Fit and validate Gaussian Process models based on Ensembles of Small Models approach
Source:R/esm_gau.R
esm_gau.RdThis function constructs Gaussian Process models using the Ensembles of Small Models (ESM) approach (Breiner et al., 2015, 2018).
Arguments
- data
data.frame. Database with the response (0,1) and predictors values.
- response
character. Column name with species absence-presence data (0,1)
- predictors
character. Vector with the column names of quantitative predictor variables (i.e. continuous variables). This function does not allow categorical variables and can only construct models with continuous variables. Usage predictors = c("aet", "cwd", "tmin")
- partition
character. Column name with training and validation partition groups.
- thr
character. Threshold used to get binary suitability values (i.e. 0,1). It is useful for threshold-dependent performance metrics. It is possible to use more than one threshold type. It is necessary to provide a vector for this argument. The following threshold criteria are available:
equal_sens_spec: Threshold at which the sensitivity and specificity are equal.
max_sens_spec: Threshold at which the sum of the sensitivity and specificity is the highest (aka threshold that maximizes the TSS).
max_jaccard: The threshold at which the Jaccard index is the highest.
max_sorensen: The threshold at which the Sorensen index is highest.
max_fpb: The threshold at which FPB (F-measure on presence-background data) is highest.
sensitivity: Threshold based on a specified sensitivity value. Usage thr = c('sensitivity', sens='0.6') or thr = c('sensitivity'). 'sens' refers to sensitivity value. If a sensitivity value is not specified, the default value is 0.9.
If the user wants to include more than one threshold type, it is necessary to concatenate threshold types, e.g., thr=c('max_sens_spec', 'max_jaccard'), or thr=c('max_sens_spec', 'sensitivity', sens='0.8'), or thr=c('max_sens_spec', 'sensitivity'). Function will use all thresholds if no threshold is specified
- background
data.frame. Database with response column only with 0 and predictors variables. All column names must be consistent with data. Default NULL
Value
A list object with:
esm_model: A list with "graf" class object for each bivariate model. This object can be used for predicting ensembles of small models with
sdm_predictfunction.predictors: A tibble with variables use for modeling.
performance: Performance metric (see
sdm_eval). Those threshold dependent metric are calculated based on the threshold specified in the argument.performance_part: Performance metric for each replica and partition (see
sdm_eval).
Details
This method consists of creating bivariate models with all the pair-wise combinations of predictors and performs an ensemble based on the average of suitability weighted by Somers' D metric (D = 2 x (AUC -0.5)). ESM is recommended for modeling species with few occurrences. This function does not allow categorical variables because the use of these types of variables could be problematic when using with few occurrences. For further detail see Breiner et al. (2015, 2018).
References
Breiner, F. T., Guisan, A., Bergamini, A., & Nobis, M. P. (2015). Overcoming limitations of modelling rare species by using ensembles of small models. Methods in Ecology and Evolution, 6(10), 1210-218. https://doi.org/10.1111/2041-210X.12403
Breiner, F. T., Nobis, M. P., Bergamini, A., & Guisan, A. (2018). Optimizing ensembles of small models for predicting the distribution of species with few occurrences. Methods in Ecology and Evolution, 9(4), 802-808. https://doi.org/10.1111/2041-210X.12957
Examples
# \donttest{
data("abies")
require(dplyr)
# Using k-fold partition method
set.seed(10)
abies2 <- abies %>%
na.omit() %>%
group_by(pr_ab) %>%
dplyr::slice_sample(n = 10) %>%
group_by()
abies2 <- part_random(
data = abies2,
pr_ab = "pr_ab",
method = c(method = "rep_kfold", folds = 3, replicates = 5)
)
abies2
#> # A tibble: 20 × 18
#> id pr_ab x y aet cwd tmin ppt_djf ppt_jja pH awc
#> <int> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
#> 1 12040 0 -308909. 384248. 573. 332. 4.84 521. 48.8 5.63 0.108
#> 2 10361 0 -254286. 417158. 260. 469. 2.93 151. 15.1 6.20 0.0950
#> 3 9402 0 -286979. 386206. 587. 376. 6.45 333. 15.7 5.5 0.160
#> 4 9815 0 -291849. 445595. 443. 455. 4.39 332. 19.1 6 0.0700
#> 5 10524 0 -256658. 184438. 355. 568. 5.87 303. 10.6 5.20 0.0800
#> 6 8860 0 121343. -164170. 354. 733. 3.97 182. 9.83 0 0
#> 7 6431 0 107903. -122968. 461. 578. 4.87 161. 7.66 5.90 0.0900
#> 8 11730 0 -333903. 431238. 561. 364. 6.73 387. 25.2 5.80 0.130
#> 9 808 0 -150163. 357180. 339. 564. 2.64 220. 15.3 6.40 0.100
#> 10 11054 0 -293663. 340981. 477. 396. 3.89 332. 26.4 4.60 0.0634
#> 11 2960 1 -49273. 181752. 512. 275. 0.920 319. 17.3 5.92 0.0900
#> 12 3065 1 126907. -198892. 322. 544. 0.700 203. 10.6 5.60 0.110
#> 13 5527 1 116751. -181089. 261. 537. 0.363 178. 7.43 0 0
#> 14 4035 1 -31777. 115940. 394. 440. 2.07 298. 11.2 6.01 0.0769
#> 15 4081 1 -5158. 90159. 301. 502. 0.703 203. 14.6 6.11 0.0633
#> 16 3087 1 102151. -143976. 299. 425. -2.08 205. 13.4 3.88 0.110
#> 17 3495 1 -19586. 89803. 438. 419. 2.13 189. 15.2 6.19 0.0959
#> 18 4441 1 49405. -60502. 362. 582. 2.42 218. 7.84 5.64 0.0786
#> 19 301 1 -132516. 270845. 367. 196. -2.56 422. 26.3 6.70 0.0300
#> 20 3162 1 59905. -53634. 319. 626. 1.99 212. 4.50 4.51 0.0396
#> # ℹ 7 more variables: depth <dbl>, landform <fct>, .part1 <int>, .part2 <int>,
#> # .part3 <int>, .part4 <int>, .part5 <int>
# Without threshold specification and with kfold
esm_gau_t1 <- esm_gau(
data = abies2,
response = "pr_ab",
predictors = c("aet", "cwd", "tmin", "ppt_djf", "ppt_jja", "pH", "awc", "depth"),
partition = ".part",
thr = NULL
)
#>
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esm_gau_t1$esm_model # bivariate model
#> $`0.402777777777778`
#> $y
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $x
#> aet cwd
#> [1,] 1.69919071 -1.071355581
#> [2,] -1.36561109 0.003528583
#> [3,] 1.83960801 -0.727771982
#> [4,] 0.42968995 -0.109661409
#> [5,] -0.42908971 0.771402816
#> [6,] -0.44206866 2.067660500
#> [7,] 0.60043445 0.852476201
#> [8,] 1.58088177 -0.823808439
#> [9,] -0.58894304 0.745856166
#> [10,] 0.75989668 -0.574280859
#> [11,] 1.10438761 -1.517257287
#> [12,] -0.75427480 0.583318464
#> [13,] -1.35670857 0.528235646
#> [14,] -0.04960909 -0.225196997
#> [15,] -0.96134738 0.259755954
#> [16,] -0.97885894 -0.347640968
#> [17,] 0.38354667 -0.390732325
#> [18,] -0.36406631 0.879978469
#> [19,] -0.32007529 -2.133360930
#> [20,] -0.78698294 1.228853977
#>
#> $MAP
#> [,1]
#> 1 -0.47095437
#> 2 0.49109799
#> 3 -0.58131605
#> 4 -0.13669525
#> 5 0.05877899
#> 6 -0.15182573
#> 7 -0.37985937
#> 8 -0.48057537
#> 9 0.12340268
#> 10 -0.19448088
#> 11 -0.15262326
#> 12 0.21399479
#> 13 0.39153764
#> 14 0.10298668
#> 15 0.34454370
#> 16 0.46373508
#> 17 -0.05885858
#> 18 0.01271540
#> 19 0.50073993
#> 20 0.09680830
#>
#> $ls
#> [1] 5.871284 8.441229
#>
#> $a
#> [1] -0.5241987 -1.1345722 -0.4682819 -0.7129472 -0.8356771 -0.7038087
#> [7] -0.5728209 -0.5191923 -0.8780691 -0.6783371 0.8975187 0.6668295
#> [13] 0.5664657 0.7334982 0.5922544 0.5279717 0.8357288 0.7898073
#> [19] 0.5087803 0.7372934
#>
#> $W
#> [1] 0.5216580 0.7300680 0.4915077 0.6057503 0.6492361 0.6022030 0.5457152
#> [8] 0.5190717 0.6626494 0.5920650 0.6685576 0.5873597 0.5426760 0.6135602
#> [15] 0.5548229 0.5235932 0.6492529 0.6338384 0.5136240 0.6149777
#>
#> $L
#> 1 2 3 4 5 6 7
#> 1 1.233555 0.2099411 0.4069430 0.3760833 0.2623351 0.17153642 0.3134420
#> 2 0.000000 1.2984578 0.1205419 0.3281178 0.4327542 0.34122293 0.2844709
#> 3 0.000000 0.0000000 1.1451527 0.2250939 0.1397886 0.09508247 0.2009289
#> 4 0.000000 0.0000000 0.0000000 1.1427962 0.2540736 0.20095070 0.2506788
#> 5 0.000000 0.0000000 0.0000000 0.0000000 1.1441354 0.27009025 0.2154751
#> 6 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 1.15497819 0.1734308
#> 7 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 1.0894153
#> 8 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 9 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 10 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 11 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 12 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 13 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 14 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 15 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 16 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 17 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 18 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 19 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 20 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 8 9 10 11 12 13
#> 1 0.41981119 0.25095274 0.41184370 0.459096774 0.22852052 0.167340743
#> 2 0.14947575 0.45192960 0.27129026 0.204825028 0.44194197 0.449856065
#> 3 0.27341237 0.12843569 0.25104575 0.276023127 0.11121508 0.065263858
#> 4 0.19033729 0.24833629 0.24972377 0.212106997 0.22622870 0.176124081
#> 5 0.08088929 0.27269469 0.14838906 0.082039951 0.25038972 0.224844339
#> 6 0.02715111 0.20392459 0.06220818 0.001812119 0.17661915 0.154204748
#> 7 0.10676009 0.13156865 0.12914424 0.087245971 0.11123097 0.071053689
#> 8 1.09125004 0.03894265 0.15067002 0.189136385 0.03322384 0.008780955
#> 9 0.00000000 1.08742385 0.08057499 0.043649717 0.15971826 0.155269787
#> 10 0.00000000 0.00000000 1.07317483 0.156912229 0.06456381 0.039942208
#> 11 0.00000000 0.00000000 0.00000000 1.103635510 0.02851443 0.015129612
#> 12 0.00000000 0.00000000 0.00000000 0.000000000 1.06696774 0.134589330
#> 13 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 1.074018824
#> 14 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> 15 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> 16 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> 17 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> 18 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> 19 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> 20 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.000000000
#> 14 15 16 17 18 19
#> 1 0.33879303 0.21490026 0.22300054 0.39610204 0.25889720 0.277358213
#> 2 0.38861069 0.44675546 0.43065337 0.34081698 0.41774376 0.283009546
#> 3 0.18730147 0.09727166 0.09872041 0.23241386 0.14058708 0.134006257
#> 4 0.26275410 0.20860355 0.19832085 0.27211600 0.25208719 0.166126976
#> 5 0.20787859 0.22772264 0.19101359 0.18662734 0.26955994 0.081977452
#> 6 0.10556940 0.14155500 0.08813951 0.08748812 0.21144701 -0.014840273
#> 7 0.12643530 0.08989441 0.07205769 0.13730832 0.14423219 0.036150336
#> 8 0.09698629 0.03074442 0.04228004 0.13143470 0.04533144 0.096967040
#> 9 0.12843251 0.15336953 0.13609254 0.10833888 0.15892836 0.065302790
#> 10 0.12076915 0.06517526 0.07979691 0.13981988 0.07056118 0.121546235
#> 11 0.09443397 0.03665096 0.06210680 0.11975846 0.02454878 0.158020206
#> 12 0.09858004 0.12925700 0.11804362 0.07753528 0.12154872 0.056443356
#> 13 0.07455093 0.12576274 0.11882078 0.04892419 0.09537656 0.056235041
#> 14 1.05290801 0.08246574 0.09206467 0.10155637 0.07718840 0.094750154
#> 15 0.00000000 1.05200470 0.10088333 0.05615688 0.08000265 0.061529971
#> 16 0.00000000 0.00000000 1.05481658 0.06029433 0.05366806 0.100598843
#> 17 0.00000000 0.00000000 0.00000000 1.04803956 0.05290022 0.075231786
#> 18 0.00000000 0.00000000 0.00000000 0.00000000 1.04690502 -0.002704631
#> 19 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 1.102038500
#> 20 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 20
#> 1 0.198267707
#> 2 0.426799875
#> 3 0.097280023
#> 4 0.216468356
#> 5 0.272704366
#> 6 0.235315246
#> 7 0.119948583
#> 8 0.015574413
#> 9 0.165417328
#> 10 0.040779379
#> 11 0.001309754
#> 12 0.131016637
#> 13 0.116351381
#> 14 0.060043327
#> 15 0.087377758
#> 16 0.053159259
#> 17 0.030561502
#> 18 0.094586968
#> 19 -0.014004313
#> 20 1.053063619
#>
#> $K
#> 1 2 3 4 5 6 7
#> 1 1.0000000 0.4196444 0.9913659 0.8252829 0.5560588 0.3775291 0.7246690
#> 2 0.4196444 1.0000000 0.4039090 0.7593903 0.8961770 0.7225225 0.6894488
#> 3 0.9913659 0.4039090 1.0000000 0.8253745 0.5647079 0.4040479 0.7567791
#> 4 0.8252829 0.7593903 0.8253745 1.0000000 0.8969214 0.7078474 0.9442963
#> 5 0.5560588 0.8961770 0.5647079 0.8969214 1.0000000 0.9052513 0.9133351
#> 6 0.3775291 0.7225225 0.4040479 0.7078474 0.9052513 1.0000000 0.8352526
#> 7 0.7246690 0.6894488 0.7567791 0.9442963 0.9133351 0.8352526 1.0000000
#> 8 0.9951898 0.4584563 0.9937726 0.8666958 0.6097071 0.4301044 0.7801232
#> 9 0.5265209 0.9194219 0.5321166 0.8765893 0.9977877 0.9000300 0.8859076
#> 10 0.9141413 0.6673028 0.9042284 0.9781695 0.7964004 0.5848084 0.8844914
#> 11 0.9589598 0.5186390 0.9203949 0.8554510 0.6001836 0.3810194 0.7016928
#> 12 0.5092590 0.9495770 0.5092599 0.8625861 0.9889607 0.8703957 0.8516493
#> 13 0.3879690 0.9838177 0.3815635 0.7438858 0.9260928 0.8092767 0.7171818
#> 14 0.7387057 0.8602050 0.7269409 0.9798514 0.9313739 0.7228767 0.9005252
#> 15 0.4927486 0.9823511 0.4839001 0.8412493 0.9611431 0.8052778 0.7957030
#> 16 0.5263499 0.9801569 0.5040643 0.8417153 0.9049148 0.6906754 0.7425120
#> 17 0.8395870 0.7635631 0.8292131 0.9951510 0.8726370 0.6596569 0.9088687
#> 18 0.5553972 0.8772842 0.5674158 0.8943418 0.9989422 0.9193654 0.9237940
#> 19 0.6609734 0.6951912 0.5979592 0.7479244 0.6060455 0.3511130 0.5486823
#> 20 0.4318052 0.8891882 0.4429555 0.7927991 0.9769662 0.9495118 0.8417113
#> 8 9 10 11 12 13 14
#> 1 0.9951898 0.5265209 0.9141413 0.9589598 0.5092590 0.3879690 0.7387057
#> 2 0.4584563 0.9194219 0.6673028 0.5186390 0.9495770 0.9838177 0.8602050
#> 3 0.9937726 0.5321166 0.9042284 0.9203949 0.5092599 0.3815635 0.7269409
#> 4 0.8666958 0.8765893 0.9781695 0.8554510 0.8625861 0.7438858 0.9798514
#> 5 0.6097071 0.9977877 0.7964004 0.6001836 0.9889607 0.9260928 0.9313739
#> 6 0.4301044 0.9000300 0.5848084 0.3810194 0.8703957 0.8092767 0.7228767
#> 7 0.7801232 0.8859076 0.8844914 0.7016928 0.8516493 0.7171818 0.9005252
#> 8 1.0000000 0.5787483 0.9407409 0.9533065 0.5589714 0.4303466 0.7806535
#> 9 0.5787483 1.0000000 0.7724662 0.5783599 0.9961149 0.9483761 0.9225396
#> 10 0.9407409 0.7724662 1.0000000 0.9391532 0.7598588 0.6353878 0.9389213
#> 11 0.9533065 0.5783599 0.9391532 1.0000000 0.5737520 0.4659631 0.8087273
#> 12 0.5589714 0.9961149 0.7598588 0.5737520 1.0000000 0.9693916 0.9221871
#> 13 0.4303466 0.9483761 0.6353878 0.4659631 0.9693916 1.0000000 0.8360044
#> 14 0.7806535 0.9225396 0.9389213 0.8087273 0.9221871 0.8360044 1.0000000
#> 15 0.5379816 0.9745233 0.7456446 0.5766927 0.9901955 0.9825726 0.9187683
#> 16 0.5647210 0.9196387 0.7706623 0.6372334 0.9458874 0.9440279 0.9282777
#> 17 0.8752934 0.8546541 0.9860407 0.8874346 0.8466647 0.7349673 0.9825528
#> 18 0.6101239 0.9946424 0.7922703 0.5921277 0.9819846 0.9127984 0.9224068
#> 19 0.6641025 0.6082362 0.7840320 0.8226026 0.6355809 0.5998193 0.8009934
#> 20 0.4833332 0.9829881 0.6727653 0.4717404 0.9755299 0.9448610 0.8423685
#> 15 16 17 18 19 20
#> 1 0.4927486 0.5263499 0.8395870 0.5553972 0.6609734 0.4318052
#> 2 0.9823511 0.9801569 0.7635631 0.8772842 0.6951912 0.8891882
#> 3 0.4839001 0.5040643 0.8292131 0.5674158 0.5979592 0.4429555
#> 4 0.8412493 0.8417153 0.9951510 0.8943418 0.7479244 0.7927991
#> 5 0.9611431 0.9049148 0.8726370 0.9989422 0.6060455 0.9769662
#> 6 0.8052778 0.6906754 0.6596569 0.9193654 0.3511130 0.9495118
#> 7 0.7957030 0.7425120 0.9088687 0.9237940 0.5486823 0.8417113
#> 8 0.5379816 0.5647210 0.8752934 0.6101239 0.6641025 0.4833332
#> 9 0.9745233 0.9196387 0.8546541 0.9946424 0.6082362 0.9829881
#> 10 0.7456446 0.7706623 0.9860407 0.7922703 0.7840320 0.6727653
#> 11 0.5766927 0.6372334 0.8874346 0.5921277 0.8226026 0.4717404
#> 12 0.9901955 0.9458874 0.8466647 0.9819846 0.6355809 0.9755299
#> 13 0.9825726 0.9440279 0.7349673 0.9127984 0.5998193 0.9448610
#> 14 0.9187683 0.9282777 0.9825528 0.9224068 0.8009934 0.8423685
#> 15 1.0000000 0.9783586 0.8360254 0.9482226 0.6878058 0.9434443
#> 16 0.9783586 1.0000000 0.8536960 0.8856307 0.7978446 0.8604073
#> 17 0.8360254 0.8536960 1.0000000 0.8665442 0.8008851 0.7618136
#> 18 0.9482226 0.8856307 0.8665442 1.0000000 0.5839068 0.9778088
#> 19 0.6878058 0.7978446 0.8008851 0.5839068 1.0000000 0.5024974
#> 20 0.9434443 0.8604073 0.7618136 0.9778088 0.5024974 1.0000000
#>
#> $e
#> NULL
#>
#> $obsx
#> aet cwd
#> 1 572.9367 332.0133
#> 2 259.6567 469.4567
#> 3 587.2900 375.9467
#> 4 443.1700 454.9833
#> 5 355.3867 567.6433
#> 6 354.0600 733.3933
#> 7 460.6233 578.0100
#> 8 560.8433 363.6667
#> 9 339.0467 564.3767
#> 10 476.9233 395.5733
#> 11 512.1367 274.9967
#> 12 322.1467 543.5933
#> 13 260.5667 536.5500
#> 14 394.1767 440.2100
#> 15 300.9800 502.2200
#> 16 299.1900 424.5533
#> 17 438.4533 419.0433
#> 18 362.0333 581.5267
#> 19 366.5300 196.2167
#> 20 318.8033 626.1367
#>
#> $obsy
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $mnll
#> [1] 14.40458
#>
#> $wt
#> [1] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#>
#> $l_grads
#> [1] -0.05932702 0.01199726
#>
#> $mnfun
#> function(x) rep(exp.prev, nrow(x))
#> <bytecode: 0x0000027cbca88008>
#> <environment: 0x0000027cac945008>
#>
#> $facs
#> named integer(0)
#>
#> $hessian
#> [1] FALSE
#>
#> $scaling
#> aet cwd
#> [1,] 399.2477 469.0055
#> [2,] 102.2187 127.8681
#>
#> $peak
#> aet cwd
#> 19 366.53 196.2167
#>
#> attr(,"class")
#> [1] "graf"
#>
#> $`0.867592592592592`
#> $y
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $x
#> aet tmin
#> [1,] 1.69919071 0.85233055
#> [2,] -1.36561109 0.10600163
#> [3,] 1.83960801 1.48381543
#> [4,] 0.42968995 0.67748124
#> [5,] -0.42908971 1.25420596
#> [6,] -0.44206866 0.51308297
#> [7,] 0.60043445 0.86536495
#> [8,] 1.58088177 1.59083079
#> [9,] -0.58894304 -0.01009488
#> [10,] 0.75989668 0.48176905
#> [11,] 1.10438761 -0.68205307
#> [12,] -0.75427480 -0.76816644
#> [13,] -1.35670857 -0.89995902
#> [14,] -0.04960909 -0.23191506
#> [15,] -0.96134738 -0.76687473
#> [16,] -0.97885894 -1.85503449
#> [17,] 0.38354667 -0.20713785
#> [18,] -0.36406631 -0.09491648
#> [19,] -0.32007529 -2.04550156
#> [20,] -0.78698294 -0.26322898
#>
#> $MAP
#> [,1]
#> 1 -0.8029287
#> 2 0.1105107
#> 3 -1.0747024
#> 4 -0.5795371
#> 5 -0.8093836
#> 6 -0.3106328
#> 7 -0.7360126
#> 8 -1.1293813
#> 9 0.1292775
#> 10 -0.4805211
#> 11 0.3554309
#> 12 0.7151484
#> 13 0.7821897
#> 14 0.2372646
#> 15 0.7175497
#> 16 1.1974357
#> 17 0.1424227
#> 18 0.1699674
#> 19 1.2455866
#> 20 0.3496776
#>
#> $ls
#> [1] 5.871284 5.430074
#>
#> $a
#> [1] -0.3663058 -0.8695433 -0.2607615 -0.4691567 -0.3635473 -0.6112155
#> [7] -0.3956159 -0.2421608 -0.8819656 -0.5192205 0.5862291 0.4050192
#> [13] 0.3752509 0.6532276 0.4039306 0.2202362 0.7094817 0.6929226
#> [19] 0.2055390 0.5894094
#>
#> $W
#> [1] 0.4282974 0.6600117 0.3482376 0.4920017 0.4264158 0.5634481 0.4476902
#> [8] 0.3321338 0.6638451 0.5190863 0.5520286 0.4536894 0.4343306 0.5816941
#> [15] 0.4530002 0.3122227 0.6044105 0.5979160 0.2982629 0.5535067
#>
#> $L
#> 1 2 3 4 5 6 7
#> 1 1.195114 0.1899187 0.31097478 0.3339016 0.2395504 0.2752414 0.3305941
#> 2 0.000000 1.2743401 0.08534487 0.2800054 0.3064735 0.3972534 0.2417768
#> 3 0.000000 0.0000000 1.11545889 0.1805739 0.1315535 0.1265859 0.1891738
#> 4 0.000000 0.0000000 0.00000000 1.1267215 0.2020229 0.2363467 0.2257840
#> 5 0.000000 0.0000000 0.00000000 0.0000000 1.1031708 0.1938988 0.1540119
#> 6 0.000000 0.0000000 0.00000000 0.0000000 0.0000000 1.1047169 0.1434143
#> 7 0.000000 0.0000000 0.00000000 0.0000000 0.0000000 0.0000000 1.0718625
#> 8 0.000000 0.0000000 0.00000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 9 0.000000 0.0000000 0.00000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 10 0.000000 0.0000000 0.00000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 11 0.000000 0.0000000 0.00000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 12 0.000000 0.0000000 0.00000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 13 0.000000 0.0000000 0.00000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 14 0.000000 0.0000000 0.00000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 15 0.000000 0.0000000 0.00000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 16 0.000000 0.0000000 0.00000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 17 0.000000 0.0000000 0.00000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 18 0.000000 0.0000000 0.00000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 19 0.000000 0.0000000 0.00000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 20 0.000000 0.0000000 0.00000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 8 9 10 11 12 13
#> 1 0.29977304 0.26675847 0.36137775 0.31784122 0.173460476 0.12280122
#> 2 0.09850549 0.45304934 0.25472803 0.21870195 0.361842143 0.36446150
#> 3 0.21172632 0.10336084 0.19441831 0.13837179 0.049912340 0.02443720
#> 4 0.14954108 0.23634081 0.24125942 0.20459791 0.157665853 0.11774247
#> 5 0.09422683 0.17598008 0.14128465 0.07114802 0.098118742 0.08408396
#> 6 0.06542618 0.21617355 0.15250775 0.13111599 0.160206298 0.14257148
#> 7 0.10995683 0.11345439 0.14797852 0.12141867 0.068608659 0.04246996
#> 8 1.06776695 0.02184977 0.09351007 0.05212557 -0.002716464 -0.01361756
#> 9 0.00000000 1.10898221 0.11371249 0.13759223 0.186705149 0.17709364
#> 10 0.00000000 0.00000000 1.06808669 0.14269949 0.069000444 0.04007670
#> 11 0.00000000 0.00000000 0.00000000 1.12390399 0.113445003 0.07619572
#> 12 0.00000000 0.00000000 0.00000000 0.00000000 1.082969904 0.16457422
#> 13 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 1.08476411
#> 14 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> 15 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> 16 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> 17 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> 18 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> 19 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> 20 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> 14 15 16 17 18 19
#> 1 0.28886115 0.158442670 0.08459135 0.33130242 0.27130449 0.097532547
#> 2 0.37211372 0.370868270 0.23422633 0.32913630 0.41048439 0.192597492
#> 3 0.11804220 0.041952389 0.01233771 0.14632790 0.10800281 0.019756173
#> 4 0.23446879 0.147398508 0.07750351 0.24682967 0.23212351 0.083811446
#> 5 0.14077712 0.097558343 0.03324843 0.13133846 0.15860835 0.026112284
#> 6 0.19181534 0.158054356 0.09191550 0.18168492 0.20248035 0.084496979
#> 7 0.12192860 0.060940587 0.02818546 0.13736185 0.11551764 0.035644568
#> 8 0.03333401 -0.006651744 -0.01228473 0.05194373 0.02652334 -0.007829191
#> 9 0.18883110 0.186242233 0.13667344 0.17337423 0.19582067 0.126357136
#> 10 0.11740195 0.059442516 0.03708620 0.13764749 0.10342027 0.050566113
#> 11 0.14647018 0.098953997 0.10300823 0.17544431 0.11549850 0.136318795
#> 12 0.12851575 0.162042067 0.15157469 0.11058610 0.13192812 0.138121798
#> 13 0.09322953 0.148415535 0.14156165 0.06971805 0.10367396 0.115377112
#> 14 1.05933190 0.094362520 0.07190820 0.11616898 0.11017398 0.077140290
#> 15 0.00000000 1.059909955 0.10871972 0.06803173 0.08943194 0.094649990
#> 16 0.00000000 0.000000000 1.06905365 0.04605099 0.05097732 0.128131716
#> 17 0.00000000 0.000000000 0.00000000 1.05595260 0.08342890 0.055157504
#> 18 0.00000000 0.000000000 0.00000000 0.00000000 1.04395099 0.039437774
#> 19 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 1.062858594
#> 20 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 20
#> 1 0.214612262
#> 2 0.423231407
#> 3 0.072920311
#> 4 0.195884680
#> 5 0.143635971
#> 6 0.192271252
#> 7 0.088420095
#> 8 0.006762664
#> 9 0.199054398
#> 10 0.077382627
#> 11 0.093586613
#> 12 0.148192162
#> 13 0.129972609
#> 14 0.101981089
#> 15 0.105111663
#> 16 0.066050132
#> 17 0.066065353
#> 18 0.083694440
#> 19 0.041196002
#> 20 1.042627082
#>
#> $K
#> 1 2 3 4 5 6 7
#> 1 1.0000000 0.4269023 0.9623298 0.8693043 0.6699105 0.6696123 0.9022834
#> 2 0.4269023 1.0000000 0.3500465 0.7374531 0.8219406 0.9158572 0.6823114
#> 3 0.9623298 0.3500465 1.0000000 0.7952050 0.6419959 0.5885360 0.8470575
#> 4 0.8693043 0.7374531 0.7952050 1.0000000 0.9107993 0.9350014 0.9942832
#> 5 0.6699105 0.8219406 0.6419959 0.9107993 1.0000000 0.9506680 0.9010583
#> 6 0.6696123 0.9158572 0.5885360 0.9350014 0.9506680 1.0000000 0.9012428
#> 7 0.9022834 0.6823114 0.8470575 0.9942832 0.9010583 0.9012428 1.0000000
#> 8 0.9498885 0.3897086 0.9932677 0.8272307 0.7015379 0.6341574 0.8778108
#> 9 0.5978902 0.9487491 0.4927448 0.8764329 0.8612576 0.9733216 0.8260979
#> 10 0.9159636 0.6718385 0.8255257 0.9872692 0.8391798 0.8841548 0.9844082
#> 11 0.7812068 0.5617278 0.6200357 0.8114273 0.5795664 0.7152056 0.7849672
#> 12 0.4702814 0.9028565 0.3534713 0.7321187 0.6800352 0.8526050 0.6689826
#> 13 0.3402742 0.9110227 0.2482629 0.6059918 0.6061863 0.7748415 0.5416403
#> 14 0.6916373 0.8538497 0.5627009 0.9087241 0.8060360 0.9377958 0.8634224
#> 15 0.4298922 0.9193628 0.3215662 0.6998584 0.6701524 0.8404507 0.6356932
#> 16 0.2764587 0.6929165 0.1821381 0.4678887 0.4001527 0.5822124 0.4090790
#> 17 0.7782071 0.7636992 0.6415711 0.9303091 0.7765636 0.8995936 0.8959041
#> 18 0.6407277 0.9147169 0.5256852 0.8970984 0.8453899 0.9660336 0.8486302
#> 19 0.3261268 0.5949210 0.2134911 0.4816148 0.3665637 0.5465911 0.4264054
#> 20 0.5267805 0.9597659 0.4195547 0.8125752 0.8001695 0.9364829 0.7548687
#> 8 9 10 11 12 13 14
#> 1 0.9498885 0.5978902 0.9159636 0.7812068 0.4702814 0.3402742 0.6916373
#> 2 0.3897086 0.9487491 0.6718385 0.5617278 0.9028565 0.9110227 0.8538497
#> 3 0.9932677 0.4927448 0.8255257 0.6200357 0.3534713 0.2482629 0.5627009
#> 4 0.8272307 0.8764329 0.9872692 0.8114273 0.7321187 0.6059918 0.9087241
#> 5 0.7015379 0.8612576 0.8391798 0.5795664 0.6800352 0.6061863 0.8060360
#> 6 0.6341574 0.9733216 0.8841548 0.7152056 0.8526050 0.7748415 0.9377958
#> 7 0.8778108 0.8260979 0.9844082 0.7849672 0.6689826 0.5416403 0.8634224
#> 8 1.0000000 0.5289066 0.8431089 0.6095590 0.3765190 0.2708606 0.5872383
#> 9 0.5289066 1.0000000 0.8375999 0.7514411 0.9462547 0.8841637 0.9711229
#> 10 0.8431089 0.8375999 1.0000000 0.8738673 0.7124055 0.5727445 0.9023924
#> 11 0.6095590 0.7514411 0.8738673 1.0000000 0.7446212 0.5944092 0.8762830
#> 12 0.3765190 0.9462547 0.7124055 0.7446212 1.0000000 0.9680164 0.9335455
#> 13 0.2708606 0.8841637 0.5727445 0.5944092 0.9680164 1.0000000 0.8297833
#> 14 0.5872383 0.9711229 0.9023924 0.8762830 0.9335455 0.8297833 1.0000000
#> 15 0.3456822 0.9374930 0.6730974 0.6948471 0.9963549 0.9851688 0.9074267
#> 16 0.1917913 0.7215392 0.4675364 0.6087914 0.8930904 0.9083271 0.7289705
#> 17 0.6572097 0.9193262 0.9457638 0.9370503 0.8700244 0.7392603 0.9840932
#> 18 0.5577674 0.9950433 0.8709202 0.8062362 0.9467660 0.8662446 0.9899022
#> 19 0.2175555 0.6786622 0.5028576 0.7089475 0.8467996 0.8086838 0.7341155
#> 20 0.4520318 0.9908024 0.7750088 0.7255725 0.9767076 0.9370924 0.9546661
#> 15 16 17 18 19 20
#> 1 0.4298922 0.2764587 0.7782071 0.6407277 0.3261268 0.5267805
#> 2 0.9193628 0.6929165 0.7636992 0.9147169 0.5949210 0.9597659
#> 3 0.3215662 0.1821381 0.6415711 0.5256852 0.2134911 0.4195547
#> 4 0.6998584 0.4678887 0.9303091 0.8970984 0.4816148 0.8125752
#> 5 0.6701524 0.4001527 0.7765636 0.8453899 0.3665637 0.8001695
#> 6 0.8404507 0.5822124 0.8995936 0.9660336 0.5465911 0.9364829
#> 7 0.6356932 0.4090790 0.8959041 0.8486302 0.4264054 0.7548687
#> 8 0.3456822 0.1917913 0.6572097 0.5577674 0.2175555 0.4520318
#> 9 0.9374930 0.7215392 0.9193262 0.9950433 0.6786622 0.9908024
#> 10 0.6730974 0.4675364 0.9457638 0.8709202 0.5028576 0.7750088
#> 11 0.6948471 0.6087914 0.9370503 0.8062362 0.7089475 0.7255725
#> 12 0.9963549 0.8930904 0.8700244 0.9467660 0.8467996 0.9767076
#> 13 0.9851688 0.9083271 0.7392603 0.8662446 0.8086838 0.9370924
#> 14 0.9074267 0.7289705 0.9840932 0.9899022 0.7341155 0.9546661
#> 15 1.0000000 0.8966793 0.8328666 0.9305709 0.8306386 0.9743877
#> 16 0.8966793 1.0000000 0.6649000 0.7280012 0.9605016 0.7894244
#> 17 0.8328666 0.6649000 1.0000000 0.9524118 0.7023296 0.8896109
#> 18 0.9305709 0.7280012 0.9524118 1.0000000 0.7043300 0.9823180
#> 19 0.8306386 0.9605016 0.7023296 0.7043300 1.0000000 0.7326727
#> 20 0.9743877 0.7894244 0.8896109 0.9823180 0.7326727 1.0000000
#>
#> $e
#> NULL
#>
#> $obsx
#> aet tmin
#> 1 572.9367 4.8400
#> 2 259.6567 2.9333
#> 3 587.2900 6.4533
#> 4 443.1700 4.3933
#> 5 355.3867 5.8667
#> 6 354.0600 3.9733
#> 7 460.6233 4.8733
#> 8 560.8433 6.7267
#> 9 339.0467 2.6367
#> 10 476.9233 3.8933
#> 11 512.1367 0.9200
#> 12 322.1467 0.7000
#> 13 260.5667 0.3633
#> 14 394.1767 2.0700
#> 15 300.9800 0.7033
#> 16 299.1900 -2.0767
#> 17 438.4533 2.1333
#> 18 362.0333 2.4200
#> 19 366.5300 -2.5633
#> 20 318.8033 1.9900
#>
#> $obsy
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $mnll
#> [1] 11.25937
#>
#> $wt
#> [1] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#>
#> $l_grads
#> [1] 0.06579047 -0.27284738
#>
#> $mnfun
#> function(x) rep(exp.prev, nrow(x))
#> <bytecode: 0x0000027cbca88008>
#> <environment: 0x0000027c5104fe08>
#>
#> $facs
#> named integer(0)
#>
#> $hessian
#> [1] FALSE
#>
#> $scaling
#> aet tmin
#> [1,] 399.2477 2.662490
#> [2,] 102.2187 2.554772
#>
#> $peak
#> aet tmin
#> 19 366.53 -2.5633
#>
#> attr(,"class")
#> [1] "graf"
#>
#> $`0.232407407407407`
#> $y
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $x
#> aet ppt_djf
#> [1,] 1.69919071 2.5546638
#> [2,] -1.36561109 -1.1824907
#> [3,] 1.83960801 0.6483255
#> [4,] 0.42968995 0.6380688
#> [5,] -0.42908971 0.3505344
#> [6,] -0.44206866 -0.8730923
#> [7,] 0.60043445 -1.0831494
#> [8,] 1.58088177 1.1977283
#> [9,] -0.58894304 -0.4901966
#> [10,] 0.75989668 0.6401879
#> [11,] 1.10438761 0.5132647
#> [12,] -0.75427480 -0.6603446
#> [13,] -1.35670857 -0.9152962
#> [14,] -0.04960909 0.2941664
#> [15,] -0.96134738 -0.6558891
#> [16,] -0.97885894 -0.6395758
#> [17,] 0.38354667 -0.8046220
#> [18,] -0.36406631 -0.5101619
#> [19,] -0.32007529 1.5510219
#> [20,] -0.78698294 -0.5731429
#>
#> $MAP
#> [,1]
#> 1 -0.627707728
#> 2 0.366268763
#> 3 -0.572674078
#> 4 -0.146534133
#> 5 0.179221476
#> 6 0.220489051
#> 7 -0.053192267
#> 8 -0.572951779
#> 9 0.258341173
#> 10 -0.265456300
#> 11 -0.365736335
#> 12 0.296026783
#> 13 0.385888178
#> 14 0.058613189
#> 15 0.338309026
#> 16 0.342062261
#> 17 -0.007110111
#> 18 0.199541013
#> 19 0.029675118
#> 20 0.304481919
#>
#> $ls
#> [1] 5.871284 6.270132
#>
#> $a
#> [1] -0.4457802 -1.0447464 -0.4725398 -0.7069987 -0.9153717 -0.9433468
#> [7] -0.7643326 -0.4724027 -0.9692955 -0.6369263 1.0443690 0.6194722
#> [13] 0.5695357 0.7609486 0.5957186 0.5936320 0.8024165 0.6753443
#> [19] 0.7790893 0.6146860
#>
#> $W
#> [1] 0.4785396 0.7088370 0.4939052 0.6034466 0.6738512 0.6819056 0.6248609
#> [8] 0.4938283 0.6891249 0.5747512 0.7087429 0.5671261 0.5441479 0.6236444
#> [15] 0.5564176 0.5554580 0.6381670 0.5908489 0.6300997 0.5649997
#>
#> $L
#> 1 2 3 4 5 6 7
#> 1 1.215952 0.0706703 0.2987294 0.2874361 0.2155515 0.1245722 0.1412456
#> 2 0.000000 1.3053133 0.1284834 0.2767772 0.3957208 0.4847969 0.3589174
#> 3 0.000000 0.0000000 1.1782012 0.2881376 0.2158501 0.1784278 0.2507907
#> 4 0.000000 0.0000000 0.0000000 1.1667040 0.3096298 0.2397996 0.2326639
#> 5 0.000000 0.0000000 0.0000000 0.0000000 1.1525328 0.2343614 0.1775272
#> 6 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 1.1345015 0.2284908
#> 7 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.1293080
#> 8 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 9 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 10 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 11 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 12 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 13 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 14 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 15 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 16 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 17 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 18 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 19 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 20 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 8 9 10 11 12 13
#> 1 0.34478294 0.14437001 0.29868819 0.33333408 0.11253499 0.072531790
#> 2 0.11906911 0.48173668 0.23919125 0.23874201 0.45430589 0.469160655
#> 3 0.30647191 0.18108960 0.30765657 0.36832510 0.14287269 0.082130766
#> 4 0.21877034 0.26256319 0.29379937 0.30882886 0.21823295 0.159311673
#> 5 0.11354042 0.26078222 0.20099388 0.19349971 0.22754981 0.196873549
#> 6 0.04980069 0.23655705 0.11948035 0.12703570 0.21956107 0.204228349
#> 7 0.07730485 0.14654959 0.11985449 0.15150847 0.12913384 0.090276921
#> 8 1.09436852 0.03515783 0.14863234 0.17835917 0.01955190 -0.005730089
#> 9 0.00000000 1.08986219 0.08452888 0.07826943 0.15882561 0.154313692
#> 10 0.00000000 0.00000000 1.07195038 0.15386603 0.05249478 0.020444782
#> 11 0.00000000 0.00000000 0.00000000 1.08233406 0.03861168 0.006945455
#> 12 0.00000000 0.00000000 0.00000000 0.00000000 1.06466615 0.132422292
#> 13 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 1.075259931
#> 14 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 15 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 16 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 17 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 18 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 19 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 20 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 14 15 16 17 18 19
#> 1 0.23037565 0.10208784 0.10203757 0.15946925 0.14389053 0.29448283
#> 2 0.35689517 0.45857200 0.45807625 0.38394272 0.43128914 0.24113166
#> 3 0.24680024 0.12328452 0.12218537 0.25385924 0.18891611 0.19729019
#> 4 0.30840676 0.20417558 0.20395373 0.25740429 0.25223084 0.29294088
#> 5 0.26076984 0.22389579 0.22439859 0.20522367 0.23775107 0.24996524
#> 6 0.17323532 0.21266367 0.21140066 0.23016368 0.22112273 0.08120159
#> 7 0.12174416 0.11188754 0.10973428 0.22329611 0.15311698 0.02390352
#> 8 0.09315770 0.01183323 0.01164313 0.06767151 0.04229496 0.10684485
#> 9 0.13575169 0.15921786 0.15923914 0.13068578 0.15425918 0.09798837
#> 10 0.11855297 0.04401826 0.04387441 0.09030358 0.07523562 0.12186860
#> 11 0.09862692 0.02858172 0.02809907 0.09554422 0.06329321 0.08250822
#> 12 0.08735189 0.12838161 0.12842182 0.09064716 0.11465790 0.05491989
