--- title: "README" author: "Isabelle Boulangeat" date: "25/01/2021" output: html_document: keep_md: yes variant: markdown_github editor_options: chunk_output_type: console always_allow_html: true --- ## Biomasse ```r ggplot(dat_long, aes(fill=stat, x=ref_typoveg, y=value)) + geom_bar(position = "dodge", stat = "identity") + facet_wrap(~stat, ncol = 1, scales = "free") ``` ![](README_files/figure-html/unnamed-chunk-1-1.png) ```r ## boxplot par milieu ## ggplot(dat_h_veg, aes(x = reorder(ref_typoveg, hmean, na.rm=TRUE), y = hmean)) + geom_boxplot() + labs(y="Hauteur moyenne (est. biomasse)", x="Type vegetation") ``` ![](README_files/figure-html/unnamed-chunk-2-1.png) ```r ## H series par milieu ## pl <- ggplot(dat_h_veg, aes(x = date_releve, y = hmean)) + geom_line(aes(color = ref_site), show.legend = FALSE) + facet_wrap(~ref_typoveg) pl + theme(legend.position = "none") ``` ![](README_files/figure-html/unnamed-chunk-3-1.png) ```r ggplot(cal_mean, aes(x = reorder(site, hmean), y = hmean)) + geom_boxplot() + geom_point() ``` ![](README_files/figure-html/unnamed-chunk-4-1.png) ```r ggplot(obs_error, aes(x = reorder(site, hm), y = hmad_st)) + geom_bar(stat = "identity") ``` ![](README_files/figure-html/unnamed-chunk-5-1.png) ```r ### sd vs mad ggplot(dat_h_veg, aes(x = hmad, y = hsd)) + geom_point() ``` ![](README_files/figure-html/unnamed-chunk-6-1.png) ```r ### dans le temps ggplot(dat_h_veg, aes(x = date_releve, y = hmad)) + geom_line(aes(color = ref_site), show.legend = FALSE) + facet_wrap(~ref_typoveg) ``` ![](README_files/figure-html/unnamed-chunk-7-1.png) ```r ## boxplot par milieu ## ``` ```r ggplot(dat_h_veg, aes(x = reorder(ref_typoveg, hmad, na.rm=TRUE), y = hmad)) + geom_boxplot() + labs(y="Variation intra de hauteur", x="Type vegetation") ``` ![](README_files/figure-html/unnamed-chunk-8-1.png) ```r ggplot(dat_h_veg, aes(x = reorder(ref_typoveg, hmad/hmean, na.rm=TRUE), y = hmad/hmean)) + geom_boxplot() + labs(y="Variation intra de hauteur (stand. moy.)", x="Type vegetation") ``` ![](README_files/figure-html/unnamed-chunk-9-1.png) ## Sites topography and vegetation types ```r ggplot(sites_all@data, aes(x = reorder(ref_typoveg, alti, na.rm=TRUE), y = alti)) + geom_boxplot() + labs(y="alti", x="Type vegetation") ``` ![](README_files/figure-html/unnamed-chunk-11-1.png) ```r ggplot(sites_all@data, aes(x = reorder(ref_typoveg, slope, na.rm=TRUE), y = slope)) + geom_boxplot() + labs(y="slope", x="Type vegetation") ``` ![](README_files/figure-html/unnamed-chunk-12-1.png) ```r ggplot(sites_all@data, aes(x = reorder(ref_typoveg, northing, na.rm=TRUE), y = northing)) + geom_boxplot() + labs(y="northing", x="Type vegetation") ``` ![](README_files/figure-html/unnamed-chunk-13-1.png) ```r ggplot(sites_all@data, aes(x = reorder(ref_typoveg, easting, na.rm=TRUE), y = easting)) + geom_boxplot() + labs(y="easting", x="Type vegetation") ``` ![](README_files/figure-html/unnamed-chunk-14-1.png) ## Ensemble de variables abiotiques ### PCA all abiotic variables ```r releves_all = readRDS("releves_all_plus.rds") releves_all$date600 = releves_all$last_snow_day.gdd300 + releves_all$gddspeed.gdd600 str(releves_all) ``` ``` ## 'data.frame': 472 obs. of 61 variables: ## $ id_site : chr "BELRIV01" "BELRIV01" "BELRIV01" "BELRIV02" ... ## $ alti : num 1919 1919 1919 2077 2077 ... ## $ slope : num 19.6 19.6 19.6 35 35 ... ## $ lf : num 5 5 5 8 8 8 9 9 9 5 ... ## $ northing : num 0.633 0.633 0.633 0.707 0.707 ... ## $ easting : num -0.774 -0.774 -0.774 -0.707 -0.707 ... ## $ releve : chr "BELRIV01_07_08_2017" "BELRIV01_14_06_2017" "BELRIV01_21_09_2017" "BELRIV02_21_09_2017" ... ## $ hmean : num 7.65 11.48 5.58 6.49 9.38 ... ## $ hsd : num 4.96 7.38 4.31 4.36 6.86 ... ## $ hmad : num 5.93 6.3 4.82 4.45 4.82 ... ## $ date_releve : Date, format: "2017-08-07" "2017-06-14" ... ## $ ref_observateur : chr "IRS_GL" "IRS_GL" "IRS_GL" "IRS_GL" ... ## $ nom_site : chr "BOUQ1" "BOUQ1" "BOUQ1" "BOUQ2" ... ## $ id_site_local : chr "BOUQ1" "BOUQ1" "BOUQ1" "BOUQ2" ... ## $ deprecated_ref_milieu: chr "QUE" "QUE" "QUE" "QUE" ... ## $ ref_as : chr "BELRIV" "BELRIV" "BELRIV" "BELRIV" ... ## $ annee_premiere_mesure: num 2013 2013 2013 2013 2013 ... ## $ z : num 1919 1919 1919 2090 2090 ... ## $ ref_station_meteo : chr "38191002" "38191002" "38191002" "38191002" ... ## $ annee_cal : chr "2013.000000" "2013.000000" "2013.000000" "2013.000000" ... ## $ hauteur_cal : chr "10.890000" "10.890000" "10.890000" "6.520000" ... ## $ biomasse_cal : chr "2.210000" "2.210000" "2.210000" "1.050000" ... ## $ commentaires : chr NA NA NA NA ... ## $ quartier : chr "juin" "juin" "juin" "juillet" ... ## $ ref_typoveg : chr "QUE" "QUE" "QUE" "QUE" ... ## $ NoP : num 2168 2168 2168 1428 1428 ... ## $ x : num 944976 944976 944976 943874 943874 ... ## $ y : num 6461912 6461912 6461912 6461736 6461736 ... ## $ year : chr "2017" "2017" "2017" "2017" ... ## $ NoP_year : chr "2168_2017" "2168_2017" "2168_2017" "1428_2017" ... ## $ snowfree_time : int 85 31 130 130 31 85 130 31 85 85 ... ## $ cumgdd0 : num 1321 463 1928 1928 463 ... ## $ cumgdd60d : num 962 500 862 862 500 ... ## $ albedo.gdd300 : num 4.2 4.2 4.2 4.8 4.8 ... ## $ albedo.gdd600 : num 8 8 8 9.2 9.2 ... ## $ albedo.gdd900 : num 12.2 12.2 12.2 13.6 13.6 ... ## $ frost.gdd300 : num 0 0 0 0 0 0 0 0 0 0 ... ## $ frost.gdd600 : num 0 0 0 0 0 0 0 0 0 0 ... ## $ frost.gdd900 : num 0 0 0 0 0 0 0 0 0 0 ... ## $ frost_severe.gdd300 : num 0 0 0 0 0 0 0 0 0 0 ... ## $ frost_severe.gdd600 : num 0 0 0 0 0 0 0 0 0 0 ... ## $ frost_severe.gdd900 : num 0 0 0 0 0 0 0 0 0 0 ... ## $ gddspeed.gdd300 : num 20 20 20 23 23 23 24 24 24 27 ... ## $ gddspeed.gdd600 : num 39 39 39 45 45 45 46 46 46 54 ... ## $ gddspeed.gdd900 : num 60 60 60 67 67 67 69 69 69 101 ... ## $ last_snow_day.gdd300 : num 286 286 286 315 315 315 300 300 300 319 ... ## $ last_snow_day.gdd600 : num 286 286 286 315 315 315 300 300 300 319 ... ## $ last_snow_day.gdd900 : num 286 286 286 315 315 315 300 300 300 319 ... ## $ radiations.gdd300 : num 2323 2323 2323 2582 2582 ... ## $ radiations.gdd600 : num 4863 4863 4863 4465 4465 ... ## $ radiations.gdd900 : num 7013 7013 7013 6083 6083 ... ## $ rainfall.gdd300 : num 0.000434 0.000434 0.000434 0.001375 0.001375 ... ## $ rainfall.gdd600 : num 0.000829 0.000829 0.000829 0.002761 0.002761 ... ## $ rainfall.gdd900 : num 0.00174 0.00174 0.00174 0.00374 0.00374 ... ## $ snowdays.gdd300 : num 0 0 0 0 0 0 1 1 1 0 ... ## $ snowdays.gdd600 : num 0 0 0 0 0 0 1 1 1 0 ... ## $ snowdays.gdd900 : num 0 0 0 0 0 0 1 1 1 15 ... ## $ temperature.gdd300 : num 14.6 14.6 14.6 12.6 12.6 ... ## $ temperature.gdd600 : num 14.6 14.6 14.6 12.6 12.6 ... ## $ temperature.gdd900 : num 14.6 14.6 14.6 12.6 12.6 ... ## $ date600 : num 325 325 325 360 360 360 346 346 346 373 ... ``` ```r library(ade4) vars = c("alti", "slope", "lf", "northing", "easting", "snowfree_time", "cumgdd0", "cumgdd60d", "albedo.gdd300", "albedo.gdd600", "albedo.gdd900","temperature.gdd300", "frost.gdd300", "gddspeed.gdd300", "gddspeed.gdd600", "gddspeed.gdd900", "radiations.gdd300", "radiations.gdd600", "radiations.gdd900", "rainfall.gdd300", "rainfall.gdd600", "rainfall.gdd900", "snowdays.gdd300", "snowdays.gdd600", "snowdays.gdd900") dat = na.omit(releves_all[,vars]) dim(dat) ``` ``` ## [1] 434 25 ``` ```r pca = dudi.pca(dat, scan=FALSE, nf = 4) inertia.dudi(pca, row=FALSE, col =TRUE) ``` ``` ## Inertia information: ## Call: inertia.dudi(x = pca, row.inertia = FALSE, col.inertia = TRUE) ## ## Decomposition of total inertia: ## inertia cum cum(%) ## Ax1 9.2488178 9.249 37.00 ## Ax2 4.5671715 13.816 55.26 ## Ax3 2.7832228 16.599 66.40 ## Ax4 1.6397043 18.239 72.96 ## Ax5 1.3039449 19.543 78.17 ## Ax6 1.0052102 20.548 82.19 ## Ax7 0.9090952 21.457 85.83 ## Ax8 0.7949346 22.252 89.01 ## Ax9 0.5653497 22.817 91.27 ## Ax10 0.5602798 23.378 93.51 ## Ax11 0.3637807 23.742 94.97 ## Ax12 0.3336978 24.075 96.30 ## Ax13 0.2661335 24.341 97.37 ## Ax14 0.2091145 24.550 98.20 ## Ax15 0.1404927 24.691 98.76 ## Ax16 0.1109611 24.802 99.21 ## Ax17 0.0709459 24.873 99.49 ## Ax18 0.0513591 24.924 99.70 ## Ax19 0.0351678 24.959 99.84 ## Ax20 0.0221040 24.981 99.93 ## Ax21 0.0133834 24.995 99.98 ## Ax22 0.0029206 24.998 99.99 ## Ax23 0.0017724 25.000 100.00 ## Ax24 0.0003074 25.000 100.00 ## Ax25 0.0001284 25.000 100.00 ## ## Column contributions (%): ## alti slope lf northing ## 4 4 4 4 ## easting snowfree_time cumgdd0 cumgdd60d ## 4 4 4 4 ## albedo.gdd300 albedo.gdd600 albedo.gdd900 temperature.gdd300 ## 4 4 4 4 ## frost.gdd300 gddspeed.gdd300 gddspeed.gdd600 gddspeed.gdd900 ## 4 4 4 4 ## radiations.gdd300 radiations.gdd600 radiations.gdd900 rainfall.gdd300 ## 4 4 4 4 ## rainfall.gdd600 rainfall.gdd900 snowdays.gdd300 snowdays.gdd600 ## 4 4 4 4 ## snowdays.gdd900 ## 4 ## ## Column absolute contributions (%): ## Axis1 Axis2 Axis3 Axis4 ## alti 1.13451 7.314e+00 8.563e+00 1.675e-01 ## slope 0.02856 8.576e-01 3.180e+00 2.703e+01 ## lf 0.01813 1.761e-01 2.650e+00 1.116e+01 ## northing 0.08855 7.041e-01 3.932e-01 1.761e+01 ## easting 0.09714 2.331e+00 9.243e-01 1.836e+01 ## snowfree_time 2.41908 6.690e+00 7.127e+00 5.843e-03 ## cumgdd0 0.48665 6.630e+00 1.716e+01 2.185e-01 ## cumgdd60d 0.22707 4.525e+00 1.784e+01 3.250e+00 ## albedo.gdd300 4.81782 9.143e+00 2.143e+00 3.231e-01 ## albedo.gdd600 8.20927 4.170e+00 4.290e-01 1.063e-03 ## albedo.gdd900 9.51395 9.211e-01 8.281e-02 4.932e-02 ## temperature.gdd300 5.46609 3.929e+00 3.104e-02 9.674e-01 ## frost.gdd300 2.04372 1.560e-04 1.069e+00 5.198e+00 ## gddspeed.gdd300 7.97584 1.484e+00 1.366e-05 8.632e-01 ## gddspeed.gdd600 10.07776 2.079e-04 4.851e-01 5.745e-05 ## gddspeed.gdd900 9.53650 5.324e-01 7.622e-01 1.608e-01 ## radiations.gdd300 7.35582 4.071e-01 3.189e-01 5.939e-02 ## radiations.gdd600 7.94041 1.512e+00 1.173e-01 2.769e+00 ## radiations.gdd900 6.55044 1.895e+00 2.380e-05 6.175e+00 ## rainfall.gdd300 4.04813 2.346e-02 7.013e+00 4.277e+00 ## rainfall.gdd600 4.91339 5.887e-01 6.757e+00 1.183e+00 ## rainfall.gdd900 5.01954 1.637e+00 5.326e+00 1.032e-01 ## snowdays.gdd300 0.51303 1.494e+01 6.175e+00 2.401e-04 ## snowdays.gdd600 0.38428 1.611e+01 5.576e+00 7.427e-03 ## snowdays.gdd900 1.13431 1.347e+01 5.880e+00 5.536e-02 ## ## Signed column relative contributions: ## Axis1 Axis2 Axis3 Axis4 ## alti -10.4928 -3.340e+01 2.383e+01 -2.747e-01 ## slope -0.2642 -3.917e+00 8.849e+00 4.433e+01 ## lf -0.1677 -8.042e-01 7.376e+00 1.830e+01 ## northing 0.8190 -3.216e+00 1.094e+00 2.888e+01 ## easting 0.8984 1.065e+01 -2.573e+00 -3.010e+01 ## snowfree_time -22.3737 -3.055e+01 1.984e+01 -9.581e-03 ## cumgdd0 -4.5010 -3.028e+01 4.776e+01 -3.582e-01 ## cumgdd60d 2.1001 -2.067e+01 4.964e+01 -5.329e+00 ## albedo.gdd300 -44.5592 4.176e+01 5.966e+00 5.299e-01 ## albedo.gdd600 -75.9260 1.905e+01 1.194e+00 -1.743e-03 ## albedo.gdd900 -87.9928 4.207e+00 2.305e-01 -8.087e-02 ## temperature.gdd300 50.5549 1.794e+01 8.640e-02 1.586e+00 ## frost.gdd300 -18.9020 -7.123e-04 -2.976e+00 8.522e+00 ## gddspeed.gdd300 -73.7671 6.777e+00 -3.801e-05 1.415e+00 ## gddspeed.gdd600 -93.2073 -9.497e-04 -1.350e+00 9.421e-05 ## gddspeed.gdd900 -88.2013 -2.431e+00 -2.121e+00 -2.637e-01 ## radiations.gdd300 -68.0327 -1.859e+00 8.876e-01 -9.739e-02 ## radiations.gdd600 -73.4394 -6.908e+00 3.265e-01 -4.541e+00 ## radiations.gdd900 -60.5838 -8.657e+00 -6.624e-05 -1.013e+01 ## rainfall.gdd300 -37.4404 1.071e-01 -1.952e+01 7.014e+00 ## rainfall.gdd600 -45.4431 -2.689e+00 -1.881e+01 1.940e+00 ## rainfall.gdd900 -46.4248 -7.477e+00 -1.482e+01 1.692e-01 ## snowdays.gdd300 -4.7449 6.826e+01 1.719e+01 -3.937e-04 ## snowdays.gdd600 -3.5541 7.357e+01 1.552e+01 -1.218e-02 ## snowdays.gdd900 -10.4911 6.154e+01 1.637e+01 9.077e-02 ## ## Cumulative sum of column relative contributions (%): ## Axis1 Axis1:2 Axis1:3 Axis1:4 Axis5:25 ## alti 10.4928 43.8973 67.730 68.00 31.995 ## slope 0.2642 4.1810 13.030 57.36 42.644 ## lf 0.1677 0.9719 8.348 26.65 73.351 ## northing 0.8190 4.0346 5.129 34.01 65.994 ## easting 0.8984 11.5441 14.117 44.22 55.779 ## snowfree_time 22.3737 52.9280 72.764 72.77 27.227 ## cumgdd0 4.5010 34.7803 82.543 82.90 17.098 ## cumgdd60d 2.1001 22.7670 72.406 77.74 22.265 ## albedo.gdd300 44.5592 86.3164 92.282 92.81 7.188 ## albedo.gdd600 75.9260 94.9730 96.167 96.17 3.831 ## albedo.gdd900 87.9928 92.1995 92.430 92.51 7.489 ## temperature.gdd300 50.5549 68.4983 68.585 70.17 29.829 ## frost.gdd300 18.9020 18.9027 21.879 30.40 69.598 ## gddspeed.gdd300 73.7671 80.5440 80.544 81.96 18.041 ## gddspeed.gdd600 93.2073 93.2083 94.558 94.56 5.442 ## gddspeed.gdd900 88.2013 90.6327 92.754 93.02 6.982 ## radiations.gdd300 68.0327 69.8921 70.780 70.88 29.123 ## radiations.gdd600 73.4394 80.3471 80.674 85.21 14.786 ## radiations.gdd900 60.5838 69.2408 69.241 79.37 20.633 ## rainfall.gdd300 37.4404 37.5476 57.067 64.08 35.919 ## rainfall.gdd600 45.4431 48.1317 66.939 68.88 31.120 ## rainfall.gdd900 46.4248 53.9020 68.724 68.89 31.107 ## snowdays.gdd300 4.7449 73.0004 90.188 90.19 9.812 ## snowdays.gdd600 3.5541 77.1258 92.645 92.66 7.343 ## snowdays.gdd900 10.4911 72.0326 88.398 88.49 11.511 ``` ```r par(mfrow=c(1,2)) s.corcircle(pca$co) s.corcircle(pca$co, xax=3, yax=4) ``` ![](README_files/figure-html/unnamed-chunk-15-1.png) ## Modélisation de la hauteur moyenne ### climate et type vegetation ```r ggplot(releves_all, aes(x = reorder(ref_typoveg, cumgdd0, na.rm=TRUE), y = cumgdd0)) + geom_boxplot() + labs(y="cum GDD 0degC", x="Type vegetation") ``` ![](README_files/figure-html/unnamed-chunk-16-1.png) ```r ggplot(releves_all, aes(x = reorder(ref_typoveg, cumgdd60d, na.rm=TRUE), y = cumgdd60d)) + geom_boxplot() + labs(y="cum GDD 60d", x="Type vegetation") ``` ![](README_files/figure-html/unnamed-chunk-17-1.png) ```r ggplot(releves_all, aes(x = reorder(ref_typoveg, temperature.gdd300, na.rm=TRUE), y = temperature.gdd300)) + geom_boxplot() + labs(y="temperature moy", x="Type vegetation") ``` ![](README_files/figure-html/unnamed-chunk-18-1.png) ```r ggplot(releves_all, aes(x = reorder(ref_typoveg, last_snow_day.gdd300, na.rm=TRUE), y = last_snow_day.gdd300)) + geom_boxplot() + labs(y="LSD", x="Type vegetation") ``` ![](README_files/figure-html/unnamed-chunk-19-1.png) ```r ggplot(releves_all, aes(x = reorder(ref_typoveg, gddspeed.gdd600, na.rm=TRUE), y = gddspeed.gdd600)) + geom_boxplot() + labs(y="gddspeed 600", x="Type vegetation") ``` ``` ## Warning: Removed 22 rows containing non-finite values (stat_boxplot). ``` ![](README_files/figure-html/unnamed-chunk-20-1.png) ```r releves_all$date600 = releves_all$last_snow_day.gdd300 + releves_all$gddspeed.gdd600 ggplot(releves_all, aes(x = reorder(ref_typoveg, date600, na.rm=TRUE), y = date600)) + geom_boxplot() + labs(y="dateGDD600", x="Type vegetation") ``` ``` ## Warning: Removed 22 rows containing non-finite values (stat_boxplot). ``` ![](README_files/figure-html/unnamed-chunk-21-1.png) ### Modèle exploratoire complet ```r library(randomForest) ``` ``` ## randomForest 4.6-14 ``` ``` ## Type rfNews() to see new features/changes/bug fixes. ``` ``` ## ## Attaching package: 'randomForest' ``` ``` ## The following object is masked from 'package:ggplot2': ## ## margin ``` ``` ## The following object is masked from 'package:dplyr': ## ## combine ``` ```r vars = c("alti", "slope", "lf", "northing", "easting", "snowfree_time", "cumgdd0", "cumgdd60d", "albedo.gdd300", "albedo.gdd600", "albedo.gdd900","temperature.gdd300", "frost.gdd300", "frost.gdd600", "frost.gdd900", "gddspeed.gdd300", "gddspeed.gdd600", "gddspeed.gdd900", "radiations.gdd300", "radiations.gdd600", "radiations.gdd900", "rainfall.gdd300", "rainfall.gdd600", "rainfall.gdd900", "snowdays.gdd300", "snowdays.gdd600", "snowdays.gdd900", "ref_typoveg" ) dat = na.omit(releves_all[-which(releves_all$ref_typoveg %in% c("HUM", "LAND", "NA", "EBOU")),c(vars, "hmean")]) dat$lf = as.factor(dat$lf) dim(dat) ``` ``` ## [1] 430 29 ``` ```r mod = randomForest(hmean ~ ., data = dat, ntree = 100, mtry=16) mod ``` ``` ## ## Call: ## randomForest(formula = hmean ~ ., data = dat, ntree = 100, mtry = 16) ## Type of random forest: regression ## Number of trees: 100 ## No. of variables tried at each split: 16 ## ## Mean of squared residuals: 13.48301 ## % Var explained: 82 ``` ```r varImpPlot(mod) ``` ![](README_files/figure-html/unnamed-chunk-22-1.png) ### Response graphs ```r library(plotmo) ``` ``` ## Loading required package: Formula ``` ``` ## Loading required package: plotrix ``` ``` ## Loading required package: TeachingDemos ``` ```r # plotmo(mod, ylim = NA) ``` ### Graphs univariés ```r ggplot(releves_all, aes(x = cumgdd0, y = hmean)) + geom_point() + geom_smooth(method="auto", se=TRUE, fullrange=FALSE, level=0.95) + labs(y="Hauteur", x="GDD 0degree") ``` ``` ## `geom_smooth()` using method = 'loess' and formula 'y ~ x' ``` ![](README_files/figure-html/unnamed-chunk-24-1.png) ```r ggplot(releves_all, aes(x = slope, y = hmean)) + geom_point() + geom_smooth(method="auto", se=TRUE, fullrange=FALSE, level=0.95) + labs(y="Hauteur", x="slope") ``` ``` ## `geom_smooth()` using method = 'loess' and formula 'y ~ x' ``` ![](README_files/figure-html/unnamed-chunk-25-1.png) ```r ggplot(releves_all, aes(x = gddspeed.gdd600, y = hmean)) + geom_point() + geom_smooth(method="auto", se=TRUE, fullrange=FALSE, level=0.95) + labs(y="Hauteur", x="GDD.600") ``` ``` ## `geom_smooth()` using method = 'loess' and formula 'y ~ x' ``` ``` ## Warning: Removed 22 rows containing non-finite values (stat_smooth). ``` ``` ## Warning: Removed 22 rows containing missing values (geom_point). ``` ![](README_files/figure-html/unnamed-chunk-26-1.png) ### Modèle par type ```r vars = c("alti", "slope", "lf", "northing", "easting", "snowfree_time", "cumgdd0", "cumgdd60d", "albedo.gdd300", "albedo.gdd600", "albedo.gdd900","temperature.gdd300", "frost.gdd300", "frost.gdd600", "frost.gdd900", "gddspeed.gdd300", "gddspeed.gdd600", "gddspeed.gdd900", "radiations.gdd300", "radiations.gdd600", "radiations.gdd900", "rainfall.gdd300", "rainfall.gdd600", "rainfall.gdd900", "snowdays.gdd300", "snowdays.gdd600", "snowdays.gdd900" ) #vars = c("slope", "lf", "northing", "easting", "snowfree_time", "cumgdd60d", "ref_typoveg") # dat = na.omit(releves_all[-which(releves_all$ref_typoveg %in% c("HUM", "LAND", "NA", "EBOU")),c(vars, "hmean")]) dat = na.omit(releves_all[which(releves_all$ref_typoveg =="PROD"),c(vars, "hmean")]) # dat$lf = as.factor(dat$lf) dim(dat) ``` ``` ## [1] 92 28 ``` ```r mod = randomForest(hmean ~., data = dat, ntree = 100, mtry=16) mod ``` ``` ## ## Call: ## randomForest(formula = hmean ~ ., data = dat, ntree = 100, mtry = 16) ## Type of random forest: regression ## Number of trees: 100 ## No. of variables tried at each split: 16 ## ## Mean of squared residuals: 39.59158 ## % Var explained: 64.24 ``` ```r varImpPlot(mod) ``` ![](README_files/figure-html/unnamed-chunk-27-1.png) ```r vars = c("alti", "slope", "lf", "northing", "easting", "snowfree_time", "cumgdd0", "cumgdd60d", "albedo.gdd300", "albedo.gdd600", "albedo.gdd900","temperature.gdd300", "frost.gdd300", "frost.gdd600", "frost.gdd900", "gddspeed.gdd300", "gddspeed.gdd600", "gddspeed.gdd900", "radiations.gdd300", "radiations.gdd600", "radiations.gdd900", "rainfall.gdd300", "rainfall.gdd600", "rainfall.gdd900", "snowdays.gdd300", "snowdays.gdd600", "snowdays.gdd900" ) #vars = c("slope", "lf", "northing", "easting", "snowfree_time", "cumgdd60d", "ref_typoveg") # dat = na.omit(releves_all[-which(releves_all$ref_typoveg %in% c("HUM", "LAND", "NA", "EBOU")),c(vars, "hmean")]) dat = na.omit(releves_all[which(releves_all$ref_typoveg =="ALP"),c(vars, "hmean")]) # dat$lf = as.factor(dat$lf) dim(dat) ``` ``` ## [1] 37 28 ``` ```r mod = randomForest(hmean ~., data = dat, ntree = 100, mtry=16) mod ``` ``` ## ## Call: ## randomForest(formula = hmean ~ ., data = dat, ntree = 100, mtry = 16) ## Type of random forest: regression ## Number of trees: 100 ## No. of variables tried at each split: 16 ## ## Mean of squared residuals: 2.561135 ## % Var explained: 64.12 ``` ```r varImpPlot(mod) ``` ![](README_files/figure-html/unnamed-chunk-28-1.png) ```r vars = c("alti", "slope", "lf", "northing", "easting", "snowfree_time", "cumgdd0", "cumgdd60d", "albedo.gdd300", "albedo.gdd600", "albedo.gdd900","temperature.gdd300", "frost.gdd300", "frost.gdd600", "frost.gdd900", "gddspeed.gdd300", "gddspeed.gdd600", "gddspeed.gdd900", "radiations.gdd300", "radiations.gdd600", "radiations.gdd900", "rainfall.gdd300", "rainfall.gdd600", "rainfall.gdd900", "snowdays.gdd300", "snowdays.gdd600", "snowdays.gdd900" ) #vars = c("slope", "lf", "northing", "easting", "snowfree_time", "cumgdd60d", "ref_typoveg") # dat = na.omit(releves_all[-which(releves_all$ref_typoveg %in% c("HUM", "LAND", "NA", "EBOU")),c(vars, "hmean")]) dat = na.omit(releves_all[which(releves_all$ref_typoveg =="SUB"),c(vars, "hmean")]) # dat$lf = as.factor(dat$lf) dim(dat) ``` ``` ## [1] 110 28 ``` ```r mod = randomForest(hmean ~., data = dat, ntree = 100, mtry=16) mod ``` ``` ## ## Call: ## randomForest(formula = hmean ~ ., data = dat, ntree = 100, mtry = 16) ## Type of random forest: regression ## Number of trees: 100 ## No. of variables tried at each split: 16 ## ## Mean of squared residuals: 8.781294 ## % Var explained: 62.75 ``` ```r varImpPlot(mod) ``` ![](README_files/figure-html/unnamed-chunk-29-1.png) ```r vars = c("alti", "slope", "lf", "northing", "easting", "snowfree_time", "cumgdd0", "cumgdd60d", "albedo.gdd300", "albedo.gdd600", "albedo.gdd900","temperature.gdd300", "frost.gdd300", "frost.gdd600", "frost.gdd900", "gddspeed.gdd300", "gddspeed.gdd600", "gddspeed.gdd900", "radiations.gdd300", "radiations.gdd600", "radiations.gdd900", "rainfall.gdd300", "rainfall.gdd600", "rainfall.gdd900", "snowdays.gdd300", "snowdays.gdd600", "snowdays.gdd900" ) #vars = c("slope", "lf", "northing", "easting", "snowfree_time", "cumgdd60d", "ref_typoveg") # dat = na.omit(releves_all[-which(releves_all$ref_typoveg %in% c("HUM", "LAND", "NA", "EBOU")),c(vars, "hmean")]) dat = na.omit(releves_all[which(releves_all$ref_typoveg =="NIV"),c(vars, "hmean")]) # dat$lf = as.factor(dat$lf) dim(dat) ``` ``` ## [1] 17 28 ``` ```r mod = randomForest(hmean ~., data = dat, ntree = 100, mtry=16) mod ``` ``` ## ## Call: ## randomForest(formula = hmean ~ ., data = dat, ntree = 100, mtry = 16) ## Type of random forest: regression ## Number of trees: 100 ## No. of variables tried at each split: 16 ## ## Mean of squared residuals: 2.016446 ## % Var explained: 20.43 ``` ```r varImpPlot(mod) ``` ![](README_files/figure-html/unnamed-chunk-30-1.png) ### Interannuel ```r vars = c("alti", "slope", "lf", "northing", "easting", "snowfree_time", "cumgdd0", "cumgdd60d", "albedo.gdd300", "albedo.gdd600", "albedo.gdd900","temperature.gdd300", "frost.gdd300", "frost.gdd600", "frost.gdd900", "gddspeed.gdd300", "gddspeed.gdd600", "gddspeed.gdd900", "radiations.gdd300", "radiations.gdd600", "radiations.gdd900", "rainfall.gdd300", "rainfall.gdd600", "rainfall.gdd900", "snowdays.gdd300", "snowdays.gdd600", "snowdays.gdd900") #vars = c("slope", "lf", "northing", "easting", "snowfree_time", "cumgdd60d", "ref_typoveg") # dat = na.omit(releves_all[-which(releves_all$ref_typoveg %in% c("HUM", "LAND", "NA", "EBOU")),c(vars, "hmean")]) dat = na.omit(releves_all[-which(releves_all$ref_typoveg %in% c("HUM", "LAND", "NA", "EBOU")),c(vars, "hmean")]) # dat$lf = as.factor(dat$lf) dim(dat) ``` ``` ## [1] 430 28 ``` ```r dat ``` ``` ## alti slope lf northing easting snowfree_time cumgdd0 ## 1 1919 19.561399 5 0.63323767 -7.739574e-01 85 1320.65066 ## 2 1919 19.561399 5 0.63323767 -7.739574e-01 31 463.30239 ## 3 1919 19.561399 5 0.63323767 -7.739574e-01 130 1927.82501 ## 4 2077 34.993999 8 0.70710678 -7.071068e-01 130 1927.82501 ## 5 2077 34.993999 8 0.70710678 -7.071068e-01 31 463.30239 ## 6 2077 34.993999 8 0.70710678 -7.071068e-01 85 1320.65066 ## 7 2186 32.766930 9 0.16313931 -9.866030e-01 130 1927.82501 ## 8 2186 32.766930 9 0.16313931 -9.866030e-01 31 463.30239 ## 9 2186 32.766930 9 0.16313931 -9.866030e-01 85 1320.65066 ## 10 2331 27.563536 5 0.98665157 -1.628455e-01 85 1320.65066 ## 11 2331 27.563536 5 0.98665157 -1.628455e-01 130 1927.82501 ## 12 1921 22.318069 5 0.04872241 -9.988124e-01 82 697.01427 ## 13 1921 22.318069 5 0.04872241 -9.988124e-01 56 826.36174 ## 14 1921 22.318069 5 0.04872241 -9.988124e-01 26 395.72060 ## 15 1921 22.318069 5 0.04872241 -9.988124e-01 58 683.32011 ## 16 1921 22.318069 5 0.04872241 -9.988124e-01 74 1013.44208 ## 17 1921 22.318069 5 0.04872241 -9.988124e-01 59 808.08099 ## 18 1921 22.318069 5 0.04872241 -9.988124e-01 50 754.04727 ## 19 1661 6.054657 3 -0.14142125 -9.899495e-01 75 1029.08588 ## 20 1661 6.054657 3 -0.14142125 -9.899495e-01 56 826.36174 ## 21 1661 6.054657 3 -0.14142125 -9.899495e-01 58 683.32011 ## 22 1661 6.054657 3 -0.14142125 -9.899495e-01 79 668.66468 ## 23 1661 6.054657 3 -0.14142125 -9.899495e-01 28 420.05857 ## 24 1661 6.054657 3 -0.14142125 -9.899495e-01 51 766.01476 ## 25 1661 6.054657 3 -0.14142125 -9.899495e-01 59 808.08099 ## 26 1812 20.137175 5 -0.09545235 -9.954340e-01 57 677.86141 ## 27 1812 20.137175 5 -0.09545235 -9.954340e-01 52 781.29097 ## 28 1812 20.137175 5 -0.09545235 -9.954340e-01 79 668.66468 ## 29 1812 20.137175 5 -0.09545235 -9.954340e-01 56 826.36174 ## 30 1812 20.137175 5 -0.09545235 -9.954340e-01 74 1013.44208 ## 31 1812 20.137175 5 -0.09545235 -9.954340e-01 27 408.73243 ## 32 1812 20.137175 5 -0.09545235 -9.954340e-01 61 824.26421 ## 33 1835 20.757753 5 -0.59364900 -8.047241e-01 52 781.29097 ## 34 1835 20.757753 5 -0.59364900 -8.047241e-01 62 832.40388 ## 35 1835 20.757753 5 -0.59364900 -8.047241e-01 79 668.66468 ## 36 1835 20.757753 5 -0.59364900 -8.047241e-01 55 806.12789 ## 37 1835 20.757753 5 -0.59364900 -8.047241e-01 27 408.73243 ## 38 1835 20.757753 5 -0.59364900 -8.047241e-01 55 665.89700 ## 39 1835 20.757753 5 -0.59364900 -8.047241e-01 72 981.69472 ## 40 1988 19.406727 5 -0.11354666 -9.935327e-01 77 1057.63851 ## 41 1988 19.406727 5 -0.11354666 -9.935327e-01 72 908.66371 ## 42 1988 19.406727 5 -0.11354666 -9.935327e-01 89 748.77918 ## 43 1988 19.406727 5 -0.11354666 -9.935327e-01 55 665.89700 ## 44 1988 19.406727 5 -0.11354666 -9.935327e-01 51 727.86394 ## 45 1988 19.406727 5 -0.11354666 -9.935327e-01 36 533.33748 ## 46 1990 20.464153 5 0.30817699 -9.513290e-01 55 835.88366 ## 47 1990 20.464153 5 0.30817699 -9.513290e-01 76 1043.81722 ## 48 1990 20.464153 5 0.30817699 -9.513290e-01 36 533.33748 ## 49 1990 20.464153 5 0.30817699 -9.513290e-01 65 761.09213 ## 50 1990 20.464153 5 0.30817699 -9.513290e-01 51 727.86394 ## 51 1990 20.464153 5 0.30817699 -9.513290e-01 72 908.66371 ## 52 1990 20.464153 5 0.30817699 -9.513290e-01 89 748.77918 ## 53 1997 21.223177 5 -0.20601072 -9.785497e-01 56 877.06514 ## 54 1997 21.223177 5 -0.20601072 -9.785497e-01 87 1154.61275 ## 55 1997 21.223177 5 -0.20601072 -9.785497e-01 82 969.75087 ## 56 1997 21.223177 5 -0.20601072 -9.785497e-01 51 727.86394 ## 57 1997 21.223177 5 -0.20601072 -9.785497e-01 75 1130.38851 ## 58 1997 21.223177 5 -0.20601072 -9.785497e-01 85 1032.74908 ## 59 1997 21.223177 5 -0.20601072 -9.785497e-01 89 748.77918 ## 60 2057 24.685001 3 -0.14142125 -9.899495e-01 83 1121.70979 ## 61 2057 24.685001 3 -0.14142125 -9.899495e-01 99 779.23270 ## 62 2057 24.685001 3 -0.14142125 -9.899495e-01 67 993.21214 ## 63 2057 24.685001 3 -0.14142125 -9.899495e-01 77 1164.23945 ## 64 2057 24.685001 3 -0.14142125 -9.899495e-01 56 877.06514 ## 65 2057 24.685001 3 -0.14142125 -9.899495e-01 76 934.62065 ## 66 2057 24.685001 3 -0.14142125 -9.899495e-01 84 1022.66398 ## 67 2044 15.020614 8 -0.44721355 -8.944272e-01 83 975.80134 ## 68 2044 15.020614 8 -0.44721355 -8.944272e-01 99 779.23270 ## 69 2044 15.020614 8 -0.44721355 -8.944272e-01 71 1087.54433 ## 70 2044 15.020614 8 -0.44721355 -8.944272e-01 87 1154.61275 ## 71 2044 15.020614 8 -0.44721355 -8.944272e-01 67 993.21214 ## 72 2044 15.020614 8 -0.44721355 -8.944272e-01 55 865.64419 ## 73 2044 15.020614 8 -0.44721355 -8.944272e-01 85 1032.74908 ## 74 2089 13.094162 5 0.42993363 -9.028605e-01 55 865.64419 ## 75 2089 13.094162 5 0.42993363 -9.028605e-01 84 1130.20231 ## 76 2089 13.094162 5 0.42993363 -9.028605e-01 69 1065.53476 ## 77 2089 13.094162 5 0.42993363 -9.028605e-01 68 1005.15241 ## 78 2089 13.094162 5 0.42993363 -9.028605e-01 88 1072.68675 ## 79 2089 13.094162 5 0.42993363 -9.028605e-01 97 774.98970 ## 81 2126 16.616142 5 -0.51941516 -8.545220e-01 80 958.19811 ## 82 2126 16.616142 5 -0.51941516 -8.545220e-01 55 865.64419 ## 83 2126 16.616142 5 -0.51941516 -8.545220e-01 68 1005.15241 ## 84 2126 16.616142 5 -0.51941516 -8.545220e-01 71 1087.54433 ## 85 2126 16.616142 5 -0.51941516 -8.545220e-01 102 797.53173 ## 86 2126 16.616142 5 -0.51941516 -8.545220e-01 80 981.53220 ## 87 2126 16.616142 5 -0.51941516 -8.545220e-01 84 1130.20231 ## 89 2051 10.142353 5 0.44721379 -8.944271e-01 54 854.17596 ## 90 2051 10.142353 5 0.44721379 -8.944271e-01 101 789.36312 ## 91 2051 10.142353 5 0.44721379 -8.944271e-01 88 1072.68675 ## 92 2051 10.142353 5 0.44721379 -8.944271e-01 88 1162.94935 ## 93 2051 10.142353 5 0.44721379 -8.944271e-01 72 1053.15910 ## 94 2051 10.142353 5 0.44721379 -8.944271e-01 74 1119.37656 ## 95 1932 22.657681 3 0.82648062 -5.629652e-01 25 370.00665 ## 96 1932 22.657681 3 0.82648062 -5.629652e-01 30 397.86559 ## 97 1880 16.236088 5 0.96152391 -2.747213e-01 30 397.86559 ## 98 1880 16.236088 5 0.96152391 -2.747213e-01 25 370.00665 ## 99 1880 20.866322 5 0.99689816 -7.870229e-02 30 397.86559 ## 100 1880 20.866322 5 0.99689816 -7.870229e-02 25 370.00665 ## 101 2347 10.447664 5 0.97618706 2.169305e-01 74 1119.37656 ## 102 2347 10.447664 5 0.97618706 2.169305e-01 73 1065.97092 ## 103 2504 24.522053 6 0.43842363 8.987684e-01 74 1119.37656 ## 104 2504 24.522053 6 0.43842363 8.987684e-01 73 1065.97092 ## 105 1877 11.433357 5 0.98893635 1.483405e-01 37 531.60029 ## 106 1877 11.433357 5 0.98893635 1.483405e-01 39 617.57336 ## 107 2017 19.550577 3 0.98562226 1.689638e-01 39 617.57336 ## 108 2017 19.550577 3 0.98562226 1.689638e-01 63 943.87879 ## 109 2181 20.836767 6 0.98530802 1.707867e-01 62 973.63694 ## 110 2181 20.836767 6 0.98530802 1.707867e-01 63 943.87879 ## 111 2366 13.227701 5 0.87214313 -4.892508e-01 76 1107.29131 ## 112 2366 13.227701 5 0.87214313 -4.892508e-01 74 1119.37656 ## 113 2446 14.079648 8 0.39872611 -9.170701e-01 74 1119.37656 ## 114 2446 14.079648 8 0.39872611 -9.170701e-01 76 1107.29131 ## 115 1946 25.051271 5 0.56698289 -8.237296e-01 28 360.29603 ## 116 1946 25.051271 5 0.56698289 -8.237296e-01 32 483.43647 ## 117 1993 29.212370 5 0.58123836 -8.137334e-01 28 360.29603 ## 118 1993 29.212370 5 0.58123836 -8.137334e-01 32 483.43647 ## 119 2133 29.118483 5 0.20646310 -9.784544e-01 28 360.29603 ## 120 2133 29.118483 5 0.20646310 -9.784544e-01 32 483.43647 ## 121 2489 19.831015 5 -0.29116174 -9.566738e-01 69 1065.53476 ## 122 2489 19.831015 5 -0.29116174 -9.566738e-01 66 981.23925 ## 123 2305 8.851474 3 0.09632423 9.953500e-01 69 1065.53476 ## 124 2305 8.851474 3 0.09632423 9.953500e-01 66 981.23925 ## 125 1722 19.290468 3 -0.59999998 8.000000e-01 19 306.44684 ## 126 1722 19.290468 3 -0.59999998 8.000000e-01 51 727.86394 ## 127 1626 32.224514 3 0.74565611 -6.663310e-01 19 306.44684 ## 128 1626 32.224514 3 0.74565611 -6.663310e-01 15 205.45999 ## 129 1921 27.440153 3 -0.96296404 -2.696299e-01 51 727.86394 ## 130 2010 23.771791 3 -0.63570723 7.719303e-01 44 630.02850 ## 131 2010 23.771791 3 -0.63570723 7.719303e-01 39 617.57336 ## 132 2241 11.433357 3 -0.98893636 1.483404e-01 65 968.82754 ## 133 2241 11.433357 3 -0.98893636 1.483404e-01 57 875.85392 ## 134 2562 14.829863 5 -0.98200644 -1.888474e-01 79 1164.04642 ## 135 2562 14.829863 5 -0.98200644 -1.888474e-01 65 1020.40954 ## 136 2406 20.050835 0 -0.16439879 -9.863940e-01 65 1020.40954 ## 137 2406 20.050835 0 -0.16439879 -9.863940e-01 79 1164.04642 ## 138 2201 23.047298 3 -0.91669598 -3.995854e-01 65 968.82754 ## 139 2201 23.047298 3 -0.91669598 -3.995854e-01 57 875.85392 ## 140 2133 23.643171 3 0.97081062 2.398473e-01 39 617.57336 ## 141 2133 23.643171 3 0.97081062 2.398473e-01 36 513.63759 ## 142 1933 21.783287 3 0.85079800 5.254929e-01 36 513.63759 ## 143 1933 21.783287 3 0.85079800 5.254929e-01 39 617.57336 ## 144 2381 30.270573 8 -0.89950815 4.369040e-01 74 1119.37656 ## 145 2381 30.270573 8 -0.89950815 4.369040e-01 72 1053.15910 ## 146 2324 18.165014 5 -0.99054988 -1.371529e-01 72 1053.15910 ## 147 2324 18.165014 5 -0.99054988 -1.371529e-01 74 1119.37656 ## 148 1617 19.887100 3 0.64965231 7.602315e-01 34 476.35489 ## 149 1617 19.887100 3 0.64965231 7.602315e-01 38 600.18918 ## 152 1881 24.940273 3 0.01075204 9.999422e-01 59 916.55307 ## 153 1881 24.940273 3 0.01075204 9.999422e-01 56 826.36174 ## 154 2336 17.797752 3 0.60745012 7.943578e-01 65 1020.40954 ## 155 2336 17.797752 3 0.60745012 7.943578e-01 70 1029.60766 ## 156 2254 10.447664 3 0.97618706 2.169305e-01 70 1029.60766 ## 157 2254 10.447664 3 0.97618706 2.169305e-01 65 1020.40954 ## 158 2048 12.899701 9 0.58946904 8.077910e-01 78 1144.45618 ## 159 1952 8.521590 5 0.90100167 4.338156e-01 78 1144.45618 ## 160 2198 15.149342 3 0.99726776 -7.387159e-02 56 826.36174 ## 161 2335 14.376900 0 -0.35112345 -9.363292e-01 69 1017.88736 ## 162 2100 4.883617 4 0.35112345 9.363292e-01 72 1053.15910 ## 163 2100 4.883617 4 0.35112345 9.363292e-01 54 816.71649 ## 164 2086 14.079560 5 0.99681528 7.974522e-02 72 1053.15910 ## 165 2086 14.079560 5 0.99681528 7.974522e-02 54 816.71649 ## 166 2070 9.168712 3 -0.27881024 9.603462e-01 54 816.71649 ## 167 2070 9.168712 3 -0.27881024 9.603462e-01 72 1053.15910 ## 170 2361 21.414291 8 -0.33148598 -9.434601e-01 72 981.69472 ## 171 2361 21.414291 8 -0.33148598 -9.434601e-01 48 777.52354 ## 172 2361 21.414291 8 -0.33148598 -9.434601e-01 67 796.09020 ## 173 2361 21.414291 8 -0.33148598 -9.434601e-01 50 754.04727 ## 174 2361 21.414291 8 -0.33148598 -9.434601e-01 62 930.71293 ## 177 2284 26.260283 5 0.30404037 -9.526591e-01 50 754.04727 ## 178 2284 26.260283 5 0.30404037 -9.526591e-01 57 845.90141 ## 179 2284 26.260283 5 0.30404037 -9.526591e-01 48 777.52354 ## 180 2284 26.260283 5 0.30404037 -9.526591e-01 67 796.09020 ## 182 2284 26.260283 5 0.30404037 -9.526591e-01 72 981.69472 ## 184 2585 13.686314 6 -0.94449684 -3.285205e-01 94 1247.80671 ## 185 2585 13.686314 6 -0.94449684 -3.285205e-01 88 1367.53181 ## 187 2585 13.686314 6 -0.94449684 -3.285205e-01 62 957.11729 ## 188 2585 13.686314 6 -0.94449684 -3.285205e-01 86 1287.78218 ## 190 2585 13.686314 6 -0.94449684 -3.285205e-01 87 1057.29921 ## 191 2513 15.928852 5 0.05255882 -9.986178e-01 87 1057.29921 ## 192 2513 15.928852 5 0.05255882 -9.986178e-01 86 1338.79708 ## 193 2513 15.928852 5 0.05255882 -9.986178e-01 62 957.11729 ## 195 2513 15.928852 5 0.05255882 -9.986178e-01 94 1247.80671 ## 197 1889 11.794471 0 -0.95782626 2.873480e-01 55 665.89700 ## 198 1889 11.794471 0 -0.95782626 2.873480e-01 66 608.26248 ## 199 1889 11.794471 0 -0.95782626 2.873480e-01 34 497.46683 ## 200 1889 11.794471 0 -0.95782626 2.873480e-01 59 823.24277 ## 201 1889 11.794471 0 -0.95782626 2.873480e-01 39 617.57336 ## 202 1889 11.794471 0 -0.95782626 2.873480e-01 34 476.35489 ## 203 1889 11.794471 0 -0.95782626 2.873480e-01 54 769.81808 ## 204 1899 5.267619 0 -0.97618706 2.169305e-01 39 617.57336 ## 205 1899 5.267619 0 -0.97618706 2.169305e-01 34 497.46683 ## 206 1899 5.267619 0 -0.97618706 2.169305e-01 55 665.89700 ## 207 1899 5.267619 0 -0.97618706 2.169305e-01 59 823.24277 ## 208 1899 5.267619 0 -0.97618706 2.169305e-01 34 476.35489 ## 209 1899 5.267619 0 -0.97618706 2.169305e-01 54 769.81808 ## 210 1899 5.267619 0 -0.97618706 2.169305e-01 66 608.26248 ## 212 2498 11.595437 5 -0.68231830 -7.310552e-01 81 991.53201 ## 213 2498 11.595437 5 -0.68231830 -7.310552e-01 71 1040.94457 ## 214 2498 11.595437 5 -0.68231830 -7.310552e-01 68 1054.68375 ## 215 2498 11.595437 5 -0.68231830 -7.310552e-01 76 1167.73357 ## 217 2458 9.064236 5 -0.84623279 5.328134e-01 81 991.53201 ## 219 2458 9.064236 5 -0.84623279 5.328134e-01 71 1040.94457 ## 220 2458 9.064236 5 -0.84623279 5.328134e-01 76 1167.73357 ## 222 2458 9.064236 5 -0.84623279 5.328134e-01 68 1054.68375 ## 223 1906 8.370561 3 0.98546011 -1.699070e-01 34 497.46683 ## 224 1906 8.370561 3 0.98546011 -1.699070e-01 58 683.32011 ## 225 1906 8.370561 3 0.98546011 -1.699070e-01 74 639.38956 ## 226 1906 8.370561 3 0.98546011 -1.699070e-01 50 711.26510 ## 227 1906 8.370561 3 0.98546011 -1.699070e-01 64 877.87061 ## 228 1906 8.370561 3 0.98546011 -1.699070e-01 38 600.18918 ## 229 1906 8.370561 3 0.98546011 -1.699070e-01 55 777.43041 ## 230 1968 27.750105 3 0.98837172 -1.520571e-01 38 600.18918 ## 231 1968 27.750105 3 0.98837172 -1.520571e-01 50 711.26510 ## 232 1968 27.750105 3 0.98837172 -1.520571e-01 40 620.43704 ## 233 1968 27.750105 3 0.98837172 -1.520571e-01 58 683.32011 ## 234 1968 27.750105 3 0.98837172 -1.520571e-01 55 777.43041 ## 235 1968 27.750105 3 0.98837172 -1.520571e-01 74 639.38956 ## 236 2372 19.664772 5 0.95144452 3.078203e-01 71 1040.94457 ## 237 2372 19.664772 5 0.95144452 3.078203e-01 74 1119.37656 ## 238 2372 19.664772 5 0.95144452 3.078203e-01 74 1146.22604 ## 242 2352 22.442842 5 0.99264588 1.210544e-01 74 1146.22604 ## 243 2352 22.442842 5 0.99264588 1.210544e-01 74 1119.37656 ## 244 2352 22.442842 5 0.99264588 1.210544e-01 93 1158.67656 ## 246 2352 22.442842 5 0.99264588 1.210544e-01 71 1040.94457 ## 247 2502 25.058796 5 -0.66303522 -7.485882e-01 55 865.64419 ## 248 2502 25.058796 5 -0.66303522 -7.485882e-01 66 1032.89455 ## 249 2502 25.058796 5 -0.66303522 -7.485882e-01 74 1013.44208 ## 250 2502 25.058796 5 -0.66303522 -7.485882e-01 76 940.89507 ## 252 2424 22.222193 5 -0.36716668 -9.301552e-01 66 1032.89455 ## 253 2424 22.222193 5 -0.36716668 -9.301552e-01 74 1013.44208 ## 254 2424 22.222193 5 -0.36716668 -9.301552e-01 55 865.64419 ## 255 2424 22.222193 5 -0.36716668 -9.301552e-01 76 940.89507 ## 257 2628 10.425138 5 0.67940793 -7.337608e-01 95 1444.61321 ## 258 2628 10.425138 5 0.67940793 -7.337608e-01 70 1097.36126 ## 262 2740 12.732080 5 -0.42046096 -9.073106e-01 95 1444.61321 ## 263 2740 12.732080 5 -0.42046096 -9.073106e-01 70 1097.36126 ## 266 2740 12.732080 5 -0.42046096 -9.073106e-01 93 1158.67656 ## 267 2102 8.049617 3 -0.98994951 -1.414213e-01 51 766.01476 ## 268 2102 8.049617 3 -0.98994951 -1.414213e-01 55 806.12789 ## 269 2102 8.049617 3 -0.98994951 -1.414213e-01 65 889.12161 ## 270 2102 8.049617 3 -0.98994951 -1.414213e-01 61 824.26421 ## 271 2102 8.049617 3 -0.98994951 -1.414213e-01 39 596.83539 ## 272 2102 8.049617 3 -0.98994951 -1.414213e-01 62 715.86476 ## 273 2102 8.049617 3 -0.98994951 -1.414213e-01 73 636.05940 ## 274 2099 4.866927 3 -0.76338628 6.459422e-01 -40 45.84927 ## 275 2099 4.866927 3 -0.76338628 6.459422e-01 51 766.01476 ## 276 2099 4.866927 3 -0.76338628 6.459422e-01 55 806.12789 ## 277 2099 4.866927 3 -0.76338628 6.459422e-01 62 715.86476 ## 278 2099 4.866927 3 -0.76338628 6.459422e-01 73 636.05940 ## 279 2099 4.866927 3 -0.76338628 6.459422e-01 61 824.26421 ## 280 2326 2.064978 3 0.83205033 -5.547001e-01 90 1105.72775 ## 281 2326 2.064978 3 0.83205033 -5.547001e-01 88 1162.94935 ## 282 2326 2.064978 3 0.83205033 -5.547001e-01 68 1065.16233 ## 284 2326 2.064978 3 0.83205033 -5.547001e-01 69 1017.88736 ## 285 2326 2.064978 3 0.83205033 -5.547001e-01 73 1109.01084 ## 287 2484 6.264547 5 0.86542637 -5.010361e-01 73 1109.01084 ## 288 2484 6.264547 5 0.86542637 -5.010361e-01 90 1105.72775 ## 290 2484 6.264547 5 0.86542637 -5.010361e-01 88 1162.94935 ## 291 2484 6.264547 5 0.86542637 -5.010361e-01 68 1065.16233 ## 293 2484 6.264547 5 0.86542637 -5.010361e-01 69 1017.88736 ## 294 2124 15.727636 3 -0.99430914 -1.065332e-01 27 408.73243 ## 295 2124 15.727636 3 -0.99430914 -1.065332e-01 53 652.50438 ## 296 2124 15.727636 3 -0.99430914 -1.065332e-01 56 784.95543 ## 297 2124 15.727636 3 -0.99430914 -1.065332e-01 44 684.52820 ## 298 2124 15.727636 3 -0.99430914 -1.065332e-01 67 613.42025 ## 299 2178 13.835295 3 -0.99483415 1.015136e-01 44 684.52820 ## 300 2178 13.835295 3 -0.99483415 1.015136e-01 27 408.73243 ## 301 2178 13.835295 3 -0.99483415 1.015136e-01 67 613.42025 ## 302 2178 13.835295 3 -0.99483415 1.015136e-01 56 784.95543 ## 303 2178 13.835295 3 -0.99483415 1.015136e-01 53 652.50438 ## 304 2427 8.985065 5 -0.82219213 5.692101e-01 94 1175.35535 ## 306 2427 8.985065 5 -0.82219213 5.692101e-01 84 1255.67197 ## 307 2427 8.985065 5 -0.82219213 5.692101e-01 73 1135.34220 ## 309 2427 8.985065 5 -0.82219213 5.692101e-01 44 684.52820 ## 310 2450 15.070232 5 -0.96561579 -2.599734e-01 73 1135.34220 ## 313 2450 15.070232 5 -0.96561579 -2.599734e-01 87 1353.25752 ## 314 2450 15.070232 5 -0.96561579 -2.599734e-01 94 1175.35535 ## 315 2450 15.070232 5 -0.96561579 -2.599734e-01 84 1255.67197 ## 316 2256 12.213501 3 -0.11550073 -9.933074e-01 59 916.55307 ## 317 2256 12.213501 3 -0.11550073 -9.933074e-01 41 643.53688 ## 318 2256 12.213501 3 -0.11550073 -9.933074e-01 66 778.26528 ## 320 2271 13.342694 3 -0.31622782 -9.486833e-01 41 643.53688 ## 321 2271 13.342694 3 -0.31622782 -9.486833e-01 66 778.26528 ## 322 2271 13.342694 3 -0.31622782 -9.486833e-01 59 916.55307 ## 323 2312 16.317568 3 0.13663720 -9.906212e-01 120 1665.81366 ## 324 2312 16.317568 3 0.13663720 -9.906212e-01 97 1548.27269 ## 325 2312 16.317568 3 0.13663720 -9.906212e-01 122 1542.61864 ## 326 2312 16.317568 3 0.13663720 -9.906212e-01 94 1434.51239 ## 330 2282 12.586358 3 0.55985740 8.285890e-01 120 1665.81366 ## 332 2282 12.586358 3 0.55985740 8.285890e-01 94 1434.51239 ## 333 2282 12.586358 3 0.55985740 8.285890e-01 97 1548.27269 ## 334 2282 12.586358 3 0.55985740 8.285890e-01 122 1542.61864 ## 335 1604 4.866927 4 -0.76338628 6.459422e-01 27 408.73243 ## 336 1604 4.866927 4 -0.76338628 6.459422e-01 36 563.75264 ## 337 1604 4.866927 4 -0.76338628 6.459422e-01 38 548.09861 ## 338 1604 4.866927 4 -0.76338628 6.459422e-01 48 602.80238 ## 339 1604 4.866927 4 -0.76338628 6.459422e-01 60 559.58774 ## 340 1604 4.866927 4 -0.76338628 6.459422e-01 46 694.96416 ## 341 1600 4.124605 4 -0.83205033 5.547001e-01 48 602.80238 ## 342 1600 4.124605 4 -0.83205033 5.547001e-01 46 694.96416 ## 343 1600 4.124605 4 -0.83205033 5.547001e-01 60 559.58774 ## 344 1600 4.124605 4 -0.83205033 5.547001e-01 36 563.75264 ## 345 1600 4.124605 4 -0.83205033 5.547001e-01 38 548.09861 ## 346 1600 4.124605 4 -0.83205033 5.547001e-01 27 408.73243 ## 347 1639 1.280985 4 0.89442709 -4.472138e-01 36 563.75264 ## 348 1639 1.280985 4 0.89442709 -4.472138e-01 27 408.73243 ## 349 1639 1.280985 4 0.89442709 -4.472138e-01 48 602.80238 ## 350 1639 1.280985 4 0.89442709 -4.472138e-01 60 559.58774 ## 351 1639 1.280985 4 0.89442709 -4.472138e-01 46 694.96416 ## 352 1639 1.280985 4 0.89442709 -4.472138e-01 38 548.09861 ## 353 1636 5.313655 5 -0.59136377 -8.064049e-01 46 694.96416 ## 354 1636 5.313655 5 -0.59136377 -8.064049e-01 60 559.58774 ## 355 1636 5.313655 5 -0.59136377 -8.064049e-01 38 548.09861 ## 356 1636 5.313655 5 -0.59136377 -8.064049e-01 36 563.75264 ## 357 1636 5.313655 5 -0.59136377 -8.064049e-01 27 408.73243 ## 358 1636 5.313655 5 -0.59136377 -8.064049e-01 48 602.80238 ## 359 1637 3.262907 4 -0.61394063 7.893522e-01 46 694.96416 ## 360 1637 3.262907 4 -0.61394063 7.893522e-01 36 563.75264 ## 361 1637 3.262907 4 -0.61394063 7.893522e-01 48 602.80238 ## 362 1637 3.262907 4 -0.61394063 7.893522e-01 38 548.09861 ## 363 1637 3.262907 4 -0.61394063 7.893522e-01 27 408.73243 ## 364 1637 3.262907 4 -0.61394063 7.893522e-01 60 559.58774 ## 365 1633 5.267640 5 -0.65079128 7.592567e-01 48 602.80238 ## 366 1633 5.267640 5 -0.65079128 7.592567e-01 46 694.96416 ## 367 1633 5.267640 5 -0.65079128 7.592567e-01 38 548.09861 ## 368 1633 5.267640 5 -0.65079128 7.592567e-01 27 408.73243 ## 369 1633 5.267640 5 -0.65079128 7.592567e-01 60 559.58774 ## 370 1633 5.267640 5 -0.65079128 7.592567e-01 36 563.75264 ## 371 1645 8.148282 5 -0.97780241 2.095291e-01 60 559.58774 ## 372 1645 8.148282 5 -0.97780241 2.095291e-01 36 563.75264 ## 373 1645 8.148282 5 -0.97780241 2.095291e-01 38 548.09861 ## 374 1645 8.148282 5 -0.97780241 2.095291e-01 27 408.73243 ## 375 1645 8.148282 5 -0.97780241 2.095291e-01 48 602.80238 ## 376 1645 8.148282 5 -0.97780241 2.095291e-01 46 694.96416 ## 377 1663 8.455866 5 -0.94174191 3.363364e-01 48 602.80238 ## 378 1663 8.455866 5 -0.94174191 3.363364e-01 46 694.96416 ## 379 1663 8.455866 5 -0.94174191 3.363364e-01 36 563.75264 ## 380 1663 8.455866 5 -0.94174191 3.363364e-01 27 408.73243 ## 381 1663 8.455866 5 -0.94174191 3.363364e-01 38 548.09861 ## 382 1663 8.455866 5 -0.94174191 3.363364e-01 60 559.58774 ## 383 1675 5.960376 5 -0.95782626 -2.873480e-01 27 408.73243 ## 384 1675 5.960376 5 -0.95782626 -2.873480e-01 60 559.58774 ## 385 1675 5.960376 5 -0.95782626 -2.873480e-01 38 548.09861 ## 386 1675 5.960376 5 -0.95782626 -2.873480e-01 36 563.75264 ## 387 1675 5.960376 5 -0.95782626 -2.873480e-01 46 694.96416 ## 388 1675 5.960376 5 -0.95782626 -2.873480e-01 48 602.80238 ## 389 1649 12.320358 5 -0.96152398 -2.747210e-01 38 548.09861 ## 390 1649 12.320358 5 -0.96152398 -2.747210e-01 46 694.96416 ## 391 1649 12.320358 5 -0.96152398 -2.747210e-01 60 559.58774 ## 392 1649 12.320358 5 -0.96152398 -2.747210e-01 36 563.75264 ## 393 1649 12.320358 5 -0.96152398 -2.747210e-01 48 602.80238 ## 394 1649 12.320358 5 -0.96152398 -2.747210e-01 27 408.73243 ## 395 1657 4.064891 4 -0.63323788 7.739572e-01 27 408.73243 ## 396 1657 4.064891 4 -0.63323788 7.739572e-01 48 602.80238 ## 397 1657 4.064891 4 -0.63323788 7.739572e-01 60 559.58774 ## 398 1657 4.064891 4 -0.63323788 7.739572e-01 36 563.75264 ## 399 1657 4.064891 4 -0.63323788 7.739572e-01 46 694.96416 ## 400 1657 4.064891 4 -0.63323788 7.739572e-01 38 548.09861 ## 401 1664 4.574007 4 -1.00000000 1.224647e-16 36 563.75264 ## 402 1664 4.574007 4 -1.00000000 1.224647e-16 48 602.80238 ## 403 1664 4.574007 4 -1.00000000 1.224647e-16 38 548.09861 ## 404 1664 4.574007 4 -1.00000000 1.224647e-16 27 408.73243 ## 405 1664 4.574007 4 -1.00000000 1.224647e-16 60 559.58774 ## 406 1664 4.574007 4 -1.00000000 1.224647e-16 46 694.96416 ## 407 1295 1.460473 3 -0.98058066 -1.961162e-01 89 1171.97077 ## 408 1295 1.460473 3 -0.98058066 -1.961162e-01 48 684.37992 ## 409 1295 1.460473 3 -0.98058066 -1.961162e-01 61 824.26421 ## 410 1295 1.460473 3 -0.98058066 -1.961162e-01 60 697.81247 ## 411 1295 1.460473 3 -0.98058066 -1.961162e-01 74 639.38956 ## 412 1295 1.460473 3 -0.98058066 -1.961162e-01 54 816.71649 ## 413 1295 1.460473 3 -0.98058066 -1.961162e-01 42 666.31022 ## 414 1323 17.890415 5 -0.96034621 -2.788102e-01 60 697.81247 ## 415 1323 17.890415 5 -0.96034621 -2.788102e-01 74 639.38956 ## 416 1323 17.890415 5 -0.96034621 -2.788102e-01 54 816.71649 ## 417 1323 17.890415 5 -0.96034621 -2.788102e-01 42 666.31022 ## 418 1323 17.890415 5 -0.96034621 -2.788102e-01 48 684.37992 ## 419 1323 17.890415 5 -0.96034621 -2.788102e-01 61 824.26421 ## 420 1940 25.836716 9 -0.96034621 2.788102e-01 80 1222.47302 ## 421 1940 25.836716 9 -0.96034621 2.788102e-01 79 1164.04642 ## 422 1940 25.836716 9 -0.96034621 2.788102e-01 94 1175.35535 ## 423 1940 25.836716 9 -0.96034621 2.788102e-01 67 1047.70472 ## 424 1940 25.836716 9 -0.96034621 2.788102e-01 84 983.09567 ## 425 1940 25.836716 9 -0.96034621 2.788102e-01 102 797.53173 ## 426 1484 15.494670 5 0.77556205 -6.312713e-01 59 549.11329 ## 427 1484 15.494670 5 0.77556205 -6.312713e-01 35 495.22448 ## 428 1484 15.494670 5 0.77556205 -6.312713e-01 37 582.36577 ## 429 1484 15.494670 5 0.77556205 -6.312713e-01 47 706.25703 ## 430 1484 15.494670 5 0.77556205 -6.312713e-01 47 589.51168 ## 431 1484 15.494670 5 0.77556205 -6.312713e-01 92 1214.25444 ## 432 1484 15.494670 5 0.77556205 -6.312713e-01 26 395.72060 ## 433 1517 15.045402 3 -0.98588655 -1.674148e-01 47 589.51168 ## 434 1517 15.045402 3 -0.98588655 -1.674148e-01 35 495.22448 ## 435 1517 15.045402 3 -0.98588655 -1.674148e-01 59 549.11329 ## 436 1517 15.045402 3 -0.98588655 -1.674148e-01 26 395.72060 ## 437 1517 15.045402 3 -0.98588655 -1.674148e-01 92 1214.25444 ## 438 1517 15.045402 3 -0.98588655 -1.674148e-01 37 582.36577 ## 439 1517 15.045402 3 -0.98588655 -1.674148e-01 47 706.25703 ## 440 1915 13.244994 9 -0.97717638 2.124296e-01 101 789.36312 ## 441 1915 13.244994 9 -0.97717638 2.124296e-01 62 957.11729 ## 442 1915 13.244994 9 -0.97717638 2.124296e-01 79 1202.45892 ## 443 1915 13.244994 9 -0.97717638 2.124296e-01 83 975.80134 ## 444 1915 13.244994 9 -0.97717638 2.124296e-01 92 1214.25444 ## 445 1915 13.244994 9 -0.97717638 2.124296e-01 89 1088.98432 ## 446 1546 12.707848 5 -0.99778516 -6.651896e-02 24 302.90701 ## 447 1546 12.707848 5 -0.99778516 -6.651896e-02 26 381.68373 ## 448 1546 12.707848 5 -0.99778516 -6.651896e-02 25 381.68847 ## 449 1546 12.707848 5 -0.99778516 -6.651896e-02 55 777.43041 ## 450 1546 12.707848 5 -0.99778516 -6.651896e-02 68 617.99363 ## 451 1546 12.707848 5 -0.99778516 -6.651896e-02 34 434.88392 ## 452 1628 7.209260 5 0.94868330 3.162278e-01 26 381.68373 ## 453 1628 7.209260 5 0.94868330 3.162278e-01 34 434.88392 ## 454 1628 7.209260 5 0.94868330 3.162278e-01 55 777.43041 ## 455 1628 7.209260 5 0.94868330 3.162278e-01 47 653.76937 ## 456 1628 7.209260 5 0.94868330 3.162278e-01 25 381.68847 ## 457 1628 7.209260 5 0.94868330 3.162278e-01 24 302.90701 ## 458 1628 7.209260 5 0.94868330 3.162278e-01 68 617.99363 ## 459 1592 27.565702 6 0.95782626 -2.873480e-01 24 302.90701 ## 460 1592 27.565702 6 0.95782626 -2.873480e-01 26 381.68373 ## 461 1592 27.565702 6 0.95782626 -2.873480e-01 25 381.68847 ## 462 1592 27.565702 6 0.95782626 -2.873480e-01 55 777.43041 ## 463 1592 27.565702 6 0.95782626 -2.873480e-01 53 495.70283 ## 464 1592 27.565702 6 0.95782626 -2.873480e-01 47 653.76937 ## 465 1592 27.565702 6 0.95782626 -2.873480e-01 34 434.88392 ## 466 1572 4.866949 6 0.05872206 9.982744e-01 55 777.43041 ## 467 1572 4.866949 6 0.05872206 9.982744e-01 26 381.68373 ## 468 1572 4.866949 6 0.05872206 9.982744e-01 53 495.70283 ## 469 1572 4.866949 6 0.05872206 9.982744e-01 34 434.88392 ## 470 1572 4.866949 6 0.05872206 9.982744e-01 24 302.90701 ## 471 1572 4.866949 6 0.05872206 9.982744e-01 47 653.76937 ## 472 1572 4.866949 6 0.05872206 9.982744e-01 25 381.68847 ## cumgdd60d albedo.gdd300 albedo.gdd600 albedo.gdd900 temperature.gdd300 ## 1 962.1142 4.200000 8.000000 12.20000 14.609651 ## 2 500.4159 4.200000 8.000000 12.20000 14.609651 ## 3 862.2902 4.200000 8.000000 12.20000 14.609651 ## 4 862.2902 4.800000 9.200000 13.60000 12.585864 ## 5 500.4159 4.800000 9.200000 13.60000 12.585864 ## 6 962.1142 4.800000 9.200000 13.60000 12.585864 ## 7 862.2902 5.647690 10.047690 14.64769 12.679484 ## 8 500.4159 5.647690 10.047690 14.64769 12.679484 ## 9 962.1142 5.647690 10.047690 14.64769 12.679484 ## 10 962.1142 5.600000 11.000000 29.62879 10.303588 ## 11 862.2902 5.600000 11.000000 29.62879 10.303588 ## 12 432.6997 5.400000 14.038350 23.63835 8.871594 ## 13 847.8084 5.200000 8.800000 12.60000 14.214955 ## 14 543.2683 4.400000 8.400000 12.00000 17.349204 ## 15 702.9084 5.638343 10.638343 15.63834 12.402410 ## 16 829.5859 5.230626 9.430626 13.83063 15.304702 ## 17 808.0810 3.800000 8.200000 14.60000 9.911213 ## 18 754.0473 17.668157 21.868157 25.86816 13.799790 ## 19 837.0331 5.108885 9.108885 13.50888 15.534620 ## 20 847.8084 5.200000 8.800000 12.40000 14.243666 ## 21 702.9084 5.437405 10.637405 15.63740 12.508597 ## 22 443.6595 5.400000 14.037593 23.43759 8.932598 ## 23 567.6062 4.600000 8.400000 12.00000 17.538128 ## 24 766.0148 17.651081 21.851081 25.85108 13.924356 ## 25 808.0810 3.800000 8.200000 14.20000 9.982181 ## 26 717.6759 5.638343 10.638343 15.63834 12.402410 ## 27 781.2910 17.668157 21.868157 25.86816 13.799790 ## 28 443.6595 5.400000 14.038350 23.63835 8.871594 ## 29 847.8084 5.200000 8.800000 12.60000 14.214955 ## 30 829.5859 5.230626 9.430626 13.83063 15.304702 ## 31 556.2801 4.400000 8.400000 12.00000 17.349204 ## 32 806.9520 3.800000 8.200000 14.60000 9.911213 ## 33 781.2910 17.729803 21.529803 25.12980 13.959970 ## 34 798.4358 3.800000 8.000000 14.00000 10.060232 ## 35 443.6595 5.600000 13.836816 23.43682 9.035167 ## 36 833.9031 6.454619 10.654619 14.45462 13.957824 ## 37 556.2801 9.239239 13.039239 16.83924 17.197528 ## 38 746.2424 5.654960 10.691114 16.09111 12.706212 ## 39 815.4185 18.120063 22.545760 26.74576 15.424403 ## 40 846.9239 5.000000 10.800000 15.80000 13.712227 ## 41 721.5143 5.800000 17.600000 27.20000 6.573599 ## 42 412.5174 16.800000 24.400000 34.08748 5.960801 ## 43 746.2424 6.400000 12.200000 17.80000 10.284038 ## 44 788.7396 5.200000 9.800000 14.60000 11.875821 ## 45 680.8851 4.800000 9.200000 13.80000 15.590719 ## 46 835.8837 5.000000 9.400000 14.20000 12.481557 ## 47 842.5580 5.000000 10.800000 15.80000 13.712227 ## 48 680.8851 4.800000 9.200000 13.80000 15.590719 ## 49 683.4566 6.400000 12.200000 17.80000 10.284038 ## 50 788.7396 5.200000 9.800000 14.60000 11.875821 ## 51 721.5143 5.800000 17.600000 27.20000 6.573599 ## 52 412.5174 16.800000 24.400000 34.08748 5.960801 ## 53 908.6117 4.800000 9.200000 13.80000 15.590719 ## 54 787.7420 5.000000 10.800000 15.80000 13.712227 ## 55 590.1205 5.800000 17.600000 27.20000 6.573599 ## 56 788.7396 5.200000 9.800000 14.60000 11.875821 ## 57 894.2700 5.000000 9.400000 14.20000 12.481557 ## 58 699.3959 6.400000 12.200000 17.80000 10.284038 ## 59 412.5174 16.800000 24.400000 34.08748 5.960801 ## 60 831.8332 5.000000 10.800000 15.80000 13.712227 ## 61 355.0610 16.800000 24.400000 34.08748 5.960801 ## 62 925.5026 5.200000 9.800000 14.60000 11.875821 ## 63 896.1002 5.000000 9.400000 14.20000 12.481557 ## 64 908.6117 4.800000 9.200000 13.80000 15.590719 ## 65 666.2648 5.800000 17.600000 27.20000 6.573599 ## 66 705.8192 6.400000 12.200000 17.80000 10.284038 ## 67 581.7192 5.800000 16.600000 26.00000 6.657332 ## 68 355.0610 15.486084 27.686084 34.74239 6.233290 ## 69 928.1313 5.000000 9.600000 14.00000 12.577044 ## 70 787.7420 5.000000 10.400000 15.60000 13.784043 ## 71 925.5026 5.200000 9.800000 14.60000 11.905002 ## 72 897.1907 4.800000 9.000000 13.60000 15.686980 ## 73 699.3959 6.000000 