Shine Bright Like a Diamond
Małgorzata Hodurek i Aleksandra Olbryś
2026-05-06
Wstęp
Poniższe badanie stanowi jeden z dwóch projektów zaliczeniowcyh przygotowanych w ramach przedmiotu - Uczenie maszynowe nadzorowane (2400-M1ABUMN) - prowadzonego przez mgr Monikę Kot w semestrze letnim 2026. Projekt powstał w rmach współpracy z Aleksandrą Olbryś.
Niniejsza praca skupiona będzie na analizie modelowej ceny diamnetów w zależności od ich cech fizycznych. Jendak równie istotny aspekt analizy stanowić będzie porównanie modeli nadzorowanego uczenia maszynowego dla zmiennej ciągłej jaką, w tym przypadku, stanowi cena.
Analiza cen jako wypadkowa kombinacji cech danego przedmiotu ma swoje początki w modelach wyceny hedonicznej sformułowanych przez Courta (1939) do analizy wyceny aut. Następnie podejście to zostało sformalizowane w teorii ekonomicznej przez teorię preferencji Lancastera (1966). Teoria ta postuluje, iż użyteczność konsumentów i preferencje zależne są od konretnych, dających się określić cech produktów a nie tylko zależna od dóbr per se.
Struktura pracy jest następująca: najpierw przygotowujemy dane do dalszej analizy, następnie szacujemy modele podstawowe - benchmarkowe, względem, których będziemy porównywać modele nadzorowanego uczenia masyznowego. W dalszej sekcji trenowane oraz dostrajane są, kolejno: drzewa regresyjne, modele bagging, random forest oraz boosting a na końcu sieci neuronowe. Następnie wszystkie modele są ze sobą porównane i wyłonione zostają najlepsze podejścia do analizy i predykcji cen diamentów.
knitr::opts_chunk$set(warning = FALSE, message = FALSE)
options(repos = c(CRAN = "[https://cloud.r-project.org](https://cloud.r-project.org)"))
install.packages("tidyverse") # przetwarzanie danych
install.packages("kableExtra") # wyświetlanie tabeli html
install.packages("skimr") # overview danych - statystyki opisowe
install.packages("corrplot") # wykres macierzy korelacji
install.packages("caret") # do podziału danych
install.packages("patchwork") # do łączenia wykresów
library(tidyverse)
library(kableExtra)
library(skimr)
library(corrplot)
library(caret)
library(patchwork)Dane
W badaniu wyskorzystujemy próbkę danych o cenach oraz charakterystykach diamentów ze strony [kaggle.com] [https://www.kaggle.com/datasets/shivam2503/diamonds]. Zbiór ten opiera się na danych pobranych w 2017 ze strony Tiffany & Co. oraz zawiera dane o następujących zmiennych:
# ustawienie ścieżki
getwd()## [1] "/Users/gosia/Desktop/supervised_learning/projekt"setwd("/Users/gosia/Desktop/supervised_learning/projekt")
# ostrzeżenia w języku polskim
Sys.setenv(LANG = "pl")
# wyłączenie notacji naukowej
options(scipen = 999)
# wczytanie danych
diamonds <- read.csv("r3_diamonds.csv")
glimpse(diamonds)## Rows: 28,546
## Columns: 15
## $ price <int> 3876, 17216, 5145, 14383, 7903, 814, 4682, 1087, 6061, 117…
## $ carat <dbl> 1.03, 1.41, 0.91, 1.60, 1.60, 0.30, 1.04, 0.40, 1.07, 0.38…
## $ cut <chr> "Premium", "Premium", "Very Good", "Very Good", "Premium",…
## $ color <chr> "E", "D", "E", "G", "J", "D", "H", "G", "F", "E", "D", "D"…
## $ clarity <chr> "SI2", "VVS2", "VS2", "VS2", "VS1", "VVS2", "SI1", "VS1", …
## $ depth <dbl> 61.7, 60.8, 61.1, 61.0, 62.6, 61.6, 59.7, 61.4, 61.6, 61.9…
## $ table <dbl> 61, 57, 58, 57, 59, 57, 60, 55, 58, 57, 63, 56, 55, 59, 54…
## $ x <dbl> 6.49, 7.28, 6.20, 7.55, 7.51, 4.31, 6.55, 4.77, 6.54, 4.65…
## $ y <dbl> 6.45, 7.23, 6.28, 7.59, 7.40, 4.32, 6.58, 4.78, 6.60, 4.63…
## $ z <dbl> 3.99, 4.41, 3.81, 4.62, 4.66, 2.66, 3.92, 2.93, 4.05, 2.87…
## $ volume <dbl> 167.02339, 232.11770, 148.34616, 264.74679, 258.97484, 49.…
## $ depth_ratio <dbl> 1.0114754, 1.0666667, 1.0534483, 1.0701754, 1.0610169, 1.0…
## $ carat_sq <dbl> 1.0609, 1.9881, 0.8281, 2.5600, 2.5600, 0.0900, 1.0816, 0.…
## $ is_premium <int> 1, 1, 0, 0, 1, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 1, 1, 0, 1…
## $ density <dbl> 0.006166801, 0.006074504, 0.006134301, 0.006043510, 0.0061…Następnie przechodzimy do przetworzenia dnaych, tak aby zmienne miały określone typy najbardziej odpoweidnie dla typu dnaych, który reprezentują – zmienne o typie ‘chr’ zostaną przeskztałcone w zmienne kategoryczne, w przypadkach, gdy jest to aplikowalne – w zmienne kategoryczne poziomujące. Dodatkowo zmienne zerojedynkowe zostaną przekształcone w ‘bool’. W celu ułatwienia interpretacji wyników poziomy zmiennych zostaną przekształcone według [źródła][https://www.kaggle.com/datasets/shivam2503/diamonds].
# zmiana strings na factors
diamonds$cut <- as.factor(diamonds$cut)
diamonds$color <- as.factor(diamonds$color) # od J (najgorszy) do D (najlepszy)
diamonds$clarity <- as.factor(diamonds$clarity)
# słowniki z wartościami przyjmowanymi przez factors
# wektory w postaci:
# "stara_wartosc" = "nowa_wartosc"
dict_cut <- c("Fair" = "Średni",
"Good" = "Dobry",
"Very Good" = "Bardzo dobry",
"Ideal" = "Idealny",
"Premium" = "Premium")
# color diamond colour, from J (worst) to D (best)
dict_color <- c("J" = "Najgorszy",
"I" = "Bardzo zły",
"H" = "Zły",
"G" = "Średni",
"F" = "Dobry",
"E" = "Bardzo dobry",
"D" = "Najlepszy")
# (I1 (worst), SI2, SI1, VS2, VS1, VVS2, VVS1, IF (best))
dict_clarity <- c("I1" = "Najgorszy",
"SI2" = "Bardzo zły",
"SI1" = "Zły",
"VS2" = "Średni",
"VS1" = "Dobry",
"VVS2" = "Bardzo dobry",
"VVS1" = "Świetny",
"IF" = "Najlepszy")
# !!! (unquote-splice) służy do "rozpakowania" słownika -> przekazanie do recode() jako osobne argumenty
# przekształcenie na zmienne porządkowe (ordered = TRUE) - poziomy od najniższego do najwyższego
diamonds <- diamonds %>%
mutate(cut = factor(recode(cut, !!!dict_cut), levels = dict_cut, ordered = TRUE),
color = factor(recode(color, !!!dict_color), levels = dict_color, ordered = TRUE),
clarity = factor(recode(clarity, !!!dict_clarity), levels = dict_clarity, ordered = TRUE))
# zmiana nazw kolumn na polskie
colnames(diamonds) <- c("cena_usd", "karaty", "ciecie", "kolor", "klarownosc", "glebokosc", "czubek_a_najszerszy", "dlugosc",
"szerokosc", "glebokosc_mm","objetosc", "glebokosc_procent", "karat2", "czy_premium", "gestosc")
glimpse(diamonds)## Rows: 28,546
## Columns: 15
## $ cena_usd <int> 3876, 17216, 5145, 14383, 7903, 814, 4682, 1087, 6…
## $ karaty <dbl> 1.03, 1.41, 0.91, 1.60, 1.60, 0.30, 1.04, 0.40, 1.…
## $ ciecie <ord> Premium, Premium, Bardzo dobry, Bardzo dobry, Prem…
## $ kolor <ord> Bardzo dobry, Najlepszy, Bardzo dobry, Średni, Naj…
## $ klarownosc <ord> Bardzo zły, Bardzo dobry, Średni, Średni, Dobry, B…
## $ glebokosc <dbl> 61.7, 60.8, 61.1, 61.0, 62.6, 61.6, 59.7, 61.4, 61…
## $ czubek_a_najszerszy <dbl> 61, 57, 58, 57, 59, 57, 60, 55, 58, 57, 63, 56, 55…
## $ dlugosc <dbl> 6.49, 7.28, 6.20, 7.55, 7.51, 4.31, 6.55, 4.77, 6.…
## $ szerokosc <dbl> 6.45, 7.23, 6.28, 7.59, 7.40, 4.32, 6.58, 4.78, 6.…
## $ glebokosc_mm <dbl> 3.99, 4.41, 3.81, 4.62, 4.66, 2.66, 3.92, 2.93, 4.…
## $ objetosc <dbl> 167.02339, 232.11770, 148.34616, 264.74679, 258.97…
## $ glebokosc_procent <dbl> 1.0114754, 1.0666667, 1.0534483, 1.0701754, 1.0610…
## $ karat2 <dbl> 1.0609, 1.9881, 0.8281, 2.5600, 2.5600, 0.0900, 1.…
## $ czy_premium <int> 1, 1, 0, 0, 1, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 1,…
## $ gestosc <dbl> 0.006166801, 0.006074504, 0.006134301, 0.006043510…Sprawdźmy jeszcze czy w naszym zbiorze nie ma pustych wartości. Z poniższego outputu wynika, że nie mamy do czynienia z żadnymi brakami w danych.
colSums(is.na(diamonds)) %>% sort() # nie ma braków## cena_usd karaty ciecie kolor
## 0 0 0 0
## klarownosc glebokosc czubek_a_najszerszy dlugosc
## 0 0 0 0
## szerokosc glebokosc_mm objetosc glebokosc_procent
## 0 0 0 0
## karat2 czy_premium gestosc
## 0 0 0Tabela poniżej przedstawia zmienne z naszego zbioru danych wraz z ich definicjami oraz podstawowymi statystykami opisowymi, w tym: średnia, odchylenie standardowe, minimum, mediana oraz maksimum.
opisy <- c("Cena w USD", "Waga diamentu", "Jakość cięcia", "Klasyfikacja koloru diamentu",
"Miara klarowności diamentu", "Głębokość diamentu", "Szerokość na czubku diamentu względem najszerszego punktu", "Długość w mm", "Szerokość w mm", "Głębokość w mm", "Objętość diamnetu (x * y * z)", "Procent całkowitej głębokości", "Waga diamentu podniesiona do kwadratu", "Czy diament jest produktem premium", "Gęstość diamentu (waga/objętość)")
opisy_df <- data.frame(
Zmienna = colnames(diamonds),
Opis = opisy
)
statystyki_opisowe <- diamonds %>%
skim_without_charts() %>%
yank("numeric") %>%
select(Zmienna = skim_variable, Średnia = mean, `Odchylenie standardowe` = sd,
Minimum = p0, Mediana = p50, Maksimum = p100)
tabela_inf <- opisy_df %>%
left_join(statystyki_opisowe, by = "Zmienna")
tabela_inf %>%
kbl(caption = "Zmienne z bazy r3_diamonds wraz z definicjami i statystykami opisowymi") %>%
kable_styling()| Zmienna | Opis | Średnia | Odchylenie standardowe | Minimum | Mediana | Maksimum |
|---|---|---|---|---|---|---|
| cena_usd | Cena w USD | 3931.6855601 | 3981.7857143 | 326.0000000 | 2401.0000000 | 18806.0000 |
| karaty | Waga diamentu | 0.7962688 | 0.4717438 | 0.2000000 | 0.7000000 | 4.5000 |
| ciecie | Jakość cięcia | NA | NA | NA | NA | NA |
| kolor | Klasyfikacja koloru diamentu | NA | NA | NA | NA | NA |
| klarownosc | Miara klarowności diamentu | NA | NA | NA | NA | NA |
| glebokosc | Głębokość diamentu | 61.7619877 | 1.4289147 | 43.0000000 | 61.8000000 | 79.0000 |
| czubek_a_najszerszy | Szerokość na czubku diamentu względem najszerszego punktu | 57.4493624 | 2.2310851 | 49.0000000 | 57.0000000 | 95.0000 |
| dlugosc | Długość w mm | 5.7278638 | 1.1179372 | 0.0000000 | 5.6900000 | 10.2300 |
| szerokosc | Szerokość w mm | 5.7307780 | 1.1205765 | 0.0000000 | 5.7100000 | 31.8000 |
| glebokosc_mm | Głębokość w mm | 3.5370195 | 0.6927344 | 0.0000000 | 3.5200000 | 6.7200 |
| objetosc | Objętość diamnetu (x * y * z) | 129.5209912 | 76.2283302 | 0.0000000 | 114.7246195 | 838.5024 |
| glebokosc_procent | Procent całkowitej głębokości | 1.0769156 | 0.0530598 | 0.6168421 | 1.0827586 | 1.3500 |
| karat2 | Waga diamentu podniesiona do kwadratu | 0.8565784 | 1.0496269 | 0.0400000 | 0.4900000 | 20.2500 |
| czy_premium | Czy diament jest produktem premium | 0.6545576 | 0.4755206 | 0.0000000 | 1.0000000 | 1.0000 |
| gestosc | Gęstość diamentu (waga/objętość) | 501.6525906 | 28996.0563196 | 0.0006082 | 0.0061172 | 2800000.0000 |
Analiza statystyk opisowych prezentowanych w tabeli ujawnia pewne błędy w danych - mianowicie w zbiorze istnieją diamenty o zerowej długości, szerokość, głębokości oraz – co za tym idzie – objętości, co z kolei wydaje się sprzeczne z prawami natury. Te obserwacje należy więc wyeliminować.
diamonds <- diamonds %>%
filter(dlugosc > 0, szerokosc > 0, glebokosc > 0, objetosc > 0)Analiza eksploracyjna
Przejdźmy do wizualizacji rozkładów zmiennych numerycznych aby lepiej zapoznać się z bazą. Zaczniemy od zachowania nazw zmiennych o typie numerycznym, następnie przejdziemy do podstawowych wizualizacji.
# nazwy zmiennych numerycznych
num.vars <- diamonds %>% select(where(is.numeric)) %>% names()
num.vars## [1] "cena_usd" "karaty" "glebokosc"
## [4] "czubek_a_najszerszy" "dlugosc" "szerokosc"
## [7] "glebokosc_mm" "objetosc" "glebokosc_procent"
## [10] "karat2" "czy_premium" "gestosc"Na wykresach poniżej zilustrowane są wartości przyjmowane przez zmienne z tabeli diamonds.
par(mfrow=c(3,4))
plot(diamonds$cena_usd)
plot(diamonds$karaty)
plot(diamonds$karat2)
plot(diamonds$glebokosc)
plot(diamonds$glebokosc_mm)
plot(diamonds$glebokosc_procent)
plot(diamonds$czubek_a_najszerszy)
plot(diamonds$dlugosc)
plot(diamonds$szerokosc)
plot(diamonds$objetosc)
plot(diamonds$gestosc)
plot(diamonds$czy_premium)
Poniżej przedstawiono histogramy ceny diamentu oraz jej logarytmu. Widizmy, iż rozkład charakteryzuje się silną skośnością prawostronną oraz długim ogonem. Natomiast transformacji alogarytmiczna zmiennej cena diamentu doporwadza do zwiększenia równomierności rozkładu, jednak nie wydaje się znacznie przybliżać go do kształtu rozkładu normalnego.
# wyswietlenie dowch wykresow w jednym rzedzie
par(mfrow = c(1,2))
# cena sprzdazy
ggplot(diamonds, aes(x = cena_usd)) +
geom_histogram(bins = 80, fill = "blueviolet") +
labs(title = "Rozkład ceny",
x = "Cena diamentu ($)", y = "Liczba obserwacji") +
theme_minimal()
# log-transformacja
ggplot(diamonds, aes(x = log1p(cena_usd))) +
geom_histogram(bins = 80, fill = "blueviolet") +
labs(title = "Rozkład log(cena diamentu + 1)",
x = "Cena diamentu ($)", y = "Liczba obserwacji") +
theme_minimal()
Poniższy wykres przedstawia rozkład pudełkowy zmiennej cena diamentu. Wykres ten pozwala na identyfikacje obserwacji odstających – widzimy, że mamy do czynienia z wieloma przypadkami odstająco wysokich cen – w przypadku produktów luksusowych jakimi są diamenty, taki rozkłady zdaje się jednak naturalny.
ggplot(diamonds, aes(y = cena_usd)) +
geom_boxplot(fill = "blueviolet") +
labs(title = "Boxplot ceny diamentu", y = "cena") +
theme_minimal()
Poniższy wykres prezentuje korelacje między zmiennymi z bazy r3_diamonds. Ze względu na fakt, iż
# zbior numeryczny
num_data <- diamonds %>% select(where(is.numeric))
glimpse(num_data)## Rows: 28,536
## Columns: 12
## $ cena_usd <int> 3876, 17216, 5145, 14383, 7903, 814, 4682, 1087, 6…
## $ karaty <dbl> 1.03, 1.41, 0.91, 1.60, 1.60, 0.30, 1.04, 0.40, 1.…
## $ glebokosc <dbl> 61.7, 60.8, 61.1, 61.0, 62.6, 61.6, 59.7, 61.4, 61…
## $ czubek_a_najszerszy <dbl> 61, 57, 58, 57, 59, 57, 60, 55, 58, 57, 63, 56, 55…
## $ dlugosc <dbl> 6.49, 7.28, 6.20, 7.55, 7.51, 4.31, 6.55, 4.77, 6.…
## $ szerokosc <dbl> 6.45, 7.23, 6.28, 7.59, 7.40, 4.32, 6.58, 4.78, 6.…
## $ glebokosc_mm <dbl> 3.99, 4.41, 3.81, 4.62, 4.66, 2.66, 3.92, 2.93, 4.…
## $ objetosc <dbl> 167.02339, 232.11770, 148.34616, 264.74679, 258.97…
## $ glebokosc_procent <dbl> 1.0114754, 1.0666667, 1.0534483, 1.0701754, 1.0610…
## $ karat2 <dbl> 1.0609, 1.9881, 0.8281, 2.5600, 2.5600, 0.0900, 1.…
## $ czy_premium <int> 1, 1, 0, 0, 1, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 1,…
## $ gestosc <dbl> 0.006166801, 0.006074504, 0.006134301, 0.006043510…# Macierz korelacji
cor_mat <- cor(num_data, use = "pairwise.complete.obs")
cor_mat## cena_usd karaty glebokosc czubek_a_najszerszy
## cena_usd 1.000000000 0.92037731 -0.01025037 0.1279639
## karaty 0.920377311 1.00000000 0.02919122 0.1835012
## glebokosc -0.010250368 0.02919122 1.00000000 -0.2874111
## czubek_a_najszerszy 0.127963869 0.18350116 -0.28741114 1.0000000
## dlugosc 0.886575930 0.97782336 -0.02362895 0.1966418
## szerokosc 0.879110118 0.96693078 -0.02640420 0.1874371
## glebokosc_mm 0.881241387 0.97641280 0.09772690 0.1568895
## objetosc 0.920761230 0.99725231 0.01226454 0.1730006
## glebokosc_procent -0.105424873 -0.12893475 0.67741593 -0.8965567
## karat2 0.888631458 0.95301720 0.02607008 0.1571644
## czy_premium -0.005353285 -0.05902710 -0.20752624 -0.2495364
## gestosc 0.145262481 0.20876465 0.28806799 0.2577171
## dlugosc szerokosc glebokosc_mm objetosc
## cena_usd 0.88657593 0.8791101 0.88124139 0.92076123
## karaty 0.97782336 0.9669308 0.97641280 0.99725231
## glebokosc -0.02362895 -0.0264042 0.09772690 0.01226454
## czubek_a_najszerszy 0.19664183 0.1874371 0.15688954 0.17300063
## dlugosc 1.00000000 0.9886536 0.99111576 0.97753835
## szerokosc 0.98865363 1.0000000 0.98318443 0.97542518
## glebokosc_mm 0.99111576 0.9831844 1.00000000 0.97526836
## objetosc 0.97753835 0.9754252 0.97526836 1.00000000
## glebokosc_procent -0.16305399 -0.1573730 -0.07733219 -0.12859511
## karat2 0.87569763 0.8651661 0.87446042 0.94973693
## czy_premium -0.05003094 -0.0590732 -0.08030521 -0.04889657
## gestosc 0.18800224 0.1491342 0.20065312 0.16139824
## glebokosc_procent karat2 czy_premium gestosc
## cena_usd -0.10542487 0.88863146 -0.005353285 0.14526248
## karaty -0.12893475 0.95301720 -0.059027096 0.20876465
## glebokosc 0.67741593 0.02607008 -0.207526235 0.28806799
## czubek_a_najszerszy -0.89655671 0.15716442 -0.249536407 0.25771712
## dlugosc -0.16305399 0.87569763 -0.050030937 0.18800224
## szerokosc -0.15737304 0.86516614 -0.059073205 0.14913420
## glebokosc_mm -0.07733219 0.87446042 -0.080305212 0.20065312
## objetosc -0.12859511 0.94973693 -0.048896566 0.16139824
## glebokosc_procent 1.00000000 -0.10980070 0.087955846 -0.06745818
## karat2 -0.10980070 1.00000000 -0.036203915 0.17313972
## czy_premium 0.08795585 -0.03620392 1.000000000 -0.18790520
## gestosc -0.06745818 0.17313972 -0.187905203 1.00000000corrplot(cor_mat, type = "lower", tl.cex = 0.7)
Warto spojrzeć również na częstotliwości występowania określonych poziomów zmiennych, ponieważ zbyt wiele poziomów może być probelmatyczna a same poziomy niekoniecznie przekazują tak wiele informacji aby pozostawianie wszystkich poziomów było tego warte.
# wykresy
diamonds %>%
count(klarownosc, sort = TRUE) %>%
ggplot(aes(x = fct_reorder(klarownosc, n), y = n)) +
geom_col() +
coord_flip() +
labs(title = "Klarowność", x = "Klarowność", y = "Liczba obserwacji") +
theme_minimal()
diamonds %>%
count(kolor, sort = TRUE) %>%
ggplot(aes(x = fct_reorder(kolor, n), y = n)) +
geom_col() +
coord_flip() +
labs(title = "Kolor", x = "Kolor", y = "Liczba obserwacji") +
theme_minimal()
diamonds %>%
count(ciecie, sort = TRUE) %>%
ggplot(aes(x = fct_reorder(ciecie, n), y = n)) +
geom_col() +
coord_flip() +
labs(title = "Typ cięcia", x = "Typ cięcia", y = "Liczba obserwacji") +
theme_minimal()
Ze względu na częstotliwości występowania poszczególnych kategorii usuwanie poziomów jest niekonieczne, jak się zdaje.
Podział na zbiór treningowy i testowy
Kluczowym etapem przygotowania zbioru do analizy przy wykorzystaniu technik uczenia maszynowego jest podział całego zbioru na zbiór treningowy (służące do estymacji modelu, wyboru zmiennych oraz strojenia hiperparametrów) oraz zbiór testowy (służące jedynie końcowej ocenie jakości modelu).
W przypadku naszego zbioru, który nie kieruje się żadną chronologią, możemy posłużyć się podziałem losowym. W taki przyapdku zakładamy, że obserwacje są niezależne i pochodzą z tego samego rozkładu (i.i.d.). Jest to prosty sposób podziału, który jest równocześnie zgodny z klasycznym podejściem Uczenia Maszynowego, estymacja błędu w tym przypadku jest stabilna a dane są wykorzystane efektywnie. Natomiast jeśli warunki rynkowe silnie zmieniały się w czasie model uwzględnia te zmiany zarówno na etapie treningu, jak i testowania.
W naszje analizie posłużymy się podziałem 70/30.
set.seed(123)
trening <- createDataPartition(diamonds$cena_usd,
p = 0.7,
list = FALSE)
diamonds_train <- diamonds[c(trening),]
diamonds_test <- diamonds[-c(trening),]Transformacje i selekcja
W poniższej sekcji zajmiemy się analizą zmiennych pod względem potencjalnych transformacji lub feature engineering – zdaje się jednak, iż zmienne obecne w wykorzystywanej bazie danych są już przekształcone (objętość, gęstośc, karat^2) - ten krok więc pomijamy. Na tym etapie należy jednak podkreślić kluczowość wprowadzania zmian jedynie na zbiorze treningowym aby nie doprowadzić do zjawiska przeciekania danych (data leakage) Następnie przejdziemy do nienadzorowanej oraz nadzorowanej selekcji zmiennych.
Nienadzorowana selekcja
Selekcja nienadzorowana charakteryzuje się niepatrzeniem na zmienną objaśnianą – będziemy analizować wariancje oraz korelacje między cechami liczbowymi. Tego typu porządkowanie danych ma na celu usunięcie zmiennych prawie stałych, które nie wnoszą wiele do modeli oraz silnie skorelowanych cech, które z kolei mogą powodować współliniowośc i utrudniać interpretację.
Near Zero Variance
Zaczynamy od sprawdzenia zmienności zmienncyh aby usunąć te, niewnoszące wiele informacji, stałe. Stosujemy do tego funkcję nearZeroVar() z paczki caret. Output funkcji może zawierać indeksy zmiennych oraz tabele z metrykami diagnostycznymi, które zawierają w sobie:
- częstości - iloraz liczności najczęstszej i drugiej najczęstszej wartości - im wyższa, tym gorzej,
- udział unikatów - iloraz unikatowych wartości oraz liczby obserwacji - im mniejszy, tym gorzej,
- zeroVar - informuje o tym czy zmienna jest stała (ma tylko jedną wartość),
- nzv - informuje o tym czy zmienna spełnia kryteria near-zero variance, czyli domyślnie: percentUnique < 10% oraz freqRatio > 19 (czyli ~ 95/5).
Poniżej zilustrowana jest tabela z wyżej wymienionymi metrykami dla naszego zbioru danych.
nzv_idx <- nearZeroVar(diamonds_train, saveMetrics = TRUE)
nzv_idx %>% arrange(desc(freqRatio))## freqRatio percentUnique zeroVar nzv
## czy_premium 1.890191 0.01001151 FALSE FALSE
## glebokosc_procent 1.692708 6.72273114 FALSE FALSE
## ciecie 1.614569 0.02502878 FALSE FALSE
## objetosc 1.272727 72.02282625 FALSE FALSE
## cena_usd 1.166667 37.74841067 FALSE FALSE
## kolor 1.134698 0.03504030 FALSE FALSE
## karaty 1.115741 1.26645642 FALSE FALSE
## karat2 1.115741 1.26645642 FALSE FALSE
## glebokosc 1.103979 0.80592682 FALSE FALSE
## gestosc 1.100000 77.53917005 FALSE FALSE
## klarownosc 1.077951 0.04004605 FALSE FALSE
## glebokosc_mm 1.047273 1.70696301 FALSE FALSE
## dlugosc 1.042169 2.61801071 FALSE FALSE
## szerokosc 1.037975 2.57295890 FALSE FALSE
## czubek_a_najszerszy 1.036575 0.51058718 FALSE FALSEW nasyzm zbiorze dnasych nie ma zmiennych o wairancji bliskiej zeru. W związku z tym nie podejmujemy działań eliminacyjnych.
nzv_names <- names(diamonds_train)[nzv_idx$nzv]
nzv_names## character(0)Silnie skorelowane zmienne
Następnie przechodzimy do szczegółowej analizy korelacji między zmiennymi. Zaczynamy od stworzenia zbioru pomocniczego z numerycznymi zmiennymi w naszym zbiorze treningowym.
# wyebiranie zmiennych numerycnzych, bez ceny
num_train <- diamonds_train %>%
select(where(is.numeric)) %>%
select(-cena_usd)
# obliczenie macierzy korelacji
cor_mat_train <- cor(num_train, use = "pairwise.complete.obs")
# wykres
corrplot(cor_mat_train, method = "circle", type = "lower", tl.cex = 0.7, tl.col = "black")
Wizualna analiza macierzy korelacji wskazuje na silne powiązania między zmiennymi:
- silna pozytywna korelacja:
- długość i szerokość oraz długość i karaty,
- szerokość i karaty,
- głębokość i karaty, długość oraz szerokość,
- objętość oraz szerokość, długość i głębokość (co ma wielki sens ze względu na specyfikę objętości),
- procent głębokości oraz głębokość;
- silna negatywna:
- procent głębokości wraz z relacją czubka diamentu a najszerszego punktu.
Identyfikujemy wszystkie zmienne przekraczające próg korelacji o wartości bezwzględnej 0.8, jednak na chwilę obecną nie decydujemy się eliminować tych zmiennych.
# identyfikacja indeksów zmiennych
high_cor_idx <- findCorrelation(cor_mat_train, cutoff = 0.8)
# nazwy
high_cor_names <- colnames(cor_mat_train)[high_cor_idx]
# print
high_cor_names ## [1] "karaty" "dlugosc" "szerokosc"
## [4] "objetosc" "karat2" "czubek_a_najszerszy"Nadzorowana selekcja
Kluczową różnicą między analizą nadzorowaną i nienadzorowaną jest kwestia uwzględnienia zmiennej objaśnianej na etapie obliczeń i analiz. Ma na celu ukazania korelacji zmiennych liczbowych ze zmianną objaśnianą oraz poprzez analizę wariancji (ANOVA) sprawdzenie czy średnie ceny różnią się między kategoriami.
Korelacje zmiennych numerycznych z Y i obserwacje odstające
Wykresy poniżej przedstawiają relacje zmiennych o silniejszej korelacji niż z ceną sprzedaży niż 0.8. Na ich podstawie można zaobserwować istotność obserwacji odstających w kształtowaniu się linii regresji. W celu złagodzenia wpływu obserwacji odstających na kształtowanie predykcji warto zastanowić się nad ich eliminacją w obrębie zbioru treningowego. Do eliminacji posłużyć się można
num_vars <- diamonds_train %>% select(where(is.numeric))
# y - cena sprzedazy diamentów
y <- num_vars %>% select(cena_usd)
# zmienne liczbowe bez y
num_vars_no_y <- num_vars %>% select(-cena_usd)
# korelacja każdej zmiennej liczbowej z ceną
cor_with_y <- sapply(num_vars_no_y, function(x){
cor(x, y, use = "pairwise.complete.obs")
})
# ranking wg siły związku (wartość bezwzględna)
cor_rank <- sort(abs(cor_with_y), decreasing = TRUE)
cor_rank## objetosc karaty karat2 szerokosc
## 0.92237350 0.92044509 0.89028155 0.88844575
## dlugosc glebokosc_mm gestosc czubek_a_najszerszy
## 0.88705085 0.88109943 0.14290911 0.13363476
## glebokosc_procent czy_premium glebokosc
## 0.10970008 0.01118567 0.01096603# nazwy zmiennych z korealcją wyższą niż 0.8
high_cor <- names(cor_rank[cor_rank > 0.8 & names(cor_rank) != "cena_usd"])
# lista wykresów używając map()
lista_wykresow <- map(high_cor, function(zmienna) {
ggplot(diamonds_train, aes(x = .data[[zmienna]], y = cena_usd)) +
geom_point(alpha = 0.2, size = 0.5) +
geom_smooth(method = "lm", color = "blueviolet", se = FALSE) +
labs(title = paste("Korelacja z:", zmienna),
x = zmienna, y = "Cena") +
theme_minimal()
})
# wyświetlenie razem
wrap_plots(lista_wykresow, ncol = 3) 
Do eliminacji wartości odstających, które szczególnie obecne są w obserwacjach zmiennych: objetość, karaty oraz głębokość, posłużymy się metodą progów całkowitych – ze względu na specyfikę rynku luksusowego część obserwacji odstających jest uzasadniona a ich eliminacji pozbawiłaby nas wglądu w kluczowe mechanizmy kierujące kształtowaniem się cen diamentów.
diamonds_train <- diamonds_train %>%
filter(objetosc < 600, karaty < 4, glebokosc_mm < 6)Po eliminacji obserwacji odstających relacji zmiennych o wysokiej korelacji ze zmienną cena_usd charakteryzują się następującymi relacjami:
num_vars <- diamonds_train %>% select(where(is.numeric))
# y - cena sprzedazy diamentów
y <- num_vars %>% select(cena_usd)
# zmienne liczbowe bez y
num_vars_no_y <- num_vars %>% select(-cena_usd)
# korelacja każdej zmiennej liczbowej z ceną
cor_with_y <- sapply(num_vars_no_y, function(x){
cor(x, y, use = "pairwise.complete.obs")
})
# ranking wg siły związku (wartość bezwzględna)
cor_rank <- sort(abs(cor_with_y), decreasing = TRUE)
cor_rank## objetosc karaty karat2 szerokosc
## 0.92285359 0.92103333 0.89865573 0.88819133
## dlugosc glebokosc_mm gestosc czubek_a_najszerszy
## 0.88679126 0.88079125 0.14313888 0.13357484
## glebokosc_procent glebokosc czy_premium
## 0.11015132 0.01206564 0.01080766# nazwy zmiennych z korealcją wyższą niż 0.8
high_cor <- names(cor_rank[cor_rank > 0.8 & names(cor_rank) != "cena_usd"])
# lista wykresów używając map()
lista_wykresow <- map(high_cor, function(zmienna) {
ggplot(diamonds_train, aes(x = .data[[zmienna]], y = cena_usd)) +
geom_point(alpha = 0.2, size = 0.5) +
geom_smooth(method = "lm", color = "blueviolet", se = FALSE) +
labs(title = paste("Korelacja z:", zmienna),
x = zmienna, y = "Cena") +
theme_minimal()
})
# wyświetlenie razem
wrap_plots(lista_wykresow, ncol = 3) 
Analiza ANOVA - zmienne kategoryczne
W przypadku zmiennych kategorycznych analizować będziemy czy średnia różni się między grupami, do czego posłużymy się testem ANOVA. Działanie testu ANOVA jest następujące:
- H0: średnie ceny są takie same we wszystkich kategoriach zmiennej (zmienna nie różnicuje ceny)
# wyciaganie zmiennych kategorycznych
cat_vars <- diamonds_train %>% select(where(~is.factor(.x) | is.ordered(.x)))
# funckja zwracajaca statystyke F oraz pvalue w tescie ANOVA dla danej zmiennej kategorycnzje
anova_stats <- function(var) {
anova_obj <- aov(diamonds_train$cena_usd ~ diamonds_train[[var]])
res <- summary(anova_obj)[[1]]
return(c(
F_stat = res[1, 4],
p_value = res[1, 5]
))
}
# puszczenie i zmiana na ramke danych (transponowanie)
ranking_anova <- t(sapply(names(cat_vars), anova_stats)) %>%
as.data.frame() %>%
arrange(desc(F_stat)) # sortowanie po statystyce F
ranking_anova## F_stat
## kolor 98.94887
## klarownosc 75.44653
## ciecie 66.82384
## p_value
## kolor 0.000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000003823269
## klarownosc 0.000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000000002080915962090281857075
## ciecie 0.000000000000000000000000000000000000000000000000000000029247318849671956284887119380370945398108117185190909410677596168532312838Widzimy, iż zmienne kategoryczne w naszej bazie danych charakteryzują się wysokimi wartościami statystykami F oraz, co za tym idzie, niskimi p-wartościami, co prowadzi do odrzucenia hipotezy zerowej testu ANOVA w przypadku każdej zmiennej kategorycznej – średnie różnią się międyz grupami, więc zmienne są, w rzeczy samej, istotne.
Zapisanie po przekształceniach
# wszystkie nazwy
diamonds_vars_all <- names(diamonds_train)
# ilosciowe
diamonds_vars_num <- names(cor_rank)[names(cor_rank) %in% diamonds_vars_all]
# jakosciowe
diamonds_vars_cat <- rownames(ranking_anova)[rownames(ranking_anova) %in% diamonds_vars_all]
# zapis list
save(list = c("diamonds_vars_all", "diamonds_vars_num", "diamonds_vars_cat"), file = "diamonds_vars_lists.RData")
# zapis danych
save(list = c("diamonds_train", "diamonds_test"), file = "diamonds_train_test.RData")Benchmarki
Posiadając oczyszczone zbiory danych możemy przejść do estymacji modeli benchmarkowych, względem których będziemy mogły porównać jakość i efektywnośc bardziej zaawansowanych modeli.
Regresja liniowa
Zaczynamy od prostej estymacji regresji liniowej przy pomocy Metody Najmniejszych Kwadratów, użyjemy wszystkich dostępnych zmiennych. Poniżej prezentownay output ujawnia kierunki zależności między konkretnymi zmiennymi a ceną diamnetu, dokładnych wartości wpływu konkretnych czynników możemy dowiedzieć się popprzez interpretację współczynników. Współczynnik \(R^2\) dla tego modelu wynosi 0.9277, co oznacza, iż wszytskie zmienne w naszej bazie wyjaśniają prawie 93% zmienności ceny diamentu. Znaczna część zmiennych w modelu jest istotna statystycznie (statystyki t) a model również jest łącznie istotny (statystyka F). Jedynym niepokojącym elementem jest brak estymacji dla zmiennej czy_premium, można przypuszczać, iż mamy do czynienia ze współliniowością.
lm_full <- lm(cena_usd ~ .,
data = diamonds_train %>% select(all_of(diamonds_vars_all)))
summary(lm_full)##
## Call:
## lm(formula = cena_usd ~ ., data = diamonds_train %>% select(all_of(diamonds_vars_all)))
##
## Residuals:
## Min 1Q Median 3Q Max
## -7672.5 -540.0 -149.0 378.4 10590.7
##
## Coefficients: (1 not defined because of singularities)
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 10132.495 2658.981 3.811 0.000139 ***
## karaty 10832.062 814.332 13.302 < 0.0000000000000002 ***
## ciecie.L 535.412 36.601 14.628 < 0.0000000000000002 ***
## ciecie.Q -290.235 31.170 -9.311 < 0.0000000000000002 ***
## ciecie.C 75.854 24.359 3.114 0.001848 **
## ciecie^4 -90.246 18.828 -4.793 0.0000016530046 ***
## kolor.L 2024.492 27.305 74.142 < 0.0000000000000002 ***
## kolor.Q -650.805 24.906 -26.131 < 0.0000000000000002 ***
## kolor.C 149.257 23.127 6.454 0.0000000001116 ***
## kolor^4 52.513 21.121 2.486 0.012916 *
## kolor^5 134.855 19.910 6.773 0.0000000000129 ***
## kolor^6 -49.309 18.075 -2.728 0.006377 **
## klarownosc.L 3821.027 47.339 80.716 < 0.0000000000000002 ***
## klarownosc.Q -1709.388 43.985 -38.863 < 0.0000000000000002 ***
## klarownosc.C 873.126 37.611 23.214 < 0.0000000000000002 ***
## klarownosc^4 -253.788 30.128 -8.424 < 0.0000000000000002 ***
## klarownosc^5 211.178 24.645 8.569 < 0.0000000000000002 ***
## klarownosc^6 41.710 21.399 1.949 0.051288 .
## klarownosc^7 100.037 18.852 5.306 0.0000001130690 ***
## glebokosc 37.666 43.955 0.857 0.391498
## czubek_a_najszerszy -9.599 41.834 -0.229 0.818525
## dlugosc -2812.374 177.269 -15.865 < 0.0000000000000002 ***
## szerokosc -183.521 177.522 -1.034 0.301246
## glebokosc_mm -3584.137 290.183 -12.351 < 0.0000000000000002 ***
## objetosc 100.570 4.839 20.785 < 0.0000000000000002 ***
## glebokosc_procent 375.392 2290.059 0.164 0.869794
## karat2 -2917.157 81.415 -35.831 < 0.0000000000000002 ***
## czy_premium NA NA NA NA
## gestosc 291175.871 96917.816 3.004 0.002665 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 1070 on 19944 degrees of freedom
## Multiple R-squared: 0.9277, Adjusted R-squared: 0.9276
## F-statistic: 9478 on 27 and 19944 DF, p-value: < 0.00000000000000022Predykcja
pred_train <- predict(lm_full, newdata = diamonds_train)Następnie liczymy korelację między predykcją a rzeczywistą ceną. Nasza korelacja wynosi 0.963, co sugeruje bardzo silną zależność liniową.
# Korelacja predykcja vs rzeczywiste
cor(diamonds_train$cena_usd, pred_train)## [1] 0.963173Poniższy wykres przedstawia relacje między zmiennymi rzeczywistymi a przewidywaniami. Większość punktów leży blisko linii o kącie 45°, co świadczy o dobrym dopasowaniu modelu do danych treningowych. Dla wyższych cen obserwujemy również wyższe rozproszenie punktów, co może sugerować heteroskedastyczność (rosnącą wariancję błędu).
# Wykres rzeczywiste vs przewidywane
ggplot(data.frame(real = diamonds_train$cena_usd,
pred = pred_train),
aes(x = pred, y = real)) +
geom_point(alpha = 0.4) +
geom_abline(slope = 1, intercept = 0, color = "red") +
theme_minimal()
Regularyzacja
Poprzez regularyzację możemy ograniczyć problemy związane z zbyt wielką ilością zmiennych, zbyt mocnym dopasowaniem modelu do danych treningowych oraz brakiem stabilizacji współczynników. Metody regularyzacyjne, takie jak ridge i lasso, zapobiega nadmiernemu dopasowaniu przez karanie za zbyt złożone modele i zbyt duże wartości współczynników. To czyni estymacje bardziej stabilnymi i mniej przeucoznymi, konsekwentnie ulepszając predykcje modeli na nowych dnaych.
Ridge
Metoda regresji ridge zmniejsza wartości współczynników i dobrze radzi sobie przy silnej współliniowości. Estymujemy regresję tpyu ridge poprzez skorzystanie z wbudowanego w pakiet caret pakietu glmnet. Parametr alpha określa tpy regularyzacji (ridge/lasso) a lambda siłę kary.
# shcemat walidacji krzyzowej
control_cv <- trainControl(method = "cv",
number = 5,
classProbs = TRUE)
ridge_d <- train(cena_usd ~ .,
data = diamonds_train,
method = "glmnet",
family = "gaussian",
preProcess = c("center", "scale"),
trControl = control_cv,
tuneGrid = expand.grid(alpha = 0,
lambda = 10^seq(-3, 5, length = 50)))
ridge_d## glmnet
##
## 19972 samples
## 14 predictor
##
## Pre-processing: centered (28), scaled (28)
## Resampling: Cross-Validated (5 fold)
## Summary of sample sizes: 15979, 15976, 15978, 15978, 15977
## Resampling results across tuning parameters:
##
## lambda RMSE Rsquared MAE
## 0.001000000 1179.873 0.9126841 779.9543
## 0.001456348 1179.873 0.9126841 779.9543
## 0.002120951 1179.873 0.9126841 779.9543
## 0.003088844 1179.873 0.9126841 779.9543
## 0.004498433 1179.873 0.9126841 779.9543
## 0.006551286 1179.873 0.9126841 779.9543
## 0.009540955 1179.873 0.9126841 779.9543
## 0.013894955 1179.873 0.9126841 779.9543
## 0.020235896 1179.873 0.9126841 779.9543
## 0.029470517 1179.873 0.9126841 779.9543
## 0.042919343 1179.873 0.9126841 779.9543
## 0.062505519 1179.873 0.9126841 779.9543
## 0.091029818 1179.873 0.9126841 779.9543
## 0.132571137 1179.873 0.9126841 779.9543
## 0.193069773 1179.873 0.9126841 779.9543
## 0.281176870 1179.873 0.9126841 779.9543
## 0.409491506 1179.873 0.9126841 779.9543
## 0.596362332 1179.873 0.9126841 779.9543
## 0.868511374 1179.873 0.9126841 779.9543
## 1.264855217 1179.873 0.9126841 779.9543
## 1.842069969 1179.873 0.9126841 779.9543
## 2.682695795 1179.873 0.9126841 779.9543
## 3.906939937 1179.873 0.9126841 779.9543
## 5.689866029 1179.873 0.9126841 779.9543
## 8.286427729 1179.873 0.9126841 779.9543
## 12.067926406 1179.873 0.9126841 779.9543
## 17.575106249 1179.873 0.9126841 779.9543
## 25.595479227 1179.873 0.9126841 779.9543
## 37.275937203 1179.873 0.9126841 779.9543
## 54.286754393 1179.873 0.9126841 779.9543
## 79.060432109 1179.873 0.9126841 779.9543
## 115.139539933 1179.873 0.9126841 779.9543
## 167.683293681 1179.873 0.9126841 779.9543
## 244.205309455 1179.873 0.9126841 779.9543
## 355.648030622 1179.873 0.9126841 779.9543
## 517.947467923 1197.364 0.9106075 788.8896
## 754.312006335 1224.634 0.9074365 802.0209
## 1098.541141988 1262.507 0.9031964 819.2543
## 1599.858719606 1313.614 0.8977797 841.8759
## 2329.951810515 1381.359 0.8911692 871.8699
## 3393.221771895 1470.333 0.8833802 914.9844
## 4941.713361324 1586.080 0.8745786 985.1678
## 7196.856730012 1734.364 0.8650532 1099.7267
## 10481.131341547 1919.431 0.8553202 1265.8490
## 15264.179671752 2140.983 0.8459258 1462.8749
## 22229.964825262 2391.429 0.8373652 1679.2860
## 32374.575428176 2655.648 0.8299875 1903.3389
## 47148.663634574 2914.734 0.8239453 2121.4709
## 68664.884500430 3151.195 0.8192033 2320.8026
## 100000.000000000 3353.507 0.8156090 2492.3185
##
## Tuning parameter 'alpha' was held constant at a value of 0
## RMSE was used to select the optimal model using the smallest value.
## The final values used for the model were alpha = 0 and lambda = 355.648.# Najlepsze parametry
ridge_d$bestTune## alpha lambda
## 35 0 355.648# Wyniki dla różnych wartości lambda
ridge_d$results## alpha lambda RMSE Rsquared MAE RMSESD RsquaredSD
## 1 0 0.001000000 1179.873 0.9126841 779.9543 30.87367 0.003574133
## 2 0 0.001456348 1179.873 0.9126841 779.9543 30.87367 0.003574133
## 3 0 0.002120951 1179.873 0.9126841 779.9543 30.87367 0.003574133
## 4 0 0.003088844 1179.873 0.9126841 779.9543 30.87367 0.003574133
## 5 0 0.004498433 1179.873 0.9126841 779.9543 30.87367 0.003574133
## 6 0 0.006551286 1179.873 0.9126841 779.9543 30.87367 0.003574133
## 7 0 0.009540955 1179.873 0.9126841 779.9543 30.87367 0.003574133
## 8 0 0.013894955 1179.873 0.9126841 779.9543 30.87367 0.003574133
## 9 0 0.020235896 1179.873 0.9126841 779.9543 30.87367 0.003574133
## 10 0 0.029470517 1179.873 0.9126841 779.9543 30.87367 0.003574133
## 11 0 0.042919343 1179.873 0.9126841 779.9543 30.87367 0.003574133
## 12 0 0.062505519 1179.873 0.9126841 779.9543 30.87367 0.003574133
## 13 0 0.091029818 1179.873 0.9126841 779.9543 30.87367 0.003574133
## 14 0 0.132571137 1179.873 0.9126841 779.9543 30.87367 0.003574133
## 15 0 0.193069773 1179.873 0.9126841 779.9543 30.87367 0.003574133
## 16 0 0.281176870 1179.873 0.9126841 779.9543 30.87367 0.003574133
## 17 0 0.409491506 1179.873 0.9126841 779.9543 30.87367 0.003574133
## 18 0 0.596362332 1179.873 0.9126841 779.9543 30.87367 0.003574133
## 19 0 0.868511374 1179.873 0.9126841 779.9543 30.87367 0.003574133
## 20 0 1.264855217 1179.873 0.9126841 779.9543 30.87367 0.003574133
## 21 0 1.842069969 1179.873 0.9126841 779.9543 30.87367 0.003574133
## 22 0 2.682695795 1179.873 0.9126841 779.9543 30.87367 0.003574133
## 23 0 3.906939937 1179.873 0.9126841 779.9543 30.87367 0.003574133
## 24 0 5.689866029 1179.873 0.9126841 779.9543 30.87367 0.003574133
## 25 0 8.286427729 1179.873 0.9126841 779.9543 30.87367 0.003574133
## 26 0 12.067926406 1179.873 0.9126841 779.9543 30.87367 0.003574133
## 27 0 17.575106249 1179.873 0.9126841 779.9543 30.87367 0.003574133
## 28 0 25.595479227 1179.873 0.9126841 779.9543 30.87367 0.003574133
## 29 0 37.275937203 1179.873 0.9126841 779.9543 30.87367 0.003574133
## 30 0 54.286754393 1179.873 0.9126841 779.9543 30.87367 0.003574133
## 31 0 79.060432109 1179.873 0.9126841 779.9543 30.87367 0.003574133
## 32 0 115.139539933 1179.873 0.9126841 779.9543 30.87367 0.003574133
## 33 0 167.683293681 1179.873 0.9126841 779.9543 30.87367 0.003574133
## 34 0 244.205309455 1179.873 0.9126841 779.9543 30.87367 0.003574133
## 35 0 355.648030622 1179.873 0.9126841 779.9543 30.87367 0.003574133
## 36 0 517.947467923 1197.364 0.9106075 788.8896 30.92375 0.003523050
## 37 0 754.312006335 1224.634 0.9074365 802.0209 31.12055 0.003488219
## 38 0 1098.541141988 1262.507 0.9031964 819.2543 31.75282 0.003498622
## 39 0 1599.858719606 1313.614 0.8977797 841.8759 32.98473 0.003581435
## 40 0 2329.951810515 1381.359 0.8911692 871.8699 34.86626 0.003749775
## 41 0 3393.221771895 1470.333 0.8833802 914.9844 37.33293 0.003996445
## 42 0 4941.713361324 1586.080 0.8745786 985.1678 40.19794 0.004295301
## 43 0 7196.856730012 1734.364 0.8650532 1099.7267 43.17955 0.004612080
## 44 0 10481.131341547 1919.431 0.8553202 1265.8490 45.98189 0.004906202
## 45 0 15264.179671752 2140.983 0.8459258 1462.8749 48.36431 0.005159333
## 46 0 22229.964825262 2391.429 0.8373652 1679.2860 50.14562 0.005363507
## 47 0 32374.575428176 2655.648 0.8299875 1903.3389 51.33866 0.005521852
## 48 0 47148.663634574 2914.734 0.8239453 2121.4709 52.07772 0.005642193
## 49 0 68664.884500430 3151.195 0.8192033 2320.8026 52.52059 0.005732312
## 50 0 100000.000000000 3353.507 0.8156090 2492.3185 52.78960 0.005798864
## MAESD
## 1 9.578480
## 2 9.578480
## 3 9.578480
## 4 9.578480
## 5 9.578480
## 6 9.578480
## 7 9.578480
## 8 9.578480
## 9 9.578480
## 10 9.578480
## 11 9.578480
## 12 9.578480
## 13 9.578480
## 14 9.578480
## 15 9.578480
## 16 9.578480
## 17 9.578480
## 18 9.578480
## 19 9.578480
## 20 9.578480
## 21 9.578480
## 22 9.578480
## 23 9.578480
## 24 9.578480
## 25 9.578480
## 26 9.578480
## 27 9.578480
## 28 9.578480
## 29 9.578480
## 30 9.578480
## 31 9.578480
## 32 9.578480
## 33 9.578480
## 34 9.578480
## 35 9.578480
## 36 9.490071
## 37 9.460662
## 38 9.335950
## 39 9.747009
## 40 10.642137
## 41 12.754011
## 42 15.866954
## 43 17.754630
## 44 18.936327
## 45 20.015092
## 46 21.871792
## 47 23.327632
## 48 24.927727
## 49 25.523373
## 50 25.795797# Wykres zależności jakości modelu od lambda
plot(ridge_d)
Predykcje
pred_ridge <- predict(ridge_d, newdata = diamonds_train)
cor(diamonds_train$cena_usd, pred_ridge)## [1] 0.9554311Na podstawie wykresu obrazującego zależność między przewidzianymi cenami a rzeczywistymi, widizmy, iż model ma tendencje do niedoszacowania cen w przypadku wartości odstająco drogich.
plot(diamonds_train$cena_usd, pred_ridge,
pch = 19,
col = rgb(0, 0, 1, 0.2),
main = "Dopasowanie modelu Ridge",
xlab = "Rzeczywista cena (USD)",
ylab = "Przewidziana cena (USD)")
abline(a = 0, b = 1, col = "red", lwd = 2, lty = 2)
Lasso
Metoda regresji lasso zmniejsza wartości współczynników oraz może selekcjonować zmienne przez doprowadzenie niektórych współczynnikó∑ do zera.
lasso_d <- train(cena_usd ~ .,
data = diamonds_train,
method = "glmnet",
family = "gaussian",
trControl = control_cv,
tuneGrid = expand.grid(alpha = 1,
lambda = 10^seq(-3, 5, length = 50)))
lasso_d## glmnet
##
## 19972 samples
## 14 predictor
##
## No pre-processing
## Resampling: Cross-Validated (5 fold)
## Summary of sample sizes: 15977, 15978, 15977, 15978, 15978
## Resampling results across tuning parameters:
##
## lambda RMSE Rsquared MAE
## 0.001000000 1075.925 0.9267638 709.6504
## 0.001456348 1075.925 0.9267638 709.6504
## 0.002120951 1075.925 0.9267638 709.6504
## 0.003088844 1075.925 0.9267638 709.6504
## 0.004498433 1075.925 0.9267638 709.6504
## 0.006551286 1075.925 0.9267638 709.6504
## 0.009540955 1075.925 0.9267638 709.6504
## 0.013894955 1075.925 0.9267638 709.6504
## 0.020235896 1075.925 0.9267638 709.6504
## 0.029470517 1075.925 0.9267638 709.6504
## 0.042919343 1075.925 0.9267638 709.6504
## 0.062505519 1075.925 0.9267638 709.6504
## 0.091029818 1075.925 0.9267638 709.6504
## 0.132571137 1075.925 0.9267638 709.6504
## 0.193069773 1075.925 0.9267638 709.6504
## 0.281176870 1075.925 0.9267638 709.6504
## 0.409491506 1075.989 0.9267551 709.6367
## 0.596362332 1076.330 0.9267090 709.6260
## 0.868511374 1076.965 0.9266229 709.7250
## 1.264855217 1078.194 0.9264565 710.1246
## 1.842069969 1080.627 0.9261261 711.2415
## 2.682695795 1085.574 0.9254507 713.9226
## 3.906939937 1095.458 0.9240891 719.8346
## 5.689866029 1109.833 0.9220917 730.0277
## 8.286427729 1113.065 0.9216486 734.7190
## 12.067926406 1134.665 0.9185845 752.2839
## 17.575106249 1138.436 0.9180696 751.8801
## 25.595479227 1144.090 0.9173084 750.9443
## 37.275937203 1152.303 0.9162247 750.6719
## 54.286754393 1165.389 0.9145199 751.0419
## 79.060432109 1185.039 0.9120220 753.3210
## 115.139539933 1212.743 0.9086447 758.0446
## 167.683293681 1259.364 0.9028502 770.6099
## 244.205309455 1341.911 0.8917680 803.0991
## 355.648030622 1466.196 0.8736753 863.6285
## 517.947467923 1602.559 0.8546654 969.5949
## 754.312006335 1696.874 0.8540382 1065.4043
## 1098.541141988 1878.967 0.8531697 1245.1734
## 1599.858719606 2214.158 0.8517773 1540.7604
## 2329.951810515 2787.910 0.8517601 2025.5681
## 3393.221771895 3722.587 0.8517601 2811.1680
## 4941.713361324 3975.449 NaN 3024.5789
## 7196.856730012 3975.449 NaN 3024.5789
## 10481.131341547 3975.449 NaN 3024.5789
## 15264.179671752 3975.449 NaN 3024.5789
## 22229.964825262 3975.449 NaN 3024.5789
## 32374.575428176 3975.449 NaN 3024.5789
## 47148.663634574 3975.449 NaN 3024.5789
## 68664.884500430 3975.449 NaN 3024.5789
## 100000.000000000 3975.449 NaN 3024.5789
##
## Tuning parameter 'alpha' was held constant at a value of 1
## RMSE was used to select the optimal model using the smallest value.
## The final values used for the model were alpha = 1 and lambda = 0.2811769.coef(lasso_d$finalModel, s = lasso_d$bestTune$lambda)## 29 x 1 sparse Matrix of class "dgCMatrix"
## s=0.2811769
## (Intercept) 8230.0687504
## karaty 8961.5985986
## ciecie.L 544.8513978
## ciecie.Q -289.0343569
## ciecie.C 78.0683846
## ciecie^4 -87.2288446
## kolor.L 2019.5321308
## kolor.Q -651.5384392
## kolor.C 151.5846914
## kolor^4 51.5335923
## kolor^5 130.6638618
## kolor^6 -46.0703423
## klarownosc.L 3835.0725948
## klarownosc.Q -1705.0384539
## klarownosc.C 866.5163072
## klarownosc^4 -253.4960143
## klarownosc^5 208.0990512
## klarownosc^6 41.3248311
## klarownosc^7 100.6593595
## glebokosc 11.0459454
## czubek_a_najszerszy -1.0112255
## dlugosc -2827.0310082
## szerokosc -0.2225989
## glebokosc_mm -2892.0921000
## objetosc 97.9171456
## glebokosc_procent 782.1350232
## karat2 -2482.7521511
## czy_premium .
## gestosc 399268.4346698plot(lasso_d)
Predykcja
pred_lasso <- predict(lasso_d, newdata = diamonds_train)
cor(diamonds_train$cena_usd, pred_lasso)## [1] 0.9631131W przypadku modelu lasso również widzimy, iż model ma tendencje do niedoszacowania cen w przypadku wartości odstająco drogich.
plot(diamonds_train$cena_usd, pred_lasso,
pch = 19,
col = rgb(0, 0, 1, 0.2),
main = "Dopasowanie modelu Lasso",
xlab = "Rzeczywista cena (USD)",
ylab = "Przewidziana cena (USD)")
abline(a = 0, b = 1, col = "red", lwd = 2, lty = 2)
Przygotowanie metryk i walidacji
Mean Squared Error (MSE)
Pierwszą z podstawowych metryk walidacji modelu jest średnia z kwadratów błędów opisana poniższym wzorem – im niższe wartość przyjmuje, tym lepiej.
# mean((diamonds_train - pred_train)^2)Root Mean Squared Error (RMSE)
Następnie będziemy sprawdzać wartość pierwiastku z MSE. Jest to łątwiejsza do intepretacji metryka ze względu na to, że ma tę samą jednostkę co zmienna zależna.
# sqrt(mean((diamonds_train - pred_train)^2))Mean Absolute Error (MAE)
Średni błąd bezwzględny jest mniej wrażliwy na wysokie wartości błędów niż MSE oraz RMSE.
# mean(abs(diamonds_train - pred_train))Median Absolute Error (MedAE)
Mediana błędów bezwzględnych jest bardziej odporna na wartości odstające.
# median(abs(diamonds_train - pred_train))Mean Absolute Percentage Error (MAPE)
Średni błąd procentowy pokazuje błąd względny względem wartości rzeczywistej, jest natomiast problematyczny gdy wartości rzeczyiwste są w okolicah zera.
# mean(abs(diamonds_train - pred_train) / diamonds_train)Mean Squared Log Error (MSLE)
Błąd liczony po transformacji logarytmicznej jest szczególnie pożyteczny, gdy zmienna charakteryzuje się dużym zakresem przyjmowanych wartości, wymaga jednak wartości nieujemnych.
# mean((log(1 + diamonds_train) - log(1 + pred_train))^2)R2
\(R^2\) informuje o tym jaka część zmienność zmiennej zależnej jest wyjaśniona przez model. W przypadku obecnej metryki, wyjątkowo, im wyższe wartości tym lepiej.
# cor(pred_train, diamonds_train)^2Funkcja do liczenia metryk
Tworzymy jedną funkcję do liczenia omówionych powyżej metryk.
metryki <- function(real, predicted) {
MSE <- mean((real - predicted)^2)
RMSE <- sqrt(MSE)
MAE <- mean(abs(real - predicted))
MedAE <- median(abs(real - predicted))
MAPE <- mean(abs(real - predicted) / real)
MSLE <- mean((log(1 + real) - log(1 + predicted))^2)
R2 <- cor(predicted, real)^2
wynik <- data.frame(MSE, RMSE, MAE, MedAE, MAPE, MSLE, R2)
return(wynik)
}Metryki regresje
Sprawdźmy więc jak na swoim tle wypadają wytrenowane wcześniej modele benchmarkowe: MNK, ridge i lasso.
# wartosci rzeczyiwste
real_train <- diamonds_train$cena_usd
real_test <- diamonds_test$cena_usd
# na zbiorze treningowym
pred_mnk_train <- predict(lm_full, newdata = diamonds_train)
# na zbiorze testowym
pred_mnk_test <- predict(lm_full, newdata = diamonds_test)
metryki_mnk_train <- metryki(real = real_train, predicted = pred_mnk_train)
metryki_mnk_test <- metryki(real = real_test, predicted = pred_mnk_test)
rbind(train = metryki_mnk_train, test = metryki_mnk_test)## MSE RMSE MAE MedAE MAPE MSLE R2
## train 1142704 1068.973 708.0513 481.7625 0.3774947 NaN 0.9277022
## test 1592561 1261.967 720.9889 489.4900 0.3881963 NaN 0.9000234# na zbiorze treningowym
pred_ridge_train <- predict(ridge_d, newdata = diamonds_train)
# na zbiorze testowym
pred_ridge_test <- predict(ridge_d, newdata = diamonds_test)
metryki_ridge_train <- metryki(real = real_train, predicted = pred_ridge_train)
metryki_ridge_test <- metryki(real = real_test, predicted = pred_ridge_test)
rbind(train = metryki_ridge_train, test = metryki_ridge_test)## MSE RMSE MAE MedAE MAPE MSLE R2
## train 1389699 1178.855 779.2525 562.9846 0.3927471 NaN 0.9128485
## test 1526249 1235.414 793.0703 573.9578 0.4016361 NaN 0.9040559# na zbiorze treningowym
pred_lasso_train <- predict(lasso_d, newdata = diamonds_train)
# na zbiorze testowym
pred_lasso_test <- predict(lasso_d, newdata = diamonds_test)
metryki_lasso_train <- metryki(real = real_train, predicted = pred_lasso_train)
metryki_lasso_test <- metryki(real = real_test, predicted = pred_lasso_test)
rbind(train = metryki_lasso_train, test = metryki_lasso_test)## MSE RMSE MAE MedAE MAPE MSLE R2
## train 1144546 1069.835 707.7715 484.1961 0.3755148 NaN 0.9275868
## test 1648271 1283.850 721.0872 496.3959 0.3862605 NaN 0.8966369Drzewa regresyjne
Przejdziemy teraz do trenowania drzew regresyjnych. Zaczniemy od estymacji pojedynczego prostego drzewa, następnie wytrenujemy drzzewa decyzyjne z kontrolą parametrów. Na każdym etapie będziemy porównywać uzyskane wyniki z modelami benchmarkowymi.
Zacznijmy jednak od wytłumaczenia czym jest drzewo decyzyjne. Drzewa decyzyjne to struktura graficzna wizualizująca proces decyzyjny, w którym każda gałąź reprezentuje możliwy rezultat decyzji. Drzewa posiadają następujące elementy:
- węzeł główny (root node) – pierwszy węzeł drzewa zawierający cały zbiór danych wejściowych - punkt startowy modelu,
- przycinanie (pruning) – redukcja zbędnych węzłów w drzewie zmienjszające model i czyniące go mniej podatnym na przeuczenie,
- węzeł decyzyjny (decision node) – miejsce podjęcia decyzji z warunkiem, według którego dane dzielone są na dwie grupy,
- liść (leaf node) – końcowy punkt drzewa z wartością średnią (predykcją),
- gałąź (branch)) – połączenie między węzłami z wynikiem decyzji (tak lub nie).
Drzewa decyzyjne budowane są przy pomocy algorytmu CART (Classification And Regression Trees). Działa poprzez dokonywanie rekurenycjnych podziałów dnaych, w każdym kroku sprawdzając możliwe podziały oraz wybiera ten, który minimalizuje błąd MSE tworząc podział binarny (2 zbiory - 2 gałęzie).
Podstawowe drzewo
Do zaprogramowania drzew decyzyjnych w R używamy pakietu rpart (wraz z rpart.plot do wizualizacji). Początkowo tworzymy podstawowe drzewo korzystając z domyślnych ustawień funkcji, specyfikacja metody anova służy do budowania drzew regresyjnych.Tak przygotowany model sam wybiera podziały i moment przycinani drzewa – w liściach otzrymujemy przewidywaną wartość zmiennej zależnejw danym podziale.
# ladowanie nowych pakietow
install.packages("rpart") # drzewa
library(rpart)
install.packages("rpart.plot") # wizualizacje
library(rpart.plot)
tree_podst <- rpart(cena_usd ~ .,
data = diamonds_train,
method = "anova")
tree_podst## n= 19972
##
## node), split, n, deviance, yval
## * denotes terminal node
##
## 1) root 19972 315667600000 3927.931
## 2) objetosc< 157.7374 13047 17794100000 1665.281
## 4) szerokosc< 5.535 9275 2561089000 1060.104 *
## 5) szerokosc>=5.535 3772 3483563000 3153.356 *
## 3) objetosc>=157.7374 6925 105233200000 8190.861
## 6) szerokosc< 7.205 4691 22297940000 6224.110
## 12) klarownosc=Najgorszy,Bardzo zły,Zły 2581 3628062000 5023.702 *
## 13) klarownosc=Średni,Dobry,Bardzo dobry,Świetny,Najlepszy 2110 10401350000 7692.475 *
## 7) szerokosc>=7.205 2234 26688080000 12320.690
## 14) szerokosc< 7.925 1515 13354170000 10987.600 *
## 15) szerokosc>=7.925 719 4968597000 15129.620 *# szczegółowy opis modelu
summary(tree_podst)## Call:
## rpart(formula = cena_usd ~ ., data = diamonds_train, method = "anova")
## n= 19972
##
## CP nsplit rel error xerror xstd
## 1 0.61026302 0 1.0000000 1.0000546 0.014562506
## 2 0.17818496 1 0.3897370 0.3904549 0.006483003
## 3 0.03722096 2 0.2115520 0.2129838 0.003446450
## 4 0.02650038 3 0.1743311 0.1754219 0.003408817
## 5 0.02619379 4 0.1478307 0.1572556 0.003248373
## 6 0.01000000 5 0.1216369 0.1229597 0.002748134
##
## Variable importance
## objetosc szerokosc karat2 karaty dlugosc glebokosc_mm
## 17 17 17 17 17 16
## klarownosc
## 1
##
## Node number 1: 19972 observations, complexity param=0.610263
## mean=3927.931, MSE=1.580551e+07
## left son=2 (13047 obs) right son=3 (6925 obs)
## Primary splits:
## objetosc < 157.7374 to the left, improve=0.6102630, (0 missing)
## karaty < 0.985 to the left, improve=0.6089301, (0 missing)
## karat2 < 0.97025 to the left, improve=0.6089301, (0 missing)
## szerokosc < 6.305 to the left, improve=0.6071759, (0 missing)
## dlugosc < 6.325 to the left, improve=0.6036965, (0 missing)
## Surrogate splits:
## karaty < 0.975 to the left, agree=0.989, adj=0.969, (0 split)
## karat2 < 0.95065 to the left, agree=0.989, adj=0.969, (0 split)
## szerokosc < 6.295 to the left, agree=0.987, adj=0.961, (0 split)
## dlugosc < 6.285 to the left, agree=0.986, adj=0.960, (0 split)
## glebokosc_mm < 3.905 to the left, agree=0.974, adj=0.924, (0 split)
##
## Node number 2: 13047 observations, complexity param=0.03722096
## mean=1665.281, MSE=1363846
## left son=4 (9275 obs) right son=5 (3772 obs)
## Primary splits:
## szerokosc < 5.535 to the left, improve=0.6603003, (0 missing)
## karaty < 0.615 to the left, improve=0.6598974, (0 missing)
## karat2 < 0.37825 to the left, improve=0.6598974, (0 missing)
## objetosc < 100.1309 to the left, improve=0.6594631, (0 missing)
## dlugosc < 5.485 to the left, improve=0.6584049, (0 missing)
## Surrogate splits:
## objetosc < 104.8558 to the left, agree=0.993, adj=0.977, (0 split)
## dlugosc < 5.535 to the left, agree=0.992, adj=0.973, (0 split)
## karaty < 0.635 to the left, agree=0.992, adj=0.972, (0 split)
## karat2 < 0.40325 to the left, agree=0.992, adj=0.972, (0 split)
## glebokosc_mm < 3.395 to the left, agree=0.984, adj=0.945, (0 split)
##
## Node number 3: 6925 observations, complexity param=0.178185
## mean=8190.861, MSE=1.519614e+07
## left son=6 (4691 obs) right son=7 (2234 obs)
## Primary splits:
## szerokosc < 7.205 to the left, improve=0.5345005, (0 missing)
## objetosc < 234.7134 to the left, improve=0.5291869, (0 missing)
## dlugosc < 7.245 to the left, improve=0.5248099, (0 missing)
## karaty < 1.495 to the left, improve=0.5215201, (0 missing)
## karat2 < 2.23505 to the left, improve=0.5215201, (0 missing)
## Surrogate splits:
## objetosc < 234.3115 to the left, agree=0.986, adj=0.955, (0 split)
## dlugosc < 7.175 to the left, agree=0.982, adj=0.945, (0 split)
## karaty < 1.455 to the left, agree=0.978, adj=0.931, (0 split)
## karat2 < 2.11705 to the left, agree=0.978, adj=0.931, (0 split)
## glebokosc_mm < 4.405 to the left, agree=0.963, adj=0.885, (0 split)
##
## Node number 4: 9275 observations
## mean=1060.104, MSE=276128.2
##
## Node number 5: 3772 observations
## mean=3153.356, MSE=923532
##
## Node number 6: 4691 observations, complexity param=0.02619379
## mean=6224.11, MSE=4753345
## left son=12 (2581 obs) right son=13 (2110 obs)
## Primary splits:
## klarownosc splits as LLLRRRRR, improve=0.3708204, (0 missing)
## szerokosc < 6.745 to the left, improve=0.1104210, (0 missing)
## kolor splits as LLLRRRR, improve=0.1042256, (0 missing)
## objetosc < 194.4952 to the left, improve=0.1038016, (0 missing)
## dlugosc < 6.755 to the left, improve=0.0979407, (0 missing)
## Surrogate splits:
## szerokosc < 6.825 to the left, agree=0.561, adj=0.023, (0 split)
## czubek_a_najszerszy < 54.95 to the right, agree=0.556, adj=0.014, (0 split)
## gestosc < 0.005998218 to the right, agree=0.556, adj=0.012, (0 split)
## objetosc < 199.45 to the left, agree=0.551, adj=0.002, (0 split)
## glebokosc < 56.15 to the right, agree=0.551, adj=0.001, (0 split)
##
## Node number 7: 2234 observations, complexity param=0.02650038
## mean=12320.69, MSE=1.194632e+07
## left son=14 (1515 obs) right son=15 (719 obs)
## Primary splits:
## szerokosc < 7.925 to the left, improve=0.3134475, (0 missing)
## dlugosc < 7.845 to the left, improve=0.2959595, (0 missing)
## objetosc < 303.5543 to the left, improve=0.2949312, (0 missing)
## karaty < 1.915 to the left, improve=0.2918614, (0 missing)
## karat2 < 3.66725 to the left, improve=0.2918614, (0 missing)
## Surrogate splits:
## objetosc < 315.2315 to the left, agree=0.977, adj=0.929, (0 split)
## dlugosc < 7.915 to the left, agree=0.974, adj=0.921, (0 split)
## karaty < 1.925 to the left, agree=0.966, adj=0.896, (0 split)
## karat2 < 3.70565 to the left, agree=0.966, adj=0.896, (0 split)
## glebokosc_mm < 4.855 to the left, agree=0.944, adj=0.826, (0 split)
##
## Node number 12: 2581 observations
## mean=5023.702, MSE=1405681
##
## Node number 13: 2110 observations
## mean=7692.475, MSE=4929549
##
## Node number 14: 1515 observations
## mean=10987.6, MSE=8814634
##
## Node number 15: 719 observations
## mean=15129.62, MSE=6910428Wyjres przedstawiony poniżej ilustruje podstawowe drzewo regresyjne. Pod każdym liściem znajdujemy warunek podizału według którego zbiór dalej jest rozdzielany na dwie podgrupy – lewa gałąź odpowiada spełnieniu warunku a prawa niespełnienu. W liściach zawarta jest końcowa predykcja czyli, w naszym przypadku, średnia cena sprzedaży dla obserwacji z danego liścia.
# wizualizacja
rpart.plot(tree_podst,
type = 2,
extra = 101,
fallen.leaves = TRUE,
nn = TRUE,
box.palette = "Greens",
branch.lty = 2,
shadow.col = "gray")
Predykcja
# na zbiorze treningowym
pred_tree_podst_train <- predict(tree_podst, newdata = diamonds_train)
# na zbiorze testowym
pred_tree_podst_test <- predict(tree_podst, newdata = diamonds_test)Poniżej prezentujemy metryki dla predykcji z podstawowego drzewa decyzyjnego. Zgodnie z intuicją błędy przyjmują wyższe wartości na zbiorze testowym niż na treningowym, różnice te nie są jednak ogromne, co nie sugeruje intensywnego przeuczenia. Dodatkowo wartość \(R^2\) jest na poziomie 87% dla obu zbiorów, co świadczy o tym, że znaczan część zmienności ceny sprzedaży jets wyjaśniona przez nasz model oraz model nie jest zbyt mocno dopasowany tylko i wyłąćznie do danych ze zbioru treningowego.
metryki_tree_podst_train <- metryki(real = real_train, predicted = pred_tree_podst_train)
metryki_tree_podst_test <- metryki(real = real_test, predicted = pred_tree_podst_test)
rbind(train = metryki_tree_podst_train, test = metryki_tree_podst_test)## MSE RMSE MAE MedAE MAPE MSLE R2
## train 1922533 1386.554 877.9882 530.1044 0.3269917 0.1395086 0.8783631
## test 1975143 1405.398 894.0581 536.3555 0.3339450 0.1434364 0.8752914Kontrola parametrów
Przy pomocy specyfikacji parametrów modelu można sterować jego złożonością, co pomaga uśmierzyć problem nadmiernego dopasowania. Parametry kontrolne uwzględniają:
- cp (complexity parameter) – minimalna poprawa
jakości modelu wymagana aby dokonać następnego podziału - im mniejszy
tym drzewo bardziej się rozrasta i komplikuje,
- minsplit – minimalna liczba obserwacji wymaganych w węźle aby mógł powstać podział,
- minbucket – minimalna ilość obserwacji wymagana w liściu końcowym - chroni przed niestabilnymi liścmi,
- maxdepth – maksymalna ilość wszystkich poziomów w drzewie - maksymalna głębokość,
- xval – liczba części używanych do wewnętrznej walidacji krzyżowej (później wykorzystywane do oceny cp i pruningu).
Parametry kontrolujemy przy pomocy funkcji: rpart.control(). Zaczniemy od stworzenia rozrośniętego omodelu o luźnych warunkach.
# tree_cont <- rpart(cena_usd ~ .,
# data = diamonds_train,
# method = "anova",
# control = rpart.control(cp = 0.000001,
# minsplit = 10,
# minbucket = 15,
# maxdepth = 30,
# xval = 10))
# tree_cont %>% saveRDS("modele/tree_cont.rds")
tree_cont <- readRDS("modele/tree_cont.rds")
summary(tree_cont)## Call:
## rpart(formula = cena_usd ~ ., data = diamonds_train, method = "anova",
## control = rpart.control(cp = 0.000001, minsplit = 10, minbucket = 15,
## maxdepth = 30, xval = 10))
## n= 19972
##
## CP nsplit rel error xerror xstd
## 1 0.610263023068 0 1.00000000 1.00012659 0.0145627890
## 2 0.178184956826 1 0.38973698 0.39041214 0.0064792694
## 3 0.037220959230 2 0.21155202 0.21314970 0.0034615692
## 4 0.026500377158 3 0.17433106 0.17557099 0.0034256996
## 5 0.026193789970 4 0.14783068 0.15914226 0.0032661029
## 6 0.009972067237 5 0.12163689 0.12283766 0.0027480205
## 7 0.009694538941 6 0.11166483 0.11130311 0.0025103339
## 8 0.005027971101 8 0.09227575 0.09408981 0.0021401069
## 9 0.004558879451 9 0.08724778 0.08810398 0.0021295426
## 10 0.003798588761 10 0.08268890 0.08411781 0.0021123305
## 11 0.003354491727 11 0.07889031 0.08142189 0.0020158260
## 12 0.002996847962 13 0.07218133 0.07401272 0.0018303479
## 13 0.002924927334 14 0.06918448 0.07020911 0.0017211555
## 14 0.002463828900 15 0.06625955 0.06784587 0.0016405306
## 15 0.001966429471 16 0.06379572 0.06542910 0.0015788396
## 16 0.001501034853 17 0.06182929 0.06352180 0.0015434630
## 17 0.001306309962 18 0.06032826 0.06270116 0.0015192120
## 18 0.001052848004 19 0.05902195 0.06063023 0.0014733912
## 19 0.001012510246 20 0.05796910 0.06005010 0.0014707873
## 20 0.000969600991 22 0.05594408 0.05916991 0.0014683564
## 21 0.000959324838 23 0.05497448 0.05877456 0.0014693574
## 22 0.000951715834 24 0.05401515 0.05834083 0.0014657622
## 23 0.000947998468 25 0.05306344 0.05781332 0.0014548724
## 24 0.000901216258 26 0.05211544 0.05679124 0.0014285114
## 25 0.000886523180 27 0.05121422 0.05587936 0.0014158800
## 26 0.000810028718 28 0.05032770 0.05470645 0.0013739461
## 27 0.000794293730 30 0.04870764 0.05343194 0.0013402812
## 28 0.000793512284 31 0.04791335 0.05330133 0.0013370967
## 29 0.000695435952 32 0.04711984 0.05225352 0.0012564716
## 30 0.000643290830 33 0.04642440 0.05091609 0.0012132226
## 31 0.000611967180 34 0.04578111 0.05077800 0.0012051930
## 32 0.000589829729 35 0.04516914 0.05004236 0.0011831008
## 33 0.000536884822 36 0.04457931 0.04917305 0.0011688695
## 34 0.000534817612 37 0.04404243 0.04804609 0.0011534958
## 35 0.000509165675 39 0.04297279 0.04787096 0.0011497983
## 36 0.000477415547 40 0.04246363 0.04671841 0.0011228184
## 37 0.000455065543 41 0.04198621 0.04610006 0.0011043762
## 38 0.000437933313 42 0.04153115 0.04542778 0.0010929454
## 39 0.000432684981 43 0.04109321 0.04501330 0.0010919392
## 40 0.000415492693 44 0.04066053 0.04446475 0.0010789247
## 41 0.000413661783 45 0.04024503 0.04441628 0.0010783824
## 42 0.000392519913 46 0.03983137 0.04420141 0.0010737030
## 43 0.000370175876 47 0.03943885 0.04358732 0.0010657460
## 44 0.000369866291 48 0.03906868 0.04344644 0.0010644118
## 45 0.000363126499 49 0.03869881 0.04338541 0.0010632017
## 46 0.000358343809 50 0.03833568 0.04312386 0.0010599157
## 47 0.000343376463 51 0.03797734 0.04290218 0.0010586114
## 48 0.000338392046 52 0.03763396 0.04253144 0.0010507049
## 49 0.000337890255 53 0.03729557 0.04251069 0.0010508250
## 50 0.000323465234 54 0.03695768 0.04234529 0.0010479297
## 51 0.000319906577 55 0.03663422 0.04203015 0.0010413767
## 52 0.000308962467 56 0.03631431 0.04182267 0.0010398269
## 53 0.000296634672 57 0.03600535 0.04133440 0.0010353325
## 54 0.000295194297 58 0.03570871 0.04087623 0.0010339186
## 55 0.000273292250 59 0.03541352 0.04047317 0.0010307975
## 56 0.000252226096 60 0.03514023 0.04003421 0.0010064069
## 57 0.000248980888 61 0.03488800 0.03983888 0.0010063399
## 58 0.000245694339 62 0.03463902 0.03963377 0.0010042261
## 59 0.000239401581 63 0.03439332 0.03942585 0.0010001125
## 60 0.000232447928 64 0.03415392 0.03926053 0.0009977634
## 61 0.000224132056 65 0.03392148 0.03906503 0.0009973992
## 62 0.000213516160 66 0.03369734 0.03866574 0.0009933581
## 63 0.000209110111 67 0.03348383 0.03840869 0.0009875241
## 64 0.000196163119 68 0.03327472 0.03825111 0.0009825310
## 65 0.000190736550 69 0.03307855 0.03816737 0.0009833805
## 66 0.000187718808 70 0.03288782 0.03800304 0.0009811067
## 67 0.000179152217 71 0.03270010 0.03781507 0.0009789892
## 68 0.000172267431 72 0.03252095 0.03765152 0.0009740779
## 69 0.000171232680 73 0.03234868 0.03764736 0.0009772837
## 70 0.000163585937 75 0.03200621 0.03732391 0.0009708098
## 71 0.000161150552 76 0.03184263 0.03706997 0.0009649890
## 72 0.000154993260 77 0.03168148 0.03694868 0.0009644651
## 73 0.000153956536 78 0.03152648 0.03693461 0.0009642103
## 74 0.000141669639 79 0.03137253 0.03663943 0.0009574136
## 75 0.000137530431 80 0.03123086 0.03633822 0.0009519754
## 76 0.000133744618 81 0.03109333 0.03624085 0.0009502239
## 77 0.000132187486 82 0.03095958 0.03614212 0.0009474601
## 78 0.000131974294 83 0.03082739 0.03613578 0.0009474442
## 79 0.000125671653 84 0.03069542 0.03610359 0.0009476330
## 80 0.000122067993 85 0.03056975 0.03609728 0.0009498992
## 81 0.000121290253 86 0.03044768 0.03603355 0.0009512786
## 82 0.000115840165 87 0.03032639 0.03585368 0.0009411964
## 83 0.000112865462 88 0.03021055 0.03570107 0.0009410289
## 84 0.000112276815 89 0.03009769 0.03555636 0.0009383006
## 85 0.000106935518 90 0.02998541 0.03550879 0.0009388290
## 86 0.000104210330 91 0.02987847 0.03539003 0.0009374290
## 87 0.000104207691 92 0.02977426 0.03530661 0.0009369208
## 88 0.000103687301 93 0.02967005 0.03530661 0.0009369208
## 89 0.000098978372 94 0.02956637 0.03519893 0.0009386005
## 90 0.000098904785 95 0.02946739 0.03514606 0.0009382317
## 91 0.000097575414 96 0.02936848 0.03513786 0.0009384826
## 92 0.000096563635 97 0.02927091 0.03507989 0.0009404336
## 93 0.000095476610 98 0.02917435 0.03513223 0.0009414854
## 94 0.000094974231 99 0.02907887 0.03509350 0.0009419414
## 95 0.000094707240 100 0.02898389 0.03506645 0.0009419794
## 96 0.000094430621 101 0.02888919 0.03506513 0.0009419809
## 97 0.000094381160 102 0.02879476 0.03507484 0.0009421152
## 98 0.000093025733 103 0.02870038 0.03505852 0.0009421057
## 99 0.000087528536 105 0.02851432 0.03494575 0.0009416494
## 100 0.000087075521 106 0.02842680 0.03485784 0.0009470937
## 101 0.000086923225 107 0.02833972 0.03484713 0.0009475949
## 102 0.000086515117 108 0.02825280 0.03483697 0.0009476357
## 103 0.000086468292 109 0.02816628 0.03483697 0.0009476357
## 104 0.000085923966 110 0.02807981 0.03483337 0.0009487513
## 105 0.000084889413 111 0.02799389 0.03480555 0.0009482915
## 106 0.000084031646 112 0.02790900 0.03467775 0.0009457201
## 107 0.000082921041 113 0.02782497 0.03461719 0.0009439564
## 108 0.000082799433 114 0.02774205 0.03454033 0.0009414519
## 109 0.000080666549 116 0.02757645 0.03448392 0.0009413231
## 110 0.000080531223 117 0.02749578 0.03437345 0.0009406968
## 111 0.000080351189 118 0.02741525 0.03435987 0.0009404465
## 112 0.000080335643 119 0.02733490 0.03439311 0.0009406456
## 113 0.000079592406 120 0.02725456 0.03443938 0.0009422262
## 114 0.000078675579 121 0.02717497 0.03443551 0.0009425733
## 115 0.000078000237 122 0.02709630 0.03435466 0.0009410166
## 116 0.000076865131 123 0.02701830 0.03428993 0.0009418184
## 117 0.000076278331 124 0.02694143 0.03421755 0.0009419541
## 118 0.000075968284 125 0.02686515 0.03417352 0.0009419404
## 119 0.000075158628 127 0.02671322 0.03409679 0.0009406680
## 120 0.000072410903 128 0.02663806 0.03399313 0.0009392848
## 121 0.000072295305 129 0.02656565 0.03391962 0.0009428717
## 122 0.000067825749 130 0.02649335 0.03387001 0.0009455276
## 123 0.000067543323 131 0.02642552 0.03373860 0.0009448685
## 124 0.000067010144 132 0.02635798 0.03372855 0.0009448833
## 125 0.000066495098 133 0.02629097 0.03369665 0.0009456538
## 126 0.000066459084 134 0.02622448 0.03371212 0.0009462465
## 127 0.000064702237 135 0.02615802 0.03367988 0.0009460737
## 128 0.000063166857 136 0.02609331 0.03352091 0.0009439529
## 129 0.000062961134 137 0.02603015 0.03356084 0.0009453153
## 130 0.000062732151 138 0.02596719 0.03356670 0.0009464180
## 131 0.000062443614 140 0.02584172 0.03355902 0.0009464177
## 132 0.000060763921 141 0.02577928 0.03355409 0.0009466870
## 133 0.000060749011 142 0.02571852 0.03351406 0.0009464756
## 134 0.000059814430 143 0.02565777 0.03347066 0.0009459850
## 135 0.000059193114 144 0.02559795 0.03343594 0.0009452806
## 136 0.000057976327 145 0.02553876 0.03340916 0.0009464544
## 137 0.000057734079 146 0.02548078 0.03335982 0.0009462482
## 138 0.000057125700 147 0.02542305 0.03335982 0.0009462482
## 139 0.000056627213 148 0.02536592 0.03338608 0.0009499569
## 140 0.000056282500 149 0.02530930 0.03333710 0.0009478295
## 141 0.000054743972 150 0.02525301 0.03322814 0.0009464637
## 142 0.000053770475 151 0.02519827 0.03315945 0.0009455405
## 143 0.000052384546 152 0.02514450 0.03311470 0.0009463555
## 144 0.000052203832 153 0.02509211 0.03298100 0.0009451262
## 145 0.000051204983 154 0.02503991 0.03293021 0.0009439307
## 146 0.000050944327 155 0.02498870 0.03292504 0.0009449138
## 147 0.000050813883 156 0.02493776 0.03290625 0.0009447167
## 148 0.000050506975 157 0.02488695 0.03288467 0.0009442006
## 149 0.000048372253 158 0.02483644 0.03275665 0.0009393966
## 150 0.000048303841 159 0.02478807 0.03275599 0.0009399575
## 151 0.000047162524 160 0.02473976 0.03273217 0.0009398788
## 152 0.000046664766 161 0.02469260 0.03269581 0.0009399684
## 153 0.000046457866 162 0.02464594 0.03266817 0.0009397473
## 154 0.000045455588 163 0.02459948 0.03262551 0.0009395145
## 155 0.000044948331 164 0.02455402 0.03266906 0.0009424406
## 156 0.000043980318 165 0.02450907 0.03258979 0.0009401585
## 157 0.000043739179 167 0.02442111 0.03252082 0.0009403062
## 158 0.000043564151 168 0.02437737 0.03250069 0.0009402691
## 159 0.000043276907 169 0.02433381 0.03248552 0.0009402002
## 160 0.000043217098 170 0.02429053 0.03247383 0.0009401555
## 161 0.000042615977 171 0.02424732 0.03247509 0.0009403843
## 162 0.000042502622 172 0.02420470 0.03246117 0.0009403749
## 163 0.000041649654 173 0.02416220 0.03244163 0.0009398997
## 164 0.000041629745 174 0.02412055 0.03238557 0.0009391784
## 165 0.000041330533 175 0.02407892 0.03238344 0.0009391702
## 166 0.000040192838 176 0.02403759 0.03239219 0.0009397195
## 167 0.000040009878 177 0.02399740 0.03229135 0.0009382000
## 168 0.000039970820 178 0.02395739 0.03226744 0.0009375547
## 169 0.000039601872 179 0.02391741 0.03226055 0.0009375597
## 170 0.000039517262 180 0.02387781 0.03224529 0.0009375131
## 171 0.000039139608 181 0.02383830 0.03222924 0.0009373893
## 172 0.000037683237 182 0.02379916 0.03216988 0.0009377928
## 173 0.000036671550 183 0.02376147 0.03212326 0.0009375772
## 174 0.000036418749 184 0.02372480 0.03211378 0.0009382496
## 175 0.000035333870 185 0.02368838 0.03207028 0.0009380901
## 176 0.000035082184 186 0.02365305 0.03200763 0.0009351821
## 177 0.000034877883 187 0.02361797 0.03198458 0.0009351296
## 178 0.000033684607 188 0.02358309 0.03194979 0.0009351511
## 179 0.000033615305 189 0.02354940 0.03195675 0.0009372580
## 180 0.000033229600 190 0.02351579 0.03192557 0.0009366895
## 181 0.000033192590 191 0.02348256 0.03191519 0.0009364762
## 182 0.000033097954 192 0.02344937 0.03192073 0.0009366987
## 183 0.000032726022 193 0.02341627 0.03191380 0.0009354612
## 184 0.000032603608 194 0.02338354 0.03188596 0.0009354639
## 185 0.000032086624 195 0.02335094 0.03185726 0.0009352936
## 186 0.000031262314 196 0.02331885 0.03181230 0.0009341623
## 187 0.000030730735 197 0.02328759 0.03174349 0.0009348351
## 188 0.000030670952 198 0.02325686 0.03180964 0.0009387526
## 189 0.000029833127 199 0.02322619 0.03176210 0.0009386777
## 190 0.000029632706 200 0.02319635 0.03177208 0.0009394720
## 191 0.000029557338 201 0.02316672 0.03176064 0.0009392251
## 192 0.000029456501 202 0.02313716 0.03177223 0.0009392824
## 193 0.000029407680 203 0.02310771 0.03177220 0.0009392853
## 194 0.000029398897 204 0.02307830 0.03177220 0.0009392853
## 195 0.000029345891 205 0.02304890 0.03176732 0.0009392794
## 196 0.000028888983 206 0.02301956 0.03176464 0.0009398371
## 197 0.000028516361 207 0.02299067 0.03170186 0.0009396243
## 198 0.000028494834 208 0.02296215 0.03167008 0.0009391634
## 199 0.000027662933 209 0.02293366 0.03164807 0.0009384987
## 200 0.000027588649 210 0.02290599 0.03161906 0.0009386046
## 201 0.000027191287 211 0.02287840 0.03158498 0.0009385172
## 202 0.000026060164 212 0.02285121 0.03156129 0.0009391062
## 203 0.000025710664 213 0.02282515 0.03147270 0.0009365857
## 204 0.000025619286 214 0.02279944 0.03146669 0.0009362765
## 205 0.000025536908 215 0.02277382 0.03146557 0.0009362580
## 206 0.000025221464 216 0.02274829 0.03143034 0.0009361081
## 207 0.000025012588 217 0.02272306 0.03142467 0.0009362609
## 208 0.000024805319 218 0.02269805 0.03140823 0.0009362197
## 209 0.000024746164 219 0.02267325 0.03140673 0.0009362538
## 210 0.000023415230 220 0.02264850 0.03134501 0.0009346136
## 211 0.000023363420 221 0.02262508 0.03130841 0.0009337556
## 212 0.000023118595 222 0.02260172 0.03131437 0.0009339072
## 213 0.000022891652 223 0.02257860 0.03133008 0.0009341958
## 214 0.000022883617 224 0.02255571 0.03133811 0.0009346883
## 215 0.000022704450 225 0.02253283 0.03133248 0.0009346895
## 216 0.000022669262 226 0.02251012 0.03132888 0.0009348330
## 217 0.000022471707 228 0.02246478 0.03131329 0.0009348087
## 218 0.000022332957 229 0.02244231 0.03130775 0.0009375705
## 219 0.000021870974 230 0.02241998 0.03126786 0.0009369871
## 220 0.000021867913 232 0.02237624 0.03125273 0.0009367058
## 221 0.000021514575 233 0.02235437 0.03125406 0.0009367335
## 222 0.000021392990 234 0.02233286 0.03125237 0.0009366100
## 223 0.000021326460 235 0.02231146 0.03124895 0.0009365901
## 224 0.000021134504 236 0.02229014 0.03122560 0.0009354437
## 225 0.000021099867 237 0.02226900 0.03120881 0.0009354008
## 226 0.000021083293 238 0.02224790 0.03120881 0.0009354008
## 227 0.000020842890 239 0.02222682 0.03121113 0.0009355717
## 228 0.000020562836 240 0.02220598 0.03117999 0.0009351652
## 229 0.000020389798 242 0.02216485 0.03119525 0.0009355006
## 230 0.000020154811 243 0.02214446 0.03116276 0.0009352002
## 231 0.000020147650 244 0.02212431 0.03116560 0.0009352107
## 232 0.000019999673 245 0.02210416 0.03115931 0.0009351927
## 233 0.000019908714 246 0.02208416 0.03114906 0.0009351643
## 234 0.000019836940 247 0.02206425 0.03111711 0.0009349999
## 235 0.000019565726 248 0.02204441 0.03112987 0.0009351043
## 236 0.000019030573 249 0.02202485 0.03110429 0.0009351779
## 237 0.000018701859 250 0.02200582 0.03107025 0.0009347959
## 238 0.000018599149 251 0.02198711 0.03104306 0.0009332668
## 239 0.000018475712 252 0.02196852 0.03102356 0.0009331676
## 240 0.000018440045 253 0.02195004 0.03097225 0.0009329639
## 241 0.000018397298 254 0.02193160 0.03096791 0.0009329317
## 242 0.000018105682 255 0.02191320 0.03095027 0.0009329163
## 243 0.000018092353 256 0.02189510 0.03092599 0.0009336242
## 244 0.000018031603 257 0.02187700 0.03092880 0.0009336826
## 245 0.000018016922 258 0.02185897 0.03092893 0.0009336257
## 246 0.000017736805 259 0.02184096 0.03093022 0.0009348979
## 247 0.000017703978 260 0.02182322 0.03091460 0.0009348920
## 248 0.000017567098 261 0.02180551 0.03091182 0.0009349503
## 249 0.000017414865 262 0.02178795 0.03089813 0.0009342347
## 250 0.000017148513 263 0.02177053 0.03086405 0.0009332149
## 251 0.000017014679 264 0.02175338 0.03085623 0.0009336960
## 252 0.000016909186 265 0.02173637 0.03083376 0.0009332285
## 253 0.000016795370 266 0.02171946 0.03082038 0.0009330658
## 254 0.000016662744 267 0.02170266 0.03079086 0.0009327588
## 255 0.000016357412 268 0.02168600 0.03075773 0.0009326130
## 256 0.000016189695 269 0.02166964 0.03074410 0.0009331726
## 257 0.000015942603 270 0.02165346 0.03073506 0.0009332387
## 258 0.000015916718 271 0.02163751 0.03072276 0.0009333191
## 259 0.000015851605 272 0.02162160 0.03072276 0.0009333191
## 260 0.000015821709 273 0.02160574 0.03072058 0.0009333221
## 261 0.000015769031 274 0.02158992 0.03071746 0.0009333184
## 262 0.000015721900 275 0.02157415 0.03071129 0.0009333259
## 263 0.000015287747 276 0.02155843 0.03073360 0.0009335963
## 264 0.000015286651 277 0.02154314 0.03071641 0.0009335466
## 265 0.000014931080 278 0.02152786 0.03071184 0.0009335438
## 266 0.000014675691 279 0.02151293 0.03068646 0.0009336968
## 267 0.000014673339 280 0.02149825 0.03067177 0.0009333207
## 268 0.000014468643 281 0.02148358 0.03065965 0.0009332749
## 269 0.000014283286 282 0.02146911 0.03065680 0.0009332840
## 270 0.000014253589 283 0.02145483 0.03065513 0.0009332526
## 271 0.000013948862 284 0.02144057 0.03063360 0.0009332111
## 272 0.000013543106 285 0.02142662 0.03063646 0.0009331695
## 273 0.000013176035 286 0.02141308 0.03057830 0.0009328042
## 274 0.000013146214 287 0.02139990 0.03056961 0.0009327437
## 275 0.000013006836 288 0.02138676 0.03056524 0.0009327473
## 276 0.000012985582 290 0.02136074 0.03054409 0.0009326676
## 277 0.000012949323 291 0.02134776 0.03054294 0.0009326707
## 278 0.000012905214 292 0.02133481 0.03054395 0.0009326712
## 279 0.000012762241 293 0.02132190 0.03054794 0.0009326628
## 280 0.000012241728 294 0.02130914 0.03053163 0.0009326330
## 281 0.000012175019 295 0.02129690 0.03051868 0.0009381426
## 282 0.000012155968 296 0.02128472 0.03052283 0.0009382002
## 283 0.000012151890 297 0.02127257 0.03052336 0.0009381977
## 284 0.000012108897 298 0.02126042 0.03052205 0.0009381994
## 285 0.000011837729 299 0.02124831 0.03051877 0.0009382967
## 286 0.000011571512 300 0.02123647 0.03050745 0.0009387020
## 287 0.000011562914 301 0.02122490 0.03049402 0.0009386287
## 288 0.000011135144 302 0.02121334 0.03047165 0.0009384445
## 289 0.000010926264 303 0.02120220 0.03043128 0.0009382616
## 290 0.000010872009 304 0.02119127 0.03043976 0.0009383086
## 291 0.000010862210 305 0.02118040 0.03044505 0.0009385930
## 292 0.000010827547 306 0.02116954 0.03044141 0.0009385404
## 293 0.000010793130 307 0.02115871 0.03042226 0.0009385005
## 294 0.000010734809 308 0.02114792 0.03041539 0.0009384658
## 295 0.000010658155 309 0.02113718 0.03041267 0.0009384574
## 296 0.000010546102 310 0.02112653 0.03042191 0.0009385559
## 297 0.000010421071 311 0.02111598 0.03040391 0.0009384949
## 298 0.000010393519 312 0.02110556 0.03040624 0.0009385075
## 299 0.000010380879 313 0.02109517 0.03040940 0.0009385246
## 300 0.000010294182 314 0.02108478 0.03040821 0.0009385204
## 301 0.000010272674 315 0.02107449 0.03040481 0.0009385086
## 302 0.000010230266 316 0.02106422 0.03041074 0.0009387189
## 303 0.000010224826 317 0.02105399 0.03040886 0.0009387356
## 304 0.000010188054 318 0.02104376 0.03040886 0.0009387356
## 305 0.000010076421 319 0.02103357 0.03039526 0.0009387090
## 306 0.000010056675 320 0.02102350 0.03038841 0.0009386368
## 307 0.000009987226 322 0.02100338 0.03037258 0.0009385283
## 308 0.000009838393 323 0.02099340 0.03037741 0.0009387338
## 309 0.000009834298 324 0.02098356 0.03037016 0.0009387378
## 310 0.000009825205 325 0.02097373 0.03036959 0.0009387358
## 311 0.000009773203 326 0.02096390 0.03035884 0.0009387013
## 312 0.000009762275 327 0.02095413 0.03034823 0.0009386504
## 313 0.000009693769 328 0.02094436 0.03033691 0.0009385515
## 314 0.000009572169 329 0.02093467 0.03033331 0.0009385684
## 315 0.000009538525 330 0.02092510 0.03032121 0.0009385633
## 316 0.000009487861 332 0.02090602 0.03031494 0.0009385661
## 317 0.000009485529 333 0.02089653 0.03031375 0.0009385675
## 318 0.000009462720 334 0.02088705 0.03031375 0.0009385675
## 319 0.000009345246 335 0.02087759 0.03030522 0.0009385524
## 320 0.000009262335 336 0.02086824 0.03029894 0.0009384471
## 321 0.000009247029 337 0.02085898 0.03029989 0.0009384806
## 322 0.000009187825 339 0.02084048 0.03029407 0.0009384825
## 323 0.000009169910 340 0.02083130 0.03028468 0.0009384630
## 324 0.000009158508 341 0.02082213 0.03028286 0.0009384611
## 325 0.000009092433 342 0.02081297 0.03027742 0.0009384489
## 326 0.000008991229 343 0.02080387 0.03026713 0.0009383633
## 327 0.000008969592 344 0.02079488 0.03025798 0.0009382808
## 328 0.000008933758 345 0.02078591 0.03025485 0.0009382833
## 329 0.000008898856 346 0.02077698 0.03025079 0.0009382844
## 330 0.000008746726 347 0.02076808 0.03024285 0.0009381317
## 331 0.000008232934 348 0.02075933 0.03022788 0.0009384188
## 332 0.000008141661 349 0.02075110 0.03021309 0.0009384125
## 333 0.000008053085 350 0.02074296 0.03021468 0.0009385005
## 334 0.000007957816 351 0.02073491 0.03020339 0.0009382756
## 335 0.000007803234 352 0.02072695 0.03021572 0.0009384513
## 336 0.000007714860 353 0.02071915 0.03020481 0.0009383313
## 337 0.000007703958 354 0.02071143 0.03020471 0.0009383338
## 338 0.000007516477 355 0.02070373 0.03020958 0.0009383526
## 339 0.000007372723 356 0.02069621 0.03018993 0.0009383303
## 340 0.000007365794 357 0.02068884 0.03019271 0.0009383432
## 341 0.000007359870 358 0.02068147 0.03019341 0.0009383435
## 342 0.000007305823 359 0.02067411 0.03019060 0.0009383419
## 343 0.000007228355 360 0.02066681 0.03018854 0.0009385243
## 344 0.000007092946 362 0.02065235 0.03018176 0.0009384504
## 345 0.000007058018 363 0.02064526 0.03016294 0.0009384208
## 346 0.000006981582 364 0.02063820 0.03016424 0.0009384436
## 347 0.000006942781 365 0.02063122 0.03016668 0.0009384452
## 348 0.000006864083 366 0.02062427 0.03016135 0.0009384449
## 349 0.000006812966 367 0.02061741 0.03015993 0.0009384412
## 350 0.000006791384 368 0.02061060 0.03015380 0.0009384457
## 351 0.000006750613 369 0.02060381 0.03015327 0.0009384520
## 352 0.000006700457 371 0.02059030 0.03015432 0.0009384513
## 353 0.000006605972 372 0.02058360 0.03014587 0.0009384494
## 354 0.000006443824 373 0.02057700 0.03013153 0.0009383855
## 355 0.000006431372 374 0.02057055 0.03012511 0.0009384168
## 356 0.000006416348 375 0.02056412 0.03012328 0.0009384185
## 357 0.000006362421 376 0.02055771 0.03012044 0.0009384184
## 358 0.000006342144 378 0.02054498 0.03011683 0.0009384133
## 359 0.000006321116 379 0.02053864 0.03011841 0.0009384167
## 360 0.000006316644 380 0.02053232 0.03011633 0.0009384187
## 361 0.000006251547 381 0.02052600 0.03011866 0.0009383926
## 362 0.000006140199 382 0.02051975 0.03012198 0.0009385346
## 363 0.000006056588 383 0.02051361 0.03011062 0.0009385291
## 364 0.000005918444 384 0.02050755 0.03009630 0.0009385372
## 365 0.000005901806 385 0.02050164 0.03009248 0.0009385329
## 366 0.000005859531 386 0.02049573 0.03008221 0.0009384879
## 367 0.000005844478 387 0.02048987 0.03007499 0.0009383701
## 368 0.000005815080 388 0.02048403 0.03007155 0.0009383528
## 369 0.000005800927 389 0.02047821 0.03006898 0.0009383473
## 370 0.000005689833 390 0.02047241 0.03006707 0.0009383625
## 371 0.000005683700 392 0.02046103 0.03006845 0.0009383785
## 372 0.000005683495 393 0.02045535 0.03006790 0.0009383792
## 373 0.000005638484 394 0.02044967 0.03006609 0.0009383599
## 374 0.000005631616 395 0.02044403 0.03005823 0.0009382792
## 375 0.000005600057 396 0.02043840 0.03006739 0.0009383096
## 376 0.000005532438 397 0.02043280 0.03006444 0.0009383088
## 377 0.000005458291 398 0.02042726 0.03006050 0.0009382896
## 378 0.000005445194 399 0.02042181 0.03005780 0.0009382902
## 379 0.000005410072 400 0.02041636 0.03005785 0.0009382962
## 380 0.000005403502 401 0.02041095 0.03005970 0.0009382977
## 381 0.000005387390 402 0.02040555 0.03005509 0.0009382968
## 382 0.000005385934 403 0.02040016 0.03005509 0.0009382968
## 383 0.000005269772 404 0.02039477 0.03004729 0.0009382058
## 384 0.000005251018 405 0.02038950 0.03004119 0.0009382082
## 385 0.000005219620 406 0.02038425 0.03004063 0.0009382132
## 386 0.000005158543 407 0.02037903 0.03003771 0.0009382140
## 387 0.000005099984 408 0.02037387 0.03003788 0.0009382170
## 388 0.000005049895 409 0.02036877 0.03003454 0.0009382361
## 389 0.000005039211 410 0.02036372 0.03002634 0.0009382399
## 390 0.000004982727 411 0.02035869 0.03002143 0.0009382380
## 391 0.000004971872 412 0.02035370 0.03002007 0.0009382436
## 392 0.000004922018 413 0.02034873 0.03001542 0.0009382450
## 393 0.000004836022 414 0.02034381 0.03002176 0.0009383148
## 394 0.000004832390 415 0.02033897 0.03002245 0.0009383141
## 395 0.000004785068 416 0.02033414 0.03001872 0.0009383081
## 396 0.000004712914 417 0.02032936 0.03000877 0.0009383043
## 397 0.000004688945 418 0.02032464 0.03000297 0.0009383119
## 398 0.000004684725 419 0.02031995 0.03000031 0.0009383106
## 399 0.000004680543 420 0.02031527 0.03000031 0.0009383106
## 400 0.000004673873 421 0.02031059 0.02999851 0.0009383106
## 401 0.000004650901 422 0.02030591 0.02999869 0.0009383135
## 402 0.000004616230 423 0.02030126 0.02999164 0.0009383212
## 403 0.000004609296 424 0.02029665 0.02999161 0.0009383213
## 404 0.000004547628 425 0.02029204 0.02998842 0.0009383368
## 405 0.000004546852 426 0.02028749 0.02998482 0.0009383405
## 406 0.000004546658 427 0.02028294 0.02998482 0.0009383405
## 407 0.000004542120 428 0.02027840 0.02998482 0.0009383405
## 408 0.000004496116 429 0.02027385 0.02998309 0.0009383405
## 409 0.000004457075 430 0.02026936 0.02997931 0.0009383448
## 410 0.000004398697 431 0.02026490 0.02998418 0.0009386304
## 411 0.000004378087 432 0.02026050 0.02998515 0.0009386303
## 412 0.000004354618 433 0.02025612 0.02998542 0.0009386383
## 413 0.000004321717 434 0.02025177 0.02998100 0.0009386429
## 414 0.000004318601 435 0.02024745 0.02998086 0.0009387131
## 415 0.000004300863 436 0.02024313 0.02998265 0.0009387113
## 416 0.000004155483 437 0.02023883 0.02996741 0.0009387208
## 417 0.000004124886 438 0.02023467 0.02995518 0.0009387072
## 418 0.000004036922 439 0.02023055 0.02995078 0.0009387187
## 419 0.000004024455 440 0.02022651 0.02994405 0.0009387161
## 420 0.000004012576 441 0.02022249 0.02994109 0.0009387162
## 421 0.000003972675 442 0.02021847 0.02994308 0.0009387231
## 422 0.000003945588 444 0.02021053 0.02994167 0.0009387273
## 423 0.000003867824 445 0.02020658 0.02994178 0.0009387271
## 424 0.000003848216 446 0.02020272 0.02993914 0.0009387213
## 425 0.000003822565 447 0.02019887 0.02993654 0.0009387244
## 426 0.000003777920 448 0.02019505 0.02993410 0.0009387282
## 427 0.000003717425 449 0.02019127 0.02992974 0.0009387381
## 428 0.000003633732 450 0.02018755 0.02992132 0.0009387081
## 429 0.000003579853 451 0.02018392 0.02991337 0.0009387096
## 430 0.000003571050 452 0.02018034 0.02991500 0.0009388445
## 431 0.000003510734 454 0.02017319 0.02990740 0.0009388202
## 432 0.000003501568 455 0.02016968 0.02990638 0.0009388170
## 433 0.000003498832 456 0.02016618 0.02990493 0.0009388171
## 434 0.000003493970 457 0.02016268 0.02990475 0.0009388173
## 435 0.000003489326 458 0.02015919 0.02990355 0.0009388117
## 436 0.000003477943 459 0.02015570 0.02990319 0.0009388094
## 437 0.000003472355 460 0.02015222 0.02990353 0.0009388090
## 438 0.000003423733 461 0.02014875 0.02991159 0.0009388138
## 439 0.000003411113 462 0.02014533 0.02991103 0.0009388169
## 440 0.000003398855 463 0.02014191 0.02990709 0.0009388180
## 441 0.000003370108 464 0.02013852 0.02990633 0.0009388164
## 442 0.000003332675 465 0.02013515 0.02989994 0.0009388060
## 443 0.000003331164 466 0.02013181 0.02989787 0.0009388057
## 444 0.000003318095 467 0.02012848 0.02990145 0.0009388030
## 445 0.000003291750 468 0.02012516 0.02989668 0.0009388105
## 446 0.000003290304 470 0.02011858 0.02989736 0.0009388110
## 447 0.000003280355 471 0.02011529 0.02989789 0.0009388177
## 448 0.000003251736 472 0.02011201 0.02989843 0.0009388208
## 449 0.000003210104 473 0.02010876 0.02989112 0.0009387815
## 450 0.000003194283 474 0.02010555 0.02988499 0.0009387820
## 451 0.000003127408 475 0.02010235 0.02988857 0.0009388131
## 452 0.000003122677 476 0.02009923 0.02988747 0.0009387983
## 453 0.000003110313 477 0.02009610 0.02988805 0.0009388118
## 454 0.000003101642 478 0.02009299 0.02988867 0.0009388131
## 455 0.000003075620 479 0.02008989 0.02988828 0.0009388162
## 456 0.000003047108 480 0.02008682 0.02988785 0.0009388131
## 457 0.000003004294 481 0.02008377 0.02988139 0.0009388157
## 458 0.000002981229 482 0.02008076 0.02988862 0.0009388447
## 459 0.000002977423 483 0.02007778 0.02988917 0.0009388446
## 460 0.000002958469 484 0.02007481 0.02988965 0.0009388458
## 461 0.000002932053 485 0.02007185 0.02988409 0.0009388491
## 462 0.000002932000 486 0.02006892 0.02988032 0.0009388495
## 463 0.000002908470 487 0.02006598 0.02988039 0.0009388509
## 464 0.000002872363 489 0.02006017 0.02987514 0.0009388445
## 465 0.000002861770 490 0.02005729 0.02987589 0.0009388451
## 466 0.000002850514 491 0.02005443 0.02987436 0.0009388435
## 467 0.000002807146 492 0.02005158 0.02987356 0.0009388615
## 468 0.000002772763 493 0.02004877 0.02986588 0.0009388509
## 469 0.000002768719 494 0.02004600 0.02986511 0.0009388488
## 470 0.000002745629 495 0.02004323 0.02986452 0.0009388498
## 471 0.000002715284 496 0.02004049 0.02986293 0.0009388515
## 472 0.000002704121 497 0.02003777 0.02986301 0.0009388515
## 473 0.000002687439 498 0.02003507 0.02986479 0.0009388523
## 474 0.000002678954 499 0.02003238 0.02986779 0.0009389410
## 475 0.000002676537 500 0.02002970 0.02986739 0.0009389417
## 476 0.000002636178 501 0.02002703 0.02986656 0.0009389399
## 477 0.000002630010 502 0.02002439 0.02986425 0.0009389406
## 478 0.000002616394 504 0.02001913 0.02986412 0.0009389408
## 479 0.000002587639 505 0.02001651 0.02985628 0.0009389043
## 480 0.000002572632 506 0.02001392 0.02985672 0.0009389042
## 481 0.000002569642 508 0.02000878 0.02985659 0.0009389050
## 482 0.000002551539 509 0.02000621 0.02985627 0.0009389062
## 483 0.000002545140 511 0.02000111 0.02985661 0.0009389057
## 484 0.000002521634 512 0.01999856 0.02985929 0.0009389126
## 485 0.000002520034 513 0.01999604 0.02985948 0.0009389130
## 486 0.000002516749 514 0.01999352 0.02985948 0.0009389130
## 487 0.000002470857 515 0.01999100 0.02985655 0.0009389159
## 488 0.000002452647 516 0.01998853 0.02985651 0.0009389241
## 489 0.000002430062 517 0.01998608 0.02985696 0.0009389275
## 490 0.000002423644 518 0.01998365 0.02985833 0.0009389296
## 491 0.000002397814 519 0.01998123 0.02986007 0.0009389308
## 492 0.000002386178 520 0.01997883 0.02986055 0.0009389403
## 493 0.000002375383 521 0.01997644 0.02986194 0.0009389473
## 494 0.000002360912 522 0.01997407 0.02986047 0.0009389480
## 495 0.000002344416 523 0.01997171 0.02986115 0.0009389509
## 496 0.000002343433 524 0.01996936 0.02985896 0.0009389396
## 497 0.000002324461 525 0.01996702 0.02985902 0.0009389392
## 498 0.000002312696 526 0.01996469 0.02985733 0.0009389177
## 499 0.000002311052 528 0.01996007 0.02985310 0.0009389122
## 500 0.000002276288 529 0.01995776 0.02985337 0.0009389117
## 501 0.000002261779 530 0.01995548 0.02984858 0.0009389136
## 502 0.000002243396 531 0.01995322 0.02984909 0.0009389194
## 503 0.000002229154 532 0.01995098 0.02984769 0.0009389252
## 504 0.000002216811 533 0.01994875 0.02984693 0.0009389262
## 505 0.000002205370 534 0.01994653 0.02984538 0.0009389284
## 506 0.000002187141 535 0.01994432 0.02984085 0.0009389305
## 507 0.000002185111 536 0.01994214 0.02983937 0.0009389285
## 508 0.000002183959 537 0.01993995 0.02983937 0.0009389285
## 509 0.000002156827 538 0.01993777 0.02983820 0.0009389312
## 510 0.000002154962 539 0.01993561 0.02983871 0.0009389308
## 511 0.000002153575 540 0.01993346 0.02983871 0.0009389308
## 512 0.000002150350 541 0.01993130 0.02983871 0.0009389308
## 513 0.000002020828 542 0.01992915 0.02983386 0.0009389378
## 514 0.000001957416 543 0.01992713 0.02983088 0.0009389327
## 515 0.000001954542 544 0.01992517 0.02982867 0.0009389330
## 516 0.000001947401 545 0.01992322 0.02982783 0.0009389312
## 517 0.000001940688 546 0.01992127 0.02982719 0.0009389323
## 518 0.000001939488 547 0.01991933 0.02982673 0.0009389329
## 519 0.000001898299 548 0.01991739 0.02982396 0.0009388455
## 520 0.000001893746 550 0.01991360 0.02982014 0.0009388499
## 521 0.000001869446 551 0.01991170 0.02981784 0.0009388509
## 522 0.000001866329 552 0.01990983 0.02981660 0.0009388511
## 523 0.000001843665 553 0.01990797 0.02981287 0.0009388481
## 524 0.000001837229 554 0.01990612 0.02981210 0.0009388473
## 525 0.000001835924 555 0.01990428 0.02981190 0.0009388476
## 526 0.000001820428 556 0.01990245 0.02981259 0.0009388467
## 527 0.000001806560 557 0.01990063 0.02981383 0.0009388457
## 528 0.000001801362 558 0.01989882 0.02981036 0.0009388474
## 529 0.000001778051 559 0.01989702 0.02980832 0.0009388480
## 530 0.000001770584 560 0.01989524 0.02980706 0.0009388682
## 531 0.000001727288 561 0.01989347 0.02980506 0.0009388777
## 532 0.000001720615 562 0.01989174 0.02980245 0.0009388735
## 533 0.000001699784 563 0.01989002 0.02980217 0.0009388740
## 534 0.000001698630 564 0.01988832 0.02980359 0.0009388742
## 535 0.000001692958 565 0.01988663 0.02980302 0.0009388752
## 536 0.000001671492 566 0.01988493 0.02980350 0.0009388769
## 537 0.000001669281 567 0.01988326 0.02980430 0.0009388786
## 538 0.000001667553 569 0.01987992 0.02980430 0.0009388786
## 539 0.000001655457 570 0.01987826 0.02980407 0.0009388790
## 540 0.000001654662 571 0.01987660 0.02980321 0.0009388801
## 541 0.000001648266 572 0.01987495 0.02980277 0.0009388809
## 542 0.000001635950 573 0.01987330 0.02980257 0.0009388812
## 543 0.000001632830 574 0.01987166 0.02980078 0.0009388715
## 544 0.000001596192 575 0.01987003 0.02980014 0.0009388772
## 545 0.000001552766 576 0.01986843 0.02979732 0.0009388803
## 546 0.000001550847 577 0.01986688 0.02979450 0.0009388837
## 547 0.000001540314 578 0.01986533 0.02979498 0.0009388831
## 548 0.000001536235 579 0.01986379 0.02979488 0.0009388822
## 549 0.000001518859 580 0.01986225 0.02979699 0.0009388943
## 550 0.000001515160 581 0.01986073 0.02979610 0.0009388953
## 551 0.000001512657 582 0.01985922 0.02979507 0.0009388939
## 552 0.000001511411 583 0.01985770 0.02979497 0.0009388948
## 553 0.000001508531 584 0.01985619 0.02979462 0.0009388954
## 554 0.000001502689 585 0.01985469 0.02979412 0.0009388962
## 555 0.000001491838 586 0.01985318 0.02979337 0.0009387942
## 556 0.000001482174 587 0.01985169 0.02979264 0.0009387943
## 557 0.000001480876 588 0.01985021 0.02979270 0.0009387942
## 558 0.000001480744 589 0.01984873 0.02979270 0.0009387942
## 559 0.000001477725 590 0.01984725 0.02979594 0.0009388142
## 560 0.000001470707 591 0.01984577 0.02979454 0.0009387999
## 561 0.000001468280 592 0.01984430 0.02979405 0.0009388007
## 562 0.000001463614 595 0.01983989 0.02979263 0.0009388021
## 563 0.000001435447 596 0.01983843 0.02979066 0.0009388062
## 564 0.000001407306 597 0.01983699 0.02978791 0.0009388072
## 565 0.000001401505 598 0.01983559 0.02978664 0.0009388083
## 566 0.000001398716 599 0.01983419 0.02978809 0.0009388093
## 567 0.000001386897 600 0.01983279 0.02978808 0.0009388096
## 568 0.000001380173 602 0.01983001 0.02978838 0.0009388101
## 569 0.000001377030 603 0.01982863 0.02978809 0.0009388106
## 570 0.000001375850 604 0.01982726 0.02978756 0.0009388112
## 571 0.000001370781 605 0.01982588 0.02978752 0.0009388112
## 572 0.000001362258 606 0.01982451 0.02978777 0.0009388109
## 573 0.000001360600 607 0.01982315 0.02978704 0.0009388118
## 574 0.000001360321 608 0.01982179 0.02978704 0.0009388118
## 575 0.000001344682 609 0.01982043 0.02978502 0.0009388127
## 576 0.000001323676 610 0.01981908 0.02978602 0.0009388116
## 577 0.000001301576 612 0.01981643 0.02978344 0.0009387986
## 578 0.000001295067 613 0.01981513 0.02978189 0.0009388005
## 579 0.000001285307 614 0.01981384 0.02978063 0.0009388021
## 580 0.000001275173 615 0.01981255 0.02977772 0.0009388058
## 581 0.000001271731 616 0.01981128 0.02977716 0.0009388068
## 582 0.000001265195 617 0.01981001 0.02977724 0.0009388065
## 583 0.000001260173 619 0.01980747 0.02977666 0.0009388074
## 584 0.000001236962 620 0.01980621 0.02977536 0.0009388092
## 585 0.000001233545 622 0.01980374 0.02977348 0.0009388119
## 586 0.000001218944 623 0.01980251 0.02977221 0.0009388131
## 587 0.000001190843 624 0.01980129 0.02977025 0.0009388168
## 588 0.000001190008 625 0.01980010 0.02976681 0.0009388196
## 589 0.000001177512 626 0.01979891 0.02976648 0.0009388201
## 590 0.000001161432 627 0.01979773 0.02976457 0.0009388225
## 591 0.000001129765 628 0.01979657 0.02976017 0.0009388273
## 592 0.000001090507 629 0.01979544 0.02975738 0.0009388321
## 593 0.000001080718 630 0.01979435 0.02975369 0.0009388341
## 594 0.000001054514 631 0.01979327 0.02975569 0.0009388291
## 595 0.000001053058 632 0.01979221 0.02975027 0.0009388268
## 596 0.000001049341 633 0.01979116 0.02974925 0.0009388262
## 597 0.000001046467 634 0.01979011 0.02974871 0.0009388271
## 598 0.000001040163 636 0.01978802 0.02974782 0.0009388282
## 599 0.000001034285 637 0.01978698 0.02974724 0.0009388282
## 600 0.000001022831 638 0.01978594 0.02974545 0.0009388255
## 601 0.000001017465 639 0.01978492 0.02974520 0.0009388262
## 602 0.000001012902 640 0.01978390 0.02974535 0.0009388259
## 603 0.000001009868 641 0.01978289 0.02974473 0.0009388269
## 604 0.000001000000 642 0.01978188 0.02974484 0.0009388281
##
## Variable importance
## objetosc szerokosc karaty karat2 dlugosc glebokosc_mm
## 17 17 16 16 16 16
## klarownosc kolor
## 1 1
##
## Node number 1: 19972 observations, complexity param=0.610263
## mean=3927.931, MSE=1.580551e+07
## left son=2 (13047 obs) right son=3 (6925 obs)
## Primary splits:
## objetosc < 157.7374 to the left, improve=0.6102630, (0 missing)
## karaty < 0.985 to the left, improve=0.6089301, (0 missing)
## karat2 < 0.97025 to the left, improve=0.6089301, (0 missing)
## szerokosc < 6.305 to the left, improve=0.6071759, (0 missing)
## dlugosc < 6.325 to the left, improve=0.6036965, (0 missing)
## Surrogate splits:
## karaty < 0.975 to the left, agree=0.989, adj=0.969, (0 split)
## karat2 < 0.95065 to the left, agree=0.989, adj=0.969, (0 split)
## szerokosc < 6.295 to the left, agree=0.987, adj=0.961, (0 split)
## dlugosc < 6.285 to the left, agree=0.986, adj=0.960, (0 split)
## glebokosc_mm < 3.905 to the left, agree=0.974, adj=0.924, (0 split)
##
## Node number 2: 13047 observations, complexity param=0.03722096
## mean=1665.281, MSE=1363846
## left son=4 (9275 obs) right son=5 (3772 obs)
## Primary splits:
## szerokosc < 5.535 to the left, improve=0.6603003, (0 missing)
## karaty < 0.615 to the left, improve=0.6598974, (0 missing)
## karat2 < 0.37825 to the left, improve=0.6598974, (0 missing)
## objetosc < 100.1309 to the left, improve=0.6594631, (0 missing)
## dlugosc < 5.485 to the left, improve=0.6584049, (0 missing)
## Surrogate splits:
## objetosc < 104.8558 to the left, agree=0.993, adj=0.977, (0 split)
## dlugosc < 5.535 to the left, agree=0.992, adj=0.973, (0 split)
## karaty < 0.635 to the left, agree=0.992, adj=0.972, (0 split)
## karat2 < 0.40325 to the left, agree=0.992, adj=0.972, (0 split)
## glebokosc_mm < 3.395 to the left, agree=0.984, adj=0.945, (0 split)
##
## Node number 3: 6925 observations, complexity param=0.178185
## mean=8190.861, MSE=1.519614e+07
## left son=6 (4691 obs) right son=7 (2234 obs)
## Primary splits:
## szerokosc < 7.205 to the left, improve=0.5345005, (0 missing)
## objetosc < 234.7134 to the left, improve=0.5291869, (0 missing)
## dlugosc < 7.245 to the left, improve=0.5248099, (0 missing)
## karaty < 1.495 to the left, improve=0.5215201, (0 missing)
## karat2 < 2.23505 to the left, improve=0.5215201, (0 missing)
## Surrogate splits:
## objetosc < 234.3115 to the left, agree=0.986, adj=0.955, (0 split)
## dlugosc < 7.175 to the left, agree=0.982, adj=0.945, (0 split)
## karaty < 1.455 to the left, agree=0.978, adj=0.931, (0 split)
## karat2 < 2.11705 to the left, agree=0.978, adj=0.931, (0 split)
## glebokosc_mm < 4.405 to the left, agree=0.963, adj=0.885, (0 split)
##
## Node number 4: 9275 observations, complexity param=0.005027971
## mean=1060.104, MSE=276128.2
## left son=8 (6457 obs) right son=9 (2818 obs)
## Primary splits:
## objetosc < 75.9503 to the left, improve=0.6197238, (0 missing)
## dlugosc < 4.965 to the left, improve=0.6187374, (0 missing)
## szerokosc < 4.985 to the left, improve=0.6183476, (0 missing)
## karaty < 0.455 to the left, improve=0.6175582, (0 missing)
## karat2 < 0.20705 to the left, improve=0.6175582, (0 missing)
## Surrogate splits:
## karaty < 0.465 to the left, agree=0.995, adj=0.985, (0 split)
## karat2 < 0.21625 to the left, agree=0.995, adj=0.985, (0 split)
## dlugosc < 4.965 to the left, agree=0.994, adj=0.979, (0 split)
## szerokosc < 4.965 to the left, agree=0.991, adj=0.971, (0 split)
## glebokosc_mm < 3.055 to the left, agree=0.988, adj=0.960, (0 split)
##
## Node number 5: 3772 observations, complexity param=0.004558879
## mean=3153.356, MSE=923532
## left son=10 (2613 obs) right son=11 (1159 obs)
## Primary splits:
## karaty < 0.895 to the left, improve=0.4131089, (0 missing)
## karat2 < 0.80105 to the left, improve=0.4131089, (0 missing)
## objetosc < 140.1096 to the left, improve=0.4106072, (0 missing)
## szerokosc < 5.985 to the left, improve=0.3922067, (0 missing)
## dlugosc < 6.035 to the left, improve=0.3848079, (0 missing)
## Surrogate splits:
## karat2 < 0.80105 to the left, agree=1.000, adj=1.000, (0 split)
## objetosc < 138.9413 to the left, agree=0.983, adj=0.943, (0 split)
## glebokosc_mm < 3.755 to the left, agree=0.958, adj=0.862, (0 split)
## dlugosc < 6.045 to the left, agree=0.955, adj=0.854, (0 split)
## szerokosc < 6.055 to the left, agree=0.940, adj=0.803, (0 split)
##
## Node number 6: 4691 observations, complexity param=0.02619379
## mean=6224.11, MSE=4753345
## left son=12 (2581 obs) right son=13 (2110 obs)
## Primary splits:
## klarownosc splits as LLLRRRRR, improve=0.3708204, (0 missing)
## szerokosc < 6.745 to the left, improve=0.1104210, (0 missing)
## kolor splits as LLLRRRR, improve=0.1042256, (0 missing)
## objetosc < 194.4952 to the left, improve=0.1038016, (0 missing)
## dlugosc < 6.755 to the left, improve=0.0979407, (0 missing)
## Surrogate splits:
## szerokosc < 6.825 to the left, agree=0.561, adj=0.023, (0 split)
## czubek_a_najszerszy < 54.95 to the right, agree=0.556, adj=0.014, (0 split)
## gestosc < 0.005998218 to the right, agree=0.556, adj=0.012, (0 split)
## objetosc < 199.45 to the left, agree=0.551, adj=0.002, (0 split)
## glebokosc < 56.15 to the right, agree=0.551, adj=0.001, (0 split)
##
## Node number 7: 2234 observations, complexity param=0.02650038
## mean=12320.69, MSE=1.194632e+07
## left son=14 (1515 obs) right son=15 (719 obs)
## Primary splits:
## szerokosc < 7.925 to the left, improve=0.3134475, (0 missing)
## dlugosc < 7.845 to the left, improve=0.2959595, (0 missing)
## objetosc < 303.5543 to the left, improve=0.2949312, (0 missing)
## karaty < 1.915 to the left, improve=0.2918614, (0 missing)
## karat2 < 3.66725 to the left, improve=0.2918614, (0 missing)
## Surrogate splits:
## objetosc < 315.2315 to the left, agree=0.977, adj=0.929, (0 split)
## dlugosc < 7.915 to the left, agree=0.974, adj=0.921, (0 split)
## karaty < 1.925 to the left, agree=0.966, adj=0.896, (0 split)
## karat2 < 3.70565 to the left, agree=0.966, adj=0.896, (0 split)
## glebokosc_mm < 4.855 to the left, agree=0.944, adj=0.826, (0 split)
##
## Node number 8: 6457 observations, complexity param=0.0002966347
## mean=786.8233, MSE=53952.22
## left son=16 (4337 obs) right son=17 (2120 obs)
## Primary splits:
## dlugosc < 4.625 to the left, improve=0.2687892, (0 missing)
## karaty < 0.375 to the left, improve=0.2632082, (0 missing)
## karat2 < 0.14065 to the left, improve=0.2632082, (0 missing)
## objetosc < 60.28839 to the left, improve=0.2625966, (0 missing)
## szerokosc < 4.625 to the left, improve=0.2511020, (0 missing)
## Surrogate splits:
## objetosc < 60.96903 to the left, agree=0.978, adj=0.932, (0 split)
## karaty < 0.375 to the left, agree=0.973, adj=0.918, (0 split)
## karat2 < 0.14065 to the left, agree=0.973, adj=0.918, (0 split)
## szerokosc < 4.635 to the left, agree=0.972, adj=0.916, (0 split)
## glebokosc_mm < 2.845 to the left, agree=0.948, adj=0.843, (0 split)
##
## Node number 9: 2818 observations, complexity param=0.0005898297
## mean=1686.285, MSE=221984.2
## left son=18 (2262 obs) right son=19 (556 obs)
## Primary splits:
## klarownosc splits as LLLLLRRR, improve=0.29764160, (0 missing)
## objetosc < 89.96932 to the left, improve=0.09910542, (0 missing)
## szerokosc < 5.265 to the left, improve=0.09650371, (0 missing)
## dlugosc < 5.245 to the left, improve=0.09400760, (0 missing)
## karaty < 0.555 to the left, improve=0.08960988, (0 missing)
## Surrogate splits:
## objetosc < 76.17097 to the right, agree=0.804, adj=0.005, (0 split)
## czubek_a_najszerszy < 65.5 to the left, agree=0.803, adj=0.004, (0 split)
##
## Node number 10: 2613 observations, complexity param=0.0005368848
## mean=2741.988, MSE=401073.5
## left son=20 (1259 obs) right son=21 (1354 obs)
## Primary splits:
## klarownosc splits as LLLRRRRR, improve=0.16171410, (0 missing)
## kolor splits as LLLRRRR, improve=0.13627500, (0 missing)
## objetosc < 118.0065 to the left, improve=0.09975502, (0 missing)
## szerokosc < 5.775 to the left, improve=0.09919182, (0 missing)
## karaty < 0.735 to the left, improve=0.08192461, (0 missing)
## Surrogate splits:
## karaty < 0.745 to the right, agree=0.558, adj=0.083, (0 split)
## dlugosc < 5.875 to the right, agree=0.558, adj=0.083, (0 split)
## karat2 < 0.55505 to the right, agree=0.558, adj=0.083, (0 split)
## objetosc < 121.5324 to the right, agree=0.554, adj=0.075, (0 split)
## glebokosc_mm < 3.605 to the right, agree=0.553, adj=0.071, (0 split)
##
## Node number 11: 1159 observations, complexity param=0.0006119672
## mean=4080.796, MSE=859764.3
## left son=22 (372 obs) right son=23 (787 obs)
## Primary splits:
## klarownosc splits as LLRRRRRR, improve=0.19386320, (0 missing)
## kolor splits as LLRRRRR, improve=0.08679642, (0 missing)
## szerokosc < 6.075 to the left, improve=0.06350206, (0 missing)
## karaty < 0.995 to the left, improve=0.05749726, (0 missing)
## karat2 < 0.99005 to the left, improve=0.05749726, (0 missing)
## Surrogate splits:
## glebokosc < 67.25 to the right, agree=0.684, adj=0.016, (0 split)
## czubek_a_najszerszy < 53.5 to the left, agree=0.683, adj=0.013, (0 split)
## glebokosc_procent < 1.214545 to the right, agree=0.682, adj=0.011, (0 split)
## szerokosc < 5.91 to the left, agree=0.682, adj=0.008, (0 split)
## dlugosc < 5.975 to the left, agree=0.681, adj=0.005, (0 split)
##
## Node number 12: 2581 observations, complexity param=0.002996848
## mean=5023.702, MSE=1405681
## left son=24 (1872 obs) right son=25 (709 obs)
## Primary splits:
## karaty < 1.195 to the left, improve=0.2607474, (0 missing)
## karat2 < 1.42805 to the left, improve=0.2607474, (0 missing)
## objetosc < 195.9193 to the left, improve=0.2560587, (0 missing)
## szerokosc < 6.745 to the left, improve=0.2424985, (0 missing)
## dlugosc < 6.775 to the left, improve=0.2313560, (0 missing)
## Surrogate splits:
## karat2 < 1.42805 to the left, agree=1.000, adj=1.000, (0 split)
## objetosc < 192.1006 to the left, agree=0.959, adj=0.852, (0 split)
## glebokosc_mm < 4.185 to the left, agree=0.934, adj=0.760, (0 split)
## dlugosc < 6.765 to the left, agree=0.929, adj=0.743, (0 split)
## szerokosc < 6.785 to the left, agree=0.926, adj=0.732, (0 split)
##
## Node number 13: 2110 observations, complexity param=0.009972067
## mean=7692.475, MSE=4929549
## left son=26 (1559 obs) right son=27 (551 obs)
## Primary splits:
## klarownosc splits as LLLLLRRR, improve=0.30263950, (0 missing)
## kolor splits as LLLRRRR, improve=0.23885170, (0 missing)
## szerokosc < 6.685 to the left, improve=0.10781220, (0 missing)
## objetosc < 180.9802 to the left, improve=0.09691962, (0 missing)
## dlugosc < 6.755 to the left, improve=0.09410016, (0 missing)
## Surrogate splits:
## gestosc < 0.005919545 to the right, agree=0.740, adj=0.004, (0 split)
## glebokosc < 56.9 to the right, agree=0.739, adj=0.002, (0 split)
## glebokosc_mm < 3.775 to the right, agree=0.739, adj=0.002, (0 split)
## glebokosc_procent < 0.9015873 to the right, agree=0.739, adj=0.002, (0 split)
##
## Node number 14: 1515 observations, complexity param=0.009694539
## mean=10987.6, MSE=8814634
## left son=28 (790 obs) right son=29 (725 obs)
## Primary splits:
## klarownosc splits as LLLRRRRR, improve=0.22625660, (0 missing)
## kolor splits as LLLRRRR, improve=0.20002980, (0 missing)
## szerokosc < 7.525 to the left, improve=0.05384935, (0 missing)
## objetosc < 264.2627 to the left, improve=0.05000658, (0 missing)
## karaty < 1.665 to the left, improve=0.04205733, (0 missing)
## Surrogate splits:
## kolor splits as RRRRLLL, agree=0.580, adj=0.123, (0 split)
## ciecie splits as LLLRR, agree=0.553, adj=0.066, (0 split)
## czy_premium < 0.5 to the left, agree=0.553, adj=0.066, (0 split)
## gestosc < 0.00619044 to the right, agree=0.552, adj=0.063, (0 split)
## glebokosc < 62.65 to the right, agree=0.539, adj=0.037, (0 split)
##
## Node number 15: 719 observations, complexity param=0.003798589
## mean=15129.62, MSE=6910428
## left son=30 (28 obs) right son=31 (691 obs)
## Primary splits:
## klarownosc splits as LRRRRRRR, improve=0.24133400, (0 missing)
## kolor splits as LRRRRRR, improve=0.09288519, (0 missing)
## ciecie splits as LRRRR, improve=0.08447900, (0 missing)
## glebokosc < 64.05 to the right, improve=0.07770996, (0 missing)
## gestosc < 0.006401239 to the right, improve=0.03805373, (0 missing)
## Surrogate splits:
## glebokosc < 65.05 to the right, agree=0.971, adj=0.250, (0 split)
## glebokosc_mm < 5.815 to the right, agree=0.965, adj=0.107, (0 split)
## karaty < 3.075 to the right, agree=0.964, adj=0.071, (0 split)
## glebokosc_procent < 1.210815 to the right, agree=0.964, adj=0.071, (0 split)
## karat2 < 9.45685 to the right, agree=0.964, adj=0.071, (0 split)
##
## Node number 16: 4337 observations, complexity param=0.00007515863
## mean=702.6288, MSE=34976.54
## left son=32 (3377 obs) right son=33 (960 obs)
## Primary splits:
## klarownosc splits as LLLLLLRR, improve=0.1564021, (0 missing)
## dlugosc < 4.295 to the left, improve=0.1482067, (0 missing)
## objetosc < 48.6349 to the left, improve=0.1242810, (0 missing)
## karaty < 0.295 to the left, improve=0.1229199, (0 missing)
## karat2 < 0.08705 to the left, improve=0.1229199, (0 missing)
##
## Node number 17: 2120 observations, complexity param=0.00009890479
## mean=959.0646, MSE=48602.95
## left son=34 (1514 obs) right son=35 (606 obs)
## Primary splits:
## klarownosc splits as LLLLLRRR, improve=0.30300440, (0 missing)
## kolor splits as LLLRRRR, improve=0.07762988, (0 missing)
## dlugosc < 4.755 to the left, improve=0.07493877, (0 missing)
## ciecie splits as LLLRR, improve=0.05171314, (0 missing)
## czy_premium < 0.5 to the left, improve=0.05171314, (0 missing)
## Surrogate splits:
## gestosc < 0.005773714 to the right, agree=0.716, adj=0.005, (0 split)
## glebokosc < 55.25 to the right, agree=0.715, adj=0.003, (0 split)
## glebokosc_procent < 0.8921627 to the right, agree=0.715, adj=0.003, (0 split)
## czubek_a_najszerszy < 63.5 to the left, agree=0.715, adj=0.002, (0 split)
## glebokosc_mm < 2.635 to the right, agree=0.715, adj=0.002, (0 split)
##
## Node number 18: 2262 observations, complexity param=0.0002324479
## mean=1558.847, MSE=119576.1
## left son=36 (978 obs) right son=37 (1284 obs)
## Primary splits:
## klarownosc splits as LLLRRRRR, improve=0.2712806, (0 missing)
## dlugosc < 5.245 to the left, improve=0.1204388, (0 missing)
## kolor splits as LLLRRRR, improve=0.1196168, (0 missing)
## objetosc < 89.98339 to the left, improve=0.1195082, (0 missing)
## karaty < 0.535 to the left, improve=0.1098376, (0 missing)
## Surrogate splits:
## glebokosc < 62.95 to the right, agree=0.603, adj=0.083, (0 split)
## gestosc < 0.006227224 to the right, agree=0.600, adj=0.075, (0 split)
## ciecie splits as LLRRR, agree=0.593, adj=0.059, (0 split)
## szerokosc < 5.075 to the left, agree=0.588, adj=0.048, (0 split)
## objetosc < 81.01661 to the left, agree=0.588, adj=0.046, (0 split)
##
## Node number 19: 556 observations, complexity param=0.0001549933
## mean=2204.746, MSE=303741.3
## left son=38 (504 obs) right son=39 (52 obs)
## Primary splits:
## kolor splits as LLLLLLR, improve=0.2897105, (0 missing)
## objetosc < 90.37945 to the left, improve=0.1521225, (0 missing)
## karaty < 0.555 to the left, improve=0.1422967, (0 missing)
## karat2 < 0.30805 to the left, improve=0.1422967, (0 missing)
## szerokosc < 5.265 to the left, improve=0.1417798, (0 missing)
##
## Node number 20: 1259 observations, complexity param=0.0002091101
## mean=2477.879, MSE=239076.9
## left son=40 (824 obs) right son=41 (435 obs)
## Primary splits:
## objetosc < 121.5826 to the left, improve=0.2193016, (0 missing)
## szerokosc < 5.825 to the left, improve=0.2133581, (0 missing)
## karaty < 0.745 to the left, improve=0.2027941, (0 missing)
## karat2 < 0.55505 to the left, improve=0.2027941, (0 missing)
## dlugosc < 5.895 to the left, improve=0.1776327, (0 missing)
## Surrogate splits:
## karaty < 0.745 to the left, agree=0.954, adj=0.867, (0 split)
## karat2 < 0.55505 to the left, agree=0.954, adj=0.867, (0 split)
## szerokosc < 5.825 to the left, agree=0.914, adj=0.752, (0 split)
## dlugosc < 5.845 to the left, agree=0.909, adj=0.738, (0 split)
## glebokosc_mm < 3.605 to the left, agree=0.874, adj=0.634, (0 split)
##
## Node number 21: 1354 observations, complexity param=0.0004550655
## mean=2987.566, MSE=426536.3
## left son=42 (449 obs) right son=43 (905 obs)
## Primary splits:
## kolor splits as LLLRRRR, improve=0.24873070, (0 missing)
## objetosc < 115.5501 to the left, improve=0.11318210, (0 missing)
## szerokosc < 5.775 to the left, improve=0.11154440, (0 missing)
## karaty < 0.725 to the left, improve=0.09468168, (0 missing)
## karat2 < 0.52565 to the left, improve=0.09468168, (0 missing)
## Surrogate splits:
## karaty < 0.855 to the right, agree=0.672, adj=0.011, (0 split)
## objetosc < 134.2684 to the right, agree=0.672, adj=0.011, (0 split)
## glebokosc_procent < 0.8368697 to the left, agree=0.672, adj=0.011, (0 split)
## karat2 < 0.73105 to the right, agree=0.672, adj=0.011, (0 split)
## czubek_a_najszerszy < 66 to the right, agree=0.671, adj=0.009, (0 split)
##
## Node number 22: 372 observations, complexity param=0.0001319743
## mean=3486.978, MSE=312344.3
## left son=44 (26 obs) right son=45 (346 obs)
## Primary splits:
## klarownosc splits as LRRRRRRR, improve=0.3585444, (0 missing)
## kolor splits as LLLLRRR, improve=0.1602756, (0 missing)
## szerokosc < 6.165 to the left, improve=0.1523956, (0 missing)
## ciecie splits as LRRRR, improve=0.1266644, (0 missing)
## glebokosc < 65.95 to the right, improve=0.0861251, (0 missing)
##
## Node number 23: 787 observations, complexity param=0.0003698663
## mean=4361.483, MSE=873057.8
## left son=46 (253 obs) right son=47 (534 obs)
## Primary splits:
## kolor splits as LLLRRRR, improve=0.16992490, (0 missing)
## klarownosc splits as LLLLLRRR, improve=0.12256920, (0 missing)
## karaty < 0.995 to the left, improve=0.11130470, (0 missing)
## karat2 < 0.99005 to the left, improve=0.11130470, (0 missing)
## objetosc < 154.168 to the left, improve=0.08707058, (0 missing)
## Surrogate splits:
## dlugosc < 5.985 to the left, agree=0.681, adj=0.008, (0 split)
## objetosc < 134.9563 to the left, agree=0.680, adj=0.004, (0 split)
##
## Node number 24: 1872 observations, complexity param=0.0009593248
## mean=4651.119, MSE=614817.7
## left son=48 (944 obs) right son=49 (928 obs)
## Primary splits:
## klarownosc splits as LLRRRRRR, improve=0.26311370, (0 missing)
## kolor splits as LLRRRRR, improve=0.09462504, (0 missing)
## objetosc < 172.2002 to the left, improve=0.05913782, (0 missing)
## szerokosc < 6.595 to the left, improve=0.05472152, (0 missing)
## karaty < 1.065 to the left, improve=0.04832921, (0 missing)
## Surrogate splits:
## kolor splits as RRRLLLL, agree=0.559, adj=0.110, (0 split)
## karaty < 1.015 to the right, agree=0.531, adj=0.054, (0 split)
## karat2 < 1.03025 to the right, agree=0.531, adj=0.054, (0 split)
## objetosc < 165.9726 to the right, agree=0.528, adj=0.048, (0 split)
## glebokosc < 61.75 to the left, agree=0.527, adj=0.045, (0 split)
##
## Node number 25: 709 observations, complexity param=0.0008100287
## mean=6007.449, MSE=2159542
## left son=50 (377 obs) right son=51 (332 obs)
## Primary splits:
## klarownosc splits as LLRRRRRR, improve=0.1593601, (0 missing)
## karaty < 1.395 to the left, improve=0.1546834, (0 missing)
## karat2 < 1.94605 to the left, improve=0.1546834, (0 missing)
## objetosc < 222.157 to the left, improve=0.1387799, (0 missing)
## szerokosc < 7.055 to the left, improve=0.1365254, (0 missing)
## Surrogate splits:
## kolor splits as RRLLLLL, agree=0.570, adj=0.081, (0 split)
## karaty < 1.225 to the right, agree=0.557, adj=0.054, (0 split)
## karat2 < 1.50065 to the right, agree=0.557, adj=0.054, (0 split)
## szerokosc < 6.895 to the right, agree=0.553, adj=0.045, (0 split)
## glebokosc_mm < 4.295 to the right, agree=0.551, adj=0.042, (0 split)
##
## Node number 26: 1559 observations, complexity param=0.003354492
## mean=6966.337, MSE=2622919
## left son=52 (543 obs) right son=53 (1016 obs)
## Primary splits:
## kolor splits as LLLRRRR, improve=0.2370644, (0 missing)
## objetosc < 197.354 to the left, improve=0.2060442, (0 missing)
## szerokosc < 6.815 to the left, improve=0.2012131, (0 missing)
## dlugosc < 6.785 to the left, improve=0.1990598, (0 missing)
## karaty < 1.215 to the left, improve=0.1981984, (0 missing)
## Surrogate splits:
## karaty < 1.265 to the right, agree=0.668, adj=0.046, (0 split)
## karat2 < 1.60025 to the right, agree=0.668, adj=0.046, (0 split)
## glebokosc_mm < 4.255 to the right, agree=0.666, adj=0.041, (0 split)
## objetosc < 206.6118 to the right, agree=0.664, adj=0.035, (0 split)
## dlugosc < 6.975 to the right, agree=0.663, adj=0.031, (0 split)
##
## Node number 27: 551 observations, complexity param=0.002924927
## mean=9747.011, MSE=5742937
## left son=54 (288 obs) right son=55 (263 obs)
## Primary splits:
## kolor splits as LLLLRRR, improve=0.29178270, (0 missing)
## klarownosc splits as LLLLLLLR, improve=0.09845777, (0 missing)
## szerokosc < 6.875 to the left, improve=0.08762876, (0 missing)
## objetosc < 198.1673 to the left, improve=0.08521204, (0 missing)
## glebokosc_mm < 4.205 to the left, improve=0.08144490, (0 missing)
## Surrogate splits:
## objetosc < 184.0554 to the right, agree=0.615, adj=0.194, (0 split)
## karaty < 1.115 to the right, agree=0.612, adj=0.186, (0 split)
## glebokosc_mm < 4.055 to the right, agree=0.612, adj=0.186, (0 split)
## karat2 < 1.24325 to the right, agree=0.612, adj=0.186, (0 split)
## dlugosc < 6.655 to the right, agree=0.604, adj=0.171, (0 split)
##
## Node number 28: 790 observations, complexity param=0.002463829
## mean=9634.727, MSE=5304420
## left son=56 (380 obs) right son=57 (410 obs)
## Primary splits:
## klarownosc splits as LLRRRRRR, improve=0.18559900, (0 missing)
## kolor splits as LLLRRRR, improve=0.14908710, (0 missing)
## objetosc < 275.7262 to the left, improve=0.09406429, (0 missing)
## szerokosc < 7.585 to the left, improve=0.09046004, (0 missing)
## karaty < 1.695 to the left, improve=0.08368173, (0 missing)
## Surrogate splits:
## gestosc < 0.006215153 to the right, agree=0.571, adj=0.108, (0 split)
## glebokosc_mm < 4.695 to the right, agree=0.568, adj=0.103, (0 split)
## karaty < 1.655 to the right, agree=0.566, adj=0.097, (0 split)
## objetosc < 266.4257 to the right, agree=0.566, adj=0.097, (0 split)
## karat2 < 2.73905 to the right, agree=0.566, adj=0.097, (0 split)
##
## Node number 29: 725 observations, complexity param=0.009694539
## mean=12461.77, MSE=8472014
## left son=58 (405 obs) right son=59 (320 obs)
## Primary splits:
## kolor splits as