#> 13 0.05752477 0.12522776 0.12568584 0.05530055 0.09263648 0.03609730
#> 14 1.05475625 0.06836056 0.06867977 0.06847717 0.08139111 0.11512171
#> 15 0.00000000 1.05160104 0.10089695 0.05923217 0.08421928 0.04090083
#> 16 0.00000000 0.00000000 1.04699865 0.05237224 0.07615307 0.03866537
#> 17 0.00000000 0.00000000 0.00000000 1.06231477 0.07554116 -0.00755612
#> 18 0.00000000 0.00000000 0.00000000 0.00000000 1.03622220 0.03601323
#> 19 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 1.10728422
#> 20 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
#> 20
#> 1 0.11578478
#> 2 0.45117825
#> 3 0.14264941
#> 4 0.22170171
#> 5 0.23188752
#> 6 0.21502099
#> 7 0.12223672
#> 8 0.02086052
#> 9 0.15916665
#> 10 0.05437478
#> 11 0.03893091
#> 12 0.12501090
#> 13 0.11556187
#> 14 0.07438821
#> 15 0.09637021
#> 16 0.08762184
#> 17 0.05531392
#> 18 0.06881117
#> 19 0.03406544
#> 20 1.03581198
#>
#> $K
#> 1 2 3 4 5 6 7
#> 1 1.0000000 0.1475439 0.7471602 0.6503983 0.4615583 0.2651653 0.3140803
#> 2 0.1475439 1.0000000 0.3191233 0.5834573 0.7694331 0.9228677 0.7189526
#> 3 0.7471602 0.3191233 1.0000000 0.8442591 0.6405741 0.5336950 0.6908461
#> 4 0.6503983 0.5834573 0.8442591 1.0000000 0.9329546 0.7812808 0.7876282
#> 5 0.4615583 0.7694331 0.6405741 0.9329546 1.0000000 0.8874432 0.7755592
#> 6 0.2651653 0.9228677 0.5336950 0.7812808 0.8874432 1.0000000 0.9083988
#> 7 0.3140803 0.7189526 0.6908461 0.7876282 0.7755592 0.9083988 1.0000000
#> 8 0.8624131 0.3038789 0.9706683 0.8712424 0.6694620 0.5013424 0.6085243
#> 9 0.3056930 0.9143075 0.5457311 0.8270625 0.9431397 0.9865629 0.8619945
#> 10 0.6925253 0.5222260 0.9054863 0.9907570 0.8806628 0.7366474 0.7874197
#> 11 0.6959738 0.4729045 0.9536220 0.9607813 0.8167922 0.6998227 0.7986308
#> 12 0.2626668 0.9478415 0.4918669 0.7758373 0.9134808 0.9881605 0.8432056
#> 13 0.1728333 0.9943164 0.3447280 0.6286500 0.8178691 0.9311041 0.7200423
#> 14 0.5127735 0.7251571 0.7305548 0.9714215 0.9875611 0.8853553 0.8292301
#> 15 0.2405643 0.9646102 0.4476457 0.7420788 0.9004176 0.9736284 0.8006936
#> 16 0.2406534 0.9644061 0.4454094 0.7414634 0.9013037 0.9715264 0.7960494
#> 17 0.3508870 0.7619012 0.7054695 0.8469148 0.8498919 0.9432513 0.9898595
#> 18 0.3290421 0.8856180 0.5941781 0.8531745 0.9422981 0.9890387 0.8999625
#> 19 0.6520980 0.5021078 0.6299047 0.8919571 0.8905327 0.6250871 0.5350014
#> 20 0.2707602 0.9435352 0.4933707 0.7842339 0.9240924 0.9828433 0.8313794
#> 8 9 10 11 12 13 14
#> 1 0.8624131 0.3056930 0.6925253 0.6959738 0.2626668 0.1728333 0.5127735
#> 2 0.3038789 0.9143075 0.5222260 0.4729045 0.9478415 0.9943164 0.7251571
#> 3 0.9706683 0.5457311 0.9054863 0.9536220 0.4918669 0.3447280 0.7305548
#> 4 0.8712424 0.8270625 0.9907570 0.9607813 0.7758373 0.6286500 0.9714215
#> 5 0.6694620 0.9431397 0.8806628 0.8167922 0.9134808 0.8178691 0.9875611
#> 6 0.5013424 0.9865629 0.7366474 0.6998227 0.9881605 0.9311041 0.8853553
#> 7 0.6085243 0.8619945 0.7874197 0.7986308 0.8432056 0.7200423 0.8292301
#> 8 1.0000000 0.5335824 0.9210991 0.9448829 0.4772651 0.3359046 0.7471399
#> 9 0.5335824 1.0000000 0.7734988 0.7229017 0.9953743 0.9374337 0.9288282
#> 10 0.9210991 0.7734988 1.0000000 0.9886737 0.7188342 0.5630086 0.9367366
#> 11 0.9448829 0.7229017 0.9886737 1.0000000 0.6676229 0.5073502 0.8893747
#> 12 0.4772651 0.9953743 0.7188342 0.6676229 1.0000000 0.9645532 0.8914197
#> 13 0.3359046 0.9374337 0.5630086 0.5073502 0.9645532 1.0000000 0.7693992
#> 14 0.7471399 0.9288282 0.9367366 0.8893747 0.8914197 0.7693992 1.0000000
#> 15 0.4385095 0.9860978 0.6795962 0.6235018 0.9963535 0.9814958 0.8669556
#> 16 0.4372803 0.9853812 0.6783679 0.6215305 0.9956796 0.9819444 0.8667001
#> 17 0.6428722 0.9153738 0.8365041 0.8329762 0.8941233 0.7719129 0.8938164
#> 18 0.5742169 0.9956711 0.8080698 0.7655513 0.9853432 0.9075558 0.9417549
#> 19 0.7278273 0.7129016 0.8474850 0.7720725 0.6663032 0.5618224 0.8761669
#> 20 0.4830919 0.9961189 0.7252998 0.6711507 0.9993028 0.9636979 0.8991655
#> 15 16 17 18 19 20
#> 1 0.2405643 0.2406534 0.3508870 0.3290421 0.6520980 0.2707602
#> 2 0.9646102 0.9644061 0.7619012 0.8856180 0.5021078 0.9435352
#> 3 0.4476457 0.4454094 0.7054695 0.5941781 0.6299047 0.4933707
#> 4 0.7420788 0.7414634 0.8469148 0.8531745 0.8919571 0.7842339
#> 5 0.9004176 0.9013037 0.8498919 0.9422981 0.8905327 0.9240924
#> 6 0.9736284 0.9715264 0.9432513 0.9890387 0.6250871 0.9828433
#> 7 0.8006936 0.7960494 0.9898595 0.8999625 0.5350014 0.8313794
#> 8 0.4385095 0.4372803 0.6428722 0.5742169 0.7278273 0.4830919
#> 9 0.9860978 0.9853812 0.9153738 0.9956711 0.7129016 0.9961189
#> 10 0.6795962 0.6783679 0.8365041 0.8080698 0.8474850 0.7252998
#> 11 0.6235018 0.6215305 0.8329762 0.7655513 0.7720725 0.6711507
#> 12 0.9963535 0.9956796 0.8941233 0.9853432 0.6663032 0.9993028
#> 13 0.9814958 0.9819444 0.7719129 0.9075558 0.5618224 0.9636979
#> 14 0.8669556 0.8667001 0.8938164 0.9417549 0.8761669 0.8991655
#> 15 1.0000000 0.9999527 0.8557331 0.9684350 0.6548128 0.9968698
#> 16 0.9999527 1.0000000 0.8519373 0.9670321 0.6572939 0.9965188
#> 17 0.8557331 0.8519373 1.0000000 0.9469467 0.6159061 0.8860745
#> 18 0.9684350 0.9670321 0.9469467 1.0000000 0.7125168 0.9845723
#> 19 0.6548128 0.6572939 0.6159061 0.7125168 1.0000000 0.6849755
#> 20 0.9968698 0.9965188 0.8860745 0.9845723 0.6849755 1.0000000
#>
#> $e
#> NULL
#>
#> $obsx
#> aet ppt_djf
#> 1 572.9367 521.4311
#> 2 259.6567 151.2758
#> 3 587.2900 332.6133
#> 4 443.1700 331.5974
#> 5 355.3867 303.1179
#> 6 354.0600 181.9209
#> 7 460.6233 161.1153
#> 8 560.8433 387.0302
#> 9 339.0467 219.8457
#> 10 476.9233 331.8073
#> 11 512.1367 319.2359
#> 12 322.1467 202.9930
#> 13 260.5667 177.7407
#> 14 394.1767 297.5348
#> 15 300.9800 203.4343
#> 16 299.1900 205.0501
#> 17 438.4533 188.7027
#> 18 362.0333 217.8682
#> 19 366.5300 422.0230
#> 20 318.8033 211.6301
#>
#> $obsy
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $mnll
#> [1] 14.77533
#>
#> $wt
#> [1] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#>
#> $l_grads
#> [1] -0.01746773 0.03466588
#>
#> $mnfun
#> function(x) rep(exp.prev, nrow(x))
#> <bytecode: 0x0000027cbca88008>
#> <environment: 0x0000027c4c7582a0>
#>
#> $facs
#> named integer(0)
#>
#> $hessian
#> [1] FALSE
#>
#> $scaling
#> aet ppt_djf
#> [1,] 399.2477 268.39839
#> [2,] 102.2187 99.04736
#>
#> $peak
#> aet ppt_djf
#> 13 260.5667 177.7407
#>
#> attr(,"class")
#> [1] "graf"
#>
#> $`0.316666666666667`
#> $y
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $x
#> aet ppt_jja
#> [1,] 1.69919071 3.30466036
#> [2,] -1.36561109 -0.10210383
#> [3,] 1.83960801 -0.04392961
#> [4,] 0.42968995 0.30064388
#> [5,] -0.42908971 -0.56031452
#> [6,] -0.44206866 -0.63388728
#> [7,] 0.60043445 -0.85351271
#> [8,] 1.58088177 0.92269356
#> [9,] -0.58894304 -0.08440884
#> [10,] 0.75989668 1.04248191
#> [11,] 1.10438761 0.12181131
#> [12,] -0.75427480 -0.55495242
#> [13,] -1.35670857 -0.87689370
#> [14,] -0.04960909 -0.49830586
#> [15,] -0.96134738 -0.15150644
#> [16,] -0.97885894 -0.26970634
#> [17,] 0.38354667 -0.08923476
#> [18,] -0.36406631 -0.83485647
#> [19,] -0.32007529 1.03443867
#> [20,] -0.78698294 -1.17311691
#>
#> $MAP
#> [,1]
#> 1 -0.65647298
#> 2 0.34298217
#> 3 -0.44757292
#> 4 -0.16242770
#> 5 0.24210201
#> 6 0.25636993
#> 7 0.00926274
#> 8 -0.57335650
#> 9 0.19889683
#> 10 -0.40213485
#> 11 -0.31877846
#> 12 0.31305894
#> 13 0.44196708
#> 14 0.13367881
#> 15 0.28901783
#> 16 0.31172933
#> 17 -0.06887738
#> 18 0.26616598
#> 19 -0.09176468
#> 20 0.38937041
#>
#> $ls
#> [1] 5.871284 4.991038
#>
#> $a
#> [1] -0.4321315 -1.0282881 -0.5364690 -0.6974375 -0.9581297 -0.9679374
#> [7] -0.8037907 -0.4722028 -0.9286681 -0.5607295 1.0112847 0.6098493
#> [13] 0.5394326 0.7147755 0.6234533 0.6105979 0.8422442 0.6365185
#> [19] 0.8572069 0.5676424
#>
#> $W
#> [1] 0.4704203 0.7046920 0.5279080 0.5997022 0.6860473 0.6887529 0.6386343
#> [8] 0.4937161 0.6777153 0.5399064 0.7003210 0.5628350 0.5293989 0.6064544
#> [15] 0.5688831 0.5631710 0.6513636 0.5745753 0.6561424 0.5432410
#>
#> $L
#> 1 2 3 4 5 6 7
#> 1 1.212609 0.06670768 0.1334200 0.1546210 0.07132786 0.06715612 0.07215012
#> 2 0.000000 1.30393330 0.1881217 0.3648672 0.48091193 0.47954203 0.34613115
#> 3 0.000000 0.00000000 1.2143794 0.3130406 0.22893710 0.22613598 0.33131818
#> 4 0.000000 0.00000000 0.0000000 1.1596000 0.25966028 0.25508959 0.25788496
#> 5 0.000000 0.00000000 0.0000000 0.0000000 1.15319024 0.28928541 0.24729872
#> 6 0.000000 0.00000000 0.0000000 0.0000000 0.00000000 1.11999470 0.19518057
#> 7 0.000000 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 1.11269642
#> 8 0.000000 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 9 0.000000 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 10 0.000000 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 11 0.000000 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 12 0.000000 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 13 0.000000 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 14 0.000000 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 15 0.000000 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 16 0.000000 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 17 0.000000 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 18 0.000000 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 19 0.000000 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 20 0.000000 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 8 9 10 11 12 13
#> 1 0.22484967 0.09433950 0.23088930 0.16646877 0.05714402 0.032232017
#> 2 0.18289734 0.49861018 0.27055692 0.31032322 0.45541928 0.439429053
#> 3 0.32762247 0.21041566 0.28640559 0.41049268 0.16972623 0.098515024
#> 4 0.22725355 0.26958807 0.26685616 0.30524159 0.21646114 0.153095201
#> 5 0.08062719 0.26052321 0.11767118 0.17964676 0.25812455 0.241543028
#> 6 0.05773391 0.20043159 0.08462257 0.13605857 0.20231038 0.191882887
#> 7 0.08923542 0.11457337 0.08007982 0.17061555 0.11782091 0.086151898
#> 8 1.11037368 0.05812502 0.18858395 0.18484992 0.02006822 -0.014122021
#> 9 0.00000000 1.08567952 0.09168970 0.08649564 0.14153210 0.129263110
#> 10 0.00000000 0.00000000 1.09030453 0.13632913 0.03183179 -0.003446154
#> 11 0.00000000 0.00000000 0.00000000 1.08374389 0.04240605 0.007150572
#> 12 0.00000000 0.00000000 0.00000000 0.00000000 1.06386805 0.133880919
#> 13 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 1.079184451
#> 14 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 15 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 16 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 17 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 18 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 19 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 20 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 14 15 16 17 18 19
#> 1 0.07972283 0.07055688 0.06408189 0.12424394 0.05360745 0.193190451
#> 2 0.42177621 0.47513651 0.47239654 0.39404230 0.42183650 0.407575721
#> 3 0.26267657 0.14973082 0.14688659 0.32833621 0.21045679 0.205587789
#> 4 0.26414657 0.21918570 0.21284724 0.30154889 0.22494009 0.279083071
#> 5 0.25986044 0.23845470 0.24283415 0.23083812 0.26848626 0.164916538
#> 6 0.20279618 0.18420641 0.18847387 0.17702328 0.21221975 0.119832749
#> 7 0.16362360 0.08582746 0.09000208 0.16386891 0.15652869 0.055849137
#> 8 0.06124480 0.02983651 0.02336436 0.12015710 0.02347827 0.129608616
#> 9 0.12877640 0.15527704 0.15213278 0.12254083 0.12449094 0.150852645
#> 10 0.05885619 0.05201403 0.04325046 0.10675161 0.02443087 0.163611217
#> 11 0.08724515 0.03640951 0.03398321 0.12237389 0.05955154 0.075343943
#> 12 0.10250836 0.11908233 0.12219632 0.07521364 0.11777794 0.062604634
#> 13 0.07689075 0.10965819 0.11563965 0.03906084 0.10549697 0.028747896
#> 14 1.04889202 0.07184078 0.07339281 0.08842668 0.09452428 0.049488669
#> 15 0.00000000 1.05315268 0.10153642 0.05359813 0.06820997 0.089504701
#> 16 0.00000000 0.00000000 1.04676592 0.04669031 0.06656078 0.069322134
#> 17 0.00000000 0.00000000 0.00000000 1.04621447 0.05796864 0.065573364
#> 18 0.00000000 0.00000000 0.00000000 0.00000000 1.04435159 0.005644524
#> 19 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 1.091571400
#> 20 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 20
#> 1 0.033042208
#> 2 0.409413591
#> 3 0.148616924
#> 4 0.175721251
#> 5 0.262457974
#> 6 0.210026042
#> 7 0.135090706
#> 8 -0.008440660
#> 9 0.115756579
#> 10 -0.005700289
#> 11 0.028462902
#> 12 0.128904890
#> 13 0.135913582
#> 14 0.085517778
#> 15 0.070337887
#> 16 0.071500636
#> 17 0.036061893
#> 18 0.093347602
#> 19 -0.015667182
#> 20 1.055123218
#>
#> $K
#> 1 2 3 4 5 6 7
#> 1 1.00000000 0.1404927 0.3246531 0.3530029 0.1522509 0.1430644 0.1596205
#> 2 0.14049275 1.0000000 0.4167675 0.7477174 0.9087138 0.9039638 0.6799501
#> 3 0.32465308 0.4167675 1.0000000 0.8342837 0.6281149 0.6198884 0.8216604
#> 4 0.35300292 0.7477174 0.8342837 1.0000000 0.8719145 0.8588076 0.8729040
#> 5 0.15225090 0.9087138 0.6281149 0.8719145 1.0000000 0.9994435 0.9058559
#> 6 0.14306442 0.9039638 0.6198884 0.8588076 0.9994435 1.0000000 0.9072063
#> 7 0.15962050 0.6799501 0.8216604 0.8729040 0.9058559 0.9072063 1.0000000
#> 8 0.56575882 0.4297483 0.9054671 0.8593130 0.5687170 0.5536441 0.6717158
#> 9 0.20260384 0.9498975 0.6050602 0.9019316 0.9754412 0.9684253 0.8354978
#> 10 0.55554888 0.5969163 0.8045125 0.9376142 0.6854039 0.6672712 0.6960801
#> 11 0.35169152 0.5918060 0.9523857 0.9588983 0.7812407 0.7703783 0.8896523
#> 12 0.13466601 0.9489766 0.5492844 0.8247201 0.9910323 0.9911147 0.8477080
#> 13 0.07832018 0.9416285 0.3908068 0.6632034 0.9200579 0.9257436 0.7216223
#> 14 0.18099283 0.8494115 0.7227934 0.9198816 0.9874309 0.9851530 0.9525384
#> 15 0.16538858 0.9859376 0.5120815 0.8308845 0.9599557 0.9547799 0.7732990
#> 16 0.15097078 0.9845682 0.5058076 0.8174650 0.9663784 0.9628814 0.7814937
#> 17 0.27217058 0.7706131 0.8346397 0.9847090 0.9245303 0.9159746 0.9393915
#> 18 0.12503436 0.8700430 0.6211253 0.8329158 0.9921203 0.9954461 0.9238032
#> 19 0.42166187 0.8005171 0.5982756 0.9031968 0.7743026 0.7557094 0.6510065
#> 20 0.07925935 0.8663854 0.4890678 0.7091776 0.9526306 0.9615005 0.8401622
#> 8 9 10 11 12 13 14
#> 1 0.5657588 0.2026038 0.5555489 0.3516915 0.1346660 0.07832018 0.1809928
#> 2 0.4297483 0.9498975 0.5969163 0.5918060 0.9489766 0.94162848 0.8494115
#> 3 0.9054671 0.6050602 0.8045125 0.9523857 0.5492844 0.39080676 0.7227934
#> 4 0.8593130 0.9019316 0.9376142 0.9588983 0.8247201 0.66320341 0.9198816
#> 5 0.5687170 0.9754412 0.6854039 0.7812407 0.9910323 0.92005792 0.9874309
#> 6 0.5536441 0.9684253 0.6672712 0.7703783 0.9911147 0.92574357 0.9851530
#> 7 0.6717158 0.8354978 0.6960801 0.8896523 0.8477080 0.72162235 0.9525384
#> 8 1.0000000 0.6049836 0.9428605 0.9198067 0.5050434 0.34669218 0.6513650
#> 9 0.6049836 1.0000000 0.7541574 0.7800119 0.9757892 0.89304805 0.9589337
#> 10 0.9428605 0.7541574 1.0000000 0.9093530 0.6370634 0.47209207 0.7455490
#> 11 0.9198067 0.7800119 0.9093530 1.0000000 0.7117134 0.54024344 0.8590465
#> 12 0.5050434 0.9757892 0.6370634 0.7117134 1.0000000 0.95955069 0.9582869
#> 13 0.3466922 0.8930480 0.4720921 0.5402434 0.9595507 1.00000000 0.8522668
#> 14 0.6513650 0.9589337 0.7455490 0.8590465 0.9582869 0.85226679 1.0000000
#> 15 0.5137685 0.9878134 0.6735996 0.6901235 0.9802402 0.93610784 0.9204989
#> 16 0.4963717 0.9837466 0.6505380 0.6804884 0.9876307 0.95209333 0.9242511
#> 17 0.7987794 0.9226166 0.8690364 0.9524551 0.8763586 0.72610628 0.9677882
#> 18 0.5317408 0.9410822 0.6308702 0.7593279 0.9793997 0.91934969 0.9804262
#> 19 0.7341887 0.8767241 0.9054418 0.7739588 0.7640476 0.63287074 0.7853843
#> 20 0.3995142 0.8850764 0.4988031 0.6233624 0.9623544 0.96422317 0.9121762
#> 15 16 17 18 19 20
#> 1 0.1653886 0.1509708 0.2721706 0.1250344 0.4216619 0.07925935
#> 2 0.9859376 0.9845682 0.7706131 0.8700430 0.8005171 0.86638541
#> 3 0.5120815 0.5058076 0.8346397 0.6211253 0.5982756 0.48906776
#> 4 0.8308845 0.8174650 0.9847090 0.8329158 0.9031968 0.70917765
#> 5 0.9599557 0.9663784 0.9245303 0.9921203 0.7743026 0.95263059
#> 6 0.9547799 0.9628814 0.9159746 0.9954461 0.7557094 0.96150046
#> 7 0.7732990 0.7814937 0.9393915 0.9238032 0.6510065 0.84016221
#> 8 0.5137685 0.4963717 0.7987794 0.5317408 0.7341887 0.39951420
#> 9 0.9878134 0.9837466 0.9226166 0.9410822 0.8767241 0.88507638
#> 10 0.6735996 0.6505380 0.8690364 0.6308702 0.9054418 0.49880310
#> 11 0.6901235 0.6804884 0.9524551 0.7593279 0.7739588 0.62336236
#> 12 0.9802402 0.9876307 0.8763586 0.9793997 0.7640476 0.96235444
#> 13 0.9361078 0.9520933 0.7261063 0.9193497 0.6328707 0.96422317
#> 14 0.9204989 0.9242511 0.9677882 0.9804262 0.7853843 0.91217619
#> 15 1.0000000 0.9985753 0.8569110 0.9257408 0.8386854 0.89839510
#> 16 0.9985753 1.0000000 0.8510087 0.9378316 0.8127400 0.91860697
#> 17 0.8569110 0.8510087 1.0000000 0.9018625 0.8448025 0.79106714
#> 18 0.9257408 0.9378316 0.9018625 1.0000000 0.7045340 0.97365895
#> 19 0.8386854 0.8127400 0.8448025 0.7045340 1.0000000 0.60243806
#> 20 0.8983951 0.9186070 0.7910671 0.9736589 0.6024381 1.00000000
#>
#> $e
#> NULL
#>
#> $obsx
#> aet ppt_jja
#> 1 572.9367 48.7567
#> 2 259.6567 15.0839
#> 3 587.2900 15.6589
#> 4 443.1700 19.0647
#> 5 355.3867 10.5549
#> 6 354.0600 9.8277
#> 7 460.6233 7.6569
#> 8 560.8433 25.2131
#> 9 339.0467 15.2588
#> 10 476.9233 26.3971
#> 11 512.1367 17.2971
#> 12 322.1467 10.6079
#> 13 260.5667 7.4258
#> 14 394.1767 11.1678
#> 15 300.9800 14.5956
#> 16 299.1900 13.4273
#> 17 438.4533 15.2111
#> 18 362.0333 7.8413
#> 19 366.5300 26.3176
#> 20 318.8033 4.4979
#>
#> $obsy
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $mnll
#> [1] 14.76911
#>
#> $wt
#> [1] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#>
#> $l_grads
#> [1] 0.0009554919 0.0540181868
#>
#> $mnfun
#> function(x) rep(exp.prev, nrow(x))
#> <bytecode: 0x0000027cbca88008>
#> <environment: 0x0000027c489a4ba0>
#>
#> $facs
#> named integer(0)
#>
#> $hessian
#> [1] FALSE
#>
#> $scaling
#> aet ppt_jja
#> [1,] 399.2477 16.0931
#> [2,] 102.2187 9.8841
#>
#> $peak
#> aet ppt_jja
#> 13 260.5667 7.4258
#>
#> attr(,"class")
#> [1] "graf"
#>
#> $`0.219444444444444`
#> $y
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $x
#> aet pH
#> [1,] 1.69919071 0.29031555
#> [2,] -1.36561109 0.59626107
#> [3,] 1.83960801 0.21974369
#> [4,] 0.42968995 0.48760618
#> [5,] -0.42908971 0.05902609
#> [6,] -0.44206866 -2.72674377
#> [7,] 0.60043445 0.43403374
#> [8,] 1.58088177 0.38046129
#> [9,] -0.58894304 0.70189623
#> [10,] 0.75989668 -0.26476209
#> [11,] 1.10438761 0.44514648
#> [12,] -0.75427480 0.27331614
#> [13,] -1.35670857 -2.72674377
#> [14,] -0.04960909 0.49164107
#> [15,] -0.96134738 0.54557371
#> [16,] -0.97885894 -0.64656941
#> [17,] 0.38354667 0.58927237
#> [18,] -0.36406631 0.29629189
#> [19,] -0.32007529 0.86261358
#> [20,] -0.78698294 -0.30838003
#>
#> $MAP
#> [,1]
#> 1 -0.55310072
#> 2 0.41784802
#> 3 -0.59321386
#> 4 -0.10005792
#> 5 0.19874416
#> 6 0.04153147
#> 7 -0.16900145
#> 8 -0.51369340
#> 9 0.25551154
#> 10 -0.27314081
#> 11 -0.35597469
#> 12 0.30015094
#> 13 0.27066816
#> 14 0.07977063
#> 15 0.34881776
#> 16 0.33959744
#> 17 -0.07704213
#> 18 0.18316470
#> 19 0.17747360
#> 20 0.29907651
#>
#> $ls
#> [1] 5.871284 8.405912
#>
#> $a
#> [1] -0.4822602 -1.0815403 -0.4624537 -0.7352962 -0.9285646 -0.8245110
#> [7] -0.6935003 -0.5021499 -0.9673463 -0.6325170 1.0374589 0.6171354
#> [13] 0.6339342 0.7478043 0.5898854 0.5950019 0.8475694 0.6850525
#> [19] 0.6884412 0.6177438
#>
#> $W
#> [1] 0.4993134 0.7178099 0.4881974 0.6142327 0.6776855 0.6455752 0.5981452
#> [8] 0.5101056 0.6885907 0.5728439 0.7070119 0.5660899 0.5734583 0.6188642
#> [15] 0.5537273 0.5560883 0.6530753 0.5947743 0.5961315 0.5663600
#>
#> $L
#> 1 2 3 4 5 6 7
#> 1 1.224465 0.2184893 0.4024206 0.3933650 0.3219940 0.18259707 0.40221649
#> 2 0.000000 1.2923128 0.1213345 0.3236997 0.4378919 0.22311553 0.29625042
#> 3 0.000000 0.0000000 1.1452218 0.2294559 0.1639760 0.09994135 0.24016656
#> 4 0.000000 0.0000000 0.0000000 1.1410807 0.2570272 0.13344047 0.25879646
#> 5 0.000000 0.0000000 0.0000000 0.0000000 1.1354756 0.18467508 0.18647823
#> 6 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 1.22497079 0.06544126
#> 7 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 1.08852677
#> 8 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 9 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 10 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 11 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 12 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 13 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 14 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 15 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 16 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 17 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 18 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 19 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 20 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 8 9 10 11 12 13
#> 1 0.41147440 0.30353576 0.3978035 0.47016431 0.26004405 0.114805801
#> 2 0.15336355 0.46512159 0.2559023 0.24794218 0.43089222 0.238003437
#> 3 0.27177158 0.14623264 0.2454343 0.29696592 0.12175346 0.049929408
#> 4 0.19789183 0.25432961 0.2388987 0.26336443 0.22100182 0.097239658
#> 5 0.10495061 0.24159155 0.1824446 0.16312288 0.23159235 0.168016180
#> 6 0.03735201 0.06397249 0.1266314 0.05453909 0.10037000 0.362090621
#> 7 0.14646819 0.14373320 0.1547741 0.18406350 0.11805153 0.022439813
#> 8 1.08184579 0.05487877 0.1242963 0.16496658 0.03906941 -0.004568811
#> 9 0.00000000 1.09905472 0.0829441 0.08878613 0.16493960 0.047938542
#> 10 0.00000000 0.00000000 1.0659239 0.12391850 0.06781983 0.044513215
#> 11 0.00000000 0.00000000 0.0000000 1.07378621 0.04901907 -0.004448425
#> 12 0.00000000 0.00000000 0.0000000 0.00000000 1.06571758 0.070384703
#> 13 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 1.150029132
#> 14 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.000000000
#> 15 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.000000000
#> 16 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.000000000
#> 17 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.000000000
#> 18 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.000000000
#> 19 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.000000000
#> 20 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000 0.000000000
#> 14 15 16 17 18 19
#> 1 0.34904458 0.23410511 0.22176125 0.400309416 0.30972118 0.30877928
#> 2 0.38572100 0.44145263 0.40283390 0.340603062 0.40936768 0.40704171
#> 3 0.18909074 0.10225600 0.10060089 0.231521452 0.15884390 0.15732934
#> 4 0.26207713 0.20686187 0.18974272 0.273431531 0.24609145 0.24774847
#> 5 0.22278782 0.22104401 0.23581105 0.204467636 0.23271460 0.21479145
#> 6 0.07517812 0.07278929 0.19810597 0.058845610 0.09799521 0.04267468
#> 7 0.15840840 0.10858564 0.08850120 0.175792889 0.14047510 0.14698643
#> 8 0.08529417 0.02905868 0.02151002 0.116591339 0.06303701 0.06735996
#> 9 0.15414193 0.17300154 0.13377872 0.136557370 0.15889609 0.17039599
#> 10 0.09344340 0.05246731 0.07094632 0.105374377 0.08544700 0.07124988
#> 11 0.08998188 0.04074334 0.02781225 0.114110370 0.07041530 0.07728933
#> 12 0.10370088 0.13096750 0.12366018 0.082594489 0.11623035 0.11226656
#> 13 0.02181458 0.04475860 0.13485032 0.004402527 0.04368291 0.00891000
#> 14 1.05087547 0.09093133 0.07068843 0.096274296 0.09615565 0.10223174
#> 15 0.00000000 1.05935495 0.09174316 0.061932759 0.09237962 0.09711399
#> 16 0.00000000 0.00000000 1.06055201 0.036335565 0.07453649 0.05139215
#> 17 0.00000000 0.00000000 0.00000000 1.046252815 0.06896561 0.07873157
#> 18 0.00000000 0.00000000 0.00000000 0.000000000 1.03778116 0.07392014
#> 19 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 1.04303336
#> 20 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000
#> 20
#> 1 0.25114419
#> 2 0.41426962
#> 3 0.11881238
#> 4 0.21082659
#> 5 0.23951430
#> 6 0.16341437
#> 7 0.10647755
#> 8 0.03367883
#> 9 0.14591173
#> 10 0.07686106
#> 11 0.04088057
#> 12 0.12477833
#> 13 0.10169495
#> 14 0.08094219
#> 15 0.09519012
#> 16 0.10599192
#> 17 0.04478875
#> 18 0.07055340
#> 19 0.04998432
#> 20 1.04184936
#>
#> $K
#> 1 2 3 4 5 6 7
#> 1 1.0000000 0.4468739 0.9980266 0.8697389 0.6777872 0.3938039 0.9011896
#> 2 0.4468739 1.0000000 0.4134080 0.7594333 0.9122333 0.4821708 0.7183931
#> 3 0.9980266 0.4134080 1.0000000 0.8406707 0.6441296 0.3829855 0.8750280
#> 4 0.8697389 0.7594333 0.8406707 1.0000000 0.9289210 0.5069774 0.9973501
#> 5 0.6777872 0.9122333 0.6441296 0.9289210 1.0000000 0.6302588 0.9060797
#> 6 0.3938039 0.4821708 0.3829855 0.5069774 0.6302588 1.0000000 0.5031794
#> 7 0.9011896 0.7183931 0.8750280 0.9973501 0.9060797 0.5031794 1.0000000
#> 8 0.9983260 0.4761054 0.9927891 0.8926677 0.7045529 0.3974105 0.9212413
#> 9 0.6338535 0.9492970 0.5968490 0.9129311 0.9735959 0.4960486 0.8827289
#> 10 0.9107729 0.6512686 0.8929355 0.9579537 0.8810630 0.6165759 0.9692706
#> 11 0.9689378 0.5939786 0.9521284 0.9618723 0.8112923 0.4483845 0.9785970
#> 12 0.5989131 0.9626834 0.5637478 0.8850539 0.9883319 0.5806195 0.8539986
#> 13 0.2627075 0.5184934 0.2499625 0.4121635 0.5857344 0.9312363 0.3983382
#> 14 0.7688522 0.8623132 0.7346608 0.9806255 0.9768756 0.5330016 0.9644643
#> 15 0.5451582 0.9860280 0.5094483 0.8479076 0.9625138 0.5169031 0.8118337
#> 16 0.5153157 0.9006708 0.4862009 0.7823339 0.9461508 0.7543308 0.7543784
#> 17 0.8583686 0.7706236 0.8280582 0.9992042 0.9296362 0.4906079 0.9945753
#> 18 0.6959122 0.9132224 0.6610657 0.9456978 0.9962983 0.5803590 0.9227934
#> 19 0.6930056 0.9072725 0.6558718 0.9453145 0.9613443 0.4641246 0.9202727
#> 20 0.5782777 0.9257129 0.5465611 0.8489546 0.9812409 0.6990658 0.8214268
#> 8 9 10 11 12 13 14
#> 1 0.9983260 0.6338535 0.9107729 0.9689378 0.5989131 0.2627075 0.7688522
#> 2 0.4761054 0.9492970 0.6512686 0.5939786 0.9626834 0.5184934 0.8623132
#> 3 0.9927891 0.5968490 0.8929355 0.9521284 0.5637478 0.2499625 0.7346608
#> 4 0.8926677 0.9129311 0.9579537 0.9618723 0.8850539 0.4121635 0.9806255
#> 5 0.7045529 0.9735959 0.8810630 0.8112923 0.9883319 0.5857344 0.9768756
#> 6 0.3974105 0.4960486 0.6165759 0.4483845 0.5806195 0.9312363 0.5330016
#> 7 0.9212413 0.8827289 0.9692706 0.9785970 0.8539986 0.3983382 0.9644643
#> 8 1.0000000 0.6655829 0.9211222 0.9806063 0.6280987 0.2700450 0.7968141
#> 9 0.6655829 1.0000000 0.8101633 0.7802765 0.9868339 0.4726296 0.9729710
#> 10 0.9211222 0.8101633 1.0000000 0.9607093 0.8085847 0.4761318 0.9140794
#> 11 0.9806063 0.7802765 0.9607093 1.0000000 0.7438223 0.3281592 0.8926710
#> 12 0.6280987 0.9868339 0.8085847 0.7438223 1.0000000 0.5676412 0.9558810
#> 13 0.2700450 0.4726296 0.4761318 0.3281592 0.5676412 1.0000000 0.4669136
#> 14 0.7968141 0.9729710 0.9140794 0.8926710 0.9558810 0.4669136 1.0000000
#> 15 0.5757935 0.9868236 0.7472458 0.6948905 0.9919718 0.5219164 0.9314955
#> 16 0.5375496 0.8859393 0.7663367 0.6437264 0.9468370 0.7637275 0.8601947
#> 17 0.8827791 0.9219230 0.9460625 0.9555331 0.8903064 0.4017328 0.9835910
#> 18 0.7242870 0.9860066 0.8813450 0.8311426 0.9870860 0.5339239 0.9893661
#> 19 0.7250127 0.9923369 0.8395192 0.8326311 0.9639541 0.4240734 0.9856878
#> 20 0.6030836 0.9379574 0.8155539 0.7128985 0.9799850 0.6869312 0.9190876
#> 15 16 17 18 19 20
#> 1 0.5451582 0.5153157 0.8583686 0.6959122 0.6930056 0.5782777
#> 2 0.9860280 0.9006708 0.7706236 0.9132224 0.9072725 0.9257129
#> 3 0.5094483 0.4862009 0.8280582 0.6610657 0.6558718 0.5465611
#> 4 0.8479076 0.7823339 0.9992042 0.9456978 0.9453145 0.8489546
#> 5 0.9625138 0.9461508 0.9296362 0.9962983 0.9613443 0.9812409
#> 6 0.5169031 0.7543308 0.4906079 0.5803590 0.4641246 0.6990658
#> 7 0.8118337 0.7543784 0.9945753 0.9227934 0.9202727 0.8214268
#> 8 0.5757935 0.5375496 0.8827791 0.7242870 0.7250127 0.6030836
#> 9 0.9868236 0.8859393 0.9219230 0.9860066 0.9923369 0.9379574
#> 10 0.7472458 0.7663367 0.9460625 0.8813450 0.8395192 0.8155539
#> 11 0.6948905 0.6437264 0.9555331 0.8311426 0.8326311 0.7128985
#> 12 0.9919718 0.9468370 0.8903064 0.9870860 0.9639541 0.9799850
#> 13 0.5219164 0.7637275 0.4017328 0.5339239 0.4240734 0.6869312
#> 14 0.9314955 0.8601947 0.9835910 0.9893661 0.9856878 0.9190876
#> 15 1.0000000 0.9189145 0.8571466 0.9664973 0.9598299 0.9550749
#> 16 0.9189145 1.0000000 0.7796445 0.9184510 0.8416111 0.9901109
#> 17 0.8571466 0.7796445 1.0000000 0.9486608 0.9544637 0.8482238
#> 18 0.9664973 0.9184510 0.9486608 1.0000000 0.9809421 0.9636955
#> 19 0.9598299 0.8416111 0.9544637 0.9809421 1.0000000 0.9047213
#> 20 0.9550749 0.9901109 0.8482238 0.9636955 0.9047213 1.0000000
#>
#> $e
#> NULL
#>
#> $obsx
#> aet pH
#> 1 572.9367 5.631732
#> 2 259.6567 6.202818
#> 3 587.2900 5.500000
#> 4 443.1700 6.000000
#> 5 355.3867 5.200000
#> 6 354.0600 0.000000
#> 7 460.6233 5.900000
#> 8 560.8433 5.800000
#> 9 339.0467 6.400000
#> 10 476.9233 4.595607
#> 11 512.1367 5.920743
#> 12 322.1467 5.600000
#> 13 260.5667 0.000000
#> 14 394.1767 6.007532
#> 15 300.9800 6.108204
#> 16 299.1900 3.882915
#> 17 438.4533 6.189773
#> 18 362.0333 5.642887
#> 19 366.5300 6.700000
#> 20 318.8033 4.514189
#>
#> $obsy
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $mnll
#> [1] 14.72074
#>
#> $wt
#> [1] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#>
#> $l_grads
#> [1] -0.03787560 0.01834708
#>
#> $mnfun
#> function(x) rep(exp.prev, nrow(x))
#> <bytecode: 0x0000027cbca88008>
#> <environment: 0x0000027ca61597e8>
#>
#> $facs
#> named integer(0)
#>
#> $hessian
#> [1] FALSE
#>
#> $scaling
#> aet pH
#> [1,] 399.2477 5.089820
#> [2,] 102.2187 1.866629
#>
#> $peak
#> aet pH
#> 2 259.6567 6.202818
#>
#> attr(,"class")
#> [1] "graf"
#>
#> $`0.200925925925926`
#> $y
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $x
#> aet awc
#> [1,] 1.69919071 0.72436261
#> [2,] -1.36561109 0.38688529
#> [3,] 1.83960801 2.01886445
#> [4,] 0.42968995 -0.23957505
#> [5,] -0.42908971 0.01136263
#> [6,] -0.44206866 -1.99613918
#> [7,] 0.60043445 0.26230050
#> [8,] 1.58088177 1.26605122
#> [9,] -0.58894304 0.51323818
#> [10,] 0.75989668 -0.40550300
#> [11,] 1.10438761 0.26230050
#> [12,] -0.75427480 0.76417586
#> [13,] -1.35670857 -1.99613918
#> [14,] -0.04960909 -0.06598329
#> [15,] -0.96134738 -0.40816704
#> [16,] -0.97885894 0.76151126
#> [17,] 0.38354667 0.41058623
#> [18,] -0.36406631 -0.02433387
#> [19,] -0.32007529 -1.24332600
#> [20,] -0.78698294 -1.00247213
#>
#> $MAP
#> [,1]
#> 1 -0.56504653
#> 2 0.34434864
#> 3 -0.65776330
#> 4 -0.06816503
#> 5 0.18207505
#> 6 0.29215808
#> 7 -0.19027590
#> 8 -0.58631971
#> 9 0.16287862
#> 10 -0.15942490
#> 11 -0.35506340
#> 12 0.17129803
#> 13 0.45121825
#> 14 0.07309177
#> 15 0.35990630
#> 16 0.22369156
#> 17 -0.13484518
#> 18 0.16710069
#> 19 0.25462761
#> 20 0.36150326
#>
#> $ls
#> [1] 5.871284 7.284480
#>
#> $a
#> [1] -0.4763152 -1.0292512 -0.4315247 -0.7550019 -0.9172954 -0.9927067
#> [7] -0.6808289 -0.4658260 -0.9043855 -0.6992393 1.0368147 0.6921272
#> [13] 0.5345464 0.7519427 0.5837612 0.6611454 0.8856648 0.6946376
#> [19] 0.6431646 0.5828818
#>
#> $W
#> [1] 0.4960164 0.7049368 0.4700548 0.6214926 0.6744143 0.6954393 0.5930734
#> [8] 0.4901169 0.6706082 0.6004118 0.7068498 0.5976001 0.5269369 0.6203787
#> [15] 0.5508765 0.5850060 0.6649746 0.5985959 0.5774282 0.5504649
#>
#> $L
#> 1 2 3 4 5 6 7
#> 1 1.223117 0.2155574 0.3512949 0.3712734 0.3105019 0.19552880 0.3942933
#> 2 0.000000 1.2878167 0.0964178 0.3180754 0.4401153 0.30966318 0.2948756
#> 3 0.000000 0.0000000 1.1564386 0.1387355 0.1071720 0.01973967 0.1797817
#> 4 0.000000 0.0000000 0.0000000 1.1675741 0.2871256 0.27816865 0.2827278
#> 5 0.000000 0.0000000 0.0000000 0.0000000 1.1359465 0.21159111 0.1960533
#> 6 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 1.19949085 0.1004031
#> 7 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 1.0908164
#> 8 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 9 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 10 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 11 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 12 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 13 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 14 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 15 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 16 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 17 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 18 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 19 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 20 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 8 9 10 11 12 13
#> 1 0.394607249 0.30098888 0.37915702 0.46290748 0.26656874 1.135411e-01
#> 2 0.140600204 0.45622541 0.26587276 0.24819127 0.43884136 3.014854e-01
#> 3 0.265352790 0.12199657 0.14053245 0.22385190 0.11438213 -1.440644e-07
#> 4 0.166091890 0.25236005 0.30767842 0.29531526 0.21436841 1.839735e-01
#> 5 0.092686157 0.24628077 0.19307671 0.17690310 0.22486184 1.755044e-01
#> 6 0.005605448 0.09803816 0.16223963 0.09306358 0.06793244 3.000079e-01
#> 7 0.140375263 0.13938731 0.16794249 0.19264711 0.12273381 3.121576e-02
#> 8 1.090095214 0.06342302 0.09636456 0.15482272 0.05781884 -2.081179e-02
#> 9 0.000000000 1.09525635 0.08188379 0.08512890 0.18036504 6.677171e-02
#> 10 0.000000000 0.00000000 1.07877336 0.14659923 0.04952212 4.798730e-02
#> 11 0.000000000 0.00000000 0.00000000 1.07882806 0.04954355 5.008238e-04
#> 12 0.000000000 0.00000000 0.00000000 0.00000000 1.07884178 4.039186e-02
#> 13 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 1.121917e+00
#> 14 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000e+00
#> 15 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000e+00
#> 16 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000e+00
#> 17 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000e+00
#> 18 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000e+00
#> 19 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000e+00
#> 20 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000e+00
#> 14 15 16 17 18 19
#> 1 0.33487113 0.21417964 0.23909305 0.40246678 0.29832689 0.23703351
#> 2 0.38085014 0.42109201 0.44760462 0.34231961 0.40783625 0.33643832
#> 3 0.12220774 0.05039614 0.09687834 0.18713960 0.10312899 0.04581502
#> 4 0.29567733 0.23536829 0.19767833 0.29128509 0.27531149 0.28394166
#> 5 0.23689166 0.23155667 0.22059909 0.21730770 0.24020792 0.22135747
