771 772 773 774 775 776 777 778 779 780
0.33701 0.12121 0.09389 0.12753 0.11236 0.14413 0.17759 0.10083 0.12218 0.07367
781 782 783 784 785 786 787 788 789 790
0.11906 0.08927 0.09392 0.10476 0.14866 0.18487 0.12184 0.11529 0.11299 0.09742
791 792 793 794 795 796 797 798 799 800
0.11331 0.07361 0.12420 0.07271 0.43105 0.12443 0.09272 0.15490 0.57721 0.09444
801 802 803 804 805 806 807 808 809 810
0.10219 0.11829 0.74803 0.10625 0.13303 0.10668 0.10947 0.13951 0.12261 0.16270
811 812 813 814 815 816 817 818 819 820
0.09096 0.42560 0.09117 0.09624 0.24455 0.12156 0.12857 0.09192 0.09138 0.09671
821 822 823 824 825 826 827 828 829 830
0.15784 0.26431 0.11652 0.11335 0.11339 0.07970 0.08830 0.08216 0.09000 0.15673
831 832 833 834 835 836 837 838 839 840
0.11151 0.11370 0.09355 0.09365 0.16403 0.09637 0.09462 0.07474 0.14121 0.13118
841 842 843 844 845 846 847 848 849 850
0.13403 0.09124 0.08547 0.10127 0.07828 0.12378 0.11040 0.13095 0.10003 0.13367
851 852 853 854 855 856 857 858 859 860
0.13059 0.09567 0.12331 0.07391 0.13380 0.13205 0.14202 0.11800 0.09685 0.13403
861 862 863 864 865 866 867 868 869 870
0.10479 0.07322 0.15717 0.24455 0.09248 0.14486 0.07962 0.10635 0.07650 0.16392
871 872 873 874 875 876 877 878 879 880
0.11038 0.48489 0.13389 0.13380 0.10625 0.08221 0.07697 0.11090 0.29517 0.26211
881 882 883 884 885 886 887 888 889 890
0.13805 0.17950 0.11070 0.08114 0.15264 0.12651 0.10829 0.09611 0.08406 0.11632
891 892 893 894 895 896 897 898 899 900
0.10800 0.10329 0.11896 0.07901 0.10567 0.11268 0.14998 0.08224 0.08406 0.15164
901 902 903 904 905 906 907 908 909 910
0.36166 0.11817 0.15809 0.15673 0.13407 0.14630 0.12217 0.11357 0.42560 0.13220
911 912 913 914 915
0.10062 0.21290 0.09057 0.20148 0.45435
Code
predict(M_bioChem, newdata = newdataframe, type = "response")
Output
[,1]
1 1.109158
Code
predict(M_bioChem, newdata = newdataframe, type = "link")
Output
[,1]
1 0.1036013
Code
predict(M_bioChem, se.fit = TRUE, newdata = newdataframe, type = "response")
Output
$fit
1
1.109158
$se.fit
[,1]
1 0.09920124
Code
predict(M_bioChem, se.fit = TRUE, newdata = newdataframe, type = "link")
Output
$fit
1
0.1036013
$se.fit
1
0.08943832
Testing function that extracting info from tsglm.izip
Code
coef(M_arson)
Output
(Intercept) beta_1 beta_2 alpha_1
8.315154e-01 2.635916e-02 1.756004e-01 1.944171e-09
Code
summary(M_arson)
Output
Call: tsglm.izip(formula = arson ~ 1, past_mean_lags = 1, past_obs_lags = c(1,
2))
Model Coefficients:
Estimate Std.Err Z value Pr(>|z|)
(Intercept) 8.315e-01 4.801e-01 1.732 0.0833 .
beta_1 2.636e-02 8.355e-02 0.315 0.7524
beta_2 1.756e-01 8.886e-02 1.976 0.0481 *
alpha_1 1.944e-09 4.662e-01 0.000 1.0000
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
(Standard errors obtained by normal approximation.)