LLLRRRR, improve=0.50454720, (0 missing)
## objetosc < 266.9886 to the left, improve=0.08354955, (0 missing)
## karaty < 1.615 to the left, improve=0.06724518, (0 missing)
## karat2 < 2.60825 to the left, improve=0.06724518, (0 missing)
## szerokosc < 7.525 to the left, improve=0.06526719, (0 missing)
## Surrogate splits:
## glebokosc_mm < 4.535 to the right, agree=0.582, adj=0.053, (0 split)
## glebokosc_procent < 1.122516 to the left, agree=0.572, adj=0.031, (0 split)
## karaty < 1.45 to the right, agree=0.567, adj=0.019, (0 split)
## karat2 < 2.1029 to the right, agree=0.567, adj=0.019, (0 split)
## gestosc < 0.005989662 to the right, agree=0.567, adj=0.019, (0 split)
##
## Node number 30: 28 observations
## mean=8714.25, MSE=6612712
##
## Node number 31: 691 observations, complexity param=0.00130631
## mean=15389.58, MSE=5187192
## left son=62 (128 obs) right son=63 (563 obs)
## Primary splits:
## kolor splits as LRRRRRR, improve=0.11504450, (0 missing)
## objetosc < 396.9108 to the left, improve=0.03158720, (0 missing)
## karaty < 2.505 to the left, improve=0.02744143, (0 missing)
## karat2 < 6.27505 to the left, improve=0.02744143, (0 missing)
## glebokosc_mm < 5.355 to the left, improve=0.02637537, (0 missing)
## Surrogate splits:
## klarownosc splits as RRRRRLLL, agree=0.819, adj=0.023, (0 split)
## glebokosc_mm < 4.595 to the left, agree=0.818, adj=0.016, (0 split)
## glebokosc < 57.1 to the left, agree=0.816, adj=0.008, (0 split)
##
## Node number 32: 3377 observations, complexity param=0.00004398032
## mean=663.194, MSE=27212.91
## left son=64 (937 obs) right son=65 (2440 obs)
## Primary splits:
## dlugosc < 4.305 to the left, improve=0.1507684, (0 missing)
## klarownosc splits as LLLRRRRR, improve=0.1278555, (0 missing)
## kolor splits as LLLRRRR, improve=0.1245968, (0 missing)
## karaty < 0.295 to the left, improve=0.1142904, (0 missing)
## karat2 < 0.08705 to the left, improve=0.1142904, (0 missing)
## Surrogate splits:
## objetosc < 49.713 to the left, agree=0.922, adj=0.719, (0 split)
## szerokosc < 4.325 to the left, agree=0.890, adj=0.602, (0 split)
## karaty < 0.305 to the left, agree=0.885, adj=0.586, (0 split)
## karat2 < 0.09305 to the left, agree=0.885, adj=0.586, (0 split)
## glebokosc_mm < 2.615 to the left, agree=0.821, adj=0.355, (0 split)
##
## Node number 33: 960 observations, complexity param=0.00003951726
## mean=841.349, MSE=37573.04
## left son=66 (165 obs) right son=67 (795 obs)
## Primary splits:
## karaty < 0.295 to the left, improve=0.3458353, (0 missing)
## karat2 < 0.08705 to the left, improve=0.3458353, (0 missing)
## objetosc < 48.08828 to the left, improve=0.3430518, (0 missing)
## dlugosc < 4.255 to the left, improve=0.3411829, (0 missing)
## glebokosc_mm < 2.605 to the left, improve=0.3151274, (0 missing)
## Surrogate splits:
## karat2 < 0.08705 to the left, agree=1.000, adj=1.000, (0 split)
## objetosc < 47.86062 to the left, agree=0.994, adj=0.964, (0 split)
## glebokosc_mm < 2.605 to the left, agree=0.976, adj=0.861, (0 split)
## dlugosc < 4.235 to the left, agree=0.975, adj=0.855, (0 split)
## szerokosc < 4.235 to the left, agree=0.974, adj=0.848, (0 split)
##
## Node number 34: 1514 observations, complexity param=0.00002851636
## mean=882.288, MSE=29295.57
## left son=68 (670 obs) right son=69 (844 obs)
## Primary splits:
## klarownosc splits as LLLRRRRR, improve=0.20295340, (0 missing)
## kolor splits as LLLRRRR, improve=0.10354620, (0 missing)
## dlugosc < 4.755 to the left, improve=0.08119018, (0 missing)
## ciecie splits as LLLRR, improve=0.05009688, (0 missing)
## czy_premium < 0.5 to the left, improve=0.05009688, (0 missing)
## Surrogate splits:
## glebokosc < 62.85 to the right, agree=0.616, adj=0.131, (0 split)
## glebokosc_mm < 2.985 to the right, agree=0.595, adj=0.085, (0 split)
## ciecie splits as LLRRR, agree=0.573, adj=0.034, (0 split)
## kolor splits as RRRRRRL, agree=0.569, adj=0.027, (0 split)
## objetosc < 68.45874 to the right, agree=0.565, adj=0.018, (0 split)
##
## Node number 35: 606 observations, complexity param=0.00001956573
## mean=1150.88, MSE=45319.67
## left son=70 (143 obs) right son=71 (463 obs)
## Primary splits:
## kolor splits as LLLRRRR, improve=0.22488820, (0 missing)
## dlugosc < 4.755 to the left, improve=0.08387324, (0 missing)
## klarownosc splits as LLLLLLRR, improve=0.07387661, (0 missing)
## objetosc < 72.87896 to the left, improve=0.06760706, (0 missing)
## karaty < 0.425 to the left, improve=0.05884052, (0 missing)
## Surrogate splits:
## glebokosc_mm < 3.055 to the right, agree=0.777, adj=0.056, (0 split)
## dlugosc < 5.015 to the right, agree=0.766, adj=0.007, (0 split)
## objetosc < 75.55261 to the right, agree=0.766, adj=0.007, (0 split)
##
## Node number 36: 978 observations, complexity param=0.00004830384
## mean=1352.478, MSE=91868.7
## left son=72 (786 obs) right son=73 (192 obs)
## Primary splits:
## dlugosc < 5.345 to the left, improve=0.1697092, (0 missing)
## karaty < 0.555 to the left, improve=0.1663120, (0 missing)
## karat2 < 0.30805 to the left, improve=0.1663120, (0 missing)
## objetosc < 91.70774 to the left, improve=0.1630057, (0 missing)
## klarownosc splits as LLRRRRRR, improve=0.1492259, (0 missing)
## Surrogate splits:
## objetosc < 95.0436 to the left, agree=0.956, adj=0.776, (0 split)
## szerokosc < 5.365 to the left, agree=0.947, adj=0.729, (0 split)
## karaty < 0.585 to the left, agree=0.937, adj=0.677, (0 split)
## karat2 < 0.34225 to the left, agree=0.937, adj=0.677, (0 split)
## glebokosc_mm < 3.325 to the left, agree=0.882, adj=0.401, (0 split)
##
## Node number 37: 1284 observations, complexity param=0.00008035119
## mean=1716.034, MSE=83533.7
## left son=74 (203 obs) right son=75 (1081 obs)
## Primary splits:
## kolor splits as LLLRRRR, improve=0.2364807, (0 missing)
## dlugosc < 5.245 to the left, improve=0.1701600, (0 missing)
## objetosc < 89.34364 to the left, improve=0.1628355, (0 missing)
## karaty < 0.535 to the left, improve=0.1586927, (0 missing)
## karat2 < 0.28625 to the left, improve=0.1586927, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.178512 to the right, agree=0.844, adj=0.015, (0 split)
## gestosc < 0.006466874 to the right, agree=0.844, adj=0.015, (0 split)
## dlugosc < 4.925 to the left, agree=0.843, adj=0.010, (0 split)
## objetosc < 76.8245 to the left, agree=0.843, adj=0.010, (0 split)
## karaty < 0.705 to the right, agree=0.843, adj=0.005, (0 split)
##
## Node number 38: 504 observations, complexity param=0.00006701014
## mean=2109.462, MSE=155151.2
## left son=76 (308 obs) right son=77 (196 obs)
## Primary splits:
## kolor splits as LLLLRRR, improve=0.2705110, (0 missing)
## objetosc < 91.61237 to the left, improve=0.1963042, (0 missing)
## dlugosc < 5.265 to the left, improve=0.1904159, (0 missing)
## glebokosc_mm < 3.265 to the left, improve=0.1859525, (0 missing)
## karaty < 0.545 to the left, improve=0.1839445, (0 missing)
## Surrogate splits:
## glebokosc_procent < 0.991495 to the right, agree=0.621, adj=0.026, (0 split)
## glebokosc < 60.05 to the right, agree=0.617, adj=0.015, (0 split)
## objetosc < 76.11432 to the right, agree=0.617, adj=0.015, (0 split)
## czubek_a_najszerszy < 60.5 to the left, agree=0.615, adj=0.010, (0 split)
## szerokosc < 5.505 to the left, agree=0.615, adj=0.010, (0 split)
##
## Node number 39: 52 observations, complexity param=0.00004494833
## mean=3128.269, MSE=803031.4
## left son=78 (33 obs) right son=79 (19 obs)
## Primary splits:
## karaty < 0.555 to the left, improve=0.3397878, (0 missing)
## karat2 < 0.30805 to the left, improve=0.3397878, (0 missing)
## objetosc < 91.77592 to the left, improve=0.3261504, (0 missing)
## szerokosc < 5.275 to the left, improve=0.3040828, (0 missing)
## dlugosc < 5.315 to the left, improve=0.2893492, (0 missing)
## Surrogate splits:
## karat2 < 0.30805 to the left, agree=1.000, adj=1.000, (0 split)
## glebokosc_mm < 3.265 to the left, agree=0.962, adj=0.895, (0 split)
## objetosc < 90.36566 to the left, agree=0.942, adj=0.842, (0 split)
## szerokosc < 5.295 to the left, agree=0.923, adj=0.789, (0 split)
## dlugosc < 5.255 to the left, agree=0.885, adj=0.684, (0 split)
##
## Node number 40: 824 observations, complexity param=0.00008066655
## mean=2311.511, MSE=152890.1
## left son=80 (541 obs) right son=81 (283 obs)
## Primary splits:
## kolor splits as LLLLLRR, improve=0.2021236, (0 missing)
## szerokosc < 5.645 to the left, improve=0.1352428, (0 missing)
## objetosc < 112.2604 to the left, improve=0.1266400, (0 missing)
## karaty < 0.685 to the left, improve=0.1265699, (0 missing)
## karat2 < 0.46925 to the left, improve=0.1265699, (0 missing)
## Surrogate splits:
## glebokosc < 58.05 to the right, agree=0.660, adj=0.011, (0 split)
## dlugosc < 5.885 to the left, agree=0.659, adj=0.007, (0 split)
## glebokosc_mm < 3.315 to the right, agree=0.658, adj=0.004, (0 split)
##
## Node number 41: 435 observations, complexity param=0.00006754332
## mean=2793.023, MSE=250590.9
## left son=82 (104 obs) right son=83 (331 obs)
## Primary splits:
## kolor splits as LLLRRRR, improve=0.1955951, (0 missing)
## objetosc < 132.6972 to the left, improve=0.1280677, (0 missing)
## ciecie splits as LLRRR, improve=0.1153290, (0 missing)
## klarownosc splits as LLRRRRRR, improve=0.1147311, (0 missing)
## czubek_a_najszerszy < 57.5 to the right, improve=0.1114536, (0 missing)
## Surrogate splits:
## dlugosc < 6.195 to the right, agree=0.775, adj=0.058, (0 split)
## czubek_a_najszerszy < 63.5 to the right, agree=0.772, adj=0.048, (0 split)
## szerokosc < 6.155 to the right, agree=0.770, adj=0.038, (0 split)
## glebokosc_procent < 0.958871 to the left, agree=0.770, adj=0.038, (0 split)
## klarownosc splits as LRRRRRRR, agree=0.768, adj=0.029, (0 split)
##
## Node number 42: 449 observations, complexity param=0.00005662721
## mean=2525.138, MSE=201226.3
## left son=84 (66 obs) right son=85 (383 obs)
## Primary splits:
## kolor splits as LRRRRRR, improve=0.1978446, (0 missing)
## szerokosc < 5.745 to the left, improve=0.1970844, (0 missing)
## objetosc < 116.1634 to the left, improve=0.1947796, (0 missing)
## karaty < 0.715 to the left, improve=0.1378124, (0 missing)
## karat2 < 0.51125 to the left, improve=0.1378124, (0 missing)
## Surrogate splits:
## karaty < 0.605 to the left, agree=0.855, adj=0.015, (0 split)
## karat2 < 0.36605 to the left, agree=0.855, adj=0.015, (0 split)
##
## Node number 43: 905 observations, complexity param=0.0001961631
## mean=3216.991, MSE=379591.3
## left son=86 (625 obs) right son=87 (280 obs)
## Primary splits:
## objetosc < 119.8021 to the left, improve=0.1802531, (0 missing)
## szerokosc < 5.715 to the left, improve=0.1706427, (0 missing)
## karaty < 0.725 to the left, improve=0.1648980, (0 missing)
## karat2 < 0.52565 to the left, improve=0.1648980, (0 missing)
## klarownosc splits as LLLLLRRR, improve=0.1618607, (0 missing)
## Surrogate splits:
## karaty < 0.735 to the left, agree=0.940, adj=0.807, (0 split)
## karat2 < 0.54025 to the left, agree=0.940, adj=0.807, (0 split)
## szerokosc < 5.815 to the left, agree=0.895, adj=0.661, (0 split)
## dlugosc < 5.785 to the left, agree=0.893, adj=0.654, (0 split)
## glebokosc_mm < 3.595 to the left, agree=0.867, adj=0.571, (0 split)
##
## Node number 44: 26 observations
## mean=2266.192, MSE=127370.2
##
## Node number 45: 346 observations, complexity param=0.00004133053
## mean=3578.714, MSE=205839.4
## left son=90 (128 obs) right son=91 (218 obs)
## Primary splits:
## kolor splits as LLLLRRR, improve=0.1831877, (0 missing)
## szerokosc < 6.085 to the left, improve=0.1664267, (0 missing)
## dlugosc < 6.075 to the left, improve=0.1084520, (0 missing)
## objetosc < 147.0571 to the left, improve=0.1050489, (0 missing)
## ciecie splits as LRRRR, improve=0.1028986, (0 missing)
## Surrogate splits:
## objetosc < 140.8918 to the left, agree=0.653, adj=0.062, (0 split)
## dlugosc < 6.375 to the right, agree=0.642, adj=0.031, (0 split)
## szerokosc < 5.975 to the left, agree=0.642, adj=0.031, (0 split)
## glebokosc_mm < 4.035 to the right, agree=0.642, adj=0.031, (0 split)
## glebokosc < 64.65 to the right, agree=0.639, adj=0.023, (0 split)
##
## Node number 46: 253 observations, complexity param=0.00008053122
## mean=3801.905, MSE=326732.1
## left son=92 (105 obs) right son=93 (148 obs)
## Primary splits:
## kolor splits as LLRRRRR, improve=0.30752620, (0 missing)
## klarownosc splits as LLLRRRRR, improve=0.15243610, (0 missing)
## szerokosc < 6.075 to the left, improve=0.11794810, (0 missing)
## ciecie splits as LRRRR, improve=0.08072902, (0 missing)
## glebokosc < 64.35 to the right, improve=0.07749690, (0 missing)
## Surrogate splits:
## gestosc < 0.006066694 to the left, agree=0.605, adj=0.048, (0 split)
## glebokosc < 58.7 to the left, agree=0.601, adj=0.038, (0 split)
## czubek_a_najszerszy < 64.5 to the right, agree=0.601, adj=0.038, (0 split)
## szerokosc < 5.965 to the left, agree=0.601, adj=0.038, (0 split)
## dlugosc < 6.035 to the left, agree=0.597, adj=0.029, (0 split)
##
## Node number 47: 534 observations, complexity param=0.0003631265
## mean=4626.601, MSE=913255.5
## left son=94 (453 obs) right son=95 (81 obs)
## Primary splits:
## klarownosc splits as LLLLRRRR, improve=0.2350468, (0 missing)
## karaty < 0.985 to the left, improve=0.1346487, (0 missing)
## karat2 < 0.97045 to the left, improve=0.1346487, (0 missing)
## objetosc < 154.2433 to the left, improve=0.1299322, (0 missing)
## szerokosc < 6.185 to the left, improve=0.1201400, (0 missing)
##
## Node number 48: 944 observations, complexity param=0.0002951943
## mean=4252.339, MSE=416338.7
## left son=96 (81 obs) right son=97 (863 obs)
## Primary splits:
## klarownosc splits as LRRRRRRR, improve=0.23709330, (0 missing)
## kolor splits as LLLLLRR, improve=0.11609450, (0 missing)
## objetosc < 167.2815 to the left, improve=0.10232820, (0 missing)
## szerokosc < 6.485 to the left, improve=0.09630465, (0 missing)
## karaty < 1.065 to the left, improve=0.08203685, (0 missing)
## Surrogate splits:
## szerokosc < 6.09 to the left, agree=0.916, adj=0.025, (0 split)
## glebokosc < 67.8 to the right, agree=0.915, adj=0.012, (0 split)
## glebokosc_procent < 1.221591 to the right, agree=0.915, adj=0.012, (0 split)
##
## Node number 49: 928 observations, complexity param=0.0002732922
## mean=5056.774, MSE=490395.7
## left son=98 (151 obs) right son=99 (777 obs)
## Primary splits:
## kolor splits as LLRRRRR, improve=0.18956700, (0 missing)
## objetosc < 176.6817 to the left, improve=0.09189060, (0 missing)
## szerokosc < 6.615 to the left, improve=0.08767295, (0 missing)
## dlugosc < 6.575 to the left, improve=0.07965761, (0 missing)
## karaty < 1.045 to the left, improve=0.07591171, (0 missing)
## Surrogate splits:
## karaty < 1.185 to the right, agree=0.838, adj=0.007, (0 split)
## dlugosc < 6.885 to the right, agree=0.838, adj=0.007, (0 split)
## objetosc < 194.433 to the right, agree=0.838, adj=0.007, (0 split)
## glebokosc_procent < 1.210206 to the right, agree=0.838, adj=0.007, (0 split)
## karat2 < 1.40425 to the right, agree=0.838, adj=0.007, (0 split)
##
## Node number 50: 377 observations, complexity param=0.000338392
## mean=5456.934, MSE=1253994
## left son=100 (48 obs) right son=101 (329 obs)
## Primary splits:
## klarownosc splits as LRRRRRRR, improve=0.2259505, (0 missing)
## objetosc < 212.1275 to the left, improve=0.1879931, (0 missing)
## szerokosc < 7.055 to the left, improve=0.1815852, (0 missing)
## karaty < 1.295 to the left, improve=0.1545350, (0 missing)
## karat2 < 1.67705 to the left, improve=0.1545350, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.183535 to the right, agree=0.886, adj=0.104, (0 split)
## glebokosc < 66.6 to the right, agree=0.881, adj=0.062, (0 split)
## glebokosc_mm < 4.775 to the right, agree=0.881, adj=0.062, (0 split)
## czubek_a_najszerszy < 65.5 to the right, agree=0.878, adj=0.042, (0 split)
##
## Node number 51: 332 observations, complexity param=0.0008100287
## mean=6632.581, MSE=2452894
## left son=102 (293 obs) right son=103 (39 obs)
## Primary splits:
## karaty < 1.405 to the left, improve=0.3283569, (0 missing)
## karat2 < 1.97405 to the left, improve=0.3283569, (0 missing)
## glebokosc_mm < 4.475 to the left, improve=0.3132889, (0 missing)
## objetosc < 221.5296 to the left, improve=0.2789234, (0 missing)
## dlugosc < 7.115 to the left, improve=0.2329650, (0 missing)
## Surrogate splits:
## karat2 < 1.97405 to the left, agree=1.000, adj=1.000, (0 split)
## glebokosc_mm < 4.445 to the left, agree=0.991, adj=0.923, (0 split)
## objetosc < 225.7597 to the left, agree=0.985, adj=0.872, (0 split)
## dlugosc < 7.145 to the left, agree=0.952, adj=0.590, (0 split)
## szerokosc < 7.125 to the left, agree=0.940, adj=0.487, (0 split)
##
## Node number 52: 543 observations, complexity param=0.0009479985
## mean=5887.707, MSE=1517482
## left son=104 (256 obs) right son=105 (287 obs)
## Primary splits:
## karaty < 1.145 to the left, improve=0.3631737, (0 missing)
## karat2 < 1.31105 to the left, improve=0.3631737, (0 missing)
## objetosc < 193.2041 to the left, improve=0.3584664, (0 missing)
## szerokosc < 6.695 to the left, improve=0.3583292, (0 missing)
## glebokosc_mm < 4.175 to the left, improve=0.3414765, (0 missing)
## Surrogate splits:
## karat2 < 1.31105 to the left, agree=1.000, adj=1.000, (0 split)
## objetosc < 185.883 to the left, agree=0.976, adj=0.949, (0 split)
## dlugosc < 6.685 to the left, agree=0.950, adj=0.895, (0 split)
## glebokosc_mm < 4.145 to the left, agree=0.945, adj=0.883, (0 split)
## szerokosc < 6.695 to the left, agree=0.941, adj=0.875, (0 split)
##
## Node number 53: 1016 observations, complexity param=0.003354492
## mean=7542.81, MSE=2259598
## left son=106 (801 obs) right son=107 (215 obs)
## Primary splits:
## objetosc < 195.5169 to the left, improve=0.5002377, (0 missing)
## szerokosc < 6.755 to the left, improve=0.4927463, (0 missing)
## karaty < 1.175 to the left, improve=0.4822344, (0 missing)
## karat2 < 1.38065 to the left, improve=0.4822344, (0 missing)
## dlugosc < 6.775 to the left, improve=0.4805344, (0 missing)
## Surrogate splits:
## szerokosc < 6.825 to the left, agree=0.973, adj=0.874, (0 split)
## dlugosc < 6.785 to the left, agree=0.969, adj=0.851, (0 split)
## karaty < 1.205 to the left, agree=0.964, adj=0.828, (0 split)
## karat2 < 1.45205 to the left, agree=0.964, adj=0.828, (0 split)
## glebokosc_mm < 4.195 to the left, agree=0.942, adj=0.726, (0 split)
##
## Node number 54: 288 observations, complexity param=0.0009012163
## mean=8509.986, MSE=3092636
## left son=108 (78 obs) right son=109 (210 obs)
## Primary splits:
## kolor splits as LLLRRRR, improve=0.3194021, (0 missing)
## szerokosc < 6.885 to the left, improve=0.2965298, (0 missing)
## objetosc < 197.9472 to the left, improve=0.2662257, (0 missing)
## karaty < 1.225 to the left, improve=0.2538372, (0 missing)
## karat2 < 1.50065 to the left, improve=0.2538372, (0 missing)
## Surrogate splits:
## glebokosc < 63.65 to the right, agree=0.743, adj=0.051, (0 split)
## czubek_a_najszerszy < 62.5 to the right, agree=0.740, adj=0.038, (0 split)
## glebokosc_procent < 0.9484257 to the left, agree=0.740, adj=0.038, (0 split)
## karaty < 1.46 to the right, agree=0.736, adj=0.026, (0 split)
## szerokosc < 7.18 to the right, agree=0.736, adj=0.026, (0 split)
##
## Node number 55: 263 observations, complexity param=0.00101251
## mean=11101.62, MSE=5134503
## left son=110 (222 obs) right son=111 (41 obs)
## Primary splits:
## klarownosc splits as LLLLLLLR, improve=0.2336287, (0 missing)
## objetosc < 194.9503 to the left, improve=0.2198584, (0 missing)
## szerokosc < 6.735 to the left, improve=0.2154051, (0 missing)
## kolor splits as LLLLLLR, improve=0.2130905, (0 missing)
## karaty < 1.105 to the left, improve=0.2108488, (0 missing)
## Surrogate splits:
## dlugosc < 6.285 to the right, agree=0.848, adj=0.024, (0 split)
##
## Node number 56: 380 observations, complexity param=0.001052848
## mean=8604.087, MSE=3892788
## left son=112 (42 obs) right son=113 (338 obs)
## Primary splits:
## klarownosc splits as LRRRRRRR, improve=0.2246733, (0 missing)
## szerokosc < 7.585 to the left, improve=0.1565028, (0 missing)
## objetosc < 264.3148 to the left, improve=0.1466789, (0 missing)
## karaty < 1.695 to the left, improve=0.1314688, (0 missing)
## karat2 < 2.87305 to the left, improve=0.1314688, (0 missing)
## Surrogate splits:
## objetosc < 317.9716 to the right, agree=0.905, adj=0.143, (0 split)
## karaty < 2.07 to the right, agree=0.900, adj=0.095, (0 split)
## karat2 < 4.2858 to the right, agree=0.900, adj=0.095, (0 split)
## gestosc < 0.006522357 to the right, agree=0.900, adj=0.095, (0 split)
## glebokosc < 66 to the right, agree=0.897, adj=0.071, (0 split)
##
## Node number 57: 410 observations, complexity param=0.001966429
## mean=10589.95, MSE=4715808
## left son=114 (212 obs) right son=115 (198 obs)
## Primary splits:
## kolor splits as LLLRRRR, improve=0.3210469, (0 missing)
## szerokosc < 7.735 to the left, improve=0.1749966, (0 missing)
## objetosc < 289.1529 to the left, improve=0.1713053, (0 missing)
## karaty < 1.745 to the left, improve=0.1666381, (0 missing)
## karat2 < 3.04505 to the left, improve=0.1666381, (0 missing)
## Surrogate splits:
## glebokosc_mm < 4.595 to the right, agree=0.602, adj=0.177, (0 split)
## karaty < 1.515 to the right, agree=0.600, adj=0.172, (0 split)
## karat2 < 2.29525 to the right, agree=0.600, adj=0.172, (0 split)
## glebokosc < 60.85 to the right, agree=0.595, adj=0.162, (0 split)
## objetosc < 242.8224 to the right, agree=0.576, adj=0.121, (0 split)
##
## Node number 58: 405 observations, complexity param=0.001501035
## mean=10624, MSE=3900929
## left son=116 (288 obs) right son=117 (117 obs)
## Primary splits:
## objetosc < 264.0179 to the left, improve=0.2999147, (0 missing)
## karaty < 1.625 to the left, improve=0.2615550, (0 missing)
## karat2 < 2.64065 to the left, improve=0.2615550, (0 missing)
## kolor splits as LRRRRRR, improve=0.2439002, (0 missing)
## glebokosc_mm < 4.685 to the left, improve=0.2386352, (0 missing)
## Surrogate splits:
## karaty < 1.615 to the left, agree=0.963, adj=0.872, (0 split)
## karat2 < 2.60825 to the left, agree=0.963, adj=0.872, (0 split)
## dlugosc < 7.545 to the left, agree=0.923, adj=0.735, (0 split)
## szerokosc < 7.565 to the left, agree=0.921, adj=0.726, (0 split)
## glebokosc_mm < 4.665 to the left, agree=0.909, adj=0.684, (0 split)
##
## Node number 59: 320 observations, complexity param=0.0009517158
## mean=14787.7, MSE=4572809
## left son=118 (239 obs) right son=119 (81 obs)
## Primary splits:
## objetosc < 259.6757 to the left, improve=0.2053073, (0 missing)
## szerokosc < 7.575 to the left, improve=0.1974539, (0 missing)
## karaty < 1.685 to the left, improve=0.1973678, (0 missing)
## karat2 < 2.83925 to the left, improve=0.1973678, (0 missing)
## dlugosc < 7.575 to the left, improve=0.1425887, (0 missing)
## Surrogate splits:
## karaty < 1.595 to the left, agree=0.981, adj=0.926, (0 split)
## karat2 < 2.54405 to the left, agree=0.981, adj=0.926, (0 split)
## glebokosc_mm < 4.645 to the left, agree=0.928, adj=0.716, (0 split)
## dlugosc < 7.505 to the left, agree=0.922, adj=0.691, (0 split)
## szerokosc < 7.555 to the left, agree=0.912, adj=0.654, (0 split)
##
## Node number 62: 128 observations, complexity param=0.0007935123
## mean=13769.45, MSE=5435902
## left son=124 (90 obs) right son=125 (38 obs)
## Primary splits:
## glebokosc_mm < 5.165 to the left, improve=0.3599997, (0 missing)
## karaty < 2.24 to the left, improve=0.3336290, (0 missing)
## karat2 < 5.0177 to the left, improve=0.3336290, (0 missing)
## objetosc < 365.5481 to the left, improve=0.3252878, (0 missing)
## dlugosc < 8.405 to the left, improve=0.2852937, (0 missing)
## Surrogate splits:
## karaty < 2.24 to the left, agree=0.969, adj=0.895, (0 split)
## objetosc < 366.0724 to the left, agree=0.969, adj=0.895, (0 split)
## karat2 < 5.0177 to the left, agree=0.969, adj=0.895, (0 split)
## dlugosc < 8.345 to the left, agree=0.898, adj=0.658, (0 split)
## szerokosc < 8.42 to the left, agree=0.883, adj=0.605, (0 split)
##
## Node number 63: 563 observations, complexity param=0.0005348176
## mean=15757.92, MSE=4398214
## left son=126 (330 obs) right son=127 (233 obs)
## Primary splits:
## klarownosc splits as LLRRRRRR, improve=0.06669978, (0 missing)
## kolor splits as LLLRRRR, improve=0.03088070, (0 missing)
## szerokosc < 7.975 to the left, improve=0.02643230, (0 missing)
## objetosc < 392.4117 to the left, improve=0.01659359, (0 missing)
## dlugosc < 8.685 to the left, improve=0.01336534, (0 missing)
## Surrogate splits:
## karaty < 2.015 to the right, agree=0.636, adj=0.120, (0 split)
## kolor splits as RRLLLLL, agree=0.636, adj=0.120, (0 split)
## karat2 < 4.06025 to the right, agree=0.636, adj=0.120, (0 split)
## objetosc < 325.4178 to the right, agree=0.623, adj=0.090, (0 split)
## glebokosc_mm < 4.915 to the right, agree=0.622, adj=0.086, (0 split)
##
## Node number 64: 937 observations, complexity param=0.000006362421
## mean=559.8303, MSE=15841.58
## left son=128 (445 obs) right son=129 (492 obs)
## Primary splits:
## dlugosc < 4.245 to the left, improve=0.1341020, (0 missing)
## objetosc < 46.89183 to the left, improve=0.1212321, (0 missing)
## karaty < 0.295 to the left, improve=0.1209366, (0 missing)
## karat2 < 0.08705 to the left, improve=0.1209366, (0 missing)
## glebokosc_mm < 2.565 to the left, improve=0.1063394, (0 missing)
## Surrogate splits:
## objetosc < 47.62069 to the left, agree=0.928, adj=0.849, (0 split)
## karaty < 0.285 to the left, agree=0.915, adj=0.820, (0 split)
## karat2 < 0.08125 to the left, agree=0.915, adj=0.820, (0 split)
## glebokosc_mm < 2.615 to the left, agree=0.888, adj=0.764, (0 split)
## szerokosc < 4.215 to the left, agree=0.876, adj=0.739, (0 split)
##
## Node number 65: 2440 observations, complexity param=0.00004398032
## mean=702.8873, MSE=25901.28
## left son=130 (709 obs) right son=131 (1731 obs)
## Primary splits:
## klarownosc splits as LLLRRRRR, improve=0.22011390, (0 missing)
## kolor splits as LLLRRRR, improve=0.17238930, (0 missing)
## ciecie splits as LLLRR, improve=0.05255294, (0 missing)
## czy_premium < 0.5 to the left, improve=0.05255294, (0 missing)
## dlugosc < 4.445 to the left, improve=0.04284482, (0 missing)
## Surrogate splits:
## glebokosc < 63.05 to the right, agree=0.721, adj=0.041, (0 split)
## ciecie splits as LLRRR, agree=0.713, adj=0.011, (0 split)
## glebokosc_mm < 2.535 to the left, agree=0.710, adj=0.003, (0 split)
## objetosc < 47.47784 to the left, agree=0.710, adj=0.003, (0 split)
## glebokosc_procent < 1.179437 to the right, agree=0.710, adj=0.001, (0 split)
##
## Node number 66: 165 observations, complexity param=0.00000163595
## mean=591.1333, MSE=10285.9
## left son=132 (74 obs) right son=133 (91 obs)
## Primary splits:
## objetosc < 41.616 to the left, improve=0.3042805, (0 missing)
## dlugosc < 4.075 to the left, improve=0.2902218, (0 missing)
## glebokosc_mm < 2.495 to the left, improve=0.2622942, (0 missing)
## szerokosc < 4.065 to the left, improve=0.2493992, (0 missing)
## karaty < 0.255 to the left, improve=0.2482652, (0 missing)
## Surrogate splits:
## dlugosc < 4.055 to the left, agree=0.945, adj=0.878, (0 split)
## karaty < 0.255 to the left, agree=0.939, adj=0.865, (0 split)
## karat2 < 0.06505 to the left, agree=0.939, adj=0.865, (0 split)
## szerokosc < 4.085 to the left, agree=0.933, adj=0.851, (0 split)
## glebokosc_mm < 2.505 to the left, agree=0.897, adj=0.770, (0 split)
##
## Node number 67: 795 observations, complexity param=0.00001847571
## mean=893.2805, MSE=27545.44
## left son=134 (219 obs) right son=135 (576 obs)
## Primary splits:
## kolor splits as LLLRRRR, improve=0.26632650, (0 missing)
## dlugosc < 4.425 to the left, improve=0.08939064, (0 missing)
## karaty < 0.325 to the left, improve=0.06797042, (0 missing)
## karat2 < 0.10565 to the left, improve=0.06797042, (0 missing)
## objetosc < 53.80748 to the left, improve=0.06750098, (0 missing)
## Surrogate splits:
## szerokosc < 4.655 to the right, agree=0.728, adj=0.014, (0 split)
## gestosc < 0.005841979 to the left, agree=0.728, adj=0.014, (0 split)
## glebokosc_mm < 2.895 to the right, agree=0.727, adj=0.009, (0 split)
## objetosc < 62.28519 to the right, agree=0.727, adj=0.009, (0 split)
## karaty < 0.385 to the right, agree=0.726, adj=0.005, (0 split)
##
## Node number 68: 670 observations, complexity param=0.000005631616
## mean=795.7448, MSE=18008.74
## left son=136 (178 obs) right son=137 (492 obs)
## Primary splits:
## klarownosc splits as LLRRRRRR, improve=0.14733470, (0 missing)
## dlugosc < 4.785 to the left, improve=0.11991830, (0 missing)
## karaty < 0.405 to the left, improve=0.08020055, (0 missing)
## karat2 < 0.16405 to the left, improve=0.08020055, (0 missing)
## objetosc < 67.26797 to the left, improve=0.06036745, (0 missing)
## Surrogate splits:
## dlugosc < 4.905 to the right, agree=0.740, adj=0.022, (0 split)
## glebokosc_procent < 1.165426 to the right, agree=0.740, adj=0.022, (0 split)
## czubek_a_najszerszy < 53.65 to the left, agree=0.737, adj=0.011, (0 split)
## karaty < 0.445 to the right, agree=0.736, adj=0.006, (0 split)
## glebokosc_mm < 2.755 to the left, agree=0.736, adj=0.006, (0 split)
##
## Node number 69: 844 observations, complexity param=0.00002015481
## mean=950.9893, MSE=27589.98
## left son=138 (170 obs) right son=139 (674 obs)
## Primary splits:
## kolor splits as LLLRRRR, improve=0.27322150, (0 missing)
## dlugosc < 4.755 to the left, improve=0.12289690, (0 missing)
## objetosc < 66.61143 to the left, improve=0.07990701, (0 missing)
## karaty < 0.455 to the left, improve=0.07516118, (0 missing)
## karat2 < 0.20705 to the left, improve=0.07516118, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.168508 to the right, agree=0.801, adj=0.012, (0 split)
##
## Node number 70: 143 observations, complexity param=0.000001596192
## mean=969.2238, MSE=20643.8
## left son=140 (98 obs) right son=141 (45 obs)
## Primary splits:
## dlugosc < 4.815 to the left, improve=0.1706828, (0 missing)
## kolor splits as LLRRRRR, improve=0.1470188, (0 missing)
## karaty < 0.415 to the left, improve=0.1353631, (0 missing)
## karat2 < 0.17225 to the left, improve=0.1353631, (0 missing)
## klarownosc splits as LLLLLLRR, improve=0.1112445, (0 missing)
## Surrogate splits:
## objetosc < 68.85522 to the left, agree=0.923, adj=0.756, (0 split)
## karaty < 0.425 to the left, agree=0.895, adj=0.667, (0 split)
## karat2 < 0.18065 to the left, agree=0.895, adj=0.667, (0 split)
## szerokosc < 4.845 to the left, agree=0.881, adj=0.622, (0 split)
## glebokosc_mm < 3.005 to the left, agree=0.825, adj=0.444, (0 split)
##
## Node number 71: 463 observations, complexity param=0.000009773203
## mean=1206.985, MSE=39601.27
## left son=142 (225 obs) right son=143 (238 obs)
## Primary splits:
## klarownosc splits as LLLLLLRR, improve=0.1682584, (0 missing)
## objetosc < 70.55291 to the left, improve=0.1245570, (0 missing)
## karaty < 0.425 to the left, improve=0.1160243, (0 missing)
## karat2 < 0.18065 to the left, improve=0.1160243, (0 missing)
## dlugosc < 4.755 to the left, improve=0.1151206, (0 missing)
## Surrogate splits:
## kolor splits as RRRRLLL, agree=0.598, adj=0.173, (0 split)
## gestosc < 0.006048389 to the right, agree=0.575, adj=0.124, (0 split)
## objetosc < 68.69377 to the left, agree=0.555, adj=0.084, (0 split)
## ciecie splits as LLLRR, agree=0.542, adj=0.058, (0 split)
## czy_premium < 0.5 to the left, agree=0.542, adj=0.058, (0 split)
##
## Node number 72: 786 observations, complexity param=0.00003073073
## mean=1290.765, MSE=55066.07
## left son=144 (269 obs) right son=145 (517 obs)
## Primary splits:
## klarownosc splits as LLRRRRRR, improve=0.2241282, (0 missing)
## kolor splits as LLLLLRR, improve=0.1986734, (0 missing)
## objetosc < 81.95611 to the left, improve=0.1180739, (0 missing)
## karaty < 0.505 to the left, improve=0.1118779, (0 missing)
## karat2 < 0.25505 to the left, improve=0.1118779, (0 missing)
## Surrogate splits:
## glebokosc < 65.75 to the right, agree=0.665, adj=0.022, (0 split)
## szerokosc < 4.925 to the left, agree=0.665, adj=0.022, (0 split)
## dlugosc < 4.965 to the left, agree=0.664, adj=0.019, (0 split)
## objetosc < 76.23154 to the left, agree=0.664, adj=0.019, (0 split)
## glebokosc_procent < 1.170091 to the right, agree=0.664, adj=0.019, (0 split)
##
## Node number 73: 192 observations, complexity param=0.00002187097
## mean=1605.115, MSE=163113
## left son=146 (16 obs) right son=147 (176 obs)
## Primary splits:
## klarownosc splits as LRRRRRRR, improve=0.16686850, (0 missing)
## gestosc < 0.006358183 to the left, improve=0.16128300, (0 missing)
## kolor splits as LLLLRRR, improve=0.11239730, (0 missing)
## karaty < 0.595 to the left, improve=0.05618049, (0 missing)
## karat2 < 0.35405 to the left, improve=0.05618049, (0 missing)
## Surrogate splits:
## glebokosc < 66 to the right, agree=0.964, adj=0.562, (0 split)
## glebokosc_mm < 3.64 to the right, agree=0.964, adj=0.562, (0 split)
## objetosc < 110.5073 to the right, agree=0.943, adj=0.313, (0 split)
## glebokosc_procent < 1.195391 to the right, agree=0.938, adj=0.250, (0 split)
##
## Node number 74: 203 observations, complexity param=0.00001023027
## mean=1391.7, MSE=75184.75
## left son=148 (96 obs) right son=149 (107 obs)
## Primary splits:
## kolor splits as LLRRRRR, improve=0.2115881, (0 missing)
## objetosc < 92.96748 to the left, improve=0.2039085, (0 missing)
## karaty < 0.595 to the left, improve=0.2001407, (0 missing)
## karat2 < 0.35405 to the left, improve=0.2001407, (0 missing)
## dlugosc < 5.335 to the left, improve=0.1849463, (0 missing)
## Surrogate splits:
## objetosc < 91.51754 to the right, agree=0.611, adj=0.177, (0 split)
## karaty < 0.545 to the right, agree=0.596, adj=0.146, (0 split)
## karat2 < 0.29705 to the right, agree=0.596, adj=0.146, (0 split)
## szerokosc < 5.315 to the right, agree=0.591, adj=0.135, (0 split)
## glebokosc_mm < 3.295 to the right, agree=0.591, adj=0.135, (0 split)
##
## Node number 75: 1081 observations, complexity param=0.00005094433
## mean=1776.941, MSE=61637.83
## left son=150 (730 obs) right son=151 (351 obs)
## Primary splits:
## objetosc < 90.24262 to the left, improve=0.2413531, (0 missing)
## dlugosc < 5.245 to the left, improve=0.2398740, (0 missing)
## karaty < 0.535 to the left, improve=0.2382295, (0 missing)
## karat2 < 0.28625 to the left, improve=0.2382295, (0 missing)
## szerokosc < 5.285 to the left, improve=0.2044187, (0 missing)
## Surrogate splits:
## karaty < 0.545 to the left, agree=0.958, adj=0.872, (0 split)
## karat2 < 0.29705 to the left, agree=0.958, adj=0.872, (0 split)
## szerokosc < 5.285 to the left, agree=0.930, adj=0.783, (0 split)
## dlugosc < 5.275 to the left, agree=0.925, adj=0.769, (0 split)
## glebokosc_mm < 3.245 to the left, agree=0.920, adj=0.752, (0 split)
##
## Node number 76: 308 observations, complexity param=0.00002056284
## mean=1946.036, MSE=95476.05
## left son=152 (38 obs) right son=153 (270 obs)
## Primary splits:
## kolor splits as LLRRRRR, improve=0.2139325, (0 missing)
## karaty < 0.545 to the left, improve=0.2086352, (0 missing)
## karat2 < 0.29705 to the left, improve=0.2086352, (0 missing)
## objetosc < 91.76685 to the left, improve=0.2032211, (0 missing)
## dlugosc < 5.265 to the left, improve=0.2027891, (0 missing)
##
## Node number 77: 196 observations, complexity param=0.00003260361
## mean=2366.276, MSE=141003.3
## left son=154 (95 obs) right son=155 (101 obs)
## Primary splits:
## dlugosc < 5.205 to the left, improve=0.3724007, (0 missing)
## szerokosc < 5.395 to the left, improve=0.3285969, (0 missing)
## objetosc < 94.06664 to the left, improve=0.3120699, (0 missing)
## karaty < 0.565 to the left, improve=0.2814658, (0 missing)
## karat2 < 0.31925 to the left, improve=0.2814658, (0 missing)
## Surrogate splits:
## szerokosc < 5.235 to the left, agree=0.964, adj=0.926, (0 split)
## objetosc < 87.78948 to the left, agree=0.939, adj=0.874, (0 split)
## karaty < 0.535 to the left, agree=0.908, adj=0.811, (0 split)
## karat2 < 0.28625 to the left, agree=0.908, adj=0.811, (0 split)
## glebokosc_mm < 3.235 to the left, agree=0.857, adj=0.705, (0 split)
##
## Node number 78: 33 observations, complexity param=0.00001065816
## mean=2731.909, MSE=302884.1
## left son=156 (15 obs) right son=157 (18 obs)
## Primary splits:
## dlugosc < 5.145 to the left, improve=0.33660590, (0 missing)
## objetosc < 85.20112 to the left, improve=0.33660590, (0 missing)
## szerokosc < 5.175 to the left, improve=0.24265220, (0 missing)
## klarownosc splits as LLLLLLRR, improve=0.10687480, (0 missing)
## glebokosc_procent < 1.092951 to the right, improve=0.03472764, (0 missing)
## Surrogate splits:
## objetosc < 85.20112 to the left, agree=1.000, adj=1.000, (0 split)
## szerokosc < 5.165 to the left, agree=0.970, adj=0.933, (0 split)
## karaty < 0.515 to the left, agree=0.939, adj=0.867, (0 split)
## karat2 < 0.26525 to the left, agree=0.939, adj=0.867, (0 split)
## glebokosc_mm < 3.195 to the left, agree=0.788, adj=0.533, (0 split)
##
## Node number 79: 19 observations
## mean=3816.684, MSE=924932.7
##
## Node number 80: 541 observations, complexity param=0.00003641875
## mean=2184.368, MSE=121186.5
## left son=160 (85 obs) right son=161 (456 obs)
## Primary splits:
## objetosc < 112.2604 to the left, improve=0.1753492, (0 missing)
## karaty < 0.68 to the left, improve=0.1545760, (0 missing)
## karat2 < 0.4625 to the left, improve=0.1545760, (0 missing)
## szerokosc < 5.645 to the left, improve=0.1455145, (0 missing)
## klarownosc splits as LLRRRRRR, improve=0.1154171, (0 missing)
## Surrogate splits:
## szerokosc < 5.605 to the left, agree=0.902, adj=0.376, (0 split)
## dlugosc < 5.595 to the left, agree=0.895, adj=0.329, (0 split)
## karaty < 0.68 to the left, agree=0.891, adj=0.306, (0 split)
## karat2 < 0.4625 to the left, agree=0.891, adj=0.306, (0 split)
## gestosc < 0.00632736 to the right, agree=0.876, adj=0.212, (0 split)
##
## Node number 81: 283 observations, complexity param=0.00002084289
## mean=2554.565, MSE=123518.6
## left son=162 (100 obs) right son=163 (183 obs)
## Primary splits:
## klarownosc splits as LLRRRRRR, improve=0.18822150, (0 missing)
## glebokosc_mm < 3.435 to the left, improve=0.12958170, (0 missing)
## objetosc < 113.629 to the left, improve=0.09867657, (0 missing)
## glebokosc < 59 to the left, improve=0.09245937, (0 missing)
## szerokosc < 5.655 to the left, improve=0.08348388, (0 missing)
## Surrogate splits:
## dlugosc < 5.845 to the right, agree=0.675, adj=0.08, (0 split)
## ciecie splits as RRRRL, agree=0.668, adj=0.06, (0 split)
## glebokosc < 57.95 to the left, agree=0.654, adj=0.02, (0 split)
## objetosc < 107.9451 to the left, agree=0.650, adj=0.01, (0 split)
## gestosc < 0.005926987 to the left, agree=0.650, adj=0.01, (0 split)
##
## Node number 82: 104 observations, complexity param=0.00001113514
## mean=2398.058, MSE=176318.4
## left son=164 (19 obs) right son=165 (85 obs)
## Primary splits:
## ciecie splits as LLRRR, improve=0.1916880, (0 missing)
## kolor splits as LRRRRRR, improve=0.1356483, (0 missing)
## klarownosc splits as LLRRRRRR, improve=0.1302033, (0 missing)
## czy_premium < 0.5 to the left, improve=0.1294858, (0 missing)
## czubek_a_najszerszy < 56.5 to the right, improve=0.1205899, (0 missing)
## Surrogate splits:
## glebokosc < 63.7 to the right, agree=0.885, adj=0.368, (0 split)
## czubek_a_najszerszy < 63 to the right, agree=0.885, adj=0.368, (0 split)
## glebokosc_procent < 0.9457223 to the left, agree=0.885, adj=0.368, (0 split)
## gestosc < 0.006323931 to the right, agree=0.865, adj=0.263, (0 split)
## klarownosc splits as LRRRRRRR, agree=0.846, adj=0.158, (0 split)
##
## Node number 83: 331 observations, complexity param=0.00005220383
## mean=2917.121, MSE=209512.6
## left son=166 (187 obs) right son=167 (144 obs)
## Primary splits:
## objetosc < 129.9715 to the left, improve=0.2376261, (0 missing)
## klarownosc splits as LLRRRRRR, improve=0.1964972, (0 missing)
## karaty < 0.815 to the left, improve=0.1934395, (0 missing)
## karat2 < 0.66425 to the left, improve=0.1934395, (0 missing)
## szerokosc < 5.985 to the left, improve=0.1890857, (0 missing)
## Surrogate splits:
## karaty < 0.795 to the left, agree=0.888, adj=0.743, (0 split)
## szerokosc < 5.945 to the left, agree=0.888, adj=0.743, (0 split)
## karat2 < 0.63205 to the left, agree=0.888, adj=0.743, (0 split)
## dlugosc < 5.965 to the left, agree=0.849, adj=0.653, (0 split)
## glebokosc_mm < 3.685 to the left, agree=0.795, adj=0.528, (0 split)
##
## Node number 84: 66 observations, complexity param=0.000004546658
## mean=2044.485, MSE=65585.13
## left son=168 (26 obs) right son=169 (40 obs)
## Primary splits:
## objetosc < 116.2116 to the left, improve=0.3315683, (0 missing)
## karaty < 0.715 to the left, improve=0.3309359, (0 missing)
## karat2 < 0.51125 to the left, improve=0.3309359, (0 missing)
## szerokosc < 5.825 to the left, improve=0.2866711, (0 missing)
## dlugosc < 5.69 to the left, improve=0.2826462, (0 missing)
## Surrogate splits:
## karaty < 0.715 to the left, agree=0.939, adj=0.846, (0 split)
## karat2 < 0.51125 to the left, agree=0.939, adj=0.846, (0 split)
## dlugosc < 5.69 to the left, agree=0.879, adj=0.692, (0 split)
## szerokosc < 5.775 to the left, agree=0.864, adj=0.654, (0 split)
## glebokosc_mm < 3.555 to the left, agree=0.833, adj=0.577, (0 split)
##
## Node number 85: 383 observations, complexity param=0.00005120498
## mean=2607.966, MSE=177928.5
## left son=170 (140 obs) right son=171 (243 obs)
## Primary splits:
## objetosc < 115.9469 to the left, improve=0.2371909, (0 missing)
## szerokosc < 5.745 to the left, improve=0.2126724, (0 missing)
## karaty < 0.715 to the left, improve=0.1824225, (0 missing)
## karat2 < 0.51125 to the left, improve=0.1824225, (0 missing)
## dlugosc < 5.695 to the left, improve=0.1364479, (0 missing)
## Surrogate splits:
## karaty < 0.705 to the left, agree=0.885, adj=0.686, (0 split)
## karat2 < 0.49705 to the left, agree=0.885, adj=0.686, (0 split)
## dlugosc < 5.715 to the left, agree=0.883, adj=0.679, (0 split)
## szerokosc < 5.725 to the left, agree=0.880, adj=0.671, (0 split)
## glebokosc_mm < 3.545 to the left, agree=0.728, adj=0.257, (0 split)
##
## Node number 86: 625 observations, complexity param=0.0001128655
## mean=3041.91, MSE=281968.5
## left son=172 (493 obs) right son=173 (132 obs)
## Primary splits:
## klarownosc splits as LLLLLRRR, improve=0.20216710, (0 missing)
## szerokosc < 5.715 to the left, improve=0.11814740, (0 missing)
## objetosc < 115.0905 to the left, improve=0.11293330, (0 missing)
## karaty < 0.695 to the left, improve=0.07523458, (0 missing)
## karat2 < 0.48305 to the left, improve=0.07523458, (0 missing)
## Surrogate splits:
## dlugosc < 5.465 to the right, agree=0.792, adj=0.015, (0 split)
## szerokosc < 5.92 to the left, agree=0.792, adj=0.015, (0 split)
## gestosc < 0.00585741 to the right, agree=0.790, adj=0.008, (0 split)
##
## Node number 87: 280 observations, complexity param=0.00007959241
## mean=3607.796, MSE=376347.9
## left son=174 (229 obs) right son=175 (51 obs)
## Primary splits:
## klarownosc splits as LLLLLRRR, improve=0.23842630, (0 missing)
## szerokosc < 5.945 to the left, improve=0.11359280, (0 missing)
## objetosc < 132.1142 to the left, improve=0.10539550, (0 missing)
## karaty < 0.795 to the left, improve=0.09588883, (0 missing)
## karat2 < 0.63205 to the left, improve=0.09588883, (0 missing)
## Surrogate splits:
## karaty < 0.715 to the right, agree=0.821, adj=0.02, (0 split)
## glebokosc < 58.25 to the right, agree=0.821, adj=0.02, (0 split)
## glebokosc_mm < 3.475 to the right, agree=0.821, adj=0.02, (0 split)
## objetosc < 120.0539 to the right, agree=0.821, adj=0.02, (0 split)
## karat2 < 0.51125 to the right, agree=0.821, adj=0.02, (0 split)
##
## Node number 90: 128 observations, complexity param=0.00001467569
## mean=3325.297, MSE=169839.7
## left son=180 (31 obs) right son=181 (97 obs)
## Primary splits:
## szerokosc < 6.115 to the left, improve=0.2130980, (0 missing)
## dlugosc < 6.155 to the left, improve=0.1748550, (0 missing)
## ciecie splits as LRRRR, improve=0.1404905, (0 missing)
## objetosc < 150.0768 to the left, improve=0.1282582, (0 missing)
## kolor splits as LLRRRRR, improve=0.1053339, (0 missing)
## Surrogate splits:
## dlugosc < 6.075 to the left, agree=0.867, adj=0.452, (0 split)
## objetosc < 141.5459 to the left, agree=0.867, adj=0.452, (0 split)
## glebokosc < 63.25 to the right, agree=0.836, adj=0.323, (0 split)
## gestosc < 0.006420621 to the right, agree=0.828, adj=0.290, (0 split)
## ciecie splits as LRRRR, agree=0.812, adj=0.226, (0 split)
##
## Node number 91: 218 observations, complexity param=0.00001983694
## mean=3727.509, MSE=167129.5
## left son=182 (80 obs) right son=183 (138 obs)
## Primary splits:
## szerokosc < 6.175 to the left, improve=0.1718680, (0 missing)
## objetosc < 147.1782 to the left, improve=0.1419602, (0 missing)
## ciecie splits as LLRRR, improve=0.1300721, (0 missing)
## dlugosc < 6.075 to the left, improve=0.1081786, (0 missing)
## glebokosc < 63.35 to the right, improve=0.0794990, (0 missing)
## Surrogate splits:
## dlugosc < 6.145 to the left, agree=0.862, adj=0.625, (0 split)
## objetosc < 145.6399 to the left, agree=0.844, adj=0.575, (0 split)
## glebokosc < 62.65 to the right, agree=0.757, adj=0.338, (0 split)
## gestosc < 0.006220868 to the right, agree=0.716, adj=0.225, (0 split)
## ciecie splits as LLRRR, agree=0.711, adj=0.212, (0 split)
##
## Node number 92: 105 observations, complexity param=0.000008898856
## mean=3425.571, MSE=161572.7
## left son=184 (35 obs) right son=185 (70 obs)
## Primary splits:
## kolor splits as LRRRRRR, improve=0.16557960, (0 missing)
## klarownosc splits as LLLRRRRR, improve=0.15503670, (0 missing)
## glebokosc < 63.75 to the right, improve=0.14834270, (0 missing)
## szerokosc < 6.165 to the left, improve=0.14739480, (0 missing)
## ciecie splits as LLRRR, improve=0.08569408, (0 missing)
## Surrogate splits:
## gestosc < 0.006065941 to the left, agree=0.705, adj=0.114, (0 split)
## objetosc < 154.984 to the right, agree=0.695, adj=0.086, (0 split)
## glebokosc_procent < 1.11416 to the right, agree=0.695, adj=0.086, (0 split)
## szerokosc < 5.945 to the left, agree=0.686, adj=0.057, (0 split)
## glebokosc_mm < 3.955 to the right, agree=0.686, adj=0.057, (0 split)
##
## Node number 93: 148 observations, complexity param=0.00003067095
## mean=4068.899, MSE=272141.7
## left son=186 (54 obs) right son=187 (94 obs)
## Primary splits:
## klarownosc splits as LLLRRRRR, improve=0.24038120, (0 missing)
## szerokosc < 6.085 to the left, improve=0.16367850, (0 missing)
## dlugosc < 6.145 to the left, improve=0.11159970, (0 missing)
## glebokosc < 63.95 to the right, improve=0.09090969, (0 missing)
## objetosc < 154.4002 to the left, improve=0.08785079, (0 missing)
## Surrogate splits:
## szerokosc < 6.325 to the right, agree=0.662, adj=0.074, (0 split)
## gestosc < 0.006022684 to the left, agree=0.662, adj=0.074, (0 split)
## glebokosc < 59.05 to the left, agree=0.649, adj=0.037, (0 split)
## glebokosc_mm < 3.705 to the left, agree=0.649, adj=0.037, (0 split)
## objetosc < 141.1816 to the left, agree=0.649, adj=0.037, (0 split)
##
## Node number 94: 453 observations, complexity param=0.0001375304
## mean=4430.687, MSE=497038.6
## left son=188 (371 obs) right son=189 (82 obs)
## Primary splits:
## karaty < 0.985 to the left, improve=0.1928149, (0 missing)
## karat2 < 0.97045 to the left, improve=0.1928149, (0 missing)
## objetosc < 154.5672 to the left, improve=0.1794794, (0 missing)
## szerokosc < 6.185 to the left, improve=0.1603241, (0 missing)
## klarownosc splits as LLLRRRRR, improve=0.1321537, (0 missing)
## Surrogate splits:
## karat2 < 0.97045 to the left, agree=1.000, adj=1.000, (0 split)
## glebokosc_mm < 3.955 to the left, agree=0.923, adj=0.573, (0 split)
## gestosc < 0.00640101 to the left, agree=0.918, adj=0.549, (0 split)
## objetosc < 154.0683 to the left, agree=0.903, adj=0.463, (0 split)
## ciecie splits as RLLLL, agree=0.850, adj=0.171, (0 split)
##
## Node number 95: 81 observations, complexity param=0.0001069355
## mean=5722.272, MSE=1825836
## left son=190 (66 obs) right son=191 (15 obs)
## Primary splits:
## klarownosc splits as LLLLLLRR, improve=0.2282471, (0 missing)
## karaty < 0.955 to the left, improve=0.2145476, (0 missing)
## karat2 < 0.91205 to the left, improve=0.2145476, (0 missing)
## objetosc < 147.4308 to the left, improve=0.1954312, (0 missing)
## kolor splits as LLLLRRR, improve=0.1624333, (0 missing)
## Surrogate splits:
## szerokosc < 6.025 to the right, agree=0.840, adj=0.133, (0 split)
## czubek_a_najszerszy < 62.5 to the left, agree=0.827, adj=0.067, (0 split)
## dlugosc < 6.055 to the right, agree=0.827, adj=0.067, (0 split)
##
## Node number 96: 81 observations, complexity param=0.00004250262
## mean=3226.815, MSE=333937
## left son=192 (47 obs) right son=193 (34 obs)
## Primary splits:
## szerokosc < 6.565 to the left, improve=0.4960167, (0 missing)
## objetosc < 172.3443 to the left, improve=0.4884011, (0 missing)
## karaty < 1.065 to the left, improve=0.4724426, (0 missing)
## karat2 < 1.13425 to the left, improve=0.4724426, (0 missing)
## dlugosc < 6.615 to the left, improve=0.4384060, (0 missing)
## Surrogate splits:
## objetosc < 174.0481 to the left, agree=0.988, adj=0.971, (0 split)
## karaty < 1.055 to the left, agree=0.963, adj=0.912, (0 split)
## karat2 < 1.11305 to the left, agree=0.963, adj=0.912, (0 split)
## dlugosc < 6.535 to the left, agree=0.926, adj=0.824, (0 split)
## glebokosc_mm < 4.045 to the left, agree=0.864, adj=0.676, (0 split)
##
## Node number 97: 863 observations, complexity param=0.0001256717
## mean=4348.593, MSE=316096.8
## left son=194 (116 obs) right son=195 (747 obs)
## Primary splits:
## kolor splits as LLRRRRR, improve=0.1454241, (0 missing)
## objetosc < 168.2396 to the left, improve=0.1212060, (0 missing)
## karaty < 1.065 to the left, improve=0.1089157, (0 missing)
## karat2 < 1.13425 to the left, improve=0.1089157, (0 missing)
## szerokosc < 6.485 to the left, improve=0.1040158, (0 missing)
## Surrogate splits:
## objetosc < 191.9063 to the right, agree=0.868, adj=0.017, (0 split)
## gestosc < 0.0064703 to the right, agree=0.867, adj=0.009, (0 split)
##
## Node number 98: 151 observations, complexity param=0.00005238455
## mean=4365.139, MSE=336926.3
## left son=196 (66 obs) right son=197 (85 obs)
## Primary splits:
## objetosc < 169.2979 to the left, improve=0.3250284, (0 missing)
## karaty < 1.035 to the left, improve=0.3148084, (0 missing)
## karat2 < 1.07125 to the left, improve=0.3148084, (0 missing)
## dlugosc < 6.625 to the left, improve=0.2923983, (0 missing)
## szerokosc < 6.585 to the left, improve=0.2921956, (0 missing)
## Surrogate splits:
## karaty < 1.035 to the left, agree=0.960, adj=0.909, (0 split)
## karat2 < 1.07125 to the left, agree=0.960, adj=0.909, (0 split)
## dlugosc < 6.525 to the left, agree=0.914, adj=0.803, (0 split)
## szerokosc < 6.465 to the left, agree=0.894, adj=0.758, (0 split)
## glebokosc_mm < 4.015 to the left, agree=0.841, adj=0.636, (0 split)
##
## Node number 99: 777 observations, complexity param=0.0001337446
## mean=5191.184, MSE=409191.6
## left son=198 (513 obs) right son=199 (264 obs)
## Primary splits:
## objetosc < 171.727 to the left, improve=0.1327880, (0 missing)
## karaty < 1.055 to the left, improve=0.1207777, (0 missing)
## karat2 < 1.11305 to the left, improve=0.1207777, (0 missing)
## szerokosc < 6.615 to the left, improve=0.1192126, (0 missing)
## kolor splits as LLLLLRR, improve=0.1174667, (0 missing)
## Surrogate splits:
## karaty < 1.055 to the left, agree=0.954, adj=0.864, (0 split)
## karat2 < 1.11305 to the left, agree=0.954, adj=0.864, (0 split)
## dlugosc < 6.555 to the left, agree=0.903, adj=0.716, (0 split)
## szerokosc < 6.555 to the left, agree=0.896, adj=0.693, (0 split)
## glebokosc_mm < 4.075 to the left, agree=0.846, adj=0.545, (0 split)
##
## Node number 100: 48 observations, complexity param=0.00005981443
## mean=4063.354, MSE=873598.9
## left son=200 (24 obs) right son=201 (24 obs)
## Primary splits:
## objetosc < 210.4128 to the left, improve=0.4502800, (0 missing)
## karaty < 1.285 to the left, improve=0.4092720, (0 missing)
## karat2 < 1.65125 to the left, improve=0.4092720, (0 missing)
## glebokosc_mm < 4.345 to the left, improve=0.2787536, (0 missing)
## szerokosc < 6.88 to the left, improve=0.2780259, (0 missing)
## Surrogate splits:
## karaty < 1.285 to the left, agree=0.958, adj=0.917, (0 split)
## karat2 < 1.65125 to the left, agree=0.958, adj=0.917, (0 split)
## glebokosc_mm < 4.345 to the left, agree=0.896, adj=0.792, (0 split)
## dlugosc < 6.97 to the left, agree=0.833, adj=0.667, (0 split)
## szerokosc < 6.935 to the left, agree=0.812, adj=0.625, (0 split)
##
## Node number 101: 329 observations, complexity param=0.0003199066
## mean=5660.252, MSE=984813.7
## left son=202 (245 obs) right son=203 (84 obs)
## Primary splits:
## objetosc < 214.7356 to the left, improve=0.3116759, (0 missing)
## karaty < 1.375 to the left, improve=0.2864710, (0 missing)
## karat2 < 1.89065 to the left, improve=0.2864710, (0 missing)
## szerokosc < 7.055 to the left, improve=0.2555333, (0 missing)
## glebokosc_mm < 4.375 to the left, improve=0.2343254, (0 missing)
## Surrogate splits:
## karaty < 1.315 to the left, agree=0.957, adj=0.833, (0 split)
## karat2 < 1.72925 to the left, agree=0.957, adj=0.833, (0 split)
## szerokosc < 7.075 to the left, agree=0.939, adj=0.762, (0 split)
## dlugosc < 7.035 to the left, agree=0.933, adj=0.738, (0 split)
## glebokosc_mm < 4.375 to the left, agree=0.918, adj=0.679, (0 split)
##
## Node number 102: 293 observations, complexity param=0.0003925199
## mean=6305.157, MSE=1043763
## left son=204 (108 obs) right son=205 (185 obs)
## Primary splits:
## kolor splits as LLRRRRR, improve=0.4051559, (0 missing)
## objetosc < 205.779 to the left, improve=0.1356941, (0 missing)
## karaty < 1.285 to the left, improve=0.1133413, (0 missing)
## karat2 < 1.65125 to the left, improve=0.1133413, (0 missing)
## szerokosc < 6.925 to the left, improve=0.1092367, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 54.05 to the left, agree=0.645, adj=0.037, (0 split)
## ciecie splits as LRRRR, agree=0.642, adj=0.028, (0 split)
## glebokosc < 63.85 to the right, agree=0.642, adj=0.028, (0 split)
## dlugosc < 6.625 to the left, agree=0.642, adj=0.028, (0 split)
## szerokosc < 6.585 to the left, agree=0.642, adj=0.028, (0 split)
##
## Node number 103: 39 observations, complexity param=0.0003701759
## mean=9092.462, MSE=6183005
## left son=206 (22 obs) right son=207 (17 obs)
## Primary splits:
## kolor splits as LLLRRRR, improve=0.48458950, (0 missing)
## glebokosc_mm < 4.595 to the left, improve=0.03852964, (0 missing)
## gestosc < 0.006425044 to the left, improve=0.03245963, (0 missing)
## glebokosc_procent < 1.107759 to the right, improve=0.03154092, (0 missing)
## czubek_a_najszerszy < 57.5 to the left, improve=0.02380957, (0 missing)
## Surrogate splits:
## karaty < 1.45 to the right, agree=0.718, adj=0.353, (0 split)
## karat2 < 2.1026 to the right, agree=0.718, adj=0.353, (0 split)
## ciecie splits as LLRRR, agree=0.692, adj=0.294, (0 split)
## glebokosc_mm < 4.57 to the right, agree=0.692, adj=0.294, (0 split)
## objetosc < 230.1113 to the right, agree=0.692, adj=0.294, (0 split)
##
## Node number 104: 256 observations, complexity param=0.0001122768
## mean=5101.676, MSE=530374.4
## left son=208 (107 obs) right son=209 (149 obs)
## Primary splits:
## kolor splits as LLRRRRR, improve=0.2610343, (0 missing)
## objetosc < 165.0561 to the left, improve=0.1151655, (0 missing)
## karaty < 1.015 to the left, improve=0.1097473, (0 missing)
## karat2 < 1.03025 to the left, improve=0.1097473, (0 missing)
## szerokosc < 6.595 to the left, improve=0.1041113, (0 missing)
## Surrogate splits:
## karaty < 1.075 to the right, agree=0.617, adj=0.084, (0 split)
## szerokosc < 6.545 to the right, agree=0.617, adj=0.084, (0 split)
## karat2 < 1.15565 to the right, agree=0.617, adj=0.084, (0 split)
## dlugosc < 6.565 to the right, agree=0.613, adj=0.075, (0 split)
## objetosc < 170.443 to the right, agree=0.613, adj=0.075, (0 split)
##
## Node number 105: 287 observations, complexity param=0.0003378903
## mean=6588.836, MSE=1355276
## left son=210 (160 obs) right son=211 (127 obs)
## Primary splits:
## kolor splits as LLRRRRR, improve=0.2742181, (0 missing)
## objetosc < 216.7372 to the left, improve=0.2227310, (0 missing)
## szerokosc < 7.015 to the left, improve=0.2003365, (0 missing)
## dlugosc < 7.025 to the left, improve=0.1974386, (0 missing)
## karaty < 1.335 to the left, improve=0.1850981, (0 missing)
## Surrogate splits:
## objetosc < 198.4336 to the right, agree=0.603, adj=0.102, (0 split)
## glebokosc_procent < 1.123887 to the left, agree=0.596, adj=0.087, (0 split)
## szerokosc < 6.885 to the right, agree=0.589, adj=0.071, (0 split)
## karaty < 1.215 to the right, agree=0.585, adj=0.063, (0 split)
## karat2 < 1.47625 to the right, agree=0.585, adj=0.063, (0 split)
##
## Node number 106: 801 observations, complexity param=0.0004379333
## mean=6991.994, MSE=897244.8
## left son=212 (598 obs) right son=213 (203 obs)
## Primary splits:
## szerokosc < 6.605 to the left, improve=0.1923511, (0 missing)
## objetosc < 175.2878 to the left, improve=0.1909030, (0 missing)
## karaty < 1.055 to the left, improve=0.1900360, (0 missing)
## karat2 < 1.11305 to the left, improve=0.1900360, (0 missing)
## dlugosc < 6.575 to the left, improve=0.1563481, (0 missing)
## Surrogate splits:
## objetosc < 177.2653 to the left, agree=0.949, adj=0.798, (0 split)
## dlugosc < 6.635 to the left, agree=0.938, adj=0.754, (0 split)
## karaty < 1.085 to the left, agree=0.926, adj=0.709, (0 split)
## karat2 < 1.17725 to the left, agree=0.926, adj=0.709, (0 split)
## glebokosc_mm < 4.095 to the left, agree=0.869, adj=0.483, (0 split)
##
## Node number 107: 215 observations, complexity param=0.0004136618
## mean=9594.921, MSE=1993660
## left son=214 (194 obs) right son=215 (21 obs)
## Primary splits:
## objetosc < 223.5168 to the left, improve=0.3046392, (0 missing)
## karaty < 1.375 to the left, improve=0.2882591, (0 missing)
## karat2 < 1.89065 to the left, improve=0.2882591, (0 missing)
## dlugosc < 7.145 to the left, improve=0.2818758, (0 missing)
## glebokosc_mm < 4.425 to the left, improve=0.2802467, (0 missing)
## Surrogate splits:
## karaty < 1.355 to the left, agree=0.981, adj=0.810, (0 split)
## karat2 < 1.83605 to the left, agree=0.981, adj=0.810, (0 split)
## glebokosc_mm < 4.435 to the left, agree=0.977, adj=0.762, (0 split)
## dlugosc < 7.165 to the left, agree=0.967, adj=0.667, (0 split)
## glebokosc < 62.95 to the left, agree=0.940, adj=0.381, (0 split)
##
## Node number 108: 78 observations, complexity param=0.0001877188
## mean=6879.205, MSE=2077451
## left son=216 (52 obs) right son=217 (26 obs)
## Primary splits:
## objetosc < 197.3618 to the left, improve=0.3656895, (0 missing)
## glebokosc_mm < 4.195 to the left, improve=0.2974313, (0 missing)
## szerokosc < 6.885 to the left, improve=0.2878935, (0 missing)
## karaty < 1.045 to the left, improve=0.2817183, (0 missing)
## karat2 < 1.09205 to the left, improve=0.2817183, (0 missing)
## Surrogate splits:
## karaty < 1.215 to the left, agree=0.910, adj=0.731, (0 split)
## szerokosc < 6.885 to the left, agree=0.910, adj=0.731, (0 split)
## karat2 < 1.47625 to the left, agree=0.910, adj=0.731, (0 split)
## dlugosc < 6.87 to the left, agree=0.897, adj=0.692, (0 split)
## glebokosc_mm < 4.25 to the left, agree=0.885, adj=0.654, (0 split)
##
## Node number 109: 210 observations, complexity param=0.000695436
## mean=9115.705, MSE=2115015
## left son=218 (157 obs) right son=219 (53 obs)
## Primary splits:
## szerokosc < 6.875 to the left, improve=0.4942589, (0 missing)
## objetosc < 180.47 to the left, improve=0.4910863, (0 missing)
## dlugosc < 6.625 to the left, improve=0.4869756, (0 missing)
## karaty < 1.125 to the left, improve=0.4860882, (0 missing)
## karat2 < 1.26565 to the left, improve=0.4860882, (0 missing)
## Surrogate splits:
## objetosc < 199.5659 to the left, agree=0.962, adj=0.849, (0 split)
## dlugosc < 6.85 to the left, agree=0.948, adj=0.792, (0 split)
## karaty < 1.215 to the left, agree=0.933, adj=0.736, (0 split)
## karat2 < 1.47625 to the left, agree=0.933, adj=0.736, (0 split)
## glebokosc_mm < 4.225 to the left, agree=0.886, adj=0.547, (0 split)
##
## Node number 110: 222 observations, complexity param=0.00101251
## mean=10630.94, MSE=3311441
## left son=220 (143 obs) right son=221 (79 obs)
## Primary splits:
## karaty < 1.105 to the left, improve=0.4403886, (0 missing)
## karat2 < 1.22105 to the left, improve=0.4403886, (0 missing)
## objetosc < 181.3207 to the left, improve=0.4331815, (0 missing)
## szerokosc < 6.625 to the left, improve=0.4199635, (0 missing)
## glebokosc_mm < 4.115 to the left, improve=0.4103944, (0 missing)
## Surrogate splits:
## karat2 < 1.22105 to the left, agree=1.000, adj=1.000, (0 split)
## objetosc < 180.9001 to the left, agree=0.968, adj=0.911, (0 split)
## szerokosc < 6.695 to the left, agree=0.941, adj=0.835, (0 split)
## glebokosc_mm < 4.095 to the left, agree=0.941, adj=0.835, (0 split)
## dlugosc < 6.655 to the left, agree=0.932, adj=0.810, (0 split)
##
## Node number 111: 41 observations, complexity param=0.000432685
## mean=13650.2, MSE=7310932
## left son=222 (25 obs) right son=223 (16 obs)
## Primary splits:
## kolor splits as LLLLLLR, improve=0.45566460, (0 missing)
## glebokosc < 61.85 to the right, improve=0.13522420, (0 missing)
## dlugosc < 6.51 to the left, improve=0.12647510, (0 missing)
## objetosc < 169.3043 to the left, improve=0.08176901, (0 missing)
## karaty < 1.025 to the left, improve=0.07024695, (0 missing)
## Surrogate splits:
## ciecie splits as RRLLL, agree=0.707, adj=0.250, (0 split)
## glebokosc_mm < 4.025 to the right, agree=0.707, adj=0.250, (0 split)
## glebokosc < 63.15 to the left, agree=0.683, adj=0.188, (0 split)
## gestosc < 0.006294672 to the left, agree=0.683, adj=0.188, (0 split)
## dlugosc < 6.685 to the right, agree=0.659, adj=0.125, (0 split)
##
## Node number 112: 42 observations, complexity param=0.00008292104
## mean=5951.071, MSE=1172291
## left son=224 (22 obs) right son=225 (20 obs)
## Primary splits:
## szerokosc < 7.565 to the left, improve=0.5316307, (0 missing)
## objetosc < 265.3374 to the left, improve=0.5075139, (0 missing)
## dlugosc < 7.6 to the left, improve=0.4835464, (0 missing)
## karaty < 1.545 to the left, improve=0.4676795, (0 missing)
## karat2 < 2.38705 to the left, improve=0.4676795, (0 missing)
## Surrogate splits:
## dlugosc < 7.6 to the left, agree=0.952, adj=0.90, (0 split)
## objetosc < 265.3374 to the left, agree=0.929, adj=0.85, (0 split)
## karaty < 1.6 to the left, agree=0.881, adj=0.75, (0 split)
## glebokosc_mm < 4.645 to the left, agree=0.881, adj=0.75, (0 split)
## karat2 < 2.5625 to the left, agree=0.881, adj=0.75, (0 split)
##
## Node number 113: 338 observations, complexity param=0.000969601
## mean=8933.751, MSE=3247554
## left son=226 (274 obs) right son=227 (64 obs)
## Primary splits:
## objetosc < 278.0636 to the left, improve=0.2788368, (0 missing)
## szerokosc < 7.585 to the left, improve=0.2707265, (0 missing)
## karaty < 1.645 to the left, improve=0.2633626, (0 missing)
## karat2 < 2.70605 to the left, improve=0.2633626, (0 missing)
## dlugosc < 7.665 to the left, improve=0.2131463, (0 missing)
## Surrogate splits:
## szerokosc < 7.645 to the left, agree=0.964, adj=0.813, (0 split)
## karaty < 1.735 to the left, agree=0.962, adj=0.797, (0 split)
## karat2 < 3.01025 to the left, agree=0.962, adj=0.797, (0 split)
## dlugosc < 7.665 to the left, agree=0.950, adj=0.734, (0 split)
## glebokosc_mm < 4.765 to the left, agree=0.926, adj=0.609, (0 split)
##
## Node number 114: 212 observations, complexity param=0.0007942937
## mean=9400.83, MSE=3301134
## left son=228 (197 obs) right son=229 (15 obs)
## Primary splits:
## objetosc < 293.8468 to the left, improve=0.3582714, (0 missing)
## karaty < 1.795 to the left, improve=0.3474569, (0 missing)
## karat2 < 3.22205 to the left, improve=0.3474569, (0 missing)
## glebokosc_mm < 4.815 to the left, improve=0.3359684, (0 missing)
## szerokosc < 7.735 to the left, improve=0.3348203, (0 missing)
## Surrogate splits:
## karaty < 1.815 to the left, agree=0.995, adj=0.933, (0 split)
## karat2 < 3.29445 to the left, agree=0.995, adj=0.933, (0 split)
## glebokosc_mm < 4.86 to the left, agree=0.991, adj=0.867, (0 split)
## dlugosc < 7.805 to the left, agree=0.972, adj=0.600, (0 split)
## szerokosc < 7.755 to the left, agree=0.967, adj=0.533, (0 split)
##
## Node number 115: 198 observations, complexity param=0.0006432908
## mean=11863.16, MSE=3095469
## left son=230 (166 obs) right son=231 (32 obs)
## Primary splits:
## karaty < 1.655 to the left, improve=0.3313186, (0 missing)
## karat2 < 2.73925 to the left, improve=0.3313186, (0 missing)
## glebokosc_mm < 4.675 to the left, improve=0.3228399, (0 missing)
## objetosc < 267.4914 to the left, improve=0.3183998, (0 missing)
## szerokosc < 7.735 to the left, improve=0.2722230, (0 missing)
## Surrogate splits:
## karat2 < 2.73925 to the left, agree=1.000, adj=1.000, (0 split)
## objetosc < 270.8334 to the left, agree=0.995, adj=0.969, (0 split)
## glebokosc_mm < 4.715 to the left, agree=0.970, adj=0.813, (0 split)
## dlugosc < 7.625 to the left, agree=0.949, adj=0.688, (0 split)
## szerokosc < 7.595 to the left, agree=0.949, adj=0.688, (0 split)
##
## Node number 116: 288 observations, complexity param=0.0008865232
## mean=9934.587, MSE=2446063
## left son=232 (180 obs) right son=233 (108 obs)
## Primary splits:
## kolor splits as LLRRRRR, improve=0.39724650, (0 missing)
## objetosc < 240.1784 to the left, improve=0.10356360, (0 missing)
## dlugosc < 7.245 to the left, improve=0.08816931, (0 missing)
## glebokosc_mm < 4.395 to the left, improve=0.06485476, (0 missing)
## szerokosc < 7.295 to the left, improve=0.06107714, (0 missing)
## Surrogate splits:
## objetosc < 225.2993 to the right, agree=0.635, adj=0.028, (0 split)
## karaty < 1.35 to the right, agree=0.632, adj=0.019, (0 split)
## karat2 < 1.8226 to the right, agree=0.632, adj=0.019, (0 split)
## klarownosc splits as LLLLLLLR, agree=0.628, adj=0.009, (0 split)
## glebokosc_mm < 4.31 to the right, agree=0.628, adj=0.009, (0 split)
##
## Node number 117: 117 observations, complexity param=0.0002241321
## mean=12321.02, MSE=3432325
## left son=234 (95 obs) right son=235 (22 obs)
## Primary splits:
## glebokosc_mm < 4.795 to the left, improve=0.1761813, (0 missing)
## objetosc < 292.489 to the left, improve=0.1527119, (0 missing)
## karaty < 1.78 to the left, improve=0.1517618, (0 missing)
## karat2 < 3.1685 to the left, improve=0.1517618, (0 missing)
## glebokosc_procent < 1.052938 to the left, improve=0.1226856, (0 missing)
## Surrogate splits:
## karaty < 1.765 to the left, agree=0.983, adj=0.909, (0 split)
## karat2 < 3.11525 to the left, agree=0.983, adj=0.909, (0 split)
## objetosc < 292.489 to the left, agree=0.957, adj=0.773, (0 split)
## dlugosc < 7.835 to the left, agree=0.880, adj=0.364, (0 split)
## szerokosc < 7.845 to the left, agree=0.863, adj=0.273, (0 split)
##
## Node number 118: 239 observations, complexity param=0.0005091657
## mean=14223.63, MSE=3496678
## left son=236 (120 obs) right son=237 (119 obs)
## Primary splits:
## kolor splits as LLLLRRR, improve=0.19232500, (0 missing)
## klarownosc splits as LLLLRRRR, improve=0.16409710, (0 missing)
## glebokosc_mm < 4.395 to the left, improve=0.09686156, (0 missing)
## glebokosc_procent < 0.9818169 to the left, improve=0.06463243, (0 missing)
## glebokosc < 59.95 to the left, improve=0.04553649, (0 missing)
## Surrogate splits:
## klarownosc splits as RRRRLLLL, agree=0.590, adj=0.176, (0 split)
## objetosc < 242.5617 to the right, agree=0.586, adj=0.168, (0 split)
## gestosc < 0.006229055 to the left, agree=0.582, adj=0.160, (0 split)
## szerokosc < 7.265 to the right, agree=0.569, adj=0.134, (0 split)
## dlugosc < 7.335 to the right, agree=0.565, adj=0.126, (0 split)
##
## Node number 119: 81 observations, complexity param=0.0001712327
## mean=16452.07, MSE=4039099
## left son=238 (42 obs) right son=239 (39 obs)
## Primary splits:
## objetosc < 275.2964 to the left, improve=0.1479182, (0 missing)
## karaty < 1.685 to the left, improve=0.1392729, (0 missing)
## karat2 < 2.83925 to the left, improve=0.1392729, (0 missing)
## szerokosc < 7.605 to the left, improve=0.1360521, (0 missing)
## kolor splits as LLLLRRR, improve=0.1000345, (0 missing)
## Surrogate splits:
## szerokosc < 7.635 to the left, agree=0.914, adj=0.821, (0 split)
## karaty < 1.675 to the left, agree=0.877, adj=0.744, (0 split)
## karat2 < 2.80565 to the left, agree=0.877, adj=0.744, (0 split)
## dlugosc < 7.625 to the left, agree=0.827, adj=0.641, (0 split)
## glebokosc_mm < 4.725 to the left, agree=0.802, adj=0.590, (0 split)
##
## Node number 124: 90 observations, complexity param=0.0002135162
## mean=12860.47, MSE=3153494
## left son=248 (52 obs) right son=249 (38 obs)
## Primary splits:
## klarownosc splits as LLLRRRRR, improve=0.2374796, (0 missing)
## szerokosc < 8.125 to the left, improve=0.2075320, (0 missing)
## objetosc < 332.2258 to the left, improve=0.1535359, (0 missing)
## karaty < 2.045 to the left, improve=0.1408349, (0 missing)
## karat2 < 4.18205 to the left, improve=0.1408349, (0 missing)
## Surrogate splits:
## szerokosc < 8.125 to the left, agree=0.611, adj=0.079, (0 split)
## glebokosc_mm < 4.975 to the right, agree=0.611, adj=0.079, (0 split)
## dlugosc < 7.915 to the right, agree=0.600, adj=0.053, (0 split)
## karaty < 1.995 to the right, agree=0.589, adj=0.026, (0 split)
## ciecie splits as RLLLL, agree=0.589, adj=0.026, (0 split)
##
## Node number 125: 38 observations, complexity param=0.00008646829
## mean=15922.32, MSE=4249863
## left son=250 (22 obs) right son=251 (16 obs)
## Primary splits:
## glebokosc_mm < 5.285 to the left, improve=0.16901620, (0 missing)
## karaty < 2.41 to the left, improve=0.12243430, (0 missing)
## karat2 < 5.8082 to the left, improve=0.12243430, (0 missing)
## objetosc < 393.5074 to the left, improve=0.10715280, (0 missing)
## dlugosc < 8.605 to the left, improve=0.06087032, (0 missing)
## Surrogate splits:
## karaty < 2.46 to the left, agree=0.842, adj=0.625, (0 split)
## karat2 < 6.0517 to the left, agree=0.842, adj=0.625, (0 split)
## objetosc < 406.5164 to the left, agree=0.789, adj=0.500, (0 split)
## gestosc < 0.006220497 to the left, agree=0.737, adj=0.375, (0 split)
## glebokosc < 62.9 to the left, agree=0.711, adj=0.312, (0 split)
##
## Node number 126: 330 observations, complexity param=0.0005348176
## mean=15302.8, MSE=4913196
## left son=252 (180 obs) right son=253 (150 obs)
## Primary splits:
## kolor splits as LLLRRRR, improve=0.10638490, (0 missing)
## szerokosc < 7.975 to the left, improve=0.06083753, (0 missing)
## objetosc < 391.499 to the left, improve=0.03684181, (0 missing)
## karaty < 2.005 to the left, improve=0.03007208, (0 missing)
## karat2 < 4.02005 to the left, improve=0.03007208, (0 missing)
## Surrogate splits:
## objetosc < 333.4708 to the right, agree=0.645, adj=0.220, (0 split)
## karaty < 2.055 to the right, agree=0.636, adj=0.200, (0 split)
## dlugosc < 8.215 to the right, agree=0.636, adj=0.200, (0 split)
## karat2 < 4.22305 to the right, agree=0.636, adj=0.200, (0 split)
## szerokosc < 8.165 to the right, agree=0.621, adj=0.167, (0 split)
##
## Node number 127: 233 observations, complexity param=0.0001042103
## mean=16402.5, MSE=2959993
## left son=254 (15 obs) right son=255 (218 obs)
## Primary splits:
## glebokosc < 63.35 to the right, improve=0.04769734, (0 missing)
## kolor splits as LLRRRRR, improve=0.04493718, (0 missing)
## czubek_a_najszerszy < 58.5 to the left, improve=0.02319786, (0 missing)
## szerokosc < 7.975 to the left, improve=0.02045393, (0 missing)
## klarownosc splits as LLLRRRRR, improve=0.02045374, (0 missing)
## Surrogate splits:
## dlugosc < 7.885 to the left, agree=0.948, adj=0.2, (0 split)
##
## Node number 128: 445 observations, complexity param=0.000003867824
## mean=511.3663, MSE=10483.72
## left son=256 (256 obs) right son=257 (189 obs)
## Primary splits:
## klarownosc splits as LLLLLRRR, improve=0.26171050, (0 missing)
## kolor splits as LLLLRRR, improve=0.09995282, (0 missing)
## dlugosc < 4.015 to the left, improve=0.08036230, (0 missing)
## objetosc < 40.87591 to the left, improve=0.07769972, (0 missing)
## karaty < 0.245 to the left, improve=0.07111577, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.020345 to the right, agree=0.609, adj=0.079, (0 split)
## szerokosc < 4.075 to the right, agree=0.607, adj=0.074, (0 split)
## objetosc < 41.64073 to the right, agree=0.602, adj=0.063, (0 split)
## czubek_a_najszerszy < 60.5 to the left, agree=0.596, adj=0.048, (0 split)
## dlugosc < 4.055 to the right, agree=0.593, adj=0.042, (0 split)
##
## Node number 129: 492 observations, complexity param=0.000006362421
## mean=603.6646, MSE=16641.76
## left son=258 (163 obs) right son=259 (329 obs)
## Primary splits:
## klarownosc splits as LLLRRRRR, improve=0.24747580, (0 missing)
## kolor splits as LLLRRRR, improve=0.16089180, (0 missing)
## szerokosc < 4.275 to the right, improve=0.15092710, (0 missing)
## objetosc < 48.90946 to the right, improve=0.05191303, (0 missing)
## czy_premium < 0.5 to the left, improve=0.03812273, (0 missing)
## Surrogate splits:
## glebokosc_mm < 2.745 to the right, agree=0.675, adj=0.018, (0 split)
## glebokosc < 64.25 to the right, agree=0.673, adj=0.012, (0 split)
## szerokosc < 4.205 to the left, agree=0.673, adj=0.012, (0 split)
## objetosc < 50.22253 to the right, agree=0.673, adj=0.012, (0 split)
## glebokosc_procent < 1.178343 to the right, agree=0.673, adj=0.012, (0 split)
##
## Node number 130: 709 observations, complexity param=0.000007516477
## mean=584.9069, MSE=13773.12
## left son=260 (255 obs) right son=261 (454 obs)
## Primary splits:
## kolor splits as LLLLRRR, improve=0.24297740, (0 missing)
## klarownosc splits as LLRRRRRR, improve=0.12225010, (0 missing)
## dlugosc < 4.465 to the left, improve=0.06993018, (0 missing)
## karaty < 0.345 to the left, improve=0.04849154, (0 missing)
## karat2 < 0.11905 to the left, improve=0.04849154, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 60.55 to the right, agree=0.657, adj=0.047, (0 split)
## glebokosc_mm < 2.615 to the left, agree=0.650, adj=0.027, (0 split)
## glebokosc_procent < 0.9721505 to the left, agree=0.650, adj=0.027, (0 split)
## gestosc < 0.006315167 to the right, agree=0.645, adj=0.012, (0 split)
## objetosc < 48.6668 to the left, agree=0.643, adj=0.008, (0 split)
##
## Node number 131: 1731 observations, complexity param=0.00003368461
## mean=751.2109, MSE=22832.45
## left son=262 (807 obs) right son=263 (924 obs)
## Primary splits:
## kolor splits as LLLLRRR, improve=0.26903690, (0 missing)
## dlugosc < 4.445 to the left, improve=0.06970879, (0 missing)
## objetosc < 54.09691 to the left, improve=0.04915363, (0 missing)
## karaty < 0.325 to the left, improve=0.04656568, (0 missing)
## karat2 < 0.10565 to the left, improve=0.04656568, (0 missing)
## Surrogate splits:
## klarownosc splits as RRRRLLLL, agree=0.618, adj=0.181, (0 split)
## ciecie splits as RRRRL, agree=0.571, adj=0.079, (0 split)
## czubek_a_najszerszy < 57.7 to the right, agree=0.563, adj=0.062, (0 split)
## glebokosc_procent < 1.06053 to the left, agree=0.555, adj=0.045, (0 split)
## gestosc < 0.006169699 to the right, agree=0.555, adj=0.045, (0 split)
##
## Node number 132: 74 observations
## mean=529.0946, MSE=5460.086
##
## Node number 133: 91 observations
## mean=641.5824, MSE=8535.276
##
## Node number 134: 219 observations, complexity param=0.000003822565
## mean=754.3744, MSE=19733.19
## left son=268 (87 obs) right son=269 (132 obs)
## Primary splits:
## kolor splits as LLRRRRR, improve=0.27921800, (0 missing)
## dlugosc < 4.385 to the left, improve=0.12087870, (0 missing)
## karaty < 0.325 to the left, improve=0.09864626, (0 missing)
## karat2 < 0.10565 to the left, improve=0.09864626, (0 missing)
## klarownosc splits as LLLLLLLR, improve=0.08348235, (0 missing)
## Surrogate splits:
## objetosc < 50.02569 to the left, agree=0.630, adj=0.069, (0 split)
## szerokosc < 4.605 to the right, agree=0.626, adj=0.057, (0 split)
## czubek_a_najszerszy < 58.5 to the right, agree=0.621, adj=0.046, (0 split)
## glebokosc_procent < 1.040517 to the left, agree=0.621, adj=0.046, (0 split)
## gestosc < 0.006229773 to the right, agree=0.621, adj=0.046, (0 split)
##
## Node number 135: 576 observations, complexity param=0.00000521962
## mean=946.0938, MSE=20390.4
## left son=270 (382 obs) right son=271 (194 obs)
## Primary splits:
## dlugosc < 4.425 to the left, improve=0.1402881, (0 missing)
## karaty < 0.335 to the left, improve=0.1365571, (0 missing)
## karat2 < 0.11225 to the left, improve=0.1365571, (0 missing)
## objetosc < 54.16403 to the left, improve=0.1275483, (0 missing)
## kolor splits as LLLLLLR, improve=0.1203606, (0 missing)
## Surrogate splits:
## objetosc < 53.74798 to the left, agree=0.939, adj=0.820, (0 split)
## szerokosc < 4.445 to the left, agree=0.922, adj=0.768, (0 split)
## karaty < 0.325 to the left, agree=0.917, adj=0.753, (0 split)
## karat2 < 0.10565 to the left, agree=0.917, adj=0.753, (0 split)
## glebokosc_mm < 2.735 to the left, agree=0.863, adj=0.593, (0 split)
##
## Node number 136: 178 observations, complexity param=0.000001512657
## mean=710.1067, MSE=13333.72
## left son=272 (116 obs) right son=273 (62 obs)
## Primary splits:
## dlugosc < 4.795 to the left, improve=0.2011866, (0 missing)
## objetosc < 68.81301 to the left, improve=0.1319548, (0 missing)
## karaty < 0.405 to the left, improve=0.1197458, (0 missing)
## karat2 < 0.16405 to the left, improve=0.1197458, (0 missing)
## ciecie splits as LLLLR, improve=0.1180343, (0 missing)
## Surrogate splits:
## objetosc < 68.81301 to the left, agree=0.899, adj=0.710, (0 split)
## szerokosc < 4.825 to the left, agree=0.865, adj=0.613, (0 split)
## karaty < 0.415 to the left, agree=0.860, adj=0.597, (0 split)
## karat2 < 0.17225 to the left, agree=0.860, adj=0.597, (0 split)
## glebokosc < 60.85 to the right, agree=0.725, adj=0.210, (0 split)
##
## Node number 137: 492 observations, complexity param=0.000003280355
## mean=826.7276, MSE=16086.86
## left son=274 (332 obs) right son=275 (160 obs)
## Primary splits:
## dlugosc < 4.795 to the left, improve=0.13083220, (0 missing)
## karaty < 0.405 to the left, improve=0.08629278, (0 missing)
## karat2 < 0.16405 to the left, improve=0.08629278, (0 missing)
## kolor splits as LLRRRRR, improve=0.07741927, (0 missing)
## ciecie splits as LLLRR, improve=0.06986600, (0 missing)
## Surrogate splits:
## objetosc < 68.49027 to the left, agree=0.882, adj=0.637, (0 split)
## szerokosc < 4.815 to the left, agree=0.846, adj=0.525, (0 split)
## karaty < 0.415 to the left, agree=0.841, adj=0.512, (0 split)
## karat2 < 0.17225 to the left, agree=0.841, adj=0.512, (0 split)
## glebokosc_mm < 3.015 to the left, agree=0.717, adj=0.131, (0 split)
##
## Node number 138: 170 observations, complexity param=0.000002276288
## mean=778.1118, MSE=22387.59
## left son=276 (106 obs) right son=277 (64 obs)
## Primary splits:
## kolor splits as LLRRRRR, improve=0.18879950, (0 missing)
## dlugosc < 4.765 to the left, improve=0.13688650, (0 missing)
## glebokosc_mm < 2.935 to the left, improve=0.10976550, (0 missing)
## karaty < 0.405 to the left, improve=0.08348495, (0 missing)
## karat2 < 0.16405 to the left, improve=0.08348495, (0 missing)
## Surrogate splits:
## karaty < 0.375 to the right, agree=0.647, adj=0.063, (0 split)
## glebokosc_mm < 2.81 to the right, agree=0.647, adj=0.063, (0 split)
## objetosc < 62.18981 to the right, agree=0.647, adj=0.063, (0 split)
## karat2 < 0.14065 to the right, agree=0.647, adj=0.063, (0 split)
## dlugosc < 4.645 to the right, agree=0.641, adj=0.047, (0 split)
##
## Node number 139: 674 observations, complexity param=0.000006140199
## mean=994.5935, MSE=19462.66
## left son=278 (337 obs) right son=279 (337 obs)
## Primary splits:
## dlugosc < 4.755 to the left, improve=0.1477578, (0 missing)
## karaty < 0.445 to the left, improve=0.1446444, (0 missing)
## karat2 < 0.19805 to the left, improve=0.1446444, (0 missing)
## objetosc < 73.05251 to the left, improve=0.1171579, (0 missing)
## szerokosc < 4.885 to the left, improve=0.1040775, (0 missing)
## Surrogate splits:
## objetosc < 66.3808 to the left, agree=0.868, adj=0.736, (0 split)
## szerokosc < 4.785 to the left, agree=0.852, adj=0.703, (0 split)
## karaty < 0.405 to the left, agree=0.840, adj=0.680, (0 split)
## karat2 < 0.16405 to the left, agree=0.840, adj=0.680, (0 split)
## glebokosc_mm < 2.915 to the left, agree=0.682, adj=0.365, (0 split)
##
## Node number 140: 98 observations
## mean=929, MSE=14643.14
##
## Node number 141: 45 observations
## mean=1056.822, MSE=22514.86
##
## Node number 142: 225 observations, complexity param=0.000002587639
## mean=1123.031, MSE=20312.9
## left son=284 (123 obs) right son=285 (102 obs)
## Primary splits:
## kolor splits as LLLLLRR, improve=0.17872250, (0 missing)
## dlugosc < 4.755 to the left, improve=0.15380730, (0 missing)
## objetosc < 67.19996 to the left, improve=0.11725280, (0 missing)
## karaty < 0.405 to the left, improve=0.09803831, (0 missing)
## karat2 < 0.16405 to the left, improve=0.09803831, (0 missing)
## Surrogate splits:
## objetosc < 62.88021 to the right, agree=0.587, adj=0.088, (0 split)
## dlugosc < 4.675 to the right, agree=0.582, adj=0.078, (0 split)
## szerokosc < 4.775 to the right, agree=0.582, adj=0.078, (0 split)
## glebokosc_procent < 1.015259 to the right, agree=0.573, adj=0.059, (0 split)
## gestosc < 0.006062272 to the right, agree=0.573, adj=0.059, (0 split)
##
## Node number 143: 238 observations, complexity param=0.000005901806
## mean=1286.353, MSE=44873.54
## left son=286 (221 obs) right son=287 (17 obs)
## Primary splits:
## objetosc < 72.96038 to the left, improve=0.1744406, (0 missing)
## szerokosc < 4.925 to the left, improve=0.1643616, (0 missing)
## kolor splits as LLLLLLR, improve=0.1513294, (0 missing)
## karaty < 0.425 to the left, improve=0.1435598, (0 missing)
## karat2 < 0.18065 to the left, improve=0.1435598, (0 missing)
## Surrogate splits:
## karaty < 0.435 to the left, agree=0.983, adj=0.765, (0 split)
## karat2 < 0.18925 to the left, agree=0.983, adj=0.765, (0 split)
## szerokosc < 4.915 to the left, agree=0.979, adj=0.706, (0 split)
## glebokosc_mm < 3.025 to the left, agree=0.971, adj=0.588, (0 split)
## dlugosc < 4.92 to the left, agree=0.966, adj=0.529, (0 split)
##
## Node number 144: 269 observations, complexity param=0.00000454212
## mean=1136.751, MSE=20862.81
## left son=288 (54 obs) right son=289 (215 obs)
## Primary splits:
## objetosc < 81.38134 to the left, improve=0.2554839, (0 missing)
## szerokosc < 5.035 to the left, improve=0.2077419, (0 missing)
## kolor splits as LLLLLRR, improve=0.1939438, (0 missing)
## dlugosc < 5.045 to the left, improve=0.1901604, (0 missing)
## karaty < 0.505 to the left, improve=0.1568165, (0 missing)
## Surrogate splits:
## szerokosc < 5.075 to the left, agree=0.911, adj=0.556, (0 split)
## dlugosc < 5.045 to the left, agree=0.874, adj=0.370, (0 split)
## karaty < 0.495 to the left, agree=0.866, adj=0.333, (0 split)
## karat2 < 0.24505 to the left, agree=0.866, adj=0.333, (0 split)
## glebokosc_mm < 3.095 to the left, agree=0.862, adj=0.315, (0 split)
##
## Node number 145: 517 observations, complexity param=0.00002719129
## mean=1370.899, MSE=54098.9
## left son=290 (188 obs) right son=291 (329 obs)
## Primary splits:
## kolor splits as LLLLRRR, improve=0.3068886, (0 missing)
## objetosc < 84.52716 to the left, improve=0.1609720, (0 missing)
## dlugosc < 5.175 to the left, improve=0.1461043, (0 missing)
## karaty < 0.515 to the left, improve=0.1229185, (0 missing)
## karat2 < 0.26525 to the left, improve=0.1229185, (0 missing)
## Surrogate splits:
## karaty < 0.475 to the left, agree=0.656, adj=0.053, (0 split)
## objetosc < 79.29058 to the left, agree=0.656, adj=0.053, (0 split)
## karat2 < 0.22565 to the left, agree=0.656, adj=0.053, (0 split)
## gestosc < 0.005976844 to the left, agree=0.652, adj=0.043, (0 split)
## glebokosc_procent < 1.149545 to the right, agree=0.646, adj=0.027, (0 split)
##
## Node number 146: 16 observations
## mean=1057.938, MSE=9536.684
##
## Node number 147: 176 observations, complexity param=0.00002187097
## mean=1654.858, MSE=147381.7
## left son=294 (153 obs) right son=295 (23 obs)
## Primary splits:
## gestosc < 0.006281546 to the left, improve=0.3308500, (0 missing)
## karaty < 0.685 to the left, improve=0.2400011, (0 missing)
## karat2 < 0.46945 to the left, improve=0.2400011, (0 missing)
## objetosc < 102.8636 to the left, improve=0.2215644, (0 missing)
## glebokosc_mm < 3.475 to the left, improve=0.2026842, (0 missing)
## Surrogate splits:
## karaty < 0.685 to the left, agree=0.994, adj=0.957, (0 split)
## karat2 < 0.46945 to the left, agree=0.994, adj=0.957, (0 split)
## glebokosc_mm < 3.495 to the left, agree=0.977, adj=0.826, (0 split)
## objetosc < 106.1091 to the left, agree=0.966, adj=0.739, (0 split)
## glebokosc < 63.45 to the left, agree=0.955, adj=0.652, (0 split)
##
## Node number 148: 96 observations, complexity param=0.000006056588
## mean=1258.542, MSE=54958.96
## left son=296 (73 obs) right son=297 (23 obs)
## Primary splits:
## objetosc < 95.68204 to the left, improve=0.3623668, (0 missing)
## karaty < 0.595 to the left, improve=0.3473247, (0 missing)
## karat2 < 0.35405 to the left, improve=0.3473247, (0 missing)
## glebokosc_mm < 3.335 to the left, improve=0.3402928, (0 missing)
## dlugosc < 5.335 to the left, improve=0.3302264, (0 missing)
## Surrogate splits:
## karaty < 0.575 to the left, agree=0.979, adj=0.913, (0 split)
## karat2 < 0.33065 to the left, agree=0.979, adj=0.913, (0 split)
## szerokosc < 5.365 to the left, agree=0.958, adj=0.826, (0 split)
## dlugosc < 5.335 to the left, agree=0.938, adj=0.739, (0 split)
## glebokosc_mm < 3.305 to the left, agree=0.927, adj=0.696, (0 split)
##
## Node number 149: 107 observations, complexity param=0.000007703958
## mean=1511.168, MSE=63150.29
## left son=298 (85 obs) right son=299 (22 obs)
## Primary splits:
## objetosc < 92.85075 to the left, improve=0.3599025, (0 missing)
## karaty < 0.555 to the left, improve=0.3287867, (0 missing)
## karat2 < 0.30805 to the left, improve=0.3287867, (0 missing)
## glebokosc_mm < 3.275 to the left, improve=0.2901245, (0 missing)
## dlugosc < 5.195 to the left, improve=0.2822175, (0 missing)
## Surrogate splits:
## karaty < 0.555 to the left, agree=0.963, adj=0.818, (0 split)
## szerokosc < 5.315 to the left, agree=0.963, adj=0.818, (0 split)
## karat2 < 0.30805 to the left, agree=0.963, adj=0.818, (0 split)
## dlugosc < 5.3 to the left, agree=0.953, adj=0.773, (0 split)
## glebokosc_mm < 3.285 to the left, agree=0.953, adj=0.773, (0 split)
##
## Node number 150: 730 observations, complexity param=0.00001298558
## mean=1692.366, MSE=35216.09
## left son=300 (53 obs) right son=301 (677 obs)
## Primary splits:
## objetosc < 80.47346 to the left, improve=0.1594511, (0 missing)
## dlugosc < 5.085 to the left, improve=0.1516465, (0 missing)
## czy_premium < 0.5 to the left, improve=0.1462178, (0 missing)
## ciecie splits as LLLRR, improve=0.1462178, (0 missing)
## karaty < 0.495 to the left, improve=0.1352654, (0 missing)
## Surrogate splits:
## karaty < 0.485 to the left, agree=0.956, adj=0.396, (0 split)
## karat2 < 0.23525 to the left, agree=0.956, adj=0.396, (0 split)
## dlugosc < 5.035 to the left, agree=0.949, adj=0.302, (0 split)
## gestosc < 0.006266062 to the right, agree=0.948, adj=0.283, (0 split)
## szerokosc < 5.015 to the left, agree=0.942, adj=0.208, (0 split)
##
## Node number 151: 351 observations, complexity param=0.00001679537
## mean=1952.838, MSE=70772.85
## left son=302 (272 obs) right son=303 (79 obs)
## Primary splits:
## karaty < 0.595 to the left, improve=0.2134253, (0 missing)
## karat2 < 0.35405 to the left, improve=0.2134253, (0 missing)
## dlugosc < 5.405 to the left, improve=0.1895522, (0 missing)
## objetosc < 97.1346 to the left, improve=0.1854936, (0 missing)
## glebokosc_mm < 3.345 to the left, improve=0.1462839, (0 missing)
## Surrogate splits:
## karat2 < 0.35405 to the left, agree=1.000, adj=1.000, (0 split)
## objetosc < 97.37397 to the left, agree=0.949, adj=0.772, (0 split)
## glebokosc_mm < 3.325 to the left, agree=0.920, adj=0.646, (0 split)
## dlugosc < 5.425 to the left, agree=0.906, adj=0.582, (0 split)
## szerokosc < 5.425 to the left, agree=0.897, adj=0.544, (0 split)
##
## Node number 152: 38 observations, complexity param=0.000002687439
## mean=1565.079, MSE=61177.6
## left son=304 (16 obs) right son=305 (22 obs)
## Primary splits:
## karaty < 0.535 to the left, improve=0.3649158, (0 missing)
## karat2 < 0.28625 to the left, improve=0.3649158, (0 missing)
## klarownosc splits as LLLLLLRR, improve=0.3601804, (0 missing)
## glebokosc_mm < 3.215 to the left, improve=0.3521266, (0 missing)
## dlugosc < 5.275 to the left, improve=0.3004565, (0 missing)
## Surrogate splits:
## karat2 < 0.28625 to the left, agree=1.000, adj=1.000, (0 split)
## objetosc < 86.81621 to the left, agree=0.947, adj=0.875, (0 split)
## dlugosc < 5.215 to the left, agree=0.921, adj=0.812, (0 split)
## glebokosc_mm < 3.215 to the left, agree=0.921, adj=0.812, (0 split)
## szerokosc < 5.22 to the left, agree=0.895, adj=0.750, (0 split)
##
## Node number 153: 270 observations, complexity param=0.00002056284
## mean=1999.652, MSE=77003.12
## left son=306 (178 obs) right son=307 (92 obs)
## Primary splits:
## karaty < 0.545 to the left, improve=0.3218249, (0 missing)
## karat2 < 0.29705 to the left, improve=0.3218249, (0 missing)
## objetosc < 89.85603 to the left, improve=0.3030787, (0 missing)
## glebokosc_mm < 3.265 to the left, improve=0.3002546, (0 missing)
## dlugosc < 5.265 to the left, improve=0.2896664, (0 missing)
## Surrogate splits:
## karat2 < 0.29705 to the left, agree=1.000, adj=1.000, (0 split)
## objetosc < 90.08208 to the left, agree=0.974, adj=0.924, (0 split)
## glebokosc_mm < 3.245 to the left, agree=0.937, adj=0.815, (0 split)
## szerokosc < 5.275 to the left, agree=0.926, adj=0.783, (0 split)
## dlugosc < 5.265 to the left, agree=0.919, adj=0.761, (0 split)
##
## Node number 154: 95 observations, complexity param=0.000003101642
## mean=2130, MSE=42267.85
## left son=308 (62 obs) right son=309 (33 obs)
## Primary splits:
## objetosc < 84.74512 to the left, improve=0.2438305, (0 missing)
## szerokosc < 5.145 to the left, improve=0.1741430, (0 missing)
## karaty < 0.515 to the left, improve=0.1663599, (0 missing)
## karat2 < 0.26525 to the left, improve=0.1663599, (0 missing)
## dlugosc < 5.075 to the left, improve=0.1443221, (0 missing)
## Surrogate splits:
## karaty < 0.515 to the left, agree=0.926, adj=0.788, (0 split)
## karat2 < 0.26525 to the left, agree=0.926, adj=0.788, (0 split)
## szerokosc < 5.155 to the left, agree=0.895, adj=0.697, (0 split)
## dlugosc < 5.14 to the left, agree=0.853, adj=0.576, (0 split)
## glebokosc_mm < 3.185 to the left, agree=0.832, adj=0.515, (0 split)
##
## Node number 155: 101 observations, complexity param=0.00001018805
## mean=2588.515, MSE=131973.1
## left son=310 (68 obs) right son=311 (33 obs)
## Primary splits:
## szerokosc < 5.395 to the left, improve=0.2412761, (0 missing)
## objetosc < 98.39072 to the left, improve=0.2193896, (0 missing)
## karaty < 0.595 to the left, improve=0.2096118, (0 missing)
## karat2 < 0.35405 to the left, improve=0.2096118, (0 missing)
## glebokosc_mm < 3.335 to the left, improve=0.1848859, (0 missing)
## Surrogate splits:
## objetosc < 95.31132 to the left, agree=0.901, adj=0.697, (0 split)
## dlugosc < 5.355 to the left, agree=0.891, adj=0.667, (0 split)
## karaty < 0.585 to the left, agree=0.851, adj=0.545, (0 split)
## karat2 < 0.34225 to the left, agree=0.851, adj=0.545, (0 split)
## glebokosc_mm < 3.325 to the left, agree=0.822, adj=0.455, (0 split)
##
## Node number 156: 15 observations
## mean=2382.133, MSE=179794.6
##
## Node number 157: 18 observations
## mean=3023.389, MSE=218545.6
##
## Node number 160: 85 observations, complexity param=0.000008746726
## mean=1846.729, MSE=125731.3
## left son=320 (26 obs) right son=321 (59 obs)
## Primary splits:
## karaty < 0.685 to the left, improve=0.2583529, (0 missing)
## karat2 < 0.46945 to the left, improve=0.2583529, (0 missing)
## gestosc < 0.006231894 to the left, improve=0.2583529, (0 missing)
## objetosc < 109.7036 to the left, improve=0.2549240, (0 missing)
## klarownosc splits as LLRRRRRR, improve=0.2458494, (0 missing)
## Surrogate splits:
## karat2 < 0.46945 to the left, agree=1.000, adj=1.000, (0 split)
## gestosc < 0.006231894 to the left, agree=1.000, adj=1.000, (0 split)
## objetosc < 108.6787 to the left, agree=0.894, adj=0.654, (0 split)
## glebokosc_mm < 3.465 to the left, agree=0.871, adj=0.577, (0 split)
## glebokosc < 61.55 to the left, agree=0.776, adj=0.269, (0 split)
##
## Node number 161: 456 observations, complexity param=0.00001990871
## mean=2247.305, MSE=95128.28
## left son=322 (172 obs) right son=323 (284 obs)
## Primary splits:
## kolor splits as LLLRRRR, improve=0.14487680, (0 missing)
## klarownosc splits as LLRRRRRR, improve=0.12325680, (0 missing)
## ciecie splits as LLRRR, improve=0.04857633, (0 missing)
## szerokosc < 5.675 to the left, improve=0.04813048, (0 missing)
## objetosc < 115.8042 to the left, improve=0.04763966, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 62.5 to the right, agree=0.636, adj=0.035, (0 split)
## gestosc < 0.006263607 to the right, agree=0.634, adj=0.029, (0 split)
## karaty < 0.755 to the right, agree=0.629, adj=0.017, (0 split)
## karat2 < 0.57005 to the right, agree=0.629, adj=0.017, (0 split)
## glebokosc_mm < 3.655 to the right, agree=0.627, adj=0.012, (0 split)
##
## Node number 162: 100 observations, complexity param=0.000006321116
## mean=2348.3, MSE=77714.07
## left son=324 (17 obs) right son=325 (83 obs)
## Primary splits:
## glebokosc_procent < 1.003333 to the left, improve=0.25675810, (0 missing)
## glebokosc_mm < 3.455 to the left, improve=0.24974190, (0 missing)
## glebokosc < 59.85 to the left, improve=0.18910420, (0 missing)
## objetosc < 113.3883 to the left, improve=0.09921208, (0 missing)
## kolor splits as LLLLLLR, improve=0.08925789, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 60.5 to the right, agree=0.93, adj=0.588, (0 split)
## glebokosc_mm < 3.435 to the left, agree=0.92, adj=0.529, (0 split)
## glebokosc < 59.75 to the left, agree=0.91, adj=0.471, (0 split)
## objetosc < 111.3196 to the left, agree=0.87, adj=0.235, (0 split)
## ciecie splits as LLRRR, agree=0.86, adj=0.176, (0 split)
##
## Node number 163: 183 observations, complexity param=0.000009987226
## mean=2667.279, MSE=112595.2
## left son=326 (51 obs) right son=327 (132 obs)
## Primary splits:
## objetosc < 114.0449 to the left, improve=0.15300440, (0 missing)
## szerokosc < 5.685 to the left, improve=0.13242280, (0 missing)
## glebokosc_mm < 3.435 to the left, improve=0.10006610, (0 missing)
## czy_premium < 0.5 to the left, improve=0.09412225, (0 missing)
## ciecie splits as LLLRR, improve=0.09412225, (0 missing)
## Surrogate splits:
## szerokosc < 5.665 to the left, agree=0.842, adj=0.431, (0 split)
## gestosc < 0.006227674 to the right, agree=0.831, adj=0.392, (0 split)
## dlugosc < 5.635 to the left, agree=0.820, adj=0.353, (0 split)
## czubek_a_najszerszy < 59.5 to the right, agree=0.792, adj=0.255, (0 split)
## glebokosc_mm < 3.435 to the left, agree=0.792, adj=0.255, (0 split)
##
## Node number 164: 19 observations
## mean=2009.211, MSE=188331.4
##
## Node number 165: 85 observations, complexity param=0.000006981582
## mean=2484.976, MSE=132280.1
## left son=330 (62 obs) right son=331 (23 obs)
## Primary splits:
## objetosc < 132.8757 to the left, improve=0.1960065, (0 missing)
## kolor splits as LRRRRRR, improve=0.1814746, (0 missing)
## karaty < 0.825 to the left, improve=0.1785509, (0 missing)
## karat2 < 0.68065 to the left, improve=0.1785509, (0 missing)
## glebokosc_mm < 3.725 to the left, improve=0.1695871, (0 missing)
## Surrogate splits:
## karaty < 0.815 to the left, agree=0.929, adj=0.739, (0 split)
## karat2 < 0.66425 to the left, agree=0.929, adj=0.739, (0 split)
## szerokosc < 6.01 to the left, agree=0.906, adj=0.652, (0 split)
## dlugosc < 6.035 to the left, agree=0.871, adj=0.522, (0 split)
## glebokosc_mm < 3.735 to the left, agree=0.871, adj=0.522, (0 split)
##
## Node number 166: 187 observations, complexity param=0.00002849483
## mean=2721.321, MSE=140548.1
## left son=332 (73 obs) right son=333 (114 obs)
## Primary splits:
## klarownosc splits as LLRRRRRR, improve=0.34223910, (0 missing)
## kolor splits as LLLLLRR, improve=0.15821620, (0 missing)
## ciecie splits as LLRRR, improve=0.08534265, (0 missing)
## glebokosc < 63.65 to the right, improve=0.08132892, (0 missing)
## szerokosc < 5.845 to the left, improve=0.06999045, (0 missing)
## Surrogate splits:
## ciecie splits as LLRRR, agree=0.679, adj=0.178, (0 split)
## glebokosc < 63.25 to the right, agree=0.674, adj=0.164, (0 split)
## glebokosc_mm < 3.685 to the right, agree=0.674, adj=0.164, (0 split)
## gestosc < 0.006187455 to the right, agree=0.658, adj=0.123, (0 split)
## karaty < 0.795 to the right, agree=0.642, adj=0.082, (0 split)
##
## Node number 167: 144 observations, complexity param=0.00001810568
## mean=3171.389, MSE=184632.9
## left son=334 (61 obs) right son=335 (83 obs)
## Primary splits:
## klarownosc splits as LLRRRRRR, improve=0.2149678, (0 missing)
## kolor splits as LLLLLRR, improve=0.1212184, (0 missing)
## objetosc < 137.0028 to the left, improve=0.1177822, (0 missing)
## karaty < 0.845 to the left, improve=0.1137327, (0 missing)
## karat2 < 0.71405 to the left, improve=0.1137327, (0 missing)
## Surrogate splits:
## glebokosc < 60.25 to the left, agree=0.611, adj=0.082, (0 split)
## czubek_a_najszerszy < 58.5 to the right, agree=0.611, adj=0.082, (0 split)
## dlugosc < 6.065 to the right, agree=0.604, adj=0.066, (0 split)
## glebokosc_procent < 1.048729 to the left, agree=0.604, adj=0.066, (0 split)
## glebokosc_mm < 3.655 to the left, agree=0.597, adj=0.049, (0 split)
##
## Node number 168: 26 observations
## mean=1861.577, MSE=65061.47
##
## Node number 169: 40 observations
## mean=2163.375, MSE=30044.68
##
## Node number 170: 140 observations, complexity param=0.00001082755
## mean=2337.314, MSE=111175.7
## left son=340 (46 obs) right son=341 (94 obs)
## Primary splits:
## objetosc < 112.3548 to the left, improve=0.2195949, (0 missing)
## karaty < 0.695 to the left, improve=0.2061382, (0 missing)
## karat2 < 0.48305 to the left, improve=0.2061382, (0 missing)
## glebokosc_mm < 3.415 to the left, improve=0.1956965, (0 missing)
## ciecie splits as LLRRR, improve=0.1835012, (0 missing)
## Surrogate splits:
## gestosc < 0.006230907 to the right, agree=0.836, adj=0.500, (0 split)
## dlugosc < 5.605 to the left, agree=0.800, adj=0.391, (0 split)
## szerokosc < 5.625 to the left, agree=0.793, adj=0.370, (0 split)
## karaty < 0.695 to the left, agree=0.786, adj=0.348, (0 split)
## glebokosc_mm < 3.465 to the left, agree=0.786, adj=0.348, (0 split)
##
## Node number 171: 243 observations, complexity param=0.00001999967
## mean=2763.897, MSE=149869.3
## left son=342 (137 obs) right son=343 (106 obs)
## Primary splits:
## kolor splits as LLRRRRR, improve=0.17335400, (0 missing)
## objetosc < 124.8847 to the left, improve=0.11249080, (0 missing)
## szerokosc < 5.875 to the left, improve=0.10594750, (0 missing)
## dlugosc < 5.905 to the left, improve=0.08706663, (0 missing)
## karaty < 0.735 to the left, improve=0.08511381, (0 missing)
## Surrogate splits:
## klarownosc splits as LLLLLLRR, agree=0.601, adj=0.085, (0 split)
## objetosc < 117.1025 to the right, agree=0.588, adj=0.057, (0 split)
## glebokosc < 59.25 to the right, agree=0.580, adj=0.038, (0 split)
## szerokosc < 5.825 to the right, agree=0.576, adj=0.028, (0 split)
## glebokosc_mm < 3.595 to the right, agree=0.576, adj=0.028, (0 split)
##
## Node number 172: 493 observations, complexity param=0.00006316686
## mean=2918.367, MSE=190049.9
## left son=344 (40 obs) right son=345 (453 obs)
## Primary splits:
## karaty < 0.695 to the left, improve=0.2128163, (0 missing)
## karat2 < 0.48305 to the left, improve=0.2128163, (0 missing)
## objetosc < 115.0905 to the left, improve=0.2004467, (0 missing)
## szerokosc < 5.705 to the left, improve=0.1777945, (0 missing)
## glebokosc_mm < 3.465 to the left, improve=0.1581296, (0 missing)
## Surrogate splits:
## karat2 < 0.48305 to the left, agree=1.000, adj=1.000, (0 split)
## objetosc < 107.9367 to the left, agree=0.972, adj=0.650, (0 split)
## glebokosc_mm < 3.415 to the left, agree=0.955, adj=0.450, (0 split)
## dlugosc < 5.565 to the left, agree=0.937, adj=0.225, (0 split)
## szerokosc < 5.575 to the left, agree=0.923, adj=0.050, (0 split)
##
## Node number 173: 132 observations, complexity param=0.00002963271
## mean=3503.326, MSE=355362
## left son=346 (87 obs) right son=347 (45 obs)
## Primary splits:
## kolor splits as LLLLLRR, improve=0.19941440, (0 missing)
## szerokosc < 5.675 to the left, improve=0.13234770, (0 missing)
## objetosc < 113.024 to the left, improve=0.11756190, (0 missing)
## klarownosc splits as LLLLLLRR, improve=0.09286845, (0 missing)
## dlugosc < 5.645 to the left, improve=0.08156780, (0 missing)
## Surrogate splits:
## karaty < 0.665 to the right, agree=0.689, adj=0.089, (0 split)
## objetosc < 109.0601 to the right, agree=0.689, adj=0.089, (0 split)
## karat2 < 0.44225 to the right, agree=0.689, adj=0.089, (0 split)
## glebokosc_mm < 3.33 to the right, agree=0.674, adj=0.044, (0 split)
## dlugosc < 5.525 to the right, agree=0.667, adj=0.022, (0 split)
##
## Node number 174: 229 observations, complexity param=0.00003126231
## mean=3466.432, MSE=205382
## left son=348 (129 obs) right son=349 (100 obs)
## Primary splits:
## karaty < 0.775 to the left, improve=0.2098231, (0 missing)
## karat2 < 0.60065 to the left, improve=0.2098231, (0 missing)
## szerokosc < 5.945 to the left, improve=0.2016944, (0 missing)
## objetosc < 129.1767 to the left, improve=0.2010492, (0 missing)
## glebokosc_mm < 3.645 to the left, improve=0.1768350, (0 missing)
## Surrogate splits:
## karat2 < 0.60065 to the left, agree=1.000, adj=1.00, (0 split)
## objetosc < 126.4347 to the left, agree=0.917, adj=0.81, (0 split)
## glebokosc_mm < 3.645 to the left, agree=0.865, adj=0.69, (0 split)
## szerokosc < 5.905 to the left, agree=0.812, adj=0.57, (0 split)
## dlugosc < 5.895 to the left, agree=0.808, adj=0.56, (0 split)
##
## Node number 175: 51 observations, complexity param=0.00002480532
## mean=4242.549, MSE=651375.9
## left son=350 (17 obs) right son=351 (34 obs)
## Primary splits:
## kolor splits as LLLLRRR, improve=0.2357073, (0 missing)
## karaty < 0.765 to the left, improve=0.1651993, (0 missing)
## karat2 < 0.58525 to the left, improve=0.1651993, (0 missing)
## dlugosc < 5.905 to the left, improve=0.1284903, (0 missing)
## objetosc < 123.4201 to the left, improve=0.1130957, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.10625 to the right, agree=0.725, adj=0.176, (0 split)
## gestosc < 0.005977213 to the left, agree=0.706, adj=0.118, (0 split)
## czubek_a_najszerszy < 54.5 to the left, agree=0.686, adj=0.059, (0 split)
## dlugosc < 5.815 to the left, agree=0.686, adj=0.059, (0 split)
##
## Node number 180: 31 observations, complexity param=0.000002375383
## mean=2988.774, MSE=120592.5
## left son=360 (16 obs) right son=361 (15 obs)
## Primary splits:
## glebokosc < 63.9 to the right, improve=0.20057720, (0 missing)
## glebokosc_procent < 1.091452 to the right, improve=0.16245840, (0 missing)
## glebokosc_mm < 3.875 to the right, improve=0.06500273, (0 missing)
## gestosc < 0.006432472 to the right, improve=0.04574324, (0 missing)
## kolor splits as LLLRRRR, improve=0.04548711, (0 missing)
## Surrogate splits:
## ciecie splits as LRRRR, agree=0.903, adj=0.800, (0 split)
## szerokosc < 6.025 to the left, agree=0.839, adj=0.667, (0 split)
## glebokosc_mm < 3.865 to the right, agree=0.806, adj=0.600, (0 split)
## gestosc < 0.006422488 to the right, agree=0.774, adj=0.533, (0 split)
## dlugosc < 6.035 to the left, agree=0.742, adj=0.467, (0 split)
##
## Node number 181: 97 observations, complexity param=0.000008232934
## mean=3432.845, MSE=137819.4
## left son=362 (17 obs) right son=363 (80 obs)
## Primary splits:
## kolor splits as LLRRRRR, improve=0.19440290, (0 missing)
## ciecie splits as RRRRL, improve=0.10886810, (0 missing)
## glebokosc_procent < 1.058114 to the left, improve=0.10418200, (0 missing)
## objetosc < 149.4619 to the left, improve=0.10240280, (0 missing)
## czubek_a_najszerszy < 57.5 to the right, improve=0.09482227, (0 missing)
##
## Node number 182: 80 observations, complexity param=0.000004688945
## mean=3504.912, MSE=109259.1
## left son=364 (25 obs) right son=365 (55 obs)
## Primary splits:
## szerokosc < 6.085 to the left, improve=0.1693393, (0 missing)
## glebokosc < 64.05 to the right, improve=0.1636335, (0 missing)
## ciecie splits as LLRRR, improve=0.1318699, (0 missing)
## glebokosc_mm < 3.885 to the right, improve=0.1128531, (0 missing)
## dlugosc < 6.075 to the left, improve=0.1072393, (0 missing)
## Surrogate splits:
## ciecie splits as LRRRR, agree=0.812, adj=0.40, (0 split)
## glebokosc < 64.05 to the right, agree=0.812, adj=0.40, (0 split)
## gestosc < 0.006450491 to the right, agree=0.775, adj=0.28, (0 split)
## dlugosc < 6.03 to the left, agree=0.762, adj=0.24, (0 split)
## glebokosc_mm < 3.885 to the right, agree=0.762, adj=0.24, (0 split)
##
## Node number 183: 138 observations, complexity param=0.000009158508
## mean=3856.551, MSE=155301.7
## left son=366 (16 obs) right son=367 (122 obs)
## Primary splits:
## glebokosc_mm < 3.755 to the left, improve=0.13489610, (0 missing)
## glebokosc < 60.35 to the left, improve=0.12049300, (0 missing)
## objetosc < 155.8984 to the left, improve=0.09894242, (0 missing)
## glebokosc_procent < 0.9991935 to the left, improve=0.08386427, (0 missing)
## karaty < 0.925 to the left, improve=0.06773783, (0 missing)
## Surrogate splits:
## glebokosc < 59.35 to the left, agree=0.957, adj=0.625, (0 split)
## glebokosc_procent < 0.99 to the left, agree=0.920, adj=0.312, (0 split)
## dlugosc < 6.395 to the right, agree=0.899, adj=0.125, (0 split)
## szerokosc < 6.42 to the right, agree=0.891, adj=0.062, (0 split)
##
## Node number 184: 35 observations, complexity param=0.000002324461
## mean=3194.257, MSE=64965.79
## left son=368 (15 obs) right son=369 (20 obs)
## Primary splits:
## szerokosc < 6.2 to the left, improve=0.3227005, (0 missing)
## objetosc < 147.9562 to the left, improve=0.3139842, (0 missing)
## glebokosc < 62.45 to the right, improve=0.2416171, (0 missing)
## czubek_a_najszerszy < 57.5 to the right, improve=0.2045894, (0 missing)
## dlugosc < 6.205 to the left, improve=0.1920843, (0 missing)
## Surrogate splits:
## dlugosc < 6.205 to the left, agree=0.886, adj=0.733, (0 split)
## objetosc < 147.6579 to the left, agree=0.886, adj=0.733, (0 split)
## glebokosc < 62.35 to the right, agree=0.771, adj=0.467, (0 split)
## gestosc < 0.006151203 to the right, agree=0.771, adj=0.467, (0 split)
## karaty < 0.915 to the left, agree=0.743, adj=0.400, (0 split)
##
## Node number 185: 70 observations, complexity param=0.00000771486
## mean=3541.229, MSE=169746.5
## left son=370 (29 obs) right son=371 (41 obs)
## Primary splits:
## klarownosc splits as LLLRRRRR, improve=0.2049554, (0 missing)
## szerokosc < 6.08 to the left, improve=0.1801963, (0 missing)
## dlugosc < 6.135 to the left, improve=0.1449099, (0 missing)
## ciecie splits as LLRRR, improve=0.1168748, (0 missing)
## objetosc < 147.4591 to the left, improve=0.1136829, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 56.5 to the left, agree=0.657, adj=0.172, (0 split)
## szerokosc < 6.225 to the right, agree=0.657, adj=0.172, (0 split)
## objetosc < 149.0682 to the right, agree=0.657, adj=0.172, (0 split)
## gestosc < 0.006077517 to the left, agree=0.657, adj=0.172, (0 split)
## karaty < 0.915 to the right, agree=0.643, adj=0.138, (0 split)
##
## Node number 186: 54 observations, complexity param=0.00001741486
## mean=3731.444, MSE=242127.8
## left son=372 (21 obs) right son=373 (33 obs)
## Primary splits:
## szerokosc < 6.175 to the left, improve=0.4204475, (0 missing)
## dlugosc < 6.135 to the left, improve=0.2740593, (0 missing)
## karaty < 0.925 to the left, improve=0.2570980, (0 missing)
## karat2 < 0.85565 to the left, improve=0.2570980, (0 missing)
## objetosc < 145.4599 to the left, improve=0.2320004, (0 missing)
## Surrogate splits:
## dlugosc < 6.135 to the left, agree=0.889, adj=0.714, (0 split)
## objetosc < 145.9925 to the left, agree=0.852, adj=0.619, (0 split)
## glebokosc < 62.75 to the right, agree=0.778, adj=0.429, (0 split)
## gestosc < 0.006215421 to the right, agree=0.722, adj=0.286, (0 split)
## karaty < 0.915 to the left, agree=0.685, adj=0.190, (0 split)
##
## Node number 187: 94 observations, complexity param=0.00001157151
## mean=4262.755, MSE=186385.6
## left son=374 (78 obs) right son=375 (16 obs)
## Primary splits:
## klarownosc splits as LLLLLRRR, improve=0.20848740, (0 missing)
## objetosc < 151.1916 to the left, improve=0.11714720, (0 missing)
## glebokosc < 63.85 to the right, improve=0.11305330, (0 missing)
## dlugosc < 6.145 to the left, improve=0.09852486, (0 missing)
## ciecie splits as LLRRR, improve=0.09582002, (0 missing)
##
## Node number 188: 371 observations, complexity param=0.00004545559
## mean=4285.146, MSE=265404.4
## left son=376 (126 obs) right son=377 (245 obs)
## Primary splits:
## szerokosc < 6.145 to the left, improve=0.14572540, (0 missing)
## objetosc < 145.6988 to the left, improve=0.12466880, (0 missing)
## dlugosc < 6.105 to the left, improve=0.12255190, (0 missing)
## glebokosc < 63.05 to the right, improve=0.11855790, (0 missing)
## kolor splits as LLLLLRR, improve=0.09906536, (0 missing)
## Surrogate splits:
## objetosc < 144.7358 to the left, agree=0.814, adj=0.452, (0 split)
## dlugosc < 6.105 to the left, agree=0.801, adj=0.413, (0 split)
## gestosc < 0.006233702 to the right, agree=0.787, adj=0.373, (0 split)
## glebokosc < 63.25 to the right, agree=0.776, adj=0.341, (0 split)
## ciecie splits as LLRRR, agree=0.712, adj=0.151, (0 split)
##
## Node number 189: 82 observations, complexity param=0.00009547661
## mean=5089.171, MSE=1015604
## left son=378 (53 obs) right son=379 (29 obs)
## Primary splits:
## klarownosc splits as LLLRRRRR, improve=0.3619001, (0 missing)
## ciecie splits as LRRRR, improve=0.1468169, (0 missing)
## szerokosc < 6.185 to the left, improve=0.1427684, (0 missing)
## objetosc < 155.4957 to the left, improve=0.1188194, (0 missing)
## glebokosc < 65.65 to the right, improve=0.1091748, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.120345 to the left, agree=0.695, adj=0.138, (0 split)
## gestosc < 0.006355945 to the right, agree=0.695, adj=0.138, (0 split)
## objetosc < 157.333 to the left, agree=0.683, adj=0.103, (0 split)
## czubek_a_najszerszy < 56.5 to the right, agree=0.671, adj=0.069, (0 split)
## glebokosc_mm < 4.12 to the left, agree=0.671, adj=0.069, (0 split)
##
## Node number 190: 66 observations, complexity param=0.00006470224
## mean=5414.515, MSE=969132.7
## left son=380 (51 obs) right son=381 (15 obs)
## Primary splits:
## karaty < 0.94 to the left, improve=0.3193171, (0 missing)
## karat2 < 0.8837 to the left, improve=0.3193171, (0 missing)
## objetosc < 148.5154 to the left, improve=0.3070863, (0 missing)
## dlugosc < 6.185 to the left, improve=0.2514380, (0 missing)
## szerokosc < 6.145 to the left, improve=0.2430659, (0 missing)
## Surrogate splits:
## karat2 < 0.8837 to the left, agree=1.000, adj=1.000, (0 split)
## objetosc < 150.6794 to the left, agree=0.985, adj=0.933, (0 split)
## dlugosc < 6.255 to the left, agree=0.879, adj=0.467, (0 split)
## glebokosc_mm < 3.955 to the left, agree=0.879, adj=0.467, (0 split)
## gestosc < 0.006345132 to the left, agree=0.879, adj=0.467, (0 split)
##
## Node number 191: 15 observations
## mean=7076.4, MSE=3344924
##
## Node number 192: 47 observations, complexity param=0.000004378087
## mean=2880.66, MSE=223590.9
## left son=384 (15 obs) right son=385 (32 obs)
## Primary splits:
## glebokosc_mm < 4.01 to the right, improve=0.13151110, (0 missing)
## objetosc < 162.0009 to the left, improve=0.11387310, (0 missing)
## karaty < 1.015 to the left, improve=0.10129570, (0 missing)
## karat2 < 1.03025 to the left, improve=0.10129570, (0 missing)
## szerokosc < 6.455 to the left, improve=0.08670367, (0 missing)
## Surrogate splits:
## glebokosc < 62.8 to the right, agree=0.936, adj=0.800, (0 split)
## ciecie splits as LLRRR, agree=0.894, adj=0.667, (0 split)
## szerokosc < 6.335 to the left, agree=0.830, adj=0.467, (0 split)
## glebokosc_procent < 1.086032 to the right, agree=0.830, adj=0.467, (0 split)
## karaty < 1.045 to the right, agree=0.787, adj=0.333, (0 split)
##
## Node number 193: 34 observations, complexity param=0.000001837229
## mean=3705.324, MSE=91865.22
## left son=386 (15 obs) right son=387 (19 obs)
## Primary splits:
## dlugosc < 6.685 to the left, improve=0.1856792, (0 missing)
## karaty < 1.135 to the left, improve=0.1446244, (0 missing)
## karat2 < 1.28825 to the left, improve=0.1446244, (0 missing)
## objetosc < 184.4206 to the left, improve=0.1434319, (0 missing)
## szerokosc < 6.695 to the left, improve=0.1069097, (0 missing)
## Surrogate splits:
## objetosc < 183.8148 to the left, agree=0.941, adj=0.867, (0 split)
## karaty < 1.115 to the left, agree=0.853, adj=0.667, (0 split)
## karat2 < 1.24325 to the left, agree=0.853, adj=0.667, (0 split)
## szerokosc < 6.635 to the left, agree=0.794, adj=0.533, (0 split)
## glebokosc_mm < 4.115 to the left, agree=0.794, adj=0.533, (0 split)
##
## Node number 194: 116 observations, complexity param=0.00003913961
## mean=3804.517, MSE=262160.6
## left son=388 (74 obs) right son=389 (42 obs)
## Primary splits:
## karaty < 1.085 to the left, improve=0.4062760, (0 missing)
## karat2 < 1.17725 to the left, improve=0.4062760, (0 missing)
## objetosc < 175.353 to the left, improve=0.4042331, (0 missing)
## glebokosc_mm < 4.115 to the left, improve=0.3092493, (0 missing)
## szerokosc < 6.695 to the left, improve=0.3065471, (0 missing)
## Surrogate splits:
## karat2 < 1.17725 to the left, agree=1.000, adj=1.000, (0 split)
## objetosc < 175.353 to the left, agree=0.991, adj=0.976, (0 split)
## glebokosc_mm < 4.065 to the left, agree=0.905, adj=0.738, (0 split)
## dlugosc < 6.575 to the left, agree=0.879, adj=0.667, (0 split)
## szerokosc < 6.605 to the left, agree=0.879, adj=0.667, (0 split)
##
## Node number 195: 747 observations, complexity param=0.00008752854
## mean=4433.082, MSE=271366
## left son=390 (395 obs) right son=391 (352 obs)
## Primary splits:
## objetosc < 168.8051 to the left, improve=0.1363024, (0 missing)
## szerokosc < 6.595 to the left, improve=0.1226199, (0 missing)
## karaty < 1.065 to the left, improve=0.1160435, (0 missing)
## karat2 < 1.13425 to the left, improve=0.1160435, (0 missing)
## ciecie splits as LLRRR, improve=0.1054463, (0 missing)
## Surrogate splits:
## karaty < 1.035 to the left, agree=0.908, adj=0.804, (0 split)
## karat2 < 1.07125 to the left, agree=0.908, adj=0.804, (0 split)
## dlugosc < 6.485 to the left, agree=0.870, adj=0.724, (0 split)
## szerokosc < 6.515 to the left, agree=0.866, adj=0.716, (0 split)
## glebokosc_mm < 4.035 to the left, agree=0.764, adj=0.500, (0 split)
##
## Node number 196: 66 observations, complexity param=0.00000916991
## mean=3989.591, MSE=185924.2
## left son=392 (19 obs) right son=393 (47 obs)
## Primary splits:
## kolor splits as LRRRRRR, improve=0.23589310, (0 missing)
## szerokosc < 6.355 to the left, improve=0.18105790, (0 missing)
## objetosc < 162.0727 to the left, improve=0.07058844, (0 missing)
## glebokosc < 62.6 to the right, improve=0.06201404, (0 missing)
## glebokosc_mm < 4.015 to the right, improve=0.04708722, (0 missing)
## Surrogate splits:
## ciecie splits as LLRRR, agree=0.742, adj=0.105, (0 split)
## czubek_a_najszerszy < 54.5 to the left, agree=0.742, adj=0.105, (0 split)
## glebokosc_mm < 3.815 to the left, agree=0.742, adj=0.105, (0 split)
## glebokosc_procent < 0.9545082 to the left, agree=0.742, adj=0.105, (0 split)
## gestosc < 0.006336883 to the right, agree=0.742, adj=0.105, (0 split)
##
## Node number 197: 85 observations, complexity param=0.00001690919
## mean=4656.741, MSE=259632.6
## left son=394 (62 obs) right son=395 (23 obs)
## Primary splits:
## objetosc < 186.5343 to the left, improve=0.2418659, (0 missing)
## szerokosc < 6.675 to the left, improve=0.1823708, (0 missing)
## karaty < 1.135 to the left, improve=0.1722512, (0 missing)
## karat2 < 1.28825 to the left, improve=0.1722512, (0 missing)
## dlugosc < 6.695 to the left, improve=0.1693636, (0 missing)
## Surrogate splits:
## karaty < 1.135 to the left, agree=0.941, adj=0.783, (0 split)
## karat2 < 1.28825 to the left, agree=0.941, adj=0.783, (0 split)
## dlugosc < 6.705 to the left, agree=0.894, adj=0.609, (0 split)
## szerokosc < 6.685 to the left, agree=0.882, adj=0.565, (0 split)
## glebokosc_mm < 4.145 to the left, agree=0.847, adj=0.435, (0 split)
##
## Node number 198: 513 observations, complexity param=0.00009897837
## mean=5023.965, MSE=302727.1
## left son=396 (218 obs) right son=397 (295 obs)
## Primary splits:
## kolor splits as LLLLRRR, improve=0.20118780, (0 missing)
## glebokosc_procent < 1.142727 to the right, improve=0.05632187, (0 missing)
## ciecie splits as LLRRR, improve=0.05164582, (0 missing)
## szerokosc < 6.375 to the left, improve=0.04791481, (0 missing)
## glebokosc < 64.15 to the right, improve=0.04530827, (0 missing)
## Surrogate splits:
## gestosc < 0.006090867 to the left, agree=0.602, adj=0.064, (0 split)
## objetosc < 165.2956 to the right, agree=0.598, adj=0.055, (0 split)
## dlugosc < 6.445 to the right, agree=0.589, adj=0.032, (0 split)
## karaty < 1.015 to the right, agree=0.585, adj=0.023, (0 split)
## glebokosc_procent < 1.158038 to the right, agree=0.585, adj=0.023, (0 split)
##
## Node number 199: 264 observations, complexity param=0.00008033564
## mean=5516.121, MSE=456151.5
## left son=398 (165 obs) right son=399 (99 obs)
## Primary splits:
## kolor splits as LLLLRRR, improve=0.21058400, (0 missing)
## czubek_a_najszerszy < 57.75 to the right, improve=0.10773150, (0 missing)
## glebokosc_procent < 1.074788 to the left, improve=0.08120158, (0 missing)
## objetosc < 191.3859 to the left, improve=0.06932902, (0 missing)
## szerokosc < 6.615 to the left, improve=0.06333959, (0 missing)
## Surrogate splits:
## karaty < 1.065 to the right, agree=0.663, adj=0.101, (0 split)
## karat2 < 1.13425 to the right, agree=0.663, adj=0.101, (0 split)
## objetosc < 174.4728 to the right, agree=0.644, adj=0.051, (0 split)
## glebokosc_mm < 3.995 to the right, agree=0.640, adj=0.040, (0 split)
## glebokosc_procent < 1.15229 to the left, agree=0.640, adj=0.040, (0 split)
##
## Node number 200: 24 observations
## mean=3436.167, MSE=349537
##
## Node number 201: 24 observations
## mean=4690.542, MSE=610932.6
##
## Node number 202: 245 observations, complexity param=0.00008707552
## mean=5335.849, MSE=563825.6
## left son=404 (64 obs) right son=405 (181 obs)
## Primary splits:
## kolor splits as LLRRRRR, improve=0.19898270, (0 