12.000000 17.40000 10.404712 ## 74 897.1907 4.600000 9.400000 13.80000 15.532190 ## 75 821.6609 5.600000 11.600000 16.20000 13.593437 ## 76 945.0980 5.156125 9.556125 14.15612 12.309594 ## 77 922.9745 5.000000 9.800000 14.40000 12.009246 ## 78 698.5549 7.200000 12.400000 17.80000 10.187676 ## 79 368.6682 16.400000 24.400000 34.07766 5.982863 ## 81 609.4065 5.800000 16.600000 26.00000 6.657332 ## 82 897.1907 4.800000 9.000000 13.60000 15.686980 ## 83 922.9745 5.200000 9.800000 14.60000 11.905002 ## 84 928.1313 5.000000 9.600000 14.00000 12.577044 ## 85 351.4912 15.486084 27.686084 34.74239 6.233290 ## 86 737.0406 6.000000 12.000000 17.40000 10.404712 ## 87 821.6609 5.000000 10.400000 15.60000 13.784043 ## 89 885.7225 4.600000 9.400000 13.80000 15.532190 ## 90 349.8411 16.400000 24.400000 34.07766 5.982863 ## 91 698.5549 7.200000 12.400000 17.80000 10.187676 ## 92 777.7295 5.600000 11.600000 16.20000 13.593437 ## 93 904.9177 5.000000 9.800000 14.40000 12.009246 ## 94 901.9375 5.156125 9.556125 14.15612 12.309594 ## 95 407.1202 4.400000 8.400000 12.40000 14.480775 ## 96 458.7412 5.000000 8.800000 12.60000 14.589345 ## 97 458.7412 5.000000 8.800000 12.60000 14.550092 ## 98 407.1202 4.400000 8.400000 12.40000 14.479996 ## 99 458.7412 5.000000 8.800000 12.60000 14.550092 ## 100 407.1202 4.400000 8.400000 12.40000 14.479996 ## 101 901.9375 5.400000 10.800000 16.60000 10.686894 ## 102 901.2913 6.200000 11.400000 16.40000 10.914890 ## 103 901.9375 5.400000 10.800000 16.80000 10.565551 ## 104 901.2913 6.400000 11.800000 17.00000 10.657374 ## 105 592.4759 5.000000 8.800000 12.60000 14.550092 ## 106 648.0697 4.400000 8.400000 12.40000 14.479996 ## 107 648.0697 4.400000 8.000000 12.20000 13.650515 ## 108 920.5881 5.000000 9.600000 14.00000 13.297721 ## 109 955.6806 4.400000 8.000000 12.20000 13.650515 ## 110 920.5881 5.000000 9.600000 14.00000 13.297721 ## 111 901.8313 6.000000 11.000000 16.20000 11.012393 ## 112 901.9375 5.400000 10.800000 16.60000 10.676477 ## 113 901.9375 5.400000 10.800000 16.60000 10.676477 ## 114 901.8313 6.000000 11.000000 16.20000 11.012393 ## 115 421.1717 5.000000 8.800000 12.60000 14.589345 ## 116 520.5500 4.400000 8.400000 12.40000 14.480775 ## 117 421.1717 5.000000 9.600000 14.00000 13.304059 ## 118 520.5500 4.400000 8.000000 12.20000 13.624208 ## 119 421.1717 5.000000 9.800000 14.20000 13.291679 ## 120 520.5500 4.600000 8.400000 12.60000 13.449620 ## 121 945.0980 5.200000 10.600000 16.60000 10.616608 ## 122 926.5588 6.600000 11.800000 17.00000 10.724801 ## 123 945.0980 5.200000 10.400000 16.60000 10.587159 ## 124 926.5588 6.600000 11.600000 17.00000 10.771882 ## 125 343.5604 16.364672 20.164672 23.76467 13.923955 ## 126 788.7396 6.455920 11.055920 14.85592 13.900070 ## 127 343.5604 14.126099 17.526099 20.32610 15.585553 ## 128 266.3356 5.600000 10.000000 13.20000 15.394119 ## 129 788.7396 6.455912 11.055912 14.85591 13.986219 ## 130 690.9042 5.800000 10.800000 15.40000 12.156517 ## 131 648.0697 19.141057 23.541057 27.94106 12.448935 ## 132 925.8269 5.800000 10.600000 15.20000 12.460514 ## 133 875.8539 4.600000 8.800000 13.00000 13.232868 ## 134 927.8016 7.400000 13.400000 19.00000 9.111253 ## 135 969.5104 6.200000 12.200000 22.06707 8.986323 ## 136 969.5104 5.400000 10.800000 16.40000 10.672531 ## 137 927.8016 6.800000 12.200000 17.60000 10.332904 ## 138 925.8269 5.800000 10.600000 15.20000 12.337738 ## 139 875.8539 4.800000 8.800000 13.20000 13.130574 ## 140 648.0697 4.600000 8.400000 12.80000 13.178477 ## 141 574.5132 5.000000 9.400000 13.80000 13.401679 ## 142 574.5132 4.800000 8.600000 12.60000 14.708102 ## 143 648.0697 16.936766 21.136766 24.93677 14.404342 ## 144 901.9375 23.434038 28.634038 34.23404 10.145968 ## 145 904.9177 6.400000 12.000000 17.80000 10.634569 ## 146 904.9177 6.600000 12.000000 17.40000 10.759940 ## 147 901.9375 5.400000 10.800000 16.40000 10.464241 ## 148 537.2305 5.000000 9.400000 12.60000 15.798361 ## 149 637.3027 10.257120 14.057120 17.85712 15.462047 ## 152 916.5531 13.743227 17.543227 20.94323 13.736428 ## 153 847.8084 5.505051 9.905051 14.10505 14.245410 ## 154 969.5104 5.400000 11.200000 17.20000 10.363247 ## 155 915.1316 6.400000 11.600000 16.80000 10.853593 ## 156 915.1316 6.200000 11.400000 16.60000 10.947235 ## 157 969.5104 5.400000 11.000000 17.00000 10.499150 ## 158 918.4270 4.800000 8.800000 12.60000 15.046265 ## 159 918.4270 4.800000 8.800000 12.60000 15.034108 ## 160 847.8084 4.800000 8.800000 12.60000 15.143442 ## 161 919.6910 5.600000 10.800000 16.00000 11.777184 ## 162 904.9177 4.800000 9.000000 13.00000 14.192609 ## 163 816.7165 15.229484 19.829484 24.02948 12.730488 ## 164 904.9177 4.800000 8.800000 12.80000 14.217863 ## 165 816.7165 5.200000 9.200000 13.60000 12.992469 ## 166 816.7165 15.229484 19.829484 24.02948 12.730488 ## 167 904.9177 4.800000 9.000000 13.00000 14.192609 ## 170 815.4185 7.000000 12.600000 17.64404 12.303474 ## 171 874.2877 4.800000 10.200000 14.20000 14.893645 ## 172 695.4107 7.200000 14.000000 19.80000 8.709457 ## 173 754.0473 5.200000 10.600000 16.40000 10.490768 ## 174 915.6598 6.000000 11.200000 16.20000 10.294368 ## 177 754.0473 5.200000 10.600000 16.40000 10.490768 ## 178 859.7544 6.000000 11.200000 16.20000 10.294368 ## 179 874.2877 4.800000 10.200000 14.20000 14.893645 ## 180 695.4107 7.200000 14.000000 19.80000 8.709457 ## 182 815.4185 7.000000 12.600000 17.64404 12.303474 ## 184 775.0603 8.600000 14.200000 21.89143 10.737194 ## 185 974.3298 7.048053 13.648053 23.68463 8.646070 ## 187 931.1066 5.800000 11.200000 15.40000 13.934264 ## 188 972.8078 7.200000 13.400000 19.20000 8.668051 ## 190 695.7646 10.851938 18.366659 25.98033 7.372238 ## 191 695.7646 7.200000 14.000000 19.80000 8.709457 ## 192 968.7904 5.200000 10.600000 16.40000 10.490768 ## 193 931.1066 4.800000 10.200000 14.20000 14.893645 ## 195 775.0603 7.000000 12.600000 17.64404 12.303474 ## 197 746.2424 4.600000 9.400000 14.80000 12.630749 ## 198 556.7373 5.600000 14.038571 23.83857 8.673682 ## 199 645.0145 9.563564 13.763564 17.56356 16.415983 ## 200 823.2428 5.221588 9.221588 13.62159 14.837528 ## 201 648.0697 12.237516 16.037516 20.03752 13.194847 ## 202 537.2305 6.200000 10.800000 15.00000 12.918601 ## 203 769.8181 4.000000 8.600000 15.40000 9.669812 ## 204 648.0697 12.958085 17.158085 20.75808 13.285022 ## 205 645.0145 4.600000 8.400000 12.20000 16.900667 ## 206 746.2424 6.920703 11.720703 16.92070 12.601303 ## 207 823.2428 5.180042 9.580042 14.18004 14.751594 ## 208 537.2305 6.000000 10.400000 14.20000 13.066813 ## 209 769.8181 4.600000 10.600000 19.00000 9.086923 ## 210 556.7373 5.600000 15.640090 25.24009 8.625999 ## 212 728.9871 7.800000 14.400000 20.40000 8.600238 ## 213 909.7660 6.000000 11.200000 16.40000 10.290293 ## 214 953.2711 6.252564 11.452564 17.25256 10.481095 ## 215 968.7636 4.600000 10.200000 14.20000 14.839348 ## 217 728.9871 7.400000 14.000000 20.00000 8.693330 ## 219 909.7660 6.000000 11.200000 16.20000 10.297382 ## 220 968.7636 4.600000 10.200000 14.20000 14.866495 ## 222 953.2711 6.250426 11.450426 17.25043 10.470583 ## 223 645.0145 4.600000 8.400000 12.20000 16.900667 ## 224 702.9084 6.920703 11.720703 16.92070 12.601303 ## 225 472.6104 5.600000 15.640090 25.24009 8.625999 ## 226 772.1408 6.000000 10.400000 14.20000 13.066813 ## 227 809.6446 5.180042 9.580042 14.18004 14.751594 ## 228 637.3027 12.958085 17.158085 20.75808 13.285022 ## 229 777.4304 4.600000 10.600000 19.00000 9.086923 ## 230 637.3027 4.800000 9.200000 13.80000 12.458893 ## 231 772.1408 5.400000 9.800000 14.40000 11.830968 ## 232 767.9847 5.000000 9.400000 14.20000 14.989947 ## 233 702.9084 7.600000 13.000000 18.40000 9.890593 ## 234 777.4304 8.200000 18.000000 30.15220 6.289868 ## 235 472.6104 15.000000 23.600000 34.49944 6.212380 ## 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458 0 0 0 25 60 ## 459 0 0 0 29 51 ## 460 0 0 0 37 54 ## 461 0 0 0 28 45 ## 462 0 0 0 16 34 ## 463 0 0 0 23 60 ## 464 0 0 0 19 38 ## 465 0 0 0 18 40 ## 466 0 0 0 21 37 ## 467 0 0 0 39 56 ## 468 0 0 0 25 60 ## 469 0 0 0 20 40 ## 470 0 0 0 31 53 ## 471 0 0 0 21 38 ## 472 0 0 0 23 47 ## gddspeed.gdd900 radiations.gdd300 radiations.gdd600 radiations.gdd900 ## 1 60 2323.3805 4863.471 7013.105 ## 2 60 2323.3805 4863.471 7013.105 ## 3 60 2323.3805 4863.471 7013.105 ## 4 67 2582.0819 4464.889 6083.123 ## 5 67 2582.0819 4464.889 6083.123 ## 6 67 2582.0819 4464.889 6083.123 ## 7 69 2913.6811 5227.159 7518.560 ## 8 69 2913.6811 5227.159 7518.560 ## 9 69 2913.6811 5227.159 7518.560 ## 10 101 4014.5080 7258.972 9956.160 ## 11 101 4014.5080 7258.972 9956.160 ## 12 114 2320.8584 6000.542 12402.658 ## 13 62 1873.3396 4211.640 6621.200 ## 14 59 1960.5467 4020.447 6162.629 ## 15 74 1741.5844 4269.010 6437.436 ## 16 67 1871.1307 4006.922 6759.432 ## 17 72 1781.4938 3680.675 7371.421 ## 18 85 3258.3059 5724.030 8213.396 ## 19 66 2068.1312 4439.020 7240.901 ## 20 61 2238.0488 4869.302 7504.847 ## 21 74 2013.6479 4941.382 7308.005 ## 22 113 2402.5088 6592.059 13650.462 ## 23 59 2348.1233 4602.720 7014.544 ## 24 85 3740.6517 6543.048 9312.240 ## 25 70 1958.0768 4195.900 8064.966 ## 26 74 1741.5844 4269.010 6437.436 ## 27 85 3258.3059 5724.030 8213.396 ## 28 114 2320.8584 6000.542 12402.658 ## 29 62 1873.3396 4211.640 6621.200 ## 30 67 1871.1307 4006.922 6759.432 ## 31 59 1960.5467 4020.447 6162.629 ## 32 72 1781.4938 3680.675 7371.421 ## 33 84 3895.6865 6213.300 8901.482 ## 34 69 1816.9994 3819.410 7632.487 ## 35 113 2333.8284 6234.188 13133.497 ## 36 68 2431.4798 4376.051 7152.979 ## 37 67 2084.0038 4014.485 6130.661 ## 38 73 2053.1972 3779.777 6817.968 ## 39 80 1731.9712 3725.403 6072.393 ## 40 78 3036.9201 6655.651 9891.753 ## 41 135 2756.4407 10068.758 13733.114 ## 42 158 10599.9216 13469.220 14653.240 ## 43 88 3464.6047 6245.214 8765.612 ## 44 72 3001.9594 6202.483 9050.820 ## 45 68 2790.7611 5468.547 8504.581 ## 46 70 3285.4161 6187.841 8756.106 ## 47 78 3036.9201 6655.651 9891.753 ## 48 68 2790.7611 5468.547 8504.581 ## 49 88 3464.6047 6245.214 8765.612 ## 50 72 3001.9594 6202.483 9050.820 ## 51 135 2756.4407 10068.758 13733.114 ## 52 158 10599.9216 13469.220 14653.240 ## 53 68 2790.7611 5468.547 8504.581 ## 54 78 3036.9201 6655.651 9891.753 ## 55 135 2756.4407 10068.758 13733.114 ## 56 72 3001.9594 6202.483 9050.820 ## 57 70 3285.4161 6187.841 8756.106 ## 58 88 3464.6047 6245.214 8765.612 ## 59 158 10599.9216 13469.220 14653.240 ## 60 78 3036.9201 6655.651 9891.753 ## 61 158 10599.9216 13469.220 14653.240 ## 62 72 3001.9594 6202.483 9050.820 ## 63 70 3285.4161 6187.841 8756.106 ## 64 68 2790.7611 5468.547 8504.581 ## 65 135 2756.4407 10068.758 13733.114 ## 66 88 3464.6047 6245.214 8765.612 ## 67 129 2759.2940 10395.694 15004.014 ## 68 157 7944.6564 15501.036 17819.559 ## 69 69 3358.3268 6652.725 9300.349 ## 70 77 3045.4619 6639.526 10135.003 ## 71 72 3074.5677 6487.694 9572.721 ## 72 67 2869.7278 5652.586 9015.062 ## 73 86 3332.6662 6221.003 9060.569 ## 74 68 2486.5972 5555.162 7844.413 ## 75 80 3425.7042 6869.229 9560.781 ## 76 69 3353.4152 5864.055 8236.299 ## 77 71 3455.2677 6400.978 8703.453 ## 78 88 3857.8047 5960.890 8311.947 ## 79 158 9898.4558 12465.206 13037.261 ## 81 129 2759.2940 10395.694 15004.014 ## 82 67 2869.7278 5652.586 9015.062 ## 83 72 3074.5677 6487.694 9572.721 ## 84 69 3358.3268 6652.725 9300.349 ## 85 157 7944.6564 15501.036 17819.559 ## 86 86 3332.6662 6221.003 9060.569 ## 87 77 3045.4619 6639.526 10135.003 ## 89 68 2486.5972 5555.162 7844.413 ## 90 158 9898.4558 12465.206 13037.261 ## 91 88 3857.8047 5960.890 8311.947 ## 92 80 3425.7042 6869.229 9560.781 ## 93 71 3455.2677 6400.978 8703.453 ## 94 69 3353.4152 5864.055 8236.299 ## 95 61 2244.7331 4628.144 6881.805 ## 96 62 1709.5012 3678.502 5913.442 ## 97 62 1821.9375 3911.650 6251.116 ## 98 61 2373.7496 4842.456 7170.872 ## 99 62 1821.9375 3911.650 6251.116 ## 100 61 2373.7496 4842.456 7170.872 ## 101 82 3902.5720 7314.061 10321.562 ## 102 81 4095.4259 7451.045 9780.383 ## 103 83 4194.7861 7761.204 11243.147 ## 104 84 4426.9434 8220.716 10989.046 ## 105 62 1821.9375 3911.650 6251.116 ## 106 61 2373.7496 4842.456 7170.872 ## 107 60 2603.1081 5202.051 7799.600 ## 108 69 2254.2688 5447.081 7959.359 ## 109 60 2603.1081 5202.051 7799.600 ## 110 69 2254.2688 5447.081 7959.359 ## 111 80 4028.5108 7073.350 9434.906 ## 112 82 3811.4541 7136.731 10162.710 ## 113 82 3811.4541 7136.731 10162.710 ## 114 80 4028.5108 7073.350 9434.906 ## 115 62 1709.5012 3678.502 5913.442 ## 116 61 2244.7331 4628.144 6881.805 ## 117 69 2189.0972 5184.027 7502.471 ## 118 60 2514.3202 5019.425 7552.672 ## 119 70 2027.5060 5262.928 7814.296 ## 120 62 2682.0396 5369.687 7957.655 ## 121 82 3731.8997 7364.102 10670.319 ## 122 84 4009.2693 7390.122 9992.318 ## 123 82 4195.1601 8157.686 11940.519 ## 124 84 4626.5826 8340.543 11513.175 ## 125 83 4204.8590 6802.999 9835.300 ## 126 70 2661.9768 4739.503 7728.989 ## 127 73 1893.5003 3100.155 4452.506 ## 128 65 1284.3106 2109.496 3306.051 ## 129 70 2668.0217 4489.370 7359.854 ## 130 76 2766.7438 6593.565 9965.740 ## 131 89 4385.2992 7702.597 10594.689 ## 132 75 2615.7118 6168.570 9252.354 ## 133 64 3201.6417 6002.062 8882.132 ## 134 94 5524.9508 10267.757 13712.341 ## 135 105 5383.9080 9658.745 14893.795 ## 136 81 3839.3457 7048.797 10100.605 ## 137 87 3679.5522 7258.406 10096.148 ## 138 75 2452.5816 5792.623 8679.932 ## 139 65 3167.9249 5676.913 8405.275 ## 140 63 2954.8075 5795.311 8508.669 ## 141 68 2259.1260 5337.188 7990.322 ## 142 62 1991.3932 4238.532 6881.012 ## 143 82 3261.4454 6132.328 8713.871 ## 144 108 5297.7409 