(Baseline zero-inflation odds for iZIP estimated to be 0.33)
(The baseline Poisson rate for iZIP is set at 1.042)
AIC: 404.5515
BIC: 419.4006
Code
logLik(M_arson)
Output
'log Lik. ' -197.2757 (df=5)
Code
nobs(M_arson)
Output
[1] 144
Code
AIC(M_arson)
Output
[1] 404.5515
Code
AIC(M_arson, k = log(nobs(M_arson)))
Output
[1] 419.4006
Code
coef(M_arson)
Output
(Intercept) beta_1 beta_2 alpha_1
8.315154e-01 2.635916e-02 1.756004e-01 1.944171e-09
Code
fitted(M_arson)
Output
[1] 1.0419465 1.0408408 1.0598342 1.2090754 1.0861933 1.3583167 0.8315154
[8] 0.8578746 1.0071158 0.9369521 1.5602763 1.0861933 1.3583167 0.8842337
[15] 1.2090754 1.0598342 1.2090754 1.0334750 1.0334750 1.0598342 1.2354346
[22] 1.2354346 1.2881529 1.6393538 1.5339171 0.8578746 1.0071158 0.8315154
[29] 0.8315154 0.9369521 1.5602763 1.0071158 0.8315154 0.8315154 0.8578746
[36] 1.0071158 0.8842337 1.1827163 0.8842337 1.1827163 0.8315154 0.8578746
[43] 1.0334750 1.0071158 0.8578746 1.0334750 1.0861933 1.4373942 1.3583167
[50] 0.8842337 1.1827163 0.8578746 1.0598342 1.2354346 1.2617937 1.3583167
[57] 0.8842337 1.2090754 1.0334750 1.0071158 0.8842337 1.1827163 0.8578746
[64] 1.0334750 1.0598342 1.2090754 1.0071158 0.8315154 0.8578746 1.0861933
[71] 1.3583167 0.8315154 0.8842337 1.2617937 1.3583167 0.8578746 1.0334750
[78] 1.0071158 0.8578746 1.0861933 1.4110350 1.2090754 1.1652708 1.9114771
[85] 1.0861933 1.4373942 1.4373942 1.3583167 0.8578746 1.0334750 1.0334750
[92] 1.0334750 1.0071158 0.8315154 0.8315154 0.8578746 1.0334750 1.0598342
[99] 1.1827163 0.9105929 1.3583167 0.8842337 1.1827163 0.8315154 0.8315154
[106] 0.8842337 1.1827163 0.8315154 0.8315154 0.8315154 0.8315154 0.8842337
[113] 1.1827163 0.8315154 0.8578746 1.0071158 0.8315154 0.8315154 0.8842337
[120] 1.2090754 1.0071158 0.8315154 0.8842337 1.1827163 0.8578746 1.0071158
[127] 0.8315154 0.9105929 1.4110350 1.1827163 0.8315154 0.8315154 0.8315154
[134] 0.8315154 0.8578746 1.0071158 0.8578746 1.0071158 0.8315154 0.8578746
[141] 1.0071158 0.8842337 1.1827163 0.8578746
Code
model.frame(M_arson)
Output
arson
1 1
2 2
3 1
4 3
5 0
6 0
7 1
8 0
9 4
10 1
11 3
12 0
13 2
14 1
15 2
16 1
17 1
18 1
19 2
20 2
21 2
22 4
23 4
24 0
25 1
26 0
27 0
28 0
29 4
30 1
31 0
32 0
33 0
34 1
35 0
36 2
37 0
38 2
39 0
40 0
41 1
42 1
43 0
44 1
45 1
46 3
47 3
48 0
49 2
50 0
51 1
52 2
53 2
54 3
55 0
56 2
57 1
58 1
59 0
60 2
61 0
62 1
63 1
64 2
65 1
66 0
67 0
68 1
69 3
70 0
71 0
72 2
73 3
74 0
75 1
76 1
77 0
78 1
79 3
80 2
81 1
82 6
83 1
84 3
85 3
86 3
87 0
88 1
89 1
90 1
91 1
92 0
93 0
94 0
95 1
96 1
97 2
98 0
99 3
100 0
101 2
102 0
103 0
104 0
105 2
106 0
107 0
108 0
109 0
110 0
111 2
112 0
113 0
114 1
115 0
116 0
117 0
118 2
119 1
120 0
121 0
122 2
123 0
124 1
125 0
126 0
127 3
128 2
129 0
130 0
131 0
132 0
133 0
134 1
135 0
136 1
137 0
138 0
139 1
140 0
141 2
142 0
143 1
144 1
Code
residuals(M_arson)