missing)
## glebokosc < 63.45 to the right, improve=0.08711575, (0 missing)
## ciecie splits as LLRRR, improve=0.08672535, (0 missing)
## gestosc < 0.006222485 to the right, improve=0.04116073, (0 missing)
## objetosc < 207.2326 to the left, improve=0.03525809, (0 missing)
## Surrogate splits:
## glebokosc < 65.8 to the right, agree=0.747, adj=0.031, (0 split)
## glebokosc_procent < 1.155455 to the right, agree=0.747, adj=0.031, (0 split)
## karaty < 1.345 to the right, agree=0.743, adj=0.016, (0 split)
## glebokosc_mm < 4.42 to the right, agree=0.743, adj=0.016, (0 split)
## objetosc < 213.9042 to the right, agree=0.743, adj=0.016, (0 split)
##
## Node number 203: 84 observations, complexity param=0.00005377048
## mean=6606.429, MSE=1010504
## left son=406 (18 obs) right son=407 (66 obs)
## Primary splits:
## kolor splits as LLRRRRR, improve=0.19996630, (0 missing)
## karaty < 1.375 to the left, improve=0.12582850, (0 missing)
## karat2 < 1.89065 to the left, improve=0.12582850, (0 missing)
## objetosc < 222.157 to the left, improve=0.11024210, (0 missing)
## glebokosc_mm < 4.565 to the left, improve=0.08923224, (0 missing)
## Surrogate splits:
## dlugosc < 7.005 to the left, agree=0.798, adj=0.056, (0 split)
##
## Node number 204: 108 observations, complexity param=0.00004716252
## mean=5454.046, MSE=465103.5
## left son=408 (88 obs) right son=409 (20 obs)
## Primary splits:
## karaty < 1.285 to the left, improve=0.2963833, (0 missing)
## karat2 < 1.65125 to the left, improve=0.2963833, (0 missing)
## objetosc < 205.8287 to the left, improve=0.2400553, (0 missing)
## szerokosc < 6.915 to the left, improve=0.2097415, (0 missing)
## glebokosc_mm < 4.295 to the left, improve=0.1979201, (0 missing)
## Surrogate splits:
## karat2 < 1.65125 to the left, agree=1.000, adj=1.00, (0 split)
## objetosc < 210.4363 to the left, agree=0.972, adj=0.85, (0 split)
## glebokosc_mm < 4.325 to the left, agree=0.954, adj=0.75, (0 split)
## szerokosc < 6.975 to the left, agree=0.917, adj=0.55, (0 split)
## dlugosc < 6.975 to the left, agree=0.907, adj=0.50, (0 split)
##
## Node number 205: 185 observations, complexity param=0.00009438116
## mean=6802.022, MSE=711813.9
## left son=410 (121 obs) right son=411 (64 obs)
## Primary splits:
## karaty < 1.245 to the left, improve=0.2262440, (0 missing)
## karat2 < 1.55005 to the left, improve=0.2262440, (0 missing)
## objetosc < 203.5018 to the left, improve=0.2149437, (0 missing)
## szerokosc < 6.785 to the left, improve=0.1747951, (0 missing)
## dlugosc < 6.815 to the left, improve=0.1365166, (0 missing)
## Surrogate splits:
## karat2 < 1.55005 to the left, agree=1.000, adj=1.000, (0 split)
## objetosc < 206.1981 to the left, agree=0.924, adj=0.781, (0 split)
## dlugosc < 6.955 to the left, agree=0.849, adj=0.562, (0 split)
## glebokosc_mm < 4.295 to the left, agree=0.849, adj=0.562, (0 split)
## szerokosc < 6.945 to the left, agree=0.832, adj=0.516, (0 split)
##
## Node number 206: 22 observations
## mean=7570.864, MSE=950067.6
##
## Node number 207: 17 observations
## mean=11061.59, MSE=6081362
##
## Node number 208: 107 observations, complexity param=0.00002983313
## mean=4662.598, MSE=409125.7
## left son=416 (48 obs) right son=417 (59 obs)
## Primary splits:
## czubek_a_najszerszy < 57.5 to the right, improve=0.2151237, (0 missing)
## objetosc < 166.2469 to the left, improve=0.2095528, (0 missing)
## glebokosc_mm < 3.995 to the left, improve=0.1989847, (0 missing)
## szerokosc < 6.495 to the left, improve=0.1729565, (0 missing)
## glebokosc_procent < 1.04699 to the left, improve=0.1716055, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.071495 to the left, agree=0.916, adj=0.812, (0 split)
## glebokosc < 61.15 to the left, agree=0.729, adj=0.396, (0 split)
## ciecie splits as RRRRL, agree=0.701, adj=0.333, (0 split)
## glebokosc_mm < 3.945 to the left, agree=0.701, adj=0.333, (0 split)
## gestosc < 0.006221659 to the right, agree=0.664, adj=0.250, (0 split)
##
## Node number 209: 149 observations, complexity param=0.00005474397
## mean=5416.987, MSE=379578.8
## left son=418 (103 obs) right son=419 (46 obs)
## Primary splits:
## objetosc < 172.0351 to the left, improve=0.3055470, (0 missing)
## karaty < 1.035 to the left, improve=0.2801314, (0 missing)
## karat2 < 1.07125 to the left, improve=0.2801314, (0 missing)
## szerokosc < 6.505 to the left, improve=0.2794877, (0 missing)
## dlugosc < 6.555 to the left, improve=0.2712492, (0 missing)
## Surrogate splits:
## szerokosc < 6.515 to the left, agree=0.960, adj=0.870, (0 split)
## dlugosc < 6.555 to the left, agree=0.933, adj=0.783, (0 split)
## karaty < 1.055 to the left, agree=0.919, adj=0.739, (0 split)
## karat2 < 1.11305 to the left, agree=0.919, adj=0.739, (0 split)
## glebokosc_mm < 4.065 to the left, agree=0.852, adj=0.522, (0 split)
##
## Node number 210: 160 observations, complexity param=0.0001416696
## mean=6045.706, MSE=882456.7
## left son=420 (127 obs) right son=421 (33 obs)
## Primary splits:
## szerokosc < 7.045 to the left, improve=0.3167331, (0 missing)
## dlugosc < 7.115 to the left, improve=0.2990029, (0 missing)
## objetosc < 210.1202 to the left, improve=0.2947157, (0 missing)
## karaty < 1.305 to the left, improve=0.2565324, (0 missing)
## karat2 < 1.70305 to the left, improve=0.2565324, (0 missing)
## Surrogate splits:
## objetosc < 215.0139 to the left, agree=0.963, adj=0.818, (0 split)
## dlugosc < 7.08 to the left, agree=0.944, adj=0.727, (0 split)
## karaty < 1.335 to the left, agree=0.919, adj=0.606, (0 split)
## karat2 < 1.78225 to the left, agree=0.919, adj=0.606, (0 split)
## glebokosc_mm < 4.365 to the left, agree=0.887, adj=0.455, (0 split)
##
## Node number 211: 127 observations, complexity param=0.0001539565
## mean=7273.094, MSE=1111104
## left son=422 (106 obs) right son=423 (21 obs)
## Primary splits:
## szerokosc < 7.035 to the left, improve=0.3444054, (0 missing)
## objetosc < 219.1732 to the left, improve=0.3321660, (0 missing)
## dlugosc < 7.095 to the left, improve=0.2853749, (0 missing)
## karaty < 1.305 to the left, improve=0.2736804, (0 missing)
## karat2 < 1.70305 to the left, improve=0.2736804, (0 missing)
## Surrogate splits:
## objetosc < 217.1706 to the left, agree=0.961, adj=0.762, (0 split)
## dlugosc < 7.075 to the left, agree=0.937, adj=0.619, (0 split)
## karaty < 1.325 to the left, agree=0.929, adj=0.571, (0 split)
## karat2 < 1.75565 to the left, agree=0.929, adj=0.571, (0 split)
## glebokosc_mm < 4.345 to the left, agree=0.898, adj=0.381, (0 split)
##
## Node number 212: 598 observations, complexity param=0.0002456943
## mean=6749.946, MSE=629523.9
## left son=424 (379 obs) right son=425 (219 obs)
## Primary splits:
## klarownosc splits as LLLLRRRR, improve=0.20602110, (0 missing)
## kolor splits as LLLLRRR, improve=0.15199960, (0 missing)
## objetosc < 166.0427 to the left, improve=0.09894952, (0 missing)
## szerokosc < 6.285 to the left, improve=0.07324262, (0 missing)
## karaty < 1.015 to the left, improve=0.06536647, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.148636 to the left, agree=0.649, adj=0.041, (0 split)
## glebokosc < 63.55 to the left, agree=0.642, adj=0.023, (0 split)
## gestosc < 0.006342761 to the left, agree=0.642, adj=0.023, (0 split)
## dlugosc < 6.26 to the right, agree=0.640, adj=0.018, (0 split)
## czubek_a_najszerszy < 62.5 to the left, agree=0.639, adj=0.014, (0 split)
##
## Node number 213: 203 observations, complexity param=0.00008592397
## mean=7705.02, MSE=1004908
## left son=426 (97 obs) right son=427 (106 obs)
## Primary splits:
## kolor splits as LLLLRRR, improve=0.13296030, (0 missing)
## glebokosc < 59.75 to the left, improve=0.11036430, (0 missing)
## glebokosc_mm < 4.045 to the left, improve=0.10174790, (0 missing)
## karaty < 1.055 to the left, improve=0.07976423, (0 missing)
## karat2 < 1.11305 to the left, improve=0.07976423, (0 missing)
## Surrogate splits:
## objetosc < 184.8047 to the right, agree=0.596, adj=0.155, (0 split)
## szerokosc < 6.715 to the right, agree=0.586, adj=0.134, (0 split)
## glebokosc_mm < 4.145 to the right, agree=0.586, adj=0.134, (0 split)
## klarownosc splits as RRRRLLLL, agree=0.581, adj=0.124, (0 split)
## glebokosc < 62.15 to the right, agree=0.581, adj=0.124, (0 split)
##
## Node number 214: 194 observations, complexity param=0.0001321875
## mean=9338.515, MSE=1194924
## left son=428 (102 obs) right son=429 (92 obs)
## Primary splits:
## objetosc < 204.5336 to the left, improve=0.1800025, (0 missing)
## karaty < 1.275 to the left, improve=0.1380170, (0 missing)
## karat2 < 1.62565 to the left, improve=0.1380170, (0 missing)
## szerokosc < 6.975 to the left, improve=0.1208239, (0 missing)
## kolor splits as LLLLRRR, improve=0.1083410, (0 missing)
## Surrogate splits:
## karaty < 1.245 to the left, agree=0.881, adj=0.750, (0 split)
## karat2 < 1.55005 to the left, agree=0.881, adj=0.750, (0 split)
## szerokosc < 6.945 to the left, agree=0.871, adj=0.728, (0 split)
## dlugosc < 6.945 to the left, agree=0.866, adj=0.717, (0 split)
## glebokosc_mm < 4.275 to the left, agree=0.789, adj=0.554, (0 split)
##
## Node number 215: 21 observations
## mean=11963.62, MSE=3154388
##
## Node number 216: 52 observations, complexity param=0.00006244361
## mean=6262.885, MSE=1317679
## left son=432 (20 obs) right son=433 (32 obs)
## Primary splits:
## glebokosc_procent < 1.070175 to the left, improve=0.2876771, (0 missing)
## czubek_a_najszerszy < 58.5 to the right, improve=0.2531800, (0 missing)
## gestosc < 0.00617323 to the right, improve=0.2393870, (0 missing)
## objetosc < 170.2983 to the left, improve=0.2363921, (0 missing)
## karaty < 1.045 to the left, improve=0.2339863, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 57.4 to the right, agree=0.923, adj=0.80, (0 split)
## glebokosc < 60.5 to the left, agree=0.827, adj=0.55, (0 split)
## glebokosc_mm < 3.995 to the left, agree=0.827, adj=0.55, (0 split)
## ciecie splits as RRRRL, agree=0.769, adj=0.40, (0 split)
## karaty < 1.015 to the left, agree=0.750, adj=0.35, (0 split)
##
## Node number 217: 26 observations
## mean=8111.846, MSE=1317889
##
## Node number 218: 157 observations, complexity param=0.0002394016
## mean=8521.656, MSE=982369.9
## left son=436 (61 obs) right son=437 (96 obs)
## Primary splits:
## objetosc < 168.2663 to the left, improve=0.4899845, (0 missing)
## karaty < 1.025 to the left, improve=0.4718386, (0 missing)
## karat2 < 1.05065 to the left, improve=0.4718386, (0 missing)
## dlugosc < 6.595 to the left, improve=0.4340874, (0 missing)
## szerokosc < 6.57 to the left, improve=0.4252554, (0 missing)
## Surrogate splits:
## karaty < 1.025 to the left, agree=0.955, adj=0.885, (0 split)
## karat2 < 1.05065 to the left, agree=0.955, adj=0.885, (0 split)
## dlugosc < 6.485 to the left, agree=0.936, adj=0.836, (0 split)
## szerokosc < 6.515 to the left, agree=0.936, adj=0.836, (0 split)
## glebokosc_mm < 4.025 to the left, agree=0.866, adj=0.656, (0 split)
##
## Node number 219: 53 observations, complexity param=0.0001158402
## mean=10875.43, MSE=1328196
## left son=438 (37 obs) right son=439 (16 obs)
## Primary splits:
## karaty < 1.295 to the left, improve=0.5194588, (0 missing)
## karat2 < 1.67705 to the left, improve=0.5194588, (0 missing)
## szerokosc < 7.035 to the left, improve=0.4685448, (0 missing)
## objetosc < 210.8324 to the left, improve=0.4573814, (0 missing)
## glebokosc_mm < 4.315 to the left, improve=0.3927018, (0 missing)
## Surrogate splits:
## karat2 < 1.67705 to the left, agree=1.000, adj=1.000, (0 split)
## objetosc < 213.0185 to the left, agree=0.962, adj=0.875, (0 split)
## szerokosc < 7.035 to the left, agree=0.943, adj=0.813, (0 split)
## glebokosc_mm < 4.315 to the left, agree=0.906, adj=0.688, (0 split)
## dlugosc < 7.025 to the left, agree=0.887, adj=0.625, (0 split)
##
## Node number 220: 143 observations, complexity param=0.0001791522
## mean=9733.364, MSE=1593106
## left son=440 (71 obs) right son=441 (72 obs)
## Primary splits:
## kolor splits as LLLLLRR, improve=0.2482399, (0 missing)
## objetosc < 169.398 to the left, improve=0.1736213, (0 missing)
## karaty < 1.045 to the left, improve=0.1490139, (0 missing)
## karat2 < 1.09205 to the left, improve=0.1490139, (0 missing)
## szerokosc < 6.535 to the left, improve=0.1262364, (0 missing)
## Surrogate splits:
## glebokosc_mm < 4.015 to the left, agree=0.580, adj=0.155, (0 split)
## glebokosc < 63.25 to the left, agree=0.573, adj=0.141, (0 split)
## glebokosc_procent < 1.092043 to the right, agree=0.566, adj=0.127, (0 split)
## karaty < 1.005 to the left, agree=0.559, adj=0.113, (0 split)
## dlugosc < 6.33 to the right, agree=0.559, adj=0.113, (0 split)
##
## Node number 221: 79 observations, complexity param=0.0001722674
## mean=12255.67, MSE=2323778
## left son=442 (39 obs) right son=443 (40 obs)
## Primary splits:
## objetosc < 195.2671 to the left, improve=0.2962180, (0 missing)
## kolor splits as LLLLLRR, improve=0.2880254, (0 missing)
## szerokosc < 6.875 to the left, improve=0.2562631, (0 missing)
## glebokosc_mm < 4.205 to the left, improve=0.2389309, (0 missing)
## karaty < 1.185 to the left, improve=0.2091652, (0 missing)
## Surrogate splits:
## szerokosc < 6.835 to the left, agree=0.924, adj=0.846, (0 split)
## karaty < 1.185 to the left, agree=0.911, adj=0.821, (0 split)
## karat2 < 1.40425 to the left, agree=0.911, adj=0.821, (0 split)
## glebokosc_mm < 4.205 to the left, agree=0.899, adj=0.795, (0 split)
## dlugosc < 6.805 to the left, agree=0.873, adj=0.744, (0 split)
##
## Node number 222: 25 observations
## mean=12190.04, MSE=5193670
##
## Node number 223: 16 observations
## mean=15931.69, MSE=2082613
##
## Node number 224: 22 observations
## mean=5198.364, MSE=725715.4
##
## Node number 225: 20 observations
## mean=6779.05, MSE=354749.7
##
## Node number 226: 274 observations, complexity param=0.0004774155
## mean=8473.847, MSE=1898688
## left son=452 (111 obs) right son=453 (163 obs)
## Primary splits:
## kolor splits as LLLRRRR, improve=0.28968260, (0 missing)
## objetosc < 262.0436 to the left, improve=0.10404360, (0 missing)
## szerokosc < 7.415 to the left, improve=0.06737072, (0 missing)
## glebokosc_mm < 4.425 to the left, improve=0.06636123, (0 missing)
## karaty < 1.645 to the left, improve=0.05984635, (0 missing)
## Surrogate splits:
## objetosc < 238.2467 to the left, agree=0.631, adj=0.090, (0 split)
## gestosc < 0.006283069 to the right, agree=0.620, adj=0.063, (0 split)
## szerokosc < 7.245 to the left, agree=0.609, adj=0.036, (0 split)
## karaty < 1.485 to the left, agree=0.606, adj=0.027, (0 split)
## karat2 < 2.20545 to the left, agree=0.606, adj=0.027, (0 split)
##
## Node number 227: 64 observations, complexity param=0.0002522261
## mean=10902.72, MSE=4240015
## left son=454 (43 obs) right son=455 (21 obs)
## Primary splits:
## kolor splits as LLLLRRR, improve=0.2934085, (0 missing)
## objetosc < 303.5543 to the left, improve=0.1177247, (0 missing)
## karaty < 1.915 to the left, improve=0.1123289, (0 missing)
## karat2 < 3.66725 to the left, improve=0.1123289, (0 missing)
## szerokosc < 7.815 to the left, improve=0.1072319, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 54.5 to the right, agree=0.703, adj=0.095, (0 split)
## szerokosc < 7.6 to the right, agree=0.703, adj=0.095, (0 split)
## karaty < 1.705 to the right, agree=0.688, adj=0.048, (0 split)
## glebokosc < 59.75 to the right, agree=0.688, adj=0.048, (0 split)
## glebokosc_mm < 4.685 to the right, agree=0.688, adj=0.048, (0 split)
##
## Node number 228: 197 observations, complexity param=0.0004154927
## mean=9100.741, MSE=2008822
## left son=456 (52 obs) right son=457 (145 obs)
## Primary splits:
## kolor splits as LRRRRRR, improve=0.3314254, (0 missing)
## objetosc < 251.7226 to the left, improve=0.1266847, (0 missing)
## karaty < 1.555 to the left, improve=0.1233459, (0 missing)
## karat2 < 2.41805 to the left, improve=0.1233459, (0 missing)
## szerokosc < 7.425 to the left, improve=0.1213374, (0 missing)
## Surrogate splits:
## objetosc < 282.8999 to the right, agree=0.746, adj=0.038, (0 split)
## karaty < 1.745 to the right, agree=0.741, adj=0.019, (0 split)
## dlugosc < 7.81 to the right, agree=0.741, adj=0.019, (0 split)
## glebokosc_mm < 4.695 to the right, agree=0.741, adj=0.019, (0 split)
## karat2 < 3.04505 to the right, agree=0.741, adj=0.019, (0 split)
##
## Node number 229: 15 observations
## mean=13342, MSE=3557980
##
## Node number 230: 166 observations, complexity param=0.000122068
## mean=11418.52, MSE=1699655
## left son=460 (41 obs) right son=461 (125 obs)
## Primary splits:
## kolor splits as LLLLRRR, improve=0.13657240, (0 missing)
## objetosc < 245.9469 to the left, improve=0.12984700, (0 missing)
## szerokosc < 7.375 to the left, improve=0.11756320, (0 missing)
## gestosc < 0.006277091 to the right, improve=0.11692780, (0 missing)
## czubek_a_najszerszy < 59.5 to the right, improve=0.07963702, (0 missing)
##
## Node number 231: 32 observations, complexity param=0.0000724109
## mean=14169.72, MSE=3990438
## left son=462 (17 obs) right son=463 (15 obs)
## Primary splits:
## szerokosc < 7.735 to the left, improve=0.17900430, (0 missing)
## objetosc < 283.4505 to the left, improve=0.10209970, (0 missing)
## glebokosc_mm < 4.775 to the left, improve=0.04209490, (0 missing)
## glebokosc < 62.15 to the left, improve=0.04024007, (0 missing)
## karaty < 1.745 to the left, improve=0.02412616, (0 missing)
## Surrogate splits:
## objetosc < 279.4974 to the left, agree=0.812, adj=0.600, (0 split)
## gestosc < 0.00615109 to the right, agree=0.781, adj=0.533, (0 split)
## dlugosc < 7.7 to the left, agree=0.750, adj=0.467, (0 split)
## glebokosc_procent < 1.04699 to the right, agree=0.750, adj=0.467, (0 split)
## karaty < 1.735 to the left, agree=0.719, adj=0.400, (0 split)
##
## Node number 232: 180 observations, complexity param=0.0003234652
## mean=9171.033, MSE=1560365
## left son=464 (70 obs) right son=465 (110 obs)
## Primary splits:
## kolor splits as LRRRRRR, improve=0.36354560, (0 missing)
## objetosc < 239.5514 to the left, improve=0.14722390, (0 missing)
## klarownosc splits as LLLLRRRR, improve=0.12133110, (0 missing)
## szerokosc < 7.295 to the left, improve=0.08981758, (0 missing)
## dlugosc < 7.255 to the left, improve=0.08527645, (0 missing)
## Surrogate splits:
## objetosc < 236.5039 to the left, agree=0.650, adj=0.100, (0 split)
## karaty < 1.595 to the right, agree=0.644, adj=0.086, (0 split)
## karat2 < 2.54405 to the right, agree=0.644, adj=0.086, (0 split)
## gestosc < 0.006447318 to the right, agree=0.633, adj=0.057, (0 split)
## czubek_a_najszerszy < 61.5 to the right, agree=0.628, adj=0.043, (0 split)
##
## Node number 233: 108 observations, complexity param=0.00008692323
## mean=11207.18, MSE=1331052
## left son=466 (21 obs) right son=467 (87 obs)
## Primary splits:
## objetosc < 241.604 to the left, improve=0.19087420, (0 missing)
## dlugosc < 7.275 to the left, improve=0.13798230, (0 missing)
## klarownosc splits as LLLLLRRR, improve=0.10479470, (0 missing)
## glebokosc_mm < 4.465 to the left, improve=0.10163770, (0 missing)
## szerokosc < 7.325 to the left, improve=0.08052938, (0 missing)
## Surrogate splits:
## dlugosc < 7.255 to the left, agree=0.889, adj=0.429, (0 split)
## gestosc < 0.006225834 to the right, agree=0.861, adj=0.286, (0 split)
## karaty < 1.495 to the left, agree=0.852, adj=0.238, (0 split)
## glebokosc_mm < 4.465 to the left, agree=0.852, adj=0.238, (0 split)
## karat2 < 2.23505 to the left, agree=0.852, adj=0.238, (0 split)
##
## Node number 234: 95 observations, complexity param=0.0001635859
## mean=11946.8, MSE=2518825
## left son=468 (55 obs) right son=469 (40 obs)
## Primary splits:
## kolor splits as LLRRRRR, improve=0.21580150, (0 missing)
## czubek_a_najszerszy < 57.5 to the right, improve=0.11486060, (0 missing)
## glebokosc_procent < 1.075219 to the left, improve=0.11083020, (0 missing)
## glebokosc < 61.25 to the left, improve=0.06606714, (0 missing)
## objetosc < 281.0778 to the left, improve=0.04947745, (0 missing)
## Surrogate splits:
## glebokosc < 61.25 to the left, agree=0.663, adj=0.200, (0 split)
## glebokosc_procent < 1.092058 to the left, agree=0.642, adj=0.150, (0 split)
## dlugosc < 7.575 to the right, agree=0.632, adj=0.125, (0 split)
## szerokosc < 7.585 to the right, agree=0.632, adj=0.125, (0 split)
## glebokosc_mm < 4.695 to the left, agree=0.611, adj=0.075, (0 split)
##
## Node number 235: 22 observations
## mean=13936.95, MSE=4161015
##
## Node number 236: 120 observations, complexity param=0.0003089625
## mean=13406.99, MSE=2666747
## left son=472 (88 obs) right son=473 (32 obs)
## Primary splits:
## klarownosc splits as LLLLLRRR, improve=0.30477030, (0 missing)
## glebokosc_mm < 4.425 to the left, improve=0.19085590, (0 missing)
## glebokosc_procent < 1.011766 to the left, improve=0.14074330, (0 missing)
## glebokosc < 60.25 to the left, improve=0.13462950, (0 missing)
## ciecie splits as LLLRR, improve=0.09963212, (0 missing)
## Surrogate splits:
## dlugosc < 7.255 to the right, agree=0.767, adj=0.125, (0 split)
## karaty < 1.395 to the right, agree=0.750, adj=0.063, (0 split)
## karat2 < 1.94605 to the right, agree=0.750, adj=0.063, (0 split)
## glebokosc < 63.2 to the left, agree=0.742, adj=0.031, (0 split)
## czubek_a_najszerszy < 55.3 to the right, agree=0.742, adj=0.031, (0 split)
##
## Node number 237: 119 observations, complexity param=0.0003583438
## mean=15047.13, MSE=2982934
## left son=474 (76 obs) right son=475 (43 obs)
## Primary splits:
## klarownosc splits as LLLLRRRR, improve=0.31866860, (0 missing)
## objetosc < 243.809 to the left, improve=0.06787143, (0 missing)
## karaty < 1.515 to the left, improve=0.05735726, (0 missing)
## karat2 < 2.29525 to the left, improve=0.05735726, (0 missing)
## glebokosc_mm < 4.595 to the left, improve=0.05080538, (0 missing)
## Surrogate splits:
## glebokosc_mm < 4.415 to the right, agree=0.689, adj=0.140, (0 split)
## karaty < 1.425 to the right, agree=0.672, adj=0.093, (0 split)
## objetosc < 233.2166 to the right, agree=0.672, adj=0.093, (0 split)
## karat2 < 2.03065 to the right, agree=0.672, adj=0.093, (0 split)
## glebokosc < 59.05 to the right, agree=0.655, adj=0.047, (0 split)
##
## Node number 238: 42 observations, complexity param=0.0001712327
## mean=15707.24, MSE=5510900
## left son=476 (19 obs) right son=477 (23 obs)
## Primary splits:
## kolor splits as LLLLRRR, improve=0.25797910, (0 missing)
## glebokosc_mm < 4.665 to the right, improve=0.08262911, (0 missing)
## glebokosc < 61.55 to the right, improve=0.07300039, (0 missing)
## szerokosc < 7.575 to the left, improve=0.05950942, (0 missing)
## glebokosc_procent < 1.096507 to the right, improve=0.03434721, (0 missing)
## Surrogate splits:
## gestosc < 0.006217262 to the right, agree=0.690, adj=0.316, (0 split)
## karaty < 1.635 to the right, agree=0.667, adj=0.263, (0 split)
## klarownosc splits as RRRRRLLL, agree=0.667, adj=0.263, (0 split)
## karat2 < 2.67325 to the right, agree=0.667, adj=0.263, (0 split)
## dlugosc < 7.63 to the right, agree=0.643, adj=0.211, (0 split)
##
## Node number 239: 39 observations, complexity param=0.00001224173
## mean=17254.21, MSE=1213211
## left son=478 (22 obs) right son=479 (17 obs)
## Primary splits:
## objetosc < 279.6349 to the right, improve=0.08167174, (0 missing)
## kolor splits as LLLLRRR, improve=0.05820595, (0 missing)
## glebokosc < 62.15 to the right, improve=0.04302835, (0 missing)
## klarownosc splits as LLLLRRRR, improve=0.03894880, (0 missing)
## czubek_a_najszerszy < 57.5 to the left, improve=0.03763700, (0 missing)
## Surrogate splits:
## karaty < 1.715 to the right, agree=0.769, adj=0.471, (0 split)
## karat2 < 2.94125 to the right, agree=0.769, adj=0.471, (0 split)
## dlugosc < 7.71 to the right, agree=0.718, adj=0.353, (0 split)
## szerokosc < 7.675 to the right, agree=0.692, adj=0.294, (0 split)
## klarownosc splits as LLLLRRRR, agree=0.667, adj=0.235, (0 split)
##
## Node number 248: 52 observations, complexity param=0.0000664951
## mean=12120.69, MSE=2140311
## left son=496 (27 obs) right son=497 (25 obs)
## Primary splits:
## szerokosc < 8.125 to the left, improve=0.1885991, (0 missing)
## karaty < 2.07 to the left, improve=0.1864488, (0 missing)
## karat2 < 4.285 to the left, improve=0.1864488, (0 missing)
## objetosc < 344.1671 to the left, improve=0.1634152, (0 missing)
## dlugosc < 8.24 to the left, improve=0.1470953, (0 missing)
## Surrogate splits:
## dlugosc < 8.145 to the left, agree=0.942, adj=0.88, (0 split)
## objetosc < 334.8514 to the left, agree=0.942, adj=0.88, (0 split)
## karaty < 2.07 to the left, agree=0.904, adj=0.80, (0 split)
## karat2 < 4.285 to the left, agree=0.904, adj=0.80, (0 split)
## glebokosc < 61.65 to the right, agree=0.808, adj=0.60, (0 split)
##
## Node number 249: 38 observations, complexity param=0.00006296113
## mean=13872.79, MSE=2766268
## left son=498 (20 obs) right son=499 (18 obs)
## Primary splits:
## szerokosc < 8.165 to the left, improve=0.18907090, (0 missing)
## karaty < 2.045 to the left, improve=0.17308200, (0 missing)
## karat2 < 4.18205 to the left, improve=0.17308200, (0 missing)
## objetosc < 331.4113 to the left, improve=0.11512290, (0 missing)
## glebokosc_mm < 5.025 to the left, improve=0.06248509, (0 missing)
## Surrogate splits:
## dlugosc < 8.115 to the left, agree=0.816, adj=0.611, (0 split)
## objetosc < 332.7911 to the left, agree=0.816, adj=0.611, (0 split)
## glebokosc < 61.85 to the right, agree=0.737, adj=0.444, (0 split)
## gestosc < 0.006132343 to the right, agree=0.737, adj=0.444, (0 split)
## karaty < 2.065 to the left, agree=0.711, adj=0.389, (0 split)
##
## Node number 250: 22 observations
## mean=15199.55, MSE=4234667
##
## Node number 251: 16 observations
## mean=16916.12, MSE=2564805
##
## Node number 252: 180 observations, complexity param=0.0003433765
## mean=14642.82, MSE=4529998
## left son=504 (152 obs) right son=505 (28 obs)
## Primary splits:
## objetosc < 391.499 to the left, improve=0.13293220, (0 missing)
## szerokosc < 8.575 to the left, improve=0.12886660, (0 missing)
## karaty < 2.365 to the left, improve=0.10813720, (0 missing)
## karat2 < 5.59325 to the left, improve=0.10813720, (0 missing)
## dlugosc < 8.685 to the left, improve=0.09779009, (0 missing)
## Surrogate splits:
## szerokosc < 8.575 to the left, agree=0.989, adj=0.929, (0 split)
## karaty < 2.405 to the left, agree=0.983, adj=0.893, (0 split)
## dlugosc < 8.555 to the left, agree=0.983, adj=0.893, (0 split)
## karat2 < 5.78405 to the left, agree=0.983, adj=0.893, (0 split)
## glebokosc_mm < 5.325 to the left, agree=0.956, adj=0.714, (0 split)
##
## Node number 253: 150 observations, complexity param=0.0002489809
## mean=16094.78, MSE=4223116
## left son=506 (22 obs) right son=507 (128 obs)
## Primary splits:
## karaty < 2.005 to the left, improve=0.12407140, (0 missing)
## karat2 < 4.02005 to the left, improve=0.12407140, (0 missing)
## szerokosc < 8.105 to the left, improve=0.11083980, (0 missing)
## objetosc < 324.8125 to the left, improve=0.10203640, (0 missing)
## gestosc < 0.006188985 to the right, improve=0.07266207, (0 missing)
## Surrogate splits:
## karat2 < 4.02005 to the left, agree=1.000, adj=1.000, (0 split)
## glebokosc_mm < 4.805 to the left, agree=0.873, adj=0.136, (0 split)
## objetosc < 310.3967 to the left, agree=0.873, adj=0.136, (0 split)
##
## Node number 254: 15 observations
## mean=14970.07, MSE=2973090
##
## Node number 255: 218 observations, complexity param=0.00009443062
## mean=16501.06, MSE=2808194
## left son=510 (109 obs) right son=511 (109 obs)
## Primary splits:
## kolor splits as LLRRRRR, improve=0.04869219, (0 missing)
## glebokosc_mm < 4.835 to the left, improve=0.02672591, (0 missing)
## gestosc < 0.006064604 to the left, improve=0.02394912, (0 missing)
## glebokosc_procent < 0.9882345 to the left, improve=0.01803131, (0 missing)
## ciecie splits as RRRLL, improve=0.01752465, (0 missing)
## Surrogate splits:
## objetosc < 337.7714 to the right, agree=0.656, adj=0.312, (0 split)
## karaty < 2.055 to the right, agree=0.647, adj=0.294, (0 split)
## karat2 < 4.22305 to the right, agree=0.647, adj=0.294, (0 split)
## klarownosc splits as RRRLLLLL, agree=0.633, adj=0.266, (0 split)
## szerokosc < 8.105 to the right, agree=0.624, adj=0.248, (0 split)
##
## Node number 256: 256 observations
## mean=466.3594, MSE=6621.574
##
## Node number 257: 189 observations, complexity param=0.000001401505
## mean=572.328, MSE=9254.961
## left son=514 (82 obs) right son=515 (107 obs)
## Primary splits:
## objetosc < 40.87157 to the left, improve=0.2529230, (0 missing)
## dlugosc < 4.035 to the left, improve=0.2183853, (0 missing)
## szerokosc < 4.075 to the left, improve=0.1942572, (0 missing)
## ciecie splits as LLLRR, improve=0.1908411, (0 missing)
## czy_premium < 0.5 to the left, improve=0.1908411, (0 missing)
## Surrogate splits:
## karaty < 0.245 to the left, agree=0.931, adj=0.841, (0 split)
## karat2 < 0.06005 to the left, agree=0.931, adj=0.841, (0 split)
## szerokosc < 4.065 to the left, agree=0.926, adj=0.829, (0 split)
## dlugosc < 4.045 to the left, agree=0.910, adj=0.793, (0 split)
## glebokosc_mm < 2.495 to the left, agree=0.899, adj=0.768, (0 split)
##
## Node number 258: 163 observations, complexity param=0.00000151516
## mean=512.4908, MSE=8014.9
## left son=516 (112 obs) right son=517 (51 obs)
## Primary splits:
## szerokosc < 4.275 to the right, improve=0.36610260, (0 missing)
## kolor splits as LLLLLRR, improve=0.29518590, (0 missing)
## objetosc < 48.47574 to the right, improve=0.14365080, (0 missing)
## gestosc < 0.00615625 to the left, improve=0.10902580, (0 missing)
## klarownosc splits as LLRRRRRR, improve=0.09254855, (0 missing)
## Surrogate splits:
## objetosc < 48.49885 to the right, agree=0.791, adj=0.333, (0 split)
## ciecie splits as LLLLR, agree=0.779, adj=0.294, (0 split)
## gestosc < 0.006209898 to the left, agree=0.748, adj=0.196, (0 split)
## czubek_a_najszerszy < 60.5 to the left, agree=0.718, adj=0.098, (0 split)
## glebokosc_procent < 1.016393 to the right, agree=0.712, adj=0.078, (0 split)
##
## Node number 259: 329 observations, complexity param=0.000004012576
## mean=648.8359, MSE=14756.99
## left son=518 (100 obs) right son=519 (229 obs)
## Primary splits:
## kolor splits as LLLRRRR, improve=0.26089140, (0 missing)
## szerokosc < 4.275 to the right, improve=0.17067270, (0 missing)
## klarownosc splits as LLLLLRRR, improve=0.06692714, (0 missing)
## gestosc < 0.006086975 to the left, improve=0.06116604, (0 missing)
## objetosc < 49.28556 to the right, improve=0.05648378, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.153846 to the right, agree=0.708, adj=0.04, (0 split)
## czubek_a_najszerszy < 53.4 to the left, agree=0.702, adj=0.02, (0 split)
## glebokosc_mm < 2.735 to the right, agree=0.702, adj=0.02, (0 split)
## glebokosc < 63.85 to the right, agree=0.699, adj=0.01, (0 split)
## objetosc < 50.35192 to the right, agree=0.699, adj=0.01, (0 split)
##
## Node number 260: 255 observations
## mean=507.7176, MSE=5729.552
##
## Node number 261: 454 observations, complexity param=0.000003945588
## mean=628.2621, MSE=13064.75
## left son=522 (105 obs) right son=523 (349 obs)
## Primary splits:
## klarownosc splits as LLRRRRRR, improve=0.20998330, (0 missing)
## dlugosc < 4.475 to the left, improve=0.05728516, (0 missing)
## kolor splits as LLLLLLR, improve=0.03825340, (0 missing)
## karaty < 0.345 to the left, improve=0.03746752, (0 missing)
## karat2 < 0.11905 to the left, improve=0.03746752, (0 missing)
## Surrogate splits:
## objetosc < 61.7765 to the right, agree=0.775, adj=0.029, (0 split)
## glebokosc_procent < 1.182268 to the right, agree=0.773, adj=0.019, (0 split)
## karaty < 0.385 to the right, agree=0.771, adj=0.010, (0 split)
## glebokosc < 63.95 to the right, agree=0.771, adj=0.010, (0 split)
## karat2 < 0.14825 to the right, agree=0.771, adj=0.010, (0 split)
##
## Node number 262: 807 observations, complexity param=0.000008141661
## mean=667.3457, MSE=16041.62
## left son=524 (406 obs) right son=525 (401 obs)
## Primary splits:
## kolor splits as LLLRRRR, improve=0.19852770, (0 missing)
## klarownosc splits as LLLLLRRR, improve=0.19177180, (0 missing)
## dlugosc < 4.415 to the left, improve=0.04941298, (0 missing)
## ciecie splits as LLLRR, improve=0.03673952, (0 missing)
## czy_premium < 0.5 to the left, improve=0.03673952, (0 missing)
## Surrogate splits:
## glebokosc_mm < 2.745 to the right, agree=0.571, adj=0.137, (0 split)
## glebokosc < 62.35 to the right, agree=0.566, adj=0.127, (0 split)
## objetosc < 56.76163 to the right, agree=0.553, adj=0.100, (0 split)
## karaty < 0.335 to the right, agree=0.544, adj=0.082, (0 split)
## karat2 < 0.11225 to the right, agree=0.544, adj=0.082, (0 split)
##
## Node number 263: 924 observations, complexity param=0.000005251018
## mean=824.4567, MSE=17255.68
## left son=526 (648 obs) right son=527 (276 obs)
## Primary splits:
## dlugosc < 4.485 to the left, improve=0.10396080, (0 missing)
## kolor splits as LLLLLRR, improve=0.07779979, (0 missing)
## objetosc < 54.09732 to the left, improve=0.07194652, (0 missing)
## karaty < 0.325 to the left, improve=0.06688077, (0 missing)
## karat2 < 0.10565 to the left, improve=0.06688077, (0 missing)
## Surrogate splits:
## objetosc < 55.67006 to the left, agree=0.949, adj=0.830, (0 split)
## szerokosc < 4.495 to the left, agree=0.922, adj=0.739, (0 split)
## karaty < 0.335 to the left, agree=0.915, adj=0.714, (0 split)
## karat2 < 0.11225 to the left, agree=0.915, adj=0.714, (0 split)
## glebokosc_mm < 2.775 to the left, agree=0.858, adj=0.525, (0 split)
##
## Node number 268: 87 observations
## mean=662.9425, MSE=12472.4
##
## Node number 269: 132 observations
## mean=814.6364, MSE=15377.35
##
## Node number 270: 382 observations
## mean=907.9791, MSE=12665.58
##
## Node number 271: 194 observations, complexity param=0.000002452647
## mean=1021.144, MSE=27108
## left son=542 (145 obs) right son=543 (49 obs)
## Primary splits:
## kolor splits as LLLLLRR, improve=0.14721970, (0 missing)
## dlugosc < 4.545 to the left, improve=0.07029868, (0 missing)
## karaty < 0.335 to the left, improve=0.06482002, (0 missing)
## karat2 < 0.11225 to the left, improve=0.06482002, (0 missing)
## szerokosc < 4.585 to the left, improve=0.04935590, (0 missing)
## Surrogate splits:
## glebokosc_procent < 0.9841762 to the right, agree=0.768, adj=0.082, (0 split)
## karaty < 0.315 to the right, agree=0.758, adj=0.041, (0 split)
## glebokosc < 58.95 to the right, agree=0.758, adj=0.041, (0 split)
## glebokosc_mm < 2.61 to the right, agree=0.758, adj=0.041, (0 split)
## objetosc < 51.8257 to the right, agree=0.758, adj=0.041, (0 split)
##
## Node number 272: 116 observations
## mean=672.2414, MSE=10141.89
##
## Node number 273: 62 observations
## mean=780.9516, MSE=11603.98
##
## Node number 274: 332 observations, complexity param=0.00000169863
## mean=794.8795, MSE=14581.09
## left son=548 (20 obs) right son=549 (312 obs)
## Primary splits:
## kolor splits as LLRRRRR, improve=0.11076460, (0 missing)
## dlugosc < 4.665 to the left, improve=0.10446120, (0 missing)
## gestosc < 0.005988031 to the left, improve=0.08118218, (0 missing)
## szerokosc < 4.745 to the right, improve=0.06815481, (0 missing)
## ciecie splits as LLLLR, improve=0.05471420, (0 missing)
##
## Node number 275: 160 observations, complexity param=0.000001323676
## mean=892.8125, MSE=12739.44
## left son=550 (94 obs) right son=551 (66 obs)
## Primary splits:
## szerokosc < 4.825 to the right, improve=0.17663580, (0 missing)
## gestosc < 0.006061633 to the left, improve=0.11577030, (0 missing)
## ciecie splits as LLLRR, improve=0.09381517, (0 missing)
## czy_premium < 0.5 to the left, improve=0.09381517, (0 missing)
## dlugosc < 4.865 to the left, improve=0.06835334, (0 missing)
## Surrogate splits:
## objetosc < 68.97913 to the right, agree=0.744, adj=0.379, (0 split)
## karaty < 0.415 to the right, agree=0.656, adj=0.167, (0 split)
## karat2 < 0.17225 to the right, agree=0.656, adj=0.167, (0 split)
## glebokosc < 62.05 to the left, agree=0.644, adj=0.136, (0 split)
## dlugosc < 4.855 to the right, agree=0.644, adj=0.136, (0 split)
##
## Node number 276: 106 observations
## mean=727.5943, MSE=13440.47
##
## Node number 277: 64 observations, complexity param=0.000001667553
## mean=861.7812, MSE=25978.92
## left son=554 (19 obs) right son=555 (45 obs)
## Primary splits:
## dlugosc < 4.695 to the left, improve=0.3165983, (0 missing)
## glebokosc_mm < 2.935 to the left, improve=0.2909136, (0 missing)
## karaty < 0.395 to the left, improve=0.2718080, (0 missing)
## karat2 < 0.15605 to the left, improve=0.2718080, (0 missing)
## objetosc < 64.30792 to the left, improve=0.2658089, (0 missing)
## Surrogate splits:
## karaty < 0.395 to the left, agree=0.938, adj=0.789, (0 split)
## objetosc < 64.30792 to the left, agree=0.938, adj=0.789, (0 split)
## karat2 < 0.15605 to the left, agree=0.938, adj=0.789, (0 split)
## glebokosc_mm < 2.905 to the left, agree=0.891, adj=0.632, (0 split)
## szerokosc < 4.72 to the left, agree=0.797, adj=0.316, (0 split)
##
## Node number 278: 337 observations, complexity param=0.000002360912
## mean=940.9674, MSE=14035.55
## left son=556 (93 obs) right son=557 (244 obs)
## Primary splits:
## ciecie splits as LLLRR, improve=0.1575616, (0 missing)
## czy_premium < 0.5 to the left, improve=0.1575616, (0 missing)
## kolor splits as LLLLLRR, improve=0.1187767, (0 missing)
## szerokosc < 4.645 to the right, improve=0.1075384, (0 missing)
## klarownosc splits as LLLLRRRR, improve=0.0885124, (0 missing)
## Surrogate splits:
## czy_premium < 0.5 to the left, agree=1.000, adj=1.000, (0 split)
## glebokosc < 62.75 to the right, agree=0.801, adj=0.280, (0 split)
## glebokosc_mm < 2.985 to the right, agree=0.751, adj=0.097, (0 split)
## czubek_a_najszerszy < 60.5 to the right, agree=0.739, adj=0.054, (0 split)
## glebokosc_procent < 0.9680328 to the left, agree=0.739, adj=0.054, (0 split)
##
## Node number 279: 337 observations, complexity param=0.000004024455
## mean=1048.22, MSE=19138.25
## left son=558 (315 obs) right son=559 (22 obs)
## Primary splits:
## karaty < 0.455 to the left, improve=0.1969723, (0 missing)
## karat2 < 0.20705 to the left, improve=0.1969723, (0 missing)
## objetosc < 73.40795 to the left, improve=0.1476365, (0 missing)
## dlugosc < 4.915 to the left, improve=0.1403576, (0 missing)
## szerokosc < 4.935 to the left, improve=0.1016151, (0 missing)
## Surrogate splits:
## karat2 < 0.20705 to the left, agree=1.000, adj=1.000, (0 split)
## objetosc < 73.40795 to the left, agree=0.967, adj=0.500, (0 split)
## glebokosc_mm < 3.045 to the left, agree=0.964, adj=0.455, (0 split)
## glebokosc < 64.85 to the left, agree=0.944, adj=0.136, (0 split)
## dlugosc < 5.08 to the left, agree=0.944, adj=0.136, (0 split)
##
## Node number 284: 123 observations, complexity param=0.000001271731
## mean=1068.163, MSE=11775.21
## left son=568 (81 obs) right son=569 (42 obs)
## Primary splits:
## dlugosc < 4.805 to the left, improve=0.2771734, (0 missing)
## karaty < 0.405 to the left, improve=0.2472611, (0 missing)
## karat2 < 0.16405 to the left, improve=0.2472611, (0 missing)
## objetosc < 67.19878 to the left, improve=0.2133093, (0 missing)
## gestosc < 0.006055588 to the left, improve=0.1253472, (0 missing)
## Surrogate splits:
## objetosc < 68.05514 to the left, agree=0.886, adj=0.667, (0 split)
## karaty < 0.415 to the left, agree=0.854, adj=0.571, (0 split)
## karat2 < 0.17225 to the left, agree=0.854, adj=0.571, (0 split)
## szerokosc < 4.835 to the left, agree=0.813, adj=0.452, (0 split)
## glebokosc_mm < 2.975 to the left, agree=0.764, adj=0.310, (0 split)
##
## Node number 285: 102 observations, complexity param=0.000001511411
## mean=1189.196, MSE=22600.18
## left son=570 (51 obs) right son=571 (51 obs)
## Primary splits:
## dlugosc < 4.755 to the left, improve=0.2069668, (0 missing)
## objetosc < 67.217 to the left, improve=0.1650016, (0 missing)
## karaty < 0.415 to the left, improve=0.1267049, (0 missing)
## karat2 < 0.17225 to the left, improve=0.1267049, (0 missing)
## gestosc < 0.006002262 to the left, improve=0.1173925, (0 missing)
## Surrogate splits:
## objetosc < 67.08015 to the left, agree=0.843, adj=0.686, (0 split)
## szerokosc < 4.785 to the left, agree=0.804, adj=0.608, (0 split)
## karaty < 0.405 to the left, agree=0.765, adj=0.529, (0 split)
## karat2 < 0.16405 to the left, agree=0.765, adj=0.529, (0 split)
## glebokosc_mm < 2.915 to the left, agree=0.716, adj=0.431, (0 split)
##
## Node number 286: 221 observations, complexity param=0.000003194283
## mean=1261.814, MSE=29412.05
## left son=572 (206 obs) right son=573 (15 obs)
## Primary splits:
## kolor splits as LLLLLLR, improve=0.15512640, (0 missing)
## dlugosc < 4.755 to the left, improve=0.09927793, (0 missing)
## karaty < 0.405 to the left, improve=0.09220760, (0 missing)
## karat2 < 0.16405 to the left, improve=0.09220760, (0 missing)
## glebokosc_mm < 2.925 to the left, improve=0.09166805, (0 missing)
##
## Node number 287: 17 observations
## mean=1605.353, MSE=136284.1
##
## Node number 288: 54 observations
## mean=991.0741, MSE=22167.85
##
## Node number 289: 215 observations, complexity param=0.000002636178
## mean=1173.34, MSE=13866.2
## left son=578 (65 obs) right son=579 (150 obs)
## Primary splits:
## kolor splits as LLLLRRR, improve=0.27913160, (0 missing)
## glebokosc_procent < 1.052982 to the left, improve=0.03485259, (0 missing)
## objetosc < 88.83978 to the left, improve=0.03410283, (0 missing)
## czubek_a_najszerszy < 58.5 to the right, improve=0.03197240, (0 missing)
## szerokosc < 5.305 to the left, improve=0.02911389, (0 missing)
## Surrogate splits:
## glebokosc < 59.25 to the left, agree=0.712, adj=0.046, (0 split)
## gestosc < 0.006306711 to the right, agree=0.712, adj=0.046, (0 split)
## glebokosc_mm < 3.045 to the left, agree=0.707, adj=0.031, (0 split)
## dlugosc < 5.325 to the right, agree=0.702, adj=0.015, (0 split)
## szerokosc < 5.365 to the right, agree=0.702, adj=0.015, (0 split)
##
## Node number 290: 188 observations, complexity param=0.000004155483
## mean=1200.447, MSE=30397.58
## left son=580 (98 obs) right son=581 (90 obs)
## Primary splits:
## objetosc < 86.03898 to the left, improve=0.2295381, (0 missing)
## kolor splits as LLRRRRR, improve=0.2190874, (0 missing)
## dlugosc < 5.155 to the left, improve=0.1961252, (0 missing)
## szerokosc < 5.175 to the left, improve=0.1740173, (0 missing)
## karaty < 0.515 to the left, improve=0.1714613, (0 missing)
## Surrogate splits:
## karaty < 0.525 to the left, agree=0.941, adj=0.878, (0 split)
## karat2 < 0.27565 to the left, agree=0.941, adj=0.878, (0 split)
## szerokosc < 5.185 to the left, agree=0.920, adj=0.833, (0 split)
## dlugosc < 5.155 to the left, agree=0.888, adj=0.767, (0 split)
## glebokosc_mm < 3.185 to the left, agree=0.824, adj=0.633, (0 split)
##
## Node number 291: 329 observations, complexity param=0.00001086221
## mean=1468.301, MSE=41553.13
## left son=582 (147 obs) right son=583 (182 obs)
## Primary splits:
## objetosc < 84.51902 to the left, improve=0.2508122, (0 missing)
## dlugosc < 5.185 to the left, improve=0.2374357, (0 missing)
## karaty < 0.515 to the left, improve=0.2289053, (0 missing)
## karat2 < 0.26525 to the left, improve=0.2289053, (0 missing)
## szerokosc < 5.135 to the left, improve=0.1798820, (0 missing)
## Surrogate splits:
## karaty < 0.515 to the left, agree=0.918, adj=0.816, (0 split)
## karat2 < 0.26525 to the left, agree=0.918, adj=0.816, (0 split)
## dlugosc < 5.155 to the left, agree=0.900, adj=0.776, (0 split)
## szerokosc < 5.145 to the left, agree=0.888, adj=0.748, (0 split)
## glebokosc_mm < 3.205 to the left, agree=0.766, adj=0.476, (0 split)
##
## Node number 294: 153 observations, complexity param=0.00001005668
## mean=1569.242, MSE=76618.03
## left son=588 (67 obs) right son=589 (86 obs)
## Primary splits:
## kolor splits as LLLLLRR, improve=0.24416020, (0 missing)
## klarownosc splits as LLRRRRRR, improve=0.23174790, (0 missing)
## objetosc < 97.47962 to the left, improve=0.10672250, (0 missing)
## glebokosc_mm < 3.345 to the left, improve=0.09814788, (0 missing)
## glebokosc < 60.85 to the left, improve=0.07374809, (0 missing)
## Surrogate splits:
## objetosc < 97.65023 to the left, agree=0.601, adj=0.090, (0 split)
## szerokosc < 5.295 to the left, agree=0.588, adj=0.060, (0 split)
## gestosc < 0.00599848 to the left, agree=0.588, adj=0.060, (0 split)
## dlugosc < 5.385 to the left, agree=0.582, adj=0.045, (0 split)
## karaty < 0.565 to the left, agree=0.569, adj=0.015, (0 split)
##
## Node number 295: 23 observations
## mean=2224.391, MSE=244984.4
##
## Node number 296: 73 observations, complexity param=0.000002397814
## mean=1179.329, MSE=24385.92
## left son=592 (21 obs) right son=593 (52 obs)
## Primary splits:
## szerokosc < 5.125 to the left, improve=0.4251906, (0 missing)
## dlugosc < 5.095 to the left, improve=0.2795125, (0 missing)
## objetosc < 87.42036 to the left, improve=0.2398875, (0 missing)
## kolor splits as LRRRRRR, improve=0.2002494, (0 missing)
## karaty < 0.505 to the left, improve=0.1732118, (0 missing)
## Surrogate splits:
## dlugosc < 5.145 to the left, agree=0.932, adj=0.762, (0 split)
## objetosc < 85.1434 to the left, agree=0.904, adj=0.667, (0 split)
## karaty < 0.515 to the left, agree=0.863, adj=0.524, (0 split)
## karat2 < 0.26525 to the left, agree=0.863, adj=0.524, (0 split)
## glebokosc < 62.95 to the right, agree=0.795, adj=0.286, (0 split)
##
## Node number 297: 23 observations
## mean=1509.957, MSE=68870.39
##
## Node number 298: 85 observations, complexity param=0.000002745629
## mean=1434.471, MSE=35502.63
## left son=596 (15 obs) right son=597 (70 obs)
## Primary splits:
## objetosc < 81.95578 to the left, improve=0.2872053, (0 missing)
## szerokosc < 5.165 to the left, improve=0.2037895, (0 missing)
## dlugosc < 5.085 to the left, improve=0.1882493, (0 missing)
## karaty < 0.515 to the left, improve=0.1417706, (0 missing)
## karat2 < 0.26525 to the left, improve=0.1417706, (0 missing)
## Surrogate splits:
## dlugosc < 5.045 to the left, agree=0.929, adj=0.600, (0 split)
## szerokosc < 5.055 to the left, agree=0.918, adj=0.533, (0 split)
## karaty < 0.495 to the left, agree=0.894, adj=0.400, (0 split)
## karat2 < 0.24505 to the left, agree=0.894, adj=0.400, (0 split)
## glebokosc < 63.9 to the right, agree=0.859, adj=0.200, (0 split)
##
## Node number 299: 22 observations
## mean=1807.5, MSE=59430.34
##
## Node number 300: 53 observations, complexity param=0.000001480744
## mean=1424.547, MSE=43123.04
## left son=600 (35 obs) right son=601 (18 obs)
## Primary splits:
## klarownosc splits as LLLLRRRR, improve=0.2045149, (0 missing)
## kolor splits as LLLLLRR, improve=0.2021498, (0 missing)
## ciecie splits as LLLRR, improve=0.1253181, (0 missing)
## czy_premium < 0.5 to the left, improve=0.1253181, (0 missing)
## gestosc < 0.006220587 to the left, improve=0.1210661, (0 missing)
## Surrogate splits:
## dlugosc < 5.085 to the left, agree=0.698, adj=0.111, (0 split)
## objetosc < 80.33209 to the left, agree=0.698, adj=0.111, (0 split)
## kolor splits as RRRRLLL, agree=0.679, adj=0.056, (0 split)
## glebokosc < 58.3 to the right, agree=0.679, adj=0.056, (0 split)
## szerokosc < 5.135 to the left, agree=0.679, adj=0.056, (0 split)
##
## Node number 301: 677 observations, complexity param=0.000006416348
## mean=1713.332, MSE=28542.24
## left son=602 (177 obs) right son=603 (500 obs)
## Primary splits:
## ciecie splits as LLLRR, improve=0.10481930, (0 missing)
## czy_premium < 0.5 to the left, improve=0.10481930, (0 missing)
## kolor splits as LLLLLRR, improve=0.10053180, (0 missing)
## glebokosc < 62.85 to the right, improve=0.09319745, (0 missing)
## dlugosc < 5.135 to the left, improve=0.09000556, (0 missing)
## Surrogate splits:
## czy_premium < 0.5 to the left, agree=1.000, adj=1.000, (0 split)
## glebokosc < 62.85 to the right, agree=0.849, adj=0.424, (0 split)
## dlugosc < 5.065 to the left, agree=0.784, adj=0.175, (0 split)
## glebokosc_procent < 0.9811475 to the left, agree=0.753, adj=0.056, (0 split)
## szerokosc < 5.055 to the left, agree=0.752, adj=0.051, (0 split)
##
## Node number 302: 272 observations, complexity param=0.000006791384
## mean=1886.603, MSE=44282.28
## left son=604 (137 obs) right son=605 (135 obs)
## Primary splits:
## kolor splits as LLLLLRR, improve=0.17798750, (0 missing)
## klarownosc splits as LLLLRRRR, improve=0.12538210, (0 missing)
## ciecie splits as LLLRR, improve=0.05035740, (0 missing)
## czy_premium < 0.5 to the left, improve=0.05035740, (0 missing)
## glebokosc < 62.75 to the right, improve=0.05016568, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.103604 to the right, agree=0.574, adj=0.141, (0 split)
## objetosc < 92.21079 to the right, agree=0.562, adj=0.119, (0 split)
## klarownosc splits as RRRRLLLL, agree=0.559, adj=0.111, (0 split)
## glebokosc < 60.75 to the left, agree=0.555, adj=0.104, (0 split)
## gestosc < 0.006138254 to the left, agree=0.555, adj=0.104, (0 split)
##
## Node number 303: 79 observations, complexity param=0.000004354618
## mean=2180.886, MSE=94870.08
## left son=606 (47 obs) right son=607 (32 obs)
## Primary splits:
## klarownosc splits as LLLLRRRR, improve=0.1834103, (0 missing)
## kolor splits as LLLLRRR, improve=0.1806555, (0 missing)
## glebokosc_procent < 1.049585 to the left, improve=0.1725562, (0 missing)
## objetosc < 103.6616 to the left, improve=0.1465685, (0 missing)
## glebokosc_mm < 3.345 to the left, improve=0.1086344, (0 missing)
## Surrogate splits:
## objetosc < 98.65984 to the right, agree=0.671, adj=0.188, (0 split)
## dlugosc < 5.435 to the right, agree=0.633, adj=0.094, (0 split)
## szerokosc < 5.315 to the right, agree=0.633, adj=0.094, (0 split)
## glebokosc < 65.65 to the left, agree=0.620, adj=0.063, (0 split)
## glebokosc_mm < 3.625 to the left, agree=0.620, adj=0.063, (0 split)
##
## Node number 304: 16 observations
## mean=1389.875, MSE=68665.36
##
## Node number 305: 22 observations
## mean=1692.5, MSE=17171.16
##
## Node number 306: 178 observations, complexity param=0.000006812966
## mean=1886.478, MSE=35081.13
## left son=612 (15 obs) right son=613 (163 obs)
## Primary splits:
## objetosc < 78.68637 to the left, improve=0.3444076, (0 missing)
## dlugosc < 5.005 to the left, improve=0.3158642, (0 missing)
## szerokosc < 5.035 to the left, improve=0.2808666, (0 missing)
## karaty < 0.495 to the left, improve=0.2668453, (0 missing)
## karat2 < 0.24505 to the left, improve=0.2668453, (0 missing)
## Surrogate splits:
## karaty < 0.475 to the left, agree=0.983, adj=0.800, (0 split)
## karat2 < 0.22565 to the left, agree=0.983, adj=0.800, (0 split)
## dlugosc < 5.005 to the left, agree=0.978, adj=0.733, (0 split)
## szerokosc < 5.035 to the left, agree=0.972, adj=0.667, (0 split)
## glebokosc_mm < 3.105 to the left, agree=0.944, adj=0.333, (0 split)
##
## Node number 307: 92 observations, complexity param=0.000004922018
## mean=2218.62, MSE=85384.67
## left son=614 (58 obs) right son=615 (34 obs)
## Primary splits:
## szerokosc < 5.405 to the left, improve=0.1977905, (0 missing)
## kolor splits as LLLRRRR, improve=0.1970788, (0 missing)
## karaty < 0.595 to the left, improve=0.1956244, (0 missing)
## karat2 < 0.35405 to the left, improve=0.1956244, (0 missing)
## objetosc < 97.52778 to the left, improve=0.1954510, (0 missing)
## Surrogate splits:
## dlugosc < 5.365 to the left, agree=0.913, adj=0.765, (0 split)
## objetosc < 97.19404 to the left, agree=0.913, adj=0.765, (0 split)
## karaty < 0.595 to the left, agree=0.902, adj=0.735, (0 split)
## karat2 < 0.35405 to the left, agree=0.902, adj=0.735, (0 split)
## glebokosc_mm < 3.355 to the left, agree=0.772, adj=0.382, (0 split)
##
## Node number 308: 62 observations
## mean=2055.935, MSE=26924
##
## Node number 309: 33 observations
## mean=2269.152, MSE=41426.37
##
## Node number 310: 68 observations, complexity param=0.000001518859
## mean=2464.206, MSE=92111.72
## left son=620 (49 obs) right son=621 (19 obs)
## Primary splits:
## szerokosc < 5.275 to the right, improve=0.07654619, (0 missing)
## klarownosc splits as LLLLLLRR, improve=0.07149167, (0 missing)
## dlugosc < 5.255 to the right, improve=0.05736365, (0 missing)
## objetosc < 89.26851 to the right, improve=0.05224160, (0 missing)
## karaty < 0.535 to the right, improve=0.04048925, (0 missing)
## Surrogate splits:
## objetosc < 89.70493 to the right, agree=0.926, adj=0.737, (0 split)
## karaty < 0.545 to the right, agree=0.912, adj=0.684, (0 split)
## karat2 < 0.29705 to the right, agree=0.912, adj=0.684, (0 split)
## dlugosc < 5.235 to the right, agree=0.882, adj=0.579, (0 split)
## glebokosc_mm < 3.175 to the right, agree=0.809, adj=0.316, (0 split)
##
## Node number 311: 33 observations, complexity param=0.000003489326
## mean=2844.667, MSE=116656.1
## left son=622 (15 obs) right son=623 (18 obs)
## Primary splits:
## karaty < 0.595 to the left, improve=0.2861213, (0 missing)
## karat2 < 0.35405 to the left, improve=0.2861213, (0 missing)
## szerokosc < 5.445 to the left, improve=0.1640316, (0 missing)
## objetosc < 98.68181 to the left, improve=0.1149758, (0 missing)
## gestosc < 0.006080148 to the left, improve=0.0685129, (0 missing)
## Surrogate splits:
## karat2 < 0.35405 to the left, agree=1.000, adj=1.000, (0 split)
## glebokosc_mm < 3.335 to the left, agree=0.909, adj=0.800, (0 split)
## objetosc < 97.67741 to the left, agree=0.879, adj=0.733, (0 split)
## glebokosc < 61.35 to the left, agree=0.818, adj=0.600, (0 split)
## dlugosc < 5.395 to the left, agree=0.818, adj=0.600, (0 split)
##
## Node number 320: 26 observations
## mean=1575.231, MSE=75726.25
##
## Node number 321: 59 observations, complexity param=0.000005918444
## mean=1966.373, MSE=100969.8
## left son=642 (21 obs) right son=643 (38 obs)
## Primary splits:
## klarownosc splits as LLRRRRRR, improve=0.31361310, (0 missing)
## szerokosc < 5.615 to the left, improve=0.06579923, (0 missing)
## dlugosc < 5.635 to the right, improve=0.06494364, (0 missing)
## kolor splits as LLLLRRR, improve=0.05073100, (0 missing)
## ciecie splits as RRRLL, improve=0.03589358, (0 missing)
## Surrogate splits:
## ciecie splits as RRRRL, agree=0.712, adj=0.190, (0 split)
## czy_premium < 0.5 to the right, agree=0.695, adj=0.143, (0 split)
## objetosc < 112.178 to the right, agree=0.678, adj=0.095, (0 split)
## glebokosc < 59.9 to the left, agree=0.661, adj=0.048, (0 split)
## dlugosc < 5.74 to the right, agree=0.661, adj=0.048, (0 split)
##
## Node number 322: 172 observations, complexity param=0.000005683495
## mean=2096.453, MSE=66238.88
## left son=644 (24 obs) right son=645 (148 obs)
## Primary splits:
## kolor splits as LRRRRRR, improve=0.15747230, (0 missing)
## klarownosc splits as LLRRRRRR, improve=0.10095750, (0 missing)
## objetosc < 114.592 to the left, improve=0.06954858, (0 missing)
## ciecie splits as LLLRR, improve=0.06730673, (0 missing)
## czy_premium < 0.5 to the left, improve=0.06730673, (0 missing)
##
## Node number 323: 284 observations, complexity param=0.0000157219
## mean=2338.665, MSE=90496.03
## left son=646 (103 obs) right son=647 (181 obs)
## Primary splits:
## klarownosc splits as LLRRRRRR, improve=0.19310220, (0 missing)
## ciecie splits as LLRRR, improve=0.07972237, (0 missing)
## glebokosc < 63.55 to the right, improve=0.06928364, (0 missing)
## szerokosc < 5.645 to the left, improve=0.06720447, (0 missing)
## objetosc < 115.8978 to the left, improve=0.05691110, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 54.55 to the left, agree=0.662, adj=0.068, (0 split)
## glebokosc_procent < 1.129724 to the right, agree=0.658, adj=0.058, (0 split)
## objetosc < 118.8443 to the right, agree=0.651, adj=0.039, (0 split)
## glebokosc < 64.4 to the right, agree=0.644, adj=0.019, (0 split)
## glebokosc_mm < 3.645 to the right, agree=0.644, adj=0.019, (0 split)
##
## Node number 324: 17 observations
## mean=2036.176, MSE=105935.6
##
## Node number 325: 83 observations, complexity param=0.000001947401
## mean=2412.229, MSE=47893.14
## left son=650 (57 obs) right son=651 (26 obs)
## Primary splits:
## szerokosc < 5.765 to the left, improve=0.1546443, (0 missing)
## kolor splits as LLLLLLR, improve=0.1453538, (0 missing)
## objetosc < 115.5632 to the left, improve=0.1213389, (0 missing)
## dlugosc < 5.715 to the left, improve=0.1102349, (0 missing)
## karaty < 0.715 to the left, improve=0.0704945, (0 missing)
## Surrogate splits:
## objetosc < 118.0998 to the left, agree=0.867, adj=0.577, (0 split)
## dlugosc < 5.765 to the left, agree=0.795, adj=0.346, (0 split)
## gestosc < 0.006056023 to the right, agree=0.783, adj=0.308, (0 split)
## glebokosc < 60.25 to the right, agree=0.771, adj=0.269, (0 split)
## karaty < 0.735 to the left, agree=0.735, adj=0.154, (0 split)
##
## Node number 326: 51 observations, complexity param=0.000002312696
## mean=2456.118, MSE=95192.38
## left son=652 (16 obs) right son=653 (35 obs)
## Primary splits:
## szerokosc < 5.635 to the left, improve=0.14267940, (0 missing)
## objetosc < 111.7651 to the left, improve=0.09078469, (0 missing)
## glebokosc_mm < 3.45 to the left, improve=0.06940005, (0 missing)
## gestosc < 0.006185 to the left, improve=0.04746273, (0 missing)
## glebokosc_procent < 1.010979 to the right, improve=0.03734673, (0 missing)
## Surrogate splits:
## glebokosc < 62.75 to the right, agree=0.882, adj=0.625, (0 split)
## glebokosc_mm < 3.53 to the right, agree=0.863, adj=0.563, (0 split)
## dlugosc < 5.605 to the left, agree=0.843, adj=0.500, (0 split)
## glebokosc_procent < 1.075402 to the right, agree=0.765, adj=0.250, (0 split)
## ciecie splits as LRRRR, agree=0.706, adj=0.063, (0 split)
##
## Node number 327: 132 observations, complexity param=0.000004300863
## mean=2748.864, MSE=95435.36
## left son=654 (89 obs) right son=655 (43 obs)
## Primary splits:
## kolor splits as LLLLLLR, improve=0.10777110, (0 missing)
## czy_premium < 0.5 to the left, improve=0.08078702, (0 missing)
## ciecie splits as LLLRR, improve=0.08078702, (0 missing)
## szerokosc < 5.725 to the left, improve=0.07578705, (0 missing)
## glebokosc < 61.85 to the right, improve=0.06883758, (0 missing)
## Surrogate splits:
## glebokosc < 58.2 to the right, agree=0.689, adj=0.047, (0 split)
## glebokosc_mm < 3.42 to the right, agree=0.689, adj=0.047, (0 split)
## glebokosc_procent < 0.9561079 to the right, agree=0.689, adj=0.047, (0 split)
## czubek_a_najszerszy < 53.5 to the right, agree=0.682, adj=0.023, (0 split)
## szerokosc < 5.86 to the left, agree=0.682, adj=0.023, (0 split)
##
## Node number 330: 62 observations, complexity param=0.000002470857
## mean=2386.903, MSE=80476.93
## left son=660 (31 obs) right son=661 (31 obs)
## Primary splits:
## kolor splits as LLRRRRR, improve=0.15632000, (0 missing)
## glebokosc_procent < 1.073049 to the left, improve=0.14796240, (0 missing)
## objetosc < 126.1551 to the right, improve=0.11461100, (0 missing)
## dlugosc < 5.955 to the right, improve=0.10257350, (0 missing)
## czubek_a_najszerszy < 58.5 to the right, improve=0.09550793, (0 missing)
## Surrogate splits:
## klarownosc splits as RRLLLLLL, agree=0.661, adj=0.323, (0 split)
## ciecie splits as LLLRR, agree=0.597, adj=0.194, (0 split)
## szerokosc < 5.965 to the right, agree=0.597, adj=0.194, (0 split)
## glebokosc_procent < 1.099107 to the left, agree=0.597, adj=0.194, (0 split)
## czy_premium < 0.5 to the left, agree=0.597, adj=0.194, (0 split)
##
## Node number 331: 23 observations
## mean=2749.348, MSE=176103.4
##
## Node number 332: 73 observations, complexity param=0.000004124886
## mean=2447.247, MSE=91367.72
## left son=664 (58 obs) right son=665 (15 obs)
## Primary splits:
## kolor splits as LLLLLLR, improve=0.19522090, (0 missing)
## szerokosc < 5.835 to the left, improve=0.07395384, (0 missing)
## glebokosc_procent < 1.055656 to the left, improve=0.06878319, (0 missing)
## ciecie splits as LLRRR, improve=0.05881062, (0 missing)
## dlugosc < 5.945 to the right, improve=0.05808165, (0 missing)
##
## Node number 333: 114 observations, complexity param=0.000007365794
## mean=2896.825, MSE=93138.18
## left son=666 (56 obs) right son=667 (58 obs)
## Primary splits:
## kolor splits as LLLLLRR, improve=0.21898640, (0 missing)
## objetosc < 125.0907 to the left, improve=0.13632720, (0 missing)
## szerokosc < 5.885 to the left, improve=0.10744660, (0 missing)
## karaty < 0.755 to the left, improve=0.09117641, (0 missing)
## karat2 < 0.57005 to the left, improve=0.09117641, (0 missing)
## Surrogate splits:
## objetosc < 126.6145 to the left, agree=0.588, adj=0.161, (0 split)
## czubek_a_najszerszy < 57.5 to the right, agree=0.561, adj=0.107, (0 split)
## dlugosc < 5.905 to the left, agree=0.561, adj=0.107, (0 split)
## gestosc < 0.006189977 to the right, agree=0.561, adj=0.107, (0 split)
## glebokosc < 61.15 to the right, agree=0.544, adj=0.071, (0 split)
##
## Node number 334: 61 observations, complexity param=0.000003477943
## mean=2939, MSE=102751.6
## left son=668 (46 obs) right son=669 (15 obs)
## Primary splits:
## objetosc < 136.7516 to the left, improve=0.17515970, (0 missing)
## kolor splits as LLLLLRR, improve=0.17300690, (0 missing)
## karaty < 0.825 to the left, improve=0.10503360, (0 missing)
## karat2 < 0.68065 to the left, improve=0.10503360, (0 missing)
## glebokosc_mm < 3.735 to the left, improve=0.07411911, (0 missing)
## Surrogate splits:
## karaty < 0.835 to the left, agree=0.902, adj=0.6, (0 split)
## szerokosc < 6.11 to the left, agree=0.902, adj=0.6, (0 split)
## karat2 < 0.69725 to the left, agree=0.902, adj=0.6, (0 split)
## dlugosc < 6.135 to the left, agree=0.852, adj=0.4, (0 split)
## glebokosc_mm < 3.755 to the left, agree=0.803, adj=0.2, (0 split)
##
## Node number 335: 83 observations, complexity param=0.000006750613
## mean=3342.181, MSE=175950.7
## left son=670 (40 obs) right son=671 (43 obs)
## Primary splits:
## kolor splits as LLLLLRR, improve=0.1422496, (0 missing)
## szerokosc < 5.985 to the left, improve=0.1392126, (0 missing)
## objetosc < 135.3517 to the left, improve=0.1219772, (0 missing)
## karaty < 0.815 to the left, improve=0.1093308, (0 missing)
## karat2 < 0.66425 to the left, improve=0.1093308, (0 missing)
## Surrogate splits:
## glebokosc_mm < 3.725 to the right, agree=0.627, adj=0.225, (0 split)
## glebokosc < 61.55 to the right, agree=0.602, adj=0.175, (0 split)
## objetosc < 131.1392 to the right, agree=0.578, adj=0.125, (0 split)
## glebokosc_procent < 1.080868 to the right, agree=0.578, adj=0.125, (0 split)
## szerokosc < 6.045 to the right, agree=0.566, adj=0.100, (0 split)
##
## Node number 340: 46 observations, complexity param=0.000003579853
## mean=2113.957, MSE=95216.61
## left son=680 (20 obs) right son=681 (26 obs)
## Primary splits:
## ciecie splits as LLRRR, improve=0.2580030, (0 missing)
## glebokosc_mm < 3.415 to the left, improve=0.2417062, (0 missing)
## karaty < 0.695 to the left, improve=0.2197728, (0 missing)
## karat2 < 0.48305 to the left, improve=0.2197728, (0 missing)
## gestosc < 0.006232844 to the left, improve=0.2035787, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.00421 to the left, agree=0.826, adj=0.60, (0 split)
## czubek_a_najszerszy < 60.45 to the right, agree=0.783, adj=0.50, (0 split)
## glebokosc < 59.9 to the left, agree=0.761, adj=0.45, (0 split)
## szerokosc < 5.685 to the right, agree=0.717, adj=0.35, (0 split)
## glebokosc_mm < 3.415 to the left, agree=0.717, adj=0.35, (0 split)
##
## Node number 341: 94 observations, complexity param=0.000004650901
## mean=2446.617, MSE=82624.75
## left son=682 (39 obs) right son=683 (55 obs)
## Primary splits:
## kolor splits as LLRRRRR, improve=0.18902930, (0 missing)
## klarownosc splits as LLLLLLRR, improve=0.14915850, (0 missing)
## czubek_a_najszerszy < 57.5 to the right, improve=0.07115076, (0 missing)
## glebokosc_procent < 1.060169 to the left, improve=0.07083559, (0 missing)
## ciecie splits as LLLRR, improve=0.04310302, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.060169 to the left, agree=0.660, adj=0.179, (0 split)
## czubek_a_najszerszy < 54.8 to the left, agree=0.638, adj=0.128, (0 split)
## objetosc < 115.7122 to the right, agree=0.628, adj=0.103, (0 split)
## gestosc < 0.006257632 to the right, agree=0.617, adj=0.077, (0 split)
## glebokosc < 59.45 to the left, agree=0.606, adj=0.051, (0 split)
##
## Node number 342: 137 observations, complexity param=0.00001073481
## mean=2622.117, MSE=122537.9
## left son=684 (89 obs) right son=685 (48 obs)
## Primary splits:
## objetosc < 124.9446 to the left, improve=0.2018521, (0 missing)
## szerokosc < 5.975 to the left, improve=0.1919915, (0 missing)
## dlugosc < 5.985 to the left, improve=0.1873709, (0 missing)
## karaty < 0.735 to the left, improve=0.1738960, (0 missing)
## karat2 < 0.54025 to the left, improve=0.1738960, (0 missing)
## Surrogate splits:
## karaty < 0.755 to the left, agree=0.942, adj=0.833, (0 split)
## karat2 < 0.57005 to the left, agree=0.942, adj=0.833, (0 split)
## dlugosc < 5.845 to the left, agree=0.927, adj=0.792, (0 split)
## szerokosc < 5.865 to the left, agree=0.920, adj=0.771, (0 split)
## glebokosc_mm < 3.625 to the left, agree=0.898, adj=0.708, (0 split)
##
## Node number 343: 106 observations, complexity param=0.000007957816
## mean=2947.142, MSE=125634.9
## left son=686 (38 obs) right son=687 (68 obs)
## Primary splits:
## klarownosc splits as LLLLRRRR, improve=0.1886287, (0 missing)
## czubek_a_najszerszy < 56.5 to the right, improve=0.1514968, (0 missing)
## objetosc < 124.8847 to the left, improve=0.1412856, (0 missing)
## szerokosc < 5.875 to the left, improve=0.1384121, (0 missing)
## glebokosc_procent < 1.088503 to the left, improve=0.1213770, (0 missing)
## Surrogate splits:
## szerokosc < 6.06 to the right, agree=0.698, adj=0.158, (0 split)
## objetosc < 134.9612 to the right, agree=0.689, adj=0.132, (0 split)
## ciecie splits as RRRRL, agree=0.679, adj=0.105, (0 split)
## dlugosc < 6.035 to the right, agree=0.679, adj=0.105, (0 split)
## glebokosc_mm < 3.715 to the right, agree=0.670, adj=0.079, (0 split)
##
## Node number 344: 40 observations, complexity param=0.000001893746
## mean=2241.575, MSE=81572.84
## left son=688 (19 obs) right son=689 (21 obs)
## Primary splits:
## klarownosc splits as LLLLRRRR, improve=0.1832087, (0 missing)
## kolor splits as LLLLLRR, improve=0.1822945, (0 missing)
## glebokosc_mm < 3.375 to the left, improve=0.1821701, (0 missing)
## glebokosc_procent < 1.029661 to the left, improve=0.1795888, (0 missing)
## glebokosc < 60.75 to the left, improve=0.1453178, (0 missing)
## Surrogate splits:
## glebokosc < 61.95 to the right, agree=0.6, adj=0.158, (0 split)
## dlugosc < 5.545 to the right, agree=0.6, adj=0.158, (0 split)
## szerokosc < 5.68 to the left, agree=0.6, adj=0.158, (0 split)
## glebokosc_mm < 3.345 to the left, agree=0.6, adj=0.158, (0 split)
## objetosc < 105.039 to the right, agree=0.6, adj=0.158, (0 split)
##
## Node number 345: 453 observations, complexity param=0.00003319259
## mean=2978.128, MSE=155611.3
## left son=690 (361 obs) right son=691 (92 obs)
## Primary splits:
## kolor splits as LLLLLLR, improve=0.14863860, (0 missing)
## objetosc < 115.0905 to the left, improve=0.13241310, (0 missing)
## szerokosc < 5.705 to the left, improve=0.12743720, (0 missing)
## klarownosc splits as LLLLRRRR, improve=0.10942450, (0 missing)
## gestosc < 0.006194867 to the right, improve=0.09585969, (0 missing)
## Surrogate splits:
## glebokosc_mm < 3.395 to the right, agree=0.799, adj=0.011, (0 split)
##
## Node number 346: 87 observations, complexity param=0.000009838393
## mean=3311.874, MSE=201006.6
## left son=692 (46 obs) right son=693 (41 obs)
## Primary splits:
## klarownosc splits as LLLLLLRR, improve=0.1775925, (0 missing)
## szerokosc < 5.715 to the left, improve=0.1681961, (0 missing)
## karaty < 0.715 to the left, improve=0.1606710, (0 missing)
## karat2 < 0.51125 to the left, improve=0.1606710, (0 missing)
## objetosc < 113.26 to the left, improve=0.1360417, (0 missing)
## Surrogate splits:
## szerokosc < 5.635 to the right, agree=0.609, adj=0.171, (0 split)
## ciecie splits as LLLLR, agree=0.598, adj=0.146, (0 split)
## glebokosc < 61.55 to the left, agree=0.598, adj=0.146, (0 split)
## czubek_a_najszerszy < 61.5 to the left, agree=0.563, adj=0.073, (0 split)
## glebokosc_mm < 3.535 to the left, agree=0.563, adj=0.073, (0 split)
##
## Node number 347: 45 observations, complexity param=0.00001276224
## mean=3873.467, MSE=445913.8
## left son=694 (17 obs) right son=695 (28 obs)
## Primary splits:
## szerokosc < 5.675 to the left, improve=0.20076760, (0 missing)
## objetosc < 112.7172 to the left, improve=0.18701530, (0 missing)
## glebokosc_mm < 3.505 to the left, improve=0.15457750, (0 missing)
## glebokosc_procent < 1.082456 to the left, improve=0.10484390, (0 missing)
## czubek_a_najszerszy < 57.5 to the right, improve=0.07090235, (0 missing)
## Surrogate splits:
## objetosc < 112.7172 to the left, agree=0.978, adj=0.941, (0 split)
## karaty < 0.68 to the left, agree=0.889, adj=0.706, (0 split)
## dlugosc < 5.62 to the left, agree=0.889, adj=0.706, (0 split)
## karat2 < 0.4628 to the left, agree=0.889, adj=0.706, (0 split)
## glebokosc_mm < 3.46 to the left, agree=0.844, adj=0.588, (0 split)
##
## Node number 348: 129 observations, complexity param=0.00001290521
## mean=3283.659, MSE=111164
## left son=696 (95 obs) right son=697 (34 obs)
## Primary splits:
## kolor splits as LLLLLLR, improve=0.28408050, (0 missing)
## glebokosc_procent < 1.058775 to the left, improve=0.09965845, (0 missing)
## ciecie splits as RRRRL, improve=0.08513082, (0 missing)
## klarownosc splits as LLLLRRRR, improve=0.06473124, (0 missing)
## czubek_a_najszerszy < 56.5 to the right, improve=0.05645938, (0 missing)
## Surrogate splits:
## objetosc < 119.8521 to the right, agree=0.752, adj=0.059, (0 split)
##
## Node number 349: 100 observations, complexity param=0.000009538525
## mean=3702.21, MSE=228238.3
## left son=698 (33 obs) right son=699 (67 obs)
## Primary splits:
## szerokosc < 5.935 to the left, improve=0.13188110, (0 missing)
## kolor splits as LLLLRRR, improve=0.11120450, (0 missing)
## klarownosc splits as LLLLRRRR, improve=0.10342430, (0 missing)
## czubek_a_najszerszy < 57.5 to the right, improve=0.08012748, (0 missing)
## gestosc < 0.00609237 to the right, improve=0.07162334, (0 missing)
## Surrogate splits:
## objetosc < 130.5091 to the left, agree=0.87, adj=0.606, (0 split)
## dlugosc < 5.885 to the left, agree=0.81, adj=0.424, (0 split)
## gestosc < 0.006217322 to the right, agree=0.78, adj=0.333, (0 split)
## glebokosc < 62.5 to the right, agree=0.74, adj=0.212, (0 split)
## karaty < 0.785 to the left, agree=0.73, adj=0.182, (0 split)
##
## Node number 350: 17 observations
## mean=3688.412, MSE=217043.1
##
## Node number 351: 34 observations, complexity param=0.00001079313
## mean=4519.618, MSE=638241.2
## left son=702 (18 obs) right son=703 (16 obs)
## Primary splits:
## objetosc < 124.099 to the left, improve=0.15700510, (0 missing)
## klarownosc splits as LLLLLLRR, improve=0.14972650, (0 missing)
## glebokosc_mm < 3.635 to the left, improve=0.09335117, (0 missing)
## szerokosc < 5.865 to the left, improve=0.07122190, (0 missing)
## glebokosc_procent < 1.092105 to the left, improve=0.06815101, (0 missing)
## Surrogate splits:
## karaty < 0.765 to the left, agree=0.912, adj=0.812, (0 split)
## karat2 < 0.58525 to the left, agree=0.912, adj=0.812, (0 split)
## glebokosc_mm < 3.635 to the left, agree=0.853, adj=0.687, (0 split)
## dlugosc < 5.865 to the left, agree=0.824, adj=0.625, (0 split)
## szerokosc < 5.875 to the left, agree=0.824, adj=0.625, (0 split)
##
## Node number 360: 16 observations
## mean=2838.188, MSE=123837.2
##
## Node number 361: 15 observations
## mean=3149.4, MSE=67142.77
##
## Node number 362: 17 observations
## mean=3077.765, MSE=139165.9
##
## Node number 363: 80 observations, complexity param=0.0000056837
## mean=3508.3, MSE=105047.3
## left son=726 (51 obs) right son=727 (29 obs)
## Primary splits:
## objetosc < 150.0988 to the left, improve=0.2134943, (0 missing)
## karaty < 0.955 to the left, improve=0.1341343, (0 missing)
## karat2 < 0.91205 to the left, improve=0.1341343, (0 missing)
## szerokosc < 6.225 to the left, improve=0.1139552, (0 missing)
## glebokosc_mm < 3.795 to the left, improve=0.1108003, (0 missing)
## Surrogate splits:
## karaty < 0.915 to the left, agree=0.925, adj=0.793, (0 split)
## karat2 < 0.83725 to the left, agree=0.925, adj=0.793, (0 split)
## glebokosc_mm < 3.885 to the left, agree=0.838, adj=0.552, (0 split)
## szerokosc < 6.335 to the left, agree=0.762, adj=0.345, (0 split)
## gestosc < 0.006327633 to the left, agree=0.762, adj=0.345, (0 split)
##
## Node number 364: 25 observations
## mean=3303.16, MSE=89765.25
##
## Node number 365: 55 observations, complexity param=0.000001669281
## mean=3596.618, MSE=91208.09
## left son=730 (16 obs) right son=731 (39 obs)
## Primary splits:
## objetosc < 146.0398 to the right, improve=0.10502700, (0 missing)
## kolor splits as LLLLLRR, improve=0.09805566, (0 missing)
## ciecie splits as LLRRR, improve=0.06319336, (0 missing)
## dlugosc < 6.145 to the right, improve=0.05107110, (0 missing)
## szerokosc < 6.145 to the right, improve=0.03193996, (0 missing)
## Surrogate splits:
## dlugosc < 6.16 to the right, agree=0.836, adj=0.437, (0 split)
## karaty < 0.915 to the right, agree=0.818, adj=0.375, (0 split)
## karat2 < 0.83725 to the right, agree=0.818, adj=0.375, (0 split)
## glebokosc < 64.2 to the right, agree=0.800, adj=0.313, (0 split)
## glebokosc_mm < 3.915 to the right, agree=0.800, adj=0.313, (0 split)
##
## Node number 366: 16 observations
## mean=3456.875, MSE=161606.7
##
## Node number 367: 122 observations, complexity param=0.000004680543
## mean=3908.967, MSE=130777.7
## left son=734 (100 obs) right son=735 (22 obs)
## Primary splits:
## objetosc < 155.7223 to the left, improve=0.09260462, (0 missing)
## karaty < 0.925 to the left, improve=0.05273110, (0 missing)
## karat2 < 0.85565 to the left, improve=0.05273110, (0 missing)
## gestosc < 0.006227892 to the left, improve=0.05231080, (0 missing)
## szerokosc < 6.205 to the left, improve=0.04749286, (0 missing)
## Surrogate splits:
## karaty < 0.965 to the left, agree=0.902, adj=0.455, (0 split)
## karat2 < 0.93125 to the left, agree=0.902, adj=0.455, (0 split)
## gestosc < 0.006343385 to the left, agree=0.893, adj=0.409, (0 split)
## dlugosc < 6.325 to the left, agree=0.869, adj=0.273, (0 split)
## glebokosc_mm < 3.905 to the left, agree=0.861, adj=0.227, (0 split)
##
## Node number 368: 15 observations
## mean=3027.067, MSE=63878.6
##
## Node number 369: 20 observations
## mean=3319.65, MSE=29093.33
##
## Node number 370: 29 observations
## mean=3319.448, MSE=138218.9
##
## Node number 371: 41 observations, complexity param=0.000005039211
## mean=3698.098, MSE=132648.1
## left son=742 (25 obs) right son=743 (16 obs)
## Primary splits:
## objetosc < 147.4399 to the left, improve=0.29248780, (0 missing)
## szerokosc < 6.205 to the left, improve=0.28613750, (0 missing)
## dlugosc < 6.165 to the left, improve=0.25094260, (0 missing)
## klarownosc splits as LLLLRRRR, improve=0.16030420, (0 missing)
## glebokosc < 62.35 to the right, improve=0.08143596, (0 missing)
## Surrogate splits:
## dlugosc < 6.155 to the left, agree=0.878, adj=0.688, (0 split)
## szerokosc < 6.185 to the left, agree=0.878, adj=0.688, (0 split)
## karaty < 0.905 to the left, agree=0.854, adj=0.625, (0 split)
## karat2 < 0.81905 to the left, agree=0.854, adj=0.625, (0 split)
## gestosc < 0.006135773 to the right, agree=0.780, adj=0.438, (0 split)
##
## Node number 372: 21 observations
## mean=3331.476, MSE=61278.15
##
## Node number 373: 33 observations, complexity param=0.000006443824
## mean=3985.97, MSE=190628.8
## left son=746 (15 obs) right son=747 (18 obs)
## Primary splits:
## gestosc < 0.006155441 to the left, improve=0.3233489, (0 missing)
## karaty < 0.925 to the left, improve=0.2445015, (0 missing)
## karat2 < 0.85565 to the left, improve=0.2445015, (0 missing)
## glebokosc_mm < 3.865 to the left, improve=0.1352844, (0 missing)
## glebokosc < 61.65 to the left, improve=0.1027382, (0 missing)
## Surrogate splits:
## karaty < 0.94 to the left, agree=0.758, adj=0.467, (0 split)
## karat2 < 0.8837 to the left, agree=0.758, adj=0.467, (0 split)
## glebokosc < 61.15 to the left, agree=0.727, adj=0.400, (0 split)
## glebokosc_mm < 3.825 to the left, agree=0.727, adj=0.400, (0 split)
## objetosc < 152.3856 to the left, agree=0.667, adj=0.267, (0 split)
##
## Node number 374: 78 observations, complexity param=0.000005403502
## mean=4173.474, MSE=142454.4
## left son=748 (16 obs) right son=749 (62 obs)
## Primary splits:
## szerokosc < 6.105 to the left, improve=0.1535094, (0 missing)
## objetosc < 150.7438 to the left, improve=0.1529001, (0 missing)
## glebokosc < 63.55 to the right, improve=0.1344942, (0 missing)
## dlugosc < 6.145 to the left, improve=0.1260121, (0 missing)
## karaty < 0.925 to the left, improve=0.1141985, (0 missing)
## Surrogate splits:
## dlugosc < 6.075 to the left, agree=0.872, adj=0.375, (0 split)
## ciecie splits as LRRRR, agree=0.859, adj=0.312, (0 split)
## glebokosc < 63.95 to the right, agree=0.859, adj=0.312, (0 split)
## objetosc < 141.1044 to the left, agree=0.859, adj=0.312, (0 split)
## glebokosc_procent < 1.138393 to the right, agree=0.808, adj=0.063, (0 split)
##
## Node number 375: 16 observations
## mean=4698, MSE=172253.4
##
## Node number 376: 126 observations, complexity param=0.00001215189
## mean=4010.913, MSE=175166
## left son=752 (91 obs) right son=753 (35 obs)
## Primary splits:
## klarownosc splits as LLLRRRRR, improve=0.1738015, (0 missing)
## kolor splits as LLLLRRR, improve=0.1379380, (0 missing)
## glebokosc < 63.65 to the right, improve=0.1109772, (0 missing)
## dlugosc < 6.105 to the left, improve=0.1032772, (0 missing)
## szerokosc < 6.035 to the left, improve=0.1008337, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 64.5 to the left, agree=0.738, adj=0.057, (0 split)
## glebokosc_procent < 0.9651322 to the right, agree=0.738, adj=0.057, (0 split)
## gestosc < 0.006477907 to the left, agree=0.738, adj=0.057, (0 split)
## objetosc < 138.8784 to the right, agree=0.730, adj=0.029, (0 split)
##
## Node number 377: 245 observations, complexity param=0.00001582171
## mean=4426.18, MSE=253245.9
## left son=754 (194 obs) right son=755 (51 obs)
## Primary splits:
## kolor splits as LLLLLLR, improve=0.08049612, (0 missing)
## klarownosc splits as LLLRRRRR, improve=0.06989702, (0 missing)
## glebokosc_mm < 3.735 to the left, improve=0.05848290, (0 missing)
## objetosc < 145.6803 to the left, improve=0.05013685, (0 missing)
## glebokosc < 59.05 to the left, improve=0.04975437, (0 missing)
##
## Node number 378: 53 observations, complexity param=0.0000183973
## mean=4640.717, MSE=421889.1
## left son=756 (34 obs) right son=757 (19 obs)
## Primary splits:
## glebokosc_mm < 3.955 to the right, improve=0.2597227, (0 missing)
## glebokosc < 64.55 to the right, improve=0.2483813, (0 missing)
## kolor splits as LLLLLRR, improve=0.2290441, (0 missing)
## szerokosc < 6.175 to the left, improve=0.2127519, (0 missing)
## ciecie splits as LRRRR, improve=0.2068539, (0 missing)
## Surrogate splits:
## glebokosc < 62.7 to the right, agree=0.962, adj=0.895, (0 split)
## szerokosc < 6.295 to the left, agree=0.887, adj=0.684, (0 split)
## glebokosc_procent < 1.031342 to the right, agree=0.849, adj=0.579, (0 split)
## dlugosc < 6.275 to the left, agree=0.774, adj=0.368, (0 split)
## kolor splits as LLLLLLR, agree=0.736, adj=0.263, (0 split)
##
## Node number 379: 29 observations
## mean=5908.759, MSE=1061398
##
## Node number 380: 51 observations, complexity param=0.00002522146
## mean=5112.824, MSE=482654.3
## left son=760 (29 obs) right son=761 (22 obs)
## Primary splits:
## glebokosc < 62.05 to the right, improve=0.3234402, (0 missing)
## szerokosc < 6.145 to the left, improve=0.2723149, (0 missing)
## kolor splits as LLLLLRR, improve=0.2633563, (0 missing)
## dlugosc < 6.16 to the left, improve=0.1895819, (0 missing)
## objetosc < 146.9541 to the left, improve=0.1179920, (0 missing)
## Surrogate splits:
## szerokosc < 6.195 to the left, agree=0.902, adj=0.773, (0 split)
## dlugosc < 6.16 to the left, agree=0.843, adj=0.636, (0 split)
## objetosc < 146.2684 to the left, agree=0.784, adj=0.500, (0 split)
## gestosc < 0.006193775 to the right, agree=0.784, adj=0.500, (0 split)
## glebokosc_mm < 3.825 to the right, agree=0.765, adj=0.455, (0 split)
##
## Node number 381: 15 observations
## mean=6440.267, MSE=1261533
##
## Node number 384: 15 observations
## mean=2630.2, MSE=269010.7
##
## Node number 385: 32 observations, complexity param=0.000003411113
## mean=2998.062, MSE=159112.3
## left son=770 (16 obs) right son=771 (16 obs)
## Primary splits:
## glebokosc_mm < 3.965 to the left, improve=0.21148150, (0 missing)
## glebokosc < 61.4 to the left, improve=0.17900020, (0 missing)
## glebokosc_procent < 1.049647 to the left, improve=0.17488530, (0 missing)
## objetosc < 164.6012 to the left, improve=0.05376260, (0 missing)
## szerokosc < 6.44 to the left, improve=0.03135639, (0 missing)
## Surrogate splits:
## glebokosc < 61.4 to the left, agree=0.844, adj=0.688, (0 split)
## objetosc < 163.1695 to the left, agree=0.781, adj=0.562, (0 split)
## karaty < 1.015 to the left, agree=0.750, adj=0.500, (0 split)
## glebokosc_procent < 1.040661 to the left, agree=0.750, adj=0.500, (0 split)
## karat2 < 1.03025 to the left, agree=0.750, adj=0.500, (0 split)
##
## Node number 386: 15 observations
## mean=3558.333, MSE=60285.29
##
## Node number 387: 19 observations
## mean=3821.368, MSE=86272.86
##
## Node number 388: 74 observations, complexity param=0.000005689833
## mean=3558.649, MSE=179146.4
## left son=776 (19 obs) right son=777 (55 obs)
## Primary splits:
## gestosc < 0.006263083 to the right, improve=0.12355030, (0 missing)
## kolor splits as LRRRRRR, improve=0.11425220, (0 missing)
## glebokosc_mm < 3.985 to the left, improve=0.11224540, (0 missing)
## objetosc < 163.2418 to the left, improve=0.10193970, (0 missing)
## szerokosc < 6.355 to the left, improve=0.09843788, (0 missing)
## Surrogate splits:
## objetosc < 160.8034 to the left, agree=0.851, adj=0.421, (0 split)
## szerokosc < 6.325 to the left, agree=0.838, adj=0.368, (0 split)
## dlugosc < 6.345 to the left, agree=0.824, adj=0.316, (0 split)
## glebokosc < 63.8 to the right, agree=0.811, adj=0.263, (0 split)
## ciecie splits as LRRRR, agree=0.784, adj=0.158, (0 split)
##
## Node number 389: 42 observations, complexity param=0.000003633732
## mean=4237.714, MSE=114254.4
## left son=778 (18 obs) right son=779 (24 obs)
## Primary splits:
## szerokosc < 6.665 to the left, improve=0.2390346, (0 missing)
## glebokosc_mm < 4.105 to the left, improve=0.1763623, (0 missing)
## objetosc < 187.6711 to the left, improve=0.1548203, (0 missing)
## karaty < 1.145 to the left, improve=0.1528746, (0 missing)
## karat2 < 1.31105 to the left, improve=0.1528746, (0 missing)
## Surrogate splits:
## objetosc < 183.0071 to the left, agree=0.881, adj=0.722, (0 split)
## karaty < 1.125 to the left, agree=0.833, adj=0.611, (0 split)
## dlugosc < 6.64 to the left, agree=0.833, adj=0.611, (0 split)
## karat2 < 1.26565 to the left, agree=0.833, adj=0.611, (0 split)
## gestosc < 0.006153289 to the right, agree=0.810, adj=0.556, (0 split)
##
## Node number 390: 395 observations, complexity param=0.00003997082
## mean=4251.529, MSE=223768.9
## left son=780 (244 obs) right son=781 (151 obs)
## Primary splits:
## kolor splits as LLLLLRR, improve=0.14275010, (0 missing)
## ciecie splits as LLRRR, improve=0.11718500, (0 missing)
## objetosc < 162.4284 to the left, improve=0.09768905, (0 missing)
## glebokosc < 64.55 to the right, improve=0.09489947, (0 missing)
## szerokosc < 6.265 to the left, improve=0.08653631, (0 missing)
## Surrogate splits:
## glebokosc < 57.8 to the right, agree=0.628, adj=0.026, (0 split)
## czubek_a_najszerszy < 64.5 to the left, agree=0.628, adj=0.026, (0 split)
## glebokosc_procent < 0.9057509 to the right, agree=0.628, adj=0.026, (0 split)
## dlugosc < 6.625 to the left, agree=0.625, adj=0.020, (0 split)
## szerokosc < 6.555 to the left, agree=0.625, adj=0.020, (0 split)
##
## Node number 391: 352 observations, complexity param=0.00002888898
## mean=4636.812, MSE=246283.5
## left son=782 (307 obs) right son=783 (45 obs)
## Primary splits:
## objetosc < 187.2323 to the left, improve=0.10519240, (0 missing)
## szerokosc < 6.675 to the left, improve=0.08666841, (0 missing)
## kolor splits as LLLLLRR, improve=0.07921231, (0 missing)
## glebokosc < 62.75 to the right, improve=0.05937879, (0 missing)
## karaty < 1.145 to the left, improve=0.05628510, (0 missing)
## Surrogate splits:
## karaty < 1.155 to the left, agree=0.946, adj=0.578, (0 split)
## karat2 < 1.33405 to the left, agree=0.946, adj=0.578, (0 split)
## szerokosc < 6.735 to the left, agree=0.923, adj=0.400, (0 split)
## dlugosc < 6.765 to the left, agree=0.918, adj=0.356, (0 split)
## glebokosc_mm < 4.195 to the left, agree=0.892, adj=0.156, (0 split)
##
## Node number 392: 19 observations
## mean=3660.211, MSE=90983.01
##
## Node number 393: 47 observations, complexity param=0.000003290304
## mean=4122.745, MSE=162716.5
## left son=786 (18 obs) right son=787 (29 obs)
## Primary splits:
## szerokosc < 6.405 to the left, improve=0.13581150, (0 missing)
## glebokosc < 62.05 to the right, improve=0.05300148, (0 missing)
## objetosc < 164.5623 to the left, improve=0.04632381, (0 missing)
## ciecie splits as RRRRL, improve=0.04255804, (0 missing)
## karaty < 1.015 to the left, improve=0.01964945, (0 missing)
## Surrogate splits:
## glebokosc < 62.35 to the right, agree=0.809, adj=0.500, (0 split)
## dlugosc < 6.335 to the left, agree=0.787, adj=0.444, (0 split)
## objetosc < 161.7439 to the left, agree=0.787, adj=0.444, (0 split)
## glebokosc_procent < 1.076724 to the right, agree=0.745, adj=0.333, (0 split)
## gestosc < 0.006227309 to the right, agree=0.745, adj=0.333, (0 split)
##
## Node number 394: 62 observations, complexity param=0.000003717425
## mean=4504.113, MSE=144538.5
## left son=788 (32 obs) right son=789 (30 obs)
## Primary splits:
## glebokosc_procent < 1.089411 to the left, improve=0.13094740, (0 missing)
## kolor splits as LRRRRRR, improve=0.13056060, (0 missing)
## gestosc < 0.006186624 to the right, improve=0.11442760, (0 missing)
## objetosc < 181.4768 to the left, improve=0.09465242, (0 missing)
## czubek_a_najszerszy < 57.5 to the right, improve=0.09446631, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 56.55 to the right, agree=0.903, adj=0.800, (0 split)
## glebokosc < 61.35 to the left, agree=0.710, adj=0.400, (0 split)
## dlugosc < 6.655 to the right, agree=0.677, adj=0.333, (0 split)
## szerokosc < 6.605 to the right, agree=0.645, adj=0.267, (0 split)
## gestosc < 0.006184195 to the right, agree=0.645, adj=0.267, (0 split)
##
## Node number 395: 23 observations
## mean=5068.174, MSE=337813
##
## Node number 396: 218 observations, complexity param=0.0000158516
## mean=4736.881, MSE=179079.2
## left son=792 (16 obs) right son=793 (202 obs)
## Primary splits:
## glebokosc_procent < 1.145534 to the right, improve=0.12817450, (0 missing)
## glebokosc < 63.15 to the right, improve=0.11165460, (0 missing)
## ciecie splits as LLRRR, improve=0.09384429, (0 missing)
## szerokosc < 6.425 to the left, improve=0.08034943, (0 missing)
## glebokosc_mm < 4.035 to the right, improve=0.07104329, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 54.5 to the left, agree=0.959, adj=0.438, (0 split)
## szerokosc < 6.275 to the left, agree=0.945, adj=0.250, (0 split)
## glebokosc < 64.1 to the right, agree=0.940, adj=0.188, (0 split)
## glebokosc_mm < 4.115 to the right, agree=0.940, adj=0.188, (0 split)
## dlugosc < 6.2 to the left, agree=0.936, adj=0.125, (0 split)
##
## Node number 397: 295 observations, complexity param=0.00003272602
## mean=5236.115, MSE=288188.1
## left son=794 (217 obs) right son=795 (78 obs)
## Primary splits:
## kolor splits as LLLLLLR, improve=0.12151370, (0 missing)
## ciecie splits as LLRRR, improve=0.10227420, (0 missing)
## szerokosc < 6.335 to the left, improve=0.09662173, (0 missing)
## glebokosc < 63.45 to the right, improve=0.06794114, (0 missing)
## dlugosc < 6.315 to the left, improve=0.06262131, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 54.5 to the right, agree=0.746, adj=0.038, (0 split)
## glebokosc_procent < 1.170755 to the left, agree=0.742, adj=0.026, (0 split)
## gestosc < 0.005960288 to the right, agree=0.742, adj=0.026, (0 split)
## glebokosc < 65.8 to the left, agree=0.739, adj=0.013, (0 split)
##
## Node number 398: 165 observations, complexity param=0.00002289165
## mean=5276.048, MSE=279359.1
## left son=796 (129 obs) right son=797 (36 obs)
## Primary splits:
## objetosc < 187.3216 to the left, improve=0.15676910, (0 missing)
## szerokosc < 6.645 to the left, improve=0.11945200, (0 missing)
## karaty < 1.135 to the left, improve=0.10845990, (0 missing)
## karat2 < 1.28825 to the left, improve=0.10845990, (0 missing)
## dlugosc < 6.685 to the left, improve=0.07860144, (0 missing)
## Surrogate splits:
## karaty < 1.145 to the left, agree=0.927, adj=0.667, (0 split)
## szerokosc < 6.735 to the left, agree=0.927, adj=0.667, (0 split)
## karat2 < 1.31105 to the left, agree=0.927, adj=0.667, (0 split)
## dlugosc < 6.705 to the left, agree=0.879, adj=0.444, (0 split)
## glebokosc_mm < 4.175 to the left, agree=0.836, adj=0.250, (0 split)
##
## Node number 399: 99 observations, complexity param=0.00003487788
## mean=5916.242, MSE=494650.3
## left son=798 (43 obs) right son=799 (56 obs)
## Primary splits:
## glebokosc_procent < 1.07131 to the left, improve=0.2248261, (0 missing)
## czubek_a_najszerszy < 57.75 to the right, improve=0.2020421, (0 missing)
## glebokosc_mm < 4.105 to the left, improve=0.1234267, (0 missing)
## objetosc < 176.7674 to the left, improve=0.1137533, (0 missing)
## szerokosc < 6.615 to the left, improve=0.1059132, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 57.25 to the right, agree=0.919, adj=0.814, (0 split)
## glebokosc < 61.05 to the left, agree=0.798, adj=0.535, (0 split)
## glebokosc_mm < 4 to the left, agree=0.727, adj=0.372, (0 split)
## ciecie splits as RRRRL, agree=0.707, adj=0.326, (0 split)
## dlugosc < 6.635 to the right, agree=0.697, adj=0.302, (0 split)
##
## Node number 404: 64 observations, complexity param=0.000008933758
## mean=4772.562, MSE=310515.5
## left son=808 (17 obs) right son=809 (47 obs)
## Primary splits:
## szerokosc < 6.845 to the left, improve=0.14190610, (0 missing)
## kolor splits as LRRRRRR, improve=0.13520410, (0 missing)
## objetosc < 206.1889 to the left, improve=0.11251940, (0 missing)
## dlugosc < 6.915 to the left, improve=0.09065641, (0 missing)
## glebokosc_procent < 1.090561 to the right, improve=0.08589830, (0 missing)
## Surrogate splits:
## gestosc < 0.006249396 to the right, agree=0.875, adj=0.529, (0 split)
## ciecie splits as LLRRR, agree=0.859, adj=0.471, (0 split)
## glebokosc < 63.6 to the right, agree=0.859, adj=0.471, (0 split)
## objetosc < 196.1191 to the left, agree=0.859, adj=0.471, (0 split)
## dlugosc < 6.775 to the left, agree=0.844, adj=0.412, (0 split)
##
## Node number 405: 181 observations, complexity param=0.0000332296
## mean=5535.022, MSE=501532.3
## left son=810 (28 obs) right son=811 (153 obs)
## Primary splits:
## glebokosc < 63.1 to the right, improve=0.11555210, (0 missing)
## szerokosc < 6.815 to the left, improve=0.09771703, (0 missing)
## kolor splits as LLLLLRR, improve=0.09260641, (0 missing)
## ciecie splits as LLRRR, improve=0.08913203, (0 missing)
## gestosc < 0.006222485 to the right, improve=0.07223321, (0 missing)
## Surrogate splits:
## ciecie splits as LLRRR, agree=0.912, adj=0.429, (0 split)
## glebokosc_mm < 4.335 to the right, agree=0.895, adj=0.321, (0 split)
## szerokosc < 6.67 to the left, agree=0.878, adj=0.214, (0 split)
## gestosc < 0.006356357 to the right, agree=0.878, adj=0.214, (0 split)
## glebokosc_procent < 1.142338 to the right, agree=0.873, adj=0.179, (0 split)
##
## Node number 406: 18 observations
## mean=5745.667, MSE=543049.1
##
## Node number 407: 66 observations, complexity param=0.00002758865
## mean=6841.182, MSE=880815.4
## left son=814 (32 obs) right son=815 (34 obs)
## Primary splits:
## karaty < 1.405 to the left, improve=0.14980690, (0 missing)
## karat2 < 1.97405 to the left, improve=0.14980690, (0 missing)
## objetosc < 231.716 to the left, improve=0.13773930, (0 missing)
## gestosc < 0.006359181 to the left, improve=0.13528620, (0 missing)
## glebokosc_mm < 4.545 to the left, improve=0.09846282, (0 missing)
## Surrogate splits:
## karat2 < 1.97405 to the left, agree=1.000, adj=1.000, (0 split)
## gestosc < 0.006183558 to the left, agree=0.924, adj=0.844, (0 split)
## objetosc < 227.8083 to the left, agree=0.909, adj=0.812, (0 split)
## glebokosc_mm < 4.515 to the left, agree=0.894, adj=0.781, (0 split)
## glebokosc < 62.95 to the left, agree=0.848, adj=0.688, (0 split)
##
## Node number 408: 88 observations, complexity param=0.00002341523
## mean=5277.045, MSE=336768.3
## left son=816 (17 obs) right son=817 (71 obs)
## Primary splits:
## gestosc < 0.006245259 to the right, improve=0.2494104, (0 missing)
## kolor splits as LRRRRRR, improve=0.2155135, (0 missing)
## szerokosc < 6.765 to the left, improve=0.2023285, (0 missing)
## objetosc < 193.2857 to the left, improve=0.1824707, (0 missing)
## dlugosc < 6.825 to the left, improve=0.1372552, (0 missing)
## Surrogate splits:
## objetosc < 192.3797 to the left, agree=0.955, adj=0.765, (0 split)
## szerokosc < 6.75 to the left, agree=0.943, adj=0.706, (0 split)
## dlugosc < 6.725 to the left, agree=0.909, adj=0.529, (0 split)
## glebokosc < 63.75 to the right, agree=0.864, adj=0.294, (0 split)
## ciecie splits as LLRRR, agree=0.852, adj=0.235, (0 split)
##
## Node number 409: 20 observations
## mean=6232.85, MSE=285394
##
## Node number 410: 121 observations, complexity param=0.0000432171
## mean=6510.165, MSE=644802.7
## left son=820 (75 obs) right son=821 (46 obs)
## Primary splits:
## kolor splits as LLLLRRR, improve=0.17485310, (0 missing)
## szerokosc < 6.785 to the left, improve=0.11255070, (0 missing)
## glebokosc < 62.65 to the right, improve=0.10082930, (0 missing)
## glebokosc_procent < 1.119067 to the right, improve=0.06902642, (0 missing)
## objetosc < 196.7492 to the left, improve=0.06353367, (0 missing)
## Surrogate splits:
## glebokosc < 62.25 to the left, agree=0.678, adj=0.152, (0 split)
## dlugosc < 6.705 to the right, agree=0.678, adj=0.152, (0 split)
## szerokosc < 6.795 to the right, agree=0.653, adj=0.087, (0 split)
## objetosc < 194.0933 to the right, agree=0.653, adj=0.087, (0 split)
## gestosc < 0.006185997 to the left, agree=0.653, adj=0.087, (0 split)
##
## Node number 411: 64 observations, complexity param=0.00001183773
## mean=7353.812, MSE=372990.2
## left son=822 (47 obs) right son=823 (17 obs)
## Primary splits:
## szerokosc < 7.045 to the left, improve=0.15653840, (0 missing)
## objetosc < 214.0354 to the left, improve=0.10426090, (0 missing)
## karaty < 1.305 to the left, improve=0.09850935, (0 missing)
## karat2 < 1.70305 to the left, improve=0.09850935, (0 missing)
## kolor splits as LLLLRRR, improve=0.08688970, (0 missing)
## Surrogate splits:
## objetosc < 215.2393 to the left, agree=0.906, adj=0.647, (0 split)
## dlugosc < 7.075 to the left, agree=0.891, adj=0.588, (0 split)
## glebokosc < 60.35 to the right, agree=0.844, adj=0.412, (0 split)
## karaty < 1.345 to the left, agree=0.812, adj=0.294, (0 split)
## glebokosc_mm < 4.405 to the left, agree=0.812, adj=0.294, (0 split)
##
## Node number 416: 48 observations, complexity param=0.0000105461
## mean=4333.688, MSE=316965.2
## left son=832 (17 obs) right son=833 (31 obs)
## Primary splits:
## objetosc < 164.8515 to the left, improve=0.2188110, (0 missing)
## karaty < 1.035 to the left, improve=0.1575660, (0 missing)
## karat2 < 1.07125 to the left, improve=0.1575660, (0 missing)
## glebokosc_mm < 3.935 to the left, improve=0.1555932, (0 missing)
## czubek_a_najszerszy < 59.5 to the right, improve=0.1477243, (0 missing)
## Surrogate splits:
## karaty < 1.025 to the left, agree=0.875, adj=0.647, (0 split)
## karat2 < 1.05065 to the left, agree=0.875, adj=0.647, (0 split)
## glebokosc_mm < 3.905 to the left, agree=0.812, adj=0.471, (0 split)
## szerokosc < 6.415 to the left, agree=0.792, adj=0.412, (0 split)
## gestosc < 0.006223402 to the right, agree=0.750, adj=0.294, (0 split)
##
## Node number 417: 59 observations, complexity param=0.00001701468
## mean=4930.186, MSE=324487.7
## left son=834 (16 obs) right son=835 (43 obs)
## Primary splits:
## kolor splits as LRRRRRR, improve=0.2805457, (0 missing)
## szerokosc < 6.56 to the left, improve=0.2063464, (0 missing)
## glebokosc_mm < 4.02 to the left, improve=0.1565549, (0 missing)
## dlugosc < 6.48 to the left, improve=0.1453250, (0 missing)
## karaty < 1.025 to the left, improve=0.1443952, (0 missing)
## Surrogate splits:
## glebokosc_mm < 3.975 to the left, agree=0.831, adj=0.375, (0 split)
## glebokosc_procent < 1.077193 to the left, agree=0.780, adj=0.188, (0 split)
## glebokosc < 61.15 to the left, agree=0.763, adj=0.125, (0 split)
## karaty < 1.005 to the left, agree=0.746, adj=0.063, (0 split)
## karat2 < 1.01005 to the left, agree=0.746, adj=0.063, (0 split)
##
## Node number 418: 103 observations, complexity param=0.0000159426
## mean=5189.398, MSE=227281
## left son=836 (20 obs) right son=837 (83 obs)
## Primary splits:
## szerokosc < 6.375 to the left, improve=0.2149754, (0 missing)
## objetosc < 163.7314 to the left, improve=0.1884110, (0 missing)
## karaty < 1.015 to the left, improve=0.1770812, (0 missing)
## karat2 < 1.03025 to the left, improve=0.1770812, (0 missing)
## dlugosc < 6.375 to the left, improve=0.1276671, (0 missing)
## Surrogate splits:
## glebokosc < 63.75 to the right, agree=0.845, adj=0.20, (0 split)
## objetosc < 161.1132 to the left, agree=0.845, adj=0.20, (0 split)
## gestosc < 0.006268883 to the right, agree=0.845, adj=0.20, (0 split)
## ciecie splits as LRRRR, agree=0.835, adj=0.15, (0 split)
## dlugosc < 6.325 to the left, agree=0.835, adj=0.15, (0 split)
##
## Node number 419: 46 observations, complexity param=0.00001027267
## mean=5926.587, MSE=344921.8
## left son=838 (22 obs) right son=839 (24 obs)
## Primary splits:
## ciecie splits as RRRRL, improve=0.20437850, (0 missing)
## czubek_a_najszerszy < 57.5 to the right, improve=0.14957160, (0 missing)
## glebokosc_procent < 1.066414 to the left, improve=0.14227510, (0 missing)
## szerokosc < 6.595 to the left, improve=0.11440210, (0 missing)
## karaty < 1.115 to the left, improve=0.07969408, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 57.5 to the right, agree=0.891, adj=0.773, (0 split)
## glebokosc_procent < 1.080883 to the left, agree=0.848, adj=0.682, (0 split)
## glebokosc < 60.65 to the left, agree=0.674, adj=0.318, (0 split)
## dlugosc < 6.725 to the right, agree=0.674, adj=0.318, (0 split)
## szerokosc < 6.595 to the left, agree=0.609, adj=0.182, (0 split)
##
## Node number 420: 127 observations, complexity param=0.00005081388
## mean=5776.213, MSE=516094.4
## left son=840 (52 obs) right son=841 (75 obs)
## Primary splits:
## kolor splits as LRRRRRR, improve=0.24472570, (0 missing)
## karaty < 1.215 to the left, improve=0.18096780, (0 missing)
## karat2 < 1.47625 to the left, improve=0.18096780, (0 missing)
## objetosc < 198.7852 to the left, improve=0.13486200, (0 missing)
## szerokosc < 6.945 to the left, improve=0.09392413, (0 missing)
## Surrogate splits:
## glebokosc < 60.05 to the left, agree=0.622, adj=0.077, (0 split)
## gestosc < 0.006022141 to the left, agree=0.622, adj=0.077, (0 split)
## dlugosc < 7.045 to the right, agree=0.606, adj=0.038, (0 split)
## szerokosc < 7.035 to the right, agree=0.606, adj=0.038, (0 split)
## glebokosc_mm < 4.155 to the left, agree=0.606, adj=0.038, (0 split)
##
## Node number 421: 33 observations, complexity param=0.00002553691
## mean=7082.848, MSE=937229.2
## left son=842 (18 obs) right son=843 (15 obs)
## Primary splits:
## glebokosc < 61.75 to the left, improve=0.2606385, (0 missing)
## objetosc < 224.4646 to the left, improve=0.2575667, (0 missing)
## karaty < 1.36 to the left, improve=0.1825305, (0 missing)
## karat2 < 1.8497 to the left, improve=0.1825305, (0 missing)
## dlugosc < 7.145 to the left, improve=0.1740239, (0 missing)
## Surrogate splits:
## glebokosc_mm < 4.415 to the left, agree=0.970, adj=0.933, (0 split)
## karaty < 1.36 to the left, agree=0.909, adj=0.800, (0 split)
## objetosc < 223.3263 to the left, agree=0.909, adj=0.800, (0 split)
## karat2 < 1.8497 to the left, agree=0.909, adj=0.800, (0 split)
## glebokosc_procent < 1.0641 to the left, agree=0.848, adj=0.667, (0 split)
##
## Node number 422: 106 observations, complexity param=0.00004356415
## mean=6997.755, MSE=737434.3
## left son=844 (30 obs) right son=845 (76 obs)
## Primary splits:
## objetosc < 195.3315 to the left, improve=0.1759260, (0 missing)
## szerokosc < 6.745 to the left, improve=0.1372224, (0 missing)
## dlugosc < 6.825 to the left, improve=0.1302978, (0 missing)
## gestosc < 0.006189006 to the right, improve=0.1207624, (0 missing)
## glebokosc < 62.65 to the right, improve=0.1129491, (0 missing)
## Surrogate splits:
## szerokosc < 6.795 to the left, agree=0.896, adj=0.633, (0 split)
## dlugosc < 6.755 to the left, agree=0.887, adj=0.600, (0 split)
## gestosc < 0.006245261 to the right, agree=0.821, adj=0.367, (0 split)
## karaty < 1.18 to the left, agree=0.783, adj=0.233, (0 split)
## karat2 < 1.3925 to the left, agree=0.783, adj=0.233, (0 split)
##
## Node number 423: 21 observations
## mean=8662.905, MSE=683001.2
##
## Node number 424: 379 observations, complexity param=0.00009757541
## mean=6476.19, MSE=438026.9
## left son=848 (159 obs) right son=849 (220 obs)
## Primary splits:
## kolor splits as LLLLRRR, improve=0.18553700, (0 missing)
## objetosc < 166.78 to the left, improve=0.09904007, (0 missing)
## szerokosc < 6.405 to the left, improve=0.09751741, (0 missing)
## dlugosc < 6.335 to the left, improve=0.07888794, (0 missing)
## karaty < 1.035 to the left, improve=0.07771856, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 56.45 to the left, agree=0.602, adj=0.050, (0 split)
## objetosc < 172.2935 to the right, agree=0.602, adj=0.050, (0 split)
## szerokosc < 6.555 to the right, agree=0.599, adj=0.044, (0 split)
## karaty < 1.035 to the right, agree=0.596, adj=0.038, (0 split)
## karat2 < 1.07125 to the right, agree=0.596, adj=0.038, (0 split)
##
## Node number 425: 219 observations, complexity param=0.0001212903
## mean=7223.708, MSE=606782.5
## left son=850 (107 obs) right son=851 (112 obs)
## Primary splits:
## kolor splits as LLLLRRR, improve=0.28812360, (0 missing)
## objetosc < 166.0427 to the left, improve=0.14756900, (0 missing)
## dlugosc < 6.405 to the left, improve=0.09346205, (0 missing)
## szerokosc < 6.375 to the left, improve=0.07564925, (0 missing)
## czubek_a_najszerszy < 57.5 to the right, improve=0.07389327, (0 missing)
## Surrogate splits:
## glebokosc_mm < 3.995 to the right, agree=0.616, adj=0.215, (0 split)
## karaty < 1.025 to the right, agree=0.589, adj=0.159, (0 split)
## szerokosc < 6.505 to the right, agree=0.589, adj=0.159, (0 split)
## karat2 < 1.05065 to the right, agree=0.589, adj=0.159, (0 split)
## objetosc < 168.2155 to the right, agree=0.580, adj=0.140, (0 split)
##
## Node number 426: 97 observations, complexity param=0.00002606016
## mean=7322.907, MSE=552858.3
## left son=852 (72 obs) right son=853 (25 obs)
## Primary splits:
## szerokosc < 6.755 to the left, improve=0.15339870, (0 missing)
## objetosc < 191.6805 to the left, improve=0.13451900, (0 missing)
## glebokosc_mm < 4.045 to the left, improve=0.10021980, (0 missing)
## karaty < 1.155 to the left, improve=0.09802814, (0 missing)
## karat2 < 1.33405 to the left, improve=0.09802814, (0 missing)
## Surrogate splits:
## objetosc < 191.6805 to the left, agree=0.866, adj=0.48, (0 split)
## dlugosc < 6.805 to the left, agree=0.845, adj=0.40, (0 split)
## karaty < 1.155 to the left, agree=0.784, adj=0.16, (0 split)
## karat2 < 1.33405 to the left, agree=0.784, adj=0.16, (0 split)
## gestosc < 0.005938486 to the right, agree=0.763, adj=0.08, (0 split)
##
## Node number 427: 106 observations, complexity param=0.00007867558
## mean=8054.689, MSE=1162695
## left son=854 (15 obs) right son=855 (91 obs)
## Primary splits:
## glebokosc_mm < 3.995 to the left, improve=0.2015107, (0 missing)
## glebokosc < 60.15 to the left, improve=0.1553193, (0 missing)
## objetosc < 175.826 to the left, improve=0.1333973, (0 missing)
## klarownosc splits as LLLLRRRR, improve=0.1208513, (0 missing)
## karaty < 1.075 to the left, improve=0.1130355, (0 missing)
## Surrogate splits:
## objetosc < 175.1518 to the left, agree=0.953, adj=0.667, (0 split)
## karaty < 1.045 to the left, agree=0.943, adj=0.600, (0 split)
## glebokosc < 59.3 to the left, agree=0.943, adj=0.600, (0 split)
## karat2 < 1.09205 to the left, agree=0.943, adj=0.600, (0 split)
## glebokosc_procent < 0.9906609 to the left, agree=0.915, adj=0.400, (0 split)
##
## Node number 428: 102 observations, complexity param=0.00003361531
## mean=8898.059, MSE=900018.2
## left son=856 (49 obs) right son=857 (53 obs)
## Primary splits:
## kolor splits as LLLLRRR, improve=0.11558880, (0 missing)
## dlugosc < 6.895 to the right, improve=0.11251270, (0 missing)
## klarownosc splits as LLLLRRRR, improve=0.07986483, (0 missing)
## ciecie splits as RRRRL, improve=0.05641523, (0 missing)
## glebokosc_procent < 1.079825 to the left, improve=0.04498473, (0 missing)
## Surrogate splits:
## klarownosc splits as RRRRLLLL, agree=0.627, adj=0.224, (0 split)
## ciecie splits as RRRRL, agree=0.598, adj=0.163, (0 split)
## gestosc < 0.006091693 to the left, agree=0.598, adj=0.163, (0 split)
## dlugosc < 6.905 to the right, agree=0.588, adj=0.143, (0 split)
## glebokosc < 62.15 to the left, agree=0.578, adj=0.122, (0 split)
##
## Node number 429: 92 observations, complexity param=0.00008403165
## mean=9826.848, MSE=1068326
## left son=858 (56 obs) right son=859 (36 obs)
## Primary splits:
## kolor splits as LLLLRRR, improve=0.26988650, (0 missing)
## klarownosc splits as LLLLRRRR, improve=0.09132998, (0 missing)
## gestosc < 0.00610887 to the left, improve=0.08040896, (0 missing)
## glebokosc_procent < 1.120714 to the left, improve=0.06152870, (0 missing)
## glebokosc_mm < 4.235 to the left, improve=0.05960120, (0 missing)
## Surrogate splits:
## gestosc < 0.006004782 to the right, agree=0.641, adj=0.083, (0 split)
## karaty < 1.265 to the right, agree=0.630, adj=0.056, (0 split)
## szerokosc < 6.885 to the right, agree=0.630, adj=0.056, (0 split)
## glebokosc_procent < 1.108084 to the left, agree=0.630, adj=0.056, (0 split)
## karat2 < 1.60025 to the right, agree=0.630, adj=0.056, (0 split)
##
## Node number 432: 20 observations
## mean=5484.1, MSE=622104
##
## Node number 433: 32 observations, complexity param=0.00002151458
## mean=6749.625, MSE=1136431
## left son=866 (16 obs) right son=867 (16 obs)
## Primary splits:
## szerokosc < 6.675 to the left, improve=0.18675400, (0 missing)
## glebokosc < 62.05 to the right, improve=0.15610180, (0 missing)
## karaty < 1.105 to the left, improve=0.09378962, (0 missing)
## dlugosc < 6.615 to the left, improve=0.09378962, (0 missing)
## objetosc < 179.7811 to the left, improve=0.09378962, (0 missing)
## Surrogate splits:
## dlugosc < 6.635 to the left, agree=0.938, adj=0.875, (0 split)
## objetosc < 182.333 to the left, agree=0.938, adj=0.875, (0 split)
## karaty < 1.105 to the left, agree=0.906, adj=0.812, (0 split)
## karat2 < 1.22105 to the left, agree=0.906, adj=0.812, (0 split)
## glebokosc_mm < 4.105 to the left, agree=0.844, adj=0.688, (0 split)
##
## Node number 436: 61 observations, complexity param=0.00002270445
## mean=7651.295, MSE=475854.6
## left son=872 (31 obs) right son=873 (30 obs)
## Primary splits:
## ciecie splits as LLLRR, improve=0.2469090, (0 missing)
## czy_premium < 0.5 to the left, improve=0.2469090, (0 missing)
## klarownosc splits as LLLLLLRR, improve=0.2367082, (0 missing)
## glebokosc < 62.85 to the right, improve=0.1057821, (0 missing)
## dlugosc < 6.385 to the left, improve=0.1026779, (0 missing)
## Surrogate splits:
## czy_premium < 0.5 to the left, agree=1.000, adj=1.000, (0 split)
## glebokosc < 62.25 to the right, agree=0.721, adj=0.433, (0 split)
## dlugosc < 6.385 to the left, agree=0.672, adj=0.333, (0 split)
## gestosc < 0.006138066 to the right, agree=0.656, adj=0.300, (0 split)
## glebokosc_mm < 4.005 to the right, agree=0.623, adj=0.233, (0 split)
##
## Node number 437: 96 observations, complexity param=0.00003533387
## mean=9074.698, MSE=517016.8
## left son=874 (37 obs) right son=875 (59 obs)
## Primary splits:
## objetosc < 180.47 to the left, improve=0.2247219, (0 missing)
## dlugosc < 6.625 to the left, improve=0.2162980, (0 missing)
## karaty < 1.095 to the left, improve=0.2049159, (0 missing)
## karat2 < 1.19905 to the left, improve=0.2049159, (0 missing)
## szerokosc < 6.665 to the left, improve=0.1863970, (0 missing)
## Surrogate splits:
## karaty < 1.095 to the left, agree=0.979, adj=0.946, (0 split)
## karat2 < 1.19905 to the left, agree=0.979, adj=0.946, (0 split)
## szerokosc < 6.665 to the left, agree=0.958, adj=0.892, (0 split)
## dlugosc < 6.625 to the left, agree=0.948, adj=0.865, (0 split)
## glebokosc_mm < 4.085 to the left, agree=0.885, adj=0.703, (0 split)
##
## Node number 438: 37 observations, complexity param=0.00001092626
## mean=10329.22, MSE=610294.5
## left son=876 (21 obs) right son=877 (16 obs)
## Primary splits:
## szerokosc < 6.955 to the left, improve=0.15274270, (0 missing)
## objetosc < 202.5627 to the left, improve=0.14346400, (0 missing)
## glebokosc_mm < 4.225 to the left, improve=0.08860219, (0 missing)
## karaty < 1.235 to the left, improve=0.07426584, (0 missing)
## karat2 < 1.52525 to the left, improve=0.07426584, (0 missing)
## Surrogate splits:
## objetosc < 202.5627 to the left, agree=0.838, adj=0.625, (0 split)
## dlugosc < 6.925 to the left, agree=0.784, adj=0.500, (0 split)
## karaty < 1.245 to the left, agree=0.757, adj=0.438, (0 split)
## karat2 < 1.55005 to the left, agree=0.757, adj=0.438, (0 split)
## glebokosc_mm < 4.205 to the left, agree=0.676, adj=0.250, (0 split)
##
## Node number 439: 16 observations
## mean=12138.56, MSE=702907.2
##
## Node number 440: 71 observations, complexity param=0.00006645908
## mean=9100.085, MSE=929820.1
## left son=880 (53 obs) right son=881 (18 obs)
## Primary splits:
## objetosc < 170.5257 to the left, improve=0.3177804, (0 missing)
## karaty < 1.035 to the left, improve=0.2567535, (0 missing)
## karat2 < 1.07125 to the left, improve=0.2567535, (0 missing)
## klarownosc splits as LLLLLLRR, improve=0.2126635, (0 missing)
## dlugosc < 6.545 to the left, improve=0.1826603, (0 missing)
## Surrogate splits:
## szerokosc < 6.565 to the left, agree=0.930, adj=0.722, (0 split)
## karaty < 1.035 to the left, agree=0.915, adj=0.667, (0 split)
## karat2 < 1.07125 to the left, agree=0.915, adj=0.667, (0 split)
## dlugosc < 6.535 to the left, agree=0.901, adj=0.611, (0 split)
## glebokosc_mm < 4.025 to the left, agree=0.873, adj=0.500, (0 split)
##
## Node number 441: 72 observations, complexity param=0.00008488941
## mean=10357.85, MSE=1461728
## left son=882 (17 obs) right son=883 (55 obs)
## Primary splits:
## objetosc < 162.7895 to the left, improve=0.2546154, (0 missing)
## szerokosc < 6.425 to the left, improve=0.1953870, (0 missing)
## dlugosc < 6.385 to the left, improve=0.1704832, (0 missing)
## karaty < 1.055 to the left, improve=0.1449694, (0 missing)
## karat2 < 1.11305 to the left, improve=0.1449694, (0 missing)
## Surrogate splits:
## dlugosc < 6.375 to the left, agree=0.917, adj=0.647, (0 split)
## gestosc < 0.00620433 to the right, agree=0.917, adj=0.647, (0 split)
## szerokosc < 6.38 to the left, agree=0.875, adj=0.471, (0 split)
## glebokosc < 62.35 to the right, agree=0.833, adj=0.294, (0 split)
## ciecie splits as LLRRR, agree=0.819, adj=0.235, (0 split)
##
## Node number 442: 39 observations, complexity param=0.0000722953
## mean=11415.44, MSE=1612435
## left son=884 (22 obs) right son=885 (17 obs)
## Primary splits:
## kolor splits as LLLLLRR, improve=0.36290540, (0 missing)
## karaty < 1.135 to the right, improve=0.08893506, (0 missing)
## karat2 < 1.28825 to the right, improve=0.08893506, (0 missing)
## glebokosc_procent < 1.087719 to the left, improve=0.07517896, (0 missing)
## dlugosc < 6.705 to the right, improve=0.05508640, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.090588 to the left, agree=0.667, adj=0.235, (0 split)
## szerokosc < 6.655 to the right, agree=0.641, adj=0.176, (0 split)
## glebokosc_mm < 4.165 to the left, agree=0.641, adj=0.176, (0 split)
## gestosc < 0.00600894 to the right, agree=0.641, adj=0.176, (0 split)
## glebokosc < 61.95 to the left, agree=0.615, adj=0.118, (0 split)
##
## Node number 443: 40 observations, complexity param=0.00006076392
## mean=13074.9, MSE=1657857
## left son=886 (18 obs) right son=887 (22 obs)
## Primary splits:
## kolor splits as LLLLLRR, improve=0.28924690, (0 missing)
## objetosc < 206.255 to the left, improve=0.07193649, (0 missing)
## szerokosc < 6.93 to the left, improve=0.05936533, (0 missing)
## czubek_a_najszerszy < 56.5 to the right, improve=0.02765533, (0 missing)
## karaty < 1.245 to the left, improve=0.02407821, (0 missing)
## Surrogate splits:
## karaty < 1.265 to the right, agree=0.700, adj=0.333, (0 split)
## karat2 < 1.60025 to the right, agree=0.700, adj=0.333, (0 split)
## dlugosc < 6.865 to the right, agree=0.675, adj=0.278, (0 split)
## gestosc < 0.006143706 to the right, agree=0.675, adj=0.278, (0 split)
## objetosc < 204.7243 to the right, agree=0.650, adj=0.222, (0 split)
##
## Node number 452: 111 observations, complexity param=0.00006782575
## mean=7575.135, MSE=1151497
## left son=904 (15 obs) right son=905 (96 obs)
## Primary splits:
## kolor splits as LRRRRRR, improve=0.1675093, (0 missing)
## objetosc < 257.3081 to the left, improve=0.1627784, (0 missing)
## karaty < 1.635 to the left, improve=0.1285168, (0 missing)
## karat2 < 2.67325 to the left, improve=0.1285168, (0 missing)
## szerokosc < 7.545 to the left, improve=0.1146502, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 63.5 to the right, agree=0.883, adj=0.133, (0 split)
## glebokosc_procent < 0.9197793 to the left, agree=0.883, adj=0.133, (0 split)
##
## Node number 453: 163 observations, complexity param=0.0001042077
## mean=9085.853, MSE=1482943
## left son=906 (133 obs) right son=907 (30 obs)
## Primary splits:
## objetosc < 261.8567 to the left, improve=0.13608730, (0 missing)
## szerokosc < 7.415 to the left, improve=0.11500390, (0 missing)
## kolor splits as LLLLLRR, improve=0.10088080, (0 missing)
## karaty < 1.605 to the left, improve=0.08911718, (0 missing)
## karat2 < 2.57605 to the left, improve=0.08911718, (0 missing)
## Surrogate splits:
## karaty < 1.595 to the left, agree=0.951, adj=0.733, (0 split)
## karat2 < 2.54405 to the left, agree=0.951, adj=0.733, (0 split)
## szerokosc < 7.515 to the left, agree=0.908, adj=0.500, (0 split)
## dlugosc < 7.515 to the left, agree=0.902, adj=0.467, (0 split)
## glebokosc_mm < 4.695 to the left, agree=0.902, adj=0.467, (0 split)
##
## Node number 454: 43 observations, complexity param=0.00005050698
## mean=10123.26, MSE=1970984
## left son=908 (19 obs) right son=909 (24 obs)
## Primary splits:
## kolor splits as LLRRRRR, improve=0.1881178, (0 missing)
## objetosc < 299.1228 to the left, improve=0.1352431, (0 missing)
## dlugosc < 7.845 to the left, improve=0.1330429, (0 missing)
## szerokosc < 7.745 to the left, improve=0.1329359, (0 missing)
## karaty < 1.83 to the left, improve=0.1259807, (0 missing)
## Surrogate splits:
## glebokosc < 62.05 to the left, agree=0.698, adj=0.316, (0 split)
## dlugosc < 7.845 to the left, agree=0.674, adj=0.263, (0 split)
## glebokosc_mm < 4.88 to the left, agree=0.674, adj=0.263, (0 split)
## karaty < 1.83 to the left, agree=0.651, adj=0.211, (0 split)
## czubek_a_najszerszy < 60.5 to the right, agree=0.651, adj=0.211, (0 split)
##
## Node number 455: 21 observations
## mean=12498.76, MSE=5094715
##
## Node number 456: 52 observations, complexity param=0.0000571257
## mean=7738.212, MSE=976404.1
## left son=912 (35 obs) right son=913 (17 obs)
## Primary splits:
## objetosc < 266.5833 to the left, improve=0.3551638, (0 missing)
## glebokosc_mm < 4.68 to the left, improve=0.3529768, (0 missing)
## szerokosc < 7.56 to the left, improve=0.3443244, (0 missing)
## karaty < 1.545 to the left, improve=0.3294079, (0 missing)
## karat2 < 2.38705 to the left, improve=0.3294079, (0 missing)
## Surrogate splits:
## karaty < 1.635 to the left, agree=0.981, adj=0.941, (0 split)
## glebokosc_mm < 4.68 to the left, agree=0.981, adj=0.941, (0 split)
## karat2 < 2.67345 to the left, agree=0.981, adj=0.941, (0 split)
## szerokosc < 7.56 to the left, agree=0.962, adj=0.882, (0 split)
## dlugosc < 7.55 to the left, agree=0.942, adj=0.824, (0 split)
##
## Node number 457: 145 observations, complexity param=0.0001907365
## mean=9589.372, MSE=1474534
## left son=914 (61 obs) right son=915 (84 obs)
## Primary splits:
## szerokosc < 7.375 to the left, improve=0.2816056, (0 missing)
## objetosc < 251.3503 to the left, improve=0.2643118, (0 missing)
## dlugosc < 7.405 to the left, improve=0.2155915, (0 missing)
## karaty < 1.555 to the left, improve=0.2143498, (0 missing)
## karat2 < 2.41805 to the left, improve=0.2143498, (0 missing)
## Surrogate splits:
## objetosc < 247.3679 to the left, agree=0.938, adj=0.852, (0 split)
## dlugosc < 7.405 to the left, agree=0.897, adj=0.754, (0 split)
## karaty < 1.535 to the left, agree=0.821, adj=0.574, (0 split)
## karat2 < 2.35625 to the left, agree=0.821, adj=0.574, (0 split)
## gestosc < 0.006160448 to the right, agree=0.752, adj=0.410, (0 split)
##
## Node number 460: 41 observations, complexity param=0.00005919311
## mean=10577.27, MSE=1283109
## left son=920 (25 obs) right son=921 (16 obs)
## Primary splits:
## objetosc < 247.2302 to the left, improve=0.3551843, (0 missing)
## szerokosc < 7.36 to the left, improve=0.1882292, (0 missing)
## gestosc < 0.006213744 to the right, improve=0.1720974, (0 missing)
## dlugosc < 7.425 to the left, improve=0.1345978, (0 missing)
## glebokosc_procent < 1.080181 to the left, improve=0.0950001, (0 missing)
## Surrogate splits:
## dlugosc < 7.425 to the left, agree=0.878, adj=0.688, (0 split)
## szerokosc < 7.405 to the left, agree=0.878, adj=0.688, (0 split)
## karaty < 1.525 to the left, agree=0.854, adj=0.625, (0 split)
## karat2 < 2.32565 to the left, agree=0.854, adj=0.625, (0 split)
## gestosc < 0.006165996 to the right, agree=0.854, adj=0.625, (0 split)
##
## Node number 461: 125 observations, complexity param=0.00007686513
## mean=11694.45, MSE=1528018
## left son=922 (26 obs) right son=923 (99 obs)
## Primary splits:
## objetosc < 241.6669 to the left, improve=0.12703430, (0 missing)
## szerokosc < 7.375 to the left, improve=0.11264300, (0 missing)
## czubek_a_najszerszy < 59.5 to the right, improve=0.08941951, (0 missing)
## karaty < 1.505 to the left, improve=0.08339538, (0 missing)
## karat2 < 2.26505 to the left, improve=0.08339538, (0 missing)
## Surrogate splits:
## gestosc < 0.006234934 to the right, agree=0.928, adj=0.654, (0 split)
## czubek_a_najszerszy < 61.5 to the right, agree=0.856, adj=0.308, (0 split)
## dlugosc < 7.22 to the left, agree=0.856, adj=0.308, (0 