9259.675 13247.988 ## 145 88 3796.5174 8004.450 12235.965 ## 146 86 4394.6958 8453.003 12246.553 ## 147 81 4444.9939 8624.713 12645.146 ## 148 62 1820.5603 3437.304 5540.060 ## 149 71 2313.1576 4441.335 6909.237 ## 152 79 3881.3809 6537.139 9294.926 ## 153 69 2351.0909 4405.393 7585.726 ## 154 85 4372.9245 8384.610 11921.068 ## 155 83 4421.2212 8170.985 11078.235 ## 156 82 4191.8859 7624.314 10172.107 ## 157 84 4177.7598 7732.888 10943.623 ## 158 62 2030.9967 4275.136 6818.942 ## 159 62 2069.9729 4344.093 7006.123 ## 160 62 1861.1206 3927.045 6305.815 ## 161 79 2748.8633 6160.022 9305.197 ## 162 64 1680.1422 4058.824 7040.913 ## 163 86 4012.9057 7543.660 10528.464 ## 164 63 1564.9754 3640.284 6301.388 ## 165 67 2827.4848 5819.138 8596.824 ## 166 86 4012.9057 7543.660 10528.464 ## 167 64 1680.1422 4058.824 7040.913 ## 170 84 4324.7799 7835.511 9695.899 ## 171 70 2890.1782 6432.483 8177.782 ## 172 98 3367.2545 5963.861 8059.610 ## 173 81 3570.0148 6771.251 9795.911 ## 174 80 3741.2636 7185.195 9520.422 ## 177 81 3570.0148 6771.251 9795.911 ## 178 80 3741.2636 7185.195 9520.422 ## 179 70 2890.1782 6432.483 8177.782 ## 180 98 3367.2545 5963.861 8059.610 ## 182 84 4324.7799 7835.511 9695.899 ## 184 96 6526.0353 11097.091 13490.458 ## 185 106 5105.0851 9768.451 15141.997 ## 187 76 4775.5393 8909.766 11254.936 ## 188 95 5331.0220 10268.550 13483.169 ## 190 117 5108.9730 8793.795 12313.475 ## 191 98 3367.2545 5963.861 8059.610 ## 192 81 3570.0148 6771.251 9795.911 ## 193 70 2890.1782 6432.483 8177.782 ## 195 84 4324.7799 7835.511 9695.899 ## 197 73 1694.8021 4271.880 6531.092 ## 198 115 2457.7847 6347.546 13229.977 ## 199 70 1677.6125 3944.663 6127.982 ## 200 67 2018.3288 4061.453 6603.617 ## 201 80 3493.4484 5936.877 8787.576 ## 202 74 2780.4117 5173.545 8191.480 ## 203 76 2073.1040 3699.387 8043.300 ## 204 80 3310.9980 6059.674 8361.373 ## 205 60 2240.0174 4348.126 6811.433 ## 206 74 1812.2203 4281.731 6436.177 ## 207 69 1998.8966 4123.775 6969.990 ## 208 70 2962.1988 5649.754 8230.574 ## 209 94 1897.2559 5539.904 10473.899 ## 210 122 2405.6378 7810.186 13502.743 ## 212 101 3986.8777 6775.553 9523.425 ## 213 81 4012.5913 7611.930 10422.155 ## 214 82 3973.0154 7402.402 10557.755 ## 215 70 2976.9585 7051.541 9127.976 ## 217 99 3989.2588 6875.063 9400.528 ## 219 80 4298.2702 8218.188 10934.687 ## 220 70 3207.0668 7351.658 9410.237 ## 222 82 4295.4343 7822.491 11131.495 ## 223 60 2240.0174 4348.126 6811.433 ## 224 74 1812.2203 4281.731 6436.177 ## 225 122 2405.6378 7810.186 13502.743 ## 226 70 2962.1988 5649.754 8230.574 ## 227 69 1998.8966 4123.775 6969.990 ## 228 80 3310.9980 6059.674 8361.373 ## 229 94 1897.2559 5539.904 10473.899 ## 230 68 3024.9878 5944.034 8223.244 ## 231 71 3148.9463 6080.742 8563.153 ## 232 70 2688.3543 5444.178 7986.802 ## 233 91 3713.0804 5706.990 7500.074 ## 234 146 4634.1309 9376.731 10479.088 ## 235 156 8992.2165 11796.010 12291.133 ## 236 79 4013.2698 7295.596 9149.276 ## 237 82 3745.6562 6765.191 9524.710 ## 238 71 2956.3988 6330.406 7860.103 ## 242 71 2956.3988 6330.406 7860.103 ## 243 82 3745.6562 6765.191 9524.710 ## 244 98 3467.1312 5781.039 7239.108 ## 246 79 4013.2698 7295.596 9149.276 ## 247 73 3227.7251 6606.463 9719.200 ## 248 80 3930.0071 7453.361 10908.571 ## 249 84 3437.8450 7978.953 11778.426 ## 250 102 4603.7126 7190.946 10408.524 ## 252 80 3731.9472 7131.068 10107.661 ## 253 86 3606.7219 8061.472 11302.537 ## 254 73 3072.8732 6467.757 8817.530 ## 255 102 3959.3654 6656.498 9504.386 ## 257 115 4620.6282 8589.254 10480.903 ## 258 76 3974.9108 6683.736 8119.914 ## 262 108 4676.6814 9426.960 13646.783 ## 263 77 4336.0904 8451.634 10439.909 ## 266 118 5055.2588 8946.714 12116.142 ## 267 70 3640.3732 6858.777 9872.441 ## 268 76 4087.8948 7445.569 10695.151 ## 269 78 3376.1901 6915.393 10646.574 ## 270 126 4620.6647 10815.932 13939.616 ## 271 68 3262.9483 6158.883 9365.656 ## 272 88 4267.0768 6799.123 9355.243 ## 273 151 10293.8224 14755.421 16225.082 ## 274 70 3640.3732 6858.777 9872.441 ## 275 70 3640.3732 6858.777 9872.441 ## 276 76 4087.8948 7445.569 10695.151 ## 277 88 4267.0768 6799.123 9355.243 ## 278 151 10293.8224 14755.421 16225.082 ## 279 126 4620.6647 10815.932 13939.616 ## 280 97 4518.1784 7595.999 10627.916 ## 281 86 4308.0462 8922.189 11971.434 ## 282 72 3445.1446 7161.744 9916.415 ## 284 79 4635.3754 8469.391 11410.096 ## 285 80 4166.1973 7860.593 11393.023 ## 287 82 4295.4343 7822.491 11131.495 ## 288 99 3989.2588 6875.063 9400.528 ## 290 85 4828.3926 8777.898 10942.472 ## 291 70 3207.0668 7351.658 9410.237 ## 293 80 4298.2702 8218.188 10934.687 ## 294 68 3112.2470 5830.723 9428.842 ## 295 83 3438.8810 6399.150 9049.197 ## 296 117 2988.5530 10045.997 14212.550 ## 297 71 3630.3008 7010.059 10012.041 ## 298 150 3612.1773 13894.226 18405.039 ## 299 71 3630.3008 7010.059 10012.041 ## 300 68 3112.2470 5830.723 9428.842 ## 301 150 3612.1773 13894.226 18405.039 ## 302 117 2988.5530 10045.997 14212.550 ## 303 83 3438.8810 6399.150 9049.197 ## 304 97 4518.1784 7595.999 10627.916 ## 306 79 4635.3754 8469.391 11410.096 ## 307 72 3445.1446 7161.744 9916.415 ## 309 80 4166.1973 7860.593 11393.023 ## 310 72 3353.8944 7357.150 10560.256 ## 313 76 3941.4337 7713.355 11256.301 ## 314 99 5174.1099 7797.271 11326.135 ## 315 83 4767.0862 8605.519 12064.463 ## 316 80 3731.9472 7131.068 10107.661 ## 317 73 3072.8732 6467.757 8817.530 ## 318 102 3959.3654 6656.498 9504.386 ## 320 73 3072.8732 6467.757 8817.530 ## 321 102 3959.3654 6656.498 9504.386 ## 322 80 3731.9472 7131.068 10107.661 ## 323 87 3888.3245 7999.171 10924.895 ## 324 71 2892.4121 6244.444 8571.696 ## 325 96 3793.6305 6609.478 9217.958 ## 326 80 3724.9547 7122.852 10138.279 ## 330 85 3830.5355 8255.391 11414.360 ## 332 79 3974.1812 7405.446 10383.983 ## 333 73 3361.5111 6762.744 9356.052 ## 334 103 4581.8185 7314.139 10000.586 ## 335 63 2040.8907 4531.563 6545.119 ## 336 74 3350.4427 5620.753 8005.626 ## 337 69 3039.3518 4637.504 7313.329 ## 338 66 1847.4891 3960.453 7079.030 ## 339 98 2224.5942 6719.880 12315.660 ## 340 56 1825.6418 3511.846 5337.919 ## 341 66 1847.4891 3960.453 7079.030 ## 342 56 1825.6418 3511.846 5337.919 ## 343 98 2224.5942 6719.880 12315.660 ## 344 74 3350.4427 5620.753 8005.626 ## 345 69 3039.3518 4637.504 7313.329 ## 346 63 2040.8907 4531.563 6545.119 ## 347 74 3350.4427 5620.753 8005.626 ## 348 63 2040.8907 4531.563 6545.119 ## 349 66 1847.4891 3960.453 7079.030 ## 350 98 2224.5942 6719.880 12315.660 ## 351 56 1825.6418 3511.846 5337.919 ## 352 69 3039.3518 4637.504 7313.329 ## 353 56 1825.6418 3511.846 5337.919 ## 354 98 2224.5942 6719.880 12315.660 ## 355 69 3039.3518 4637.504 7313.329 ## 356 74 3350.4427 5620.753 8005.626 ## 357 63 2040.8907 4531.563 6545.119 ## 358 66 1847.4891 3960.453 7079.030 ## 359 56 1825.6418 3511.846 5337.919 ## 360 74 3350.4427 5620.753 8005.626 ## 361 66 1847.4891 3960.453 7079.030 ## 362 69 3039.3518 4637.504 7313.329 ## 363 63 2040.8907 4531.563 6545.119 ## 364 98 2224.5942 6719.880 12315.660 ## 365 66 1847.4891 3960.453 7079.030 ## 366 56 1825.6418 3511.846 5337.919 ## 367 69 3039.3518 4637.504 7313.329 ## 368 63 2040.8907 4531.563 6545.119 ## 369 98 2224.5942 6719.880 12315.660 ## 370 74 3350.4427 5620.753 8005.626 ## 371 98 2224.5942 6719.880 12315.660 ## 372 74 3350.4427 5620.753 8005.626 ## 373 69 3039.3518 4637.504 7313.329 ## 374 63 2040.8907 4531.563 6545.119 ## 375 66 1847.4891 3960.453 7079.030 ## 376 56 1825.6418 3511.846 5337.919 ## 377 77 3446.8604 7031.230 9330.137 ## 378 81 2048.6737 4738.107 10585.524 ## 379 79 3471.7997 6116.297 8946.497 ## 380 57 2721.0891 5233.667 8109.599 ## 381 60 2349.4283 5018.453 7919.331 ## 382 126 4470.1448 12819.309 16635.224 ## 383 57 2721.0891 5233.667 8109.599 ## 384 126 4470.1448 12819.309 16635.224 ## 385 60 2349.4283 5018.453 7919.331 ## 386 79 3471.7997 6116.297 8946.497 ## 387 81 2048.6737 4738.107 10585.524 ## 388 77 3446.8604 7031.230 9330.137 ## 389 72 3782.1462 5434.934 7728.771 ## 390 56 2157.9583 3908.624 5727.130 ## 391 93 2665.0949 6252.522 11717.995 ## 392 83 4037.4934 6493.457 8546.869 ## 393 63 2399.8401 4081.301 6589.940 ## 394 62 1866.8211 4350.487 6203.646 ## 395 57 2721.0891 5233.667 8109.599 ## 396 77 3446.8604 7031.230 9330.137 ## 397 126 4470.1448 12819.309 16635.224 ## 398 79 3471.7997 6116.297 8946.497 ## 399 81 2048.6737 4738.107 10585.524 ## 400 60 2349.4283 5018.453 7919.331 ## 401 79 3471.7997 6116.297 8946.497 ## 402 77 3446.8604 7031.230 9330.137 ## 403 60 2349.4283 5018.453 7919.331 ## 404 57 2721.0891 5233.667 8109.599 ## 405 126 4470.1448 12819.309 16635.224 ## 406 81 2048.6737 4738.107 10585.524 ## 407 64 1552.8054 2916.783 4875.988 ## 408 88 2880.5705 4842.608 6496.124 ## 409 52 833.6497 2670.285 4319.921 ## 410 59 1868.9318 3269.242 5298.009 ## 411 75 2143.5922 4472.093 8109.315 ## 412 81 2149.5718 5049.134 7204.595 ## 413 56 1023.2121 2312.884 4269.900 ## 414 63 1933.8870 4173.730 5753.965 ## 415 63 1181.3429 3616.085 5889.129 ## 416 80 2592.3438 5760.008 8242.150 ## 417 55 1191.5771 2664.918 4423.796 ## 418 87 3474.5685 5544.470 7041.619 ## 419 53 961.9639 2853.185 4454.265 ## 420 83 4162.0011 6802.593 9942.847 ## 421 66 2824.3056 4942.619 7930.194 ## 422 83 2733.1715 6062.497 10014.384 ## 423 58 2686.0892 5171.115 8164.075 ## 424 75 2169.1533 4696.492 9874.578 ## 425 129 3142.2690 10649.164 17370.627 ## 426 85 1531.4739 4369.330 9030.199 ## 427 65 2306.5050 3789.744 5824.953 ## 428 72 2194.1863 4390.610 6678.473 ## 429 52 1250.7692 2613.082 4173.901 ## 430 61 1531.8211 3243.667 5704.015 ## 431 55 1899.1144 3592.945 5615.579 ## 432 57 1183.2121 3076.416 5196.042 ## 433 58 1848.5669 3918.238 5921.924 ## 434 68 3528.2633 5475.916 7588.624 ## 435 74 2309.4424 4817.102 8392.181 ## 436 57 1608.7473 3643.641 6318.741 ## 437 74 2443.9021 4291.775 6615.739 ## 438 78 2786.4762 6027.343 8370.244 ## 439 52 883.7402 2743.071 4693.991 ## 440 95 2796.8003 6287.560 12800.655 ## 441 68 2187.2272 5685.902 8103.305 ## 442 86 4337.0909 7237.780 10461.278 ## 443 60 2272.6108 4596.636 6928.545 ## 444 86 2815.3802 4968.374 7627.702 ## 445 66 2728.3239 5283.804 8456.436 ## 446 72 3782.1462 5434.934 7728.771 ## 447 83 4037.4934 6493.457 8546.869 ## 448 62 1866.8211 4350.487 6203.646 ## 449 56 2157.9583 3908.624 5727.130 ## 450 93 2665.0949 6252.522 11717.995 ## 451 63 2399.8401 4081.301 6589.940 ## 452 74 3350.4427 5620.753 8005.626 ## 453 66 1847.4891 3960.453 7079.030 ## 454 56 1825.6418 3511.846 5337.919 ## 455 56 2165.8765 4229.387 6399.991 ## 456 63 2040.8907 4531.563 6545.119 ## 457 69 3039.3518 4637.504 7313.329 ## 458 98 2224.5942 6719.880 12315.660 ## 459 66 2259.9291 3769.633 6059.075 ## 460 70 2308.0585 4143.669 6371.468 ## 461 61 2102.3237 3877.488 5854.511 ## 462 59 1416.4349 2903.685 5892.636 ## 463 100 1847.7935 6053.187 11046.777 ## 464 59 1866.0354 3885.429 6224.502 ## 465 69 1464.4662 3526.093 6657.486 ## 466 56 1825.6418 3511.846 5337.919 ## 467 74 3350.4427 5620.753 8005.626 ## 468 98 2224.5942 6719.880 12315.660 ## 469 66 1847.4891 3960.453 7079.030 ## 470 69 3039.3518 4637.504 7313.329 ## 471 56 2165.8765 4229.387 6399.991 ## 472 63 2040.8907 4531.563 6545.119 ## rainfall.gdd300 rainfall.gdd600 rainfall.gdd900 snowdays.gdd300 ## 1 4.337788e-04 0.0008294636 0.001739782 0 ## 2 4.337788e-04 0.0008294636 0.001739782 0 ## 3 4.337788e-04 0.0008294636 0.001739782 0 ## 4 1.375236e-03 0.0027608487 0.003735514 0 ## 5 1.375236e-03 0.0027608487 0.003735514 0 ## 6 1.375236e-03 0.0027608487 0.003735514 0 ## 7 1.071496e-03 0.0022329304 0.003513638 1 ## 8 1.071496e-03 0.0022329304 0.003513638 1 ## 9 1.071496e-03 0.0022329304 0.003513638 1 ## 10 1.099446e-03 0.0030048052 0.004041988 0 ## 11 1.099446e-03 0.0030048052 0.004041988 0 ## 12 2.057096e-03 0.0031174037 0.004782357 0 ## 13 1.118025e-03 0.0014540903 0.001628026 0 ## 14 4.162986e-04 0.0008161846 0.001540547 0 ## 15 9.951675e-04 0.0015286296 0.002916867 1 ## 16 1.268263e-03 0.0024376064 0.002923461 1 ## 17 5.958006e-04 0.0012605083 0.002909501 0 ## 18 1.305295e-03 0.0019089972 0.002605574 14 ## 19 1.212623e-03 0.0021680618 0.002911783 1 ## 20 1.092006e-03 0.0014221834 0.001474760 0 ## 21 8.520404e-04 0.0015126374 0.002888224 1 ## 22 2.200148e-03 0.0032827181 0.004631936 0 ## 23 4.128818e-04 0.0007545115 0.001228390 0 ## 24 1.308863e-03 0.0019031441 0.002614275 14 ## 25 5.195004e-04 0.0011485819 0.002818800 0 ## 26 9.951675e-04 0.0015286296 0.002916867 1 ## 27 1.305295e-03 0.0019089972 0.002605574 14 ## 28 2.057096e-03 0.0031174037 0.004782357 0 ## 29 1.118025e-03 0.0014540903 0.001628026 0 ## 30 1.268263e-03 0.0024376064 0.002923461 1 ## 31 4.162986e-04 0.0008161846 0.001540547 0 ## 32 5.958006e-04 0.0012605083 0.002909501 0 ## 33 1.326424e-03 0.0018309892 0.002117292 13 ## 34 5.069267e-04 0.0011008031 0.002389515 0 ## 35 2.242935e-03 0.0032012972 0.004613070 0 ## 36 6.906689e-04 0.0015633132 0.001609146 1 ## 37 9.347940e-04 0.0013203264 0.001687930 5 ## 38 4.017660e-04 0.0013755495 0.001858767 1 ## 39 5.257591e-04 0.0014362781 0.002555456 17 ## 40 9.799265e-04 0.0016676757 0.002178127 0 ## 41 1.553699e-03 0.0034267368 0.004252024 0 ## 42 2.826818e-03 0.0046184672 0.005638263 0 ## 43 6.564522e-04 0.0025572389 0.004464553 0 ## 44 9.118938e-04 0.0011337474 0.002447206 0 ## 45 4.485278e-04 0.0015057624 0.002461917 0 ## 46 6.004702e-04 0.0013244235 0.002433649 0 ## 47 9.799265e-04 0.0016676757 0.002178127 0 ## 48 4.485278e-04 0.0015057624 0.002461917 0 ## 49 6.564522e-04 0.0025572389 0.004464553 0 ## 50 9.118938e-04 0.0011337474 0.002447206 0 ## 51 1.553699e-03 