Output
1 2 3 4 5 6
-0.041946494 0.959159181 -0.059834158 1.790924578 -1.086193320 -1.358316685
7 8 9 10 11 12
0.168484588 -0.857874572 2.992884164 0.063047944 1.439723730 -1.086193321
13 14 15 16 17 18
0.641683315 0.115766265 0.790924579 -0.059834159 -0.209075422 -0.033474997
19 20 21 22 23 24
0.966525003 0.940165842 0.764565417 2.764565417 2.711847094 -1.639353755
25 26 27 28 29 30
-0.533917110 -0.857874574 -1.007115836 -0.831515411 3.168484589 0.063047944
31 32 33 34 35 36
-1.560276270 -1.007115837 -0.831515411 0.168484589 -0.857874572 0.992884164
37 38 39 40 41 42
-0.884233734 0.817283740 -0.884233734 -1.182716260 0.168484588 0.142125428
43 44 45 46 47 48
-1.033474997 -0.007115836 0.142125427 1.966525003 1.913806680 -1.437394169
49 50 51 52 53 54
0.641683314 -0.884233735 -0.182716260 1.142125427 0.940165842 1.764565417
55 56 57 58 59 60
-1.261793744 0.641683315 0.115766265 -0.209075421 -1.033474997 0.992884164
61 62 63 64 65 66
-0.884233734 -0.182716260 0.142125427 0.966525003 -0.059834158 -1.209075422
67 68 69 70 71 72
-1.007115836 0.168484589 2.142125428 -1.086193319 -1.358316685 1.168484588
73 74 75 76 77 78
2.115766266 -1.261793744 -0.358316685 0.142125427 -1.033474997 -0.007115836
79 80 81 82 83 84
2.142125427 0.913806681 -0.411035007 4.790924578 -0.165270803 1.088522880
85 86 87 88 89 90
1.913806679 1.562605831 -1.437394169 -0.358316686 0.142125427 -0.033474997
91 92 93 94 95 96
-0.033474997 -1.033474997 -1.007115836 -0.831515411 0.168484589 0.142125428
97 98 99 100 101 102
0.966525003 -1.059834158 1.817283740 -0.910592895 0.641683315 -0.884233735
103 104 105 106 107 108
-1.182716260 -0.831515412 1.168484589 -0.884233734 -1.182716260 -0.831515412
109 110 111 112 113 114
-0.831515411 -0.831515411 1.168484589 -0.884233734 -1.182716260 0.168484588
115 116 117 118 119 120
-0.857874572 -1.007115836 -0.831515411 1.168484589 0.115766266 -1.209075421
121 122 123 124 125 126
-1.007115836 1.168484589 -0.884233734 -0.182716260 -0.857874573 -1.007115836
127 128 129 130 131 132
2.168484589 1.089407105 -1.411035007 -1.182716261 -0.831515412 -0.831515411
133 134 135 136 137 138
-0.831515411 0.168484589 -0.857874572 -0.007115836 -0.857874573 -1.007115836
139 140 141 142 143 144
0.168484589 -0.857874572 0.992884164 -0.884233734 -0.182716260 0.142125427
Code
residuals(M_arson, type = "pearson")
Output
1 2 3 4 5 6
-0.036550880 0.836222476 -0.051699480 1.450880387 -0.927200740 -1.040977484
7 8 9 10 11 12
0.164547828 -0.824529234 2.652438155 0.057940317 1.034677000 -0.927200740
13 14 15 16 17 18
0.491768886 0.109560269 0.640751137 -0.051699480 -0.169378115 -0.029287642
19 20 21 22 23 24
0.845623306 0.812346766 0.612993814 2.216502947 2.131178750 -1.152026059
25 26 27 28 29 30
-0.386706862 -0.824529235 -0.892554580 -0.812086474 3.094450738 0.057940317
31 32 33 34 35 36