split)
## szerokosc < 7.235 to the left, agree=0.840, adj=0.231, (0 split)
## glebokosc_mm < 4.365 to the left, agree=0.824, adj=0.154, (0 split)
##
## Node number 462: 17 observations
## mean=13375.82, MSE=1270276
##
## Node number 463: 15 observations
## mean=15069.47, MSE=5549437
##
## Node number 464: 70 observations, complexity param=0.00008651512
## mean=8226.886, MSE=1042653
## left son=928 (49 obs) right son=929 (21 obs)
## Primary splits:
## klarownosc splits as LLLLLRRR, improve=0.3741832, (0 missing)
## glebokosc < 61.05 to the left, improve=0.2271287, (0 missing)
## glebokosc_mm < 4.535 to the left, improve=0.2202047, (0 missing)
## szerokosc < 7.285 to the left, improve=0.1907166, (0 missing)
## objetosc < 239.6139 to the left, improve=0.1711446, (0 missing)
## Surrogate splits:
## dlugosc < 7.195 to the right, agree=0.714, adj=0.048, (0 split)
##
## Node number 465: 110 observations, complexity param=0.00009656364
## mean=9771.855, MSE=961568.8
## left son=930 (56 obs) right son=931 (54 obs)
## Primary splits:
## klarownosc splits as LLLLRRRR, improve=0.28818450, (0 missing)
## dlugosc < 7.285 to the left, improve=0.11071640, (0 missing)
## objetosc < 244.7651 to the left, improve=0.09281483, (0 missing)
## szerokosc < 7.305 to the left, improve=0.08907941, (0 missing)
## karaty < 1.525 to the left, improve=0.05029561, (0 missing)
## Surrogate splits:
## dlugosc < 7.405 to the right, agree=0.609, adj=0.204, (0 split)
## ciecie splits as RRRLL, agree=0.582, adj=0.148, (0 split)
## glebokosc < 62.65 to the left, agree=0.582, adj=0.148, (0 split)
## glebokosc_procent < 1.141279 to the left, agree=0.582, adj=0.148, (0 split)
## czy_premium < 0.5 to the right, agree=0.582, adj=0.148, (0 split)
##
## Node number 466: 21 observations
## mean=10181.24, MSE=1230226
##
## Node number 467: 87 observations, complexity param=0.00002266926
## mean=11454.82, MSE=1040000
## left son=934 (45 obs) right son=935 (42 obs)
## Primary splits:
## klarownosc splits as LLLLRRRR, improve=0.07727859, (0 missing)
## ciecie splits as LLLRR, improve=0.07537072, (0 missing)
## czy_premium < 0.5 to the left, improve=0.07537072, (0 missing)
## gestosc < 0.006118203 to the left, improve=0.06974260, (0 missing)
## glebokosc_procent < 1.061751 to the left, improve=0.06870347, (0 missing)
## Surrogate splits:
## karaty < 1.525 to the right, agree=0.586, adj=0.143, (0 split)
## glebokosc < 60.55 to the right, agree=0.586, adj=0.143, (0 split)
## glebokosc_mm < 4.545 to the right, agree=0.586, adj=0.143, (0 split)
## karat2 < 2.32565 to the right, agree=0.586, adj=0.143, (0 split)
## gestosc < 0.006207599 to the right, agree=0.586, adj=0.143, (0 split)
##
## Node number 468: 55 observations, complexity param=0.00004164965
## mean=11318.05, MSE=1616219
## left son=936 (36 obs) right son=937 (19 obs)
## Primary splits:
## szerokosc < 7.705 to the left, improve=0.14790350, (0 missing)
## objetosc < 275.1792 to the left, improve=0.13172350, (0 missing)
## czubek_a_najszerszy < 57.5 to the right, improve=0.10881900, (0 missing)
## karaty < 1.685 to the left, improve=0.08828344, (0 missing)
## karat2 < 2.83925 to the left, improve=0.08828344, (0 missing)
## Surrogate splits:
## objetosc < 277.0693 to the left, agree=0.891, adj=0.684, (0 split)
## dlugosc < 7.695 to the left, agree=0.836, adj=0.526, (0 split)
## karaty < 1.715 to the left, agree=0.764, adj=0.316, (0 split)
## glebokosc < 60.55 to the right, agree=0.764, adj=0.316, (0 split)
## karat2 < 2.94125 to the left, agree=0.764, adj=0.316, (0 split)
##
## Node number 469: 40 observations, complexity param=0.00004019284
## mean=12811.33, MSE=2468939
## left son=938 (23 obs) right son=939 (17 obs)
## Primary splits:
## klarownosc splits as LLLLRRRR, improve=0.12847200, (0 missing)
## glebokosc_procent < 1.090304 to the left, improve=0.12580950, (0 missing)
## szerokosc < 7.66 to the left, improve=0.10521620, (0 missing)
## czubek_a_najszerszy < 57.5 to the right, improve=0.08271594, (0 missing)
## karaty < 1.705 to the right, improve=0.03296901, (0 missing)
## Surrogate splits:
## gestosc < 0.006068533 to the right, agree=0.750, adj=0.412, (0 split)
## glebokosc_mm < 4.725 to the right, agree=0.700, adj=0.294, (0 split)
## objetosc < 267.9773 to the right, agree=0.700, adj=0.294, (0 split)
## karaty < 1.615 to the right, agree=0.675, adj=0.235, (0 split)
## glebokosc < 62.15 to the right, agree=0.675, adj=0.235, (0 split)
##
## Node number 472: 88 observations, complexity param=0.0001036873
## mean=12863.35, MSE=2045821
## left son=944 (16 obs) right son=945 (72 obs)
## Primary splits:
## glebokosc_mm < 4.445 to the left, improve=0.1818048, (0 missing)
## ciecie splits as LLLRR, improve=0.1724691, (0 missing)
## czy_premium < 0.5 to the left, improve=0.1724691, (0 missing)
## klarownosc splits as LLLLRRRR, improve=0.1319561, (0 missing)
## glebokosc_procent < 1.0359 to the left, improve=0.1219132, (0 missing)
## Surrogate splits:
## glebokosc < 60.25 to the left, agree=0.920, adj=0.562, (0 split)
## glebokosc_procent < 0.9818169 to the left, agree=0.920, adj=0.562, (0 split)
## czubek_a_najszerszy < 60.5 to the right, agree=0.898, adj=0.437, (0 split)
## ciecie splits as LRRRR, agree=0.852, adj=0.187, (0 split)
## objetosc < 235.9999 to the left, agree=0.852, adj=0.187, (0 split)
##
## Node number 473: 32 observations, complexity param=0.00005797633
## mean=14902, MSE=1326498
## left son=946 (16 obs) right son=947 (16 obs)
## Primary splits:
## szerokosc < 7.355 to the left, improve=0.4311457, (0 missing)
## karaty < 1.525 to the left, improve=0.3392943, (0 missing)
## karat2 < 2.32565 to the left, improve=0.3392943, (0 missing)
## dlugosc < 7.33 to the left, improve=0.3105996, (0 missing)
## objetosc < 245.908 to the left, improve=0.2903943, (0 missing)
## Surrogate splits:
## objetosc < 245.908 to the left, agree=0.906, adj=0.812, (0 split)
## dlugosc < 7.35 to the left, agree=0.844, adj=0.688, (0 split)
## karaty < 1.515 to the left, agree=0.812, adj=0.625, (0 split)
## karat2 < 2.29525 to the left, agree=0.812, adj=0.625, (0 split)
## gestosc < 0.006138809 to the right, agree=0.812, adj=0.625, (0 split)
##
## Node number 474: 76 observations, complexity param=0.00007627833
## mean=14313.76, MSE=2023722
## left son=948 (57 obs) right son=949 (19 obs)
## Primary splits:
## karaty < 1.525 to the left, improve=0.15655490, (0 missing)
## karat2 < 2.32565 to the left, improve=0.15655490, (0 missing)
## kolor splits as LLLLLLR, improve=0.09968251, (0 missing)
## objetosc < 243.881 to the left, improve=0.09488256, (0 missing)
## szerokosc < 7.27 to the left, improve=0.06998060, (0 missing)
## Surrogate splits:
## karat2 < 2.32565 to the left, agree=1.000, adj=1.000, (0 split)
## objetosc < 251.5979 to the left, agree=0.895, adj=0.579, (0 split)
## szerokosc < 7.525 to the left, agree=0.829, adj=0.316, (0 split)
## glebokosc_mm < 4.605 to the left, agree=0.829, adj=0.316, (0 split)
## dlugosc < 7.425 to the left, agree=0.789, adj=0.158, (0 split)
##
## Node number 475: 43 observations, complexity param=0.00004645787
## mean=16343.3, MSE=2047646
## left son=950 (18 obs) right son=951 (25 obs)
## Primary splits:
## dlugosc < 7.315 to the left, improve=0.16655820, (0 missing)
## glebokosc_procent < 1.051215 to the left, improve=0.15910190, (0 missing)
## objetosc < 242.344 to the left, improve=0.10892180, (0 missing)
## glebokosc < 60.75 to the left, improve=0.10835990, (0 missing)
## glebokosc_mm < 4.525 to the left, improve=0.09627303, (0 missing)
## Surrogate splits:
## objetosc < 241.7473 to the left, agree=0.837, adj=0.611, (0 split)
## szerokosc < 7.335 to the left, agree=0.791, adj=0.500, (0 split)
## karaty < 1.46 to the left, agree=0.721, adj=0.333, (0 split)
## karat2 < 2.1332 to the left, agree=0.721, adj=0.333, (0 split)
## gestosc < 0.00625328 to the right, agree=0.674, adj=0.222, (0 split)
##
## Node number 476: 19 observations
## mean=14395.37, MSE=6167409
##
## Node number 477: 23 observations
## mean=16790.96, MSE=2372424
##
## Node number 478: 22 observations
## mean=16977.5, MSE=1397968
##
## Node number 479: 17 observations
## mean=17612.29, MSE=746801.1
##
## Node number 496: 27 observations
## mean=11509.33, MSE=2323647
##
## Node number 497: 25 observations
## mean=12780.96, MSE=1102694
##
## Node number 498: 20 observations
## mean=13186.7, MSE=2903164
##
## Node number 499: 18 observations
## mean=14635.11, MSE=1510007
##
## Node number 504: 152 observations, complexity param=0.0001611506
## mean=14309.76, MSE=3950099
## left son=1008 (18 obs) right son=1009 (134 obs)
## Primary splits:
## szerokosc < 8.035 to the left, improve=0.08472475, (0 missing)
## karaty < 2.015 to the left, improve=0.05912593, (0 missing)
## karat2 < 4.06025 to the left, improve=0.05912593, (0 missing)
## objetosc < 337.6413 to the left, improve=0.05351622, (0 missing)
## glebokosc_procent < 1.001667 to the left, improve=0.04855051, (0 missing)
## Surrogate splits:
## objetosc < 322.0945 to the left, agree=0.921, adj=0.333, (0 split)
## dlugosc < 7.95 to the left, agree=0.901, adj=0.167, (0 split)
## czubek_a_najszerszy < 61.5 to the right, agree=0.888, adj=0.056, (0 split)
## gestosc < 0.006305543 to the right, agree=0.888, adj=0.056, (0 split)
##
## Node number 505: 28 observations
## mean=16450.86, MSE=3806847
##
## Node number 506: 22 observations
## mean=14348.77, MSE=5974600
##
## Node number 507: 128 observations, complexity param=0.00009497423
## mean=16394.88, MSE=3308055
## left son=1014 (32 obs) right son=1015 (96 obs)
## Primary splits:
## gestosc < 0.006247003 to the right, improve=0.07080324, (0 missing)
## szerokosc < 8.105 to the left, improve=0.06794832, (0 missing)
## glebokosc < 62.45 to the right, improve=0.05979156, (0 missing)
## glebokosc_mm < 5.025 to the right, improve=0.04398039, (0 missing)
## ciecie splits as LLRRR, improve=0.03705809, (0 missing)
## Surrogate splits:
## objetosc < 324.9631 to the left, agree=0.891, adj=0.562, (0 split)
## szerokosc < 8.075 to the left, agree=0.867, adj=0.469, (0 split)
## dlugosc < 8.045 to the left, agree=0.852, adj=0.406, (0 split)
## ciecie splits as LLRRR, agree=0.828, adj=0.312, (0 split)
## glebokosc < 62.95 to the right, agree=0.812, adj=0.250, (0 split)
##
## Node number 510: 109 observations, complexity param=0.00009302573
## mean=16131.28, MSE=2383306
## left son=1020 (54 obs) right son=1021 (55 obs)
## Primary splits:
## klarownosc splits as LLLRRRRR, improve=0.10243570, (0 missing)
## dlugosc < 8.425 to the left, improve=0.09773671, (0 missing)
## szerokosc < 8.38 to the left, improve=0.09611808, (0 missing)
## objetosc < 355.6683 to the left, improve=0.08020580, (0 missing)
## karaty < 2.205 to the left, improve=0.07675111, (0 missing)
## Surrogate splits:
## glebokosc_mm < 5.015 to the right, agree=0.688, adj=0.370, (0 split)
## glebokosc_procent < 1.063668 to the right, agree=0.670, adj=0.333, (0 split)
## glebokosc < 60.65 to the right, agree=0.642, adj=0.278, (0 split)
## karaty < 2.08 to the right, agree=0.606, adj=0.204, (0 split)
## czubek_a_najszerszy < 57.5 to the left, agree=0.606, adj=0.204, (0 split)
##
## Node number 511: 109 observations, complexity param=0.00007596828
## mean=16870.84, MSE=2959608
## left son=1022 (48 obs) right son=1023 (61 obs)
## Primary splits:
## ciecie splits as RRRRL, improve=0.07191279, (0 missing)
## glebokosc_mm < 4.905 to the left, improve=0.05584228, (0 missing)
## gestosc < 0.006064604 to the left, improve=0.05523198, (0 missing)
## glebokosc < 60.65 to the left, improve=0.05439041, (0 missing)
## dlugosc < 8.275 to the right, improve=0.04447111, (0 missing)
## Surrogate splits:
## czy_premium < 0.5 to the right, agree=0.780, adj=0.500, (0 split)
## czubek_a_najszerszy < 57.5 to the right, agree=0.661, adj=0.229, (0 split)
## glebokosc_procent < 1.06239 to the left, agree=0.651, adj=0.208, (0 split)
## objetosc < 330.2253 to the right, agree=0.633, adj=0.167, (0 split)
## karaty < 2.025 to the right, agree=0.615, adj=0.125, (0 split)
##
## Node number 514: 82 observations
## mean=517.061, MSE=3062.301
##
## Node number 515: 107 observations, complexity param=0.000001295067
## mean=614.6822, MSE=9866.067
## left son=1030 (29 obs) right son=1031 (78 obs)
## Primary splits:
## kolor splits as LLLLRRR, improve=0.38725270, (0 missing)
## ciecie splits as LLLRR, improve=0.14560470, (0 missing)
## czy_premium < 0.5 to the left, improve=0.14560470, (0 missing)
## glebokosc_procent < 1.10708 to the right, improve=0.07723992, (0 missing)
## czubek_a_najszerszy < 55.5 to the left, improve=0.04115417, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 55.5 to the left, agree=0.776, adj=0.172, (0 split)
## glebokosc_procent < 1.10708 to the right, agree=0.776, adj=0.172, (0 split)
## objetosc < 47.52144 to the right, agree=0.757, adj=0.103, (0 split)
## dlugosc < 4.235 to the right, agree=0.748, adj=0.069, (0 split)
## karaty < 0.285 to the right, agree=0.738, adj=0.034, (0 split)
##
## Node number 516: 112 observations
## mean=475.9375, MSE=4076.612
##
## Node number 517: 51 observations
## mean=592.7647, MSE=7285.513
##
## Node number 518: 100 observations
## mean=554.94, MSE=8893.096
##
## Node number 519: 229 observations, complexity param=0.000001939488
## mean=689.8384, MSE=11786.46
## left son=1038 (164 obs) right son=1039 (65 obs)
## Primary splits:
## szerokosc < 4.275 to the right, improve=0.22682890, (0 missing)
## gestosc < 0.006086975 to the left, improve=0.10386400, (0 missing)
## klarownosc splits as LLLLLRRR, improve=0.10285650, (0 missing)
## ciecie splits as LLLLR, improve=0.10187410, (0 missing)
## kolor splits as LLLLLRR, improve=0.09924248, (0 missing)
## Surrogate splits:
## objetosc < 48.39423 to the right, agree=0.786, adj=0.246, (0 split)
## ciecie splits as LLLLR, agree=0.755, adj=0.138, (0 split)
## gestosc < 0.006197282 to the left, agree=0.751, adj=0.123, (0 split)
## glebokosc < 63.45 to the left, agree=0.734, adj=0.062, (0 split)
## czubek_a_najszerszy < 58.5 to the left, agree=0.729, adj=0.046, (0 split)
##
## Node number 522: 105 observations
## mean=532.7714, MSE=5535.662
##
## Node number 523: 349 observations
## mean=656.9914, MSE=11761.19
##
## Node number 524: 406 observations, complexity param=0.00000377792
## mean=611.2611, MSE=12116.85
## left son=1048 (299 obs) right son=1049 (107 obs)
## Primary splits:
## klarownosc splits as LLLLLRRR, improve=0.24241930, (0 missing)
## kolor splits as LLRRRRR, improve=0.15052440, (0 missing)
## dlugosc < 4.415 to the left, improve=0.07622856, (0 missing)
## karaty < 0.325 to the left, improve=0.06951566, (0 missing)
## karat2 < 0.10565 to the left, improve=0.06951566, (0 missing)
## Surrogate splits:
## gestosc < 0.005903792 to the right, agree=0.741, adj=0.019, (0 split)
##
## Node number 525: 401 observations, complexity param=0.000004318601
## mean=724.1297, MSE=13606.21
## left son=1050 (138 obs) right son=1051 (263 obs)
## Primary splits:
## klarownosc splits as LLLLRRRR, improve=0.24985700, (0 missing)
## dlugosc < 4.425 to the left, improve=0.06502256, (0 missing)
## karaty < 0.325 to the left, improve=0.05512155, (0 missing)
## karat2 < 0.10565 to the left, improve=0.05512155, (0 missing)
## objetosc < 53.49995 to the left, improve=0.05190726, (0 missing)
## Surrogate splits:
## glebokosc < 60.35 to the left, agree=0.683, adj=0.080, (0 split)
## glebokosc_procent < 1.025833 to the left, agree=0.663, adj=0.022, (0 split)
## gestosc < 0.006253631 to the right, agree=0.661, adj=0.014, (0 split)
## czubek_a_najszerszy < 59.5 to the right, agree=0.658, adj=0.007, (0 split)
## glebokosc_mm < 2.635 to the left, agree=0.658, adj=0.007, (0 split)
##
## Node number 526: 648 observations, complexity param=0.000002807146
## mean=796.8148, MSE=15419.21
## left son=1052 (196 obs) right son=1053 (452 obs)
## Primary splits:
## kolor splits as LLLLLRR, improve=0.08868659, (0 missing)
## klarownosc splits as LLLLLRRR, improve=0.06666531, (0 missing)
## dlugosc < 4.325 to the left, improve=0.04564093, (0 missing)
## szerokosc < 4.345 to the right, improve=0.04508789, (0 missing)
## ciecie splits as LLLRR, improve=0.03910637, (0 missing)
## Surrogate splits:
## glebokosc < 63.1 to the right, agree=0.707, adj=0.031, (0 split)
## ciecie splits as LLRRR, agree=0.705, adj=0.026, (0 split)
## glebokosc_procent < 1.002542 to the left, agree=0.702, adj=0.015, (0 split)
## gestosc < 0.006167168 to the right, agree=0.701, adj=0.010, (0 split)
##
## Node number 527: 276 observations, complexity param=0.000001407306
## mean=889.3551, MSE=15561.68
## left son=1054 (50 obs) right son=1055 (226 obs)
## Primary splits:
## czy_premium < 0.5 to the left, improve=0.10343150, (0 missing)
## ciecie splits as LLLRR, improve=0.10343150, (0 missing)
## szerokosc < 4.515 to the right, improve=0.07137910, (0 missing)
## glebokosc < 59.65 to the left, improve=0.06375328, (0 missing)
## kolor splits as LLLLLRR, improve=0.05499034, (0 missing)
## Surrogate splits:
## ciecie splits as LLLRR, agree=1.000, adj=1.00, (0 split)
## glebokosc < 62.75 to the right, agree=0.870, adj=0.28, (0 split)
## glebokosc_mm < 2.875 to the right, agree=0.848, adj=0.16, (0 split)
## objetosc < 61.39969 to the right, agree=0.837, adj=0.10, (0 split)
## karaty < 0.385 to the right, agree=0.830, adj=0.06, (0 split)
##
## Node number 542: 145 observations
## mean=984.4207, MSE=11003.32
##
## Node number 543: 49 observations, complexity param=0.000001648266
## mean=1129.816, MSE=58964.27
## left son=1086 (29 obs) right son=1087 (20 obs)
## Primary splits:
## objetosc < 55.62289 to the left, improve=0.1800828, (0 missing)
## szerokosc < 4.525 to the left, improve=0.1584044, (0 missing)
## karaty < 0.335 to the left, improve=0.1449572, (0 missing)
## karat2 < 0.11225 to the left, improve=0.1449572, (0 missing)
## dlugosc < 4.505 to the left, improve=0.1370920, (0 missing)
## Surrogate splits:
## dlugosc < 4.485 to the left, agree=0.939, adj=0.85, (0 split)
## szerokosc < 4.525 to the left, agree=0.939, adj=0.85, (0 split)
## glebokosc_mm < 2.775 to the left, agree=0.898, adj=0.75, (0 split)
## karaty < 0.335 to the left, agree=0.857, adj=0.65, (0 split)
## karat2 < 0.11225 to the left, agree=0.857, adj=0.65, (0 split)
##
## Node number 548: 20 observations
## mean=636.15, MSE=8581.927
##
## Node number 549: 312 observations, complexity param=0.00000146828
## mean=805.0545, MSE=13247.05
## left son=1098 (31 obs) right son=1099 (281 obs)
## Primary splits:
## gestosc < 0.005981719 to the left, improve=0.09834100, (0 missing)
## szerokosc < 4.745 to the right, improve=0.09772006, (0 missing)
## dlugosc < 4.665 to the left, improve=0.09340923, (0 missing)
## ciecie splits as LLLLR, improve=0.04892469, (0 missing)
## czy_premium < 0.5 to the left, improve=0.04694301, (0 missing)
## Surrogate splits:
## glebokosc < 58.6 to the left, agree=0.907, adj=0.065, (0 split)
## glebokosc_procent < 0.9690772 to the left, agree=0.904, adj=0.032, (0 split)
##
## Node number 550: 94 observations, complexity param=0.000001323676
## mean=853.0638, MSE=14865.76
## left son=1100 (55 obs) right son=1101 (39 obs)
## Primary splits:
## dlugosc < 4.865 to the left, improve=0.3403826, (0 missing)
## objetosc < 71.7785 to the left, improve=0.2514245, (0 missing)
## karaty < 0.435 to the left, improve=0.2052361, (0 missing)
## karat2 < 0.18925 to the left, improve=0.2052361, (0 missing)
## gestosc < 0.006071019 to the left, improve=0.1074873, (0 missing)
## Surrogate splits:
## objetosc < 71.24943 to the left, agree=0.809, adj=0.538, (0 split)
## szerokosc < 4.885 to the left, agree=0.734, adj=0.359, (0 split)
## karaty < 0.435 to the left, agree=0.723, adj=0.333, (0 split)
## karat2 < 0.18925 to the left, agree=0.723, adj=0.333, (0 split)
## glebokosc_mm < 3.035 to the left, agree=0.649, adj=0.154, (0 split)
##
## Node number 551: 66 observations
## mean=949.4242, MSE=4255.911
##
## Node number 554: 19 observations
## mean=722.2105, MSE=8556.903
##
## Node number 555: 45 observations
## mean=920.7111, MSE=21637.27
##
## Node number 556: 93 observations
## mean=864.7957, MSE=11150.55
##
## Node number 557: 244 observations, complexity param=0.000001470707
## mean=970, MSE=12080.8
## left son=1114 (125 obs) right son=1115 (119 obs)
## Primary splits:
## kolor splits as LLLLLRR, improve=0.15749630, (0 missing)
## klarownosc splits as LLLLRRRR, improve=0.08112905, (0 missing)
## szerokosc < 4.645 to the right, improve=0.07955638, (0 missing)
## gestosc < 0.005979203 to the left, improve=0.07540232, (0 missing)
## dlugosc < 4.665 to the left, improve=0.04263223, (0 missing)
## Surrogate splits:
## gestosc < 0.006147036 to the right, agree=0.594, adj=0.168, (0 split)
## glebokosc < 60.85 to the right, agree=0.561, adj=0.101, (0 split)
## glebokosc_procent < 1.043966 to the right, agree=0.557, adj=0.092, (0 split)
## ciecie splits as RRRRL, agree=0.545, adj=0.067, (0 split)
## karaty < 0.405 to the right, agree=0.537, adj=0.050, (0 split)
##
## Node number 558: 315 observations, complexity param=0.00000137585
## mean=1031.994, MSE=13794.88
## left son=1116 (63 obs) right son=1117 (252 obs)
## Primary splits:
## ciecie splits as LLLRR, improve=0.09994768, (0 missing)
## czy_premium < 0.5 to the left, improve=0.09994768, (0 missing)
## klarownosc splits as LLLLRRRR, improve=0.07903752, (0 missing)
## kolor splits as LLLLLRR, improve=0.06716175, (0 missing)
## szerokosc < 4.805 to the right, improve=0.05276972, (0 missing)
## Surrogate splits:
## czy_premium < 0.5 to the left, agree=1.000, adj=1.000, (0 split)
## czubek_a_najszerszy < 60.35 to the right, agree=0.829, adj=0.143, (0 split)
## glebokosc_procent < 0.985123 to the left, agree=0.822, adj=0.111, (0 split)
## karaty < 0.445 to the right, agree=0.819, adj=0.095, (0 split)
## glebokosc < 58.4 to the left, agree=0.819, adj=0.095, (0 split)
##
## Node number 559: 22 observations
## mean=1280.545, MSE=37900.52
##
## Node number 568: 81 observations
## mean=1027.025, MSE=9451.185
##
## Node number 569: 42 observations
## mean=1147.5, MSE=6699.06
##
## Node number 570: 51 observations
## mean=1120.804, MSE=16479.77
##
## Node number 571: 51 observations
## mean=1257.588, MSE=19365.61
##
## Node number 572: 206 observations, complexity param=0.000002185111
## mean=1243.587, MSE=23249.22
## left son=1144 (92 obs) right son=1145 (114 obs)
## Primary splits:
## dlugosc < 4.755 to the left, improve=0.1440217, (0 missing)
## glebokosc_mm < 2.925 to the left, improve=0.1415466, (0 missing)
## objetosc < 67.31964 to the left, improve=0.1374874, (0 missing)
## karaty < 0.405 to the left, improve=0.1309744, (0 missing)
## karat2 < 0.16405 to the left, improve=0.1309744, (0 missing)
## Surrogate splits:
## objetosc < 66.43657 to the left, agree=0.845, adj=0.652, (0 split)
## szerokosc < 4.765 to the left, agree=0.830, adj=0.620, (0 split)
## karaty < 0.405 to the left, agree=0.811, adj=0.576, (0 split)
## karat2 < 0.16405 to the left, agree=0.811, adj=0.576, (0 split)
## glebokosc_mm < 2.925 to the left, agree=0.723, adj=0.380, (0 split)
##
## Node number 573: 15 observations
## mean=1512.133, MSE=46826.12
##
## Node number 578: 65 observations
## mean=1078.831, MSE=9213.433
##
## Node number 579: 150 observations
## mean=1214.293, MSE=10334.69
##
## Node number 580: 98 observations, complexity param=0.000001866329
## mean=1120.398, MSE=16201.18
## left son=1160 (27 obs) right son=1161 (71 obs)
## Primary splits:
## kolor splits as LLRRRRR, improve=0.37106120, (0 missing)
## dlugosc < 5.025 to the left, improve=0.13693990, (0 missing)
## objetosc < 78.62961 to the left, improve=0.11787880, (0 missing)
## szerokosc < 5.055 to the left, improve=0.07389595, (0 missing)
## glebokosc_procent < 1.053771 to the right, improve=0.07269235, (0 missing)
## Surrogate splits:
## glebokosc < 63.15 to the right, agree=0.745, adj=0.074, (0 split)
## dlugosc < 4.98 to the left, agree=0.735, adj=0.037, (0 split)
## gestosc < 0.006398922 to the right, agree=0.735, adj=0.037, (0 split)
##
## Node number 581: 90 observations, complexity param=0.000002678954
## mean=1287.611, MSE=31280.86
## left son=1162 (47 obs) right son=1163 (43 obs)
## Primary splits:
## kolor splits as LLLRRRR, improve=0.30038210, (0 missing)
## karaty < 0.565 to the left, improve=0.07079173, (0 missing)
## karat2 < 0.31925 to the left, improve=0.07079173, (0 missing)
## glebokosc_mm < 3.285 to the left, improve=0.05501730, (0 missing)
## glebokosc < 61.95 to the left, improve=0.05258993, (0 missing)
## Surrogate splits:
## ciecie splits as LLLLR, agree=0.611, adj=0.186, (0 split)
## glebokosc < 61.85 to the left, agree=0.600, adj=0.163, (0 split)
## szerokosc < 5.205 to the right, agree=0.589, adj=0.140, (0 split)
## glebokosc_mm < 3.225 to the left, agree=0.589, adj=0.140, (0 split)
## gestosc < 0.006165549 to the left, agree=0.589, adj=0.140, (0 split)
##
## Node number 582: 147 observations, complexity param=0.000002516749
## mean=1354.707, MSE=26819.15
## left son=1164 (98 obs) right son=1165 (49 obs)
## Primary splits:
## kolor splits as LLLLLLR, improve=0.2015151, (0 missing)
## objetosc < 80.43981 to the left, improve=0.1522713, (0 missing)
## czy_premium < 0.5 to the left, improve=0.1426016, (0 missing)
## ciecie splits as LLLRR, improve=0.1426016, (0 missing)
## dlugosc < 5.075 to the left, improve=0.1186842, (0 missing)
## Surrogate splits:
## glebokosc < 59.35 to the right, agree=0.673, adj=0.02, (0 split)
##
## Node number 583: 182 observations, complexity param=0.000004398697
## mean=1560.049, MSE=34613.83
## left son=1166 (122 obs) right son=1167 (60 obs)
## Primary splits:
## kolor splits as LLLLLLR, improve=0.22041090, (0 missing)
## dlugosc < 5.185 to the left, improve=0.10324060, (0 missing)
## objetosc < 89.65012 to the left, improve=0.06907758, (0 missing)
## czy_premium < 0.5 to the left, improve=0.05656247, (0 missing)
## ciecie splits as LLLRR, improve=0.05656247, (0 missing)
##
## Node number 588: 67 observations, complexity param=0.000001360321
## mean=1414.284, MSE=40425.99
## left son=1176 (24 obs) right son=1177 (43 obs)
## Primary splits:
## kolor splits as LLLRRRR, improve=0.15853900, (0 missing)
## klarownosc splits as LLRRRRRR, improve=0.08567700, (0 missing)
## gestosc < 0.006050375 to the right, improve=0.07881214, (0 missing)
## glebokosc_procent < 1.051316 to the left, improve=0.06437462, (0 missing)
## objetosc < 97.47962 to the left, improve=0.04868778, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.115455 to the right, agree=0.746, adj=0.292, (0 split)
## czubek_a_najszerszy < 55.6 to the left, agree=0.716, adj=0.208, (0 split)
## karaty < 0.625 to the right, agree=0.687, adj=0.125, (0 split)
## karat2 < 0.39065 to the right, agree=0.687, adj=0.125, (0 split)
## glebokosc_mm < 3.395 to the right, agree=0.672, adj=0.083, (0 split)
##
## Node number 589: 86 observations, complexity param=0.00001005668
## mean=1689.965, MSE=71532.96
## left son=1178 (26 obs) right son=1179 (60 obs)
## Primary splits:
## klarownosc splits as LLRRRRRR, improve=0.5668150, (0 missing)
## glebokosc < 59.95 to the left, improve=0.1678078, (0 missing)
## glebokosc_mm < 3.255 to the left, improve=0.1374108, (0 missing)
## glebokosc_procent < 1.056518 to the left, improve=0.1171205, (0 missing)
## objetosc < 97.74937 to the left, improve=0.1103685, (0 missing)
## Surrogate splits:
## glebokosc_procent < 0.9769355 to the left, agree=0.767, adj=0.231, (0 split)
## ciecie splits as LLRRR, agree=0.756, adj=0.192, (0 split)
## glebokosc < 58.65 to the left, agree=0.756, adj=0.192, (0 split)
## gestosc < 0.00596084 to the left, agree=0.756, adj=0.192, (0 split)
## dlugosc < 5.575 to the right, agree=0.733, adj=0.115, (0 split)
##
## Node number 592: 21 observations
## mean=1019.095, MSE=9730.086
##
## Node number 593: 52 observations
## mean=1244.038, MSE=15748.61
##
## Node number 596: 15 observations
## mean=1216.333, MSE=20471.16
##
## Node number 597: 70 observations
## mean=1481.214, MSE=26342.14
##
## Node number 600: 35 observations, complexity param=0.000001049341
## mean=1357.2, MSE=29810.5
## left son=1200 (15 obs) right son=1201 (20 obs)
## Primary splits:
## gestosc < 0.006219404 to the left, improve=0.3174748, (0 missing)
## objetosc < 79.27419 to the left, improve=0.2992532, (0 missing)
## glebokosc_mm < 3.105 to the left, improve=0.1545622, (0 missing)
## glebokosc < 61.55 to the left, improve=0.1186170, (0 missing)
## kolor splits as LLLLLRR, improve=0.1144119, (0 missing)
## Surrogate splits:
## karaty < 0.49 to the left, agree=0.971, adj=0.933, (0 split)
## karat2 < 0.2402 to the left, agree=0.971, adj=0.933, (0 split)
## objetosc < 78.31209 to the left, agree=0.857, adj=0.667, (0 split)
## glebokosc_mm < 3.075 to the left, agree=0.800, adj=0.533, (0 split)
## czubek_a_najszerszy < 56.55 to the left, agree=0.743, adj=0.400, (0 split)
##
## Node number 601: 18 observations
## mean=1555.5, MSE=43040.58
##
## Node number 602: 177 observations, complexity param=0.000002715284
## mean=1621.401, MSE=24883.27
## left son=1204 (80 obs) right son=1205 (97 obs)
## Primary splits:
## kolor splits as LLLLLRR, improve=0.1946098, (0 missing)
## klarownosc splits as LLLLRRRR, improve=0.1223991, (0 missing)
## objetosc < 84.16277 to the left, improve=0.1120327, (0 missing)
## karaty < 0.525 to the left, improve=0.1011963, (0 missing)
## karat2 < 0.27565 to the left, improve=0.1011963, (0 missing)
## Surrogate splits:
## gestosc < 0.006163236 to the right, agree=0.621, adj=0.163, (0 split)
## klarownosc splits as RRRRLLLL, agree=0.605, adj=0.125, (0 split)
## glebokosc < 60.65 to the left, agree=0.593, adj=0.100, (0 split)
## dlugosc < 5.225 to the right, agree=0.582, adj=0.075, (0 split)
## glebokosc_mm < 3.285 to the right, agree=0.576, adj=0.063, (0 split)
##
## Node number 603: 500 observations, complexity param=0.000004673873
## mean=1745.876, MSE=25786.65
## left son=1206 (393 obs) right son=1207 (107 obs)
## Primary splits:
## kolor splits as LLLLLLR, improve=0.11443060, (0 missing)
## dlugosc < 5.135 to the left, improve=0.05602468, (0 missing)
## karaty < 0.525 to the left, improve=0.05045659, (0 missing)
## karat2 < 0.27565 to the left, improve=0.05045659, (0 missing)
## objetosc < 85.68232 to the left, improve=0.04474464, (0 missing)
##
## Node number 604: 137 observations, complexity param=0.000003332675
## mean=1798.474, MSE=29090
## left son=1208 (82 obs) right son=1209 (55 obs)
## Primary splits:
## klarownosc splits as LLLLRRRR, improve=0.26397250, (0 missing)
## ciecie splits as LLLRR, improve=0.05706966, (0 missing)
## czy_premium < 0.5 to the left, improve=0.05706966, (0 missing)
## glebokosc < 62.5 to the right, improve=0.04799453, (0 missing)
## glebokosc_procent < 1.08938 to the right, improve=0.04207196, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 59.5 to the left, agree=0.642, adj=0.109, (0 split)
## glebokosc < 60.55 to the right, agree=0.635, adj=0.091, (0 split)
## glebokosc_procent < 1.059997 to the right, agree=0.635, adj=0.091, (0 split)
## gestosc < 0.00598288 to the right, agree=0.635, adj=0.091, (0 split)
## objetosc < 90.64238 to the right, agree=0.628, adj=0.073, (0 split)
##
## Node number 605: 135 observations, complexity param=0.000003110313
## mean=1976.037, MSE=43819.47
## left son=1210 (97 obs) right son=1211 (38 obs)
## Primary splits:
## klarownosc splits as LLLLRRRR, improve=0.16597140, (0 missing)
## objetosc < 94.80686 to the left, improve=0.11414180, (0 missing)
## ciecie splits as LLLRR, improve=0.11062520, (0 missing)
## czy_premium < 0.5 to the left, improve=0.11062520, (0 missing)
## dlugosc < 5.395 to the left, improve=0.09047155, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.156097 to the left, agree=0.741, adj=0.079, (0 split)
## czubek_a_najszerszy < 53.5 to the right, agree=0.733, adj=0.053, (0 split)
## gestosc < 0.006215929 to the left, agree=0.726, adj=0.026, (0 split)
##
## Node number 606: 47 observations, complexity param=0.000002344416
## mean=2072.043, MSE=55590.38
## left son=1212 (26 obs) right son=1213 (21 obs)
## Primary splits:
## kolor splits as LLLLLRR, improve=0.2832482, (0 missing)
## karaty < 0.625 to the left, improve=0.1922426, (0 missing)
## karat2 < 0.39065 to the left, improve=0.1922426, (0 missing)
## glebokosc_procent < 1.068708 to the left, improve=0.1543819, (0 missing)
## objetosc < 101.3838 to the left, improve=0.1542948, (0 missing)
## Surrogate splits:
## ciecie splits as LLLRR, agree=0.660, adj=0.238, (0 split)
## czy_premium < 0.5 to the left, agree=0.660, adj=0.238, (0 split)
## czubek_a_najszerszy < 57.5 to the right, agree=0.638, adj=0.190, (0 split)
## glebokosc_procent < 1.068708 to the left, agree=0.638, adj=0.190, (0 split)
## gestosc < 0.00613542 to the right, agree=0.638, adj=0.190, (0 split)
##
## Node number 607: 32 observations, complexity param=0.000001398716
## mean=2340.75, MSE=109605.5
## left son=1214 (17 obs) right son=1215 (15 obs)
## Primary splits:
## objetosc < 100.0803 to the left, improve=0.125886000, (0 missing)
## gestosc < 0.006117986 to the right, improve=0.090253740, (0 missing)
## dlugosc < 5.455 to the left, improve=0.062601250, (0 missing)
## szerokosc < 5.455 to the left, improve=0.061002490, (0 missing)
## glebokosc_procent < 1.099107 to the right, improve=0.001885313, (0 missing)
## Surrogate splits:
## dlugosc < 5.435 to the left, agree=0.875, adj=0.733, (0 split)
## glebokosc_mm < 3.385 to the left, agree=0.844, adj=0.667, (0 split)
## karaty < 0.615 to the left, agree=0.812, adj=0.600, (0 split)
## szerokosc < 5.455 to the left, agree=0.812, adj=0.600, (0 split)
## karat2 < 0.37825 to the left, agree=0.812, adj=0.600, (0 split)
##
## Node number 612: 15 observations
## mean=1524.133, MSE=49712.92
##
## Node number 613: 163 observations, complexity param=0.000002020828
## mean=1919.822, MSE=20540.58
## left son=1226 (37 obs) right son=1227 (126 obs)
## Primary splits:
## kolor splits as LLLRRRR, improve=0.19052810, (0 missing)
## dlugosc < 5.175 to the left, improve=0.08500430, (0 missing)
## objetosc < 85.23228 to the left, improve=0.06573407, (0 missing)
## gestosc < 0.006168366 to the right, improve=0.06190805, (0 missing)
## karaty < 0.505 to the left, improve=0.05183148, (0 missing)
## Surrogate splits:
## dlugosc < 5.305 to the right, agree=0.785, adj=0.054, (0 split)
## szerokosc < 5.315 to the right, agree=0.785, adj=0.054, (0 split)
## objetosc < 89.69856 to the right, agree=0.785, adj=0.054, (0 split)
## klarownosc splits as RRRRRRRL, agree=0.779, adj=0.027, (0 split)
## gestosc < 0.006233666 to the right, agree=0.779, adj=0.027, (0 split)
##
## Node number 614: 58 observations, complexity param=0.000002850514
## mean=2119.121, MSE=50932.38
## left son=1228 (18 obs) right son=1229 (40 obs)
## Primary splits:
## kolor splits as LLLRRRR, improve=0.30460090, (0 missing)
## klarownosc splits as LLLLLLRR, improve=0.14083010, (0 missing)
## gestosc < 0.006052059 to the left, improve=0.07507707, (0 missing)
## glebokosc_procent < 1.118912 to the right, improve=0.05134968, (0 missing)
## dlugosc < 5.345 to the right, improve=0.04651729, (0 missing)
## Surrogate splits:
## glebokosc < 63 to the right, agree=0.741, adj=0.167, (0 split)
## szerokosc < 5.375 to the right, agree=0.724, adj=0.111, (0 split)
## glebokosc_mm < 3.4 to the right, agree=0.724, adj=0.111, (0 split)
## objetosc < 98.04202 to the right, agree=0.724, adj=0.111, (0 split)
## glebokosc_procent < 1.083192 to the left, agree=0.724, adj=0.111, (0 split)
##
## Node number 615: 34 observations, complexity param=0.000003251736
## mean=2388.353, MSE=98458.52
## left son=1230 (15 obs) right son=1231 (19 obs)
## Primary splits:
## glebokosc_procent < 1.086853 to the left, improve=0.3066289, (0 missing)
## czubek_a_najszerszy < 56.5 to the right, improve=0.2832583, (0 missing)
## glebokosc < 61.45 to the left, improve=0.2689618, (0 missing)
## klarownosc splits as LLLLLLRR, improve=0.2336047, (0 missing)
## objetosc < 100.1309 to the left, improve=0.1430770, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 56.5 to the right, agree=0.941, adj=0.867, (0 split)
## glebokosc_mm < 3.32 to the left, agree=0.794, adj=0.533, (0 split)
## gestosc < 0.00614497 to the right, agree=0.794, adj=0.533, (0 split)
## glebokosc < 60.55 to the left, agree=0.765, adj=0.467, (0 split)
## ciecie splits as LLLRR, agree=0.706, adj=0.333, (0 split)
##
## Node number 620: 49 observations
## mean=2411.918, MSE=28174.69
##
## Node number 621: 19 observations
## mean=2599.053, MSE=231767.5
##
## Node number 622: 15 observations
## mean=2644.533, MSE=79765.72
##
## Node number 623: 18 observations
## mean=3011.444, MSE=86205.47
##
## Node number 642: 21 observations
## mean=1727, MSE=116911
##
## Node number 643: 38 observations, complexity param=0.000001370781
## mean=2098.658, MSE=42995.44
## left son=1286 (19 obs) right son=1287 (19 obs)
## Primary splits:
## kolor splits as LLLRRRR, improve=0.26484520, (0 missing)
## ciecie splits as LLRRR, improve=0.05502119, (0 missing)
## glebokosc_mm < 3.535 to the right, improve=0.04181905, (0 missing)
## glebokosc < 63.15 to the right, improve=0.03182394, (0 missing)
## objetosc < 111.47 to the right, improve=0.02172174, (0 missing)
## Surrogate splits:
## glebokosc < 61.3 to the left, agree=0.605, adj=0.211, (0 split)
## dlugosc < 5.645 to the right, agree=0.605, adj=0.211, (0 split)
## szerokosc < 5.585 to the right, agree=0.605, adj=0.211, (0 split)
## glebokosc_mm < 3.48 to the left, agree=0.605, adj=0.211, (0 split)
## objetosc < 109.9692 to the right, agree=0.605, adj=0.211, (0 split)
##
## Node number 644: 24 observations
## mean=1842.833, MSE=24563.64
##
## Node number 645: 148 observations, complexity param=0.000004547628
## mean=2137.581, MSE=60874.76
## left son=1290 (50 obs) right son=1291 (98 obs)
## Primary splits:
## klarownosc splits as LLRRRRRR, improve=0.15933680, (0 missing)
## ciecie splits as LLLRR, improve=0.09029457, (0 missing)
## czy_premium < 0.5 to the left, improve=0.09029457, (0 missing)
## objetosc < 115.5321 to the left, improve=0.08927406, (0 missing)
## szerokosc < 5.735 to the left, improve=0.08550366, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.14537 to the right, agree=0.696, adj=0.10, (0 split)
## ciecie splits as LRRRR, agree=0.669, adj=0.02, (0 split)
## gestosc < 0.005970664 to the left, agree=0.669, adj=0.02, (0 split)
##
## Node number 646: 103 observations, complexity param=0.000003501568
## mean=2163.427, MSE=87553.2
## left son=1292 (26 obs) right son=1293 (77 obs)
## Primary splits:
## szerokosc < 5.695 to the left, improve=0.12256980, (0 missing)
## objetosc < 117.5307 to the left, improve=0.09340801, (0 missing)
## gestosc < 0.006213661 to the right, improve=0.06970356, (0 missing)
## glebokosc < 63.2 to the right, improve=0.06510458, (0 missing)
## ciecie splits as LLLRR, improve=0.04709210, (0 missing)
## Surrogate splits:
## glebokosc < 63.5 to the right, agree=0.864, adj=0.462, (0 split)
## dlugosc < 5.655 to the left, agree=0.825, adj=0.308, (0 split)
## objetosc < 113.2317 to the left, agree=0.825, adj=0.308, (0 split)
## gestosc < 0.006213661 to the right, agree=0.825, adj=0.308, (0 split)
## ciecie splits as LLRRR, agree=0.806, adj=0.231, (0 split)
##
## Node number 647: 181 observations, complexity param=0.00000483239
## mean=2438.387, MSE=64751.38
## left son=1294 (101 obs) right son=1295 (80 obs)
## Primary splits:
## objetosc < 116.2884 to the left, improve=0.1301561, (0 missing)
## dlugosc < 5.705 to the left, improve=0.1256030, (0 missing)
## szerokosc < 5.745 to the left, improve=0.1115163, (0 missing)
## ciecie splits as LLRRR, improve=0.1086337, (0 missing)
## czy_premium < 0.5 to the left, improve=0.0844767, (0 missing)
## Surrogate splits:
## szerokosc < 5.755 to the left, agree=0.829, adj=0.612, (0 split)
## dlugosc < 5.715 to the left, agree=0.785, adj=0.512, (0 split)
## karaty < 0.715 to the left, agree=0.762, adj=0.463, (0 split)
## karat2 < 0.51125 to the left, agree=0.762, adj=0.463, (0 split)
## gestosc < 0.006086069 to the right, agree=0.740, adj=0.412, (0 split)
##
## Node number 650: 57 observations, complexity param=0.000001017465
## mean=2354.105, MSE=38632.37
## left son=1300 (38 obs) right son=1301 (19 obs)
## Primary splits:
## kolor splits as LLLLLLR, improve=0.14585560, (0 missing)
## objetosc < 116.0453 to the left, improve=0.07208815, (0 missing)
## czubek_a_najszerszy < 56.6 to the right, improve=0.05543868, (0 missing)
## glebokosc_procent < 1.108036 to the left, improve=0.05041321, (0 missing)
## karaty < 0.705 to the left, improve=0.03864637, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.111513 to the left, agree=0.719, adj=0.158, (0 split)
## czubek_a_najszerszy < 55.5 to the right, agree=0.702, adj=0.105, (0 split)
## dlugosc < 5.775 to the left, agree=0.702, adj=0.105, (0 split)
## glebokosc_mm < 3.625 to the left, agree=0.702, adj=0.105, (0 split)
## glebokosc < 60.35 to the right, agree=0.684, adj=0.053, (0 split)
##
## Node number 651: 26 observations
## mean=2539.654, MSE=44552.07
##
## Node number 652: 16 observations
## mean=2283.75, MSE=76214.81
##
## Node number 653: 35 observations, complexity param=0.000002312696
## mean=2534.914, MSE=84076.94
## left son=1306 (15 obs) right son=1307 (20 obs)
## Primary splits:
## glebokosc < 60.85 to the left, improve=0.26078330, (0 missing)
## glebokosc_mm < 3.475 to the left, improve=0.14247280, (0 missing)
## objetosc < 112.2406 to the left, improve=0.13171620, (0 missing)
## dlugosc < 5.685 to the right, improve=0.11024500, (0 missing)
## gestosc < 0.006214515 to the left, improve=0.08987421, (0 missing)
## Surrogate splits:
## glebokosc_mm < 3.45 to the left, agree=0.971, adj=0.933, (0 split)
## dlugosc < 5.715 to the right, agree=0.943, adj=0.867, (0 split)
## glebokosc_procent < 0.985914 to the left, agree=0.857, adj=0.667, (0 split)
## szerokosc < 5.735 to the right, agree=0.771, adj=0.467, (0 split)
## czubek_a_najszerszy < 59.5 to the right, agree=0.714, adj=0.333, (0 split)
##
## Node number 654: 89 observations, complexity param=0.000001671492
## mean=2678.371, MSE=67696.17
## left son=1308 (34 obs) right son=1309 (55 obs)
## Primary splits:
## szerokosc < 5.725 to the left, improve=0.08757501, (0 missing)
## objetosc < 118.1262 to the left, improve=0.05643835, (0 missing)
## ciecie splits as LLLRR, improve=0.05183246, (0 missing)
## czy_premium < 0.5 to the left, improve=0.05183246, (0 missing)
## glebokosc < 61.85 to the right, improve=0.04885525, (0 missing)
## Surrogate splits:
## glebokosc < 62.35 to the right, agree=0.798, adj=0.471, (0 split)
## dlugosc < 5.695 to the left, agree=0.775, adj=0.412, (0 split)
## glebokosc_procent < 1.09646 to the right, agree=0.742, adj=0.324, (0 split)
## objetosc < 116.5186 to the left, agree=0.719, adj=0.265, (0 split)
## gestosc < 0.006223444 to the right, agree=0.663, adj=0.118, (0 split)
##
## Node number 655: 43 observations, complexity param=0.000003331164
## mean=2894.767, MSE=121275.9
## left son=1310 (16 obs) right son=1311 (27 obs)
## Primary splits:
## ciecie splits as LLLRR, improve=0.2016429, (0 missing)
## czy_premium < 0.5 to the left, improve=0.2016429, (0 missing)
## glebokosc_procent < 1.075219 to the left, improve=0.1883657, (0 missing)
## czubek_a_najszerszy < 56.5 to the right, improve=0.1534849, (0 missing)
## gestosc < 0.006126196 to the right, improve=0.1194169, (0 missing)
## Surrogate splits:
## czy_premium < 0.5 to the left, agree=1.000, adj=1.000, (0 split)
## glebokosc < 62.9 to the right, agree=0.767, adj=0.375, (0 split)
## glebokosc_mm < 3.575 to the right, agree=0.744, adj=0.312, (0 split)
## dlugosc < 5.685 to the left, agree=0.721, adj=0.250, (0 split)
## szerokosc < 5.855 to the right, agree=0.721, adj=0.250, (0 split)
##
## Node number 660: 31 observations
## mean=2274.742, MSE=58416
##
## Node number 661: 31 observations
## mean=2499.065, MSE=77377.54
##
## Node number 664: 58 observations
## mean=2379.328, MSE=69867.12
##
## Node number 665: 15 observations
## mean=2709.867, MSE=87697.18
##
## Node number 666: 56 observations, complexity param=0.000003004294
## mean=2751.482, MSE=72461.04
## left son=1332 (39 obs) right son=1333 (17 obs)
## Primary splits:
## czubek_a_najszerszy < 56.5 to the right, improve=0.2337114, (0 missing)
## glebokosc_procent < 1.0641 to the left, improve=0.1966340, (0 missing)
## glebokosc < 61.05 to the left, improve=0.1504397, (0 missing)
## objetosc < 123.8807 to the left, improve=0.1436783, (0 missing)
## ciecie splits as LLLRR, improve=0.1135086, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.100893 to the left, agree=0.946, adj=0.824, (0 split)
## glebokosc_mm < 3.705 to the left, agree=0.732, adj=0.118, (0 split)
## objetosc < 121.8197 to the right, agree=0.732, adj=0.118, (0 split)
## szerokosc < 5.915 to the left, agree=0.714, adj=0.059, (0 split)
##
## Node number 667: 58 observations, complexity param=0.000002768719
## mean=3037.155, MSE=73013.65
## left son=1334 (25 obs) right son=1335 (33 obs)
## Primary splits:
## szerokosc < 5.865 to the left, improve=0.2063844, (0 missing)
## objetosc < 124.7804 to the left, improve=0.1843322, (0 missing)
## karaty < 0.755 to the left, improve=0.1464806, (0 missing)
## karat2 < 0.57005 to the left, improve=0.1464806, (0 missing)
## dlugosc < 5.915 to the left, improve=0.1295838, (0 missing)
## Surrogate splits:
## objetosc < 122.5393 to the left, agree=0.810, adj=0.56, (0 split)
## dlugosc < 5.845 to the left, agree=0.776, adj=0.48, (0 split)
## karaty < 0.765 to the left, agree=0.724, adj=0.36, (0 split)
## karat2 < 0.58525 to the left, agree=0.724, adj=0.36, (0 split)
## glebokosc < 61.55 to the right, agree=0.707, adj=0.32, (0 split)
##
## Node number 668: 46 observations, complexity param=0.000001502689
## mean=2862.391, MSE=67515.37
## left son=1336 (24 obs) right son=1337 (22 obs)
## Primary splits:
## kolor splits as LLLLLRR, improve=0.15273500, (0 missing)
## szerokosc < 6.005 to the right, improve=0.07826526, (0 missing)
## glebokosc_procent < 1.080868 to the left, improve=0.04738668, (0 missing)
## objetosc < 132.8589 to the right, improve=0.03986970, (0 missing)
## dlugosc < 6.005 to the right, improve=0.03895225, (0 missing)
## Surrogate splits:
## gestosc < 0.006072334 to the right, agree=0.717, adj=0.409, (0 split)
## glebokosc_procent < 1.114145 to the left, agree=0.652, adj=0.273, (0 split)
## glebokosc < 61.3 to the right, agree=0.630, adj=0.227, (0 split)
## glebokosc_mm < 3.665 to the right, agree=0.630, adj=0.227, (0 split)
## karaty < 0.795 to the right, agree=0.609, adj=0.182, (0 split)
##
## Node number 669: 15 observations
## mean=3173.933, MSE=137617.7
##
## Node number 670: 40 observations, complexity param=0.000002311052
## mean=3178.15, MSE=107456.3
## left son=1340 (16 obs) right son=1341 (24 obs)
## Primary splits:
## karaty < 0.815 to the left, improve=0.1697258, (0 missing)
## karat2 < 0.66425 to the left, improve=0.1697258, (0 missing)
## gestosc < 0.006082148 to the left, improve=0.1611858, (0 missing)
## dlugosc < 6.005 to the left, improve=0.1305087, (0 missing)
## objetosc < 135.5187 to the left, improve=0.1244570, (0 missing)
## Surrogate splits:
## karat2 < 0.66425 to the left, agree=1.000, adj=1.000, (0 split)
## glebokosc_mm < 3.715 to the left, agree=0.850, adj=0.625, (0 split)
## objetosc < 133.379 to the left, agree=0.850, adj=0.625, (0 split)
## dlugosc < 5.985 to the left, agree=0.750, adj=0.375, (0 split)
## glebokosc < 61.05 to the left, agree=0.725, adj=0.312, (0 split)
##
## Node number 671: 43 observations, complexity param=0.000006750613
## mean=3494.767, MSE=191354.8
## left son=1342 (27 obs) right son=1343 (16 obs)
## Primary splits:
## objetosc < 135.3517 to the left, improve=0.2654877, (0 missing)
## szerokosc < 6.005 to the left, improve=0.1893437, (0 missing)
## glebokosc_mm < 3.705 to the left, improve=0.1477537, (0 missing)
## karaty < 0.815 to the left, improve=0.1142683, (0 missing)
## karat2 < 0.66425 to the left, improve=0.1142683, (0 missing)
## Surrogate splits:
## szerokosc < 6.035 to the left, agree=0.930, adj=0.812, (0 split)
## karaty < 0.825 to the left, agree=0.837, adj=0.563, (0 split)
## karat2 < 0.68065 to the left, agree=0.837, adj=0.563, (0 split)
## dlugosc < 6.005 to the left, agree=0.814, adj=0.500, (0 split)
## gestosc < 0.005986832 to the right, agree=0.721, adj=0.250, (0 split)
##
## Node number 680: 20 observations
## mean=1935.25, MSE=116681.2
##
## Node number 681: 26 observations
## mean=2251.423, MSE=35242.17
##
## Node number 682: 39 observations, complexity param=0.000001054514
## mean=2298.205, MSE=40995.8
## left son=1364 (16 obs) right son=1365 (23 obs)
## Primary splits:
## klarownosc splits as LLLLRRRR, improve=0.20819890, (0 missing)
## gestosc < 0.006149969 to the right, improve=0.12497030, (0 missing)
## glebokosc < 61.95 to the right, improve=0.06336362, (0 missing)
## ciecie splits as LLLRR, improve=0.05124709, (0 missing)
## czy_premium < 0.5 to the left, improve=0.05124709, (0 missing)
## Surrogate splits:
## objetosc < 114.721 to the right, agree=0.718, adj=0.312, (0 split)
## gestosc < 0.006101758 to the left, agree=0.692, adj=0.250, (0 split)
## glebokosc < 63.5 to the right, agree=0.641, adj=0.125, (0 split)
## szerokosc < 5.695 to the right, agree=0.641, adj=0.125, (0 split)
## glebokosc_mm < 3.545 to the right, agree=0.641, adj=0.125, (0 split)
##
## Node number 683: 55 observations, complexity param=0.000002386178
## mean=2551.855, MSE=85450.02
## left son=1366 (39 obs) right son=1367 (16 obs)
## Primary splits:
## klarownosc splits as LLLLLRRR, improve=0.16027220, (0 missing)
## czubek_a_najszerszy < 57.5 to the right, improve=0.08968112, (0 missing)
## ciecie splits as LLLRR, improve=0.08006344, (0 missing)
## czy_premium < 0.5 to the left, improve=0.08006344, (0 missing)
## gestosc < 0.006097646 to the right, improve=0.05492492, (0 missing)
##
## Node number 684: 89 observations, complexity param=0.000004321717
## mean=2506.618, MSE=82723.54
## left son=1368 (17 obs) right son=1369 (72 obs)
## Primary splits:
## glebokosc_procent < 1.042241 to the left, improve=0.18529650, (0 missing)
## czubek_a_najszerszy < 57.25 to the right, improve=0.16448150, (0 missing)
## ciecie splits as RRRRL, improve=0.11263230, (0 missing)
## objetosc < 119.5927 to the left, improve=0.10317170, (0 missing)
## szerokosc < 5.745 to the left, improve=0.07271951, (0 missing)
## Surrogate splits:
## glebokosc < 60.35 to the left, agree=0.910, adj=0.529, (0 split)
## glebokosc_mm < 3.5 to the left, agree=0.910, adj=0.529, (0 split)
## czubek_a_najszerszy < 58.5 to the right, agree=0.899, adj=0.471, (0 split)
## gestosc < 0.005973117 to the left, agree=0.865, adj=0.294, (0 split)
## dlugosc < 5.825 to the right, agree=0.843, adj=0.176, (0 split)
##
## Node number 685: 48 observations, complexity param=0.000004836022
## mean=2836.271, MSE=125764
## left son=1370 (19 obs) right son=1371 (29 obs)
## Primary splits:
## glebokosc < 61.95 to the right, improve=0.25288370, (0 missing)
## dlugosc < 5.995 to the left, improve=0.16695970, (0 missing)
## szerokosc < 5.975 to the left, improve=0.13969130, (0 missing)
## gestosc < 0.006089603 to the right, improve=0.08809091, (0 missing)
## ciecie splits as LLLRR, improve=0.08400621, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.10625 to the right, agree=0.771, adj=0.421, (0 split)
## glebokosc_mm < 3.725 to the right, agree=0.750, adj=0.368, (0 split)
## gestosc < 0.00622063 to the right, agree=0.750, adj=0.368, (0 split)
## szerokosc < 5.885 to the left, agree=0.729, adj=0.316, (0 split)
## czubek_a_najszerszy < 55.5 to the left, agree=0.708, adj=0.263, (0 split)
##
## Node number 686: 38 observations, complexity param=0.000004546852
## mean=2741.211, MSE=108335
## left son=1372 (23 obs) right son=1373 (15 obs)
## Primary splits:
## szerokosc < 5.875 to the left, improve=0.3486492, (0 missing)
## objetosc < 122.5397 to the left, improve=0.3447363, (0 missing)
## dlugosc < 5.845 to the left, improve=0.2715315, (0 missing)
## karaty < 0.755 to the left, improve=0.2312213, (0 missing)
## karat2 < 0.57005 to the left, improve=0.2312213, (0 missing)
## Surrogate splits:
## dlugosc < 5.845 to the left, agree=0.921, adj=0.800, (0 split)
## objetosc < 125.0169 to the left, agree=0.895, adj=0.733, (0 split)
## karaty < 0.755 to the left, agree=0.842, adj=0.600, (0 split)
## karat2 < 0.57005 to the left, agree=0.842, adj=0.600, (0 split)
## glebokosc_mm < 3.675 to the left, agree=0.763, adj=0.400, (0 split)
##
## Node number 687: 68 observations, complexity param=0.000005269772
## mean=3062.221, MSE=98361
## left son=1374 (52 obs) right son=1375 (16 obs)
## Primary splits:
## objetosc < 123.5143 to the left, improve=0.2487082, (0 missing)
## glebokosc_mm < 3.615 to the left, improve=0.2042731, (0 missing)
## karaty < 0.755 to the left, improve=0.2017845, (0 missing)
## karat2 < 0.57005 to the left, improve=0.2017845, (0 missing)
## glebokosc_procent < 1.088503 to the left, improve=0.2011467, (0 missing)
## Surrogate splits:
## karaty < 0.755 to the left, agree=0.985, adj=0.938, (0 split)
## karat2 < 0.57005 to the left, agree=0.985, adj=0.938, (0 split)
## szerokosc < 5.855 to the left, agree=0.956, adj=0.813, (0 split)
## glebokosc_mm < 3.615 to the left, agree=0.956, adj=0.813, (0 split)
## dlugosc < 5.84 to the left, agree=0.912, adj=0.625, (0 split)
##
## Node number 688: 19 observations
## mean=2113.053, MSE=34690.26
##
## Node number 689: 21 observations
## mean=2357.857, MSE=95524.03
##
## Node number 690: 361 observations, complexity param=0.00002186791
## mean=2901.352, MSE=120126.1
## left son=1380 (137 obs) right son=1381 (224 obs)
## Primary splits:
## szerokosc < 5.705 to the left, improve=0.1591816, (0 missing)
## objetosc < 115.0905 to the left, improve=0.1536886, (0 missing)
## klarownosc splits as LLLLRRRR, improve=0.1466971, (0 missing)
## ciecie splits as LLLRR, improve=0.1046631, (0 missing)
## czy_premium < 0.5 to the left, improve=0.1046631, (0 missing)
## Surrogate splits:
## objetosc < 115.4493 to the left, agree=0.814, adj=0.511, (0 split)
## dlugosc < 5.675 to the left, agree=0.801, adj=0.474, (0 split)
## gestosc < 0.006167015 to the right, agree=0.795, adj=0.460, (0 split)
## glebokosc < 62.55 to the right, agree=0.787, adj=0.438, (0 split)
## glebokosc_procent < 1.127671 to the right, agree=0.657, adj=0.095, (0 split)
##
## Node number 691: 92 observations, complexity param=0.00001591672
## mean=3279.391, MSE=180962.9
## left son=1382 (47 obs) right son=1383 (45 obs)
## Primary splits:
## objetosc < 115.4592 to the left, improve=0.3017909, (0 missing)
## gestosc < 0.006192991 to the right, improve=0.1943008, (0 missing)
## szerokosc < 5.725 to the left, improve=0.1581216, (0 missing)
## czubek_a_najszerszy < 57.5 to the right, improve=0.1496296, (0 missing)
## glebokosc_procent < 1.071695 to the left, improve=0.1090625, (0 missing)
## Surrogate splits:
## gestosc < 0.006103075 to the right, agree=0.783, adj=0.556, (0 split)
## szerokosc < 5.735 to the left, agree=0.739, adj=0.467, (0 split)
## karaty < 0.705 to the left, agree=0.717, adj=0.422, (0 split)
## czubek_a_najszerszy < 57.5 to the right, agree=0.717, adj=0.422, (0 split)
## karat2 < 0.49705 to the left, agree=0.717, adj=0.422, (0 split)
##
## Node number 692: 46 observations, complexity param=0.000007372723
## mean=3133.5, MSE=164113.6
## left son=1384 (16 obs) right son=1385 (30 obs)
## Primary splits:
## dlugosc < 5.675 to the left, improve=0.3082872, (0 missing)
## objetosc < 113.26 to the left, improve=0.2383604, (0 missing)
## szerokosc < 5.715 to the left, improve=0.2249137, (0 missing)
## glebokosc_mm < 3.525 to the left, improve=0.1063714, (0 missing)
## glebokosc_procent < 1.069298 to the left, improve=0.1022836, (0 missing)
## Surrogate splits:
## objetosc < 112.9224 to the left, agree=0.935, adj=0.813, (0 split)
## szerokosc < 5.695 to the left, agree=0.848, adj=0.562, (0 split)
## karaty < 0.695 to the left, agree=0.826, adj=0.500, (0 split)
## karat2 < 0.48305 to the left, agree=0.826, adj=0.500, (0 split)
## glebokosc < 62.55 to the right, agree=0.783, adj=0.375, (0 split)
##
## Node number 693: 41 observations, complexity param=0.000005859531
## mean=3512, MSE=166650.8
## left son=1386 (16 obs) right son=1387 (25 obs)
## Primary splits:
## szerokosc < 5.685 to the left, improve=0.2707083, (0 missing)
## objetosc < 115.8024 to the left, improve=0.2485436, (0 missing)
## dlugosc < 5.715 to the left, improve=0.2454393, (0 missing)
## glebokosc < 61.85 to the right, improve=0.1516510, (0 missing)
## karaty < 0.705 to the left, improve=0.1274820, (0 missing)
## Surrogate splits:
## objetosc < 112.6994 to the left, agree=0.902, adj=0.750, (0 split)
## dlugosc < 5.675 to the left, agree=0.805, adj=0.500, (0 split)
## gestosc < 0.006211217 to the right, agree=0.780, adj=0.438, (0 split)
## karaty < 0.705 to the left, agree=0.756, adj=0.375, (0 split)
## glebokosc < 62.35 to the right, agree=0.756, adj=0.375, (0 split)
##
## Node number 694: 17 observations
## mean=3489.471, MSE=344172.7
##
## Node number 695: 28 observations
## mean=4106.607, MSE=363805.7
##
## Node number 696: 95 observations, complexity param=0.000002932
## mean=3177.347, MSE=67026.25
## left son=1392 (15 obs) right son=1393 (80 obs)
## Primary splits:
## ciecie splits as RRRRL, improve=0.14535350, (0 missing)
## glebokosc_procent < 1.06466 to the left, improve=0.12965700, (0 missing)
## czubek_a_najszerszy < 57.5 to the right, improve=0.07445005, (0 missing)
## glebokosc < 60.3 to the left, improve=0.07392244, (0 missing)
## kolor splits as LLLLLRR, improve=0.05151385, (0 missing)
## Surrogate splits:
## dlugosc < 5.935 to the right, agree=0.874, adj=0.200, (0 split)
## glebokosc_procent < 1.020155 to the left, agree=0.863, adj=0.133, (0 split)
## gestosc < 0.005888869 to the left, agree=0.853, adj=0.067, (0 split)
##
## Node number 697: 34 observations
## mean=3580.706, MSE=114673.7
##
## Node number 698: 33 observations, complexity param=0.000001380173
## mean=3455, MSE=69817.33
## left son=1396 (16 obs) right son=1397 (17 obs)
## Primary splits:
## objetosc < 128.3057 to the right, improve=0.1890977, (0 missing)
## kolor splits as LLLLLRR, improve=0.1801871, (0 missing)
## karaty < 0.795 to the right, improve=0.1260226, (0 missing)
## karat2 < 0.63205 to the right, improve=0.1260226, (0 missing)
## dlugosc < 5.905 to the right, improve=0.1144097, (0 missing)
## Surrogate splits:
## dlugosc < 5.875 to the right, agree=0.818, adj=0.625, (0 split)
## glebokosc_mm < 3.665 to the right, agree=0.788, adj=0.562, (0 split)
## karaty < 0.785 to the right, agree=0.758, adj=0.500, (0 split)
## karat2 < 0.61625 to the right, agree=0.758, adj=0.500, (0 split)
## glebokosc_procent < 1.102632 to the right, agree=0.697, adj=0.375, (0 split)
##
## Node number 699: 67 observations, complexity param=0.000009538525
## mean=3823.97, MSE=261340.7
## left son=1398 (15 obs) right son=1399 (52 obs)
## Primary splits:
## czubek_a_najszerszy < 58.5 to the right, improve=0.17201630, (0 missing)
## glebokosc_procent < 1.062613 to the left, improve=0.14809050, (0 missing)
## klarownosc splits as LLLLRRRR, improve=0.10934000, (0 missing)
## kolor splits as LLLLLRR, improve=0.10687180, (0 missing)
## gestosc < 0.006046258 to the left, improve=0.09242477, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.013563 to the left, agree=0.940, adj=0.733, (0 split)
## ciecie splits as LLRRR, agree=0.821, adj=0.200, (0 split)
## glebokosc_mm < 3.57 to the left, agree=0.806, adj=0.133, (0 split)
## gestosc < 0.006210734 to the right, agree=0.806, adj=0.133, (0 split)
## glebokosc < 59.75 to the left, agree=0.791, adj=0.067, (0 split)
##
## Node number 702: 18 observations
## mean=4221.167, MSE=517027.9
##
## Node number 703: 16 observations
## mean=4855.375, MSE=561666
##
## Node number 726: 51 observations, complexity param=0.000003318095
## mean=3395.373, MSE=84346.9
## left son=1452 (27 obs) right son=1453 (24 obs)
## Primary splits:
## czubek_a_najszerszy < 57.5 to the right, improve=0.24348910, (0 missing)
## glebokosc_procent < 1.05174 to the left, improve=0.15148780, (0 missing)
## gestosc < 0.006202121 to the right, improve=0.12393670, (0 missing)
## objetosc < 145.1615 to the left, improve=0.09313178, (0 missing)
## glebokosc < 60.5 to the left, improve=0.07229251, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.073283 to the left, agree=0.863, adj=0.708, (0 split)
## glebokosc_mm < 3.815 to the left, agree=0.686, adj=0.333, (0 split)
## ciecie splits as LLLRR, agree=0.667, adj=0.292, (0 split)
## glebokosc < 60.2 to the left, agree=0.667, adj=0.292, (0 split)
## czy_premium < 0.5 to the left, agree=0.667, adj=0.292, (0 split)
##
## Node number 727: 29 observations
## mean=3706.897, MSE=79583.95
##
## Node number 730: 16 observations
## mean=3443.812, MSE=102068.7
##
## Node number 731: 39 observations, complexity param=0.000001669281
## mean=3659.308, MSE=73243.19
## left son=1462 (15 obs) right son=1463 (24 obs)
## Primary splits:
## kolor splits as LLLLLRR, improve=0.18449720, (0 missing)
## ciecie splits as LLRRR, improve=0.11452240, (0 missing)
## gestosc < 0.006263804 to the left, improve=0.03829187, (0 missing)
## objetosc < 144.1252 to the right, improve=0.02756999, (0 missing)
## glebokosc_procent < 1.078638 to the left, improve=0.02629843, (0 missing)
## Surrogate splits:
## szerokosc < 6.115 to the right, agree=0.667, adj=0.133, (0 split)
## objetosc < 144.3399 to the right, agree=0.667, adj=0.133, (0 split)
## gestosc < 0.006181134 to the left, agree=0.667, adj=0.133, (0 split)
## glebokosc < 62.65 to the left, agree=0.641, adj=0.067, (0 split)
##
## Node number 734: 100 observations, complexity param=0.000003398855
## mean=3857.35, MSE=121129.1
## left son=1468 (37 obs) right son=1469 (63 obs)
## Primary splits:
## kolor splits as LLLLLRR, improve=0.08857561, (0 missing)
## glebokosc_procent < 1.075 to the left, improve=0.05182058, (0 missing)
## czubek_a_najszerszy < 57.5 to the right, improve=0.04534106, (0 missing)
## glebokosc < 60.55 to the left, improve=0.02572871, (0 missing)
## szerokosc < 6.205 to the left, improve=0.02345344, (0 missing)
## Surrogate splits:
## gestosc < 0.006052841 to the left, agree=0.68, adj=0.135, (0 split)
## objetosc < 143.5752 to the left, agree=0.65, adj=0.054, (0 split)
## czubek_a_najszerszy < 55.5 to the left, agree=0.64, adj=0.027, (0 split)
## glebokosc_mm < 3.805 to the left, agree=0.64, adj=0.027, (0 split)
## glebokosc_procent < 1.110812 to the right, agree=0.64, adj=0.027, (0 split)
##
## Node number 735: 22 observations
## mean=4143.591, MSE=107476.1
##
## Node number 742: 25 observations
## mean=3540.52, MSE=71052.01
##
## Node number 743: 16 observations
## mean=3944.312, MSE=129472.2
##
## Node number 746: 15 observations
## mean=3714, MSE=116204
##
## Node number 747: 18 observations
## mean=4212.611, MSE=139643.5
##
## Node number 748: 16 observations
## mean=3882.375, MSE=119921.6
##
## Node number 749: 62 observations, complexity param=0.000003370108
## mean=4248.597, MSE=120757.9
## left son=1498 (47 obs) right son=1499 (15 obs)
## Primary splits:
## objetosc < 149.9064 to the left, improve=0.14209110, (0 missing)
## glebokosc_procent < 1.014967 to the left, improve=0.10123220, (0 missing)
## karaty < 0.915 to the left, improve=0.06313366, (0 missing)
## karat2 < 0.83725 to the left, improve=0.06313366, (0 missing)
## czubek_a_najszerszy < 56.5 to the right, improve=0.05398513, (0 missing)
## Surrogate splits:
## karaty < 0.925 to the left, agree=0.952, adj=0.800, (0 split)
## karat2 < 0.85565 to the left, agree=0.952, adj=0.800, (0 split)
## glebokosc_mm < 3.905 to the left, agree=0.903, adj=0.600, (0 split)
## gestosc < 0.006399645 to the left, agree=0.887, adj=0.533, (0 split)
## dlugosc < 6.21 to the left, agree=0.839, adj=0.333, (0 split)
##
## Node number 752: 91 observations, complexity param=0.00001029418
## mean=3902.703, MSE=160948.6
## left son=1504 (28 obs) right son=1505 (63 obs)
## Primary splits:
## kolor splits as LLLLRRR, improve=0.2218674, (0 missing)
## szerokosc < 6.075 to the left, improve=0.1684205, (0 missing)
## dlugosc < 6.075 to the left, improve=0.1119999, (0 missing)
## objetosc < 143.1556 to the left, improve=0.1041577, (0 missing)
## gestosc < 0.00638561 to the right, improve=0.0860730, (0 missing)
## Surrogate splits:
## glebokosc_mm < 3.975 to the right, agree=0.714, adj=0.071, (0 split)
## glebokosc < 65.35 to the right, agree=0.703, adj=0.036, (0 split)
## szerokosc < 6.005 to the left, agree=0.703, adj=0.036, (0 split)
## glebokosc_procent < 1.166623 to the right, agree=0.703, adj=0.036, (0 split)
##
## Node number 753: 35 observations, complexity param=0.000003210104
## mean=4292.257, MSE=102532.6
## left son=1506 (20 obs) right son=1507 (15 obs)
## Primary splits:
## dlugosc < 6.115 to the left, improve=0.28237040, (0 missing)
## ciecie splits as LLRRR, improve=0.26184860, (0 missing)
## kolor splits as LLLLLRR, improve=0.22780940, (0 missing)
## glebokosc < 63.35 to the right, improve=0.21940540, (0 missing)
## szerokosc < 6.085 to the left, improve=0.09543228, (0 missing)
## Surrogate splits:
## ciecie splits as LLRRR, agree=0.857, adj=0.667, (0 split)
## czy_premium < 0.5 to the left, agree=0.829, adj=0.600, (0 split)
## glebokosc < 63.25 to the right, agree=0.743, adj=0.400, (0 split)
## objetosc < 143.3224 to the left, agree=0.714, adj=0.333, (0 split)
## gestosc < 0.00627955 to the right, agree=0.714, adj=0.333, (0 split)
##
## Node number 754: 194 observations, complexity param=0.00001446864
## mean=4352.974, MSE=234417.2
## left son=1508 (143 obs) right son=1509 (51 obs)
## Primary splits:
## klarownosc splits as LLLRRRRR, improve=0.10043070, (0 missing)
## glebokosc_mm < 3.775 to the left, improve=0.06835099, (0 missing)
## glebokosc < 59.05 to the left, improve=0.06443045, (0 missing)
## ciecie splits as LLRRR, improve=0.06160197, (0 missing)
## czy_premium < 0.5 to the left, improve=0.06123028, (0 missing)
## Surrogate splits:
## dlugosc < 6.095 to the right, agree=0.747, adj=0.039, (0 split)
## objetosc < 140.436 to the right, agree=0.747, adj=0.039, (0 split)
## glebokosc_procent < 1.176852 to the left, agree=0.747, adj=0.039, (0 split)
## gestosc < 0.006408636 to the left, agree=0.747, adj=0.039, (0 split)
##
## Node number 755: 51 observations, complexity param=0.000005600057
## mean=4704.647, MSE=226939.3
## left son=1510 (17 obs) right son=1511 (34 obs)
## Primary splits:
## czubek_a_najszerszy < 59.5 to the right, improve=0.1527364, (0 missing)
## glebokosc_procent < 1.023071 to the left, improve=0.1519848, (0 missing)
## gestosc < 0.006192117 to the right, improve=0.1435684, (0 missing)
## objetosc < 146.4453 to the left, improve=0.1408561, (0 missing)
## szerokosc < 6.215 to the left, improve=0.1158848, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.021207 to the left, agree=0.902, adj=0.706, (0 split)
## ciecie splits as RRRRL, agree=0.745, adj=0.235, (0 split)
## glebokosc_mm < 3.755 to the left, agree=0.745, adj=0.235, (0 split)
## objetosc < 144.9072 to the left, agree=0.745, adj=0.235, (0 split)
## gestosc < 0.00625653 to the right, agree=0.745, adj=0.235, (0 split)
##
## Node number 756: 34 observations, complexity param=0.000005385934
## mean=4393.265, MSE=258809.5
## left son=1512 (17 obs) right son=1513 (17 obs)
## Primary splits:
## glebokosc < 64.55 to the right, improve=0.19321100, (0 missing)
## szerokosc < 6.185 to the left, improve=0.16644240, (0 missing)
## glebokosc_mm < 4.005 to the right, improve=0.11162650, (0 missing)
## objetosc < 155.4172 to the left, improve=0.08683429, (0 missing)
## gestosc < 0.006546667 to the right, improve=0.05509895, (0 missing)
## Surrogate splits:
## szerokosc < 6.21 to the left, agree=0.941, adj=0.882, (0 split)
## glebokosc_mm < 4.005 to the right, agree=0.941, adj=0.882, (0 split)
## ciecie splits as LRRRR, agree=0.912, adj=0.824, (0 split)
## dlugosc < 6.24 to the left, agree=0.882, adj=0.765, (0 split)
## objetosc < 154.3765 to the left, agree=0.882, adj=0.765, (0 split)
##
## Node number 757: 19 observations
## mean=5083.526, MSE=408061.6
##
## Node number 760: 29 observations
## mean=4768.69, MSE=171951.7
##
## Node number 761: 22 observations
## mean=5566.455, MSE=530325.9
##
## Node number 770: 16 observations
## mean=2814.625, MSE=185532.5
##
## Node number 771: 16 observations
## mean=3181.5, MSE=65393.5
##
## Node number 776: 19 observations
## mean=3305.526, MSE=87471.51
##
## Node number 777: 55 observations, complexity param=0.000005689833
## mean=3646.091, MSE=181036.2
## left son=1554 (21 obs) right son=1555 (34 obs)
## Primary splits:
## glebokosc_mm < 3.985 to the left, improve=0.19627490, (0 missing)
## kolor splits as LRRRRRR, improve=0.10605290, (0 missing)
## gestosc < 0.006160437 to the left, improve=0.08893982, (0 missing)
## dlugosc < 6.435 to the right, improve=0.08723122, (0 missing)
## glebokosc < 61.85 to the left, improve=0.07757758, (0 missing)
## Surrogate splits:
## glebokosc < 60.75 to the left, agree=0.836, adj=0.571, (0 split)
## glebokosc_procent < 1.047807 to the left, agree=0.745, adj=0.333, (0 split)
## objetosc < 161.5917 to the left, agree=0.727, adj=0.286, (0 split)
## dlugosc < 6.565 to the right, agree=0.709, adj=0.238, (0 split)
## gestosc < 0.00607235 to the left, agree=0.709, adj=0.238, (0 split)
##
## Node number 778: 18 observations
## mean=4046.889, MSE=88295.88
##
## Node number 779: 24 observations
## mean=4380.833, MSE=85929.47
##
## Node number 780: 244 observations, complexity param=0.00001801692
## mean=4110.93, MSE=181485.3
## left son=1560 (15 obs) right son=1561 (229 obs)
## Primary splits:
## glebokosc < 63.95 to the right, improve=0.12843380, (0 missing)
## ciecie splits as LLRRR, improve=0.12111150, (0 missing)
## objetosc < 162.7597 to the left, improve=0.11563100, (0 missing)
## szerokosc < 6.295 to the left, improve=0.11102850, (0 missing)
## glebokosc_mm < 4.065 to the right, improve=0.08829064, (0 missing)
## Surrogate splits:
## szerokosc < 6.27 to the left, agree=0.984, adj=0.733, (0 split)
## ciecie splits as LRRRR, agree=0.980, adj=0.667, (0 split)
## glebokosc_mm < 4.075 to the right, agree=0.967, adj=0.467, (0 split)
## dlugosc < 6.255 to the left, agree=0.947, adj=0.133, (0 split)
## glebokosc_procent < 1.210978 to the right, agree=0.947, adj=0.133, (0 split)
##
## Node number 781: 151 observations, complexity param=0.00001425359
## mean=4478.722, MSE=208535.1
## left son=1562 (18 obs) right son=1563 (133 obs)
## Primary splits:
## gestosc < 0.006300017 to the right, improve=0.14288880, (0 missing)
## ciecie splits as LLRRR, improve=0.13677960, (0 missing)
## szerokosc < 6.345 to the left, improve=0.09139892, (0 missing)
## objetosc < 161.5276 to the left, improve=0.08310385, (0 missing)
## czubek_a_najszerszy < 60.5 to the right, improve=0.08154736, (0 missing)
## Surrogate splits:
## szerokosc < 6.275 to the left, agree=0.927, adj=0.389, (0 split)
## objetosc < 159.6168 to the left, agree=0.921, adj=0.333, (0 split)
## glebokosc < 65.1 to the right, agree=0.907, adj=0.222, (0 split)
## glebokosc_mm < 4.085 to the right, agree=0.901, adj=0.167, (0 split)
## karaty < 1.045 to the right, agree=0.894, adj=0.111, (0 split)
##
## Node number 782: 307 observations, complexity param=0.00001859915
## mean=4575.189, MSE=214595.8
## left son=1564 (199 obs) right son=1565 (108 obs)
## Primary splits:
## kolor splits as LLLLLRR, improve=0.08911762, (0 missing)
## glebokosc < 63.35 to the right, improve=0.06866548, (0 missing)
## gestosc < 0.006285257 to the right, improve=0.05089434, (0 missing)
## glebokosc_procent < 0.9778689 to the left, improve=0.03583164, (0 missing)
## ciecie splits as LLRRR, improve=0.03422237, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.015127 to the right, agree=0.671, adj=0.065, (0 split)
## gestosc < 0.005961347 to the right, agree=0.668, adj=0.056, (0 split)
## karaty < 1.015 to the right, agree=0.664, adj=0.046, (0 split)
## karat2 < 1.03025 to the right, agree=0.664, adj=0.046, (0 split)
## objetosc < 168.9013 to the right, agree=0.661, adj=0.037, (0 split)
##
## Node number 783: 45 observations, complexity param=0.00001576903
## mean=5057.222, MSE=259812.9
## left son=1566 (15 obs) right son=1567 (30 obs)
## Primary splits:
## ciecie splits as RRRRL, improve=0.42575700, (0 missing)
## czubek_a_najszerszy < 57.5 to the right, improve=0.22304940, (0 missing)
## glebokosc_procent < 1.081422 to the left, improve=0.20678910, (0 missing)
## kolor splits as LLLLRRR, improve=0.04429608, (0 missing)
## gestosc < 0.006085472 to the right, improve=0.03329476, (0 missing)
## Surrogate splits:
## szerokosc < 6.725 to the left, agree=0.756, adj=0.267, (0 split)
## glebokosc < 59.95 to the left, agree=0.711, adj=0.133, (0 split)
## dlugosc < 6.795 to the right, agree=0.711, adj=0.133, (0 split)
## karaty < 1.135 to the left, agree=0.689, adj=0.067, (0 split)
## glebokosc_procent < 1.03863 to the left, agree=0.689, adj=0.067, (0 split)
##
## Node number 786: 18 observations
## mean=3934.056, MSE=162770.4
##
## Node number 787: 29 observations
## mean=4239.862, MSE=126867.8
##
## Node number 788: 32 observations, complexity param=0.000001540314
## mean=4370.906, MSE=113224.1
## left son=1576 (17 obs) right son=1577 (15 obs)
## Primary splits:
## dlugosc < 6.625 to the left, improve=0.13419930, (0 missing)
## karaty < 1.095 to the left, improve=0.10784750, (0 missing)
## karat2 < 1.19905 to the left, improve=0.10784750, (0 missing)
## szerokosc < 6.615 to the left, improve=0.09491393, (0 missing)
## objetosc < 177.6139 to the left, improve=0.08282624, (0 missing)
## Surrogate splits:
## szerokosc < 6.605 to the left, agree=0.906, adj=0.800, (0 split)
## objetosc < 176.4736 to the left, agree=0.906, adj=0.800, (0 split)
## karaty < 1.095 to the left, agree=0.812, adj=0.600, (0 split)
## karat2 < 1.19905 to the left, agree=0.812, adj=0.600, (0 split)
## glebokosc_procent < 1.041623 to the right, agree=0.750, adj=0.467, (0 split)
##
## Node number 789: 30 observations
## mean=4646.2, MSE=138824.8
##
## Node number 792: 16 observations
## mean=4198.562, MSE=258354.9
##
## Node number 793: 202 observations, complexity param=0.000006431372
## mean=4779.52, MSE=148028.4
## left son=1586 (98 obs) right son=1587 (104 obs)
## Primary splits:
## szerokosc < 6.425 to the left, improve=0.06789490, (0 missing)
## objetosc < 163.5994 to the left, improve=0.05933390, (0 missing)
## glebokosc < 63.05 to the right, improve=0.05757623, (0 missing)
## ciecie splits as LLRRR, improve=0.04733030, (0 missing)
## gestosc < 0.006158928 to the right, improve=0.04630270, (0 missing)
## Surrogate splits:
## objetosc < 164.5753 to the left, agree=0.851, adj=0.694, (0 split)
## glebokosc < 62.25 to the right, agree=0.787, adj=0.561, (0 split)
## dlugosc < 6.455 to the left, agree=0.777, adj=0.541, (0 split)
## gestosc < 0.006172062 to the right, agree=0.777, adj=0.541, (0 split)
## karaty < 1.015 to the left, agree=0.678, adj=0.337, (0 split)
##
## Node number 794: 217 observations, complexity param=0.00001770398
## mean=5123.922, MSE=243125.9
## left son=1588 (63 obs) right son=1589 (154 obs)
## Primary splits:
## szerokosc < 6.365 to the left, improve=0.10592780, (0 missing)
## ciecie splits as LLRRR, improve=0.09305727, (0 missing)
## glebokosc < 64.05 to the right, improve=0.08708408, (0 missing)
## gestosc < 0.006227098 to the right, improve=0.08412952, (0 missing)
## objetosc < 164.5964 to the left, improve=0.07294708, (0 missing)
## Surrogate splits:
## glebokosc < 63.45 to the right, agree=0.825, adj=0.397, (0 split)
## dlugosc < 6.315 to the left, agree=0.802, adj=0.317, (0 split)
## objetosc < 160.8974 to the left, agree=0.779, adj=0.238, (0 split)
## gestosc < 0.006286808 to the right, agree=0.774, adj=0.222, (0 split)
## glebokosc_mm < 4.035 to the right, agree=0.747, adj=0.127, (0 split)
##
## Node number 795: 78 observations, complexity param=0.00001317603
## mean=5548.244, MSE=281110.3
## left son=1590 (15 obs) right son=1591 (63 obs)
## Primary splits:
## szerokosc < 6.33 to the left, improve=0.1896896, (0 missing)
## gestosc < 0.006275503 to the right, improve=0.1854706, (0 missing)
## ciecie splits as LLRRR, improve=0.1840472, (0 missing)
## objetosc < 160.9433 to the left, improve=0.1320611, (0 missing)
## glebokosc < 63.45 to the right, improve=0.1211705, (0 missing)
## Surrogate splits:
## glebokosc < 63.85 to the right, agree=0.923, adj=0.600, (0 split)
## dlugosc < 6.315 to the left, agree=0.872, adj=0.333, (0 split)
## ciecie splits as LRRRR, agree=0.859, adj=0.267, (0 split)
## objetosc < 160.7115 to the left, agree=0.846, adj=0.200, (0 split)
## glebokosc_mm < 4.11 to the right, agree=0.833, adj=0.133, (0 split)
##
## Node number 796: 129 observations, complexity param=0.000005445194
## mean=5165.496, MSE=214923.2
## left son=1592 (69 obs) right son=1593 (60 obs)
## Primary splits:
## objetosc < 179.2664 to the left, improve=0.06199695, (0 missing)
## gestosc < 0.006012957 to the left, improve=0.04892634, (0 missing)
## szerokosc < 6.645 to the left, improve=0.04360021, (0 missing)
## glebokosc_mm < 4.005 to the left, improve=0.03157348, (0 missing)
## kolor splits as LLLRRRR, improve=0.02794600, (0 missing)
## Surrogate splits:
## karaty < 1.105 to the left, agree=0.860, adj=0.700, (0 split)
## karat2 < 1.22105 to the left, agree=0.860, adj=0.700, (0 split)
## dlugosc < 6.625 to the left, agree=0.822, adj=0.617, (0 split)
## szerokosc < 6.635 to the left, agree=0.744, adj=0.450, (0 split)
## glebokosc_mm < 4.095 to the left, agree=0.736, adj=0.433, (0 split)
##
## Node number 797: 36 observations, complexity param=0.00001087201
## mean=5672.194, MSE=309527.9
## left son=1594 (15 obs) right son=1595 (21 obs)
## Primary splits:
## glebokosc_procent < 1.076316 to the left, improve=0.30799060, (0 missing)
## czubek_a_najszerszy < 56.5 to the right, improve=0.24295570, (0 missing)
## objetosc < 191.1991 to the left, improve=0.09305154, (0 missing)
## glebokosc_mm < 4.175 to the left, improve=0.08244833, (0 missing)
## dlugosc < 6.765 to the right, improve=0.05629099, (0 missing)
## Surrogate splits:
## glebokosc_mm < 4.175 to the left, agree=0.917, adj=0.800, (0 split)
## glebokosc < 61.35 to the left, agree=0.889, adj=0.733, (0 split)
## czubek_a_najszerszy < 57.5 to the right, agree=0.861, adj=0.667, (0 split)
## szerokosc < 6.795 to the right, agree=0.750, adj=0.400, (0 split)
## ciecie splits as RRRRL, agree=0.694, adj=0.267, (0 split)
##
## Node number 798: 43 observations, complexity param=0.000008053085
## mean=5535.674, MSE=328751
## left son=1596 (21 obs) right son=1597 (22 obs)
## Primary splits:
## kolor splits as LLLLLRR, improve=0.17982780, (0 missing)
## dlugosc < 6.695 to the left, improve=0.17346450, (0 missing)
## karaty < 1.105 to the left, improve=0.09044295, (0 missing)
## karat2 < 1.22105 to the left, improve=0.09044295, (0 missing)
## glebokosc_procent < 1.033031 to the right, improve=0.06973914, (0 missing)
## Surrogate splits:
## glebokosc_procent < 0.9942345 to the left, agree=0.628, adj=0.238, (0 split)
## glebokosc < 58.6 to the left, agree=0.605, adj=0.190, (0 split)
## czubek_a_najszerszy < 58.5 to the right, agree=0.605, adj=0.190, (0 split)
## dlugosc < 6.735 to the left, agree=0.605, adj=0.190, (0 split)
## szerokosc < 6.72 to the right, agree=0.605, adj=0.190, (0 split)
##
## Node number 799: 56 observations, complexity param=0.00003208662
## mean=6208.464, MSE=425433.3
## left son=1598 (29 obs) right son=1599 (27 obs)
## Primary splits:
## szerokosc < 6.615 to the left, improve=0.4251425, (0 missing)
## dlugosc < 6.575 to the left, improve=0.3668651, (0 missing)
## objetosc < 177.018 to the left, improve=0.3323874, (0 missing)
## karaty < 1.105 to the left, improve=0.2189807, (0 missing)
## karat2 < 1.22105 to the left, improve=0.2189807, (0 missing)
## Surrogate splits:
## objetosc < 177.7141 to the left, agree=0.911, adj=0.815, (0 split)
## dlugosc < 6.615 to the left, agree=0.857, adj=0.704, (0 split)
## karaty < 1.095 to the left, agree=0.821, adj=0.630, (0 split)
## karat2 < 1.19905 to the left, agree=0.821, adj=0.630, (0 split)
## glebokosc_mm < 4.125 to the left, agree=0.732, adj=0.444, (0 split)
##
## Node number 808: 17 observations
## mean=4423.529, MSE=345861.2
##
## Node number 809: 47 observations, complexity param=0.000006342144
## mean=4898.809, MSE=237728.8
## left son=1618 (19 obs) right son=1619 (28 obs)
## Primary splits:
## kolor splits as LRRRRRR, improve=0.17917870, (0 missing)
## glebokosc_mm < 4.235 to the left, improve=0.11320590, (0 missing)
## gestosc < 0.00610176 to the left, improve=0.10141410, (0 missing)
## karaty < 1.225 to the left, improve=0.09694165, (0 missing)
## karat2 < 1.50065 to the left, improve=0.09694165, (0 missing)
## Surrogate splits:
## glebokosc_mm < 4.295 to the right, agree=0.681, adj=0.211, (0 split)
## objetosc < 198.5599 to the left, agree=0.681, adj=0.211, (0 split)
## glebokosc_procent < 1.068663 to the right, agree=0.681, adj=0.211, (0 split)
## karaty < 1.205 to the left, agree=0.660, adj=0.158, (0 split)
## glebokosc < 62.15 to the right, agree=0.660, adj=0.158, (0 split)
##
## Node number 810: 28 observations
## mean=4972.286, MSE=362160.6
##
## Node number 811: 153 observations, complexity param=0.00002561929
## mean=5638.007, MSE=458479.4
## left son=1622 (38 obs) right son=1623 (115 obs)
## Primary splits:
## glebokosc_procent < 1.031088 to the left, improve=0.11528850, (0 missing)
## kolor splits as LLLLLRR, improve=0.10089730, (0 missing)
## glebokosc_mm < 4.215 to the left, improve=0.07483505, (0 missing)
## czubek_a_najszerszy < 59.5 to the right, improve=0.06515736, (0 missing)
## glebokosc < 60.35 to the left, improve=0.05746005, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 59.5 to the right, agree=0.882, adj=0.526, (0 split)
## glebokosc < 60.85 to the left, agree=0.876, adj=0.500, (0 split)
## glebokosc_mm < 4.185 to the left, agree=0.863, adj=0.447, (0 split)
## ciecie splits as LLRRR, agree=0.771, adj=0.079, (0 split)
## dlugosc < 7.075 to the right, agree=0.771, adj=0.079, (0 split)
##
## Node number 814: 32 observations, complexity param=0.00000180656
## mean=6466.75, MSE=463704.8
## left son=1628 (17 obs) right son=1629 (15 obs)
## Primary splits:
## karaty < 1.345 to the left, improve=0.03843181, (0 missing)
## karat2 < 1.80905 to the left, improve=0.03843181, (0 missing)
## glebokosc_procent < 1.075635 to the left, improve=0.01423199, (0 missing)
## gestosc < 0.006120474 to the left, improve=0.01245620, (0 missing)
## dlugosc < 7.095 to the right, improve=0.01042461, (0 missing)
## Surrogate splits:
## karat2 < 1.80905 to the left, agree=1.000, adj=1.0, (0 split)
## objetosc < 219.2359 to the left, agree=0.906, adj=0.8, (0 split)
## glebokosc_mm < 4.4 to the left, agree=0.812, adj=0.6, (0 split)
## dlugosc < 7.105 to the left, agree=0.719, adj=0.4, (0 split)
## szerokosc < 7.115 to the left, agree=0.719, adj=0.4, (0 split)
##
## Node number 815: 34 observations, complexity param=0.000005410072
## mean=7193.588, MSE=1017248
## left son=1630 (16 obs) right son=1631 (18 obs)
## Primary splits:
## gestosc < 0.006359181 to the left, improve=0.04937732, (0 missing)
## kolor splits as LLLLRRR, improve=0.03311175, (0 missing)
## szerokosc < 7.125 to the left, improve=0.03274754, (0 missing)
## glebokosc_procent < 1.1025 to the left, improve=0.03148333, (0 missing)
## dlugosc < 7.185 to the right, improve=0.02586207, (0 missing)
## Surrogate splits:
## objetosc < 237.1136 to the right, agree=0.882, adj=0.750, (0 split)
## czubek_a_najszerszy < 59.5 to the left, agree=0.794, adj=0.562, (0 split)
## szerokosc < 7.145 to the right, agree=0.735, adj=0.438, (0 split)
## dlugosc < 7.165 to the right, agree=0.706, adj=0.375, (0 split)
## glebokosc_mm < 4.625 to the right, agree=0.676, adj=0.313, (0 split)
##
## Node number 816: 17 observations
## mean=4684.765, MSE=270411.2
##
## Node number 817: 71 observations, complexity param=0.00001294932
## mean=5418.859, MSE=248552
## left son=1634 (26 obs) right son=1635 (45 obs)
## Primary splits:
## kolor splits as LRRRRRR, improve=0.23163360, (0 missing)
## karaty < 1.215 to the left, improve=0.07837124, (0 missing)
## karat2 < 1.47625 to the left, improve=0.07837124, (0 missing)
## ciecie splits as RRRRL, improve=0.07381803, (0 missing)
## objetosc < 196.4207 to the left, improve=0.06604470, (0 missing)
## Surrogate splits:
## gestosc < 0.006083463 to the left, agree=0.704, adj=0.192, (0 split)
## czubek_a_najszerszy < 55.6 to the left, agree=0.676, adj=0.115, (0 split)
## glebokosc_mm < 4.255 to the right, agree=0.676, adj=0.115, (0 split)
## glebokosc_procent < 1.114145 to the right, agree=0.676, adj=0.115, (0 split)
## szerokosc < 6.945 to the right, agree=0.662, adj=0.077, (0 split)
##
## Node number 820: 75 observations, complexity param=0.00004162975
## mean=6247.2, MSE=594556.5
## left son=1640 (22 obs) right son=1641 (53 obs)
## Primary splits:
## szerokosc < 6.795 to the left, improve=0.2946995, (0 missing)
## glebokosc < 62.45 to the right, improve=0.2194127, (0 missing)
## objetosc < 194.4904 to the left, improve=0.1961117, (0 missing)
## dlugosc < 6.815 to the left, improve=0.1934237, (0 missing)
## gestosc < 0.006224886 to the right, improve=0.1658202, (0 missing)
## Surrogate splits:
## objetosc < 196.0317 to the left, agree=0.907, adj=0.682, (0 split)
## gestosc < 0.006224886 to the right, agree=0.867, adj=0.545, (0 split)
## dlugosc < 6.805 to the left, agree=0.840, adj=0.455, (0 split)
## glebokosc < 62.85 to the right, agree=0.813, adj=0.364, (0 split)
## czubek_a_najszerszy < 60.5 to the right, agree=0.720, adj=0.045, (0 split)
##
## Node number 821: 46 observations, complexity param=0.000005800927
## mean=6938.913, MSE=430155.3
## left son=1642 (26 obs) right son=1643 (20 obs)
## Primary splits:
## objetosc < 197.092 to the left, improve=0.09254316, (0 missing)
## szerokosc < 6.785 to the left, improve=0.08198211, (0 missing)
## kolor splits as LLLLLRR, improve=0.05521981, (0 missing)
## ciecie splits as RRRRL, improve=0.03968332, (0 missing)
## gestosc < 0.006144556 to the right, improve=0.03789217, (0 missing)
## Surrogate splits:
## gestosc < 0.006144556 to the right, agree=0.935, adj=0.85, (0 split)
## dlugosc < 6.84 to the left, agree=0.848, adj=0.65, (0 split)
## szerokosc < 6.785 to the left, agree=0.804, adj=0.55, (0 split)
## glebokosc < 61.75 to the right, agree=0.717, adj=0.35, (0 split)
## karaty < 1.205 to the left, agree=0.696, adj=0.30, (0 split)
##
## Node number 822: 47 observations, complexity param=0.000004982727
## mean=7208.489, MSE=311225.1
## left son=1644 (25 obs) right son=1645 (22 obs)
## Primary splits:
## kolor splits as LLLRRRR, improve=0.10752880, (0 missing)
## glebokosc_procent < 1.091304 to the left, improve=0.04675992, (0 missing)
## dlugosc < 6.925 to the right, improve=0.04332694, (0 missing)
## objetosc < 207.8208 to the right, improve=0.02653536, (0 missing)
## szerokosc < 6.955 to the right, improve=0.02622901, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 58.5 to the left, agree=0.638, adj=0.227, (0 split)
## objetosc < 210.7583 to the right, agree=0.638, adj=0.227, (0 split)
## glebokosc_procent < 1.054855 to the right, agree=0.638, adj=0.227, (0 split)
## glebokosc < 61.5 to the right, agree=0.617, adj=0.182, (0 split)
## szerokosc < 6.905 to the right, agree=0.617, adj=0.182, (0 split)
##
## Node number 823: 17 observations
## mean=7755.588, MSE=323941.8
##
## Node number 832: 17 observations
## mean=3978.059, MSE=272338.8
##
## Node number 833: 31 observations, complexity param=0.000001190008
## mean=4528.71, MSE=234048.6
## left son=1666 (16 obs) right son=1667 (15 obs)
## Primary splits:
## objetosc < 174.4728 to the left, improve=0.05177406, (0 missing)
## glebokosc_procent < 1.059819 to the right, improve=0.03720541, (0 missing)
## glebokosc < 61.95 to the right, improve=0.03477576, (0 missing)
## karaty < 1.065 to the left, improve=0.01750634, (0 missing)
## karat2 < 1.13425 to the left, improve=0.01750634, (0 missing)
## Surrogate splits:
## dlugosc < 6.56 to the left, agree=0.935, adj=0.867, (0 split)
## karaty < 1.065 to the left, agree=0.903, adj=0.800, (0 split)
## karat2 < 1.13425 to the left, agree=0.903, adj=0.800, (0 split)
## szerokosc < 6.615 to the left, agree=0.839, adj=0.667, (0 split)
## glebokosc_mm < 4.015 to the left, agree=0.710, adj=0.400, (0 split)
##
## Node number 834: 16 observations
## mean=4435.562, MSE=132936.6
##
## Node number 835: 43 observations, complexity param=0.00000946272
## mean=5114.233, MSE=270855.9
## left son=1670 (15 obs) right son=1671 (28 obs)
## Primary splits:
## glebokosc < 62.45 to the right, improve=0.2564716, (0 missing)
## karaty < 1.045 to the left, improve=0.1544199, (0 missing)
## karat2 < 1.09205 to the left, improve=0.1544199, (0 missing)
## szerokosc < 6.515 to the left, improve=0.1497560, (0 missing)
## objetosc < 173.9631 to the left, improve=0.1081563, (0 missing)
## Surrogate splits:
## szerokosc < 6.44 to the left, agree=0.837, adj=0.533, (0 split)
## ciecie splits as LLLRR, agree=0.814, adj=0.467, (0 split)
## dlugosc < 6.425 to the left, agree=0.814, adj=0.467, (0 split)
## objetosc < 165.8664 to the left, agree=0.814, adj=0.467, (0 split)
## czy_premium < 0.5 to the left, agree=0.814, adj=0.467, (0 split)
##
## Node number 836: 20 observations
## mean=4739.1, MSE=315981.6
##
## Node number 837: 83 observations, complexity param=0.000004785068
## mean=5297.904, MSE=145274.1
## left son=1674 (41 obs) right son=1675 (42 obs)
## Primary splits:
## karaty < 1.015 to the left, improve=0.12527140, (0 missing)
## karat2 < 1.03025 to the left, improve=0.12527140, (0 missing)
## objetosc < 163.2563 to the left, improve=0.08014108, (0 missing)
## glebokosc_procent < 1.09386 to the left, improve=0.07479585, (0 missing)
## ciecie splits as RRRRL, improve=0.06489086, (0 missing)
## Surrogate splits:
## karat2 < 1.03025 to the left, agree=1.000, adj=1.000, (0 split)
## glebokosc_mm < 3.965 to the left, agree=0.771, adj=0.537, (0 split)
## objetosc < 165.1427 to the left, agree=0.747, adj=0.488, (0 split)
## glebokosc < 61.65 to the left, agree=0.711, adj=0.415, (0 split)
## glebokosc_procent < 1.05431 to the left, agree=0.699, adj=0.390, (0 split)
##
## Node number 838: 22 observations
## mean=5649.273, MSE=96830.65
##
## Node number 839: 24 observations
## mean=6180.792, MSE=437224
##
## Node number 840: 52 observations, complexity param=0.00001394886
## mean=5349.404, MSE=329088.8
## left son=1680 (23 obs) right son=1681 (29 obs)
## Primary splits:
## karaty < 1.225 to the left, improve=0.2573074, (0 missing)
## karat2 < 1.50065 to the left, improve=0.2573074, (0 missing)
## objetosc < 200.2509 to the left, improve=0.2046317, (0 missing)
## szerokosc < 6.925 to the left, improve=0.1125801, (0 missing)
## glebokosc_procent < 1.086842 to the left, improve=0.1054820, (0 missing)
## Surrogate splits:
## karat2 < 1.50065 to the left, agree=1.000, adj=1.000, (0 split)
## glebokosc_mm < 4.245 to the left, agree=0.885, adj=0.739, (0 split)
## objetosc < 201.7181 to the left, agree=0.865, adj=0.696, (0 split)
## glebokosc < 61.55 to the left, agree=0.750, adj=0.435, (0 split)
## dlugosc < 6.865 to the left, agree=0.731, adj=0.391, (0 split)
##
## Node number 841: 75 observations, complexity param=0.00002571066
## mean=6072.133, MSE=431880.9
## left son=1682 (29 obs) right son=1683 (46 obs)
## Primary splits:
## karaty < 1.215 to the left, improve=0.2505637, (0 missing)
## karat2 < 1.47625 to the left, improve=0.2505637, (0 missing)
## objetosc < 197.61 to the left, improve=0.2366238, (0 missing)
## szerokosc < 6.855 to the left, improve=0.2172408, (0 missing)
## glebokosc_mm < 4.235 to the left, improve=0.1864648, (0 missing)
## Surrogate splits:
## karat2 < 1.47625 to the left, agree=1.000, adj=1.000, (0 split)
## objetosc < 198.2609 to the left, agree=0.960, adj=0.897, (0 split)
## dlugosc < 6.805 to the left, agree=0.880, adj=0.690, (0 split)
## szerokosc < 6.815 to the left, agree=0.867, adj=0.655, (0 split)
## glebokosc_mm < 4.225 to the left, agree=0.813, adj=0.517, (0 split)
##
## Node number 842: 18 observations
## mean=6631.667, MSE=348667.8
##
## Node number 843: 15 observations
## mean=7624.267, MSE=1106091
##
## Node number 844: 30 observations, complexity param=0.000003122677
## mean=6424.467, MSE=526935.8
## left son=1688 (15 obs) right son=1689 (15 obs)
## Primary splits:
## glebokosc < 62.55 to the right, improve=0.062355990, (0 missing)
## glebokosc_procent < 1.07931 to the right, improve=0.029779220, (0 missing)
## gestosc < 0.0062295 to the right, improve=0.008117041, (0 missing)
## szerokosc < 6.735 to the left, improve=0.007421051, (0 missing)
## Surrogate splits:
## glebokosc_mm < 4.195 to the right, agree=0.867, adj=0.733, (0 split)
## szerokosc < 6.705 to the left, agree=0.800, adj=0.600, (0 split)
## glebokosc_procent < 1.060681 to the right, agree=0.767, adj=0.533, (0 split)
## dlugosc < 6.76 to the left, agree=0.733, adj=0.467, (0 split)
## czubek_a_najszerszy < 57.5 to the left, agree=0.633, adj=0.267, (0 split)
##
## Node number 845: 76 observations, complexity param=0.00001528775
## mean=7224.053, MSE=639581.2
## left son=1690 (49 obs) right son=1691 (27 obs)
## Primary splits:
## czubek_a_najszerszy < 56.5 to the right, improve=0.09928057, (0 missing)
## klarownosc splits as LLLLRRRR, improve=0.08684242, (0 missing)
## glebokosc < 60.85 to the left, improve=0.07250346, (0 missing)
## glebokosc_procent < 1.037811 to the left, improve=0.06525576, (0 missing)
## gestosc < 0.006186294 to the right, improve=0.05270852, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.092935 to the left, agree=0.961, adj=0.889, (0 split)
## ciecie splits as RRRRL, agree=0.750, adj=0.296, (0 split)
## dlugosc < 6.825 to the right, agree=0.697, adj=0.148, (0 split)
## glebokosc < 61.45 to the left, agree=0.684, adj=0.111, (0 split)
## szerokosc < 6.785 to the right, agree=0.684, adj=0.111, (0 split)
##
## Node number 848: 159 observations, complexity param=0.00002940768
## mean=6140.855, MSE=244904.7
## left son=1696 (51 obs) right son=1697 (108 obs)
## Primary splits:
## szerokosc < 6.415 to the left, improve=0.2383946, (0 missing)
## objetosc < 166.4542 to the left, improve=0.2362942, (0 missing)
## karaty < 1.025 to the left, improve=0.2050885, (0 missing)
## karat2 < 1.05065 to the left, improve=0.2050885, (0 missing)
## dlugosc < 6.355 to the left, improve=0.2025947, (0 missing)
## Surrogate splits:
## objetosc < 163.4496 to the left, agree=0.855, adj=0.549, (0 split)
## dlugosc < 6.395 to the left, agree=0.811, adj=0.412, (0 split)
## glebokosc < 62.65 to the right, agree=0.792, adj=0.353, (0 split)
## gestosc < 0.006252849 to the right, agree=0.761, adj=0.255, (0 split)
## karaty < 1.005 to the left, agree=0.755, adj=0.235, (0 split)
##
## Node number 849: 220 observations, complexity param=0.00004837225
## mean=6718.545, MSE=437595.2
## left son=1698 (150 obs) right son=1699 (70 obs)
## Primary splits:
## objetosc < 166.7897 to the left, improve=0.1586102, (0 missing)
## kolor splits as LLLLLLR, improve=0.1567542, (0 missing)
## szerokosc < 6.465 to the left, improve=0.1421153, (0 missing)
## karaty < 1.035 to the left, improve=0.1336332, (0 missing)
## karat2 < 1.07125 to the left, improve=0.1336332, (0 missing)
## Surrogate splits:
## karaty < 1.025 to the left, agree=0.895, adj=0.671, (0 split)
## karat2 < 1.05065 to the left, agree=0.895, adj=0.671, (0 split)
## dlugosc < 6.495 to the left, agree=0.877, adj=0.614, (0 split)
## szerokosc < 6.485 to the left, agree=0.841, adj=0.500, (0 split)
## gestosc < 0.006119021 to the right, agree=0.795, adj=0.357, (0 split)
##
## Node number 850: 107 observations, complexity param=0.00003667155
## mean=6795.925, MSE=351487.8
## left son=1700 (66 obs) right son=1701 (41 obs)
## Primary splits:
## objetosc < 167.9126 to the left, improve=0.3077976, (0 missing)
## karaty < 1.025 to the left, improve=0.2274078, (0 missing)
## karat2 < 1.05065 to the left, improve=0.2274078, (0 missing)
## szerokosc < 6.485 to the left, improve=0.2093139, (0 missing)
## dlugosc < 6.495 to the left, improve=0.1951269, (0 missing)
## Surrogate splits:
## karaty < 1.025 to the left, agree=0.907, adj=0.756, (0 split)
## karat2 < 1.05065 to the left, agree=0.907, adj=0.756, (0 split)
## szerokosc < 6.485 to the left, agree=0.879, adj=0.683, (0 split)
## dlugosc < 6.485 to the left, agree=0.869, adj=0.659, (0 split)
## glebokosc_mm < 4.025 to the left, agree=0.776, adj=0.415, (0 split)
##
## Node number 851: 112 observations, complexity param=0.00003508218
## mean=7632.393, MSE=508828.3
## left son=1702 (53 obs) right son=1703 (59 obs)
## Primary splits:
## objetosc < 164.7743 to the left, improve=0.19432440, (0 missing)
## ciecie splits as LLLRR, improve=0.11634120, (0 missing)
## czy_premium < 0.5 to the left, improve=0.11634120, (0 missing)
## kolor splits as LLLLLRR, improve=0.10176740, (0 missing)
## szerokosc < 6.375 to the left, improve=0.09421297, (0 missing)
## Surrogate splits:
## szerokosc < 6.435 to the left, agree=0.857, adj=0.698, (0 split)
## gestosc < 0.006152496 to the right, agree=0.830, adj=0.642, (0 split)
## karaty < 1.015 to the left, agree=0.821, adj=0.623, (0 split)
## dlugosc < 6.445 to the left, agree=0.821, adj=0.623, (0 split)
## karat2 < 1.03025 to the left, agree=0.821, adj=0.623, (0 split)
##
## Node number 852: 72 observations, complexity param=0.00001428329
## mean=7151.306, MSE=462506.1
## left son=1704 (20 obs) right son=1705 (52 obs)
## Primary splits:
## glebokosc < 60.95 to the left, improve=0.13539670, (0 missing)
## glebokosc_mm < 4.095 to the left, improve=0.09750123, (0 missing)
## dlugosc < 6.705 to the right, improve=0.09216186, (0 missing)
## czubek_a_najszerszy < 56.7 to the right, improve=0.07218625, (0 missing)
## karaty < 1.105 to the left, improve=0.06289940, (0 missing)
## Surrogate splits:
## glebokosc_mm < 4.075 to the left, agree=0.931, adj=0.75, (0 split)
## glebokosc_procent < 1.054282 to the left, agree=0.875, adj=0.55, (0 split)
## karaty < 1.095 to the left, agree=0.847, adj=0.45, (0 split)
## karat2 < 1.19905 to the left, agree=0.847, adj=0.45, (0 split)
## gestosc < 0.006003106 to the left, agree=0.847, adj=0.45, (0 split)
##
## Node number 853: 25 observations
## mean=7817.12, MSE=484018.7
##
## Node number 854: 15 observations
## mean=6862.467, MSE=469652
##
## Node number 855: 91 observations, complexity param=0.00004327691
## mean=8251.209, MSE=1004017
## left son=1710 (63 obs) right son=1711 (28 obs)
## Primary splits:
## klarownosc splits as LLLLRRRR, improve=0.14952150, (0 missing)
## dlugosc < 6.775 to the left, improve=0.13293740, (0 missing)
## szerokosc < 6.735 to the left, improve=0.10720610, (0 missing)
## glebokosc < 62.35 to the right, improve=0.08583604, (0 missing)
## kolor splits as LLLLLLR, improve=0.06527850, (0 missing)
## Surrogate splits:
## objetosc < 180.559 to the right, agree=0.736, adj=0.143, (0 split)
## szerokosc < 6.865 to the left, agree=0.714, adj=0.071, (0 split)
## glebokosc_mm < 4.005 to the right, agree=0.714, adj=0.071, (0 split)
## karaty < 1.085 to the right, agree=0.703, adj=0.036, (0 split)
## glebokosc < 59.95 to the right, agree=0.703, adj=0.036, (0 split)
##
## Node number 856: 49 observations, complexity param=0.00002501259
## mean=8562.612, MSE=868370.5
## left son=1712 (21 obs) right son=1713 (28 obs)
## Primary splits:
## klarownosc splits as LLLLRRRR, improve=0.18556140, (0 missing)
## dlugosc < 6.875 to the right, improve=0.10386640, (0 missing)
## glebokosc_procent < 1.079825 to the left, improve=0.10309800, (0 missing)
## ciecie splits as RRRRL, improve=0.09942812, (0 missing)
## objetosc < 200.2079 to the right, improve=0.05731593, (0 missing)
## Surrogate splits:
## gestosc < 0.006166619 to the right, agree=0.653, adj=0.190, (0 split)
## karaty < 1.245 to the right, agree=0.633, adj=0.143, (0 split)
## dlugosc < 6.925 to the right, agree=0.633, adj=0.143, (0 split)
## glebokosc_mm < 4.185 to the left, agree=0.633, adj=0.143, (0 split)
## karat2 < 1.55005 to the right, agree=0.633, adj=0.143, (0 split)
##
## Node number 857: 53 observations, complexity param=0.00001773681
## mean=9208.189, MSE=729064.8
## left son=1714 (15 obs) right son=1715 (38 obs)
## Primary splits:
## dlugosc < 6.895 to the right, improve=0.14489840, (0 missing)
## klarownosc splits as LLLLRRRR, improve=0.14217770, (0 missing)
## objetosc < 198.1796 to the left, improve=0.09392624, (0 missing)
## czubek_a_najszerszy < 56.5 to the right, improve=0.03554560, (0 missing)
## szerokosc < 6.865 to the left, improve=0.02941818, (0 missing)
## Surrogate splits:
## objetosc < 201.5953 to the right, agree=0.906, adj=0.667, (0 split)
## glebokosc < 61 to the left, agree=0.830, adj=0.400, (0 split)
## szerokosc < 6.925 to the right, agree=0.830, adj=0.400, (0 split)
## glebokosc_procent < 1.032496 to the left, agree=0.830, adj=0.400, (0 split)
## karaty < 1.225 to the right, agree=0.774, adj=0.200, (0 split)
##
## Node number 858: 56 observations, complexity param=0.0000203898
## mean=9396.321, MSE=614506.3
## left son=1716 (31 obs) right son=1717 (25 obs)
## Primary splits:
## karaty < 1.305 to the left, improve=0.1870375, (0 missing)
## karat2 < 1.70305 to the left, improve=0.1870375, (0 missing)
## glebokosc_mm < 4.275 to the left, improve=0.1218358, (0 missing)
## objetosc < 213.5162 to the left, improve=0.1198411, (0 missing)
## gestosc < 0.006103503 to the left, improve=0.1093044, (0 missing)
## Surrogate splits:
## karat2 < 1.70305 to the left, agree=1.000, adj=1.00, (0 split)
## objetosc < 213.0253 to the left, agree=0.929, adj=0.84, (0 split)
## dlugosc < 7.045 to the left, agree=0.839, adj=0.64, (0 split)
## glebokosc_mm < 4.325 to the left, agree=0.804, adj=0.56, (0 split)
## szerokosc < 7.015 to the left, agree=0.750, adj=0.44, (0 split)
##
## Node number 859: 36 observations, complexity param=0.00002766293
## mean=10496.56, MSE=1037433
## left son=1718 (17 obs) right son=1719 (19 obs)
## Primary splits:
## gestosc < 0.006072023 to the left, improve=0.23381140, (0 missing)
## klarownosc splits as LLLLRRRR, improve=0.16934330, (0 missing)
## karaty < 1.275 to the left, improve=0.11685070, (0 missing)
## karat2 < 1.62565 to the left, improve=0.11685070, (0 missing)
## objetosc < 209.8284 to the left, improve=0.09565527, (0 missing)
## Surrogate splits:
## karaty < 1.265 to the left, agree=0.806, adj=0.588, (0 split)
## karat2 < 1.60025 to the left, agree=0.806, adj=0.588, (0 split)
## glebokosc_mm < 4.305 to the left, agree=0.667, adj=0.294, (0 split)
## objetosc < 207.9398 to the left, agree=0.667, adj=0.294, (0 split)
## kolor splits as RRRRRRL, agree=0.639, adj=0.235, (0 split)
##
## Node number 866: 16 observations
## mean=6288.938, MSE=1276333
##
## Node number 867: 16 observations
## mean=7210.312, MSE=572062.5
##
## Node number 872: 31 observations, complexity param=0.000002521634
## mean=7314.097, MSE=349151.3
## left son=1744 (15 obs) right son=1745 (16 obs)
## Primary splits:
## czubek_a_najszerszy < 58.5 to the left, improve=0.07354221, (0 missing)
## objetosc < 163.6305 to the left, improve=0.05715431, (0 missing)
## szerokosc < 6.42 to the left, improve=0.05215495, (0 missing)
## glebokosc < 62.45 to the right, improve=0.03573502, (0 missing)
## glebokosc_procent < 1.067519 to the right, improve=0.02876507, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.078697 to the right, agree=0.968, adj=0.933, (0 split)
## glebokosc_mm < 3.995 to the right, agree=0.903, adj=0.800, (0 split)
## glebokosc < 62.45 to the right, agree=0.871, adj=0.733, (0 split)
## szerokosc < 6.44 to the left, agree=0.742, adj=0.467, (0 split)
## gestosc < 0.00622799 to the left, agree=0.710, adj=0.400, (0 split)
##
## Node number 873: 30 observations
## mean=7999.733, MSE=367879.4
##
## Node number 874: 37 observations, complexity param=0.000003848216
## mean=8644.27, MSE=344724.2
## left son=1748 (18 obs) right son=1749 (19 obs)
## Primary splits:
## glebokosc < 61.55 to the right, improve=0.09523925, (0 missing)
## klarownosc splits as LLLLLLRR, improve=0.08926886, (0 missing)
## glebokosc_procent < 1.079825 to the right, improve=0.08877671, (0 missing)
## glebokosc_mm < 4.045 to the right, improve=0.05116897, (0 missing)
## czubek_a_najszerszy < 56.5 to the left, improve=0.04658178, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.079825 to the right, agree=0.865, adj=0.722, (0 split)
## glebokosc_mm < 4.02 to the right, agree=0.838, adj=0.667, (0 split)
## czubek_a_najszerszy < 56.5 to the left, agree=0.757, adj=0.500, (0 split)
## dlugosc < 6.555 to the left, agree=0.676, adj=0.333, (0 split)
## gestosc < 0.006098036 to the right, agree=0.676, adj=0.333, (0 split)
##
## Node number 875: 59 observations, complexity param=0.000009187825
## mean=9344.627, MSE=436017.9
## left son=1750 (32 obs) right son=1751 (27 obs)
## Primary splits:
## glebokosc_procent < 1.085824 to the left, improve=0.11274220, (0 missing)
## glebokosc < 62.15 to the left, improve=0.10632910, (0 missing)
## glebokosc_mm < 4.185 to the left, improve=0.08548525, (0 missing)
## gestosc < 0.006149511 to the left, improve=0.07075998, (0 missing)
## czubek_a_najszerszy < 56.55 to the right, improve=0.06959973, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 56.55 to the right, agree=0.881, adj=0.741, (0 split)
## glebokosc < 61.55 to the left, agree=0.780, adj=0.519, (0 split)
## glebokosc_mm < 4.155 to the left, agree=0.712, adj=0.370, (0 split)
## szerokosc < 6.745 to the right, agree=0.661, adj=0.259, (0 split)
## karaty < 1.135 to the left, agree=0.627, adj=0.185, (0 split)
##
## Node number 876: 21 observations
## mean=10062.71, MSE=773844.8
##
## Node number 877: 16 observations
## mean=10679, MSE=180068
##
## Node number 880: 53 observations, complexity param=0.00001300684
## mean=8783.302, MSE=575917
## left son=1760 (16 obs) right son=1761 (37 obs)
## Primary splits:
## objetosc < 162.713 to the left, improve=0.12118450, (0 missing)
## dlugosc < 6.445 to the right, improve=0.09757551, (0 missing)
## czubek_a_najszerszy < 57.5 to the right, improve=0.09159031, (0 missing)
## glebokosc_procent < 1.081034 to the left, improve=0.08715912, (0 missing)
## glebokosc_mm < 3.995 to the left, improve=0.07345402, (0 missing)
## Surrogate splits:
## gestosc < 0.006205885 to the right, agree=0.925, adj=0.750, (0 split)
## szerokosc < 6.415 to the left, agree=0.792, adj=0.313, (0 split)
## dlugosc < 6.355 to the left, agree=0.774, adj=0.250, (0 split)
## glebokosc_procent < 1.021864 to the left, agree=0.774, adj=0.250, (0 split)
## czubek_a_najszerszy < 59.5 to the right, agree=0.755, adj=0.188, (0 split)
##
## Node number 881: 18 observations
## mean=10032.83, MSE=806369
##
## Node number 882: 17 observations
## mean=9260.529, MSE=1079154
##
## Node number 883: 55 observations, complexity param=0.00003960187
## mean=10697.02, MSE=1092762
## left son=1766 (36 obs) right son=1767 (19 obs)
## Primary splits:
## kolor splits as LLLLLLR, improve=0.2079972, (0 missing)
## klarownosc splits as LLLLLLRR, improve=0.1329756, (0 missing)
## glebokosc_procent < 1.072807 to the left, improve=0.1327810, (0 missing)
## glebokosc < 61.65 to the left, improve=0.1273247, (0 missing)
## karaty < 1.055 to the left, improve=0.1069195, (0 missing)
## Surrogate splits:
## gestosc < 0.006182892 to the left, agree=0.782, adj=0.368, (0 split)
## karaty < 1.095 to the left, agree=0.709, adj=0.158, (0 split)
## karat2 < 1.19905 to the left, agree=0.709, adj=0.158, (0 split)
## glebokosc_mm < 4.085 to the left, agree=0.691, adj=0.105, (0 split)
## dlugosc < 6.645 to the left, agree=0.673, adj=0.053, (0 split)
##
## Node number 884: 22 observations
## mean=10743, MSE=890289.7
##
## Node number 885: 17 observations
## mean=12285.65, MSE=1204546
##
## Node number 886: 18 observations
## mean=12309.33, MSE=1275177
##
## Node number 887: 22 observations
## mean=13701.27, MSE=1099086
##
## Node number 904: 15 observations
## mean=6464.067, MSE=1074931
##
## Node number 905: 96 observations, complexity param=0.00006074901
## mean=7748.74, MSE=940435.3
## left son=1810 (69 obs) right son=1811 (27 obs)
## Primary splits:
## objetosc < 252.5661 to the left, improve=0.2124071, (0 missing)
## karaty < 1.595 to the left, improve=0.1455094, (0 missing)
## karat2 < 2.54405 to the left, improve=0.1455094, (0 missing)
## szerokosc < 7.505 to the left, improve=0.1298872, (0 missing)
## dlugosc < 7.545 to the left, improve=0.1215875, (0 missing)
## Surrogate splits:
## karaty < 1.545 to the left, agree=0.938, adj=0.778, (0 split)
## karat2 < 2.38705 to the left, agree=0.938, adj=0.778, (0 split)
## dlugosc < 7.475 to the left, agree=0.927, adj=0.741, (0 split)
## szerokosc < 7.47 to the left, agree=0.896, adj=0.630, (0 split)
## glebokosc_mm < 4.635 to the left, agree=0.865, adj=0.519, (0 split)
##
## Node number 906: 133 observations, complexity param=0.00009470724
## mean=8872.496, MSE=1309822
## left son=1812 (59 obs) right son=1813 (74 obs)
## Primary splits:
## kolor splits as LLLLLRR, improve=0.17161270, (0 missing)
## glebokosc_procent < 1.018183 to the left, improve=0.05338637, (0 missing)
## ciecie splits as LLRRR, improve=0.04631497, (0 missing)
## szerokosc < 7.315 to the left, improve=0.04077748, (0 missing)
## karaty < 1.505 to the left, improve=0.03929085, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.105327 to the right, agree=0.602, adj=0.102, (0 split)
## glebokosc_mm < 4.345 to the left, agree=0.586, adj=0.068, (0 split)
## szerokosc < 7.415 to the left, agree=0.579, adj=0.051, (0 split)
## gestosc < 0.006277184 to the right, agree=0.579, adj=0.051, (0 split)
## karaty < 1.41 to the left, agree=0.571, adj=0.034, (0 split)
##
## Node number 907: 30 observations, complexity param=0.00001467334
## mean=10031.73, MSE=1153948
## left son=1814 (15 obs) right son=1815 (15 obs)
## Primary splits:
## dlugosc < 7.585 to the right, improve=0.1337986000, (0 missing)
## glebokosc_procent < 1.068966 to the left, improve=0.0596073800, (0 missing)
## objetosc < 270.3968 to the right, improve=0.0307810100, (0 missing)
## glebokosc < 62.15 to the right, improve=0.0086659030, (0 missing)
## gestosc < 0.006146587 to the left, improve=0.0003443291, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.076528 to the left, agree=0.767, adj=0.533, (0 split)
## ciecie splits as RRRRL, agree=0.733, adj=0.467, (0 split)
## objetosc < 266.4816 to the right, agree=0.733, adj=0.467, (0 split)
## kolor splits as LLLLLRR, agree=0.700, adj=0.400, (0 split)
## glebokosc < 60.5 to the left, agree=0.700, adj=0.400, (0 split)
##
## Node number 908: 19 observations
## mean=9438.895, MSE=1447582
##
## Node number 909: 24 observations
## mean=10665.04, MSE=1721035
##
## Node number 912: 35 observations, complexity param=0.000009092433
## mean=7327.8, MSE=663291.5
## left son=1824 (15 obs) right son=1825 (20 obs)
## Primary splits:
## glebokosc_mm < 4.575 to the left, improve=0.12363390, (0 missing)
## glebokosc_procent < 1.063475 to the left, improve=0.11974490, (0 missing)
## objetosc < 247.9215 to the left, improve=0.10505260, (0 missing)
## szerokosc < 7.395 to the left, improve=0.10068520, (0 missing)
## karaty < 1.525 to the left, improve=0.07300628, (0 missing)
## Surrogate splits:
## karaty < 1.515 to the left, agree=0.829, adj=0.600, (0 split)
## karat2 < 2.29525 to the left, agree=0.829, adj=0.600, (0 split)
## glebokosc < 61.4 to the left, agree=0.800, adj=0.533, (0 split)
## objetosc < 253.7508 to the left, agree=0.771, adj=0.467, (0 split)
## dlugosc < 7.415 to the left, agree=0.657, adj=0.200, (0 split)
##
## Node number 913: 17 observations
## mean=8583.176, MSE=560298.5
##
## Node number 914: 61 observations, complexity param=0.0000231186
## mean=8833.197, MSE=891748.2
## left son=1828 (29 obs) right son=1829 (32 obs)
## Primary splits:
## kolor splits as LLRRRRR, improve=0.13415890, (0 missing)
## ciecie splits as LLLLR, improve=0.12562050, (0 missing)
## szerokosc < 7.265 to the left, improve=0.11772400, (0 missing)
## glebokosc < 62.65 to the right, improve=0.09097554, (0 missing)
## czy_premium < 0.5 to the left, improve=0.08546025, (0 missing)
## Surrogate splits:
## glebokosc < 62.55 to the right, agree=0.721, adj=0.414, (0 split)
## glebokosc_mm < 4.575 to the right, agree=0.705, adj=0.379, (0 split)
## dlugosc < 7.275 to the left, agree=0.623, adj=0.207, (0 split)
## karaty < 1.505 to the right, agree=0.607, adj=0.172, (0 split)
## glebokosc_procent < 1.0225 to the right, agree=0.607, adj=0.172, (0 split)
##
## Node number 915: 84 observations, complexity param=0.0000562825
## mean=10138.5, MSE=1180969
## left son=1830 (31 obs) right son=1831 (53 obs)
## Primary splits:
## kolor splits as LLRRRRR, improve=0.1790960, (0 missing)
## objetosc < 276.3041 to the left, improve=0.1789244, (0 missing)
## karaty < 1.635 to the left, improve=0.1374342, (0 missing)
## karat2 < 2.67325 to the left, improve=0.1374342, (0 missing)
## szerokosc < 7.635 to the left, improve=0.1169996, (0 missing)
## Surrogate splits:
## gestosc < 0.006003559 to the left, agree=0.690, adj=0.161, (0 split)
## glebokosc < 58.7 to the left, agree=0.655, adj=0.065, (0 split)
## glebokosc_procent < 1.099138 to the right, agree=0.655, adj=0.065, (0 split)
## czubek_a_najszerszy < 59.5 to the right, agree=0.643, adj=0.032, (0 split)
##
## Node number 920: 25 observations
## mean=10037.2, MSE=885932.3
##
## Node number 921: 16 observations
## mean=11421.12, MSE=735863.6
##
## Node number 922: 26 observations
## mean=10834.73, MSE=2085920
##
## Node number 923: 99 observations, complexity param=0.00004373918
## mean=11920.23, MSE=1136410
## left son=1846 (79 obs) right son=1847 (20 obs)
## Primary splits:
## kolor splits as LLLLLLR, improve=0.12272430, (0 missing)
## szerokosc < 7.375 to the left, improve=0.08271287, (0 missing)
## glebokosc < 61.95 to the right, improve=0.07168253, (0 missing)
## dlugosc < 7.295 to the left, improve=0.07054538, (0 missing)
## objetosc < 244.4852 to the left, improve=0.04190418, (0 missing)
##
## Node number 928: 49 observations, complexity param=0.00002132646
## mean=7817.98, MSE=625850.1
## left son=1856 (15 obs) right son=1857 (34 obs)
## Primary splits:
## glebokosc < 61.1 to the left, improve=0.2195242, (0 missing)
## szerokosc < 7.325 to the left, improve=0.1965359, (0 missing)
## objetosc < 244.8612 to the left, improve=0.1845950, (0 missing)
## glebokosc_mm < 4.535 to the left, improve=0.1807354, (0 missing)
## dlugosc < 7.345 to the left, improve=0.1214531, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.033051 to the left, agree=0.857, adj=0.533, (0 split)
## glebokosc_mm < 4.43 to the left, agree=0.837, adj=0.467, (0 split)
## dlugosc < 7.525 to the right, agree=0.796, adj=0.333, (0 split)
## gestosc < 0.00606397 to the left, agree=0.796, adj=0.333, (0 split)
## karaty < 1.44 to the left, agree=0.776, adj=0.267, (0 split)
##
## Node number 929: 21 observations
## mean=9181, MSE=714714.9
##
## Node number 930: 56 observations, complexity param=0.00001666274
## mean=9254.929, MSE=696875.3
## left son=1860 (23 obs) right son=1861 (33 obs)
## Primary splits:
## objetosc < 244.5596 to the left, improve=0.13478250, (0 missing)
## karaty < 1.515 to the left, improve=0.10068440, (0 missing)
## karat2 < 2.29525 to the left, improve=0.10068440, (0 missing)
## dlugosc < 7.315 to the left, improve=0.09911946, (0 missing)
## glebokosc_mm < 4.575 to the left, improve=0.09370451, (0 missing)
## Surrogate splits:
## dlugosc < 7.345 to the left, agree=0.875, adj=0.696, (0 split)
## karaty < 1.515 to the left, agree=0.857, adj=0.652, (0 split)
## karat2 < 2.29525 to the left, agree=0.857, adj=0.652, (0 split)
## gestosc < 0.006174366 to the right, agree=0.857, adj=0.652, (0 split)
## szerokosc < 7.305 to the left, agree=0.839, adj=0.609, (0 split)
##
## Node number 931: 54 observations, complexity param=0.00003309795
## mean=10307.93, MSE=671584
## left son=1862 (17 obs) right son=1863 (37 obs)
## Primary splits:
## szerokosc < 7.305 to the left, improve=0.2880959, (0 missing)
## dlugosc < 7.325 to the left, improve=0.1782213, (0 missing)
## objetosc < 248.8527 to the left, improve=0.1764815, (0 missing)
## karaty < 1.525 to the left, improve=0.1675856, (0 missing)
## karat2 < 2.32565 to the left, improve=0.1675856, (0 missing)
## Surrogate splits:
## dlugosc < 7.265 to the left, agree=0.870, adj=0.588, (0 split)
## glebokosc < 62.85 to the right, agree=0.852, adj=0.529, (0 split)
## objetosc < 242.0856 to the left, agree=0.833, adj=0.471, (0 split)
## gestosc < 0.006202163 to the right, agree=0.833, adj=0.471, (0 split)
## ciecie splits as LLRRR, agree=0.778, adj=0.294, (0 split)
##
## Node number 934: 45 observations, complexity param=0.0000161897
## mean=11180.93, MSE=789175.2
## left son=1868 (21 obs) right son=1869 (24 obs)
## Primary splits:
## karaty < 1.535 to the left, improve=0.14390730, (0 missing)
## karat2 < 2.35625 to the left, improve=0.14390730, (0 missing)
## objetosc < 250.2701 to the left, improve=0.11731550, (0 missing)
## szerokosc < 7.435 to the left, improve=0.11395530, (0 missing)
## glebokosc_mm < 4.575 to the left, improve=0.05651303, (0 missing)
## Surrogate splits:
## karat2 < 2.35625 to the left, agree=1.000, adj=1.000, (0 split)
## objetosc < 251.2558 to the left, agree=0.844, adj=0.667, (0 split)
## szerokosc < 7.375 to the left, agree=0.756, adj=0.476, (0 split)
## dlugosc < 7.345 to the left, agree=0.711, adj=0.381, (0 split)
## glebokosc_mm < 4.585 to the left, agree=0.711, adj=0.381, (0 split)
##
## Node number 935: 42 observations, complexity param=0.00002266926
## mean=11748.26, MSE=1142261
## left son=1870 (19 obs) right son=1871 (23 obs)
## Primary splits:
## glebokosc_procent < 1.064655 to the left, improve=0.15257410, (0 missing)
## czubek_a_najszerszy < 57.5 to the right, improve=0.10030710, (0 missing)
## szerokosc < 7.415 to the right, improve=0.08430286, (0 missing)
## gestosc < 0.006120279 to the left, improve=0.07158215, (0 missing)
## objetosc < 247.2209 to the right, improve=0.05460283, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 57.5 to the right, agree=0.857, adj=0.684, (0 split)
## glebokosc < 60.95 to the left, agree=0.810, adj=0.579, (0 split)
## ciecie splits as RRRRL, agree=0.762, adj=0.474, (0 split)
## dlugosc < 7.435 to the right, agree=0.738, adj=0.421, (0 split)
## szerokosc < 7.495 to the right, agree=0.738, adj=0.421, (0 split)
##
## Node number 936: 36 observations, complexity param=0.00001493108
## mean=10962.86, MSE=1194541
## left son=1872 (15 obs) right son=1873 (21 obs)
## Primary splits:
## glebokosc_procent < 1.051271 to the left, improve=0.10960180, (0 missing)
## czubek_a_najszerszy < 57.5 to the right, improve=0.09367737, (0 missing)
## klarownosc splits as LLLLRRRR, improve=0.08144720, (0 missing)
## glebokosc < 61.55 to the left, improve=0.07324757, (0 missing)
## gestosc < 0.00616168 to the left, improve=0.05591140, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 58.5 to the right, agree=0.889, adj=0.733, (0 split)
## glebokosc_mm < 4.665 to the left, agree=0.833, adj=0.600, (0 split)
## glebokosc < 61.45 to the left, agree=0.806, adj=0.533, (0 split)
## ciecie splits as RRRRL, agree=0.722, adj=0.333, (0 split)
## szerokosc < 7.675 to the right, agree=0.667, adj=0.200, (0 split)
##
## Node number 937: 19 observations
## mean=11991.05, MSE=1723218
##
## Node number 938: 23 observations
## mean=12327.13, MSE=1799500
##
## Node number 939: 17 observations
## mean=13466.41, MSE=2628321
##
## Node number 944: 16 observations
## mean=11569.62, MSE=3174502
##
## Node number 945: 72 observations, complexity param=0.00005773408
## mean=13150.85, MSE=1340410
## left son=1890 (47 obs) right son=1891 (25 obs)
## Primary splits:
## klarownosc splits as LLLLRRRR, improve=0.18883920, (0 missing)
## karaty < 1.535 to the right, improve=0.17459350, (0 missing)
## karat2 < 2.35625 to the right, improve=0.17459350, (0 missing)
## glebokosc_mm < 4.575 to the right, improve=0.11559370, (0 missing)
## objetosc < 252.4451 to the right, improve=0.08336885, (0 missing)
## Surrogate splits:
## szerokosc < 7.255 to the right, agree=0.681, adj=0.08, (0 split)
## objetosc < 237.6105 to the right, agree=0.681, adj=0.08, (0 split)
## gestosc < 0.006223825 to the left, agree=0.681, adj=0.08, (0 split)
## czubek_a_najszerszy < 59.5 to the left, agree=0.667, adj=0.04, (0 split)
## dlugosc < 7.25 to the right, agree=0.667, adj=0.04, (0 split)
##
## Node number 946: 16 observations
## mean=14145.75, MSE=1236650
##
## Node number 947: 16 observations
## mean=15658.25, MSE=272518.1
##
## Node number 948: 57 observations, complexity param=0.00002474616
## mean=13988.79, MSE=1544698
## left son=1896 (15 obs) right son=1897 (42 obs)
## Primary splits:
## glebokosc_mm < 4.505 to the left, improve=0.08871961, (0 missing)
## czubek_a_najszerszy < 58.5 to the right, improve=0.06161558, (0 missing)
## kolor splits as LLLLLRR, improve=0.05064140, (0 missing)
## glebokosc_procent < 1.085178 to the left, improve=0.04889529, (0 missing)
## objetosc < 243.881 to the left, improve=0.04684132, (0 missing)
## Surrogate splits:
## glebokosc < 61.15 to the left, agree=0.895, adj=0.600, (0 split)
## glebokosc_procent < 1.014704 to the left, agree=0.860, adj=0.467, (0 split)
## dlugosc < 7.435 to the right, agree=0.807, adj=0.267, (0 split)
## szerokosc < 7.39 to the right, agree=0.789, adj=0.200, (0 split)
## karaty < 1.42 to the left, agree=0.772, adj=0.133, (0 split)
##
## Node number 949: 19 observations
## mean=15288.68, MSE=2193500
##
## Node number 950: 18 observations
## mean=15655.06, MSE=2606787
##
## Node number 951: 25 observations
## mean=16838.84, MSE=1058455
##
## Node number 1008: 18 observations
## mean=12731.33, MSE=5078092
##
## Node number 1009: 134 observations, complexity param=0.00006273215
## mean=14521.79, MSE=3418950
## left son=2018 (81 obs) right son=2019 (53 obs)
## Primary splits:
## szerokosc < 8.265 to the left, improve=0.03796270, (0 missing)
## glebokosc_mm < 5.055 to the left, improve=0.02687594, (0 missing)
## objetosc < 362.4898 to the left, improve=0.02578881, (0 missing)
## karaty < 2.065 to the left, improve=0.02263366, (0 missing)
## karat2 < 4.26425 to the left, improve=0.02263366, (0 missing)
## Surrogate splits:
## dlugosc < 8.305 to the left, agree=0.896, adj=0.736, (0 split)
## objetosc < 353.6533 to the left, agree=0.858, adj=0.642, (0 split)
## karaty < 2.145 to the left, agree=0.836, adj=0.585, (0 split)
## karat2 < 4.60105 to the left, agree=0.836, adj=0.585, (0 split)
## glebokosc_mm < 5.145 to the left, agree=0.746, adj=0.358, (0 split)
##
## Node number 1014: 32 observations, complexity param=0.00004261598
## mean=15556.62, MSE=2932870
## left son=2028 (16 obs) right son=2029 (16 obs)
## Primary splits:
## objetosc < 322.1816 to the right, improve=0.14333750, (0 missing)
## glebokosc_procent < 1.05592 to the right, improve=0.06472753, (0 missing)
## glebokosc < 62.55 to the right, improve=0.03886658, (0 missing)
## gestosc < 0.006283256 to the left, improve=0.02816269, (0 missing)
## glebokosc_mm < 5.015 to the right, improve=0.02409049, (0 missing)
## Surrogate splits:
## karaty < 2.015 to the right, agree=0.906, adj=0.812, (0 split)
## karat2 < 4.06025 to the right, agree=0.906, adj=0.812, (0 split)
## glebokosc_mm < 5.03 to the right, agree=0.875, adj=0.750, (0 split)
## glebokosc < 62.45 to the right, agree=0.719, adj=0.438, (0 split)
## dlugosc < 8.08 to the right, agree=0.719, adj=0.438, (0 split)
##
## Node number 1015: 96 observations, complexity param=0.00008279943
## mean=16674.29, MSE=3120822
## left son=2030 (55 obs) right son=2031 (41 obs)
## Primary splits:
## glebokosc_mm < 5.025 to the right, improve=0.07052425, (0 missing)
## glebokosc < 62.05 to the right, improve=0.05332870, (0 missing)
## dlugosc < 8.395 to the right, improve=0.04952039, (0 missing)
## karaty < 2.025 to the right, improve=0.04889332, (0 missing)
## karat2 < 4.10065 to the right, improve=0.04889332, (0 missing)
## Surrogate splits:
## karaty < 2.025 to the right, agree=0.823, adj=0.585, (0 split)
## karat2 < 4.10065 to the right, agree=0.823, adj=0.585, (0 split)
## objetosc < 338.4362 to the right, agree=0.812, adj=0.561, (0 split)
## glebokosc < 60.3 to the right, agree=0.708, adj=0.317, (0 split)
## dlugosc < 8.175 to the right, agree=0.646, adj=0.171, (0 split)
##
## Node number 1020: 54 observations, complexity param=0.00009302573
## mean=15632.63, MSE=2535105
## left son=2040 (38 obs) right son=2041 (16 obs)
## Primary splits:
## szerokosc < 8.305 to the left, improve=0.2346287, (0 missing)
## dlugosc < 8.255 to the left, improve=0.2296170, (0 missing)
## karaty < 2.16 to the left, improve=0.2071792, (0 missing)
## karat2 < 4.6657 to the left, improve=0.2071792, (0 missing)
## objetosc < 353.206 to the left, improve=0.2012628, (0 missing)
## Surrogate splits:
## dlugosc < 8.375 to the left, agree=0.981, adj=0.938, (0 split)
## objetosc < 351.1201 to the left, agree=0.963, adj=0.875, (0 split)
## karaty < 2.135 to the left, agree=0.944, adj=0.812, (0 split)
## karat2 < 4.55825 to the left, agree=0.944, adj=0.812, (0 split)
## glebokosc_mm < 5.115 to the left, agree=0.889, adj=0.625, (0 split)
##
## Node number 1021: 55 observations, complexity param=0.00002109987
## mean=16620.87, MSE=1750434
## left son=2042 (17 obs) right son=2043 (38 obs)
## Primary splits:
## glebokosc_mm < 4.93 to the left, improve=0.06918330, (0 missing)
## gestosc < 0.006072751 to the left, improve=0.05838809, (0 missing)
## glebokosc_procent < 0.9967342 to the left, improve=0.05217281, (0 missing)
## glebokosc < 60.7 to the left, improve=0.02919279, (0 missing)
## dlugosc < 8.185 to the right, improve=0.02508383, (0 missing)
## Surrogate splits:
## glebokosc < 59.3 to the left, agree=0.836, adj=0.471, (0 split)
## glebokosc_procent < 0.9754032 to the left, agree=0.836, adj=0.471, (0 split)
## objetosc < 322.0169 to the left, agree=0.818, adj=0.412, (0 split)
## czubek_a_najszerszy < 61.5 to the right, agree=0.800, adj=0.353, (0 split)
## ciecie splits as LLRRR, agree=0.745, adj=0.176, (0 split)
##
## Node number 1022: 48 observations, complexity param=0.0000211345
## mean=16350.77, MSE=3405353
## left son=2044 (23 obs) right son=2045 (25 obs)
## Primary splits:
## karaty < 2.015 to the left, improve=0.04081490, (0 missing)
## karat2 < 4.06025 to the left, improve=0.04081490, (0 missing)
## czubek_a_najszerszy < 58.5 to the left, improve=0.03767864, (0 missing)
## glebokosc < 60.65 to the left, improve=0.03182703, (0 missing)
## glebokosc_mm < 4.965 to the right, improve=0.03107125, (0 missing)
## Surrogate splits:
## karat2 < 4.06025 to the left, agree=1.000, adj=1.000, (0 split)
## objetosc < 332.046 to the left, agree=0.792, adj=0.565, (0 split)
## glebokosc_mm < 5.01 to the left, agree=0.750, adj=0.478, (0 split)
## szerokosc < 8.065 to the left, agree=0.729, adj=0.435, (0 split)
## dlugosc < 8.165 to the left, agree=0.708, adj=0.391, (0 split)
##
## Node number 1023: 61 observations, complexity param=0.00007596828
## mean=17280.08, MSE=2228549
## left son=2046 (15 obs) right son=2047 (46 obs)
## Primary splits:
## dlugosc < 8.235 to the right, improve=0.18215620, (0 missing)
## glebokosc_mm < 4.915 to the left, improve=0.11779840, (0 missing)
## glebokosc < 60.7 to the left, improve=0.11748040, (0 missing)
## gestosc < 0.006116959 to the left, improve=0.08395972, (0 missing)
## glebokosc_procent < 1.016262 to the left, improve=0.07823513, (0 missing)
## Surrogate splits:
## szerokosc < 8.22 to the right, agree=0.869, adj=0.467, (0 split)
## objetosc < 336.5571 to the right, agree=0.869, adj=0.467, (0 split)
## glebokosc < 58.75 to the left, agree=0.852, adj=0.400, (0 split)
## glebokosc_procent < 0.9829598 to the left, agree=0.852, adj=0.400, (0 split)
## gestosc < 0.006042275 to the left, agree=0.852, adj=0.400, (0 split)
##
## Node number 1030: 29 observations
## mean=513.3103, MSE=3394.49
##
## Node number 1031: 78 observations
## mean=652.3718, MSE=7031.003
##
## Node number 1038: 164 observations, complexity param=0.000001090507
## mean=657.2866, MSE=7489.265
## left son=2076 (78 obs) right son=2077 (86 obs)
## Primary splits:
## kolor splits as LLLLLRR, improve=0.2802691, (0 missing)
## klarownosc splits as LLLLLRRR, improve=0.1666046, (0 missing)
## glebokosc < 62.85 to the right, improve=0.1057160, (0 missing)
## ciecie splits as LLLRR, improve=0.1008365, (0 missing)
## czy_premium < 0.5 to the left, improve=0.1008365, (0 missing)
## Surrogate splits:
## karaty < 0.305 to the right, agree=0.640, adj=0.244, (0 split)
## karat2 < 0.09305 to the right, agree=0.640, adj=0.244, (0 split)
## glebokosc < 62.55 to the right, agree=0.622, adj=0.205, (0 split)
## objetosc < 49.69954 to the right, agree=0.598, adj=0.154, (0 split)
## gestosc < 0.006109737 to the right, agree=0.598, adj=0.154, (0 split)
##
## Node number 1039: 65 observations
## mean=771.9692, MSE=13209.63
##
## Node number 1048: 299 observations, complexity param=0.000001260173
## mean=578.8395, MSE=8396.951
## left son=2096 (124 obs) right son=2097 (175 obs)
## Primary splits:
## kolor splits as LLRRRRR, improve=0.1584410, (0 missing)
## dlugosc < 4.385 to the left, improve=0.1123588, (0 missing)
## karaty < 0.325 to the left, improve=0.1053118, (0 missing)
## karat2 < 0.10565 to the left, improve=0.1053118, (0 missing)
## objetosc < 53.9885 to the left, improve=0.1044570, (0 missing)
## Surrogate splits:
## dlugosc < 4.535 to the right, agree=0.622, adj=0.089, (0 split)
## karaty < 0.365 to the right, agree=0.619, adj=0.081, (0 split)
## objetosc < 57.87206 to the right, agree=0.619, adj=0.081, (0 split)
## karat2 < 0.13325 to the right, agree=0.619, adj=0.081, (0 split)
## szerokosc < 4.545 to the right, agree=0.615, adj=0.073, (0 split)
##
## Node number 1049: 107 observations
## mean=701.8598, MSE=11366.21
##
## Node number 1050: 138 observations
## mean=643.6377, MSE=6927.622
##
## Node number 1051: 263 observations, complexity param=0.000001233545
## mean=766.365, MSE=11927.14
## left son=2102 (178 obs) right son=2103 (85 obs)
## Primary splits:
## dlugosc < 4.435 to the left, improve=0.12413460, (0 missing)
## klarownosc splits as LLLLLRRR, improve=0.11145620, (0 missing)
## ciecie splits as LLLLR, improve=0.08005140, (0 missing)
## karaty < 0.325 to the left, improve=0.07614765, (0 missing)
## karat2 < 0.10565 to the left, improve=0.07614765, (0 missing)
## Surrogate splits:
## objetosc < 53.97594 to the left, agree=0.928, adj=0.776, (0 split)
## szerokosc < 4.465 to the left, agree=0.894, adj=0.671, (0 split)
## karaty < 0.325 to the left, agree=0.890, adj=0.659, (0 split)
## karat2 < 0.10565 to the left, agree=0.890, adj=0.659, (0 split)
## glebokosc_mm < 2.745 to the left, agree=0.852, adj=0.541, (0 split)
##
## Node number 1052: 196 observations
## mean=740.6582, MSE=14981.6
##
## Node number 1053: 452 observations, complexity param=0.000001898299
## mean=821.1659, MSE=13648.51
## left son=2106 (363 obs) right son=2107 (89 obs)
## Primary splits:
## szerokosc < 4.335 to the right, improve=0.06828490, (0 missing)
## klarownosc splits as LLLLLRRR, improve=0.06437857, (0 missing)
## dlugosc < 4.325 to the left, improve=0.04386021, (0 missing)
## kolor splits as LLLLLLR, improve=0.03610527, (0 missing)
## ciecie splits as LLLRR, improve=0.03583878, (0 missing)
## Surrogate splits:
## objetosc < 50.29376 to the right, agree=0.881, adj=0.393, (0 split)
## karaty < 0.305 to the right, agree=0.838, adj=0.180, (0 split)
## karat2 < 0.09305 to the right, agree=0.838, adj=0.180, (0 split)
## dlugosc < 4.315 to the right, agree=0.819, adj=0.079, (0 split)
##
## Node number 1054: 50 observations
## mean=804.06, MSE=13132.7
##
## Node number 1055: 226 observations
## mean=908.2257, MSE=14133.4
##
## Node number 1086: 29 observations
## mean=1044.241, MSE=15968.46
##
## Node number 1087: 20 observations
## mean=1253.9, MSE=95292.99
##
## Node number 1098: 31 observations
## mean=696.3871, MSE=4902.56
##
## Node number 1099: 281 observations, complexity param=0.00000146828
## mean=817.0427, MSE=12721.17
## left son=2198 (36 obs) right son=2199 (245 obs)
## Primary splits:
## dlugosc < 4.665 to the left, improve=0.10251740, (0 missing)
## szerokosc < 4.745 to the right, improve=0.09399460, (0 missing)
## czy_premium < 0.5 to the left, improve=0.05723715, (0 missing)
## ciecie splits as LLLRR, improve=0.05723715, (0 missing)
## kolor splits as LLLLLLR, improve=0.02833646, (0 missing)
## Surrogate splits:
## objetosc < 62.40557 to the left, agree=0.918, adj=0.361, (0 split)
## karaty < 0.375 to the left, agree=0.907, adj=0.278, (0 split)
## karat2 < 0.14065 to the left, agree=0.907, adj=0.278, (0 split)
## glebokosc_mm < 2.845 to the left, agree=0.900, adj=0.222, (0 split)
## szerokosc < 4.625 to the left, agree=0.897, adj=0.194, (0 split)
##
## Node number 1100: 55 observations
## mean=793.1636, MSE=7381.664
##
## Node number 1101: 39 observations
## mean=937.5385, MSE=13224.25
##
## Node number 1114: 125 observations
## mean=927.44, MSE=10849.05
##
## Node number 1115: 119 observations
## mean=1014.706, MSE=9473.367
##
## Node number 1116: 63 observations
## mean=957.7302, MSE=13516.42
##
## Node number 1117: 252 observations, complexity param=0.000001046467
## mean=1050.56, MSE=12141.04
## left son=2234 (209 obs) right son=2235 (43 obs)
## Primary splits:
## kolor splits as LLLLLLR, improve=0.10788370, (0 missing)
## klarownosc splits as LLLLRRRR, improve=0.06754496, (0 missing)
## szerokosc < 4.785 to the right, improve=0.03931857, (0 missing)
## dlugosc < 4.795 to the left, improve=0.03149925, (0 missing)
## glebokosc_procent < 1.028341 to the right, improve=0.01911164, (0 missing)
##
## Node number 1144: 92 observations, complexity param=0.000001012902
## mean=1179.174, MSE=14980.19
## left son=2288 (27 obs) right son=2289 (65 obs)
## Primary splits:
## kolor splits as LLLLRRR, improve=0.23200240, (0 missing)
## gestosc < 0.006003137 to the left, improve=0.13447480, (0 missing)
## glebokosc < 61 to the left, improve=0.09749938, (0 missing)
## glebokosc_mm < 2.855 to the left, improve=0.06079448, (0 missing)
## ciecie splits as LLLLR, improve=0.05619057, (0 missing)
## Surrogate splits:
## objetosc < 67.09304 to the right, agree=0.717, adj=0.037, (0 split)
##
## Node number 1145: 114 observations, complexity param=0.000001536235
## mean=1295.57, MSE=23871.88
## left son=2290 (64 obs) right son=2291 (50 obs)
## Primary splits:
## kolor splits as LLLLRRR, improve=0.17819540, (0 missing)
## glebokosc_procent < 1.025599 to the left, improve=0.13339110, (0 missing)
## glebokosc_mm < 2.925 to the left, improve=0.11223090, (0 missing)
## glebokosc < 60.65 to the left, improve=0.09183947, (0 missing)
## czubek_a_najszerszy < 58.5 to the right, improve=0.06988410, (0 missing)
## Surrogate splits:
## glebokosc_mm < 2.945 to the right, agree=0.640, adj=0.18, (0 split)
## objetosc < 67.01908 to the right, agree=0.632, adj=0.16, (0 split)
## szerokosc < 4.765 to the right, agree=0.623, adj=0.14, (0 split)
## glebokosc < 59.75 to the right, agree=0.605, adj=0.10, (0 split)
## karaty < 0.385 to the right, agree=0.596, adj=0.08, (0 split)
##
## Node number 1160: 27 observations
## mean=994.6667, MSE=6850.963
##
## Node number 1161: 71 observations
## mean=1168.211, MSE=11459.15
##
## Node number 1162: 47 observations
## mean=1194.894, MSE=18743.03
##
## Node number 1163: 43 observations
## mean=1388.953, MSE=25318.51
##
## Node number 1164: 98 observations, complexity param=0.000001835924
## mean=1302.724, MSE=20628.87
## left son=2328 (58 obs) right son=2329 (40 obs)
## Primary splits:
## karaty < 0.505 to the left, improve=0.2866707, (0 missing)
## karat2 < 0.25505 to the left, improve=0.2866707, (0 missing)
## objetosc < 82.01152 to the left, improve=0.1737035, (0 missing)
## dlugosc < 5.085 to the left, improve=0.1176985, (0 missing)
## ciecie splits as LLRRR, improve=0.1132953, (0 missing)
## Surrogate splits:
## karat2 < 0.25505 to the left, agree=1.000, adj=1.000, (0 split)
## objetosc < 82.41846 to the left, agree=0.878, adj=0.700, (0 split)
## dlugosc < 5.095 to the left, agree=0.735, adj=0.350, (0 split)
## glebokosc_mm < 3.185 to the left, agree=0.694, adj=0.250, (0 split)
## czubek_a_najszerszy < 57.5 to the right, agree=0.663, adj=0.175, (0 split)
##
## Node number 1165: 49 observations
## mean=1458.673, MSE=22986.3
##
## Node number 1166: 122 observations, complexity param=0.00000137703
## mean=1498.795, MSE=32623.02
## left son=2332 (34 obs) right son=2333 (88 obs)
## Primary splits:
## dlugosc < 5.185 to the left, improve=0.10921680, (0 missing)
## objetosc < 87.99684 to the left, improve=0.10656790, (0 missing)
## karaty < 0.535 to the left, improve=0.07805193, (0 missing)
## karat2 < 0.28625 to the left, improve=0.07805193, (0 missing)
## kolor splits as LLLLLRR, improve=0.06051913, (0 missing)
## Surrogate splits:
## objetosc < 85.48034 to the left, agree=0.885, adj=0.588, (0 split)
## karaty < 0.525 to the left, agree=0.836, adj=0.412, (0 split)
## karat2 < 0.27565 to the left, agree=0.836, adj=0.412, (0 split)
## szerokosc < 5.215 to the left, agree=0.795, adj=0.265, (0 split)
## glebokosc_procent < 1.136948 to the right, agree=0.787, adj=0.235, (0 split)
##
## Node number 1167: 60 observations
## mean=1684.6, MSE=15519.71
##
## Node number 1176: 24 observations
## mean=1307.125, MSE=17212.11
##
## Node number 1177: 43 observations
## mean=1474.093, MSE=43396.32
##
## Node number 1178: 26 observations
## mean=1384.077, MSE=23442.15
##
## Node number 1179: 60 observations, complexity param=0.000001482174
## mean=1822.517, MSE=34256.45
## left son=2358 (39 obs) right son=2359 (21 obs)
## Primary splits:
## dlugosc < 5.445 to the left, improve=0.2276333, (0 missing)
## objetosc < 98.33725 to the left, improve=0.2073548, (0 missing)
## karaty < 0.595 to the left, improve=0.2060386, (0 missing)
## karat2 < 0.35405 to the left, improve=0.2060386, (0 missing)
## glebokosc_procent < 1.073049 to the left, improve=0.1404641, (0 missing)
## Surrogate splits:
## objetosc < 99.1999 to the left, agree=0.850, adj=0.571, (0 split)
## karaty < 0.605 to the left, agree=0.817, adj=0.476, (0 split)
## szerokosc < 5.455 to the left, agree=0.817, adj=0.476, (0 split)
## karat2 < 0.36605 to the left, agree=0.817, adj=0.476, (0 split)
## glebokosc_mm < 3.375 to the left, agree=0.767, adj=0.333, (0 split)
##
## Node number 1200: 15 observations
## mean=1244.867, MSE=7244.916
##
## Node number 1201: 20 observations
## mean=1441.45, MSE=30172.55
##
## Node number 1204: 80 observations, complexity param=0.000001508531
## mean=1544.775, MSE=23561.57
## left son=2408 (45 obs) right son=2409 (35 obs)
## Primary splits:
## objetosc < 84.16277 to the left, improve=0.2526330, (0 missing)
## karaty < 0.505 to the left, improve=0.2213084, (0 missing)
## karat2 < 0.25505 to the left, improve=0.2213084, (0 missing)
## dlugosc < 5.095 to the left, improve=0.2147001, (0 missing)
## klarownosc splits as LLLLRRRR, improve=0.2109462, (0 missing)
## Surrogate splits:
## karaty < 0.515 to the left, agree=0.900, adj=0.771, (0 split)
## karat2 < 0.26525 to the left, agree=0.900, adj=0.771, (0 split)
## dlugosc < 5.115 to the left, agree=0.812, adj=0.571, (0 split)
## szerokosc < 5.125 to the left, agree=0.812, adj=0.571, (0 split)
## gestosc < 0.00607922 to the right, agree=0.762, adj=0.457, (0 split)
##
## Node number 1205: 97 observations, complexity param=0.000001463614
## mean=1684.598, MSE=17136.96
## left son=2410 (72 obs) right son=2411 (25 obs)
## Primary splits:
## klarownosc splits as LLLLRRRR, improve=0.27794000, (0 missing)
## objetosc < 86.81088 to the left, improve=0.11739120, (0 missing)
## szerokosc < 5.185 to the left, improve=0.10144850, (0 missing)
## glebokosc < 62.85 to the right, improve=0.09026700, (0 missing)
## karaty < 0.505 to the left, improve=0.08338531, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.034449 to the right, agree=0.794, adj=0.20, (0 split)
## glebokosc_mm < 3.075 to the right, agree=0.784, adj=0.16, (0 split)
## gestosc < 0.005971079 to the right, agree=0.784, adj=0.16, (0 split)
## glebokosc < 59.9 to the right, agree=0.763, adj=0.08, (0 split)
## czubek_a_najszerszy < 60.5 to the left, agree=0.763, adj=0.08, (0 split)
##
## Node number 1206: 393 observations, complexity param=0.000002551539
## mean=1717.532, MSE=24963.67
## left son=2412 (242 obs) right son=2413 (151 obs)
## Primary splits:
## klarownosc splits as LLLLRRRR, improve=0.08076962, (0 missing)
## dlugosc < 5.135 to the left, improve=0.07549718, (0 missing)
## glebokosc_mm < 3.205 to the left, improve=0.05943643, (0 missing)
## objetosc < 83.91722 to the left, improve=0.05752305, (0 missing)
## karaty < 0.515 to the left, improve=0.05672743, (0 missing)
## Surrogate splits:
## kolor splits as RRRRLLL, agree=0.725, adj=0.285, (0 split)
## gestosc < 0.005949662 to the right, agree=0.628, adj=0.033, (0 split)
## glebokosc < 58.35 to the right, agree=0.621, adj=0.013, (0 split)
## czubek_a_najszerszy < 53.95 to the right, agree=0.621, adj=0.013, (0 split)
## glebokosc_procent < 1.128182 to the left, agree=0.621, adj=0.013, (0 split)
##
## Node number 1207: 107 observations
## mean=1849.981, MSE=15020.67
##
## Node number 1208: 82 observations
## mean=1726.707, MSE=26072.67
##
## Node number 1209: 55 observations
## mean=1905.473, MSE=14460.98
##
## Node number 1210: 97 observations, complexity param=0.000001778051
## mean=1922.66, MSE=39204.41
## left son=2420 (81 obs) right son=2421 (16 obs)
## Primary splits:
## objetosc < 95.5728 to the left, improve=0.14759360, (0 missing)
## ciecie splits as LLLRR, improve=0.14325650, (0 missing)
## czy_premium < 0.5 to the left, improve=0.14325650, (0 missing)
## dlugosc < 5.345 to the left, improve=0.13796110, (0 missing)
## karaty < 0.575 to the left, improve=0.06426736, (0 missing)
## Surrogate splits:
## szerokosc < 5.385 to the left, agree=0.948, adj=0.687, (0 split)
## karaty < 0.575 to the left, agree=0.938, adj=0.625, (0 split)
## karat2 < 0.33065 to the left, agree=0.938, adj=0.625, (0 split)
## dlugosc < 5.385 to the left, agree=0.907, adj=0.437, (0 split)
## glebokosc_mm < 3.315 to the left, agree=0.876, adj=0.250, (0 split)
##
## Node number 1211: 38 observations
## mean=2112.289, MSE=29762.52
##
## Node number 1212: 26 observations
## mean=1959.269, MSE=40817.66
##
## Node number 1213: 21 observations
## mean=2211.667, MSE=38639.65
##
## Node number 1214: 17 observations
## mean=2230.412, MSE=52459.42
##
## Node number 1215: 15 observations
## mean=2465.8, MSE=144935.8
##
## Node number 1226: 37 observations
## mean=1804.378, MSE=21597.32
##
## Node number 1227: 126 observations
## mean=1953.722, MSE=15167.49
##
## Node number 1228: 18 observations
## mean=1933.444, MSE=23192.47
##
## Node number 1229: 40 observations, complexity param=0.000002704121
## mean=2202.675, MSE=40919.97
## left son=2458 (25 obs) right son=2459 (15 obs)
## Primary splits:
## klarownosc splits as LLLLLLRR, improve=0.52150800, (0 missing)
## dlugosc < 5.295 to the right, improve=0.08858035, (0 missing)
## objetosc < 92.65606 to the right, improve=0.04970186, (0 missing)
## szerokosc < 5.315 to the right, improve=0.04784851, (0 missing)
## gestosc < 0.006113253 to the right, improve=0.04000007, (0 missing)
## Surrogate splits:
## dlugosc < 5.285 to the right, agree=0.750, adj=0.333, (0 split)
## szerokosc < 5.305 to the right, agree=0.725, adj=0.267, (0 split)
## gestosc < 0.006113253 to the right, agree=0.725, adj=0.267, (0 split)
## objetosc < 90.99257 to the right, agree=0.700, adj=0.200, (0 split)
## karaty < 0.565 to the right, agree=0.675, adj=0.133, (0 split)
##
## Node number 1230: 15 observations
## mean=2192.8, MSE=66997.76
##
## Node number 1231: 19 observations
## mean=2542.737, MSE=69271.35
##
## Node number 1286: 19 observations
## mean=1991.947, MSE=36414.79
##
## Node number 1287: 19 observations
## mean=2205.368, MSE=26801.81
##
## Node number 1290: 50 observations
## mean=1999.7, MSE=42631.97
##
## Node number 1291: 98 observations, complexity param=0.000002977423
## mean=2207.929, MSE=55533.94
## left son=2582 (47 obs) right son=2583 (51 obs)
## Primary splits:
## szerokosc < 5.735 to the left, improve=0.1726975, (0 missing)
## objetosc < 115.5321 to the left, improve=0.1671841, (0 missing)
## czubek_a_najszerszy < 56.5 to the right, improve=0.1393162, (0 missing)
## ciecie splits as LLRRR, improve=0.1371998, (0 missing)
## gestosc < 0.006136298 to the right, improve=0.1327660, (0 missing)
## Surrogate splits:
## objetosc < 115.181 to the left, agree=0.816, adj=0.617, (0 split)
## gestosc < 0.006131043 to the right, agree=0.806, adj=0.596, (0 split)
## dlugosc < 5.695 to the left, agree=0.796, adj=0.574, (0 split)
## glebokosc < 62.4 to the right, agree=0.735, adj=0.447, (0 split)
## ciecie splits as LLRRR, agree=0.612, adj=0.191, (0 split)
##
## Node number 1292: 26 observations
## mean=1985.154, MSE=116032.4
##
## Node number 1293: 77 observations, complexity param=0.00000215035
## mean=2223.623, MSE=63581.87
## left son=2586 (19 obs) right son=2587 (58 obs)
## Primary splits:
## glebokosc < 60.35 to the left, improve=0.13864850, (0 missing)
## objetosc < 117.7392 to the left, improve=0.11048990, (0 missing)
## glebokosc_procent < 1.027098 to the left, improve=0.09947932, (0 missing)
## glebokosc_mm < 3.515 to the left, improve=0.09276731, (0 missing)
## czubek_a_najszerszy < 56.5 to the right, improve=0.08722016, (0 missing)
## Surrogate splits:
## glebokosc_mm < 3.485 to the left, agree=0.948, adj=0.789, (0 split)
## glebokosc_procent < 1.021333 to the left, agree=0.896, adj=0.579, (0 split)
## dlugosc < 5.835 to the right, agree=0.857, adj=0.421, (0 split)
## szerokosc < 5.805 to the right, agree=0.844, adj=0.368, (0 split)
## czubek_a_najszerszy < 59.5 to the right, agree=0.805, adj=0.211, (0 split)
##
## Node number 1294: 101 observations, complexity param=0.000001275173
## mean=2356.683, MSE=38135.92
## left son=2588 (33 obs) right son=2589 (68 obs)
## Primary splits:
## kolor splits as LLLLRRR, improve=0.10450650, (0 missing)
## ciecie splits as LLRRR, improve=0.09123124, (0 missing)
## czy_premium < 0.5 to the left, improve=0.08076811, (0 missing)
## objetosc < 114.5285 to the left, improve=0.07549740, (0 missing)
## glebokosc < 62.45 to the right, improve=0.05488695, (0 missing)
## Surrogate splits:
## glebokosc < 63.95 to the right, agree=0.713, adj=0.121, (0 split)
## dlugosc < 5.595 to the left, agree=0.703, adj=0.091, (0 split)
## gestosc < 0.006309058 to the right, agree=0.703, adj=0.091, (0 split)
## szerokosc < 5.595 to the left, agree=0.693, adj=0.061, (0 split)
## glebokosc_procent < 1.16 to the right, agree=0.693, adj=0.061, (0 split)
##
## Node number 1295: 80 observations, complexity param=0.000002572632
## mean=2541.537, MSE=79285.52
## left son=2590 (16 obs) right son=2591 (64 obs)
## Primary splits:
## szerokosc < 5.745 to the left, improve=0.09237689, (0 missing)
## czubek_a_najszerszy < 57.5 to the right, improve=0.09136315, (0 missing)
## glebokosc_procent < 1.098276 to the left, improve=0.08846754, (0 missing)
## glebokosc_mm < 3.515 to the left, improve=0.08476624, (0 missing)
## ciecie splits as LLLRR, improve=0.06760456, (0 missing)
## Surrogate splits:
## glebokosc < 62.65 to the right, agree=0.925, adj=0.625, (0 split)
## dlugosc < 5.695 to the left, agree=0.850, adj=0.250, (0 split)
## glebokosc_mm < 3.595 to the right, agree=0.838, adj=0.187, (0 split)
## glebokosc_procent < 1.146785 to the right, agree=0.838, adj=0.187, (0 split)
## gestosc < 0.006205825 to the right, agree=0.812, adj=0.062, (0 split)
##
## Node number 1300: 38 observations
## mean=2301.026, MSE=23538.92
##
## Node number 1301: 19 observations
## mean=2460.263, MSE=51915.04
##
## Node number 1306: 15 observations
## mean=2363.933, MSE=88331
##
## Node number 1307: 20 observations
## mean=2663.15, MSE=42516.13
##
## Node number 1308: 34 observations
## mean=2580.441, MSE=50024.31
##
## Node number 1309: 55 observations
## mean=2738.909, MSE=69027.21
##
## Node number 1310: 16 observations
## mean=2691.625, MSE=47771.73
##
## Node number 1311: 27 observations
## mean=3015.148, MSE=125888.1
##
## Node number 1332: 39 observations, complexity param=0.000001285307
## mean=2665.564, MSE=33812.86
## left son=2664 (20 obs) right son=2665 (19 obs)
## Primary splits:
## gestosc < 0.006118442 to the left, improve=0.3076738, (0 missing)
## glebokosc < 61.15 to the left, improve=0.1929278, (0 missing)
## karaty < 0.755 to the left, improve=0.1906162, (0 missing)
## karat2 < 0.57005 to the left, improve=0.1906162, (0 missing)
## objetosc < 123.8807 to the left, improve=0.1869508, (0 missing)
## Surrogate splits:
## karaty < 0.755 to the left, agree=0.769, adj=0.526, (0 split)
## karat2 < 0.57005 to the left, agree=0.769, adj=0.526, (0 split)
## kolor splits as RRRRLLL, agree=0.667, adj=0.316, (0 split)
## glebokosc < 60.75 to the left, agree=0.667, adj=0.316, (0 split)
## szerokosc < 5.845 to the right, agree=0.667, adj=0.316, (0 split)
##
## Node number 1333: 17 observations
## mean=2948.588, MSE=105338.7
##
## Node number 1334: 25 observations
## mean=2896.12, MSE=34299.95
##
## Node number 1335: 33 observations
## mean=3144, MSE=75857.52
##
## Node number 1336: 24 observations
## mean=2765.167, MSE=36387.06
##
## Node number 1337: 22 observations
## mean=2968.455, MSE=79912.16
##
## Node number 1340: 16 observations
## mean=3012.75, MSE=40952.56
##
## Node number 1341: 24 observations
## mean=3288.417, MSE=121395.3
##
## Node number 1342: 27 observations
## mean=3321.259, MSE=155618.2
##
## Node number 1343: 16 observations
## mean=3787.562, MSE=115129
##
## Node number 1364: 16 observations
## mean=2187.438, MSE=25924.37
##
## Node number 1365: 23 observations
## mean=2375.261, MSE=37007.41
##
## Node number 1366: 39 observations, complexity param=0.000001654662
## mean=2476.897, MSE=82371.37
## left son=2732 (20 obs) right son=2733 (19 obs)
## Primary splits:
## ciecie splits as LLLRR, improve=0.16259180, (0 missing)
## czy_premium < 0.5 to the left, improve=0.16259180, (0 missing)
## objetosc < 114.6721 to the left, improve=0.11826110, (0 missing)
## szerokosc < 5.705 to the left, improve=0.08873079, (0 missing)
## glebokosc < 62 to the right, improve=0.08550263, (0 missing)
## Surrogate splits:
## czy_premium < 0.5 to the left, agree=1.000, adj=1.000, (0 split)
## dlugosc < 5.655 to the left, agree=0.718, adj=0.421, (0 split)
## gestosc < 0.006148649 to the right, agree=0.718, adj=0.421, (0 split)
## glebokosc < 62.6 to the right, agree=0.692, adj=0.368, (0 split)
## czubek_a_najszerszy < 56.5 to the right, agree=0.692, adj=0.368, (0 split)
##
## Node number 1367: 16 observations
## mean=2734.562, MSE=45876.75
##
## Node number 1368: 17 observations
## mean=2251.824, MSE=29006.97
##
## Node number 1369: 72 observations, complexity param=0.000003047108
## mean=2566.778, MSE=76459.03
## left son=2738 (26 obs) right son=2739 (46 obs)
## Primary splits:
## szerokosc < 5.765 to the left, improve=0.17472560, (0 missing)
## glebokosc < 61.85 to the right, improve=0.15255230, (0 missing)
## objetosc < 119.5927 to the left, improve=0.10269360, (0 missing)
## dlugosc < 5.765 to the left, improve=0.08112812, (0 missing)
## glebokosc_procent < 1.106203 to the right, improve=0.06745740, (0 missing)
## Surrogate splits:
## objetosc < 117.8085 to the left, agree=0.833, adj=0.538, (0 split)
## dlugosc < 5.735 to the left, agree=0.806, adj=0.462, (0 split)
## glebokosc < 62.35 to the right, agree=0.736, adj=0.269, (0 split)
## karaty < 0.715 to the left, agree=0.694, adj=0.154, (0 split)
## ciecie splits as LLRRR, agree=0.694, adj=0.154, (0 split)
##
## Node number 1370: 19 observations
## mean=2615.947, MSE=64182.58
##
## Node number 1371: 29 observations
## mean=2980.621, MSE=113469.9
##
## Node number 1372: 23 observations
## mean=2584.261, MSE=48988.98
##
## Node number 1373: 15 observations
## mean=2981.867, MSE=103645.8
##
## Node number 1374: 52 observations, complexity param=0.000002569642
## mean=2975.462, MSE=78961.25
## left son=2748 (21 obs) right son=2749 (31 obs)
## Primary splits:
## glebokosc_procent < 1.088503 to the left, improve=0.19755370, (0 missing)
## czubek_a_najszerszy < 56.5 to the right, improve=0.13571810, (0 missing)
## klarownosc splits as LLLLLLRR, improve=0.11804360, (0 missing)
## gestosc < 0.00602213 to the left, improve=0.09626015, (0 missing)
## objetosc < 117.8433 to the right, improve=0.04825743, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 56.5 to the right, agree=0.885, adj=0.714, (0 split)
## glebokosc < 60.95 to the left, agree=0.808, adj=0.524, (0 split)
## dlugosc < 5.785 to the right, agree=0.788, adj=0.476, (0 split)
## glebokosc_mm < 3.525 to the left, agree=0.731, adj=0.333, (0 split)
## ciecie splits as LLLRR, agree=0.712, adj=0.286, (0 split)
##
## Node number 1375: 16 observations
## mean=3344.188, MSE=57441.65
##
## Node number 1380: 137 observations, complexity param=0.000006605972
## mean=2724.533, MSE=59863.53
## left son=2760 (47 obs) right son=2761 (90 obs)
## Primary splits:
## kolor splits as LLLLRRR, improve=0.25426340, (0 missing)
## klarownosc splits as LLLLRRRR, improve=0.07914616, (0 missing)
## ciecie splits as LLRRR, improve=0.07446198, (0 missing)
## szerokosc < 5.645 to the left, improve=0.07036655, (0 missing)
## objetosc < 112.2962 to the left, improve=0.06240194, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.133036 to the right, agree=0.708, adj=0.149, (0 split)
## dlugosc < 5.575 to the left, agree=0.701, adj=0.128, (0 split)
## glebokosc_mm < 3.625 to the right, agree=0.686, adj=0.085, (0 split)
## objetosc < 110.9151 to the left, agree=0.686, adj=0.085, (0 split)
## glebokosc < 64 to the right, agree=0.679, adj=0.064, (0 split)
##
## Node number 1381: 224 observations, complexity param=0.0000180316
## mean=3009.496, MSE=126166.2
## left son=2762 (125 obs) right son=2763 (99 obs)
## Primary splits:
## klarownosc splits as LLLLRRRR, improve=0.2014064, (0 missing)
## glebokosc_procent < 1.049576 to the left, improve=0.1436524, (0 missing)
## czubek_a_najszerszy < 57.5 to the right, improve=0.1264966, (0 missing)
## glebokosc_mm < 3.495 to the left, improve=0.1242217, (0 missing)
## czy_premium < 0.5 to the left, improve=0.1073232, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 60.75 to the left, agree=0.589, adj=0.071, (0 split)
## gestosc < 0.006103851 to the left, agree=0.589, adj=0.071, (0 split)
## karaty < 0.725 to the left, agree=0.585, adj=0.061, (0 split)
## objetosc < 119.2685 to the left, agree=0.585, adj=0.061, (0 split)
## karat2 < 0.52565 to the left, agree=0.585, adj=0.061, (0 split)
##
## Node number 1382: 47 observations, complexity param=0.000001957416
## mean=3050.723, MSE=78565.01
## left son=2764 (16 obs) right son=2765 (31 obs)
## Primary splits:
## dlugosc < 5.705 to the right, improve=0.16733480, (0 missing)
## klarownosc splits as LLLLRRRR, improve=0.11091220, (0 missing)
## gestosc < 0.006200679 to the right, improve=0.10730170, (0 missing)
## glebokosc_procent < 1.043247 to the left, improve=0.09078994, (0 missing)
## glebokosc_mm < 3.495 to the left, improve=0.08318483, (0 missing)
## Surrogate splits:
## glebokosc < 61.4 to the left, agree=0.894, adj=0.687, (0 split)
## glebokosc_mm < 3.495 to the left, agree=0.872, adj=0.625, (0 split)
## glebokosc_procent < 1.041523 to the left, agree=0.872, adj=0.625, (0 split)
## ciecie splits as RRRRL, agree=0.787, adj=0.375, (0 split)
## czubek_a_najszerszy < 59.5 to the right, agree=0.787, adj=0.375, (0 split)
##
## Node number 1383: 45 observations, complexity param=0.000004036922
## mean=3518.222, MSE=176258.7
## left son=2766 (19 obs) right son=2767 (26 obs)
## Primary splits:
## glebokosc < 62.15 to the right, improve=0.16066360, (0 missing)
## czubek_a_najszerszy < 56.5 to the right, improve=0.14439690, (0 missing)
## glebokosc_mm < 3.565 to the right, improve=0.12439180, (0 missing)
## szerokosc < 5.765 to the left, improve=0.11595420, (0 missing)
## klarownosc splits as LLLLRRRR, improve=0.07960944, (0 missing)
## Surrogate splits:
## glebokosc_mm < 3.555 to the right, agree=0.956, adj=0.895, (0 split)
## szerokosc < 5.725 to the left, agree=0.822, adj=0.579, (0 split)
## glebokosc_procent < 1.092151 to the right, agree=0.800, adj=0.526, (0 split)
## dlugosc < 5.695 to the left, agree=0.756, adj=0.421, (0 split)
## karaty < 0.715 to the right, agree=0.689, adj=0.263, (0 split)
##
## Node number 1384: 16 observations
## mean=2825.5, MSE=78445.12
##
## Node number 1385: 30 observations
## mean=3297.767, MSE=132225.8
##
## Node number 1386: 16 observations
## mean=3246.5, MSE=71802.12
##
## Node number 1387: 25 observations
## mean=3681.92, MSE=153367.4
##
## Node number 1392: 15 observations
## mean=2949.4, MSE=41793.44
##
## Node number 1393: 80 observations, complexity param=0.000001386897
## mean=3220.088, MSE=60188.18
## left son=2786 (23 obs) right son=2787 (57 obs)
## Primary splits:
## glebokosc_procent < 1.113523 to the right, improve=0.07681864, (0 missing)
## klarownosc splits as LLLLRRRR, improve=0.04639467, (0 missing)
## glebokosc < 62.05 to the right, improve=0.04036318, (0 missing)
## kolor splits as LLLLLRR, improve=0.03695059, (0 missing)
## objetosc < 124.9667 to the left, improve=0.03185321, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 55.5 to the left, agree=0.925, adj=0.739, (0 split)
## szerokosc < 5.775 to the left, agree=0.762, adj=0.174, (0 split)
## glebokosc_mm < 3.655 to the right, agree=0.750, adj=0.130, (0 split)
## glebokosc < 62.6 to the right, agree=0.738, adj=0.087, (0 split)
##
## Node number 1396: 16 observations
## mean=3336.562, MSE=54182.5
##
## Node number 1397: 17 observations
## mean=3566.471, MSE=58904.48
##
## Node number 1398: 15 observations
## mean=3429.2, MSE=118239.9
##
## Node number 1399: 52 observations, complexity param=0.00000581508
## mean=3937.846, MSE=244697.1
## left son=2798 (26 obs) right son=2799 (26 obs)
## Primary splits:
## klarownosc splits as LLLLRRRR, improve=0.14426250, (0 missing)
## kolor splits as LLLLLRR, improve=0.06541641, (0 missing)
## glebokosc_procent < 1.092776 to the left, improve=0.05315596, (0 missing)
## dlugosc < 5.965 to the left, improve=0.04494563, (0 missing)
## glebokosc_mm < 3.715 to the left, improve=0.04294850, (0 missing)
## Surrogate splits:
## glebokosc_mm < 3.715 to the left, agree=0.712, adj=0.423, (0 split)
## glebokosc < 62.25 to the left, agree=0.673, adj=0.346, (0 split)
## objetosc < 133.5142 to the left, agree=0.673, adj=0.346, (0 split)
## ciecie splits as RRRLL, agree=0.654, adj=0.308, (0 split)
## czy_premium < 0.5 to the right, agree=0.654, adj=0.308, (0 split)
##
## Node number 1452: 27 observations
## mean=3260.259, MSE=46706.41
##
## Node number 1453: 24 observations
## mean=3547.375, MSE=83050.15
##
## Node number 1462: 15 observations
## mean=3512.267, MSE=33407.4
##
## Node number 1463: 24 observations
## mean=3751.208, MSE=76181.66
##
## Node number 1468: 37 observations
## mean=3722.189, MSE=112582.5
##
## Node number 1469: 63 observations, complexity param=0.000002772763
## mean=3936.73, MSE=109118.3
## left son=2938 (29 obs) right son=2939 (34 obs)
## Primary splits:
## czubek_a_najszerszy < 58.5 to the right, improve=0.12732240, (0 missing)
## glebokosc_procent < 1.060695 to the left, improve=0.10378010, (0 missing)
## szerokosc < 6.205 to the left, improve=0.06532180, (0 missing)
## glebokosc_mm < 3.815 to the left, improve=0.04989759, (0 missing)
## ciecie splits as LLLRR, improve=0.03895141, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.060695 to the left, agree=0.873, adj=0.724, (0 split)
## objetosc < 152.0129 to the right, agree=0.762, adj=0.483, (0 split)
## karaty < 0.935 to the right, agree=0.746, adj=0.448, (0 split)
## karat2 < 0.87425 to the right, agree=0.746, adj=0.448, (0 split)
## gestosc < 0.006284294 to the right, agree=0.730, adj=0.414, (0 split)
##
## Node number 1498: 47 observations, complexity param=0.000001770584
## mean=4174.596, MSE=94078.41
## left son=2996 (27 obs) right son=2997 (20 obs)
## Primary splits:
## czubek_a_najszerszy < 57.5 to the right, improve=0.12640340, (0 missing)
## glebokosc_procent < 1.070938 to the left, improve=0.11018300, (0 missing)
## karaty < 0.905 to the right, improve=0.06757785, (0 missing)
## karat2 < 0.81905 to the right, improve=0.06757785, (0 missing)
## klarownosc splits as LLLLRRRR, improve=0.06236888, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.086116 to the left, agree=0.957, adj=0.90, (0 split)
## objetosc < 146.8967 to the left, agree=0.702, adj=0.30, (0 split)
## gestosc < 0.006129753 to the right, agree=0.702, adj=0.30, (0 split)
## glebokosc_mm < 3.825 to the left, agree=0.681, adj=0.25, (0 split)
## glebokosc < 63.3 to the left, agree=0.660, adj=0.20, (0 split)
##
## Node number 1499: 15 observations
## mean=4480.467, MSE=133431.2
##
## Node number 1504: 28 observations
## mean=3619.25, MSE=123417.5
##
## Node number 1505: 63 observations, complexity param=0.00000286177
## mean=4028.683, MSE=126049
## left son=3010 (20 obs) right son=3011 (43 obs)
## Primary splits:
## dlugosc < 6.085 to the left, improve=0.11375870, (0 missing)
## szerokosc < 6.105 to the left, improve=0.09118159, (0 missing)
## objetosc < 142.8355 to the left, improve=0.08064216, (0 missing)
## glebokosc < 63.35 to the right, improve=0.05965187, (0 missing)
## czubek_a_najszerszy < 60.5 to the right, improve=0.05673022, (0 missing)
## Surrogate splits:
## glebokosc < 63.85 to the right, agree=0.825, adj=0.45, (0 split)
## objetosc < 142.9346 to the left, agree=0.794, adj=0.35, (0 split)
## gestosc < 0.006288259 to the right, agree=0.794, adj=0.35, (0 split)
## ciecie splits as LLRRR, agree=0.778, adj=0.30, (0 split)
## szerokosc < 6.035 to the left, agree=0.778, adj=0.30, (0 split)
##
## Node number 1506: 20 observations
## mean=4144.9, MSE=61005.99
##
## Node number 1507: 15 observations
## mean=4488.733, MSE=90346.33
##
## Node number 1508: 143 observations, complexity param=0.00001007642
## mean=4261.343, MSE=197282.2
## left son=3016 (50 obs) right son=3017 (93 obs)
## Primary splits:
## szerokosc < 6.195 to the left, improve=0.11274890, (0 missing)
## objetosc < 148.22 to the left, improve=0.08263608, (0 missing)
## karaty < 0.925 to the left, improve=0.08218127, (0 missing)
## karat2 < 0.85565 to the left, improve=0.08218127, (0 missing)
## czy_premium < 0.5 to the left, improve=0.07353933, (0 missing)
## Surrogate splits:
## dlugosc < 6.145 to the left, agree=0.825, adj=0.50, (0 split)
## glebokosc < 62.35 to the right, agree=0.804, adj=0.44, (0 split)
## objetosc < 146.8897 to the left, agree=0.748, adj=0.28, (0 split)
## glebokosc_mm < 3.875 to the right, agree=0.699, adj=0.14, (0 split)
## gestosc < 0.006177209 to the right, agree=0.699, adj=0.14, (0 split)
##
## Node number 1509: 51 observations, complexity param=0.000009262335
## mean=4609.902, MSE=248986.2
## left son=3018 (22 obs) right son=3019 (29 obs)
## Primary splits:
## gestosc < 0.006169281 to the right, improve=0.2302529, (0 missing)
## objetosc < 145.8764 to the left, improve=0.2067727, (0 missing)
## glebokosc_procent < 1.052995 to the left, improve=0.1786364, (0 missing)
## kolor splits as LLLLLRR, improve=0.1161650, (0 missing)
## ciecie splits as LLLRR, improve=0.1018382, (0 missing)
## Surrogate splits:
## objetosc < 145.9917 to the left, agree=0.902, adj=0.773, (0 split)
## czubek_a_najszerszy < 58.5 to the right, agree=0.784, adj=0.500, (0 split)
## glebokosc_procent < 1.052995 to the left, agree=0.784, adj=0.500, (0 split)
## ciecie splits as LLLRR, agree=0.706, adj=0.318, (0 split)
## glebokosc < 59.9 to the left, agree=0.706, adj=0.318, (0 split)
##
## Node number 1510: 17 observations
## mean=4441.353, MSE=104874.7
##
## Node number 1511: 34 observations, complexity param=0.00000349397
## mean=4836.294, MSE=235978.8
## left son=3022 (19 obs) right son=3023 (15 obs)
## Primary splits:
## szerokosc < 6.215 to the left, improve=0.13746670, (0 missing)
## objetosc < 148.5434 to the left, improve=0.10133500, (0 missing)
## karaty < 0.905 to the left, improve=0.03551993, (0 missing)
## karat2 < 0.81905 to the left, improve=0.03551993, (0 missing)
## dlugosc < 6.205 to the right, improve=0.01284638, (0 missing)
## Surrogate splits:
## objetosc < 148.5434 to the left, agree=0.912, adj=0.800, (0 split)
## dlugosc < 6.19 to the left, agree=0.853, adj=0.667, (0 split)
## gestosc < 0.006061675 to the right, agree=0.794, adj=0.533, (0 split)
## glebokosc < 61.05 to the right, agree=0.765, adj=0.467, (0 split)
## glebokosc_procent < 1.052586 to the right, agree=0.765, adj=0.467, (0 split)
##
## Node number 1512: 17 observations
## mean=4169.647, MSE=261226
##
## Node number 1513: 17 observations
## mean=4616.882, MSE=156383.3
##
## Node number 1554: 21 observations
## mean=3406.238, MSE=205954.1
##
## Node number 1555: 34 observations, complexity param=0.000001022831
## mean=3794.235, MSE=108166.1
## left son=3110 (16 obs) right son=3111 (18 obs)
## Primary splits:
## gestosc < 0.006138271 to the left, improve=0.08779382, (0 missing)
## dlugosc < 6.435 to the right, improve=0.06429450, (0 missing)
## objetosc < 166.2549 to the right, improve=0.03167067, (0 missing)
## glebokosc_procent < 1.09469 to the left, improve=0.02955580, (0 missing)
## glebokosc_mm < 4.025 to the right, improve=0.02307104, (0 missing)
## Surrogate splits:
## glebokosc < 62.3 to the left, agree=0.882, adj=0.750, (0 split)
## szerokosc < 6.445 to the right, agree=0.882, adj=0.750, (0 split)
## objetosc < 166.2549 to the right, agree=0.853, adj=0.687, (0 split)
## dlugosc < 6.435 to the right, agree=0.824, adj=0.625, (0 split)
## karaty < 1.025 to the right, agree=0.765, adj=0.500, (0 split)
##
## Node number 1560: 15 observations
## mean=3514.4, MSE=308698.5
##
## Node number 1561: 229 observations, complexity param=0.00001042107
## mean=4150.004, MSE=148316.9
## left son=3122 (33 obs) right son=3123 (196 obs)
## Primary splits:
## glebokosc_mm < 3.885 to the left, improve=0.09685372, (0 missing)
## objetosc < 162.7597 to the left, improve=0.09360198, (0 missing)
## glebokosc < 60.55 to the left, improve=0.07494627, (0 missing)
## ciecie splits as LLRRR, improve=0.05687845, (0 missing)
## glebokosc_procent < 0.9882345 to the left, improve=0.05479047, (0 missing)
## Surrogate splits:
## glebokosc < 59.5 to the left, agree=0.943, adj=0.606, (0 split)
## glebokosc_procent < 0.986663 to the left, agree=0.908, adj=0.364, (0 split)
## karaty < 0.975 to the left, agree=0.878, adj=0.152, (0 split)
## dlugosc < 6.565 to the right, agree=0.878, adj=0.152, (0 split)
## szerokosc < 6.555 to the right, agree=0.878, adj=0.152, (0 split)
##
## Node number 1562: 18 observations
## mean=4009.5, MSE=135654.2
##
## Node number 1563: 133 observations, complexity param=0.000009345246
## mean=4542.226, MSE=184568.6
## left son=3126 (19 obs) right son=3127 (114 obs)
## Primary splits:
## czubek_a_najszerszy < 60.5 to the right, improve=0.12017420, (0 missing)
## glebokosc_mm < 3.905 to the left, improve=0.11863190, (0 missing)
## ciecie splits as LLRRR, improve=0.10899560, (0 missing)
## glebokosc_procent < 1.04569 to the left, improve=0.09681299, (0 missing)
## glebokosc < 59.95 to the left, improve=0.08551955, (0 missing)
## Surrogate splits:
## glebokosc_procent < 0.9861022 to the left, agree=0.947, adj=0.632, (0 split)
## glebokosc < 58.6 to the left, agree=0.910, adj=0.368, (0 split)
## glebokosc_mm < 3.835 to the left, agree=0.910, adj=0.368, (0 split)
## dlugosc < 6.585 to the right, agree=0.880, adj=0.158, (0 split)
## karaty < 0.99 to the left, agree=0.872, adj=0.105, (0 split)
##
## Node number 1564: 199 observations, complexity param=0.000007228355
## mean=4473.312, MSE=137129.9
## left son=3128 (59 obs) right son=3129 (140 obs)
## Primary splits:
## ciecie splits as RRRRL, improve=0.06821867, (0 missing)
## glebokosc < 63.25 to the right, improve=0.06801485, (0 missing)
## glebokosc_mm < 3.955 to the left, improve=0.06301831, (0 missing)
## gestosc < 0.006196012 to the right, improve=0.06055437, (0 missing)
## czubek_a_najszerszy < 58.5 to the right, improve=0.05215885, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 58.5 to the right, agree=0.749, adj=0.153, (0 split)
## glebokosc_procent < 1.058273 to the left, agree=0.744, adj=0.136, (0 split)
## szerokosc < 6.455 to the left, agree=0.714, adj=0.034, (0 split)
##
## Node number 1565: 108 observations, complexity param=0.00001156291
## mean=4762.907, MSE=302971.3
## left son=3130 (46 obs) right son=3131 (62 obs)
## Primary splits:
## glebokosc < 61.05 to the left, improve=0.11155060, (0 missing)
## glebokosc_procent < 1.097321 to the left, improve=0.10879250, (0 missing)
## czubek_a_najszerszy < 56.5 to the right, improve=0.10709220, (0 missing)
## glebokosc_mm < 4.045 to the left, improve=0.09906366, (0 missing)
## ciecie splits as LLLRR, improve=0.06106063, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.036748 to the left, agree=0.880, adj=0.717, (0 split)
## glebokosc_mm < 4.025 to the left, agree=0.870, adj=0.696, (0 split)
## gestosc < 0.006056439 to the left, agree=0.731, adj=0.370, (0 split)
## czubek_a_najszerszy < 58.5 to the right, agree=0.694, adj=0.283, (0 split)
## karaty < 1.025 to the left, agree=0.685, adj=0.261, (0 split)
##
## Node number 1566: 15 observations
## mean=4586.867, MSE=119715.3
##
## Node number 1567: 30 observations
## mean=5292.4, MSE=163936
##
## Node number 1576: 17 observations
## mean=4255.118, MSE=88264.69
##
## Node number 1577: 15 observations
## mean=4502.133, MSE=109096.4
##
## Node number 1586: 98 observations, complexity param=0.000002676537
## mean=4676.245, MSE=139762.1
## left son=3172 (26 obs) right son=3173 (72 obs)
## Primary splits:
## glebokosc < 63.05 to the right, improve=0.06168618, (0 missing)
## ciecie splits as LLRRR, improve=0.04491753, (0 missing)
## czubek_a_najszerszy < 57.5 to the right, improve=0.04054899, (0 missing)
## czy_premium < 0.5 to the left, improve=0.03662716, (0 missing)
## glebokosc_mm < 4.015 to the right, improve=0.03359151, (0 missing)
## Surrogate splits:
## glebokosc_mm < 4.015 to the right, agree=0.908, adj=0.654, (0 split)
## ciecie splits as LLRRR, agree=0.837, adj=0.385, (0 split)
## dlugosc < 6.32 to the left, agree=0.796, adj=0.231, (0 split)
## czy_premium < 0.5 to the left, agree=0.796, adj=0.231, (0 split)
## karaty < 1.025 to the right, agree=0.765, adj=0.115, (0 split)
##
## Node number 1587: 104 observations, complexity param=0.000003423733
## mean=4876.837, MSE=136297
## left son=3174 (58 obs) right son=3175 (46 obs)
## Primary splits:
## dlugosc < 6.485 to the right, improve=0.07624482, (0 missing)
## ciecie splits as RRRRL, improve=0.07155580, (0 missing)
## glebokosc_procent < 1.015989 to the left, improve=0.06606544, (0 missing)
## glebokosc < 60.45 to the left, improve=0.06495998, (0 missing)
## czubek_a_najszerszy < 59.5 to the right, improve=0.04431692, (0 missing)
## Surrogate splits:
## glebokosc < 60.95 to the left, agree=0.788, adj=0.522, (0 split)
## objetosc < 167.9965 to the right, agree=0.731, adj=0.391, (0 split)
## szerokosc < 6.505 to the right, agree=0.721, adj=0.370, (0 split)
## glebokosc_mm < 3.975 to the left, agree=0.712, adj=0.348, (0 split)
## glebokosc_procent < 1.052586 to the left, agree=0.692, adj=0.304, (0 split)
##
## Node number 1588: 63 observations, complexity param=0.000004496116
## mean=4873.016, MSE=245425.7
## left son=3176 (17 obs) right son=3177 (46 obs)
## Primary splits:
## glebokosc < 64.05 to the right, improve=0.09179246, (0 missing)
## glebokosc_procent < 1.0718 to the right, improve=0.07672749, (0 missing)
## gestosc < 0.006304703 to the right, improve=0.06658992, (0 missing)
## dlugosc < 6.365 to the left, improve=0.05830109, (0 missing)
## szerokosc < 6.305 to the left, improve=0.05734533, (0 missing)
## Surrogate splits:
## glebokosc_mm < 4.055 to the right, agree=0.952, adj=0.824, (0 split)
## ciecie splits as LRRRR, agree=0.825, adj=0.353, (0 split)
## dlugosc < 6.26 to the left, agree=0.810, adj=0.294, (0 split)
## glebokosc_procent < 1.14375 to the right, agree=0.810, adj=0.294, (0 split)
## szerokosc < 6.26 to the left, agree=0.794, adj=0.235, (0 split)
##
## Node number 1589: 154 observations, complexity param=0.000009762275
## mean=5226.565, MSE=205895.7
## left son=3178 (114 obs) right son=3179 (40 obs)
## Primary splits:
## glebokosc_procent < 1.091304 to the left, improve=0.09718811, (0 missing)
## glebokosc < 59.45 to the left, improve=0.06364627, (0 missing)
## glebokosc_mm < 3.885 to the left, improve=0.06263734, (0 missing)
## ciecie splits as LLRRR, improve=0.05701830, (0 missing)
## czubek_a_najszerszy < 56.5 to the right, improve=0.05441816, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 56.5 to the right, agree=0.896, adj=0.600, (0 split)
## glebokosc < 62.85 to the left, agree=0.773, adj=0.125, (0 split)
## glebokosc_mm < 4.005 to the left, agree=0.766, adj=0.100, (0 split)
## objetosc < 170.5299 to the left, agree=0.747, adj=0.025, (0 split)
##
## Node number 1590: 15 observations
## mean=5075, MSE=237276.4
##
## Node number 1591: 63 observations, complexity param=0.000005844478
## mean=5660.921, MSE=225527.1
## left son=3182 (15 obs) right son=3183 (48 obs)
## Primary splits:
## glebokosc_mm < 3.915 to the left, improve=0.12984840, (0 missing)
## glebokosc_procent < 1.030226 to the left, improve=0.10831440, (0 missing)
## dlugosc < 6.485 to the right, improve=0.08420886, (0 missing)
## glebokosc < 60.75 to the left, improve=0.07799226, (0 missing)
## karaty < 1.015 to the left, improve=0.07608553, (0 missing)
## Surrogate splits:
## glebokosc < 60.55 to the left, agree=0.937, adj=0.733, (0 split)
## glebokosc_procent < 1.026059 to the left, agree=0.921, adj=0.667, (0 split)
## czubek_a_najszerszy < 59.5 to the right, agree=0.841, adj=0.333, (0 split)
## dlugosc < 6.58 to the right, agree=0.825, adj=0.267, (0 split)
## szerokosc < 6.545 to the right, agree=0.810, adj=0.200, (0 split)
##
## Node number 1592: 69 observations, complexity param=0.00000263001
## mean=5057.855, MSE=188036.1
## left son=3184 (38 obs) right son=3185 (31 obs)
## Primary splits:
## szerokosc < 6.585 to the right, improve=0.06225562, (0 missing)
## kolor splits as LLLRRRR, improve=0.05463174, (0 missing)
## gestosc < 0.006040662 to the left, improve=0.04254730, (0 missing)
## czubek_a_najszerszy < 58.5 to the right, improve=0.03139804, (0 missing)
## glebokosc < 61.55 to the left, improve=0.03020086, (0 missing)
## Surrogate splits:
## glebokosc < 61.95 to the left, agree=0.739, adj=0.419, (0 split)
## gestosc < 0.006111785 to the left, agree=0.696, adj=0.323, (0 split)
## dlugosc < 6.555 to the right, agree=0.681, adj=0.290, (0 split)
## glebokosc_mm < 4.025 to the left, agree=0.681, adj=0.290, (0 split)
## objetosc < 176.3535 to the right, agree=0.681, adj=0.290, (0 split)
##
## Node number 1593: 60 observations, complexity param=0.000002932053
## mean=5289.283, MSE=217195.5
## left son=3186 (35 obs) right son=3187 (25 obs)
## Primary splits:
## gestosc < 0.006126452 to the left, improve=0.07102310, (0 missing)
## szerokosc < 6.625 to the left, improve=0.05352623, (0 missing)
## dlugosc < 6.695 to the right, improve=0.05175061, (0 missing)
## glebokosc_procent < 1.073896 to the left, improve=0.05008121, (0 missing)
## ciecie splits as RRRRL, improve=0.04324733, (0 missing)
## Surrogate splits:
## karaty < 1.135 to the left, agree=0.783, adj=0.48, (0 split)
## karat2 < 1.28825 to the left, agree=0.783, adj=0.48, (0 split)
## glebokosc < 62.55 to the left, agree=0.733, adj=0.36, (0 split)
## dlugosc < 6.645 to the right, agree=0.717, adj=0.32, (0 split)
## szerokosc < 6.635 to the right, agree=0.683, adj=0.24, (0 split)
##
## Node number 1594: 15 observations
## mean=5306.867, MSE=146342.1
##
## Node number 1595: 21 observations
## mean=5933.143, MSE=262663.5
##
## Node number 1596: 21 observations
## mean=5286.81, MSE=300391.9
##
## Node number 1597: 22 observations
## mean=5773.227, MSE=240271.1
##
## Node number 1598: 29 observations
## mean=5798.103, MSE=220433.3
##
## Node number 1599: 27 observations
## mean=6649.222, MSE=270481.1
##
## Node number 1618: 19 observations
## mean=4648.263, MSE=205146.7
##
## Node number 1619: 28 observations
## mean=5068.821, MSE=188337.8
##
## Node number 1622: 38 observations, complexity param=0.000004971872
## mean=5238.053, MSE=516696
## left son=3244 (15 obs) right son=3245 (23 obs)
## Primary splits:
## kolor splits as LLLRRRR, improve=0.07993394, (0 missing)
## glebokosc_mm < 4.185 to the right, improve=0.06669446, (0 missing)
## ciecie splits as RRRRL, improve=0.04138783, (0 missing)
## gestosc < 0.006115126 to the right, improve=0.01430790, (0 missing)
## glebokosc < 60.75 to the right, improve=0.01391204, (0 missing)
## Surrogate splits:
## glebokosc_mm < 4.185 to the right, agree=0.711, adj=0.267, (0 split)
## glebokosc < 62.3 to the right, agree=0.684, adj=0.200, (0 split)
## objetosc < 209.9176 to the right, agree=0.684, adj=0.200, (0 split)
## glebokosc_procent < 1.0175 to the right, agree=0.684, adj=0.200, (0 split)
## karaty < 1.265 to the right, agree=0.658, adj=0.133, (0 split)
##
## Node number 1623: 115 observations, complexity param=0.00002014765
## mean=5770.165, MSE=368919.3
## left son=3246 (83 obs) right son=3247 (32 obs)
## Primary splits:
## kolor splits as LLLLLRR, improve=0.14990820, (0 missing)
## objetosc < 198.0686 to the left, improve=0.09963875, (0 missing)
## karaty < 1.215 to the left, improve=0.07885022, (0 missing)
## karat2 < 1.47625 to the left, improve=0.07885022, (0 missing)
## dlugosc < 6.875 to the left, improve=0.07755077, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.031935 to the right, agree=0.739, adj=0.062, (0 split)
## gestosc < 0.005992707 to the right, agree=0.739, adj=0.062, (0 split)
## glebokosc < 60.25 to the right, agree=0.730, adj=0.031, (0 split)
## glebokosc_mm < 4.185 to the right, agree=0.730, adj=0.031, (0 split)
##
## Node number 1628: 17 observations
## mean=6341.353, MSE=298435.6
##
## Node number 1629: 15 observations
## mean=6608.867, MSE=612991.6
##
## Node number 1630: 16 observations
## mean=6955.875, MSE=554145
##
## Node number 1631: 18 observations
## mean=7404.889, MSE=1334017
##
## Node number 1634: 26 observations
## mean=5103.192, MSE=66394.23
##
## Node number 1635: 45 observations, complexity param=0.000004684725
## mean=5601.244, MSE=262961.3
## left son=3270 (18 obs) right son=3271 (27 obs)
## Primary splits:
## karaty < 1.215 to the left, improve=0.12497120, (0 missing)
## karat2 < 1.47625 to the left, improve=0.12497120, (0 missing)
## ciecie splits as RRRRL, improve=0.08574925, (0 missing)
## objetosc < 199.4573 to the left, improve=0.06850376, (0 missing)
## glebokosc_mm < 4.225 to the left, improve=0.06309108, (0 missing)
## Surrogate splits:
## karat2 < 1.47625 to the left, agree=1.000, adj=1.000, (0 split)
## objetosc < 199.0439 to the left, agree=0.889, adj=0.722, (0 split)
## szerokosc < 6.845 to the left, agree=0.822, adj=0.556, (0 split)
## dlugosc < 6.825 to the left, agree=0.778, adj=0.444, (0 split)
## czubek_a_najszerszy < 56.5 to the left, agree=0.689, adj=0.222, (0 split)
##
## Node number 1640: 22 observations
## mean=5597.5, MSE=488994.7
##
## Node number 1641: 53 observations, complexity param=0.000006700457
## mean=6516.887, MSE=390428.1
## left son=3282 (24 obs) right son=3283 (29 obs)
## Primary splits:
## szerokosc < 6.865 to the left, improve=0.10221570, (0 missing)
## glebokosc_procent < 1.062117 to the left, improve=0.06677427, (0 missing)
## czubek_a_najszerszy < 57.5 to the right, improve=0.04419242, (0 missing)
## gestosc < 0.006133419 to the left, improve=0.03877252, (0 missing)
## dlugosc < 6.905 to the right, improve=0.03699298, (0 missing)
## Surrogate splits:
## objetosc < 198.3208 to the left, agree=0.830, adj=0.625, (0 split)
## gestosc < 0.006077397 to the right, agree=0.792, adj=0.542, (0 split)
## glebokosc < 61.55 to the right, agree=0.755, adj=0.458, (0 split)
## dlugosc < 6.815 to the left, agree=0.698, adj=0.333, (0 split)
## glebokosc_procent < 1.073064 to the right, agree=0.660, adj=0.250, (0 split)
##
## Node number 1642: 26 observations
## mean=6763.923, MSE=299303.4
##
## Node number 1643: 20 observations
## mean=7166.4, MSE=508704.6
##
## Node number 1644: 25 observations
## mean=7036.88, MSE=242241.1
##
## Node number 1645: 22 observations
## mean=7403.5, MSE=318121.1
##
## Node number 1666: 16 observations
## mean=4422.125, MSE=305082.2
##
## Node number 1667: 15 observations
## mean=4642.4, MSE=133236.2
##
## Node number 1670: 15 observations
## mean=4754.133, MSE=81370.78
##
## Node number 1671: 28 observations
## mean=5307.143, MSE=265684.6
##
## Node number 1674: 41 observations, complexity param=0.000001080718
## mean=5161.366, MSE=133403.2
## left son=3348 (19 obs) right son=3349 (22 obs)
## Primary splits:
## glebokosc_procent < 1.040678 to the left, improve=0.06237239, (0 missing)
## objetosc < 164.2505 to the left, improve=0.04403748, (0 missing)
## gestosc < 0.006191096 to the right, improve=0.03724962, (0 missing)
## szerokosc < 6.44 to the left, improve=0.02896778, (0 missing)
## glebokosc < 60.95 to the left, improve=0.02522029, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 58.5 to the right, agree=0.854, adj=0.684, (0 split)
## glebokosc < 61.05 to the left, agree=0.780, adj=0.526, (0 split)
## glebokosc_mm < 3.935 to the left, agree=0.780, adj=0.526, (0 split)
## karaty < 1.005 to the left, agree=0.756, adj=0.474, (0 split)
## karat2 < 1.01005 to the left, agree=0.756, adj=0.474, (0 split)
##
## Node number 1675: 42 observations, complexity param=0.000001477725
## mean=5431.19, MSE=120898.3
## left son=3350 (18 obs) right son=3351 (24 obs)
## Primary splits:
## ciecie splits as RRRRL, improve=0.09186588, (0 missing)
## dlugosc < 6.485 to the right, improve=0.07348421, (0 missing)
## gestosc < 0.006165136 to the left, improve=0.05741227, (0 missing)
## glebokosc_procent < 1.072414 to the left, improve=0.03193279, (0 missing)
## objetosc < 167.8317 to the left, improve=0.01954022, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.0641 to the left, agree=0.786, adj=0.500, (0 split)
## czy_premium < 0.5 to the right, agree=0.762, adj=0.444, (0 split)
## glebokosc_mm < 4.005 to the left, agree=0.738, adj=0.389, (0 split)
## czubek_a_najszerszy < 57.5 to the right, agree=0.714, adj=0.333, (0 split)
## dlugosc < 6.495 to the right, agree=0.714, adj=0.333, (0 split)
##
## Node number 1680: 23 observations
## mean=5022.652, MSE=150511
##
## Node number 1681: 29 observations
## mean=5608.552, MSE=318884.9
##
## Node number 1682: 29 observations
## mean=5657.828, MSE=321063.1
##
## Node number 1683: 46 observations, complexity param=0.000005099984
## mean=6333.326, MSE=325309
## left son=3366 (18 obs) right son=3367 (28 obs)
## Primary splits:
## ciecie splits as RRRRL, improve=0.10758330, (0 missing)
## gestosc < 0.006132753 to the right, improve=0.06489193, (0 missing)
## glebokosc_mm < 4.245 to the left, improve=0.04509840, (0 missing)
## glebokosc < 61.25 to the left, improve=0.04058967, (0 missing)
## glebokosc_procent < 1.063793 to the left, improve=0.03537061, (0 missing)
## Surrogate splits:
## czy_premium < 0.5 to the right, agree=0.783, adj=0.444, (0 split)
## glebokosc < 61.25 to the left, agree=0.717, adj=0.278, (0 split)
## glebokosc_mm < 4.235 to the left, agree=0.717, adj=0.278, (0 split)
## dlugosc < 6.93 to the right, agree=0.696, adj=0.222, (0 split)
## glebokosc_procent < 1.063793 to the left, agree=0.652, adj=0.111, (0 split)
##
## Node number 1688: 15 observations
## mean=6243.2, MSE=632794.3
##
## Node number 1689: 15 observations
## mean=6605.733, MSE=355362.2
##
## Node number 1690: 49 observations, complexity param=0.000006316644
## mean=7037, MSE=551523.4
## left son=3380 (32 obs) right son=3381 (17 obs)
## Primary splits:
## klarownosc splits as LLLLRRRR, improve=0.07378301, (0 missing)
## glebokosc < 60.85 to the left, improve=0.04940465, (0 missing)
## gestosc < 0.006156149 to the left, improve=0.04825875, (0 missing)
## dlugosc < 6.965 to the right, improve=0.04435660, (0 missing)
## glebokosc_procent < 1.037811 to the left, improve=0.03823970, (0 missing)
## Surrogate splits:
## objetosc < 197.1243 to the right, agree=0.673, adj=0.059, (0 split)
## glebokosc_procent < 1.052586 to the left, agree=0.673, adj=0.059, (0 split)
##
## Node number 1691: 27 observations
## mean=7563.519, MSE=620654.7
##
## Node number 1696: 51 observations, complexity param=0.000007305823
## mean=5789.235, MSE=198107.6
## left son=3392 (15 obs) right son=3393 (36 obs)
## Primary splits:
## dlugosc < 6.355 to the left, improve=0.22825900, (0 missing)
## ciecie splits as LLLRR, improve=0.12546960, (0 missing)
## czy_premium < 0.5 to the left, improve=0.12546960, (0 missing)
## szerokosc < 6.355 to the left, improve=0.07803065, (0 missing)
## gestosc < 0.006164327 to the right, improve=0.06399524, (0 missing)
## Surrogate splits:
## szerokosc < 6.305 to the left, agree=0.863, adj=0.533, (0 split)
## ciecie splits as LLRRR, agree=0.804, adj=0.333, (0 split)
## objetosc < 161.0644 to the left, agree=0.804, adj=0.333, (0 split)
## gestosc < 0.006266679 to the right, agree=0.804, adj=0.333, (0 split)
## glebokosc < 63.15 to the right, agree=0.765, adj=0.200, (0 split)
##
## Node number 1697: 108 observations, complexity param=0.000009825205
## mean=6306.898, MSE=181049.2
## left son=3394 (52 obs) right son=3395 (56 obs)
## Primary splits:
## glebokosc_mm < 3.995 to the left, improve=0.1586176, (0 missing)
## ciecie splits as LLLRR, improve=0.1163825, (0 missing)
## czy_premium < 0.5 to the left, improve=0.1163825, (0 missing)
## objetosc < 166.4183 to the left, improve=0.1162890, (0 missing)
## karaty < 1.015 to the left, improve=0.1065138, (0 missing)
## Surrogate splits:
## karaty < 1.015 to the left, agree=0.870, adj=0.731, (0 split)
## karat2 < 1.03025 to the left, agree=0.870, adj=0.731, (0 split)
## objetosc < 168.3776 to the left, agree=0.843, adj=0.673, (0 split)
## glebokosc < 61.65 to the left, agree=0.787, adj=0.558, (0 split)
## glebokosc_procent < 1.070786 to the left, agree=0.685, adj=0.346, (0 split)
##
## Node number 1698: 150 observations, complexity param=0.00002247171
## mean=6538.573, MSE=317808
## left son=3396 (130 obs) right son=3397 (20 obs)
## Primary splits:
## kolor splits as LLLLLLR, improve=0.14880240, (0 missing)
## szerokosc < 6.355 to the left, improve=0.11333620, (0 missing)
## gestosc < 0.006268583 to the right, improve=0.08899467, (0 missing)
## dlugosc < 6.325 to the left, improve=0.08448719, (0 missing)
## objetosc < 160.2839 to the left, improve=0.08322912, (0 missing)
##
## Node number 1699: 70 observations, complexity param=0.00001635741
## mean=7104.2, MSE=476145.4
## left son=3398 (55 obs) right son=3399 (15 obs)
## Primary splits:
## kolor splits as LLLLLLR, improve=0.15491980, (0 missing)
## gestosc < 0.006095573 to the left, improve=0.10690280, (0 missing)
## karaty < 1.055 to the left, improve=0.04985177, (0 missing)
## karat2 < 1.11305 to the left, improve=0.04985177, (0 missing)
## ciecie splits as RRRRL, improve=0.04786851, (0 missing)
## Surrogate splits:
## gestosc < 0.006241717 to the left, agree=0.814, adj=0.133, (0 split)
## objetosc < 167.77 to the right, agree=0.800, adj=0.067, (0 split)
##
## Node number 1700: 66 observations, complexity param=0.000008991229
## mean=6536.682, MSE=204129.1
## left son=3400 (19 obs) right son=3401 (47 obs)
## Primary splits:
## objetosc < 162.371 to the left, improve=0.21066880, (0 missing)
## gestosc < 0.006220322 to the right, improve=0.19339940, (0 missing)
## glebokosc_procent < 1.052542 to the left, improve=0.10556040, (0 missing)
## szerokosc < 6.375 to the left, improve=0.10269750, (0 missing)
## dlugosc < 6.395 to the left, improve=0.07957215, (0 missing)
## Surrogate splits:
## szerokosc < 6.355 to the left, agree=0.848, adj=0.474, (0 split)
## gestosc < 0.006220322 to the right, agree=0.848, adj=0.474, (0 split)
## dlugosc < 6.355 to the left, agree=0.833, adj=0.421, (0 split)
## karaty < 1.005 to the left, agree=0.788, adj=0.263, (0 split)
## czubek_a_najszerszy < 59.5 to the right, agree=0.788, adj=0.263, (0 split)
##
## Node number 1701: 41 observations, complexity param=0.000005049895
## mean=7213.244, MSE=306357.5
## left son=3402 (24 obs) right son=3403 (17 obs)
## Primary splits:
## glebokosc < 61.75 to the right, improve=0.12691120, (0 missing)
## szerokosc < 6.535 to the left, improve=0.11979810, (0 missing)
## glebokosc_procent < 1.078267 to the left, improve=0.06227116, (0 missing)
## glebokosc_mm < 4.045 to the right, improve=0.04433633, (0 missing)
## gestosc < 0.006122356 to the left, improve=0.04322339, (0 missing)
## Surrogate splits:
## glebokosc_mm < 4.025 to the right, agree=0.878, adj=0.706, (0 split)
## glebokosc_procent < 1.086842 to the right, agree=0.707, adj=0.294, (0 split)
## gestosc < 0.006060573 to the right, agree=0.707, adj=0.294, (0 split)
## karaty < 1.035 to the right, agree=0.683, adj=0.235, (0 split)
## objetosc < 173.6206 to the right, agree=0.683, adj=0.235, (0 split)
##
## Node number 1702: 53 observations, complexity param=0.000006942781
## mean=7300.623, MSE=229425.3
## left son=3404 (27 obs) right son=3405 (26 obs)
## Primary splits:
## kolor splits as LLLLLRR, improve=0.18023800, (0 missing)
## ciecie splits as LLLRR, improve=0.08426000, (0 missing)
## czy_premium < 0.5 to the left, improve=0.08426000, (0 missing)
## gestosc < 0.006196678 to the left, improve=0.06010356, (0 missing)
## glebokosc < 61.65 to the left, improve=0.05063817, (0 missing)
## Surrogate splits:
## szerokosc < 6.385 to the right, agree=0.604, adj=0.192, (0 split)
## objetosc < 161.112 to the right, agree=0.604, adj=0.192, (0 split)
## glebokosc_procent < 1.068966 to the left, agree=0.585, adj=0.154, (0 split)
## ciecie splits as RRLLL, agree=0.566, adj=0.115, (0 split)
## glebokosc < 62.85 to the left, agree=0.566, adj=0.115, (0 split)
##
## Node number 1703: 59 observations, complexity param=0.00002139299
## mean=7930.424, MSE=572117.2
## left son=3406 (38 obs) right son=3407 (21 obs)
## Primary splits:
## kolor splits as LLLLLRR, improve=0.2000620, (0 missing)
## czubek_a_najszerszy < 57.5 to the right, improve=0.1180076, (0 missing)
## dlugosc < 6.455 to the right, improve=0.1175260, (0 missing)
## objetosc < 166.779 to the right, improve=0.1084379, (0 missing)
## glebokosc_procent < 1.080883 to the left, improve=0.1027464, (0 missing)
## Surrogate splits:
## glebokosc < 62.95 to the left, agree=0.712, adj=0.190, (0 split)
## objetosc < 166.9293 to the right, agree=0.695, adj=0.143, (0 split)
## gestosc < 0.006175745 to the left, agree=0.678, adj=0.095, (0 split)
## szerokosc < 6.395 to the right, agree=0.661, adj=0.048, (0 split)
##
## Node number 1704: 20 observations
## mean=6747.8, MSE=392326.7
##
## Node number 1705: 52 observations, complexity param=0.000005638484
## mean=7306.5, MSE=402791.1
## left son=3410 (28 obs) right son=3411 (24 obs)
## Primary splits:
## czubek_a_najszerszy < 56.7 to the right, improve=0.08497853, (0 missing)
## karaty < 1.135 to the right, improve=0.05692516, (0 missing)
## karat2 < 1.28825 to the right, improve=0.05692516, (0 missing)
## klarownosc splits as LLLLRRRR, improve=0.04449577, (0 missing)
## gestosc < 0.006076642 to the right, improve=0.04286361, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.10708 to the left, agree=0.846, adj=0.667, (0 split)
## gestosc < 0.00612352 to the right, agree=0.808, adj=0.583, (0 split)
## karaty < 1.135 to the right, agree=0.769, adj=0.500, (0 split)
## karat2 < 1.28825 to the right, agree=0.769, adj=0.500, (0 split)
## glebokosc_mm < 4.18 to the right, agree=0.692, adj=0.333, (0 split)
##
## Node number 1710: 63 observations, complexity param=0.00001870186
## mean=7992.905, MSE=1005564
## left son=3420 (47 obs) right son=3421 (16 obs)
## Primary splits:
## szerokosc < 6.735 to the left, improve=0.09318901, (0 missing)
## objetosc < 189.0976 to the left, improve=0.07997464, (0 missing)
## glebokosc < 62.35 to the right, improve=0.06169833, (0 missing)
## glebokosc_mm < 4.115 to the left, improve=0.05699413, (0 missing)
## dlugosc < 6.735 to the left, improve=0.04832994, (0 missing)
## Surrogate splits:
## dlugosc < 6.785 to the left, agree=0.857, adj=0.437, (0 split)
## objetosc < 190.9785 to the left, agree=0.810, adj=0.250, (0 split)
## glebokosc_procent < 1.037356 to the right, agree=0.762, adj=0.062, (0 split)
##
## Node number 1711: 28 observations
## mean=8832.393, MSE=512641.4
##
## Node number 1712: 21 observations
## mean=8099.095, MSE=968441
##
## Node number 1713: 28 observations
## mean=8910.25, MSE=511329.6
##
## Node number 1714: 15 observations
## mean=8690.867, MSE=857673.8
##
## Node number 1715: 38 observations, complexity param=0.0000175671
## mean=9412.395, MSE=530957.6
## left son=3430 (18 obs) right son=3431 (20 obs)
## Primary splits:
## objetosc < 198.1724 to the left, improve=0.27484420, (0 missing)
## dlugosc < 6.825 to the left, improve=0.14726730, (0 missing)
## karaty < 1.215 to the left, improve=0.05721085, (0 missing)
## karat2 < 1.47625 to the left, improve=0.05721085, (0 missing)
## czubek_a_najszerszy < 56.5 to the right, improve=0.05518610, (0 missing)
## Surrogate splits:
## karaty < 1.215 to the left, agree=0.789, adj=0.556, (0 split)
## dlugosc < 6.825 to the left, agree=0.789, adj=0.556, (0 split)
## karat2 < 1.47625 to the left, agree=0.789, adj=0.556, (0 split)
## szerokosc < 6.835 to the left, agree=0.737, adj=0.444, (0 split)
## czubek_a_najszerszy < 58.5 to the right, agree=0.684, adj=0.333, (0 split)
##
## Node number 1716: 31 observations, complexity param=0.00000735987
## mean=9091.871, MSE=475283.5
## left son=3432 (15 obs) right son=3433 (16 obs)
## Primary splits:
## dlugosc < 6.985 to the right, improve=0.15768330, (0 missing)
## glebokosc_procent < 1.074788 to the left, improve=0.09786011, (0 missing)
## glebokosc_mm < 4.275 to the left, improve=0.06114966, (0 missing)
## szerokosc < 6.975 to the left, improve=0.03807190, (0 missing)
## glebokosc < 61.15 to the left, improve=0.02904087, (0 missing)
## Surrogate splits:
## objetosc < 209.8467 to the right, agree=0.774, adj=0.533, (0 split)
## glebokosc < 61.15 to the left, agree=0.742, adj=0.467, (0 split)
## szerokosc < 7.02 to the right, agree=0.710, adj=0.400, (0 split)
## glebokosc_procent < 1.020184 to the left, agree=0.677, adj=0.333, (0 split)
## glebokosc_mm < 4.235 to the left, agree=0.645, adj=0.267, (0 split)
##
## Node number 1717: 25 observations
## mean=9773.84, MSE=529686.5
##
## Node number 1718: 17 observations
## mean=9975.882, MSE=897470.3
##
## Node number 1719: 19 observations
## mean=10962.42, MSE=703068.7
##
## Node number 1744: 15 observations
## mean=7148.6, MSE=530410.2
##
## Node number 1745: 16 observations
## mean=7469.25, MSE=129471.2
##
## Node number 1748: 18 observations
## mean=8458.111, MSE=272358.7
##
## Node number 1749: 19 observations
## mean=8820.632, MSE=349346.4
##
## Node number 1750: 32 observations, complexity param=0.000001843665
## mean=9140.969, MSE=453338.8
## left son=3500 (15 obs) right son=3501 (17 obs)
## Primary splits:
## szerokosc < 6.785 to the right, improve=0.04011800, (0 missing)
## glebokosc < 61.05 to the left, improve=0.03978338, (0 missing)
## dlugosc < 6.76 to the right, improve=0.03321342, (0 missing)
## glebokosc_procent < 1.06466 to the right, improve=0.02092911, (0 missing)
## glebokosc_mm < 4.125 to the left, improve=0.01644519, (0 missing)
## Surrogate splits:
## dlugosc < 6.76 to the right, agree=0.812, adj=0.600, (0 split)
## objetosc < 188.268 to the right, agree=0.812, adj=0.600, (0 split)
## glebokosc < 60.75 to the left, agree=0.719, adj=0.400, (0 split)
## karaty < 1.155 to the right, agree=0.688, adj=0.333, (0 split)
## karat2 < 1.33405 to the right, agree=0.688, adj=0.333, (0 split)
##
## Node number 1751: 27 observations
## mean=9586, MSE=308071
##
## Node number 1760: 16 observations
## mean=8381.562, MSE=540428.6
##
## Node number 1761: 37 observations, complexity param=0.00001300684
## mean=8957.027, MSE=491290.7
## left son=3522 (21 obs) right son=3523 (16 obs)
## Primary splits:
## dlugosc < 6.445 to the right, improve=0.24825320, (0 missing)
## gestosc < 0.006115901 to the left, improve=0.20587970, (0 missing)
## glebokosc < 61.95 to the left, improve=0.13100400, (0 missing)
## glebokosc_procent < 1.10151 to the left, improve=0.11217680, (0 missing)
## glebokosc_mm < 3.995 to the left, improve=0.07925518, (0 missing)
## Surrogate splits:
## glebokosc < 61.7 to the left, agree=0.757, adj=0.438, (0 split)
## klarownosc splits as LLLLLLRR, agree=0.730, adj=0.375, (0 split)
## objetosc < 166.6498 to the right, agree=0.730, adj=0.375, (0 split)
## szerokosc < 6.44 to the right, agree=0.703, adj=0.313, (0 split)
## ciecie splits as RRRLL, agree=0.676, adj=0.250, (0 split)
##
## Node number 1766: 36 observations, complexity param=0.000007092946
## mean=10350.67, MSE=1005886
## left son=3532 (18 obs) right son=3533 (18 obs)
## Primary splits:
## glebokosc < 61.65 to the left, improve=0.06183088, (0 missing)
## gestosc < 0.006069703 to the right, improve=0.05438087, (0 missing)
## glebokosc_procent < 1.086842 to the left, improve=0.05236323, (0 missing)
## szerokosc < 6.535 to the left, improve=0.03773896, (0 missing)
## objetosc < 168.606 to the left, improve=0.02693851, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.078947 to the left, agree=0.861, adj=0.722, (0 split)
## szerokosc < 6.52 to the right, agree=0.806, adj=0.611, (0 split)
## czubek_a_najszerszy < 57.5 to the right, agree=0.778, adj=0.556, (0 split)
## gestosc < 0.00604541 to the left, agree=0.778, adj=0.556, (0 split)
## ciecie splits as RRRRL, agree=0.750, adj=0.500, (0 split)
##
## Node number 1767: 19 observations
## mean=11353.26, MSE=599420.7
##
## Node number 1810: 69 observations, complexity param=0.00001714851
## mean=7469.159, MSE=722384.3
## left son=3620 (24 obs) right son=3621 (45 obs)
## Primary splits:
## dlugosc < 7.395 to the right, improve=0.10860230, (0 missing)
## gestosc < 0.006199271 to the left, improve=0.07382241, (0 missing)
## glebokosc < 60.3 to the left, improve=0.07339710, (0 missing)
## objetosc < 241.8881 to the right, improve=0.05152409, (0 missing)
## glebokosc_mm < 4.495 to the left, improve=0.04719755, (0 missing)
## Surrogate splits:
## glebokosc < 60.3 to the left, agree=0.841, adj=0.542, (0 split)
## glebokosc_procent < 1.021003 to the left, agree=0.797, adj=0.417, (0 split)
## szerokosc < 7.4 to the right, agree=0.783, adj=0.375, (0 split)
## czubek_a_najszerszy < 60.5 to the right, agree=0.768, adj=0.333, (0 split)
## glebokosc_mm < 4.495 to the left, agree=0.768, adj=0.333, (0 split)
##
## Node number 1811: 27 observations
## mean=8463.222, MSE=787436.3
##
## Node number 1812: 59 observations, complexity param=0.0000293989
## mean=8341.525, MSE=1183900
## left son=3624 (15 obs) right son=3625 (44 obs)
## Primary splits:
## ciecie splits as RRRRL, improve=0.13285990, (0 missing)
## czubek_a_najszerszy < 57.5 to the right, improve=0.11843460, (0 missing)
## glebokosc_procent < 1.084211 to the left, improve=0.09255082, (0 missing)
## gestosc < 0.006169959 to the left, improve=0.08173308, (0 missing)
## karaty < 1.505 to the left, improve=0.06393499, (0 missing)
## Surrogate splits:
## dlugosc < 7.465 to the right, agree=0.797, adj=0.200, (0 split)
## gestosc < 0.006013279 to the left, agree=0.780, adj=0.133, (0 split)
## karaty < 1.485 to the left, agree=0.763, adj=0.067, (0 split)
## karat2 < 2.20545 to the left, agree=0.763, adj=0.067, (0 split)
##
## Node number 1813: 74 observations, complexity param=0.00001844004
## mean=9295.838, MSE=1006219
## left son=3626 (15 obs) right son=3627 (59 obs)
## Primary splits:
## ciecie splits as LLRRR, improve=0.07817500, (0 missing)
## szerokosc < 7.315 to the left, improve=0.05764026, (0 missing)
## glebokosc_procent < 1.021028 to the left, improve=0.05464043, (0 missing)
## objetosc < 247.1119 to the left, improve=0.05313667, (0 missing)
## dlugosc < 7.355 to the left, improve=0.04372085, (0 missing)
## Surrogate splits:
## dlugosc < 7.27 to the left, agree=0.865, adj=0.333, (0 split)
## glebokosc < 63.15 to the right, agree=0.851, adj=0.267, (0 split)
## szerokosc < 7.595 to the right, agree=0.824, adj=0.133, (0 split)
## glebokosc_mm < 4.615 to the right, agree=0.824, adj=0.133, (0 split)
## gestosc < 0.005956787 to the left, agree=0.824, adj=0.133, (0 split)
##
## Node number 1814: 15 observations
## mean=9638.8, MSE=1061605
##
## Node number 1815: 15 observations
## mean=10424.67, MSE=937498
##
## Node number 1824: 15 observations
## mean=6997.133, MSE=925858.8
##
## Node number 1825: 20 observations
## mean=7575.8, MSE=322856.8
##
## Node number 1828: 29 observations
## mean=8469.862, MSE=308052.7
##
## Node number 1829: 32 observations, complexity param=0.000008969592
## mean=9162.469, MSE=1192666
## left son=3658 (15 obs) right son=3659 (17 obs)
## Primary splits:
## glebokosc < 61.95 to the left, improve=0.07418803, (0 missing)
## glebokosc_mm < 4.535 to the left, improve=0.06397660, (0 missing)
## glebokosc_procent < 1.076724 to the right, improve=0.03526841, (0 missing)
## ciecie splits as LLLRR, improve=0.03103074, (0 missing)
## czy_premium < 0.5 to the left, improve=0.03103074, (0 missing)
## Surrogate splits:
## dlugosc < 7.295 to the right, agree=0.750, adj=0.467, (0 split)
## glebokosc_mm < 4.525 to the left, agree=0.750, adj=0.467, (0 split)
## gestosc < 0.006141403 to the left, agree=0.719, adj=0.400, (0 split)
## glebokosc_procent < 1.038799 to the left, agree=0.688, adj=0.333, (0 split)
## karaty < 1.515 to the left, agree=0.656, adj=0.267, (0 split)
##
## Node number 1830: 31 observations, complexity param=0.0000294565
## mean=9537.161, MSE=797480.5
## left son=3660 (16 obs) right son=3661 (15 obs)
## Primary splits:
## objetosc < 261.3536 to the left, improve=0.3761226, (0 missing)
## karaty < 1.595 to the left, improve=0.3541120, (0 missing)
## karat2 < 2.54405 to the left, improve=0.3541120, (0 missing)
## glebokosc_mm < 4.645 to the left, improve=0.2880909, (0 missing)
## szerokosc < 7.495 to the left, improve=0.1710412, (0 missing)
## Surrogate splits:
## karaty < 1.605 to the left, agree=0.903, adj=0.800, (0 split)
## karat2 < 2.57605 to the left, agree=0.903, adj=0.800, (0 split)
## szerokosc < 7.505 to the left, agree=0.871, adj=0.733, (0 split)
## glebokosc_mm < 4.655 to the left, agree=0.839, adj=0.667, (0 split)
## dlugosc < 7.485 to the left, agree=0.806, adj=0.600, (0 split)
##
## Node number 1831: 53 observations, complexity param=0.00002288362
## mean=10490.23, MSE=1070055
## left son=3662 (19 obs) right son=3663 (34 obs)
## Primary splits:
## glebokosc_mm < 4.585 to the left, improve=0.12737170, (0 missing)
## karaty < 1.545 to the left, improve=0.11348090, (0 missing)
## karat2 < 2.38705 to the left, improve=0.11348090, (0 missing)
## objetosc < 253.598 to the left, improve=0.10482270, (0 missing)
## szerokosc < 7.535 to the left, improve=0.08929803, (0 missing)
## Surrogate splits:
## karaty < 1.535 to the left, agree=0.906, adj=0.737, (0 split)
## glebokosc < 61.35 to the left, agree=0.906, adj=0.737, (0 split)
## objetosc < 253.245 to the left, agree=0.906, adj=0.737, (0 split)
## karat2 < 2.35625 to the left, agree=0.906, adj=0.737, (0 split)
## glebokosc_procent < 1.032768 to the left, agree=0.755, adj=0.316, (0 split)
##
## Node number 1846: 79 observations, complexity param=0.00002934589
## mean=11732.33, MSE=1065811
## left son=3692 (31 obs) right son=3693 (48 obs)
## Primary splits:
## szerokosc < 7.375 to the left, improve=0.11001960, (0 missing)
## karaty < 1.565 to the left, improve=0.08995358, (0 missing)
## karat2 < 2.44925 to the left, improve=0.08995358, (0 missing)
## objetosc < 258.3993 to the left, improve=0.08000789, (0 missing)
## glebokosc_procent < 1.119821 to the left, improve=0.06936747, (0 missing)
## Surrogate splits:
## dlugosc < 7.375 to the left, agree=0.861, adj=0.645, (0 split)
## glebokosc < 62.35 to the right, agree=0.848, adj=0.613, (0 split)
## objetosc < 248.7611 to the left, agree=0.848, adj=0.613, (0 split)
## gestosc < 0.006121388 to the right, agree=0.785, adj=0.452, (0 split)
## karaty < 1.525 to the left, agree=0.759, adj=0.387, (0 split)
##
## Node number 1847: 20 observations
## mean=12662.45, MSE=724920.7
##
## Node number 1856: 15 observations
## mean=7259.933, MSE=665150.6
##
## Node number 1857: 34 observations, complexity param=0.000009693769
## mean=8064.176, MSE=410509.5
## left son=3714 (18 obs) right son=3715 (16 obs)
## Primary splits:
## objetosc < 248.7276 to the left, improve=0.21924040, (0 missing)
## szerokosc < 7.345 to the left, improve=0.20402160, (0 missing)
## dlugosc < 7.355 to the left, improve=0.19079660, (0 missing)
## klarownosc splits as LLLLRRRR, improve=0.14358730, (0 missing)
## ciecie splits as LLLRR, improve=0.08506159, (0 missing)
## Surrogate splits:
## karaty < 1.535 to the left, agree=0.941, adj=0.875, (0 split)
## karat2 < 2.35625 to the left, agree=0.941, adj=0.875, (0 split)
## szerokosc < 7.345 to the left, agree=0.912, adj=0.812, (0 split)
## dlugosc < 7.375 to the left, agree=0.882, adj=0.750, (0 split)
## glebokosc_mm < 4.615 to the left, agree=0.794, adj=0.562, (0 split)
##
## Node number 1860: 23 observations
## mean=8887.826, MSE=607713.8
##
## Node number 1861: 33 observations, complexity param=0.00001215597
## mean=9510.788, MSE=599627.6
## left son=3722 (18 obs) right son=3723 (15 obs)
## Primary splits:
## gestosc < 0.006116063 to the left, improve=0.19392060, (0 missing)
## glebokosc < 61.5 to the left, improve=0.18717190, (0 missing)
## dlugosc < 7.475 to the right, improve=0.12791860, (0 missing)
## glebokosc_mm < 4.575 to the left, improve=0.09975882, (0 missing)
## glebokosc_procent < 1.08407 to the left, improve=0.08679166, (0 missing)
## Surrogate splits:
## glebokosc < 61.65 to the left, agree=0.758, adj=0.467, (0 split)
## objetosc < 249.9881 to the right, agree=0.697, adj=0.333, (0 split)
## dlugosc < 7.42 to the right, agree=0.667, adj=0.267, (0 split)
## szerokosc < 7.38 to the right, agree=0.667, adj=0.267, (0 split)
## glebokosc_mm < 4.575 to the left, agree=0.667, adj=0.267, (0 split)
##
## Node number 1862: 17 observations
## mean=9659, MSE=702563.8
##
## Node number 1863: 37 observations, complexity param=0.00001217502
## mean=10606.08, MSE=374972.9
## left son=3726 (21 obs) right son=3727 (16 obs)
## Primary splits:
## klarownosc splits as LLLLLRRR, improve=0.27701170, (0 missing)
## objetosc < 249.0106 to the left, improve=0.09815945, (0 missing)
## karaty < 1.525 to the left, improve=0.08191685, (0 missing)
## karat2 < 2.32565 to the left, improve=0.08191685, (0 missing)
## glebokosc_mm < 4.545 to the left, improve=0.07994956, (0 missing)
## Surrogate splits:
## ciecie splits as LLLLR, agree=0.676, adj=0.250, (0 split)
## dlugosc < 7.445 to the left, agree=0.649, adj=0.188, (0 split)
## karaty < 1.525 to the right, agree=0.622, adj=0.125, (0 split)
## karat2 < 2.32565 to the right, agree=0.622, adj=0.125, (0 split)
## gestosc < 0.005894279 to the right, agree=0.622, adj=0.125, (0 split)
##
## Node number 1868: 21 observations
## mean=10820.67, MSE=276387.5
##
## Node number 1869: 24 observations
## mean=11496.17, MSE=1024924
##
## Node number 1870: 19 observations
## mean=11288.95, MSE=1206078
##
## Node number 1871: 23 observations
## mean=12127.7, MSE=771293.2
##
## Node number 1872: 15 observations
## mean=10534.73, MSE=921951
##
## Node number 1873: 21 observations
## mean=11268.67, MSE=1164807
##
## Node number 1890: 47 observations, complexity param=0.00002108329
## mean=12783.91, MSE=1174141
## left son=3780 (18 obs) right son=3781 (29 obs)
## Primary splits:
## karaty < 1.525 to the right, improve=0.12060080, (0 missing)
## karat2 < 2.32565 to the right, improve=0.12060080, (0 missing)
## glebokosc_mm < 4.575 to the right, improve=0.08833270, (0 missing)
## gestosc < 0.006136351 to the right, improve=0.08698355, (0 missing)
## dlugosc < 7.425 to the right, improve=0.06071273, (0 missing)
## Surrogate splits:
## karat2 < 2.32565 to the right, agree=1.000, adj=1.000, (0 split)
## objetosc < 247.8521 to the right, agree=0.894, adj=0.722, (0 split)
## dlugosc < 7.425 to the right, agree=0.851, adj=0.611, (0 split)
## szerokosc < 7.395 to the right, agree=0.809, adj=0.500, (0 split)
## glebokosc_mm < 4.61 to the right, agree=0.787, adj=0.444, (0 split)
##
## Node number 1891: 25 observations
## mean=13840.68, MSE=924004.4
##
## Node number 1896: 15 observations
## mean=13369.33, MSE=1801826
##
## Node number 1897: 42 observations, complexity param=0.00001809235
## mean=14210.02, MSE=1266876
## left son=3794 (18 obs) right son=3795 (24 obs)
## Primary splits:
## kolor splits as LLLLLRR, improve=0.10733510, (0 missing)
## glebokosc_mm < 4.545 to the right, improve=0.09053666, (0 missing)
## glebokosc < 62.55 to the right, improve=0.04334268, (0 missing)
## glebokosc_procent < 1.085178 to the left, improve=0.03436147, (0 missing)
## objetosc < 243.7564 to the left, improve=0.03351130, (0 missing)
## Surrogate splits:
## ciecie splits as RRRRL, agree=0.667, adj=0.222, (0 split)
## glebokosc < 63.5 to the right, agree=0.643, adj=0.167, (0 split)
## dlugosc < 7.175 to the left, agree=0.619, adj=0.111, (0 split)
## szerokosc < 7.325 to the left, agree=0.619, adj=0.111, (0 split)
## czubek_a_najszerszy < 56.5 to the left, agree=0.595, adj=0.056, (0 split)
##
## Node number 2018: 81 observations, complexity param=0.00004666477
## mean=14230.37, MSE=2989273
## left son=4036 (25 obs) right son=4037 (56 obs)
## Primary splits:
## objetosc < 340.4062 to the right, improve=0.06083710, (0 missing)
## dlugosc < 8.225 to the right, improve=0.05421992, (0 missing)
## kolor splits as LLRRRRR, improve=0.04333983, (0 missing)
## czubek_a_najszerszy < 56.5 to the right, improve=0.03673876, (0 missing)
## karaty < 2.105 to the right, improve=0.02846649, (0 missing)
## Surrogate splits:
## karaty < 2.075 to the right, agree=0.901, adj=0.68, (0 split)
## karat2 < 4.30565 to the right, agree=0.901, adj=0.68, (0 split)
## glebokosc_mm < 5.095 to the right, agree=0.889, adj=0.64, (0 split)
## dlugosc < 8.245 to the right, agree=0.815, adj=0.40, (0 split)
## glebokosc < 63.05 to the right, agree=0.765, adj=0.24, (0 split)
##
## Node number 2019: 53 observations, complexity param=0.00006273215
## mean=14967.17, MSE=3747472
## left son=4038 (25 obs) right son=4039 (28 obs)
## Primary splits:
## glebokosc < 61.4 to the left, improve=0.11183800, (0 missing)
## dlugosc < 8.425 to the right, improve=0.07515641, (0 missing)
## gestosc < 0.006064427 to the left, improve=0.07180374, (0 missing)
## glebokosc_mm < 5.05 to the left, improve=0.04340186, (0 missing)
## szerokosc < 8.325 to the right, improve=0.04237936, (0 missing)
## Surrogate splits:
## glebokosc_mm < 5.1 to the left, agree=0.887, adj=0.76, (0 split)
## glebokosc_procent < 1.043513 to the left, agree=0.868, adj=0.72, (0 split)
## objetosc < 357.694 to the left, agree=0.830, adj=0.64, (0 split)
## czubek_a_najszerszy < 58.5 to the right, agree=0.811, adj=0.60, (0 split)
## karaty < 2.135 to the left, agree=0.736, adj=0.44, (0 split)
##
## Node number 2028: 16 observations
## mean=14908.25, MSE=3836913
##
## Node number 2029: 16 observations
## mean=16205, MSE=1188047
##
## Node number 2030: 55 observations, complexity param=0.00008279943
## mean=16269.24, MSE=4089978
## left son=4060 (16 obs) right son=4061 (39 obs)
## Primary splits:
## szerokosc < 8.17 to the left, improve=0.13845470, (0 missing)
## objetosc < 342.1984 to the left, improve=0.06397179, (0 missing)
## kolor splits as LLLLRRR, improve=0.05059319, (0 missing)
## glebokosc_mm < 5.135 to the left, improve=0.04514914, (0 missing)
## karaty < 2.175 to the left, improve=0.04459551, (0 missing)
## Surrogate splits:
## objetosc < 335.2685 to the left, agree=0.891, adj=0.625, (0 split)
## dlugosc < 8.185 to the left, agree=0.873, adj=0.562, (0 split)
## karaty < 2.045 to the left, agree=0.836, adj=0.437, (0 split)
## glebokosc < 62.05 to the right, agree=0.836, adj=0.437, (0 split)
## karat2 < 4.18205 to the left, agree=0.836, adj=0.437, (0 split)
##
## Node number 2031: 41 observations, complexity param=0.00004000988
## mean=17217.66, MSE=1305395
## left son=4062 (24 obs) right son=4063 (17 obs)
## Primary splits:
## dlugosc < 8.165 to the right, improve=0.2359781, (0 missing)
## szerokosc < 8.165 to the right, improve=0.2201215, (0 missing)
## objetosc < 333.1986 to the right, improve=0.2187936, (0 missing)
## glebokosc < 60.65 to the left, improve=0.1694210, (0 missing)
## glebokosc_mm < 4.965 to the left, improve=0.1532576, (0 missing)
## Surrogate splits:
## glebokosc < 61.1 to the left, agree=0.878, adj=0.706, (0 split)
## glebokosc_procent < 1.062384 to the left, agree=0.854, adj=0.647, (0 split)
## szerokosc < 8.115 to the right, agree=0.829, adj=0.588, (0 split)
## objetosc < 332.1462 to the right, agree=0.829, adj=0.588, (0 split)
## czubek_a_najszerszy < 57.3 to the right, agree=0.805, adj=0.529, (0 split)
##
## Node number 2040: 38 observations, complexity param=0.00002955734
## mean=15132.18, MSE=1741644
## left son=4080 (15 obs) right son=4081 (23 obs)
## Primary splits:
## gestosc < 0.006176068 to the right, improve=0.14097840, (0 missing)
## glebokosc < 61.55 to the right, improve=0.10964860, (0 missing)
## szerokosc < 8.155 to the left, improve=0.10914470, (0 missing)
## glebokosc_procent < 1.072157 to the right, improve=0.08073269, (0 missing)
## dlugosc < 8.165 to the left, improve=0.05206797, (0 missing)
## Surrogate splits:
## glebokosc < 62.65 to the right, agree=0.816, adj=0.533, (0 split)
## szerokosc < 8.05 to the left, agree=0.816, adj=0.533, (0 split)
## dlugosc < 8.065 to the left, agree=0.737, adj=0.333, (0 split)
## objetosc < 322.5524 to the left, agree=0.737, adj=0.333, (0 split)
## glebokosc_mm < 5.085 to the right, agree=0.684, adj=0.200, (0 split)
##
## Node number 2041: 16 observations
## mean=16821.19, MSE=2412096
##
## Node number 2042: 17 observations
## mean=16100.59, MSE=2069036
##
## Node number 2043: 38 observations, complexity param=0.0000121089
## mean=16853.63, MSE=1432624
## left son=4086 (19 obs) right son=4087 (19 obs)
## Primary splits:
## dlugosc < 8.21 to the right, improve=0.07021320, (0 missing)
## objetosc < 339.2193 to the right, improve=0.06489739, (0 missing)
## glebokosc_procent < 1.057627 to the right, improve=0.06468938, (0 missing)
## glebokosc_mm < 5.045 to the right, improve=0.04926407, (0 missing)
## gestosc < 0.006128764 to the left, improve=0.02784471, (0 missing)
## Surrogate splits:
## objetosc < 339.2193 to the right, agree=0.921, adj=0.842, (0 split)
## szerokosc < 8.185 to the right, agree=0.895, adj=0.789, (0 split)
## karaty < 2.095 to the right, agree=0.868, adj=0.737, (0 split)
## karat2 < 4.38905 to the right, agree=0.868, adj=0.737, (0 split)
## gestosc < 0.006105206 to the left, agree=0.737, adj=0.474, (0 split)
##
## Node number 2044: 23 observations
## mean=15962.09, MSE=3624424
##
## Node number 2045: 25 observations
## mean=16708.36, MSE=2936948
##
## Node number 2046: 15 observations
## mean=16164.33, MSE=4004046
##
## Node number 2047: 46 observations, complexity param=0.00001528665
## mean=17643.91, MSE=1111265
## left son=4094 (26 obs) right son=4095 (20 obs)
## Primary splits:
## czubek_a_najszerszy < 58.5 to the left, improve=0.09439890, (0 missing)
## szerokosc < 8.02 to the left, improve=0.08397151, (0 missing)
## glebokosc_procent < 1.057627 to the right, improve=0.07128907, (0 missing)
## karaty < 2.015 to the left, improve=0.06734897, (0 missing)
## karat2 < 4.06025 to the left, improve=0.06734897, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.074075 to the right, agree=0.891, adj=0.75, (0 split)
## ciecie splits as RRRLL, agree=0.761, adj=0.45, (0 split)
## czy_premium < 0.5 to the right, agree=0.761, adj=0.45, (0 split)
## glebokosc < 61.55 to the right, agree=0.674, adj=0.25, (0 split)
## objetosc < 317.0372 to the right, agree=0.674, adj=0.25, (0 split)
##
## Node number 2076: 78 observations
## mean=609.1795, MSE=5152.711
##
## Node number 2077: 86 observations
## mean=700.9186, MSE=5605.703
##
## Node number 2096: 124 observations
## mean=535.5081, MSE=6036.266
##
## Node number 2097: 175 observations
## mean=609.5429, MSE=7796.545
##
## Node number 2102: 178 observations, complexity param=0.000001040163
## mean=739.7753, MSE=10386.68
## left son=4204 (138 obs) right son=4205 (40 obs)
## Primary splits:
## szerokosc < 4.325 to the right, improve=0.17759660, (0 missing)
## klarownosc splits as LLLLLRRR, improve=0.15259210, (0 missing)
## objetosc < 49.81735 to the right, improve=0.07566552, (0 missing)
## gestosc < 0.00602164 to the left, improve=0.06080556, (0 missing)
## glebokosc < 60.75 to the left, improve=0.05323357, (0 missing)
## Surrogate splits:
## objetosc < 49.81735 to the right, agree=0.888, adj=0.500, (0 split)
## karaty < 0.305 to the right, agree=0.831, adj=0.250, (0 split)
## karat2 < 0.09305 to the right, agree=0.831, adj=0.250, (0 split)
## glebokosc < 62.85 to the left, agree=0.809, adj=0.150, (0 split)
## glebokosc_mm < 2.665 to the right, agree=0.792, adj=0.075, (0 split)
##
## Node number 2103: 85 observations
## mean=822.0471, MSE=10571.97
##
## Node number 2106: 363 observations, complexity param=0.000001898299
## mean=806.0496, MSE=13756.32
## left son=4212 (123 obs) right son=4213 (240 obs)
## Primary splits:
## dlugosc < 4.375 to the left, improve=0.15564190, (0 missing)
## klarownosc splits as LLLLLRRR, improve=0.07122731, (0 missing)
## objetosc < 51.17008 to the left, improve=0.04539487, (0 missing)
## kolor splits as LLLLLLR, improve=0.04132217, (0 missing)
## karaty < 0.315 to the left, improve=0.03891113, (0 missing)
## Surrogate splits:
## objetosc < 51.46871 to the left, agree=0.851, adj=0.561, (0 split)
## karaty < 0.315 to the left, agree=0.788, adj=0.374, (0 split)
## karat2 < 0.09925 to the left, agree=0.788, adj=0.374, (0 split)
## szerokosc < 4.405 to the left, agree=0.766, adj=0.309, (0 split)
## glebokosc_mm < 2.705 to the left, agree=0.725, adj=0.187, (0 split)
##
## Node number 2107: 89 observations
## mean=882.8202, MSE=8475.586
##
## Node number 2198: 36 observations
## mean=722.8333, MSE=8483.417
##
## Node number 2199: 245 observations, complexity param=0.00000146828
## mean=830.8857, MSE=11848.09
## left son=4398 (107 obs) right son=4399 (138 obs)
## Primary splits:
## szerokosc < 4.745 to the right, improve=0.21274440, (0 missing)
## czy_premium < 0.5 to the left, improve=0.07291193, (0 missing)
## ciecie splits as LLLRR, improve=0.07291193, (0 missing)
## objetosc < 68.1862 to the right, improve=0.03582511, (0 missing)
## glebokosc < 62.15 to the left, improve=0.02756540, (0 missing)
## Surrogate splits:
## objetosc < 66.7854 to the right, agree=0.804, adj=0.551, (0 split)
## dlugosc < 4.745 to the right, agree=0.735, adj=0.393, (0 split)
## karaty < 0.405 to the right, agree=0.694, adj=0.299, (0 split)
## karat2 < 0.16405 to the right, agree=0.694, adj=0.299, (0 split)
## gestosc < 0.006099811 to the left, agree=0.637, adj=0.168, (0 split)
##
## Node number 2234: 209 observations
## mean=1034.144, MSE=8733.683
##
## Node number 2235: 43 observations, complexity param=0.000001046467
## mean=1130.349, MSE=21026.23
## left son=4470 (22 obs) right son=4471 (21 obs)
## Primary splits:
## klarownosc splits as LLLLRRRR, improve=0.3656532, (0 missing)
## dlugosc < 4.795 to the left, improve=0.2104439, (0 missing)
## glebokosc_mm < 2.965 to the left, improve=0.1086948, (0 missing)
## glebokosc_procent < 1.082456 to the left, improve=0.1018494, (0 missing)
## objetosc < 68.48178 to the left, improve=0.1007050, (0 missing)
## Surrogate splits:
## gestosc < 0.006037635 to the right, agree=0.698, adj=0.381, (0 split)
## szerokosc < 4.775 to the left, agree=0.628, adj=0.238, (0 split)
## glebokosc_procent < 1.082456 to the left, agree=0.628, adj=0.238, (0 split)
## glebokosc_mm < 2.955 to the left, agree=0.605, adj=0.190, (0 split)
## glebokosc < 59.5 to the right, agree=0.581, adj=0.143, (0 split)
##
## Node number 2288: 27 observations
## mean=1087.704, MSE=8025.764
##
## Node number 2289: 65 observations
## mean=1217.169, MSE=12949.86
##
## Node number 2290: 64 observations, complexity param=0.0000013606
## mean=1237.922, MSE=12853.76
## left son=4580 (39 obs) right son=4581 (25 obs)
## Primary splits:
## klarownosc splits as LLLLLLLR, improve=0.52209600, (0 missing)
## glebokosc_mm < 2.94 to the left, improve=0.12433780, (0 missing)
## glebokosc < 60.95 to the left, improve=0.10668980, (0 missing)
## objetosc < 67.4547 to the left, improve=0.08644055, (0 missing)
## karaty < 0.425 to the left, improve=0.07870974, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.126599 to the left, agree=0.688, adj=0.20, (0 split)
## glebokosc < 62.35 to the left, agree=0.656, adj=0.12, (0 split)
## czubek_a_najszerszy < 54.5 to the right, agree=0.656, adj=0.12, (0 split)
## gestosc < 0.005997112 to the right, agree=0.656, adj=0.12, (0 split)
## karaty < 0.395 to the right, agree=0.625, adj=0.04, (0 split)
##
## Node number 2291: 50 observations, complexity param=0.000001053058
## mean=1369.36, MSE=28276.27
## left son=4582 (16 obs) right son=4583 (34 obs)
## Primary splits:
## glebokosc_mm < 2.925 to the left, improve=0.23512040, (0 missing)
## glebokosc < 60.85 to the left, improve=0.19640990, (0 missing)
## objetosc < 66.81128 to the left, improve=0.18840780, (0 missing)
## glebokosc_procent < 1.067544 to the left, improve=0.09988556, (0 missing)
## szerokosc < 4.795 to the left, improve=0.07853022, (0 missing)
## Surrogate splits:
## glebokosc < 60.55 to the left, agree=0.94, adj=0.812, (0 split)
## objetosc < 66.38953 to the left, agree=0.90, adj=0.688, (0 split)
## glebokosc_procent < 1.045206 to the left, agree=0.90, adj=0.688, (0 split)
## karaty < 0.405 to the left, agree=0.84, adj=0.500, (0 split)
## karat2 < 0.16405 to the left, agree=0.84, adj=0.500, (0 split)
##
## Node number 2328: 58 observations
## mean=1238.862, MSE=12282.15
##
## Node number 2329: 40 observations
## mean=1395.325, MSE=18243.07
##
## Node number 2332: 34 observations
## mean=1402.765, MSE=24801.53
##
## Node number 2333: 88 observations
## mean=1535.898, MSE=30705.36
##
## Node number 2358: 39 observations
## mean=1757.718, MSE=28734.51
##
## Node number 2359: 21 observations
## mean=1942.857, MSE=22231.74
##
## Node number 2408: 45 observations
## mean=1476.733, MSE=19493.57
##
## Node number 2409: 35 observations
## mean=1632.257, MSE=15186.31
##
## Node number 2410: 72 observations
## mean=1643.931, MSE=12522.06
##
## Node number 2411: 25 observations
## mean=1801.72, MSE=11947.24
##
## Node number 2412: 242 observations, complexity param=0.000002551539
## mean=1682.062, MSE=24933.09
## left son=4824 (38 obs) right son=4825 (204 obs)
## Primary splits:
## kolor splits as LLLLRRR, improve=0.13564700, (0 missing)
## dlugosc < 5.135 to the left, improve=0.10586890, (0 missing)
## objetosc < 84.53475 to the left, improve=0.10313720, (0 missing)
## karaty < 0.515 to the left, improve=0.07520132, (0 missing)
## karat2 < 0.26525 to the left, improve=0.07520132, (0 missing)
##
## Node number 2413: 151 observations, complexity param=0.000001692958
## mean=1774.377, MSE=19764.94
## left son=4826 (117 obs) right son=4827 (34 obs)
## Primary splits:
## kolor splits as LLLLLRR, improve=0.17906210, (0 missing)
## karaty < 0.535 to the left, improve=0.09934629, (0 missing)
## karat2 < 0.28625 to the left, improve=0.09934629, (0 missing)
## objetosc < 88.8867 to the left, improve=0.08245341, (0 missing)
## szerokosc < 5.245 to the left, improve=0.06515227, (0 missing)
## Surrogate splits:
## glebokosc_mm < 3.25 to the left, agree=0.781, adj=0.029, (0 split)
## objetosc < 80.91051 to the right, agree=0.781, adj=0.029, (0 split)
##
## Node number 2420: 81 observations
## mean=1888.852, MSE=18037.26
##
## Node number 2421: 16 observations
## mean=2093.812, MSE=111283.5
##
## Node number 2458: 25 observations
## mean=2089.52, MSE=10834.41
##
## Node number 2459: 15 observations
## mean=2391.267, MSE=34155.66
##
## Node number 2582: 47 observations
## mean=2105.915, MSE=34640.89
##
## Node number 2583: 51 observations, complexity param=0.000001820428
## mean=2301.941, MSE=56359.39
## left son=5166 (34 obs) right son=5167 (17 obs)
## Primary splits:
## glebokosc_procent < 1.096396 to the left, improve=0.19992510, (0 missing)
## czubek_a_najszerszy < 56.5 to the right, improve=0.17316360, (0 missing)
## glebokosc < 61.35 to the left, improve=0.10037130, (0 missing)
## glebokosc_mm < 3.505 to the left, improve=0.07927525, (0 missing)
## kolor splits as LLRRRRR, improve=0.05070443, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 56.5 to the right, agree=0.863, adj=0.588, (0 split)
## glebokosc < 61.35 to the left, agree=0.804, adj=0.412, (0 split)
## glebokosc_mm < 3.525 to the left, agree=0.745, adj=0.235, (0 split)
## dlugosc < 5.705 to the right, agree=0.706, adj=0.118, (0 split)
## szerokosc < 5.745 to the right, agree=0.686, adj=0.059, (0 split)
##
## Node number 2586: 19 observations
## mean=2059.579, MSE=100111.7
##
## Node number 2587: 58 observations, complexity param=0.000001480876
## mean=2277.362, MSE=39911.82
## left son=5174 (17 obs) right son=5175 (41 obs)
## Primary splits:
## ciecie splits as LLLRR, improve=0.2019386, (0 missing)
## czy_premium < 0.5 to the left, improve=0.2019386, (0 missing)
## dlugosc < 5.735 to the left, improve=0.1452518, (0 missing)
## objetosc < 118.1163 to the left, improve=0.1368713, (0 missing)
## szerokosc < 5.785 to the left, improve=0.0964302, (0 missing)
## Surrogate splits:
## czy_premium < 0.5 to the left, agree=1.000, adj=1.000, (0 split)
## glebokosc < 63.05 to the right, agree=0.776, adj=0.235, (0 split)
## gestosc < 0.006206117 to the right, agree=0.759, adj=0.176, (0 split)
## dlugosc < 5.675 to the left, agree=0.741, adj=0.118, (0 split)
## objetosc < 114.3075 to the left, agree=0.741, adj=0.118, (0 split)
##
## Node number 2588: 33 observations, complexity param=0.000001009868
## mean=2266.061, MSE=38479.88
## left son=5176 (16 obs) right son=5177 (17 obs)
## Primary splits:
## ciecie splits as LLLRR, improve=0.25104250, (0 missing)
## czy_premium < 0.5 to the left, improve=0.25104250, (0 missing)
## gestosc < 0.006161882 to the right, improve=0.12156050, (0 missing)
## glebokosc < 62.25 to the right, improve=0.10573140, (0 missing)
## objetosc < 113.9465 to the left, improve=0.02601701, (0 missing)
## Surrogate splits:
## czy_premium < 0.5 to the left, agree=1.000, adj=1.000, (0 split)
## dlugosc < 5.65 to the left, agree=0.758, adj=0.500, (0 split)
## glebokosc < 62.65 to the right, agree=0.727, adj=0.438, (0 split)
## szerokosc < 5.635 to the left, agree=0.697, adj=0.375, (0 split)
## glebokosc_mm < 3.58 to the right, agree=0.697, adj=0.375, (0 split)
##
## Node number 2589: 68 observations
## mean=2400.662, MSE=32049.43
##
## Node number 2590: 16 observations
## mean=2370.375, MSE=42390.36
##
## Node number 2591: 64 observations, complexity param=0.000002572632
## mean=2584.328, MSE=79354.13
## left son=5182 (48 obs) right son=5183 (16 obs)
## Primary splits:
## glebokosc_procent < 1.101754 to the left, improve=0.20443590, (0 missing)
## glebokosc_mm < 3.515 to the left, improve=0.18738880, (0 missing)
## czubek_a_najszerszy < 56.5 to the right, improve=0.14510030, (0 missing)
## glebokosc < 60.65 to the left, improve=0.12726970, (0 missing)
## dlugosc < 5.755 to the right, improve=0.08884315, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 55.5 to the right, agree=0.953, adj=0.812, (0 split)
## glebokosc < 62.45 to the left, agree=0.766, adj=0.062, (0 split)
##
## Node number 2664: 20 observations
## mean=2566.15, MSE=17746.83
##
## Node number 2665: 19 observations
## mean=2770.211, MSE=29370.27
##
## Node number 2732: 20 observations
## mean=2364.1, MSE=11969.49
##
## Node number 2733: 19 observations
## mean=2595.632, MSE=128987.9
##
## Node number 2738: 26 observations
## mean=2413.038, MSE=29541.73
##
## Node number 2739: 46 observations
## mean=2653.674, MSE=82067.22
##
## Node number 2748: 21 observations
## mean=2823.714, MSE=76467.73
##
## Node number 2749: 31 observations
## mean=3078.258, MSE=54484.19
##
## Node number 2760: 47 observations
## mean=2553.809, MSE=39486.88
##
## Node number 2761: 90 observations, complexity param=0.00000220537
## mean=2813.689, MSE=47334.77
## left son=5522 (20 obs) right son=5523 (70 obs)
## Primary splits:
## objetosc < 112.2631 to the left, improve=0.1634138, (0 missing)
## klarownosc splits as LLLLRRRR, improve=0.1458804, (0 missing)
## glebokosc_mm < 3.555 to the left, improve=0.1188587, (0 missing)
## glebokosc_procent < 1.090517 to the left, improve=0.1183420, (0 missing)
## gestosc < 0.006237722 to the right, improve=0.1080903, (0 missing)
## Surrogate splits:
## gestosc < 0.006246899 to the right, agree=0.933, adj=0.70, (0 split)
## czubek_a_najszerszy < 59.5 to the right, agree=0.856, adj=0.35, (0 split)
## glebokosc_procent < 1.029167 to the left, agree=0.856, adj=0.35, (0 split)
## glebokosc_mm < 3.495 to the left, agree=0.844, adj=0.30, (0 split)
## glebokosc < 61.75 to the left, agree=0.822, adj=0.20, (0 split)
##
## Node number 2762: 125 observations, complexity param=0.000006864083
## mean=2867.632, MSE=86883.24
## left son=5524 (70 obs) right son=5525 (55 obs)
## Primary splits:
## kolor splits as LLLLLRR, improve=0.19951090, (0 missing)
## glebokosc_procent < 1.07739 to the left, improve=0.10680790, (0 missing)
## czubek_a_najszerszy < 59.5 to the right, improve=0.09434943, (0 missing)
## objetosc < 115.2005 to the left, improve=0.07757929, (0 missing)
## glebokosc_mm < 3.495 to the left, improve=0.07165800, (0 missing)
## Surrogate splits:
## gestosc < 0.005999338 to the right, agree=0.632, adj=0.164, (0 split)
## objetosc < 117.7932 to the left, agree=0.616, adj=0.127, (0 split)
## szerokosc < 5.815 to the left, agree=0.592, adj=0.073, (0 split)
## glebokosc < 62.65 to the left, agree=0.584, adj=0.055, (0 split)
## glebokosc_mm < 3.585 to the left, agree=0.584, adj=0.055, (0 split)
##
## Node number 2763: 99 observations, complexity param=0.000007058018
## mean=3188.616, MSE=118271
## left son=5526 (16 obs) right son=5527 (83 obs)
## Primary splits:
## glebokosc_procent < 1.022184 to the left, improve=0.1902827, (0 missing)
## glebokosc_mm < 3.49 to the left, improve=0.1696367, (0 missing)
## czubek_a_najszerszy < 57.5 to the right, improve=0.1612648, (0 missing)
## glebokosc < 60.55 to the left, improve=0.1475469, (0 missing)
## ciecie splits as LLLRR, improve=0.1461764, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 59.5 to the right, agree=0.970, adj=0.813, (0 split)
## glebokosc_mm < 3.49 to the left, agree=0.949, adj=0.688, (0 split)
## glebokosc < 59.6 to the left, agree=0.929, adj=0.562, (0 split)
## dlugosc < 5.815 to the right, agree=0.919, adj=0.500, (0 split)
## ciecie splits as LLRRR, agree=0.909, adj=0.437, (0 split)
##
## Node number 2764: 16 observations
## mean=2891.125, MSE=28590.61
##
## Node number 2765: 31 observations, complexity param=0.000001869446
## mean=3133.097, MSE=84426.22
## left son=5530 (15 obs) right son=5531 (16 obs)
## Primary splits:
## gestosc < 0.006195852 to the right, improve=0.225477900, (0 missing)
## szerokosc < 5.675 to the left, improve=0.120020400, (0 missing)
## glebokosc < 62.65 to the right, improve=0.033709030, (0 missing)
## glebokosc_mm < 3.535 to the right, improve=0.023876250, (0 missing)
## glebokosc_procent < 1.084362 to the right, improve=0.004425524, (0 missing)
## Surrogate splits:
## objetosc < 112.9788 to the left, agree=0.871, adj=0.733, (0 split)
## szerokosc < 5.635 to the left, agree=0.839, adj=0.667, (0 split)
## czubek_a_najszerszy < 57.5 to the right, agree=0.774, adj=0.533, (0 split)
## glebokosc < 63.15 to the right, agree=0.710, adj=0.400, (0 split)
## dlugosc < 5.615 to the left, agree=0.710, adj=0.400, (0 split)
##
## Node number 2766: 19 observations
## mean=3321.368, MSE=42901.6
##
## Node number 2767: 26 observations
## mean=3662.077, MSE=224699.4
##
## Node number 2786: 23 observations
## mean=3113.043, MSE=60342.65
##
## Node number 2787: 57 observations, complexity param=0.000001386897
## mean=3263.281, MSE=53636.62
## left son=5574 (16 obs) right son=5575 (41 obs)
## Primary splits:
## glebokosc_procent < 1.06466 to the left, improve=0.16541170, (0 missing)
## czubek_a_najszerszy < 56.5 to the right, improve=0.13149350, (0 missing)
## glebokosc < 60.85 to the left, improve=0.07380369, (0 missing)
## szerokosc < 5.855 to the right, improve=0.06695438, (0 missing)
## ciecie splits as LLLRR, improve=0.06665496, (0 missing)
## Surrogate splits:
## glebokosc < 60.3 to the left, agree=0.895, adj=0.625, (0 split)
## czubek_a_najszerszy < 58.5 to the right, agree=0.825, adj=0.375, (0 split)
## dlugosc < 5.915 to the right, agree=0.825, adj=0.375, (0 split)
## szerokosc < 5.895 to the right, agree=0.807, adj=0.312, (0 split)
## glebokosc_mm < 3.535 to the left, agree=0.807, adj=0.312, (0 split)
##
## Node number 2798: 26 observations
## mean=3749.962, MSE=170446.6
##
## Node number 2799: 26 observations
## mean=4125.731, MSE=248346.4
##
## Node number 2938: 29 observations
## mean=3809.103, MSE=75837.61
##
## Node number 2939: 34 observations
## mean=4045.588, MSE=111761.4
##
## Node number 2996: 27 observations
## mean=4080.741, MSE=58570.56
##
## Node number 2997: 20 observations
## mean=4301.3, MSE=114068.2
##
## Node number 3010: 20 observations
## mean=3853.1, MSE=81247.19
##
## Node number 3011: 43 observations
## mean=4110.349, MSE=125878.5
##
## Node number 3016: 50 observations, complexity param=0.000002520034
## mean=4057.94, MSE=87428.7
## left son=6032 (15 obs) right son=6033 (35 obs)
## Primary splits:
## gestosc < 0.006164013 to the left, improve=0.18197530, (0 missing)
## glebokosc_procent < 1.109727 to the right, improve=0.06488781, (0 missing)
## kolor splits as LLLLLRR, improve=0.05693545, (0 missing)
## glebokosc_mm < 3.845 to the right, improve=0.03163453, (0 missing)
## objetosc < 146.3915 to the right, improve=0.03029456, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 54.5 to the left, agree=0.76, adj=0.2, (0 split)
## dlugosc < 6.25 to the right, agree=0.76, adj=0.2, (0 split)
## objetosc < 149.4798 to the right, agree=0.76, adj=0.2, (0 split)
## glebokosc_procent < 1.150893 to the right, agree=0.76, adj=0.2, (0 split)
##
## Node number 3017: 93 observations, complexity param=0.000009487861
## mean=4370.699, MSE=222141.1
## left son=6034 (24 obs) right son=6035 (69 obs)
## Primary splits:
## glebokosc_mm < 3.785 to the left, improve=0.14497280, (0 missing)
## glebokosc < 59.35 to the left, improve=0.12568720, (0 missing)
## glebokosc_procent < 1.037069 to the left, improve=0.10324340, (0 missing)
## ciecie splits as LLLRR, improve=0.08411214, (0 missing)
## czy_premium < 0.5 to the left, improve=0.08411214, (0 missing)
## Surrogate splits:
## glebokosc < 59.85 to the left, agree=0.914, adj=0.667, (0 split)
## glebokosc_procent < 1.014407 to the left, agree=0.882, adj=0.542, (0 split)
## objetosc < 146.3447 to the left, agree=0.839, adj=0.375, (0 split)
## ciecie splits as LLRRR, agree=0.817, adj=0.292, (0 split)
## gestosc < 0.006273168 to the right, agree=0.806, adj=0.250, (0 split)
##
## Node number 3018: 22 observations
## mean=4335, MSE=155787.9
##
## Node number 3019: 29 observations
## mean=4818.448, MSE=218867
##
## Node number 3022: 19 observations
## mean=4676.263, MSE=177653.8
##
## Node number 3023: 15 observations
## mean=5039, MSE=236328.3
##
## Node number 3110: 16 observations
## mean=3690.875, MSE=108634.1
##
## Node number 3111: 18 observations
## mean=3886.111, MSE=89812.54
##
## Node number 3122: 33 observations
## mean=3857.909, MSE=150742.7
##
## Node number 3123: 196 observations, complexity param=0.000009485529
## mean=4199.184, MSE=131124.8
## left son=6246 (70 obs) right son=6247 (126 obs)
## Primary splits:
## szerokosc < 6.375 to the left, improve=0.11650660, (0 missing)
## objetosc < 162.7597 to the left, improve=0.10705800, (0 missing)
## ciecie splits as LLRRR, improve=0.06257751, (0 missing)
## gestosc < 0.006278654 to the right, improve=0.06156967, (0 missing)
## glebokosc < 62.95 to the right, improve=0.05449670, (0 missing)
## Surrogate splits:
## gestosc < 0.006250623 to the right, agree=0.821, adj=0.500, (0 split)
## objetosc < 162.0163 to the left, agree=0.811, adj=0.471, (0 split)
## glebokosc < 62.95 to the right, agree=0.730, adj=0.243, (0 split)
## dlugosc < 6.325 to the left, agree=0.709, adj=0.186, (0 split)
## ciecie splits as LLRRR, agree=0.699, adj=0.157, (0 split)
##
## Node number 3126: 19 observations
## mean=4177.421, MSE=216726.6
##
## Node number 3127: 114 observations, complexity param=0.000004712914
## mean=4603.026, MSE=153331.8
## left son=6254 (51 obs) right son=6255 (63 obs)
## Primary splits:
## gestosc < 0.006161488 to the right, improve=0.08511035, (0 missing)
## glebokosc < 63.25 to the right, improve=0.06520905, (0 missing)
## kolor splits as LLLLLLR, improve=0.06206005, (0 missing)
## objetosc < 163.1011 to the left, improve=0.05045601, (0 missing)
## szerokosc < 6.345 to the left, improve=0.05012290, (0 missing)
## Surrogate splits:
## objetosc < 163.5672 to the left, agree=0.807, adj=0.569, (0 split)
## dlugosc < 6.375 to the left, agree=0.728, adj=0.392, (0 split)
## szerokosc < 6.385 to the left, agree=0.728, adj=0.392, (0 split)
## glebokosc < 62.55 to the right, agree=0.649, adj=0.216, (0 split)
## karaty < 1.025 to the right, agree=0.623, adj=0.157, (0 split)
##
## Node number 3128: 59 observations, complexity param=0.000002616394
## mean=4324.322, MSE=89692.93
## left son=6256 (17 obs) right son=6257 (42 obs)
## Primary splits:
## glebokosc_procent < 1.023071 to the left, improve=0.15607130, (0 missing)
## glebokosc < 61.35 to the left, improve=0.11861710, (0 missing)
## czubek_a_najszerszy < 58.5 to the right, improve=0.09142989, (0 missing)
## gestosc < 0.006122489 to the left, improve=0.08442697, (0 missing)
## glebokosc_mm < 4.075 to the left, improve=0.07284932, (0 missing)
## Surrogate splits:
## glebokosc < 60.25 to the left, agree=0.915, adj=0.706, (0 split)
## glebokosc_mm < 4.025 to the left, agree=0.898, adj=0.647, (0 split)
## czubek_a_najszerszy < 59.5 to the right, agree=0.814, adj=0.353, (0 split)
## gestosc < 0.006023995 to the left, agree=0.780, adj=0.235, (0 split)
## dlugosc < 6.74 to the right, agree=0.763, adj=0.176, (0 split)
##
## Node number 3129: 140 observations, complexity param=0.000007228355
## mean=4536.1, MSE=143824
## left son=6258 (15 obs) right son=6259 (125 obs)
## Primary splits:
## glebokosc < 63.25 to the right, improve=0.13418710, (0 missing)
## ciecie splits as LLRRR, improve=0.09778092, (0 missing)
## czy_premium < 0.5 to the left, improve=0.09353255, (0 missing)
## gestosc < 0.006235352 to the right, improve=0.08764112, (0 missing)
## glebokosc_mm < 4.175 to the right, improve=0.07382044, (0 missing)
## Surrogate splits:
## gestosc < 0.006239558 to the right, agree=0.964, adj=0.667, (0 split)
## glebokosc_mm < 4.185 to the right, agree=0.936, adj=0.400, (0 split)
## karaty < 1.155 to the right, agree=0.914, adj=0.200, (0 split)
## karat2 < 1.33405 to the right, agree=0.914, adj=0.200, (0 split)