0.0034267368 0.004252024 0 ## 52 2.826818e-03 0.0046184672 0.005638263 0 ## 53 4.485278e-04 0.0015057624 0.002461917 0 ## 54 9.799265e-04 0.0016676757 0.002178127 0 ## 55 1.553699e-03 0.0034267368 0.004252024 0 ## 56 9.118938e-04 0.0011337474 0.002447206 0 ## 57 6.004702e-04 0.0013244235 0.002433649 0 ## 58 6.564522e-04 0.0025572389 0.004464553 0 ## 59 2.826818e-03 0.0046184672 0.005638263 0 ## 60 9.799265e-04 0.0016676757 0.002178127 0 ## 61 2.826818e-03 0.0046184672 0.005638263 0 ## 62 9.118938e-04 0.0011337474 0.002447206 0 ## 63 6.004702e-04 0.0013244235 0.002433649 0 ## 64 4.485278e-04 0.0015057624 0.002461917 0 ## 65 1.553699e-03 0.0034267368 0.004252024 0 ## 66 6.564522e-04 0.0025572389 0.004464553 0 ## 67 1.601769e-03 0.0032258945 0.004087157 0 ## 68 1.445920e-03 0.0039012057 0.005537323 4 ## 69 5.502305e-04 0.0014079172 0.002346408 0 ## 70 1.016446e-03 0.0016110056 0.002209709 0 ## 71 9.057771e-04 0.0010916795 0.002397488 0 ## 72 3.019074e-04 0.0009589329 0.002436878 0 ## 73 5.462601e-04 0.0020336128 0.003740174 0 ## 74 4.994838e-04 0.0015083771 0.002594156 0 ## 75 1.235300e-03 0.0016409959 0.002164524 0 ## 76 6.262742e-04 0.0015862146 0.002514981 0 ## 77 3.792134e-04 0.0011941534 0.002249066 0 ## 78 1.581066e-03 0.0034765906 0.005114115 0 ## 79 2.724251e-03 0.0045499012 0.005593208 0 ## 81 1.601769e-03 0.0032258945 0.004087157 0 ## 82 3.019074e-04 0.0009589329 0.002436878 0 ## 83 9.057771e-04 0.0010916795 0.002397488 0 ## 84 5.502305e-04 0.0014079172 0.002346408 0 ## 85 1.445920e-03 0.0039012057 0.005537323 4 ## 86 5.462601e-04 0.0020336128 0.003740174 0 ## 87 1.016446e-03 0.0016110056 0.002209709 0 ## 89 4.994838e-04 0.0015083771 0.002594156 0 ## 90 2.724251e-03 0.0045499012 0.005593208 0 ## 91 1.581066e-03 0.0034765906 0.005114115 0 ## 92 1.235300e-03 0.0016409959 0.002164524 0 ## 93 3.792134e-04 0.0011941534 0.002249066 0 ## 94 6.262742e-04 0.0015862146 0.002514981 0 ## 95 7.259086e-04 0.0010488244 0.001678971 0 ## 96 8.838305e-04 0.0010680617 0.001195999 0 ## 97 9.053012e-04 0.0010908985 0.001220191 0 ## 98 7.436605e-04 0.0010688236 0.001703465 0 ## 99 9.053012e-04 0.0010908985 0.001220191 0 ## 100 7.436605e-04 0.0010688236 0.001703465 0 ## 101 7.495692e-04 0.0012084603 0.001933930 0 ## 102 3.469737e-04 0.0011567032 0.002261150 0 ## 103 7.154268e-04 0.0013680535 0.002072088 0 ## 104 4.552440e-04 0.0012497674 0.002363626 0 ## 105 9.053012e-04 0.0010908985 0.001220191 0 ## 106 7.436605e-04 0.0010688236 0.001703465 0 ## 107 4.207090e-04 0.0007384933 0.001329513 0 ## 108 9.484748e-04 0.0010043987 0.001769009 0 ## 109 4.207090e-04 0.0007384933 0.001329513 0 ## 110 9.484748e-04 0.0010043987 0.001769009 0 ## 111 2.707538e-04 0.0010778095 0.002177081 0 ## 112 7.777127e-04 0.0012502396 0.001994956 0 ## 113 7.777127e-04 0.0012502396 0.001994956 0 ## 114 2.707538e-04 0.0010778095 0.002177081 0 ## 115 8.838305e-04 0.0010680617 0.001195999 0 ## 116 7.259086e-04 0.0010488244 0.001678971 0 ## 117 9.252333e-04 0.0009806305 0.001810431 0 ## 118 4.201240e-04 0.0007401010 0.001344317 0 ## 119 1.052261e-03 0.0011089346 0.001700617 0 ## 120 4.285084e-04 0.0006676403 0.001385753 0 ## 121 5.008127e-04 0.0012420787 0.002076920 0 ## 122 6.582001e-04 0.0012867903 0.002580760 0 ## 123 4.685153e-04 0.0012567319 0.002147320 0 ## 124 5.308715e-04 0.0011502457 0.002433102 0 ## 125 1.026519e-03 0.0016441895 0.001867268 11 ## 126 7.123815e-04 0.0017882213 0.001818632 1 ## 127 1.717192e-03 0.0022020380 0.002263934 10 ## 128 4.549910e-04 0.0015083467 0.001855394 0 ## 129 7.123990e-04 0.0019034770 0.001934176 1 ## 130 1.078167e-03 0.0011331609 0.002115338 0 ## 131 4.726296e-04 0.0008595569 0.001536779 16 ## 132 1.223462e-03 0.0012754936 0.002245219 0 ## 133 3.732939e-04 0.0009084016 0.001363043 0 ## 134 5.965391e-04 0.0025210244 0.003114811 0 ## 135 4.535611e-04 0.0012664223 0.002000992 0 ## 136 5.287704e-04 0.0013262238 0.001791835 0 ## 137 1.027239e-03 0.0020874298 0.003379059 0 ## 138 1.146171e-03 0.0011989452 0.002171449 0 ## 139 3.729112e-04 0.0009116797 0.001400239 0 ## 140 6.414290e-04 0.0009976943 0.001554073 0 ## 141 1.329630e-03 0.0016223974 0.002235192 0 ## 142 1.123385e-03 0.0017468058 0.001961545 0 ## 143 1.546590e-03 0.0020404470 0.002574406 14 ## 144 7.341251e-04 0.0015110828 0.002074848 21 ## 145 1.511915e-03 0.0019306633 0.003802937 0 ## 146 1.062911e-03 0.0017806966 0.003518362 0 ## 147 5.188088e-04 0.0013150609 0.002321067 0 ## 148 9.833684e-04 0.0023154723 0.002468877 0 ## 149 7.895554e-04 0.0018809987 0.002358394 6 ## 152 1.527542e-03 0.0019165388 0.002173353 8 ## 153 7.465597e-04 0.0020295858 0.002286304 0 ## 154 6.899230e-04 0.0015700462 0.002281180 0 ## 155 9.384652e-04 0.0015628506 0.003296098 0 ## 156 8.084027e-04 0.0014905633 0.003163470 0 ## 157 7.964134e-04 0.0016012635 0.002326549 0 ## 158 1.399505e-03 0.0021633849 0.002645985 0 ## 159 1.353736e-03 0.0021248221 0.002611833 0 ## 160 1.347204e-03 0.0021211055 0.002609343 0 ## 161 1.479172e-03 0.0022045794 0.003594179 0 ## 162 8.305556e-04 0.0014947169 0.001784676 0 ## 163 8.639386e-04 0.0011793277 0.001733249 11 ## 164 9.230834e-04 0.0014762172 0.001771557 0 ## 165 6.910160e-04 0.0010367001 0.001554711 0 ## 166 8.639386e-04 0.0011793277 0.001733249 11 ## 167 8.305556e-04 0.0014947169 0.001784676 0 ## 170 7.766136e-04 0.0015182266 0.002130591 0 ## 171 1.331412e-03 0.0025043421 0.002984018 0 ## 172 2.052817e-03 0.0043625933 0.004915000 0 ## 173 6.739891e-04 0.0019413855 0.002873305 0 ## 174 7.967142e-04 0.0023535961 0.003726842 0 ## 177 6.739891e-04 0.0019413855 0.002873305 0 ## 178 7.967142e-04 0.0023535961 0.003726842 0 ## 179 1.331412e-03 0.0025043421 0.002984018 0 ## 180 2.052817e-03 0.0043625933 0.004915000 0 ## 182 7.766136e-04 0.0015182266 0.002130591 0 ## 184 9.968497e-04 0.0018382659 0.002961274 0 ## 185 9.291247e-04 0.0024914877 0.004082303 1 ## 187 1.662533e-03 0.0026627543 0.002896251 0 ## 188 8.396351e-04 0.0030192036 0.004112537 0 ## 190 2.545955e-03 0.0045357391 0.005056399 3 ## 191 2.052817e-03 0.0043625933 0.004915000 0 ## 192 6.739891e-04 0.0019413855 0.002873305 0 ## 193 1.331412e-03 0.0025043421 0.002984018 0 ## 195 7.766136e-04 0.0015182266 0.002130591 0 ## 197 6.602041e-04 0.0013137398 0.003130304 0 ## 198 1.998601e-03 0.0034170164 0.004601798 0 ## 199 9.200206e-04 0.0014214867 0.002206875 6 ## 200 1.152551e-03 0.0022616993 0.002829889 1 ## 201 8.249273e-04 0.0011356404 0.001719478 6 ## 202 6.770608e-04 0.0013407993 0.001604059 0 ## 203 5.685041e-04 0.0016656531 0.003156496 0 ## 204 9.077646e-04 0.0016078244 0.002241613 8 ## 205 5.632286e-04 0.0013368776 0.002511304 0 ## 206 6.732639e-04 0.0014658186 0.003174101 3 ## 207 1.175069e-03 0.0023770770 0.002853656 1 ## 208 6.877394e-04 0.0011622827 0.001612482 0 ## 209 8.987927e-04 0.0021985624 0.004309960 0 ## 210 2.245181e-03 0.0034166016 0.005311047 0 ## 212 2.112846e-03 0.0044596786 0.005210370 0 ## 213 7.794985e-04 0.0020925346 0.003694032 0 ## 214 7.484799e-04 0.0016360351 0.003723467 1 ## 215 1.169558e-03 0.0026043408 0.003073248 0 ## 217 2.078495e-03 0.0044350944 0.005064636 0 ## 219 7.780675e-04 0.0023244720 0.003700398 0 ## 220 1.183134e-03 0.0025549196 0.003029211 0 ## 222 7.549594e-04 0.0016234053 0.003530344 1 ## 223 5.632286e-04 0.0013368776 0.002511304 0 ## 224 6.732639e-04 0.0014658186 0.003174101 3 ## 225 2.245181e-03 0.0034166016 0.005311047 0 ## 226 6.877394e-04 0.0011622827 0.001612482 0 ## 227 1.175069e-03 0.0023770770 0.002853656 1 ## 228 9.077646e-04 0.0016078244 0.002241613 8 ## 229 8.987927e-04 0.0021985624 0.004309960 0 ## 230 7.771389e-04 0.0014131456 0.002781269 0 ## 231 6.362314e-04 0.0012643122 0.003036484 0 ## 232 1.003230e-03 0.0023272584 0.003123675 0 ## 233 1.947782e-03 0.0038282205 0.004990470 0 ## 234 1.940725e-03 0.0038332989 0.005628636 0 ## 235 2.451230e-03 0.0041905834 0.005578047 0 ## 236 3.038418e-04 0.0024509927 0.003380736 0 ## 237 6.852068e-04 0.0020015094 0.002946513 0 ## 238 1.339710e-03 0.0025226596 0.003029589 0 ## 242 1.339710e-03 0.0025226596 0.003029589 0 ## 243 6.852068e-04 0.0020015094 0.002946513 0 ## 244 2.556124e-03 0.0042462831 0.005072869 0 ## 246 3.038418e-04 0.0024509927 0.003380736 0 ## 247 6.890666e-04 0.0013277911 0.002433189 0 ## 248 7.692793e-04 0.0019925771 0.003090184 0 ## 249 7.254961e-04 0.0013997398 0.002022092 0 ## 250 1.298081e-03 0.0036251163 0.004617714 0 ## 252 7.565585e-04 0.0020414061 0.002920075 0 ## 253 8.013399e-04 0.0013845647 0.001975192 0 ## 254 7.143926e-04 0.0013847400 0.002499425 0 ## 255 1.655416e-03 0.0041168797 0.004565355 1 ## 257 1.152838e-03 0.0029489750 0.003281590 0 ## 258 6.433771e-04 0.0016352067 0.002179020 0 ## 262 1.093335e-03 0.0028777992 0.003325753 0 ## 263 4.546357e-04 0.0018567361 0.002177489 0 ## 266 2.770191e-03 0.0046009599 0.005239358 3 ## 267 4.723637e-04 0.0012612848 0.002783854 0 ## 268 3.929976e-04 0.0013102131 0.002126777 0 ## 269 1.113185e-03 0.0021862163 0.003096691 0 ## 270 1.325535e-03 0.0031151798 0.004074834 0 ## 271 7.188323e-04 0.0013359896 0.002179382 0 ## 272 1.140159e-03 0.0030061651 0.004239849 0 ## 273 2.378433e-03 0.0039698148 0.005340117 0 ## 274 4.723637e-04 0.0012612848 0.002783854 0 ## 275 4.723637e-04 0.0012612848 0.002783854 0 ## 276 3.929976e-04 0.0013102131 0.002126777 0 ## 277 1.140159e-03 0.0030061651 0.004239849 0 ## 278 2.378433e-03 0.0039698148 0.005340117 0 ## 279 1.325535e-03 0.0031151798 0.004074834 0 ## 280 1.684015e-03 0.0036295943 0.004872104 0 ## 281 1.396922e-03 0.0024814828 0.003189266 1 ## 282 7.021625e-04 0.0019286480 0.002521141 0 ## 284 6.142818e-04 0.0017490734 0.002702579 0 ## 285 8.306957e-04 0.0022664298 0.003355094 0 ## 287 7.549594e-04 0.0016234053 0.003530344 1 ## 288 2.078495e-03 0.0044350944 0.005064636 0 ## 290 8.292143e-04 0.0016186188 0.002254764 0 ## 291 1.183134e-03 0.0025549196 0.003029211 0 ## 293 7.780675e-04 0.0023244720 0.003700398 0 ## 294 6.993146e-04 0.0013449165 0.002273448 0 ## 295 4.376406e-04 0.0019048929 0.003744555 0 ## 296 1.276060e-03 0.0033047705 0.004408976 0 ## 297 6.267157e-04 0.0011813101 0.002013625 1 ## 298 1.922530e-03 0.0044382313 0.005847573 2 ## 299 6.267157e-04 0.0011813101 0.002013625 1 ## 300 6.993146e-04 0.0013449165 0.002273448 0 ## 301 1.922530e-03 0.0044382313 0.005847573 2 ## 302 1.276060e-03 0.0033047705 0.004408976 0 ## 303 4.376406e-04 0.0019048929 0.003744555 0 ## 304 1.684015e-03 0.0036295943 0.004872104 0 ## 306 6.142818e-04 0.0017490734 0.002702579 0 ## 307 7.021625e-04 0.0019286480 0.002521141 0 ## 309 8.306957e-04 0.0022664298 0.003355094 0 ## 310 6.549197e-04 0.0016211785 0.002492069 0 ## 313 5.598476e-04 0.0013263041 0.003037869 0 ## 314 1.433230e-03 0.0035079409 0.004631533 0 ## 315 4.895099e-04 0.0017024241 0.002732268 0 ## 316 7.565585e-04 0.0020414061 0.002920075 0 ## 317 7.143926e-04 0.0013847400 0.002499425 0 ## 318 1.655416e-03 0.0041168797 0.004565355 1 ## 320 7.143926e-04 0.0013847400 0.002499425 0 ## 321 1.655416e-03 0.0041168797 0.004565355 1 ## 322 7.565585e-04 0.0020414061 0.002920075 0 ## 323 1.347972e-03 0.0023861555 0.003070240 1 ## 324 5.953767e-04 0.0020193765 0.002399285 0 ## 325 1.652566e-03 0.0039658365 0.004722404 0 ## 326 7.994888e-04 0.0023665852 0.003242934 0 ## 330 8.134383e-04 0.0013470305 0.002059972 0 ## 332 7.562917e-04 0.0020368435 0.002951030 0 ## 333 7.490494e-04 0.0014428842 0.002652106 0 ## 334 1.684928e-03 0.0037824190 0.004575837 1 ## 335 1.610554e-03 0.0022337083 0.002599877 1 ## 336 1.389405e-03 0.0016168468 0.002235004 7 ## 337 1.127475e-03 0.0032277217 0.003323391 0 ## 338 7.956295e-04 0.0014565481 0.002221412 0 ## 339 1.715210e-03 0.0029599568 0.003473888 0 ## 340 8.884528e-04 0.0018678707 0.002790518 5 ## 341 7.956295e-04 0.0014565481 0.002221412 0 ## 342 8.884528e-04 0.0018678707 0.002790518 5 ## 343 1.715210e-03 0.0029599568 0.003473888 0 ## 344 1.389405e-03 0.0016168468 0.002235004 7 ## 345 1.127475e-03 0.0032277217 0.003323391 0 ## 346 1.610554e-03 0.0022337083 0.002599877 1 ## 347 1.389405e-03 0.0016168468 0.002235004 7 ## 348 1.610554e-03 0.0022337083 0.002599877 1 ## 349 7.956295e-04 0.0014565481 0.002221412 0 ## 350 1.715210e-03 0.0029599568 0.003473888 0 ## 351 8.884528e-04 0.0018678707 0.002790518 5 ## 352 1.127475e-03 0.0032277217 0.003323391 0 ## 353 8.884528e-04 0.0018678707 0.002790518 5 ## 354 1.715210e-03 0.0029599568 0.003473888 0 ## 355 1.127475e-03 0.0032277217 0.003323391 0 ## 356 1.389405e-03 0.0016168468 0.002235004 7 ## 357 1.610554e-03 0.0022337083 0.002599877 1 ## 358 7.956295e-04 0.0014565481 0.002221412 0 ## 359 8.884528e-04 0.0018678707 0.002790518 5 ## 360 1.389405e-03 0.0016168468 0.002235004 7 ## 361 7.956295e-04 0.0014565481 0.002221412 0 ## 362 1.127475e-03 0.0032277217 0.003323391 0 ## 363 1.610554e-03 0.0022337083 0.002599877 1 ## 364 1.715210e-03 0.0029599568 0.003473888 0 ## 365 7.956295e-04 0.0014565481 0.002221412 0 ## 366 8.884528e-04 0.0018678707 0.002790518 5 ## 367 1.127475e-03 0.0032277217 0.003323391 0 ## 368 1.610554e-03 0.0022337083 0.002599877 1 ## 369 1.715210e-03 0.0029599568 0.003473888 0 ## 370 1.389405e-03 0.0016168468 0.002235004 7 ## 371 1.715210e-03 0.0029599568 0.003473888 0 ## 372 1.389405e-03 0.0016168468 0.002235004 7 ## 373 1.127475e-03 0.0032277217 0.003323391 0 ## 374 1.610554e-03 0.0022337083 0.002599877 1 ## 375 7.956295e-04 0.0014565481 0.002221412 0 ## 376 8.884528e-04 0.0018678707 0.002790518 5 ## 377 8.263872e-04 0.0024208924 0.005275770 0 ## 378 9.878117e-04 0.0025800428 0.003685367 0 ## 379 9.095980e-04 0.0014700719 0.002066891 15 ## 380 4.941436e-04 0.0008354583 0.001632754 