-1.121313720 -0.892554581 -0.812086474 0.164547829 -0.824529234 0.879941788
37 38 39 40 41 42
-0.836831742 0.669206027 -0.836831742 -0.968428480 0.164547828 0.136601053
43 44 45 46 47 48
-0.904198589 -0.006306397 0.136601053 1.720534254 1.633671408 -1.072784473
49 50 51 52 53 54
0.491768885 -0.836831742 -0.149611226 1.097731339 0.812346767 1.414748381
55 56 57 58 59 60
-1.001455274 0.491768886 0.109560269 -0.169378114 -0.904198589 0.879941787
61 62 63 64 65 66
-0.836831742 -0.149611226 0.136601052 0.845623306 -0.051699480 -0.979507366
67 68 69 70 71 72
-0.892554581 0.164547829 2.058861627 -0.927200740 -1.040977484 1.141182130
73 74 75 76 77 78
2.002344293 -1.001455274 -0.274604299 0.136601052 -0.904198589 -0.006306397
79 80 81 82 83 84
2.058861626 0.780047359 -0.309429601 3.881268138 -0.136306874 0.714709596
85 86 87 88 89 90
1.633671405 1.166234921 -1.072784474 -0.274604300 0.136601052 -0.029287641
91 92 93 94 95 96
-0.029287641 -0.904198589 -0.892554580 -0.812086474 0.164547829 0.136601053
97 98 99 100 101 102
0.845623306 -0.915745726 1.488023281 -0.849002137 0.491768886 -0.836831742
103 104 105 106 107 108
-0.968428480 -0.812086474 1.141182132 -0.836831742 -0.968428480 -0.812086474
109 110 111 112 113 114
-0.812086474 -0.812086474 1.141182132 -0.836831742 -0.968428480 0.164547828
115 116 117 118 119 120
-0.824529234 -0.892554580 -0.812086474 1.141182132 0.109560270 -0.979507365
121 122 123 124 125 126
-0.892554581 1.141182131 -0.836831742 -0.149611226 -0.824529234 -0.892554580
127 128 129 130 131 132
2.117816434 1.015721697 -1.062235555 -0.968428480 -0.812086474 -0.812086474
133 134 135 136 137 138
-0.812086474 0.164547829 -0.824529234 -0.006306396 -0.824529234 -0.892554580
139 140 141 142 143 144
0.164547829 -0.824529234 0.879941788 -0.836831742 -0.149611226 0.136601052
Testing broom for iZIP
Code
glance(M_bioChem)
Output
# A tibble: 1 x 8
null.deviance df.null logLik AIC BIC deviance df.residual nobs
<dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <int> <int>
1 1543. 914 -1613. 3240. 3274. 1406. 909 915
Code
tidy(M_bioChem)
Output
# A tibble: 6 x 5
term estimate std.error statistic p.value
<chr> <dbl> <dbl> <dbl> <dbl>
1 (Intercept) 0.325 0.118 2.74 6.10e- 3
2 femWomen -0.229 0.0630 -3.63 2.84e- 4
3 marMarried 0.159 0.0706 2.25 2.44e- 2
4 kid5 -0.190 0.0463 -4.09 4.24e- 5
5 phd 0.0101 0.0303 0.334 7.38e- 1
6 ment 0.0247 0.00217 11.4 7.26e-30
Code
tidy(M_bioChem, conf.int = TRUE)
Output
# A tibble: 6 x 7
term estimate std.error statistic p.value conf.low conf.high
<chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
1 (Intercept) 0.325 0.118 2.74 6.10e- 3 0.0926 0.557
2 femWomen -0.229 0.0630 -3.63 2.84e- 4 -0.352 -0.105
3 marMarried 0.159 0.0706 2.25 2.44e- 2 0.0205 0.297
4 kid5 -0.190 0.0463 -4.09 4.24e- 5 -0.280 -0.0988
5 phd 0.0101 0.0303 0.334 7.38e- 1 -0.0492 0.0694
6 ment 0.0247 0.00217 11.4 7.26e-30 0.0204 0.0289