#> 6 0.15323638 0.18426521 0.06698835 0.09652269 0.14985948 0.27635782
#> 7 0.15500681 0.09363943 0.10880734 0.18024702 0.13837687 0.10421119
#> 8 0.07107471 0.01412432 0.04518038 0.11884756 0.05449146 0.01557436
#> 9 0.13818514 0.14197329 0.18157605 0.13364037 0.14969564 0.09240995
#> 10 0.11259916 0.06570996 0.03911304 0.11733736 0.09346530 0.11196835
#> 11 0.09022126 0.03354804 0.03761700 0.11736927 0.07101948 0.05659464
#> 12 0.09376950 0.10630198 0.15613361 0.09107432 0.10839174 0.05022379
#> 13 0.05899138 0.12218996 0.04046327 0.01453009 0.07022413 0.14732958
#> 14 1.04879421 0.08257714 0.07692879 0.08949940 0.09330963 0.08374037
#> 15 0.00000000 1.05572625 0.08897165 0.04834544 0.08645759 0.08786327
#> 16 0.00000000 0.00000000 1.06594232 0.06025045 0.07716532 0.02486331
#> 17 0.00000000 0.00000000 0.00000000 1.04637689 0.06612626 0.04112425
#> 18 0.00000000 0.00000000 0.00000000 0.00000000 1.03690987 0.06363899
#> 19 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 1.05794885
#> 20 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
#> 20
#> 1 0.205659872
#> 2 0.377352363
#> 3 0.036694816
#> 4 0.251769784
#> 5 0.224898033
#> 6 0.247554806
#> 7 0.087514947
#> 8 0.005548777
#> 9 0.112235746
#> 10 0.082173580
#> 11 0.035750528
#> 12 0.073953272
#> 13 0.156273920
#> 14 0.080585326
#> 15 0.104122778
#> 16 0.048093570
#> 17 0.033537522
#> 18 0.066610840
#> 19 0.098204279
#> 20 1.046955066
#>
#> $K
#> 1 2 3 4 5 6 7
#> 1 1.0000000 0.4458697 0.8898521 0.8178922 0.6566304 0.4071939 0.8891711
#> 2 0.4458697 1.0000000 0.3472542 0.7397684 0.9190902 0.6297554 0.7187525
#> 3 0.8898521 0.3472542 1.0000000 0.5948866 0.4892221 0.2122845 0.7099541
#> 4 0.8178922 0.7397684 0.5948866 1.0000000 0.9350754 0.7584293 0.9804227
#> 5 0.6566304 0.9190902 0.4892221 0.9350754 1.0000000 0.7583318 0.9097502
#> 6 0.4071939 0.6297554 0.2122845 0.7584293 0.7583318 1.0000000 0.6423318
#> 7 0.8891711 0.7187525 0.7099541 0.9804227 0.9097502 0.6423318 1.0000000
#> 8 0.9788934 0.4527572 0.9563797 0.7645586 0.6362900 0.3399513 0.8598326
#> 9 0.6383167 0.9488869 0.5179576 0.8805020 0.9807234 0.6478762 0.8826809
#> 10 0.8497960 0.6519205 0.6048904 0.9888869 0.8760624 0.7432684 0.9677554
#> 11 0.9562045 0.5941527 0.7727341 0.9454870 0.8149887 0.5747845 0.9786042
#> 12 0.5988583 0.9592555 0.5060943 0.8281754 0.9532244 0.5878490 0.8406516
#> 13 0.2716400 0.6771959 0.1385514 0.6165893 0.7047598 0.9312363 0.5084972
#> 14 0.7383622 0.8508130 0.5475536 0.9786003 0.9874058 0.7642718 0.9575453
#> 15 0.5011540 0.9443060 0.3421763 0.8464241 0.9644410 0.8219731 0.7877498
#> 16 0.5428839 0.9778772 0.4561168 0.7884021 0.9376635 0.5789648 0.7949234
#> 17 0.8571319 0.7705961 0.6990112 0.9712264 0.9350291 0.6340492 0.9944999
#> 18 0.6696467 0.9075283 0.4965365 0.9447499 0.9995526 0.7653761 0.9186403
#> 19 0.5417275 0.7591871 0.3237912 0.8895606 0.8966706 0.9606289 0.7963168
#> 20 0.4813987 0.8512857 0.2969805 0.8470370 0.9217701 0.9250536 0.7605406
#> 8 9 10 11 12 13 14
#> 1 0.9788934 0.6383167 0.8497960 0.9562045 0.5988583 0.2716400 0.7383622
#> 2 0.4527572 0.9488869 0.6519205 0.5941527 0.9592555 0.6771959 0.8508130
#> 3 0.9563797 0.5179576 0.6048904 0.7727341 0.5060943 0.1385514 0.5475536
#> 4 0.7645586 0.8805020 0.9888869 0.9454870 0.8281754 0.6165893 0.9786003
#> 5 0.6362900 0.9807234 0.8760624 0.8149887 0.9532244 0.7047598 0.9874058
#> 6 0.3399513 0.6478762 0.7432684 0.5747845 0.5878490 0.9312363 0.7642718
#> 7 0.8598326 0.8826809 0.9677554 0.9786042 0.8406516 0.5084972 0.9575453
#> 8 1.0000000 0.6441356 0.7794370 0.9153120 0.6177547 0.2310008 0.7059676
#> 9 0.6441356 1.0000000 0.8082571 0.7799636 0.9933721 0.6172893 0.9533247
#> 10 0.7794370 0.8082571 1.0000000 0.9601011 0.7488949 0.5739662 0.9382698
#> 11 0.9153120 0.7799636 0.9601011 1.0000000 0.7323582 0.4206676 0.8862060
#> 12 0.6177547 0.9933721 0.7488949 0.7323582 1.0000000 0.5747091 0.9143058
#> 13 0.2310008 0.6172893 0.5739662 0.4206676 0.5747091 1.0000000 0.6695081
#> 14 0.7059676 0.9533247 0.9382698 0.8862060 0.9143058 0.6695081 1.0000000
#> 15 0.4757892 0.9323153 0.7770092 0.6741814 0.9066595 0.8299452 0.9241990
#> 16 0.5624427 0.9829685 0.7040234 0.6792989 0.9957134 0.5861770 0.8864445
#> 17 0.8417113 0.9219517 0.9438616 0.9552716 0.8879558 0.5191892 0.9689257
#> 18 0.6463354 0.9761470 0.8890917 0.8275587 0.9458768 0.7041376 0.9914964
#> 19 0.4771345 0.8041710 0.8628566 0.7200772 0.7462646 0.8777323 0.9035962
#> 20 0.4357418 0.8512667 0.7959367 0.6607097 0.8070927 0.9089962 0.8989745
#> 15 16 17 18 19 20
#> 1 0.5011540 0.5428839 0.8571319 0.6696467 0.5417275 0.4813987
#> 2 0.9443060 0.9778772 0.7705961 0.9075283 0.7591871 0.8512857
#> 3 0.3421763 0.4561168 0.6990112 0.4965365 0.3237912 0.2969805
#> 4 0.8464241 0.7884021 0.9712264 0.9447499 0.8895606 0.8470370
#> 5 0.9644410 0.9376635 0.9350291 0.9995526 0.8966706 0.9217701
#> 6 0.8219731 0.5789648 0.6340492 0.7653761 0.9606289 0.9250536
#> 7 0.7877498 0.7949234 0.9944999 0.9186403 0.7963168 0.7605406
#> 8 0.4757892 0.5624427 0.8417113 0.6463354 0.4771345 0.4357418
#> 9 0.9323153 0.9829685 0.9219517 0.9761470 0.8041710 0.8512667
#> 10 0.7770092 0.7040234 0.9438616 0.8890917 0.8628566 0.7959367
#> 11 0.6741814 0.6792989 0.9552716 0.8275587 0.7200772 0.6607097
#> 12 0.9066595 0.9957134 0.8879558 0.9458768 0.7462646 0.8070927
#> 13 0.8299452 0.5861770 0.5191892 0.7041376 0.8777323 0.9089962
#> 14 0.9241990 0.8864445 0.9689257 0.9914964 0.9035962 0.8989745
#> 15 1.0000000 0.9103424 0.8186936 0.9603160 0.9204473 0.9735244
#> 16 0.9103424 1.0000000 0.8466034 0.9281367 0.7313631 0.8051592
#> 17 0.8186936 0.8466034 1.0000000 0.9412169 0.7945983 0.7758971
#> 18 0.9603160 0.9281367 0.9412169 1.0000000 0.9028865 0.9222837
#> 19 0.9204473 0.7313631 0.7945983 0.9028865 1.0000000 0.9777053
#> 20 0.9735244 0.8051592 0.7758971 0.9222837 0.9777053 1.0000000
#>
#> $e
#> NULL
#>
#> $obsx
#> aet awc
#> 1 572.9367 0.10841342
#> 2 259.6567 0.09496477
#> 3 587.2900 0.16000000
#> 4 443.1700 0.07000000
#> 5 355.3867 0.08000000
#> 6 354.0600 0.00000000
#> 7 460.6233 0.09000000
#> 8 560.8433 0.13000000
#> 9 339.0467 0.10000000
#> 10 476.9233 0.06338768
#> 11 512.1367 0.09000000
#> 12 322.1467 0.11000000
#> 13 260.5667 0.00000000
#> 14 394.1767 0.07691772
#> 15 300.9800 0.06328152
#> 16 299.1900 0.10989381
#> 17 438.4533 0.09590927
#> 18 362.0333 0.07857747
#> 19 366.5300 0.03000000
#> 20 318.8033 0.03959815
#>
#> $obsy
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $mnll
#> [1] 14.7756
#>
#> $wt
#> [1] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#>
#> $l_grads
#> [1] -0.01222432 0.02943257
#>
#> $mnfun
#> function(x) rep(exp.prev, nrow(x))
#> <bytecode: 0x0000027cbca88008>
#> <environment: 0x0000027ca6e4cc78>
#>
#> $facs
#> named integer(0)
#>
#> $hessian
#> [1] FALSE
#>
#> $scaling
#> aet awc
#> [1,] 399.2477 0.07954719
#> [2,] 102.2187 0.03985052
#>
#> $peak
#> aet awc
#> 13 260.5667 0
#>
#> attr(,"class")
#> [1] "graf"
#>
#> $`0.639814814814815`
#> $y
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $x
#> aet depth
#> [1,] 1.69919071 -0.78441082
#> [2,] -1.36561109 -0.70621177
#> [3,] 1.83960801 1.00993588
#> [4,] 0.42968995 -0.10464632
#> [5,] -0.42908971 -0.82677000
#> [6,] -0.44206866 -1.78436879
#> [7,] 0.60043445 -0.57559655
#> [8,] 1.58088177 -0.07324964
#> [9,] -0.58894304 -0.51280318
#> [10,] 0.75989668 -0.77684879
#> [11,] 1.10438761 -0.12739018
#> [12,] -0.75427480 0.20932049
#> [13,] -1.35670857 -1.78436879
#> [14,] -0.04960909 0.96455043
#> [15,] -0.96134738 1.37099772
#> [16,] -0.97885894 1.37099772
#> [17,] 0.38354667 1.37099772
#> [18,] -0.36406631 0.28349525
#> [19,] -0.32007529 1.37099772
#> [20,] -0.78698294 0.10537192
#>
#> $MAP
#> [,1]
#> 1 -0.82343206
#> 2 0.12899566
#> 3 -0.24973734
#> 4 -0.20250536
#> 5 -0.20810758
#> 6 -0.52586512
#> 7 -0.47255644
#> 8 -0.57712978
#> 9 -0.01451026
#> 10 -0.60235593
#> 11 -0.45855119
#> 12 0.37925349
#> 13 -0.23840997
#> 14 0.49010744
#> 15 0.90004032
#> 16 0.90286661
#> 17 0.48076302
#> 18 0.28926417
#> 19 0.74465279
#> 20 0.33964369
#>
#> $ls
#> [1] 5.871284 8.065330
#>
#> $a
#> [1] -0.3575856 -0.8817785 -0.6459913 -0.6735939 -0.6702916 -0.4959612
#> [7] -0.5233633 -0.4703419 -0.7886700 -0.4580022 1.1108981 0.5731516
#> [13] 0.9555980 0.5142567 0.3260928 0.3249639 0.5190949 0.6233132
#> [19] 0.3917585 0.5949761
#>
#> $W
#> [1] 0.4223149 0.6637878 0.5786330 0.5901352 0.5887837 0.5067862 0.5212279
#> [8] 0.4926698 0.6334443 0.4856464 0.7246909 0.5458726 0.6853435 0.5165010
#> [15] 0.3998331 0.3990006 0.5190212 0.5688215 0.4451988 0.5560765
#>
#> $L
#> 1 2 3 4 5 6 7
#> 1 1.192608 0.1994221 0.338928 0.3546089 0.2842661 0.24673868 0.3540054
#> 2 0.000000 1.2743699 0.115877 0.3094693 0.4103654 0.35520130 0.2763564
#> 3 0.000000 0.0000000 1.204298 0.2497186 0.1341778 0.07425698 0.2161590
#> 4 0.000000 0.0000000 0.000000 1.1429160 0.2403161 0.18757506 0.2455526
#> 5 0.000000 0.0000000 0.000000 0.0000000 1.1241980 0.21803227 0.1798038
#> 6 0.000000 0.0000000 0.000000 0.0000000 0.0000000 1.10973046 0.1271716
#> 7 0.000000 0.0000000 0.000000 0.0000000 0.0000000 0.00000000 1.0788941
#> 8 0.000000 0.0000000 0.000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 9 0.000000 0.0000000 0.000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 10 0.000000 0.0000000 0.000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 11 0.000000 0.0000000 0.000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 12 0.000000 0.0000000 0.000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 13 0.000000 0.0000000 0.000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 14 0.000000 0.0000000 0.000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 15 0.000000 0.0000000 0.000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 16 0.000000 0.0000000 0.000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 17 0.000000 0.0000000 0.000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 18 0.000000 0.0000000 0.000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 19 0.000000 0.0000000 0.000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 20 0.000000 0.0000000 0.000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 8 9 10 11 12 13
#> 1 0.37022354 0.27640969 0.35224781 0.43821743 0.22680373 1.914130e-01
#> 2 0.15105058 0.43897814 0.24802699 0.24848071 0.39889350 4.625096e-01
#> 3 0.29117592 0.14346061 0.20400724 0.32670595 0.15066895 3.663217e-02
#> 4 0.20201652 0.24871081 0.23023273 0.27578328 0.22673643 1.633525e-01
#> 5 0.10118470 0.23833164 0.16846924 0.16193497 0.19818331 2.395857e-01
#> 6 0.06085225 0.16059012 0.12781303 0.09849225 0.10193421 2.268156e-01
#> 7 0.13753520 0.12488847 0.14863004 0.17631087 0.10359259 7.270236e-02
#> 8 1.08366817 0.05346438 0.11889825 0.17416107 0.04608223 -3.051998e-05
#> 9 0.00000000 1.08667170 0.08707199 0.08693395 0.15938006 1.494776e-01
#> 10 0.00000000 0.00000000 1.05683354 0.12455865 0.05283390 4.685190e-02
#> 11 0.00000000 0.00000000 0.00000000 1.08060486 0.06131095 5.818036e-03
#> 12 0.00000000 0.00000000 0.00000000 0.00000000 1.08015341 8.171244e-02
#> 13 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 1.123113e+00
#> 14 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000e+00
#> 15 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000e+00
#> 16 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000e+00
#> 17 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000e+00
#> 18 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000e+00
#> 19 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000e+00
#> 20 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000e+00
#> 14 15 16 17 18 19
#> 1 0.249683768 0.14137883 0.14011163 0.25398873 0.26647682 0.192625545
#> 2 0.294390166 0.28297767 0.28321791 0.23188900 0.37491593 0.267294928
#> 3 0.236327502 0.13609745 0.13452614 0.28303127 0.19382099 0.201085251
#> 4 0.232471102 0.16470288 0.16373557 0.21957446 0.24943871 0.197449199
#> 5 0.148649607 0.12178881 0.12158759 0.11496575 0.19604435 0.124744033
#> 6 0.050772859 0.03096223 0.03091634 0.02590773 0.09806314 0.030878453
#> 7 0.112128051 0.06422342 0.06359961 0.10800659 0.12209205 0.087111729
#> 8 0.083078094 0.03127705 0.03059180 0.10093173 0.07000188 0.060816106
#> 9 0.124588820 0.12115614 0.12116708 0.09836225 0.15193447 0.116137379
#> 10 0.057578915 0.02201821 0.02159491 0.05496026 0.06729508 0.038240734
#> 11 0.094475191 0.04689316 0.04619742 0.10677101 0.08329536 0.074723529
#> 12 0.139024318 0.15423015 0.15435098 0.11991547 0.14489916 0.144425817
#> 13 0.002585404 0.01418127 0.01462133 -0.02001903 0.04620723 -0.002507228
#> 14 1.079978237 0.14654175 0.14606724 0.16085352 0.12684233 0.159957942
#> 15 0.000000000 1.08185029 0.15772070 0.11969092 0.10756219 0.145016285
#> 16 0.000000000 0.00000000 1.07051330 0.10264474 0.09270937 0.124927996
#> 17 0.000000000 0.00000000 0.00000000 1.07101155 0.07946452 0.115967689
#> 18 0.000000000 0.00000000 0.00000000 0.00000000 1.04372264 0.078077167
#> 19 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 1.051787889
#> 20 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 20
#> 1 0.22854288
#> 2 0.40904128
#> 3 0.14512213
#> 4 0.22727513
#> 5 0.20405181
#> 6 0.10954568
#> 7 0.10406630
#> 8 0.04416846
#> 9 0.16197587
#> 10 0.05375577
#> 11 0.05922594
#> 12 0.15315189
#> 13 0.07567053
#> 14 0.11350507
#> 15 0.11035236
#> 16 0.09542035
#> 17 0.05945641
#> 18 0.08480871
#> 19 0.06409593
#> 20 1.04239166
#>
#> $K
#> 1 2 3 4 5 6 7
#> 1 1.0000000 0.4491986 0.8176842 0.8471368 0.6798717 0.6360694 0.8998617
#> 2 0.4491986 1.0000000 0.3473336 0.7431073 0.9271937 0.8652830 0.7187580
#> 3 0.8176842 0.3473336 1.0000000 0.7816862 0.5233766 0.3955793 0.7508009
#> 4 0.8471368 0.7431073 0.7816862 1.0000000 0.9092517 0.7869174 0.9838985
#> 5 0.6798717 0.9271937 0.5233766 0.9092517 1.0000000 0.9447241 0.9101243
#> 6 0.6360694 0.8652830 0.3955793 0.7869174 0.9447241 1.0000000 0.8326564
#> 7 0.8998617 0.7187580 0.7508009 0.9838985 0.9101243 0.8326564 1.0000000
#> 8 0.9679786 0.4657142 0.9245601 0.8932229 0.6843774 0.5885950 0.9070961
#> 9 0.6373511 0.9477270 0.5241328 0.9060226 0.9917471 0.9029632 0.8862876
#> 10 0.9276153 0.6804201 0.7428962 0.9633892 0.8864376 0.8303048 0.9953345
#> 11 0.9446979 0.5825597 0.8814184 0.9619446 0.7940714 0.6880652 0.9664923
#> 12 0.5633577 0.9196241 0.5418779 0.8820678 0.9272291 0.7751387 0.8232599
#> 13 0.4243234 0.9304661 0.2581821 0.6397496 0.8779845 0.9312363 0.6591662
#> 14 0.6375796 0.7257585 0.7378043 0.9135348 0.8096195 0.6178090 0.8327370
#> 15 0.4103219 0.7547202 0.5085489 0.7409836 0.7235636 0.5271901 0.6423460
#> 16 0.4070681 0.7556110 0.5043050 0.7378965 0.7223970 0.5263604 0.6393441
#> 17 0.6469960 0.5897581 0.8280917 0.8735637 0.7006975 0.5090142 0.7874822
#> 18 0.6484121 0.8640301 0.6400118 0.9389484 0.9260944 0.7667402 0.8825189
#> 19 0.5298056 0.6972697 0.6667841 0.8328801 0.7404826 0.5387530 0.7356006
#> 20 0.5624451 0.9330039 0.5282190 0.8791528 0.9372796 0.7933282 0.8247501
#> 8 9 10 11 12 13 14
#> 1 0.9679786 0.6373511 0.9276153 0.9446979 0.5633577 0.4243234 0.6375796
#> 2 0.4657142 0.9477270 0.6804201 0.5825597 0.9196241 0.9304661 0.7257585
#> 3 0.9245601 0.5241328 0.7428962 0.8814184 0.5418779 0.2581821 0.7378043
#> 4 0.8932229 0.9060226 0.9633892 0.9619446 0.8820678 0.6397496 0.9135348
#> 5 0.6843774 0.9917471 0.8864376 0.7940714 0.9272291 0.8779845 0.8096195
#> 6 0.5885950 0.9029632 0.8303048 0.6880652 0.7751387 0.9312363 0.6178090
#> 7 0.9070961 0.8862876 0.9953345 0.9664923 0.8232599 0.6591662 0.8327370
#> 8 1.0000000 0.6617126 0.9156789 0.9806722 0.6254243 0.3999570 0.7458971
#> 9 0.6617126 1.0000000 0.8527745 0.7761616 0.9659384 0.8603334 0.8520778
#> 10 0.9156789 0.8527745 1.0000000 0.9643943 0.7744990 0.6411774 0.7836446
#> 11 0.9806722 0.7761616 0.9643943 1.0000000 0.7399111 0.5035744 0.8291735
#> 12 0.6254243 0.9659384 0.7744990 0.7399111 1.0000000 0.7578124 0.9252918
#> 13 0.3999570 0.8603334 0.6411774 0.5035744 0.7578124 1.0000000 0.5412055
#> 14 0.7458971 0.8520778 0.7836446 0.8291735 0.9252918 0.5412055 1.0000000
#> 15 0.5067719 0.7930984 0.5837427 0.6049634 0.9163913 0.5323032 0.9221640
#> 16 0.5029307 0.7921973 0.5807384 0.6012319 0.9158016 0.5329173 0.9196357
#> 17 0.7777140 0.7404207 0.7422610 0.8324047 0.8237305 0.4168047 0.9741213
#> 18 0.7188979 0.9573213 0.8375421 0.8235738 0.9867803 0.7053926 0.9635067
#> 19 0.6459404 0.7975954 0.6802342 0.7319929 0.9050950 0.4922618 0.9836639
#> 20 0.6191219 0.9733318 0.7772252 0.7349146 0.9992393 0.7795573 0.9120446
#> 15 16 17 18 19 20
#> 1 0.4103219 0.4070681 0.6469960 0.6484121 0.5298056 0.5624451
#> 2 0.7547202 0.7556110 0.5897581 0.8640301 0.6972697 0.9330039
#> 3 0.5085489 0.5043050 0.8280917 0.6400118 0.6667841 0.5282190
#> 4 0.7409836 0.7378965 0.8735637 0.9389484 0.8328801 0.8791528
#> 5 0.7235636 0.7223970 0.7006975 0.9260944 0.7404826 0.9372796
#> 6 0.5271901 0.5263604 0.5090142 0.7667402 0.5387530 0.7933282
#> 7 0.6423460 0.6393441 0.7874822 0.8825189 0.7356006 0.8247501
#> 8 0.5067719 0.5029307 0.7777140 0.7188979 0.6459404 0.6191219
#> 9 0.7930984 0.7921973 0.7404207 0.9573213 0.7975954 0.9733318
#> 10 0.5837427 0.5807384 0.7422610 0.8375421 0.6802342 0.7772252
#> 11 0.6049634 0.6012319 0.8324047 0.8235738 0.7319929 0.7349146
#> 12 0.9163913 0.9158016 0.8237305 0.9867803 0.9050950 0.9992393
#> 13 0.5323032 0.5329173 0.4168047 0.7053926 0.4922618 0.7795573
#> 14 0.9221640 0.9196357 0.9741213 0.9635067 0.9836639 0.9120446
#> 15 1.0000000 0.9999739 0.8572439 0.9014974 0.9655857 0.9031278
#> 16 0.9999739 1.0000000 0.8537899 0.8998694 0.9637155 0.9026346
#> 17 0.8572439 0.8537899 1.0000000 0.8861085 0.9587150 0.8057486
#> 18 0.9014974 0.8998694 0.8861085 1.0000000 0.9291525 0.9829485
#> 19 0.9655857 0.9637155 0.9587150 0.9291525 1.0000000 0.8888140
#> 20 0.9031278 0.9026346 0.8057486 0.9829485 0.8888140 1.0000000
#>
#> $e
#> NULL
#>
#> $obsx
#> aet depth
#> 1 572.9367 63.69832
#> 2 259.6567 68.67968
#> 3 587.2900 178.00000
#> 4 443.1700 107.00000
#> 5 355.3867 61.00000
#> 6 354.0600 0.00000
#> 7 460.6233 77.00000
#> 8 560.8433 109.00000
#> 9 339.0467 81.00000
#> 10 476.9233 64.18003
#> 11 512.1367 105.55119
#> 12 322.1467 127.00000
#> 13 260.5667 0.00000
#> 14 394.1767 175.10890
#> 15 300.9800 201.00000
#> 16 299.1900 201.00000
#> 17 438.4533 201.00000
#> 18 362.0333 131.72501
#> 19 366.5300 201.00000
#> 20 318.8033 120.37837
#>
#> $obsy
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $mnll
#> [1] 12.94471
#>
#> $wt
#> [1] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#>
#> $l_grads
#> [1] -0.02955924 -0.08365542
#>
#> $mnfun
#> function(x) rep(exp.prev, nrow(x))
#> <bytecode: 0x0000027cbca88008>
#> <environment: 0x0000027caad11380>
#>
#> $facs
#> named integer(0)
#>
#> $hessian
#> [1] FALSE
#>
#> $scaling
#> aet depth
#> [1,] 399.2477 113.6661
#> [2,] 102.2187 63.7010
#>
#> $peak
#> aet depth
#> 16 299.19 201
#>
#> attr(,"class")
#> [1] "graf"
#>
#> $`0.983333333333333`
#> $y
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $x
#> cwd tmin
#> [1,] -1.071355581 0.85233055
#> [2,] 0.003528583 0.10600163
#> [3,] -0.727771982 1.48381543
#> [4,] -0.109661409 0.67748124
#> [5,] 0.771402816 1.25420596
#> [6,] 2.067660500 0.51308297
#> [7,] 0.852476201 0.86536495
#> [8,] -0.823808439 1.59083079
#> [9,] 0.745856166 -0.01009488
#> [10,] -0.574280859 0.48176905
#> [11,] -1.517257287 -0.68205307
#> [12,] 0.583318464 -0.76816644
#> [13,] 0.528235646 -0.89995902
#> [14,] -0.225196997 -0.23191506
#> [15,] 0.259755954 -0.76687473
#> [16,] -0.347640968 -1.85503449
#> [17,] -0.390732325 -0.20713785
#> [18,] 0.879978469 -0.09491648
#> [19,] -2.133360930 -2.04550156
#> [20,] 1.228853977 -0.26322898
#>
#> $MAP
#> [,1]
#> 1 -0.61829870
#> 2 -0.06192191
#> 3 -1.02833926
#> 4 -0.54369974
#> 5 -0.93253601
#> 6 -0.38764095
#> 7 -0.68477815
#> 8 -1.06598663
#> 9 0.01387582
#> 10 -0.36507788
#> 11 0.59267362
#> 12 0.63582005
#> 13 0.73335793
#> 14 0.24253680
#> 15 0.65793349
#> 16 1.24019481
#> 17 0.22561076
#> 18 0.07972352
#> 19 1.08468499
#> 20 0.19684717
#>
#> $ls
#> [1] 8.441229 5.430074
#>
#> $a
#> [1] -0.4502952 -0.7588864 -0.2772243 -0.4869664 -0.3132555 -0.5685823
#> [7] -0.4189299 -0.2638079 -0.8067391 -0.5809158 0.4627175 0.4419074
#> [13] 0.3968054 0.6501642 0.4314448 0.2071514 0.6600232 0.7478335
#> [19] 0.2572999 0.6769369
#>
#> $W
#> [1] 0.4811827 0.6229002 0.3619339 0.5018998 0.3902511 0.5436916 0.4623763
#> [8] 0.3508103 0.6396338 0.5495426 0.4883479 0.4762557 0.4484548 0.5804022
#> [15] 0.4700065 0.2998197 0.5845389 0.6188749 0.3452926 0.5914966
#>
#> $L
#> 1 2 3 4 5 6 7
#> 1 1.217039 0.3990835 0.3282326 0.3811931 0.2868863 0.2319793 0.3112660
#> 2 0.000000 1.2098068 0.2109777 0.3223925 0.2539224 0.2915537 0.3004018
#> 3 0.000000 0.0000000 1.0998571 0.1812249 0.1633393 0.1076246 0.1591848
#> 4 0.000000 0.0000000 0.0000000 1.1044511 0.1712231 0.1734594 0.1903221
#> 5 0.000000 0.0000000 0.0000000 0.0000000 1.0897127 0.1913897 0.1785648
#> 6 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 1.1517693 0.1823846
#> 7 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.0716981
#> 8 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 9 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 10 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 11 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 12 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 13 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 14 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 15 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 16 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 17 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 18 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 19 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 20 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 8 9 10 11 12 13
#> 1 0.31989006 0.35004483 0.41115354 0.31692130 0.26261816 0.247229044
#> 2 0.19734588 0.38889374 0.33238517 0.27088466 0.32471477 0.310009164
#> 3 0.19013816 0.13414502 0.18270363 0.09263485 0.07307288 0.064457653
#> 4 0.14215225 0.21397472 0.19890897 0.13258028 0.15752322 0.147063676
#> 5 0.10796570 0.15921609 0.11700570 0.02672260 0.09039481 0.079439085
#> 6 0.03614546 0.21001659 0.08042642 0.01774606 0.15269032 0.140358271
#> 7 0.07727739 0.14168089 0.10308639 0.04226581 0.09384462 0.085409318
#> 8 1.06500730 0.04032034 0.10044469 0.04874271 0.01019325 0.006909622
#> 9 0.00000000 1.10042179 0.11679088 0.11161933 0.18246125 0.177025692
#> 10 0.00000000 0.00000000 1.06890377 0.13411443 0.08773348 0.085131478
#> 11 0.00000000 0.00000000 0.00000000 1.11925633 0.11661935 0.121618762
#> 12 0.00000000 0.00000000 0.00000000 0.00000000 1.08476214 0.163360413
#> 13 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 1.073325546
#> 14 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 15 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 16 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 17 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 18 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 19 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 20 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 14 15 16 17 18 19
#> 1 0.37349547 0.27636064 0.154059835 0.38234298 0.32947205 0.144583797
#> 2 0.36707526 0.32416039 0.198044760 0.36363134 0.37987772 0.143295115
#> 3 0.13118267 0.07735306 0.022421205 0.13538529 0.12231049 0.020174172
#> 4 0.19490792 0.15728009 0.079273274 0.19387236 0.20605292 0.054374617
#> 5 0.10185934 0.08106222 0.017145018 0.09622562 0.15516126 -0.008034978
#> 6 0.11273906 0.12890079 0.050006206 0.09931945 0.21699309 -0.001753440
#> 7 0.10226375 0.08735440 0.032349452 0.09772477 0.13877601 0.007596740
#> 8 0.05425755 0.01636605 -0.002658206 0.05975422 0.03171942 0.006856701
#> 9 0.16741577 0.17543930 0.117757842 0.16091150 0.19384003 0.069075575
#> 10 0.13113366 0.09795378 0.068178949 0.13656308 0.09186865 0.074325652
#> 11 0.15151900 0.13582355 0.152728287 0.16067290 0.07467987 0.202398698
#> 12 0.12786925 0.15682034 0.134227341 0.12159574 0.14204649 0.081419575
#> 13 0.10905686 0.13586850 0.122329331 0.10397983 0.11738351 0.077762844
#> 14 1.05737785 0.10250374 0.080885723 0.11286768 0.08972353 0.071584090
#> 15 0.00000000 1.05563436 0.098233390 0.08888129 0.09083183 0.069034402
#> 16 0.00000000 0.00000000 1.065464004 0.06320247 0.04045845 0.124773432
#> 17 0.00000000 0.00000000 0.000000000 1.04755728 0.06438167 0.057466007
#> 18 0.00000000 0.00000000 0.000000000 0.00000000 1.05334836 -0.002542013
#> 19 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 1.098915020
#> 20 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> 20
#> 1 0.285727970
#> 2 0.359054492
#> 3 0.099026739
#> 4 0.189266474
#> 5 0.148796081
#> 6 0.235852001
#> 7 0.133466879
#> 8 0.014760949
#> 9 0.197126523
#> 10 0.074493792
#> 11 0.062297243
#> 12 0.152307454
#> 13 0.126386498
#> 14 0.082132283
#> 15 0.094971588
#> 16 0.044277206
#> 17 0.054979407
#> 18 0.110801595
#> 19 -0.006104212
#> 20 1.057821909
#>
#> $K
#> 1 2 3 4 5 6 7
#> 1 1.0000000 0.8871639 0.9572302 0.9440302 0.8057253 0.5519787 0.8031250
#> 2 0.8871639 1.0000000 0.8134430 0.9696393 0.8552845 0.7651909 0.9086583
#> 3 0.9572302 0.8134430 1.0000000 0.9208127 0.8711141 0.5771562 0.8326560
#> 4 0.9440302 0.9696393 0.9208127 1.0000000 0.9262530 0.7532963 0.9435716
#> 5 0.8057253 0.8552845 0.8711141 0.9262530 1.0000000 0.8606181 0.9857904
#> 6 0.5519787 0.7651909 0.5771562 0.7532963 0.8606181 1.0000000 0.9058376
#> 7 0.8031250 0.9086583 0.8326560 0.9435716 0.9857904 0.9058376 1.0000000
#> 8 0.9475757 0.7838370 0.9984004 0.8985051 0.8511521 0.5476176 0.8066201
#> 9 0.7679046 0.9666861 0.7159607 0.9167825 0.8631005 0.8792432 0.9312327
#> 10 0.9730892 0.9677538 0.9104170 0.9838187 0.8502683 0.6613127 0.8744798
#> 11 0.7956756 0.8235113 0.6257126 0.7500959 0.5191944 0.4095222 0.5751544
#> 12 0.6676579 0.9136788 0.5662075 0.8018111 0.6847505 0.7545266 0.7788015
#> 13 0.6477232 0.8962923 0.5397357 0.7762921 0.6499942 0.7230862 0.7458865
#> 14 0.8601419 0.9864791 0.7512481 0.9259447 0.7693615 0.6959300 0.8355557
#> 15 0.7072510 0.9286294 0.5920260 0.8185858 0.6759538 0.7086043 0.7663402
#> 16 0.4936380 0.6966916 0.3552061 0.5521582 0.3812328 0.4223468 0.4645178
#> 17 0.8773961 0.9819290 0.7633685 0.9261338 0.7583301 0.6664767 0.8208092
#> 18 0.7347954 0.9519737 0.6820799 0.8931982 0.8451040 0.8890587 0.9185534
#> 19 0.4316933 0.4982218 0.2825278 0.3964051 0.2226044 0.1924023 0.2702842
#> 20 0.6518174 0.9034927 0.6018123 0.8289395 0.7989804 0.9074026 0.8819012
#> 8 9 10 11 12 13 14
#> 1 0.9475757 0.7679046 0.9730892 0.7956756 0.6676579 0.6477232 0.8601419
#> 2 0.7838370 0.9666861 0.9677538 0.8235113 0.9136788 0.8962923 0.9864791
#> 3 0.9984004 0.7159607 0.9104170 0.6257126 0.5662075 0.5397357 0.7512481
#> 4 0.8985051 0.9167825 0.9838187 0.7500959 0.8018111 0.7762921 0.9259447
#> 5 0.8511521 0.8631005 0.8502683 0.5191944 0.6847505 0.6499942 0.7693615
#> 6 0.5476176 0.8792432 0.6613127 0.4095222 0.7545266 0.7230862 0.6959300
#> 7 0.8066201 0.9312327 0.8744798 0.5751544 0.7788015 0.7458865 0.8355557
#> 8 1.0000000 0.6825372 0.8896316 0.6040081 0.5327550 0.5068473 0.7209746
#> 9 0.6825372 1.0000000 0.8820505 0.7082560 0.9469769 0.9270764 0.9414028
#> 10 0.8896316 0.8820505 1.0000000 0.8374525 0.7999274 0.7805188 0.9473199
#> 11 0.6040081 0.7082560 0.8374525 1.0000000 0.7694772 0.7770847 0.8891028
#> 12 0.5327550 0.9469769 0.7999274 0.7694772 1.0000000 0.9982225 0.9368806
#> 13 0.5068473 0.9270764 0.7805188 0.7770847 0.9982225 1.0000000 0.9280052
#> 14 0.7209746 0.9414028 0.9473199 0.8891028 0.9368806 0.9280052 1.0000000
#> 15 0.5591167 0.9354459 0.8312986 0.8288573 0.9938178 0.9941169 0.9605186
#> 16 0.3306204 0.6809622 0.6029880 0.8124327 0.8520512 0.8785930 0.7839001
#> 17 0.7343460 0.9230293 0.9553324 0.9085200 0.9183458 0.9100817 0.9983218
#> 18 0.6481622 0.9982735 0.8556508 0.6892580 0.9541356 0.9351907 0.9286009
#> 19 0.2673643 0.4179008 0.4808970 0.8239384 0.5557723 0.5824883 0.5953938
#> 20 0.5677343 0.9804747 0.7837301 0.6294957 0.9529811 0.9357500 0.8822104
#> 15 16 17 18 19 20
#> 1 0.7072510 0.4936380 0.8773961 0.7347954 0.4316933 0.6518174
#> 2 0.9286294 0.6966916 0.9819290 0.9519737 0.4982218 0.9034927
#> 3 0.5920260 0.3552061 0.7633685 0.6820799 0.2825278 0.6018123
#> 4 0.8185858 0.5521582 0.9261338 0.8931982 0.3964051 0.8289395
#> 5 0.6759538 0.3812328 0.7583301 0.8451040 0.2226044 0.7989804
#> 6 0.7086043 0.4223468 0.6664767 0.8890587 0.1924023 0.9074026
#> 7 0.7663402 0.4645178 0.8208092 0.9185534 0.2702842 0.8819012
#> 8 0.5591167 0.3306204 0.7343460 0.6481622 0.2673643 0.5677343
#> 9 0.9354459 0.6809622 0.9230293 0.9982735 0.4179008 0.9804747
#> 10 0.8312986 0.6029880 0.9553324 0.8556508 0.4808970 0.7837301
#> 11 0.8288573 0.8124327 0.9085200 0.6892580 0.8239384 0.6294957
#> 12 0.9938178 0.8520512 0.9183458 0.9541356 0.5557723 0.9529811
#> 13 0.9941169 0.8785930 0.9100817 0.9351907 0.5824883 0.9357500
#> 14 0.9605186 0.7839001 0.9983218 0.9286009 0.5953938 0.8822104
#> 15 1.0000000 0.8773197 0.9475148 0.9376654 0.6127683 0.9240532
#> 16 0.8773197 1.0000000 0.7786774 0.6876112 0.8251231 0.6834991
#> 17 0.9475148 0.7786774 1.0000000 0.9077342 0.6119728 0.8558487
#> 18 0.9376654 0.6876112 0.9077342 1.0000000 0.4113987 0.9902300
#> 19 0.6127683 0.8251231 0.6119728 0.4113987 1.0000000 0.3820932
#> 20 0.9240532 0.6834991 0.8558487 0.9902300 0.3820932 1.0000000
#>
#> $e
#> NULL
#>
#> $obsx
#> cwd tmin
#> 1 332.0133 4.8400
#> 2 469.4567 2.9333
#> 3 375.9467 6.4533
#> 4 454.9833 4.3933
#> 5 567.6433 5.8667
#> 6 733.3933 3.9733
#> 7 578.0100 4.8733
#> 8 363.6667 6.7267
#> 9 564.3767 2.6367
#> 10 395.5733 3.8933
#> 11 274.9967 0.9200
#> 12 543.5933 0.7000
#> 13 536.5500 0.3633
#> 14 440.2100 2.0700
#> 15 502.2200 0.7033
#> 16 424.5533 -2.0767
#> 17 419.0433 2.1333
#> 18 581.5267 2.4200
#> 19 196.2167 -2.5633
#> 20 626.1367 1.9900
#>
#> $obsy
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $mnll
#> [1] 11.30407
#>
#> $wt
#> [1] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#>
#> $l_grads
#> [1] 0.05026892 -0.30751543
#>
#> $mnfun
#> function(x) rep(exp.prev, nrow(x))
#> <bytecode: 0x0000027cbca88008>
#> <environment: 0x0000027ca9c8d188>
#>
#> $facs
#> named integer(0)
#>
#> $hessian
#> [1] FALSE
#>
#> $scaling
#> cwd tmin
#> [1,] 469.0055 2.662490
#> [2,] 127.8681 2.554772
#>
#> $peak
#> cwd tmin
#> 16 424.5533 -2.0767
#>
#> attr(,"class")
#> [1] "graf"
#>
#> $`0.0805555555555555`
#> $y
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $x
#> cwd ppt_djf
#> [1,] -1.071355581 2.5546638
#> [2,] 0.003528583 -1.1824907
#> [3,] -0.727771982 0.6483255
#> [4,] -0.109661409 0.6380688
#> [5,] 0.771402816 0.3505344
#> [6,] 2.067660500 -0.8730923
#> [7,] 0.852476201 -1.0831494
#> [8,] -0.823808439 1.1977283
#> [9,] 0.745856166 -0.4901966
#> [10,] -0.574280859 0.6401879
#> [11,] -1.517257287 0.5132647
#> [12,] 0.583318464 -0.6603446
#> [13,] 0.528235646 -0.9152962
#> [14,] -0.225196997 0.2941664
#> [15,] 0.259755954 -0.6558891
#> [16,] -0.347640968 -0.6395758
#> [17,] -0.390732325 -0.8046220
#> [18,] 0.879978469 -0.5101619
#> [19,] -2.133360930 1.5510219
#> [20,] 1.228853977 -0.5731429
#>
#> $MAP
#> [,1]
#> 1 -0.47604250
#> 2 0.30668396
#> 3 -0.06704421
#> 4 -0.16824465
#> 5 -0.20335516
#> 6 -0.06832546
#> 7 0.15083785
#> 8 -0.22572292
#> 9 0.04066250
#> 10 -0.09114018
#> 11 0.11199598
#> 12 0.10871473
#> 13 0.17357383
#> 14 -0.03565319
#> 15 0.16121938
#> 16 0.25563839
#> 17 0.29873701
#> 18 0.02448345
#> 19 -0.07250366
#> 20 -0.01364044
#>
#> $ls
#> [1] 8.441229 6.270132
#>
#> $a
#> [1] -0.5215480 -1.0028280 -0.7556986 -0.6939530 -0.6730925 -0.7549022
#> [7] -0.8963254 -0.6599576 -0.8239501 -0.7407828 0.7279798 0.7299875
#> [13] 0.6907678 0.8207198 0.6981623 0.6425811 0.6179361 0.7823635
#> [19] 0.8446076 0.8065886
#>
#> $W
#> [1] 0.5202913 0.6981128 0.6217456 0.5983247 0.5899304 0.6214564 0.6681994
#> [8] 0.5845116 0.6453898 0.6162743 0.6114854 0.6122421 0.5970594 0.6443197
#> [15] 0.5999878 0.5771789 0.5664454 0.6312477 0.6521248 0.6395829
#>
#> $L
#> 1 2 3 4 5 6 7
#> 1 1.233001 0.1498716 0.3428249 0.3196111 0.2494348 0.1008047 0.1336884
#> 2 0.000000 1.2944695 0.3377390 0.3460184 0.3680494 0.3806647 0.4896972
#> 3 0.000000 0.0000000 1.1790458 0.3136734 0.2685108 0.1375749 0.1921006
#> 4 0.000000 0.0000000 0.0000000 1.1305104 0.2409408 0.1563340 0.1770754
#> 5 0.000000 0.0000000 0.0000000 0.0000000 1.1234330 0.2194908 0.2001865
#> 6 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 1.1725382 0.2476877
#> 7 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.1139305
#> 8 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 9 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 10 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 11 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 12 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 13 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 14 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 15 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 16 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 17 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 18 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 19 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 20 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 8 9 10 11 12 13
#> 1 0.38478048 0.18451951 0.33787569 0.3242767686 0.17069581 0.14871556
#> 2 0.25706632 0.46170474 0.34204938 0.3123857106 0.46468062 0.47067523
#> 3 0.31334577 0.24011496 0.32804647 0.3195010090 0.22955283 0.20921794
#> 4 0.22061545 0.21544005 0.23907277 0.1992628647 0.20072452 0.18161021
#> 5 0.13269496 0.22329781 0.16214950 0.0977479377 0.20400833 0.18711350
#> 6 0.01497460 0.21690344 0.04999343 -0.0009756536 0.20261986 0.20202290
#> 7 0.03824377 0.18371441 0.07720845 0.0554186770 0.18566361 0.19398259
#> 8 1.09737002 0.06429658 0.16825924 0.1781725738 0.05962146 0.04757710
#> 9 0.00000000 1.07671141 0.08461554 0.0567195079 0.14332177 0.14093373
#> 10 0.00000000 0.00000000 1.07243758 0.1472410775 0.07103489 0.06225706
#> 11 0.00000000 0.00000000 0.00000000 1.0943898887 0.04480508 0.04385662
#> 12 0.00000000 0.00000000 0.00000000 0.0000000000 1.06108325 0.12086263
#> 13 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 1.05861538
#> 14 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.00000000
#> 15 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.00000000
#> 16 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.00000000