0 ## 381 1.838037e-03 0.0025723455 0.002650634 0 ## 382 1.064225e-03 0.0029464288 0.004152469 2 ## 383 4.941436e-04 0.0008354583 0.001632754 0 ## 384 1.064225e-03 0.0029464288 0.004152469 2 ## 385 1.838037e-03 0.0025723455 0.002650634 0 ## 386 9.095980e-04 0.0014700719 0.002066891 15 ## 387 9.878117e-04 0.0025800428 0.003685367 0 ## 388 8.263872e-04 0.0024208924 0.005275770 0 ## 389 9.784717e-04 0.0028909013 0.003292771 0 ## 390 8.472591e-04 0.0018029017 0.002710145 5 ## 391 1.369833e-03 0.0019327438 0.003287396 0 ## 392 5.574962e-04 0.0018585782 0.002379091 0 ## 393 3.682152e-04 0.0012278855 0.002075562 0 ## 394 1.873630e-03 0.0024954814 0.002831892 0 ## 395 4.941436e-04 0.0008354583 0.001632754 0 ## 396 8.263872e-04 0.0024208924 0.005275770 0 ## 397 1.064225e-03 0.0029464288 0.004152469 2 ## 398 9.095980e-04 0.0014700719 0.002066891 15 ## 399 9.878117e-04 0.0025800428 0.003685367 0 ## 400 1.838037e-03 0.0025723455 0.002650634 0 ## 401 9.095980e-04 0.0014700719 0.002066891 15 ## 402 8.263872e-04 0.0024208924 0.005275770 0 ## 403 1.838037e-03 0.0025723455 0.002650634 0 ## 404 4.941436e-04 0.0008354583 0.001632754 0 ## 405 1.064225e-03 0.0029464288 0.004152469 2 ## 406 9.878117e-04 0.0025800428 0.003685367 0 ## 407 6.586998e-04 0.0023468336 0.003616641 0 ## 408 1.025142e-03 0.0023263587 0.004065657 2 ## 409 2.368155e-04 0.0013115138 0.002364520 1 ## 410 2.481240e-04 0.0013181703 0.002055804 0 ## 411 9.077504e-04 0.0022509838 0.003538947 0 ## 412 4.946766e-04 0.0020412931 0.002254856 0 ## 413 3.314093e-04 0.0017080897 0.003015777 0 ## 414 2.933326e-04 0.0007090997 0.001721812 4 ## 415 9.877146e-04 0.0014098260 0.003187626 1 ## 416 5.009182e-04 0.0015163044 0.002239504 0 ## 417 3.232776e-04 0.0016590747 0.002991435 0 ## 418 1.010389e-03 0.0023114516 0.004025672 1 ## 419 2.713410e-04 0.0012225626 0.002101814 1 ## 420 8.913485e-04 0.0015035207 0.001685693 13 ## 421 1.668850e-03 0.0030867804 0.003153413 1 ## 422 4.960723e-04 0.0013523831 0.002375991 5 ## 423 4.849103e-04 0.0007825333 0.002488275 0 ## 424 8.847736e-04 0.0018212947 0.003343764 0 ## 425 1.582937e-03 0.0031074659 0.004191503 1 ## 426 1.138495e-03 0.0014338995 0.003382464 0 ## 427 1.425463e-03 0.0032780109 0.003639361 0 ## 428 6.648333e-04 0.0019522588 0.002655614 4 ## 429 3.428797e-04 0.0011161507 0.002089322 0 ## 430 5.538666e-04 0.0011248921 0.001696312 0 ## 431 1.370157e-03 0.0029053077 0.003530674 0 ## 432 1.869846e-03 0.0035238008 0.004047449 0 ## 433 4.137053e-05 0.0005664128 0.001161238 0 ## 434 1.359207e-03 0.0030765734 0.003785049 0 ## 435 5.874782e-04 0.0013660050 0.003405393 0 ## 436 1.652727e-03 0.0038061405 0.004606842 0 ## 437 7.447944e-05 0.0012903053 0.002419305 1 ## 438 6.282505e-04 0.0024213473 0.002645230 1 ## 439 3.380719e-04 0.0005917344 0.001691697 1 ## 440 7.044646e-04 0.0012801353 0.003430310 1 ## 441 2.247428e-03 0.0041274022 0.004241523 0 ## 442 9.234897e-04 0.0016075524 0.002335915 11 ## 443 3.207423e-04 0.0013796328 0.002277778 2 ## 444 8.059258e-05 0.0020018340 0.003190205 1 ## 445 3.371897e-04 0.0009572015 0.001540486 0 ## 446 9.784717e-04 0.0028909013 0.003292771 0 ## 447 5.574962e-04 0.0018585782 0.002379091 0 ## 448 1.873630e-03 0.0024954814 0.002831892 0 ## 449 8.472591e-04 0.0018029017 0.002710145 5 ## 450 1.369833e-03 0.0019327438 0.003287396 0 ## 451 3.682152e-04 0.0012278855 0.002075562 0 ## 452 1.389405e-03 0.0016168468 0.002235004 7 ## 453 7.956295e-04 0.0014565481 0.002221412 0 ## 454 8.884528e-04 0.0018678707 0.002790518 5 ## 455 7.888852e-04 0.0025235383 0.003184324 0 ## 456 1.610554e-03 0.0022337083 0.002599877 1 ## 457 1.127475e-03 0.0032277217 0.003323391 0 ## 458 1.715210e-03 0.0029599568 0.003473888 0 ## 459 1.493799e-03 0.0033640018 0.003365150 0 ## 460 1.552773e-03 0.0020671971 0.002190154 8 ## 461 1.611122e-03 0.0019088565 0.002307443 5 ## 462 1.002817e-03 0.0017475124 0.003158813 0 ## 463 1.763178e-03 0.0031492812 0.003733068 0 ## 464 1.121383e-03 0.0024915417 0.003089337 0 ## 465 1.048516e-03 0.0019036195 0.002886519 1 ## 466 8.884528e-04 0.0018678707 0.002790518 5 ## 467 1.389405e-03 0.0016168468 0.002235004 7 ## 468 1.715210e-03 0.0029599568 0.003473888 0 ## 469 7.956295e-04 0.0014565481 0.002221412 0 ## 470 1.127475e-03 0.0032277217 0.003323391 0 ## 471 7.888852e-04 0.0025235383 0.003184324 0 ## 472 1.610554e-03 0.0022337083 0.002599877 1 ## snowdays.gdd600 snowdays.gdd900 hmean ## 1 0 0 7.650000 ## 2 0 0 11.481250 ## 3 0 0 5.581250 ## 4 0 0 6.493750 ## 5 0 0 9.375000 ## 6 0 0 9.387500 ## 7 1 1 2.756250 ## 8 1 1 5.531250 ## 9 1 1 4.143750 ## 10 0 15 1.887500 ## 11 0 15 1.437500 ## 12 1 1 25.046512 ## 13 0 0 28.821429 ## 14 0 0 31.566038 ## 15 1 1 23.862069 ## 16 1 1 49.735294 ## 17 0 0 44.381818 ## 18 14 14 32.729167 ## 19 1 1 52.277778 ## 20 0 0 23.454545 ## 21 1 1 27.846154 ## 22 1 1 27.594595 ## 23 0 0 44.500000 ## 24 14 14 24.220000 ## 25 0 0 44.117647 ## 26 1 1 14.649123 ## 27 14 14 14.132075 ## 28 1 1 19.666667 ## 29 0 0 7.714286 ## 30 1 1 19.815789 ## 31 0 0 15.250000 ## 32 0 0 18.421053 ## 33 13 13 17.784314 ## 34 0 0 18.826923 ## 35 1 1 14.666667 ## 36 1 1 14.266667 ## 37 5 5 18.444444 ## 38 2 2 13.339286 ## 39 18 18 15.382353 ## 40 0 0 39.696970 ## 41 0 0 42.634615 ## 42 0 4 34.377358 ## 43 0 0 32.960784 ## 44 0 0 30.694915 ## 45 0 0 34.685185 ## 46 0 0 27.026667 ## 47 0 0 36.387097 ## 48 0 0 33.814815 ## 49 0 0 28.566038 ## 50 0 0 28.122807 ## 51 0 0 34.610169 ## 52 0 4 30.862069 ## 53 0 0 9.550000 ## 54 0 0 12.222222 ## 55 0 0 11.661017 ## 56 0 0 7.777778 ## 57 0 0 9.187500 ## 58 0 0 12.100000 ## 59 0 4 12.368421 ## 60 0 0 6.175676 ## 61 0 4 8.830769 ## 62 0 0 8.598485 ## 63 0 0 7.959016 ## 64 0 0 7.075000 ## 65 0 0 14.508475 ## 66 0 0 9.237288 ## 67 0 0 20.464286 ## 68 4 5 15.463768 ## 69 0 0 13.476923 ## 70 0 0 25.258065 ## 71 0 0 16.786885 ## 72 0 0 17.125000 ## 73 0 0 16.315789 ## 74 0 0 15.287500 ## 75 0 0 8.696970 ## 76 0 0 8.704225 ## 77 0 0 9.523810 ## 78 0 0 9.672131 ## 79 0 4 16.911392 ## 81 0 0 19.983051 ## 82 0 0 8.712500 ## 83 0 0 8.892308 ## 84 0 0 11.363636 ## 85 4 5 16.563380 ## 86 0 0 14.350000 ## 87 0 0 12.533333 ## 89 0 0 8.600000 ## 90 0 4 9.150000 ## 91 0 0 7.935484 ## 92 0 0 13.470588 ## 93 0 0 7.303030 ## 94 0 0 10.597015 ## 95 0 0 9.737500 ## 96 0 0 11.837500 ## 97 0 0 41.950000 ## 98 0 0 35.512500 ## 99 0 0 17.975000 ## 100 0 0 17.750000 ## 101 0 0 9.112500 ## 102 0 0 7.862500 ## 103 0 0 3.362500 ## 104 0 0 2.762500 ## 105 0 0 13.687500 ## 106 0 0 13.175000 ## 107 0 0 17.425000 ## 108 0 0 19.950000 ## 109 0 0 12.825000 ## 110 0 0 12.300000 ## 111 0 0 9.300000 ## 112 0 0 10.400000 ## 113 0 0 9.787500 ## 114 0 0 7.900000 ## 115 0 0 17.537500 ## 116 0 0 16.312500 ## 117 0 0 19.200000 ## 118 0 0 21.050000 ## 119 0 0 13.550000 ## 120 0 0 14.212500 ## 121 0 0 11.850000 ## 122 0 0 9.337500 ## 123 0 0 8.887500 ## 124 0 0 7.987500 ## 125 11 11 5.187500 ## 126 1 1 9.043750 ## 127 10 10 17.025000 ## 128 0 0 12.287500 ## 129 1 1 14.225000 ## 130 0 0 8.075000 ## 131 16 16 9.662500 ## 132 0 0 7.812500 ## 133 0 0 8.287500 ## 134 0 0 3.462500 ## 135 0 5 3.787500 ## 136 0 0 7.987500 ## 137 0 0 8.306250 ## 138 0 0 5.381250 ## 139 0 0 5.237500 ## 140 0 0 11.375000 ## 141 0 0 11.525000 ## 142 0 0 19.025000 ## 143 14 14 13.337500 ## 144 21 21 2.887500 ## 145 0 0 2.731250 ## 146 0 0 4.731250 ## 147 0 0 5.275000 ## 148 0 0 15.462500 ## 149 6 6 9.800000 ## 152 8 8 17.287500 ## 153 0 0 15.725000 ## 154 0 0 1.993750 ## 155 0 0 2.043750 ## 156 0 0 6.125000 ## 157 0 0 7.800000 ## 158 0 0 3.381250 ## 159 0 0 11.068750 ## 160 0 0 8.950000 ## 161 0 0 4.137500 ## 162 0 0 4.331250 ## 163 11 11 4.978750 ## 164 0 0 5.487500 ## 165 0 0 6.937500 ## 166 11 11 3.862500 ## 167 0 0 3.618750 ## 170 0 1 7.731250 ## 171 0 0 5.887500 ## 172 0 0 6.100000 ## 173 0 0 5.187500 ## 174 0 0 6.818750 ## 177 0 0 10.462500 ## 178 0 0 11.025000 ## 179 0 0 12.750000 ## 180 0 0 10.100000 ## 182 0 1 12.275000 ## 184 0 4 3.887500 ## 185 1 6 6.050000 ## 187 0 0 4.993750 ## 188 0 0 6.675000 ## 190 4 5 4.331250 ## 191 0 0 4.543750 ## 192 0 0 4.212500 ## 193 0 0 5.018750 ## 195 0 1 4.743750 ## 197 0 0 19.650000 ## 198 1 1 19.100000 ## 199 6 6 17.775000 ## 200 1 1 15.443750 ## 201 6 6 21.012500 ## 202 0 0 16.237500 ## 203 0 0 26.050000 ## 204 8 8 10.762500 ## 205 0 0 10.612500 ## 206 3 3 9.050000 ## 207 1 1 9.287500 ## 208 0 0 7.200000 ## 209 0 0 16.300000 ## 210 1 1 9.881250 ## 212 0 0 4.706250 ## 213 0 0 5.912500 ## 214 1 1 6.392157 ## 215 0 0 5.987500 ## 217 0 0 1.987500 ## 219 0 0 2.737500 ## 220 0 0 2.550000 ## 222 1 1 3.754902 ## 223 0 0 21.087500 ## 224 3 3 17.625000 ## 225 1 1 21.075000 ## 226 0 0 23.300000 ## 227 1 1 19.306250 ## 228 8 8 14.687500 ## 229 0 0 26.337500 ## 230 0 0 10.025000 ## 231 0 0 6.481250 ## 232 0 0 7.275000 ## 233 0 0 7.712500 ## 234 0 2 13.112500 ## 235 0 6 9.456250 ## 236 0 0 3.300000 ## 237 0 0 5.675000 ## 238 0 0 5.200000 ## 242 0 0 4.075000 ## 243 0 0 7.821250 ## 244 0 0 6.275000 ## 246 0 0 6.237500 ## 247 0 0 5.756250 ## 248 0 0 6.125000 ## 249 0 0 6.125000 ## 250 1 1 3.537500 ## 252 0 0 13.412500 ## 253 0 0 11.018750 ## 254 0 0 10.100000 ## 255 1 1 8.525000 ## 257 1 9 11.025000 ## 258 0 1 13.125000 ## 262 1 7 3.175000 ## 263 0 0 3.262500 ## 266 4 6 2.968750 ## 267 0 0 5.306250 ## 268 0 0 6.425000 ## 269 0 0 11.675000 ## 270 0 0 10.393750 ## 271 0 0 7.525000 ## 272 0 0 8.025000 ## 273 0 3 10.256250 ## 274 0 0 4.156250 ## 275 0 0 4.156250 ## 276 0 0 5.487500 ## 277 0 0 4.162500 ## 278 0 3 5.650000 ## 279 0 0 6.968750 ## 280 0 0 4.587500 ## 281 1 1 5.843750 ## 282 0 0 4.925000 ## 284 0 0 3.143750 ## 285 0 0 3.330000 ## 287 1 1 2.368750 ## 288 0 0 4.437500 ## 290 0 1 4.562500 ## 291 0 0 4.962500 ## 293 0 0 2.881250 ## 294 0 0 9.100000 ## 295 0 0 11.462500 ## 296 0 0 14.287500 ## 297 1 1 6.525000 ## 298 2 2 11.825000 ## 299 1 1 7.187500 ## 300 0 0 5.812500 ## 301 2 2 9.468750 ## 302 0 0 10.187500 ## 303 0 0 8.612500 ## 304 0 0 3.400000 ## 306 0 0 1.800000 ## 307 0 0 3.100000 ## 309 0 0 1.418750 ## 310 0 0 6.100000 ## 313 0 0 2.808750 ## 314 0 0 6.206250 ## 315 0 0 3.743750 ## 316 0 0 22.822785 ## 317 0 0 15.375000 ## 318 1 1 28.637500 ## 320 0 0 16.487500 ## 321 1 1 28.775000 ## 322 0 0 27.062500 ## 323 1 1 5.231250 ## 324 0 0 4.537500 ## 325 0 0 5.387500 ## 326 0 0 5.087500 ## 330 0 0 7.275000 ## 332 0 0 6.275000 ## 333 0 0 6.162500 ## 334 1 1 4.487179 ## 335 4 4 0.743750 ## 336 7 7 0.600000 ## 337 0 0 1.312500 ## 338 1 1 1.287500 ## 339 0 0 1.856250 ## 340 5 5 1.343750 ## 341 1 1 2.091837 ## 342 5 5 2.122222 ## 343 0 0 1.918367 ## 344 7 7 1.094203 ## 345 0 0 2.211538 ## 346 4 4 1.584615 ## 347 7 7 1.581250 ## 348 4 4 2.225000 ## 349 1 1 2.181250 ## 350 0 0 2.337500 ## 351 5 5 1.287500 ## 352 0 0 1.612500 ## 353 5 5 2.312500 ## 354 0 0 4.480000 ## 355 0 0 3.080000 ## 356 7 7 1.775000 ## 357 4 4 2.738806 ## 358 1 1 4.542553 ## 359 5 5 0.725000 ## 360 7 7 1.093750 ## 361 1 1 1.106250 ## 362 0 0 1.187500 ## 363 4 4 1.125000 ## 364 0 0 0.893750 ## 365 1 1 2.860000 ## 366 5 5 2.720000 ## 367 0 0 1.440000 ## 368 4 4 4.125000 ## 369 0 0 2.656250 ## 370 7 7 2.500000 ## 371 0 0 6.381250 ## 372 7 7 3.212500 ## 373 0 0 3.025000 ## 374 4 4 4.718750 ## 375 1 1 4.593750 ## 376 5 5 3.118750 ## 377 0 0 6.430000 ## 378 1 1 3.224490 ## 379 15 15 5.196721 ## 380 0 0 6.151515 ## 381 0 0 6.392157 ## 382 2 2 6.019608 ## 383 0 0 5.350000 ## 384 2 2 9.450000 ## 385 0 0 3.800000 ## 386 15 15 5.412500 ## 387 1 1 5.887500 ## 388 0 0 6.856250 ## 389 0 0 5.117647 ## 390 5 5 3.800000 ## 391 0 0 7.640000 ## 392 4 4 4.223881 ## 393 1 1 4.578431 ## 394 3 3 5.333333 ## 395 0 0 4.281250 ## 396 0 0 3.700000 ## 397 2 2 7.625000 ## 398 15 15 3.618750 ## 399 1 1 4.375000 ## 400 0 0 3.687500 ## 401 15 15 5.219178 ## 402 0 0 4.268750 ## 403 0 0 5.212500 ## 404 0 0 4.800000 ## 405 2 2 6.368750 ## 406 1 1 2.556962 ## 407 1 1 9.862500 ## 408 2 2 6.387500 ## 409 4 4 7.375000 ## 410 0 0 8.293750 ## 411 0 0 9.975000 ## 412 3 3 6.562500 ## 413 3 3 9.062500 ## 414 4 4 1.818750 ## 415 2 2 1.775000 ## 416 2 2 1.131250 ## 417 2 2 3.843750 ## 418 1 1 1.787500 ## 419 2 3 3.137500 ## 420 14 14 5.662500 ## 421 1 1 5.637500 ## 422 8 8 5.481250 ## 423 0 0 8.418750 ## 424 1 1 5.425000 ## 425 3 3 3.937500 ## 426 0 0 12.493671 ## 427 0 0 9.812500 ## 428 4 4 13.253165 ## 429 1 1 21.962500 ## 430 0 0 12.875000 ## 431 0 0 18.600000 ## 432 2 2 11.312500 ## 433 0 0 5.525000 ## 434 0 0 8.375000 ## 435 0 0 6.050000 ## 436 1 1 7.087500 ## 437 12 12 13.162500 ## 438 4 4 8.162500 ## 439 2 2 11.587500 ## 440 2 2 3.825000 ## 441 7 7 2.550000 ## 442 11 11 2.968750 ## 443 2 2 4.537500 ## 444 20 20 5.900000 ## 445 0 0 3.318750 ## 446 0 0 11.475000 ## 447 4 4 7.012500 ## 448 3 3 13.650000 ## 449 5 5 11.050000 ## 450 0 0 11.225000 ## 451 1 1 7.381250 ## 452 7 7 6.012500 ## 453 1 1 6.731250 ## 454 5 5 8.562500 ## 455 0 0 10.962500 ## 456 4 4 9.718750 ## 457 0 0 10.312500 ## 458 0 0 9.125000 ## 459 0 0 2.750000 ## 460 8 8 2.237500 ## 461 5 5 4.543750 ## 462 0 0 2.685897 ## 463 0 0 2.593750 ## 464 0 0 7.525000 ## 465 1 1 4.737500 ## 466 5 5 3.737500 ## 467 7 7 4.137500 ## 468 0 0 4.062500 ## 469 1 1 4.153750 ## 470 0 0 5.200000 ## 471 0 0 7.637500 ## 472 4 4 4.300000 ``` ```r mod = randomForest(hmean ~., data = dat, ntree = 100, mtry=16) mod ``` ``` ## ## Call: ## randomForest(formula = hmean ~ ., data = dat, ntree = 100, mtry = 16) ## Type of random forest: regression ## Number of trees: 100 ## No. of variables tried at each split: 16 ## ## Mean of squared residuals: 17.80509 ## % Var explained: 76.23 ``` ```r varImpPlot(mod) ``` ![](README_files/figure-html/unnamed-chunk-31-1.png)