Code
tidy(M_bioChem, conf.int = TRUE, exponentiate = TRUE)
Output
# A tibble: 6 x 7
term estimate std.error statistic p.value conf.low conf.high
<chr> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
1 (Intercept) 1.38 0.118 2.74 6.10e- 3 1.10 1.74
2 femWomen 0.796 0.0630 -3.63 2.84e- 4 0.703 0.900
3 marMarried 1.17 0.0706 2.25 2.44e- 2 1.02 1.35
4 kid5 0.827 0.0463 -4.09 4.24e- 5 0.756 0.906
5 phd 1.01 0.0303 0.334 7.38e- 1 0.952 1.07
6 ment 1.02 0.00217 11.4 7.26e-30 1.02 1.03
Code
tidy(M_bioChem, exponentiate = TRUE)
Output
# A tibble: 6 x 5
term estimate std.error statistic p.value
<chr> <dbl> <dbl> <dbl> <dbl>
1 (Intercept) 1.38 0.118 2.74 6.10e- 3
2 femWomen 0.796 0.0630 -3.63 2.84e- 4
3 marMarried 1.17 0.0706 2.25 2.44e- 2
4 kid5 0.827 0.0463 -4.09 4.24e- 5
5 phd 1.01 0.0303 0.334 7.38e- 1
6 ment 1.02 0.00217 11.4 7.26e-30
Code
augment(M_bioChem)
Output
# A tibble: 915 x 11
art fem mar kid5 phd ment .fitted .resid .std.resid .hat .cooksd
<int> <fct> <fct> <dbl> <dbl> <int> <dbl> <dbl> <dbl> <dbl> <dbl>
1 0 Men Marr~ 0 2.52 7 0.682 -1.83 -1.83 0.00481 1.22e-3
2 0 Women Sing~ 0 2.05 6 0.265 -1.49 -1.49 0.00457 7.27e-4
3 0 Women Sing~ 0 3.75 6 0.282 -1.50 -1.50 0.00368 5.95e-4
4 0 Men Marr~ 1 1.18 3 0.380 -1.57 -1.58 0.00572 1.03e-3
5 0 Women Sing~ 0 3.75 26 0.776 -1.91 -1.92 0.00788 2.25e-3
6 0 Women Marr~ 2 3.59 2 -0.0386 -1.29 -1.29 0.00613 7.17e-4
7 0 Women Sing~ 0 3.19 3 0.202 -1.44 -1.44 0.00330 4.90e-4
8 0 Men Marr~ 2 2.96 4 0.233 -1.46 -1.47 0.00526 8.10e-4
9 0 Men Sing~ 0 4.62 6 0.519 -1.68 -1.69 0.00721 1.52e-3
10 0 Women Marr~ 0 1.25 0 0.267 -1.49 -1.49 0.00598 9.57e-4
# ... with 905 more rows
Code
augment(M_bioChem, se_fit = TRUE)
Output
# A tibble: 915 x 12
art fem mar kid5 phd ment .fitted .se.fit .resid .std.resid .hat
<int> <fct> <fct> <dbl> <dbl> <int> <dbl> <dbl> <dbl> <dbl> <dbl>
1 0 Men Marr~ 0 2.52 7 0.682 0.0565 -1.83 -1.83 0.00481
2 0 Women Sing~ 0 2.05 6 0.265 0.0693 -1.49 -1.49 0.00457
3 0 Women Sing~ 0 3.75 6 0.282 0.0619 -1.50 -1.50 0.00368
4 0 Men Marr~ 1 1.18 3 0.380 0.0733 -1.57 -1.58 0.00572
5 0 Women Sing~ 0 3.75 26 0.776 0.0681 -1.91 -1.92 0.00788
6 0 Women Marr~ 2 3.59 2 -0.0386 0.0944 -1.29 -1.29 0.00613
7 0 Women Sing~ 0 3.19 3 0.202 0.0610 -1.44 -1.44 0.00330
8 0 Men Marr~ 2 2.96 4 0.233 0.0760 -1.46 -1.47 0.00526
9 0 Men Sing~ 0 4.62 6 0.519 0.0764 -1.68 -1.69 0.00721
10 0 Women Marr~ 0 1.25 0 0.267 0.0795 -1.49 -1.49 0.00598
# ... with 905 more rows, and 1 more variable: .cooksd <dbl>
Code
augment(M_bioChem, type.predict = "response")
Output
# A tibble: 915 x 11
art fem mar kid5 phd ment .fitted .resid .std.resid .hat .cooksd
<int> <fct> <fct> <dbl> <dbl> <int> <dbl> <dbl> <dbl> <dbl> <dbl>
1 0 Men Marr~ 0 2.52 7 1.98 -1.83 -1.83 0.00481 1.22e-3
2 0 Women Sing~ 0 2.05 6 1.30 -1.49 -1.49 0.00457 7.27e-4