## ciecie splits as LRRRR, agree=0.900, adj=0.067, (0 split)
##
## Node number 3130: 46 observations, complexity param=0.000005158543
## mean=4549.478, MSE=170467.2
## left son=6260 (26 obs) right son=6261 (20 obs)
## Primary splits:
## kolor splits as LLLLLLR, improve=0.20766270, (0 missing)
## gestosc < 0.006002505 to the right, improve=0.08344290, (0 missing)
## glebokosc < 59.35 to the right, improve=0.05977969, (0 missing)
## szerokosc < 6.675 to the left, improve=0.05493874, (0 missing)
## objetosc < 172.9074 to the right, improve=0.04234577, (0 missing)
## Surrogate splits:
## karaty < 1.055 to the right, agree=0.63, adj=0.15, (0 split)
## czubek_a_najszerszy < 62.5 to the left, agree=0.63, adj=0.15, (0 split)
## dlugosc < 6.54 to the right, agree=0.63, adj=0.15, (0 split)
## szerokosc < 6.555 to the right, agree=0.63, adj=0.15, (0 split)
## glebokosc_mm < 3.975 to the right, agree=0.63, adj=0.15, (0 split)
##
## Node number 3131: 62 observations, complexity param=0.000009834298
## mean=4921.258, MSE=342409.2
## left son=6262 (19 obs) right son=6263 (43 obs)
## Primary splits:
## glebokosc < 62.35 to the right, improve=0.14622990, (0 missing)
## ciecie splits as LLLRR, improve=0.11436820, (0 missing)
## czy_premium < 0.5 to the left, improve=0.11436820, (0 missing)
## szerokosc < 6.555 to the left, improve=0.10407740, (0 missing)
## objetosc < 175.164 to the left, improve=0.07759429, (0 missing)
## Surrogate splits:
## glebokosc_mm < 4.145 to the right, agree=0.839, adj=0.474, (0 split)
## gestosc < 0.006165713 to the right, agree=0.790, adj=0.316, (0 split)
## karaty < 1.135 to the right, agree=0.742, adj=0.158, (0 split)
## szerokosc < 6.465 to the left, agree=0.742, adj=0.158, (0 split)
## karat2 < 1.28825 to the right, agree=0.742, adj=0.158, (0 split)
##
## Node number 3172: 26 observations
## mean=4521.731, MSE=82860.04
##
## Node number 3173: 72 observations, complexity param=0.00000254514
## mean=4732.042, MSE=148575.4
## left son=6346 (47 obs) right son=6347 (25 obs)
## Primary splits:
## czubek_a_najszerszy < 57.5 to the right, improve=0.07510388, (0 missing)
## glebokosc_procent < 1.104386 to the left, improve=0.07229026, (0 missing)
## ciecie splits as RRRRL, improve=0.04765646, (0 missing)
## kolor splits as LLLRRRR, improve=0.04247211, (0 missing)
## gestosc < 0.006199581 to the right, improve=0.04003780, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.085224 to the left, agree=0.972, adj=0.92, (0 split)
## ciecie splits as RRRRL, agree=0.736, adj=0.24, (0 split)
## dlugosc < 6.335 to the right, agree=0.694, adj=0.12, (0 split)
## objetosc < 164.5265 to the left, agree=0.694, adj=0.12, (0 split)
## karaty < 1.03 to the left, agree=0.681, adj=0.08, (0 split)
##
## Node number 3174: 58 observations, complexity param=0.000001129765
## mean=4786.052, MSE=103484.6
## left son=6348 (35 obs) right son=6349 (23 obs)
## Primary splits:
## kolor splits as LLLRRRR, improve=0.05941750, (0 missing)
## objetosc < 170.0516 to the left, improve=0.04161517, (0 missing)
## gestosc < 0.006085064 to the right, improve=0.03093475, (0 missing)
## dlugosc < 6.565 to the right, improve=0.02964930, (0 missing)
## ciecie splits as RRRRL, improve=0.02830594, (0 missing)
## Surrogate splits:
## glebokosc < 60.45 to the left, agree=0.724, adj=0.304, (0 split)
## glebokosc_procent < 1.024576 to the left, agree=0.707, adj=0.261, (0 split)
## glebokosc_mm < 3.945 to the left, agree=0.672, adj=0.174, (0 split)
## objetosc < 170.7775 to the left, agree=0.638, adj=0.087, (0 split)
## czubek_a_najszerszy < 59.5 to the right, agree=0.621, adj=0.043, (0 split)
##
## Node number 3175: 46 observations, complexity param=0.000002243396
## mean=4991.304, MSE=154174.3
## left son=6350 (15 obs) right son=6351 (31 obs)
## Primary splits:
## objetosc < 164.8459 to the left, improve=0.09985416, (0 missing)
## glebokosc_procent < 1.080883 to the left, improve=0.05410093, (0 missing)
## czubek_a_najszerszy < 57.5 to the right, improve=0.05391743, (0 missing)
## dlugosc < 6.415 to the left, improve=0.02469542, (0 missing)
## ciecie splits as LLLRR, improve=0.02293325, (0 missing)
## Surrogate splits:
## dlugosc < 6.405 to the left, agree=0.848, adj=0.533, (0 split)
## glebokosc_mm < 3.945 to the left, agree=0.804, adj=0.400, (0 split)
## glebokosc_procent < 1.064129 to the left, agree=0.783, adj=0.333, (0 split)
## gestosc < 0.006149323 to the right, agree=0.783, adj=0.333, (0 split)
## czubek_a_najszerszy < 59.5 to the right, agree=0.761, adj=0.267, (0 split)
##
## Node number 3176: 17 observations
## mean=4626.118, MSE=214605.4
##
## Node number 3177: 46 observations, complexity param=0.000001655457
## mean=4964.261, MSE=225961.9
## left son=6354 (29 obs) right son=6355 (17 obs)
## Primary splits:
## kolor splits as LLLLLRR, improve=0.05027531, (0 missing)
## glebokosc_procent < 1.0718 to the right, improve=0.04371715, (0 missing)
## glebokosc_mm < 4.015 to the left, improve=0.03516073, (0 missing)
## objetosc < 161.8163 to the left, improve=0.03508816, (0 missing)
## czubek_a_najszerszy < 58.5 to the left, improve=0.03272053, (0 missing)
## Surrogate splits:
## dlugosc < 6.285 to the right, agree=0.696, adj=0.176, (0 split)
## ciecie splits as RRLLL, agree=0.674, adj=0.118, (0 split)
## glebokosc < 63.55 to the left, agree=0.674, adj=0.118, (0 split)
## szerokosc < 6.305 to the right, agree=0.674, adj=0.118, (0 split)
## glebokosc_mm < 4.035 to the left, agree=0.674, adj=0.118, (0 split)
##
## Node number 3178: 114 observations, complexity param=0.000003972675
## mean=5142.772, MSE=177901.8
## left son=6356 (21 obs) right son=6357 (93 obs)
## Primary splits:
## glebokosc < 59.45 to the left, improve=0.05297543, (0 missing)
## gestosc < 0.006230201 to the right, improve=0.04916828, (0 missing)
## czubek_a_najszerszy < 60.5 to the right, improve=0.04345889, (0 missing)
## ciecie splits as LLRRR, improve=0.04313376, (0 missing)
## glebokosc_mm < 3.885 to the left, improve=0.04258213, (0 missing)
## Surrogate splits:
## glebokosc_mm < 3.845 to the left, agree=0.930, adj=0.619, (0 split)
## szerokosc < 6.565 to the right, agree=0.904, adj=0.476, (0 split)
## dlugosc < 6.59 to the right, agree=0.868, adj=0.286, (0 split)
## glebokosc_procent < 0.958871 to the left, agree=0.868, adj=0.286, (0 split)
## ciecie splits as LRRRR, agree=0.851, adj=0.190, (0 split)
##
## Node number 3179: 40 observations, complexity param=0.000003472355
## mean=5465.375, MSE=208637.3
## left son=6358 (15 obs) right son=6359 (25 obs)
## Primary splits:
## dlugosc < 6.385 to the left, improve=0.13134160, (0 missing)
## gestosc < 0.006148472 to the right, improve=0.10810390, (0 missing)
## objetosc < 164.5255 to the left, improve=0.09968299, (0 missing)
## szerokosc < 6.435 to the left, improve=0.08457564, (0 missing)
## glebokosc_procent < 1.106187 to the right, improve=0.05363834, (0 missing)
## Surrogate splits:
## objetosc < 163.8892 to the left, agree=0.875, adj=0.667, (0 split)
## gestosc < 0.006189794 to the right, agree=0.825, adj=0.533, (0 split)
## glebokosc < 63.05 to the right, agree=0.750, adj=0.333, (0 split)
## szerokosc < 6.415 to the left, agree=0.750, adj=0.333, (0 split)
## karaty < 1.015 to the left, agree=0.725, adj=0.267, (0 split)
##
## Node number 3182: 15 observations
## mean=5354.8, MSE=233292.8
##
## Node number 3183: 48 observations, complexity param=0.000002153575
## mean=5756.583, MSE=184664.7
## left son=6366 (15 obs) right son=6367 (33 obs)
## Primary splits:
## glebokosc_mm < 4.005 to the right, improve=0.07669463, (0 missing)
## ciecie splits as LLLRR, improve=0.07430329, (0 missing)
## czy_premium < 0.5 to the left, improve=0.07430329, (0 missing)
## karaty < 1.015 to the left, improve=0.05841401, (0 missing)
## karat2 < 1.03025 to the left, improve=0.05841401, (0 missing)
## Surrogate splits:
## glebokosc < 62.35 to the right, agree=0.896, adj=0.667, (0 split)
## ciecie splits as LLRRR, agree=0.792, adj=0.333, (0 split)
## glebokosc_procent < 1.09469 to the right, agree=0.792, adj=0.333, (0 split)
## karaty < 1.025 to the right, agree=0.771, adj=0.267, (0 split)
## karat2 < 1.05065 to the right, agree=0.771, adj=0.267, (0 split)
##
## Node number 3184: 38 observations, complexity param=0.000001177512
## mean=4960.132, MSE=222759.7
## left son=6368 (23 obs) right son=6369 (15 obs)
## Primary splits:
## glebokosc_mm < 4.075 to the left, improve=0.04391117, (0 missing)
## karaty < 1.075 to the left, improve=0.02974103, (0 missing)
## karat2 < 1.15565 to the left, improve=0.02974103, (0 missing)
## dlugosc < 6.605 to the right, improve=0.02939321, (0 missing)
## glebokosc < 61.6 to the left, improve=0.02851074, (0 missing)
## Surrogate splits:
## glebokosc < 61.75 to the left, agree=0.974, adj=0.933, (0 split)
## glebokosc_procent < 1.058621 to the left, agree=0.895, adj=0.733, (0 split)
## objetosc < 176.6723 to the left, agree=0.842, adj=0.600, (0 split)
## karaty < 1.075 to the left, agree=0.789, adj=0.467, (0 split)
## czubek_a_najszerszy < 57.5 to the right, agree=0.789, adj=0.467, (0 split)
##
## Node number 3185: 31 observations, complexity param=0.00000263001
## mean=5177.645, MSE=119415.8
## left son=6370 (16 obs) right son=6371 (15 obs)
## Primary splits:
## glebokosc_mm < 4.085 to the right, improve=0.23033730, (0 missing)
## karaty < 1.075 to the right, improve=0.11855770, (0 missing)
## karat2 < 1.15565 to the right, improve=0.11855770, (0 missing)
## objetosc < 174.9296 to the right, improve=0.06923890, (0 missing)
## glebokosc_procent < 1.099138 to the right, improve=0.04468609, (0 missing)
## Surrogate splits:
## glebokosc < 62.15 to the right, agree=0.903, adj=0.800, (0 split)
## objetosc < 175.6227 to the right, agree=0.839, adj=0.667, (0 split)
## karaty < 1.075 to the right, agree=0.806, adj=0.600, (0 split)
## karat2 < 1.15565 to the right, agree=0.806, adj=0.600, (0 split)
## ciecie splits as LLLRR, agree=0.677, adj=0.333, (0 split)
##
## Node number 3186: 35 observations, complexity param=0.000002229154
## mean=5184.314, MSE=143084.6
## left son=6372 (17 obs) right son=6373 (18 obs)
## Primary splits:
## szerokosc < 6.675 to the left, improve=0.14051060, (0 missing)
## gestosc < 0.006085432 to the right, improve=0.09176600, (0 missing)
## glebokosc < 61.5 to the right, improve=0.02918554, (0 missing)
## glebokosc_mm < 4.105 to the right, improve=0.02354344, (0 missing)
## karaty < 1.115 to the right, improve=0.01973928, (0 missing)
## Surrogate splits:
## glebokosc < 61.5 to the right, agree=0.857, adj=0.706, (0 split)
## dlugosc < 6.705 to the left, agree=0.771, adj=0.529, (0 split)
## glebokosc_mm < 4.105 to the right, agree=0.771, adj=0.529, (0 split)
## gestosc < 0.006076262 to the right, agree=0.771, adj=0.529, (0 split)
## objetosc < 183.1902 to the left, agree=0.743, adj=0.471, (0 split)
##
## Node number 3187: 25 observations
## mean=5436.24, MSE=283928.7
##
## Node number 3244: 15 observations
## mean=4986.4, MSE=687622.5
##
## Node number 3245: 23 observations
## mean=5402.174, MSE=336984.9
##
## Node number 3246: 83 observations, complexity param=0.00001903057
## mean=5624.145, MSE=328602.6
## left son=6492 (58 obs) right son=6493 (25 obs)
## Primary splits:
## dlugosc < 6.935 to the left, improve=0.2202586, (0 missing)
## objetosc < 206.4496 to the left, improve=0.1849426, (0 missing)
## karaty < 1.245 to the left, improve=0.1751689, (0 missing)
## karat2 < 1.55005 to the left, improve=0.1751689, (0 missing)
## szerokosc < 6.885 to the left, improve=0.1519649, (0 missing)
## Surrogate splits:
## objetosc < 206.1103 to the left, agree=0.928, adj=0.76, (0 split)
## karaty < 1.255 to the left, agree=0.892, adj=0.64, (0 split)
## karat2 < 1.57505 to the left, agree=0.892, adj=0.64, (0 split)
## szerokosc < 6.905 to the left, agree=0.831, adj=0.44, (0 split)
## glebokosc_mm < 4.265 to the left, agree=0.819, adj=0.40, (0 split)
##
## Node number 3247: 32 observations, complexity param=0.000001720615
## mean=6148.906, MSE=274742
## left son=6494 (16 obs) right son=6495 (16 obs)
## Primary splits:
## glebokosc_procent < 1.062931 to the right, improve=0.06177871, (0 missing)
## objetosc < 198.5324 to the left, improve=0.05907588, (0 missing)
## glebokosc_mm < 4.235 to the left, improve=0.05769917, (0 missing)
## dlugosc < 6.845 to the left, improve=0.01734469, (0 missing)
## gestosc < 0.006136528 to the right, improve=0.00313170, (0 missing)
## Surrogate splits:
## glebokosc < 61.75 to the right, agree=0.781, adj=0.562, (0 split)
## czubek_a_najszerszy < 57.5 to the left, agree=0.750, adj=0.500, (0 split)
## glebokosc_mm < 4.215 to the right, agree=0.719, adj=0.438, (0 split)
## szerokosc < 6.845 to the left, agree=0.656, adj=0.312, (0 split)
## objetosc < 198.3755 to the right, agree=0.625, adj=0.250, (0 split)
##
## Node number 3270: 18 observations
## mean=5379.222, MSE=144131.3
##
## Node number 3271: 27 observations
## mean=5749.259, MSE=287410.3
##
## Node number 3282: 24 observations
## mean=6297.292, MSE=361163
##
## Node number 3283: 29 observations
## mean=6698.621, MSE=341712.5
##
## Node number 3348: 19 observations
## mean=5063.211, MSE=143484.4
##
## Node number 3349: 22 observations
## mean=5246.136, MSE=109190
##
## Node number 3350: 18 observations
## mean=5309.5, MSE=43498.58
##
## Node number 3351: 24 observations
## mean=5522.458, MSE=159511.8
##
## Node number 3366: 18 observations
## mean=6100, MSE=263184.4
##
## Node number 3367: 28 observations
## mean=6483.321, MSE=307749.8
##
## Node number 3380: 32 observations, complexity param=0.000002981229
## mean=6889.969, MSE=367590.6
## left son=6760 (17 obs) right son=6761 (15 obs)
## Primary splits:
## objetosc < 201.0165 to the left, improve=0.080003870, (0 missing)
## glebokosc_mm < 4.24 to the left, improve=0.069724330, (0 missing)
## gestosc < 0.006131614 to the right, improve=0.011615940, (0 missing)
## glebokosc_procent < 1.043615 to the left, improve=0.009701905, (0 missing)
## glebokosc < 61.15 to the left, improve=0.003670099, (0 missing)
## Surrogate splits:
## karaty < 1.235 to the left, agree=0.906, adj=0.800, (0 split)
## karat2 < 1.52525 to the left, agree=0.906, adj=0.800, (0 split)
## szerokosc < 6.915 to the left, agree=0.844, adj=0.667, (0 split)
## dlugosc < 6.955 to the left, agree=0.812, adj=0.600, (0 split)
## glebokosc_mm < 4.285 to the left, agree=0.781, adj=0.533, (0 split)
##
## Node number 3381: 17 observations
## mean=7313.765, MSE=780458.2
##
## Node number 3392: 15 observations
## mean=5459.8, MSE=313127
##
## Node number 3393: 36 observations, complexity param=0.000002154962
## mean=5926.5, MSE=86121.36
## left son=6786 (19 obs) right son=6787 (17 obs)
## Primary splits:
## gestosc < 0.00617921 to the right, improve=0.219409900, (0 missing)
## objetosc < 163.1621 to the left, improve=0.030328080, (0 missing)
## glebokosc < 62.35 to the right, improve=0.015216850, (0 missing)
## dlugosc < 6.415 to the left, improve=0.013150190, (0 missing)
## glebokosc_mm < 3.995 to the right, improve=0.002910944, (0 missing)
## Surrogate splits:
## objetosc < 163.1962 to the left, agree=0.861, adj=0.706, (0 split)
## glebokosc_mm < 4.025 to the left, agree=0.778, adj=0.529, (0 split)
## glebokosc < 62.55 to the left, agree=0.750, adj=0.471, (0 split)
## glebokosc_procent < 1.051695 to the left, agree=0.694, adj=0.353, (0 split)
## czubek_a_najszerszy < 57.5 to the right, agree=0.667, adj=0.294, (0 split)
##
## Node number 3394: 52 observations, complexity param=0.000002183959
## mean=6131.038, MSE=114839.9
## left son=6788 (15 obs) right son=6789 (37 obs)
## Primary splits:
## ciecie splits as LLLRR, improve=0.11544580, (0 missing)
## czy_premium < 0.5 to the left, improve=0.11544580, (0 missing)
## gestosc < 0.00613796 to the right, improve=0.08004276, (0 missing)
## glebokosc < 61.55 to the left, improve=0.03791414, (0 missing)
## objetosc < 164.63 to the left, improve=0.02597082, (0 missing)
## Surrogate splits:
## czy_premium < 0.5 to the left, agree=1.000, adj=1.000, (0 split)
## objetosc < 162.1095 to the left, agree=0.769, adj=0.200, (0 split)
## karaty < 1.005 to the left, agree=0.750, adj=0.133, (0 split)
## glebokosc_mm < 3.945 to the left, agree=0.750, adj=0.133, (0 split)
## karat2 < 1.01005 to the left, agree=0.750, adj=0.133, (0 split)
##
## Node number 3395: 56 observations, complexity param=0.000005458291
## mean=6470.196, MSE=187145.4
## left son=6790 (33 obs) right son=6791 (23 obs)
## Primary splits:
## glebokosc < 61.95 to the right, improve=0.16440680, (0 missing)
## szerokosc < 6.555 to the left, improve=0.14826310, (0 missing)
## objetosc < 173.0389 to the left, improve=0.07238303, (0 missing)
## gestosc < 0.006176247 to the right, improve=0.05802015, (0 missing)
## dlugosc < 6.525 to the left, improve=0.02918103, (0 missing)
## Surrogate splits:
## szerokosc < 6.515 to the left, agree=0.768, adj=0.435, (0 split)
## glebokosc_mm < 4.055 to the right, agree=0.714, adj=0.304, (0 split)
## gestosc < 0.006110571 to the right, agree=0.714, adj=0.304, (0 split)
## glebokosc_procent < 1.086842 to the right, agree=0.696, adj=0.261, (0 split)
## objetosc < 170.1767 to the left, agree=0.643, adj=0.130, (0 split)
##
## Node number 3396: 130 observations, complexity param=0.00001314621
## mean=6453.277, MSE=274927.8
## left son=6792 (39 obs) right son=6793 (91 obs)
## Primary splits:
## szerokosc < 6.355 to the left, improve=0.11610980, (0 missing)
## ciecie splits as LLRRR, improve=0.08985990, (0 missing)
## glebokosc < 63.45 to the right, improve=0.08484041, (0 missing)
## gestosc < 0.006268583 to the right, improve=0.08037473, (0 missing)
## dlugosc < 6.325 to the left, improve=0.07871630, (0 missing)
## Surrogate splits:
## objetosc < 160.2839 to the left, agree=0.838, adj=0.462, (0 split)
## gestosc < 0.006243558 to the right, agree=0.838, adj=0.462, (0 split)
## glebokosc < 63.15 to the right, agree=0.792, adj=0.308, (0 split)
## dlugosc < 6.325 to the left, agree=0.754, adj=0.179, (0 split)
## glebokosc_mm < 4.05 to the right, agree=0.754, adj=0.179, (0 split)
##
## Node number 3397: 20 observations
## mean=7093, MSE=241850.1
##
## Node number 3398: 55 observations, complexity param=0.000009572169
## mean=6962.364, MSE=380316.4
## left son=6796 (36 obs) right son=6797 (19 obs)
## Primary splits:
## objetosc < 172.3184 to the left, improve=0.14445500, (0 missing)
## szerokosc < 6.495 to the left, improve=0.13761800, (0 missing)
## karaty < 1.055 to the left, improve=0.09461152, (0 missing)
## karat2 < 1.11305 to the left, improve=0.09461152, (0 missing)
## dlugosc < 6.515 to the left, improve=0.09260684, (0 missing)
## Surrogate splits:
## karaty < 1.055 to the left, agree=0.873, adj=0.632, (0 split)
## karat2 < 1.11305 to the left, agree=0.873, adj=0.632, (0 split)
## glebokosc_mm < 4.07 to the left, agree=0.800, adj=0.421, (0 split)
## dlugosc < 6.575 to the left, agree=0.782, adj=0.368, (0 split)
## szerokosc < 6.545 to the left, agree=0.745, adj=0.263, (0 split)
##
## Node number 3399: 15 observations
## mean=7624.267, MSE=483284.7
##
## Node number 3400: 19 observations
## mean=6210.526, MSE=249522.5
##
## Node number 3401: 47 observations, complexity param=0.000002216811
## mean=6668.532, MSE=125390.5
## left son=6802 (16 obs) right son=6803 (31 obs)
## Primary splits:
## ciecie splits as RRRRL, improve=0.11873980, (0 missing)
## czubek_a_najszerszy < 57.5 to the right, improve=0.08172559, (0 missing)
## glebokosc_procent < 1.063267 to the left, improve=0.07128176, (0 missing)
## glebokosc_mm < 3.985 to the left, improve=0.04644100, (0 missing)
## objetosc < 164.1952 to the left, improve=0.03555755, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.063267 to the left, agree=0.894, adj=0.687, (0 split)
## czubek_a_najszerszy < 58.5 to the right, agree=0.830, adj=0.500, (0 split)
## dlugosc < 6.485 to the right, agree=0.745, adj=0.250, (0 split)
## glebokosc < 61.05 to the left, agree=0.723, adj=0.188, (0 split)
## glebokosc_mm < 3.935 to the left, agree=0.723, adj=0.188, (0 split)
##
## Node number 3402: 24 observations
## mean=7047.292, MSE=348557.5
##
## Node number 3403: 17 observations
## mean=7447.529, MSE=153011
##
## Node number 3404: 27 observations
## mean=7101.074, MSE=213067.3
##
## Node number 3405: 26 observations
## mean=7507.846, MSE=162119.8
##
## Node number 3406: 38 observations, complexity param=0.000003127408
## mean=7678.921, MSE=304192.9
## left son=6812 (15 obs) right son=6813 (23 obs)
## Primary splits:
## czubek_a_najszerszy < 57.5 to the right, improve=0.08540474, (0 missing)
## glebokosc_procent < 1.08407 to the left, improve=0.07138646, (0 missing)
## objetosc < 167.8803 to the right, improve=0.05213105, (0 missing)
## szerokosc < 6.53 to the right, improve=0.04354842, (0 missing)
## dlugosc < 6.505 to the right, improve=0.03522956, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.083344 to the left, agree=0.947, adj=0.867, (0 split)
## ciecie splits as RRRRL, agree=0.737, adj=0.333, (0 split)
## glebokosc < 60.65 to the left, agree=0.711, adj=0.267, (0 split)
## dlugosc < 6.55 to the right, agree=0.711, adj=0.267, (0 split)
## szerokosc < 6.545 to the right, agree=0.711, adj=0.267, (0 split)
##
## Node number 3407: 21 observations
## mean=8385.524, MSE=735357.7
##
## Node number 3410: 28 observations
## mean=7135.214, MSE=459348.3
##
## Node number 3411: 24 observations
## mean=7506.333, MSE=262645.7
##
## Node number 3420: 47 observations, complexity param=0.000009247029
## mean=7814.298, MSE=846317
## left son=6840 (15 obs) right son=6841 (32 obs)
## Primary splits:
## czubek_a_najszerszy < 57.5 to the right, improve=0.05784364, (0 missing)
## szerokosc < 6.675 to the left, improve=0.05637362, (0 missing)
## ciecie splits as LLLRR, improve=0.04623183, (0 missing)
## czy_premium < 0.5 to the left, improve=0.04623183, (0 missing)
## dlugosc < 6.705 to the right, improve=0.03708666, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.06466 to the left, agree=0.830, adj=0.467, (0 split)
## ciecie splits as RRRRL, agree=0.787, adj=0.333, (0 split)
## gestosc < 0.006248147 to the right, agree=0.766, adj=0.267, (0 split)
## karaty < 1.155 to the right, agree=0.745, adj=0.200, (0 split)
## karat2 < 1.33405 to the right, agree=0.745, adj=0.200, (0 split)
##
## Node number 3421: 16 observations
## mean=8517.562, MSE=1104377
##
## Node number 3430: 18 observations
## mean=9009.722, MSE=380129.8
##
## Node number 3431: 20 observations
## mean=9774.8, MSE=389434.5
##
## Node number 3432: 15 observations
## mean=8809.133, MSE=454218.5
##
## Node number 3433: 16 observations
## mean=9356.938, MSE=349827.4
##
## Node number 3500: 15 observations
## mean=8997.4, MSE=625552
##
## Node number 3501: 17 observations
## mean=9267.647, MSE=267151.6
##
## Node number 3522: 21 observations
## mean=8652.19, MSE=273130.2
##
## Node number 3523: 16 observations
## mean=9357.125, MSE=495583.5
##
## Node number 3532: 18 observations
## mean=10101.28, MSE=612438
##
## Node number 3533: 18 observations
## mean=10600.06, MSE=1274944
##
## Node number 3620: 24 observations
## mean=7085.625, MSE=728355.1
##
## Node number 3621: 45 observations, complexity param=0.00001022483
## mean=7673.711, MSE=598905.8
## left son=7242 (19 obs) right son=7243 (26 obs)
## Primary splits:
## szerokosc < 7.265 to the left, improve=0.11976090, (0 missing)
## gestosc < 0.006210426 to the left, improve=0.09356975, (0 missing)
## karaty < 1.505 to the left, improve=0.06393003, (0 missing)
## karat2 < 2.26505 to the left, improve=0.06393003, (0 missing)
## glebokosc < 62.35 to the right, improve=0.03471190, (0 missing)
## Surrogate splits:
## karaty < 1.505 to the left, agree=0.778, adj=0.474, (0 split)
## objetosc < 239.775 to the left, agree=0.778, adj=0.474, (0 split)
## karat2 < 2.26505 to the left, agree=0.778, adj=0.474, (0 split)
## gestosc < 0.006292358 to the right, agree=0.711, adj=0.316, (0 split)
## ciecie splits as LLRRR, agree=0.667, adj=0.211, (0 split)
##
## Node number 3624: 15 observations
## mean=7662.267, MSE=1124983
##
## Node number 3625: 44 observations, complexity param=0.00002336342
## mean=8573.091, MSE=993069.9
## left son=7250 (28 obs) right son=7251 (16 obs)
## Primary splits:
## ciecie splits as LLLRR, improve=0.16878500, (0 missing)
## czy_premium < 0.5 to the left, improve=0.16878500, (0 missing)
## glebokosc < 62.55 to the right, improve=0.09751445, (0 missing)
## czubek_a_najszerszy < 57.5 to the right, improve=0.05922019, (0 missing)
## objetosc < 243.6484 to the left, improve=0.05828477, (0 missing)
## Surrogate splits:
## czy_premium < 0.5 to the left, agree=1.000, adj=1.000, (0 split)
## objetosc < 245.1731 to the left, agree=0.750, adj=0.312, (0 split)
## czubek_a_najszerszy < 57.5 to the right, agree=0.705, adj=0.188, (0 split)
## gestosc < 0.006118131 to the right, agree=0.705, adj=0.188, (0 split)
## dlugosc < 7.365 to the left, agree=0.682, adj=0.125, (0 split)
##
## Node number 3626: 15 observations
## mean=8739.6, MSE=723748.9
##
## Node number 3627: 59 observations, complexity param=0.00001039352
## mean=9437.254, MSE=979373.4
## left son=7254 (33 obs) right son=7255 (26 obs)
## Primary splits:
## objetosc < 247.9712 to the left, improve=0.05677960, (0 missing)
## szerokosc < 7.315 to the left, improve=0.05671074, (0 missing)
## ciecie splits as RRRRL, improve=0.05486873, (0 missing)
## gestosc < 0.006115213 to the right, improve=0.05468031, (0 missing)
## glebokosc_mm < 4.475 to the left, improve=0.05177099, (0 missing)
## Surrogate splits:
## gestosc < 0.006135176 to the right, agree=0.814, adj=0.577, (0 split)
## karaty < 1.525 to the left, agree=0.797, adj=0.538, (0 split)
## karat2 < 2.32565 to the left, agree=0.797, adj=0.538, (0 split)
## dlugosc < 7.375 to the left, agree=0.780, adj=0.500, (0 split)
## szerokosc < 7.355 to the left, agree=0.746, adj=0.423, (0 split)
##
## Node number 3658: 15 observations
## mean=8845.8, MSE=1126669
##
## Node number 3659: 17 observations
## mean=9441.882, MSE=1084346
##
## Node number 3660: 16 observations
## mean=9006.875, MSE=103192.2
##
## Node number 3661: 15 observations
## mean=10102.8, MSE=918157.1
##
## Node number 3662: 19 observations
## mean=9996.368, MSE=234308.7
##
## Node number 3663: 34 observations, complexity param=0.00001354311
## mean=10766.21, MSE=1324630
## left son=7326 (18 obs) right son=7327 (16 obs)
## Primary splits:
## gestosc < 0.006137161 to the right, improve=0.09492374, (0 missing)
## karaty < 1.615 to the left, improve=0.06318241, (0 missing)
## karat2 < 2.60825 to the left, improve=0.06318241, (0 missing)
## szerokosc < 7.52 to the left, improve=0.06157526, (0 missing)
## glebokosc < 62.05 to the right, improve=0.03798664, (0 missing)
## Surrogate splits:
## glebokosc < 61.45 to the right, agree=0.765, adj=0.500, (0 split)
## czubek_a_najszerszy < 56.5 to the right, agree=0.735, adj=0.438, (0 split)
## szerokosc < 7.72 to the left, agree=0.676, adj=0.313, (0 split)
## glebokosc_procent < 1.093828 to the left, agree=0.676, adj=0.313, (0 split)
## dlugosc < 7.52 to the left, agree=0.647, adj=0.250, (0 split)
##
## Node number 3692: 31 observations, complexity param=0.00000307562
## mean=11306.23, MSE=732234.2
## left son=7384 (16 obs) right son=7385 (15 obs)
## Primary splits:
## gestosc < 0.006177856 to the left, improve=0.042771160, (0 missing)
## glebokosc_procent < 1.097368 to the left, improve=0.039918640, (0 missing)
## objetosc < 244.7957 to the left, improve=0.027126900, (0 missing)
## szerokosc < 7.305 to the right, improve=0.009346574, (0 missing)
## dlugosc < 7.305 to the left, improve=0.008967968, (0 missing)
## Surrogate splits:
## objetosc < 243.8313 to the right, agree=0.839, adj=0.667, (0 split)
## szerokosc < 7.315 to the right, agree=0.806, adj=0.600, (0 split)
## glebokosc < 62.45 to the left, agree=0.677, adj=0.333, (0 split)
## dlugosc < 7.285 to the right, agree=0.677, adj=0.333, (0 split)
## glebokosc_procent < 1.118019 to the right, agree=0.677, adj=0.333, (0 split)
##
## Node number 3693: 48 observations, complexity param=0.00002233296
## mean=12007.52, MSE=1088256
## left son=7386 (30 obs) right son=7387 (18 obs)
## Primary splits:
## glebokosc < 61.35 to the left, improve=0.13495970, (0 missing)
## szerokosc < 7.475 to the right, improve=0.08027949, (0 missing)
## gestosc < 0.006050711 to the left, improve=0.07937094, (0 missing)
## glebokosc_procent < 1.074342 to the left, improve=0.07273006, (0 missing)
## glebokosc_mm < 4.555 to the left, improve=0.06448529, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.077155 to the left, agree=0.833, adj=0.556, (0 split)
## szerokosc < 7.425 to the right, agree=0.792, adj=0.444, (0 split)
## glebokosc_mm < 4.6 to the left, agree=0.792, adj=0.444, (0 split)
## czubek_a_najszerszy < 56.5 to the right, agree=0.750, adj=0.333, (0 split)
## gestosc < 0.006124201 to the left, agree=0.750, adj=0.333, (0 split)
##
## Node number 3714: 18 observations
## mean=7781.333, MSE=330517.2
##
## Node number 3715: 16 observations
## mean=8382.375, MSE=309250.2
##
## Node number 3722: 18 observations
## mean=9199.5, MSE=646769.6
##
## Node number 3723: 15 observations
## mean=9884.333, MSE=287240.9
##
## Node number 3726: 21 observations
## mean=10324.76, MSE=369426.6
##
## Node number 3727: 16 observations
## mean=10975.31, MSE=142048.8
##
## Node number 3780: 18 observations
## mean=12306.28, MSE=1554256
##
## Node number 3781: 29 observations
## mean=13080.38, MSE=708714.6
##
## Node number 3794: 18 observations
## mean=13784.22, MSE=962674.7
##
## Node number 3795: 24 observations
## mean=14529.38, MSE=1257062
##
## Node number 4036: 25 observations
## mean=13592.12, MSE=3243547
##
## Node number 4037: 56 observations, complexity param=0.00003768324
## mean=14515.3, MSE=2612712
## left son=8074 (26 obs) right son=8075 (30 obs)
## Primary splits:
## kolor splits as LLRRRRR, improve=0.08130151, (0 missing)
## glebokosc_procent < 1.100893 to the left, improve=0.05779192, (0 missing)
## objetosc < 331.6829 to the left, improve=0.05378062, (0 missing)
## karaty < 2.055 to the left, improve=0.04609789, (0 missing)
## karat2 < 4.22305 to the left, improve=0.04609789, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.010056 to the left, agree=0.643, adj=0.231, (0 split)
## objetosc < 336.0212 to the right, agree=0.625, adj=0.192, (0 split)
## karaty < 2.045 to the right, agree=0.607, adj=0.154, (0 split)
## glebokosc < 62.05 to the left, agree=0.607, adj=0.154, (0 split)
## dlugosc < 8.105 to the right, agree=0.607, adj=0.154, (0 split)
##
## Node number 4038: 25 observations
## mean=14282.04, MSE=3106752
##
## Node number 4039: 28 observations
## mean=15578.89, MSE=3526228
##
## Node number 4060: 16 observations
## mean=15094.38, MSE=4502816
##
## Node number 4061: 39 observations, complexity param=0.00007800024
## mean=16751.23, MSE=3122013
## left son=8122 (18 obs) right son=8123 (21 obs)
## Primary splits:
## glebokosc < 61.45 to the left, improve=0.20222120, (0 missing)
## dlugosc < 8.345 to the right, improve=0.16630710, (0 missing)
## gestosc < 0.006091015 to the left, improve=0.13374470, (0 missing)
## szerokosc < 8.285 to the right, improve=0.08891236, (0 missing)
## kolor splits as LLLLRRR, improve=0.07389905, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.036437 to the left, agree=0.846, adj=0.667, (0 split)
## dlugosc < 8.365 to the right, agree=0.821, adj=0.611, (0 split)
## szerokosc < 8.295 to the right, agree=0.744, adj=0.444, (0 split)
## czubek_a_najszerszy < 57.5 to the right, agree=0.718, adj=0.389, (0 split)
## objetosc < 363.4671 to the right, agree=0.692, adj=0.333, (0 split)
##
## Node number 4062: 24 observations
## mean=16750.54, MSE=1414511
##
## Node number 4063: 17 observations
## mean=17877.12, MSE=408416.8
##
## Node number 4080: 15 observations
## mean=14518.6, MSE=1655644
##
## Node number 4081: 23 observations
## mean=15532.35, MSE=1392066
##
## Node number 4086: 19 observations
## mean=16536.47, MSE=1743340
##
## Node number 4087: 19 observations
## mean=17170.79, MSE=920729.7
##
## Node number 4094: 26 observations
## mean=17359.85, MSE=1477171
##
## Node number 4095: 20 observations
## mean=18013.2, MSE=394312.4
##
## Node number 4204: 138 observations
## mean=716.6522, MSE=9681.589
##
## Node number 4205: 40 observations
## mean=819.55, MSE=4610.597
##
## Node number 4212: 123 observations
## mean=741.4146, MSE=7298.34
##
## Node number 4213: 240 observations, complexity param=0.000001801362
## mean=839.175, MSE=13827.68
## left son=8426 (180 obs) right son=8427 (60 obs)
## Primary splits:
## szerokosc < 4.395 to the right, improve=0.17134460, (0 missing)
## klarownosc splits as LLLLLRRR, improve=0.08480819, (0 missing)
## kolor splits as LLLLLLR, improve=0.04726889, (0 missing)
## objetosc < 55.59768 to the right, improve=0.03287431, (0 missing)
## ciecie splits as LLLRR, improve=0.02569647, (0 missing)
## Surrogate splits:
## objetosc < 51.92048 to the right, agree=0.821, adj=0.283, (0 split)
## karaty < 0.315 to the right, agree=0.792, adj=0.167, (0 split)
## karat2 < 0.09925 to the right, agree=0.792, adj=0.167, (0 split)
## glebokosc_mm < 2.625 to the right, agree=0.762, adj=0.050, (0 split)
## ciecie splits as RLLLL, agree=0.758, adj=0.033, (0 split)
##
## Node number 4398: 107 observations
## mean=773.8692, MSE=9786.731
##
## Node number 4399: 138 observations, complexity param=0.000001236962
## mean=875.0942, MSE=8971.39
## left son=8798 (76 obs) right son=8799 (62 obs)
## Primary splits:
## dlugosc < 4.725 to the left, improve=0.22253980, (0 missing)
## szerokosc < 4.705 to the right, improve=0.10834890, (0 missing)
## ciecie splits as LLLRR, improve=0.09334922, (0 missing)
## czy_premium < 0.5 to the left, improve=0.09334922, (0 missing)
## kolor splits as LLLLLLR, improve=0.05460627, (0 missing)
## Surrogate splits:
## karaty < 0.405 to the left, agree=0.754, adj=0.452, (0 split)
## karat2 < 0.16405 to the left, agree=0.754, adj=0.452, (0 split)
## objetosc < 65.76028 to the left, agree=0.746, adj=0.435, (0 split)
## szerokosc < 4.685 to the left, agree=0.696, adj=0.323, (0 split)
## glebokosc_mm < 2.965 to the left, agree=0.616, adj=0.145, (0 split)
##
## Node number 4470: 22 observations
## mean=1044.682, MSE=13662.76
##
## Node number 4471: 21 observations
## mean=1220.095, MSE=12997.61
##
## Node number 4580: 39 observations
## mean=1172.333, MSE=5498.991
##
## Node number 4581: 25 observations
## mean=1340.24, MSE=7147.302
##
## Node number 4582: 16 observations
## mean=1250.5, MSE=12912.62
##
## Node number 4583: 34 observations
## mean=1425.294, MSE=25729.27
##
## Node number 4824: 38 observations, complexity param=0.000001034285
## mean=1547.316, MSE=27568.22
## left son=9648 (17 obs) right son=9649 (21 obs)
## Primary splits:
## karaty < 0.515 to the left, improve=0.3116579, (0 missing)
## karat2 < 0.26525 to the left, improve=0.3116579, (0 missing)
## objetosc < 84.69864 to the left, improve=0.3052369, (0 missing)
## szerokosc < 5.185 to the left, improve=0.2365840, (0 missing)
## glebokosc_mm < 3.195 to the left, improve=0.1146548, (0 missing)
## Surrogate splits:
## karat2 < 0.26525 to the left, agree=1.000, adj=1.000, (0 split)
## objetosc < 85.27286 to the left, agree=0.921, adj=0.824, (0 split)
## dlugosc < 5.175 to the left, agree=0.868, adj=0.706, (0 split)
## szerokosc < 5.185 to the left, agree=0.816, adj=0.588, (0 split)
## glebokosc_mm < 3.195 to the left, agree=0.789, adj=0.529, (0 split)
##
## Node number 4825: 204 observations, complexity param=0.000001727288
## mean=1707.162, MSE=20430.14
## left son=9650 (77 obs) right son=9651 (127 obs)
## Primary splits:
## dlugosc < 5.145 to the left, improve=0.13082580, (0 missing)
## objetosc < 84.5191 to the left, improve=0.10214690, (0 missing)
## karaty < 0.505 to the left, improve=0.07701018, (0 missing)
## karat2 < 0.25505 to the left, improve=0.07701018, (0 missing)
## glebokosc_mm < 3.205 to the left, improve=0.05739722, (0 missing)
## Surrogate splits:
## objetosc < 83.5371 to the left, agree=0.912, adj=0.766, (0 split)
## szerokosc < 5.155 to the left, agree=0.868, adj=0.649, (0 split)
## karaty < 0.515 to the left, agree=0.853, adj=0.610, (0 split)
## karat2 < 0.26525 to the left, agree=0.853, adj=0.610, (0 split)
## gestosc < 0.006148296 to the right, agree=0.696, adj=0.195, (0 split)
##
## Node number 4826: 117 observations
## mean=1742.308, MSE=10150.38
##
## Node number 4827: 34 observations
## mean=1884.735, MSE=37132.31
##
## Node number 5166: 34 observations
## mean=2226.882, MSE=38563.52
##
## Node number 5167: 17 observations
## mean=2452.059, MSE=58148.17
##
## Node number 5174: 17 observations
## mean=2137.941, MSE=22715.58
##
## Node number 5175: 41 observations
## mean=2335.171, MSE=35640.39
##
## Node number 5176: 16 observations
## mean=2164.75, MSE=40090.31
##
## Node number 5177: 17 observations
## mean=2361.412, MSE=18212.24
##
## Node number 5182: 48 observations, complexity param=0.000001344682
## mean=2510.792, MSE=63667.12
## left son=10364 (18 obs) right son=10365 (30 obs)
## Primary splits:
## glebokosc_mm < 3.515 to the left, improve=0.13889710, (0 missing)
## dlugosc < 5.755 to the right, improve=0.12083570, (0 missing)
## glebokosc_procent < 1.05 to the left, improve=0.11877010, (0 missing)
## objetosc < 118.5763 to the left, improve=0.06985580, (0 missing)
## glebokosc < 60.9 to the left, improve=0.06617674, (0 missing)
## Surrogate splits:
## glebokosc < 60.7 to the left, agree=0.938, adj=0.833, (0 split)
## glebokosc_procent < 1.020989 to the left, agree=0.896, adj=0.722, (0 split)
## szerokosc < 5.805 to the right, agree=0.833, adj=0.556, (0 split)
## dlugosc < 5.79 to the right, agree=0.792, adj=0.444, (0 split)
## ciecie splits as RRRRL, agree=0.771, adj=0.389, (0 split)
##
## Node number 5183: 16 observations
## mean=2804.938, MSE=61523.81
##
## Node number 5522: 20 observations
## mean=2649.15, MSE=39880.13
##
## Node number 5523: 70 observations, complexity param=0.000001161432
## mean=2860.7, MSE=39519.47
## left son=11046 (44 obs) right son=11047 (26 obs)
## Primary splits:
## klarownosc splits as LLLLRRRR, improve=0.13253020, (0 missing)
## dlugosc < 5.685 to the right, improve=0.10014890, (0 missing)
## kolor splits as LLLLLRR, improve=0.09368283, (0 missing)
## ciecie splits as RRRRL, improve=0.09237247, (0 missing)
## glebokosc < 62.15 to the left, improve=0.07687983, (0 missing)
## Surrogate splits:
## objetosc < 116.7437 to the left, agree=0.671, adj=0.115, (0 split)
## gestosc < 0.00612215 to the right, agree=0.671, adj=0.115, (0 split)
## glebokosc_mm < 3.605 to the left, agree=0.643, adj=0.038, (0 split)
##
## Node number 5524: 70 observations, complexity param=0.000001435447
## mean=2750.929, MSE=56158.49
## left son=11048 (15 obs) right son=11049 (55 obs)
## Primary splits:
## objetosc < 115.128 to the left, improve=0.11526660, (0 missing)
## glebokosc_procent < 1.07739 to the left, improve=0.10312260, (0 missing)
## czubek_a_najszerszy < 59.5 to the right, improve=0.10047780, (0 missing)
## glebokosc_mm < 3.515 to the left, improve=0.08696442, (0 missing)
## glebokosc < 60.85 to the left, improve=0.08057359, (0 missing)
## Surrogate splits:
## szerokosc < 5.715 to the left, agree=0.871, adj=0.400, (0 split)
## dlugosc < 5.685 to the left, agree=0.857, adj=0.333, (0 split)
## karaty < 0.705 to the left, agree=0.814, adj=0.133, (0 split)
## karat2 < 0.49705 to the left, agree=0.814, adj=0.133, (0 split)
##
## Node number 5525: 55 observations, complexity param=0.000002343433
## mean=3016.164, MSE=86591.66
## left son=11050 (19 obs) right son=11051 (36 obs)
## Primary splits:
## glebokosc_procent < 1.049592 to the left, improve=0.15532590, (0 missing)
## glebokosc_mm < 3.495 to the left, improve=0.14897700, (0 missing)
## czubek_a_najszerszy < 56.5 to the right, improve=0.08659634, (0 missing)
## glebokosc < 60.75 to the left, improve=0.07734836, (0 missing)
## ciecie splits as LLLRR, improve=0.05991900, (0 missing)
## Surrogate splits:
## glebokosc_mm < 3.495 to the left, agree=0.927, adj=0.789, (0 split)
## czubek_a_najszerszy < 58.5 to the right, agree=0.909, adj=0.737, (0 split)
## glebokosc < 60.6 to the left, agree=0.873, adj=0.632, (0 split)
## dlugosc < 5.815 to the right, agree=0.764, adj=0.316, (0 split)
## gestosc < 0.006186553 to the right, agree=0.764, adj=0.316, (0 split)
##
## Node number 5526: 16 observations
## mean=2846.938, MSE=108498.2
##
## Node number 5527: 83 observations, complexity param=0.00000461623
## mean=3254.482, MSE=93311.7
## left son=11054 (30 obs) right son=11055 (53 obs)
## Primary splits:
## glebokosc < 61.95 to the right, improve=0.1881496, (0 missing)
## szerokosc < 5.775 to the left, improve=0.1253919, (0 missing)
## ciecie splits as LLLRR, improve=0.1042673, (0 missing)
## czy_premium < 0.5 to the left, improve=0.1042673, (0 missing)
## glebokosc_mm < 3.545 to the right, improve=0.0974169, (0 missing)
## Surrogate splits:
## glebokosc_mm < 3.565 to the right, agree=0.855, adj=0.600, (0 split)
## dlugosc < 5.695 to the left, agree=0.771, adj=0.367, (0 split)
## szerokosc < 5.755 to the left, agree=0.771, adj=0.367, (0 split)
## gestosc < 0.00615434 to the right, agree=0.735, adj=0.267, (0 split)
## ciecie splits as LLLRR, agree=0.723, adj=0.233, (0 split)
##
## Node number 5530: 15 observations
## mean=2990.6, MSE=47296.77
##
## Node number 5531: 16 observations
## mean=3266.688, MSE=82352.34
##
## Node number 5574: 16 observations
## mean=3112.5, MSE=49397.88
##
## Node number 5575: 41 observations
## mean=3322.122, MSE=42956.35
##
## Node number 6032: 15 observations
## mean=3865.267, MSE=94211.13
##
## Node number 6033: 35 observations
## mean=4140.514, MSE=61793.56
##
## Node number 6034: 24 observations
## mean=4066.417, MSE=150091
##
## Node number 6035: 69 observations, complexity param=0.000006251547
## mean=4476.536, MSE=203796.1
## left son=12070 (21 obs) right son=12071 (48 obs)
## Primary splits:
## dlugosc < 6.195 to the left, improve=0.14033720, (0 missing)
## ciecie splits as LLLRR, improve=0.09193792, (0 missing)
## czy_premium < 0.5 to the left, improve=0.09193792, (0 missing)
## glebokosc_procent < 1.081886 to the left, improve=0.04876865, (0 missing)
## czubek_a_najszerszy < 56.5 to the right, improve=0.03902013, (0 missing)
## Surrogate splits:
## objetosc < 148.1828 to the left, agree=0.855, adj=0.524, (0 split)
## szerokosc < 6.235 to the left, agree=0.826, adj=0.429, (0 split)
## glebokosc < 62.35 to the right, agree=0.725, adj=0.095, (0 split)
## ciecie splits as LLRRR, agree=0.710, adj=0.048, (0 split)
## czy_premium < 0.5 to the left, agree=0.710, adj=0.048, (0 split)
##
## Node number 6246: 70 observations, complexity param=0.000002261779
## mean=4033.357, MSE=99581.4
## left son=12492 (19 obs) right son=12493 (51 obs)
## Primary splits:
## glebokosc_procent < 1.100877 to the right, improve=0.10242450, (0 missing)
## czubek_a_najszerszy < 57.5 to the left, improve=0.05956580, (0 missing)
## glebokosc_mm < 3.965 to the right, improve=0.05127700, (0 missing)
## ciecie splits as LLRRR, improve=0.04954428, (0 missing)
## kolor splits as LLLLRRR, improve=0.04789585, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 57.5 to the left, agree=0.943, adj=0.789, (0 split)
## gestosc < 0.006174181 to the left, agree=0.814, adj=0.316, (0 split)
## karaty < 0.99 to the left, agree=0.757, adj=0.105, (0 split)
## karat2 < 0.9802 to the left, agree=0.757, adj=0.105, (0 split)
## glebokosc < 63.75 to the right, agree=0.743, adj=0.053, (0 split)
##
## Node number 6247: 126 observations, complexity param=0.000002872363
## mean=4291.31, MSE=124884.8
## left son=12494 (28 obs) right son=12495 (98 obs)
## Primary splits:
## glebokosc < 60.95 to the left, improve=0.05762210, (0 missing)
## glebokosc_mm < 3.925 to the left, improve=0.05331051, (0 missing)
## glebokosc_procent < 1.079129 to the left, improve=0.03429943, (0 missing)
## dlugosc < 6.475 to the right, improve=0.03260561, (0 missing)
## kolor splits as LLLRRRR, improve=0.03012878, (0 missing)
## Surrogate splits:
## dlugosc < 6.475 to the right, agree=0.905, adj=0.571, (0 split)
## szerokosc < 6.495 to the right, agree=0.881, adj=0.464, (0 split)
## glebokosc_mm < 3.915 to the left, agree=0.873, adj=0.429, (0 split)
## glebokosc_procent < 1.01596 to the left, agree=0.849, adj=0.321, (0 split)
## gestosc < 0.006056625 to the left, agree=0.841, adj=0.286, (0 split)
##
## Node number 6254: 51 observations, complexity param=0.00000357105
## mean=4476.059, MSE=174444.1
## left son=12508 (15 obs) right son=12509 (36 obs)
## Primary splits:
## dlugosc < 6.415 to the right, improve=0.10419290, (0 missing)
## kolor splits as LLLLLLR, improve=0.09191253, (0 missing)
## glebokosc < 63.25 to the right, improve=0.04694398, (0 missing)
## ciecie splits as RRRRL, improve=0.03481212, (0 missing)
## gestosc < 0.006198889 to the left, improve=0.02466143, (0 missing)
## Surrogate splits:
## glebokosc < 61.9 to the left, agree=0.843, adj=0.467, (0 split)
## szerokosc < 6.445 to the right, agree=0.843, adj=0.467, (0 split)
## glebokosc_procent < 1.047895 to the left, agree=0.843, adj=0.467, (0 split)
## karaty < 1.025 to the right, agree=0.824, adj=0.400, (0 split)
## objetosc < 163.826 to the right, agree=0.824, adj=0.400, (0 split)
##
## Node number 6255: 63 observations, complexity param=0.00000290847
## mean=4705.81, MSE=112626.4
## left son=12510 (25 obs) right son=12511 (38 obs)
## Primary splits:
## glebokosc_mm < 3.955 to the left, improve=0.11190460, (0 missing)
## glebokosc < 60.65 to the left, improve=0.09901827, (0 missing)
## kolor splits as LLLLLLR, improve=0.09581264, (0 missing)
## karaty < 1.015 to the left, improve=0.08058913, (0 missing)
## karat2 < 1.03025 to the left, improve=0.08058913, (0 missing)
## Surrogate splits:
## glebokosc < 61 to the left, agree=0.952, adj=0.88, (0 split)
## glebokosc_procent < 1.059982 to the left, agree=0.921, adj=0.80, (0 split)
## dlugosc < 6.445 to the right, agree=0.841, adj=0.60, (0 split)
## ciecie splits as RRRRL, agree=0.762, adj=0.40, (0 split)
## czubek_a_najszerszy < 57.5 to the right, agree=0.746, adj=0.36, (0 split)
##
## Node number 6256: 17 observations
## mean=4138.353, MSE=85615.52
##
## Node number 6257: 42 observations, complexity param=0.000001190843
## mean=4399.595, MSE=71678.76
## left son=12514 (23 obs) right son=12515 (19 obs)
## Primary splits:
## glebokosc < 62.05 to the right, improve=0.12486610, (0 missing)
## dlugosc < 6.56 to the left, improve=0.10864390, (0 missing)
## objetosc < 173.6404 to the left, improve=0.06175460, (0 missing)
## szerokosc < 6.525 to the left, improve=0.04170231, (0 missing)
## gestosc < 0.006121771 to the left, improve=0.02624895, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.058957 to the right, agree=0.810, adj=0.579, (0 split)
## glebokosc_mm < 4.045 to the right, agree=0.714, adj=0.368, (0 split)
## czubek_a_najszerszy < 56.5 to the left, agree=0.690, adj=0.316, (0 split)
## szerokosc < 6.49 to the left, agree=0.667, adj=0.263, (0 split)
## dlugosc < 6.525 to the left, agree=0.619, adj=0.158, (0 split)
##
## Node number 6258: 15 observations
## mean=4135.067, MSE=79809.53
##
## Node number 6259: 125 observations, complexity param=0.000004457075
## mean=4584.224, MSE=129890.5
## left son=12518 (24 obs) right son=12519 (101 obs)
## Primary splits:
## glebokosc_mm < 3.995 to the left, improve=0.08665479, (0 missing)
## objetosc < 176.8091 to the left, improve=0.06814339, (0 missing)
## karaty < 1.075 to the left, improve=0.05324616, (0 missing)
## karat2 < 1.15565 to the left, improve=0.05324616, (0 missing)
## glebokosc < 60.55 to the left, improve=0.04733139, (0 missing)
## Surrogate splits:
## glebokosc < 60.55 to the left, agree=0.920, adj=0.583, (0 split)
## glebokosc_procent < 0.9688525 to the left, agree=0.872, adj=0.333, (0 split)
## karaty < 1.025 to the left, agree=0.864, adj=0.292, (0 split)
## karat2 < 1.05065 to the left, agree=0.864, adj=0.292, (0 split)
## czubek_a_najszerszy < 60.5 to the right, agree=0.848, adj=0.208, (0 split)
##
## Node number 6260: 26 observations
## mean=4384.462, MSE=159771.4
##
## Node number 6261: 20 observations
## mean=4764, MSE=102952.5
##
## Node number 6262: 19 observations
## mean=4584.632, MSE=555097.7
##
## Node number 6263: 43 observations, complexity param=0.000002958469
## mean=5070, MSE=176236
## left son=12526 (19 obs) right son=12527 (24 obs)
## Primary splits:
## objetosc < 175.5446 to the left, improve=0.12323500, (0 missing)
## glebokosc_procent < 1.097321 to the left, improve=0.09200536, (0 missing)
## dlugosc < 6.575 to the left, improve=0.08672584, (0 missing)
## glebokosc_mm < 4.055 to the left, improve=0.08116015, (0 missing)
## czubek_a_najszerszy < 56.5 to the right, improve=0.07499098, (0 missing)
## Surrogate splits:
## glebokosc_mm < 4.065 to the left, agree=0.953, adj=0.895, (0 split)
## karaty < 1.085 to the left, agree=0.930, adj=0.842, (0 split)
## karat2 < 1.17725 to the left, agree=0.930, adj=0.842, (0 split)
## dlugosc < 6.575 to the left, agree=0.907, adj=0.789, (0 split)
## szerokosc < 6.565 to the left, agree=0.907, adj=0.789, (0 split)
##
## Node number 6346: 47 observations, complexity param=0.000001550847
## mean=4655, MSE=161485.9
## left son=12692 (28 obs) right son=12693 (19 obs)
## Primary splits:
## gestosc < 0.00624271 to the left, improve=0.06450103, (0 missing)
## kolor splits as LLLRRRR, improve=0.05232990, (0 missing)
## szerokosc < 6.385 to the right, improve=0.03758806, (0 missing)
## czubek_a_najszerszy < 59.5 to the left, improve=0.02757521, (0 missing)
## objetosc < 161.619 to the right, improve=0.01820592, (0 missing)
## Surrogate splits:
## objetosc < 161.619 to the right, agree=0.894, adj=0.737, (0 split)
## glebokosc_mm < 3.985 to the right, agree=0.766, adj=0.421, (0 split)
## dlugosc < 6.405 to the right, agree=0.702, adj=0.263, (0 split)
## szerokosc < 6.345 to the right, agree=0.681, adj=0.211, (0 split)
## glebokosc_procent < 1.051695 to the right, agree=0.681, adj=0.211, (0 split)
##
## Node number 6347: 25 observations
## mean=4876.88, MSE=92166.83
##
## Node number 6348: 35 observations
## mean=4722.486, MSE=126841.5
##
## Node number 6349: 23 observations
## mean=4882.783, MSE=52435.82
##
## Node number 6350: 15 observations
## mean=4812.933, MSE=124707.4
##
## Node number 6351: 31 observations
## mean=5077.613, MSE=145588.4
##
## Node number 6354: 29 observations
## mean=4882.655, MSE=224567.7
##
## Node number 6355: 17 observations
## mean=5103.471, MSE=197600.7
##
## Node number 6356: 21 observations
## mean=4938.476, MSE=223611.3
##
## Node number 6357: 93 observations, complexity param=0.000003972675
## mean=5188.903, MSE=156027.8
## left son=12714 (21 obs) right son=12715 (72 obs)
## Primary splits:
## gestosc < 0.006224948 to the right, improve=0.09880408, (0 missing)
## dlugosc < 6.445 to the left, improve=0.04835123, (0 missing)
## glebokosc_mm < 3.955 to the right, improve=0.04131718, (0 missing)
## glebokosc < 60.75 to the right, improve=0.04118177, (0 missing)
## kolor splits as LLLLLRR, improve=0.03797242, (0 missing)
## Surrogate splits:
## objetosc < 160.73 to the left, agree=0.903, adj=0.571, (0 split)
## dlugosc < 6.345 to the left, agree=0.817, adj=0.190, (0 split)
## glebokosc < 62.95 to the right, agree=0.796, adj=0.095, (0 split)
## ciecie splits as LLRRR, agree=0.785, adj=0.048, (0 split)
## glebokosc_mm < 3.865 to the left, agree=0.785, adj=0.048, (0 split)
##
## Node number 6358: 15 observations
## mean=5251.667, MSE=161016.2
##
## Node number 6359: 25 observations
## mean=5593.6, MSE=193365.6
##
## Node number 6366: 15 observations
## mean=5580.067, MSE=85370.33
##
## Node number 6367: 33 observations, complexity param=0.000001362258
## mean=5836.818, MSE=209198
## left son=12734 (18 obs) right son=12735 (15 obs)
## Primary splits:
## glebokosc_mm < 3.965 to the left, improve=0.06228996, (0 missing)
## dlugosc < 6.415 to the right, improve=0.05494852, (0 missing)
## gestosc < 0.006168358 to the left, improve=0.04466104, (0 missing)
## objetosc < 164.0067 to the left, improve=0.03046251, (0 missing)
## glebokosc < 61.65 to the left, improve=0.02148953, (0 missing)
## Surrogate splits:
## glebokosc < 61.9 to the left, agree=0.818, adj=0.600, (0 split)
## karaty < 1.015 to the left, agree=0.758, adj=0.467, (0 split)
## karat2 < 1.03025 to the left, agree=0.758, adj=0.467, (0 split)
## glebokosc_procent < 1.087685 to the left, agree=0.727, adj=0.400, (0 split)
## szerokosc < 6.36 to the right, agree=0.697, adj=0.333, (0 split)
##
## Node number 6368: 23 observations
## mean=4880.261, MSE=217617.9
##
## Node number 6369: 15 observations
## mean=5082.6, MSE=205863.6
##
## Node number 6370: 16 observations
## mean=5017.062, MSE=109944.2
##
## Node number 6371: 15 observations
## mean=5348.933, MSE=72673.26
##
## Node number 6372: 17 observations
## mean=5038.412, MSE=147525.3
##
## Node number 6373: 18 observations
## mean=5322.111, MSE=99797.77
##
## Node number 6492: 58 observations, complexity param=0.00000538739
## mean=5447.517, MSE=239632.4
## left son=12984 (27 obs) right son=12985 (31 obs)
## Primary splits:
## kolor splits as RRRLLLL, improve=0.12235870, (0 missing)
## ciecie splits as RRRRL, improve=0.09602339, (0 missing)
## glebokosc < 62.25 to the right, improve=0.07556260, (0 missing)
## objetosc < 198.0686 to the left, improve=0.07121169, (0 missing)
## glebokosc_procent < 1.065517 to the left, improve=0.05118173, (0 missing)
## Surrogate splits:
## glebokosc < 62.35 to the right, agree=0.672, adj=0.296, (0 split)
## szerokosc < 6.745 to the left, agree=0.655, adj=0.259, (0 split)
## objetosc < 194.5811 to the left, agree=0.655, adj=0.259, (0 split)
## glebokosc_mm < 4.215 to the left, agree=0.638, adj=0.222, (0 split)
## glebokosc_procent < 1.067519 to the left, agree=0.638, adj=0.222, (0 split)
##
## Node number 6493: 25 observations
## mean=6033.92, MSE=294720
##
## Node number 6494: 16 observations
## mean=6018.625, MSE=359923.1
##
## Node number 6495: 16 observations
## mean=6279.188, MSE=155614.4
##
## Node number 6760: 17 observations
## mean=6728.882, MSE=122771.5
##
## Node number 6761: 15 observations
## mean=7072.533, MSE=582313.7
##
## Node number 6786: 19 observations
## mean=5796.474, MSE=88906.99
##
## Node number 6787: 17 observations
## mean=6071.824, MSE=42993.2
##
## Node number 6788: 15 observations
## mean=5950.2, MSE=59602.83
##
## Node number 6789: 37 observations
## mean=6204.351, MSE=118600.8
##
## Node number 6790: 33 observations, complexity param=0.000001218944
## mean=6323.758, MSE=163713.8
## left son=13580 (17 obs) right son=13581 (16 obs)
## Primary splits:
## glebokosc < 62.45 to the right, improve=0.071222080, (0 missing)
## gestosc < 0.00613052 to the right, improve=0.039158210, (0 missing)
## objetosc < 170.078 to the right, improve=0.005182776, (0 missing)
## glebokosc_procent < 1.095614 to the right, improve=0.004310568, (0 missing)
## dlugosc < 6.505 to the right, improve=0.002777085, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.095614 to the right, agree=0.788, adj=0.562, (0 split)
## gestosc < 0.006180935 to the left, agree=0.697, adj=0.375, (0 split)
## karaty < 1.055 to the left, agree=0.667, adj=0.312, (0 split)
## dlugosc < 6.485 to the left, agree=0.667, adj=0.312, (0 split)
## karat2 < 1.11305 to the left, agree=0.667, adj=0.312, (0 split)
##
## Node number 6791: 23 observations
## mean=6680.304, MSE=145851.3
##
## Node number 6792: 39 observations, complexity param=0.000007803234
## mean=6180.359, MSE=371146.7
## left son=13584 (15 obs) right son=13585 (24 obs)
## Primary splits:
## dlugosc < 6.345 to the left, improve=0.17017450, (0 missing)
## glebokosc_procent < 1.09829 to the right, improve=0.07138627, (0 missing)
## glebokosc_mm < 4.005 to the right, improve=0.05407992, (0 missing)
## szerokosc < 6.325 to the left, improve=0.05314724, (0 missing)
## glebokosc < 63.25 to the right, improve=0.04633577, (0 missing)
## Surrogate splits:
## ciecie splits as LLLRR, agree=0.769, adj=0.400, (0 split)
## czy_premium < 0.5 to the left, agree=0.769, adj=0.400, (0 split)
## glebokosc < 63.65 to the right, agree=0.744, adj=0.333, (0 split)
## czubek_a_najszerszy < 56.5 to the left, agree=0.744, adj=0.333, (0 split)
## glebokosc_procent < 1.115085 to the right, agree=0.744, adj=0.333, (0 split)
##
## Node number 6793: 91 observations, complexity param=0.00000329175
## mean=6570.242, MSE=188088.5
## left son=13586 (34 obs) right son=13587 (57 obs)
## Primary splits:
## czubek_a_najszerszy < 58.5 to the right, improve=0.05501672, (0 missing)
## szerokosc < 6.405 to the left, improve=0.05124172, (0 missing)
## ciecie splits as LLLRR, improve=0.04492215, (0 missing)
## czy_premium < 0.5 to the left, improve=0.04492215, (0 missing)
## kolor splits as LLLLLRR, improve=0.04066457, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.056782 to the left, agree=0.879, adj=0.676, (0 split)
## glebokosc < 60.35 to the left, agree=0.758, adj=0.353, (0 split)
## glebokosc_mm < 3.9 to the left, agree=0.747, adj=0.324, (0 split)
## dlugosc < 6.495 to the right, agree=0.714, adj=0.235, (0 split)
## szerokosc < 6.535 to the right, agree=0.681, adj=0.147, (0 split)
##
## Node number 6796: 36 observations
## mean=6792.083, MSE=158089.6
##
## Node number 6797: 19 observations
## mean=7285, MSE=642345.1
##
## Node number 6802: 16 observations
## mean=6498.688, MSE=55593.09
##
## Node number 6803: 31 observations
## mean=6756.194, MSE=138841.5
##
## Node number 6812: 15 observations
## mean=7479.333, MSE=351418.5
##
## Node number 6813: 23 observations
## mean=7809.087, MSE=230470.9
##
## Node number 6840: 15 observations
## mean=7491.133, MSE=546233.2
##
## Node number 6841: 32 observations, complexity param=0.000009247029
## mean=7965.781, MSE=915080
## left son=13682 (16 obs) right son=13683 (16 obs)
## Primary splits:
## glebokosc_procent < 1.107208 to the right, improve=0.12079320, (0 missing)
## szerokosc < 6.675 to the left, improve=0.06329002, (0 missing)
## objetosc < 182.9116 to the right, improve=0.02987559, (0 missing)
## gestosc < 0.006106716 to the right, improve=0.02270415, (0 missing)
## glebokosc_mm < 4.115 to the left, improve=0.01107191, (0 missing)
## Surrogate splits:
## objetosc < 181.8897 to the right, agree=0.781, adj=0.562, (0 split)
## glebokosc < 61.95 to the right, agree=0.750, adj=0.500, (0 split)
## czubek_a_najszerszy < 55.5 to the left, agree=0.750, adj=0.500, (0 split)
## glebokosc_mm < 4.095 to the right, agree=0.719, adj=0.438, (0 split)
## karaty < 1.115 to the right, agree=0.688, adj=0.375, (0 split)
##
## Node number 7242: 19 observations
## mean=7360.421, MSE=477712.1
##
## Node number 7243: 26 observations
## mean=7902.654, MSE=563330.2
##
## Node number 7250: 28 observations
## mean=8263.607, MSE=855050.6
##
## Node number 7251: 16 observations
## mean=9114.688, MSE=773661.6
##
## Node number 7254: 33 observations, complexity param=0.000005532438
## mean=9227.939, MSE=607027.5
## left son=14508 (16 obs) right son=14509 (17 obs)
## Primary splits:
## ciecie splits as RRRRL, improve=0.08718150, (0 missing)
## szerokosc < 7.325 to the left, improve=0.04543570, (0 missing)
## glebokosc_procent < 1.045295 to the left, improve=0.02145102, (0 missing)
## glebokosc < 61.8 to the right, improve=0.02101969, (0 missing)
## dlugosc < 7.355 to the left, improve=0.01299811, (0 missing)
## Surrogate splits:
## czy_premium < 0.5 to the right, agree=0.879, adj=0.750, (0 split)
## czubek_a_najszerszy < 58.5 to the right, agree=0.727, adj=0.438, (0 split)
## dlugosc < 7.295 to the right, agree=0.697, adj=0.375, (0 split)
## glebokosc_mm < 4.56 to the left, agree=0.697, adj=0.375, (0 split)
## glebokosc_procent < 1.0436 to the left, agree=0.697, adj=0.375, (0 split)
##
## Node number 7255: 26 observations
## mean=9702.923, MSE=1325778
##
## Node number 7326: 18 observations
## mean=10431.89, MSE=1260799
##
## Node number 7327: 16 observations
## mean=11142.31, MSE=1129245
##
## Node number 7384: 16 observations
## mean=11134.88, MSE=926261.9
##
## Node number 7385: 15 observations
## mean=11489, MSE=460546.5
##
## Node number 7386: 30 observations, complexity param=0.000003510734
## mean=11710.67, MSE=1073109
## left son=14772 (15 obs) right son=14773 (15 obs)
## Primary splits:
## objetosc < 255.7462 to the right, improve=0.034424130, (0 missing)
## karaty < 1.555 to the right, improve=0.026867770, (0 missing)
## karat2 < 2.41805 to the right, improve=0.026867770, (0 missing)
## gestosc < 0.006056698 to the left, improve=0.012496070, (0 missing)
## glebokosc < 60.25 to the right, improve=0.003134817, (0 missing)
## Surrogate splits:
## karaty < 1.545 to the right, agree=0.933, adj=0.867, (0 split)
## karat2 < 2.38705 to the right, agree=0.933, adj=0.867, (0 split)
## glebokosc_mm < 4.495 to the right, agree=0.900, adj=0.800, (0 split)
## dlugosc < 7.535 to the right, agree=0.800, adj=0.600, (0 split)
## szerokosc < 7.495 to the right, agree=0.767, adj=0.533, (0 split)
##
## Node number 7387: 18 observations
## mean=12502.28, MSE=721846.3
##
## Node number 8074: 26 observations
## mean=14020.23, MSE=1648217
##
## Node number 8075: 30 observations, complexity param=0.00001038088
## mean=14944.37, MSE=3052096
## left son=16150 (15 obs) right son=16151 (15 obs)
## Primary splits:
## gestosc < 0.006147288 to the left, improve=0.0357886100, (0 missing)
## szerokosc < 8.095 to the left, improve=0.0099387540, (0 missing)
## objetosc < 331.275 to the left, improve=0.0021727330, (0 missing)
## glebokosc < 61.7 to the left, improve=0.0003839726, (0 missing)
## glebokosc_mm < 5.015 to the left, improve=0.0002359126, (0 missing)
## Surrogate splits:
## objetosc < 326.8726 to the right, agree=0.800, adj=0.600, (0 split)
## czubek_a_najszerszy < 58.5 to the left, agree=0.733, adj=0.467, (0 split)
## glebokosc_mm < 5.005 to the right, agree=0.733, adj=0.467, (0 split)
## glebokosc_procent < 1.076543 to the right, agree=0.733, adj=0.467, (0 split)
## dlugosc < 8.095 to the right, agree=0.667, adj=0.333, (0 split)
##
## Node number 8122: 18 observations
## mean=15893, MSE=4021440
##
## Node number 8123: 21 observations
## mean=17486.86, MSE=1178592
##
## Node number 8426: 180 observations, complexity param=0.000001265195
## mean=811.0722, MSE=13458.09
## left son=16852 (82 obs) right son=16853 (98 obs)
## Primary splits:
## dlugosc < 4.425 to the left, improve=0.14041710, (0 missing)
## klarownosc splits as LLLLLRRR, improve=0.11681430, (0 missing)
## objetosc < 52.77779 to the left, improve=0.05694510, (0 missing)
## karaty < 0.325 to the left, improve=0.04594266, (0 missing)
## karat2 < 0.10565 to the left, improve=0.04594266, (0 missing)
## Surrogate splits:
## objetosc < 53.54337 to the left, agree=0.806, adj=0.573, (0 split)
## karaty < 0.325 to the left, agree=0.800, adj=0.561, (0 split)
## karat2 < 0.10565 to the left, agree=0.800, adj=0.561, (0 split)
## szerokosc < 4.455 to the left, agree=0.672, adj=0.280, (0 split)
## glebokosc_mm < 2.725 to the left, agree=0.672, adj=0.280, (0 split)
##
## Node number 8427: 60 observations
## mean=923.4833, MSE=5459.25
##
## Node number 8798: 76 observations, complexity param=0.000001236962
## mean=834.7368, MSE=9780.641
## left son=17596 (31 obs) right son=17597 (45 obs)
## Primary splits:
## szerokosc < 4.705 to the right, improve=0.67994410, (0 missing)
## objetosc < 65.62628 to the right, improve=0.14516020, (0 missing)
## ciecie splits as LLLRR, improve=0.08693480, (0 missing)
## czy_premium < 0.5 to the left, improve=0.08693480, (0 missing)
## kolor splits as LLLLLLR, improve=0.07600286, (0 missing)
## Surrogate splits:
## objetosc < 65.62628 to the right, agree=0.737, adj=0.355, (0 split)
## karaty < 0.405 to the right, agree=0.684, adj=0.226, (0 split)
## karat2 < 0.16405 to the right, agree=0.684, adj=0.226, (0 split)
## ciecie splits as LLRRR, agree=0.645, adj=0.129, (0 split)
## kolor splits as LLLRRRR, agree=0.632, adj=0.097, (0 split)
##
## Node number 8799: 62 observations
## mean=924.5645, MSE=3535.601
##
## Node number 9648: 17 observations
## mean=1444.294, MSE=9793.266
##
## Node number 9649: 21 observations
## mean=1630.714, MSE=26410.3
##
## Node number 9650: 77 observations
## mean=1640.766, MSE=7639.945
##
## Node number 9651: 127 observations
## mean=1747.417, MSE=23891.52
##
## Node number 10364: 18 observations
## mean=2389.389, MSE=37164.24
##
## Node number 10365: 30 observations
## mean=2583.633, MSE=65419.77
##
## Node number 11046: 44 observations
## mean=2805.068, MSE=31011.25
##
## Node number 11047: 26 observations
## mean=2954.846, MSE=39816.98
##
## Node number 11048: 15 observations
## mean=2596.867, MSE=27504.25
##
## Node number 11049: 55 observations
## mean=2792.945, MSE=55734.67
##
## Node number 11050: 19 observations
## mean=2856.526, MSE=25159.51
##
## Node number 11051: 36 observations, complexity param=0.000001552766
## mean=3100.417, MSE=98465.69
## left son=22102 (20 obs) right son=22103 (16 obs)
## Primary splits:
## szerokosc < 5.765 to the left, improve=0.13827660, (0 missing)
## glebokosc_mm < 3.545 to the right, improve=0.10391080, (0 missing)
## glebokosc < 61.95 to the right, improve=0.07147161, (0 missing)
## glebokosc_procent < 1.097321 to the right, improve=0.05927975, (0 missing)
## dlugosc < 5.725 to the left, improve=0.05473995, (0 missing)
## Surrogate splits:
## glebokosc < 61.75 to the right, agree=0.806, adj=0.562, (0 split)
## dlugosc < 5.715 to the left, agree=0.778, adj=0.500, (0 split)
## objetosc < 117.3834 to the left, agree=0.778, adj=0.500, (0 split)
## gestosc < 0.0060423 to the right, agree=0.750, adj=0.437, (0 split)
## glebokosc_procent < 1.085961 to the right, agree=0.667, adj=0.250, (0 split)
##
## Node number 11054: 30 observations
## mean=3078.367, MSE=39310.7
##
## Node number 11055: 53 observations, complexity param=0.000002156827
## mean=3354.17, MSE=96384.07
## left son=22110 (17 obs) right son=22111 (36 obs)
## Primary splits:
## karaty < 0.705 to the left, improve=0.13327980, (0 missing)
## karat2 < 0.49705 to the left, improve=0.13327980, (0 missing)
## gestosc < 0.006052842 to the left, improve=0.09887694, (0 missing)
## kolor splits as LLLLRRR, improve=0.06423234, (0 missing)
## glebokosc_mm < 3.515 to the left, improve=0.06119333, (0 missing)
## Surrogate splits:
## karat2 < 0.49705 to the left, agree=1.000, adj=1.000, (0 split)
## glebokosc_mm < 3.515 to the left, agree=0.849, adj=0.529, (0 split)
## gestosc < 0.006036338 to the left, agree=0.792, adj=0.353, (0 split)
## objetosc < 115.3471 to the left, agree=0.774, adj=0.294, (0 split)
## szerokosc < 5.725 to the left, agree=0.755, adj=0.235, (0 split)
##
## Node number 12070: 21 observations
## mean=4220.857, MSE=180445.6
##
## Node number 12071: 48 observations, complexity param=0.000004609296
## mean=4588.396, MSE=172899.2
## left son=24142 (25 obs) right son=24143 (23 obs)
## Primary splits:
## szerokosc < 6.275 to the right, improve=0.17531960, (0 missing)
## gestosc < 0.006081471 to the left, improve=0.15894010, (0 missing)
## glebokosc < 61.6 to the left, improve=0.11942760, (0 missing)
## glebokosc_mm < 3.855 to the left, improve=0.09258631, (0 missing)
## glebokosc_procent < 1.05469 to the left, improve=0.08309133, (0 missing)
## Surrogate splits:
## objetosc < 151.4274 to the right, agree=0.792, adj=0.565, (0 split)
## glebokosc_procent < 1.063559 to the left, agree=0.792, adj=0.565, (0 split)
## glebokosc < 61.05 to the left, agree=0.771, adj=0.522, (0 split)
## czubek_a_najszerszy < 56.5 to the right, agree=0.729, adj=0.435, (0 split)
## dlugosc < 6.245 to the right, agree=0.708, adj=0.391, (0 split)
##
## Node number 12492: 19 observations
## mean=3867.895, MSE=94069.57
##
## Node number 12493: 51 observations, complexity param=0.00000163283
## mean=4095, MSE=87635.41
## left son=24986 (16 obs) right son=24987 (35 obs)
## Primary splits:
## ciecie splits as LLRRR, improve=0.11532440, (0 missing)
## kolor splits as LLLLRRR, improve=0.09969080, (0 missing)
## dlugosc < 6.365 to the left, improve=0.09961476, (0 missing)
## glebokosc < 62.45 to the right, improve=0.09859028, (0 missing)
## glebokosc_mm < 4.005 to the right, improve=0.05396124, (0 missing)
## Surrogate splits:
## glebokosc < 63.5 to the right, agree=0.882, adj=0.625, (0 split)
## dlugosc < 6.355 to the left, agree=0.824, adj=0.437, (0 split)
## glebokosc_mm < 4.015 to the right, agree=0.804, adj=0.375, (0 split)
## czy_premium < 0.5 to the left, agree=0.804, adj=0.375, (0 split)
## glebokosc_procent < 1.09389 to the right, agree=0.725, adj=0.125, (0 split)
##
## Node number 12494: 28 observations
## mean=4132.607, MSE=79651.95
##
## Node number 12495: 98 observations, complexity param=0.000002187141
## mean=4336.653, MSE=128556.4
## left son=24990 (38 obs) right son=24991 (60 obs)
## Primary splits:
## ciecie splits as LLLRR, improve=0.05480083, (0 missing)
## czy_premium < 0.5 to the left, improve=0.05480083, (0 missing)
## objetosc < 162.7385 to the left, improve=0.04154499, (0 missing)
## glebokosc < 62.95 to the right, improve=0.02885550, (0 missing)
## glebokosc_procent < 1.079129 to the left, improve=0.02098205, (0 missing)
## Surrogate splits:
## czy_premium < 0.5 to the left, agree=1.000, adj=1.000, (0 split)
## dlugosc < 6.375 to the left, agree=0.786, adj=0.447, (0 split)
## glebokosc < 62.55 to the right, agree=0.765, adj=0.395, (0 split)
## glebokosc_mm < 4.025 to the right, agree=0.724, adj=0.289, (0 split)
## szerokosc < 6.395 to the left, agree=0.663, adj=0.132, (0 split)
##
## Node number 12508: 15 observations
## mean=4267.2, MSE=193602.4
##
## Node number 12509: 36 observations, complexity param=0.00000357105
## mean=4563.083, MSE=140712.4
## left son=25018 (15 obs) right son=25019 (21 obs)
## Primary splits:
## glebokosc < 63.25 to the right, improve=0.26207170, (0 missing)
## glebokosc_mm < 3.995 to the right, improve=0.10242880, (0 missing)
## szerokosc < 6.365 to the left, improve=0.09442132, (0 missing)
## objetosc < 161.6315 to the left, improve=0.06450997, (0 missing)
## gestosc < 0.006215679 to the right, improve=0.02206454, (0 missing)
## Surrogate splits:
## glebokosc_mm < 4.005 to the right, agree=0.889, adj=0.733, (0 split)
## ciecie splits as LLRRR, agree=0.806, adj=0.533, (0 split)
## dlugosc < 6.325 to the left, agree=0.778, adj=0.467, (0 split)
## szerokosc < 6.345 to the left, agree=0.778, adj=0.467, (0 split)
## glebokosc_procent < 1.119455 to the right, agree=0.750, adj=0.400, (0 split)
##
## Node number 12510: 25 observations
## mean=4567.4, MSE=73059.76
##
## Node number 12511: 38 observations, complexity param=0.00000290847
## mean=4796.868, MSE=117762
## left son=25022 (22 obs) right son=25023 (16 obs)
## Primary splits:
## glebokosc < 62.3 to the right, improve=0.23289710, (0 missing)
## objetosc < 165.0347 to the left, improve=0.22366430, (0 missing)
## szerokosc < 6.435 to the left, improve=0.20783940, (0 missing)
## kolor splits as LLLLLLR, improve=0.17625420, (0 missing)
## glebokosc_mm < 4.01 to the right, improve=0.09940293, (0 missing)
## Surrogate splits:
## glebokosc_mm < 3.995 to the right, agree=0.868, adj=0.688, (0 split)
## szerokosc < 6.45 to the left, agree=0.842, adj=0.625, (0 split)
## dlugosc < 6.435 to the left, agree=0.763, adj=0.438, (0 split)
## objetosc < 166.4542 to the left, agree=0.763, adj=0.438, (0 split)
## gestosc < 0.006060199 to the right, agree=0.763, adj=0.438, (0 split)
##
## Node number 12514: 23 observations
## mean=4313.609, MSE=89516.67
##
## Node number 12515: 19 observations
## mean=4503.684, MSE=30300.74
##
## Node number 12518: 24 observations
## mean=4366.583, MSE=208197.4
##
## Node number 12519: 101 observations, complexity param=0.000002430062
## mean=4635.941, MSE=97352.67
## left son=25038 (49 obs) right son=25039 (52 obs)
## Primary splits:
## objetosc < 176.8091 to the left, improve=0.07801502, (0 missing)
## szerokosc < 6.665 to the left, improve=0.07605704, (0 missing)
## dlugosc < 6.625 to the left, improve=0.05370738, (0 missing)
## karaty < 1.075 to the left, improve=0.05204302, (0 missing)
## karat2 < 1.15565 to the left, improve=0.05204302, (0 missing)
## Surrogate splits:
## dlugosc < 6.595 to the left, agree=0.941, adj=0.878, (0 split)
## karaty < 1.085 to the left, agree=0.901, adj=0.796, (0 split)
## karat2 < 1.17725 to the left, agree=0.901, adj=0.796, (0 split)
## szerokosc < 6.565 to the left, agree=0.881, adj=0.755, (0 split)
## glebokosc_mm < 4.085 to the left, agree=0.752, adj=0.490, (0 split)
##
## Node number 12526: 19 observations
## mean=4904.368, MSE=127197
##
## Node number 12527: 24 observations
## mean=5201.125, MSE=176146.3
##
## Node number 12692: 28 observations
## mean=4570.929, MSE=173914.1
##
## Node number 12693: 19 observations
## mean=4778.895, MSE=117404.8
##
## Node number 12714: 21 observations
## mean=4959, MSE=154129.2
##
## Node number 12715: 72 observations, complexity param=0.000002423644
## mean=5255.958, MSE=136669
## left son=25430 (44 obs) right son=25431 (28 obs)
## Primary splits:
## glebokosc_mm < 3.955 to the right, improve=0.07774928, (0 missing)
## glebokosc_procent < 1.074357 to the right, improve=0.03721621, (0 missing)
## szerokosc < 6.415 to the right, improve=0.03200657, (0 missing)
## czubek_a_najszerszy < 59.5 to the left, improve=0.02852143, (0 missing)
## gestosc < 0.006184935 to the left, improve=0.02462123, (0 missing)
## Surrogate splits:
## glebokosc < 61.25 to the right, agree=0.861, adj=0.643, (0 split)
## glebokosc_procent < 1.025226 to the right, agree=0.833, adj=0.571, (0 split)
## dlugosc < 6.485 to the left, agree=0.736, adj=0.321, (0 split)
## objetosc < 162.4322 to the right, agree=0.708, adj=0.250, (0 split)
## karaty < 1.005 to the right, agree=0.681, adj=0.179, (0 split)
##
## Node number 12734: 18 observations
## mean=5732.611, MSE=95635.13
##
## Node number 12735: 15 observations
## mean=5961.867, MSE=316805.4
##
## Node number 12984: 27 observations
## mean=5264.037, MSE=280757.2
##
## Node number 12985: 31 observations, complexity param=0.000003498832
## mean=5607.323, MSE=148955.1
## left son=25970 (16 obs) right son=25971 (15 obs)
## Primary splits:
## objetosc < 198.0686 to the left, improve=0.23918610, (0 missing)
## karaty < 1.215 to the left, improve=0.14782580, (0 missing)
## karat2 < 1.47625 to the left, improve=0.14782580, (0 missing)
## szerokosc < 6.845 to the left, improve=0.08312403, (0 missing)
## glebokosc_procent < 1.076724 to the left, improve=0.04560426, (0 missing)
## Surrogate splits:
## karaty < 1.215 to the left, agree=0.903, adj=0.800, (0 split)
## dlugosc < 6.845 to the left, agree=0.903, adj=0.800, (0 split)
## karat2 < 1.47625 to the left, agree=0.903, adj=0.800, (0 split)
## szerokosc < 6.815 to the left, agree=0.839, adj=0.667, (0 split)
## czubek_a_najszerszy < 57.5 to the right, agree=0.806, adj=0.600, (0 split)
##
## Node number 13580: 17 observations
## mean=6219, MSE=165286.7
##
## Node number 13581: 16 observations
## mean=6435.062, MSE=137993.7
##
## Node number 13584: 15 observations
## mean=5862.467, MSE=552756.1
##
## Node number 13585: 24 observations
## mean=6379.042, MSE=155006.3
##
## Node number 13586: 34 observations
## mean=6438.529, MSE=150711.8
##
## Node number 13587: 57 observations, complexity param=0.00000329175
## mean=6648.807, MSE=193862.9
## left son=27174 (27 obs) right son=27175 (30 obs)
## Primary splits:
## ciecie splits as LLLRR, improve=0.10285150, (0 missing)
## czy_premium < 0.5 to the left, improve=0.10285150, (0 missing)
## szerokosc < 6.405 to the left, improve=0.08082461, (0 missing)
## objetosc < 164.4231 to the left, improve=0.07630394, (0 missing)
## glebokosc < 61.65 to the right, improve=0.06824106, (0 missing)
## Surrogate splits:
## czy_premium < 0.5 to the left, agree=1.000, adj=1.000, (0 split)
## dlugosc < 6.375 to the left, agree=0.772, adj=0.519, (0 split)
## glebokosc < 62.75 to the right, agree=0.754, adj=0.481, (0 split)
## glebokosc_procent < 1.090351 to the right, agree=0.754, adj=0.481, (0 split)
## glebokosc_mm < 4.005 to the right, agree=0.719, adj=0.407, (0 split)
##
## Node number 13682: 16 observations
## mean=7633.312, MSE=595340.2
##
## Node number 13683: 16 observations
## mean=8298.25, MSE=1013749
##
## Node number 14508: 16 observations
## mean=8990.812, MSE=385661.3
##
## Node number 14509: 17 observations
## mean=9451.118, MSE=712642
##
## Node number 14772: 15 observations
## mean=11518.47, MSE=1760975
##
## Node number 14773: 15 observations
## mean=11902.87, MSE=311361.3
##
## Node number 16150: 15 observations
## mean=14613.87, MSE=3689331
##
## Node number 16151: 15 observations
## mean=15274.87, MSE=2196400
##
## Node number 16852: 82 observations
## mean=763.5488, MSE=9054.711
##
## Node number 16853: 98 observations, complexity param=0.000001265195
## mean=850.8367, MSE=13671.59
## left son=33706 (62 obs) right son=33707 (36 obs)
## Primary splits:
## szerokosc < 4.445 to the right, improve=0.34229200, (0 missing)
## klarownosc splits as LLLLLRRR, improve=0.09165211, (0 missing)
## objetosc < 55.13564 to the right, improve=0.07624715, (0 missing)
## karaty < 0.335 to the right, improve=0.04861748, (0 missing)
## karat2 < 0.11225 to the right, improve=0.04861748, (0 missing)
## Surrogate splits:
## objetosc < 53.52193 to the right, agree=0.724, adj=0.250, (0 split)
## ciecie splits as LLLLR, agree=0.673, adj=0.111, (0 split)
## glebokosc < 62.65 to the left, agree=0.673, adj=0.111, (0 split)
## karaty < 0.315 to the right, agree=0.653, adj=0.056, (0 split)
## glebokosc_mm < 2.645 to the right, agree=0.653, adj=0.056, (0 split)
##
## Node number 17596: 31 observations
## mean=736.4839, MSE=2930.701
##
## Node number 17597: 45 observations
## mean=902.4222, MSE=3267.888
##
## Node number 22102: 20 observations
## mean=2996.05, MSE=62088.05
##
## Node number 22103: 16 observations
## mean=3230.875, MSE=113302.9
##
## Node number 22110: 17 observations
## mean=3189.235, MSE=43642.89
##
## Node number 22111: 36 observations
## mean=3432.056, MSE=102377.4
##
## Node number 24142: 25 observations
## mean=4421.4, MSE=72962.4
##
## Node number 24143: 23 observations
## mean=4769.913, MSE=218265
##
## Node number 24986: 16 observations
## mean=3946.312, MSE=47057.71
##
## Node number 24987: 35 observations
## mean=4162.971, MSE=91458.6
##
## Node number 24990: 38 observations
## mean=4231.184, MSE=69596.1
##
## Node number 24991: 60 observations, complexity param=0.000001954542
## mean=4403.45, MSE=154391
## left son=49982 (32 obs) right son=49983 (28 obs)
## Primary splits:
## glebokosc < 61.95 to the left, improve=0.06660422, (0 missing)
## dlugosc < 6.415 to the right, improve=0.05216713, (0 missing)
## glebokosc_procent < 1.081897 to the left, improve=0.05205239, (0 missing)
## objetosc < 163.5804 to the right, improve=0.04903556, (0 missing)
## glebokosc_mm < 3.985 to the left, improve=0.04505036, (0 missing)
## Surrogate splits:
## glebokosc_mm < 3.985 to the left, agree=0.900, adj=0.786, (0 split)
## karaty < 1.015 to the left, agree=0.683, adj=0.321, (0 split)
## dlugosc < 6.415 to the right, agree=0.683, adj=0.321, (0 split)
## karat2 < 1.03025 to the left, agree=0.683, adj=0.321, (0 split)
## gestosc < 0.006179355 to the left, agree=0.650, adj=0.250, (0 split)
##
## Node number 25018: 15 observations
## mean=4335.867, MSE=130629
##
## Node number 25019: 21 observations
## mean=4725.381, MSE=84697.47
##
## Node number 25022: 22 observations
## mean=4655.636, MSE=50638.87
##
## Node number 25023: 16 observations
## mean=4991.062, MSE=144918.6
##
## Node number 25038: 49 observations, complexity param=0.000001301576
## mean=4546.163, MSE=71142.14
## left son=50076 (31 obs) right son=50077 (18 obs)
## Primary splits:
## gestosc < 0.006135209 to the left, improve=0.11786270, (0 missing)
## glebokosc < 62.15 to the right, improve=0.10198030, (0 missing)
## szerokosc < 6.505 to the left, improve=0.05983746, (0 missing)
## glebokosc_mm < 4.065 to the right, improve=0.05442988, (0 missing)
## glebokosc_procent < 1.107957 to the right, improve=0.05123665, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 57.5 to the left, agree=0.796, adj=0.444, (0 split)
## karaty < 1.075 to the left, agree=0.735, adj=0.278, (0 split)
## karat2 < 1.15565 to the left, agree=0.735, adj=0.278, (0 split)
## ciecie splits as RRLLL, agree=0.714, adj=0.222, (0 split)
## dlugosc < 6.475 to the right, agree=0.714, adj=0.222, (0 split)
##
## Node number 25039: 52 observations, complexity param=0.000001699784
## mean=4720.538, MSE=107299.3
## left son=50078 (15 obs) right son=50079 (37 obs)
## Primary splits:
## objetosc < 183.8407 to the right, improve=0.09616643, (0 missing)
## karaty < 1.115 to the right, improve=0.04422858, (0 missing)
## karat2 < 1.24325 to the right, improve=0.04422858, (0 missing)
## szerokosc < 6.665 to the left, improve=0.04207443, (0 missing)
## glebokosc_procent < 1.084962 to the right, improve=0.03783848, (0 missing)
## Surrogate splits:
## karaty < 1.125 to the right, agree=0.846, adj=0.467, (0 split)
## karat2 < 1.26565 to the right, agree=0.846, adj=0.467, (0 split)
## dlugosc < 6.675 to the right, agree=0.808, adj=0.333, (0 split)
## glebokosc_mm < 4.175 to the right, agree=0.788, adj=0.267, (0 split)
## szerokosc < 6.7 to the right, agree=0.750, adj=0.133, (0 split)
##
## Node number 25430: 44 observations, complexity param=0.000001491838
## mean=5173.727, MSE=123079.5
## left son=50860 (22 obs) right son=50861 (22 obs)
## Primary splits:
## glebokosc < 62.15 to the left, improve=0.08695880, (0 missing)
## gestosc < 0.006180297 to the left, improve=0.07788885, (0 missing)
## karaty < 1.015 to the left, improve=0.07645492, (0 missing)
## karat2 < 1.03025 to the left, improve=0.07645492, (0 missing)
## szerokosc < 6.415 to the right, improve=0.06929130, (0 missing)
## Surrogate splits:
## szerokosc < 6.45 to the right, agree=0.818, adj=0.636, (0 split)
## glebokosc_mm < 3.975 to the left, agree=0.818, adj=0.636, (0 split)
## dlugosc < 6.405 to the right, agree=0.750, adj=0.500, (0 split)
## objetosc < 167.7786 to the right, agree=0.705, adj=0.409, (0 split)
## czubek_a_najszerszy < 57.5 to the left, agree=0.682, adj=0.364, (0 split)
##
## Node number 25431: 28 observations
## mean=5385.179, MSE=130700.2
##
## Node number 25970: 16 observations
## mean=5424.562, MSE=154494.7
##
## Node number 25971: 15 observations
## mean=5802.267, MSE=69415
##
## Node number 27174: 27 observations
## mean=6499.963, MSE=118251.4
##
## Node number 27175: 30 observations, complexity param=0.000001940688
## mean=6782.767, MSE=224029
## left son=54350 (15 obs) right son=54351 (15 obs)
## Primary splits:
## szerokosc < 6.425 to the left, improve=0.091150750000, (0 missing)
## glebokosc_procent < 1.074138 to the right, improve=0.000364243600, (0 missing)
## objetosc < 163.9532 to the left, improve=0.000278580000, (0 missing)
## gestosc < 0.006159326 to the left, improve=0.000006075603, (0 missing)
## Surrogate splits:
## glebokosc < 62.05 to the right, agree=0.767, adj=0.533, (0 split)
## objetosc < 163.3835 to the left, agree=0.700, adj=0.400, (0 split)
## ciecie splits as RRRRL, agree=0.667, adj=0.333, (0 split)
## dlugosc < 6.455 to the left, agree=0.667, adj=0.333, (0 split)
## glebokosc_mm < 3.955 to the right, agree=0.667, adj=0.333, (0 split)
##
## Node number 33706: 62 observations
## mean=798.7097, MSE=10112.66
##
## Node number 33707: 36 observations
## mean=940.6111, MSE=7061.738
##
## Node number 49982: 32 observations
## mean=4308.594, MSE=107663.6
##
## Node number 49983: 28 observations
## mean=4511.857, MSE=185758.6
##
## Node number 50076: 31 observations
## mean=4476.387, MSE=29019.2
##
## Node number 50077: 18 observations
## mean=4666.333, MSE=120861.3
##
## Node number 50078: 15 observations
## mean=4561, MSE=133600.7
##
## Node number 50079: 37 observations
## mean=4785.216, MSE=82134.76
##
## Node number 50860: 22 observations
## mean=5070.273, MSE=97982.93
##
## Node number 50861: 22 observations
## mean=5277.182, MSE=126770.3
##
## Node number 54350: 15 observations
## mean=6639.867, MSE=225453
##
## Node number 54351: 15 observations
## mean=6925.667, MSE=181764.1Poniższy wykres przedstawia drzewo wyspecyfikowane w taki sposób. Jak widać przygotowane w ten sposób drzewo regresyjen traci całkowicie na swojej wartości interpretacyjnej.
rpart.plot(tree_cont, type = 2, extra = 101,
fallen.leaves = TRUE, nn = TRUE,
box.palette = "Greens", branch.lty = 2,
shadow.col = "gray")
Sprawdźmy jednak jak dobrze w takim razie radzi sobie z predykcjami. Spoglądając na metryki walidacyjne nie sposób nie zauważyć mocnego wzrostu różnicy między wszystkimi błędami na zbiorze treningowym i testowym. Wartość \(R^2\) nie spada jednak drastycznie.
# na zbiorze treningowym
pred_tree_cont_train <- predict(tree_cont, newdata = diamonds_train)
# na zbiorze testowym
pred_tree_cont_test <- predict(tree_cont, newdata = diamonds_test)
metryki_tree_cont_train <- metryki(real = real_train, predicted = pred_tree_cont_train)
metryki_tree_cont_test <- metryki(real = real_test, predicted = pred_tree_cont_test)
rbind(train = metryki_tree_cont_train, test = metryki_tree_cont_test)## MSE RMSE MAE MedAE MAPE MSLE R2
## train 312662.7 559.1625 295.1497 125.7063 0.08410626 0.01215867 0.9802181
## test 456709.0 675.8025 349.4566 145.9200 0.09749583 0.01626173 0.9711664Wartości błędów jako takich są jednak znacznie niższe niż w przypadku poprzeniego drzewa wytrenowanego na ustawieniach domyślnych, co sugeruje, że warto byłoby znaleźc optymalne poziomy parametrów specyfikacji.
rbind(train = metryki_tree_podst_train, test = metryki_tree_podst_test)## MSE RMSE MAE MedAE MAPE MSLE R2
## train 1922533 1386.554 877.9882 530.1044 0.3269917 0.1395086 0.8783631
## test 1975143 1405.398 894.0581 536.3555 0.3339450 0.1434364 0.8752914Dostosowywanie parametrów
Complexity parameter
Poniżej przedstawiono tabele complexity parameter, która pokazuje jak wraz ze wzrostem złożoności drzewa zmienia się jakośc modelu. Poza wartościami cp pokazuje również liczbę podziałów w drzewie jemu odpowiadającą, względny błąd na danych (rel error), względny błąd oszacowany przez walidację krzyżową (xerror) oraz odchylenie standardowe błędu (xstd).
printcp(tree_cont)##
## Regression tree:
## rpart(formula = cena_usd ~ ., data = diamonds_train, method = "anova",
## control = rpart.control(cp = 0.000001, minsplit = 10, minbucket = 15,
## maxdepth = 30, xval = 10))
##
## Variables actually used in tree construction:
## [1] ciecie czubek_a_najszerszy czy_premium
## [4] dlugosc gestosc glebokosc
## [7] glebokosc_mm glebokosc_procent karaty
## [10] klarownosc kolor objetosc
## [13] szerokosc
##
## Root node error: 315667633710/19972 = 15805509
##
## n= 19972
##
## CP nsplit rel error xerror xstd
## 1 0.6102630231 0 1.000000 1.000127 0.01456279
## 2 0.1781849568 1 0.389737 0.390412 0.00647927
## 3 0.0372209592 2 0.211552 0.213150 0.00346157
## 4 0.0265003772 3 0.174331 0.175571 0.00342570
## 5 0.0261937900 4 0.147831 0.159142 0.00326610
## 6 0.0099720672 5 0.121637 0.122838 0.00274802
## 7 0.0096945389 6 0.111665 0.111303 0.00251033
## 8 0.0050279711 8 0.092276 0.094090 0.00214011
## 9 0.0045588795 9 0.087248 0.088104 0.00212954
## 10 0.0037985888 10 0.082689 0.084118 0.00211233
## 11 0.0033544917 11 0.078890 0.081422 0.00201583
## 12 0.0029968480 13 0.072181 0.074013 0.00183035
## 13 0.0029249273 14 0.069184 0.070209 0.00172116
## 14 0.0024638289 15 0.066260 0.067846 0.00164053
## 15 0.0019664295 16 0.063796 0.065429 0.00157884
## 16 0.0015010349 17 0.061829 0.063522 0.00154346
## 17 0.0013063100 18 0.060328 0.062701 0.00151921
## 18 0.0010528480 19 0.059022 0.060630 0.00147339
## 19 0.0010125102 20 0.057969 0.060050 0.00147079
## 20 0.0009696010 22 0.055944 0.059170 0.00146836
## 21 0.0009593248 23 0.054974 0.058775 0.00146936
## 22 0.0009517158 24 0.054015 0.058341 0.00146576
## 23 0.0009479985 25 0.053063 0.057813 0.00145487
## 24 0.0009012163 26 0.052115 0.056791 0.00142851
## 25 0.0008865232 27 0.051214 0.055879 0.00141588
## 26 0.0008100287 28 0.050328 0.054706 0.00137395
## 27 0.0007942937 30 0.048708 0.053432 0.00134028
## 28 0.0007935123 31 0.047913 0.053301 0.00133710
## 29 0.0006954360 32 0.047120 0.052254 0.00125647
## 30 0.0006432908 33 0.046424 0.050916 0.00121322
## 31 0.0006119672 34 0.045781 0.050778 0.00120519
## 32 0.0005898297 35 0.045169 0.050042 0.00118310
## 33 0.0005368848 36 0.044579 0.049173 0.00116887
## 34 0.0005348176 37 0.044042 0.048046 0.00115350
## 35 0.0005091657 39 0.042973 0.047871 0.00114980
## 36 0.0004774155 40 0.042464 0.046718 0.00112282
## 37 0.0004550655 41 0.041986 0.046100 0.00110438
## 38 0.0004379333 42 0.041531 0.045428 0.00109295
## 39 0.0004326850 43 0.041093 0.045013 0.00109194
## 40 0.0004154927 44 0.040661 0.044465 0.00107892
## 41 0.0004136618 45 0.040245 0.044416 0.00107838
## 42 0.0003925199 46 0.039831 0.044201 0.00107370
## 43 0.0003701759 47 0.039439 0.043587 0.00106575
## 44 0.0003698663 48 0.039069 0.043446 0.00106441
## 45 0.0003631265 49 0.038699 0.043385 0.00106320
## 46 0.0003583438 50 0.038336 0.043124 0.00105992
## 47 0.0003433765 51 0.037977 0.042902 0.00105861
## 48 0.0003383920 52 0.037634 0.042531 0.00105070
## 49 0.0003378903 53 0.037296 0.042511 0.00105083
## 50 0.0003234652 54 0.036958 0.042345 0.00104793
## 51 0.0003199066 55 0.036634 0.042030 0.00104138
## 52 0.0003089625 56 0.036314 0.041823 0.00103983
## 53 0.0002966347 57 0.036005 0.041334 0.00103533
## 54 0.0002951943 58 0.035709 0.040876 0.00103392
## 55 0.0002732922 59 0.035414 0.040473 0.00103080
## 56 0.0002522261 60 0.035140 0.040034 0.00100641
## 57 0.0002489809 61 0.034888 0.039839 0.00100634
## 58 0.0002456943 62 0.034639 0.039634 0.00100423
## 59 0.0002394016 63 0.034393 0.039426 0.00100011
## 60 0.0002324479 64 0.034154 0.039261 0.00099776
## 61 0.0002241321 65 0.033921 0.039065 0.00099740
## 62 0.0002135162 66 0.033697 0.038666 0.00099336
## 63 0.0002091101 67 0.033484 0.038409 0.00098752
## 64 0.0001961631 68 0.033275 0.038251 0.00098253
## 65 0.0001907365 69 0.033079 0.038167 0.00098338
## 66 0.0001877188 70 0.032888 0.038003 0.00098111
## 67 0.0001791522 71 0.032700 0.037815 0.00097899
## 68 0.0001722674 72 0.032521 0.037652 0.00097408
## 69 0.0001712327 73 0.032349 0.037647 0.00097728
## 70 0.0001635859 75 0.032006 0.037324 0.00097081
## 71 0.0001611506 76 0.031843 0.037070 0.00096499
## 72 0.0001549933 77 0.031681 0.036949 0.00096447
## 73 0.0001539565 78 0.031526 0.036935 0.00096421
## 74 0.0001416696 79 0.031373 0.036639 0.00095741
## 75 0.0001375304 80 0.031231 0.036338 0.00095198
## 76 0.0001337446 81 0.031093 0.036241 0.00095022
## 77 0.0001321875 82 0.030960 0.036142 0.00094746
## 78 0.0001319743 83 0.030827 0.036136 0.00094744
## 79 0.0001256717 84 0.030695 0.036104 0.00094763
## 80 0.0001220680 85 0.030570 0.036097 0.00094990
## 81 0.0001212903 86 0.030448 0.036034 0.00095128
## 82 0.0001158402 87 0.030326 0.035854 0.00094120
## 83 0.0001128655 88 0.030211 0.035701 0.00094103
## 84 0.0001122768 89 0.030098 0.035556 0.00093830
## 85 0.0001069355 90 0.029985 0.035509 0.00093883
## 86 0.0001042103 91 0.029878 0.035390 0.00093743
## 87 0.0001042077 92 0.029774 0.035307 0.00093692
## 88 0.0001036873 93 0.029670 0.035307 0.00093692
## 89 0.0000989784 94 0.029566 0.035199 0.00093860
## 90 0.0000989048 95 0.029467 0.035146 0.00093823
## 91 0.0000975754 96 0.029368 0.035138 0.00093848
## 92 0.0000965636 97 0.029271 0.035080 0.00094043
## 93 0.0000954766 98 0.029174 0.035132 0.00094149
## 94 0.0000949742 99 0.029079 0.035094 0.00094194
## 95 0.0000947072 100 0.028984 0.035066 0.00094198
## 96 0.0000944306 101 0.028889 0.035065 0.00094198
## 97 0.0000943812 102 0.028795 0.035075 0.00094212
## 98 0.0000930257 103 0.028700 0.035059 0.00094211
## 99 0.0000875285 105 0.028514 0.034946 0.00094165
## 100 0.0000870755 106 0.028427 0.034858 0.00094709
## 101 0.0000869232 107 0.028340 0.034847 0.00094759
## 102 0.0000865151 108 0.028253 0.034837 0.00094764
## 103 0.0000864683 109 0.028166 0.034837 0.00094764
## 104 0.0000859240 110 0.028080 0.034833 0.00094875
## 105 0.0000848894 111 0.027994 0.034806 0.00094829
## 106 0.0000840316 112 0.027909 0.034678 0.00094572
## 107 0.0000829210 113 0.027825 0.034617 0.00094396
## 108 0.0000827994 114 0.027742 0.034540 0.00094145
## 109 0.0000806665 116 0.027576 0.034484 0.00094132
## 110 0.0000805312 117 0.027496 0.034373 0.00094070
## 111 0.0000803512 118 0.027415 0.034360 0.00094045
## 112 0.0000803356 119 0.027335 0.034393 0.00094065
## 113 0.0000795924 120 0.027255 0.034439 0.00094223
## 114 0.0000786756 121 0.027175 0.034436 0.00094257
## 115 0.0000780002 122 0.027096 0.034355 0.00094102
## 116 0.0000768651 123 0.027018 0.034290 0.00094182
## 117 0.0000762783 124 0.026941 0.034218 0.00094195
## 118 0.0000759683 125 0.026865 0.034174 0.00094194
## 119 0.0000751586 127 0.026713 0.034097 0.00094067
## 120 0.0000724109 128 0.026638 0.033993 0.00093928
## 121 0.0000722953 129 0.026566 0.033920 0.00094287
## 122 0.0000678257 130 0.026493 0.033870 0.00094553
## 123 0.0000675433 131 0.026426 0.033739 0.00094487
## 124 0.0000670101 132 0.026358 0.033729 0.00094488
## 125 0.0000664951 133 0.026291 0.033697 0.00094565
## 126 0.0000664591 134 0.026224 0.033712 0.00094625
## 127 0.0000647022 135 0.026158 0.033680 0.00094607
## 128 0.0000631669 136 0.026093 0.033521 0.00094395
## 129 0.0000629611 137 0.026030 0.033561 0.00094532
## 130 0.0000627322 138 0.025967 0.033567 0.00094642
## 131 0.0000624436 140 0.025842 0.033559 0.00094642
## 132 0.0000607639 141 0.025779 0.033554 0.00094669
## 133 0.0000607490 142 0.025719 0.033514 0.00094648
## 134 0.0000598144 143 0.025658 0.033471 0.00094598
## 135 0.0000591931 144 0.025598 0.033436 0.00094528
## 136 0.0000579763 145 0.025539 0.033409 0.00094645
## 137 0.0000577341 146 0.025481 0.033360 0.00094625
## 138 0.0000571257 147 0.025423 0.033360 0.00094625
## 139 0.0000566272 148 0.025366 0.033386 0.00094996
## 140 0.0000562825 149 0.025309 0.033337 0.00094783
## 141 0.0000547440 150 0.025253 0.033228 0.00094646
## 142 0.0000537705 151 0.025198 0.033159 0.00094554
## 143 0.0000523845 152 0.025144 0.033115 0.00094636
## 144 0.0000522038 153 0.025092 0.032981 0.00094513
## 145 0.0000512050 154 0.025040 0.032930 0.00094393
## 146 0.0000509443 155 0.024989 0.032925 0.00094491
## 147 0.0000508139 156 0.024938 0.032906 0.00094472
## 148 0.0000505070 157 0.024887 0.032885 0.00094420
## 149 0.0000483723 158 0.024836 0.032757 0.00093940
## 150 0.0000483038 159 0.024788 0.032756 0.00093996
## 151 0.0000471625 160 0.024740 0.032732 0.00093988
## 152 0.0000466648 161 0.024693 0.032696 0.00093997
## 153 0.0000464579 162 0.024646 0.032668 0.00093975
## 154 0.0000454556 163 0.024599 0.032626 0.00093951
## 155 0.0000449483 164 0.024554 0.032669 0.00094244
## 156 0.0000439803 165 0.024509 0.032590 0.00094016
## 157 0.0000437392 167 0.024421 0.032521 0.00094031
## 158 0.0000435642 168 0.024377 0.032501 0.00094027
## 159 0.0000432769 169 0.024334 0.032486 0.00094020
## 160 0.0000432171 170 0.024291 0.032474 0.00094016
## 161 0.0000426160 171 0.024247 0.032475 0.00094038
## 162 0.0000425026 172 0.024205 0.032461 0.00094037
## 163 0.0000416497 173 0.024162 0.032442 0.00093990
## 164 0.0000416297 174 0.024121 0.032386 0.00093918
## 165 0.0000413305 175 0.024079 0.032383 0.00093917
## 166 0.0000401928 176 0.024038 0.032392 0.00093972
## 167 0.0000400099 177 0.023997 0.032291 0.00093820
## 168 0.0000399708 178 0.023957 0.032267 0.00093755
## 169 0.0000396019 179 0.023917 0.032261 0.00093756
## 170 0.0000395173 180 0.023878 0.032245 0.00093751
## 171 0.0000391396 181 0.023838 0.032229 0.00093739
## 172 0.0000376832 182 0.023799 0.032170 0.00093779
## 173 0.0000366716 183 0.023761 0.032123 0.00093758
## 174 0.0000364187 184 0.023725 0.032114 0.00093825
## 175 0.0000353339 185 0.023688 0.032070 0.00093809
## 176 0.0000350822 186 0.023653 0.032008 0.00093518
## 177 0.0000348779 187 0.023618 0.031985 0.00093513
## 178 0.0000336846 188 0.023583 0.031950 0.00093515
## 179 0.0000336153 189 0.023549 0.031957 0.00093726
## 180 0.0000332296 190 0.023516 0.031926 0.00093669
## 181 0.0000331926 191 0.023483 0.031915 0.00093648
## 182 0.0000330980 192 0.023449 0.031921 0.00093670
## 183 0.0000327260 193 0.023416 0.031914 0.00093546
## 184 0.0000326036 194 0.023384 0.031886 0.00093546
## 185 0.0000320866 195 0.023351 0.031857 0.00093529
## 186 0.0000312623 196 0.023319 0.031812 0.00093416
## 187 0.0000307307 197 0.023288 0.031743 0.00093484
## 188 0.0000306710 198 0.023257 0.031810 0.00093875
## 189 0.0000298331 199 0.023226 0.031762 0.00093868
## 190 0.0000296327 200 0.023196 0.031772 0.00093947
## 191 0.0000295573 201 0.023167 0.031761 0.00093923
## 192 0.0000294565 202 0.023137 0.031772 0.00093928
## 193 0.0000294077 203 0.023108 0.031772 0.00093929
## 194 0.0000293989 204 0.023078 0.031772 0.00093929
## 195 0.0000293459 205 0.023049 0.031767 0.00093928
## 196 0.0000288890 206 0.023020 0.031765 0.00093984
## 197 0.0000285164 207 0.022991 0.031702 0.00093962
## 198 0.0000284948 208 0.022962 0.031670 0.00093916
## 199 0.0000276629 209 0.022934 0.031648 0.00093850
## 200 0.0000275886 210 0.022906 0.031619 0.00093860
## 201 0.0000271913 211 0.022878 0.031585 0.00093852
## 202 0.0000260602 212 0.022851 0.031561 0.00093911
## 203 0.0000257107 213 0.022825 0.031473 0.00093659
## 204 0.0000256193 214 0.022799 0.031467 0.00093628
## 205 0.0000255369 215 0.022774 0.031466 0.00093626
## 206 0.0000252215 216 0.022748 0.031430 0.00093611
## 207 0.0000250126 217 0.022723 0.031425 0.00093626
## 208 0.0000248053 218 0.022698 0.031408 0.00093622
## 209 0.0000247462 219 0.022673 0.031407 0.00093625
## 210 0.0000234152 220 0.022649 0.031345 0.00093461
## 211 0.0000233634 221 0.022625 0.031308 0.00093376
## 212 0.0000231186 222 0.022602 0.031314 0.00093391
## 213 0.0000228917 223 0.022579 0.031330 0.00093420
## 214 0.0000228836 224 0.022556 0.031338 0.00093469
## 215 0.0000227045 225 0.022533 0.031332 0.00093469
## 216 0.0000226693 226 0.022510 0.031329 0.00093483
## 217 0.0000224717 228 0.022465 0.031313 0.00093481
## 218 0.0000223330 229 0.022442 0.031308 0.00093757
## 219 0.0000218710 230 0.022420 0.031268 0.00093699
## 220 0.0000218679 232 0.022376 0.031253 0.00093671
## 221 0.0000215146 233 0.022354 0.031254 0.00093673
## 222 0.0000213930 234 0.022333 0.031252 0.00093661
## 223 0.0000213265 235 0.022311 0.031249 0.00093659
## 224 0.0000211345 236 0.022290 0.031226 0.00093544
## 225 0.0000210999 237 0.022269 0.031209 0.00093540
## 226 0.0000210833 238 0.022248 0.031209 0.00093540
## 227 0.0000208429 239 0.022227 0.031211 0.00093557
## 228 0.0000205628 240 0.022206 0.031180 0.00093517
## 229 0.0000203898 242 0.022165 0.031195 0.00093550
## 230 0.0000201548 243 0.022144 0.031163 0.00093520
## 231 0.0000201476 244 0.022124 0.031166 0.00093521
## 232 0.0000199997 245 0.022104 0.031159 0.00093519
## 233 0.0000199087 246 0.022084 0.031149 0.00093516
## 234 0.0000198369 247 0.022064 0.031117 0.00093500
## 235 0.0000195657 248 0.022044 0.031130 0.00093510
## 236 0.0000190306 249 0.022025 0.031104 0.00093518
## 237 0.0000187019 250 0.022006 0.031070 0.00093480
## 238 0.0000185991 251 0.021987 0.031043 0.00093327
## 239 0.0000184757 252 0.021969 0.031024 0.00093317
## 240 0.0000184400 253 0.021950 0.030972 0.00093296
## 241 0.0000183973 254 0.021932 0.030968 0.00093293
## 242 0.0000181057 255 0.021913 0.030950 0.00093292
## 243 0.0000180924 256 0.021895 0.030926 0.00093362
## 244 0.0000180316 257 0.021877 0.030929 0.00093368
## 245 0.0000180169 258 0.021859 0.030929 0.00093363
## 246 0.0000177368 259 0.021841 0.030930 0.00093490
## 247 0.0000177040 260 0.021823 0.030915 0.00093489
## 248 0.0000175671 261 0.021806 0.030912 0.00093495
## 249 0.0000174149 262 0.021788 0.030898 0.00093423
## 250 0.0000171485 263 0.021771 0.030864 0.00093321
## 251 0.0000170147 264 0.021753 0.030856 0.00093370
## 252 0.0000169092 265 0.021736 0.030834 0.00093323
## 253 0.0000167954 266 0.021719 0.030820 0.00093307
## 254 0.0000166627 267 0.021703 0.030791 0.00093276
## 255 0.0000163574 268 0.021686 0.030758 0.00093261
## 256 0.0000161897 269 0.021670 0.030744 0.00093317
## 257 0.0000159426 270 0.021653 0.030735 0.00093324
## 258 0.0000159167 271 0.021638 0.030723 0.00093332
## 259 0.0000158516 272 0.021622 0.030723 0.00093332
## 260 0.0000158217 273 0.021606 0.030721 0.00093332
## 261 0.0000157690 274 0.021590 0.030717 0.00093332
## 262 0.0000157219 275 0.021574 0.030711 0.00093333
## 263 0.0000152877 276 0.021558 0.030734 0.00093360
## 264 0.0000152867 277 0.021543 0.030716 0.00093355
## 265 0.0000149311 278 0.021528 0.030712 0.00093354
## 266 0.0000146757 279 0.021513 0.030686 0.00093370
## 267 0.0000146733 280 0.021498 0.030672 0.00093332
## 268 0.0000144686 281 0.021484 0.030660 0.00093327
## 269 0.0000142833 282 0.021469 0.030657 0.00093328
## 270 0.0000142536 283 0.021455 0.030655 0.00093325
## 271 0.0000139489 284 0.021441 0.030634 0.00093321
## 272 0.0000135431 285 0.021427 0.030636 0.00093317
## 273 0.0000131760 286 0.021413 0.030578 0.00093280
## 274 0.0000131462 287 0.021400 0.030570 0.00093274
## 275 0.0000130068 288 0.021387 0.030565 0.00093275
## 276 0.0000129856 290 0.021361 0.030544 0.00093267
## 277 0.0000129493 291 0.021348 0.030543 0.00093267
## 278 0.0000129052 292 0.021335 0.030544 0.00093267
## 279 0.0000127622 293 0.021322 0.030548 0.00093266
## 280 0.0000122417 294 0.021309 0.030532 0.00093263
## 281 0.0000121750 295 0.021297 0.030519 0.00093814
## 282 0.0000121560 296 0.021285 0.030523 0.00093820
## 283 0.0000121519 297 0.021273 0.030523 0.00093820
## 284 0.0000121089 298 0.021260 0.030522 0.00093820
## 285 0.0000118377 299 0.021248 0.030519 0.00093830
## 286 0.0000115715 300 0.021236 0.030507 0.00093870
## 287 0.0000115629 301 0.021225 0.030494 0.00093863
## 288 0.0000111351 302 0.021213 0.030472 0.00093844
## 289 0.0000109263 303 0.021202 0.030431 0.00093826
## 290 0.0000108720 304 0.021191 0.030440 0.00093831
## 291 0.0000108622 305 0.021180 0.030445 0.00093859
## 292 0.0000108275 306 0.021170 0.030441 0.00093854
## 293 0.0000107931 307 0.021159 0.030422 0.00093850
## 294 0.0000107348 308 0.021148 0.030415 0.00093847
## 295 0.0000106582 309 0.021137 0.030413 0.00093846
## 296 0.0000105461 310 0.021127 0.030422 0.00093856
## 297 0.0000104211 311 0.021116 0.030404 0.00093849
## 298 0.0000103935 312 0.021106 0.030406 0.00093851
## 299 0.0000103809 313 0.021095 0.030409 0.00093852
## 300 0.0000102942 314 0.021085 0.030408 0.00093852
## 301 0.0000102727 315 0.021074 0.030405 0.00093851
## 302 0.0000102303 316 0.021064 0.030411 0.00093872
## 303 0.0000102248 317 0.021054 0.030409 0.00093874
## 304 0.0000101881 318 0.021044 0.030409 0.00093874
## 305 0.0000100764 319 0.021034 0.030395 0.00093871
## 306 0.0000100567 320 0.021023 0.030388 0.00093864
## 307 0.0000099872 322 0.021003 0.030373 0.00093853
## 308 0.0000098384 323 0.020993 0.030377 0.00093873
## 309 0.0000098343 324 0.020984 0.030370 0.00093874
## 310 0.0000098252 325 0.020974 0.030370 0.00093874
## 311 0.0000097732 326 0.020964 0.030359 0.00093870
## 312 0.0000097623 327 0.020954 0.030348 0.00093865
## 313 0.0000096938 328 0.020944 0.030337 0.00093855
## 314 0.0000095722 329 0.020935 0.030333 0.00093857
## 315 0.0000095385 330 0.020925 0.030321 0.00093856
## 316 0.0000094879 332 0.020906 0.030315 0.00093857
## 317 0.0000094855 333 0.020897 0.030314 0.00093857
## 318 0.0000094627 334 0.020887 0.030314 0.00093857
## 319 0.0000093452 335 0.020878 0.030305 0.00093855
## 320 0.0000092623 336 0.020868 0.030299 0.00093845
## 321 0.0000092470 337 0.020859 0.030300 0.00093848
## 322 0.0000091878 339 0.020840 0.030294 0.00093848
## 323 0.0000091699 340 0.020831 0.030285 0.00093846
## 324 0.0000091585 341 0.020822 0.030283 0.00093846
## 325 0.0000090924 342 0.020813 0.030277 0.00093845
## 326 0.0000089912 343 0.020804 0.030267 0.00093836
## 327 0.0000089696 344 0.020795 0.030258 0.00093828
## 328 0.0000089338 345 0.020786 0.030255 0.00093828
## 329 0.0000088989 346 0.020777 0.030251 0.00093828
## 330 0.0000087467 347 0.020768 0.030243 0.00093813
## 331 0.0000082329 348 0.020759 0.030228 0.00093842
## 332 0.0000081417 349 0.020751 0.030213 0.00093841
## 333 0.0000080531 350 0.020743 0.030215 0.00093850
## 334 0.0000079578 351 0.020735 0.030203 0.00093828
## 335 0.0000078032 352 0.020727 0.030216 0.00093845
## 336 0.0000077149 353 0.020719 0.030205 0.00093833
## 337 0.0000077040 354 0.020711 0.030205 0.00093833
## 338 0.0000075165 355 0.020704 0.030210 0.00093835
## 339 0.0000073727 356 0.020696 0.030190 0.00093833
## 340 0.0000073658 357 0.020689 0.030193 0.00093834
## 341 0.0000073599 358 0.020681 0.030193 0.00093834
## 342 0.0000073058 359 0.020674 0.030191 0.00093834
## 343 0.0000072284 360 0.020667 0.030189 0.00093852
## 344 0.0000070929 362 0.020652 0.030182 0.00093845
## 345 0.0000070580 363 0.020645 0.030163 0.00093842
## 346 0.0000069816 364 0.020638 0.030164 0.00093844
## 347 0.0000069428 365 0.020631 0.030167 0.00093845
## 348 0.0000068641 366 0.020624 0.030161 0.00093844
## 349 0.0000068130 367 0.020617 0.030160 0.00093844
## 350 0.0000067914 368 0.020611 0.030154 0.00093845
## 351 0.0000067506 369 0.020604 0.030153 0.00093845
## 352 0.0000067005 371 0.020590 0.030154 0.00093845
## 353 0.0000066060 372 0.020584 0.030146 0.00093845
## 354 0.0000064438 373 0.020577 0.030132 0.00093839
## 355 0.0000064314 374 0.020571 0.030125 0.00093842
## 356 0.0000064163 375 0.020564 0.030123 0.00093842
## 357 0.0000063624 376 0.020558 0.030120 0.00093842
## 358 0.0000063421 378 0.020545 0.030117 0.00093841
## 359 0.0000063211 379 0.020539 0.030118 0.00093842
## 360 0.0000063166 380 0.020532 0.030116 0.00093842
## 361 0.0000062515 381 0.020526 0.030119 0.00093839
## 362 0.0000061402 382 0.020520 0.030122 0.00093853
## 363 0.0000060566 383 0.020514 0.030111 0.00093853
## 364 0.0000059184 384 0.020508 0.030096 0.00093854
## 365 0.0000059018 385 0.020502 0.030092 0.00093853
## 366 0.0000058595 386 0.020496 0.030082 0.00093849
## 367 0.0000058445 387 0.020490 0.030075 0.00093837
## 368 0.0000058151 388 0.020484 0.030072 0.00093835
## 369 0.0000058009 389 0.020478 0.030069 0.00093835
## 370 0.0000056898 390 0.020472 0.030067 0.00093836
## 371 0.0000056837 392 0.020461 0.030068 0.00093838
## 372 0.0000056835 393 0.020455 0.030068 0.00093838
## 373 0.0000056385 394 0.020450 0.030066 0.00093836
## 374 0.0000056316 395 0.020444 0.030058 0.00093828
## 375 0.0000056001 396 0.020438 0.030067 0.00093831
## 376 0.0000055324 397 0.020433 0.030064 0.00093831
## 377 0.0000054583 398 0.020427 0.030060 0.00093829
## 378 0.0000054452 399 0.020422 0.030058 0.00093829
## 379 0.0000054101 400 0.020416 0.030058 0.00093830
## 380 0.0000054035 401 0.020411 0.030060 0.00093830
## 381 0.0000053874 402 0.020406 0.030055 0.00093830
## 382 0.0000053859 403 0.020400 0.030055 0.00093830
## 383 0.0000052698 404 0.020395 0.030047 0.00093821
## 384 0.0000052510 405 0.020390 0.030041 0.00093821
## 385 0.0000052196 406 0.020384 0.030041 0.00093821
## 386 0.0000051585 407 0.020379 0.030038 0.00093821
## 387 0.0000051000 408 0.020374 0.030038 0.00093822
## 388 0.0000050499 409 0.020369 0.030035 0.00093824
## 389 0.0000050392 410 0.020364 0.030026 0.00093824
## 390 0.0000049827 411 0.020359 0.030021 0.00093824
## 391 0.0000049719 412 0.020354 0.030020 0.00093824
## 392 0.0000049220 413 0.020349 0.030015 0.00093824
## 393 0.0000048360 414 0.020344 0.030022 0.00093831
## 394 0.0000048324 415 0.020339 0.030022 0.00093831
## 395 0.0000047851 416 0.020334 0.030019 0.00093831
## 396 0.0000047129 417 0.020329 0.030009 0.00093830
## 397 0.0000046889 418 0.020325 0.030003 0.00093831
## 398 0.0000046847 419 0.020320 0.030000 0.00093831
## 399 0.0000046805 420 0.020315 0.030000 0.00093831
## 400 0.0000046739 421 0.020311 0.029999 0.00093831
## 401 0.0000046509 422 0.020306 0.029999 0.00093831
## 402 0.0000046162 423 0.020301 0.029992 0.00093832
## 403 0.0000046093 424 0.020297 0.029992 0.00093832
## 404 0.0000045476 425 0.020292 0.029988 0.00093834
## 405 0.0000045469 426 0.020287 0.029985 0.00093834
## 406 0.0000045467 427 0.020283 0.029985 0.00093834
## 407 0.0000045421 428 0.020278 0.029985 0.00093834
## 408 0.0000044961 429 0.020274 0.029983 0.00093834
## 409 0.0000044571 430 0.020269 0.029979 0.00093834
## 410 0.0000043987 431 0.020265 0.029984 0.00093863
## 411 0.0000043781 432 0.020261 0.029985 0.00093863
## 412 0.0000043546 433 0.020256 0.029985 0.00093864
## 413 0.0000043217 434 0.020252 0.029981 0.00093864
## 414 0.0000043186 435 0.020247 0.029981 0.00093871
## 415 0.0000043009 436 0.020243 0.029983 0.00093871
## 416 0.0000041555 437 0.020239 0.029967 0.00093872
## 417 0.0000041249 438 0.020235 0.029955 0.00093871
## 418 0.0000040369 439 0.020231 0.029951 0.00093872
## 419 0.0000040245 440 0.020227 0.029944 0.00093872
## 420 0.0000040126 441 0.020222 0.029941 0.00093872
## 421 0.0000039727 442 0.020218 0.029943 0.00093872
## 422 0.0000039456 444 0.020211 0.029942 0.00093873
## 423 0.0000038678 445 0.020207 0.029942 0.00093873
## 424 0.0000038482 446 0.020203 0.029939 0.00093872
## 425 0.0000038226 447 0.020199 0.029937 0.00093872
## 426 0.0000037779 448 0.020195 0.029934 0.00093873
## 427 0.0000037174 449 0.020191 0.029930 0.00093874
## 428 0.0000036337 450 0.020188 0.029921 0.00093871
## 429 0.0000035799 451 0.020184 0.029913 0.00093871
## 430 0.0000035710 452 0.020180 0.029915 0.00093884
## 431 0.0000035107 454 0.020173 0.029907 0.00093882
## 432 0.0000035016 455 0.020170 0.029906 0.00093882
## 433 0.0000034988 456 0.020166 0.029905 0.00093882
## 434 0.0000034940 457 0.020163 0.029905 0.00093882
## 435 0.0000034893 458 0.020159 0.029904 0.00093881
## 436 0.0000034779 459 0.020156 0.029903 0.00093881
## 437 0.0000034724 460 0.020152 0.029904 0.00093881
## 438 0.0000034237 461 0.020149 0.029912 0.00093881
## 439 0.0000034111 462 0.020145 0.029911 0.00093882
## 440 0.0000033989 463 0.020142 0.029907 0.00093882
## 441 0.0000033701 464 0.020139 0.029906 0.00093882
## 442 0.0000033327 465 0.020135 0.029900 0.00093881
## 443 0.0000033312 466 0.020132 0.029898 0.00093881
## 444 0.0000033181 467 0.020128 0.029901 0.00093880
## 445 0.0000032918 468 0.020125 0.029897 0.00093881
## 446 0.0000032903 470 0.020119 0.029897 0.00093881
## 447 0.0000032804 471 0.020115 0.029898 0.00093882
## 448 0.0000032517 472 0.020112 0.029898 0.00093882
## 449 0.0000032101 473 0.020109 0.029891 0.00093878
## 450 0.0000031943 474 0.020106 0.029885 0.00093878
## 451 0.0000031274 475 0.020102 0.029889 0.00093881
## 452 0.0000031227 476 0.020099 0.029887 0.00093880
## 453 0.0000031103 477 0.020096 0.029888 0.00093881
## 454 0.0000031016 478 0.020093 0.029889 0.00093881
## 455 0.0000030756 479 0.020090 0.029888 0.00093882
## 456 0.0000030471 480 0.020087 0.029888 0.00093881
## 457 0.0000030043 481 0.020084 0.029881 0.00093882
## 458 0.0000029812 482 0.020081 0.029889 0.00093884
## 459 0.0000029774 483 0.020078 0.029889 0.00093884
## 460 0.0000029585 484 0.020075 0.029890 0.00093885
## 461 0.0000029321 485 0.020072 0.029884 0.00093885
## 462 0.0000029320 486 0.020069 0.029880 0.00093885
## 463 0.0000029085 487 0.020066 0.029880 0.00093885
## 464 0.0000028724 489 0.020060 0.029875 0.00093884
## 465 0.0000028618 490 0.020057 0.029876 0.00093885
## 466 0.0000028505 491 0.020054 0.029874 0.00093884
## 467 0.0000028071 492 0.020052 0.029874 0.00093886
## 468 0.0000027728 493 0.020049 0.029866 0.00093885
## 469 0.0000027687 494 0.020046 0.029865 0.00093885
## 470 0.0000027456 495 0.020043 0.029865 0.00093885
## 471 0.0000027153 496 0.020040 0.029863 0.00093885
## 472 0.0000027041 497 0.020038 0.029863 0.00093885
## 473 0.0000026874 498 0.020035 0.029865 0.00093885
## 474 0.0000026790 499 0.020032 0.029868 0.00093894
## 475 0.0000026765 500 0.020030 0.029867 0.00093894
## 476 0.0000026362 501 0.020027 0.029867 0.00093894
## 477 0.0000026300 502 0.020024 0.029864 0.00093894
## 478 0.0000026164 504 0.020019 0.029864 0.00093894
## 479 0.0000025876 505 0.020017 0.029856 0.00093890
## 480 0.0000025726 506 0.020014 0.029857 0.00093890
## 481 0.0000025696 508 0.020009 0.029857 0.00093891
## 482 0.0000025515 509 0.020006 0.029856 0.00093891
## 483 0.0000025451 511 0.020001 0.029857 0.00093891
## 484 0.0000025216 512 0.019999 0.029859 0.00093891
## 485 0.0000025200 513 0.019996 0.029859 0.00093891
## 486 0.0000025167 514 0.019994 0.029859 0.00093891
## 487 0.0000024709 515 0.019991 0.029857 0.00093892
## 488 0.0000024526 516 0.019989 0.029857 0.00093892
## 489 0.0000024301 517 0.019986 0.029857 0.00093893
## 490 0.0000024236 518 0.019984 0.029858 0.00093893
## 491 0.0000023978 519 0.019981 0.029860 0.00093893
## 492 0.0000023862 520 0.019979 0.029861 0.00093894
## 493 0.0000023754 521 0.019976 0.029862 0.00093895
## 494 0.0000023609 522 0.019974 0.029860 0.00093895
## 495 0.0000023444 523 0.019972 0.029861 0.00093895
## 496 0.0000023434 524 0.019969 0.029859 0.00093894
## 497 0.0000023245 525 0.019967 0.029859 0.00093894
## 498 0.0000023127 526 0.019965 0.029857 0.00093892
## 499 0.0000023111 528 0.019960 0.029853 0.00093891
## 500 0.0000022763 529 0.019958 0.029853 0.00093891
## 501 0.0000022618 530 0.019955 0.029849 0.00093891
## 502 0.0000022434 531 0.019953 0.029849 0.00093892
## 503 0.0000022292 532 0.019951 0.029848 0.00093893
## 504 0.0000022168 533 0.019949 0.029847 0.00093893
## 505 0.0000022054 534 0.019947 0.029845 0.00093893
## 506 0.0000021871 535 0.019944 0.029841 0.00093893
## 507 0.0000021851 536 0.019942 0.029839 0.00093893
## 508 0.0000021840 537 0.019940 0.029839 0.00093893
## 509 0.0000021568 538 0.019938 0.029838 0.00093893
## 510 0.0000021550 539 0.019936 0.029839 0.00093893
## 511 0.0000021536 540 0.019933 0.029839 0.00093893
## 512 0.0000021504 541 0.019931 0.029839 0.00093893
## 513 0.0000020208 542 0.019929 0.029834 0.00093894
## 514 0.0000019574 543 0.019927 0.029831 0.00093893
## 515 0.0000019545 544 0.019925 0.029829 0.00093893
## 516 0.0000019474 545 0.019923 0.029828 0.00093893
## 517 0.0000019407 546 0.019921 0.029827 0.00093893
## 518 0.0000019395 547 0.019919 0.029827 0.00093893
## 519 0.0000018983 548 0.019917 0.029824 0.00093885
## 520 0.0000018937 550 0.019914 0.029820 0.00093885
## 521 0.0000018694 551 0.019912 0.029818 0.00093885
## 522 0.0000018663 552 0.019910 0.029817 0.00093885
## 523 0.0000018437 553 0.019908 0.029813 0.00093885
## 524 0.0000018372 554 0.019906 0.029812 0.00093885
## 525 0.0000018359 555 0.019904 0.029812 0.00093885
## 526 0.0000018204 556 0.019902 0.029813 0.00093885
## 527 0.0000018066 557 0.019901 0.029814 0.00093885
## 528 0.0000018014 558 0.019899 0.029810 0.00093885
## 529 0.0000017781 559 0.019897 0.029808 0.00093885
## 530 0.0000017706 560 0.019895 0.029807 0.00093887
## 531 0.0000017273 561 0.019893 0.029805 0.00093888
## 532 0.0000017206 562 0.019892 0.029802 0.00093887
## 533 0.0000016998 563 0.019890 0.029802 0.00093887
## 534 0.0000016986 564 0.019888 0.029804 0.00093887
## 535 0.0000016930 565 0.019887 0.029803 0.00093888
## 536 0.0000016715 566 0.019885 0.029803 0.00093888
## 537 0.0000016693 567 0.019883 0.029804 0.00093888
## 538 0.0000016676 569 0.019880 0.029804 0.00093888
## 539 0.0000016555 570 0.019878 0.029804 0.00093888
## 540 0.0000016547 571 0.019877 0.029803 0.00093888
## 541 0.0000016483 572 0.019875 0.029803 0.00093888
## 542 0.0000016360 573 0.019873 0.029803 0.00093888
## 543 0.0000016328 574 0.019872 0.029801 0.00093887
## 544 0.0000015962 575 0.019870 0.029800 0.00093888
## 545 0.0000015528 576 0.019868 0.029797 0.00093888
## 546 0.0000015508 577 0.019867 0.029795 0.00093888
## 547 0.0000015403 578 0.019865 0.029795 0.00093888
## 548 0.0000015362 579 0.019864 0.029795 0.00093888
## 549 0.0000015189 580 0.019862 0.029797 0.00093889
## 550 0.0000015152 581 0.019861 0.029796 0.00093890
## 551 0.0000015127 582 0.019859 0.029795 0.00093889
## 552 0.0000015114 583 0.019858 0.029795 0.00093889
## 553 0.0000015085 584 0.019856 0.029795 0.00093890
## 554 0.0000015027 585 0.019855 0.029794 0.00093890
## 555 0.0000014918 586 0.019853 0.029793 0.00093879
## 556 0.0000014822 587 0.019852 0.029793 0.00093879
## 557 0.0000014809 588 0.019850 0.029793 0.00093879
## 558 0.0000014807 589 0.019849 0.029793 0.00093879
## 559 0.0000014777 590 0.019847 0.029796 0.00093881
## 560 0.0000014707 591 0.019846 0.029795 0.00093880
## 561 0.0000014683 592 0.019844 0.029794 0.00093880
## 562 0.0000014636 595 0.019840 0.029793 0.00093880
## 563 0.0000014354 596 0.019838 0.029791 0.00093881
## 564 0.0000014073 597 0.019837 0.029788 0.00093881
## 565 0.0000014015 598 0.019836 0.029787 0.00093881
## 566 0.0000013987 599 0.019834 0.029788 0.00093881
## 567 0.0000013869 600 0.019833 0.029788 0.00093881
## 568 0.0000013802 602 0.019830 0.029788 0.00093881
## 569 0.0000013770 603 0.019829 0.029788 0.00093881
## 570 0.0000013759 604 0.019827 0.029788 0.00093881
## 571 0.0000013708 605 0.019826 0.029788 0.00093881
## 572 0.0000013623 606 0.019825 0.029788 0.00093881
## 573 0.0000013606 607 0.019823 0.029787 0.00093881
## 574 0.0000013603 608 0.019822 0.029787 0.00093881
## 575 0.0000013447 609 0.019820 0.029785 0.00093881
## 576 0.0000013237 610 0.019819 0.029786 0.00093881
## 577 0.0000013016 612 0.019816 0.029783 0.00093880
## 578 0.0000012951 613 0.019815 0.029782 0.00093880
## 579 0.0000012853 614 0.019814 0.029781 0.00093880
## 580 0.0000012752 615 0.019813 0.029778 0.00093881
## 581 0.0000012717 616 0.019811 0.029777 0.00093881
## 582 0.0000012652 617 0.019810 0.029777 0.00093881
## 583 0.0000012602 619 0.019807 0.029777 0.00093881
## 584 0.0000012370 620 0.019806 0.029775 0.00093881
## 585 0.0000012335 622 0.019804 0.029773 0.00093881
## 586 0.0000012189 623 0.019803 0.029772 0.00093881
## 587 0.0000011908 624 0.019801 0.029770 0.00093882
## 588 0.0000011900 625 0.019800 0.029767 0.00093882
## 589 0.0000011775 626 0.019799 0.029766 0.00093882
## 590 0.0000011614 627 0.019798 0.029765 0.00093882
## 591 0.0000011298 628 0.019797 0.029760 0.00093883
## 592 0.0000010905 629 0.019795 0.029757 0.00093883
## 593 0.0000010807 630 0.019794 0.029754 0.00093883
## 594 0.0000010545 631 0.019793 0.029756 0.00093883
## 595 0.0000010531 632 0.019792 0.029750 0.00093883
## 596 0.0000010493 633 0.019791 0.029749 0.00093883
## 597 0.0000010465 634 0.019790 0.029749 0.00093883
## 598 0.0000010402 636 0.019788 0.029748 0.00093883
## 599 0.0000010343 637 0.019787 0.029747 0.00093883
## 600 0.0000010228 638 0.019786 0.029745 0.00093883
## 601 0.0000010175 639 0.019785 0.029745 0.00093883
## 602 0.0000010129 640 0.019784 0.029745 0.00093883
## 603 0.0000010099 641 0.019783 0.029745 0.00093883
## 604 0.0000010000 642 0.019782 0.029745 0.00093883Łatwiejszy w interpretacji jest jednak wykres przedstawiający zależność błędu modelu od parametru cp. Przy niskich wartościach cp drzewo jest zbyt proste co prowadzi do wysokiego błędu modelu poprzez underfitting. Wraz ze spadkiem cp drzewo rośnie a błąd szybko maleje, jednak w pewnym momencie trade-off między zmneijszonym błędem a interpretwoalnością staje się nieopłacalny – dalsze zwiększanie złożoności nie prowadzi do poprawy modelu w znacznym stopniu. Na wykresie, choć dość niewidoczna, widnieje jeszcze przerywana linia, która oznacza minimalny poziom błędu. Chcemy wybrać taką wartość parametru cp aby wartość błędu była bliska minimalnej ale model wciąż nie był nadmiernie złożony.
plotcp(tree_cont)
Pruning
Drzewo można przyciąć poprzez kontrolę cp odpowiadającego minimalnemu błedowi modelu, co często wciąż skutkuje zbyt złożonym modelem. Można zastosować również regułę 1-SE – czyli wybrać najprostsze drzewo, dla którego błąd CV jest w granicy jednego odchylenia standardowego od minimalnego błędu.
Poniżej wyznaczamy próg 1-SE dla naszego modelu.
cp_table <- tree_cont$cptable
xerror_min <- min(cp_table[, "xerror"])
xstd_min <- cp_table[which.min(cp_table[, "xerror"]), "xstd"]
prog <- xerror_min + xstd_min
cp_best <- cp_table[cp_table[, "xerror"] <= prog, ][1, "CP"]
cp_best## [1] 0.00001467334Nastepnie przycinamy drzewo zgodnie z tym ograniczeniem.