#> 17 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.00000000
#> 18 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.00000000
#> 19 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.00000000
#> 20 0.00000000 0.00000000 0.00000000 0.0000000000 0.00000000 0.00000000
#> 14 15 16 17 18 19
#> 1 0.29945245 0.17933959 0.19097890 0.17418339 0.17538977 0.407780896
#> 2 0.39940035 0.46637159 0.45338361 0.45572312 0.45236098 0.171965648
#> 3 0.32210345 0.24118691 0.25593444 0.24130701 0.22906290 0.282363346
#> 4 0.24735608 0.19964648 0.19106840 0.17848733 0.21018792 0.159377309
#> 5 0.18993072 0.18789220 0.15292426 0.14312015 0.22470835 0.050028566
#> 6 0.09283564 0.17058309 0.11223782 0.11178220 0.22731477 -0.035168183
#> 7 0.11152225 0.17709160 0.15476573 0.15906473 0.18418857 0.001222989
#> 8 0.14459693 0.07039372 0.08890511 0.07966192 0.05753674 0.201686341
#> 9 0.10959636 0.13645779 0.11865855 0.11720775 0.14772339 0.010474595
#> 10 0.13000174 0.08144828 0.09808983 0.09163673 0.06674903 0.135388349
#> 11 0.10651311 0.06352780 0.09952543 0.09756168 0.03011246 0.180231889
#> 12 0.08008942 0.11442063 0.10168601 0.10297683 0.11839220 -0.004267603
#> 13 0.06439496 0.10546375 0.09682161 0.10048710 0.10331752 -0.006115910
#> 14 1.04944562 0.07033738 0.07630385 0.07151369 0.06440649 0.063562968
#> 15 0.00000000 1.04552461 0.08695027 0.08907753 0.08298079 0.003681753
#> 16 0.00000000 0.00000000 1.04813933 0.09788479 0.05648757 0.028075832
#> 17 0.00000000 0.00000000 0.00000000 1.04820005 0.04986641 0.021864327
#> 18 0.00000000 0.00000000 0.00000000 0.00000000 1.04461380 -0.016747450
#> 19 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 1.118096223
#> 20 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 20
#> 1 0.15674346
#> 2 0.44034990
#> 3 0.20678941
#> 4 0.20130242
#> 5 0.23284877
#> 6 0.26092353
#> 7 0.19010212
#> 8 0.04208891
#> 9 0.15030874
#> 10 0.05190050
#> 11 0.01175809
#> 12 0.11964320
#> 13 0.10364789
#> 14 0.05500977
#> 15 0.07960199
#> 16 0.04558611
#> 17 0.03954907
#> 18 0.09535342
#> 19 -0.02193179
#> 20 1.05097661
#>
#> $K
#> 1 2 3 4 5 6 7
#> 1 1.0000000 0.3066173 0.7432008 0.7063069 0.5551326 0.2185826 0.2795638
#> 2 0.3066173 1.0000000 0.7415832 0.7671580 0.8006469 0.7710481 0.9574546
#> 3 0.7432008 0.7415832 1.0000000 0.9776153 0.8691849 0.5233756 0.6791004
#> 4 0.7063069 0.7671580 0.9776153 1.0000000 0.9487842 0.6294492 0.7474567
#> 5 0.5551326 0.8006469 0.8691849 0.9487842 1.0000000 0.8033821 0.8484897
#> 6 0.2185826 0.7710481 0.5233756 0.6294492 0.8033821 1.0000000 0.9130301
#> 7 0.2795638 0.9574546 0.6791004 0.7474567 0.8484897 0.9130301 1.0000000
#> 8 0.8603132 0.6112041 0.9756843 0.9463089 0.8122355 0.4329271 0.5591728
#> 9 0.3926190 0.9315933 0.7929501 0.8651391 0.9451578 0.8912047 0.9716978
#> 10 0.7357157 0.7522436 0.9986002 0.9872943 0.8922995 0.5509830 0.6994888
#> 11 0.7088640 0.6932934 0.9623531 0.8881611 0.7317089 0.4007141 0.5851659
#> 12 0.3729077 0.9592031 0.7878964 0.8496914 0.9198147 0.8744888 0.9816245
#> 13 0.3289939 0.9782393 0.7494554 0.8053178 0.8769748 0.8689112 0.9915618
#> 14 0.6377013 0.8377965 0.9753457 0.9898303 0.9426273 0.6570144 0.8024669
#> 15 0.3957720 0.9743328 0.8241474 0.8679687 0.9082123 0.8208897 0.9652513
#> 16 0.4297049 0.9696603 0.8686385 0.8750053 0.8586887 0.7047619 0.9039309
#> 17 0.3956105 0.9796172 0.8393975 0.8431138 0.8299367 0.6988211 0.9068892
#> 18 0.3773501 0.9216897 0.7709498 0.8494653 0.9419794 0.9102307 0.9741153
#> 19 0.8631806 0.4204945 0.8335970 0.7341475 0.5407969 0.2200332 0.3391196
#> 20 0.3350280 0.8882137 0.7076946 0.8000275 0.9227191 0.9523234 0.9712876
#> 8 9 10 11 12 13 14
#> 1 0.8603132 0.3926190 0.7357157 0.7088640 0.3729077 0.3289939 0.6377013
#> 2 0.6112041 0.9315933 0.7522436 0.6932934 0.9592031 0.9782393 0.8377965
#> 3 0.9756843 0.7929501 0.9986002 0.9623531 0.7878964 0.7494554 0.9753457
#> 4 0.9463089 0.8651391 0.9872943 0.8881611 0.8496914 0.8053178 0.9898303
#> 5 0.8122355 0.9451578 0.8922995 0.7317089 0.9198147 0.8769748 0.9426273
#> 6 0.4329271 0.8912047 0.5509830 0.4007141 0.8744888 0.8689112 0.6570144
#> 7 0.5591728 0.9716978 0.6994888 0.5851659 0.9816245 0.9915618 0.8024669
#> 8 1.0000000 0.6885711 0.9719253 0.9362784 0.6753057 0.6285609 0.9172919
#> 9 0.6885711 1.0000000 0.8145475 0.6813568 0.9961341 0.9829318 0.9004024
#> 10 0.9719253 0.8145475 1.0000000 0.9474748 0.8071459 0.7672510 0.9833739
#> 11 0.9362784 0.6813568 0.9474748 1.0000000 0.6899087 0.6632705 0.9023860
#> 12 0.6753057 0.9961341 0.8071459 0.6899087 1.0000000 0.9946513 0.8946043
#> 13 0.6285609 0.9829318 0.7672510 0.6632705 0.9946513 1.0000000 0.8604734
#> 14 0.9172919 0.9004024 0.9833739 0.9023860 0.8946043 0.8604734 1.0000000
#> 15 0.7092583 0.9839446 0.8393249 0.7437522 0.9938163 0.9904106 0.9176796
#> 16 0.7538077 0.9299667 0.8749002 0.8294330 0.9499263 0.9498004 0.9320078
#> 17 0.7183258 0.9190609 0.8449672 0.8076147 0.9437832 0.9502794 0.9067397
#> 18 0.6672777 0.9989033 0.7939024 0.6544761 0.9930130 0.9797900 0.8834352
#> 19 0.8944612 0.4389844 0.8104740 0.8973023 0.4373087 0.4046760 0.7106025
#> 20 0.6067446 0.9857358 0.7334618 0.5822802 0.9750274 0.9623174 0.8309221
#> 15 16 17 18 19 20
#> 1 0.3957720 0.4297049 0.3956105 0.3773501 0.8631806 0.3350280
#> 2 0.9743328 0.9696603 0.9796172 0.9216897 0.4204945 0.8882137
#> 3 0.8241474 0.8686385 0.8393975 0.7709498 0.8335970 0.7076946
#> 4 0.8679687 0.8750053 0.8431138 0.8494653 0.7341475 0.8000275
#> 5 0.9082123 0.8586887 0.8299367 0.9419794 0.5407969 0.9227191
#> 6 0.8208897 0.7047619 0.6988211 0.9102307 0.2200332 0.9523234
#> 7 0.9652513 0.9039309 0.9068892 0.9741153 0.3391196 0.9712876
#> 8 0.7092583 0.7538077 0.7183258 0.6672777 0.8944612 0.6067446
#> 9 0.9839446 0.9299667 0.9190609 0.9989033 0.4389844 0.9857358
#> 10 0.8393249 0.8749002 0.8449672 0.7939024 0.8104740 0.7334618
#> 11 0.7437522 0.8294330 0.8076147 0.6544761 0.8973023 0.5822802
#> 12 0.9938163 0.9499263 0.9437832 0.9930130 0.4373087 0.9750274
#> 13 0.9904106 0.9498004 0.9502794 0.9797900 0.4046760 0.9623174
#> 14 0.9176796 0.9320078 0.9067397 0.8834352 0.7106025 0.8309221
#> 15 1.0000000 0.9783634 0.9735290 0.9758182 0.4830603 0.9453739
#> 16 0.9783634 1.0000000 0.9977204 0.9133805 0.5646512 0.8628054
#> 17 0.9735290 0.9977204 1.0000000 0.9025256 0.5366680 0.8524466
#> 18 0.9758182 0.9133805 0.9025256 1.0000000 0.4161806 0.9925024
#> 19 0.4830603 0.5646512 0.5366680 0.4161806 1.0000000 0.3572188
#> 20 0.9453739 0.8628054 0.8524466 0.9925024 0.3572188 1.0000000
#>
#> $e
#> NULL
#>
#> $obsx
#> cwd ppt_djf
#> 1 332.0133 521.4311
#> 2 469.4567 151.2758
#> 3 375.9467 332.6133
#> 4 454.9833 331.5974
#> 5 567.6433 303.1179
#> 6 733.3933 181.9209
#> 7 578.0100 161.1153
#> 8 363.6667 387.0302
#> 9 564.3767 219.8457
#> 10 395.5733 331.8073
#> 11 274.9967 319.2359
#> 12 543.5933 202.9930
#> 13 536.5500 177.7407
#> 14 440.2100 297.5348
#> 15 502.2200 203.4343
#> 16 424.5533 205.0501
#> 17 419.0433 188.7027
#> 18 581.5267 217.8682
#> 19 196.2167 422.0230
#> 20 626.1367 211.6301
#>
#> $obsy
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $mnll
#> [1] 15.11584
#>
#> $wt
#> [1] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#>
#> $l_grads
#> [1] 0.003524686 -0.017629584
#>
#> $mnfun
#> function(x) rep(exp.prev, nrow(x))
#> <bytecode: 0x0000027cbca88008>
#> <environment: 0x0000027cbdc958f8>
#>
#> $facs
#> named integer(0)
#>
#> $hessian
#> [1] FALSE
#>
#> $scaling
#> cwd ppt_djf
#> [1,] 469.0055 268.39839
#> [2,] 127.8681 99.04736
#>
#> $peak
#> cwd ppt_djf
#> 2 469.4567 151.2758
#>
#> attr(,"class")
#> [1] "graf"
#>
#> $`0.311111111111111`
#> $y
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $x
#> cwd ppt_jja
#> [1,] -1.071355581 3.30466036
#> [2,] 0.003528583 -0.10210383
#> [3,] -0.727771982 -0.04392961
#> [4,] -0.109661409 0.30064388
#> [5,] 0.771402816 -0.56031452
#> [6,] 2.067660500 -0.63388728
#> [7,] 0.852476201 -0.85351271
#> [8,] -0.823808439 0.92269356
#> [9,] 0.745856166 -0.08440884
#> [10,] -0.574280859 1.04248191
#> [11,] -1.517257287 0.12181131
#> [12,] 0.583318464 -0.55495242
#> [13,] 0.528235646 -0.87689370
#> [14,] -0.225196997 -0.49830586
#> [15,] 0.259755954 -0.15150644
#> [16,] -0.347640968 -0.26970634
#> [17,] -0.390732325 -0.08923476
#> [18,] 0.879978469 -0.83485647
#> [19,] -2.133360930 1.03443867
#> [20,] 1.228853977 -1.17311691
#>
#> $MAP
#> [,1]
#> 1 -0.649448528
#> 2 0.026959303
#> 3 0.156565979
#> 4 -0.129105025
#> 5 0.061440625
#> 6 -0.137632637
#> 7 0.156361441
#> 8 -0.240385972
#> 9 -0.132582791
#> 10 -0.344380705
#> 11 0.241646045
#> 12 0.097679967
#> 13 0.230914799
#> 14 0.242109835
#> 15 -0.005449755
#> 16 0.173749114
#> 17 0.105434162
#> 18 0.144069587
#> 19 0.007409187
#> 20 0.186963401
#>
#> $ls
#> [1] 8.441229 4.991038
#>
#> $a
#> [1] -0.4354429 -0.8151262 -0.9001562 -0.7175517 -0.8374059 -0.7123795
#> [7] -0.9000193 -0.6514131 -0.7154403 -0.5923449 0.6506813 0.7367574
#> [13] 0.6569262 0.6504120 0.8013572 0.6906632 0.7319972 0.7084866
#> [19] 0.7931737 0.6827948
#>
#> $W
#> [1] 0.4724083 0.6424555 0.6693474 0.6075201 0.6497980 0.6055313 0.6693065
#> [8] 0.5809296 0.6067100 0.5548646 0.5806207 0.6147780 0.5832460 0.5805069
#> [15] 0.6378062 0.5970177 0.6129975 0.6040246 0.6350013 0.5938664
#>
#> $L
#> 1 2 3 4 5 6 7
#> 1 1.213428 0.1325548 0.1496520 0.1692456 0.08361109 0.05198086 0.06583942
#> 2 0.000000 1.2747097 0.4826696 0.4642415 0.47059361 0.36414327 0.45897309
#> 3 0.000000 0.0000000 1.1891097 0.3083326 0.27114790 0.17111557 0.26004649
#> 4 0.000000 0.0000000 0.0000000 1.1261824 0.21390702 0.16786977 0.19875377
#> 5 0.000000 0.0000000 0.0000000 0.0000000 1.14108343 0.27125561 0.27960265
#> 6 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 1.15723314 0.22141602
#> 7 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 1.10452949
#> 8 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 9 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 10 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 11 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 12 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 13 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 14 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 15 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 16 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 17 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 18 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 19 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 20 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 8 9 10 11 12 13
#> 1 0.24365707 0.11480708 0.24902036 0.154604750 0.08490982 0.06449181
#> 2 0.38892152 0.46209777 0.37683779 0.399622469 0.46464834 0.43816678
#> 3 0.28875261 0.26913295 0.27041434 0.322205660 0.27536835 0.26046590
#> 4 0.21635804 0.22718132 0.21488992 0.191289722 0.21045622 0.18743065
#> 5 0.08410178 0.23236247 0.08723931 0.088170377 0.25000545 0.24979247
#> 6 0.01790968 0.18042120 0.02861924 -0.002733189 0.18257035 0.17862275
#> 7 0.04052758 0.14527843 0.03957496 0.060578224 0.17240179 0.18211579
#> 8 1.10953849 0.09037378 0.20150686 0.173042796 0.06248616 0.03979176
#> 9 0.00000000 1.06777043 0.08154680 0.055561366 0.12014828 0.10689579
#> 10 0.00000000 0.00000000 1.08364861 0.118025618 0.04209258 0.02145977
#> 11 0.00000000 0.00000000 0.00000000 1.094623027 0.05222984 0.05319391
#> 12 0.00000000 0.00000000 0.00000000 0.000000000 1.05978949 0.11965014
#> 13 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 1.06114986
#> 14 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000
#> 15 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000
#> 16 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000
#> 17 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000
#> 18 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000
#> 19 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000
#> 20 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000
#> 14 15 16 17 18 19
#> 1 0.09714074 0.12308596 0.11798029 0.13608670 0.06312397 0.251933013
#> 2 0.46005079 0.48730362 0.46869189 0.47363951 0.43593921 0.309718640
#> 3 0.30689295 0.30474222 0.31930576 0.32557945 0.24604745 0.276660297
#> 4 0.20599910 0.23435777 0.21752927 0.22635968 0.18951876 0.168716132
#> 5 0.19890373 0.21994028 0.18395739 0.17424478 0.26611894 0.021140845
#> 6 0.10354110 0.14282283 0.08824162 0.08029907 0.21251077 -0.036572772
#> 7 0.14281605 0.14338838 0.12749914 0.11658718 0.18870027 0.006327307
#> 8 0.09396213 0.10882291 0.11843417 0.13649414 0.03174331 0.223878201
#> 9 0.09777609 0.12271379 0.09870501 0.10033152 0.11530550 0.028837443
#> 10 0.06137715 0.08025062 0.08145763 0.09698655 0.01753247 0.161446754
#> 11 0.10417499 0.07433588 0.11449996 0.11835709 0.03348227 0.182980547
#> 12 0.09978811 0.10148169 0.09114265 0.08470649 0.12240815 0.002658829
#> 13 0.09522411 0.08438349 0.08252987 0.07273297 0.11800523 -0.003418543
#> 14 1.04885232 0.07900840 0.09212764 0.08778913 0.07552218 0.043882770
#> 15 0.00000000 1.04189203 0.07371526 0.07468656 0.07062937 0.028521579
#> 16 0.00000000 0.00000000 1.04101570 0.07956713 0.05297288 0.056601180
#> 17 0.00000000 0.00000000 0.00000000 1.03841609 0.04130209 0.064815598
#> 18 0.00000000 0.00000000 0.00000000 0.00000000 1.04981325 -0.024261208
#> 19 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 1.116925947
#> 20 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 20
#> 1 0.042809065
#> 2 0.390755803
#> 3 0.207955838
#> 4 0.161412014
#> 5 0.273877496
#> 6 0.239529213
#> 7 0.199984891
#> 8 0.001730720
#> 9 0.104468229
#> 10 -0.006284255
#> 11 0.014569684
#> 12 0.123694424
#> 13 0.126252524
#> 14 0.066954297
#> 15 0.059754263
#> 16 0.041227327
#> 17 0.027589284
#> 18 0.110873840
#> 19 -0.029511169
#> 20 1.063757732
#>
#> $K
#> 1 2 3 4 5 6 7
#> 1 1.00000000 0.2919640 0.3229327 0.3833473 0.1831176 0.1179317 0.1420787
#> 2 0.29196400 1.0000000 0.9684902 0.9831352 0.9455779 0.7552541 0.9055137
#> 3 0.32293267 0.9684902 1.0000000 0.9660641 0.8522792 0.6079024 0.8076907
#> 4 0.38334727 0.9831352 0.9660641 1.0000000 0.8867084 0.6919097 0.8283831
#> 5 0.18311760 0.9455779 0.8522792 0.8867084 1.0000000 0.9047735 0.9910391
#> 6 0.11793168 0.7552541 0.6079024 0.6919097 0.9047735 1.0000000 0.9118315
#> 7 0.14207866 0.9055137 0.8076907 0.8283831 0.9910391 0.9118315 1.0000000
#> 8 0.56438130 0.8643705 0.9101461 0.9333516 0.6900049 0.4780915 0.6172395
#> 9 0.26021568 0.9678562 0.8791555 0.9434551 0.9775284 0.8748202 0.9418289
#> 10 0.59019660 0.8598316 0.8872429 0.9343372 0.6944605 0.4990923 0.6183491
#> 11 0.35820524 0.8676070 0.9611054 0.8864204 0.6998607 0.4411137 0.6518584
#> 12 0.19118513 0.9603518 0.8798705 0.9032274 0.9979039 0.8771031 0.9868660
#> 13 0.14908503 0.9264033 0.8496329 0.8495817 0.9865486 0.8639088 0.9937376
#> 14 0.22508837 0.9813515 0.9649837 0.9373136 0.9425030 0.7310734 0.9217955
#> 15 0.27209433 0.9958752 0.9427783 0.9718399 0.9682658 0.8049981 0.9322266
#> 16 0.26956978 0.9899323 0.9864271 0.9646953 0.9206866 0.6984906 0.8874026
#> 17 0.30686101 0.9908185 0.9930897 0.9802895 0.9028226 0.6786128 0.8606514
#> 18 0.14339115 0.9054803 0.8059141 0.8292947 0.9917848 0.9161276 0.9999203
#> 19 0.55815282 0.6704000 0.7917400 0.7433986 0.4702134 0.2660128 0.4126514
#> 20 0.09807238 0.8155874 0.7015224 0.7234597 0.9512149 0.9316433 0.9815484
#> 8 9 10 11 12 13 14
#> 1 0.5643813 0.2602157 0.5901966 0.3582052 0.1911851 0.1490850 0.2250884
#> 2 0.8643705 0.9678562 0.8598316 0.8676070 0.9603518 0.9264033 0.9813515
#> 3 0.9101461 0.8791555 0.8872429 0.9611054 0.8798705 0.8496329 0.9649837
#> 4 0.9333516 0.9434551 0.9343372 0.8864204 0.9032274 0.8495817 0.9373136
#> 5 0.6900049 0.9775284 0.6944605 0.6998607 0.9979039 0.9865486 0.9425030
#> 6 0.4780915 0.8748202 0.4990923 0.4411137 0.8771031 0.8639088 0.7310734
#> 7 0.6172395 0.9418289 0.6183491 0.6518584 0.9868660 0.9937376 0.9217955
#> 8 1.0000000 0.7807120 0.9948875 0.9114305 0.7146105 0.6487470 0.7997054
#> 9 0.7807120 1.0000000 0.7941798 0.7351848 0.9765340 0.9363919 0.9295866
#> 10 0.9948875 0.7941798 1.0000000 0.8714594 0.7153293 0.6433527 0.7826677
#> 11 0.9114305 0.7351848 0.8714594 1.0000000 0.7354709 0.7062726 0.8716141
#> 12 0.7146105 0.9765340 0.7153293 0.7354709 1.0000000 0.9894926 0.9617104
#> 13 0.6487470 0.9363919 0.6433527 0.7062726 0.9894926 1.0000000 0.9531501
#> 14 0.7997054 0.9295866 0.7826677 0.8716141 0.9617104 0.9531501 1.0000000
#> 15 0.8309846 0.9856565 0.8319189 0.8232227 0.9777440 0.9446104 0.9743556
#> 16 0.8556727 0.9284240 0.8390076 0.9081124 0.9422472 0.9209265 0.9938955
#> 17 0.8925317 0.9263329 0.8778287 0.9234559 0.9250319 0.8938882 0.9817809
#> 18 0.6179177 0.9441372 0.6198095 0.6491557 0.9870233 0.9925226 0.9197117
#> 19 0.9022791 0.5398616 0.8658997 0.8994945 0.5014604 0.4558516 0.6369747
#> 20 0.5017743 0.8758507 0.5044162 0.5408198 0.9389766 0.9628419 0.8429454
#> 15 16 17 18 19 20
#> 1 0.2720943 0.2695698 0.3068610 0.1433912 0.5581528 0.09807238
#> 2 0.9958752 0.9899323 0.9908185 0.9054803 0.6704000 0.81558735
#> 3 0.9427783 0.9864271 0.9930897 0.8059141 0.7917400 0.70152243
#> 4 0.9718399 0.9646953 0.9802895 0.8292947 0.7433986 0.72345967
#> 5 0.9682658 0.9206866 0.9028226 0.9917848 0.4702134 0.95121485
#> 6 0.8049981 0.6984906 0.6786128 0.9161276 0.2660128 0.93164331
#> 7 0.9322266 0.8874026 0.8606514 0.9999203 0.4126514 0.98154836
#> 8 0.8309846 0.8556727 0.8925317 0.6179177 0.9022791 0.50177427
#> 9 0.9856565 0.9284240 0.9263329 0.9441372 0.5398616 0.87585067
#> 10 0.8319189 0.8390076 0.8778287 0.6198095 0.8658997 0.50441622
#> 11 0.8232227 0.9081124 0.9234559 0.6491557 0.8994945 0.54081977
#> 12 0.9777440 0.9422472 0.9250319 0.9870233 0.5014604 0.93897659
#> 13 0.9446104 0.9209265 0.8938882 0.9925226 0.4558516 0.96284187
#> 14 0.9743556 0.9938955 0.9817809 0.9197117 0.6369747 0.84294535
#> 15 1.0000000 0.9770157 0.9748691 0.9327985 0.6187045 0.85198614
#> 16 0.9770157 1.0000000 0.9966328 0.8858001 0.6981879 0.79534782
#> 17 0.9748691 0.9966328 1.0000000 0.8595563 0.7361162 0.76104490
#> 18 0.9327985 0.8858001 0.8595563 1.0000000 0.4115178 0.98150118
#> 19 0.6187045 0.6981879 0.7361162 0.4115178 1.0000000 0.31417505
#> 20 0.8519861 0.7953478 0.7610449 0.9815012 0.3141751 1.00000000
#>
#> $e
#> NULL
#>
#> $obsx
#> cwd ppt_jja
#> 1 332.0133 48.7567
#> 2 469.4567 15.0839
#> 3 375.9467 15.6589
#> 4 454.9833 19.0647
#> 5 567.6433 10.5549
#> 6 733.3933 9.8277
#> 7 578.0100 7.6569
#> 8 363.6667 25.2131
#> 9 564.3767 15.2588
#> 10 395.5733 26.3971
#> 11 274.9967 17.2971
#> 12 543.5933 10.6079
#> 13 536.5500 7.4258
#> 14 440.2100 11.1678
#> 15 502.2200 14.5956
#> 16 424.5533 13.4273
#> 17 419.0433 15.2111
#> 18 581.5267 7.8413
#> 19 196.2167 26.3176
#> 20 626.1367 4.4979
#>
#> $obsy
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $mnll
#> [1] 14.76197
#>
#> $wt
#> [1] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#>
#> $l_grads
#> [1] 0.0009074214 -0.0273786230
#>
#> $mnfun
#> function(x) rep(exp.prev, nrow(x))
#> <bytecode: 0x0000027cbca88008>
#> <environment: 0x0000027cbb547b30>
#>
#> $facs
#> named integer(0)
#>
#> $hessian
#> [1] FALSE
#>
#> $scaling
#> cwd ppt_jja
#> [1,] 469.0055 16.0931
#> [2,] 127.8681 9.8841
#>
#> $peak
#> cwd ppt_jja
#> 14 440.21 11.1678
#>
#> attr(,"class")
#> [1] "graf"
#>
#> $`0.411111111111111`
#> $y
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $x
#> cwd depth
#> [1,] -1.071355581 -0.78441082
#> [2,] 0.003528583 -0.70621177
#> [3,] -0.727771982 1.00993588
#> [4,] -0.109661409 -0.10464632
#> [5,] 0.771402816 -0.82677000
#> [6,] 2.067660500 -1.78436879
#> [7,] 0.852476201 -0.57559655
#> [8,] -0.823808439 -0.07324964
#> [9,] 0.745856166 -0.51280318
#> [10,] -0.574280859 -0.77684879
#> [11,] -1.517257287 -0.12739018
#> [12,] 0.583318464 0.20932049
#> [13,] 0.528235646 -1.78436879
#> [14,] -0.225196997 0.96455043
#> [15,] 0.259755954 1.37099772
#> [16,] -0.347640968 1.37099772
#> [17,] -0.390732325 1.37099772
#> [18,] 0.879978469 0.28349525
#> [19,] -2.133360930 1.37099772
#> [20,] 1.228853977 0.10537192
#>
#> $MAP
#> [,1]
#> 1 -0.36185223
#> 2 -0.33788007
#> 3 0.36765452
#> 4 -0.09904014
#> 5 -0.34428032
#> 6 -0.46254197
#> 7 -0.24892368
#> 8 -0.09705192
#> 9 -0.23131141
#> 10 -0.36999243
#> 11 -0.10994754
#> 12 0.06414784
#> 13 -0.60285050
#> 14 0.36775253
#> 15 0.54073965
#> 16 0.52246306
#> 17 0.52073556
#> 18 0.10755361
#> 19 0.42540437
#> 20 0.04489664
#>
#> $ls
#> [1] 8.441229 8.065330
#>
#> $a
#> [1] -0.5826897 -0.5959573 -1.0457288 -0.7359214 -0.5924006 -0.5285966
#> [7] -0.6464622 -0.7371436 -0.6566949 -0.5782181 0.8691716 0.7575004
#> [13] 1.2171565 0.5794468 0.4884533 0.4976869 0.4985644 0.7306985
#> [19] 0.5482372 0.7695239
#>
#> $W
#> [1] 0.5503749 0.5565271 0.7090818 0.6144661 0.5548903 0.5239125 0.5788332
#> [8] 0.6149219 0.5831492 0.5482725 0.6598960 0.6223988 0.7477065 0.5488517
#> [15] 0.5027126 0.5077153 0.5081866 0.6125096 0.5337866 0.6267161
#>
#> $L
#> 1 2 3 4 5 6 7
#> 1 1.245141 0.4149234 0.4080723 0.4296626 0.3629206 0.22612247 0.3630811
#> 2 0.000000 1.1765907 0.2870312 0.3340971 0.3276986 0.25203598 0.3336973
#> 3 0.000000 0.0000000 1.2083757 0.2699890 0.1682445 0.05944276 0.1894131
#> 4 0.000000 0.0000000 0.0000000 1.1159486 0.2052934 0.14544337 0.2134722
#> 5 0.000000 0.0000000 0.0000000 0.0000000 1.1159485 0.22994800 0.2217750
#> 6 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 1.15399121 0.1744931
#> 7 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 1.0837766
#> 8 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 9 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 10 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 11 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 12 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 13 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 14 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 15 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 16 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 17 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 18 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 19 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 20 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 8 9 10 11 12 13
#> 1 0.45115724 0.37244772 0.43476194 0.465705833 0.37594621 0.41613468
#> 2 0.30662851 0.33620334 0.30682504 0.275654839 0.33294194 0.35513576
#> 3 0.28265118 0.19963325 0.20304661 0.280780793 0.27115984 0.11333898
#> 4 0.20051457 0.21601921 0.19095107 0.177646969 0.22531459 0.20381853
#> 5 0.11836691 0.21692755 0.14669276 0.078318430 0.18931756 0.24919388
#> 6 0.03120658 0.16355301 0.07247190 -0.003173993 0.11297251 0.23104944
#> 7 0.09515070 0.15912879 0.10469012 0.063364788 0.15362502 0.15410365
#> 8 1.08315371 0.08730261 0.13435382 0.179288347 0.10468919 0.07992486
#> 9 0.00000000 1.06683202 0.08328875 0.047851698 0.12606084 0.12305780
#> 10 0.00000000 0.00000000 1.06052053 0.124431954 0.06385958 0.11052817
#> 11 0.00000000 0.00000000 0.00000000 1.093871966 0.04575198 0.03674333
#> 12 0.00000000 0.00000000 0.00000000 0.000000000 1.06803165 0.04886033
#> 13 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 1.10331992
#> 14 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000
#> 15 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000
#> 16 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000
#> 17 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000
#> 18 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000
#> 19 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000
#> 20 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000
#> 14 15 16 17 18 19
#> 1 0.34999718 0.28517372 0.308579066 0.309830874 0.34674602 0.305281249
#> 2 0.27043568 0.24213776 0.234410415 0.233475529 0.32393251 0.162841967
#> 3 0.32610176 0.30878367 0.328459014 0.329380158 0.25885526 0.307483650
#> 4 0.18979093 0.17464976 0.167390065 0.166590093 0.22082705 0.111128525
#> 5 0.10484299 0.10288520 0.077846469 0.075972761 0.19610320 0.005401053
#> 6 0.02378749 0.03049028 0.005460993 0.003815136 0.12745933 -0.039399903
#> 7 0.09892389 0.10100275 0.080403070 0.078826367 0.15951947 0.016341501
#> 8 0.12776747 0.09951277 0.119922321 0.121211170 0.08966809 0.144927690
#> 9 0.08098373 0.08381857 0.065896350 0.064518143 0.13120120 0.009557369
#> 10 0.05875643 0.03389176 0.045824624 0.046585289 0.05120038 0.061918050
#> 11 0.08684103 0.05295806 0.084655919 0.086929028 0.02847997 0.160931517
#> 12 0.11318563 0.12768500 0.107628097 0.106022049 0.13981681 0.035783148
#> 13 -0.01074000 -0.02210449 -0.026810996 -0.027144149 0.03800657 -0.036609058
#> 14 1.06897545 0.14154748 0.142517314 0.142329545 0.09954712 0.109426058
#> 15 0.00000000 1.07586343 0.134378917 0.133297446 0.10577429 0.074762429
#> 16 0.00000000 0.00000000 1.063214442 0.122830851 0.06930215 0.105857097
#> 17 0.00000000 0.00000000 0.000000000 1.056297640 0.05996788 0.097277486
#> 18 0.00000000 0.00000000 0.000000000 0.000000000 1.05463187 -0.008197272
#> 19 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000 1.101626053
#> 20 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000 0.000000000
#> 20
#> 1 0.32826359
#> 2 0.32509347
#> 3 0.22991551
#> 4 0.21938729
#> 5 0.21731767
#> 6 0.16357278
#> 7 0.17120830
#> 8 0.07279367
#> 9 0.14054826
#> 10 0.04388513
#> 11 0.01045116
#> 12 0.14133894
#> 13 0.05117570
#> 14 0.08574560
#> 15 0.09698542
#> 16 0.05600563
#> 17 0.04780744
#> 18 0.11499851
#> 19 -0.02124578
#> 20 1.05992732
#>
#> $K
#> 1 2 3 4 5 6 7
#> 1 1.0000000 0.9334988 0.8133511 0.9199572 0.8177060 0.5243284 0.8009695
#> 2 0.9334988 1.0000000 0.8071389 0.9770736 0.9648075 0.7229366 0.9571955
#> 3 0.8133511 0.8071389 1.0000000 0.9051586 0.7101614 0.3879304 0.7380359
#> 4 0.9199572 0.9770736 0.9051586 1.0000000 0.9246791 0.6339904 0.9337165
#> 5 0.8177060 0.9648075 0.7101614 0.9246791 1.0000000 0.8552372 0.9957088
#> 6 0.5243284 0.7229366 0.3879304 0.6339904 0.8552372 1.0000000 0.8369016
#> 7 0.8009695 0.9571955 0.7380359 0.9337165 0.9957088 0.8369016 1.0000000
#> 8 0.9656217 0.9367101 0.9293378 0.9701832 0.8303317 0.5082728 0.8335304
#> 9 0.8185865 0.9656446 0.7615676 0.9477344 0.9938692 0.8156855 0.9990826
#> 10 0.9854676 0.9801153 0.8192904 0.9600221 0.8981505 0.6210350 0.8841860
#> 11 0.9621947 0.8540516 0.8894884 0.8892364 0.7113548 0.3939818 0.7081599
#> 12 0.7997981 0.9306475 0.8680064 0.9660342 0.9336584 0.6859716 0.9584046
#> 13 0.8077136 0.9154213 0.5613003 0.8195368 0.9414346 0.8690347 0.9077301
#> 14 0.7929140 0.8384914 0.9850244 0.9308466 0.7727820 0.4584706 0.8058606
#> 15 0.6750542 0.7623273 0.9362744 0.8666878 0.7298273 0.4444867 0.7743602
#> 16 0.7268510 0.7597277 0.9834967 0.8707960 0.6882410 0.3818309 0.7259887
#> 17 0.7294611 0.7582836 0.9852987 0.8696431 0.6842453 0.3771104 0.7214752
#> 18 0.7436081 0.8992224 0.8304194 0.9348663 0.9257813 0.7056453 0.9552343
#> 19 0.7013025 0.5839345 0.8824021 0.6855227 0.4496754 0.1896433 0.4662727
#> 20 0.6959473 0.8782999 0.7576812 0.8968580 0.9358867 0.7686933 0.9635426
#> 8 9 10 11 12 13 14
#> 1 0.9656217 0.8185865 0.9854676 0.9621947 0.7997981 0.8077136 0.7929140
#> 2 0.9367101 0.9656446 0.9801153 0.8540516 0.9306475 0.9154213 0.8384914
#> 3 0.9293378 0.7615676 0.8192904 0.8894884 0.8680064 0.5613003 0.9850244
#> 4 0.9701832 0.9477344 0.9600221 0.8892364 0.9660342 0.8195368 0.9308466
#> 5 0.8303317 0.9938692 0.8981505 0.7113548 0.9336584 0.9414346 0.7727820
#> 6 0.5082728 0.8156855 0.6210350 0.3939818 0.6859716 0.8690347 0.4584706
#> 7 0.8335304 0.9990826 0.8841860 0.7081599 0.9584046 0.9077301 0.8058606
#> 8 1.0000000 0.8539190 0.9662060 0.9717417 0.8849432 0.7484187 0.9157660
#> 9 0.8539190 1.0000000 0.8980304 0.7315558 0.9666756 0.9020895 0.8260009
#> 10 0.9662060 0.8980304 1.0000000 0.9242071 0.8696493 0.8737771 0.8226599
#> 11 0.9717417 0.7315558 0.9242071 1.0000000 0.7646098 0.6583344 0.8413041
#> 12 0.8849432 0.9666756 0.8696493 0.7646098 1.0000000 0.7814593 0.9285974
#> 13 0.7484187 0.9020895 0.8737771 0.6583344 0.7814593 1.0000000 0.6052682
#> 14 0.9157660 0.8260009 0.8226599 0.8413041 0.9285974 0.6052682 1.0000000
#> 15 0.8196680 0.7913666 0.7209425 0.7216384 0.9140578 0.5371380 0.9761181
#> 16 0.8669795 0.7476467 0.7489861 0.8023445 0.8737189 0.5154722 0.9889323
#> 17 0.8689939 0.7434031 0.7497707 0.8070606 0.8694808 0.5131161 0.9882057
#> 18 0.8354065 0.9604290 0.8228580 0.7040800 0.9944614 0.7615362 0.9038399
#> 19 0.7938267 0.4911364 0.6505273 0.8507217 0.5940327 0.3545721 0.7977865
#> 20 0.7775930 0.9631861 0.7859715 0.6376008 0.9749655 0.7784406 0.8428238
#> 15 16 17 18 19 20
#> 1 0.6750542 0.7268510 0.7294611 0.7436081 0.7013025 0.6959473
#> 2 0.7623273 0.7597277 0.7582836 0.8992224 0.5839345 0.8782999
#> 3 0.9362744 0.9834967 0.9852987 0.8304194 0.8824021 0.7576812
#> 4 0.8666878 0.8707960 0.8696431 0.9348663 0.6855227 0.8968580
#> 5 0.7298273 0.6882410 0.6842453 0.9257813 0.4496754 0.9358867
#> 6 0.4444867 0.3818309 0.3771104 0.7056453 0.1896433 0.7686933
#> 7 0.7743602 0.7259887 0.7214752 0.9552343 0.4662727 0.9635426
#> 8 0.8196680 0.8669795 0.8689939 0.8354065 0.7938267 0.7775930
#> 9 0.7913666 0.7476467 0.7434031 0.9604290 0.4911364 0.9631861
#> 10 0.7209425 0.7489861 0.7497707 0.8228580 0.6505273 0.7859715
#> 11 0.7216384 0.8023445 0.8070606 0.7040800 0.8507217 0.6376008
#> 12 0.9140578 0.8737189 0.8694808 0.9944614 0.5940327 0.9749655
#> 13 0.5371380 0.5154722 0.5131161 0.7615362 0.3545721 0.7784406
#> 14 0.9761181 0.9889323 0.9882057 0.9038399 0.7977865 0.8428238
#> 15 1.0000000 0.9783841 0.9752479 0.9083703 0.7123198 0.8564743
#> 16 0.9783841 1.0000000 0.9998900 0.8499440 0.8278840 0.7815187
#> 17 0.9752479 0.9998900 1.0000000 0.8445413 0.8353735 0.7751691
#> 18 0.9083703 0.8499440 0.8445413 1.0000000 0.5427173 0.9908655
#> 19 0.7123198 0.8278840 0.8353735 0.5427173 1.0000000 0.4635218
#> 20 0.8564743 0.7815187 0.7751691 0.9908655 0.4635218 1.0000000
#>
#> $e
#> NULL
#>
#> $obsx
#> cwd depth
#> 1 332.0133 63.69832
#> 2 469.4567 68.67968
#> 3 375.9467 178.00000
#> 4 454.9833 107.00000
#> 5 567.6433 61.00000
#> 6 733.3933 0.00000
#> 7 578.0100 77.00000
#> 8 363.6667 109.00000
#> 9 564.3767 81.00000
#> 10 395.5733 64.18003
#> 11 274.9967 105.55119
#> 12 543.5933 127.00000
#> 13 536.5500 0.00000
#> 14 440.2100 175.10890
#> 15 502.2200 201.00000
#> 16 424.5533 201.00000
#> 17 419.0433 201.00000
#> 18 581.5267 131.72501
#> 19 196.2167 201.00000
#> 20 626.1367 120.37837
#>
#> $obsy
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $mnll
#> [1] 14.18988
#>
#> $wt
#> [1] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#>
#> $l_grads
#> [1] 0.03494353 -0.08304683
#>
#> $mnfun
#> function(x) rep(exp.prev, nrow(x))
#> <bytecode: 0x0000027cbca88008>
#> <environment: 0x0000027ca82499e0>
#>
#> $facs
#> named integer(0)
#>
#> $hessian
#> [1] FALSE
#>
#> $scaling
#> cwd depth
#> [1,] 469.0055 113.6661
#> [2,] 127.8681 63.7010
#>
#> $peak
#> cwd depth
#> 15 502.22 201
#>
#> attr(,"class")
#> [1] "graf"
#>
#> $`0.985185185185185`
#> $y
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $x
#> tmin ppt_djf
#> [1,] 0.85233055 2.5546638
#> [2,] 0.10600163 -1.1824907
#> [3,] 1.48381543 0.6483255
#> [4,] 0.67748124 0.6380688
#> [5,] 1.25420596 0.3505344
#> [6,] 0.51308297 -0.8730923
#> [7,] 0.86536495 -1.0831494
#> [8,] 1.59083079 1.1977283
#> [9,] -0.01009488 -0.4901966
#> [10,] 0.48176905 0.6401879
#> [11,] -0.68205307 0.5132647
#> [12,] -0.76816644 -0.6603446
#> [13,] -0.89995902 -0.9152962
#> [14,] -0.23191506 0.2941664
#> [15,] -0.76687473 -0.6558891
#> [16,] -1.85503449 -0.6395758
#> [17,] -0.20713785 -0.8046220
#> [18,] -0.09491648 -0.5101619
#> [19,] -2.04550156 1.5510219
#> [20,] -0.26322898 -0.5731429
#>
#> $MAP
#> [,1]
#> 1 -0.73617352
#> 2 0.03826236
#> 3 -1.07976617
#> 4 -0.59498466
#> 5 -0.94671066
#> 6 -0.29764111
#> 7 -0.52392647
#> 8 -1.12692997
#> 9 0.09414334
#> 10 -0.44441570
#> 11 0.53194689
#> 12 0.69826385
#> 13 0.77893527
#> 14 0.20057551
#> 15 0.69736899
#> 16 1.22239145
#> 17 0.27381350
#> 18 0.16677693
#> 19 0.94902415
#> 20 0.30987769
#>
#> $ls
#> [1] 5.430074 6.270132
#>
#> $a
#> [1] -0.3955438 -0.8224016 -0.2590019 -0.4615896 -0.3077535 -0.6185570
#> [7] -0.4969442 -0.2429759 -0.8587682 -0.5381371 0.4928841 0.4127204
#> [13] 0.3766659 0.6747332 0.4131308 0.2125350 0.6321317 0.6948315
#> [19] 0.3068612 0.6116411
#>
#> $W
#> [1] 0.4476438 0.6448774 0.3467435 0.4877037 0.3860658 0.5667207 0.5073157
#> [8] 0.3328541 0.6566356 0.5287481 0.5051229 0.4585258 0.4352756 0.5905999
#> [15] 0.4587817 0.3049721 0.5726766 0.5986726 0.3853824 0.5636388
#>
#> $L
#> 1 2 3 4 5 6 7
#> 1 1.203181 0.1392893 0.2362303 0.2889189 0.2310781 0.1622962 0.1378665
#> 2 0.000000 1.2749415 0.2125631 0.2961383 0.2621410 0.4457059 0.4100332
#> 3 0.000000 0.0000000 1.1161342 0.2294777 0.2250894 0.1835462 0.1783619
#> 4 0.000000 0.0000000 0.0000000 1.1242205 0.1974877 0.1922349 0.1683718
#> 5 0.000000 0.0000000 0.0000000 0.0000000 1.0836439 0.1485886 0.1455413
#> 6 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 1.1175889 0.2115107
#> 7 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.0927489
#> 8 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 9 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 10 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 11 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 12 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 13 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 14 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 15 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 16 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 17 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 18 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 19 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 20 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 8 9 10 11 12 13
#> 1 0.26344241 0.20089763 0.29808133 0.22822463 0.12966950 0.1058613583
#> 2 0.16001921 0.46870344 0.31430929 0.31120960 0.37481526 0.3648695793
#> 3 0.21059420 0.18213152 0.22680087 0.13551540 0.09654138 0.0778373357
#> 4 0.17086086 0.22313793 0.24441581 0.20364668 0.15159017 0.1296595669
#> 5 0.13939097 0.14433839 0.16076460 0.09872585 0.07957101 0.0665163016
#> 6 0.06348272 0.22248516 0.13871685 0.13242931 0.16990338 0.1649058683
#> 7 0.05177359 0.15096512 0.09049562 0.06540134 0.10072881 0.0983071436
#> 8 1.06684690 0.04473202 0.10421111 0.04374250 0.00960339 0.0008766602
#> 9 0.00000000 1.10385947 0.13134780 0.17434886 0.18224455 0.1751602496