3 0 Women Sing~ 0 3.75 6 1.33 -1.50 -1.50 0.00368 5.95e-4
4 0 Men Marr~ 1 1.18 3 1.46 -1.57 -1.58 0.00572 1.03e-3
5 0 Women Sing~ 0 3.75 26 2.17 -1.91 -1.92 0.00788 2.25e-3
6 0 Women Marr~ 2 3.59 2 0.962 -1.29 -1.29 0.00613 7.17e-4
7 0 Women Sing~ 0 3.19 3 1.22 -1.44 -1.44 0.00330 4.90e-4
8 0 Men Marr~ 2 2.96 4 1.26 -1.46 -1.47 0.00526 8.10e-4
9 0 Men Sing~ 0 4.62 6 1.68 -1.68 -1.69 0.00721 1.52e-3
10 0 Women Marr~ 0 1.25 0 1.31 -1.49 -1.49 0.00598 9.57e-4
# ... with 905 more rows
Code
augment(M_bioChem, type.predict = "response", se_fit = TRUE)
Output
# A tibble: 915 x 12
art fem mar kid5 phd ment .fitted .se.fit .resid .std.resid .hat
<int> <fct> <fct> <dbl> <dbl> <int> <dbl> <dbl> <dbl> <dbl> <dbl>
1 0 Men Marr~ 0 2.52 7 1.98 0.112 -1.83 -1.83 0.00481
2 0 Women Sing~ 0 2.05 6 1.30 0.0904 -1.49 -1.49 0.00457
3 0 Women Sing~ 0 3.75 6 1.33 0.0821 -1.50 -1.50 0.00368
4 0 Men Marr~ 1 1.18 3 1.46 0.107 -1.57 -1.58 0.00572
5 0 Women Sing~ 0 3.75 26 2.17 0.148 -1.91 -1.92 0.00788
6 0 Women Marr~ 2 3.59 2 0.962 0.0908 -1.29 -1.29 0.00613
7 0 Women Sing~ 0 3.19 3 1.22 0.0747 -1.44 -1.44 0.00330
8 0 Men Marr~ 2 2.96 4 1.26 0.0959 -1.46 -1.47 0.00526
9 0 Men Sing~ 0 4.62 6 1.68 0.128 -1.68 -1.69 0.00721
10 0 Women Marr~ 0 1.25 0 1.31 0.104 -1.49 -1.49 0.00598
# ... with 905 more rows, and 1 more variable: .cooksd <dbl>
Code
augment(M_bioChem, newdata = newdataframe, se_fit = TRUE)
Output
# A tibble: 1 x 7
fem mar kid5 phd ment .fitted .se.fit
<chr> <chr> <dbl> <dbl> <dbl> <dbl> <dbl>
1 Women Married 2 3 8 0.104 0.0894
Code
augment(M_bioChem, newdata = newdataframe, type.predict = "response")
Output
# A tibble: 1 x 6
fem mar kid5 phd ment .fitted[,1]
<chr> <chr> <dbl> <dbl> <dbl> <dbl>
1 Women Married 2 3 8 1.11
Code
augment(M_bioChem, newdata = newdataframe, type.predict = "response", se_fit = TRUE)
Output
# A tibble: 1 x 7
fem mar kid5 phd ment .fitted .se.fit[,1]
<chr> <chr> <dbl> <dbl> <dbl> <dbl> <dbl>
1 Women Married 2 3 8 1.11 0.0992
Code
augment(M_bioChem, type.residuals = "pearson")
Output
# A tibble: 915 x 11
art fem mar kid5 phd ment .fitted .resid .std.resid .hat .cooksd
<int> <fct> <fct> <dbl> <dbl> <int> <dbl> <dbl> <dbl> <dbl> <dbl>
1 0 Men Marr~ 0 2.52 7 0.682 -1.23 -1.23 0.00481 1.22e-3
2 0 Women Sing~ 0 2.05 6 0.265 -0.973 -0.975 0.00457 7.27e-4
3 0 Women Sing~ 0 3.75 6 0.282 -0.982 -0.983 0.00368 5.95e-4
4 0 Men Marr~ 1 1.18 3 0.380 -1.03 -1.04 0.00572 1.03e-3
5 0 Women Sing~ 0 3.75 26 0.776 -1.30 -1.30 0.00788 2.25e-3
6 0 Women Marr~ 2 3.59 2 -0.0386 -0.833 -0.835 0.00613 7.17e-4
7 0 Women Sing~ 0 3.19 3 0.202 -0.941 -0.943 0.00330 4.90e-4
8 0 Men Marr~ 2 2.96 4 0.233 -0.957 -0.959 0.00526 8.10e-4
9 0 Men Sing~ 0 4.62 6 0.519 -1.12 -1.12 0.00721 1.52e-3
10 0 Women Marr~ 0 1.25 0 0.267 -0.974 -0.977 0.00598 9.57e-4
# ... with 905 more rows
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