# tree_prune <- prune(tree_cont, cp = cp_best)
# tree_prune %>% saveRDS("modele/tree_prune.rds")
tree_prune <- readRDS("modele/tree_prune.rds")
summary(tree_prune)## Call:
## rpart(formula = cena_usd ~ ., data = diamonds_train, method = "anova",
## control = rpart.control(cp = 0.000001, minsplit = 10, minbucket = 15,
## maxdepth = 30, xval = 10))
## n= 19972
##
## CP nsplit rel error xerror xstd
## 1 0.61026302307 0 1.00000000 1.00012659 0.0145627890
## 2 0.17818495683 1 0.38973698 0.39041214 0.0064792694
## 3 0.03722095923 2 0.21155202 0.21314970 0.0034615692
## 4 0.02650037716 3 0.17433106 0.17557099 0.0034256996
## 5 0.02619378997 4 0.14783068 0.15914226 0.0032661029
## 6 0.00997206724 5 0.12163689 0.12283766 0.0027480205
## 7 0.00969453894 6 0.11166483 0.11130311 0.0025103339
## 8 0.00502797110 8 0.09227575 0.09408981 0.0021401069
## 9 0.00455887945 9 0.08724778 0.08810398 0.0021295426
## 10 0.00379858876 10 0.08268890 0.08411781 0.0021123305
## 11 0.00335449173 11 0.07889031 0.08142189 0.0020158260
## 12 0.00299684796 13 0.07218133 0.07401272 0.0018303479
## 13 0.00292492733 14 0.06918448 0.07020911 0.0017211555
## 14 0.00246382890 15 0.06625955 0.06784587 0.0016405306
## 15 0.00196642947 16 0.06379572 0.06542910 0.0015788396
## 16 0.00150103485 17 0.06182929 0.06352180 0.0015434630
## 17 0.00130630996 18 0.06032826 0.06270116 0.0015192120
## 18 0.00105284800 19 0.05902195 0.06063023 0.0014733912
## 19 0.00101251025 20 0.05796910 0.06005010 0.0014707873
## 20 0.00096960099 22 0.05594408 0.05916991 0.0014683564
## 21 0.00095932484 23 0.05497448 0.05877456 0.0014693574
## 22 0.00095171583 24 0.05401515 0.05834083 0.0014657622
## 23 0.00094799847 25 0.05306344 0.05781332 0.0014548724
## 24 0.00090121626 26 0.05211544 0.05679124 0.0014285114
## 25 0.00088652318 27 0.05121422 0.05587936 0.0014158800
## 26 0.00081002872 28 0.05032770 0.05470645 0.0013739461
## 27 0.00079429373 30 0.04870764 0.05343194 0.0013402812
## 28 0.00079351228 31 0.04791335 0.05330133 0.0013370967
## 29 0.00069543595 32 0.04711984 0.05225352 0.0012564716
## 30 0.00064329083 33 0.04642440 0.05091609 0.0012132226
## 31 0.00061196718 34 0.04578111 0.05077800 0.0012051930
## 32 0.00058982973 35 0.04516914 0.05004236 0.0011831008
## 33 0.00053688482 36 0.04457931 0.04917305 0.0011688695
## 34 0.00053481761 37 0.04404243 0.04804609 0.0011534958
## 35 0.00050916567 39 0.04297279 0.04787096 0.0011497983
## 36 0.00047741555 40 0.04246363 0.04671841 0.0011228184
## 37 0.00045506554 41 0.04198621 0.04610006 0.0011043762
## 38 0.00043793331 42 0.04153115 0.04542778 0.0010929454
## 39 0.00043268498 43 0.04109321 0.04501330 0.0010919392
## 40 0.00041549269 44 0.04066053 0.04446475 0.0010789247
## 41 0.00041366178 45 0.04024503 0.04441628 0.0010783824
## 42 0.00039251991 46 0.03983137 0.04420141 0.0010737030
## 43 0.00037017588 47 0.03943885 0.04358732 0.0010657460
## 44 0.00036986629 48 0.03906868 0.04344644 0.0010644118
## 45 0.00036312650 49 0.03869881 0.04338541 0.0010632017
## 46 0.00035834381 50 0.03833568 0.04312386 0.0010599157
## 47 0.00034337646 51 0.03797734 0.04290218 0.0010586114
## 48 0.00033839205 52 0.03763396 0.04253144 0.0010507049
## 49 0.00033789025 53 0.03729557 0.04251069 0.0010508250
## 50 0.00032346523 54 0.03695768 0.04234529 0.0010479297
## 51 0.00031990658 55 0.03663422 0.04203015 0.0010413767
## 52 0.00030896247 56 0.03631431 0.04182267 0.0010398269
## 53 0.00029663467 57 0.03600535 0.04133440 0.0010353325
## 54 0.00029519430 58 0.03570871 0.04087623 0.0010339186
## 55 0.00027329225 59 0.03541352 0.04047317 0.0010307975
## 56 0.00025222610 60 0.03514023 0.04003421 0.0010064069
## 57 0.00024898089 61 0.03488800 0.03983888 0.0010063399
## 58 0.00024569434 62 0.03463902 0.03963377 0.0010042261
## 59 0.00023940158 63 0.03439332 0.03942585 0.0010001125
## 60 0.00023244793 64 0.03415392 0.03926053 0.0009977634
## 61 0.00022413206 65 0.03392148 0.03906503 0.0009973992
## 62 0.00021351616 66 0.03369734 0.03866574 0.0009933581
## 63 0.00020911011 67 0.03348383 0.03840869 0.0009875241
## 64 0.00019616312 68 0.03327472 0.03825111 0.0009825310
## 65 0.00019073655 69 0.03307855 0.03816737 0.0009833805
## 66 0.00018771881 70 0.03288782 0.03800304 0.0009811067
## 67 0.00017915222 71 0.03270010 0.03781507 0.0009789892
## 68 0.00017226743 72 0.03252095 0.03765152 0.0009740779
## 69 0.00017123268 73 0.03234868 0.03764736 0.0009772837
## 70 0.00016358594 75 0.03200621 0.03732391 0.0009708098
## 71 0.00016115055 76 0.03184263 0.03706997 0.0009649890
## 72 0.00015499326 77 0.03168148 0.03694868 0.0009644651
## 73 0.00015395654 78 0.03152648 0.03693461 0.0009642103
## 74 0.00014166964 79 0.03137253 0.03663943 0.0009574136
## 75 0.00013753043 80 0.03123086 0.03633822 0.0009519754
## 76 0.00013374462 81 0.03109333 0.03624085 0.0009502239
## 77 0.00013218749 82 0.03095958 0.03614212 0.0009474601
## 78 0.00013197429 83 0.03082739 0.03613578 0.0009474442
## 79 0.00012567165 84 0.03069542 0.03610359 0.0009476330
## 80 0.00012206799 85 0.03056975 0.03609728 0.0009498992
## 81 0.00012129025 86 0.03044768 0.03603355 0.0009512786
## 82 0.00011584017 87 0.03032639 0.03585368 0.0009411964
## 83 0.00011286546 88 0.03021055 0.03570107 0.0009410289
## 84 0.00011227681 89 0.03009769 0.03555636 0.0009383006
## 85 0.00010693552 90 0.02998541 0.03550879 0.0009388290
## 86 0.00010421033 91 0.02987847 0.03539003 0.0009374290
## 87 0.00010420769 92 0.02977426 0.03530661 0.0009369208
## 88 0.00010368730 93 0.02967005 0.03530661 0.0009369208
## 89 0.00009897837 94 0.02956637 0.03519893 0.0009386005
## 90 0.00009890479 95 0.02946739 0.03514606 0.0009382317
## 91 0.00009757541 96 0.02936848 0.03513786 0.0009384826
## 92 0.00009656364 97 0.02927091 0.03507989 0.0009404336
## 93 0.00009547661 98 0.02917435 0.03513223 0.0009414854
## 94 0.00009497423 99 0.02907887 0.03509350 0.0009419414
## 95 0.00009470724 100 0.02898389 0.03506645 0.0009419794
## 96 0.00009443062 101 0.02888919 0.03506513 0.0009419809
## 97 0.00009438116 102 0.02879476 0.03507484 0.0009421152
## 98 0.00009302573 103 0.02870038 0.03505852 0.0009421057
## 99 0.00008752854 105 0.02851432 0.03494575 0.0009416494
## 100 0.00008707552 106 0.02842680 0.03485784 0.0009470937
## 101 0.00008692323 107 0.02833972 0.03484713 0.0009475949
## 102 0.00008651512 108 0.02825280 0.03483697 0.0009476357
## 103 0.00008646829 109 0.02816628 0.03483697 0.0009476357
## 104 0.00008592397 110 0.02807981 0.03483337 0.0009487513
## 105 0.00008488941 111 0.02799389 0.03480555 0.0009482915
## 106 0.00008403165 112 0.02790900 0.03467775 0.0009457201
## 107 0.00008292104 113 0.02782497 0.03461719 0.0009439564
## 108 0.00008279943 114 0.02774205 0.03454033 0.0009414519
## 109 0.00008066655 116 0.02757645 0.03448392 0.0009413231
## 110 0.00008053122 117 0.02749578 0.03437345 0.0009406968
## 111 0.00008035119 118 0.02741525 0.03435987 0.0009404465
## 112 0.00008033564 119 0.02733490 0.03439311 0.0009406456
## 113 0.00007959241 120 0.02725456 0.03443938 0.0009422262
## 114 0.00007867558 121 0.02717497 0.03443551 0.0009425733
## 115 0.00007800024 122 0.02709630 0.03435466 0.0009410166
## 116 0.00007686513 123 0.02701830 0.03428993 0.0009418184
## 117 0.00007627833 124 0.02694143 0.03421755 0.0009419541
## 118 0.00007596828 125 0.02686515 0.03417352 0.0009419404
## 119 0.00007515863 127 0.02671322 0.03409679 0.0009406680
## 120 0.00007241090 128 0.02663806 0.03399313 0.0009392848
## 121 0.00007229530 129 0.02656565 0.03391962 0.0009428717
## 122 0.00006782575 130 0.02649335 0.03387001 0.0009455276
## 123 0.00006754332 131 0.02642552 0.03373860 0.0009448685
## 124 0.00006701014 132 0.02635798 0.03372855 0.0009448833
## 125 0.00006649510 133 0.02629097 0.03369665 0.0009456538
## 126 0.00006645908 134 0.02622448 0.03371212 0.0009462465
## 127 0.00006470224 135 0.02615802 0.03367988 0.0009460737
## 128 0.00006316686 136 0.02609331 0.03352091 0.0009439529
## 129 0.00006296113 137 0.02603015 0.03356084 0.0009453153
## 130 0.00006273215 138 0.02596719 0.03356670 0.0009464180
## 131 0.00006244361 140 0.02584172 0.03355902 0.0009464177
## 132 0.00006076392 141 0.02577928 0.03355409 0.0009466870
## 133 0.00006074901 142 0.02571852 0.03351406 0.0009464756
## 134 0.00005981443 143 0.02565777 0.03347066 0.0009459850
## 135 0.00005919311 144 0.02559795 0.03343594 0.0009452806
## 136 0.00005797633 145 0.02553876 0.03340916 0.0009464544
## 137 0.00005773408 146 0.02548078 0.03335982 0.0009462482
## 138 0.00005712570 147 0.02542305 0.03335982 0.0009462482
## 139 0.00005662721 148 0.02536592 0.03338608 0.0009499569
## 140 0.00005628250 149 0.02530930 0.03333710 0.0009478295
## 141 0.00005474397 150 0.02525301 0.03322814 0.0009464637
## 142 0.00005377048 151 0.02519827 0.03315945 0.0009455405
## 143 0.00005238455 152 0.02514450 0.03311470 0.0009463555
## 144 0.00005220383 153 0.02509211 0.03298100 0.0009451262
## 145 0.00005120498 154 0.02503991 0.03293021 0.0009439307
## 146 0.00005094433 155 0.02498870 0.03292504 0.0009449138
## 147 0.00005081388 156 0.02493776 0.03290625 0.0009447167
## 148 0.00005050698 157 0.02488695 0.03288467 0.0009442006
## 149 0.00004837225 158 0.02483644 0.03275665 0.0009393966
## 150 0.00004830384 159 0.02478807 0.03275599 0.0009399575
## 151 0.00004716252 160 0.02473976 0.03273217 0.0009398788
## 152 0.00004666477 161 0.02469260 0.03269581 0.0009399684
## 153 0.00004645787 162 0.02464594 0.03266817 0.0009397473
## 154 0.00004545559 163 0.02459948 0.03262551 0.0009395145
## 155 0.00004494833 164 0.02455402 0.03266906 0.0009424406
## 156 0.00004398032 165 0.02450907 0.03258979 0.0009401585
## 157 0.00004373918 167 0.02442111 0.03252082 0.0009403062
## 158 0.00004356415 168 0.02437737 0.03250069 0.0009402691
## 159 0.00004327691 169 0.02433381 0.03248552 0.0009402002
## 160 0.00004321710 170 0.02429053 0.03247383 0.0009401555
## 161 0.00004261598 171 0.02424732 0.03247509 0.0009403843
## 162 0.00004250262 172 0.02420470 0.03246117 0.0009403749
## 163 0.00004164965 173 0.02416220 0.03244163 0.0009398997
## 164 0.00004162975 174 0.02412055 0.03238557 0.0009391784
## 165 0.00004133053 175 0.02407892 0.03238344 0.0009391702
## 166 0.00004019284 176 0.02403759 0.03239219 0.0009397195
## 167 0.00004000988 177 0.02399740 0.03229135 0.0009382000
## 168 0.00003997082 178 0.02395739 0.03226744 0.0009375547
## 169 0.00003960187 179 0.02391741 0.03226055 0.0009375597
## 170 0.00003951726 180 0.02387781 0.03224529 0.0009375131
## 171 0.00003913961 181 0.02383830 0.03222924 0.0009373893
## 172 0.00003768324 182 0.02379916 0.03216988 0.0009377928
## 173 0.00003667155 183 0.02376147 0.03212326 0.0009375772
## 174 0.00003641875 184 0.02372480 0.03211378 0.0009382496
## 175 0.00003533387 185 0.02368838 0.03207028 0.0009380901
## 176 0.00003508218 186 0.02365305 0.03200763 0.0009351821
## 177 0.00003487788 187 0.02361797 0.03198458 0.0009351296
## 178 0.00003368461 188 0.02358309 0.03194979 0.0009351511
## 179 0.00003361531 189 0.02354940 0.03195675 0.0009372580
## 180 0.00003322960 190 0.02351579 0.03192557 0.0009366895
## 181 0.00003319259 191 0.02348256 0.03191519 0.0009364762
## 182 0.00003309795 192 0.02344937 0.03192073 0.0009366987
## 183 0.00003272602 193 0.02341627 0.03191380 0.0009354612
## 184 0.00003260361 194 0.02338354 0.03188596 0.0009354639
## 185 0.00003208662 195 0.02335094 0.03185726 0.0009352936
## 186 0.00003126231 196 0.02331885 0.03181230 0.0009341623
## 187 0.00003073073 197 0.02328759 0.03174349 0.0009348351
## 188 0.00003067095 198 0.02325686 0.03180964 0.0009387526
## 189 0.00002983313 199 0.02322619 0.03176210 0.0009386777
## 190 0.00002963271 200 0.02319635 0.03177208 0.0009394720
## 191 0.00002955734 201 0.02316672 0.03176064 0.0009392251
## 192 0.00002945650 202 0.02313716 0.03177223 0.0009392824
## 193 0.00002940768 203 0.02310771 0.03177220 0.0009392853
## 194 0.00002939890 204 0.02307830 0.03177220 0.0009392853
## 195 0.00002934589 205 0.02304890 0.03176732 0.0009392794
## 196 0.00002888898 206 0.02301956 0.03176464 0.0009398371
## 197 0.00002851636 207 0.02299067 0.03170186 0.0009396243
## 198 0.00002849483 208 0.02296215 0.03167008 0.0009391634
## 199 0.00002766293 209 0.02293366 0.03164807 0.0009384987
## 200 0.00002758865 210 0.02290599 0.03161906 0.0009386046
## 201 0.00002719129 211 0.02287840 0.03158498 0.0009385172
## 202 0.00002606016 212 0.02285121 0.03156129 0.0009391062
## 203 0.00002571066 213 0.02282515 0.03147270 0.0009365857
## 204 0.00002561929 214 0.02279944 0.03146669 0.0009362765
## 205 0.00002553691 215 0.02277382 0.03146557 0.0009362580
## 206 0.00002522146 216 0.02274829 0.03143034 0.0009361081
## 207 0.00002501259 217 0.02272306 0.03142467 0.0009362609
## 208 0.00002480532 218 0.02269805 0.03140823 0.0009362197
## 209 0.00002474616 219 0.02267325 0.03140673 0.0009362538
## 210 0.00002341523 220 0.02264850 0.03134501 0.0009346136
## 211 0.00002336342 221 0.02262508 0.03130841 0.0009337556
## 212 0.00002311860 222 0.02260172 0.03131437 0.0009339072
## 213 0.00002289165 223 0.02257860 0.03133008 0.0009341958
## 214 0.00002288362 224 0.02255571 0.03133811 0.0009346883
## 215 0.00002270445 225 0.02253283 0.03133248 0.0009346895
## 216 0.00002266926 226 0.02251012 0.03132888 0.0009348330
## 217 0.00002247171 228 0.02246478 0.03131329 0.0009348087
## 218 0.00002233296 229 0.02244231 0.03130775 0.0009375705
## 219 0.00002187097 230 0.02241998 0.03126786 0.0009369871
## 220 0.00002186791 232 0.02237624 0.03125273 0.0009367058
## 221 0.00002151458 233 0.02235437 0.03125406 0.0009367335
## 222 0.00002139299 234 0.02233286 0.03125237 0.0009366100
## 223 0.00002132646 235 0.02231146 0.03124895 0.0009365901
## 224 0.00002113450 236 0.02229014 0.03122560 0.0009354437
## 225 0.00002109987 237 0.02226900 0.03120881 0.0009354008
## 226 0.00002108329 238 0.02224790 0.03120881 0.0009354008
## 227 0.00002084289 239 0.02222682 0.03121113 0.0009355717
## 228 0.00002056284 240 0.02220598 0.03117999 0.0009351652
## 229 0.00002038980 242 0.02216485 0.03119525 0.0009355006
## 230 0.00002015481 243 0.02214446 0.03116276 0.0009352002
## 231 0.00002014765 244 0.02212431 0.03116560 0.0009352107
## 232 0.00001999967 245 0.02210416 0.03115931 0.0009351927
## 233 0.00001990871 246 0.02208416 0.03114906 0.0009351643
## 234 0.00001983694 247 0.02206425 0.03111711 0.0009349999
## 235 0.00001956573 248 0.02204441 0.03112987 0.0009351043
## 236 0.00001903057 249 0.02202485 0.03110429 0.0009351779
## 237 0.00001870186 250 0.02200582 0.03107025 0.0009347959
## 238 0.00001859915 251 0.02198711 0.03104306 0.0009332668
## 239 0.00001847571 252 0.02196852 0.03102356 0.0009331676
## 240 0.00001844004 253 0.02195004 0.03097225 0.0009329639
## 241 0.00001839730 254 0.02193160 0.03096791 0.0009329317
## 242 0.00001810568 255 0.02191320 0.03095027 0.0009329163
## 243 0.00001809235 256 0.02189510 0.03092599 0.0009336242
## 244 0.00001803160 257 0.02187700 0.03092880 0.0009336826
## 245 0.00001801692 258 0.02185897 0.03092893 0.0009336257
## 246 0.00001773681 259 0.02184096 0.03093022 0.0009348979
## 247 0.00001770398 260 0.02182322 0.03091460 0.0009348920
## 248 0.00001756710 261 0.02180551 0.03091182 0.0009349503
## 249 0.00001741486 262 0.02178795 0.03089813 0.0009342347
## 250 0.00001714851 263 0.02177053 0.03086405 0.0009332149
## 251 0.00001701468 264 0.02175338 0.03085623 0.0009336960
## 252 0.00001690919 265 0.02173637 0.03083376 0.0009332285
## 253 0.00001679537 266 0.02171946 0.03082038 0.0009330658
## 254 0.00001666274 267 0.02170266 0.03079086 0.0009327588
## 255 0.00001635741 268 0.02168600 0.03075773 0.0009326130
## 256 0.00001618970 269 0.02166964 0.03074410 0.0009331726
## 257 0.00001594260 270 0.02165346 0.03073506 0.0009332387
## 258 0.00001591672 271 0.02163751 0.03072276 0.0009333191
## 259 0.00001585160 272 0.02162160 0.03072276 0.0009333191
## 260 0.00001582171 273 0.02160574 0.03072058 0.0009333221
## 261 0.00001576903 274 0.02158992 0.03071746 0.0009333184
## 262 0.00001572190 275 0.02157415 0.03071129 0.0009333259
## 263 0.00001528775 276 0.02155843 0.03073360 0.0009335963
## 264 0.00001528665 277 0.02154314 0.03071641 0.0009335466
## 265 0.00001493108 278 0.02152786 0.03071184 0.0009335438
## 266 0.00001467569 279 0.02151293 0.03068646 0.0009336968
## 267 0.00001467334 280 0.02149825 0.03067177 0.0009333207
##
## Variable importance
## objetosc szerokosc karaty karat2 dlugosc glebokosc_mm
## 17 17 16 16 16 16
## klarownosc kolor
## 1 1
##
## Node number 1: 19972 observations, complexity param=0.610263
## mean=3927.931, MSE=1.580551e+07
## left son=2 (13047 obs) right son=3 (6925 obs)
## Primary splits:
## objetosc < 157.7374 to the left, improve=0.6102630, (0 missing)
## karaty < 0.985 to the left, improve=0.6089301, (0 missing)
## karat2 < 0.97025 to the left, improve=0.6089301, (0 missing)
## szerokosc < 6.305 to the left, improve=0.6071759, (0 missing)
## dlugosc < 6.325 to the left, improve=0.6036965, (0 missing)
## Surrogate splits:
## karaty < 0.975 to the left, agree=0.989, adj=0.969, (0 split)
## karat2 < 0.95065 to the left, agree=0.989, adj=0.969, (0 split)
## szerokosc < 6.295 to the left, agree=0.987, adj=0.961, (0 split)
## dlugosc < 6.285 to the left, agree=0.986, adj=0.960, (0 split)
## glebokosc_mm < 3.905 to the left, agree=0.974, adj=0.924, (0 split)
##
## Node number 2: 13047 observations, complexity param=0.03722096
## mean=1665.281, MSE=1363846
## left son=4 (9275 obs) right son=5 (3772 obs)
## Primary splits:
## szerokosc < 5.535 to the left, improve=0.6603003, (0 missing)
## karaty < 0.615 to the left, improve=0.6598974, (0 missing)
## karat2 < 0.37825 to the left, improve=0.6598974, (0 missing)
## objetosc < 100.1309 to the left, improve=0.6594631, (0 missing)
## dlugosc < 5.485 to the left, improve=0.6584049, (0 missing)
## Surrogate splits:
## objetosc < 104.8558 to the left, agree=0.993, adj=0.977, (0 split)
## dlugosc < 5.535 to the left, agree=0.992, adj=0.973, (0 split)
## karaty < 0.635 to the left, agree=0.992, adj=0.972, (0 split)
## karat2 < 0.40325 to the left, agree=0.992, adj=0.972, (0 split)
## glebokosc_mm < 3.395 to the left, agree=0.984, adj=0.945, (0 split)
##
## Node number 3: 6925 observations, complexity param=0.178185
## mean=8190.861, MSE=1.519614e+07
## left son=6 (4691 obs) right son=7 (2234 obs)
## Primary splits:
## szerokosc < 7.205 to the left, improve=0.5345005, (0 missing)
## objetosc < 234.7134 to the left, improve=0.5291869, (0 missing)
## dlugosc < 7.245 to the left, improve=0.5248099, (0 missing)
## karaty < 1.495 to the left, improve=0.5215201, (0 missing)
## karat2 < 2.23505 to the left, improve=0.5215201, (0 missing)
## Surrogate splits:
## objetosc < 234.3115 to the left, agree=0.986, adj=0.955, (0 split)
## dlugosc < 7.175 to the left, agree=0.982, adj=0.945, (0 split)
## karaty < 1.455 to the left, agree=0.978, adj=0.931, (0 split)
## karat2 < 2.11705 to the left, agree=0.978, adj=0.931, (0 split)
## glebokosc_mm < 4.405 to the left, agree=0.963, adj=0.885, (0 split)
##
## Node number 4: 9275 observations, complexity param=0.005027971
## mean=1060.104, MSE=276128.2
## left son=8 (6457 obs) right son=9 (2818 obs)
## Primary splits:
## objetosc < 75.9503 to the left, improve=0.6197238, (0 missing)
## dlugosc < 4.965 to the left, improve=0.6187374, (0 missing)
## szerokosc < 4.985 to the left, improve=0.6183476, (0 missing)
## karaty < 0.455 to the left, improve=0.6175582, (0 missing)
## karat2 < 0.20705 to the left, improve=0.6175582, (0 missing)
## Surrogate splits:
## karaty < 0.465 to the left, agree=0.995, adj=0.985, (0 split)
## karat2 < 0.21625 to the left, agree=0.995, adj=0.985, (0 split)
## dlugosc < 4.965 to the left, agree=0.994, adj=0.979, (0 split)
## szerokosc < 4.965 to the left, agree=0.991, adj=0.971, (0 split)
## glebokosc_mm < 3.055 to the left, agree=0.988, adj=0.960, (0 split)
##
## Node number 5: 3772 observations, complexity param=0.004558879
## mean=3153.356, MSE=923532
## left son=10 (2613 obs) right son=11 (1159 obs)
## Primary splits:
## karaty < 0.895 to the left, improve=0.4131089, (0 missing)
## karat2 < 0.80105 to the left, improve=0.4131089, (0 missing)
## objetosc < 140.1096 to the left, improve=0.4106072, (0 missing)
## szerokosc < 5.985 to the left, improve=0.3922067, (0 missing)
## dlugosc < 6.035 to the left, improve=0.3848079, (0 missing)
## Surrogate splits:
## karat2 < 0.80105 to the left, agree=1.000, adj=1.000, (0 split)
## objetosc < 138.9413 to the left, agree=0.983, adj=0.943, (0 split)
## glebokosc_mm < 3.755 to the left, agree=0.958, adj=0.862, (0 split)
## dlugosc < 6.045 to the left, agree=0.955, adj=0.854, (0 split)
## szerokosc < 6.055 to the left, agree=0.940, adj=0.803, (0 split)
##
## Node number 6: 4691 observations, complexity param=0.02619379
## mean=6224.11, MSE=4753345
## left son=12 (2581 obs) right son=13 (2110 obs)
## Primary splits:
## klarownosc splits as LLLRRRRR, improve=0.3708204, (0 missing)
## szerokosc < 6.745 to the left, improve=0.1104210, (0 missing)
## kolor splits as LLLRRRR, improve=0.1042256, (0 missing)
## objetosc < 194.4952 to the left, improve=0.1038016, (0 missing)
## dlugosc < 6.755 to the left, improve=0.0979407, (0 missing)
## Surrogate splits:
## szerokosc < 6.825 to the left, agree=0.561, adj=0.023, (0 split)
## czubek_a_najszerszy < 54.95 to the right, agree=0.556, adj=0.014, (0 split)
## gestosc < 0.005998218 to the right, agree=0.556, adj=0.012, (0 split)
## objetosc < 199.45 to the left, agree=0.551, adj=0.002, (0 split)
## glebokosc < 56.15 to the right, agree=0.551, adj=0.001, (0 split)
##
## Node number 7: 2234 observations, complexity param=0.02650038
## mean=12320.69, MSE=1.194632e+07
## left son=14 (1515 obs) right son=15 (719 obs)
## Primary splits:
## szerokosc < 7.925 to the left, improve=0.3134475, (0 missing)
## dlugosc < 7.845 to the left, improve=0.2959595, (0 missing)
## objetosc < 303.5543 to the left, improve=0.2949312, (0 missing)
## karaty < 1.915 to the left, improve=0.2918614, (0 missing)
## karat2 < 3.66725 to the left, improve=0.2918614, (0 missing)
## Surrogate splits:
## objetosc < 315.2315 to the left, agree=0.977, adj=0.929, (0 split)
## dlugosc < 7.915 to the left, agree=0.974, adj=0.921, (0 split)
## karaty < 1.925 to the left, agree=0.966, adj=0.896, (0 split)
## karat2 < 3.70565 to the left, agree=0.966, adj=0.896, (0 split)
## glebokosc_mm < 4.855 to the left, agree=0.944, adj=0.826, (0 split)
##
## Node number 8: 6457 observations, complexity param=0.0002966347
## mean=786.8233, MSE=53952.22
## left son=16 (4337 obs) right son=17 (2120 obs)
## Primary splits:
## dlugosc < 4.625 to the left, improve=0.2687892, (0 missing)
## karaty < 0.375 to the left, improve=0.2632082, (0 missing)
## karat2 < 0.14065 to the left, improve=0.2632082, (0 missing)
## objetosc < 60.28839 to the left, improve=0.2625966, (0 missing)
## szerokosc < 4.625 to the left, improve=0.2511020, (0 missing)
## Surrogate splits:
## objetosc < 60.96903 to the left, agree=0.978, adj=0.932, (0 split)
## karaty < 0.375 to the left, agree=0.973, adj=0.918, (0 split)
## karat2 < 0.14065 to the left, agree=0.973, adj=0.918, (0 split)
## szerokosc < 4.635 to the left, agree=0.972, adj=0.916, (0 split)
## glebokosc_mm < 2.845 to the left, agree=0.948, adj=0.843, (0 split)
##
## Node number 9: 2818 observations, complexity param=0.0005898297
## mean=1686.285, MSE=221984.2
## left son=18 (2262 obs) right son=19 (556 obs)
## Primary splits:
## klarownosc splits as LLLLLRRR, improve=0.29764160, (0 missing)
## objetosc < 89.96932 to the left, improve=0.09910542, (0 missing)
## szerokosc < 5.265 to the left, improve=0.09650371, (0 missing)
## dlugosc < 5.245 to the left, improve=0.09400760, (0 missing)
## karaty < 0.555 to the left, improve=0.08960988, (0 missing)
## Surrogate splits:
## objetosc < 76.17097 to the right, agree=0.804, adj=0.005, (0 split)
## czubek_a_najszerszy < 65.5 to the left, agree=0.803, adj=0.004, (0 split)
##
## Node number 10: 2613 observations, complexity param=0.0005368848
## mean=2741.988, MSE=401073.5
## left son=20 (1259 obs) right son=21 (1354 obs)
## Primary splits:
## klarownosc splits as LLLRRRRR, improve=0.16171410, (0 missing)
## kolor splits as LLLRRRR, improve=0.13627500, (0 missing)
## objetosc < 118.0065 to the left, improve=0.09975502, (0 missing)
## szerokosc < 5.775 to the left, improve=0.09919182, (0 missing)
## karaty < 0.735 to the left, improve=0.08192461, (0 missing)
## Surrogate splits:
## karaty < 0.745 to the right, agree=0.558, adj=0.083, (0 split)
## dlugosc < 5.875 to the right, agree=0.558, adj=0.083, (0 split)
## karat2 < 0.55505 to the right, agree=0.558, adj=0.083, (0 split)
## objetosc < 121.5324 to the right, agree=0.554, adj=0.075, (0 split)
## glebokosc_mm < 3.605 to the right, agree=0.553, adj=0.071, (0 split)
##
## Node number 11: 1159 observations, complexity param=0.0006119672
## mean=4080.796, MSE=859764.3
## left son=22 (372 obs) right son=23 (787 obs)
## Primary splits:
## klarownosc splits as LLRRRRRR, improve=0.19386320, (0 missing)
## kolor splits as LLRRRRR, improve=0.08679642, (0 missing)
## szerokosc < 6.075 to the left, improve=0.06350206, (0 missing)
## karaty < 0.995 to the left, improve=0.05749726, (0 missing)
## karat2 < 0.99005 to the left, improve=0.05749726, (0 missing)
## Surrogate splits:
## glebokosc < 67.25 to the right, agree=0.684, adj=0.016, (0 split)
## czubek_a_najszerszy < 53.5 to the left, agree=0.683, adj=0.013, (0 split)
## glebokosc_procent < 1.214545 to the right, agree=0.682, adj=0.011, (0 split)
## szerokosc < 5.91 to the left, agree=0.682, adj=0.008, (0 split)
## dlugosc < 5.975 to the left, agree=0.681, adj=0.005, (0 split)
##
## Node number 12: 2581 observations, complexity param=0.002996848
## mean=5023.702, MSE=1405681
## left son=24 (1872 obs) right son=25 (709 obs)
## Primary splits:
## karaty < 1.195 to the left, improve=0.2607474, (0 missing)
## karat2 < 1.42805 to the left, improve=0.2607474, (0 missing)
## objetosc < 195.9193 to the left, improve=0.2560587, (0 missing)
## szerokosc < 6.745 to the left, improve=0.2424985, (0 missing)
## dlugosc < 6.775 to the left, improve=0.2313560, (0 missing)
## Surrogate splits:
## karat2 < 1.42805 to the left, agree=1.000, adj=1.000, (0 split)
## objetosc < 192.1006 to the left, agree=0.959, adj=0.852, (0 split)
## glebokosc_mm < 4.185 to the left, agree=0.934, adj=0.760, (0 split)
## dlugosc < 6.765 to the left, agree=0.929, adj=0.743, (0 split)
## szerokosc < 6.785 to the left, agree=0.926, adj=0.732, (0 split)
##
## Node number 13: 2110 observations, complexity param=0.009972067
## mean=7692.475, MSE=4929549
## left son=26 (1559 obs) right son=27 (551 obs)
## Primary splits:
## klarownosc splits as LLLLLRRR, improve=0.30263950, (0 missing)
## kolor splits as LLLRRRR, improve=0.23885170, (0 missing)
## szerokosc < 6.685 to the left, improve=0.10781220, (0 missing)
## objetosc < 180.9802 to the left, improve=0.09691962, (0 missing)
## dlugosc < 6.755 to the left, improve=0.09410016, (0 missing)
## Surrogate splits:
## gestosc < 0.005919545 to the right, agree=0.740, adj=0.004, (0 split)
## glebokosc < 56.9 to the right, agree=0.739, adj=0.002, (0 split)
## glebokosc_mm < 3.775 to the right, agree=0.739, adj=0.002, (0 split)
## glebokosc_procent < 0.9015873 to the right, agree=0.739, adj=0.002, (0 split)
##
## Node number 14: 1515 observations, complexity param=0.009694539
## mean=10987.6, MSE=8814634
## left son=28 (790 obs) right son=29 (725 obs)
## Primary splits:
## klarownosc splits as LLLRRRRR, improve=0.22625660, (0 missing)
## kolor splits as LLLRRRR, improve=0.20002980, (0 missing)
## szerokosc < 7.525 to the left, improve=0.05384935, (0 missing)
## objetosc < 264.2627 to the left, improve=0.05000658, (0 missing)
## karaty < 1.665 to the left, improve=0.04205733, (0 missing)
## Surrogate splits:
## kolor splits as RRRRLLL, agree=0.580, adj=0.123, (0 split)
## ciecie splits as LLLRR, agree=0.553, adj=0.066, (0 split)
## czy_premium < 0.5 to the left, agree=0.553, adj=0.066, (0 split)
## gestosc < 0.00619044 to the right, agree=0.552, adj=0.063, (0 split)
## glebokosc < 62.65 to the right, agree=0.539, adj=0.037, (0 split)
##
## Node number 15: 719 observations, complexity param=0.003798589
## mean=15129.62, MSE=6910428
## left son=30 (28 obs) right son=31 (691 obs)
## Primary splits:
## klarownosc splits as LRRRRRRR, improve=0.24133400, (0 missing)
## kolor splits as LRRRRRR, improve=0.09288519, (0 missing)
## ciecie splits as LRRRR, improve=0.08447900, (0 missing)
## glebokosc < 64.05 to the right, improve=0.07770996, (0 missing)
## gestosc < 0.006401239 to the right, improve=0.03805373, (0 missing)
## Surrogate splits:
## glebokosc < 65.05 to the right, agree=0.971, adj=0.250, (0 split)
## glebokosc_mm < 5.815 to the right, agree=0.965, adj=0.107, (0 split)
## karaty < 3.075 to the right, agree=0.964, adj=0.071, (0 split)
## glebokosc_procent < 1.210815 to the right, agree=0.964, adj=0.071, (0 split)
## karat2 < 9.45685 to the right, agree=0.964, adj=0.071, (0 split)
##
## Node number 16: 4337 observations, complexity param=0.00007515863
## mean=702.6288, MSE=34976.54
## left son=32 (3377 obs) right son=33 (960 obs)
## Primary splits:
## klarownosc splits as LLLLLLRR, improve=0.1564021, (0 missing)
## dlugosc < 4.295 to the left, improve=0.1482067, (0 missing)
## objetosc < 48.6349 to the left, improve=0.1242810, (0 missing)
## karaty < 0.295 to the left, improve=0.1229199, (0 missing)
## karat2 < 0.08705 to the left, improve=0.1229199, (0 missing)
##
## Node number 17: 2120 observations, complexity param=0.00009890479
## mean=959.0646, MSE=48602.95
## left son=34 (1514 obs) right son=35 (606 obs)
## Primary splits:
## klarownosc splits as LLLLLRRR, improve=0.30300440, (0 missing)
## kolor splits as LLLRRRR, improve=0.07762988, (0 missing)
## dlugosc < 4.755 to the left, improve=0.07493877, (0 missing)
## ciecie splits as LLLRR, improve=0.05171314, (0 missing)
## czy_premium < 0.5 to the left, improve=0.05171314, (0 missing)
## Surrogate splits:
## gestosc < 0.005773714 to the right, agree=0.716, adj=0.005, (0 split)
## glebokosc < 55.25 to the right, agree=0.715, adj=0.003, (0 split)
## glebokosc_procent < 0.8921627 to the right, agree=0.715, adj=0.003, (0 split)
## czubek_a_najszerszy < 63.5 to the left, agree=0.715, adj=0.002, (0 split)
## glebokosc_mm < 2.635 to the right, agree=0.715, adj=0.002, (0 split)
##
## Node number 18: 2262 observations, complexity param=0.0002324479
## mean=1558.847, MSE=119576.1
## left son=36 (978 obs) right son=37 (1284 obs)
## Primary splits:
## klarownosc splits as LLLRRRRR, improve=0.2712806, (0 missing)
## dlugosc < 5.245 to the left, improve=0.1204388, (0 missing)
## kolor splits as LLLRRRR, improve=0.1196168, (0 missing)
## objetosc < 89.98339 to the left, improve=0.1195082, (0 missing)
## karaty < 0.535 to the left, improve=0.1098376, (0 missing)
## Surrogate splits:
## glebokosc < 62.95 to the right, agree=0.603, adj=0.083, (0 split)
## gestosc < 0.006227224 to the right, agree=0.600, adj=0.075, (0 split)
## ciecie splits as LLRRR, agree=0.593, adj=0.059, (0 split)
## szerokosc < 5.075 to the left, agree=0.588, adj=0.048, (0 split)
## objetosc < 81.01661 to the left, agree=0.588, adj=0.046, (0 split)
##
## Node number 19: 556 observations, complexity param=0.0001549933
## mean=2204.746, MSE=303741.3
## left son=38 (504 obs) right son=39 (52 obs)
## Primary splits:
## kolor splits as LLLLLLR, improve=0.2897105, (0 missing)
## objetosc < 90.37945 to the left, improve=0.1521225, (0 missing)
## karaty < 0.555 to the left, improve=0.1422967, (0 missing)
## karat2 < 0.30805 to the left, improve=0.1422967, (0 missing)
## szerokosc < 5.265 to the left, improve=0.1417798, (0 missing)
##
## Node number 20: 1259 observations, complexity param=0.0002091101
## mean=2477.879, MSE=239076.9
## left son=40 (824 obs) right son=41 (435 obs)
## Primary splits:
## objetosc < 121.5826 to the left, improve=0.2193016, (0 missing)
## szerokosc < 5.825 to the left, improve=0.2133581, (0 missing)
## karaty < 0.745 to the left, improve=0.2027941, (0 missing)
## karat2 < 0.55505 to the left, improve=0.2027941, (0 missing)
## dlugosc < 5.895 to the left, improve=0.1776327, (0 missing)
## Surrogate splits:
## karaty < 0.745 to the left, agree=0.954, adj=0.867, (0 split)
## karat2 < 0.55505 to the left, agree=0.954, adj=0.867, (0 split)
## szerokosc < 5.825 to the left, agree=0.914, adj=0.752, (0 split)
## dlugosc < 5.845 to the left, agree=0.909, adj=0.738, (0 split)
## glebokosc_mm < 3.605 to the left, agree=0.874, adj=0.634, (0 split)
##
## Node number 21: 1354 observations, complexity param=0.0004550655
## mean=2987.566, MSE=426536.3
## left son=42 (449 obs) right son=43 (905 obs)
## Primary splits:
## kolor splits as LLLRRRR, improve=0.24873070, (0 missing)
## objetosc < 115.5501 to the left, improve=0.11318210, (0 missing)
## szerokosc < 5.775 to the left, improve=0.11154440, (0 missing)
## karaty < 0.725 to the left, improve=0.09468168, (0 missing)
## karat2 < 0.52565 to the left, improve=0.09468168, (0 missing)
## Surrogate splits:
## karaty < 0.855 to the right, agree=0.672, adj=0.011, (0 split)
## objetosc < 134.2684 to the right, agree=0.672, adj=0.011, (0 split)
## glebokosc_procent < 0.8368697 to the left, agree=0.672, adj=0.011, (0 split)
## karat2 < 0.73105 to the right, agree=0.672, adj=0.011, (0 split)
## czubek_a_najszerszy < 66 to the right, agree=0.671, adj=0.009, (0 split)
##
## Node number 22: 372 observations, complexity param=0.0001319743
## mean=3486.978, MSE=312344.3
## left son=44 (26 obs) right son=45 (346 obs)
## Primary splits:
## klarownosc splits as LRRRRRRR, improve=0.3585444, (0 missing)
## kolor splits as LLLLRRR, improve=0.1602756, (0 missing)
## szerokosc < 6.165 to the left, improve=0.1523956, (0 missing)
## ciecie splits as LRRRR, improve=0.1266644, (0 missing)
## glebokosc < 65.95 to the right, improve=0.0861251, (0 missing)
##
## Node number 23: 787 observations, complexity param=0.0003698663
## mean=4361.483, MSE=873057.8
## left son=46 (253 obs) right son=47 (534 obs)
## Primary splits:
## kolor splits as LLLRRRR, improve=0.16992490, (0 missing)
## klarownosc splits as LLLLLRRR, improve=0.12256920, (0 missing)
## karaty < 0.995 to the left, improve=0.11130470, (0 missing)
## karat2 < 0.99005 to the left, improve=0.11130470, (0 missing)
## objetosc < 154.168 to the left, improve=0.08707058, (0 missing)
## Surrogate splits:
## dlugosc < 5.985 to the left, agree=0.681, adj=0.008, (0 split)
## objetosc < 134.9563 to the left, agree=0.680, adj=0.004, (0 split)
##
## Node number 24: 1872 observations, complexity param=0.0009593248
## mean=4651.119, MSE=614817.7
## left son=48 (944 obs) right son=49 (928 obs)
## Primary splits:
## klarownosc splits as LLRRRRRR, improve=0.26311370, (0 missing)
## kolor splits as LLRRRRR, improve=0.09462504, (0 missing)
## objetosc < 172.2002 to the left, improve=0.05913782, (0 missing)
## szerokosc < 6.595 to the left, improve=0.05472152, (0 missing)
## karaty < 1.065 to the left, improve=0.04832921, (0 missing)
## Surrogate splits:
## kolor splits as RRRLLLL, agree=0.559, adj=0.110, (0 split)
## karaty < 1.015 to the right, agree=0.531, adj=0.054, (0 split)
## karat2 < 1.03025 to the right, agree=0.531, adj=0.054, (0 split)
## objetosc < 165.9726 to the right, agree=0.528, adj=0.048, (0 split)
## glebokosc < 61.75 to the left, agree=0.527, adj=0.045, (0 split)
##
## Node number 25: 709 observations, complexity param=0.0008100287
## mean=6007.449, MSE=2159542
## left son=50 (377 obs) right son=51 (332 obs)
## Primary splits:
## klarownosc splits as LLRRRRRR, improve=0.1593601, (0 missing)
## karaty < 1.395 to the left, improve=0.1546834, (0 missing)
## karat2 < 1.94605 to the left, improve=0.1546834, (0 missing)
## objetosc < 222.157 to the left, improve=0.1387799, (0 missing)
## szerokosc < 7.055 to the left, improve=0.1365254, (0 missing)
## Surrogate splits:
## kolor splits as RRLLLLL, agree=0.570, adj=0.081, (0 split)
## karaty < 1.225 to the right, agree=0.557, adj=0.054, (0 split)
## karat2 < 1.50065 to the right, agree=0.557, adj=0.054, (0 split)
## szerokosc < 6.895 to the right, agree=0.553, adj=0.045, (0 split)
## glebokosc_mm < 4.295 to the right, agree=0.551, adj=0.042, (0 split)
##
## Node number 26: 1559 observations, complexity param=0.003354492
## mean=6966.337, MSE=2622919
## left son=52 (543 obs) right son=53 (1016 obs)
## Primary splits:
## kolor splits as LLLRRRR, improve=0.2370644, (0 missing)
## objetosc < 197.354 to the left, improve=0.2060442, (0 missing)
## szerokosc < 6.815 to the left, improve=0.2012131, (0 missing)
## dlugosc < 6.785 to the left, improve=0.1990598, (0 missing)
## karaty < 1.215 to the left, improve=0.1981984, (0 missing)
## Surrogate splits:
## karaty < 1.265 to the right, agree=0.668, adj=0.046, (0 split)
## karat2 < 1.60025 to the right, agree=0.668, adj=0.046, (0 split)
## glebokosc_mm < 4.255 to the right, agree=0.666, adj=0.041, (0 split)
## objetosc < 206.6118 to the right, agree=0.664, adj=0.035, (0 split)
## dlugosc < 6.975 to the right, agree=0.663, adj=0.031, (0 split)
##
## Node number 27: 551 observations, complexity param=0.002924927
## mean=9747.011, MSE=5742937
## left son=54 (288 obs) right son=55 (263 obs)
## Primary splits:
## kolor splits as LLLLRRR, improve=0.29178270, (0 missing)
## klarownosc splits as LLLLLLLR, improve=0.09845777, (0 missing)
## szerokosc < 6.875 to the left, improve=0.08762876, (0 missing)
## objetosc < 198.1673 to the left, improve=0.08521204, (0 missing)
## glebokosc_mm < 4.205 to the left, improve=0.08144490, (0 missing)
## Surrogate splits:
## objetosc < 184.0554 to the right, agree=0.615, adj=0.194, (0 split)
## karaty < 1.115 to the right, agree=0.612, adj=0.186, (0 split)
## glebokosc_mm < 4.055 to the right, agree=0.612, adj=0.186, (0 split)
## karat2 < 1.24325 to the right, agree=0.612, adj=0.186, (0 split)
## dlugosc < 6.655 to the right, agree=0.604, adj=0.171, (0 split)
##
## Node number 28: 790 observations, complexity param=0.002463829
## mean=9634.727, MSE=5304420
## left son=56 (380 obs) right son=57 (410 obs)
## Primary splits:
## klarownosc splits as LLRRRRRR, improve=0.18559900, (0 missing)
## kolor splits as LLLRRRR, improve=0.14908710, (0 missing)
## objetosc < 275.7262 to the left, improve=0.09406429, (0 missing)
## szerokosc < 7.585 to the left, improve=0.09046004, (0 missing)
## karaty < 1.695 to the left, improve=0.08368173, (0 missing)
## Surrogate splits:
## gestosc < 0.006215153 to the right, agree=0.571, adj=0.108, (0 split)
## glebokosc_mm < 4.695 to the right, agree=0.568, adj=0.103, (0 split)
## karaty < 1.655 to the right, agree=0.566, adj=0.097, (0 split)
## objetosc < 266.4257 to the right, agree=0.566, adj=0.097, (0 split)
## karat2 < 2.73905 to the right, agree=0.566, adj=0.097, (0 split)
##
## Node number 29: 725 observations, complexity param=0.009694539
## mean=12461.77, MSE=8472014
## left son=58 (405 obs) right son=59 (320 obs)
## Primary splits:
## kolor splits as LLLRRRR, improve=0.50454720, (0 missing)
## objetosc < 266.9886 to the left, improve=0.08354955, (0 missing)
## karaty < 1.615 to the left, improve=0.06724518, (0 missing)
## karat2 < 2.60825 to the left, improve=0.06724518, (0 missing)
## szerokosc < 7.525 to the left, improve=0.06526719, (0 missing)
## Surrogate splits:
## glebokosc_mm < 4.535 to the right, agree=0.582, adj=0.053, (0 split)
## glebokosc_procent < 1.122516 to the left, agree=0.572, adj=0.031, (0 split)
## karaty < 1.45 to the right, agree=0.567, adj=0.019, (0 split)
## karat2 < 2.1029 to the right, agree=0.567, adj=0.019, (0 split)
## gestosc < 0.005989662 to the right, agree=0.567, adj=0.019, (0 split)
##
## Node number 30: 28 observations
## mean=8714.25, MSE=6612712
##
## Node number 31: 691 observations, complexity param=0.00130631
## mean=15389.58, MSE=5187192
## left son=62 (128 obs) right son=63 (563 obs)
## Primary splits:
## kolor splits as LRRRRRR, improve=0.11504450, (0 missing)
## objetosc < 396.9108 to the left, improve=0.03158720, (0 missing)
## karaty < 2.505 to the left, improve=0.02744143, (0 missing)
## karat2 < 6.27505 to the left, improve=0.02744143, (0 missing)
## glebokosc_mm < 5.355 to the left, improve=0.02637537, (0 missing)
## Surrogate splits:
## klarownosc splits as RRRRRLLL, agree=0.819, adj=0.023, (0 split)
## glebokosc_mm < 4.595 to the left, agree=0.818, adj=0.016, (0 split)
## glebokosc < 57.1 to the left, agree=0.816, adj=0.008, (0 split)
##
## Node number 32: 3377 observations, complexity param=0.00004398032
## mean=663.194, MSE=27212.91
## left son=64 (937 obs) right son=65 (2440 obs)
## Primary splits:
## dlugosc < 4.305 to the left, improve=0.1507684, (0 missing)
## klarownosc splits as LLLRRRRR, improve=0.1278555, (0 missing)
## kolor splits as LLLRRRR, improve=0.1245968, (0 missing)
## karaty < 0.295 to the left, improve=0.1142904, (0 missing)
## karat2 < 0.08705 to the left, improve=0.1142904, (0 missing)
## Surrogate splits:
## objetosc < 49.713 to the left, agree=0.922, adj=0.719, (0 split)
## szerokosc < 4.325 to the left, agree=0.890, adj=0.602, (0 split)
## karaty < 0.305 to the left, agree=0.885, adj=0.586, (0 split)
## karat2 < 0.09305 to the left, agree=0.885, adj=0.586, (0 split)
## glebokosc_mm < 2.615 to the left, agree=0.821, adj=0.355, (0 split)
##
## Node number 33: 960 observations, complexity param=0.00003951726
## mean=841.349, MSE=37573.04
## left son=66 (165 obs) right son=67 (795 obs)
## Primary splits:
## karaty < 0.295 to the left, improve=0.3458353, (0 missing)
## karat2 < 0.08705 to the left, improve=0.3458353, (0 missing)
## objetosc < 48.08828 to the left, improve=0.3430518, (0 missing)
## dlugosc < 4.255 to the left, improve=0.3411829, (0 missing)
## glebokosc_mm < 2.605 to the left, improve=0.3151274, (0 missing)
## Surrogate splits:
## karat2 < 0.08705 to the left, agree=1.000, adj=1.000, (0 split)
## objetosc < 47.86062 to the left, agree=0.994, adj=0.964, (0 split)
## glebokosc_mm < 2.605 to the left, agree=0.976, adj=0.861, (0 split)
## dlugosc < 4.235 to the left, agree=0.975, adj=0.855, (0 split)
## szerokosc < 4.235 to the left, agree=0.974, adj=0.848, (0 split)
##
## Node number 34: 1514 observations, complexity param=0.00002851636
## mean=882.288, MSE=29295.57
## left son=68 (670 obs) right son=69 (844 obs)
## Primary splits:
## klarownosc splits as LLLRRRRR, improve=0.20295340, (0 missing)
## kolor splits as LLLRRRR, improve=0.10354620, (0 missing)
## dlugosc < 4.755 to the left, improve=0.08119018, (0 missing)
## ciecie splits as LLLRR, improve=0.05009688, (0 missing)
## czy_premium < 0.5 to the left, improve=0.05009688, (0 missing)
## Surrogate splits:
## glebokosc < 62.85 to the right, agree=0.616, adj=0.131, (0 split)
## glebokosc_mm < 2.985 to the right, agree=0.595, adj=0.085, (0 split)
## ciecie splits as LLRRR, agree=0.573, adj=0.034, (0 split)
## kolor splits as RRRRRRL, agree=0.569, adj=0.027, (0 split)
## objetosc < 68.45874 to the right, agree=0.565, adj=0.018, (0 split)
##
## Node number 35: 606 observations, complexity param=0.00001956573
## mean=1150.88, MSE=45319.67
## left son=70 (143 obs) right son=71 (463 obs)
## Primary splits:
## kolor splits as LLLRRRR, improve=0.22488820, (0 missing)
## dlugosc < 4.755 to the left, improve=0.08387324, (0 missing)
## klarownosc splits as LLLLLLRR, improve=0.07387661, (0 missing)
## objetosc < 72.87896 to the left, improve=0.06760706, (0 missing)
## karaty < 0.425 to the left, improve=0.05884052, (0 missing)
## Surrogate splits:
## glebokosc_mm < 3.055 to the right, agree=0.777, adj=0.056, (0 split)
## dlugosc < 5.015 to the right, agree=0.766, adj=0.007, (0 split)
## objetosc < 75.55261 to the right, agree=0.766, adj=0.007, (0 split)
##
## Node number 36: 978 observations, complexity param=0.00004830384
## mean=1352.478, MSE=91868.7
## left son=72 (786 obs) right son=73 (192 obs)
## Primary splits:
## dlugosc < 5.345 to the left, improve=0.1697092, (0 missing)
## karaty < 0.555 to the left, improve=0.1663120, (0 missing)
## karat2 < 0.30805 to the left, improve=0.1663120, (0 missing)
## objetosc < 91.70774 to the left, improve=0.1630057, (0 missing)
## klarownosc splits as LLRRRRRR, improve=0.1492259, (0 missing)
## Surrogate splits:
## objetosc < 95.0436 to the left, agree=0.956, adj=0.776, (0 split)
## szerokosc < 5.365 to the left, agree=0.947, adj=0.729, (0 split)
## karaty < 0.585 to the left, agree=0.937, adj=0.677, (0 split)
## karat2 < 0.34225 to the left, agree=0.937, adj=0.677, (0 split)
## glebokosc_mm < 3.325 to the left, agree=0.882, adj=0.401, (0 split)
##
## Node number 37: 1284 observations, complexity param=0.00008035119
## mean=1716.034, MSE=83533.7
## left son=74 (203 obs) right son=75 (1081 obs)
## Primary splits:
## kolor splits as LLLRRRR, improve=0.2364807, (0 missing)
## dlugosc < 5.245 to the left, improve=0.1701600, (0 missing)
## objetosc < 89.34364 to the left, improve=0.1628355, (0 missing)
## karaty < 0.535 to the left, improve=0.1586927, (0 missing)
## karat2 < 0.28625 to the left, improve=0.1586927, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.178512 to the right, agree=0.844, adj=0.015, (0 split)
## gestosc < 0.006466874 to the right, agree=0.844, adj=0.015, (0 split)
## dlugosc < 4.925 to the left, agree=0.843, adj=0.010, (0 split)
## objetosc < 76.8245 to the left, agree=0.843, adj=0.010, (0 split)
## karaty < 0.705 to the right, agree=0.843, adj=0.005, (0 split)
##
## Node number 38: 504 observations, complexity param=0.00006701014
## mean=2109.462, MSE=155151.2
## left son=76 (308 obs) right son=77 (196 obs)
## Primary splits:
## kolor splits as LLLLRRR, improve=0.2705110, (0 missing)
## objetosc < 91.61237 to the left, improve=0.1963042, (0 missing)
## dlugosc < 5.265 to the left, improve=0.1904159, (0 missing)
## glebokosc_mm < 3.265 to the left, improve=0.1859525, (0 missing)
## karaty < 0.545 to the left, improve=0.1839445, (0 missing)
## Surrogate splits:
## glebokosc_procent < 0.991495 to the right, agree=0.621, adj=0.026, (0 split)
## glebokosc < 60.05 to the right, agree=0.617, adj=0.015, (0 split)
## objetosc < 76.11432 to the right, agree=0.617, adj=0.015, (0 split)
## czubek_a_najszerszy < 60.5 to the left, agree=0.615, adj=0.010, (0 split)
## szerokosc < 5.505 to the left, agree=0.615, adj=0.010, (0 split)
##
## Node number 39: 52 observations, complexity param=0.00004494833
## mean=3128.269, MSE=803031.4
## left son=78 (33 obs) right son=79 (19 obs)
## Primary splits:
## karaty < 0.555 to the left, improve=0.3397878, (0 missing)
## karat2 < 0.30805 to the left, improve=0.3397878, (0 missing)
## objetosc < 91.77592 to the left, improve=0.3261504, (0 missing)
## szerokosc < 5.275 to the left, improve=0.3040828, (0 missing)
## dlugosc < 5.315 to the left, improve=0.2893492, (0 missing)
## Surrogate splits:
## karat2 < 0.30805 to the left, agree=1.000, adj=1.000, (0 split)
## glebokosc_mm < 3.265 to the left, agree=0.962, adj=0.895, (0 split)
## objetosc < 90.36566 to the left, agree=0.942, adj=0.842, (0 split)
## szerokosc < 5.295 to the left, agree=0.923, adj=0.789, (0 split)
## dlugosc < 5.255 to the left, agree=0.885, adj=0.684, (0 split)
##
## Node number 40: 824 observations, complexity param=0.00008066655
## mean=2311.511, MSE=152890.1
## left son=80 (541 obs) right son=81 (283 obs)
## Primary splits:
## kolor splits as LLLLLRR, improve=0.2021236, (0 missing)
## szerokosc < 5.645 to the left, improve=0.1352428, (0 missing)
## objetosc < 112.2604 to the left, improve=0.1266400, (0 missing)
## karaty < 0.685 to the left, improve=0.1265699, (0 missing)
## karat2 < 0.46925 to the left, improve=0.1265699, (0 missing)
## Surrogate splits:
## glebokosc < 58.05 to the right, agree=0.660, adj=0.011, (0 split)
## dlugosc < 5.885 to the left, agree=0.659, adj=0.007, (0 split)
## glebokosc_mm < 3.315 to the right, agree=0.658, adj=0.004, (0 split)
##
## Node number 41: 435 observations, complexity param=0.00006754332
## mean=2793.023, MSE=250590.9
## left son=82 (104 obs) right son=83 (331 obs)
## Primary splits:
## kolor splits as LLLRRRR, improve=0.1955951, (0 missing)
## objetosc < 132.6972 to the left, improve=0.1280677, (0 missing)
## ciecie splits as LLRRR, improve=0.1153290, (0 missing)
## klarownosc splits as LLRRRRRR, improve=0.1147311, (0 missing)
## czubek_a_najszerszy < 57.5 to the right, improve=0.1114536, (0 missing)
## Surrogate splits:
## dlugosc < 6.195 to the right, agree=0.775, adj=0.058, (0 split)
## czubek_a_najszerszy < 63.5 to the right, agree=0.772, adj=0.048, (0 split)
## szerokosc < 6.155 to the right, agree=0.770, adj=0.038, (0 split)
## glebokosc_procent < 0.958871 to the left, agree=0.770, adj=0.038, (0 split)
## klarownosc splits as LRRRRRRR, agree=0.768, adj=0.029, (0 split)
##
## Node number 42: 449 observations, complexity param=0.00005662721
## mean=2525.138, MSE=201226.3
## left son=84 (66 obs) right son=85 (383 obs)
## Primary splits:
## kolor splits as LRRRRRR, improve=0.1978446, (0 missing)
## szerokosc < 5.745 to the left, improve=0.1970844, (0 missing)
## objetosc < 116.1634 to the left, improve=0.1947796, (0 missing)
## karaty < 0.715 to the left, improve=0.1378124, (0 missing)
## karat2 < 0.51125 to the left, improve=0.1378124, (0 missing)
## Surrogate splits:
## karaty < 0.605 to the left, agree=0.855, adj=0.015, (0 split)
## karat2 < 0.36605 to the left, agree=0.855, adj=0.015, (0 split)
##
## Node number 43: 905 observations, complexity param=0.0001961631
## mean=3216.991, MSE=379591.3
## left son=86 (625 obs) right son=87 (280 obs)
## Primary splits:
## objetosc < 119.8021 to the left, improve=0.1802531, (0 missing)
## szerokosc < 5.715 to the left, improve=0.1706427, (0 missing)
## karaty < 0.725 to the left, improve=0.1648980, (0 missing)
## karat2 < 0.52565 to the left, improve=0.1648980, (0 missing)
## klarownosc splits as LLLLLRRR, improve=0.1618607, (0 missing)
## Surrogate splits:
## karaty < 0.735 to the left, agree=0.940, adj=0.807, (0 split)
## karat2 < 0.54025 to the left, agree=0.940, adj=0.807, (0 split)
## szerokosc < 5.815 to the left, agree=0.895, adj=0.661, (0 split)
## dlugosc < 5.785 to the left, agree=0.893, adj=0.654, (0 split)
## glebokosc_mm < 3.595 to the left, agree=0.867, adj=0.571, (0 split)
##
## Node number 44: 26 observations
## mean=2266.192, MSE=127370.2
##
## Node number 45: 346 observations, complexity param=0.00004133053
## mean=3578.714, MSE=205839.4
## left son=90 (128 obs) right son=91 (218 obs)
## Primary splits:
## kolor splits as LLLLRRR, improve=0.1831877, (0 missing)
## szerokosc < 6.085 to the left, improve=0.1664267, (0 missing)
## dlugosc < 6.075 to the left, improve=0.1084520, (0 missing)
## objetosc < 147.0571 to the left, improve=0.1050489, (0 missing)
## ciecie splits as LRRRR, improve=0.1028986, (0 missing)
## Surrogate splits:
## objetosc < 140.8918 to the left, agree=0.653, adj=0.062, (0 split)
## dlugosc < 6.375 to the right, agree=0.642, adj=0.031, (0 split)
## szerokosc < 5.975 to the left, agree=0.642, adj=0.031, (0 split)
## glebokosc_mm < 4.035 to the right, agree=0.642, adj=0.031, (0 split)
## glebokosc < 64.65 to the right, agree=0.639, adj=0.023, (0 split)
##
## Node number 46: 253 observations, complexity param=0.00008053122
## mean=3801.905, MSE=326732.1
## left son=92 (105 obs) right son=93 (148 obs)
## Primary splits:
## kolor splits as LLRRRRR, improve=0.30752620, (0 missing)
## klarownosc splits as LLLRRRRR, improve=0.15243610, (0 missing)
## szerokosc < 6.075 to the left, improve=0.11794810, (0 missing)
## ciecie splits as LRRRR, improve=0.08072902, (0 missing)
## glebokosc < 64.35 to the right, improve=0.07749690, (0 missing)
## Surrogate splits:
## gestosc < 0.006066694 to the left, agree=0.605, adj=0.048, (0 split)
## glebokosc < 58.7 to the left, agree=0.601, adj=0.038, (0 split)
## czubek_a_najszerszy < 64.5 to the right, agree=0.601, adj=0.038, (0 split)
## szerokosc < 5.965 to the left, agree=0.601, adj=0.038, (0 split)
## dlugosc < 6.035 to the left, agree=0.597, adj=0.029, (0 split)
##
## Node number 47: 534 observations, complexity param=0.0003631265
## mean=4626.601, MSE=913255.5
## left son=94 (453 obs) right son=95 (81 obs)
## Primary splits:
## klarownosc splits as LLLLRRRR, improve=0.2350468, (0 missing)
## karaty < 0.985 to the left, improve=0.1346487, (0 missing)
## karat2 < 0.97045 to the left, improve=0.1346487, (0 missing)
## objetosc < 154.2433 to the left, improve=0.1299322, (0 missing)
## szerokosc < 6.185 to the left, improve=0.1201400, (0 missing)
##
## Node number 48: 944 observations, complexity param=0.0002951943
## mean=4252.339, MSE=416338.7
## left son=96 (81 obs) right son=97 (863 obs)
## Primary splits:
## klarownosc splits as LRRRRRRR, improve=0.23709330, (0 missing)
## kolor splits as LLLLLRR, improve=0.11609450, (0 missing)
## objetosc < 167.2815 to the left, improve=0.10232820, (0 missing)
## szerokosc < 6.485 to the left, improve=0.09630465, (0 missing)
## karaty < 1.065 to the left, improve=0.08203685, (0 missing)
## Surrogate splits:
## szerokosc < 6.09 to the left, agree=0.916, adj=0.025, (0 split)
## glebokosc < 67.8 to the right, agree=0.915, adj=0.012, (0 split)
## glebokosc_procent < 1.221591 to the right, agree=0.915, adj=0.012, (0 split)
##
## Node number 49: 928 observations, complexity param=0.0002732922
## mean=5056.774, MSE=490395.7
## left son=98 (151 obs) right son=99 (777 obs)
## Primary splits:
## kolor splits as LLRRRRR, improve=0.18956700, (0 missing)
## objetosc < 176.6817 to the left, improve=0.09189060, (0 missing)
## szerokosc < 6.615 to the left, improve=0.08767295, (0 missing)
## dlugosc < 6.575 to the left, improve=0.07965761, (0 missing)
## karaty < 1.045 to the left, improve=0.07591171, (0 missing)
## Surrogate splits:
## karaty < 1.185 to the right, agree=0.838, adj=0.007, (0 split)
## dlugosc < 6.885 to the right, agree=0.838, adj=0.007, (0 split)
## objetosc < 194.433 to the right, agree=0.838, adj=0.007, (0 split)
## glebokosc_procent < 1.210206 to the right, agree=0.838, adj=0.007, (0 split)
## karat2 < 1.40425 to the right, agree=0.838, adj=0.007, (0 split)
##
## Node number 50: 377 observations, complexity param=0.000338392
## mean=5456.934, MSE=1253994
## left son=100 (48 obs) right son=101 (329 obs)
## Primary splits:
## klarownosc splits as LRRRRRRR, improve=0.2259505, (0 missing)
## objetosc < 212.1275 to the left, improve=0.1879931, (0 missing)
## szerokosc < 7.055 to the left, improve=0.1815852, (0 missing)
## karaty < 1.295 to the left, improve=0.1545350, (0 missing)
## karat2 < 1.67705 to the left, improve=0.1545350, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.183535 to the right, agree=0.886, adj=0.104, (0 split)
## glebokosc < 66.6 to the right, agree=0.881, adj=0.062, (0 split)
## glebokosc_mm < 4.775 to the right, agree=0.881, adj=0.062, (0 split)
## czubek_a_najszerszy < 65.5 to the right, agree=0.878, adj=0.042, (0 split)
##
## Node number 51: 332 observations, complexity param=0.0008100287
## mean=6632.581, MSE=2452894
## left son=102 (293 obs) right son=103 (39 obs)
## Primary splits:
## karaty < 1.405 to the left, improve=0.3283569, (0 missing)
## karat2 < 1.97405 to the left, improve=0.3283569, (0 missing)
## glebokosc_mm < 4.475 to the left, improve=0.3132889, (0 missing)
## objetosc < 221.5296 to the left, improve=0.2789234, (0 missing)
## dlugosc < 7.115 to the left, improve=0.2329650, (0 missing)
## Surrogate splits:
## karat2 < 1.97405 to the left, agree=1.000, adj=1.000, (0 split)
## glebokosc_mm < 4.445 to the left, agree=0.991, adj=0.923, (0 split)
## objetosc < 225.7597 to the left, agree=0.985, adj=0.872, (0 split)
## dlugosc < 7.145 to the left, agree=0.952, adj=0.590, (0 split)
## szerokosc < 7.125 to the left, agree=0.940, adj=0.487, (0 split)
##
## Node number 52: 543 observations, complexity param=0.0009479985
## mean=5887.707, MSE=1517482
## left son=104 (256 obs) right son=105 (287 obs)
## Primary splits:
## karaty < 1.145 to the left, improve=0.3631737, (0 missing)
## karat2 < 1.31105 to the left, improve=0.3631737, (0 missing)
## objetosc < 193.2041 to the left, improve=0.3584664, (0 missing)
## szerokosc < 6.695 to the left, improve=0.3583292, (0 missing)
## glebokosc_mm < 4.175 to the left, improve=0.3414765, (0 missing)
## Surrogate splits:
## karat2 < 1.31105 to the left, agree=1.000, adj=1.000, (0 split)
## objetosc < 185.883 to the left, agree=0.976, adj=0.949, (0 split)
## dlugosc < 6.685 to the left, agree=0.950, adj=0.895, (0 split)
## glebokosc_mm < 4.145 to the left, agree=0.945, adj=0.883, (0 split)
## szerokosc < 6.695 to the left, agree=0.941, adj=0.875, (0 split)
##
## Node number 53: 1016 observations, complexity param=0.003354492
## mean=7542.81, MSE=2259598
## left son=106 (801 obs) right son=107 (215 obs)
## Primary splits:
## objetosc < 195.5169 to the left, improve=0.5002377, (0 missing)
## szerokosc < 6.755 to the left, improve=0.4927463, (0 missing)
## karaty < 1.175 to the left, improve=0.4822344, (0 missing)
## karat2 < 1.38065 to the left, improve=0.4822344, (0 missing)
## dlugosc < 6.775 to the left, improve=0.4805344, (0 missing)
## Surrogate splits:
## szerokosc < 6.825 to the left, agree=0.973, adj=0.874, (0 split)
## dlugosc < 6.785 to the left, agree=0.969, adj=0.851, (0 split)
## karaty < 1.205 to the left, agree=0.964, adj=0.828, (0 split)
## karat2 < 1.45205 to the left, agree=0.964, adj=0.828, (0 split)
## glebokosc_mm < 4.195 to the left, agree=0.942, adj=0.726, (0 split)
##
## Node number 54: 288 observations, complexity param=0.0009012163
## mean=8509.986, MSE=3092636
## left son=108 (78 obs) right son=109 (210 obs)
## Primary splits:
## kolor splits as LLLRRRR, improve=0.3194021, (0 missing)
## szerokosc < 6.885 to the left, improve=0.2965298, (0 missing)
## objetosc < 197.9472 to the left, improve=0.2662257, (0 missing)
## karaty < 1.225 to the left, improve=0.2538372, (0 missing)
## karat2 < 1.50065 to the left, improve=0.2538372, (0 missing)
## Surrogate splits:
## glebokosc < 63.65 to the right, agree=0.743, adj=0.051, (0 split)
## czubek_a_najszerszy < 62.5 to the right, agree=0.740, adj=0.038, (0 split)
## glebokosc_procent < 0.9484257 to the left, agree=0.740, adj=0.038, (0 split)
## karaty < 1.46 to the right, agree=0.736, adj=0.026, (0 split)
## szerokosc < 7.18 to the right, agree=0.736, adj=0.026, (0 split)
##
## Node number 55: 263 observations, complexity param=0.00101251
## mean=11101.62, MSE=5134503
## left son=110 (222 obs) right son=111 (41 obs)
## Primary splits:
## klarownosc splits as LLLLLLLR, improve=0.2336287, (0 missing)
## objetosc < 194.9503 to the left, improve=0.2198584, (0 missing)
## szerokosc < 6.735 to the left, improve=0.2154051, (0 missing)
## kolor splits as LLLLLLR, improve=0.2130905, (0 missing)
## karaty < 1.105 to the left, improve=0.2108488, (0 missing)
## Surrogate splits:
## dlugosc < 6.285 to the right, agree=0.848, adj=0.024, (0 split)
##
## Node number 56: 380 observations, complexity param=0.001052848
## mean=8604.087, MSE=3892788
## left son=112 (42 obs) right son=113 (338 obs)
## Primary splits:
## klarownosc splits as LRRRRRRR, improve=0.2246733, (0 missing)
## szerokosc < 7.585 to the left, improve=0.1565028, (0 missing)
## objetosc < 264.3148 to the left, improve=0.1466789, (0 missing)
## karaty < 1.695 to the left, improve=0.1314688, (0 missing)
## karat2 < 2.87305 to the left, improve=0.1314688, (0 missing)
## Surrogate splits:
## objetosc < 317.9716 to the right, agree=0.905, adj=0.143, (0 split)
## karaty < 2.07 to the right, agree=0.900, adj=0.095, (0 split)
## karat2 < 4.2858 to the right, agree=0.900, adj=0.095, (0 split)
## gestosc < 0.006522357 to the right, agree=0.900, adj=0.095, (0 split)
## glebokosc < 66 to the right, agree=0.897, adj=0.071, (0 split)
##
## Node number 57: 410 observations, complexity param=0.001966429
## mean=10589.95, MSE=4715808
## left son=114 (212 obs) right son=115 (198 obs)
## Primary splits:
## kolor splits as LLLRRRR, improve=0.3210469, (0 missing)
## szerokosc < 7.735 to the left, improve=0.1749966, (0 missing)
## objetosc < 289.1529 to the left, improve=0.1713053, (0 missing)
## karaty < 1.745 to the left, improve=0.1666381, (0 missing)
## karat2 < 3.04505 to the left, improve=0.1666381, (0 missing)
## Surrogate splits:
## glebokosc_mm < 4.595 to the right, agree=0.602, adj=0.177, (0 split)
## karaty < 1.515 to the right, agree=0.600, adj=0.172, (0 split)
## karat2 < 2.29525 to the right, agree=0.600, adj=0.172, (0 split)
## glebokosc < 60.85 to the right, agree=0.595, adj=0.162, (0 split)
## objetosc < 242.8224 to the right, agree=0.576, adj=0.121, (0 split)
##
## Node number 58: 405 observations, complexity param=0.001501035
## mean=10624, MSE=3900929
## left son=116 (288 obs) right son=117 (117 obs)
## Primary splits:
## objetosc < 264.0179 to the left, improve=0.2999147, (0 missing)
## karaty < 1.625 to the left, improve=0.2615550, (0 missing)
## karat2 < 2.64065 to the left, improve=0.2615550, (0 missing)
## kolor splits as LRRRRRR, improve=0.2439002, (0 missing)
## glebokosc_mm < 4.685 to the left, improve=0.2386352, (0 missing)
## Surrogate splits:
## karaty < 1.615 to the left, agree=0.963, adj=0.872, (0 split)
## karat2 < 2.60825 to the left, agree=0.963, adj=0.872, (0 split)
## dlugosc < 7.545 to the left, agree=0.923, adj=0.735, (0 split)
## szerokosc < 7.565 to the left, agree=0.921, adj=0.726, (0 split)
## glebokosc_mm < 4.665 to the left, agree=0.909, adj=0.684, (0 split)
##
## Node number 59: 320 observations, complexity param=0.0009517158
## mean=14787.7, MSE=4572809
## left son=118 (239 obs) right son=119 (81 obs)
## Primary splits:
## objetosc < 259.6757 to the left, improve=0.2053073, (0 missing)
## szerokosc < 7.575 to the left, improve=0.1974539, (0 missing)
## karaty < 1.685 to the left, improve=0.1973678, (0 missing)
## karat2 < 2.83925 to the left, improve=0.1973678, (0 missing)
## dlugosc < 7.575 to the left, improve=0.1425887, (0 missing)
## Surrogate splits:
## karaty < 1.595 to the left, agree=0.981, adj=0.926, (0 split)
## karat2 < 2.54405 to the left, agree=0.981, adj=0.926, (0 split)
## glebokosc_mm < 4.645 to the left, agree=0.928, adj=0.716, (0 split)
## dlugosc < 7.505 to the left, agree=0.922, adj=0.691, (0 split)
## szerokosc < 7.555 to the left, agree=0.912, adj=0.654, (0 split)
##
## Node number 62: 128 observations, complexity param=0.0007935123
## mean=13769.45, MSE=5435902
## left son=124 (90 obs) right son=125 (38 obs)
## Primary splits:
## glebokosc_mm < 5.165 to the left, improve=0.3599997, (0 missing)
## karaty < 2.24 to the left, improve=0.3336290, (0 missing)
## karat2 < 5.0177 to the left, improve=0.3336290, (0 missing)
## objetosc < 365.5481 to the left, improve=0.3252878, (0 missing)
## dlugosc < 8.405 to the left, improve=0.2852937, (0 missing)
## Surrogate splits:
## karaty < 2.24 to the left, agree=0.969, adj=0.895, (0 split)
## objetosc < 366.0724 to the left, agree=0.969, adj=0.895, (0 split)
## karat2 < 5.0177 to the left, agree=0.969, adj=0.895, (0 split)
## dlugosc < 8.345 to the left, agree=0.898, adj=0.658, (0 split)
## szerokosc < 8.42 to the left, agree=0.883, adj=0.605, (0 split)
##
## Node number 63: 563 observations, complexity param=0.0005348176
## mean=15757.92, MSE=4398214
## left son=126 (330 obs) right son=127 (233 obs)
## Primary splits:
## klarownosc splits as LLRRRRRR, improve=0.06669978, (0 missing)
## kolor splits as LLLRRRR, improve=0.03088070, (0 missing)
## szerokosc < 7.975 to the left, improve=0.02643230, (0 missing)
## objetosc < 392.4117 to the left, improve=0.01659359, (0 missing)
## dlugosc < 8.685 to the left, improve=0.01336534, (0 missing)
## Surrogate splits:
## karaty < 2.015 to the right, agree=0.636, adj=0.120, (0 split)
## kolor splits as RRLLLLL, agree=0.636, adj=0.120, (0 split)
## karat2 < 4.06025 to the right, agree=0.636, adj=0.120, (0 split)
## objetosc < 325.4178 to the right, agree=0.623, adj=0.090, (0 split)
## glebokosc_mm < 4.915 to the right, agree=0.622, adj=0.086, (0 split)
##
## Node number 64: 937 observations
## mean=559.8303, MSE=15841.58
##
## Node number 65: 2440 observations, complexity param=0.00004398032
## mean=702.8873, MSE=25901.28
## left son=130 (709 obs) right son=131 (1731 obs)
## Primary splits:
## klarownosc splits as LLLRRRRR, improve=0.22011390, (0 missing)
## kolor splits as LLLRRRR, improve=0.17238930, (0 missing)
## ciecie splits as LLLRR, improve=0.05255294, (0 missing)
## czy_premium < 0.5 to the left, improve=0.05255294, (0 missing)
## dlugosc < 4.445 to the left, improve=0.04284482, (0 missing)
## Surrogate splits:
## glebokosc < 63.05 to the right, agree=0.721, adj=0.041, (0 split)
## ciecie splits as LLRRR, agree=0.713, adj=0.011, (0 split)
## glebokosc_mm < 2.535 to the left, agree=0.710, adj=0.003, (0 split)
## objetosc < 47.47784 to the left, agree=0.710, adj=0.003, (0 split)
## glebokosc_procent < 1.179437 to the right, agree=0.710, adj=0.001, (0 split)
##
## Node number 66: 165 observations
## mean=591.1333, MSE=10285.9
##
## Node number 67: 795 observations, complexity param=0.00001847571
## mean=893.2805, MSE=27545.44
## left son=134 (219 obs) right son=135 (576 obs)
## Primary splits:
## kolor splits as LLLRRRR, improve=0.26632650, (0 missing)
## dlugosc < 4.425 to the left, improve=0.08939064, (0 missing)
## karaty < 0.325 to the left, improve=0.06797042, (0 missing)
## karat2 < 0.10565 to the left, improve=0.06797042, (0 missing)
## objetosc < 53.80748 to the left, improve=0.06750098, (0 missing)
## Surrogate splits:
## szerokosc < 4.655 to the right, agree=0.728, adj=0.014, (0 split)
## gestosc < 0.005841979 to the left, agree=0.728, adj=0.014, (0 split)
## glebokosc_mm < 2.895 to the right, agree=0.727, adj=0.009, (0 split)
## objetosc < 62.28519 to the right, agree=0.727, adj=0.009, (0 split)
## karaty < 0.385 to the right, agree=0.726, adj=0.005, (0 split)
##
## Node number 68: 670 observations
## mean=795.7448, MSE=18008.74
##
## Node number 69: 844 observations, complexity param=0.00002015481
## mean=950.9893, MSE=27589.98
## left son=138 (170 obs) right son=139 (674 obs)
## Primary splits:
## kolor splits as LLLRRRR, improve=0.27322150, (0 missing)
## dlugosc < 4.755 to the left, improve=0.12289690, (0 missing)
## objetosc < 66.61143 to the left, improve=0.07990701, (0 missing)
## karaty < 0.455 to the left, improve=0.07516118, (0 missing)
## karat2 < 0.20705 to the left, improve=0.07516118, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.168508 to the right, agree=0.801, adj=0.012, (0 split)
##
## Node number 70: 143 observations
## mean=969.2238, MSE=20643.8
##
## Node number 71: 463 observations
## mean=1206.985, MSE=39601.27
##
## Node number 72: 786 observations, complexity param=0.00003073073
## mean=1290.765, MSE=55066.07
## left son=144 (269 obs) right son=145 (517 obs)
## Primary splits:
## klarownosc splits as LLRRRRRR, improve=0.2241282, (0 missing)
## kolor splits as LLLLLRR, improve=0.1986734, (0 missing)
## objetosc < 81.95611 to the left, improve=0.1180739, (0 missing)
## karaty < 0.505 to the left, improve=0.1118779, (0 missing)
## karat2 < 0.25505 to the left, improve=0.1118779, (0 missing)
## Surrogate splits:
## glebokosc < 65.75 to the right, agree=0.665, adj=0.022, (0 split)
## szerokosc < 4.925 to the left, agree=0.665, adj=0.022, (0 split)
## dlugosc < 4.965 to the left, agree=0.664, adj=0.019, (0 split)
## objetosc < 76.23154 to the left, agree=0.664, adj=0.019, (0 split)
## glebokosc_procent < 1.170091 to the right, agree=0.664, adj=0.019, (0 split)
##
## Node number 73: 192 observations, complexity param=0.00002187097
## mean=1605.115, MSE=163113
## left son=146 (16 obs) right son=147 (176 obs)
## Primary splits:
## klarownosc splits as LRRRRRRR, improve=0.16686850, (0 missing)
## gestosc < 0.006358183 to the left, improve=0.16128300, (0 missing)
## kolor splits as LLLLRRR, improve=0.11239730, (0 missing)
## karaty < 0.595 to the left, improve=0.05618049, (0 missing)
## karat2 < 0.35405 to the left, improve=0.05618049, (0 missing)
## Surrogate splits:
## glebokosc < 66 to the right, agree=0.964, adj=0.562, (0 split)
## glebokosc_mm < 3.64 to the right, agree=0.964, adj=0.562, (0 split)
## objetosc < 110.5073 to the right, agree=0.943, adj=0.313, (0 split)
## glebokosc_procent < 1.195391 to the right, agree=0.938, adj=0.250, (0 split)
##
## Node number 74: 203 observations
## mean=1391.7, MSE=75184.75
##
## Node number 75: 1081 observations, complexity param=0.00005094433
## mean=1776.941, MSE=61637.83
## left son=150 (730 obs) right son=151 (351 obs)
## Primary splits:
## objetosc < 90.24262 to the left, improve=0.2413531, (0 missing)
## dlugosc < 5.245 to the left, improve=0.2398740, (0 missing)
## karaty < 0.535 to the left, improve=0.2382295, (0 missing)
## karat2 < 0.28625 to the left, improve=0.2382295, (0 missing)
## szerokosc < 5.285 to the left, improve=0.2044187, (0 missing)
## Surrogate splits:
## karaty < 0.545 to the left, agree=0.958, adj=0.872, (0 split)
## karat2 < 0.29705 to the left, agree=0.958, adj=0.872, (0 split)
## szerokosc < 5.285 to the left, agree=0.930, adj=0.783, (0 split)
## dlugosc < 5.275 to the left, agree=0.925, adj=0.769, (0 split)
## glebokosc_mm < 3.245 to the left, agree=0.920, adj=0.752, (0 split)
##
## Node number 76: 308 observations, complexity param=0.00002056284
## mean=1946.036, MSE=95476.05
## left son=152 (38 obs) right son=153 (270 obs)
## Primary splits:
## kolor splits as LLRRRRR, improve=0.2139325, (0 missing)
## karaty < 0.545 to the left, improve=0.2086352, (0 missing)
## karat2 < 0.29705 to the left, improve=0.2086352, (0 missing)
## objetosc < 91.76685 to the left, improve=0.2032211, (0 missing)
## dlugosc < 5.265 to the left, improve=0.2027891, (0 missing)
##
## Node number 77: 196 observations, complexity param=0.00003260361
## mean=2366.276, MSE=141003.3
## left son=154 (95 obs) right son=155 (101 obs)
## Primary splits:
## dlugosc < 5.205 to the left, improve=0.3724007, (0 missing)
## szerokosc < 5.395 to the left, improve=0.3285969, (0 missing)
## objetosc < 94.06664 to the left, improve=0.3120699, (0 missing)
## karaty < 0.565 to the left, improve=0.2814658, (0 missing)
## karat2 < 0.31925 to the left, improve=0.2814658, (0 missing)
## Surrogate splits:
## szerokosc < 5.235 to the left, agree=0.964, adj=0.926, (0 split)
## objetosc < 87.78948 to the left, agree=0.939, adj=0.874, (0 split)
## karaty < 0.535 to the left, agree=0.908, adj=0.811, (0 split)
## karat2 < 0.28625 to the left, agree=0.908, adj=0.811, (0 split)
## glebokosc_mm < 3.235 to the left, agree=0.857, adj=0.705, (0 split)
##
## Node number 78: 33 observations
## mean=2731.909, MSE=302884.1
##
## Node number 79: 19 observations
## mean=3816.684, MSE=924932.7
##
## Node number 80: 541 observations, complexity param=0.00003641875
## mean=2184.368, MSE=121186.5
## left son=160 (85 obs) right son=161 (456 obs)
## Primary splits:
## objetosc < 112.2604 to the left, improve=0.1753492, (0 missing)
## karaty < 0.68 to the left, improve=0.1545760, (0 missing)
## karat2 < 0.4625 to the left, improve=0.1545760, (0 missing)
## szerokosc < 5.645 to the left, improve=0.1455145, (0 missing)
## klarownosc splits as LLRRRRRR, improve=0.1154171, (0 missing)
## Surrogate splits:
## szerokosc < 5.605 to the left, agree=0.902, adj=0.376, (0 split)
## dlugosc < 5.595 to the left, agree=0.895, adj=0.329, (0 split)
## karaty < 0.68 to the left, agree=0.891, adj=0.306, (0 split)
## karat2 < 0.4625 to the left, agree=0.891, adj=0.306, (0 split)
## gestosc < 0.00632736 to the right, agree=0.876, adj=0.212, (0 split)
##
## Node number 81: 283 observations, complexity param=0.00002084289
## mean=2554.565, MSE=123518.6
## left son=162 (100 obs) right son=163 (183 obs)
## Primary splits:
## klarownosc splits as LLRRRRRR, improve=0.18822150, (0 missing)
## glebokosc_mm < 3.435 to the left, improve=0.12958170, (0 missing)
## objetosc < 113.629 to the left, improve=0.09867657, (0 missing)
## glebokosc < 59 to the left, improve=0.09245937, (0 missing)
## szerokosc < 5.655 to the left, improve=0.08348388, (0 missing)
## Surrogate splits:
## dlugosc < 5.845 to the right, agree=0.675, adj=0.08, (0 split)
## ciecie splits as RRRRL, agree=0.668, adj=0.06, (0 split)
## glebokosc < 57.95 to the left, agree=0.654, adj=0.02, (0 split)
## objetosc < 107.9451 to the left, agree=0.650, adj=0.01, (0 split)
## gestosc < 0.005926987 to the left, agree=0.650, adj=0.01, (0 split)
##
## Node number 82: 104 observations
## mean=2398.058, MSE=176318.4
##
## Node number 83: 331 observations, complexity param=0.00005220383
## mean=2917.121, MSE=209512.6
## left son=166 (187 obs) right son=167 (144 obs)
## Primary splits:
## objetosc < 129.9715 to the left, improve=0.2376261, (0 missing)
## klarownosc splits as LLRRRRRR, improve=0.1964972, (0 missing)
## karaty < 0.815 to the left, improve=0.1934395, (0 missing)
## karat2 < 0.66425 to the left, improve=0.1934395, (0 missing)
## szerokosc < 5.985 to the left, improve=0.1890857, (0 missing)
## Surrogate splits:
## karaty < 0.795 to the left, agree=0.888, adj=0.743, (0 split)
## szerokosc < 5.945 to the left, agree=0.888, adj=0.743, (0 split)
## karat2 < 0.63205 to the left, agree=0.888, adj=0.743, (0 split)
## dlugosc < 5.965 to the left, agree=0.849, adj=0.653, (0 split)
## glebokosc_mm < 3.685 to the left, agree=0.795, adj=0.528, (0 split)
##
## Node number 84: 66 observations
## mean=2044.485, MSE=65585.13
##
## Node number 85: 383 observations, complexity param=0.00005120498
## mean=2607.966, MSE=177928.5
## left son=170 (140 obs) right son=171 (243 obs)
## Primary splits:
## objetosc < 115.9469 to the left, improve=0.2371909, (0 missing)
## szerokosc < 5.745 to the left, improve=0.2126724, (0 missing)
## karaty < 0.715 to the left, improve=0.1824225, (0 missing)
## karat2 < 0.51125 to the left, improve=0.1824225, (0 missing)
## dlugosc < 5.695 to the left, improve=0.1364479, (0 missing)
## Surrogate splits:
## karaty < 0.705 to the left, agree=0.885, adj=0.686, (0 split)
## karat2 < 0.49705 to the left, agree=0.885, adj=0.686, (0 split)
## dlugosc < 5.715 to the left, agree=0.883, adj=0.679, (0 split)
## szerokosc < 5.725 to the left, agree=0.880, adj=0.671, (0 split)
## glebokosc_mm < 3.545 to the left, agree=0.728, adj=0.257, (0 split)
##
## Node number 86: 625 observations, complexity param=0.0001128655
## mean=3041.91, MSE=281968.5
## left son=172 (493 obs) right son=173 (132 obs)
## Primary splits:
## klarownosc splits as LLLLLRRR, improve=0.20216710, (0 missing)
## szerokosc < 5.715 to the left, improve=0.11814740, (0 missing)
## objetosc < 115.0905 to the left, improve=0.11293330, (0 missing)
## karaty < 0.695 to the left, improve=0.07523458, (0 missing)
## karat2 < 0.48305 to the left, improve=0.07523458, (0 missing)
## Surrogate splits:
## dlugosc < 5.465 to the right, agree=0.792, adj=0.015, (0 split)
## szerokosc < 5.92 to the left, agree=0.792, adj=0.015, (0 split)
## gestosc < 0.00585741 to the right, agree=0.790, adj=0.008, (0 split)
##
## Node number 87: 280 observations, complexity param=0.00007959241
## mean=3607.796, MSE=376347.9
## left son=174 (229 obs) right son=175 (51 obs)
## Primary splits:
## klarownosc splits as LLLLLRRR, improve=0.23842630, (0 missing)
## szerokosc < 5.945 to the left, improve=0.11359280, (0 missing)
## objetosc < 132.1142 to the left, improve=0.10539550, (0 missing)
## karaty < 0.795 to the left, improve=0.09588883, (0 missing)
## karat2 < 0.63205 to the left, improve=0.09588883, (0 missing)
## Surrogate splits:
## karaty < 0.715 to the right, agree=0.821, adj=0.02, (0 split)
## glebokosc < 58.25 to the right, agree=0.821, adj=0.02, (0 split)
## glebokosc_mm < 3.475 to the right, agree=0.821, adj=0.02, (0 split)
## objetosc < 120.0539 to the right, agree=0.821, adj=0.02, (0 split)
## karat2 < 0.51125 to the right, agree=0.821, adj=0.02, (0 split)
##
## Node number 90: 128 observations, complexity param=0.00001467569
## mean=3325.297, MSE=169839.7
## left son=180 (31 obs) right son=181 (97 obs)
## Primary splits:
## szerokosc < 6.115 to the left, improve=0.2130980, (0 missing)
## dlugosc < 6.155 to the left, improve=0.1748550, (0 missing)
## ciecie splits as LRRRR, improve=0.1404905, (0 missing)
## objetosc < 150.0768 to the left, improve=0.1282582, (0 missing)
## kolor splits as LLRRRRR, improve=0.1053339, (0 missing)
## Surrogate splits:
## dlugosc < 6.075 to the left, agree=0.867, adj=0.452, (0 split)
## objetosc < 141.5459 to the left, agree=0.867, adj=0.452, (0 split)
## glebokosc < 63.25 to the right, agree=0.836, adj=0.323, (0 split)
## gestosc < 0.006420621 to the right, agree=0.828, adj=0.290, (0 split)
## ciecie splits as LRRRR, agree=0.812, adj=0.226, (0 split)
##
## Node number 91: 218 observations, complexity param=0.00001983694
## mean=3727.509, MSE=167129.5
## left son=182 (80 obs) right son=183 (138 obs)
## Primary splits:
## szerokosc < 6.175 to the left, improve=0.1718680, (0 missing)
## objetosc < 147.1782 to the left, improve=0.1419602, (0 missing)
## ciecie splits as LLRRR, improve=0.1300721, (0 missing)
## dlugosc < 6.075 to the left, improve=0.1081786, (0 missing)
## glebokosc < 63.35 to the right, improve=0.0794990, (0 missing)
## Surrogate splits:
## dlugosc < 6.145 to the left, agree=0.862, adj=0.625, (0 split)
## objetosc < 145.6399 to the left, agree=0.844, adj=0.575, (0 split)
## glebokosc < 62.65 to the right, agree=0.757, adj=0.338, (0 split)
## gestosc < 0.006220868 to the right, agree=0.716, adj=0.225, (0 split)
## ciecie splits as LLRRR, agree=0.711, adj=0.212, (0 split)
##
## Node number 92: 105 observations
## mean=3425.571, MSE=161572.7
##
## Node number 93: 148 observations, complexity param=0.00003067095
## mean=4068.899, MSE=272141.7
## left son=186 (54 obs) right son=187 (94 obs)
## Primary splits:
## klarownosc splits as LLLRRRRR, improve=0.24038120, (0 missing)
## szerokosc < 6.085 to the left, improve=0.16367850, (0 missing)
## dlugosc < 6.145 to the left, improve=0.11159970, (0 missing)
## glebokosc < 63.95 to the right, improve=0.09090969, (0 missing)
## objetosc < 154.4002 to the left, improve=0.08785079, (0 missing)
## Surrogate splits:
## szerokosc < 6.325 to the right, agree=0.662, adj=0.074, (0 split)
## gestosc < 0.006022684 to the left, agree=0.662, adj=0.074, (0 split)
## glebokosc < 59.05 to the left, agree=0.649, adj=0.037, (0 split)
## glebokosc_mm < 3.705 to the left, agree=0.649, adj=0.037, (0 split)
## objetosc < 141.1816 to the left, agree=0.649, adj=0.037, (0 split)
##
## Node number 94: 453 observations, complexity param=0.0001375304
## mean=4430.687, MSE=497038.6
## left son=188 (371 obs) right son=189 (82 obs)
## Primary splits:
## karaty < 0.985 to the left, improve=0.1928149, (0 missing)
## karat2 < 0.97045 to the left, improve=0.1928149, (0 missing)
## objetosc < 154.5672 to the left, improve=0.1794794, (0 missing)
## szerokosc < 6.185 to the left, improve=0.1603241, (0 missing)
## klarownosc splits as LLLRRRRR, improve=0.1321537, (0 missing)
## Surrogate splits:
## karat2 < 0.97045 to the left, agree=1.000, adj=1.000, (0 split)
## glebokosc_mm < 3.955 to the left, agree=0.923, adj=0.573, (0 split)
## gestosc < 0.00640101 to the left, agree=0.918, adj=0.549, (0 split)
## objetosc < 154.0683 to the left, agree=0.903, adj=0.463, (0 split)
## ciecie splits as RLLLL, agree=0.850, adj=0.171, (0 split)
##
## Node number 95: 81 observations, complexity param=0.0001069355
## mean=5722.272, MSE=1825836
## left son=190 (66 obs) right son=191 (15 obs)
## Primary splits:
## klarownosc splits as LLLLLLRR, improve=0.2282471, (0 missing)
## karaty < 0.955 to the left, improve=0.2145476, (0 missing)
## karat2 < 0.91205 to the left, improve=0.2145476, (0 missing)
## objetosc < 147.4308 to the left, improve=0.1954312, (0 missing)
## kolor splits as LLLLRRR, improve=0.1624333, (0 missing)
## Surrogate splits:
## szerokosc < 6.025 to the right, agree=0.840, adj=0.133, (0 split)
## czubek_a_najszerszy < 62.5 to the left, agree=0.827, adj=0.067, (0 split)
## dlugosc < 6.055 to the right, agree=0.827, adj=0.067, (0 split)
##
## Node number 96: 81 observations, complexity param=0.00004250262
## mean=3226.815, MSE=333937
## left son=192 (47 obs) right son=193 (34 obs)
## Primary splits:
## szerokosc < 6.565 to the left, improve=0.4960167, (0 missing)
## objetosc < 172.3443 to the left, improve=0.4884011, (0 missing)
## karaty < 1.065 to the left, improve=0.4724426, (0 missing)
## karat2 < 1.13425 to the left, improve=0.4724426, (0 missing)
## dlugosc < 6.615 to the left, improve=0.4384060, (0 missing)
## Surrogate splits:
## objetosc < 174.0481 to the left, agree=0.988, adj=0.971, (0 split)
## karaty < 1.055 to the left, agree=0.963, adj=0.912, (0 split)
## karat2 < 1.11305 to the left, agree=0.963, adj=0.912, (0 split)
## dlugosc < 6.535 to the left, agree=0.926, adj=0.824, (0 split)
## glebokosc_mm < 4.045 to the left, agree=0.864, adj=0.676, (0 split)
##
## Node number 97: 863 observations, complexity param=0.0001256717
## mean=4348.593, MSE=316096.8
## left son=194 (116 obs) right son=195 (747 obs)
## Primary splits:
## kolor splits as LLRRRRR, improve=0.1454241, (0 missing)
## objetosc < 168.2396 to the left, improve=0.1212060, (0 missing)
## karaty < 1.065 to the left, improve=0.1089157, (0 missing)
## karat2 < 1.13425 to the left, improve=0.1089157, (0 missing)
## szerokosc < 6.485 to the left, improve=0.1040158, (0 missing)
## Surrogate splits:
## objetosc < 191.9063 to the right, agree=0.868, adj=0.017, (0 split)
## gestosc < 0.0064703 to the right, agree=0.867, adj=0.009, (0 split)
##
## Node number 98: 151 observations, complexity param=0.00005238455
## mean=4365.139, MSE=336926.3
## left son=196 (66 obs) right son=197 (85 obs)
## Primary splits:
## objetosc < 169.2979 to the left, improve=0.3250284, (0 missing)
## karaty < 1.035 to the left, improve=0.3148084, (0 missing)
## karat2 < 1.07125 to the left, improve=0.3148084, (0 missing)
## dlugosc < 6.625 to the left, improve=0.2923983, (0 missing)
## szerokosc < 6.585 to the left, improve=0.2921956, (0 missing)
## Surrogate splits:
## karaty < 1.035 to the left, agree=0.960, adj=0.909, (0 split)
## karat2 < 1.07125 to the left, agree=0.960, adj=0.909, (0 split)
## dlugosc < 6.525 to the left, agree=0.914, adj=0.803, (0 split)
## szerokosc < 6.465 to the left, agree=0.894, adj=0.758, (0 split)
## glebokosc_mm < 4.015 to the left, agree=0.841, adj=0.636, (0 split)
##
## Node number 99: 777 observations, complexity param=0.0001337446
## mean=5191.184, MSE=409191.6
## left son=198 (513 obs) right son=199 (264 obs)
## Primary splits:
## objetosc < 171.727 to the left, improve=0.1327880, (0 missing)
## karaty < 1.055 to the left, improve=0.1207777, (0 missing)
## karat2 < 1.11305 to the left, improve=0.1207777, (0 missing)
## szerokosc < 6.615 to the left, improve=0.1192126, (0 missing)
## kolor splits as LLLLLRR, improve=0.1174667, (0 missing)
## Surrogate splits:
## karaty < 1.055 to the left, agree=0.954, adj=0.864, (0 split)
## karat2 < 1.11305 to the left, agree=0.954, adj=0.864, (0 split)
## dlugosc < 6.555 to the left, agree=0.903, adj=0.716, (0 split)
## szerokosc < 6.555 to the left, agree=0.896, adj=0.693, (0 split)
## glebokosc_mm < 4.075 to the left, agree=0.846, adj=0.545, (0 split)
##
## Node number 100: 48 observations, complexity param=0.00005981443
## mean=4063.354, MSE=873598.9
## left son=200 (24 obs) right son=201 (24 obs)
## Primary splits:
## objetosc < 210.4128 to the left, improve=0.4502800, (0 missing)
## karaty < 1.285 to the left, improve=0.4092720, (0 missing)
## karat2 < 1.65125 to the left, improve=0.4092720, (0 missing)
## glebokosc_mm < 4.345 to the left, improve=0.2787536, (0 missing)
## szerokosc < 6.88 to the left, improve=0.2780259, (0 missing)
## Surrogate splits:
## karaty < 1.285 to the left, agree=0.958, adj=0.917, (0 split)
## karat2 < 1.65125 to the left, agree=0.958, adj=0.917, (0 split)
## glebokosc_mm < 4.345 to the left, agree=0.896, adj=0.792, (0 split)
## dlugosc < 6.97 to the left, agree=0.833, adj=0.667, (0 split)
## szerokosc < 6.935 to the left, agree=0.812, adj=0.625, (0 split)
##
## Node number 101: 329 observations, complexity param=0.0003199066
## mean=5660.252, MSE=984813.7
## left son=202 (245 obs) right son=203 (84 obs)
## Primary splits:
## objetosc < 214.7356 to the left, improve=0.3116759, (0 missing)
## karaty < 1.375 to the left, improve=0.2864710, (0 missing)
## karat2 < 1.89065 to the left, improve=0.2864710, (0 missing)
## szerokosc < 7.055 to the left, improve=0.2555333, (0 missing)
## glebokosc_mm < 4.375 to the left, improve=0.2343254, (0 missing)
## Surrogate splits:
## karaty < 1.315 to the left, agree=0.957, adj=0.833, (0 split)
## karat2 < 1.72925 to the left, agree=0.957, adj=0.833, (0 split)
## szerokosc < 7.075 to the left, agree=0.939, adj=0.762, (0 split)
## dlugosc < 7.035 to the left, agree=0.933, adj=0.738, (0 split)
## glebokosc_mm < 4.375 to the left, agree=0.918, adj=0.679, (0 split)
##
## Node number 102: 293 observations, complexity param=0.0003925199
## mean=6305.157, MSE=1043763
## left son=204 (108 obs) right son=205 (185 obs)
## Primary splits:
## kolor splits as LLRRRRR, improve=0.4051559, (0 missing)
## objetosc < 205.779 to the left, improve=0.1356941, (0 missing)
## karaty < 1.285 to the left, improve=0.1133413, (0 missing)
## karat2 < 1.65125 to the left, improve=0.1133413, (0 missing)
## szerokosc < 6.925 to the left, improve=0.1092367, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 54.05 to the left, agree=0.645, adj=0.037, (0 split)
## ciecie splits as LRRRR, agree=0.642, adj=0.028, (0 split)
## glebokosc < 63.85 to the right, agree=0.642, adj=0.028, (0 split)
## dlugosc < 6.625 to the left, agree=0.642, adj=0.028, (0 split)
## szerokosc < 6.585 to the left, agree=0.642, adj=0.028, (0 split)
##
## Node number 103: 39 observations, complexity param=0.0003701759
## mean=9092.462, MSE=6183005
## left son=206 (22 obs) right son=207 (17 obs)
## Primary splits:
## kolor splits as LLLRRRR, improve=0.48458950, (0 missing)
## glebokosc_mm < 4.595 to the left, improve=0.03852964, (0 missing)
## gestosc < 0.006425044 to the left, improve=0.03245963, (0 missing)
## glebokosc_procent < 1.107759 to the right, improve=0.03154092, (0 missing)
## czubek_a_najszerszy < 57.5 to the left, improve=0.02380957, (0 missing)
## Surrogate splits:
## karaty < 1.45 to the right, agree=0.718, adj=0.353, (0 split)
## karat2 < 2.1026 to the right, agree=0.718, adj=0.353, (0 split)
## ciecie splits as LLRRR, agree=0.692, adj=0.294, (0 split)
## glebokosc_mm < 4.57 to the right, agree=0.692, adj=0.294, (0 split)
## objetosc < 230.1113 to the right, agree=0.692, adj=0.294, (0 split)
##
## Node number 104: 256 observations, complexity param=0.0001122768
## mean=5101.676, MSE=530374.4
## left son=208 (107 obs) right son=209 (149 obs)
## Primary splits:
## kolor splits as LLRRRRR, improve=0.2610343, (0 missing)
## objetosc < 165.0561 to the left, improve=0.1151655, (0 missing)
## karaty < 1.015 to the left, improve=0.1097473, (0 missing)
## karat2 < 1.03025 to the left, improve=0.1097473, (0 missing)
## szerokosc < 6.595 to the left, improve=0.1041113, (0 missing)
## Surrogate splits:
## karaty < 1.075 to the right, agree=0.617, adj=0.084, (0 split)
## szerokosc < 6.545 to the right, agree=0.617, adj=0.084, (0 split)
## karat2 < 1.15565 to the right, agree=0.617, adj=0.084, (0 split)
## dlugosc < 6.565 to the right, agree=0.613, adj=0.075, (0 split)
## objetosc < 170.443 to the right, agree=0.613, adj=0.075, (0 split)
##
## Node number 105: 287 observations, complexity param=0.0003378903
## mean=6588.836, MSE=1355276
## left son=210 (160 obs) right son=211 (127 obs)
## Primary splits:
## kolor splits as LLRRRRR, improve=0.2742181, (0 missing)
## objetosc < 216.7372 to the left, improve=0.2227310, (0 missing)
## szerokosc < 7.015 to the left, improve=0.2003365, (0 missing)
## dlugosc < 7.025 to the left, improve=0.1974386, (0 missing)
## karaty < 1.335 to the left, improve=0.1850981, (0 missing)
## Surrogate splits:
## objetosc < 198.4336 to the right, agree=0.603, adj=0.102, (0 split)
## glebokosc_procent < 1.123887 to the left, agree=0.596, adj=0.087, (0 split)
## szerokosc < 6.885 to the right, agree=0.589, adj=0.071, (0 split)
## karaty < 1.215 to the right, agree=0.585, adj=0.063, (0 split)
## karat2 < 1.47625 to the right, agree=0.585, adj=0.063, (0 split)
##
## Node number 106: 801 observations, complexity param=0.0004379333
## mean=6991.994, MSE=897244.8
## left son=212 (598 obs) right son=213 (203 obs)
## Primary splits:
## szerokosc < 6.605 to the left, improve=0.1923511, (0 missing)
## objetosc < 175.2878 to the left, improve=0.1909030, (0 missing)
## karaty < 1.055 to the left, improve=0.1900360, (0 missing)
## karat2 < 1.11305 to the left, improve=0.1900360, (0 missing)
## dlugosc < 6.575 to the left, improve=0.1563481, (0 missing)
## Surrogate splits:
## objetosc < 177.2653 to the left, agree=0.949, adj=0.798, (0 split)
## dlugosc < 6.635 to the left, agree=0.938, adj=0.754, (0 split)
## karaty < 1.085 to the left, agree=0.926, adj=0.709, (0 split)
## karat2 < 1.17725 to the left, agree=0.926, adj=0.709, (0 split)
## glebokosc_mm < 4.095 to the left, agree=0.869, adj=0.483, (0 split)
##
## Node number 107: 215 observations, complexity param=0.0004136618
## mean=9594.921, MSE=1993660
## left son=214 (194 obs) right son=215 (21 obs)
## Primary splits:
## objetosc < 223.5168 to the left, improve=0.3046392, (0 missing)
## karaty < 1.375 to the left, improve=0.2882591, (0 missing)
## karat2 < 1.89065 to the left, improve=0.2882591, (0 missing)
## dlugosc < 7.145 to the left, improve=0.2818758, (0 missing)
## glebokosc_mm < 4.425 to the left, improve=0.2802467, (0 missing)
## Surrogate splits:
## karaty < 1.355 to the left, agree=0.981, adj=0.810, (0 split)
## karat2 < 1.83605 to the left, agree=0.981, adj=0.810, (0 split)
## glebokosc_mm < 4.435 to the left, agree=0.977, adj=0.762, (0 split)
## dlugosc < 7.165 to the left, agree=0.967, adj=0.667, (0 split)
## glebokosc < 62.95 to the left, agree=0.940, adj=0.381, (0 split)
##
## Node number 108: 78 observations, complexity param=0.0001877188
## mean=6879.205, MSE=2077451
## left son=216 (52 obs) right son=217 (26 obs)
## Primary splits:
## objetosc < 197.3618 to the left, improve=0.3656895, (0 missing)
## glebokosc_mm < 4.195 to the left, improve=0.2974313, (0 missing)
## szerokosc < 6.885 to the left, improve=0.2878935, (0 missing)
## karaty < 1.045 to the left, improve=0.2817183, (0 missing)
## karat2 < 1.09205 to the left, improve=0.2817183, (0 missing)
## Surrogate splits:
## karaty < 1.215 to the left, agree=0.910, adj=0.731, (0 split)
## szerokosc < 6.885 to the left, agree=0.910, adj=0.731, (0 split)
## karat2 < 1.47625 to the left, agree=0.910, adj=0.731, (0 split)
## dlugosc < 6.87 to the left, agree=0.897, adj=0.692, (0 split)
## glebokosc_mm < 4.25 to the left, agree=0.885, adj=0.654, (0 split)
##
## Node number 109: 210 observations, complexity param=0.000695436
## mean=9115.705, MSE=2115015
## left son=218 (157 obs) right son=219 (53 obs)
## Primary splits:
## szerokosc < 6.875 to the left, improve=0.4942589, (0 missing)
## objetosc < 180.47 to the left, improve=0.4910863, (0 missing)
## dlugosc < 6.625 to the left, improve=0.4869756, (0 missing)
## karaty < 1.125 to the left, improve=0.4860882, (0 missing)
## karat2 < 1.26565 to the left, improve=0.4860882, (0 missing)
## Surrogate splits:
## objetosc < 199.5659 to the left, agree=0.962, adj=0.849, (0 split)
## dlugosc < 6.85 to the left, agree=0.948, adj=0.792, (0 split)
## karaty < 1.215 to the left, agree=0.933, adj=0.736, (0 split)
## karat2 < 1.47625 to the left, agree=0.933, adj=0.736, (0 split)
## glebokosc_mm < 4.225 to the left, agree=0.886, adj=0.547, (0 split)
##
## Node number 110: 222 observations, complexity param=0.00101251
## mean=10630.94, MSE=3311441
## left son=220 (143 obs) right son=221 (79 obs)
## Primary splits:
## karaty < 1.105 to the left, improve=0.4403886, (0 missing)
## karat2 < 1.22105 to the left, improve=0.4403886, (0 missing)
## objetosc < 181.3207 to the left, improve=0.4331815, (0 missing)
## szerokosc < 6.625 to the left, improve=0.4199635, (0 missing)
## glebokosc_mm < 4.115 to the left, improve=0.4103944, (0 missing)
## Surrogate splits:
## karat2 < 1.22105 to the left, agree=1.000, adj=1.000, (0 split)
## objetosc < 180.9001 to the left, agree=0.968, adj=0.911, (0 split)
## szerokosc < 6.695 to the left, agree=0.941, adj=0.835, (0 split)
## glebokosc_mm < 4.095 to the left, agree=0.941, adj=0.835, (0 split)
## dlugosc < 6.655 to the left, agree=0.932, adj=0.810, (0 split)
##
## Node number 111: 41 observations, complexity param=0.000432685
## mean=13650.2, MSE=7310932
## left son=222 (25 obs) right son=223 (16 obs)
## Primary splits:
## kolor splits as LLLLLLR, improve=0.45566460, (0 missing)
## glebokosc < 61.85 to the right, improve=0.13522420, (0 missing)
## dlugosc < 6.51 to the left, improve=0.12647510, (0 missing)
## objetosc < 169.3043 to the left, improve=0.08176901, (0 missing)
## karaty < 1.025 to the left, improve=0.07024695, (0 missing)
## Surrogate splits:
## ciecie splits as RRLLL, agree=0.707, adj=0.250, (0 split)
## glebokosc_mm < 4.025 to the right, agree=0.707, adj=0.250, (0 split)
## glebokosc < 63.15 to the left, agree=0.683, adj=0.188, (0 split)
## gestosc < 0.006294672 to the left, agree=0.683, adj=0.188, (0 split)
## dlugosc < 6.685 to the right, agree=0.659, adj=0.125, (0 split)
##
## Node number 112: 42 observations, complexity param=0.00008292104
## mean=5951.071, MSE=1172291
## left son=224 (22 obs) right son=225 (20 obs)
## Primary splits:
## szerokosc < 7.565 to the left, improve=0.5316307, (0 missing)
## objetosc < 265.3374 to the left, improve=0.5075139, (0 missing)
## dlugosc < 7.6 to the left, improve=0.4835464, (0 missing)
## karaty < 1.545 to the left, improve=0.4676795, (0 missing)
## karat2 < 2.38705 to the left, improve=0.4676795, (0 missing)
## Surrogate splits:
## dlugosc < 7.6 to the left, agree=0.952, adj=0.90, (0 split)
## objetosc < 265.3374 to the left, agree=0.929, adj=0.85, (0 split)
## karaty < 1.6 to the left, agree=0.881, adj=0.75, (0 split)
## glebokosc_mm < 4.645 to the left, agree=0.881, adj=0.75, (0 split)
## karat2 < 2.5625 to the left, agree=0.881, adj=0.75, (0 split)
##
## Node number 113: 338 observations, complexity param=0.000969601
## mean=8933.751, MSE=3247554
## left son=226 (274 obs) right son=227 (64 obs)
## Primary splits:
## objetosc < 278.0636 to the left, improve=0.2788368, (0 missing)
## szerokosc < 7.585 to the left, improve=0.2707265, (0 missing)
## karaty < 1.645 to the left, improve=0.2633626, (0 missing)
## karat2 < 2.70605 to the left, improve=0.2633626, (0 missing)
## dlugosc < 7.665 to the left, improve=0.2131463, (0 missing)
## Surrogate splits:
## szerokosc < 7.645 to the left, agree=0.964, adj=0.813, (0 split)
## karaty < 1.735 to the left, agree=0.962, adj=0.797, (0 split)
## karat2 < 3.01025 to the left, agree=0.962, adj=0.797, (0 split)
## dlugosc < 7.665 to the left, agree=0.950, adj=0.734, (0 split)
## glebokosc_mm < 4.765 to the left, agree=0.926, adj=0.609, (0 split)
##
## Node number 114: 212 observations, complexity param=0.0007942937
## mean=9400.83, MSE=3301134
## left son=228 (197 obs) right son=229 (15 obs)
## Primary splits:
## objetosc < 293.8468 to the left, improve=0.3582714, (0 missing)
## karaty < 1.795 to the left, improve=0.3474569, (0 missing)
## karat2 < 3.22205 to the left, improve=0.3474569, (0 missing)
## glebokosc_mm < 4.815 to the left, improve=0.3359684, (0 missing)
## szerokosc < 7.735 to the left, improve=0.3348203, (0 missing)
## Surrogate splits:
## karaty < 1.815 to the left, agree=0.995, adj=0.933, (0 split)
## karat2 < 3.29445 to the left, agree=0.995, adj=0.933, (0 split)
## glebokosc_mm < 4.86 to the left, agree=0.991, adj=0.867, (0 split)
## dlugosc < 7.805 to the left, agree=0.972, adj=0.600, (0 split)
## szerokosc < 7.755 to the left, agree=0.967, adj=0.533, (0 split)
##
## Node number 115: 198 observations, complexity param=0.0006432908
## mean=11863.16, MSE=3095469
## left son=230 (166 obs) right son=231 (32 obs)
## Primary splits:
## karaty < 1.655 to the left, improve=0.3313186, (0 missing)
## karat2 < 2.73925 to the left, improve=0.3313186, (0 missing)
## glebokosc_mm < 4.675 to the left, improve=0.3228399, (0 missing)
## objetosc < 267.4914 to the left, improve=0.3183998, (0 missing)
## szerokosc < 7.735 to the left, improve=0.2722230, (0 missing)
## Surrogate splits:
## karat2 < 2.73925 to the left, agree=1.000, adj=1.000, (0 split)
## objetosc < 270.8334 to the left, agree=0.995, adj=0.969, (0 split)
## glebokosc_mm < 4.715 to the left, agree=0.970, adj=0.813, (0 split)
## dlugosc < 7.625 to the left, agree=0.949, adj=0.688, (0 split)
## szerokosc < 7.595 to the left, agree=0.949, adj=0.688, (0 split)
##
## Node number 116: 288 observations, complexity param=0.0008865232
## mean=9934.587, MSE=2446063
## left son=232 (180 obs) right son=233 (108 obs)
## Primary splits:
## kolor splits as LLRRRRR, improve=0.39724650, (0 missing)
## objetosc < 240.1784 to the left, improve=0.10356360, (0 missing)
## dlugosc < 7.245 to the left, improve=0.08816931, (0 missing)
## glebokosc_mm < 4.395 to the left, improve=0.06485476, (0 missing)
## szerokosc < 7.295 to the left, improve=0.06107714, (0 missing)
## Surrogate splits:
## objetosc < 225.2993 to the right, agree=0.635, adj=0.028, (0 split)
## karaty < 1.35 to the right, agree=0.632, adj=0.019, (0 split)
## karat2 < 1.8226 to the right, agree=0.632, adj=0.019, (0 split)
## klarownosc splits as LLLLLLLR, agree=0.628, adj=0.009, (0 split)
## glebokosc_mm < 4.31 to the right, agree=0.628, adj=0.009, (0 split)
##
## Node number 117: 117 observations, complexity param=0.0002241321
## mean=12321.02, MSE=3432325
## left son=234 (95 obs) right son=235 (22 obs)
## Primary splits:
## glebokosc_mm < 4.795 to the left, improve=0.1761813, (0 missing)
## objetosc < 292.489 to the left, improve=0.1527119, (0 missing)
## karaty < 1.78 to the left, improve=0.1517618, (0 missing)
## karat2 < 3.1685 to the left, improve=0.1517618, (0 missing)
## glebokosc_procent < 1.052938 to the left, improve=0.1226856, (0 missing)
## Surrogate splits:
## karaty < 1.765 to the left, agree=0.983, adj=0.909, (0 split)
## karat2 < 3.11525 to the left, agree=0.983, adj=0.909, (0 split)
## objetosc < 292.489 to the left, agree=0.957, adj=0.773, (0 split)
## dlugosc < 7.835 to the left, agree=0.880, adj=0.364, (0 split)
## szerokosc < 7.845 to the left, agree=0.863, adj=0.273, (0 split)
##
## Node number 118: 239 observations, complexity param=0.0005091657
## mean=14223.63, MSE=3496678
## left son=236 (120 obs) right son=237 (119 obs)
## Primary splits:
## kolor splits as LLLLRRR, improve=0.19232500, (0 missing)
## klarownosc splits as LLLLRRRR, improve=0.16409710, (0 missing)
## glebokosc_mm < 4.395 to the left, improve=0.09686156, (0 missing)
## glebokosc_procent < 0.9818169 to the left, improve=0.06463243, (0 missing)
## glebokosc < 59.95 to the left, improve=0.04553649, (0 missing)
## Surrogate splits:
## klarownosc splits as RRRRLLLL, agree=0.590, adj=0.176, (0 split)
## objetosc < 242.5617 to the right, agree=0.586, adj=0.168, (0 split)
## gestosc < 0.006229055 to the left, agree=0.582, adj=0.160, (0 split)
## szerokosc < 7.265 to the right, agree=0.569, adj=0.134, (0 split)
## dlugosc < 7.335 to the right, agree=0.565, adj=0.126, (0 split)
##
## Node number 119: 81 observations, complexity param=0.0001712327
## mean=16452.07, MSE=4039099
## left son=238 (42 obs) right son=239 (39 obs)
## Primary splits:
## objetosc < 275.2964 to the left, improve=0.1479182, (0 missing)
## karaty < 1.685 to the left, improve=0.1392729, (0 missing)
## karat2 < 2.83925 to the left, improve=0.1392729, (0 missing)
## szerokosc < 7.605 to the left, improve=0.1360521, (0 missing)
## kolor splits as LLLLRRR, improve=0.1000345, (0 missing)
## Surrogate splits:
## szerokosc < 7.635 to the left, agree=0.914, adj=0.821, (0 split)
## karaty < 1.675 to the left, agree=0.877, adj=0.744, (0 split)
## karat2 < 2.80565 to the left, agree=0.877, adj=0.744, (0 split)
## dlugosc < 7.625 to the left, agree=0.827, adj=0.641, (0 split)
## glebokosc_mm < 4.725 to the left, agree=0.802, adj=0.590, (0 split)
##
## Node number 124: 90 observations, complexity param=0.0002135162
## mean=12860.47, MSE=3153494
## left son=248 (52 obs) right son=249 (38 obs)
## Primary splits:
## klarownosc splits as LLLRRRRR, improve=0.2374796, (0 missing)
## szerokosc < 8.125 to the left, improve=0.2075320, (0 missing)
## objetosc < 332.2258 to the left, improve=0.1535359, (0 missing)
## karaty < 2.045 to the left, improve=0.1408349, (0 missing)
## karat2 < 4.18205 to the left, improve=0.1408349, (0 missing)
## Surrogate splits:
## szerokosc < 8.125 to the left, agree=0.611, adj=0.079, (0 split)
## glebokosc_mm < 4.975 to the right, agree=0.611, adj=0.079, (0 split)
## dlugosc < 7.915 to the right, agree=0.600, adj=0.053, (0 split)
## karaty < 1.995 to the right, agree=0.589, adj=0.026, (0 split)
## ciecie splits as RLLLL, agree=0.589, adj=0.026, (0 split)
##
## Node number 125: 38 observations, complexity param=0.00008646829
## mean=15922.32, MSE=4249863
## left son=250 (22 obs) right son=251 (16 obs)
## Primary splits:
## glebokosc_mm < 5.285 to the left, improve=0.16901620, (0 missing)
## karaty < 2.41 to the left, improve=0.12243430, (0 missing)
## karat2 < 5.8082 to the left, improve=0.12243430, (0 missing)
## objetosc < 393.5074 to the left, improve=0.10715280, (0 missing)
## dlugosc < 8.605 to the left, improve=0.06087032, (0 missing)
## Surrogate splits:
## karaty < 2.46 to the left, agree=0.842, adj=0.625, (0 split)
## karat2 < 6.0517 to the left, agree=0.842, adj=0.625, (0 split)
## objetosc < 406.5164 to the left, agree=0.789, adj=0.500, (0 split)
## gestosc < 0.006220497 to the left, agree=0.737, adj=0.375, (0 split)
## glebokosc < 62.9 to the left, agree=0.711, adj=0.312, (0 split)
##
## Node number 126: 330 observations, complexity param=0.0005348176
## mean=15302.8, MSE=4913196
## left son=252 (180 obs) right son=253 (150 obs)
## Primary splits:
## kolor splits as LLLRRRR, improve=0.10638490, (0 missing)
## szerokosc < 7.975 to the left, improve=0.06083753, (0 missing)
## objetosc < 391.499 to the left, improve=0.03684181, (0 missing)
## karaty < 2.005 to the left, improve=0.03007208, (0 missing)
## karat2 < 4.02005 to the left, improve=0.03007208, (0 missing)
## Surrogate splits:
## objetosc < 333.4708 to the right, agree=0.645, adj=0.220, (0 split)
## karaty < 2.055 to the right, agree=0.636, adj=0.200, (0 split)
## dlugosc < 8.215 to the right, agree=0.636, adj=0.200, (0 split)
## karat2 < 4.22305 to the right, agree=0.636, adj=0.200, (0 split)
## szerokosc < 8.165 to the right, agree=0.621, adj=0.167, (0 split)
##
## Node number 127: 233 observations, complexity param=0.0001042103
## mean=16402.5, MSE=2959993
## left son=254 (15 obs) right son=255 (218 obs)
## Primary splits:
## glebokosc < 63.35 to the right, improve=0.04769734, (0 missing)
## kolor splits as LLRRRRR, improve=0.04493718, (0 missing)
## czubek_a_najszerszy < 58.5 to the left, improve=0.02319786, (0 missing)
## szerokosc < 7.975 to the left, improve=0.02045393, (0 missing)
## klarownosc splits as LLLRRRRR, improve=0.02045374, (0 missing)
## Surrogate splits:
## dlugosc < 7.885 to the left, agree=0.948, adj=0.2, (0 split)
##
## Node number 130: 709 observations
## mean=584.9069, MSE=13773.12
##
## Node number 131: 1731 observations, complexity param=0.00003368461
## mean=751.2109, MSE=22832.45
## left son=262 (807 obs) right son=263 (924 obs)
## Primary splits:
## kolor splits as LLLLRRR, improve=0.26903690, (0 missing)
## dlugosc < 4.445 to the left, improve=0.06970879, (0 missing)
## objetosc < 54.09691 to the left, improve=0.04915363, (0 missing)
## karaty < 0.325 to the left, improve=0.04656568, (0 missing)
## karat2 < 0.10565 to the left, improve=0.04656568, (0 missing)
## Surrogate splits:
## klarownosc splits as RRRRLLLL, agree=0.618, adj=0.181, (0 split)
## ciecie splits as RRRRL, agree=0.571, adj=0.079, (0 split)
## czubek_a_najszerszy < 57.7 to the right, agree=0.563, adj=0.062, (0 split)
## glebokosc_procent < 1.06053 to the left, agree=0.555, adj=0.045, (0 split)
## gestosc < 0.006169699 to the right, agree=0.555, adj=0.045, (0 split)
##
## Node number 134: 219 observations
## mean=754.3744, MSE=19733.19
##
## Node number 135: 576 observations
## mean=946.0938, MSE=20390.4
##
## Node number 138: 170 observations
## mean=778.1118, MSE=22387.59
##
## Node number 139: 674 observations
## mean=994.5935, MSE=19462.66
##
## Node number 144: 269 observations
## mean=1136.751, MSE=20862.81
##
## Node number 145: 517 observations, complexity param=0.00002719129
## mean=1370.899, MSE=54098.9
## left son=290 (188 obs) right son=291 (329 obs)
## Primary splits:
## kolor splits as LLLLRRR, improve=0.3068886, (0 missing)
## objetosc < 84.52716 to the left, improve=0.1609720, (0 missing)
## dlugosc < 5.175 to the left, improve=0.1461043, (0 missing)
## karaty < 0.515 to the left, improve=0.1229185, (0 missing)
## karat2 < 0.26525 to the left, improve=0.1229185, (0 missing)
## Surrogate splits:
## karaty < 0.475 to the left, agree=0.656, adj=0.053, (0 split)
## objetosc < 79.29058 to the left, agree=0.656, adj=0.053, (0 split)
## karat2 < 0.22565 to the left, agree=0.656, adj=0.053, (0 split)
## gestosc < 0.005976844 to the left, agree=0.652, adj=0.043, (0 split)
## glebokosc_procent < 1.149545 to the right, agree=0.646, adj=0.027, (0 split)
##
## Node number 146: 16 observations
## mean=1057.938, MSE=9536.684
##
## Node number 147: 176 observations, complexity param=0.00002187097
## mean=1654.858, MSE=147381.7
## left son=294 (153 obs) right son=295 (23 obs)
## Primary splits:
## gestosc < 0.006281546 to the left, improve=0.3308500, (0 missing)
## karaty < 0.685 to the left, improve=0.2400011, (0 missing)
## karat2 < 0.46945 to the left, improve=0.2400011, (0 missing)
## objetosc < 102.8636 to the left, improve=0.2215644, (0 missing)
## glebokosc_mm < 3.475 to the left, improve=0.2026842, (0 missing)
## Surrogate splits:
## karaty < 0.685 to the left, agree=0.994, adj=0.957, (0 split)
## karat2 < 0.46945 to the left, agree=0.994, adj=0.957, (0 split)
## glebokosc_mm < 3.495 to the left, agree=0.977, adj=0.826, (0 split)
## objetosc < 106.1091 to the left, agree=0.966, adj=0.739, (0 split)
## glebokosc < 63.45 to the left, agree=0.955, adj=0.652, (0 split)
##
## Node number 150: 730 observations
## mean=1692.366, MSE=35216.09
##
## Node number 151: 351 observations, complexity param=0.00001679537
## mean=1952.838, MSE=70772.85
## left son=302 (272 obs) right son=303 (79 obs)
## Primary splits:
## karaty < 0.595 to the left, improve=0.2134253, (0 missing)
## karat2 < 0.35405 to the left, improve=0.2134253, (0 missing)
## dlugosc < 5.405 to the left, improve=0.1895522, (0 missing)
## objetosc < 97.1346 to the left, improve=0.1854936, (0 missing)
## glebokosc_mm < 3.345 to the left, improve=0.1462839, (0 missing)
## Surrogate splits:
## karat2 < 0.35405 to the left, agree=1.000, adj=1.000, (0 split)
## objetosc < 97.37397 to the left, agree=0.949, adj=0.772, (0 split)
## glebokosc_mm < 3.325 to the left, agree=0.920, adj=0.646, (0 split)
## dlugosc < 5.425 to the left, agree=0.906, adj=0.582, (0 split)
## szerokosc < 5.425 to the left, agree=0.897, adj=0.544, (0 split)
##
## Node number 152: 38 observations
## mean=1565.079, MSE=61177.6
##
## Node number 153: 270 observations, complexity param=0.00002056284
## mean=1999.652, MSE=77003.12
## left son=306 (178 obs) right son=307 (92 obs)
## Primary splits:
## karaty < 0.545 to the left, improve=0.3218249, (0 missing)
## karat2 < 0.29705 to the left, improve=0.3218249, (0 missing)
## objetosc < 89.85603 to the left, improve=0.3030787, (0 missing)
## glebokosc_mm < 3.265 to the left, improve=0.3002546, (0 missing)
## dlugosc < 5.265 to the left, improve=0.2896664, (0 missing)
## Surrogate splits:
## karat2 < 0.29705 to the left, agree=1.000, adj=1.000, (0 split)
## objetosc < 90.08208 to the left, agree=0.974, adj=0.924, (0 split)
## glebokosc_mm < 3.245 to the left, agree=0.937, adj=0.815, (0 split)
## szerokosc < 5.275 to the left, agree=0.926, adj=0.783, (0 split)
## dlugosc < 5.265 to the left, agree=0.919, adj=0.761, (0 split)
##
## Node number 154: 95 observations
## mean=2130, MSE=42267.85
##
## Node number 155: 101 observations
## mean=2588.515, MSE=131973.1
##
## Node number 160: 85 observations
## mean=1846.729, MSE=125731.3
##
## Node number 161: 456 observations, complexity param=0.00001990871
## mean=2247.305, MSE=95128.28
## left son=322 (172 obs) right son=323 (284 obs)
## Primary splits:
## kolor splits as LLLRRRR, improve=0.14487680, (0 missing)
## klarownosc splits as LLRRRRRR, improve=0.12325680, (0 missing)
## ciecie splits as LLRRR, improve=0.04857633, (0 missing)
## szerokosc < 5.675 to the left, improve=0.04813048, (0 missing)
## objetosc < 115.8042 to the left, improve=0.04763966, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 62.5 to the right, agree=0.636, adj=0.035, (0 split)
## gestosc < 0.006263607 to the right, agree=0.634, adj=0.029, (0 split)
## karaty < 0.755 to the right, agree=0.629, adj=0.017, (0 split)
## karat2 < 0.57005 to the right, agree=0.629, adj=0.017, (0 split)
## glebokosc_mm < 3.655 to the right, agree=0.627, adj=0.012, (0 split)
##
## Node number 162: 100 observations
## mean=2348.3, MSE=77714.07
##
## Node number 163: 183 observations
## mean=2667.279, MSE=112595.2
##
## Node number 166: 187 observations, complexity param=0.00002849483
## mean=2721.321, MSE=140548.1
## left son=332 (73 obs) right son=333 (114 obs)
## Primary splits:
## klarownosc splits as LLRRRRRR, improve=0.34223910, (0 missing)
## kolor splits as LLLLLRR, improve=0.15821620, (0 missing)
## ciecie splits as LLRRR, improve=0.08534265, (0 missing)
## glebokosc < 63.65 to the right, improve=0.08132892, (0 missing)
## szerokosc < 5.845 to the left, improve=0.06999045, (0 missing)
## Surrogate splits:
## ciecie splits as LLRRR, agree=0.679, adj=0.178, (0 split)
## glebokosc < 63.25 to the right, agree=0.674, adj=0.164, (0 split)
## glebokosc_mm < 3.685 to the right, agree=0.674, adj=0.164, (0 split)
## gestosc < 0.006187455 to the right, agree=0.658, adj=0.123, (0 split)
## karaty < 0.795 to the right, agree=0.642, adj=0.082, (0 split)
##
## Node number 167: 144 observations, complexity param=0.00001810568
## mean=3171.389, MSE=184632.9
## left son=334 (61 obs) right son=335 (83 obs)
## Primary splits:
## klarownosc splits as LLRRRRRR, improve=0.2149678, (0 missing)
## kolor splits as LLLLLRR, improve=0.1212184, (0 missing)
## objetosc < 137.0028 to the left, improve=0.1177822, (0 missing)
## karaty < 0.845 to the left, improve=0.1137327, (0 missing)
## karat2 < 0.71405 to the left, improve=0.1137327, (0 missing)
## Surrogate splits:
## glebokosc < 60.25 to the left, agree=0.611, adj=0.082, (0 split)
## czubek_a_najszerszy < 58.5 to the right, agree=0.611, adj=0.082, (0 split)
## dlugosc < 6.065 to the right, agree=0.604, adj=0.066, (0 split)
## glebokosc_procent < 1.048729 to the left, agree=0.604, adj=0.066, (0 split)
## glebokosc_mm < 3.655 to the left, agree=0.597, adj=0.049, (0 split)
##
## Node number 170: 140 observations
## mean=2337.314, MSE=111175.7
##
## Node number 171: 243 observations, complexity param=0.00001999967
## mean=2763.897, MSE=149869.3
## left son=342 (137 obs) right son=343 (106 obs)
## Primary splits:
## kolor splits as LLRRRRR, improve=0.17335400, (0 missing)
## objetosc < 124.8847 to the left, improve=0.11249080, (0 missing)
## szerokosc < 5.875 to the left, improve=0.10594750, (0 missing)
## dlugosc < 5.905 to the left, improve=0.08706663, (0 missing)
## karaty < 0.735 to the left, improve=0.08511381, (0 missing)
## Surrogate splits:
## klarownosc splits as LLLLLLRR, agree=0.601, adj=0.085, (0 split)
## objetosc < 117.1025 to the right, agree=0.588, adj=0.057, (0 split)
## glebokosc < 59.25 to the right, agree=0.580, adj=0.038, (0 split)
## szerokosc < 5.825 to the right, agree=0.576, adj=0.028, (0 split)
## glebokosc_mm < 3.595 to the right, agree=0.576, adj=0.028, (0 split)
##
## Node number 172: 493 observations, complexity param=0.00006316686
## mean=2918.367, MSE=190049.9
## left son=344 (40 obs) right son=345 (453 obs)
## Primary splits:
## karaty < 0.695 to the left, improve=0.2128163, (0 missing)
## karat2 < 0.48305 to the left, improve=0.2128163, (0 missing)
## objetosc < 115.0905 to the left, improve=0.2004467, (0 missing)
## szerokosc < 5.705 to the left, improve=0.1777945, (0 missing)
## glebokosc_mm < 3.465 to the left, improve=0.1581296, (0 missing)
## Surrogate splits:
## karat2 < 0.48305 to the left, agree=1.000, adj=1.000, (0 split)
## objetosc < 107.9367 to the left, agree=0.972, adj=0.650, (0 split)
## glebokosc_mm < 3.415 to the left, agree=0.955, adj=0.450, (0 split)
## dlugosc < 5.565 to the left, agree=0.937, adj=0.225, (0 split)
## szerokosc < 5.575 to the left, agree=0.923, adj=0.050, (0 split)
##
## Node number 173: 132 observations, complexity param=0.00002963271
## mean=3503.326, MSE=355362
## left son=346 (87 obs) right son=347 (45 obs)
## Primary splits:
## kolor splits as LLLLLRR, improve=0.19941440, (0 missing)
## szerokosc < 5.675 to the left, improve=0.13234770, (0 missing)
## objetosc < 113.024 to the left, improve=0.11756190, (0 missing)
## klarownosc splits as LLLLLLRR, improve=0.09286845, (0 missing)
## dlugosc < 5.645 to the left, improve=0.08156780, (0 missing)
## Surrogate splits:
## karaty < 0.665 to the right, agree=0.689, adj=0.089, (0 split)
## objetosc < 109.0601 to the right, agree=0.689, adj=0.089, (0 split)
## karat2 < 0.44225 to the right, agree=0.689, adj=0.089, (0 split)
## glebokosc_mm < 3.33 to the right, agree=0.674, adj=0.044, (0 split)
## dlugosc < 5.525 to the right, agree=0.667, adj=0.022, (0 split)
##
## Node number 174: 229 observations, complexity param=0.00003126231
## mean=3466.432, MSE=205382
## left son=348 (129 obs) right son=349 (100 obs)
## Primary splits:
## karaty < 0.775 to the left, improve=0.2098231, (0 missing)
## karat2 < 0.60065 to the left, improve=0.2098231, (0 missing)
## szerokosc < 5.945 to the left, improve=0.2016944, (0 missing)
## objetosc < 129.1767 to the left, improve=0.2010492, (0 missing)
## glebokosc_mm < 3.645 to the left, improve=0.1768350, (0 missing)
## Surrogate splits:
## karat2 < 0.60065 to the left, agree=1.000, adj=1.00, (0 split)
## objetosc < 126.4347 to the left, agree=0.917, adj=0.81, (0 split)
## glebokosc_mm < 3.645 to the left, agree=0.865, adj=0.69, (0 split)
## szerokosc < 5.905 to the left, agree=0.812, adj=0.57, (0 split)
## dlugosc < 5.895 to the left, agree=0.808, adj=0.56, (0 split)
##
## Node number 175: 51 observations, complexity param=0.00002480532
## mean=4242.549, MSE=651375.9
## left son=350 (17 obs) right son=351 (34 obs)
## Primary splits:
## kolor splits as LLLLRRR, improve=0.2357073, (0 missing)
## karaty < 0.765 to the left, improve=0.1651993, (0 missing)
## karat2 < 0.58525 to the left, improve=0.1651993, (0 missing)
## dlugosc < 5.905 to the left, improve=0.1284903, (0 missing)
## objetosc < 123.4201 to the left, improve=0.1130957, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.10625 to the right, agree=0.725, adj=0.176, (0 split)
## gestosc < 0.005977213 to the left, agree=0.706, adj=0.118, (0 split)
## czubek_a_najszerszy < 54.5 to the left, agree=0.686, adj=0.059, (0 split)
## dlugosc < 5.815 to the left, agree=0.686, adj=0.059, (0 split)
##
## Node number 180: 31 observations
## mean=2988.774, MSE=120592.5
##
## Node number 181: 97 observations
## mean=3432.845, MSE=137819.4
##
## Node number 182: 80 observations
## mean=3504.912, MSE=109259.1
##
## Node number 183: 138 observations
## mean=3856.551, MSE=155301.7
##
## Node number 186: 54 observations, complexity param=0.00001741486
## mean=3731.444, MSE=242127.8
## left son=372 (21 obs) right son=373 (33 obs)
## Primary splits:
## szerokosc < 6.175 to the left, improve=0.4204475, (0 missing)
## dlugosc < 6.135 to the left, improve=0.2740593, (0 missing)
## karaty < 0.925 to the left, improve=0.2570980, (0 missing)
## karat2 < 0.85565 to the left, improve=0.2570980, (0 missing)
## objetosc < 145.4599 to the left, improve=0.2320004, (0 missing)
## Surrogate splits:
## dlugosc < 6.135 to the left, agree=0.889, adj=0.714, (0 split)
## objetosc < 145.9925 to the left, agree=0.852, adj=0.619, (0 split)
## glebokosc < 62.75 to the right, agree=0.778, adj=0.429, (0 split)
## gestosc < 0.006215421 to the right, agree=0.722, adj=0.286, (0 split)
## karaty < 0.915 to the left, agree=0.685, adj=0.190, (0 split)
##
## Node number 187: 94 observations
## mean=4262.755, MSE=186385.6
##
## Node number 188: 371 observations, complexity param=0.00004545559
## mean=4285.146, MSE=265404.4
## left son=376 (126 obs) right son=377 (245 obs)
## Primary splits:
## szerokosc < 6.145 to the left, improve=0.14572540, (0 missing)
## objetosc < 145.6988 to the left, improve=0.12466880, (0 missing)
## dlugosc < 6.105 to the left, improve=0.12255190, (0 missing)
## glebokosc < 63.05 to the right, improve=0.11855790, (0 missing)
## kolor splits as LLLLLRR, improve=0.09906536, (0 missing)
## Surrogate splits:
## objetosc < 144.7358 to the left, agree=0.814, adj=0.452, (0 split)
## dlugosc < 6.105 to the left, agree=0.801, adj=0.413, (0 split)
## gestosc < 0.006233702 to the right, agree=0.787, adj=0.373, (0 split)
## glebokosc < 63.25 to the right, agree=0.776, adj=0.341, (0 split)
## ciecie splits as LLRRR, agree=0.712, adj=0.151, (0 split)
##
## Node number 189: 82 observations, complexity param=0.00009547661
## mean=5089.171, MSE=1015604
## left son=378 (53 obs) right son=379 (29 obs)
## Primary splits:
## klarownosc splits as LLLRRRRR, improve=0.3619001, (0 missing)
## ciecie splits as LRRRR, improve=0.1468169, (0 missing)
## szerokosc < 6.185 to the left, improve=0.1427684, (0 missing)
## objetosc < 155.4957 to the left, improve=0.1188194, (0 missing)
## glebokosc < 65.65 to the right, improve=0.1091748, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.120345 to the left, agree=0.695, adj=0.138, (0 split)
## gestosc < 0.006355945 to the right, agree=0.695, adj=0.138, (0 split)
## objetosc < 157.333 to the left, agree=0.683, adj=0.103, (0 split)
## czubek_a_najszerszy < 56.5 to the right, agree=0.671, adj=0.069, (0 split)
## glebokosc_mm < 4.12 to the left, agree=0.671, adj=0.069, (0 split)
##
## Node number 190: 66 observations, complexity param=0.00006470224
## mean=5414.515, MSE=969132.7
## left son=380 (51 obs) right son=381 (15 obs)
## Primary splits:
## karaty < 0.94 to the left, improve=0.3193171, (0 missing)
## karat2 < 0.8837 to the left, improve=0.3193171, (0 missing)
## objetosc < 148.5154 to the left, improve=0.3070863, (0 missing)
## dlugosc < 6.185 to the left, improve=0.2514380, (0 missing)
## szerokosc < 6.145 to the left, improve=0.2430659, (0 missing)
## Surrogate splits:
## karat2 < 0.8837 to the left, agree=1.000, adj=1.000, (0 split)
## objetosc < 150.6794 to the left, agree=0.985, adj=0.933, (0 split)
## dlugosc < 6.255 to the left, agree=0.879, adj=0.467, (0 split)
## glebokosc_mm < 3.955 to the left, agree=0.879, adj=0.467, (0 split)
## gestosc < 0.006345132 to the left, agree=0.879, adj=0.467, (0 split)
##
## Node number 191: 15 observations
## mean=7076.4, MSE=3344924
##
## Node number 192: 47 observations
## mean=2880.66, MSE=223590.9
##
## Node number 193: 34 observations
## mean=3705.324, MSE=91865.22
##
## Node number 194: 116 observations, complexity param=0.00003913961
## mean=3804.517, MSE=262160.6
## left son=388 (74 obs) right son=389 (42 obs)
## Primary splits:
## karaty < 1.085 to the left, improve=0.4062760, (0 missing)
## karat2 < 1.17725 to the left, improve=0.4062760, (0 missing)
## objetosc < 175.353 to the left, improve=0.4042331, (0 missing)
## glebokosc_mm < 4.115 to the left, improve=0.3092493, (0 missing)
## szerokosc < 6.695 to the left, improve=0.3065471, (0 missing)
## Surrogate splits:
## karat2 < 1.17725 to the left, agree=1.000, adj=1.000, (0 split)
## objetosc < 175.353 to the left, agree=0.991, adj=0.976, (0 split)
## glebokosc_mm < 4.065 to the left, agree=0.905, adj=0.738, (0 split)
## dlugosc < 6.575 to the left, agree=0.879, adj=0.667, (0 split)
## szerokosc < 6.605 to the left, agree=0.879, adj=0.667, (0 split)
##
## Node number 195: 747 observations, complexity param=0.00008752854
## mean=4433.082, MSE=271366
## left son=390 (395 obs) right son=391 (352 obs)
## Primary splits:
## objetosc < 168.8051 to the left, improve=0.1363024, (0 missing)
## szerokosc < 6.595 to the left, improve=0.1226199, (0 missing)
## karaty < 1.065 to the left, improve=0.1160435, (0 missing)
## karat2 < 1.13425 to the left, improve=0.1160435, (0 missing)
## ciecie splits as LLRRR, improve=0.1054463, (0 missing)
## Surrogate splits:
## karaty < 1.035 to the left, agree=0.908, adj=0.804, (0 split)
## karat2 < 1.07125 to the left, agree=0.908, adj=0.804, (0 split)
## dlugosc < 6.485 to the left, agree=0.870, adj=0.724, (0 split)
## szerokosc < 6.515 to the left, agree=0.866, adj=0.716, (0 split)
## glebokosc_mm < 4.035 to the left, agree=0.764, adj=0.500, (0 split)
##
## Node number 196: 66 observations
## mean=3989.591, MSE=185924.2
##
## Node number 197: 85 observations, complexity param=0.00001690919
## mean=4656.741, MSE=259632.6
## left son=394 (62 obs) right son=395 (23 obs)
## Primary splits:
## objetosc < 186.5343 to the left, improve=0.2418659, (0 missing)
## szerokosc < 6.675 to the left, improve=0.1823708, (0 missing)
## karaty < 1.135 to the left, improve=0.1722512, (0 missing)
## karat2 < 1.28825 to the left, improve=0.1722512, (0 missing)
## dlugosc < 6.695 to the left, improve=0.1693636, (0 missing)
## Surrogate splits:
## karaty < 1.135 to the left, agree=0.941, adj=0.783, (0 split)
## karat2 < 1.28825 to the left, agree=0.941, adj=0.783, (0 split)
## dlugosc < 6.705 to the left, agree=0.894, adj=0.609, (0 split)
## szerokosc < 6.685 to the left, agree=0.882, adj=0.565, (0 split)
## glebokosc_mm < 4.145 to the left, agree=0.847, adj=0.435, (0 split)
##
## Node number 198: 513 observations, complexity param=0.00009897837
## mean=5023.965, MSE=302727.1
## left son=396 (218 obs) right son=397 (295 obs)
## Primary splits:
## kolor splits as LLLLRRR, improve=0.20118780, (0 missing)
## glebokosc_procent < 1.142727 to the right, improve=0.05632187, (0 missing)
## ciecie splits as LLRRR, improve=0.05164582, (0 missing)
## szerokosc < 6.375 to the left, improve=0.04791481, (0 missing)
## glebokosc < 64.15 to the right, improve=0.04530827, (0 missing)
## Surrogate splits:
## gestosc < 0.006090867 to the left, agree=0.602, adj=0.064, (0 split)
## objetosc < 165.2956 to the right, agree=0.598, adj=0.055, (0 split)
## dlugosc < 6.445 to the right, agree=0.589, adj=0.032, (0 split)
## karaty < 1.015 to the right, agree=0.585, adj=0.023, (0 split)
## glebokosc_procent < 1.158038 to the right, agree=0.585, adj=0.023, (0 split)
##
## Node number 199: 264 observations, complexity param=0.00008033564
## mean=5516.121, MSE=456151.5
## left son=398 (165 obs) right son=399 (99 obs)
## Primary splits:
## kolor splits as LLLLRRR, improve=0.21058400, (0 missing)
## czubek_a_najszerszy < 57.75 to the right, improve=0.10773150, (0 missing)
## glebokosc_procent < 1.074788 to the left, improve=0.08120158, (0 missing)
## objetosc < 191.3859 to the left, improve=0.06932902, (0 missing)
## szerokosc < 6.615 to the left, improve=0.06333959, (0 missing)
## Surrogate splits:
## karaty < 1.065 to the right, agree=0.663, adj=0.101, (0 split)
## karat2 < 1.13425 to the right, agree=0.663, adj=0.101, (0 split)
## objetosc < 174.4728 to the right, agree=0.644, adj=0.051, (0 split)
## glebokosc_mm < 3.995 to the right, agree=0.640, adj=0.040, (0 split)
## glebokosc_procent < 1.15229 to the left, agree=0.640, adj=0.040, (0 split)
##
## Node number 200: 24 observations
## mean=3436.167, MSE=349537
##
## Node number 201: 24 observations
## mean=4690.542, MSE=610932.6
##
## Node number 202: 245 observations, complexity param=0.00008707552
## mean=5335.849, MSE=563825.6
## left son=404 (64 obs) right son=405 (181 obs)
## Primary splits:
## kolor splits as LLRRRRR, improve=0.19898270, (0 missing)
## glebokosc < 63.45 to the right, improve=0.08711575, (0 missing)
## ciecie splits as LLRRR, improve=0.08672535, (0 missing)
## gestosc < 0.006222485 to the right, improve=0.04116073, (0 missing)
## objetosc < 207.2326 to the left, improve=0.03525809, (0 missing)
## Surrogate splits:
## glebokosc < 65.8 to the right, agree=0.747, adj=0.031, (0 split)
## glebokosc_procent < 1.155455 to the right, agree=0.747, adj=0.031, (0 split)
## karaty < 1.345 to the right, agree=0.743, adj=0.016, (0 split)
## glebokosc_mm < 4.42 to the right, agree=0.743, adj=0.016, (0 split)
## objetosc < 213.9042 to the right, agree=0.743, adj=0.016, (0 split)
##
## Node number 203: 84 observations, complexity param=0.00005377048
## mean=6606.429, MSE=1010504
## left son=406 (18 obs) right son=407 (66 obs)
## Primary splits:
## kolor splits as LLRRRRR, improve=0.19996630, (0 missing)
## karaty < 1.375 to the left, improve=0.12582850, (0 missing)
## karat2 < 1.89065 to the left, improve=0.12582850, (0 missing)
## objetosc < 222.157 to the left, improve=0.11024210, (0 missing)
## glebokosc_mm < 4.565 to the left, improve=0.08923224, (0 missing)
## Surrogate splits:
## dlugosc < 7.005 to the left, agree=0.798, adj=0.056, (0 split)
##
## Node number 204: 108 observations, complexity param=0.00004716252
## mean=5454.046, MSE=465103.5
## left son=408 (88 obs) right son=409 (20 obs)
## Primary splits:
## karaty < 1.285 to the left, improve=0.2963833, (0 missing)
## karat2 < 1.65125 to the left, improve=0.2963833, (0 missing)
## objetosc < 205.8287 to the left, improve=0.2400553, (0 missing)
## szerokosc < 6.915 to the left, improve=0.2097415, (0 missing)
## glebokosc_mm < 4.295 to the left, improve=0.1979201, (0 missing)
## Surrogate splits:
## karat2 < 1.65125 to the left, agree=1.000, adj=1.00, (0 split)
## objetosc < 210.4363 to the left, agree=0.972, adj=0.85, (0 split)
## glebokosc_mm < 4.325 to the left, agree=0.954, adj=0.75, (0 split)
## szerokosc < 6.975 to the left, agree=0.917, adj=0.55, (0 split)
## dlugosc < 6.975 to the left, agree=0.907, adj=0.50, (0 split)
##
## Node number 205: 185 observations, complexity param=0.00009438116
## mean=6802.022, MSE=711813.9
## left son=410 (121 obs) right son=411 (64 obs)
## Primary splits:
## karaty < 1.245 to the left, improve=0.2262440, (0 missing)
## karat2 < 1.55005 to the left, improve=0.2262440, (0 missing)
## objetosc < 203.5018 to the left, improve=0.2149437, (0 missing)
## szerokosc < 6.785 to the left, improve=0.1747951, (0 missing)
## dlugosc < 6.815 to the left, improve=0.1365166, (0 missing)
## Surrogate splits:
## karat2 < 1.55005 to the left, agree=1.000, adj=1.000, (0 split)
## objetosc < 206.1981 to the left, agree=0.924, adj=0.781, (0 split)
## dlugosc < 6.955 to the left, agree=0.849, adj=0.562, (0 split)
## glebokosc_mm < 4.295 to the left, agree=0.849, adj=0.562, (0 split)
## szerokosc < 6.945 to the left, agree=0.832, adj=0.516, (0 split)
##
## Node number 206: 22 observations
## mean=7570.864, MSE=950067.6
##
## Node number 207: 17 observations
## mean=11061.59, MSE=6081362
##
## Node number 208: 107 observations, complexity param=0.00002983313
## mean=4662.598, MSE=409125.7
## left son=416 (48 obs) right son=417 (59 obs)
## Primary splits:
## czubek_a_najszerszy < 57.5 to the right, improve=0.2151237, (0 missing)
## objetosc < 166.2469 to the left, improve=0.2095528, (0 missing)
## glebokosc_mm < 3.995 to the left, improve=0.1989847, (0 missing)
## szerokosc < 6.495 to the left, improve=0.1729565, (0 missing)
## glebokosc_procent < 1.04699 to the left, improve=0.1716055, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.071495 to the left, agree=0.916, adj=0.812, (0 split)
## glebokosc < 61.15 to the left, agree=0.729, adj=0.396, (0 split)
## ciecie splits as RRRRL, agree=0.701, adj=0.333, (0 split)
## glebokosc_mm < 3.945 to the left, agree=0.701, adj=0.333, (0 split)
## gestosc < 0.006221659 to the right, agree=0.664, adj=0.250, (0 split)
##
## Node number 209: 149 observations, complexity param=0.00005474397
## mean=5416.987, MSE=379578.8
## left son=418 (103 obs) right son=419 (46 obs)
## Primary splits:
## objetosc < 172.0351 to the left, improve=0.3055470, (0 missing)
## karaty < 1.035 to the left, improve=0.2801314, (0 missing)
## karat2 < 1.07125 to the left, improve=0.2801314, (0 missing)
## szerokosc < 6.505 to the left, improve=0.2794877, (0 missing)
## dlugosc < 6.555 to the left, improve=0.2712492, (0 missing)
## Surrogate splits:
## szerokosc < 6.515 to the left, agree=0.960, adj=0.870, (0 split)
## dlugosc < 6.555 to the left, agree=0.933, adj=0.783, (0 split)
## karaty < 1.055 to the left, agree=0.919, adj=0.739, (0 split)
## karat2 < 1.11305 to the left, agree=0.919, adj=0.739, (0 split)
## glebokosc_mm < 4.065 to the left, agree=0.852, adj=0.522, (0 split)
##
## Node number 210: 160 observations, complexity param=0.0001416696
## mean=6045.706, MSE=882456.7
## left son=420 (127 obs) right son=421 (33 obs)
## Primary splits:
## szerokosc < 7.045 to the left, improve=0.3167331, (0 missing)
## dlugosc < 7.115 to the left, improve=0.2990029, (0 missing)
## objetosc < 210.1202 to the left, improve=0.2947157, (0 missing)
## karaty < 1.305 to the left, improve=0.2565324, (0 missing)
## karat2 < 1.70305 to the left, improve=0.2565324, (0 missing)
## Surrogate splits:
## objetosc < 215.0139 to the left, agree=0.963, adj=0.818, (0 split)
## dlugosc < 7.08 to the left, agree=0.944, adj=0.727, (0 split)
## karaty < 1.335 to the left, agree=0.919, adj=0.606, (0 split)
## karat2 < 1.78225 to the left, agree=0.919, adj=0.606, (0 split)
## glebokosc_mm < 4.365 to the left, agree=0.887, adj=0.455, (0 split)
##
## Node number 211: 127 observations, complexity param=0.0001539565
## mean=7273.094, MSE=1111104
## left son=422 (106 obs) right son=423 (21 obs)
## Primary splits:
## szerokosc < 7.035 to the left, improve=0.3444054, (0 missing)
## objetosc < 219.1732 to the left, improve=0.3321660, (0 missing)
## dlugosc < 7.095 to the left, improve=0.2853749, (0 missing)
## karaty < 1.305 to the left, improve=0.2736804, (0 missing)
## karat2 < 1.70305 to the left, improve=0.2736804, (0 missing)
## Surrogate splits:
## objetosc < 217.1706 to the left, agree=0.961, adj=0.762, (0 split)
## dlugosc < 7.075 to the left, agree=0.937, adj=0.619, (0 split)
## karaty < 1.325 to the left, agree=0.929, adj=0.571, (0 split)
## karat2 < 1.75565 to the left, agree=0.929, adj=0.571, (0 split)
## glebokosc_mm < 4.345 to the left, agree=0.898, adj=0.381, (0 split)
##
## Node number 212: 598 observations, complexity param=0.0002456943
## mean=6749.946, MSE=629523.9
## left son=424 (379 obs) right son=425 (219 obs)
## Primary splits:
## klarownosc splits as LLLLRRRR, improve=0.20602110, (0 missing)
## kolor splits as LLLLRRR, improve=0.15199960, (0 missing)
## objetosc < 166.0427 to the left, improve=0.09894952, (0 missing)
## szerokosc < 6.285 to the left, improve=0.07324262, (0 missing)
## karaty < 1.015 to the left, improve=0.06536647, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.148636 to the left, agree=0.649, adj=0.041, (0 split)
## glebokosc < 63.55 to the left, agree=0.642, adj=0.023, (0 split)
## gestosc < 0.006342761 to the left, agree=0.642, adj=0.023, (0 split)
## dlugosc < 6.26 to the right, agree=0.640, adj=0.018, (0 split)
## czubek_a_najszerszy < 62.5 to the left, agree=0.639, adj=0.014, (0 split)
##
## Node number 213: 203 observations, complexity param=0.00008592397
## mean=7705.02, MSE=1004908
## left son=426 (97 obs) right son=427 (106 obs)
## Primary splits:
## kolor splits as LLLLRRR, improve=0.13296030, (0 missing)
## glebokosc < 59.75 to the left, improve=0.11036430, (0 missing)
## glebokosc_mm < 4.045 to the left, improve=0.10174790, (0 missing)
## karaty < 1.055 to the left, improve=0.07976423, (0 missing)
## karat2 < 1.11305 to the left, improve=0.07976423, (0 missing)
## Surrogate splits:
## objetosc < 184.8047 to the right, agree=0.596, adj=0.155, (0 split)
## szerokosc < 6.715 to the right, agree=0.586, adj=0.134, (0 split)
## glebokosc_mm < 4.145 to the right, agree=0.586, adj=0.134, (0 split)
## klarownosc splits as RRRRLLLL, agree=0.581, adj=0.124, (0 split)
## glebokosc < 62.15 to the right, agree=0.581, adj=0.124, (0 split)
##
## Node number 214: 194 observations, complexity param=0.0001321875
## mean=9338.515, MSE=1194924
## left son=428 (102 obs) right son=429 (92 obs)
## Primary splits:
## objetosc < 204.5336 to the left, improve=0.1800025, (0 missing)
## karaty < 1.275 to the left, improve=0.1380170, (0 missing)
## karat2 < 1.62565 to the left, improve=0.1380170, (0 missing)
## szerokosc < 6.975 to the left, improve=0.1208239, (0 missing)
## kolor splits as LLLLRRR, improve=0.1083410, (0 missing)
## Surrogate splits:
## karaty < 1.245 to the left, agree=0.881, adj=0.750, (0 split)
## karat2 < 1.55005 to the left, agree=0.881, adj=0.750, (0 split)
## szerokosc < 6.945 to the left, agree=0.871, adj=0.728, (0 split)
## dlugosc < 6.945 to the left, agree=0.866, adj=0.717, (0 split)
## glebokosc_mm < 4.275 to the left, agree=0.789, adj=0.554, (0 split)
##
## Node number 215: 21 observations
## mean=11963.62, MSE=3154388
##
## Node number 216: 52 observations, complexity param=0.00006244361
## mean=6262.885, MSE=1317679
## left son=432 (20 obs) right son=433 (32 obs)
## Primary splits:
## glebokosc_procent < 1.070175 to the left, improve=0.2876771, (0 missing)
## czubek_a_najszerszy < 58.5 to the right, improve=0.2531800, (0 missing)
## gestosc < 0.00617323 to the right, improve=0.2393870, (0 missing)
## objetosc < 170.2983 to the left, improve=0.2363921, (0 missing)
## karaty < 1.045 to the left, improve=0.2339863, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 57.4 to the right, agree=0.923, adj=0.80, (0 split)
## glebokosc < 60.5 to the left, agree=0.827, adj=0.55, (0 split)
## glebokosc_mm < 3.995 to the left, agree=0.827, adj=0.55, (0 split)
## ciecie splits as RRRRL, agree=0.769, adj=0.40, (0 split)
## karaty < 1.015 to the left, agree=0.750, adj=0.35, (0 split)
##
## Node number 217: 26 observations
## mean=8111.846, MSE=1317889
##
## Node number 218: 157 observations, complexity param=0.0002394016
## mean=8521.656, MSE=982369.9
## left son=436 (61 obs) right son=437 (96 obs)
## Primary splits:
## objetosc < 168.2663 to the left, improve=0.4899845, (0 missing)
## karaty < 1.025 to the left, improve=0.4718386, (0 missing)
## karat2 < 1.05065 to the left, improve=0.4718386, (0 missing)
## dlugosc < 6.595 to the left, improve=0.4340874, (0 missing)
## szerokosc < 6.57 to the left, improve=0.4252554, (0 missing)
## Surrogate splits:
## karaty < 1.025 to the left, agree=0.955, adj=0.885, (0 split)
## karat2 < 1.05065 to the left, agree=0.955, adj=0.885, (0 split)
## dlugosc < 6.485 to the left, agree=0.936, adj=0.836, (0 split)
## szerokosc < 6.515 to the left, agree=0.936, adj=0.836, (0 split)
## glebokosc_mm < 4.025 to the left, agree=0.866, adj=0.656, (0 split)
##
## Node number 219: 53 observations, complexity param=0.0001158402
## mean=10875.43, MSE=1328196
## left son=438 (37 obs) right son=439 (16 obs)
## Primary splits:
## karaty < 1.295 to the left, improve=0.5194588, (0 missing)
## karat2 < 1.67705 to the left, improve=0.5194588, (0 missing)
## szerokosc < 7.035 to the left, improve=0.4685448, (0 missing)
## objetosc < 210.8324 to the left, improve=0.4573814, (0 missing)
## glebokosc_mm < 4.315 to the left, improve=0.3927018, (0 missing)
## Surrogate splits:
## karat2 < 1.67705 to the left, agree=1.000, adj=1.000, (0 split)
## objetosc < 213.0185 to the left, agree=0.962, adj=0.875, (0 split)
## szerokosc < 7.035 to the left, agree=0.943, adj=0.813, (0 split)
## glebokosc_mm < 4.315 to the left, agree=0.906, adj=0.688, (0 split)
## dlugosc < 7.025 to the left, agree=0.887, adj=0.625, (0 split)
##
## Node number 220: 143 observations, complexity param=0.0001791522
## mean=9733.364, MSE=1593106
## left son=440 (71 obs) right son=441 (72 obs)
## Primary splits:
## kolor splits as LLLLLRR, improve=0.2482399, (0 missing)
## objetosc < 169.398 to the left, improve=0.1736213, (0 missing)
## karaty < 1.045 to the left, improve=0.1490139, (0 missing)
## karat2 < 1.09205 to the left, improve=0.1490139, (0 missing)
## szerokosc < 6.535 to the left, improve=0.1262364, (0 missing)
## Surrogate splits:
## glebokosc_mm < 4.015 to the left, agree=0.580, adj=0.155, (0 split)
## glebokosc < 63.25 to the left, agree=0.573, adj=0.141, (0 split)
## glebokosc_procent < 1.092043 to the right, agree=0.566, adj=0.127, (0 split)
## karaty < 1.005 to the left, agree=0.559, adj=0.113, (0 split)
## dlugosc < 6.33 to the right, agree=0.559, adj=0.113, (0 split)
##
## Node number 221: 79 observations, complexity param=0.0001722674
## mean=12255.67, MSE=2323778
## left son=442 (39 obs) right son=443 (40 obs)
## Primary splits:
## objetosc < 195.2671 to the left, improve=0.2962180, (0 missing)
## kolor splits as LLLLLRR, improve=0.2880254, (0 missing)
## szerokosc < 6.875 to the left, improve=0.2562631, (0 missing)
## glebokosc_mm < 4.205 to the left, improve=0.2389309, (0 missing)
## karaty < 1.185 to the left, improve=0.2091652, (0 missing)
## Surrogate splits:
## szerokosc < 6.835 to the left, agree=0.924, adj=0.846, (0 split)
## karaty < 1.185 to the left, agree=0.911, adj=0.821, (0 split)
## karat2 < 1.40425 to the left, agree=0.911, adj=0.821, (0 split)
## glebokosc_mm < 4.205 to the left, agree=0.899, adj=0.795, (0 split)
## dlugosc < 6.805 to the left, agree=0.873, adj=0.744, (0 split)
##
## Node number 222: 25 observations
## mean=12190.04, MSE=5193670
##
## Node number 223: 16 observations
## mean=15931.69, MSE=2082613
##
## Node number 224: 22 observations
## mean=5198.364, MSE=725715.4
##
## Node number 225: 20 observations
## mean=6779.05, MSE=354749.7
##
## Node number 226: 274 observations, complexity param=0.0004774155
## mean=8473.847, MSE=1898688
## left son=452 (111 obs) right son=453 (163 obs)
## Primary splits:
## kolor splits as LLLRRRR, improve=0.28968260, (0 missing)
## objetosc < 262.0436 to the left, improve=0.10404360, (0 missing)
## szerokosc < 7.415 to the left, improve=0.06737072, (0 missing)
## glebokosc_mm < 4.425 to the left, improve=0.06636123, (0 missing)
## karaty < 1.645 to the left, improve=0.05984635, (0 missing)
## Surrogate splits:
## objetosc < 238.2467 to the left, agree=0.631, adj=0.090, (0 split)
## gestosc < 0.006283069 to the