#> 10 0.00000000 0.00000000 1.07169878 0.13216637 0.08098118 0.0659207166
#> 11 0.00000000 0.00000000 0.00000000 1.10227405 0.14594574 0.1342233352
#> 12 0.00000000 0.00000000 0.00000000 0.00000000 1.07815443 0.1539695778
#> 13 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 1.0723974383
#> 14 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> 15 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> 16 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> 17 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> 18 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> 19 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> 20 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.0000000000
#> 14 15 16 17 18 19
#> 1 0.25515634 0.130052223 0.069309316 0.15430766 0.18730287 0.147023116
#> 2 0.37466748 0.374817829 0.230870167 0.45016316 0.44789078 0.124642547
#> 3 0.18074796 0.096800674 0.032809863 0.14090081 0.16662163 0.042620928
#> 4 0.23707165 0.151906852 0.081532683 0.18351733 0.20941791 0.102987804
#> 5 0.13367506 0.079740072 0.027931460 0.11595521 0.13260515 0.027305616
#> 6 0.16652205 0.169895595 0.095730049 0.21373092 0.21164511 0.043831634
#> 7 0.09656261 0.100691786 0.043720312 0.14447736 0.14151739 0.006374972
#> 8 0.06185817 0.009746725 -0.006290026 0.02301500 0.03859758 0.011977792
#> 9 0.18469083 0.182317880 0.134585021 0.19069430 0.19259522 0.101921893
#> 10 0.14123241 0.081224170 0.050198666 0.08665094 0.10509046 0.085031634
#> 11 0.17355379 0.146159575 0.139872858 0.11972207 0.12986707 0.184759824
#> 12 0.11565762 0.150578076 0.141455339 0.13657777 0.12792128 0.089606167
#> 13 0.08937777 0.133048177 0.129516982 0.11980300 0.10800298 0.069012189
#> 14 1.06393325 0.089825431 0.069092620 0.08453977 0.09583464 0.096473049
#> 15 0.00000000 1.055382796 0.102018599 0.09766567 0.09065989 0.062038006
#> 16 0.00000000 0.000000000 1.065403440 0.05938229 0.05130886 0.094501959
#> 17 0.00000000 0.000000000 0.000000000 1.04915833 0.09021207 0.013729948
#> 18 0.00000000 0.000000000 0.000000000 0.00000000 1.04224064 0.021495712
#> 19 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 1.116097386
#> 20 0.00000000 0.000000000 0.000000000 0.00000000 0.00000000 0.000000000
#> 20
#> 1 0.17063133
#> 2 0.43471271
#> 3 0.14659533
#> 4 0.19412753
#> 5 0.11794980
#> 6 0.20369612
#> 7 0.13263964
#> 8 0.02904898
#> 9 0.19272120
#> 10 0.09844674
#> 11 0.13523211
#> 12 0.13649988
#> 13 0.11708213
#> 14 0.09481870
#> 15 0.09711817
#> 16 0.06217863
#> 17 0.09042608
#> 18 0.08101451
#> 19 0.02379099
#> 20 1.03801502
#>
#> $K
#> 1 2 3 4 5 6 7
#> 1 1.0000000 0.3119203 0.7214332 0.7439820 0.6687946 0.3876935 0.3480841
#> 2 0.3119203 1.0000000 0.6426908 0.7449965 0.7343239 0.9773674 0.9475428
#> 3 0.7214332 0.6426908 1.0000000 0.9418810 0.9881448 0.7623488 0.7601123
#> 4 0.7439820 0.7449965 0.9418810 1.0000000 0.9634645 0.8314446 0.7870238
#> 5 0.6687946 0.7343239 0.9881448 0.9634645 1.0000000 0.8436881 0.8370846
#> 6 0.3876935 0.9773674 0.7623488 0.8314446 0.8436881 1.0000000 0.9851652
#> 7 0.3480841 0.9475428 0.7601123 0.7870238 0.8370846 0.9851652 1.0000000
#> 8 0.8211515 0.5195511 0.9751885 0.9032186 0.9345700 0.6383193 0.6291928
#> 9 0.4458381 0.9613087 0.7342789 0.8649848 0.8158292 0.9637776 0.9060962
#> 10 0.7371824 0.7573566 0.9116836 0.9964789 0.9402302 0.8330152 0.7785067
#> 11 0.5774688 0.7508926 0.6483014 0.8424540 0.7065736 0.7521742 0.6546113
#> 12 0.3443662 0.9120089 0.5468696 0.7211743 0.6324887 0.8566144 0.7710800
#> 13 0.2885492 0.9058570 0.4876305 0.6560362 0.5740355 0.8319386 0.7488615
#> 14 0.5970686 0.8316068 0.7549829 0.9179786 0.8157750 0.8523519 0.7694042
#> 15 0.3452863 0.9118586 0.5476707 0.7220870 0.6332466 0.8567445 0.7711466
#> 16 0.2256972 0.6854960 0.3138730 0.4863937 0.3797115 0.5940867 0.4980110
#> 17 0.3666885 0.9797919 0.6494509 0.7881782 0.7385645 0.9530029 0.8939529
#> 18 0.4353257 0.9610171 0.7142503 0.8520836 0.7971831 0.9564353 0.8948570
#> 19 0.4258967 0.3598449 0.2976216 0.4727434 0.3270983 0.3425342 0.2635449
#> 20 0.4087172 0.9587141 0.6703079 0.8199839 0.7557392 0.9392559 0.8710761
#> 8 9 10 11 12 13 14
#> 1 0.8211515 0.4458381 0.7371824 0.5774688 0.3443662 0.2885492 0.5970686
#> 2 0.5195511 0.9613087 0.7573566 0.7508926 0.9120089 0.9058570 0.8316068
#> 3 0.9751885 0.7342789 0.9116836 0.6483014 0.5468696 0.4876305 0.7549829
#> 4 0.9032186 0.8649848 0.9964789 0.8424540 0.7211743 0.6560362 0.9179786
#> 5 0.9345700 0.8158292 0.9402302 0.7065736 0.6324887 0.5740355 0.8157750
#> 6 0.6383193 0.9637776 0.8330152 0.7521742 0.8566144 0.8319386 0.8523519
#> 7 0.6291928 0.9060962 0.7785067 0.6546113 0.7710800 0.7488615 0.7694042
#> 8 1.0000000 0.6292715 0.8710569 0.5986710 0.4548809 0.3956169 0.6900230
#> 9 0.6292715 1.0000000 0.8832295 0.8852611 0.9462729 0.9163797 0.9478200
#> 10 0.8710569 0.8832295 1.0000000 0.8816104 0.7567396 0.6916072 0.9451155
#> 11 0.5986710 0.8852611 0.8816104 1.0000000 0.8953705 0.8461057 0.9777653
#> 12 0.4548809 0.9462729 0.7567396 0.8953705 1.0000000 0.9932403 0.9056229
#> 13 0.3956169 0.9163797 0.6916072 0.8461057 0.9932403 1.0000000 0.8540702
#> 14 0.6900230 0.9478200 0.9451155 0.9777653 0.9056229 0.8540702 1.0000000
#> 15 0.4557367 0.9465563 0.7576631 0.8961343 0.9999983 0.9930275 0.9063514
#> 16 0.2560092 0.7296424 0.5307743 0.7924126 0.8969039 0.9138813 0.7318998
#> 17 0.5393513 0.9886066 0.8104527 0.8527678 0.9698224 0.9558300 0.9081613
#> 18 0.6100167 0.9993060 0.8727143 0.8911293 0.9573989 0.9298195 0.9480789
#> 19 0.2930195 0.4898133 0.5198168 0.7733264 0.5826368 0.5455892 0.6512717
#> 20 0.5674510 0.9935719 0.8449297 0.8955910 0.9762045 0.9544053 0.9416938
#> 15 16 17 18 19 20
#> 1 0.3452863 0.2256972 0.3666885 0.4353257 0.4258967 0.4087172
#> 2 0.9118586 0.6854960 0.9797919 0.9610171 0.3598449 0.9587141
#> 3 0.5476707 0.3138730 0.6494509 0.7142503 0.2976216 0.6703079
#> 4 0.7220870 0.4863937 0.7881782 0.8520836 0.4727434 0.8199839
#> 5 0.6332466 0.3797115 0.7385645 0.7971831 0.3270983 0.7557392
#> 6 0.8567445 0.5940867 0.9530029 0.9564353 0.3425342 0.9392559
#> 7 0.7711466 0.4980110 0.8939529 0.8948570 0.2635449 0.8710761
#> 8 0.4557367 0.2560092 0.5393513 0.6100167 0.2930195 0.5674510
#> 9 0.9465563 0.7296424 0.9886066 0.9993060 0.4898133 0.9935719
#> 10 0.7576631 0.5307743 0.8104527 0.8727143 0.5198168 0.8449297
#> 11 0.8961343 0.7924126 0.8527678 0.8911293 0.7733264 0.8955910
#> 12 0.9999983 0.8969039 0.9698224 0.9573989 0.5826368 0.9762045
#> 13 0.9930275 0.9138813 0.9558300 0.9298195 0.5455892 0.9544053
#> 14 0.9063514 0.7318998 0.9081613 0.9480789 0.6512717 0.9416938
#> 15 1.0000000 0.8966837 0.9698507 0.9576527 0.5833748 0.9763805
#> 16 0.8966837 1.0000000 0.7770732 0.7508119 0.6797669 0.7916248
#> 17 0.9698507 0.7770732 1.0000000 0.9919586 0.4706266 0.9954478
#> 18 0.9576527 0.7508119 0.9919586 1.0000000 0.5020124 0.9970794
#> 19 0.5833748 0.6797669 0.4706266 0.5020124 1.0000000 0.5208475
#> 20 0.9763805 0.7916248 0.9954478 0.9970794 0.5208475 1.0000000
#>
#> $e
#> NULL
#>
#> $obsx
#> tmin ppt_djf
#> 1 4.8400 521.4311
#> 2 2.9333 151.2758
#> 3 6.4533 332.6133
#> 4 4.3933 331.5974
#> 5 5.8667 303.1179
#> 6 3.9733 181.9209
#> 7 4.8733 161.1153
#> 8 6.7267 387.0302
#> 9 2.6367 219.8457
#> 10 3.8933 331.8073
#> 11 0.9200 319.2359
#> 12 0.7000 202.9930
#> 13 0.3633 177.7407
#> 14 2.0700 297.5348
#> 15 0.7033 203.4343
#> 16 -2.0767 205.0501
#> 17 2.1333 188.7027
#> 18 2.4200 217.8682
#> 19 -2.5633 422.0230
#> 20 1.9900 211.6301
#>
#> $obsy
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $mnll
#> [1] 11.30999
#>
#> $wt
#> [1] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#>
#> $l_grads
#> [1] -0.29102529 0.06518236
#>
#> $mnfun
#> function(x) rep(exp.prev, nrow(x))
#> <bytecode: 0x0000027cbca88008>
#> <environment: 0x0000027ca8849938>
#>
#> $facs
#> named integer(0)
#>
#> $hessian
#> [1] FALSE
#>
#> $scaling
#> tmin ppt_djf
#> [1,] 2.662490 268.39839
#> [2,] 2.554772 99.04736
#>
#> $peak
#> tmin ppt_djf
#> 16 -2.0767 205.0501
#>
#> attr(,"class")
#> [1] "graf"
#>
#> $`1`
#> $y
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $x
#> tmin ppt_jja
#> [1,] 0.85233055 3.30466036
#> [2,] 0.10600163 -0.10210383
#> [3,] 1.48381543 -0.04392961
#> [4,] 0.67748124 0.30064388
#> [5,] 1.25420596 -0.56031452
#> [6,] 0.51308297 -0.63388728
#> [7,] 0.86536495 -0.85351271
#> [8,] 1.59083079 0.92269356
#> [9,] -0.01009488 -0.08440884
#> [10,] 0.48176905 1.04248191
#> [11,] -0.68205307 0.12181131
#> [12,] -0.76816644 -0.55495242
#> [13,] -0.89995902 -0.87689370
#> [14,] -0.23191506 -0.49830586
#> [15,] -0.76687473 -0.15150644
#> [16,] -1.85503449 -0.26970634
#> [17,] -0.20713785 -0.08923476
#> [18,] -0.09491648 -0.83485647
#> [19,] -2.04550156 1.03443867
#> [20,] -0.26322898 -1.17311691
#>
#> $MAP
#> [,1]
#> 1 -0.79198683
#> 2 -0.07768289
#> 3 -1.04844021
#> 4 -0.65644848
#> 5 -0.78464324
#> 6 -0.25172713
#> 7 -0.44557284
#> 8 -1.23819175
#> 9 0.01562100
#> 10 -0.68755294
#> 11 0.50290515
#> 12 0.74841605
#> 13 0.88831660
#> 14 0.32289667
#> 15 0.64850690
#> 16 1.22828922
#> 17 0.18435599
#> 18 0.29497348
#> 19 0.88808455
#> 20 0.49051812
#>
#> $ls
#> [1] 5.430074 4.991038
#>
#> $a
#> [1] -0.3710096 -0.7490969 -0.2700088 -0.4321430 -0.3741861 -0.6448405
#> [7] -0.5375254 -0.2077525 -0.8078557 -0.4176480 0.5076688 0.3900851
#> [13] 0.3308005 0.6043245 0.4358879 0.2107414 0.6843441 0.6200697
#> [19] 0.3308941 0.5140446
#>
#> $W
#> [1] 0.4314829 0.6193381 0.3559928 0.4704272 0.4336178 0.5781431 0.5284403
#> [8] 0.3003985 0.6400114 0.4615850 0.5130369 0.4441124 0.4032846 0.5603425
#> [15] 0.4726746 0.3032633 0.5944897 0.5673905 0.4033529 0.5163901
#>
#> $L
#> 1 2 3 4 5 6 7
#> 1 1.196446 0.1283302 0.1026860 0.1520534 0.07975692 0.08731922 0.07060229
#> 2 0.000000 1.2660448 0.3008869 0.3916336 0.34690248 0.44363174 0.39778145
#> 3 0.000000 0.0000000 1.1202301 0.2208831 0.23933972 0.23143483 0.23671248
#> 4 0.000000 0.0000000 0.0000000 1.1158588 0.18445368 0.21373377 0.19364652
#> 5 0.000000 0.0000000 0.0000000 0.0000000 1.10254645 0.19959657 0.21044447
#> 6 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 1.11113740 0.20070341
#> 7 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 1.08955267
#> 8 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 9 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 10 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 11 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 12 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 13 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 14 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 15 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 16 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 17 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 18 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 19 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 20 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 8 9 10 11 12 13
#> 1 0.16209772 0.12978420 0.22058508 0.11475208 0.064596409 0.04558906
#> 2 0.23389514 0.48350109 0.34323223 0.40675032 0.371703392 0.33401663
#> 3 0.18787241 0.20512497 0.18070242 0.12723303 0.111008564 0.09308643
#> 4 0.15874954 0.23586275 0.20751859 0.18659384 0.152788396 0.12828357
#> 5 0.10722907 0.15765388 0.09903493 0.09399273 0.101830710 0.09486402
#> 6 0.06932990 0.19826359 0.10109094 0.15514942 0.167526602 0.16140361
#> 7 0.05556535 0.13038219 0.05845972 0.08500836 0.102983624 0.10200951
#> 8 1.06748595 0.06073928 0.12010743 0.03369064 0.004721594 -0.00775445
#> 9 0.00000000 1.09856026 0.12460517 0.18840132 0.168106863 0.15198522
#> 10 0.00000000 0.00000000 1.07981685 0.10231303 0.051396981 0.02999002
#> 11 0.00000000 0.00000000 0.00000000 1.09370338 0.158151947 0.14525794
#> 12 0.00000000 0.00000000 0.00000000 0.00000000 1.077558778 0.15210290
#> 13 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 1.07273805
#> 14 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> 15 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> 16 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> 17 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> 18 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> 19 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> 20 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 0.00000000
#> 14 15 16 17 18 19
#> 1 0.08661149 0.08960320 0.042808069 0.12040154 0.06841036 0.096025591
#> 2 0.44447898 0.38922740 0.235221543 0.46275739 0.43512576 0.216755215
#> 3 0.17048602 0.11665580 0.037441909 0.18020833 0.17640578 0.028598261
#> 4 0.19841488 0.16975416 0.085715074 0.21981909 0.18818659 0.092050971
#> 5 0.14834866 0.09454537 0.034330880 0.13977175 0.16596704 0.011125670
#> 6 0.20123397 0.15889009 0.094153151 0.18913593 0.21433461 0.060224989
#> 7 0.13549500 0.09067176 0.043638624 0.11961967 0.15503424 0.014713756
#> 8 0.02612953 0.01928120 -0.007043626 0.04866408 0.01504888 0.009792427
#> 9 0.17800385 0.18054277 0.131438114 0.18966582 0.16344327 0.131996701
#> 10 0.06541495 0.07924768 0.041400564 0.10006497 0.04072295 0.087153951
#> 11 0.14549816 0.17309153 0.155945833 0.15749667 0.12524980 0.170879581
#> 12 0.13588079 0.14285628 0.135889048 0.12495192 0.13454814 0.104201450
#> 13 0.11652659 0.11780885 0.118745963 0.09870747 0.12191433 0.075580453
#> 14 1.05646824 0.10079730 0.074994482 0.10327443 0.11185011 0.053665420
#> 15 0.00000000 1.05577521 0.102033343 0.09585639 0.07832419 0.106708181
#> 16 0.00000000 0.00000000 1.064633632 0.05884716 0.04663354 0.129280008
#> 17 0.00000000 0.00000000 0.000000000 1.04575486 0.07407883 0.056552084
#> 18 0.00000000 0.00000000 0.000000000 0.00000000 1.05155270 0.002561343
#> 19 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 1.108521963
#> 20 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> 20
#> 1 0.047202626
#> 2 0.388444718
#> 3 0.145654503
#> 4 0.155925251
#> 5 0.151031161
#> 6 0.205582835
#> 7 0.150771913
#> 8 -0.004329411
#> 9 0.148338747
#> 10 0.017371130
#> 11 0.117597567
#> 12 0.142012219
#> 13 0.135769594
#> 14 0.111228557
#> 15 0.075116968
#> 16 0.052068939
#> 17 0.064387242
#> 18 0.107588648
#> 19 -0.004784483
#> 20 1.057692544
#>
#> $K
#> 1 2 3 4 5 6 7
#> 1 1.0000000 0.2970136 0.3134743 0.4037954 0.2206105 0.2091720 0.1769017
#> 2 0.2970136 1.0000000 0.8393390 0.9547346 0.8672492 0.9573472 0.8961396
#> 3 0.3134743 0.8393390 1.0000000 0.9307521 0.9689253 0.8854704 0.9040425
#> 4 0.4037954 0.9547346 0.9307521 1.0000000 0.9004282 0.9139492 0.8722341
#> 5 0.2206105 0.8672492 0.9689253 0.9004282 1.0000000 0.9501663 0.9777178
#> 6 0.2091720 0.9573472 0.8854704 0.9139492 0.9501663 1.0000000 0.9838719
#> 7 0.1769017 0.8961396 0.9040425 0.8722341 0.9777178 0.9838719 1.0000000
#> 8 0.5386905 0.7347541 0.9096837 0.8908514 0.7939297 0.7049109 0.6945306
#> 9 0.2954876 0.9987284 0.8141059 0.9432868 0.8437704 0.9460589 0.8782439
#> 10 0.5913731 0.8656759 0.8100187 0.9430291 0.7317641 0.7545632 0.6882011
#> 11 0.2918082 0.9396882 0.6474609 0.8408029 0.6758195 0.8280078 0.7292186
#> 12 0.1765522 0.9131012 0.6107078 0.7666130 0.6861848 0.8591753 0.7751972
#> 13 0.1307574 0.8578565 0.5528106 0.6920949 0.6457585 0.8271491 0.7505048
#> 14 0.2107463 0.9741011 0.7469620 0.8692741 0.8156675 0.9484295 0.8838163
#> 15 0.2373852 0.9320197 0.6265046 0.8085003 0.6751186 0.8401587 0.7447630
#> 16 0.1415882 0.6998272 0.3564346 0.5362502 0.4071269 0.5888003 0.4889049
#> 17 0.2844272 0.9909952 0.7683642 0.9164159 0.8034260 0.9254443 0.8483747
#> 18 0.1654216 0.9441161 0.7466431 0.8318507 0.8393327 0.9626315 0.9185625
#> 19 0.2753948 0.5737056 0.2826772 0.4787005 0.2844063 0.4141124 0.3206897
#> 20 0.1196433 0.8803231 0.6644618 0.7415062 0.7790782 0.9188596 0.8802782
#> 8 9 10 11 12 13 14
#> 1 0.5386905 0.2954876 0.5913731 0.2918082 0.1765522 0.1307574 0.2107463
#> 2 0.7347541 0.9987284 0.8656759 0.9396882 0.9131012 0.8578565 0.9741011
#> 3 0.9096837 0.8141059 0.8100187 0.6474609 0.6107078 0.5528106 0.7469620
#> 4 0.8908514 0.9432868 0.9430291 0.8408029 0.7666130 0.6920949 0.8692741
#> 5 0.7939297 0.8437704 0.7317641 0.6758195 0.6861848 0.6457585 0.8156675
#> 6 0.7049109 0.9460589 0.7545632 0.8280078 0.8591753 0.8271491 0.9484295
#> 7 0.6945306 0.8782439 0.6882011 0.7292186 0.7751972 0.7505048 0.8838163
#> 8 1.0000000 0.7134773 0.8916360 0.5827829 0.4813563 0.4083221 0.6015699
#> 9 0.7134773 1.0000000 0.8611443 0.9551978 0.9276539 0.8729909 0.9785410
#> 10 0.8916360 0.8611443 1.0000000 0.8108793 0.6706569 0.5799241 0.7522178
#> 11 0.5827829 0.9551978 0.8108793 1.0000000 0.9545016 0.9009617 0.9444229
#> 12 0.4813563 0.9276539 0.6706569 0.9545016 1.0000000 0.9880889 0.9735555
#> 13 0.4083221 0.8729909 0.5799241 0.9009617 0.9880889 1.0000000 0.9460572
#> 14 0.6015699 0.9785410 0.7522178 0.9444229 0.9735555 0.9460572 1.0000000
#> 15 0.5339524 0.9482031 0.7509776 0.9918869 0.9838260 0.9471062 0.9623278
#> 16 0.2906048 0.7284320 0.5089994 0.8675802 0.8896534 0.8860994 0.7804998
#> 17 0.6701530 0.9964290 0.8419719 0.9750855 0.9505537 0.8991095 0.9833202
#> 18 0.5648924 0.9445178 0.6813389 0.8838850 0.9516240 0.9419027 0.9870099
#> 19 0.2955806 0.6023707 0.5553655 0.7752157 0.6681076 0.6145847 0.5837913
#> 20 0.4692786 0.8828133 0.5810749 0.8318218 0.9401102 0.9549254 0.9553199
#> 15 16 17 18 19 20
#> 1 0.2373852 0.1415882 0.2844272 0.1654216 0.2753948 0.1196433
#> 2 0.9320197 0.6998272 0.9909952 0.9441161 0.5737056 0.8803231
#> 3 0.6265046 0.3564346 0.7683642 0.7466431 0.2826772 0.6644618
#> 4 0.8085003 0.5362502 0.9164159 0.8318507 0.4787005 0.7415062
#> 5 0.6751186 0.4071269 0.8034260 0.8393327 0.2844063 0.7790782
#> 6 0.8401587 0.5888003 0.9254443 0.9626315 0.4141124 0.9188596
#> 7 0.7447630 0.4889049 0.8483747 0.9185625 0.3206897 0.8802782
#> 8 0.5339524 0.2906048 0.6701530 0.5648924 0.2955806 0.4692786
#> 9 0.9482031 0.7284320 0.9964290 0.9445178 0.6023707 0.8828133
#> 10 0.7509776 0.5089994 0.8419719 0.6813389 0.5553655 0.5810749
#> 11 0.9918869 0.8675802 0.9750855 0.8838850 0.7752157 0.8318218
#> 12 0.9838260 0.8896534 0.9505537 0.9516240 0.6681076 0.9401102
#> 13 0.9471062 0.8860994 0.8991095 0.9419027 0.6145847 0.9549254
#> 14 0.9623278 0.7804998 0.9833202 0.9870099 0.5837913 0.9553199
#> 15 1.0000000 0.8954485 0.9711857 0.9154339 0.7471875 0.8799299
#> 16 0.8954485 1.0000000 0.7762262 0.7281404 0.8405278 0.7297323
#> 17 0.9711857 0.7762262 1.0000000 0.9447314 0.6455310 0.8887132
#> 18 0.9154339 0.7281404 0.9447314 1.0000000 0.4963880 0.9860274
#> 19 0.7471875 0.8405278 0.6455310 0.4963880 1.0000000 0.4580870
#> 20 0.8799299 0.7297323 0.8887132 0.9860274 0.4580870 1.0000000
#>
#> $e
#> NULL
#>
#> $obsx
#> tmin ppt_jja
#> 1 4.8400 48.7567
#> 2 2.9333 15.0839
#> 3 6.4533 15.6589
#> 4 4.3933 19.0647
#> 5 5.8667 10.5549
#> 6 3.9733 9.8277
#> 7 4.8733 7.6569
#> 8 6.7267 25.2131
#> 9 2.6367 15.2588
#> 10 3.8933 26.3971
#> 11 0.9200 17.2971
#> 12 0.7000 10.6079
#> 13 0.3633 7.4258
#> 14 2.0700 11.1678
#> 15 0.7033 14.5956
#> 16 -2.0767 13.4273
#> 17 2.1333 15.2111
#> 18 2.4200 7.8413
#> 19 -2.5633 26.3176
#> 20 1.9900 4.4979
#>
#> $obsy
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $mnll
#> [1] 11.03399
#>
#> $wt
#> [1] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#>
#> $l_grads
#> [1] -0.28099680 0.06398741
#>
#> $mnfun
#> function(x) rep(exp.prev, nrow(x))
#> <bytecode: 0x0000027cbca88008>
#> <environment: 0x0000027ca9066c40>
#>
#> $facs
#> named integer(0)
#>
#> $hessian
#> [1] FALSE
#>
#> $scaling
#> tmin ppt_jja
#> [1,] 2.662490 16.0931
#> [2,] 2.554772 9.8841
#>
#> $peak
#> tmin ppt_jja
#> 16 -2.0767 13.4273
#>
#> attr(,"class")
#> [1] "graf"
#>
#> $`0.968518518518519`
#> $y
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $x
#> tmin pH
#> [1,] 0.85233055 0.29031555
#> [2,] 0.10600163 0.59626107
#> [3,] 1.48381543 0.21974369
#> [4,] 0.67748124 0.48760618
#> [5,] 1.25420596 0.05902609
#> [6,] 0.51308297 -2.72674377
#> [7,] 0.86536495 0.43403374
#> [8,] 1.59083079 0.38046129
#> [9,] -0.01009488 0.70189623
#> [10,] 0.48176905 -0.26476209
#> [11,] -0.68205307 0.44514648
#> [12,] -0.76816644 0.27331614
#> [13,] -0.89995902 -2.72674377
#> [14,] -0.23191506 0.49164107
#> [15,] -0.76687473 0.54557371
#> [16,] -1.85503449 -0.64656941
#> [17,] -0.20713785 0.58927237
#> [18,] -0.09491648 0.29629189
#> [19,] -2.04550156 0.86261358
#> [20,] -0.26322898 -0.30838003
#>
#> $MAP
#> [,1]
#> 1 -0.66922090
#> 2 -0.05622003
#> 3 -1.05624724
#> 4 -0.53266074
#> 5 -0.93755850
#> 6 -0.30466501
#> 7 -0.67553753
#> 8 -1.09872404
#> 9 0.04261529
#> 10 -0.37716056
#> 11 0.60229241
#> 12 0.67220900
#> 13 0.50728009
#> 14 0.23575234
#> 15 0.66105206
#> 16 1.20985652
#> 17 0.21265677
#> 18 0.12044242
#> 19 1.21399542
#> 20 0.26760147
#>
#> $ls
#> [1] 5.430074 8.405912
#>
#> $a
#> [1] -0.4261577 -0.7624417 -0.2672386 -0.4925236 -0.3112992 -0.6145826
#> [7] -0.4232147 -0.2524814 -0.8252108 -0.5742947 0.4580331 0.4247641
#> [13] 0.5054269 0.6541076 0.4299804 0.2163806 0.6676157 0.7228232
#> [19] 0.2151058 0.6356939
#>
#> $W
#> [1] 0.4668040 0.6241819 0.3536864 0.5049275 0.3887685 0.5649536 0.4650081
#> [8] 0.3411542 0.6458062 0.5464157 0.4856641 0.4659548 0.5118494 0.5820641
#> [15] 0.4691226 0.3086101 0.5876836 0.6095319 0.3074079 0.5742194
#>
#> $L
#> 1 2 3 4 5 6 7
#> 1 1.211117 0.4210602 0.3233069 0.3988115 0.3454509 0.2441403 0.38421219
#> 2 0.000000 1.2028675 0.2120415 0.3129686 0.2356141 0.1666340 0.28956912
#> 3 0.000000 0.0000000 1.0973593 0.1832043 0.1884559 0.1187207 0.18665182
#> 4 0.000000 0.0000000 0.0000000 1.1019817 0.1624246 0.1060762 0.18589444
#> 5 0.000000 0.0000000 0.0000000 0.0000000 1.0733223 0.1095728 0.13927697
#> 6 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 1.2000955 0.06708352
#> 7 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.06782251
#> 8 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> 9 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> 10 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> 11 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> 12 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> 13 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> 14 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> 15 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> 16 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> 17 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> 18 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> 19 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> 20 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000
#> 8 9 10 11 12 13
#> 1 0.31321097 0.41909537 0.40428930 0.31606820 0.30236546 0.177017953
#> 2 0.20264133 0.38011616 0.31704527 0.32106027 0.30945270 0.160001762
#> 3 0.18429088 0.15282605 0.17979218 0.08931047 0.08299572 0.054024238
#> 4 0.14700344 0.20973094 0.19300104 0.15858998 0.15100753 0.079940107
#> 5 0.13383101 0.11625816 0.14343868 0.07223670 0.06868661 0.057180833
#> 6 0.04980239 0.06159452 0.14858878 0.07202179 0.08287654 0.296974352
#> 7 0.10925516 0.14005781 0.12785807 0.09902260 0.09275713 0.032720766
#> 8 1.05550401 0.06368712 0.07877398 0.02368355 0.01924982 -0.002545777
#> 9 0.00000000 1.10333678 0.12950011 0.18625860 0.18001941 0.069100651
#> 10 0.00000000 0.00000000 1.06343637 0.09907731 0.09990029 0.090857203
#> 11 0.00000000 0.00000000 0.00000000 1.08824534 0.16932504 0.089562880
#> 12 0.00000000 0.00000000 0.00000000 0.00000000 1.07585246 0.090774687
#> 13 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 1.150553091
#> 14 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 15 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 16 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 17 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 18 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 19 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 20 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 14 15 16 17 18 19
#> 1 0.38530807 0.30233965 0.151458535 0.38793309 0.40550543 0.141568578
#> 2 0.36065877 0.31348718 0.180572203 0.36318969 0.36621023 0.187227886
#> 3 0.13070835 0.08170935 0.023636644 0.13223688 0.14599694 0.015229304
#> 4 0.19227938 0.15236000 0.073811630 0.19414837 0.20045143 0.072184900
#> 5 0.10240943 0.06580802 0.024930087 0.10258743 0.11540109 0.013469625
#> 6 0.07745296 0.06252681 0.093468689 0.06903589 0.09838821 0.024403991
#> 7 0.12501206 0.09487585 0.037858455 0.12702409 0.13060946 0.040282985
#> 8 0.04792631 0.02030668 -0.008761561 0.04980184 0.05558295 -0.008141261
#> 9 0.19270596 0.18579192 0.116244846 0.19458580 0.18677497 0.133801557
#> 10 0.11140253 0.09360974 0.068248397 0.10893577 0.12027382 0.047377193
#> 11 0.15495031 0.17095247 0.144805246 0.15402895 0.14651319 0.154777054
#> 12 0.12986520 0.14558291 0.133458008 0.12813187 0.12371049 0.134360842
#> 13 0.04574018 0.05495473 0.130248249 0.03843061 0.05486148 0.045874235
#> 14 1.05950296 0.11400103 0.072930903 0.11647788 0.11157761 0.084450210
#> 15 0.00000000 1.05932913 0.093847860 0.10166184 0.09362336 0.110884150
#> 16 0.00000000 0.00000000 1.071516687 0.05149126 0.05155378 0.113169966
#> 17 0.00000000 0.00000000 0.000000000 1.04799587 0.08883851 0.059460892
#> 18 0.00000000 0.00000000 0.000000000 0.00000000 1.04184916 0.042535976
#> 19 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 1.068907510
#> 20 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.000000000
#> 20
#> 1 0.37315963
#> 2 0.33752550
#> 3 0.12979627
#> 4 0.18124824
#> 5 0.10884030
#> 6 0.15548705
#> 7 0.11248094
#> 8 0.04083405
#> 9 0.16912029
#> 10 0.12955118
#> 11 0.14723045
#> 12 0.13001107
#> 13 0.10676431
#> 14 0.10225767
#> 15 0.08977881
#> 16 0.07380349
#> 17 0.07666693
#> 18 0.07797713
#> 19 0.03718986
#> 20 1.04323506
#>
#> $K
#> 1 2 3 4 5 6 7
#> 1 1.0000000 0.9447294 0.9636615 0.9948828 0.9821088 0.5757737 0.9987565
#> 2 0.9447294 1.0000000 0.8325733 0.9696942 0.8706082 0.5106452 0.9468055
#> 3 0.9636615 0.8325733 1.0000000 0.9378776 0.9936295 0.5470700 0.9627609
#> 4 0.9948828 0.9696942 0.9378776 1.0000000 0.9592990 0.5395290 0.9965847
#> 5 0.9821088 0.8706082 0.9936295 0.9592990 1.0000000 0.5991840 0.9779593
#> 6 0.5757737 0.5106452 0.5470700 0.5395290 0.5991840 1.0000000 0.5457018
#> 7 0.9987565 0.9468055 0.9627609 0.9965847 0.9779593 0.5457018 1.0000000
#> 8 0.9505618 0.8140122 0.9974124 0.9254303 0.9835568 0.5059911 0.9525313
#> 9 0.9244438 0.9980970 0.8030579 0.9547907 0.8421742 0.4845920 0.9278914
#> 10 0.9695036 0.9445002 0.8990468 0.9634861 0.9406575 0.6972359 0.9582993
#> 11 0.8039547 0.9431380 0.6472860 0.8434106 0.7018158 0.4819266 0.8021236
#> 12 0.7851978 0.9262898 0.6267885 0.8226959 0.6843151 0.5033261 0.7809498
#> 13 0.4385963 0.4723656 0.3535812 0.4301188 0.4111078 0.8320568 0.4142814
#> 14 0.8952441 0.9888967 0.7592262 0.9266762 0.8069483 0.5131329 0.8948818
#> 15 0.7824754 0.9321052 0.6232829 0.8250648 0.6769177 0.4548489 0.7818757
#> 16 0.4832896 0.6401932 0.3426181 0.5132044 0.3986052 0.4612720 0.4719415
#> 17 0.8970234 0.9910088 0.7623053 0.9299059 0.8078630 0.4956800 0.8982118
#> 18 0.9206980 0.9909716 0.7946547 0.9444885 0.8428672 0.5612275 0.9175584
#> 19 0.4526141 0.6502138 0.3098907 0.5010232 0.3531079 0.2543302 0.4533319
#> 20 0.8729201 0.9406051 0.7425738 0.8876550 0.8024763 0.6680635 0.8606483
#> 8 9 10 11 12 13 14
#> 1 0.9505618 0.9244438 0.9695036 0.8039547 0.7851978 0.4385963 0.8952441
#> 2 0.8140122 0.9980970 0.9445002 0.9431380 0.9262898 0.4723656 0.9888967
#> 3 0.9974124 0.8030579 0.8990468 0.6472860 0.6267885 0.3535812 0.7592262
#> 4 0.9254303 0.9547907 0.9634861 0.8434106 0.8226959 0.4301188 0.9266762
#> 5 0.9835568 0.8421742 0.9406575 0.7018158 0.6843151 0.4111078 0.8069483
#> 6 0.5059911 0.4845920 0.6972359 0.4819266 0.5033261 0.8320568 0.5131329
#> 7 0.9525313 0.9278914 0.9582993 0.8021236 0.7809498 0.4142814 0.8948818
#> 8 1.0000000 0.7849441 0.8710787 0.6213051 0.5986401 0.3180496 0.7358998
#> 9 0.7849441 1.0000000 0.9250953 0.9555218 0.9381538 0.4620147 0.9928653
#> 10 0.8710787 0.9250953 1.0000000 0.8566743 0.8512227 0.5848866 0.9222557
#> 11 0.6213051 0.9555218 0.8566743 1.0000000 0.9975639 0.5472698 0.9813892
#> 12 0.5986401 0.9381538 0.8512227 0.9975639 1.0000000 0.5845235 0.9711113
#> 13 0.3180496 0.4620147 0.5848866 0.5472698 0.5845235 1.0000000 0.5182966
#> 14 0.7358998 0.9928653 0.9222557 0.9813892 0.9711113 0.5182966 1.0000000
#> 15 0.5984141 0.9472530 0.8330838 0.9987384 0.9956005 0.5280484 0.9738241
#> 16 0.3147127 0.6560089 0.5996036 0.8207109 0.8529066 0.7107901 0.7264062
#> 17 0.7406264 0.9956798 0.9165992 0.9782367 0.9656823 0.4974503 0.9993767
#> 18 0.7694429 0.9896062 0.9518513 0.9674799 0.9590923 0.5470218 0.9960099
#> 19 0.2918864 0.6818048 0.5149309 0.8339832 0.8429123 0.4118203 0.7326808
#> 20 0.7083960 0.9355591 0.9500701 0.9512998 0.9573332 0.6803073 0.9625582
#> 15 16 17 18 19 20
#> 1 0.7824754 0.4832896 0.8970234 0.9206980 0.4526141 0.8729201
#> 2 0.9321052 0.6401932 0.9910088 0.9909716 0.6502138 0.9406051
#> 3 0.6232829 0.3426181 0.7623053 0.7946547 0.3098907 0.7425738
#> 4 0.8250648 0.5132044 0.9299059 0.9444885 0.5010232 0.8876550
#> 5 0.6769177 0.3986052 0.8078630 0.8428672 0.3531079 0.8024763
#> 6 0.4548489 0.4612720 0.4956800 0.5612275 0.2543302 0.6680635
#> 7 0.7818757 0.4719415 0.8982118 0.9175584 0.4533319 0.8606483
#> 8 0.5984141 0.3147127 0.7406264 0.7694429 0.2918864 0.7083960
#> 9 0.9472530 0.6560089 0.9956798 0.9896062 0.6818048 0.9355591
#> 10 0.8330838 0.5996036 0.9165992 0.9518513 0.5149309 0.9500701
#> 11 0.9987384 0.8207109 0.9782367 0.9674799 0.8339832 0.9512998
#> 12 0.9956005 0.8529066 0.9656823 0.9590923 0.8429123 0.9573332
#> 13 0.5280484 0.7107901 0.4974503 0.5470218 0.4118203 0.6803073
#> 14 0.9738241 0.7264062 0.9993767 0.9960099 0.7326808 0.9625582
#> 15 1.0000000 0.8240147 0.9714527 0.9557366 0.8551155 0.9354446
#> 16 0.8240147 1.0000000 0.7111332 0.7130931 0.8703860 0.7865343
#> 17 0.9714527 0.7111332 1.0000000 0.9937542 0.7293254 0.9529250
#> 18 0.9557366 0.7130931 0.9937542 1.0000000 0.6911347 0.9759374
#> 19 0.8551155 0.8703860 0.7293254 0.6911347 1.0000000 0.6879396
#> 20 0.9354446 0.7865343 0.9529250 0.9759374 0.6879396 1.0000000
#>
#> $e
#> NULL
#>
#> $obsx
#> tmin pH
#> 1 4.8400 5.631732
#> 2 2.9333 6.202818
#> 3 6.4533 5.500000
#> 4 4.3933 6.000000
#> 5 5.8667 5.200000
#> 6 3.9733 0.000000
#> 7 4.8733 5.900000
#> 8 6.7267 5.800000
#> 9 2.6367 6.400000
#> 10 3.8933 4.595607
#> 11 0.9200 5.920743
#> 12 0.7000 5.600000
#> 13 0.3633 0.000000
#> 14 2.0700 6.007532
#> 15 0.7033 6.108204
#> 16 -2.0767 3.882915
#> 17 2.1333 6.189773
#> 18 2.4200 5.642887
#> 19 -2.5633 6.700000
#> 20 1.9900 4.514189
#>
#> $obsy
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $mnll
#> [1] 11.30026
#>
#> $wt
#> [1] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#>
#> $l_grads
#> [1] -0.3028047 0.0431964
#>
#> $mnfun
#> function(x) rep(exp.prev, nrow(x))
#> <bytecode: 0x0000027cbca88008>
#> <environment: 0x0000027ca9b9dab8>
#>
#> $facs
#> named integer(0)
#>
#> $hessian
#> [1] FALSE
#>
#> $scaling
#> tmin pH
#> [1,] 2.662490 5.089820
#> [2,] 2.554772 1.866629
#>
#> $peak
#> tmin pH
#> 19 -2.5633 6.7
#>
#> attr(,"class")
#> [1] "graf"
#>
#> $`0.960185185185185`
#> $y
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $x
#> tmin awc
#> [1,] 0.85233055 0.72436261
#> [2,] 0.10600163 0.38688529
#> [3,] 1.48381543 2.01886445
#> [4,] 0.67748124 -0.23957505
#> [5,] 1.25420596 0.01136263
#> [6,] 0.51308297 -1.99613918
#> [7,] 0.86536495 0.26230050
#> [8,] 1.59083079 1.26605122
#> [9,] -0.01009488 0.51323818
#> [10,] 0.48176905 -0.40550300
#> [11,] -0.68205307 0.26230050
#> [12,] -0.76816644 0.76417586
#> [13,] -0.89995902 -1.99613918
#> [14,] -0.23191506 -0.06598329
#> [15,] -0.76687473 -0.40816704
#> [16,] -1.85503449 0.76151126
#> [17,] -0.20713785 0.41058623
#> [18,] -0.09491648 -0.02433387
#> [19,] -2.04550156 -1.24332600
#> [20,] -0.26322898 -1.00247213
#>
#> $MAP
#> [,1]
#> 1 -0.73169159
#> 2 -0.10460461
#> 3 -1.01487621
#> 4 -0.50715348
#> 5 -0.92933120
#> 6 -0.17901418
#> 7 -0.70414126
#> 8 -1.12510047
#> 9 -0.02026427
#> 10 -0.33034672
#> 11 0.56910715
#> 12 0.55480377
#> 13 0.73709022
#> 14 0.24200702
#> 15 0.70258406
#> 16 1.10799855
#> 17 0.16173540
#> 18 0.11911193
#> 19 1.24146222
#> 20 0.34405835
#>
#> $ls
#> [1] 5.430074 7.284480
#>
#> $a
#> [1] -0.3975530 -0.7325058 -0.2821239 -0.5054917 -0.3145078 -0.6875232
#> [7] -0.4100304 -0.2435854 -0.7850289 -0.6001570 0.4743033 0.4814103
#> [13] 0.3951336 0.6504717 0.4107421 0.2493300 0.6978527 0.7236344
#> [19] 0.2067716 0.5925238
#>
#> $W
#> [1] 0.4489346 0.6131883 0.3659146 0.5118838 0.3911970 0.5957644 0.4568442
#> [8] 0.3333918 0.6321783 0.5584483 0.4948931 0.4988440 0.4473797 0.5805322
#> [15] 0.4572900 0.3384227 0.5998659 0.6098402 0.2994536 0.5549471
#>
#> $L
#> 1 2 3 4 5 6 7
#> 1 1.203717 0.4108606 0.2893059 0.3725906 0.3312471 0.25578645 0.3707490
#> 2 0.000000 1.2018244 0.1767333 0.3129590 0.2442194 0.24797160 0.2904289
#> 3 0.000000 0.0000000 1.1184731 0.1109792 0.1310108 0.02123966 0.1437554
#> 4 0.000000 0.0000000 0.0000000 1.1237439 0.1937552 0.24067443 0.2035755
#> 5 0.000000 0.0000000 0.0000000 0.0000000 1.0803353 0.14193988 0.1509625
#> 6 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 1.17912068 0.1043971
#> 7 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 1.0673535
#> 8 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 9 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 10 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 11 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 12 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 13 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 14 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 15 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 16 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 17 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 18 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 19 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 20 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 8 9 10 11 12 13
#> 1 0.29956288 0.41201665 0.37628130 0.31067713 0.30866602 0.168846286
#> 2 0.18881377 0.37599188 0.33170854 0.32621891 0.31923074 0.211148152
#> 3 0.19272703 0.13369757 0.09640339 0.06796441 0.08465595 -0.006141222
#> 4 0.12043941 0.21163864 0.24655287 0.17075084 0.14656551 0.159832545
#> 5 0.11742667 0.12500992 0.15839146 0.07927041 0.06652072 0.064122589
#> 6 0.01671497 0.10030903 0.18864489 0.10287320 0.06206298 0.243044210
#> 7 0.10246448 0.13587556 0.13095839 0.09766119 0.09491274 0.045396914
#> 8 1.06385456 0.06842557 0.05569344 0.02463259 0.03273974 -0.018504286
#> 9 0.00000000 1.09979596 0.13022440 0.18474230 0.19195262 0.092424393
#> 10 0.00000000 0.00000000 1.06717535 0.09945297 0.08272861 0.100335378
#> 11 0.00000000 0.00000000 0.00000000 1.08956285 0.17601345 0.110847250
#> 12 0.00000000 0.00000000 0.00000000 0.00000000 1.08627127 0.063097521
#> 13 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 1.117246416
#> 14 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 15 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 16 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 17 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 18 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 19 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 20 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 14 15 16 17 18 19
#> 1 0.36462662 0.270758697 0.1648686119 0.38616410 0.38510898 0.107771576
#> 2 0.35973046 0.300752014 0.2070975400 0.36807071 0.36942704 0.157150627
#> 3 0.08202151 0.035549461 0.0257571660 0.11150692 0.09410386 -0.007430567
#> 4 0.21942209 0.177559943 0.0766714076 0.20415218 0.22925863 0.085498124
#> 5 0.11737472 0.078383597 0.0188032037 0.11260192 0.12819487 0.021341043
#> 6 0.15183488 0.151874496 0.0371254772 0.10637482 0.15320450 0.112251351
#> 7 0.11978785 0.084406636 0.0451992321 0.12592823 0.12790118 0.026433737
#> 8 0.03652556 0.006156938 0.0004296093 0.05324286 0.04513852 -0.016184415
#> 9 0.17982113 0.161198128 0.1445279727 0.19281406 0.17982964 0.094013319
#> 10 0.12379126 0.108192103 0.0492940220 0.11088225 0.12690224 0.059994560
#> 11 0.15188875 0.160820351 0.1647212610 0.15625023 0.14514272 0.128542860
#> 12 0.12159678 0.124231689 0.1559814250 0.13747005 0.11628917 0.092865815
#> 13 0.09301164 0.130091385 0.0625964180 0.05856754 0.08459741 0.162834973
#> 14 1.05670197 0.106388919 0.0786183604 0.10704406 0.10900912 0.069695893
#> 15 0.00000000 1.056946051 0.0924798459 0.08540892 0.08945860 0.102924890
#> 16 0.00000000 0.000000000 1.0791670417 0.07157083 0.05285482 0.093549420
#> 17 0.00000000 0.000000000 0.0000000000 1.04803519 0.08554358 0.032752303
#> 18 0.00000000 0.000000000 0.0000000000 0.00000000 1.04170618 0.036958173
#> 19 0.00000000 0.000000000 0.0000000000 0.00000000 0.00000000 1.072855726
#> 20 0.00000000 0.000000000 0.0000000000 0.00000000 0.00000000 0.000000000
#> 20
#> 1 0.301325519
#> 2 0.316831705
#> 3 0.034557136
#> 4 0.228497670
#> 5 0.115935643
#> 6 0.237878554
#> 7 0.097130665
#> 8 0.007844512
#> 9 0.140548949
#> 10 0.134310102
#> 11 0.129448777
#> 12 0.084179828
#> 13 0.160064806
#> 14 0.103375315
#> 15 0.102104945
#> 16 0.036232368
#> 17 0.060012246
#> 18 0.075502436
#> 19 0.067344392
#> 20 1.052292730
#>
#> $K
#> 1 2 3 4 5 6 7
#> 1 1.0000000 0.9426064 0.8592118 0.9355760 0.9514528 0.5953510 0.9854369
#> 2 0.9426064 1.0000000 0.6993445 0.9445848 0.8771522 0.6669455 0.9472790
#> 3 0.8592118 0.6993445 1.0000000 0.6636735 0.7546703 0.3032347 0.7811362
#> 4 0.9355760 0.9445848 0.6636735 1.0000000 0.9656547 0.8071258 0.9796703
#> 5 0.9514528 0.8771522 0.7546703 0.9656547 1.0000000 0.7209425 0.9819210
#> 6 0.5953510 0.6669455 0.3032347 0.8071258 0.7209425 1.0000000 0.6966136
#> 7 0.9854369 0.9472790 0.7811362 0.9796703 0.9819210 0.6966136 1.0000000
#> 8 0.9320589 0.7740930 0.9608334 0.7926193 0.8882618 0.4328329 0.8890369
#> 9 0.9309531 0.9976658 0.6969098 0.9208746 0.8483396 0.6329131 0.9278410
#> 10 0.9045946 0.9454457 0.6090304 0.9945979 0.9353186 0.8405023 0.9568013
#> 11 0.7933895 0.9434144 0.5253282 0.8290433 0.7050135 0.6177823 0.8021295
#> 12 0.7851259 0.9229915 0.5626880 0.7698249 0.6600069 0.5095932 0.7687444
#> 13 0.4535093 0.6169491 0.1959861 0.6434501 0.4946478 0.8320568 0.5288494
#> 14 0.8597419 0.9757083 0.5658626 0.9247623 0.8156467 0.7357821 0.8884620
#> 15 0.7193155 0.8926648 0.4186345 0.8236213 0.6782731 0.7232953 0.7586804
#> 16 0.5091445 0.6950713 0.3214183 0.5171851 0.3950296 0.3540360 0.4973065
#> 17 0.8957311 0.9909734 0.6435054 0.9038684 0.8125495 0.6406042 0.8981437
#> 18 0.8859485 0.9847928 0.5968772 0.9435418 0.8456204 0.7401456 0.9134288
#> 19 0.3538118 0.5440857 0.1529870 0.4714733 0.3293528 0.5264039 0.3922704
#> 20 0.7266796 0.8649805 0.4034863 0.8856500 0.7538400 0.8840291 0.7968549
#> 8 9 10 11 12 13 14
#> 1 0.9320589 0.9309531 0.9045946 0.7933895 0.7851259 0.4535093 0.8597419
#> 2 0.7740930 0.9976658 0.9454457 0.9434144 0.9229915 0.6169491 0.9757083
#> 3 0.9608334 0.6969098 0.6090304 0.5253282 0.5626880 0.1959861 0.5658626
#> 4 0.7926193 0.9208746 0.9945979 0.8290433 0.7698249 0.6434501 0.9247623
#> 5 0.8882618 0.8483396 0.9353186 0.7050135 0.6600069 0.4946478 0.8156467
#> 6 0.4328329 0.6329131 0.8405023 0.6177823 0.5095932 0.8320568 0.7357821
#> 7 0.8890369 0.9278410 0.9568013 0.8021295 0.7687444 0.5288494 0.8884620
#> 8 1.0000000 0.7596506 0.7370911 0.5799351 0.5887813 0.2720647 0.6519982
#> 9 0.7596506 1.0000000 0.9229187 0.9551387 0.9443694 0.6034255 0.9728173
#> 10 0.7370911 0.9229187 1.0000000 0.8561319 0.7883854 0.7050677 0.9466625
#> 11 0.5799351 0.9551387 0.8561319 1.0000000 0.9821890 0.7015457 0.9742817
#> 12 0.5887813 0.9443694 0.7883854 0.9821890 1.0000000 0.5918016 0.9288736
#> 13 0.2720647 0.6034255 0.7050677 0.7015457 0.5918016 1.0000000 0.7431862
#> 14 0.6519982 0.9728173 0.9466625 0.9742817 0.9288736 0.7431862 1.0000000
#> 15 0.4944810 0.8949305 0.8662661 0.9689739 0.9099762 0.8396963 0.9661961
#> 16 0.3292866 0.7278559 0.5508479 0.8660637 0.8969343 0.5455463 0.7485733
#> 17 0.7061716 0.9957109 0.9144668 0.9779689 0.9631327 0.6428921 0.9844760
#> 18 0.6866314 0.9797106 0.9602178 0.9633081 0.9190518 0.7214111 0.9981544
#> 19 0.1920919 0.5525217 0.5292452 0.7212466 0.6525576 0.8523714 0.6716605
#> 20 0.5118324 0.8490900 0.9272173 0.8816585 0.7884372 0.9002310 0.9414938
#> 15 16 17 18 19 20
#> 1 0.7193155 0.5091445 0.8957311 0.8859485 0.3538118 0.7266796
#> 2 0.8926648 0.6950713 0.9909734 0.9847928 0.5440857 0.8649805
#> 3 0.4186345 0.3214183 0.6435054 0.5968772 0.1529870 0.4034863
#> 4 0.8236213 0.5171851 0.9038684 0.9435418 0.4714733 0.8856500
#> 5 0.6782731 0.3950296 0.8125495 0.8456204 0.3293528 0.7538400
#> 6 0.7232953 0.3540360 0.6406042 0.7401456 0.5264039 0.8840291
#> 7 0.7586804 0.4973065 0.8981437 0.9134288 0.3922704 0.7968549
#> 8 0.4944810 0.3292866 0.7061716 0.6866314 0.1920919 0.5118324
#> 9 0.8949305 0.7278559 0.9957109 0.9797106 0.5525217 0.8490900
#> 10 0.8662661 0.5508479 0.9144668 0.9602178 0.5292452 0.9272173
#> 11 0.9689739 0.8660637 0.9779689 0.9633081 0.7212466 0.8816585
#> 12 0.9099762 0.8969343 0.9631327 0.9190518 0.6525576 0.7884372
#> 13 0.8396963 0.5455463 0.6428921 0.7214111 0.8523714 0.9002310
#> 14 0.9661961 0.7485733 0.9844760 0.9981544 0.6716605 0.9414938
#> 15 1.0000000 0.8163278 0.9278717 0.9496241 0.8200294 0.9535150
#> 16 0.8163278 1.0000000 0.7722081 0.7206132 0.7563686 0.6396106
#> 17 0.9278717 0.7722081 1.0000000 0.9859565 0.6071690 0.8716706
#> 18 0.9496241 0.7206132 0.9859565 1.0000000 0.6361397 0.9339996
#> 19 0.8200294 0.7563686 0.6071690 0.6361397 1.0000000 0.7434359
#> 20 0.9535150 0.6396106 0.8716706 0.9339996 0.7434359 1.0000000
#>
#> $e
#> NULL
#>
#> $obsx
#> tmin awc
#> 1 4.8400 0.10841342
#> 2 2.9333 0.09496477
#> 3 6.4533 0.16000000
#> 4 4.3933 0.07000000
#> 5 5.8667 0.08000000
#> 6 3.9733 0.00000000
#> 7 4.8733 0.09000000
#> 8 6.7267 0.13000000
#> 9 2.6367 0.10000000
#> 10 3.8933 0.06338768
#> 11 0.9200 0.09000000
#> 12 0.7000 0.11000000
#> 13 0.3633 0.00000000
#> 14 2.0700 0.07691772
#> 15 0.7033 0.06328152
#> 16 -2.0767 0.10989381
#> 17 2.1333 0.09590927
#> 18 2.4200 0.07857747
#> 19 -2.5633 0.03000000
#> 20 1.9900 0.03959815
#>
#> $obsy
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $mnll
#> [1] 11.29885
#>
#> $wt
#> [1] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#>
#> $l_grads
#> [1] -0.29800959 0.05613949
#>
#> $mnfun
#> function(x) rep(exp.prev, nrow(x))
#> <bytecode: 0x0000027cbca88008>
#> <environment: 0x0000027caa714d28>
#>
#> $facs
#> named integer(0)
#>
#> $hessian
#> [1] FALSE
#>
#> $scaling
#> tmin awc
#> [1,] 2.662490 0.07954719
#> [2,] 2.554772 0.03985052
#>
#> $peak
#> tmin awc
#> 19 -2.5633 0.03
#>
#> attr(,"class")
#> [1] "graf"
#>
#> $`0.962037037037037`
#> $y
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $x
#> tmin depth
#> [1,] 0.85233055 -0.78441082
#> [2,] 0.10600163 -0.70621177
#> [3,] 1.48381543 1.00993588
#> [4,] 0.67748124 -0.10464632
#> [5,] 1.25420596 -0.82677000
#> [6,] 0.51308297 -1.78436879
#> [7,] 0.86536495 -0.57559655
#> [8,] 1.59083079 -0.07324964
#> [9,] -0.01009488 -0.51280318
#> [10,] 0.48176905 -0.77684879
#> [11,] -0.68205307 -0.12739018
#> [12,] -0.76816644 0.20932049
#> [13,] -0.89995902 -1.78436879
#> [14,] -0.23191506 0.96455043
#> [15,] -0.76687473 1.37099772
#> [16,] -1.85503449 1.37099772
#> [17,] -0.20713785 1.37099772
#> [18,] -0.09491648 0.28349525
#> [19,] -2.04550156 1.37099772
#> [20,] -0.26322898 0.10537192
#>
#> $MAP
#> [,1]
#> 1 -0.8587834
#> 2 -0.2822360
#> 3 -0.6437745
#> 4 -0.5347826
#> 5 -1.0964204
#> 6 -0.8098510
#> 7 -0.8135659
#> 8 -1.0632501
#> 9 -0.1252085
#> 10 -0.5970228
#> 11 0.5375473
#> 12 0.7099980
#> 13 0.1573432
#> 14 0.5560202
#> 15 1.0031431
#> 16 1.3654090
#> 17 0.6458280
#> 18 0.2248610
#> 19 1.3756164
#> 20 0.2980282
#>
#> $ls
#> [1] 5.430074 8.065330
#>
#> $a
#> [1] -0.3428390 -0.6273171 -0.4381279 -0.4914528 -0.2532681 -0.3633480
#> [7] -0.3617664 -0.2647690 -0.7199207 -0.4605962 0.4900595 0.4073597
#> [13] 0.7004897 0.4808036 0.2864375 0.1718529 0.4371552 0.6604614
#> [19] 0.1691708 0.6183376
#>
#> $W
#> [1] 0.4119631 0.5705783 0.4740117 0.5043463 0.3418330 0.4262795 0.4251958
#> [8] 0.3516183 0.6084261 0.4871353 0.5035885 0.4551665 0.6009031 0.4985087
#> [15] 0.3693842 0.2641829 0.4734317 0.5847214 0.2613329 0.5666235
#>
#> $L
#> 1 2 3 4 5 6 7
#> 1 1.188261 0.387468 0.2936162 0.3717222 0.3111126 0.32797524 0.3512620
#> 2 0.000000 1.191825 0.2097760 0.3062284 0.2267542 0.27257419 0.2772932
#> 3 0.000000 0.000000 1.1592218 0.2182598 0.1605149 0.08671583 0.1807717
#> 4 0.000000 0.000000 0.0000000 1.1066868 0.1533946 0.14817869 0.1810222
#> 5 0.000000 0.000000 0.0000000 0.0000000 1.0697334 0.13307387 0.1360715
#> 6 0.000000 0.000000 0.0000000 0.0000000 0.0000000 1.09417999 0.1216025
#> 7 0.000000 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 1.0612112
#> 8 0.000000 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 9 0.000000 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 10 0.000000 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 11 0.000000 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 12 0.000000 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 13 0.000000 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 14 0.000000 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 15 0.000000 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 16 0.000000 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 17 0.000000 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 18 0.000000 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 19 0.000000 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 20 0.000000 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.0000000
#> 8 9 10 11 12 13
#> 1 0.29520717 0.39164423 0.37226268 0.30045813 0.26915477 0.296625984
#> 2 0.20327255 0.36528421 0.31548037 0.31835270 0.29085543 0.320034712
#> 3 0.21557015 0.16140345 0.15867851 0.11883854 0.12059996 0.035093851
#> 4 0.15444410 0.20984254 0.19034892 0.17165651 0.16030170 0.136991428
#> 5 0.12619698 0.12008693 0.13477389 0.06911332 0.05571710 0.082064394
#> 6 0.07269122 0.14636268 0.14611480 0.10271600 0.07933195 0.184918823
#> 7 0.10332739 0.12597850 0.12285131 0.09264111 0.08287726 0.083671258
#> 8 1.05874528 0.06145644 0.07596646 0.02848798 0.02623253 0.002587143
#> 9 0.00000000 1.09363291 0.13333412 0.18306216 0.17202293 0.176854147
#> 10 0.00000000 0.00000000 1.05330976 0.09478788 0.08365043 0.105352999
#> 11 0.00000000 0.00000000 0.00000000 1.09597387 0.18242253 0.153681802
#> 12 0.00000000 0.00000000 0.00000000 0.00000000 1.08215632 0.106712890
#> 13 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 1.124800523
#> 14 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 15 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 16 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 17 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 18 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 19 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 20 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 14 15 16 17 18 19
#> 1 0.28313064 0.19334347 0.105991490 0.251291453 0.35432832 0.0955481883
#> 2 0.28039562 0.21196158 0.140502447 0.249041002 0.33920076 0.1308422347
#> 3 0.19728019 0.13725859 0.056212578 0.202816270 0.19827154 0.0477745518
#> 4 0.17953937 0.13054457 0.074090698 0.165644939 0.20817413 0.0670902198
#> 5 0.06095362 0.02855901 0.005827897 0.048930374 0.09288608 0.0036801929
#> 6 0.04850310 0.02545116 0.016747564 0.029326943 0.09240725 0.0155011222
#> 7 0.09062083 0.05942144 0.029645140 0.079988153 0.11460696 0.0261773211
#> 8 0.05383219 0.02673393 0.001241874 0.052451173 0.06381914 -0.0008777429
#> 9 0.15260231 0.12977730 0.101277730 0.136084098 0.17527292 0.0965197909
#> 10 0.07539745 0.05353490 0.033919428 0.063320219 0.09915201 0.0312244178
#> 11 0.15870568 0.15605479 0.143211356 0.148331348 0.16117090 0.1401008566
#> 12 0.14764181 0.14919610 0.136290743 0.143093666 0.14027651 0.1333615312
#> 13 0.02382574 0.02245546 0.039997394 0.005475796 0.05654473 0.0416731680
#> 14 1.08391269 0.15502898 0.112827691 0.170941291 0.13464257 0.1064637051
#> 15 0.00000000 1.07453482 0.124738812 0.144236697 0.10209708 0.1212814302
#> 16 0.00000000 0.00000000 1.069103177 0.086735581 0.05962519 0.1372858709
#> 17 0.00000000 0.00000000 0.000000000 1.069907562 0.09633309 0.0699057687
#> 18 0.00000000 0.00000000 0.000000000 0.000000000 1.04704479 0.0422291613
#> 19 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000 1.0613001109
#> 20 0.00000000 0.00000000 0.000000000 0.000000000 0.00000000 0.0000000000
#> 20
#> 1 0.34520962
#> 2 0.34005017
#> 3 0.17186762
#> 4 0.20008720
#> 5 0.08839859
#> 6 0.10087801
#> 7 0.11026477
#> 8 0.05264905
#> 9 0.18140018
#> 10 0.10078295
#> 11 0.16985933
#> 12 0.14511700
#> 13 0.07669505
#> 14 0.12560049
#> 15 0.09754101
#> 16 0.06335501
#> 17 0.08604083
#> 18 0.08906832
#> 19 0.04292036
#> 20 1.04114695
#>
#> $K
#> 1 2 3 4 5 6 7
#> 1 1.0000000 0.9496439 0.7895288 0.9690286 0.9851292 0.9299859 0.9972849
#> 2 0.9496439 1.0000000 0.6995044 0.9488481 0.8848859 0.9163820 0.9472864
#> 3 0.7895288 0.6995044 1.0000000 0.8720728 0.8073567 0.5650594 0.8260784
#> 4 0.9690286 0.9488481 0.8720728 1.0000000 0.9389865 0.8374431 0.9831434
#> 5 0.9851292 0.8848859 0.8073567 0.9389865 1.0000000 0.8981448 0.9823248
#> 6 0.9299859 0.9163820 0.5650594 0.8374431 0.8981448 1.0000000 0.9030221
#> 7 0.9972849 0.9472864 0.8260784 0.9831434 0.9823248 0.9030221 1.0000000
#> 8 0.9216663 0.7962460 0.9288656 0.9260058 0.9553918 0.7494111 0.9379057
#> 9 0.9295449 0.9964462 0.7052184 0.9475653 0.8578753 0.8821087 0.9316322
#> 10 0.9874321 0.9867771 0.7479806 0.9689530 0.9463955 0.9389248 0.9840682
#> 11 0.7838421 0.9250066 0.5992152 0.8434740 0.6869187 0.7395371 0.7922018
#> 12 0.7385833 0.8848584 0.6024730 0.8199202 0.6420079 0.6719504 0.7528404
#> 13 0.7084178 0.8476871 0.3652081 0.6676194 0.6162285 0.8320568 0.6855489
#> 14 0.7423916 0.8322965 0.7624748 0.8632765 0.6687864 0.5947789 0.7726581
#> 15 0.5889425 0.7134468 0.6221826 0.7210214 0.5088685 0.4639010 0.6186423
#> 16 0.3817695 0.5370853 0.3553757 0.4840539 0.3043397 0.3218685 0.3999757
#> 17 0.6761321 0.7584188 0.7623362 0.8129790 0.6089130 0.5142766 0.7111838
#> 18 0.8578550 0.9375912 0.7693462 0.9377478 0.7834749 0.7414648 0.8775123
#> 19 0.3460254 0.4997113 0.3150466 0.4414322 0.2719840 0.2952250 0.3623612
#> 20 0.8490204 0.9480134 0.7176537 0.9192298 0.7665239 0.7581455 0.8641302
#> 8 9 10 11 12 13 14
#> 1 0.9216663 0.9295449 0.9874321 0.7838421 0.7385833 0.7084178 0.7423916
#> 2 0.7962460 0.9964462 0.9867771 0.9250066 0.8848584 0.8476871 0.8322965
#> 3 0.9288656 0.7052184 0.7479806 0.5992152 0.6024730 0.3652081 0.7624748
#> 4 0.9260058 0.9475653 0.9689530 0.8434740 0.8199202 0.6676194 0.8632765
#> 5 0.9553918 0.8578753 0.9463955 0.6869187 0.6420079 0.6162285 0.6687864
#> 6 0.7494111 0.8821087 0.9389248 0.7395371 0.6719504 0.8320568 0.5947789
#> 7 0.9379057 0.9316322 0.9840682 0.7922018 0.7528404 0.6855489 0.7726581
#> 8 1.0000000 0.7803797 0.8659311 0.6213468 0.5960911 0.4710555 0.6888752
#> 9 0.7803797 1.0000000 0.9737516 0.9504827 0.9182890 0.8410110 0.8695003
#> 10 0.8659311 0.9737516 1.0000000 0.8599602 0.8153396 0.7876308 0.7906542
#> 11 0.6213468 0.9504827 0.8599602 1.0000000 0.9923184 0.8398089 0.9115810
#> 12 0.5960911 0.9182890 0.8153396 0.9923184 1.0000000 0.7803507 0.9400347
#> 13 0.4710555 0.8410110 0.7876308 0.8398089 0.7803507 1.0000000 0.6007641
#> 14 0.6888752 0.8695003 0.7906542 0.9115810 0.9400347 0.6007641 1.0000000
#> 15 0.5266809 0.7612960 0.6507987 0.8694897 0.9197436 0.5385572 0.9640685
#> 16 0.2944448 0.5865960 0.4543862 0.7665330 0.8249501 0.4959784 0.7766022
#> 17 0.6524798 0.7996568 0.7191447 0.8521827 0.8934700 0.5161133 0.9897550
#> 18 0.7637178 0.9608162 0.9045443 0.9586696 0.9587953 0.7226969 0.9699768
#> 19 0.2600523 0.5480038 0.4172312 0.7331816 0.7914440 0.4780385 0.7311764
#> 20 0.7272350 0.9708430 0.9054195 0.9806783 0.9761425 0.7720403 0.9551821
#> 15 16 17 18 19 20
#> 1 0.5889425 0.3817695 0.6761321 0.8578550 0.3460254 0.8490204
#> 2 0.7134468 0.5370853 0.7584188 0.9375912 0.4997113 0.9480134
#> 3 0.6221826 0.3553757 0.7623362 0.7693462 0.3150466 0.7176537
#> 4 0.7210214 0.4840539 0.8129790 0.9377478 0.4414322 0.9192298
#> 5 0.5088685 0.3043397 0.6089130 0.7834749 0.2719840 0.7665239
#> 6 0.4639010 0.3218685 0.5142766 0.7414648 0.2952250 0.7581455
#> 7 0.6186423 0.3999757 0.7111838 0.8775123 0.3623612 0.8641302
#> 8 0.5266809 0.2944448 0.6524798 0.7637178 0.2600523 0.7272350
#> 9 0.7612960 0.5865960 0.7996568 0.9608162 0.5480038 0.9708430
#> 10 0.6507987 0.4543862 0.7191447 0.9045443 0.4172312 0.9054195
#> 11 0.8694897 0.7665330 0.8521827 0.9586696 0.7331816 0.9806783
#> 12 0.9197436 0.8249501 0.8934700 0.9587953 0.7914440 0.9761425
#> 13 0.5385572 0.4959784 0.5161133 0.7226969 0.4780385 0.7720403
#> 14 0.9640685 0.7766022 0.9897550 0.9699768 0.7311764 0.9551821
#> 15 1.0000000 0.8967027 0.9715631 0.8914604 0.8602433 0.8845653
#> 16 0.8967027 1.0000000 0.7787630 0.6986662 0.9966651 0.7170441
#> 17 0.9715631 0.7787630 1.0000000 0.9282286 0.7325739 0.9052068
#> 18 0.8914604 0.6986662 0.9282286 1.0000000 0.6546457 0.9954350
#> 19 0.8602433 0.9966651 0.7325739 0.6546457 1.0000000 0.6758439
#> 20 0.8845653 0.7170441 0.9052068 0.9954350 0.6758439 1.0000000
#>
#> $e
#> NULL
#>
#> $obsx
#> tmin depth
#> 1 4.8400 63.69832
#> 2 2.9333 68.67968
#> 3 6.4533 178.00000
#> 4 4.3933 107.00000
#> 5 5.8667 61.00000
#> 6 3.9733 0.00000
#> 7 4.8733 77.00000
#> 8 6.7267 109.00000
#> 9 2.6367 81.00000
#> 10 3.8933 64.18003
#> 11 0.9200 105.55119
#> 12 0.7000 127.00000
#> 13 0.3633 0.00000
#> 14 2.0700 175.10890
#> 15 0.7033 201.00000
#> 16 -2.0767 201.00000
#> 17 2.1333 201.00000
#> 18 2.4200 131.72501
#> 19 -2.5633 201.00000
#> 20 1.9900 120.37837
#>
#> $obsy
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $mnll
#> [1] 10.40158
#>
#> $wt
#> [1] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#>
#> $l_grads
#> [1] -0.2622444 -0.0156364
#>
#> $mnfun
#> function(x) rep(exp.prev, nrow(x))
#> <bytecode: 0x0000027cbca88008>
#> <environment: 0x0000027cadba2698>
#>
#> $facs
#> named integer(0)
#>
#> $hessian
#> [1] FALSE
#>
#> $scaling
#> tmin depth
#> [1,] 2.662490 113.6661
#> [2,] 2.554772 63.7010
#>
#> $peak
#> tmin depth
#> 19 -2.5633 201
#>
#> attr(,"class")
#> [1] "graf"
#>
#> $`0.110185185185185`
#> $y
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $x
#> ppt_djf ppt_jja
#> [1,] 2.5546638 3.30466036
#> [2,] -1.1824907 -0.10210383
#> [3,] 0.6483255 -0.04392961
#> [4,] 0.6380688 0.30064388
#> [5,] 0.3505344 -0.56031452
#> [6,] -0.8730923 -0.63388728
#> [7,] -1.0831494 -0.85351271
#> [8,] 1.1977283 0.92269356
#> [9,] -0.4901966 -0.08440884
#> [10,] 0.6401879 1.04248191
#> [11,] 0.5132647 0.12181131
#> [12,] -0.6603446 -0.55495242
#> [13,] -0.9152962 -0.87689370
#> [14,] 0.2941664 -0.49830586
#> [15,] -0.6558891 -0.15150644
#> [16,] -0.6395758 -0.26970634
#> [17,] -0.8046220 -0.08923476
#> [18,] -0.5101619 -0.83485647
#> [19,] 1.5510219 1.03443867
#> [20,] -0.5731429 -1.17311691
#>
#> $MAP
#> [,1]
#> 1 -0.55003007
#> 2 0.11345022
#> 3 -0.03898740
#> 4 -0.13137551
#> 5 0.12374623
#> 6 0.22371663
#> 7 0.26986272
#> 8 -0.33142237
#> 9 0.07355145
#> 10 -0.32052146
#> 11 -0.07098616
#> 12 0.19865600
#> 13 0.27256082
#> 14 0.11406291
#> 15 0.10155811
#> 16 0.13007880
#> 17 0.09441606
#> 18 0.25150138
#> 19 -0.37082067
#> 20 0.31472414
#>
#> $ls
#> [1] 6.270132 4.991038
#>
#> $a
#> [1] -0.4837947 -0.8714843 -0.7732312 -0.7161730 -0.8782968 -0.9455487
#> [7] -0.9772478 -0.5995565 -0.8452910 -0.6056562 0.8436182 0.6758673
#> [13] 0.6328492 0.7267164 0.7343750 0.7169603 0.7387652 0.6449710
#> [19] 1.0479748 0.6089124
#>
#> $W
#> [1] 0.5001590 0.6606148 0.6280328 0.6069913 0.6627194 0.6825274 0.6912905
#> [8] 0.5581744 0.6523444 0.5609452 0.6518064 0.5910618 0.5729881 0.6110081
#> [15] 0.6138883 0.6072934 0.6155254 0.5781987 0.7096404 0.5624138
#>
#> $L
#> 1 2 3 4 5 6 7
#> 1 1.22481 0.04817577 0.1113700 0.1359082 0.07144735 0.03951319 0.0295628
#> 2 0.00000 1.28774760 0.3785743 0.3663583 0.41446783 0.50154100 0.4944206
#> 3 0.00000 0.00000000 1.2133882 0.3760437 0.37815359 0.27315064 0.2434145
#> 4 0.00000 0.00000000 0.0000000 1.1458154 0.24543776 0.17430393 0.1491405
#> 5 0.00000 0.00000000 0.0000000 0.0000000 1.13251547 0.21171100 0.2065442
#> 6 0.00000 0.00000000 0.0000000 0.0000000 0.00000000 1.13119762 0.2615194
#> 7 0.00000 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 1.1195617
#> 8 0.00000 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000
#> 9 0.00000 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000
#> 10 0.00000 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000
#> 11 0.00000 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000
#> 12 0.00000 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000
#> 13 0.00000 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000
#> 14 0.00000 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000
#> 15 0.00000 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000
#> 16 0.00000 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000
#> 17 0.00000 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000
#> 18 0.00000 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000
#> 19 0.00000 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000
#> 20 0.00000 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.0000000
#> 8 9 10 11 12 13
#> 1 0.210985368 0.0704575 0.19335909 0.12119065 0.04377463 0.029028370
#> 2 0.262272915 0.4880122 0.31085815 0.39858586 0.46351526 0.446242168
#> 3 0.332588052 0.3169025 0.31987386 0.38959674 0.27807837 0.237603392
#> 4 0.258592278 0.2204572 0.25463423 0.27684054 0.18001970 0.145434807
#> 5 0.130486616 0.1998104 0.12547897 0.20913599 0.20512465 0.198069999
#> 6 0.035841455 0.1989284 0.05934130 0.12088898 0.21879722 0.233775513
#> 7 0.006537484 0.1507034 0.02332333 0.07720012 0.17861970 0.200842909
#> 8 1.117601711 0.0848998 0.20746483 0.16239851 0.04012668 0.009878882
#> 9 0.000000000 1.0727439 0.09342584 0.11223372 0.12490723 0.113281711
#> 10 0.000000000 0.0000000 1.09003965 0.12190953 0.03617258 0.008972271
#> 11 0.000000000 0.0000000 0.00000000 1.06380393 0.07038276 0.051835329
#> 12 0.000000000 0.0000000 0.00000000 0.00000000 1.05793998 0.119505525
#> 13 0.000000000 0.0000000 0.00000000 0.00000000 0.00000000 1.063582057
#> 14 0.000000000 0.0000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 15 0.000000000 0.0000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 16 0.000000000 0.0000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 17 0.000000000 0.0000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 18 0.000000000 0.0000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 19 0.000000000 0.0000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 20 0.000000000 0.0000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 14 15 16 17 18 19
#> 1 0.07052061 0.06009735 0.05545917 0.05809673 0.03729874 0.267846876
#> 2 0.40551347 0.48134261 0.47701015 0.48739593 0.43730407 0.247427463
#> 3 0.36210310 0.29060364 0.28972204 0.27552851 0.27925430 0.357096222
#> 4 0.23703256 0.20030717 0.19610917 0.19189141 0.17313897 0.279736516
#> 5 0.23638914 0.19048299 0.19637192 0.18025449 0.21819663 0.131078474
#> 6 0.16070374 0.20474013 0.20883380 0.20803855 0.21718161 0.018442003
#> 7 0.12034321 0.15884724 0.16435647 0.16204526 0.18121939 -0.008015415
#> 8 0.09540220 0.06790222 0.06057519 0.06340004 0.02928292 0.261393217
#> 9 0.10773821 0.13728842 0.13396106 0.13975109 0.11292829 0.060803170
#> 10 0.06366750 0.06702764 0.05823947 0.06687395 0.02049546 0.182660525
#> 11 0.10766440 0.07871711 0.07733985 0.07309565 0.06944625 0.118407626
#> 12 0.08689991 0.10391205 0.10661911 0.10454643 0.11368697 0.001777022
#> 13 0.07266131 0.08845829 0.09351576 0.08909847 0.11226732 -0.016524645
#> 14 1.05305136 0.06118932 0.06501400 0.05354085 0.08160269 0.053329370
#> 15 0.00000000 1.04597472 0.08719630 0.09403995 0.06991815 0.015924373
#> 16 0.00000000 0.00000000 1.04027098 0.08282806 0.06934600 0.010433550
#> 17 0.00000000 0.00000000 0.00000000 1.04356243 0.05591480 0.009465429
#> 18 0.00000000 0.00000000 0.00000000 0.00000000 1.04217551 -0.007091496
#> 19 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 1.109184698
#> 20 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 20
#> 1 0.0266291370
#> 2 0.4086475139
#> 3 0.2527726303
#> 4 0.1481481477
#> 5 0.2172820063
#> 6 0.2215378319
#> 7 0.1922577883
#> 8 0.0074039365
#> 9 0.0992283258
#> 10 -0.0009328895
#> 11 0.0573128709
#> 12 0.1162207641
#> 13 0.1232992198
#> 14 0.0821936644
#> 15 0.0608623915
#> 16 0.0638631961
#> 17 0.0465681847
#> 18 0.0929216669
#> 19 -0.0171043351
#> 20 1.0526564761
#>
#> $K
#> 1 2 3 4 5 6 7
#> 1 1.00000000 0.1026524 0.2433838 0.3021127 0.1519973 0.08283172 0.06157861
#> 2 0.10265240 1.0000000 0.7651916 0.7553657 0.8118473 0.96467527 0.94426363
#> 3 0.24338382 0.7651916 1.0000000 0.9881678 0.9667795 0.80296039 0.73732205
#> 4 0.30211265 0.7553657 0.9881678 1.0000000 0.9223312 0.76368971 0.69094620
#> 5 0.15199730 0.8118473 0.9667795 0.9223312 1.0000000 0.88697485 0.84154153
#> 6 0.08283172 0.9646753 0.8029604 0.7636897 0.8869749 1.00000000 0.99168399
#> 7 0.06157861 0.9442636 0.7373221 0.6909462 0.8415415 0.99168399 1.00000000
#> 8 0.48908236 0.5729312 0.8889860 0.9382479 0.7576294 0.55727759 0.48146905
#> 9 0.15107875 0.9624723 0.9016492 0.8901504 0.9239900 0.95892929 0.91640633
#> 10 0.44711474 0.6728976 0.8884773 0.9463607 0.7679372 0.62867608 0.55048612
#> 11 0.25997071 0.7910999 0.9958023 0.9955639 0.9524432 0.81019870 0.74191179
#> 12 0.09860993 0.9585966 0.8498199 0.8123914 0.9217415 0.99577546 0.97708168
#> 13 0.06641474 0.9362893 0.7676107 0.7179724 0.8712600 0.99396046 0.99770114
#> 14 0.15624538 0.8272842 0.9697811 0.9292497 0.9993616 0.89539441 0.84881631
#> 15 0.13283890 0.9778901 0.8721442 0.8572748 0.9070903 0.97329022 0.93807349
#> 16 0.12325050 0.9740244 0.8716426 0.8497959 0.9170126 0.98251960 0.95138710
#> 17 0.12824584 0.9886621 0.8448908 0.8342670 0.8792908 0.97035649 0.93734559
#> 18 0.08495133 0.9140820 0.8439251 0.7911215 0.9355465 0.98555558 0.97412494
#> 19 0.55065811 0.4842021 0.8340381 0.8865598 0.6909389 0.47358310 0.40236228
#> 20 0.06149556 0.8654360 0.7813665 0.7156436 0.8997347 0.96434754 0.96950005
#> 8 9 10 11 12 13 14
#> 1 0.4890824 0.1510788 0.4471147 0.2599707 0.09860993 0.06641474 0.1562454
#> 2 0.5729312 0.9624723 0.6728976 0.7910999 0.95859664 0.93628925 0.8272842
#> 3 0.8889860 0.9016492 0.8884773 0.9958023 0.84981993 0.76761074 0.9697811
#> 4 0.9382479 0.8901504 0.9463607 0.9955639 0.81239135 0.71797244 0.9292497
#> 5 0.7576294 0.9239900 0.7679372 0.9524432 0.92174147 0.87126001 0.9993616
#> 6 0.5572776 0.9589293 0.6286761 0.8101987 0.99577546 0.99396046 0.8953944
#> 7 0.4814691 0.9164063 0.5504861 0.7419118 0.97708168 0.99770114 0.8488163
#> 8 1.0000000 0.7197848 0.9741152 0.9033770 0.61015404 0.50637594 0.7653739
#> 9 0.7197848 1.0000000 0.7952413 0.9189198 0.97580796 0.92558773 0.9359232
#> 10 0.9741152 0.7952413 1.0000000 0.9174105 0.67670882 0.57006619 0.7808465
#> 11 0.9033770 0.9189198 0.9174105 1.0000000 0.85580043 0.76900410 0.9585327
#> 12 0.6101540 0.9758080 0.6767088 0.8558004 1.00000000 0.98455397 0.9296243
#> 13 0.5063759 0.9255877 0.5700662 0.7690041 0.98455397 1.00000000 0.8772118
#> 14 0.7653739 0.9359232 0.7808465 0.9585327 0.92962432 0.87721176 1.0000000
#> 15 0.6773365 0.9973632 0.7582284 0.8900424 0.98382457 0.94357518 0.9194081
#> 16 0.6625728 0.9947945 0.7385283 0.8857345 0.99184787 0.95791516 0.9279651
#> 17 0.6555331 0.9921450 0.7447028 0.8667871 0.97688321 0.93882252 0.8931143
#> 18 0.5815521 0.9451137 0.6321698 0.8392818 0.99039910 0.98682202 0.9390033
#> 19 0.9888583 0.6327611 0.9359784 0.8442412 0.52569964 0.42697462 0.6967549
#> 20 0.5015238 0.8875504 0.5438048 0.7694307 0.96185869 0.98203727 0.8997813
#> 15 16 17 18 19 20
#> 1 0.1328389 0.1232505 0.1282458 0.08495133 0.5506581 0.06149556
#> 2 0.9778901 0.9740244 0.9886621 0.91408197 0.4842021 0.86543597
#> 3 0.8721442 0.8716426 0.8448908 0.84392507 0.8340381 0.78136655
#> 4 0.8572748 0.8497959 0.8342670 0.79112154 0.8865598 0.71564363
#> 5 0.9070903 0.9170126 0.8792908 0.93554650 0.6909389 0.89973471
#> 6 0.9732902 0.9825196 0.9703565 0.98555558 0.4735831 0.96434754
#> 7 0.9380735 0.9513871 0.9373456 0.97412494 0.4023623 0.96950005
#> 8 0.6773365 0.6625728 0.6555331 0.58155207 0.9888583 0.50152383
#> 9 0.9973632 0.9947945 0.9921450 0.94511366 0.6327611 0.88755037
#> 10 0.7582284 0.7385283 0.7447028 0.63216978 0.9359784 0.54380482
#> 11 0.8900424 0.8857345 0.8667871 0.83928177 0.8442412 0.76943072
#> 12 0.9838246 0.9918479 0.9768832 0.99039910 0.5256996 0.96185869
#> 13 0.9435752 0.9579152 0.9388225 0.98682202 0.4269746 0.98203727
#> 14 0.9194081 0.9279651 0.8931143 0.93900327 0.6967549 0.89978127
#> 15 1.0000000 0.9985802 0.9978498 0.95268207 0.5890262 0.90023251
#> 16 0.9985802 1.0000000 0.9945797 0.96721705 0.5751930 0.92116735
#> 17 0.9978498 0.9945797 1.0000000 0.93931041 0.5660968 0.88518036
#> 18 0.9526821 0.9672170 0.9393104 1.00000000 0.5021578 0.98829023
#> 19 0.5890262 0.5751930 0.5660968 0.50215778 1.0000000 0.42826533
#> 20 0.9002325 0.9211674 0.8851804 0.98829023 0.4282653 1.00000000
#>
#> $e
#> NULL
#>
#> $obsx
#> ppt_djf ppt_jja
#> 1 521.4311 48.7567
#> 2 151.2758 15.0839
#> 3 332.6133 15.6589
#> 4 331.5974 19.0647
#> 5 303.1179 10.5549
#> 6 181.9209 9.8277
#> 7 161.1153 7.6569
#> 8 387.0302 25.2131
#> 9 219.8457 15.2588
#> 10 331.8073 26.3971
#> 11 319.2359 17.2971
#> 12 202.9930 10.6079
#> 13 177.7407 7.4258
#> 14 297.5348 11.1678
#> 15 203.4343 14.5956
#> 16 205.0501 13.4273
#> 17 188.7027 15.2111
#> 18 217.8682 7.8413
#> 19 422.0230 26.3176
#> 20 211.6301 4.4979
#>
#> $obsy
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $mnll
#> [1] 15.19645
#>
#> $wt
#> [1] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#>
#> $l_grads
#> [1] 0.02378530 0.01885054
#>
#> $mnfun
#> function(x) rep(exp.prev, nrow(x))
#> <bytecode: 0x0000027cbca88008>
#> <environment: 0x0000027cacf8f658>
#>
#> $facs
#> named integer(0)
#>
#> $hessian
#> [1] FALSE
#>
#> $scaling
#> ppt_djf ppt_jja
#> [1,] 268.39839 16.0931
#> [2,] 99.04736 9.8841
#>
#> $peak
#> ppt_djf ppt_jja
#> 20 211.6301 4.4979
#>
#> attr(,"class")
#> [1] "graf"
#>
#> $`0.500925925925926`
#> $y
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $x
#> ppt_djf depth
#> [1,] 2.5546638 -0.78441082
#> [2,] -1.1824907 -0.70621177
#> [3,] 0.6483255 1.00993588
#> [4,] 0.6380688 -0.10464632
#> [5,] 0.3505344 -0.82677000
#> [6,] -0.8730923 -1.78436879
#> [7,] -1.0831494 -0.57559655
#> [8,] 1.1977283 -0.07324964
#> [9,] -0.4901966 -0.51280318
#> [10,] 0.6401879 -0.77684879
#> [11,] 0.5132647 -0.12739018
#> [12,] -0.6603446 0.20932049
#> [13,] -0.9152962 -1.78436879
#> [14,] 0.2941664 0.96455043
#> [15,] -0.6558891 1.37099772
#> [16,] -0.6395758 1.37099772
#> [17,] -0.8046220 1.37099772
#> [18,] -0.5101619 0.28349525
#> [19,] 1.5510219 1.37099772
#> [20,] -0.5731429 0.10537192
#>
#> $MAP
#> [,1]
#> 1 -0.71360486
#> 2 -0.04405564
#> 3 0.26793469
#> 4 -0.21818326
#> 5 -0.43531961
#> 6 -0.42899099
#> 7 -0.01159174
#> 8 -0.34303128
#> 9 -0.10791284
#> 10 -0.48559245
#> 11 -0.19535491
#> 12 0.24247827
#> 13 -0.42001828
#> 14 0.34873452
#> 15 0.70477962
#> 16 0.70253993
#> 17 0.72304675
#> 18 0.24521312
#> 19 0.14731508
#> 20 0.17888556
#>
#> $ls
#> [1] 6.270132 8.065330
#>
#> $a
#> [1] -0.4057198 -0.7700511 -0.9759153 -0.6643715 -0.5429576 -0.5463244
#> [7] -0.7905197 -0.5930939 -0.7304785 -0.5165915 0.9262689 0.6501982
#> [13] 1.0830985 0.5899315 0.4097388 0.4107623 0.4014448 0.6486117
#> [19] 0.7065275 0.6875998
#>
#> $W
#> [1] 0.4541322 0.6269038 0.6909291 0.5863443 0.5311630 0.5328386 0.6340849
#> [8] 0.5552101 0.6124269 0.5177197 0.6770229 0.5804166 0.7181812 0.5537487
#> [15] 0.4566615 0.4573026 0.4514212 0.5797453 0.6032632 0.5957951
#>
#> $L
#> 1 2 3 4 5 6 7
#> 1 1.205874 0.1452256 0.2847500 0.3102485 0.2764433 0.1502300 0.1544827
#> 2 0.000000 1.2672069 0.2985688 0.3236150 0.3455300 0.4039353 0.4789173
#> 3 0.000000 0.0000000 1.2331680 0.3278902 0.2482496 0.1196311 0.2099998
#> 4 0.000000 0.0000000 0.0000000 1.1304209 0.2280439 0.1544371 0.1796710
#> 5 0.000000 0.0000000 0.0000000 0.0000000 1.1053141 0.1809597 0.1713504
#> 6 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 1.1296889 0.2022877
#> 7 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 1.1109434
#> 8 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 9 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 10 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 11 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 12 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 13 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 14 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 15 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 16 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 17 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 18 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 19 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 20 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000 0.0000000
#> 8 9 10 11 12 13
#> 1 0.34844504 0.20785037 0.30019342 0.3211045 0.17563296 0.17040961
#> 2 0.24912803 0.44572211 0.31043322 0.3635571 0.42206669 0.47036322
#> 3 0.31513464 0.25609380 0.25343066 0.3489698 0.28777805 0.13644744
#> 4 0.23389574 0.21508642 0.22916414 0.2632237 0.19589651 0.17657736
#> 5 0.16387177 0.19154122 0.19487411 0.1985780 0.15229966 0.20784875
#> 6 0.05823601 0.17790275 0.12340188 0.1072863 0.12745323 0.28478333
#> 7 0.05812721 0.17910786 0.09289872 0.1152733 0.17902124 0.18885585
#> 8 1.08815905 0.08494891 0.13534668 0.1571650 0.07653886 0.04264133
#> 9 0.00000000 1.07288271 0.09691010 0.1145457 0.13518309 0.13556507
#> 10 0.00000000 0.00000000 1.06063522 0.1159527 0.06025670 0.08277097
#> 11 0.00000000 0.00000000 0.00000000 1.0654466 0.09088777 0.05123234
#> 12 0.00000000 0.00000000 0.00000000 0.0000000 1.06898338 0.06240757
#> 13 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000 1.10660152
#> 14 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> 15 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> 16 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> 17 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> 18 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> 19 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> 20 0.00000000 0.00000000 0.00000000 0.0000000 0.00000000 0.00000000
#> 14 15 16 17 18 19
#> 1 0.228889457 0.124460289 0.12558968 0.114467952 0.18745618 0.30031492
#> 2 0.302421909 0.301801663 0.30145428 0.304517332 0.41037879 0.17025727
#> 3 0.370463282 0.292714324 0.29414803 0.279474324 0.30365451 0.37608377
#> 4 0.208323756 0.144499679 0.14529241 0.137179014 0.20297091 0.18987743
#> 5 0.124080472 0.083621399 0.08396859 0.080335859 0.15318589 0.08642065
#> 6 0.043837866 0.046050639 0.04573587 0.048779176 0.11737457 -0.01099906
#> 7 0.102761495 0.130036214 0.12947069 0.134934299 0.16967597 0.02482749
#> 8 0.125483202 0.062375309 0.06320834 0.054928373 0.08596895 0.16408408
#> 9 0.094714542 0.097165534 0.09704748 0.098007625 0.13203782 0.03863812
#> 10 0.065936125 0.027558568 0.02797675 0.023754921 0.06423467 0.06354811
#> 11 0.112183868 0.078170894 0.07867447 0.073520502 0.09654176 0.10728262
#> 12 0.106792476 0.133933103 0.13362143 0.136488883 0.13080097 0.04761633
#> 13 -0.009976539 -0.006215452 -0.00648585 -0.003795176 0.04429936 -0.03884218
#> 14 1.071553074 0.127978787 0.12844032 0.123628272 0.10040566 0.13674224
#> 15 0.000000000 1.078399342 0.15081109 0.153437932 0.10578119 0.06626702
#> 16 0.000000000 0.000000000 1.06751746 0.132919921 0.09172364 0.05854808
#> 17 0.000000000 0.000000000 0.00000000 1.062022757 0.08217150 0.04182586
#> 18 0.000000000 0.000000000 0.00000000 0.000000000 1.04066330 0.02775432
#> 19 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 1.10526490
#> 20 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> 20
#> 1 0.18823961
#> 2 0.42790543
#> 3 0.29201037
#> 4 0.20500035
#> 5 0.16181713
#> 6 0.13394317
#> 7 0.17820510
#> 8 0.08285874
#> 9 0.13708909
#> 10 0.06709167
#> 11 0.09451139
#> 12 0.12939531
#> 13 0.05778205
#> 14 0.09094829
#> 15 0.09752016
#> 16 0.08450317
#> 17 0.07627782
#> 18 0.07961243
#> 19 0.01563249
#> 20 1.03806652
#>
#> $K
#> 1 2 3 4 5 6 7
#> 1 1.0000000 0.3282113 0.6129962 0.7250103 0.6787392 0.3682728 0.3471499
#> 2 0.3282113 1.0000000 0.6377100 0.7507084 0.8283574 0.9233965 0.9981571
#> 3 0.6129962 0.6377100 1.0000000 0.9258687 0.8055687 0.5124059 0.6737358
#> 4 0.7250103 0.7507084 0.9258687 1.0000000 0.9618274 0.6997617 0.7788037
#> 5 0.6787392 0.8283574 0.8055687 0.9618274 1.0000000 0.8384131 0.8455068
#> 6 0.3682728 0.9233965 0.5124059 0.6997617 0.8384131 1.0000000 0.9101922
#> 7 0.3471499 0.9981571 0.6737358 0.7788037 0.8455068 0.9101922 1.0000000
#> 8 0.8367899 0.6208800 0.9077315 0.9752727 0.9117092 0.5924578 0.6501838
#> 9 0.4752635 0.9602731 0.7810527 0.8941879 0.9394358 0.8941091 0.9721146
#> 10 0.7465598 0.7670306 0.8204302 0.9723761 0.9931785 0.7822798 0.7871477
#> 11 0.6983216 0.7787398 0.9215998 0.9987267 0.9680855 0.7236309 0.8059913
#> 12 0.4125218 0.9289466 0.8383610 0.8688818 0.8623993 0.7787838 0.9489025
#> 13 0.3598221 0.9251901 0.5071133 0.6925818 0.8314180 0.9998580 0.9113505
#> 14 0.5504023 0.7068524 0.9899214 0.9228383 0.8194018 0.5615195 0.7420601
#> 15 0.3295675 0.7485599 0.8661276 0.7645185 0.6837164 0.5374107 0.7792170
#> 16 0.3323249 0.7475191 0.8690532 0.7670804 0.6854945 0.5370957 0.7783348
#> 17 0.3048623 0.7566332 0.8382624 0.7401023 0.6664106 0.5392346 0.7857672
#> 18 0.4405467 0.9077647 0.8695862 0.8918337 0.8732857 0.7591220 0.9305917
#> 19 0.6918856 0.4217517 0.9295437 0.8175383 0.6607600 0.3376223 0.4546466
#> 20 0.4363885 0.9319815 0.8439171 0.8871686 0.8852361 0.7956773 0.9517153
#> 8 9 10 11 12 13 14
#> 1 0.8367899 0.4752635 0.7465598 0.6983216 0.4125218 0.3598221 0.5504023
#> 2 0.6208800 0.9602731 0.7670306 0.7787398 0.9289466 0.9251901 0.7068524
#> 3 0.9077315 0.7810527 0.8204302 0.9215998 0.8383610 0.5071133 0.9899214
#> 4 0.9752727 0.8941879 0.9723761 0.9987267 0.8688818 0.6925818 0.9228383
#> 5 0.9117092 0.9394358 0.9931785 0.9680855 0.8623993 0.8314180 0.8194018
#> 6 0.5924578 0.8941091 0.7822798 0.7236309 0.7787838 0.9998580 0.5615195
#> 7 0.6501838 0.9721146 0.7871477 0.8059913 0.9489025 0.9113505 0.7420601
#> 8 1.0000000 0.7872786 0.9460325 0.9631553 0.7555888 0.5841741 0.8764521
#> 9 0.7872786 1.0000000 0.8992308 0.9143838 0.9659570 0.8916811 0.8316314
#> 10 0.9460325 0.8992308 1.0000000 0.9729395 0.8226972 0.7742421 0.8207457
#> 11 0.9631553 0.9143838 0.9729395 1.0000000 0.8897067 0.7168079 0.9252001
#> 12 0.7555888 0.9659570 0.8226972 0.8897067 1.0000000 0.7775589 0.8976161
#> 13 0.5841741 0.8916811 0.7742421 0.7168079 0.7775589 1.0000000 0.5570460
#> 14 0.8764521 0.8316314 0.8207457 0.9252001 0.8976161 0.5570460 1.0000000
#> 15 0.6681124 0.8007657 0.6570822 0.7802126 0.9197423 0.5365494 0.9210712
#> 16 0.6713280 0.8010940 0.6592877 0.7825729 0.9197121 0.5361760 0.9233312
#> 17 0.6382455 0.7962188 0.6360652 0.7575345 0.9182183 0.5389096 0.8989588
#> 18 0.7862412 0.9614224 0.8392674 0.9102925 0.9978626 0.7571623 0.9227986
#> 19 0.8699993 0.5756513 0.7031756 0.7984645 0.6227467 0.3321109 0.8726590
#> 20 0.7772049 0.9760524 0.8473460 0.9071223 0.9987246 0.7939597 0.8996515
#> 15 16 17 18 19 20
#> 1 0.3295675 0.3323249 0.3048623 0.4405467 0.6918856 0.4363885
#> 2 0.7485599 0.7475191 0.7566332 0.9077647 0.4217517 0.9319815
#> 3 0.8661276 0.8690532 0.8382624 0.8695862 0.9295437 0.8439171
#> 4 0.7645185 0.7670804 0.7401023 0.8918337 0.8175383 0.8871686
#> 5 0.6837164 0.6854945 0.6664106 0.8732857 0.6607600 0.8852361
#> 6 0.5374107 0.5370957 0.5392346 0.7591220 0.3376223 0.7956773
#> 7 0.7792170 0.7783348 0.7857672 0.9305917 0.4546466 0.9517153
#> 8 0.6681124 0.6713280 0.6382455 0.7862412 0.8699993 0.7772049
#> 9 0.8007657 0.8010940 0.7962188 0.9614224 0.5756513 0.9760524
#> 10 0.6570822 0.6592877 0.6360652 0.8392674 0.7031756 0.8473460
#> 11 0.7802126 0.7825729 0.7575345 0.9102925 0.7984645 0.9071223
#> 12 0.9197423 0.9197121 0.9182183 0.9978626 0.6227467 0.9987246
#> 13 0.5365494 0.5361760 0.5389096 0.7571623 0.3321109 0.7939597
#> 14 0.9210712 0.9233312 0.8989588 0.9227986 0.8726590 0.8996515
#> 15 1.0000000 0.9999788 0.9982375 0.9277332 0.6781509 0.9049749
#> 16 0.9999788 1.0000000 0.9978301 0.9280653 0.6820415 0.9051505
#> 17 0.9982375 0.9978301 1.0000000 0.9229023 0.6424288 0.9016084
#> 18 0.9277332 0.9280653 0.9229023 1.0000000 0.6622550 0.9977194
#> 19 0.6781509 0.6820415 0.6424288 0.6622550 1.0000000 0.6318462
#> 20 0.9049749 0.9051505 0.9016084 0.9977194 0.6318462 1.0000000
#>
#> $e
#> NULL
#>
#> $obsx
#> ppt_djf depth
#> 1 521.4311 63.69832
#> 2 151.2758 68.67968
#> 3 332.6133 178.00000
#> 4 331.5974 107.00000
#> 5 303.1179 61.00000
#> 6 181.9209 0.00000
#> 7 161.1153 77.00000
#> 8 387.0302 109.00000
#> 9 219.8457 81.00000
#> 10 331.8073 64.18003
#> 11 319.2359 105.55119
#> 12 202.9930 127.00000
#> 13 177.7407 0.00000
#> 14 297.5348 175.10890
#> 15 203.4343 201.00000
#> 16 205.0501 201.00000
#> 17 188.7027 201.00000
#> 18 217.8682 131.72501
#> 19 422.0230 201.00000
#> 20 211.6301 120.37837
#>
#> $obsy
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $mnll
#> [1] 13.80249
#>
#> $wt
#> [1] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#>
#> $l_grads
#> [1] 0.02445458 -0.07899655
#>
#> $mnfun
#> function(x) rep(exp.prev, nrow(x))
#> <bytecode: 0x0000027cbca88008>
#> <environment: 0x0000027cab095e70>
#>
#> $facs
#> named integer(0)
#>
#> $hessian
#> [1] FALSE
#>
#> $scaling
#> ppt_djf depth
#> [1,] 268.39839 113.6661
#> [2,] 99.04736 63.7010
#>
#> $peak
#> ppt_djf depth
#> 17 188.7027 201
#>
#> attr(,"class")
#> [1] "graf"
#>
#> $`0.164814814814815`
#> $y
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $x
#> ppt_jja pH
#> [1,] 3.30466036 0.29031555
#> [2,] -0.10210383 0.59626107
#> [3,] -0.04392961 0.21974369
#> [4,] 0.30064388 0.48760618
#> [5,] -0.56031452 0.05902609
#> [6,] -0.63388728 -2.72674377
#> [7,] -0.85351271 0.43403374
#> [8,] 0.92269356 0.38046129
#> [9,] -0.08440884 0.70189623
#> [10,] 1.04248191 -0.26476209
#> [11,] 0.12181131 0.44514648
#> [12,] -0.55495242 0.27331614
#> [13,] -0.87689370 -2.72674377
#> [14,] -0.49830586 0.49164107
#> [15,] -0.15150644 0.54557371
#> [16,] -0.26970634 -0.64656941
#> [17,] -0.08923476 0.58927237
#> [18,] -0.83485647 0.29629189
#> [19,] 1.03443867 0.86261358
#> [20,] -1.17311691 -0.30838003
#>
#> $MAP
#> [,1]
#> 1 -0.61021317
#> 2 0.05102071
#> 3 0.02743457
#> 4 -0.07628278
#> 5 0.17967132
#> 6 0.10196507
#> 7 0.25234637
#> 8 -0.27496744
#> 9 0.04707461
#> 10 -0.33412882
#> 11 -0.02063153
#> 12 0.17902299
#> 13 0.15086031
#> 14 0.16372465
#> 15 0.06518668
#> 16 0.08278526
#> 17 0.04707131
#> 18 0.24941423
#> 19 -0.28100680
#> 20 0.32190102
#>
#> $ls
#> [1] 4.991038 8.405912
#>
#> $a
#> [1] -0.4541950 -0.8306466 -0.8154316 -0.7499642 -0.9156749 -0.8639106
#> [7] -0.9651677 -0.6314710 -0.8280928 -0.5980467 0.8110652 0.6875179
#> [13] 0.7043902 0.6966599 0.7568539 0.7459397 0.7681616 0.6461783
#> [19] 0.9849632 0.6048826
#>
#> $W
#> [1] 0.4834489 0.6475935 0.6425577 0.6196557 0.6739400 0.6582528 0.6879922
#> [8] 0.5723896 0.6467555 0.5574845 0.6410933 0.5957623 0.6024302 0.5993954
#> [15] 0.6221647 0.6181789 0.6262305 0.5787125 0.6933711 0.5605952
#>
#> $L
#> 1 2 3 4 5 6 7
#> 1 1.217969 0.1428312 0.1487699 0.1815485 0.1046050 0.05697645 0.08366351
#> 2 0.000000 1.2756147 0.4846199 0.4679248 0.4867720 0.25159119 0.48434984
#> 3 0.000000 0.0000000 1.1771019 0.3118776 0.3298529 0.20757971 0.31752752
#> 4 0.000000 0.0000000 0.0000000 1.1271533 0.2163167 0.10973490 0.20441488
#> 5 0.000000 0.0000000 0.0000000 0.0000000 1.1271446 0.17648720 0.24485947
#> 6 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 1.22695947 0.09085973
#> 7 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 1.11156512
#> 8 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 9 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 10 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 11 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 12 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 13 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 14 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 15 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 16 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 17 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 18 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 19 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 20 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 8 9 10 11 12 13 14
#> 1 0.24452537 0.14381883 0.25063913 0.16543487 0.09907287 0.04473031 0.10354285
#> 2 0.40105313 0.49088715 0.36721027 0.48338067 0.46298710 0.23405532 0.46888710
#> 3 0.27243550 0.31977386 0.26263500 0.32220002 0.30883180 0.19217936 0.30803968
#> 4 0.22667371 0.23642488 0.21165364 0.24086577 0.20595279 0.09761572 0.21063357
#> 5 0.12023855 0.19439327 0.11847838 0.18706817 0.22158973 0.17253010 0.21474964
#> 6 0.04374669 0.04585946 0.09245718 0.06507900 0.09654678 0.39408011 0.07316355
#> 7 0.06876803 0.15705121 0.05106146 0.13721980 0.17796830 0.07125209 0.17822595
#> 8 1.09774820 0.12512600 0.18254830 0.14252760 0.07750025 0.01537506 0.08362776
#> 9 0.00000000 1.07085757 0.08561933 0.12969228 0.11803557 0.01933181 0.12467014
#> 10 0.00000000 0.00000000 1.08636987 0.09763183 0.04659266 0.04245194 0.04565194
#> 11 0.00000000 0.00000000 0.00000000 1.05523141 0.09182790 0.02521025 0.09541975
#> 12 0.00000000 0.00000000 0.00000000 0.00000000 1.05506317 0.05510706 0.10556544
#> 13 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 1.14147207 0.02918425
#> 14 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 1.04909883
#> 15 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
#> 16 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
#> 17 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
#> 18 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
#> 19 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
#> 20 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
#> 15 16 17 18 19 20
#> 1 0.13555274 0.11845848 0.14172807 0.07802675 0.278181194 0.05613826
#> 2 0.48222906 0.43793170 0.48334883 0.44361729 0.428454175 0.39477439
#> 3 0.31748043 0.31417037 0.31752173 0.29391175 0.280886238 0.27172767
#> 4 0.22971910 0.20452987 0.23263378 0.18783366 0.246012222 0.15697719
#> 5 0.19922131 0.21994217 0.19488408 0.22717784 0.112094685 0.23564680
#> 6 0.06142085 0.19823625 0.05585135 0.09712277 0.007194326 0.16212955
#> 7 0.15764929 0.13720661 0.15388585 0.19134384 0.071659373 0.18728519
#> 8 0.11674711 0.09418897 0.12273690 0.05266929 0.209238272 0.02249043
#> 9 0.13089926 0.09293922 0.13238861 0.11202145 0.123222864 0.08580331
#> 10 0.07188346 0.08921822 0.07561750 0.02518137 0.144707308 0.01315147
#> 11 0.10404558 0.08403346 0.10551034 0.08354252 0.107024309 0.06495018
#> 12 0.09359569 0.09128661 0.09101563 0.11380706 0.037771797 0.11458031
#> 13 0.01738576 0.11081815 0.01311907 0.05004576 -0.022976686 0.10156750
#> 14 0.08757290 0.06915126 0.08614513 0.09899045 0.044722201 0.09071244
#> 15 1.04205420 0.06013411 0.08296943 0.07355824 0.070874360 0.05818623
#> 16 0.00000000 1.05061235 0.05261098 0.06459146 0.024550297 0.07986077
#> 17 0.00000000 0.00000000 1.03818531 0.06144444 0.070772459 0.04443359
#> 18 0.00000000 0.00000000 0.00000000 1.04640193 0.001318122 0.09668998
#> 19 0.00000000 0.00000000 0.00000000 0.00000000 1.081338166 -0.02550698
#> 20 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 1.05856405
#>
#> $K
#> 1 2 3 4 5 6 7
#> 1 1.0000000 0.3109087 0.3251023 0.4039973 0.2232044 0.1230156 0.1766873
#> 2 0.3109087 1.0000000 0.9912668 0.9831909 0.9625193 0.5040140 0.9435288
#> 3 0.3251023 0.9912668 1.0000000 0.9839677 0.9721456 0.5762134 0.9338947
#> 4 0.4039973 0.9831909 0.9839677 1.0000000 0.9183435 0.4955625 0.8749245
#> 5 0.2232044 0.9625193 0.9721456 0.9183435 1.0000000 0.6299261 0.9831664
#> 6 0.1230156 0.5040140 0.5762134 0.4955625 0.6299261 1.0000000 0.5493127
#> 7 0.1766873 0.9435288 0.9338947 0.8749245 0.9831664 0.5493127 1.0000000
#> 8 0.5661599 0.8976459 0.9092454 0.9613210 0.7973417 0.4417500 0.7288932
#> 9 0.3132613 0.9993051 0.9861054 0.9825691 0.9538278 0.4821542 0.9384496
#> 10 0.5880219 0.8391712 0.8761622 0.9150273 0.7682862 0.5262036 0.6776184
#> 11 0.3619324 0.9936392 0.9942426 0.9966944 0.9460298 0.5191036 0.9090967
#> 12 0.2248429 0.9736070 0.9740116 0.9267538 0.9972694 0.5850938 0.9895883
#> 13 0.1009508 0.4882348 0.5565951 0.4707262 0.6239714 0.9941016 0.5519433
#> 14 0.2342742 0.9837565 0.9752317 0.9380541 0.9885485 0.5390453 0.9872448
#> 15 0.3010348 0.9996028 0.9925536 0.9795318 0.9696467 0.5167235 0.9511250
#> 16 0.2639186 0.9096535 0.9514694 0.8966379 0.9626413 0.7628663 0.9015846
#> 17 0.3137255 0.9999805 0.9917066 0.9842822 0.9617935 0.5047060 0.9418112
#> 18 0.1796690 0.9425735 0.9389271 0.8769154 0.9891598 0.5783151 0.9988373
#> 19 0.5852021 0.8749184 0.8684203 0.9395942 0.7458796 0.3516335 0.6921160
#> 20 0.1313395 0.8490888 0.8656057 0.7747038 0.9553768 0.6859104 0.9578940
#> 8 9 10 11 12 13 14
#> 1 0.5661599 0.3132613 0.5880219 0.3619324 0.2248429 0.1009508 0.2342742
#> 2 0.8976459 0.9993051 0.8391712 0.9936392 0.9736070 0.4882348 0.9837565
#> 3 0.9092454 0.9861054 0.8761622 0.9942426 0.9740116 0.5565951 0.9752317
#> 4 0.9613210 0.9825691 0.9150273 0.9966944 0.9267538 0.4707262 0.9380541
#> 5 0.7973417 0.9538278 0.7682862 0.9460298 0.9972694 0.6239714 0.9885485
#> 6 0.4417500 0.4821542 0.5262036 0.5191036 0.5850938 0.9941016 0.5390453
#> 7 0.7288932 0.9384496 0.6776184 0.9090967 0.9895883 0.5519433 0.9872448
#> 8 1.0000000 0.8978490 0.9741396 0.9375311 0.8029854 0.4070925 0.8162605
#> 9 0.8978490 1.0000000 0.8329365 0.9918520 0.9674354 0.4666572 0.9804032
#> 10 0.9741396 0.8329365 1.0000000 0.8914617 0.7611997 0.4821004 0.7619599
#> 11 0.9375311 0.9918520 0.8914617 1.0000000 0.9534775 0.4973996 0.9620853
#> 12 0.8029854 0.9674354 0.7611997 0.9534775 1.0000000 0.5794116 0.9968483
#> 13 0.4070925 0.4666572 0.4821004 0.4973996 0.5794116 1.0000000 0.5323401
#> 14 0.8162605 0.9804032 0.7619599 0.9620853 0.9968483 0.5323401 1.0000000
#> 15 0.8893901 0.9980973 0.8337053 0.9919490 0.9794979 0.5017519 0.9878528
#> 16 0.8145022 0.8944026 0.8342985 0.9173655 0.9431932 0.7450383 0.9209999
#> 17 0.9001649 0.9992435 0.8422378 0.9943186 0.9727130 0.4885989 0.9828184
#> 18 0.7335392 0.9359400 0.6894944 0.9111902 0.9921509 0.5805570 0.9864754
#> 19 0.9850344 0.8807837 0.9271809 0.9104604 0.7605401 0.3222879 0.7838494
#> 20 0.6260937 0.8357280 0.6114742 0.8172919 0.9432647 0.7000036 0.9197170
#> 15 16 17 18 19 20
#> 1 0.3010348 0.2639186 0.3137255 0.1796690 0.5852021 0.1313395
#> 2 0.9996028 0.9096535 0.9999805 0.9425735 0.8749184 0.8490888
#> 3 0.9925536 0.9514694 0.9917066 0.9389271 0.8684203 0.8656057
#> 4 0.9795318 0.8966379 0.9842822 0.8769154 0.9395942 0.7747038
#> 5 0.9696467 0.9626413 0.9617935 0.9891598 0.7458796 0.9553768
#> 6 0.5167235 0.7628663 0.5047060 0.5783151 0.3516335 0.6859104
#> 7 0.9511250 0.9015846 0.9418112 0.9988373 0.6921160 0.9578940
#> 8 0.8893901 0.8145022 0.9001649 0.7335392 0.9850344 0.6260937
#> 9 0.9980973 0.8944026 0.9992435 0.9359400 0.8807837 0.8357280
#> 10 0.8337053 0.8342985 0.8422378 0.6894944 0.9271809 0.6114742
#> 11 0.9919490 0.9173655 0.9943186 0.9111902 0.9104604 0.8172919
#> 12 0.9794979 0.9431932 0.9727130 0.9921509 0.7605401 0.9432647
#> 13 0.5017519 0.7450383 0.4885989 0.5805570 0.3222879 0.7000036
#> 14 0.9878528 0.9209999 0.9828184 0.9864754 0.7838494 0.9197170
#> 15 1.0000000 0.9176532 0.9994981 0.9507759 0.8633994 0.8624892
#> 16 0.9176532 1.0000000 0.9101827 0.9186266 0.7364876 0.9152439
#> 17 0.9994981 0.9101827 1.0000000 0.9410107 0.8772747 0.8473679
#> 18 0.9507759 0.9186266 0.9410107 1.0000000 0.6913349 0.9673346
#> 19 0.8633994 0.7364876 0.8772747 0.6913349 1.0000000 0.5656564
#> 20 0.8624892 0.9152439 0.8473679 0.9673346 0.5656564 1.0000000
#>
#> $e
#> NULL
#>
#> $obsx
#> ppt_jja pH
#> 1 48.7567 5.631732
#> 2 15.0839 6.202818
#> 3 15.6589 5.500000
#> 4 19.0647 6.000000
#> 5 10.5549 5.200000
#> 6 9.8277 0.000000
#> 7 7.6569 5.900000
#> 8 25.2131 5.800000
#> 9 15.2588 6.400000
#> 10 26.3971 4.595607
#> 11 17.2971 5.920743
#> 12 10.6079 5.600000
#> 13 7.4258 0.000000
#> 14 11.1678 6.007532
#> 15 14.5956 6.108204
#> 16 13.4273 3.882915
#> 17 15.2111 6.189773
#> 18 7.8413 5.642887
#> 19 26.3176 6.700000
#> 20 4.4979 4.514189
#>
#> $obsy
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $mnll
#> [1] 15.22728
#>
#> $wt
#> [1] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#>
#> $l_grads
#> [1] 0.01728533 0.01689372
#>
#> $mnfun
#> function(x) rep(exp.prev, nrow(x))
#> <bytecode: 0x0000027cbca88008>
#> <environment: 0x0000027caeab87e8>
#>
#> $facs
#> named integer(0)
#>
#> $hessian
#> [1] FALSE
#>
#> $scaling
#> ppt_jja pH
#> [1,] 16.0931 5.089820
#> [2,] 9.8841 1.866629
#>
#> $peak
#> ppt_jja pH
#> 20 4.4979 4.514189
#>
#> attr(,"class")
#> [1] "graf"
#>
#> $`0.113888888888889`
#> $y
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $x
#> ppt_jja awc
#> [1,] 3.30466036 0.72436261
#> [2,] -0.10210383 0.38688529
#> [3,] -0.04392961 2.01886445
#> [4,] 0.30064388 -0.23957505
#> [5,] -0.56031452 0.01136263
#> [6,] -0.63388728 -1.99613918
#> [7,] -0.85351271 0.26230050
#> [8,] 0.92269356 1.26605122
#> [9,] -0.08440884 0.51323818
#> [10,] 1.04248191 -0.40550300
#> [11,] 0.12181131 0.26230050
#> [12,] -0.55495242 0.76417586
#> [13,] -0.87689370 -1.99613918
#> [14,] -0.49830586 -0.06598329
#> [15,] -0.15150644 -0.40816704
#> [16,] -0.26970634 0.76151126
#> [17,] -0.08923476 0.41058623
#> [18,] -0.83485647 -0.02433387
#> [19,] 1.03443867 -1.24332600
#> [20,] -1.17311691 -1.00247213
#>
#> $MAP
#> [,1]
#> 1 -0.666650139
#> 2 0.002549300
#> 3 -0.300488067
#> 4 -0.003901796
#> 5 0.198319438
#> 6 0.358138130
#> 7 0.225873456
#> 8 -0.473849948
#> 9 -0.027322879
#> 10 -0.196100313
#> 11 -0.042968917
#> 12 0.061775159
#> 13 0.384679108
#> 14 0.195212194
#> 15 0.156881704
#> 16 -0.019199817
#> 17 -0.005954548
#> 18 0.266868995
#> 19 -0.042453146
#> 20 0.415400775
#>
#> $ls
#> [1] 4.991038 7.284480
#>
#> $a
#> [1] -0.4273587 -0.7995082 -0.6169446 -0.7954023 -0.9282768 -1.0389889
#> [7] -0.9470213 -0.5226894 -0.7805720 -0.6773787 0.8254392 0.7589778
#> [13] 0.5701938 0.6779043 0.7007670 0.8101476 0.8016792 0.6361146
#> [19] 0.8251061 0.5535902
#>
#> $W
#> [1] 0.4675341 0.6371752 0.5660051 0.6357683 0.6776025 0.7073964 0.6829423
#> [8] 0.5208805 0.6306202 0.5916761 0.6458816 0.6229332 0.5444626 0.5918894
#> [15] 0.6010120 0.6407844 0.6379159 0.5744011 0.6457717 0.5364239
#>
#> $L
#> 1 2 3 4 5 6 7
#> 1 1.211418 0.1397648 0.1230888 0.1709809 0.1004686 0.06038447 0.08131658
#> 2 0.000000 1.2718652 0.3796234 0.4604827 0.4899593 0.34084723 0.48067689
#> 3 0.000000 0.0000000 1.1860609 0.1870301 0.2182788 0.05503198 0.23490324
#> 4 0.000000 0.0000000 0.0000000 1.1659800 0.2771313 0.27410375 0.24661752
#> 5 0.000000 0.0000000 0.0000000 0.0000000 1.1414907 0.23101609 0.27001835
#> 6 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 1.20666627 0.14564191
#> 7 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 1.11137682
#> 8 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 9 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 10 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 11 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 12 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 13 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 14 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 15 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 16 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 17 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 18 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 19 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 20 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 8 9 10 11 12 13 14
#> 1 0.226143281 0.14140036 0.2382059 0.1620210 0.10015502 0.04347378 0.09769759
#> 2 0.361805130 0.48229351 0.3793466 0.4835222 0.46954957 0.29052857 0.45793211
#> 3 0.261711426 0.26201997 0.1434532 0.2397696 0.27707550 0.04689709 0.19799837
#> 4 0.188335010 0.26139531 0.2891051 0.2852593 0.22348260 0.22669774 0.26556411
#> 5 0.103804682 0.21719576 0.1423363 0.2138644 0.22984623 0.20695373 0.24686587
#> 6 0.001986589 0.09234409 0.1215545 0.1113931 0.08083314 0.33378286 0.16362668
#> 7 0.069475843 0.15692060 0.0604876 0.1417591 0.18669391 0.10351016 0.17331756
#> 8 1.104204494 0.12687352 0.1406273 0.1333590 0.09576114 -0.01250075 0.06697504
#> 9 0.000000000 1.06986669 0.1012477 0.1339891 0.13076477 0.04570096 0.11822898
#> 10 0.000000000 0.00000000 1.1036977 0.1150507 0.03727094 0.05242452 0.06684910
#> 11 0.000000000 0.00000000 0.0000000 1.0581863 0.09716419 0.04543308 0.09640225
#> 12 0.000000000 0.00000000 0.0000000 0.0000000 1.06507867 0.03022210 0.09755043
#> 13 0.000000000 0.00000000 0.0000000 0.0000000 0.00000000 1.10979666 0.07884495
#> 14 0.000000000 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 1.04747368
#> 15 0.000000000 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 16 0.000000000 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 17 0.000000000 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 18 0.000000000 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 19 0.000000000 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 20 0.000000000 0.00000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 15 16 17 18 19 20
#> 1 0.12109313 0.12562387 0.14122706 0.07395790 0.207492374 0.045199162
#> 2 0.45247315 0.48237445 0.48572107 0.43742115 0.346436792 0.353950517
#> 3 0.17043947 0.28579436 0.25400101 0.19135767 0.086116136 0.100527664
#> 4 0.29459877 0.23986764 0.26926791 0.23974199 0.304829962 0.224598530
#> 5 0.23418730 0.21971839 0.22231529 0.25332308 0.145723164 0.244358923
#> 6 0.19061111 0.07456246 0.10354050 0.16395291 0.198345038 0.258726847
#> 7 0.14419300 0.17088714 0.15786817 0.18909279 0.045605301 0.162255739
#> 8 0.07725985 0.12191528 0.12283534 0.04353826 0.095153673 -0.004460229
#> 9 0.11461041 0.13640984 0.13499299 0.11036867 0.081906454 0.072102127
#> 10 0.10796354 0.06075389 0.08999973 0.03665549 0.216038608 0.026360160
#> 11 0.10061160 0.10507770 0.10993503 0.08580126 0.086505744 0.059567365
#> 12 0.07304330 0.11677492 0.09989772 0.10724195 0.003457068 0.072439756
#> 13 0.09118331 0.01813778 0.03392930 0.08493654 0.084455442 0.159321534
#> 14 0.08554864 0.07989575 0.08064969 0.09676642 0.043117313 0.090414215
#> 15 1.04496832 0.05914464 0.07084133 0.07142778 0.086645486 0.072734529
#> 16 0.00000000 1.04786201 0.08189226 0.06955508 0.010210172 0.034933305
#> 17 0.00000000 0.00000000 1.03783419 0.05858376 0.040209262 0.034998496
#> 18 0.00000000 0.00000000 0.00000000 1.04520708 0.003397249 0.089994318
#> 19 0.00000000 0.00000000 0.00000000 0.00000000 1.109749703 0.012642317
#> 20 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 1.063630671
#>
#> $K
#> 1 2 3 4 5 6 7
#> 1 1.0000000 0.3102100 0.2898650 0.3799142 0.2162372 0.1271983 0.1743310
#> 2 0.3102100 1.0000000 0.8326438 0.9577320 0.9697541 0.6582845 0.9440008
#> 3 0.2898650 0.8326438 1.0000000 0.6962884 0.7383531 0.3193885 0.7577156
#> 4 0.3799142 0.9577320 0.6962884 1.0000000 0.9244279 0.7413527 0.8600750
#> 5 0.2162372 0.9697541 0.7383531 0.9244279 1.0000000 0.7579316 0.9871491
#> 6 0.1271983 0.6582845 0.3193885 0.7413527 0.7579316 1.0000000 0.7012231
#> 7 0.1743310 0.9440008 0.7577156 0.8600750 0.9871491 0.7012231 1.0000000
#> 8 0.5551394 0.8536253 0.8758999 0.8233592 0.7200887 0.3778799 0.6803062
#> 9 0.3154671 0.9988734 0.8557622 0.9476663 0.9608105 0.6297292 0.9383986
#> 10 0.5486533 0.8400113 0.5935279 0.9445743 0.7639256 0.6343266 0.6765591
#> 11 0.3571761 0.9939303 0.8069134 0.9797159 0.9503401 0.6654395 0.9091033
#> 12 0.2248223 0.9701402 0.8744012 0.8671954 0.9618444 0.5923790 0.9741222
#> 13 0.1043833 0.6376755 0.3085144 0.7041981 0.7507669 0.9941016 0.7045811
#> 14 0.2249837 0.9706368 0.7268546 0.9361168 0.9992045 0.7729379 0.9801623
#> 15 0.2767358 0.9573063 0.6666590 0.9778181 0.9715882 0.8216876 0.9229088
#> 16 0.2780377 0.9876299 0.8925964 0.9035926 0.9540061 0.5855160 0.9500413
#> 17 0.3132735 0.9999449 0.8371562 0.9567222 0.9673730 0.6522692 0.9417398
#> 18 0.1728878 0.9366964 0.7052424 0.8760364 0.9923908 0.7626806 0.9943419
#> 19 0.4574568 0.7321138 0.4287223 0.8841778 0.6957012 0.7277988 0.5988915
#> 20 0.1093361 0.7808222 0.4703372 0.7729539 0.8974736 0.9076454 0.8868925
#> 8 9 10 11 12 13 14
#> 1 0.5551394 0.3154671 0.5486533 0.3571761 0.2248223 0.1043833 0.2249837
#> 2 0.8536253 0.9988734 0.8400113 0.9939303 0.9701402 0.6376755 0.9706368
#> 3 0.8758999 0.8557622 0.5935279 0.8069134 0.8744012 0.3085144 0.7268546
#> 4 0.8233592 0.9476663 0.9445743 0.9797159 0.8671954 0.7041981 0.9361168
#> 5 0.7200887 0.9608105 0.7639256 0.9503401 0.9618444 0.7507669 0.9992045
#> 6 0.3778799 0.6297292 0.6343266 0.6654395 0.5923790 0.9941016 0.7729379
#> 7 0.6803062 0.9383986 0.6765591 0.9091033 0.9741222 0.7045811 0.9801623
#> 8 1.0000000 0.8689173 0.8242994 0.8751050 0.7897613 0.3482334 0.7231968
#> 9 0.8689173 1.0000000 0.8309767 0.9914542 0.9738451 0.6094889 0.9606068
#> 10 0.8242994 0.8309767 1.0000000 0.8908974 0.7050079 0.5811612 0.7821246
#> 11 0.8751050 0.9914542 0.8908974 1.0000000 0.9387821 0.6376171 0.9551176
#> 12 0.7897613 0.9738451 0.7050079 0.9387821 1.0000000 0.5866261 0.9534912
#> 13 0.3482334 0.6094889 0.5811612 0.6376171 0.5866261 1.0000000 0.7633233
#> 14 0.7231968 0.9606068 0.7821246 0.9551176 0.9534912 0.7633233 1.0000000
#> 15 0.7349200 0.9429663 0.8669124 0.9623869 0.8952585 0.7978798 0.9801149
#> 16 0.8522206 0.9923588 0.7664590 0.9680595 0.9918815 0.5718326 0.9491053
#> 17 0.8582883 0.9992747 0.8402784 0.9940465 0.9701449 0.6314528 0.9681646
#> 18 0.6545918 0.9265809 0.6955549 0.9072611 0.9507303 0.7656372 0.9885994
#> 19 0.6482561 0.7137705 0.9529551 0.7873856 0.5887875 0.6670603 0.7185676
#> 20 0.4523671 0.7584858 0.5967659 0.7574608 0.7768508 0.9262945 0.8995901
#> 15 16 17 18 19 20
#> 1 0.2767358 0.2780377 0.3132735 0.1728878 0.4574568 0.1093361
#> 2 0.9573063 0.9876299 0.9999449 0.9366964 0.7321138 0.7808222
#> 3 0.6666590 0.8925964 0.8371562 0.7052424 0.4287223 0.4703372
#> 4 0.9778181 0.9035926 0.9567222 0.8760364 0.8841778 0.7729539
#> 5 0.9715882 0.9540061 0.9673730 0.9923908 0.6957012 0.8974736
#> 6 0.8216876 0.5855160 0.6522692 0.7626806 0.7277988 0.9076454
#> 7 0.9229088 0.9500413 0.9417398 0.9943419 0.5988915 0.8868925
#> 8 0.7349200 0.8522206 0.8582883 0.6545918 0.6482561 0.4523671
#> 9 0.9429663 0.9923588 0.9992747 0.9265809 0.7137705 0.7584858
#> 10 0.8669124 0.7664590 0.8402784 0.6955549 0.9529551 0.5967659
#> 11 0.9623869 0.9680595 0.9940465 0.9072611 0.7873856 0.7574608
#> 12 0.8952585 0.9918815 0.9701449 0.9507303 0.5887875 0.7768508
#> 13 0.7978798 0.5718326 0.6314528 0.7656372 0.6670603 0.9262945
#> 14 0.9801149 0.9491053 0.9681646 0.9885994 0.7185676 0.8995901
#> 15 1.0000000 0.9090929 0.9546589 0.9446951 0.8279734 0.8791503
#> 16 0.9090929 1.0000000 0.9883527 0.9283142 0.6400104 0.7442773
#> 17 0.9546589 0.9883527 1.0000000 0.9336268 0.7303379 0.7751141
#> 18 0.9446951 0.9283142 0.9336268 1.0000000 0.6363239 0.9257664
#> 19 0.8279734 0.6400104 0.7303379 0.6363239 1.0000000 0.6112880
#> 20 0.8791503 0.7442773 0.7751141 0.9257664 0.6112880 1.0000000
#>
#> $e
#> NULL
#>
#> $obsx
#> ppt_jja awc
#> 1 48.7567 0.10841342
#> 2 15.0839 0.09496477
#> 3 15.6589 0.16000000
#> 4 19.0647 0.07000000
#> 5 10.5549 0.08000000
#> 6 9.8277 0.00000000
#> 7 7.6569 0.09000000
#> 8 25.2131 0.13000000
#> 9 15.2588 0.10000000
#> 10 26.3971 0.06338768
#> 11 17.2971 0.09000000
#> 12 10.6079 0.11000000
#> 13 7.4258 0.00000000
#> 14 11.1678 0.07691772
#> 15 14.5956 0.06328152
#> 16 13.4273 0.10989381
#> 17 15.2111 0.09590927
#> 18 7.8413 0.07857747
#> 19 26.3176 0.03000000
#> 20 4.4979 0.03959815
#>
#> $obsy
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $mnll
#> [1] 15.03073
#>
#> $wt
#> [1] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#>
#> $l_grads
#> [1] 0.02585171 0.01107386
#>
#> $mnfun
#> function(x) rep(exp.prev, nrow(x))
#> <bytecode: 0x0000027cbca88008>
#> <environment: 0x0000027cbdf8b700>
#>
#> $facs
#> named integer(0)
#>
#> $hessian
#> [1] FALSE
#>
#> $scaling
#> ppt_jja awc
#> [1,] 16.0931 0.07954719
#> [2,] 9.8841 0.03985052
#>
#> $peak
#> ppt_jja awc
#> 20 4.4979 0.03959815
#>
#> attr(,"class")
#> [1] "graf"
#>
#> $`0.625`
#> $y
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $x
#> ppt_jja depth
#> [1,] 3.30466036 -0.78441082
#> [2,] -0.10210383 -0.70621177
#> [3,] -0.04392961 1.00993588
#> [4,] 0.30064388 -0.10464632
#> [5,] -0.56031452 -0.82677000
#> [6,] -0.63388728 -1.78436879
#> [7,] -0.85351271 -0.57559655
#> [8,] 0.92269356 -0.07324964
#> [9,] -0.08440884 -0.51280318
#> [10,] 1.04248191 -0.77684879
#> [11,] 0.12181131 -0.12739018
#> [12,] -0.55495242 0.20932049
#> [13,] -0.87689370 -1.78436879
#> [14,] -0.49830586 0.96455043
#> [15,] -0.15150644 1.37099772
#> [16,] -0.26970634 1.37099772
#> [17,] -0.08923476 1.37099772
#> [18,] -0.83485647 0.28349525
#> [19,] 1.03443867 1.37099772
#> [20,] -1.17311691 0.10537192
#>
#> $MAP
#> [,1]
#> 1 -0.76067152
#> 2 -0.31676734
#> 3 0.40757331
#> 4 -0.21694163
#> 5 -0.18760405
#> 6 -0.43292465
#> 7 0.01180502
#> 8 -0.41649642
#> 9 -0.24719031
#> 10 -0.71647922
#> 11 -0.16047146
#> 12 0.23391091
#> 13 -0.34414637
#> 14 0.52907413
#> 15 0.57996502
#> 16 0.61388269
#> 17 0.56133304
#> 18 0.35113173
#> 19 0.17939335
#> 20 0.37008377
#>
#> $ls
#> [1] 4.991038 8.065330
#>
#> $a
#> [1] -0.3846641 -0.6077638 -1.0741741 -0.6650998 -0.6824144 -0.5442305
#> [7] -0.8054151 -0.5530026 -0.6474660 -0.4044157 0.9027719 0.6551798
#> [13] 1.0291087 0.4943363 0.4689462 0.4524229 0.4781590 0.5886048
#> [19] 0.6872973 0.5781681
#>
#> $W
#> [1] 0.4405694 0.5618966 0.7160452 0.5866455 0.5937131 0.5317976 0.6391854
#> [8] 0.5361355 0.5792594 0.4533075 0.6701279 0.5825143 0.7049006 0.5059090
#> [15] 0.4918829 0.4824210 0.4970425 0.5531335 0.5956741 0.5482489
#>
#> $L
#> 1 2 3 4 5 6 7
#> 1 1.200237 0.1295551 0.1246447 0.1666752 0.09540359 0.08013049 0.07800429
#> 2 0.000000 1.2430254 0.4119971 0.4269890 0.44463671 0.38940847 0.44700194
#> 3 0.000000 0.0000000 1.2372418 0.3203044 0.25859735 0.15909631 0.28144850
#> 4 0.000000 0.0000000 0.0000000 1.1286941 0.21433207 0.17635176 0.20778037
#> 5 0.000000 0.0000000 0.0000000 0.0000000 1.12875978 0.23993908 0.25235857
#> 6 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 1.12238826 0.18503409
#> 7 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 1.10135445
#> 8 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 9 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 10 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 11 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 12 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 13 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 14 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 15 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 16 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 17 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 18 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 19 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 20 0.000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000 0.00000000
#> 8 9 10 11 12 13 14
#> 1 0.22228481 0.1325785 0.22299123 0.15975093 0.08926742 0.07570736 0.076417397
#> 2 0.36454214 0.4440749 0.33272765 0.46443881 0.41876334 0.43571609 0.347174990
#> 3 0.28026011 0.2895354 0.20240171 0.34456538 0.34026832 0.17739971 0.353139621
#> 4 0.22768969 0.2338924 0.20419586 0.25664225 0.21020302 0.18992319 0.178954041
#> 5 0.11729620 0.2079173 0.12020350 0.19330764 0.19708606 0.28130574 0.139697259
#> 6 0.06833591 0.1482351 0.09214947 0.12065353 0.11229038 0.27058305 0.054801806
#> 7 0.06484458 0.1402863 0.05598115 0.13269449 0.16161503 0.18337151 0.128577387
#> 8 1.09581599 0.1168767 0.16361550 0.14842727 0.08198246 0.03527243 0.078675864
#> 9 0.00000000 1.0617908 0.09414143 0.12568205 0.10803443 0.10835229 0.086629676
#> 10 0.00000000 0.0000000 1.07168341 0.09612882 0.03449016 0.04241565 0.020699248
#> 11 0.00000000 0.0000000 0.00000000 1.06193846 0.10404755 0.06213587 0.097976500
#> 12 0.00000000 0.0000000 0.00000000 0.00000000 1.06359556 0.06410056 0.124733249
#> 13 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000 1.11042901 0.008974017
#> 14 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000 1.069763833
#> 15 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 16 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 17 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 18 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 19 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 20 0.00000000 0.0000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 15 16 17 18 19 20
#> 1 0.08787994 0.08007869 0.09219650 0.06885331 0.190954620 0.052307973
#> 2 0.31443670 0.31129991 0.31575372 0.39279677 0.293053487 0.376666068
#> 3 0.36170231 0.35708530 0.36377089 0.32465079 0.349209229 0.292944736
#> 4 0.17282522 0.16768120 0.17539056 0.18851927 0.195411937 0.169751771
#> 5 0.10200886 0.10543976 0.10006944 0.19608135 0.054001540 0.209115856
#> 6 0.02454820 0.02699778 0.02321591 0.11044798 -0.002371956 0.127156349
#> 7 0.09676087 0.10165757 0.09407356 0.16940799 0.039406645 0.184201304
#> 8 0.09781147 0.08871130 0.10263460 0.05708161 0.178483917 0.030677915
#> 9 0.07712858 0.07605841 0.07759097 0.09902439 0.071872983 0.092532684
#> 10 0.02949991 0.02349796 0.03272577 0.01488494 0.088894089 -0.001245738
#> 11 0.09810194 0.09567774 0.09926739 0.09414096 0.102800173 0.081564108
#> 12 0.11222539 0.11550400 0.11035360 0.12989971 0.064004567 0.131206023
#> 13 -0.01688261 -0.01355649 -0.01862503 0.05900121 -0.044043687 0.081059921
#> 14 0.13725283 0.13941476 0.13595014 0.11556398 0.095858650 0.109100909
#> 15 1.07074428 0.13559171 0.13730863 0.08551853 0.126166975 0.071437017
#> 16 0.00000000 1.06140741 0.11919417 0.07995155 0.100602498 0.069623709
#> 17 0.00000000 0.00000000 1.05584124 0.06404366 0.105827167 0.051709431
#> 18 0.00000000 0.00000000 0.00000000 1.04888246 0.009248904 0.105283303
#> 19 0.00000000 0.00000000 0.00000000 0.00000000 1.095755900 -0.013387584
#> 20 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000 1.058035941
#>
#> $K
#> 1 2 3 4 5 6 7
#> 1 1.0000000 0.3125261 0.2663567 0.3934985 0.2238908 0.1986939 0.1764270
#> 2 0.3125261 1.0000000 0.8328342 0.9620546 0.9783044 0.9044818 0.9440081
#> 3 0.2663567 0.8328342 1.0000000 0.9149290 0.7899004 0.5951610 0.8013103
#> 4 0.3934985 0.9620546 0.9149290 1.0000000 0.8988982 0.7691994 0.8631241
#> 5 0.2238908 0.9783044 0.7899004 0.8988982 1.0000000 0.9442255 0.9875551
#> 6 0.1986939 0.9044818 0.5951610 0.7691994 0.9442255 1.0000000 0.9089973
#> 7 0.1764270 0.9440081 0.8013103 0.8631241 0.9875551 0.9089973 1.0000000
#> 8 0.5489495 0.8780543 0.8467579 0.9619189 0.7745091 0.6542650 0.7177014
#> 9 0.3149899 0.9976524 0.8659647 0.9751335 0.9716104 0.8776712 0.9422330
#> 10 0.5988958 0.8767335 0.7289413 0.9202191 0.7729728 0.7086060 0.6958397
#> 11 0.3528779 0.9745370 0.9204050 0.9967693 0.9259489 0.7965867 0.8978517
#> 12 0.2114948 0.9300591 0.9362260 0.9236270 0.9356141 0.7811120 0.9539692
#> 13 0.1630550 0.8761652 0.5748977 0.7306492 0.9352997 0.9941016 0.9133504
#> 14 0.1942746 0.8279703 0.9794045 0.8738760 0.8192938 0.6248143 0.8524061
#> 15 0.2265786 0.7651105 0.9908014 0.8560096 0.7289257 0.5270069 0.7525572
#> 16 0.2084797 0.7631470 0.9868981 0.8457079 0.7349876 0.5323164 0.7641030
#> 17 0.2364708 0.7652849 0.9917468 0.8605180 0.7249355 0.5236412 0.7457048
#> 18 0.1674055 0.8918002 0.9090238 0.8706570 0.9194590 0.7640400 0.9552438
#> 19 0.4473895 0.6724044 0.8828690 0.8278402 0.5745193 0.4081741 0.5532283
#> 20 0.1277435 0.8557764 0.8365568 0.8022608 0.9125743 0.7783989 0.9617693
#> 8 9 10 11 12 13 14
#> 1 0.5489495 0.3149899 0.5988958 0.3528779 0.2114948 0.1630550 0.1942746
#> 2 0.8780543 0.9976524 0.8767335 0.9745370 0.9300591 0.8761652 0.8279703
#> 3 0.8467579 0.8659647 0.7289413 0.9204050 0.9362260 0.5748977 0.9794045
#> 4 0.9619189 0.9751335 0.9202191 0.9967693 0.9236270 0.7306492 0.8738760
#> 5 0.7745091 0.9716104 0.7729728 0.9259489 0.9356141 0.9352997 0.8192938
#> 6 0.6542650 0.8776712 0.7086060 0.7965867 0.7811120 0.9941016 0.6248143
#> 7 0.7177014 0.9422330 0.6958397 0.8978517 0.9539692 0.9133504 0.8524061
#> 8 1.0000000 0.8926281 0.9683830 0.9375941 0.7995663 0.6029348 0.7641008
#> 9 0.8926281 1.0000000 0.8767455 0.9866212 0.9469506 0.8494617 0.8585866
#> 10 0.9683830 0.8767455 1.0000000 0.8948811 0.7291115 0.6492149 0.6532318
#> 11 0.9375941 0.9866212 0.8948811 1.0000000 0.9484638 0.7632811 0.8936502
#> 12 0.7995663 0.9469506 0.7291115 0.9484638 1.0000000 0.7735262 0.9649481
#> 13 0.6029348 0.8494617 0.6492149 0.7632811 0.7735262 1.0000000 0.6170422
#> 14 0.7641008 0.8585866 0.6532318 0.8936502 0.9649481 0.6170422 1.0000000
#> 15 0.7827770 0.8021589 0.6512842 0.8635790 0.9048679 0.5117373 0.9779567
#> 16 0.7620472 0.7997651 0.6322406 0.8568072 0.9122773 0.5198762 0.9846427
#> 17 0.7930306 0.8025189 0.6608023 0.8661923 0.8999749 0.5069298 0.9733561
#> 18 0.7280812 0.9087112 0.6552266 0.9028924 0.9918437 0.7670018 0.9606915
#> 19 0.8776033 0.7079341 0.7512635 0.8004152 0.7141015 0.3741099 0.7822399
#> 20 0.6427439 0.8672468 0.5827367 0.8425319 0.9617976 0.7943925 0.9126692
#> 15 16 17 18 19 20
#> 1 0.2265786 0.2084797 0.2364708 0.1674055 0.4473895 0.1277435
#> 2 0.7651105 0.7631470 0.7652849 0.8918002 0.6724044 0.8557764
#> 3 0.9908014 0.9868981 0.9917468 0.9090238 0.8828690 0.8365568
#> 4 0.8560096 0.8457079 0.8605180 0.8706570 0.8278402 0.8022608
#> 5 0.7289257 0.7349876 0.7249355 0.9194590 0.5745193 0.9125743
#> 6 0.5270069 0.5323164 0.5236412 0.7640400 0.4081741 0.7783989
#> 7 0.7525572 0.7641030 0.7457048 0.9552438 0.5532283 0.9617693
#> 8 0.7827770 0.7620472 0.7930306 0.7280812 0.8776033 0.6427439
#> 9 0.8021589 0.7997651 0.8025189 0.9087112 0.7079341 0.8672468
#> 10 0.6512842 0.6322406 0.6608023 0.6552266 0.7512635 0.5827367
#> 11 0.8635790 0.8568072 0.8661923 0.9028924 0.8004152 0.8425319
#> 12 0.9048679 0.9122773 0.8999749 0.9918437 0.7141015 0.9617976
#> 13 0.5117373 0.5198762 0.5069298 0.7670018 0.3741099 0.7943925
#> 14 0.9779567 0.9846427 0.9733561 0.9606915 0.7822399 0.9126692
#> 15 1.0000000 0.9986013 0.9996116 0.8868333 0.8685769 0.8155779
#> 16 0.9986013 1.0000000 0.9967425 0.9000415 0.8433402 0.8343822
#> 17 0.9996116 0.9967425 1.0000000 0.8789629 0.8811821 0.8049355
#> 18 0.8868333 0.9000415 0.8789629 1.0000000 0.6548353 0.9866603
#> 19 0.8685769 0.8433402 0.8811821 0.6548353 1.0000000 0.5557107
#> 20 0.8155779 0.8343822 0.8049355 0.9866603 0.5557107 1.0000000
#>
#> $e
#> NULL
#>
#> $obsx
#> ppt_jja depth
#> 1 48.7567 63.69832
#> 2 15.0839 68.67968
#> 3 15.6589 178.00000
#> 4 19.0647 107.00000
#> 5 10.5549 61.00000
#> 6 9.8277 0.00000
#> 7 7.6569 77.00000
#> 8 25.2131 109.00000
#> 9 15.2588 81.00000
#> 10 26.3971 64.18003
#> 11 17.2971 105.55119
#> 12 10.6079 127.00000
#> 13 7.4258 0.00000
#> 14 11.1678 175.10890
#> 15 14.5956 201.00000
#> 16 13.4273 201.00000
#> 17 15.2111 201.00000
#> 18 7.8413 131.72501
#> 19 26.3176 201.00000
#> 20 4.4979 120.37837
#>
#> $obsy
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $mnll
#> [1] 13.55044
#>
#> $wt
#> [1] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#>
#> $l_grads
#> [1] 0.02571867 -0.07774877
#>
#> $mnfun
#> function(x) rep(exp.prev, nrow(x))
#> <bytecode: 0x0000027cbca88008>
#> <environment: 0x0000027caf31ae40>
#>
#> $facs
#> named integer(0)
#>
#> $hessian
#> [1] FALSE
#>
#> $scaling
#> ppt_jja depth
#> [1,] 16.0931 113.6661
#> [2,] 9.8841 63.7010
#>
#> $peak
#> ppt_jja depth
#> 16 13.4273 201
#>
#> attr(,"class")
#> [1] "graf"
#>
#> $`0.605092592592593`
#> $y
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $x
#> pH depth
#> [1,] 0.29031555 -0.78441082
#> [2,] 0.59626107 -0.70621177
#> [3,] 0.21974369 1.00993588
#> [4,] 0.48760618 -0.10464632
#> [5,] 0.05902609 -0.82677000
#> [6,] -2.72674377 -1.78436879
#> [7,] 0.43403374 -0.57559655
#> [8,] 0.38046129 -0.07324964
#> [9,] 0.70189623 -0.51280318
#> [10,] -0.26476209 -0.77684879
#> [11,] 0.44514648 -0.12739018
#> [12,] 0.27331614 0.20932049
#> [13,] -2.72674377 -1.78436879
#> [14,] 0.49164107 0.96455043
#> [15,] 0.54557371 1.37099772
#> [16,] -0.64656941 1.37099772
#> [17,] 0.58927237 1.37099772
#> [18,] 0.29629189 0.28349525
#> [19,] 0.86261358 1.37099772
#> [20,] -0.30838003 0.10537192
#>
#> $MAP
#> [,1]
#> 1 -0.46724181
#> 2 -0.45619743
#> 3 0.42897148
#> 4 -0.15482230
#> 5 -0.46262110
#> 6 -0.21839158
#> 7 -0.38433466
#> 8 -0.13033437
#> 9 -0.37302486
#> 10 -0.40247676
#> 11 -0.16330697
#> 12 0.02528167
#> 13 -0.21839158
#> 14 0.38985359
#> 15 0.56406698
#> 16 0.60991968
#> 17 0.56101590
#> 18 0.06215445
#> 19 0.54007994
#> 20 0.02189067
#>
#> $ls
#> [1] 8.405912 8.065330
#>
#> $a
#> [1] -0.5261373 -0.5319260 -1.0895354 -0.7020053 -0.5285552 -0.6642494
#> [7] -0.5703813 -0.7168051 -0.5765567 -0.5605449 0.9046728 0.7818597
#> [13] 0.9419170 0.5673799 0.4768012 0.4543369 0.4783167 0.7587415
#> [19] 0.4887850 0.7840010
#>
#> $W
#> [1] 0.5226538 0.5256085 0.7197077 0.6014975 0.5238913 0.5862937 0.5445522
#> [8] 0.6072339 0.5474876 0.5398169 0.6706935 0.6310714 0.6815008 0.5431151
#> [15] 0.4962872 0.4835310 0.4971301 0.6228478 0.5028937 0.6318198
#>
#> $L
#> 1 2 3 4 5 6 7
#> 1 1.233959 0.4222358 0.4069778 0.4405316 0.4226655 0.24535619 0.43064427
#> 2 0.000000 1.1607435 0.2896969 0.3130805 0.2902349 0.14147747 0.30304852
#> 3 0.000000 0.0000000 1.2124985 0.2776119 0.1990136 0.08083929 0.22364976
#> 4 0.000000 0.0000000 0.0000000 1.1101088 0.1849181 0.08542463 0.19613068
#> 5 0.000000 0.0000000 0.0000000 0.0000000 1.0895906 0.14074139 0.16231217
#> 6 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 1.21344043 0.06482618
#> 7 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 1.07155268
#> 8 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 9 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 10 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 11 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 12 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 13 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 14 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 15 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 16 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 17 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 18 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 19 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 20 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.00000000 0.00000000
#> 8 9 10 11 12 13
#> 1 0.44223992 0.42720018 0.42263827 0.46647352 0.43777523 0.26452857
#> 2 0.31258933 0.30537296 0.28522738 0.33063286 0.30889020 0.15253266
#> 3 0.28307134 0.22587990 0.20590296 0.29168537 0.31333566 0.08715616
#> 4 0.20956427 0.19809203 0.18294730 0.22077031 0.21091273 0.09209979
#> 5 0.15459919 0.15473170 0.17637961 0.16335130 0.14726585 0.15173907
#> 6 0.05352128 0.04097829 0.13779864 0.05280680 0.05204720 0.41976057
#> 7 0.13799164 0.13989450 0.12822449 0.14679844 0.13301130 0.05375192
#> 8 1.06962233 0.12245304 0.10903016 0.14125039 0.13892747 0.03752381
#> 9 0.00000000 1.05890815 0.09198159 0.11608948 0.10243930 0.02294314
#> 10 0.00000000 0.00000000 1.05692263 0.09080376 0.08433177 0.10345139
#> 11 0.00000000 0.00000000 0.00000000 1.05700628 0.10888162 0.02050188
#> 12 0.00000000 0.00000000 0.00000000 0.00000000 1.05380159 0.01952398
#> 13 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 1.16474443
#> 14 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
#> 15 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
#> 16 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
#> 17 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
#> 18 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
#> 19 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
#> 20 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000 0.00000000
#> 14 15 16 17 18 19
#> 1 0.356327927 0.308254059 0.28990981 0.308071616 0.43081646 0.30549401
#> 2 0.257284384 0.224554799 0.19774593 0.224957495 0.30469728 0.22641676
#> 3 0.332233425 0.328741772 0.31698716 0.328241124 0.31682584 0.32359309
#> 4 0.182594579 0.162069116 0.14310657 0.162339603 0.20892835 0.16325965
#> 5 0.098375336 0.075088647 0.08508319 0.074484502 0.14245966 0.07039516
#> 6 0.008758752 -0.003697571 0.06024719 -0.005670904 0.04685821 -0.01720810
#> 7 0.103866799 0.086475350 0.07188829 0.086760114 0.13051129 0.08807569
#> 8 0.127582683 0.116596493 0.10390583 0.116727504 0.13848073 0.11695905
#> 9 0.082441270 0.069176593 0.04531187 0.069913095 0.10081622 0.07416805
#> 10 0.051554803 0.037269317 0.05876139 0.036301939 0.08102780 0.03011354
#> 11 0.102091385 0.093960144 0.07946393 0.094234506 0.10878296 0.09546923
#> 12 0.109162909 0.106218819 0.10220960 0.106046681 0.10593419 0.10445408
#> 13 -0.012052018 -0.018674925 0.03006949 -0.020128131 0.01238721 -0.02852640
#> 14 1.066523063 0.137943061 0.12067130 0.138228849 0.10114763 0.13937125
#> 15 0.000000000 1.069634094 0.11663619 0.135072121 0.08637092 0.13656229
#> 16 0.000000000 0.000000000 1.07761273 0.099116680 0.07245201 0.08597077
#> 17 0.000000000 0.000000000 0.00000000 1.056822756 0.06946476 0.11376101
#> 18 0.000000000 0.000000000 0.00000000 0.000000000 1.03632538 0.06280735
#> 19 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 1.05387409
#> 20 0.000000000 0.000000000 0.00000000 0.000000000 0.00000000 0.00000000
#> 20
#> 1 0.43403823
#> 2 0.29607231
#> 3 0.30352129
#> 4 0.20168031
#> 5 0.15943342
#> 6 0.10866934
#> 7 0.12557406
#> 8 0.13135786
#> 9 0.08822502
#> 10 0.10173005
#> 11 0.09987771
#> 12 0.10131357
#> 13 0.05863925
#> 14 0.08502203
#> 15 0.06950734
#> 16 0.08949693
#> 17 0.05175194
#> 18 0.06811033
#> 19 0.03474304
#> 20 1.04034352
#>
#> $K
#> 1 2 3 4 5 6 7
#> 1 1.0000000 0.9940709 0.8188157 0.9695131 0.9967122 0.5469315 0.9960760
#> 2 0.9940709 1.0000000 0.8261209 0.9771290 0.9820935 0.4824471 0.9973804
#> 3 0.8188157 0.8261209 1.0000000 0.9219334 0.8100400 0.3677083 0.8533561
#> 4 0.9695131 0.9771290 0.9219334 1.0000000 0.9576690 0.4540792 0.9861759
#> 5 0.9967122 0.9820935 0.8100400 0.9576690 1.0000000 0.5954377 0.9877990
#> 6 0.5469315 0.4824471 0.3677083 0.4540792 0.5954377 1.0000000 0.5041728
#> 7 0.9960760 0.9973804 0.8533561 0.9861759 0.9877990 0.5041728 1.0000000
#> 8 0.9686647 0.9727703 0.9284181 0.9992563 0.9594977 0.4696371 0.9843094
#> 9 0.9854573 0.9970217 0.8542129 0.9870258 0.9697724 0.4495623 0.9954979
#> 10 0.9818364 0.9565646 0.8090583 0.9401814 0.9936299 0.6547703 0.9689359
#> 11 0.9722064 0.9781147 0.9201564 0.9998607 0.9615668 0.4636386 0.9876161
#> 12 0.9406011 0.9434927 0.9608781 0.9911965 0.9330647 0.4575947 0.9610485
#> 13 0.5469315 0.4824471 0.3677083 0.4540792 0.5954377 1.0000000 0.5041728
#> 14 0.8252727 0.8405463 0.9954851 0.9315820 0.8105359 0.3380460 0.8630783
#> 15 0.7468542 0.7651806 0.9857064 0.8735475 0.7308682 0.2853134 0.7900583
#> 16 0.7116136 0.6981174 0.9486428 0.8093630 0.7196034 0.4170219 0.7375910
#> 17 0.7457791 0.7652953 0.9839264 0.8731851 0.7289391 0.2804690 0.7895106
#> 18 0.9317402 0.9360594 0.9674770 0.9885494 0.9233310 0.4454459 0.9541997
#> 19 0.7352891 0.7620749 0.9678631 0.8664439 0.7133010 0.2506831 0.7820519
#> 20 0.9320193 0.9143774 0.9348998 0.9603843 0.9399816 0.5659405 0.9403221
#> 8 9 10 11 12 13 14
#> 1 0.9686647 0.9854573 0.9818364 0.9722064 0.9406011 0.5469315 0.8252727
#> 2 0.9727703 0.9970217 0.9565646 0.9781147 0.9434927 0.4824471 0.8405463
#> 3 0.9284181 0.8542129 0.8090583 0.9201564 0.9608781 0.3677083 0.9954851
#> 4 0.9992563 0.9870258 0.9401814 0.9998607 0.9911965 0.4540792 0.9315820
#> 5 0.9594977 0.9697724 0.9936299 0.9615668 0.9330647 0.5954377 0.8105359
#> 6 0.4696371 0.4495623 0.6547703 0.4636386 0.4575947 1.0000000 0.3380460
#> 7 0.9843094 0.9954979 0.9689359 0.9876161 0.9610485 0.5041728 0.8630783
#> 8 1.0000000 0.9820399 0.9460563 0.9995695 0.9943830 0.4696371 0.9347237
#> 9 0.9820399 1.0000000 0.9418551 0.9869560 0.9576690 0.4495623 0.8711549
#> 10 0.9460563 0.9418551 1.0000000 0.9454201 0.9254155 0.6547703 0.8008941
#> 11 0.9995695 0.9869560 0.9454201 1.0000000 0.9912537 0.4636386 0.9286291
#> 12 0.9943830 0.9576690 0.9254155 0.9912537 1.0000000 0.4575947 0.9625255
#> 13 0.4696371 0.4495623 0.6547703 0.4636386 0.4575947 1.0000000 0.3380460
#> 14 0.9347237 0.8711549 0.8008941 0.9286291 0.9625255 0.3380460 1.0000000
#> 15 0.8772781 0.8013551 0.7224907 0.8695441 0.9156975 0.2853134 0.9896397
#> 16 0.8252650 0.7202498 0.7447822 0.8105199 0.8745960 0.4170219 0.9164007
#> 17 0.8764258 0.8019155 0.7193718 0.8689916 0.9142985 0.2804690 0.9892499
#> 18 0.9917233 0.9520903 0.9153716 0.9882850 0.9996276 0.4454459 0.9694515
#> 19 0.8666349 0.8012887 0.6965662 0.8610931 0.9009400 0.2506831 0.9817415
#> 20 0.9702493 0.9190626 0.9527872 0.9635483 0.9794180 0.5659405 0.9195844
#> 15 16 17 18 19 20
#> 1 0.7468542 0.7116136 0.7457791 0.9317402 0.7352891 0.9320193
#> 2 0.7651806 0.6981174 0.7652953 0.9360594 0.7620749 0.9143774
#> 3 0.9857064 0.9486428 0.9839264 0.9674770 0.9678631 0.9348998
#> 4 0.8735475 0.8093630 0.8731851 0.9885494 0.8664439 0.9603843
#> 5 0.7308682 0.7196034 0.7289391 0.9233310 0.7133010 0.9399816
#> 6 0.2853134 0.4170219 0.2804690 0.4454459 0.2506831 0.5659405
#> 7 0.7900583 0.7375910 0.7895106 0.9541997 0.7820519 0.9403221
#> 8 0.8772781 0.8252650 0.8764258 0.9917233 0.8666349 0.9702493
#> 9 0.8013551 0.7202498 0.8019155 0.9520903 0.8012887 0.9190626
#> 10 0.7224907 0.7447822 0.7193718 0.9153716 0.6965662 0.9527872
#> 11 0.8695441 0.8105199 0.8689916 0.9882850 0.8610931 0.9635483
#> 12 0.9156975 0.8745960 0.9142985 0.9996276 0.9009400 0.9794180
#> 13 0.2853134 0.4170219 0.2804690 0.4454459 0.2506831 0.5659405
#> 14 0.9896397 0.9164007 0.9892499 0.9694515 0.9817415 0.9195844
#> 15 1.0000000 0.9189385 0.9998864 0.9258770 0.9940391 0.8670327
#> 16 0.9189385 1.0000000 0.9131573 0.8814418 0.8732983 0.8993300
#> 17 0.9998864 0.9131573 1.0000000 0.9245729 0.9955656 0.8630942
#> 18 0.9258770 0.8814418 0.9245729 1.0000000 0.9117452 0.9765638
#> 19 0.9940391 0.8732983 0.9955656 0.9117452 1.0000000 0.8345478
#> 20 0.8670327 0.8993300 0.8630942 0.9765638 0.8345478 1.0000000
#>
#> $e
#> NULL
#>
#> $obsx
#> pH depth
#> 1 5.631732 63.69832
#> 2 6.202818 68.67968
#> 3 5.500000 178.00000
#> 4 6.000000 107.00000
#> 5 5.200000 61.00000
#> 6 0.000000 0.00000
#> 7 5.900000 77.00000
#> 8 5.800000 109.00000
#> 9 6.400000 81.00000
#> 10 4.595607 64.18003
#> 11 5.920743 105.55119
#> 12 5.600000 127.00000
#> 13 0.000000 0.00000
#> 14 6.007532 175.10890
#> 15 6.108204 201.00000
#> 16 3.882915 201.00000
#> 17 6.189773 201.00000
#> 18 5.642887 131.72501
#> 19 6.700000 201.00000
#> 20 4.514189 120.37837
#>
#> $obsy
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $mnll
#> [1] 13.72238
#>
#> $wt
#> [1] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#>
#> $l_grads
#> [1] 0.006522482 -0.106633422
#>
#> $mnfun
#> function(x) rep(exp.prev, nrow(x))
#> <bytecode: 0x0000027cbca88008>
#> <environment: 0x0000027ca7c6ad58>
#>
#> $facs
#> named integer(0)
#>
#> $hessian
#> [1] FALSE
#>
#> $scaling
#> pH depth
#> [1,] 5.089820 113.6661
#> [2,] 1.866629 63.7010
#>
#> $peak
#> pH depth
#> 16 3.882915 201
#>
#> attr(,"class")
#> [1] "graf"
#>
#> $`0.65787037037037`
#> $y
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $x
#> awc depth
#> [1,] 0.72436261 -0.78441082
#> [2,] 0.38688529 -0.70621177
#> [3,] 2.01886445 1.00993588
#> [4,] -0.23957505 -0.10464632
#> [5,] 0.01136263 -0.82677000
#> [6,] -1.99613918 -1.78436879
#> [7,] 0.26230050 -0.57559655
#> [8,] 1.26605122 -0.07324964
#> [9,] 0.51323818 -0.51280318
#> [10,] -0.40550300 -0.77684879
#> [11,] 0.26230050 -0.12739018
#> [12,] 0.76417586 0.20932049
#> [13,] -1.99613918 -1.78436879
#> [14,] -0.06598329 0.96455043
#> [15,] -0.40816704 1.37099772
#> [16,] 0.76151126 1.37099772
#> [17,] 0.41058623 1.37099772
#> [18,] -0.02433387 0.28349525
#> [19,] -1.24332600 1.37099772
#> [20,] -1.00247213 0.10537192
#>
#> $MAP
#> [,1]
#> 1 -0.58243954
#> 2 -0.46122198
#> 3 -0.08863867
#> 4 0.02453398
#> 5 -0.41060790
#> 6 -0.18809602
#> 7 -0.36489715
#> 8 -0.38739332
#> 9 -0.40487399
#> 10 -0.26498648
#> 11 -0.13738611
#> 12 -0.11042719
#> 13 -0.18809602
#> 14 0.52628691
#> 15 0.78449152
#> 16 0.45255983
#> 17 0.56506670
#> 18 0.16823142
#> 19 0.90752227
#> 20 0.33457906
#>
#> $ls
#> [1] 7.28448 8.06533
#>
#> $a
#> [1] -0.4677298 -0.5292884 -0.7423252 -0.8135687 -0.5561643 -0.6821223
#> [7] -0.5810151 -0.5687169 -0.5592516 -0.6371964 0.8873552 0.8694882
#> [13] 0.9213596 0.4957475 0.3742519 0.5338397 0.4763052 0.6939610
#> [19] 0.3231095 0.5977958
#>
#> $W
#> [1] 0.4911956 0.5242657 0.6168454 0.6419340 0.5376841 0.5935954 0.5495893
#> [8] 0.5437561 0.5391888 0.5748676 0.6654889 0.6599946 0.6755995 0.5066710
#> [15] 0.4336619 0.5265792 0.4960108 0.5983278 0.3976288 0.5573697
#>
#> $L
#> 1 2 3 4 5 6 7
#> 1 1.221145 0.4121696 0.3290864 0.4192431 0.4063693 0.250068718 0.41815827
#> 2 0.000000 1.1637791 0.2225318 0.3259884 0.3074910 0.213479079 0.31216202
#> 3 0.000000 0.0000000 1.2079019 0.1655900 0.1259697 -0.005355534 0.16230997
#> 4 0.000000 0.0000000 0.0000000 1.1543313 0.2381413 0.212918449 0.23552061
#> 5 0.000000 0.0000000 0.0000000 0.0000000 1.0979152 0.170737826 0.17915756
#> 6 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 1.187843991 0.09810156
#> 7 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.000000000 1.07412846
#> 8 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.000000000 0.00000000
#> 9 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.000000000 0.00000000
#> 10 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.000000000 0.00000000
#> 11 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.000000000 0.00000000
#> 12 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.000000000 0.00000000
#> 13 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.000000000 0.00000000
#> 14 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.000000000 0.00000000
#> 15 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.000000000 0.00000000
#> 16 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.000000000 0.00000000
#> 17 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.000000000 0.00000000
#> 18 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.000000000 0.00000000
#> 19 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.000000000 0.00000000
#> 20 0.000000 0.0000000 0.0000000 0.0000000 0.0000000 0.000000000 0.00000000
#> 8 9 10 11 12 13
#> 1 0.401974477 0.41823026 0.39864610 0.44920408 0.43852645 0.266783379
#> 2 0.282039060 0.30717219 0.31050093 0.33749154 0.31987652 0.227748079
#> 3 0.267344592 0.18339942 0.10438212 0.21155729 0.27725562 -0.005713499
#> 4 0.174047228 0.22023018 0.26330927 0.26769267 0.23361849 0.227149976
#> 5 0.130561180 0.16943530 0.19670057 0.18316234 0.15389836 0.182149989
#> 6 0.008072616 0.07339427 0.17343868 0.08589947 0.03156971 0.369108167
#> 7 0.128030364 0.14143373 0.13865985 0.15404748 0.14508764 0.082027539
#> 8 1.080443359 0.12186901 0.07514369 0.12774417 0.15335015 -0.003009638
#> 9 0.000000000 1.05774770 0.10312034 0.12004954 0.11676873 0.051697619
#> 10 0.000000000 0.00000000 1.06537865 0.10671593 0.07876927 0.130744046
#> 11 0.000000000 0.00000000 0.00000000 1.06141965 0.11815635 0.042149788
#> 12 0.000000000 0.00000000 0.00000000 0.00000000 1.06342434 -0.004138933
#> 13 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 1.141582132
#> 14 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 15 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 16 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 17 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 18 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 19 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 20 0.000000000 0.00000000 0.00000000 0.00000000 0.00000000 0.000000000
#> 14 15 16 17 18 19
#> 1 0.32377774 0.25948968 0.312226414 0.30101599 0.39802984 0.20801812
#> 2 0.25261068 0.20833767 0.231623329 0.22871447 0.30670574 0.17650743
#> 3 0.20864506 0.17440596 0.292168936 0.25620768 0.20054263 0.10671806
#> 4 0.24044272 0.22048218 0.190092921 0.20422018 0.27026492 0.21615056
#> 5 0.12280194 0.09986371 0.090438128 0.09569850 0.16371066 0.09463958
#> 6 0.05042044 0.04863056 -0.002464798 0.01189709 0.08474570 0.08483136
#> 7 0.11217138 0.09106973 0.099712430 0.09954027 0.13842523 0.07518300
#> 8 0.09705263 0.07298609 0.125379258 0.11023494 0.10907913 0.03978152
#> 9 0.08481393 0.06690255 0.079519443 0.07753273 0.10546972 0.05155557
#> 10 0.08127158 0.07286058 0.047595909 0.05701331 0.10362285 0.07926258
#> 11 0.11378077 0.10249096 0.106313990 0.10786789 0.12022512 0.08827117
#> 12 0.10737664 0.09449409 0.124743941 0.11763291 0.10455523 0.06826534
#> 13 0.01490325 0.01709244 -0.021298674 -0.01109886 0.03631020 0.04701888
#> 14 1.07636460 0.15657959 0.140661210 0.14917544 0.11933155 0.14929551
#> 15 0.00000000 1.07884512 0.122923331 0.13489908 0.10169386 0.15441723
#> 16 0.00000000 0.00000000 1.072052749 0.13146052 0.07925293 0.07795596
#> 17 0.00000000 0.00000000 0.000000000 1.05914631 0.07536979 0.08759688
#> 18 0.00000000 0.00000000 0.000000000 0.00000000 1.04039378 0.07279838
#> 19 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 1.07373995
#> 20 0.00000000 0.00000000 0.000000000 0.00000000 0.00000000 0.00000000
#> 20
#> 1 0.33244895
#> 2 0.27283047
#> 3 0.10575644
#> 4 0.28357237
#> 5 0.16718235
#> 6 0.16923664
#> 7 0.11839339
#> 8 0.05494532
#> 9 0.08355986
#> 10 0.12390377
#> 11 0.10411084
#> 12 0.06780776
#> 13 0.10321071
#> 14 0.11676496
#> 15 0.11027205
#> 16 0.04772305
#> 17 0.05816959
#> 18 0.08021188
#> 19 0.10384389
#> 20 1.05360798
#>
#> $K
#> 1 2 3 4 5 6 7
#> 1 1.0000000 0.9918370 0.7300656 0.9117187 0.9656004 0.5655281 0.9827921
#> 2 0.9918370 1.0000000 0.6939246 0.9518270 0.9894754 0.6301163 0.9978792
#> 3 0.7300656 0.6939246 1.0000000 0.6523909 0.6152325 0.2038165 0.6923706
#> 4 0.9117187 0.9518270 0.6523909 1.0000000 0.9640139 0.6792946 0.9694382
#> 5 0.9656004 0.9894754 0.6152325 0.9640139 1.0000000 0.7164349 0.9918005
#> 6 0.5655281 0.6301163 0.2038165 0.6792946 0.7164349 1.0000000 0.6435999
#> 7 0.9827921 0.9978792 0.6923706 0.9694382 0.9918005 0.6435999 1.0000000
#> 8 0.9498095 0.9250656 0.8943694 0.8558503 0.8665337 0.4017350 0.9186967
#> 9 0.9923962 0.9965910 0.7413031 0.9519647 0.9768719 0.5871618 0.9954438
#> 10 0.9161017 0.9575222 0.5480705 0.9705406 0.9879903 0.7893109 0.9674212
#> 11 0.9594302 0.9784013 0.7467860 0.9828283 0.9659480 0.5943388 0.9876234
#> 12 0.9405149 0.9401332 0.8626108 0.9274967 0.8999204 0.4632924 0.9460283
#> 13 0.5655281 0.6301163 0.2038165 0.6792946 0.7164349 1.0000000 0.6435999
#> 14 0.7925452 0.8293364 0.7419498 0.9296580 0.8192730 0.4847247 0.8568866
#> 15 0.6865695 0.7328034 0.6620600 0.8720192 0.7323315 0.4537020 0.7666203
#> 16 0.7496833 0.7579607 0.8899447 0.8156408 0.7131483 0.3200731 0.7772337
#> 17 0.7447047 0.7652681 0.8305884 0.8487358 0.7331677 0.3624711 0.7894508
#> 18 0.8965739 0.9302229 0.7266867 0.9875585 0.9263469 0.5874531 0.9499052
#> 19 0.5747809 0.6376887 0.4778152 0.8153418 0.6653143 0.5188553 0.6767136
#> 20 0.7758779 0.8408615 0.5079889 0.9582149 0.8830115 0.7488927 0.8706231
#> 8 9 10 11 12 13 14
#> 1 0.9498095 0.9923962 0.9161017 0.9594302 0.9405149 0.5655281 0.7925452
#> 2 0.9250656 0.9965910 0.9575222 0.9784013 0.9401332 0.6301163 0.8293364
#> 3 0.8943694 0.7413031 0.5480705 0.7467860 0.8626108 0.2038165 0.7419498
#> 4 0.8558503 0.9519647 0.9705406 0.9828283 0.9274967 0.6792946 0.9296580
#> 5 0.8665337 0.9768719 0.9879903 0.9659480 0.8999204 0.7164349 0.8192730
#> 6 0.4017350 0.5871618 0.7893109 0.5943388 0.4632924 1.0000000 0.4847247
#> 7 0.9186967 0.9954438 0.9674212 0.9876234 0.9460283 0.6435999 0.8568866
#> 8 1.0000000 0.9503953 0.8005357 0.9330125 0.9780068 0.4017350 0.8281537
#> 9 0.9503953 1.0000000 0.9396391 0.9865602 0.9640139 0.5871618 0.8535645
#> 10 0.8005357 0.9396391 1.0000000 0.9448216 0.8571012 0.7893109 0.8220891
#> 11 0.9330125 0.9865602 0.9448216 1.0000000 0.9759761 0.5943388 0.9219037
#> 12 0.9780068 0.9640139 0.8571012 0.9759761 1.0000000 0.4632924 0.9206613
#> 13 0.4017350 0.5871618 0.7893109 0.5943388 0.4632924 1.0000000 0.4847247
#> 14 0.8281537 0.8535645 0.8220891 0.9219037 0.9206613 0.4847247 1.0000000
#> 15 0.7249117 0.7570914 0.7512680 0.8436299 0.8369450 0.4537020 0.9818878
#> 16 0.8634818 0.7991326 0.6842216 0.8553095 0.9197433 0.3200731 0.9443657
#> 17 0.8356536 0.8019405 0.7176983 0.8687538 0.9118846 0.3624711 0.9745002
#> 18 0.8849888 0.9425698 0.9234174 0.9840235 0.9578949 0.5874531 0.9715389
#> 19 0.5703368 0.6493492 0.7159297 0.7446917 0.6974810 0.5188553 0.8999785
#> 20 0.7010274 0.8341182 0.9298690 0.8930103 0.8066257 0.7488927 0.8994604
#> 15 16 17 18 19 20
#> 1 0.6865695 0.7496833 0.7447047 0.8965739 0.5747809 0.7758779
#> 2 0.7328034 0.7579607 0.7652681 0.9302229 0.6376887 0.8408615
#> 3 0.6620600 0.8899447 0.8305884 0.7266867 0.4778152 0.5079889
#> 4 0.8720192 0.8156408 0.8487358 0.9875585 0.8153418 0.9582149
#> 5 0.7323315 0.7131483 0.7331677 0.9263469 0.6653143 0.8830115
#> 6 0.4537020 0.3200731 0.3624711 0.5874531 0.5188553 0.7488927
#> 7 0.7666203 0.7772337 0.7894508 0.9499052 0.6767136 0.8706231
#> 8 0.7249117 0.8634818 0.8356536 0.8849888 0.5703368 0.7010274
#> 9 0.7570914 0.7991326 0.8019405 0.9425698 0.6493492 0.8341182
#> 10 0.7512680 0.6842216 0.7176983 0.9234174 0.7159297 0.9298690
#> 11 0.8436299 0.8553095 0.8687538 0.9840235 0.7446917 0.8930103
#> 12 0.8369450 0.9197433 0.9118846 0.9578949 0.6974810 0.8066257
#> 13 0.4537020 0.3200731 0.3624711 0.5874531 0.5188553 0.7488927
#> 14 0.9818878 0.9443657 0.9745002 0.9715389 0.8999785 0.8994604
#> 15 1.0000000 0.9103662 0.9550299 0.9199554 0.9532528 0.8837816
#> 16 0.9103662 1.0000000 0.9915828 0.8907372 0.7588994 0.7313362
#> 17 0.9550299 0.9915828 1.0000000 0.9173180 0.8288160 0.7894995
#> 18 0.9199554 0.8907372 0.9173180 1.0000000 0.8391957 0.9345990
#> 19 0.9532528 0.7588994 0.8288160 0.8391957 1.0000000 0.9018709
#> 20 0.8837816 0.7313362 0.7894995 0.9345990 0.9018709 1.0000000
#>
#> $e
#> NULL
#>
#> $obsx
#> awc depth
#> 1 0.10841342 63.69832
#> 2 0.09496477 68.67968
#> 3 0.16000000 178.00000
#> 4 0.07000000 107.00000
#> 5 0.08000000 61.00000
#> 6 0.00000000 0.00000
#> 7 0.09000000 77.00000
#> 8 0.13000000 109.00000
#> 9 0.10000000 81.00000
#> 10 0.06338768 64.18003
#> 11 0.09000000 105.55119
#> 12 0.11000000 127.00000
#> 13 0.00000000 0.00000
#> 14 0.07691772 175.10890
#> 15 0.06328152 201.00000
#> 16 0.10989381 201.00000
#> 17 0.09590927 201.00000
#> 18 0.07857747 131.72501
#> 19 0.03000000 201.00000
#> 20 0.03959815 120.37837
#>
#> $obsy
#> [1] 0 0 0 0 0 0 0 0 0 0 1 1 1 1 1 1 1 1 1 1
#>
#> $mnll
#> [1] 13.25561
#>
#> $wt
#> [1] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
#>
#> $l_grads
#> [1] -0.01116339 -0.10935988
#>
#> $mnfun
#> function(x) rep(exp.prev, nrow(x))
#> <bytecode: 0x0000027cbca88008>
#> <environment: 0x0000027cbbb2f380>
#>
#> $facs
#> named integer(0)
#>
#> $hessian
#> [1] FALSE
#>
#> $scaling
#> awc depth
#> [1,] 0.07954719 113.6661
#> [2,] 0.03985052 63.7010
#>
#> $peak
#> awc depth
#> 19 0.03 201
#>
#> attr(,"class")
#> [1] "graf"
#>
esm_gau_t1$predictors
#> # A tibble: 1 × 8
#> c1 c2 c3 c4 c5 c6 c7 c8
#> <chr> <chr> <chr> <chr> <chr> <chr> <chr> <chr>
#> 1 aet cwd tmin ppt_djf ppt_jja pH awc depth
esm_gau_t1$performance
#> # A tibble: 7 × 33
#> model threshold thr_value n_presences n_absences TPR_mean TPR_sd TNR_mean
#> <chr> <chr> <dbl> <int> <int> <dbl> <dbl> <dbl>
#> 1 esm_gau equal_sens_… 0.517 10 10 1 0 1
#> 2 esm_gau lpt 0.491 10 10 1 0 1
#> 3 esm_gau max_fpb 0.518 10 10 1 0 1
#> 4 esm_gau max_jaccard 0.518 10 10 1 0 1
#> 5 esm_gau max_sens_sp… 0.518 10 10 1 0 1
#> 6 esm_gau max_sorensen 0.518 10 10 1 0 1
#> 7 esm_gau sensitivity 0.523 10 10 1 0 1
#> # ℹ 25 more variables: TNR_sd <dbl>, W_TPR_TNR_mean <dbl>, W_TPR_TNR_sd <dbl>,
#> # SORENSEN_mean <dbl>, SORENSEN_sd <dbl>, JACCARD_mean <dbl>,
#> # JACCARD_sd <dbl>, FPB_mean <dbl>, FPB_sd <dbl>, OR_mean <dbl>, OR_sd <dbl>,
#> # TSS_mean <dbl>, TSS_sd <dbl>, KAPPA_mean <dbl>, KAPPA_sd <dbl>,
#> # MCC_mean <dbl>, MCC_sd <dbl>, AUC_mean <dbl>, AUC_sd <dbl>,
#> # BOYCE_mean <dbl>, BOYCE_sd <dbl>, CRPS_mean <dbl>, CRPS_sd <dbl>,
#> # IMAE_mean <dbl>, IMAE_sd <dbl>
esm_gau_t1$performance_part
#> # A tibble: 105 × 21
#> model replicates part threshold thr_value n_presences n_absences TPR TNR
#> <chr> <chr> <chr> <chr> <dbl> <int> <int> <dbl> <dbl>
#> 1 esm_… .part1 1 max_sore… 0.500 4 4 1 1
#> 2 esm_… .part1 1 max_jacc… 0.500 4 4 1 1
#> 3 esm_… .part1 1 max_fpb 0.500 4 4 1 1
#> 4 esm_… .part1 1 max_sens… 0.500 4 4 1 1
#> 5 esm_… .part1 1 equal_se… 0.500 4 4 1 1
#> 6 esm_… .part1 1 lpt 0.500 4 4 1 1
#> 7 esm_… .part1 1 sensitiv… 0.500 4 4 1 1
#> 8 esm_… .part1 2 max_sore… 0.530 3 3 1 1
#> 9 esm_… .part1 2 max_jacc… 0.530 3 3 1 1
#> 10 esm_… .part1 2 max_fpb 0.530 3 3 1 1
#> # ℹ 95 more rows
#> # ℹ 12 more variables: W_TPR_TNR <dbl>, SORENSEN <dbl>, JACCARD <dbl>,
#> # FPB <dbl>, OR <dbl>, TSS <dbl>, KAPPA <dbl>, MCC <dbl>, AUC <dbl>,
#> # BOYCE <dbl>, CRPS <dbl>, IMAE <dbl>
# }