right, agree=0.620, adj=0.063, (0 split)
## szerokosc < 7.245 to the left, agree=0.609, adj=0.036, (0 split)
## karaty < 1.485 to the left, agree=0.606, adj=0.027, (0 split)
## karat2 < 2.20545 to the left, agree=0.606, adj=0.027, (0 split)
##
## Node number 227: 64 observations, complexity param=0.0002522261
## mean=10902.72, MSE=4240015
## left son=454 (43 obs) right son=455 (21 obs)
## Primary splits:
## kolor splits as LLLLRRR, improve=0.2934085, (0 missing)
## objetosc < 303.5543 to the left, improve=0.1177247, (0 missing)
## karaty < 1.915 to the left, improve=0.1123289, (0 missing)
## karat2 < 3.66725 to the left, improve=0.1123289, (0 missing)
## szerokosc < 7.815 to the left, improve=0.1072319, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 54.5 to the right, agree=0.703, adj=0.095, (0 split)
## szerokosc < 7.6 to the right, agree=0.703, adj=0.095, (0 split)
## karaty < 1.705 to the right, agree=0.688, adj=0.048, (0 split)
## glebokosc < 59.75 to the right, agree=0.688, adj=0.048, (0 split)
## glebokosc_mm < 4.685 to the right, agree=0.688, adj=0.048, (0 split)
##
## Node number 228: 197 observations, complexity param=0.0004154927
## mean=9100.741, MSE=2008822
## left son=456 (52 obs) right son=457 (145 obs)
## Primary splits:
## kolor splits as LRRRRRR, improve=0.3314254, (0 missing)
## objetosc < 251.7226 to the left, improve=0.1266847, (0 missing)
## karaty < 1.555 to the left, improve=0.1233459, (0 missing)
## karat2 < 2.41805 to the left, improve=0.1233459, (0 missing)
## szerokosc < 7.425 to the left, improve=0.1213374, (0 missing)
## Surrogate splits:
## objetosc < 282.8999 to the right, agree=0.746, adj=0.038, (0 split)
## karaty < 1.745 to the right, agree=0.741, adj=0.019, (0 split)
## dlugosc < 7.81 to the right, agree=0.741, adj=0.019, (0 split)
## glebokosc_mm < 4.695 to the right, agree=0.741, adj=0.019, (0 split)
## karat2 < 3.04505 to the right, agree=0.741, adj=0.019, (0 split)
##
## Node number 229: 15 observations
## mean=13342, MSE=3557980
##
## Node number 230: 166 observations, complexity param=0.000122068
## mean=11418.52, MSE=1699655
## left son=460 (41 obs) right son=461 (125 obs)
## Primary splits:
## kolor splits as LLLLRRR, improve=0.13657240, (0 missing)
## objetosc < 245.9469 to the left, improve=0.12984700, (0 missing)
## szerokosc < 7.375 to the left, improve=0.11756320, (0 missing)
## gestosc < 0.006277091 to the right, improve=0.11692780, (0 missing)
## czubek_a_najszerszy < 59.5 to the right, improve=0.07963702, (0 missing)
##
## Node number 231: 32 observations, complexity param=0.0000724109
## mean=14169.72, MSE=3990438
## left son=462 (17 obs) right son=463 (15 obs)
## Primary splits:
## szerokosc < 7.735 to the left, improve=0.17900430, (0 missing)
## objetosc < 283.4505 to the left, improve=0.10209970, (0 missing)
## glebokosc_mm < 4.775 to the left, improve=0.04209490, (0 missing)
## glebokosc < 62.15 to the left, improve=0.04024007, (0 missing)
## karaty < 1.745 to the left, improve=0.02412616, (0 missing)
## Surrogate splits:
## objetosc < 279.4974 to the left, agree=0.812, adj=0.600, (0 split)
## gestosc < 0.00615109 to the right, agree=0.781, adj=0.533, (0 split)
## dlugosc < 7.7 to the left, agree=0.750, adj=0.467, (0 split)
## glebokosc_procent < 1.04699 to the right, agree=0.750, adj=0.467, (0 split)
## karaty < 1.735 to the left, agree=0.719, adj=0.400, (0 split)
##
## Node number 232: 180 observations, complexity param=0.0003234652
## mean=9171.033, MSE=1560365
## left son=464 (70 obs) right son=465 (110 obs)
## Primary splits:
## kolor splits as LRRRRRR, improve=0.36354560, (0 missing)
## objetosc < 239.5514 to the left, improve=0.14722390, (0 missing)
## klarownosc splits as LLLLRRRR, improve=0.12133110, (0 missing)
## szerokosc < 7.295 to the left, improve=0.08981758, (0 missing)
## dlugosc < 7.255 to the left, improve=0.08527645, (0 missing)
## Surrogate splits:
## objetosc < 236.5039 to the left, agree=0.650, adj=0.100, (0 split)
## karaty < 1.595 to the right, agree=0.644, adj=0.086, (0 split)
## karat2 < 2.54405 to the right, agree=0.644, adj=0.086, (0 split)
## gestosc < 0.006447318 to the right, agree=0.633, adj=0.057, (0 split)
## czubek_a_najszerszy < 61.5 to the right, agree=0.628, adj=0.043, (0 split)
##
## Node number 233: 108 observations, complexity param=0.00008692323
## mean=11207.18, MSE=1331052
## left son=466 (21 obs) right son=467 (87 obs)
## Primary splits:
## objetosc < 241.604 to the left, improve=0.19087420, (0 missing)
## dlugosc < 7.275 to the left, improve=0.13798230, (0 missing)
## klarownosc splits as LLLLLRRR, improve=0.10479470, (0 missing)
## glebokosc_mm < 4.465 to the left, improve=0.10163770, (0 missing)
## szerokosc < 7.325 to the left, improve=0.08052938, (0 missing)
## Surrogate splits:
## dlugosc < 7.255 to the left, agree=0.889, adj=0.429, (0 split)
## gestosc < 0.006225834 to the right, agree=0.861, adj=0.286, (0 split)
## karaty < 1.495 to the left, agree=0.852, adj=0.238, (0 split)
## glebokosc_mm < 4.465 to the left, agree=0.852, adj=0.238, (0 split)
## karat2 < 2.23505 to the left, agree=0.852, adj=0.238, (0 split)
##
## Node number 234: 95 observations, complexity param=0.0001635859
## mean=11946.8, MSE=2518825
## left son=468 (55 obs) right son=469 (40 obs)
## Primary splits:
## kolor splits as LLRRRRR, improve=0.21580150, (0 missing)
## czubek_a_najszerszy < 57.5 to the right, improve=0.11486060, (0 missing)
## glebokosc_procent < 1.075219 to the left, improve=0.11083020, (0 missing)
## glebokosc < 61.25 to the left, improve=0.06606714, (0 missing)
## objetosc < 281.0778 to the left, improve=0.04947745, (0 missing)
## Surrogate splits:
## glebokosc < 61.25 to the left, agree=0.663, adj=0.200, (0 split)
## glebokosc_procent < 1.092058 to the left, agree=0.642, adj=0.150, (0 split)
## dlugosc < 7.575 to the right, agree=0.632, adj=0.125, (0 split)
## szerokosc < 7.585 to the right, agree=0.632, adj=0.125, (0 split)
## glebokosc_mm < 4.695 to the left, agree=0.611, adj=0.075, (0 split)
##
## Node number 235: 22 observations
## mean=13936.95, MSE=4161015
##
## Node number 236: 120 observations, complexity param=0.0003089625
## mean=13406.99, MSE=2666747
## left son=472 (88 obs) right son=473 (32 obs)
## Primary splits:
## klarownosc splits as LLLLLRRR, improve=0.30477030, (0 missing)
## glebokosc_mm < 4.425 to the left, improve=0.19085590, (0 missing)
## glebokosc_procent < 1.011766 to the left, improve=0.14074330, (0 missing)
## glebokosc < 60.25 to the left, improve=0.13462950, (0 missing)
## ciecie splits as LLLRR, improve=0.09963212, (0 missing)
## Surrogate splits:
## dlugosc < 7.255 to the right, agree=0.767, adj=0.125, (0 split)
## karaty < 1.395 to the right, agree=0.750, adj=0.063, (0 split)
## karat2 < 1.94605 to the right, agree=0.750, adj=0.063, (0 split)
## glebokosc < 63.2 to the left, agree=0.742, adj=0.031, (0 split)
## czubek_a_najszerszy < 55.3 to the right, agree=0.742, adj=0.031, (0 split)
##
## Node number 237: 119 observations, complexity param=0.0003583438
## mean=15047.13, MSE=2982934
## left son=474 (76 obs) right son=475 (43 obs)
## Primary splits:
## klarownosc splits as LLLLRRRR, improve=0.31866860, (0 missing)
## objetosc < 243.809 to the left, improve=0.06787143, (0 missing)
## karaty < 1.515 to the left, improve=0.05735726, (0 missing)
## karat2 < 2.29525 to the left, improve=0.05735726, (0 missing)
## glebokosc_mm < 4.595 to the left, improve=0.05080538, (0 missing)
## Surrogate splits:
## glebokosc_mm < 4.415 to the right, agree=0.689, adj=0.140, (0 split)
## karaty < 1.425 to the right, agree=0.672, adj=0.093, (0 split)
## objetosc < 233.2166 to the right, agree=0.672, adj=0.093, (0 split)
## karat2 < 2.03065 to the right, agree=0.672, adj=0.093, (0 split)
## glebokosc < 59.05 to the right, agree=0.655, adj=0.047, (0 split)
##
## Node number 238: 42 observations, complexity param=0.0001712327
## mean=15707.24, MSE=5510900
## left son=476 (19 obs) right son=477 (23 obs)
## Primary splits:
## kolor splits as LLLLRRR, improve=0.25797910, (0 missing)
## glebokosc_mm < 4.665 to the right, improve=0.08262911, (0 missing)
## glebokosc < 61.55 to the right, improve=0.07300039, (0 missing)
## szerokosc < 7.575 to the left, improve=0.05950942, (0 missing)
## glebokosc_procent < 1.096507 to the right, improve=0.03434721, (0 missing)
## Surrogate splits:
## gestosc < 0.006217262 to the right, agree=0.690, adj=0.316, (0 split)
## karaty < 1.635 to the right, agree=0.667, adj=0.263, (0 split)
## klarownosc splits as RRRRRLLL, agree=0.667, adj=0.263, (0 split)
## karat2 < 2.67325 to the right, agree=0.667, adj=0.263, (0 split)
## dlugosc < 7.63 to the right, agree=0.643, adj=0.211, (0 split)
##
## Node number 239: 39 observations
## mean=17254.21, MSE=1213211
##
## Node number 248: 52 observations, complexity param=0.0000664951
## mean=12120.69, MSE=2140311
## left son=496 (27 obs) right son=497 (25 obs)
## Primary splits:
## szerokosc < 8.125 to the left, improve=0.1885991, (0 missing)
## karaty < 2.07 to the left, improve=0.1864488, (0 missing)
## karat2 < 4.285 to the left, improve=0.1864488, (0 missing)
## objetosc < 344.1671 to the left, improve=0.1634152, (0 missing)
## dlugosc < 8.24 to the left, improve=0.1470953, (0 missing)
## Surrogate splits:
## dlugosc < 8.145 to the left, agree=0.942, adj=0.88, (0 split)
## objetosc < 334.8514 to the left, agree=0.942, adj=0.88, (0 split)
## karaty < 2.07 to the left, agree=0.904, adj=0.80, (0 split)
## karat2 < 4.285 to the left, agree=0.904, adj=0.80, (0 split)
## glebokosc < 61.65 to the right, agree=0.808, adj=0.60, (0 split)
##
## Node number 249: 38 observations, complexity param=0.00006296113
## mean=13872.79, MSE=2766268
## left son=498 (20 obs) right son=499 (18 obs)
## Primary splits:
## szerokosc < 8.165 to the left, improve=0.18907090, (0 missing)
## karaty < 2.045 to the left, improve=0.17308200, (0 missing)
## karat2 < 4.18205 to the left, improve=0.17308200, (0 missing)
## objetosc < 331.4113 to the left, improve=0.11512290, (0 missing)
## glebokosc_mm < 5.025 to the left, improve=0.06248509, (0 missing)
## Surrogate splits:
## dlugosc < 8.115 to the left, agree=0.816, adj=0.611, (0 split)
## objetosc < 332.7911 to the left, agree=0.816, adj=0.611, (0 split)
## glebokosc < 61.85 to the right, agree=0.737, adj=0.444, (0 split)
## gestosc < 0.006132343 to the right, agree=0.737, adj=0.444, (0 split)
## karaty < 2.065 to the left, agree=0.711, adj=0.389, (0 split)
##
## Node number 250: 22 observations
## mean=15199.55, MSE=4234667
##
## Node number 251: 16 observations
## mean=16916.12, MSE=2564805
##
## Node number 252: 180 observations, complexity param=0.0003433765
## mean=14642.82, MSE=4529998
## left son=504 (152 obs) right son=505 (28 obs)
## Primary splits:
## objetosc < 391.499 to the left, improve=0.13293220, (0 missing)
## szerokosc < 8.575 to the left, improve=0.12886660, (0 missing)
## karaty < 2.365 to the left, improve=0.10813720, (0 missing)
## karat2 < 5.59325 to the left, improve=0.10813720, (0 missing)
## dlugosc < 8.685 to the left, improve=0.09779009, (0 missing)
## Surrogate splits:
## szerokosc < 8.575 to the left, agree=0.989, adj=0.929, (0 split)
## karaty < 2.405 to the left, agree=0.983, adj=0.893, (0 split)
## dlugosc < 8.555 to the left, agree=0.983, adj=0.893, (0 split)
## karat2 < 5.78405 to the left, agree=0.983, adj=0.893, (0 split)
## glebokosc_mm < 5.325 to the left, agree=0.956, adj=0.714, (0 split)
##
## Node number 253: 150 observations, complexity param=0.0002489809
## mean=16094.78, MSE=4223116
## left son=506 (22 obs) right son=507 (128 obs)
## Primary splits:
## karaty < 2.005 to the left, improve=0.12407140, (0 missing)
## karat2 < 4.02005 to the left, improve=0.12407140, (0 missing)
## szerokosc < 8.105 to the left, improve=0.11083980, (0 missing)
## objetosc < 324.8125 to the left, improve=0.10203640, (0 missing)
## gestosc < 0.006188985 to the right, improve=0.07266207, (0 missing)
## Surrogate splits:
## karat2 < 4.02005 to the left, agree=1.000, adj=1.000, (0 split)
## glebokosc_mm < 4.805 to the left, agree=0.873, adj=0.136, (0 split)
## objetosc < 310.3967 to the left, agree=0.873, adj=0.136, (0 split)
##
## Node number 254: 15 observations
## mean=14970.07, MSE=2973090
##
## Node number 255: 218 observations, complexity param=0.00009443062
## mean=16501.06, MSE=2808194
## left son=510 (109 obs) right son=511 (109 obs)
## Primary splits:
## kolor splits as LLRRRRR, improve=0.04869219, (0 missing)
## glebokosc_mm < 4.835 to the left, improve=0.02672591, (0 missing)
## gestosc < 0.006064604 to the left, improve=0.02394912, (0 missing)
## glebokosc_procent < 0.9882345 to the left, improve=0.01803131, (0 missing)
## ciecie splits as RRRLL, improve=0.01752465, (0 missing)
## Surrogate splits:
## objetosc < 337.7714 to the right, agree=0.656, adj=0.312, (0 split)
## karaty < 2.055 to the right, agree=0.647, adj=0.294, (0 split)
## karat2 < 4.22305 to the right, agree=0.647, adj=0.294, (0 split)
## klarownosc splits as RRRLLLLL, agree=0.633, adj=0.266, (0 split)
## szerokosc < 8.105 to the right, agree=0.624, adj=0.248, (0 split)
##
## Node number 262: 807 observations
## mean=667.3457, MSE=16041.62
##
## Node number 263: 924 observations
## mean=824.4567, MSE=17255.68
##
## Node number 290: 188 observations
## mean=1200.447, MSE=30397.58
##
## Node number 291: 329 observations
## mean=1468.301, MSE=41553.13
##
## Node number 294: 153 observations
## mean=1569.242, MSE=76618.03
##
## Node number 295: 23 observations
## mean=2224.391, MSE=244984.4
##
## Node number 302: 272 observations
## mean=1886.603, MSE=44282.28
##
## Node number 303: 79 observations
## mean=2180.886, MSE=94870.08
##
## Node number 306: 178 observations
## mean=1886.478, MSE=35081.13
##
## Node number 307: 92 observations
## mean=2218.62, MSE=85384.67
##
## Node number 322: 172 observations
## mean=2096.453, MSE=66238.88
##
## Node number 323: 284 observations, complexity param=0.0000157219
## mean=2338.665, MSE=90496.03
## left son=646 (103 obs) right son=647 (181 obs)
## Primary splits:
## klarownosc splits as LLRRRRRR, improve=0.19310220, (0 missing)
## ciecie splits as LLRRR, improve=0.07972237, (0 missing)
## glebokosc < 63.55 to the right, improve=0.06928364, (0 missing)
## szerokosc < 5.645 to the left, improve=0.06720447, (0 missing)
## objetosc < 115.8978 to the left, improve=0.05691110, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 54.55 to the left, agree=0.662, adj=0.068, (0 split)
## glebokosc_procent < 1.129724 to the right, agree=0.658, adj=0.058, (0 split)
## objetosc < 118.8443 to the right, agree=0.651, adj=0.039, (0 split)
## glebokosc < 64.4 to the right, agree=0.644, adj=0.019, (0 split)
## glebokosc_mm < 3.645 to the right, agree=0.644, adj=0.019, (0 split)
##
## Node number 332: 73 observations
## mean=2447.247, MSE=91367.72
##
## Node number 333: 114 observations
## mean=2896.825, MSE=93138.18
##
## Node number 334: 61 observations
## mean=2939, MSE=102751.6
##
## Node number 335: 83 observations
## mean=3342.181, MSE=175950.7
##
## Node number 342: 137 observations
## mean=2622.117, MSE=122537.9
##
## Node number 343: 106 observations
## mean=2947.142, MSE=125634.9
##
## Node number 344: 40 observations
## mean=2241.575, MSE=81572.84
##
## Node number 345: 453 observations, complexity param=0.00003319259
## mean=2978.128, MSE=155611.3
## left son=690 (361 obs) right son=691 (92 obs)
## Primary splits:
## kolor splits as LLLLLLR, improve=0.14863860, (0 missing)
## objetosc < 115.0905 to the left, improve=0.13241310, (0 missing)
## szerokosc < 5.705 to the left, improve=0.12743720, (0 missing)
## klarownosc splits as LLLLRRRR, improve=0.10942450, (0 missing)
## gestosc < 0.006194867 to the right, improve=0.09585969, (0 missing)
## Surrogate splits:
## glebokosc_mm < 3.395 to the right, agree=0.799, adj=0.011, (0 split)
##
## Node number 346: 87 observations
## mean=3311.874, MSE=201006.6
##
## Node number 347: 45 observations
## mean=3873.467, MSE=445913.8
##
## Node number 348: 129 observations
## mean=3283.659, MSE=111164
##
## Node number 349: 100 observations
## mean=3702.21, MSE=228238.3
##
## Node number 350: 17 observations
## mean=3688.412, MSE=217043.1
##
## Node number 351: 34 observations
## mean=4519.618, MSE=638241.2
##
## Node number 372: 21 observations
## mean=3331.476, MSE=61278.15
##
## Node number 373: 33 observations
## mean=3985.97, MSE=190628.8
##
## Node number 376: 126 observations
## mean=4010.913, MSE=175166
##
## Node number 377: 245 observations, complexity param=0.00001582171
## mean=4426.18, MSE=253245.9
## left son=754 (194 obs) right son=755 (51 obs)
## Primary splits:
## kolor splits as LLLLLLR, improve=0.08049612, (0 missing)
## klarownosc splits as LLLRRRRR, improve=0.06989702, (0 missing)
## glebokosc_mm < 3.735 to the left, improve=0.05848290, (0 missing)
## objetosc < 145.6803 to the left, improve=0.05013685, (0 missing)
## glebokosc < 59.05 to the left, improve=0.04975437, (0 missing)
##
## Node number 378: 53 observations, complexity param=0.0000183973
## mean=4640.717, MSE=421889.1
## left son=756 (34 obs) right son=757 (19 obs)
## Primary splits:
## glebokosc_mm < 3.955 to the right, improve=0.2597227, (0 missing)
## glebokosc < 64.55 to the right, improve=0.2483813, (0 missing)
## kolor splits as LLLLLRR, improve=0.2290441, (0 missing)
## szerokosc < 6.175 to the left, improve=0.2127519, (0 missing)
## ciecie splits as LRRRR, improve=0.2068539, (0 missing)
## Surrogate splits:
## glebokosc < 62.7 to the right, agree=0.962, adj=0.895, (0 split)
## szerokosc < 6.295 to the left, agree=0.887, adj=0.684, (0 split)
## glebokosc_procent < 1.031342 to the right, agree=0.849, adj=0.579, (0 split)
## dlugosc < 6.275 to the left, agree=0.774, adj=0.368, (0 split)
## kolor splits as LLLLLLR, agree=0.736, adj=0.263, (0 split)
##
## Node number 379: 29 observations
## mean=5908.759, MSE=1061398
##
## Node number 380: 51 observations, complexity param=0.00002522146
## mean=5112.824, MSE=482654.3
## left son=760 (29 obs) right son=761 (22 obs)
## Primary splits:
## glebokosc < 62.05 to the right, improve=0.3234402, (0 missing)
## szerokosc < 6.145 to the left, improve=0.2723149, (0 missing)
## kolor splits as LLLLLRR, improve=0.2633563, (0 missing)
## dlugosc < 6.16 to the left, improve=0.1895819, (0 missing)
## objetosc < 146.9541 to the left, improve=0.1179920, (0 missing)
## Surrogate splits:
## szerokosc < 6.195 to the left, agree=0.902, adj=0.773, (0 split)
## dlugosc < 6.16 to the left, agree=0.843, adj=0.636, (0 split)
## objetosc < 146.2684 to the left, agree=0.784, adj=0.500, (0 split)
## gestosc < 0.006193775 to the right, agree=0.784, adj=0.500, (0 split)
## glebokosc_mm < 3.825 to the right, agree=0.765, adj=0.455, (0 split)
##
## Node number 381: 15 observations
## mean=6440.267, MSE=1261533
##
## Node number 388: 74 observations
## mean=3558.649, MSE=179146.4
##
## Node number 389: 42 observations
## mean=4237.714, MSE=114254.4
##
## Node number 390: 395 observations, complexity param=0.00003997082
## mean=4251.529, MSE=223768.9
## left son=780 (244 obs) right son=781 (151 obs)
## Primary splits:
## kolor splits as LLLLLRR, improve=0.14275010, (0 missing)
## ciecie splits as LLRRR, improve=0.11718500, (0 missing)
## objetosc < 162.4284 to the left, improve=0.09768905, (0 missing)
## glebokosc < 64.55 to the right, improve=0.09489947, (0 missing)
## szerokosc < 6.265 to the left, improve=0.08653631, (0 missing)
## Surrogate splits:
## glebokosc < 57.8 to the right, agree=0.628, adj=0.026, (0 split)
## czubek_a_najszerszy < 64.5 to the left, agree=0.628, adj=0.026, (0 split)
## glebokosc_procent < 0.9057509 to the right, agree=0.628, adj=0.026, (0 split)
## dlugosc < 6.625 to the left, agree=0.625, adj=0.020, (0 split)
## szerokosc < 6.555 to the left, agree=0.625, adj=0.020, (0 split)
##
## Node number 391: 352 observations, complexity param=0.00002888898
## mean=4636.812, MSE=246283.5
## left son=782 (307 obs) right son=783 (45 obs)
## Primary splits:
## objetosc < 187.2323 to the left, improve=0.10519240, (0 missing)
## szerokosc < 6.675 to the left, improve=0.08666841, (0 missing)
## kolor splits as LLLLLRR, improve=0.07921231, (0 missing)
## glebokosc < 62.75 to the right, improve=0.05937879, (0 missing)
## karaty < 1.145 to the left, improve=0.05628510, (0 missing)
## Surrogate splits:
## karaty < 1.155 to the left, agree=0.946, adj=0.578, (0 split)
## karat2 < 1.33405 to the left, agree=0.946, adj=0.578, (0 split)
## szerokosc < 6.735 to the left, agree=0.923, adj=0.400, (0 split)
## dlugosc < 6.765 to the left, agree=0.918, adj=0.356, (0 split)
## glebokosc_mm < 4.195 to the left, agree=0.892, adj=0.156, (0 split)
##
## Node number 394: 62 observations
## mean=4504.113, MSE=144538.5
##
## Node number 395: 23 observations
## mean=5068.174, MSE=337813
##
## Node number 396: 218 observations, complexity param=0.0000158516
## mean=4736.881, MSE=179079.2
## left son=792 (16 obs) right son=793 (202 obs)
## Primary splits:
## glebokosc_procent < 1.145534 to the right, improve=0.12817450, (0 missing)
## glebokosc < 63.15 to the right, improve=0.11165460, (0 missing)
## ciecie splits as LLRRR, improve=0.09384429, (0 missing)
## szerokosc < 6.425 to the left, improve=0.08034943, (0 missing)
## glebokosc_mm < 4.035 to the right, improve=0.07104329, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 54.5 to the left, agree=0.959, adj=0.438, (0 split)
## szerokosc < 6.275 to the left, agree=0.945, adj=0.250, (0 split)
## glebokosc < 64.1 to the right, agree=0.940, adj=0.188, (0 split)
## glebokosc_mm < 4.115 to the right, agree=0.940, adj=0.188, (0 split)
## dlugosc < 6.2 to the left, agree=0.936, adj=0.125, (0 split)
##
## Node number 397: 295 observations, complexity param=0.00003272602
## mean=5236.115, MSE=288188.1
## left son=794 (217 obs) right son=795 (78 obs)
## Primary splits:
## kolor splits as LLLLLLR, improve=0.12151370, (0 missing)
## ciecie splits as LLRRR, improve=0.10227420, (0 missing)
## szerokosc < 6.335 to the left, improve=0.09662173, (0 missing)
## glebokosc < 63.45 to the right, improve=0.06794114, (0 missing)
## dlugosc < 6.315 to the left, improve=0.06262131, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 54.5 to the right, agree=0.746, adj=0.038, (0 split)
## glebokosc_procent < 1.170755 to the left, agree=0.742, adj=0.026, (0 split)
## gestosc < 0.005960288 to the right, agree=0.742, adj=0.026, (0 split)
## glebokosc < 65.8 to the left, agree=0.739, adj=0.013, (0 split)
##
## Node number 398: 165 observations, complexity param=0.00002289165
## mean=5276.048, MSE=279359.1
## left son=796 (129 obs) right son=797 (36 obs)
## Primary splits:
## objetosc < 187.3216 to the left, improve=0.15676910, (0 missing)
## szerokosc < 6.645 to the left, improve=0.11945200, (0 missing)
## karaty < 1.135 to the left, improve=0.10845990, (0 missing)
## karat2 < 1.28825 to the left, improve=0.10845990, (0 missing)
## dlugosc < 6.685 to the left, improve=0.07860144, (0 missing)
## Surrogate splits:
## karaty < 1.145 to the left, agree=0.927, adj=0.667, (0 split)
## szerokosc < 6.735 to the left, agree=0.927, adj=0.667, (0 split)
## karat2 < 1.31105 to the left, agree=0.927, adj=0.667, (0 split)
## dlugosc < 6.705 to the left, agree=0.879, adj=0.444, (0 split)
## glebokosc_mm < 4.175 to the left, agree=0.836, adj=0.250, (0 split)
##
## Node number 399: 99 observations, complexity param=0.00003487788
## mean=5916.242, MSE=494650.3
## left son=798 (43 obs) right son=799 (56 obs)
## Primary splits:
## glebokosc_procent < 1.07131 to the left, improve=0.2248261, (0 missing)
## czubek_a_najszerszy < 57.75 to the right, improve=0.2020421, (0 missing)
## glebokosc_mm < 4.105 to the left, improve=0.1234267, (0 missing)
## objetosc < 176.7674 to the left, improve=0.1137533, (0 missing)
## szerokosc < 6.615 to the left, improve=0.1059132, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 57.25 to the right, agree=0.919, adj=0.814, (0 split)
## glebokosc < 61.05 to the left, agree=0.798, adj=0.535, (0 split)
## glebokosc_mm < 4 to the left, agree=0.727, adj=0.372, (0 split)
## ciecie splits as RRRRL, agree=0.707, adj=0.326, (0 split)
## dlugosc < 6.635 to the right, agree=0.697, adj=0.302, (0 split)
##
## Node number 404: 64 observations
## mean=4772.562, MSE=310515.5
##
## Node number 405: 181 observations, complexity param=0.0000332296
## mean=5535.022, MSE=501532.3
## left son=810 (28 obs) right son=811 (153 obs)
## Primary splits:
## glebokosc < 63.1 to the right, improve=0.11555210, (0 missing)
## szerokosc < 6.815 to the left, improve=0.09771703, (0 missing)
## kolor splits as LLLLLRR, improve=0.09260641, (0 missing)
## ciecie splits as LLRRR, improve=0.08913203, (0 missing)
## gestosc < 0.006222485 to the right, improve=0.07223321, (0 missing)
## Surrogate splits:
## ciecie splits as LLRRR, agree=0.912, adj=0.429, (0 split)
## glebokosc_mm < 4.335 to the right, agree=0.895, adj=0.321, (0 split)
## szerokosc < 6.67 to the left, agree=0.878, adj=0.214, (0 split)
## gestosc < 0.006356357 to the right, agree=0.878, adj=0.214, (0 split)
## glebokosc_procent < 1.142338 to the right, agree=0.873, adj=0.179, (0 split)
##
## Node number 406: 18 observations
## mean=5745.667, MSE=543049.1
##
## Node number 407: 66 observations, complexity param=0.00002758865
## mean=6841.182, MSE=880815.4
## left son=814 (32 obs) right son=815 (34 obs)
## Primary splits:
## karaty < 1.405 to the left, improve=0.14980690, (0 missing)
## karat2 < 1.97405 to the left, improve=0.14980690, (0 missing)
## objetosc < 231.716 to the left, improve=0.13773930, (0 missing)
## gestosc < 0.006359181 to the left, improve=0.13528620, (0 missing)
## glebokosc_mm < 4.545 to the left, improve=0.09846282, (0 missing)
## Surrogate splits:
## karat2 < 1.97405 to the left, agree=1.000, adj=1.000, (0 split)
## gestosc < 0.006183558 to the left, agree=0.924, adj=0.844, (0 split)
## objetosc < 227.8083 to the left, agree=0.909, adj=0.812, (0 split)
## glebokosc_mm < 4.515 to the left, agree=0.894, adj=0.781, (0 split)
## glebokosc < 62.95 to the left, agree=0.848, adj=0.688, (0 split)
##
## Node number 408: 88 observations, complexity param=0.00002341523
## mean=5277.045, MSE=336768.3
## left son=816 (17 obs) right son=817 (71 obs)
## Primary splits:
## gestosc < 0.006245259 to the right, improve=0.2494104, (0 missing)
## kolor splits as LRRRRRR, improve=0.2155135, (0 missing)
## szerokosc < 6.765 to the left, improve=0.2023285, (0 missing)
## objetosc < 193.2857 to the left, improve=0.1824707, (0 missing)
## dlugosc < 6.825 to the left, improve=0.1372552, (0 missing)
## Surrogate splits:
## objetosc < 192.3797 to the left, agree=0.955, adj=0.765, (0 split)
## szerokosc < 6.75 to the left, agree=0.943, adj=0.706, (0 split)
## dlugosc < 6.725 to the left, agree=0.909, adj=0.529, (0 split)
## glebokosc < 63.75 to the right, agree=0.864, adj=0.294, (0 split)
## ciecie splits as LLRRR, agree=0.852, adj=0.235, (0 split)
##
## Node number 409: 20 observations
## mean=6232.85, MSE=285394
##
## Node number 410: 121 observations, complexity param=0.0000432171
## mean=6510.165, MSE=644802.7
## left son=820 (75 obs) right son=821 (46 obs)
## Primary splits:
## kolor splits as LLLLRRR, improve=0.17485310, (0 missing)
## szerokosc < 6.785 to the left, improve=0.11255070, (0 missing)
## glebokosc < 62.65 to the right, improve=0.10082930, (0 missing)
## glebokosc_procent < 1.119067 to the right, improve=0.06902642, (0 missing)
## objetosc < 196.7492 to the left, improve=0.06353367, (0 missing)
## Surrogate splits:
## glebokosc < 62.25 to the left, agree=0.678, adj=0.152, (0 split)
## dlugosc < 6.705 to the right, agree=0.678, adj=0.152, (0 split)
## szerokosc < 6.795 to the right, agree=0.653, adj=0.087, (0 split)
## objetosc < 194.0933 to the right, agree=0.653, adj=0.087, (0 split)
## gestosc < 0.006185997 to the left, agree=0.653, adj=0.087, (0 split)
##
## Node number 411: 64 observations
## mean=7353.812, MSE=372990.2
##
## Node number 416: 48 observations
## mean=4333.688, MSE=316965.2
##
## Node number 417: 59 observations, complexity param=0.00001701468
## mean=4930.186, MSE=324487.7
## left son=834 (16 obs) right son=835 (43 obs)
## Primary splits:
## kolor splits as LRRRRRR, improve=0.2805457, (0 missing)
## szerokosc < 6.56 to the left, improve=0.2063464, (0 missing)
## glebokosc_mm < 4.02 to the left, improve=0.1565549, (0 missing)
## dlugosc < 6.48 to the left, improve=0.1453250, (0 missing)
## karaty < 1.025 to the left, improve=0.1443952, (0 missing)
## Surrogate splits:
## glebokosc_mm < 3.975 to the left, agree=0.831, adj=0.375, (0 split)
## glebokosc_procent < 1.077193 to the left, agree=0.780, adj=0.188, (0 split)
## glebokosc < 61.15 to the left, agree=0.763, adj=0.125, (0 split)
## karaty < 1.005 to the left, agree=0.746, adj=0.063, (0 split)
## karat2 < 1.01005 to the left, agree=0.746, adj=0.063, (0 split)
##
## Node number 418: 103 observations, complexity param=0.0000159426
## mean=5189.398, MSE=227281
## left son=836 (20 obs) right son=837 (83 obs)
## Primary splits:
## szerokosc < 6.375 to the left, improve=0.2149754, (0 missing)
## objetosc < 163.7314 to the left, improve=0.1884110, (0 missing)
## karaty < 1.015 to the left, improve=0.1770812, (0 missing)
## karat2 < 1.03025 to the left, improve=0.1770812, (0 missing)
## dlugosc < 6.375 to the left, improve=0.1276671, (0 missing)
## Surrogate splits:
## glebokosc < 63.75 to the right, agree=0.845, adj=0.20, (0 split)
## objetosc < 161.1132 to the left, agree=0.845, adj=0.20, (0 split)
## gestosc < 0.006268883 to the right, agree=0.845, adj=0.20, (0 split)
## ciecie splits as LRRRR, agree=0.835, adj=0.15, (0 split)
## dlugosc < 6.325 to the left, agree=0.835, adj=0.15, (0 split)
##
## Node number 419: 46 observations
## mean=5926.587, MSE=344921.8
##
## Node number 420: 127 observations, complexity param=0.00005081388
## mean=5776.213, MSE=516094.4
## left son=840 (52 obs) right son=841 (75 obs)
## Primary splits:
## kolor splits as LRRRRRR, improve=0.24472570, (0 missing)
## karaty < 1.215 to the left, improve=0.18096780, (0 missing)
## karat2 < 1.47625 to the left, improve=0.18096780, (0 missing)
## objetosc < 198.7852 to the left, improve=0.13486200, (0 missing)
## szerokosc < 6.945 to the left, improve=0.09392413, (0 missing)
## Surrogate splits:
## glebokosc < 60.05 to the left, agree=0.622, adj=0.077, (0 split)
## gestosc < 0.006022141 to the left, agree=0.622, adj=0.077, (0 split)
## dlugosc < 7.045 to the right, agree=0.606, adj=0.038, (0 split)
## szerokosc < 7.035 to the right, agree=0.606, adj=0.038, (0 split)
## glebokosc_mm < 4.155 to the left, agree=0.606, adj=0.038, (0 split)
##
## Node number 421: 33 observations, complexity param=0.00002553691
## mean=7082.848, MSE=937229.2
## left son=842 (18 obs) right son=843 (15 obs)
## Primary splits:
## glebokosc < 61.75 to the left, improve=0.2606385, (0 missing)
## objetosc < 224.4646 to the left, improve=0.2575667, (0 missing)
## karaty < 1.36 to the left, improve=0.1825305, (0 missing)
## karat2 < 1.8497 to the left, improve=0.1825305, (0 missing)
## dlugosc < 7.145 to the left, improve=0.1740239, (0 missing)
## Surrogate splits:
## glebokosc_mm < 4.415 to the left, agree=0.970, adj=0.933, (0 split)
## karaty < 1.36 to the left, agree=0.909, adj=0.800, (0 split)
## objetosc < 223.3263 to the left, agree=0.909, adj=0.800, (0 split)
## karat2 < 1.8497 to the left, agree=0.909, adj=0.800, (0 split)
## glebokosc_procent < 1.0641 to the left, agree=0.848, adj=0.667, (0 split)
##
## Node number 422: 106 observations, complexity param=0.00004356415
## mean=6997.755, MSE=737434.3
## left son=844 (30 obs) right son=845 (76 obs)
## Primary splits:
## objetosc < 195.3315 to the left, improve=0.1759260, (0 missing)
## szerokosc < 6.745 to the left, improve=0.1372224, (0 missing)
## dlugosc < 6.825 to the left, improve=0.1302978, (0 missing)
## gestosc < 0.006189006 to the right, improve=0.1207624, (0 missing)
## glebokosc < 62.65 to the right, improve=0.1129491, (0 missing)
## Surrogate splits:
## szerokosc < 6.795 to the left, agree=0.896, adj=0.633, (0 split)
## dlugosc < 6.755 to the left, agree=0.887, adj=0.600, (0 split)
## gestosc < 0.006245261 to the right, agree=0.821, adj=0.367, (0 split)
## karaty < 1.18 to the left, agree=0.783, adj=0.233, (0 split)
## karat2 < 1.3925 to the left, agree=0.783, adj=0.233, (0 split)
##
## Node number 423: 21 observations
## mean=8662.905, MSE=683001.2
##
## Node number 424: 379 observations, complexity param=0.00009757541
## mean=6476.19, MSE=438026.9
## left son=848 (159 obs) right son=849 (220 obs)
## Primary splits:
## kolor splits as LLLLRRR, improve=0.18553700, (0 missing)
## objetosc < 166.78 to the left, improve=0.09904007, (0 missing)
## szerokosc < 6.405 to the left, improve=0.09751741, (0 missing)
## dlugosc < 6.335 to the left, improve=0.07888794, (0 missing)
## karaty < 1.035 to the left, improve=0.07771856, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 56.45 to the left, agree=0.602, adj=0.050, (0 split)
## objetosc < 172.2935 to the right, agree=0.602, adj=0.050, (0 split)
## szerokosc < 6.555 to the right, agree=0.599, adj=0.044, (0 split)
## karaty < 1.035 to the right, agree=0.596, adj=0.038, (0 split)
## karat2 < 1.07125 to the right, agree=0.596, adj=0.038, (0 split)
##
## Node number 425: 219 observations, complexity param=0.0001212903
## mean=7223.708, MSE=606782.5
## left son=850 (107 obs) right son=851 (112 obs)
## Primary splits:
## kolor splits as LLLLRRR, improve=0.28812360, (0 missing)
## objetosc < 166.0427 to the left, improve=0.14756900, (0 missing)
## dlugosc < 6.405 to the left, improve=0.09346205, (0 missing)
## szerokosc < 6.375 to the left, improve=0.07564925, (0 missing)
## czubek_a_najszerszy < 57.5 to the right, improve=0.07389327, (0 missing)
## Surrogate splits:
## glebokosc_mm < 3.995 to the right, agree=0.616, adj=0.215, (0 split)
## karaty < 1.025 to the right, agree=0.589, adj=0.159, (0 split)
## szerokosc < 6.505 to the right, agree=0.589, adj=0.159, (0 split)
## karat2 < 1.05065 to the right, agree=0.589, adj=0.159, (0 split)
## objetosc < 168.2155 to the right, agree=0.580, adj=0.140, (0 split)
##
## Node number 426: 97 observations, complexity param=0.00002606016
## mean=7322.907, MSE=552858.3
## left son=852 (72 obs) right son=853 (25 obs)
## Primary splits:
## szerokosc < 6.755 to the left, improve=0.15339870, (0 missing)
## objetosc < 191.6805 to the left, improve=0.13451900, (0 missing)
## glebokosc_mm < 4.045 to the left, improve=0.10021980, (0 missing)
## karaty < 1.155 to the left, improve=0.09802814, (0 missing)
## karat2 < 1.33405 to the left, improve=0.09802814, (0 missing)
## Surrogate splits:
## objetosc < 191.6805 to the left, agree=0.866, adj=0.48, (0 split)
## dlugosc < 6.805 to the left, agree=0.845, adj=0.40, (0 split)
## karaty < 1.155 to the left, agree=0.784, adj=0.16, (0 split)
## karat2 < 1.33405 to the left, agree=0.784, adj=0.16, (0 split)
## gestosc < 0.005938486 to the right, agree=0.763, adj=0.08, (0 split)
##
## Node number 427: 106 observations, complexity param=0.00007867558
## mean=8054.689, MSE=1162695
## left son=854 (15 obs) right son=855 (91 obs)
## Primary splits:
## glebokosc_mm < 3.995 to the left, improve=0.2015107, (0 missing)
## glebokosc < 60.15 to the left, improve=0.1553193, (0 missing)
## objetosc < 175.826 to the left, improve=0.1333973, (0 missing)
## klarownosc splits as LLLLRRRR, improve=0.1208513, (0 missing)
## karaty < 1.075 to the left, improve=0.1130355, (0 missing)
## Surrogate splits:
## objetosc < 175.1518 to the left, agree=0.953, adj=0.667, (0 split)
## karaty < 1.045 to the left, agree=0.943, adj=0.600, (0 split)
## glebokosc < 59.3 to the left, agree=0.943, adj=0.600, (0 split)
## karat2 < 1.09205 to the left, agree=0.943, adj=0.600, (0 split)
## glebokosc_procent < 0.9906609 to the left, agree=0.915, adj=0.400, (0 split)
##
## Node number 428: 102 observations, complexity param=0.00003361531
## mean=8898.059, MSE=900018.2
## left son=856 (49 obs) right son=857 (53 obs)
## Primary splits:
## kolor splits as LLLLRRR, improve=0.11558880, (0 missing)
## dlugosc < 6.895 to the right, improve=0.11251270, (0 missing)
## klarownosc splits as LLLLRRRR, improve=0.07986483, (0 missing)
## ciecie splits as RRRRL, improve=0.05641523, (0 missing)
## glebokosc_procent < 1.079825 to the left, improve=0.04498473, (0 missing)
## Surrogate splits:
## klarownosc splits as RRRRLLLL, agree=0.627, adj=0.224, (0 split)
## ciecie splits as RRRRL, agree=0.598, adj=0.163, (0 split)
## gestosc < 0.006091693 to the left, agree=0.598, adj=0.163, (0 split)
## dlugosc < 6.905 to the right, agree=0.588, adj=0.143, (0 split)
## glebokosc < 62.15 to the left, agree=0.578, adj=0.122, (0 split)
##
## Node number 429: 92 observations, complexity param=0.00008403165
## mean=9826.848, MSE=1068326
## left son=858 (56 obs) right son=859 (36 obs)
## Primary splits:
## kolor splits as LLLLRRR, improve=0.26988650, (0 missing)
## klarownosc splits as LLLLRRRR, improve=0.09132998, (0 missing)
## gestosc < 0.00610887 to the left, improve=0.08040896, (0 missing)
## glebokosc_procent < 1.120714 to the left, improve=0.06152870, (0 missing)
## glebokosc_mm < 4.235 to the left, improve=0.05960120, (0 missing)
## Surrogate splits:
## gestosc < 0.006004782 to the right, agree=0.641, adj=0.083, (0 split)
## karaty < 1.265 to the right, agree=0.630, adj=0.056, (0 split)
## szerokosc < 6.885 to the right, agree=0.630, adj=0.056, (0 split)
## glebokosc_procent < 1.108084 to the left, agree=0.630, adj=0.056, (0 split)
## karat2 < 1.60025 to the right, agree=0.630, adj=0.056, (0 split)
##
## Node number 432: 20 observations
## mean=5484.1, MSE=622104
##
## Node number 433: 32 observations, complexity param=0.00002151458
## mean=6749.625, MSE=1136431
## left son=866 (16 obs) right son=867 (16 obs)
## Primary splits:
## szerokosc < 6.675 to the left, improve=0.18675400, (0 missing)
## glebokosc < 62.05 to the right, improve=0.15610180, (0 missing)
## karaty < 1.105 to the left, improve=0.09378962, (0 missing)
## dlugosc < 6.615 to the left, improve=0.09378962, (0 missing)
## objetosc < 179.7811 to the left, improve=0.09378962, (0 missing)
## Surrogate splits:
## dlugosc < 6.635 to the left, agree=0.938, adj=0.875, (0 split)
## objetosc < 182.333 to the left, agree=0.938, adj=0.875, (0 split)
## karaty < 1.105 to the left, agree=0.906, adj=0.812, (0 split)
## karat2 < 1.22105 to the left, agree=0.906, adj=0.812, (0 split)
## glebokosc_mm < 4.105 to the left, agree=0.844, adj=0.688, (0 split)
##
## Node number 436: 61 observations, complexity param=0.00002270445
## mean=7651.295, MSE=475854.6
## left son=872 (31 obs) right son=873 (30 obs)
## Primary splits:
## ciecie splits as LLLRR, improve=0.2469090, (0 missing)
## czy_premium < 0.5 to the left, improve=0.2469090, (0 missing)
## klarownosc splits as LLLLLLRR, improve=0.2367082, (0 missing)
## glebokosc < 62.85 to the right, improve=0.1057821, (0 missing)
## dlugosc < 6.385 to the left, improve=0.1026779, (0 missing)
## Surrogate splits:
## czy_premium < 0.5 to the left, agree=1.000, adj=1.000, (0 split)
## glebokosc < 62.25 to the right, agree=0.721, adj=0.433, (0 split)
## dlugosc < 6.385 to the left, agree=0.672, adj=0.333, (0 split)
## gestosc < 0.006138066 to the right, agree=0.656, adj=0.300, (0 split)
## glebokosc_mm < 4.005 to the right, agree=0.623, adj=0.233, (0 split)
##
## Node number 437: 96 observations, complexity param=0.00003533387
## mean=9074.698, MSE=517016.8
## left son=874 (37 obs) right son=875 (59 obs)
## Primary splits:
## objetosc < 180.47 to the left, improve=0.2247219, (0 missing)
## dlugosc < 6.625 to the left, improve=0.2162980, (0 missing)
## karaty < 1.095 to the left, improve=0.2049159, (0 missing)
## karat2 < 1.19905 to the left, improve=0.2049159, (0 missing)
## szerokosc < 6.665 to the left, improve=0.1863970, (0 missing)
## Surrogate splits:
## karaty < 1.095 to the left, agree=0.979, adj=0.946, (0 split)
## karat2 < 1.19905 to the left, agree=0.979, adj=0.946, (0 split)
## szerokosc < 6.665 to the left, agree=0.958, adj=0.892, (0 split)
## dlugosc < 6.625 to the left, agree=0.948, adj=0.865, (0 split)
## glebokosc_mm < 4.085 to the left, agree=0.885, adj=0.703, (0 split)
##
## Node number 438: 37 observations
## mean=10329.22, MSE=610294.5
##
## Node number 439: 16 observations
## mean=12138.56, MSE=702907.2
##
## Node number 440: 71 observations, complexity param=0.00006645908
## mean=9100.085, MSE=929820.1
## left son=880 (53 obs) right son=881 (18 obs)
## Primary splits:
## objetosc < 170.5257 to the left, improve=0.3177804, (0 missing)
## karaty < 1.035 to the left, improve=0.2567535, (0 missing)
## karat2 < 1.07125 to the left, improve=0.2567535, (0 missing)
## klarownosc splits as LLLLLLRR, improve=0.2126635, (0 missing)
## dlugosc < 6.545 to the left, improve=0.1826603, (0 missing)
## Surrogate splits:
## szerokosc < 6.565 to the left, agree=0.930, adj=0.722, (0 split)
## karaty < 1.035 to the left, agree=0.915, adj=0.667, (0 split)
## karat2 < 1.07125 to the left, agree=0.915, adj=0.667, (0 split)
## dlugosc < 6.535 to the left, agree=0.901, adj=0.611, (0 split)
## glebokosc_mm < 4.025 to the left, agree=0.873, adj=0.500, (0 split)
##
## Node number 441: 72 observations, complexity param=0.00008488941
## mean=10357.85, MSE=1461728
## left son=882 (17 obs) right son=883 (55 obs)
## Primary splits:
## objetosc < 162.7895 to the left, improve=0.2546154, (0 missing)
## szerokosc < 6.425 to the left, improve=0.1953870, (0 missing)
## dlugosc < 6.385 to the left, improve=0.1704832, (0 missing)
## karaty < 1.055 to the left, improve=0.1449694, (0 missing)
## karat2 < 1.11305 to the left, improve=0.1449694, (0 missing)
## Surrogate splits:
## dlugosc < 6.375 to the left, agree=0.917, adj=0.647, (0 split)
## gestosc < 0.00620433 to the right, agree=0.917, adj=0.647, (0 split)
## szerokosc < 6.38 to the left, agree=0.875, adj=0.471, (0 split)
## glebokosc < 62.35 to the right, agree=0.833, adj=0.294, (0 split)
## ciecie splits as LLRRR, agree=0.819, adj=0.235, (0 split)
##
## Node number 442: 39 observations, complexity param=0.0000722953
## mean=11415.44, MSE=1612435
## left son=884 (22 obs) right son=885 (17 obs)
## Primary splits:
## kolor splits as LLLLLRR, improve=0.36290540, (0 missing)
## karaty < 1.135 to the right, improve=0.08893506, (0 missing)
## karat2 < 1.28825 to the right, improve=0.08893506, (0 missing)
## glebokosc_procent < 1.087719 to the left, improve=0.07517896, (0 missing)
## dlugosc < 6.705 to the right, improve=0.05508640, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.090588 to the left, agree=0.667, adj=0.235, (0 split)
## szerokosc < 6.655 to the right, agree=0.641, adj=0.176, (0 split)
## glebokosc_mm < 4.165 to the left, agree=0.641, adj=0.176, (0 split)
## gestosc < 0.00600894 to the right, agree=0.641, adj=0.176, (0 split)
## glebokosc < 61.95 to the left, agree=0.615, adj=0.118, (0 split)
##
## Node number 443: 40 observations, complexity param=0.00006076392
## mean=13074.9, MSE=1657857
## left son=886 (18 obs) right son=887 (22 obs)
## Primary splits:
## kolor splits as LLLLLRR, improve=0.28924690, (0 missing)
## objetosc < 206.255 to the left, improve=0.07193649, (0 missing)
## szerokosc < 6.93 to the left, improve=0.05936533, (0 missing)
## czubek_a_najszerszy < 56.5 to the right, improve=0.02765533, (0 missing)
## karaty < 1.245 to the left, improve=0.02407821, (0 missing)
## Surrogate splits:
## karaty < 1.265 to the right, agree=0.700, adj=0.333, (0 split)
## karat2 < 1.60025 to the right, agree=0.700, adj=0.333, (0 split)
## dlugosc < 6.865 to the right, agree=0.675, adj=0.278, (0 split)
## gestosc < 0.006143706 to the right, agree=0.675, adj=0.278, (0 split)
## objetosc < 204.7243 to the right, agree=0.650, adj=0.222, (0 split)
##
## Node number 452: 111 observations, complexity param=0.00006782575
## mean=7575.135, MSE=1151497
## left son=904 (15 obs) right son=905 (96 obs)
## Primary splits:
## kolor splits as LRRRRRR, improve=0.1675093, (0 missing)
## objetosc < 257.3081 to the left, improve=0.1627784, (0 missing)
## karaty < 1.635 to the left, improve=0.1285168, (0 missing)
## karat2 < 2.67325 to the left, improve=0.1285168, (0 missing)
## szerokosc < 7.545 to the left, improve=0.1146502, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 63.5 to the right, agree=0.883, adj=0.133, (0 split)
## glebokosc_procent < 0.9197793 to the left, agree=0.883, adj=0.133, (0 split)
##
## Node number 453: 163 observations, complexity param=0.0001042077
## mean=9085.853, MSE=1482943
## left son=906 (133 obs) right son=907 (30 obs)
## Primary splits:
## objetosc < 261.8567 to the left, improve=0.13608730, (0 missing)
## szerokosc < 7.415 to the left, improve=0.11500390, (0 missing)
## kolor splits as LLLLLRR, improve=0.10088080, (0 missing)
## karaty < 1.605 to the left, improve=0.08911718, (0 missing)
## karat2 < 2.57605 to the left, improve=0.08911718, (0 missing)
## Surrogate splits:
## karaty < 1.595 to the left, agree=0.951, adj=0.733, (0 split)
## karat2 < 2.54405 to the left, agree=0.951, adj=0.733, (0 split)
## szerokosc < 7.515 to the left, agree=0.908, adj=0.500, (0 split)
## dlugosc < 7.515 to the left, agree=0.902, adj=0.467, (0 split)
## glebokosc_mm < 4.695 to the left, agree=0.902, adj=0.467, (0 split)
##
## Node number 454: 43 observations, complexity param=0.00005050698
## mean=10123.26, MSE=1970984
## left son=908 (19 obs) right son=909 (24 obs)
## Primary splits:
## kolor splits as LLRRRRR, improve=0.1881178, (0 missing)
## objetosc < 299.1228 to the left, improve=0.1352431, (0 missing)
## dlugosc < 7.845 to the left, improve=0.1330429, (0 missing)
## szerokosc < 7.745 to the left, improve=0.1329359, (0 missing)
## karaty < 1.83 to the left, improve=0.1259807, (0 missing)
## Surrogate splits:
## glebokosc < 62.05 to the left, agree=0.698, adj=0.316, (0 split)
## dlugosc < 7.845 to the left, agree=0.674, adj=0.263, (0 split)
## glebokosc_mm < 4.88 to the left, agree=0.674, adj=0.263, (0 split)
## karaty < 1.83 to the left, agree=0.651, adj=0.211, (0 split)
## czubek_a_najszerszy < 60.5 to the right, agree=0.651, adj=0.211, (0 split)
##
## Node number 455: 21 observations
## mean=12498.76, MSE=5094715
##
## Node number 456: 52 observations, complexity param=0.0000571257
## mean=7738.212, MSE=976404.1
## left son=912 (35 obs) right son=913 (17 obs)
## Primary splits:
## objetosc < 266.5833 to the left, improve=0.3551638, (0 missing)
## glebokosc_mm < 4.68 to the left, improve=0.3529768, (0 missing)
## szerokosc < 7.56 to the left, improve=0.3443244, (0 missing)
## karaty < 1.545 to the left, improve=0.3294079, (0 missing)
## karat2 < 2.38705 to the left, improve=0.3294079, (0 missing)
## Surrogate splits:
## karaty < 1.635 to the left, agree=0.981, adj=0.941, (0 split)
## glebokosc_mm < 4.68 to the left, agree=0.981, adj=0.941, (0 split)
## karat2 < 2.67345 to the left, agree=0.981, adj=0.941, (0 split)
## szerokosc < 7.56 to the left, agree=0.962, adj=0.882, (0 split)
## dlugosc < 7.55 to the left, agree=0.942, adj=0.824, (0 split)
##
## Node number 457: 145 observations, complexity param=0.0001907365
## mean=9589.372, MSE=1474534
## left son=914 (61 obs) right son=915 (84 obs)
## Primary splits:
## szerokosc < 7.375 to the left, improve=0.2816056, (0 missing)
## objetosc < 251.3503 to the left, improve=0.2643118, (0 missing)
## dlugosc < 7.405 to the left, improve=0.2155915, (0 missing)
## karaty < 1.555 to the left, improve=0.2143498, (0 missing)
## karat2 < 2.41805 to the left, improve=0.2143498, (0 missing)
## Surrogate splits:
## objetosc < 247.3679 to the left, agree=0.938, adj=0.852, (0 split)
## dlugosc < 7.405 to the left, agree=0.897, adj=0.754, (0 split)
## karaty < 1.535 to the left, agree=0.821, adj=0.574, (0 split)
## karat2 < 2.35625 to the left, agree=0.821, adj=0.574, (0 split)
## gestosc < 0.006160448 to the right, agree=0.752, adj=0.410, (0 split)
##
## Node number 460: 41 observations, complexity param=0.00005919311
## mean=10577.27, MSE=1283109
## left son=920 (25 obs) right son=921 (16 obs)
## Primary splits:
## objetosc < 247.2302 to the left, improve=0.3551843, (0 missing)
## szerokosc < 7.36 to the left, improve=0.1882292, (0 missing)
## gestosc < 0.006213744 to the right, improve=0.1720974, (0 missing)
## dlugosc < 7.425 to the left, improve=0.1345978, (0 missing)
## glebokosc_procent < 1.080181 to the left, improve=0.0950001, (0 missing)
## Surrogate splits:
## dlugosc < 7.425 to the left, agree=0.878, adj=0.688, (0 split)
## szerokosc < 7.405 to the left, agree=0.878, adj=0.688, (0 split)
## karaty < 1.525 to the left, agree=0.854, adj=0.625, (0 split)
## karat2 < 2.32565 to the left, agree=0.854, adj=0.625, (0 split)
## gestosc < 0.006165996 to the right, agree=0.854, adj=0.625, (0 split)
##
## Node number 461: 125 observations, complexity param=0.00007686513
## mean=11694.45, MSE=1528018
## left son=922 (26 obs) right son=923 (99 obs)
## Primary splits:
## objetosc < 241.6669 to the left, improve=0.12703430, (0 missing)
## szerokosc < 7.375 to the left, improve=0.11264300, (0 missing)
## czubek_a_najszerszy < 59.5 to the right, improve=0.08941951, (0 missing)
## karaty < 1.505 to the left, improve=0.08339538, (0 missing)
## karat2 < 2.26505 to the left, improve=0.08339538, (0 missing)
## Surrogate splits:
## gestosc < 0.006234934 to the right, agree=0.928, adj=0.654, (0 split)
## czubek_a_najszerszy < 61.5 to the right, agree=0.856, adj=0.308, (0 split)
## dlugosc < 7.22 to the left, agree=0.856, adj=0.308, (0 split)
## szerokosc < 7.235 to the left, agree=0.840, adj=0.231, (0 split)
## glebokosc_mm < 4.365 to the left, agree=0.824, adj=0.154, (0 split)
##
## Node number 462: 17 observations
## mean=13375.82, MSE=1270276
##
## Node number 463: 15 observations
## mean=15069.47, MSE=5549437
##
## Node number 464: 70 observations, complexity param=0.00008651512
## mean=8226.886, MSE=1042653
## left son=928 (49 obs) right son=929 (21 obs)
## Primary splits:
## klarownosc splits as LLLLLRRR, improve=0.3741832, (0 missing)
## glebokosc < 61.05 to the left, improve=0.2271287, (0 missing)
## glebokosc_mm < 4.535 to the left, improve=0.2202047, (0 missing)
## szerokosc < 7.285 to the left, improve=0.1907166, (0 missing)
## objetosc < 239.6139 to the left, improve=0.1711446, (0 missing)
## Surrogate splits:
## dlugosc < 7.195 to the right, agree=0.714, adj=0.048, (0 split)
##
## Node number 465: 110 observations, complexity param=0.00009656364
## mean=9771.855, MSE=961568.8
## left son=930 (56 obs) right son=931 (54 obs)
## Primary splits:
## klarownosc splits as LLLLRRRR, improve=0.28818450, (0 missing)
## dlugosc < 7.285 to the left, improve=0.11071640, (0 missing)
## objetosc < 244.7651 to the left, improve=0.09281483, (0 missing)
## szerokosc < 7.305 to the left, improve=0.08907941, (0 missing)
## karaty < 1.525 to the left, improve=0.05029561, (0 missing)
## Surrogate splits:
## dlugosc < 7.405 to the right, agree=0.609, adj=0.204, (0 split)
## ciecie splits as RRRLL, agree=0.582, adj=0.148, (0 split)
## glebokosc < 62.65 to the left, agree=0.582, adj=0.148, (0 split)
## glebokosc_procent < 1.141279 to the left, agree=0.582, adj=0.148, (0 split)
## czy_premium < 0.5 to the right, agree=0.582, adj=0.148, (0 split)
##
## Node number 466: 21 observations
## mean=10181.24, MSE=1230226
##
## Node number 467: 87 observations, complexity param=0.00002266926
## mean=11454.82, MSE=1040000
## left son=934 (45 obs) right son=935 (42 obs)
## Primary splits:
## klarownosc splits as LLLLRRRR, improve=0.07727859, (0 missing)
## ciecie splits as LLLRR, improve=0.07537072, (0 missing)
## czy_premium < 0.5 to the left, improve=0.07537072, (0 missing)
## gestosc < 0.006118203 to the left, improve=0.06974260, (0 missing)
## glebokosc_procent < 1.061751 to the left, improve=0.06870347, (0 missing)
## Surrogate splits:
## karaty < 1.525 to the right, agree=0.586, adj=0.143, (0 split)
## glebokosc < 60.55 to the right, agree=0.586, adj=0.143, (0 split)
## glebokosc_mm < 4.545 to the right, agree=0.586, adj=0.143, (0 split)
## karat2 < 2.32565 to the right, agree=0.586, adj=0.143, (0 split)
## gestosc < 0.006207599 to the right, agree=0.586, adj=0.143, (0 split)
##
## Node number 468: 55 observations, complexity param=0.00004164965
## mean=11318.05, MSE=1616219
## left son=936 (36 obs) right son=937 (19 obs)
## Primary splits:
## szerokosc < 7.705 to the left, improve=0.14790350, (0 missing)
## objetosc < 275.1792 to the left, improve=0.13172350, (0 missing)
## czubek_a_najszerszy < 57.5 to the right, improve=0.10881900, (0 missing)
## karaty < 1.685 to the left, improve=0.08828344, (0 missing)
## karat2 < 2.83925 to the left, improve=0.08828344, (0 missing)
## Surrogate splits:
## objetosc < 277.0693 to the left, agree=0.891, adj=0.684, (0 split)
## dlugosc < 7.695 to the left, agree=0.836, adj=0.526, (0 split)
## karaty < 1.715 to the left, agree=0.764, adj=0.316, (0 split)
## glebokosc < 60.55 to the right, agree=0.764, adj=0.316, (0 split)
## karat2 < 2.94125 to the left, agree=0.764, adj=0.316, (0 split)
##
## Node number 469: 40 observations, complexity param=0.00004019284
## mean=12811.33, MSE=2468939
## left son=938 (23 obs) right son=939 (17 obs)
## Primary splits:
## klarownosc splits as LLLLRRRR, improve=0.12847200, (0 missing)
## glebokosc_procent < 1.090304 to the left, improve=0.12580950, (0 missing)
## szerokosc < 7.66 to the left, improve=0.10521620, (0 missing)
## czubek_a_najszerszy < 57.5 to the right, improve=0.08271594, (0 missing)
## karaty < 1.705 to the right, improve=0.03296901, (0 missing)
## Surrogate splits:
## gestosc < 0.006068533 to the right, agree=0.750, adj=0.412, (0 split)
## glebokosc_mm < 4.725 to the right, agree=0.700, adj=0.294, (0 split)
## objetosc < 267.9773 to the right, agree=0.700, adj=0.294, (0 split)
## karaty < 1.615 to the right, agree=0.675, adj=0.235, (0 split)
## glebokosc < 62.15 to the right, agree=0.675, adj=0.235, (0 split)
##
## Node number 472: 88 observations, complexity param=0.0001036873
## mean=12863.35, MSE=2045821
## left son=944 (16 obs) right son=945 (72 obs)
## Primary splits:
## glebokosc_mm < 4.445 to the left, improve=0.1818048, (0 missing)
## ciecie splits as LLLRR, improve=0.1724691, (0 missing)
## czy_premium < 0.5 to the left, improve=0.1724691, (0 missing)
## klarownosc splits as LLLLRRRR, improve=0.1319561, (0 missing)
## glebokosc_procent < 1.0359 to the left, improve=0.1219132, (0 missing)
## Surrogate splits:
## glebokosc < 60.25 to the left, agree=0.920, adj=0.562, (0 split)
## glebokosc_procent < 0.9818169 to the left, agree=0.920, adj=0.562, (0 split)
## czubek_a_najszerszy < 60.5 to the right, agree=0.898, adj=0.437, (0 split)
## ciecie splits as LRRRR, agree=0.852, adj=0.187, (0 split)
## objetosc < 235.9999 to the left, agree=0.852, adj=0.187, (0 split)
##
## Node number 473: 32 observations, complexity param=0.00005797633
## mean=14902, MSE=1326498
## left son=946 (16 obs) right son=947 (16 obs)
## Primary splits:
## szerokosc < 7.355 to the left, improve=0.4311457, (0 missing)
## karaty < 1.525 to the left, improve=0.3392943, (0 missing)
## karat2 < 2.32565 to the left, improve=0.3392943, (0 missing)
## dlugosc < 7.33 to the left, improve=0.3105996, (0 missing)
## objetosc < 245.908 to the left, improve=0.2903943, (0 missing)
## Surrogate splits:
## objetosc < 245.908 to the left, agree=0.906, adj=0.812, (0 split)
## dlugosc < 7.35 to the left, agree=0.844, adj=0.688, (0 split)
## karaty < 1.515 to the left, agree=0.812, adj=0.625, (0 split)
## karat2 < 2.29525 to the left, agree=0.812, adj=0.625, (0 split)
## gestosc < 0.006138809 to the right, agree=0.812, adj=0.625, (0 split)
##
## Node number 474: 76 observations, complexity param=0.00007627833
## mean=14313.76, MSE=2023722
## left son=948 (57 obs) right son=949 (19 obs)
## Primary splits:
## karaty < 1.525 to the left, improve=0.15655490, (0 missing)
## karat2 < 2.32565 to the left, improve=0.15655490, (0 missing)
## kolor splits as LLLLLLR, improve=0.09968251, (0 missing)
## objetosc < 243.881 to the left, improve=0.09488256, (0 missing)
## szerokosc < 7.27 to the left, improve=0.06998060, (0 missing)
## Surrogate splits:
## karat2 < 2.32565 to the left, agree=1.000, adj=1.000, (0 split)
## objetosc < 251.5979 to the left, agree=0.895, adj=0.579, (0 split)
## szerokosc < 7.525 to the left, agree=0.829, adj=0.316, (0 split)
## glebokosc_mm < 4.605 to the left, agree=0.829, adj=0.316, (0 split)
## dlugosc < 7.425 to the left, agree=0.789, adj=0.158, (0 split)
##
## Node number 475: 43 observations, complexity param=0.00004645787
## mean=16343.3, MSE=2047646
## left son=950 (18 obs) right son=951 (25 obs)
## Primary splits:
## dlugosc < 7.315 to the left, improve=0.16655820, (0 missing)
## glebokosc_procent < 1.051215 to the left, improve=0.15910190, (0 missing)
## objetosc < 242.344 to the left, improve=0.10892180, (0 missing)
## glebokosc < 60.75 to the left, improve=0.10835990, (0 missing)
## glebokosc_mm < 4.525 to the left, improve=0.09627303, (0 missing)
## Surrogate splits:
## objetosc < 241.7473 to the left, agree=0.837, adj=0.611, (0 split)
## szerokosc < 7.335 to the left, agree=0.791, adj=0.500, (0 split)
## karaty < 1.46 to the left, agree=0.721, adj=0.333, (0 split)
## karat2 < 2.1332 to the left, agree=0.721, adj=0.333, (0 split)
## gestosc < 0.00625328 to the right, agree=0.674, adj=0.222, (0 split)
##
## Node number 476: 19 observations
## mean=14395.37, MSE=6167409
##
## Node number 477: 23 observations
## mean=16790.96, MSE=2372424
##
## Node number 496: 27 observations
## mean=11509.33, MSE=2323647
##
## Node number 497: 25 observations
## mean=12780.96, MSE=1102694
##
## Node number 498: 20 observations
## mean=13186.7, MSE=2903164
##
## Node number 499: 18 observations
## mean=14635.11, MSE=1510007
##
## Node number 504: 152 observations, complexity param=0.0001611506
## mean=14309.76, MSE=3950099
## left son=1008 (18 obs) right son=1009 (134 obs)
## Primary splits:
## szerokosc < 8.035 to the left, improve=0.08472475, (0 missing)
## karaty < 2.015 to the left, improve=0.05912593, (0 missing)
## karat2 < 4.06025 to the left, improve=0.05912593, (0 missing)
## objetosc < 337.6413 to the left, improve=0.05351622, (0 missing)
## glebokosc_procent < 1.001667 to the left, improve=0.04855051, (0 missing)
## Surrogate splits:
## objetosc < 322.0945 to the left, agree=0.921, adj=0.333, (0 split)
## dlugosc < 7.95 to the left, agree=0.901, adj=0.167, (0 split)
## czubek_a_najszerszy < 61.5 to the right, agree=0.888, adj=0.056, (0 split)
## gestosc < 0.006305543 to the right, agree=0.888, adj=0.056, (0 split)
##
## Node number 505: 28 observations
## mean=16450.86, MSE=3806847
##
## Node number 506: 22 observations
## mean=14348.77, MSE=5974600
##
## Node number 507: 128 observations, complexity param=0.00009497423
## mean=16394.88, MSE=3308055
## left son=1014 (32 obs) right son=1015 (96 obs)
## Primary splits:
## gestosc < 0.006247003 to the right, improve=0.07080324, (0 missing)
## szerokosc < 8.105 to the left, improve=0.06794832, (0 missing)
## glebokosc < 62.45 to the right, improve=0.05979156, (0 missing)
## glebokosc_mm < 5.025 to the right, improve=0.04398039, (0 missing)
## ciecie splits as LLRRR, improve=0.03705809, (0 missing)
## Surrogate splits:
## objetosc < 324.9631 to the left, agree=0.891, adj=0.562, (0 split)
## szerokosc < 8.075 to the left, agree=0.867, adj=0.469, (0 split)
## dlugosc < 8.045 to the left, agree=0.852, adj=0.406, (0 split)
## ciecie splits as LLRRR, agree=0.828, adj=0.312, (0 split)
## glebokosc < 62.95 to the right, agree=0.812, adj=0.250, (0 split)
##
## Node number 510: 109 observations, complexity param=0.00009302573
## mean=16131.28, MSE=2383306
## left son=1020 (54 obs) right son=1021 (55 obs)
## Primary splits:
## klarownosc splits as LLLRRRRR, improve=0.10243570, (0 missing)
## dlugosc < 8.425 to the left, improve=0.09773671, (0 missing)
## szerokosc < 8.38 to the left, improve=0.09611808, (0 missing)
## objetosc < 355.6683 to the left, improve=0.08020580, (0 missing)
## karaty < 2.205 to the left, improve=0.07675111, (0 missing)
## Surrogate splits:
## glebokosc_mm < 5.015 to the right, agree=0.688, adj=0.370, (0 split)
## glebokosc_procent < 1.063668 to the right, agree=0.670, adj=0.333, (0 split)
## glebokosc < 60.65 to the right, agree=0.642, adj=0.278, (0 split)
## karaty < 2.08 to the right, agree=0.606, adj=0.204, (0 split)
## czubek_a_najszerszy < 57.5 to the left, agree=0.606, adj=0.204, (0 split)
##
## Node number 511: 109 observations, complexity param=0.00007596828
## mean=16870.84, MSE=2959608
## left son=1022 (48 obs) right son=1023 (61 obs)
## Primary splits:
## ciecie splits as RRRRL, improve=0.07191279, (0 missing)
## glebokosc_mm < 4.905 to the left, improve=0.05584228, (0 missing)
## gestosc < 0.006064604 to the left, improve=0.05523198, (0 missing)
## glebokosc < 60.65 to the left, improve=0.05439041, (0 missing)
## dlugosc < 8.275 to the right, improve=0.04447111, (0 missing)
## Surrogate splits:
## czy_premium < 0.5 to the right, agree=0.780, adj=0.500, (0 split)
## czubek_a_najszerszy < 57.5 to the right, agree=0.661, adj=0.229, (0 split)
## glebokosc_procent < 1.06239 to the left, agree=0.651, adj=0.208, (0 split)
## objetosc < 330.2253 to the right, agree=0.633, adj=0.167, (0 split)
## karaty < 2.025 to the right, agree=0.615, adj=0.125, (0 split)
##
## Node number 646: 103 observations
## mean=2163.427, MSE=87553.2
##
## Node number 647: 181 observations
## mean=2438.387, MSE=64751.38
##
## Node number 690: 361 observations, complexity param=0.00002186791
## mean=2901.352, MSE=120126.1
## left son=1380 (137 obs) right son=1381 (224 obs)
## Primary splits:
## szerokosc < 5.705 to the left, improve=0.1591816, (0 missing)
## objetosc < 115.0905 to the left, improve=0.1536886, (0 missing)
## klarownosc splits as LLLLRRRR, improve=0.1466971, (0 missing)
## ciecie splits as LLLRR, improve=0.1046631, (0 missing)
## czy_premium < 0.5 to the left, improve=0.1046631, (0 missing)
## Surrogate splits:
## objetosc < 115.4493 to the left, agree=0.814, adj=0.511, (0 split)
## dlugosc < 5.675 to the left, agree=0.801, adj=0.474, (0 split)
## gestosc < 0.006167015 to the right, agree=0.795, adj=0.460, (0 split)
## glebokosc < 62.55 to the right, agree=0.787, adj=0.438, (0 split)
## glebokosc_procent < 1.127671 to the right, agree=0.657, adj=0.095, (0 split)
##
## Node number 691: 92 observations, complexity param=0.00001591672
## mean=3279.391, MSE=180962.9
## left son=1382 (47 obs) right son=1383 (45 obs)
## Primary splits:
## objetosc < 115.4592 to the left, improve=0.3017909, (0 missing)
## gestosc < 0.006192991 to the right, improve=0.1943008, (0 missing)
## szerokosc < 5.725 to the left, improve=0.1581216, (0 missing)
## czubek_a_najszerszy < 57.5 to the right, improve=0.1496296, (0 missing)
## glebokosc_procent < 1.071695 to the left, improve=0.1090625, (0 missing)
## Surrogate splits:
## gestosc < 0.006103075 to the right, agree=0.783, adj=0.556, (0 split)
## szerokosc < 5.735 to the left, agree=0.739, adj=0.467, (0 split)
## karaty < 0.705 to the left, agree=0.717, adj=0.422, (0 split)
## czubek_a_najszerszy < 57.5 to the right, agree=0.717, adj=0.422, (0 split)
## karat2 < 0.49705 to the left, agree=0.717, adj=0.422, (0 split)
##
## Node number 754: 194 observations
## mean=4352.974, MSE=234417.2
##
## Node number 755: 51 observations
## mean=4704.647, MSE=226939.3
##
## Node number 756: 34 observations
## mean=4393.265, MSE=258809.5
##
## Node number 757: 19 observations
## mean=5083.526, MSE=408061.6
##
## Node number 760: 29 observations
## mean=4768.69, MSE=171951.7
##
## Node number 761: 22 observations
## mean=5566.455, MSE=530325.9
##
## Node number 780: 244 observations, complexity param=0.00001801692
## mean=4110.93, MSE=181485.3
## left son=1560 (15 obs) right son=1561 (229 obs)
## Primary splits:
## glebokosc < 63.95 to the right, improve=0.12843380, (0 missing)
## ciecie splits as LLRRR, improve=0.12111150, (0 missing)
## objetosc < 162.7597 to the left, improve=0.11563100, (0 missing)
## szerokosc < 6.295 to the left, improve=0.11102850, (0 missing)
## glebokosc_mm < 4.065 to the right, improve=0.08829064, (0 missing)
## Surrogate splits:
## szerokosc < 6.27 to the left, agree=0.984, adj=0.733, (0 split)
## ciecie splits as LRRRR, agree=0.980, adj=0.667, (0 split)
## glebokosc_mm < 4.075 to the right, agree=0.967, adj=0.467, (0 split)
## dlugosc < 6.255 to the left, agree=0.947, adj=0.133, (0 split)
## glebokosc_procent < 1.210978 to the right, agree=0.947, adj=0.133, (0 split)
##
## Node number 781: 151 observations
## mean=4478.722, MSE=208535.1
##
## Node number 782: 307 observations, complexity param=0.00001859915
## mean=4575.189, MSE=214595.8
## left son=1564 (199 obs) right son=1565 (108 obs)
## Primary splits:
## kolor splits as LLLLLRR, improve=0.08911762, (0 missing)
## glebokosc < 63.35 to the right, improve=0.06866548, (0 missing)
## gestosc < 0.006285257 to the right, improve=0.05089434, (0 missing)
## glebokosc_procent < 0.9778689 to the left, improve=0.03583164, (0 missing)
## ciecie splits as LLRRR, improve=0.03422237, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.015127 to the right, agree=0.671, adj=0.065, (0 split)
## gestosc < 0.005961347 to the right, agree=0.668, adj=0.056, (0 split)
## karaty < 1.015 to the right, agree=0.664, adj=0.046, (0 split)
## karat2 < 1.03025 to the right, agree=0.664, adj=0.046, (0 split)
## objetosc < 168.9013 to the right, agree=0.661, adj=0.037, (0 split)
##
## Node number 783: 45 observations, complexity param=0.00001576903
## mean=5057.222, MSE=259812.9
## left son=1566 (15 obs) right son=1567 (30 obs)
## Primary splits:
## ciecie splits as RRRRL, improve=0.42575700, (0 missing)
## czubek_a_najszerszy < 57.5 to the right, improve=0.22304940, (0 missing)
## glebokosc_procent < 1.081422 to the left, improve=0.20678910, (0 missing)
## kolor splits as LLLLRRR, improve=0.04429608, (0 missing)
## gestosc < 0.006085472 to the right, improve=0.03329476, (0 missing)
## Surrogate splits:
## szerokosc < 6.725 to the left, agree=0.756, adj=0.267, (0 split)
## glebokosc < 59.95 to the left, agree=0.711, adj=0.133, (0 split)
## dlugosc < 6.795 to the right, agree=0.711, adj=0.133, (0 split)
## karaty < 1.135 to the left, agree=0.689, adj=0.067, (0 split)
## glebokosc_procent < 1.03863 to the left, agree=0.689, adj=0.067, (0 split)
##
## Node number 792: 16 observations
## mean=4198.562, MSE=258354.9
##
## Node number 793: 202 observations
## mean=4779.52, MSE=148028.4
##
## Node number 794: 217 observations, complexity param=0.00001770398
## mean=5123.922, MSE=243125.9
## left son=1588 (63 obs) right son=1589 (154 obs)
## Primary splits:
## szerokosc < 6.365 to the left, improve=0.10592780, (0 missing)
## ciecie splits as LLRRR, improve=0.09305727, (0 missing)
## glebokosc < 64.05 to the right, improve=0.08708408, (0 missing)
## gestosc < 0.006227098 to the right, improve=0.08412952, (0 missing)
## objetosc < 164.5964 to the left, improve=0.07294708, (0 missing)
## Surrogate splits:
## glebokosc < 63.45 to the right, agree=0.825, adj=0.397, (0 split)
## dlugosc < 6.315 to the left, agree=0.802, adj=0.317, (0 split)
## objetosc < 160.8974 to the left, agree=0.779, adj=0.238, (0 split)
## gestosc < 0.006286808 to the right, agree=0.774, adj=0.222, (0 split)
## glebokosc_mm < 4.035 to the right, agree=0.747, adj=0.127, (0 split)
##
## Node number 795: 78 observations
## mean=5548.244, MSE=281110.3
##
## Node number 796: 129 observations
## mean=5165.496, MSE=214923.2
##
## Node number 797: 36 observations
## mean=5672.194, MSE=309527.9
##
## Node number 798: 43 observations
## mean=5535.674, MSE=328751
##
## Node number 799: 56 observations, complexity param=0.00003208662
## mean=6208.464, MSE=425433.3
## left son=1598 (29 obs) right son=1599 (27 obs)
## Primary splits:
## szerokosc < 6.615 to the left, improve=0.4251425, (0 missing)
## dlugosc < 6.575 to the left, improve=0.3668651, (0 missing)
## objetosc < 177.018 to the left, improve=0.3323874, (0 missing)
## karaty < 1.105 to the left, improve=0.2189807, (0 missing)
## karat2 < 1.22105 to the left, improve=0.2189807, (0 missing)
## Surrogate splits:
## objetosc < 177.7141 to the left, agree=0.911, adj=0.815, (0 split)
## dlugosc < 6.615 to the left, agree=0.857, adj=0.704, (0 split)
## karaty < 1.095 to the left, agree=0.821, adj=0.630, (0 split)
## karat2 < 1.19905 to the left, agree=0.821, adj=0.630, (0 split)
## glebokosc_mm < 4.125 to the left, agree=0.732, adj=0.444, (0 split)
##
## Node number 810: 28 observations
## mean=4972.286, MSE=362160.6
##
## Node number 811: 153 observations, complexity param=0.00002561929
## mean=5638.007, MSE=458479.4
## left son=1622 (38 obs) right son=1623 (115 obs)
## Primary splits:
## glebokosc_procent < 1.031088 to the left, improve=0.11528850, (0 missing)
## kolor splits as LLLLLRR, improve=0.10089730, (0 missing)
## glebokosc_mm < 4.215 to the left, improve=0.07483505, (0 missing)
## czubek_a_najszerszy < 59.5 to the right, improve=0.06515736, (0 missing)
## glebokosc < 60.35 to the left, improve=0.05746005, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 59.5 to the right, agree=0.882, adj=0.526, (0 split)
## glebokosc < 60.85 to the left, agree=0.876, adj=0.500, (0 split)
## glebokosc_mm < 4.185 to the left, agree=0.863, adj=0.447, (0 split)
## ciecie splits as LLRRR, agree=0.771, adj=0.079, (0 split)
## dlugosc < 7.075 to the right, agree=0.771, adj=0.079, (0 split)
##
## Node number 814: 32 observations
## mean=6466.75, MSE=463704.8
##
## Node number 815: 34 observations
## mean=7193.588, MSE=1017248
##
## Node number 816: 17 observations
## mean=4684.765, MSE=270411.2
##
## Node number 817: 71 observations
## mean=5418.859, MSE=248552
##
## Node number 820: 75 observations, complexity param=0.00004162975
## mean=6247.2, MSE=594556.5
## left son=1640 (22 obs) right son=1641 (53 obs)
## Primary splits:
## szerokosc < 6.795 to the left, improve=0.2946995, (0 missing)
## glebokosc < 62.45 to the right, improve=0.2194127, (0 missing)
## objetosc < 194.4904 to the left, improve=0.1961117, (0 missing)
## dlugosc < 6.815 to the left, improve=0.1934237, (0 missing)
## gestosc < 0.006224886 to the right, improve=0.1658202, (0 missing)
## Surrogate splits:
## objetosc < 196.0317 to the left, agree=0.907, adj=0.682, (0 split)
## gestosc < 0.006224886 to the right, agree=0.867, adj=0.545, (0 split)
## dlugosc < 6.805 to the left, agree=0.840, adj=0.455, (0 split)
## glebokosc < 62.85 to the right, agree=0.813, adj=0.364, (0 split)
## czubek_a_najszerszy < 60.5 to the right, agree=0.720, adj=0.045, (0 split)
##
## Node number 821: 46 observations
## mean=6938.913, MSE=430155.3
##
## Node number 834: 16 observations
## mean=4435.562, MSE=132936.6
##
## Node number 835: 43 observations
## mean=5114.233, MSE=270855.9
##
## Node number 836: 20 observations
## mean=4739.1, MSE=315981.6
##
## Node number 837: 83 observations
## mean=5297.904, MSE=145274.1
##
## Node number 840: 52 observations
## mean=5349.404, MSE=329088.8
##
## Node number 841: 75 observations, complexity param=0.00002571066
## mean=6072.133, MSE=431880.9
## left son=1682 (29 obs) right son=1683 (46 obs)
## Primary splits:
## karaty < 1.215 to the left, improve=0.2505637, (0 missing)
## karat2 < 1.47625 to the left, improve=0.2505637, (0 missing)
## objetosc < 197.61 to the left, improve=0.2366238, (0 missing)
## szerokosc < 6.855 to the left, improve=0.2172408, (0 missing)
## glebokosc_mm < 4.235 to the left, improve=0.1864648, (0 missing)
## Surrogate splits:
## karat2 < 1.47625 to the left, agree=1.000, adj=1.000, (0 split)
## objetosc < 198.2609 to the left, agree=0.960, adj=0.897, (0 split)
## dlugosc < 6.805 to the left, agree=0.880, adj=0.690, (0 split)
## szerokosc < 6.815 to the left, agree=0.867, adj=0.655, (0 split)
## glebokosc_mm < 4.225 to the left, agree=0.813, adj=0.517, (0 split)
##
## Node number 842: 18 observations
## mean=6631.667, MSE=348667.8
##
## Node number 843: 15 observations
## mean=7624.267, MSE=1106091
##
## Node number 844: 30 observations
## mean=6424.467, MSE=526935.8
##
## Node number 845: 76 observations, complexity param=0.00001528775
## mean=7224.053, MSE=639581.2
## left son=1690 (49 obs) right son=1691 (27 obs)
## Primary splits:
## czubek_a_najszerszy < 56.5 to the right, improve=0.09928057, (0 missing)
## klarownosc splits as LLLLRRRR, improve=0.08684242, (0 missing)
## glebokosc < 60.85 to the left, improve=0.07250346, (0 missing)
## glebokosc_procent < 1.037811 to the left, improve=0.06525576, (0 missing)
## gestosc < 0.006186294 to the right, improve=0.05270852, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.092935 to the left, agree=0.961, adj=0.889, (0 split)
## ciecie splits as RRRRL, agree=0.750, adj=0.296, (0 split)
## dlugosc < 6.825 to the right, agree=0.697, adj=0.148, (0 split)
## glebokosc < 61.45 to the left, agree=0.684, adj=0.111, (0 split)
## szerokosc < 6.785 to the right, agree=0.684, adj=0.111, (0 split)
##
## Node number 848: 159 observations, complexity param=0.00002940768
## mean=6140.855, MSE=244904.7
## left son=1696 (51 obs) right son=1697 (108 obs)
## Primary splits:
## szerokosc < 6.415 to the left, improve=0.2383946, (0 missing)
## objetosc < 166.4542 to the left, improve=0.2362942, (0 missing)
## karaty < 1.025 to the left, improve=0.2050885, (0 missing)
## karat2 < 1.05065 to the left, improve=0.2050885, (0 missing)
## dlugosc < 6.355 to the left, improve=0.2025947, (0 missing)
## Surrogate splits:
## objetosc < 163.4496 to the left, agree=0.855, adj=0.549, (0 split)
## dlugosc < 6.395 to the left, agree=0.811, adj=0.412, (0 split)
## glebokosc < 62.65 to the right, agree=0.792, adj=0.353, (0 split)
## gestosc < 0.006252849 to the right, agree=0.761, adj=0.255, (0 split)
## karaty < 1.005 to the left, agree=0.755, adj=0.235, (0 split)
##
## Node number 849: 220 observations, complexity param=0.00004837225
## mean=6718.545, MSE=437595.2
## left son=1698 (150 obs) right son=1699 (70 obs)
## Primary splits:
## objetosc < 166.7897 to the left, improve=0.1586102, (0 missing)
## kolor splits as LLLLLLR, improve=0.1567542, (0 missing)
## szerokosc < 6.465 to the left, improve=0.1421153, (0 missing)
## karaty < 1.035 to the left, improve=0.1336332, (0 missing)
## karat2 < 1.07125 to the left, improve=0.1336332, (0 missing)
## Surrogate splits:
## karaty < 1.025 to the left, agree=0.895, adj=0.671, (0 split)
## karat2 < 1.05065 to the left, agree=0.895, adj=0.671, (0 split)
## dlugosc < 6.495 to the left, agree=0.877, adj=0.614, (0 split)
## szerokosc < 6.485 to the left, agree=0.841, adj=0.500, (0 split)
## gestosc < 0.006119021 to the right, agree=0.795, adj=0.357, (0 split)
##
## Node number 850: 107 observations, complexity param=0.00003667155
## mean=6795.925, MSE=351487.8
## left son=1700 (66 obs) right son=1701 (41 obs)
## Primary splits:
## objetosc < 167.9126 to the left, improve=0.3077976, (0 missing)
## karaty < 1.025 to the left, improve=0.2274078, (0 missing)
## karat2 < 1.05065 to the left, improve=0.2274078, (0 missing)
## szerokosc < 6.485 to the left, improve=0.2093139, (0 missing)
## dlugosc < 6.495 to the left, improve=0.1951269, (0 missing)
## Surrogate splits:
## karaty < 1.025 to the left, agree=0.907, adj=0.756, (0 split)
## karat2 < 1.05065 to the left, agree=0.907, adj=0.756, (0 split)
## szerokosc < 6.485 to the left, agree=0.879, adj=0.683, (0 split)
## dlugosc < 6.485 to the left, agree=0.869, adj=0.659, (0 split)
## glebokosc_mm < 4.025 to the left, agree=0.776, adj=0.415, (0 split)
##
## Node number 851: 112 observations, complexity param=0.00003508218
## mean=7632.393, MSE=508828.3
## left son=1702 (53 obs) right son=1703 (59 obs)
## Primary splits:
## objetosc < 164.7743 to the left, improve=0.19432440, (0 missing)
## ciecie splits as LLLRR, improve=0.11634120, (0 missing)
## czy_premium < 0.5 to the left, improve=0.11634120, (0 missing)
## kolor splits as LLLLLRR, improve=0.10176740, (0 missing)
## szerokosc < 6.375 to the left, improve=0.09421297, (0 missing)
## Surrogate splits:
## szerokosc < 6.435 to the left, agree=0.857, adj=0.698, (0 split)
## gestosc < 0.006152496 to the right, agree=0.830, adj=0.642, (0 split)
## karaty < 1.015 to the left, agree=0.821, adj=0.623, (0 split)
## dlugosc < 6.445 to the left, agree=0.821, adj=0.623, (0 split)
## karat2 < 1.03025 to the left, agree=0.821, adj=0.623, (0 split)
##
## Node number 852: 72 observations
## mean=7151.306, MSE=462506.1
##
## Node number 853: 25 observations
## mean=7817.12, MSE=484018.7
##
## Node number 854: 15 observations
## mean=6862.467, MSE=469652
##
## Node number 855: 91 observations, complexity param=0.00004327691
## mean=8251.209, MSE=1004017
## left son=1710 (63 obs) right son=1711 (28 obs)
## Primary splits:
## klarownosc splits as LLLLRRRR, improve=0.14952150, (0 missing)
## dlugosc < 6.775 to the left, improve=0.13293740, (0 missing)
## szerokosc < 6.735 to the left, improve=0.10720610, (0 missing)
## glebokosc < 62.35 to the right, improve=0.08583604, (0 missing)
## kolor splits as LLLLLLR, improve=0.06527850, (0 missing)
## Surrogate splits:
## objetosc < 180.559 to the right, agree=0.736, adj=0.143, (0 split)
## szerokosc < 6.865 to the left, agree=0.714, adj=0.071, (0 split)
## glebokosc_mm < 4.005 to the right, agree=0.714, adj=0.071, (0 split)
## karaty < 1.085 to the right, agree=0.703, adj=0.036, (0 split)
## glebokosc < 59.95 to the right, agree=0.703, adj=0.036, (0 split)
##
## Node number 856: 49 observations, complexity param=0.00002501259
## mean=8562.612, MSE=868370.5
## left son=1712 (21 obs) right son=1713 (28 obs)
## Primary splits:
## klarownosc splits as LLLLRRRR, improve=0.18556140, (0 missing)
## dlugosc < 6.875 to the right, improve=0.10386640, (0 missing)
## glebokosc_procent < 1.079825 to the left, improve=0.10309800, (0 missing)
## ciecie splits as RRRRL, improve=0.09942812, (0 missing)
## objetosc < 200.2079 to the right, improve=0.05731593, (0 missing)
## Surrogate splits:
## gestosc < 0.006166619 to the right, agree=0.653, adj=0.190, (0 split)
## karaty < 1.245 to the right, agree=0.633, adj=0.143, (0 split)
## dlugosc < 6.925 to the right, agree=0.633, adj=0.143, (0 split)
## glebokosc_mm < 4.185 to the left, agree=0.633, adj=0.143, (0 split)
## karat2 < 1.55005 to the right, agree=0.633, adj=0.143, (0 split)
##
## Node number 857: 53 observations, complexity param=0.00001773681
## mean=9208.189, MSE=729064.8
## left son=1714 (15 obs) right son=1715 (38 obs)
## Primary splits:
## dlugosc < 6.895 to the right, improve=0.14489840, (0 missing)
## klarownosc splits as LLLLRRRR, improve=0.14217770, (0 missing)
## objetosc < 198.1796 to the left, improve=0.09392624, (0 missing)
## czubek_a_najszerszy < 56.5 to the right, improve=0.03554560, (0 missing)
## szerokosc < 6.865 to the left, improve=0.02941818, (0 missing)
## Surrogate splits:
## objetosc < 201.5953 to the right, agree=0.906, adj=0.667, (0 split)
## glebokosc < 61 to the left, agree=0.830, adj=0.400, (0 split)
## szerokosc < 6.925 to the right, agree=0.830, adj=0.400, (0 split)
## glebokosc_procent < 1.032496 to the left, agree=0.830, adj=0.400, (0 split)
## karaty < 1.225 to the right, agree=0.774, adj=0.200, (0 split)
##
## Node number 858: 56 observations, complexity param=0.0000203898
## mean=9396.321, MSE=614506.3
## left son=1716 (31 obs) right son=1717 (25 obs)
## Primary splits:
## karaty < 1.305 to the left, improve=0.1870375, (0 missing)
## karat2 < 1.70305 to the left, improve=0.1870375, (0 missing)
## glebokosc_mm < 4.275 to the left, improve=0.1218358, (0 missing)
## objetosc < 213.5162 to the left, improve=0.1198411, (0 missing)
## gestosc < 0.006103503 to the left, improve=0.1093044, (0 missing)
## Surrogate splits:
## karat2 < 1.70305 to the left, agree=1.000, adj=1.00, (0 split)
## objetosc < 213.0253 to the left, agree=0.929, adj=0.84, (0 split)
## dlugosc < 7.045 to the left, agree=0.839, adj=0.64, (0 split)
## glebokosc_mm < 4.325 to the left, agree=0.804, adj=0.56, (0 split)
## szerokosc < 7.015 to the left, agree=0.750, adj=0.44, (0 split)
##
## Node number 859: 36 observations, complexity param=0.00002766293
## mean=10496.56, MSE=1037433
## left son=1718 (17 obs) right son=1719 (19 obs)
## Primary splits:
## gestosc < 0.006072023 to the left, improve=0.23381140, (0 missing)
## klarownosc splits as LLLLRRRR, improve=0.16934330, (0 missing)
## karaty < 1.275 to the left, improve=0.11685070, (0 missing)
## karat2 < 1.62565 to the left, improve=0.11685070, (0 missing)
## objetosc < 209.8284 to the left, improve=0.09565527, (0 missing)
## Surrogate splits:
## karaty < 1.265 to the left, agree=0.806, adj=0.588, (0 split)
## karat2 < 1.60025 to the left, agree=0.806, adj=0.588, (0 split)
## glebokosc_mm < 4.305 to the left, agree=0.667, adj=0.294, (0 split)
## objetosc < 207.9398 to the left, agree=0.667, adj=0.294, (0 split)
## kolor splits as RRRRRRL, agree=0.639, adj=0.235, (0 split)
##
## Node number 866: 16 observations
## mean=6288.938, MSE=1276333
##
## Node number 867: 16 observations
## mean=7210.312, MSE=572062.5
##
## Node number 872: 31 observations
## mean=7314.097, MSE=349151.3
##
## Node number 873: 30 observations
## mean=7999.733, MSE=367879.4
##
## Node number 874: 37 observations
## mean=8644.27, MSE=344724.2
##
## Node number 875: 59 observations
## mean=9344.627, MSE=436017.9
##
## Node number 880: 53 observations
## mean=8783.302, MSE=575917
##
## Node number 881: 18 observations
## mean=10032.83, MSE=806369
##
## Node number 882: 17 observations
## mean=9260.529, MSE=1079154
##
## Node number 883: 55 observations, complexity param=0.00003960187
## mean=10697.02, MSE=1092762
## left son=1766 (36 obs) right son=1767 (19 obs)
## Primary splits:
## kolor splits as LLLLLLR, improve=0.2079972, (0 missing)
## klarownosc splits as LLLLLLRR, improve=0.1329756, (0 missing)
## glebokosc_procent < 1.072807 to the left, improve=0.1327810, (0 missing)
## glebokosc < 61.65 to the left, improve=0.1273247, (0 missing)
## karaty < 1.055 to the left, improve=0.1069195, (0 missing)
## Surrogate splits:
## gestosc < 0.006182892 to the left, agree=0.782, adj=0.368, (0 split)
## karaty < 1.095 to the left, agree=0.709, adj=0.158, (0 split)
## karat2 < 1.19905 to the left, agree=0.709, adj=0.158, (0 split)
## glebokosc_mm < 4.085 to the left, agree=0.691, adj=0.105, (0 split)
## dlugosc < 6.645 to the left, agree=0.673, adj=0.053, (0 split)
##
## Node number 884: 22 observations
## mean=10743, MSE=890289.7
##
## Node number 885: 17 observations
## mean=12285.65, MSE=1204546
##
## Node number 886: 18 observations
## mean=12309.33, MSE=1275177
##
## Node number 887: 22 observations
## mean=13701.27, MSE=1099086
##
## Node number 904: 15 observations
## mean=6464.067, MSE=1074931
##
## Node number 905: 96 observations, complexity param=0.00006074901
## mean=7748.74, MSE=940435.3
## left son=1810 (69 obs) right son=1811 (27 obs)
## Primary splits:
## objetosc < 252.5661 to the left, improve=0.2124071, (0 missing)
## karaty < 1.595 to the left, improve=0.1455094, (0 missing)
## karat2 < 2.54405 to the left, improve=0.1455094, (0 missing)
## szerokosc < 7.505 to the left, improve=0.1298872, (0 missing)
## dlugosc < 7.545 to the left, improve=0.1215875, (0 missing)
## Surrogate splits:
## karaty < 1.545 to the left, agree=0.938, adj=0.778, (0 split)
## karat2 < 2.38705 to the left, agree=0.938, adj=0.778, (0 split)
## dlugosc < 7.475 to the left, agree=0.927, adj=0.741, (0 split)
## szerokosc < 7.47 to the left, agree=0.896, adj=0.630, (0 split)
## glebokosc_mm < 4.635 to the left, agree=0.865, adj=0.519, (0 split)
##
## Node number 906: 133 observations, complexity param=0.00009470724
## mean=8872.496, MSE=1309822
## left son=1812 (59 obs) right son=1813 (74 obs)
## Primary splits:
## kolor splits as LLLLLRR, improve=0.17161270, (0 missing)
## glebokosc_procent < 1.018183 to the left, improve=0.05338637, (0 missing)
## ciecie splits as LLRRR, improve=0.04631497, (0 missing)
## szerokosc < 7.315 to the left, improve=0.04077748, (0 missing)
## karaty < 1.505 to the left, improve=0.03929085, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.105327 to the right, agree=0.602, adj=0.102, (0 split)
## glebokosc_mm < 4.345 to the left, agree=0.586, adj=0.068, (0 split)
## szerokosc < 7.415 to the left, agree=0.579, adj=0.051, (0 split)
## gestosc < 0.006277184 to the right, agree=0.579, adj=0.051, (0 split)
## karaty < 1.41 to the left, agree=0.571, adj=0.034, (0 split)
##
## Node number 907: 30 observations
## mean=10031.73, MSE=1153948
##
## Node number 908: 19 observations
## mean=9438.895, MSE=1447582
##
## Node number 909: 24 observations
## mean=10665.04, MSE=1721035
##
## Node number 912: 35 observations
## mean=7327.8, MSE=663291.5
##
## Node number 913: 17 observations
## mean=8583.176, MSE=560298.5
##
## Node number 914: 61 observations, complexity param=0.0000231186
## mean=8833.197, MSE=891748.2
## left son=1828 (29 obs) right son=1829 (32 obs)
## Primary splits:
## kolor splits as LLRRRRR, improve=0.13415890, (0 missing)
## ciecie splits as LLLLR, improve=0.12562050, (0 missing)
## szerokosc < 7.265 to the left, improve=0.11772400, (0 missing)
## glebokosc < 62.65 to the right, improve=0.09097554, (0 missing)
## czy_premium < 0.5 to the left, improve=0.08546025, (0 missing)
## Surrogate splits:
## glebokosc < 62.55 to the right, agree=0.721, adj=0.414, (0 split)
## glebokosc_mm < 4.575 to the right, agree=0.705, adj=0.379, (0 split)
## dlugosc < 7.275 to the left, agree=0.623, adj=0.207, (0 split)
## karaty < 1.505 to the right, agree=0.607, adj=0.172, (0 split)
## glebokosc_procent < 1.0225 to the right, agree=0.607, adj=0.172, (0 split)
##
## Node number 915: 84 observations, complexity param=0.0000562825
## mean=10138.5, MSE=1180969
## left son=1830 (31 obs) right son=1831 (53 obs)
## Primary splits:
## kolor splits as LLRRRRR, improve=0.1790960, (0 missing)
## objetosc < 276.3041 to the left, improve=0.1789244, (0 missing)
## karaty < 1.635 to the left, improve=0.1374342, (0 missing)
## karat2 < 2.67325 to the left, improve=0.1374342, (0 missing)
## szerokosc < 7.635 to the left, improve=0.1169996, (0 missing)
## Surrogate splits:
## gestosc < 0.006003559 to the left, agree=0.690, adj=0.161, (0 split)
## glebokosc < 58.7 to the left, agree=0.655, adj=0.065, (0 split)
## glebokosc_procent < 1.099138 to the right, agree=0.655, adj=0.065, (0 split)
## czubek_a_najszerszy < 59.5 to the right, agree=0.643, adj=0.032, (0 split)
##
## Node number 920: 25 observations
## mean=10037.2, MSE=885932.3
##
## Node number 921: 16 observations
## mean=11421.12, MSE=735863.6
##
## Node number 922: 26 observations
## mean=10834.73, MSE=2085920
##
## Node number 923: 99 observations, complexity param=0.00004373918
## mean=11920.23, MSE=1136410
## left son=1846 (79 obs) right son=1847 (20 obs)
## Primary splits:
## kolor splits as LLLLLLR, improve=0.12272430, (0 missing)
## szerokosc < 7.375 to the left, improve=0.08271287, (0 missing)
## glebokosc < 61.95 to the right, improve=0.07168253, (0 missing)
## dlugosc < 7.295 to the left, improve=0.07054538, (0 missing)
## objetosc < 244.4852 to the left, improve=0.04190418, (0 missing)
##
## Node number 928: 49 observations, complexity param=0.00002132646
## mean=7817.98, MSE=625850.1
## left son=1856 (15 obs) right son=1857 (34 obs)
## Primary splits:
## glebokosc < 61.1 to the left, improve=0.2195242, (0 missing)
## szerokosc < 7.325 to the left, improve=0.1965359, (0 missing)
## objetosc < 244.8612 to the left, improve=0.1845950, (0 missing)
## glebokosc_mm < 4.535 to the left, improve=0.1807354, (0 missing)
## dlugosc < 7.345 to the left, improve=0.1214531, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.033051 to the left, agree=0.857, adj=0.533, (0 split)
## glebokosc_mm < 4.43 to the left, agree=0.837, adj=0.467, (0 split)
## dlugosc < 7.525 to the right, agree=0.796, adj=0.333, (0 split)
## gestosc < 0.00606397 to the left, agree=0.796, adj=0.333, (0 split)
## karaty < 1.44 to the left, agree=0.776, adj=0.267, (0 split)
##
## Node number 929: 21 observations
## mean=9181, MSE=714714.9
##
## Node number 930: 56 observations, complexity param=0.00001666274
## mean=9254.929, MSE=696875.3
## left son=1860 (23 obs) right son=1861 (33 obs)
## Primary splits:
## objetosc < 244.5596 to the left, improve=0.13478250, (0 missing)
## karaty < 1.515 to the left, improve=0.10068440, (0 missing)
## karat2 < 2.29525 to the left, improve=0.10068440, (0 missing)
## dlugosc < 7.315 to the left, improve=0.09911946, (0 missing)
## glebokosc_mm < 4.575 to the left, improve=0.09370451, (0 missing)
## Surrogate splits:
## dlugosc < 7.345 to the left, agree=0.875, adj=0.696, (0 split)
## karaty < 1.515 to the left, agree=0.857, adj=0.652, (0 split)
## karat2 < 2.29525 to the left, agree=0.857, adj=0.652, (0 split)
## gestosc < 0.006174366 to the right, agree=0.857, adj=0.652, (0 split)
## szerokosc < 7.305 to the left, agree=0.839, adj=0.609, (0 split)
##
## Node number 931: 54 observations, complexity param=0.00003309795
## mean=10307.93, MSE=671584
## left son=1862 (17 obs) right son=1863 (37 obs)
## Primary splits:
## szerokosc < 7.305 to the left, improve=0.2880959, (0 missing)
## dlugosc < 7.325 to the left, improve=0.1782213, (0 missing)
## objetosc < 248.8527 to the left, improve=0.1764815, (0 missing)
## karaty < 1.525 to the left, improve=0.1675856, (0 missing)
## karat2 < 2.32565 to the left, improve=0.1675856, (0 missing)
## Surrogate splits:
## dlugosc < 7.265 to the left, agree=0.870, adj=0.588, (0 split)
## glebokosc < 62.85 to the right, agree=0.852, adj=0.529, (0 split)
## objetosc < 242.0856 to the left, agree=0.833, adj=0.471, (0 split)
## gestosc < 0.006202163 to the right, agree=0.833, adj=0.471, (0 split)
## ciecie splits as LLRRR, agree=0.778, adj=0.294, (0 split)
##
## Node number 934: 45 observations, complexity param=0.0000161897
## mean=11180.93, MSE=789175.2
## left son=1868 (21 obs) right son=1869 (24 obs)
## Primary splits:
## karaty < 1.535 to the left, improve=0.14390730, (0 missing)
## karat2 < 2.35625 to the left, improve=0.14390730, (0 missing)
## objetosc < 250.2701 to the left, improve=0.11731550, (0 missing)
## szerokosc < 7.435 to the left, improve=0.11395530, (0 missing)
## glebokosc_mm < 4.575 to the left, improve=0.05651303, (0 missing)
## Surrogate splits:
## karat2 < 2.35625 to the left, agree=1.000, adj=1.000, (0 split)
## objetosc < 251.2558 to the left, agree=0.844, adj=0.667, (0 split)
## szerokosc < 7.375 to the left, agree=0.756, adj=0.476, (0 split)
## dlugosc < 7.345 to the left, agree=0.711, adj=0.381, (0 split)
## glebokosc_mm < 4.585 to the left, agree=0.711, adj=0.381, (0 split)
##
## Node number 935: 42 observations, complexity param=0.00002266926
## mean=11748.26, MSE=1142261
## left son=1870 (19 obs) right son=1871 (23 obs)
## Primary splits:
## glebokosc_procent < 1.064655 to the left, improve=0.15257410, (0 missing)
## czubek_a_najszerszy < 57.5 to the right, improve=0.10030710, (0 missing)
## szerokosc < 7.415 to the right, improve=0.08430286, (0 missing)
## gestosc < 0.006120279 to the left, improve=0.07158215, (0 missing)
## objetosc < 247.2209 to the right, improve=0.05460283, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 57.5 to the right, agree=0.857, adj=0.684, (0 split)
## glebokosc < 60.95 to the left, agree=0.810, adj=0.579, (0 split)
## ciecie splits as RRRRL, agree=0.762, adj=0.474, (0 split)
## dlugosc < 7.435 to the right, agree=0.738, adj=0.421, (0 split)
## szerokosc < 7.495 to the right, agree=0.738, adj=0.421, (0 split)
##
## Node number 936: 36 observations, complexity param=0.00001493108
## mean=10962.86, MSE=1194541
## left son=1872 (15 obs) right son=1873 (21 obs)
## Primary splits:
## glebokosc_procent < 1.051271 to the left, improve=0.10960180, (0 missing)
## czubek_a_najszerszy < 57.5 to the right, improve=0.09367737, (0 missing)
## klarownosc splits as LLLLRRRR, improve=0.08144720, (0 missing)
## glebokosc < 61.55 to the left, improve=0.07324757, (0 missing)
## gestosc < 0.00616168 to the left, improve=0.05591140, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 58.5 to the right, agree=0.889, adj=0.733, (0 split)
## glebokosc_mm < 4.665 to the left, agree=0.833, adj=0.600, (0 split)
## glebokosc < 61.45 to the left, agree=0.806, adj=0.533, (0 split)
## ciecie splits as RRRRL, agree=0.722, adj=0.333, (0 split)
## szerokosc < 7.675 to the right, agree=0.667, adj=0.200, (0 split)
##
## Node number 937: 19 observations
## mean=11991.05, MSE=1723218
##
## Node number 938: 23 observations
## mean=12327.13, MSE=1799500
##
## Node number 939: 17 observations
## mean=13466.41, MSE=2628321
##
## Node number 944: 16 observations
## mean=11569.62, MSE=3174502
##
## Node number 945: 72 observations, complexity param=0.00005773408
## mean=13150.85, MSE=1340410
## left son=1890 (47 obs) right son=1891 (25 obs)
## Primary splits:
## klarownosc splits as LLLLRRRR, improve=0.18883920, (0 missing)
## karaty < 1.535 to the right, improve=0.17459350, (0 missing)
## karat2 < 2.35625 to the right, improve=0.17459350, (0 missing)
## glebokosc_mm < 4.575 to the right, improve=0.11559370, (0 missing)
## objetosc < 252.4451 to the right, improve=0.08336885, (0 missing)
## Surrogate splits:
## szerokosc < 7.255 to the right, agree=0.681, adj=0.08, (0 split)
## objetosc < 237.6105 to the right, agree=0.681, adj=0.08, (0 split)
## gestosc < 0.006223825 to the left, agree=0.681, adj=0.08, (0 split)
## czubek_a_najszerszy < 59.5 to the left, agree=0.667, adj=0.04, (0 split)
## dlugosc < 7.25 to the right, agree=0.667, adj=0.04, (0 split)
##
## Node number 946: 16 observations
## mean=14145.75, MSE=1236650
##
## Node number 947: 16 observations
## mean=15658.25, MSE=272518.1
##
## Node number 948: 57 observations, complexity param=0.00002474616
## mean=13988.79, MSE=1544698
## left son=1896 (15 obs) right son=1897 (42 obs)
## Primary splits:
## glebokosc_mm < 4.505 to the left, improve=0.08871961, (0 missing)
## czubek_a_najszerszy < 58.5 to the right, improve=0.06161558, (0 missing)
## kolor splits as LLLLLRR, improve=0.05064140, (0 missing)
## glebokosc_procent < 1.085178 to the left, improve=0.04889529, (0 missing)
## objetosc < 243.881 to the left, improve=0.04684132, (0 missing)
## Surrogate splits:
## glebokosc < 61.15 to the left, agree=0.895, adj=0.600, (0 split)
## glebokosc_procent < 1.014704 to the left, agree=0.860, adj=0.467, (0 split)
## dlugosc < 7.435 to the right, agree=0.807, adj=0.267, (0 split)
## szerokosc < 7.39 to the right, agree=0.789, adj=0.200, (0 split)
## karaty < 1.42 to the left, agree=0.772, adj=0.133, (0 split)
##
## Node number 949: 19 observations
## mean=15288.68, MSE=2193500
##
## Node number 950: 18 observations
## mean=15655.06, MSE=2606787
##
## Node number 951: 25 observations
## mean=16838.84, MSE=1058455
##
## Node number 1008: 18 observations
## mean=12731.33, MSE=5078092
##
## Node number 1009: 134 observations, complexity param=0.00006273215
## mean=14521.79, MSE=3418950
## left son=2018 (81 obs) right son=2019 (53 obs)
## Primary splits:
## szerokosc < 8.265 to the left, improve=0.03796270, (0 missing)
## glebokosc_mm < 5.055 to the left, improve=0.02687594, (0 missing)
## objetosc < 362.4898 to the left, improve=0.02578881, (0 missing)
## karaty < 2.065 to the left, improve=0.02263366, (0 missing)
## karat2 < 4.26425 to the left, improve=0.02263366, (0 missing)
## Surrogate splits:
## dlugosc < 8.305 to the left, agree=0.896, adj=0.736, (0 split)
## objetosc < 353.6533 to the left, agree=0.858, adj=0.642, (0 split)
## karaty < 2.145 to the left, agree=0.836, adj=0.585, (0 split)
## karat2 < 4.60105 to the left, agree=0.836, adj=0.585, (0 split)
## glebokosc_mm < 5.145 to the left, agree=0.746, adj=0.358, (0 split)
##
## Node number 1014: 32 observations, complexity param=0.00004261598
## mean=15556.62, MSE=2932870
## left son=2028 (16 obs) right son=2029 (16 obs)
## Primary splits:
## objetosc < 322.1816 to the right, improve=0.14333750, (0 missing)
## glebokosc_procent < 1.05592 to the right, improve=0.06472753, (0 missing)
## glebokosc < 62.55 to the right, improve=0.03886658, (0 missing)
## gestosc < 0.006283256 to the left, improve=0.02816269, (0 missing)
## glebokosc_mm < 5.015 to the right, improve=0.02409049, (0 missing)
## Surrogate splits:
## karaty < 2.015 to the right, agree=0.906, adj=0.812, (0 split)
## karat2 < 4.06025 to the right, agree=0.906, adj=0.812, (0 split)
## glebokosc_mm < 5.03 to the right, agree=0.875, adj=0.750, (0 split)
## glebokosc < 62.45 to the right, agree=0.719, adj=0.438, (0 split)
## dlugosc < 8.08 to the right, agree=0.719, adj=0.438, (0 split)
##
## Node number 1015: 96 observations, complexity param=0.00008279943
## mean=16674.29, MSE=3120822
## left son=2030 (55 obs) right son=2031 (41 obs)
## Primary splits:
## glebokosc_mm < 5.025 to the right, improve=0.07052425, (0 missing)
## glebokosc < 62.05 to the right, improve=0.05332870, (0 missing)
## dlugosc < 8.395 to the right, improve=0.04952039, (0 missing)
## karaty < 2.025 to the right, improve=0.04889332, (0 missing)
## karat2 < 4.10065 to the right, improve=0.04889332, (0 missing)
## Surrogate splits:
## karaty < 2.025 to the right, agree=0.823, adj=0.585, (0 split)
## karat2 < 4.10065 to the right, agree=0.823, adj=0.585, (0 split)
## objetosc < 338.4362 to the right, agree=0.812, adj=0.561, (0 split)
## glebokosc < 60.3 to the right, agree=0.708, adj=0.317, (0 split)
## dlugosc < 8.175 to the right, agree=0.646, adj=0.171, (0 split)
##
## Node number 1020: 54 observations, complexity param=0.00009302573
## mean=15632.63, MSE=2535105
## left son=2040 (38 obs) right son=2041 (16 obs)
## Primary splits:
## szerokosc < 8.305 to the left, improve=0.2346287, (0 missing)
## dlugosc < 8.255 to the left, improve=0.2296170, (0 missing)
## karaty < 2.16 to the left, improve=0.2071792, (0 missing)
## karat2 < 4.6657 to the left, improve=0.2071792, (0 missing)
## objetosc < 353.206 to the left, improve=0.2012628, (0 missing)
## Surrogate splits:
## dlugosc < 8.375 to the left, agree=0.981, adj=0.938, (0 split)
## objetosc < 351.1201 to the left, agree=0.963, adj=0.875, (0 split)
## karaty < 2.135 to the left, agree=0.944, adj=0.812, (0 split)
## karat2 < 4.55825 to the left, agree=0.944, adj=0.812, (0 split)
## glebokosc_mm < 5.115 to the left, agree=0.889, adj=0.625, (0 split)
##
## Node number 1021: 55 observations, complexity param=0.00002109987
## mean=16620.87, MSE=1750434
## left son=2042 (17 obs) right son=2043 (38 obs)
## Primary splits:
## glebokosc_mm < 4.93 to the left, improve=0.06918330, (0 missing)
## gestosc < 0.006072751 to the left, improve=0.05838809, (0 missing)
## glebokosc_procent < 0.9967342 to the left, improve=0.05217281, (0 missing)
## glebokosc < 60.7 to the left, improve=0.02919279, (0 missing)
## dlugosc < 8.185 to the right, improve=0.02508383, (0 missing)
## Surrogate splits:
## glebokosc < 59.3 to the left, agree=0.836, adj=0.471, (0 split)
## glebokosc_procent < 0.9754032 to the left, agree=0.836, adj=0.471, (0 split)
## objetosc < 322.0169 to the left, agree=0.818, adj=0.412, (0 split)
## czubek_a_najszerszy < 61.5 to the right, agree=0.800, adj=0.353, (0 split)
## ciecie splits as LLRRR, agree=0.745, adj=0.176, (0 split)
##
## Node number 1022: 48 observations, complexity param=0.0000211345
## mean=16350.77, MSE=3405353
## left son=2044 (23 obs) right son=2045 (25 obs)
## Primary splits:
## karaty < 2.015 to the left, improve=0.04081490, (0 missing)
## karat2 < 4.06025 to the left, improve=0.04081490, (0 missing)
## czubek_a_najszerszy < 58.5 to the left, improve=0.03767864, (0 missing)
## glebokosc < 60.65 to the left, improve=0.03182703, (0 missing)
## glebokosc_mm < 4.965 to the right, improve=0.03107125, (0 missing)
## Surrogate splits:
## karat2 < 4.06025 to the left, agree=1.000, adj=1.000, (0 split)
## objetosc < 332.046 to the left, agree=0.792, adj=0.565, (0 split)
## glebokosc_mm < 5.01 to the left, agree=0.750, adj=0.478, (0 split)
## szerokosc < 8.065 to the left, agree=0.729, adj=0.435, (0 split)
## dlugosc < 8.165 to the left, agree=0.708, adj=0.391, (0 split)
##
## Node number 1023: 61 observations, complexity param=0.00007596828
## mean=17280.08, MSE=2228549
## left son=2046 (15 obs) right son=2047 (46 obs)
## Primary splits:
## dlugosc < 8.235 to the right, improve=0.18215620, (0 missing)
## glebokosc_mm < 4.915 to the left, improve=0.11779840, (0 missing)
## glebokosc < 60.7 to the left, improve=0.11748040, (0 missing)
## gestosc < 0.006116959 to the left, improve=0.08395972, (0 missing)
## glebokosc_procent < 1.016262 to the left, improve=0.07823513, (0 missing)
## Surrogate splits:
## szerokosc < 8.22 to the right, agree=0.869, adj=0.467, (0 split)
## objetosc < 336.5571 to the right, agree=0.869, adj=0.467, (0 split)
## glebokosc < 58.75 to the left, agree=0.852, adj=0.400, (0 split)
## glebokosc_procent < 0.9829598 to the left, agree=0.852, adj=0.400, (0 split)
## gestosc < 0.006042275 to the left, agree=0.852, adj=0.400, (0 split)
##
## Node number 1380: 137 observations
## mean=2724.533, MSE=59863.53
##
## Node number 1381: 224 observations, complexity param=0.0000180316
## mean=3009.496, MSE=126166.2
## left son=2762 (125 obs) right son=2763 (99 obs)
## Primary splits:
## klarownosc splits as LLLLRRRR, improve=0.2014064, (0 missing)
## glebokosc_procent < 1.049576 to the left, improve=0.1436524, (0 missing)
## czubek_a_najszerszy < 57.5 to the right, improve=0.1264966, (0 missing)
## glebokosc_mm < 3.495 to the left, improve=0.1242217, (0 missing)
## czy_premium < 0.5 to the left, improve=0.1073232, (0 missing)
## Surrogate splits:
## czubek_a_najszerszy < 60.75 to the left, agree=0.589, adj=0.071, (0 split)
## gestosc < 0.006103851 to the left, agree=0.589, adj=0.071, (0 split)
## karaty < 0.725 to the left, agree=0.585, adj=0.061, (0 split)
## objetosc < 119.2685 to the left, agree=0.585, adj=0.061, (0 split)
## karat2 < 0.52565 to the left, agree=0.585, adj=0.061, (0 split)
##
## Node number 1382: 47 observations
## mean=3050.723, MSE=78565.01
##
## Node number 1383: 45 observations
## mean=3518.222, MSE=176258.7
##
## Node number 1560: 15 observations
## mean=3514.4, MSE=308698.5
##
## Node number 1561: 229 observations
## mean=4150.004, MSE=148316.9
##
## Node number 1564: 199 observations
## mean=4473.312, MSE=137129.9
##
## Node number 1565: 108 observations
## mean=4762.907, MSE=302971.3
##
## Node number 1566: 15 observations
## mean=4586.867, MSE=119715.3
##
## Node number 1567: 30 observations
## mean=5292.4, MSE=163936
##
## Node number 1588: 63 observations
## mean=4873.016, MSE=245425.7
##
## Node number 1589: 154 observations
## mean=5226.565, MSE=205895.7
##
## Node number 1598: 29 observations
## mean=5798.103, MSE=220433.3
##
## Node number 1599: 27 observations
## mean=6649.222, MSE=270481.1
##
## Node number 1622: 38 observations
## mean=5238.053, MSE=516696
##
## Node number 1623: 115 observations, complexity param=0.00002014765
## mean=5770.165, MSE=368919.3
## left son=3246 (83 obs) right son=3247 (32 obs)
## Primary splits:
## kolor splits as LLLLLRR, improve=0.14990820, (0 missing)
## objetosc < 198.0686 to the left, improve=0.09963875, (0 missing)
## karaty < 1.215 to the left, improve=0.07885022, (0 missing)
## karat2 < 1.47625 to the left, improve=0.07885022, (0 missing)
## dlugosc < 6.875 to the left, improve=0.07755077, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.031935 to the right, agree=0.739, adj=0.062, (0 split)
## gestosc < 0.005992707 to the right, agree=0.739, adj=0.062, (0 split)
## glebokosc < 60.25 to the right, agree=0.730, adj=0.031, (0 split)
## glebokosc_mm < 4.185 to the right, agree=0.730, adj=0.031, (0 split)
##
## Node number 1640: 22 observations
## mean=5597.5, MSE=488994.7
##
## Node number 1641: 53 observations
## mean=6516.887, MSE=390428.1
##
## Node number 1682: 29 observations
## mean=5657.828, MSE=321063.1
##
## Node number 1683: 46 observations
## mean=6333.326, MSE=325309
##
## Node number 1690: 49 observations
## mean=7037, MSE=551523.4
##
## Node number 1691: 27 observations
## mean=7563.519, MSE=620654.7
##
## Node number 1696: 51 observations
## mean=5789.235, MSE=198107.6
##
## Node number 1697: 108 observations
## mean=6306.898, MSE=181049.2
##
## Node number 1698: 150 observations, complexity param=0.00002247171
## mean=6538.573, MSE=317808
## left son=3396 (130 obs) right son=3397 (20 obs)
## Primary splits:
## kolor splits as LLLLLLR, improve=0.14880240, (0 missing)
## szerokosc < 6.355 to the left, improve=0.11333620, (0 missing)
## gestosc < 0.006268583 to the right, improve=0.08899467, (0 missing)
## dlugosc < 6.325 to the left, improve=0.08448719, (0 missing)
## objetosc < 160.2839 to the left, improve=0.08322912, (0 missing)
##
## Node number 1699: 70 observations, complexity param=0.00001635741
## mean=7104.2, MSE=476145.4
## left son=3398 (55 obs) right son=3399 (15 obs)
## Primary splits:
## kolor splits as LLLLLLR, improve=0.15491980, (0 missing)
## gestosc < 0.006095573 to the left, improve=0.10690280, (0 missing)
## karaty < 1.055 to the left, improve=0.04985177, (0 missing)
## karat2 < 1.11305 to the left, improve=0.04985177, (0 missing)
## ciecie splits as RRRRL, improve=0.04786851, (0 missing)
## Surrogate splits:
## gestosc < 0.006241717 to the left, agree=0.814, adj=0.133, (0 split)
## objetosc < 167.77 to the right, agree=0.800, adj=0.067, (0 split)
##
## Node number 1700: 66 observations
## mean=6536.682, MSE=204129.1
##
## Node number 1701: 41 observations
## mean=7213.244, MSE=306357.5
##
## Node number 1702: 53 observations
## mean=7300.623, MSE=229425.3
##
## Node number 1703: 59 observations, complexity param=0.00002139299
## mean=7930.424, MSE=572117.2
## left son=3406 (38 obs) right son=3407 (21 obs)
## Primary splits:
## kolor splits as LLLLLRR, improve=0.2000620, (0 missing)
## czubek_a_najszerszy < 57.5 to the right, improve=0.1180076, (0 missing)
## dlugosc < 6.455 to the right, improve=0.1175260, (0 missing)
## objetosc < 166.779 to the right, improve=0.1084379, (0 missing)
## glebokosc_procent < 1.080883 to the left, improve=0.1027464, (0 missing)
## Surrogate splits:
## glebokosc < 62.95 to the left, agree=0.712, adj=0.190, (0 split)
## objetosc < 166.9293 to the right, agree=0.695, adj=0.143, (0 split)
## gestosc < 0.006175745 to the left, agree=0.678, adj=0.095, (0 split)
## szerokosc < 6.395 to the right, agree=0.661, adj=0.048, (0 split)
##
## Node number 1710: 63 observations, complexity param=0.00001870186
## mean=7992.905, MSE=1005564
## left son=3420 (47 obs) right son=3421 (16 obs)
## Primary splits:
## szerokosc < 6.735 to the left, improve=0.09318901, (0 missing)
## objetosc < 189.0976 to the left, improve=0.07997464, (0 missing)
## glebokosc < 62.35 to the right, improve=0.06169833, (0 missing)
## glebokosc_mm < 4.115 to the left, improve=0.05699413, (0 missing)
## dlugosc < 6.735 to the left, improve=0.04832994, (0 missing)
## Surrogate splits:
## dlugosc < 6.785 to the left, agree=0.857, adj=0.437, (0 split)
## objetosc < 190.9785 to the left, agree=0.810, adj=0.250, (0 split)
## glebokosc_procent < 1.037356 to the right, agree=0.762, adj=0.062, (0 split)
##
## Node number 1711: 28 observations
## mean=8832.393, MSE=512641.4
##
## Node number 1712: 21 observations
## mean=8099.095, MSE=968441
##
## Node number 1713: 28 observations
## mean=8910.25, MSE=511329.6
##
## Node number 1714: 15 observations
## mean=8690.867, MSE=857673.8
##
## Node number 1715: 38 observations, complexity param=0.0000175671
## mean=9412.395, MSE=530957.6
## left son=3430 (18 obs) right son=3431 (20 obs)
## Primary splits:
## objetosc < 198.1724 to the left, improve=0.27484420, (0 missing)
## dlugosc < 6.825 to the left, improve=0.14726730, (0 missing)
## karaty < 1.215 to the left, improve=0.05721085, (0 missing)
## karat2 < 1.47625 to the left, improve=0.05721085, (0 missing)
## czubek_a_najszerszy < 56.5 to the right, improve=0.05518610, (0 missing)
## Surrogate splits:
## karaty < 1.215 to the left, agree=0.789, adj=0.556, (0 split)
## dlugosc < 6.825 to the left, agree=0.789, adj=0.556, (0 split)
## karat2 < 1.47625 to the left, agree=0.789, adj=0.556, (0 split)
## szerokosc < 6.835 to the left, agree=0.737, adj=0.444, (0 split)
## czubek_a_najszerszy < 58.5 to the right, agree=0.684, adj=0.333, (0 split)
##
## Node number 1716: 31 observations
## mean=9091.871, MSE=475283.5
##
## Node number 1717: 25 observations
## mean=9773.84, MSE=529686.5
##
## Node number 1718: 17 observations
## mean=9975.882, MSE=897470.3
##
## Node number 1719: 19 observations
## mean=10962.42, MSE=703068.7
##
## Node number 1766: 36 observations
## mean=10350.67, MSE=1005886
##
## Node number 1767: 19 observations
## mean=11353.26, MSE=599420.7
##
## Node number 1810: 69 observations, complexity param=0.00001714851
## mean=7469.159, MSE=722384.3
## left son=3620 (24 obs) right son=3621 (45 obs)
## Primary splits:
## dlugosc < 7.395 to the right, improve=0.10860230, (0 missing)
## gestosc < 0.006199271 to the left, improve=0.07382241, (0 missing)
## glebokosc < 60.3 to the left, improve=0.07339710, (0 missing)
## objetosc < 241.8881 to the right, improve=0.05152409, (0 missing)
## glebokosc_mm < 4.495 to the left, improve=0.04719755, (0 missing)
## Surrogate splits:
## glebokosc < 60.3 to the left, agree=0.841, adj=0.542, (0 split)
## glebokosc_procent < 1.021003 to the left, agree=0.797, adj=0.417, (0 split)
## szerokosc < 7.4 to the right, agree=0.783, adj=0.375, (0 split)
## czubek_a_najszerszy < 60.5 to the right, agree=0.768, adj=0.333, (0 split)
## glebokosc_mm < 4.495 to the left, agree=0.768, adj=0.333, (0 split)
##
## Node number 1811: 27 observations
## mean=8463.222, MSE=787436.3
##
## Node number 1812: 59 observations, complexity param=0.0000293989
## mean=8341.525, MSE=1183900
## left son=3624 (15 obs) right son=3625 (44 obs)
## Primary splits:
## ciecie splits as RRRRL, improve=0.13285990, (0 missing)
## czubek_a_najszerszy < 57.5 to the right, improve=0.11843460, (0 missing)
## glebokosc_procent < 1.084211 to the left, improve=0.09255082, (0 missing)
## gestosc < 0.006169959 to the left, improve=0.08173308, (0 missing)
## karaty < 1.505 to the left, improve=0.06393499, (0 missing)
## Surrogate splits:
## dlugosc < 7.465 to the right, agree=0.797, adj=0.200, (0 split)
## gestosc < 0.006013279 to the left, agree=0.780, adj=0.133, (0 split)
## karaty < 1.485 to the left, agree=0.763, adj=0.067, (0 split)
## karat2 < 2.20545 to the left, agree=0.763, adj=0.067, (0 split)
##
## Node number 1813: 74 observations, complexity param=0.00001844004
## mean=9295.838, MSE=1006219
## left son=3626 (15 obs) right son=3627 (59 obs)
## Primary splits:
## ciecie splits as LLRRR, improve=0.07817500, (0 missing)
## szerokosc < 7.315 to the left, improve=0.05764026, (0 missing)
## glebokosc_procent < 1.021028 to the left, improve=0.05464043, (0 missing)
## objetosc < 247.1119 to the left, improve=0.05313667, (0 missing)
## dlugosc < 7.355 to the left, improve=0.04372085, (0 missing)
## Surrogate splits:
## dlugosc < 7.27 to the left, agree=0.865, adj=0.333, (0 split)
## glebokosc < 63.15 to the right, agree=0.851, adj=0.267, (0 split)
## szerokosc < 7.595 to the right, agree=0.824, adj=0.133, (0 split)
## glebokosc_mm < 4.615 to the right, agree=0.824, adj=0.133, (0 split)
## gestosc < 0.005956787 to the left, agree=0.824, adj=0.133, (0 split)
##
## Node number 1828: 29 observations
## mean=8469.862, MSE=308052.7
##
## Node number 1829: 32 observations
## mean=9162.469, MSE=1192666
##
## Node number 1830: 31 observations, complexity param=0.0000294565
## mean=9537.161, MSE=797480.5
## left son=3660 (16 obs) right son=3661 (15 obs)
## Primary splits:
## objetosc < 261.3536 to the left, improve=0.3761226, (0 missing)
## karaty < 1.595 to the left, improve=0.3541120, (0 missing)
## karat2 < 2.54405 to the left, improve=0.3541120, (0 missing)
## glebokosc_mm < 4.645 to the left, improve=0.2880909, (0 missing)
## szerokosc < 7.495 to the left, improve=0.1710412, (0 missing)
## Surrogate splits:
## karaty < 1.605 to the left, agree=0.903, adj=0.800, (0 split)
## karat2 < 2.57605 to the left, agree=0.903, adj=0.800, (0 split)
## szerokosc < 7.505 to the left, agree=0.871, adj=0.733, (0 split)
## glebokosc_mm < 4.655 to the left, agree=0.839, adj=0.667, (0 split)
## dlugosc < 7.485 to the left, agree=0.806, adj=0.600, (0 split)
##
## Node number 1831: 53 observations, complexity param=0.00002288362
## mean=10490.23, MSE=1070055
## left son=3662 (19 obs) right son=3663 (34 obs)
## Primary splits:
## glebokosc_mm < 4.585 to the left, improve=0.12737170, (0 missing)
## karaty < 1.545 to the left, improve=0.11348090, (0 missing)
## karat2 < 2.38705 to the left, improve=0.11348090, (0 missing)
## objetosc < 253.598 to the left, improve=0.10482270, (0 missing)
## szerokosc < 7.535 to the left, improve=0.08929803, (0 missing)
## Surrogate splits:
## karaty < 1.535 to the left, agree=0.906, adj=0.737, (0 split)
## glebokosc < 61.35 to the left, agree=0.906, adj=0.737, (0 split)
## objetosc < 253.245 to the left, agree=0.906, adj=0.737, (0 split)
## karat2 < 2.35625 to the left, agree=0.906, adj=0.737, (0 split)
## glebokosc_procent < 1.032768 to the left, agree=0.755, adj=0.316, (0 split)
##
## Node number 1846: 79 observations, complexity param=0.00002934589
## mean=11732.33, MSE=1065811
## left son=3692 (31 obs) right son=3693 (48 obs)
## Primary splits:
## szerokosc < 7.375 to the left, improve=0.11001960, (0 missing)
## karaty < 1.565 to the left, improve=0.08995358, (0 missing)
## karat2 < 2.44925 to the left, improve=0.08995358, (0 missing)
## objetosc < 258.3993 to the left, improve=0.08000789, (0 missing)
## glebokosc_procent < 1.119821 to the left, improve=0.06936747, (0 missing)
## Surrogate splits:
## dlugosc < 7.375 to the left, agree=0.861, adj=0.645, (0 split)
## glebokosc < 62.35 to the right, agree=0.848, adj=0.613, (0 split)
## objetosc < 248.7611 to the left, agree=0.848, adj=0.613, (0 split)
## gestosc < 0.006121388 to the right, agree=0.785, adj=0.452, (0 split)
## karaty < 1.525 to the left, agree=0.759, adj=0.387, (0 split)
##
## Node number 1847: 20 observations
## mean=12662.45, MSE=724920.7
##
## Node number 1856: 15 observations
## mean=7259.933, MSE=665150.6
##
## Node number 1857: 34 observations
## mean=8064.176, MSE=410509.5
##
## Node number 1860: 23 observations
## mean=8887.826, MSE=607713.8
##
## Node number 1861: 33 observations
## mean=9510.788, MSE=599627.6
##
## Node number 1862: 17 observations
## mean=9659, MSE=702563.8
##
## Node number 1863: 37 observations
## mean=10606.08, MSE=374972.9
##
## Node number 1868: 21 observations
## mean=10820.67, MSE=276387.5
##
## Node number 1869: 24 observations
## mean=11496.17, MSE=1024924
##
## Node number 1870: 19 observations
## mean=11288.95, MSE=1206078
##
## Node number 1871: 23 observations
## mean=12127.7, MSE=771293.2
##
## Node number 1872: 15 observations
## mean=10534.73, MSE=921951
##
## Node number 1873: 21 observations
## mean=11268.67, MSE=1164807
##
## Node number 1890: 47 observations, complexity param=0.00002108329
## mean=12783.91, MSE=1174141
## left son=3780 (18 obs) right son=3781 (29 obs)
## Primary splits:
## karaty < 1.525 to the right, improve=0.12060080, (0 missing)
## karat2 < 2.32565 to the right, improve=0.12060080, (0 missing)
## glebokosc_mm < 4.575 to the right, improve=0.08833270, (0 missing)
## gestosc < 0.006136351 to the right, improve=0.08698355, (0 missing)
## dlugosc < 7.425 to the right, improve=0.06071273, (0 missing)
## Surrogate splits:
## karat2 < 2.32565 to the right, agree=1.000, adj=1.000, (0 split)
## objetosc < 247.8521 to the right, agree=0.894, adj=0.722, (0 split)
## dlugosc < 7.425 to the right, agree=0.851, adj=0.611, (0 split)
## szerokosc < 7.395 to the right, agree=0.809, adj=0.500, (0 split)
## glebokosc_mm < 4.61 to the right, agree=0.787, adj=0.444, (0 split)
##
## Node number 1891: 25 observations
## mean=13840.68, MSE=924004.4
##
## Node number 1896: 15 observations
## mean=13369.33, MSE=1801826
##
## Node number 1897: 42 observations, complexity param=0.00001809235
## mean=14210.02, MSE=1266876
## left son=3794 (18 obs) right son=3795 (24 obs)
## Primary splits:
## kolor splits as LLLLLRR, improve=0.10733510, (0 missing)
## glebokosc_mm < 4.545 to the right, improve=0.09053666, (0 missing)
## glebokosc < 62.55 to the right, improve=0.04334268, (0 missing)
## glebokosc_procent < 1.085178 to the left, improve=0.03436147, (0 missing)
## objetosc < 243.7564 to the left, improve=0.03351130, (0 missing)
## Surrogate splits:
## ciecie splits as RRRRL, agree=0.667, adj=0.222, (0 split)
## glebokosc < 63.5 to the right, agree=0.643, adj=0.167, (0 split)
## dlugosc < 7.175 to the left, agree=0.619, adj=0.111, (0 split)
## szerokosc < 7.325 to the left, agree=0.619, adj=0.111, (0 split)
## czubek_a_najszerszy < 56.5 to the left, agree=0.595, adj=0.056, (0 split)
##
## Node number 2018: 81 observations, complexity param=0.00004666477
## mean=14230.37, MSE=2989273
## left son=4036 (25 obs) right son=4037 (56 obs)
## Primary splits:
## objetosc < 340.4062 to the right, improve=0.06083710, (0 missing)
## dlugosc < 8.225 to the right, improve=0.05421992, (0 missing)
## kolor splits as LLRRRRR, improve=0.04333983, (0 missing)
## czubek_a_najszerszy < 56.5 to the right, improve=0.03673876, (0 missing)
## karaty < 2.105 to the right, improve=0.02846649, (0 missing)
## Surrogate splits:
## karaty < 2.075 to the right, agree=0.901, adj=0.68, (0 split)
## karat2 < 4.30565 to the right, agree=0.901, adj=0.68, (0 split)
## glebokosc_mm < 5.095 to the right, agree=0.889, adj=0.64, (0 split)
## dlugosc < 8.245 to the right, agree=0.815, adj=0.40, (0 split)
## glebokosc < 63.05 to the right, agree=0.765, adj=0.24, (0 split)
##
## Node number 2019: 53 observations, complexity param=0.00006273215
## mean=14967.17, MSE=3747472
## left son=4038 (25 obs) right son=4039 (28 obs)
## Primary splits:
## glebokosc < 61.4 to the left, improve=0.11183800, (0 missing)
## dlugosc < 8.425 to the right, improve=0.07515641, (0 missing)
## gestosc < 0.006064427 to the left, improve=0.07180374, (0 missing)
## glebokosc_mm < 5.05 to the left, improve=0.04340186, (0 missing)
## szerokosc < 8.325 to the right, improve=0.04237936, (0 missing)
## Surrogate splits:
## glebokosc_mm < 5.1 to the left, agree=0.887, adj=0.76, (0 split)
## glebokosc_procent < 1.043513 to the left, agree=0.868, adj=0.72, (0 split)
## objetosc < 357.694 to the left, agree=0.830, adj=0.64, (0 split)
## czubek_a_najszerszy < 58.5 to the right, agree=0.811, adj=0.60, (0 split)
## karaty < 2.135 to the left, agree=0.736, adj=0.44, (0 split)
##
## Node number 2028: 16 observations
## mean=14908.25, MSE=3836913
##
## Node number 2029: 16 observations
## mean=16205, MSE=1188047
##
## Node number 2030: 55 observations, complexity param=0.00008279943
## mean=16269.24, MSE=4089978
## left son=4060 (16 obs) right son=4061 (39 obs)
## Primary splits:
## szerokosc < 8.17 to the left, improve=0.13845470, (0 missing)
## objetosc < 342.1984 to the left, improve=0.06397179, (0 missing)
## kolor splits as LLLLRRR, improve=0.05059319, (0 missing)
## glebokosc_mm < 5.135 to the left, improve=0.04514914, (0 missing)
## karaty < 2.175 to the left, improve=0.04459551, (0 missing)
## Surrogate splits:
## objetosc < 335.2685 to the left, agree=0.891, adj=0.625, (0 split)
## dlugosc < 8.185 to the left, agree=0.873, adj=0.562, (0 split)
## karaty < 2.045 to the left, agree=0.836, adj=0.437, (0 split)
## glebokosc < 62.05 to the right, agree=0.836, adj=0.437, (0 split)
## karat2 < 4.18205 to the left, agree=0.836, adj=0.437, (0 split)
##
## Node number 2031: 41 observations, complexity param=0.00004000988
## mean=17217.66, MSE=1305395
## left son=4062 (24 obs) right son=4063 (17 obs)
## Primary splits:
## dlugosc < 8.165 to the right, improve=0.2359781, (0 missing)
## szerokosc < 8.165 to the right, improve=0.2201215, (0 missing)
## objetosc < 333.1986 to the right, improve=0.2187936, (0 missing)
## glebokosc < 60.65 to the left, improve=0.1694210, (0 missing)
## glebokosc_mm < 4.965 to the left, improve=0.1532576, (0 missing)
## Surrogate splits:
## glebokosc < 61.1 to the left, agree=0.878, adj=0.706, (0 split)
## glebokosc_procent < 1.062384 to the left, agree=0.854, adj=0.647, (0 split)
## szerokosc < 8.115 to the right, agree=0.829, adj=0.588, (0 split)
## objetosc < 332.1462 to the right, agree=0.829, adj=0.588, (0 split)
## czubek_a_najszerszy < 57.3 to the right, agree=0.805, adj=0.529, (0 split)
##
## Node number 2040: 38 observations, complexity param=0.00002955734
## mean=15132.18, MSE=1741644
## left son=4080 (15 obs) right son=4081 (23 obs)
## Primary splits:
## gestosc < 0.006176068 to the right, improve=0.14097840, (0 missing)
## glebokosc < 61.55 to the right, improve=0.10964860, (0 missing)
## szerokosc < 8.155 to the left, improve=0.10914470, (0 missing)
## glebokosc_procent < 1.072157 to the right, improve=0.08073269, (0 missing)
## dlugosc < 8.165 to the left, improve=0.05206797, (0 missing)
## Surrogate splits:
## glebokosc < 62.65 to the right, agree=0.816, adj=0.533, (0 split)
## szerokosc < 8.05 to the left, agree=0.816, adj=0.533, (0 split)
## dlugosc < 8.065 to the left, agree=0.737, adj=0.333, (0 split)
## objetosc < 322.5524 to the left, agree=0.737, adj=0.333, (0 split)
## glebokosc_mm < 5.085 to the right, agree=0.684, adj=0.200, (0 split)
##
## Node number 2041: 16 observations
## mean=16821.19, MSE=2412096
##
## Node number 2042: 17 observations
## mean=16100.59, MSE=2069036
##
## Node number 2043: 38 observations
## mean=16853.63, MSE=1432624
##
## Node number 2044: 23 observations
## mean=15962.09, MSE=3624424
##
## Node number 2045: 25 observations
## mean=16708.36, MSE=2936948
##
## Node number 2046: 15 observations
## mean=16164.33, MSE=4004046
##
## Node number 2047: 46 observations, complexity param=0.00001528665
## mean=17643.91, MSE=1111265
## left son=4094 (26 obs) right son=4095 (20 obs)
## Primary splits:
## czubek_a_najszerszy < 58.5 to the left, improve=0.09439890, (0 missing)
## szerokosc < 8.02 to the left, improve=0.08397151, (0 missing)
## glebokosc_procent < 1.057627 to the right, improve=0.07128907, (0 missing)
## karaty < 2.015 to the left, improve=0.06734897, (0 missing)
## karat2 < 4.06025 to the left, improve=0.06734897, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.074075 to the right, agree=0.891, adj=0.75, (0 split)
## ciecie splits as RRRLL, agree=0.761, adj=0.45, (0 split)
## czy_premium < 0.5 to the right, agree=0.761, adj=0.45, (0 split)
## glebokosc < 61.55 to the right, agree=0.674, adj=0.25, (0 split)
## objetosc < 317.0372 to the right, agree=0.674, adj=0.25, (0 split)
##
## Node number 2762: 125 observations
## mean=2867.632, MSE=86883.24
##
## Node number 2763: 99 observations
## mean=3188.616, MSE=118271
##
## Node number 3246: 83 observations, complexity param=0.00001903057
## mean=5624.145, MSE=328602.6
## left son=6492 (58 obs) right son=6493 (25 obs)
## Primary splits:
## dlugosc < 6.935 to the left, improve=0.2202586, (0 missing)
## objetosc < 206.4496 to the left, improve=0.1849426, (0 missing)
## karaty < 1.245 to the left, improve=0.1751689, (0 missing)
## karat2 < 1.55005 to the left, improve=0.1751689, (0 missing)
## szerokosc < 6.885 to the left, improve=0.1519649, (0 missing)
## Surrogate splits:
## objetosc < 206.1103 to the left, agree=0.928, adj=0.76, (0 split)
## karaty < 1.255 to the left, agree=0.892, adj=0.64, (0 split)
## karat2 < 1.57505 to the left, agree=0.892, adj=0.64, (0 split)
## szerokosc < 6.905 to the left, agree=0.831, adj=0.44, (0 split)
## glebokosc_mm < 4.265 to the left, agree=0.819, adj=0.40, (0 split)
##
## Node number 3247: 32 observations
## mean=6148.906, MSE=274742
##
## Node number 3396: 130 observations
## mean=6453.277, MSE=274927.8
##
## Node number 3397: 20 observations
## mean=7093, MSE=241850.1
##
## Node number 3398: 55 observations
## mean=6962.364, MSE=380316.4
##
## Node number 3399: 15 observations
## mean=7624.267, MSE=483284.7
##
## Node number 3406: 38 observations
## mean=7678.921, MSE=304192.9
##
## Node number 3407: 21 observations
## mean=8385.524, MSE=735357.7
##
## Node number 3420: 47 observations
## mean=7814.298, MSE=846317
##
## Node number 3421: 16 observations
## mean=8517.562, MSE=1104377
##
## Node number 3430: 18 observations
## mean=9009.722, MSE=380129.8
##
## Node number 3431: 20 observations
## mean=9774.8, MSE=389434.5
##
## Node number 3620: 24 observations
## mean=7085.625, MSE=728355.1
##
## Node number 3621: 45 observations
## mean=7673.711, MSE=598905.8
##
## Node number 3624: 15 observations
## mean=7662.267, MSE=1124983
##
## Node number 3625: 44 observations, complexity param=0.00002336342
## mean=8573.091, MSE=993069.9
## left son=7250 (28 obs) right son=7251 (16 obs)
## Primary splits:
## ciecie splits as LLLRR, improve=0.16878500, (0 missing)
## czy_premium < 0.5 to the left, improve=0.16878500, (0 missing)
## glebokosc < 62.55 to the right, improve=0.09751445, (0 missing)
## czubek_a_najszerszy < 57.5 to the right, improve=0.05922019, (0 missing)
## objetosc < 243.6484 to the left, improve=0.05828477, (0 missing)
## Surrogate splits:
## czy_premium < 0.5 to the left, agree=1.000, adj=1.000, (0 split)
## objetosc < 245.1731 to the left, agree=0.750, adj=0.312, (0 split)
## czubek_a_najszerszy < 57.5 to the right, agree=0.705, adj=0.188, (0 split)
## gestosc < 0.006118131 to the right, agree=0.705, adj=0.188, (0 split)
## dlugosc < 7.365 to the left, agree=0.682, adj=0.125, (0 split)
##
## Node number 3626: 15 observations
## mean=8739.6, MSE=723748.9
##
## Node number 3627: 59 observations
## mean=9437.254, MSE=979373.4
##
## Node number 3660: 16 observations
## mean=9006.875, MSE=103192.2
##
## Node number 3661: 15 observations
## mean=10102.8, MSE=918157.1
##
## Node number 3662: 19 observations
## mean=9996.368, MSE=234308.7
##
## Node number 3663: 34 observations
## mean=10766.21, MSE=1324630
##
## Node number 3692: 31 observations
## mean=11306.23, MSE=732234.2
##
## Node number 3693: 48 observations, complexity param=0.00002233296
## mean=12007.52, MSE=1088256
## left son=7386 (30 obs) right son=7387 (18 obs)
## Primary splits:
## glebokosc < 61.35 to the left, improve=0.13495970, (0 missing)
## szerokosc < 7.475 to the right, improve=0.08027949, (0 missing)
## gestosc < 0.006050711 to the left, improve=0.07937094, (0 missing)
## glebokosc_procent < 1.074342 to the left, improve=0.07273006, (0 missing)
## glebokosc_mm < 4.555 to the left, improve=0.06448529, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.077155 to the left, agree=0.833, adj=0.556, (0 split)
## szerokosc < 7.425 to the right, agree=0.792, adj=0.444, (0 split)
## glebokosc_mm < 4.6 to the left, agree=0.792, adj=0.444, (0 split)
## czubek_a_najszerszy < 56.5 to the right, agree=0.750, adj=0.333, (0 split)
## gestosc < 0.006124201 to the left, agree=0.750, adj=0.333, (0 split)
##
## Node number 3780: 18 observations
## mean=12306.28, MSE=1554256
##
## Node number 3781: 29 observations
## mean=13080.38, MSE=708714.6
##
## Node number 3794: 18 observations
## mean=13784.22, MSE=962674.7
##
## Node number 3795: 24 observations
## mean=14529.38, MSE=1257062
##
## Node number 4036: 25 observations
## mean=13592.12, MSE=3243547
##
## Node number 4037: 56 observations, complexity param=0.00003768324
## mean=14515.3, MSE=2612712
## left son=8074 (26 obs) right son=8075 (30 obs)
## Primary splits:
## kolor splits as LLRRRRR, improve=0.08130151, (0 missing)
## glebokosc_procent < 1.100893 to the left, improve=0.05779192, (0 missing)
## objetosc < 331.6829 to the left, improve=0.05378062, (0 missing)
## karaty < 2.055 to the left, improve=0.04609789, (0 missing)
## karat2 < 4.22305 to the left, improve=0.04609789, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.010056 to the left, agree=0.643, adj=0.231, (0 split)
## objetosc < 336.0212 to the right, agree=0.625, adj=0.192, (0 split)
## karaty < 2.045 to the right, agree=0.607, adj=0.154, (0 split)
## glebokosc < 62.05 to the left, agree=0.607, adj=0.154, (0 split)
## dlugosc < 8.105 to the right, agree=0.607, adj=0.154, (0 split)
##
## Node number 4038: 25 observations
## mean=14282.04, MSE=3106752
##
## Node number 4039: 28 observations
## mean=15578.89, MSE=3526228
##
## Node number 4060: 16 observations
## mean=15094.38, MSE=4502816
##
## Node number 4061: 39 observations, complexity param=0.00007800024
## mean=16751.23, MSE=3122013
## left son=8122 (18 obs) right son=8123 (21 obs)
## Primary splits:
## glebokosc < 61.45 to the left, improve=0.20222120, (0 missing)
## dlugosc < 8.345 to the right, improve=0.16630710, (0 missing)
## gestosc < 0.006091015 to the left, improve=0.13374470, (0 missing)
## szerokosc < 8.285 to the right, improve=0.08891236, (0 missing)
## kolor splits as LLLLRRR, improve=0.07389905, (0 missing)
## Surrogate splits:
## glebokosc_procent < 1.036437 to the left, agree=0.846, adj=0.667, (0 split)
## dlugosc < 8.365 to the right, agree=0.821, adj=0.611, (0 split)
## szerokosc < 8.295 to the right, agree=0.744, adj=0.444, (0 split)
## czubek_a_najszerszy < 57.5 to the right, agree=0.718, adj=0.389, (0 split)
## objetosc < 363.4671 to the right, agree=0.692, adj=0.333, (0 split)
##
## Node number 4062: 24 observations
## mean=16750.54, MSE=1414511
##
## Node number 4063: 17 observations
## mean=17877.12, MSE=408416.8
##
## Node number 4080: 15 observations
## mean=14518.6, MSE=1655644
##
## Node number 4081: 23 observations
## mean=15532.35, MSE=1392066
##
## Node number 4094: 26 observations
## mean=17359.85, MSE=1477171
##
## Node number 4095: 20 observations
## mean=18013.2, MSE=394312.4
##
## Node number 6492: 58 observations
## mean=5447.517, MSE=239632.4
##
## Node number 6493: 25 observations
## mean=6033.92, MSE=294720
##
## Node number 7250: 28 observations
## mean=8263.607, MSE=855050.6
##
## Node number 7251: 16 observations
## mean=9114.688, MSE=773661.6
##
## Node number 7386: 30 observations
## mean=11710.67, MSE=1073109
##
## Node number 7387: 18 observations
## mean=12502.28, MSE=721846.3
##
## Node number 8074: 26 observations
## mean=14020.23, MSE=1648217
##
## Node number 8075: 30 observations
## mean=14944.37, MSE=3052096
##
## Node number 8122: 18 observations
## mean=15893, MSE=4021440
##
## Node number 8123: 21 observations
## mean=17486.86, MSE=1178592Wykres poniżej przedstawia drzewo po przycinaniu.
rpart.plot(tree_prune,
type = 2,
extra = 101,
fallen.leaves = TRUE,
nn = TRUE,
box.palette = "Greens",
branch.lty = 2,
shadow.col = "gray")
Predykcje
Wartości metryk wciąż znacznie różnią się między zbiorem testowym a treningowym.
# na zbiorze treningowym
pred_tree_prune_train <- predict(tree_prune, newdata = diamonds_train)
# na zbiorze testowym
pred_tree_prune_test <- predict(tree_prune, newdata = diamonds_test)
metryki_tree_prune_train <- metryki(real = real_train, predicted = pred_tree_prune_train)
metryki_tree_prune_test <- metryki(real = real_test, predicted = pred_tree_prune_test)
rbind(train = metryki_tree_prune_train, test = metryki_tree_prune_test)## MSE RMSE MAE MedAE MAPE MSLE R2
## train 339790.8 582.9158 330.6371 165.4648 0.1068989 0.01938229 0.9785017
## test 469012.6 684.8449 367.8883 174.6029 0.1128149 0.02170130 0.9703892Sprawdźmy jak podcięte drzewo jawi się na tle poprzedniego z luźnymi paramtrami. Widzimy, że podcinanie pogorszyło wynik na danych treningowych oraz danych testowych.
rbind(tree_controlled_train = metryki_tree_cont_train, tree_pruned_train = metryki_tree_prune_train)## MSE RMSE MAE MedAE MAPE MSLE
## tree_controlled_train 312662.7 559.1625 295.1497 125.7063 0.08410626 0.01215867
## tree_pruned_train 339790.8 582.9158 330.6371 165.4648 0.10689892 0.01938229
## R2
## tree_controlled_train 0.9802181
## tree_pruned_train 0.9785017rbind(tree_controlled_test = metryki_tree_cont_test, tree_pruned_test = metryki_tree_prune_test)## MSE RMSE MAE MedAE MAPE MSLE
## tree_controlled_test 456709.0 675.8025 349.4566 145.9200 0.09749583 0.01626173
## tree_pruned_test 469012.6 684.8449 367.8883 174.6029 0.11281494 0.02170130
## R2
## tree_controlled_test 0.9711664
## tree_pruned_test 0.9703892Dostosowanie parametrów przez caret
Zastosowane poprzednio podejście nie polepszyło naszych wyników, zastosujemy więc podejście wykorzystujące walidację krzyżową do strojenia parametrów - przeprowadzimy grid search poprzez tetsowanie różnych wartości parmetrów. To znaczy, że dla każdej wartości parametru cp trenowany jest model, anstępnie oceniany w procesie walidacji krzyżowej oraz zapisany jest jego średni RMSE. Aby uzyskać najlepszy model, wybieramy ten o najniższym RMSE.
set.seed(123)
# schemat walidacji
control_cv <- trainControl(method = "cv", number = 10)
# rozne wartosci cp
cp_grid <- expand.grid(cp = seq(0, 00.001, by = 0.000005))
# trenowanie modelu z cv
# tree_cv <- train(cena_usd ~ .,
# data = diamonds_train,
# method = "rpart",
# trControl = control_cv,
# tuneGrid = cp_grid,
# metric = "RMSE")
# tree_cv %>% saveRDS("modele/tree_cv.rds")
tree_cv <- readRDS("modele/tree_cv.rds")
tree_cv$bestTune## cp
## 1 0head(tree_cv$results)## cp RMSE Rsquared MAE RMSESD RsquaredSD MAESD
## 1 0.000000 691.5159 0.9697949 349.9613 32.28501 0.002489430 10.069398
## 2 0.000005 694.2626 0.9695571 365.1297 32.14774 0.002456564 9.723877
## 3 0.000010 697.4472 0.9692734 372.2875 31.54400 0.002426044 10.131142
## 4 0.000015 701.7911 0.9688916 377.2971 29.62889 0.002250754 9.438052
## 5 0.000020 707.0248 0.9684234 385.5224 28.96972 0.002173667 10.016707
## 6 0.000025 710.9006 0.9680763 389.6774 28.82835 0.002111330 9.315030plot(tree_cv)
tree_final <- tree_cv$finalModel
rpart.plot(tree_final,
type = 2,
extra = 101,
fallen.leaves = TRUE,
nn = TRUE,
box.palette = "Greens",
branch.lty = 2,
shadow.col = "gray")
pred_tree_final_train <- predict(tree_cv, newdata = diamonds_train)
pred_tree_final_test <- predict(tree_cv, newdata = diamonds_test)
metryki_tree_final_train <- metryki(real = real_train, predicted = pred_tree_final_train)
metryki_tree_final_test <- metryki(real = real_test, predicted = pred_tree_final_test)
rbind(train = metryki_tree_final_train, test = metryki_tree_final_test)## MSE RMSE MAE MedAE MAPE MSLE R2
## train 228768.9 478.2979 243.0562 94.84524 0.06172712 0.007134753 0.9855260
## test 465850.4 682.5323 345.8086 136.92308 0.08850163 0.014351000 0.9705998Istotnośc zmiennych
Warto sprawdzić, które zmienne drzewo wybrało do podziałów. Z wykresu poniżej bazowanego na indykatorze variable.importance z modelu widzimy, iż najbardziej istotny wpływ na ceny diamentów mają, kolejno: objętość, szerokość, karaty, długość oraz głębokość. Dalej, acz już z drastycznie mniejszą istotnością, plasują się zmienne kategoryczne - klarowność oraz kolor.
importance_tree_final <- sort(tree_final$variable.importance, decreasing = TRUE)
head(importance_tree_final)## objetosc szerokosc karaty karat2 dlugosc glebokosc_mm
## 276391335762 270508617436 268226899131 268005726218 266169977635 254677923046# wykres
barplot(importance_tree_final[1:20],
las = 2,
cex.names = 0.5,
main = "Top 20 najbardziej istotnych zmiennych",
ylab = "",
yaxt = "n",
border = NA)
Zapisane reguły
Warto spojrzeć również na reguły prowadzące do liści końcowych - ścieżki opisujące zestawy warunków.
path.rpart(tree_final, nodes = rownames(tree_final$frame[tree_final$frame$var == "<leaf>", ]))##
## node number: 1024
## root
## objetosc< 157.7
## szerokosc< 5.535
## objetosc< 75.95
## dlugosc< 4.625
## klarownosc.L< 0.3086
## dlugosc< 4.305
## dlugosc< 4.245
## klarownosc.C>=-0.3077
## dlugosc< 4.145
## glebokosc_mm< 2.415
##
## node number: 4100
## root
## objetosc< 157.7
## szerokosc< 5.535
## objetosc< 75.95
## dlugosc< 4.625
## klarownosc.L< 0.3086
## dlugosc< 4.305
## dlugosc< 4.245
## klarownosc.C>=-0.3077
## dlugosc< 4.145
## glebokosc_mm>=2.415
## czy_premium< 0.5
## szerokosc< 3.965
##
## node number: 8202
## root
## objetosc< 157.7
## szerokosc< 5.535
## objetosc< 75.95
## dlugosc< 4.625
## klarownosc.L< 0.3086
## dlugosc< 4.305
## dlugosc< 4.245
## klarownosc.C>=-0.3077
## dlugosc< 4.145
## glebokosc_mm>=2.415
## czy_premium< 0.5
## szerokosc>=3.965
## czubek_a_najszerszy>=59.5
##
## node number: 65624
## root
## objetosc< 157.7
## szerokosc< 5.535
## objetosc< 75.95
## dlugosc< 4.625
## klarownosc.L< 0.3086
## dlugosc< 4.305
## dlugosc< 4.245
## klarownosc.C>=-0.3077
## dlugosc< 4.145
## glebokosc_mm>=2.415
## czy_premium< 0.5
## szerokosc>=3.965
## czubek_a_najszerszy< 59.5
## gestosc< 0.006221
## kolor.L< 0.2835
## glebokosc_procent>=1.083
##
## node number: 65625
## root
## objetosc< 157.7
## szerokosc< 5.535
## objetosc< 75.95
## dlugosc< 4.625
## klarownosc.L< 0.3086
## dlugosc< 4.305
## dlugosc< 4.245
## klarownosc.C>=-0.3077
## dlugosc< 4.145
## glebokosc_mm>=2.415
## czy_premium< 0.5
## szerokosc>=3.965
## czubek_a_najszerszy< 59.5
## gestosc< 0.006221
## kolor.L< 0.2835
## glebokosc_procent< 1.083
##
## node number: 65626
## root
## objetosc< 157.7
## szerokosc< 5.535
## objetosc< 75.95
## dlugosc< 4.625
## klarownosc.L< 0.3086
## dlugosc< 4.305
## dlugosc< 4.245
## klarownosc.C>=-0.3077
## dlugosc< 4.145
## glebokosc_mm>=2.415
## czy_premium< 0.5
## szerokosc>=3.965
## czubek_a_najszerszy< 59.5
## gestosc< 0.006221
## kolor.L>=0.2835
## klarownosc^7>=0.1195
##
## node number: 65627
## root
## objetosc< 157.7
## szerokosc< 5.535
## objetosc< 75.95
## dlugosc< 4.625
## klarownosc.L< 0.3086
## dlugosc< 4.305
## dlugosc< 4.245
## klarownosc.C>=-0.3077
## dlugosc< 4.145
## glebokosc_mm>=2.415
## czy_premium< 0.5
## szerokosc>=3.965
## czubek_a_najszerszy< 59.5
## gestosc< 0.006221
## kolor.L>=0.2835
## klarownosc^7< 0.1195
##
## node number: 16407
## root
## objetosc< 157.7
## szerokosc< 5.535
## objetosc< 75.95
## dlugosc< 4.625
## klarownosc.L< 0.3086
## dlugosc< 4.305
## dlugosc< 4.245
## klarownosc.C>=-0.3077
## dlugosc< 4.145
## glebokosc_mm>=2.415
## czy_premium< 0.5
## szerokosc>=3.965
## czubek_a_najszerszy< 59.5
## gestosc>=0.006221
##
## node number: 8204
## root
## objetosc< 157.7
## szerokosc< 5.535
## objetosc< 75.95
## dlugosc< 4.625
## klarownosc.L< 0.3086
## dlugosc< 4.305
## dlugosc< 4.245
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## dlugosc< 4.145
## glebokosc_mm>=2.415
## czy_premium>=0.5
## kolor.L< 0.09449
## dlugosc< 4.005
##
## node number: 16410
## root
## objetosc< 157.7
## szerokosc< 5.535
## objetosc< 75.95
## dlugosc< 4.625
## klarownosc.L< 0.3086
## dlugosc< 4.305
## dlugosc< 4.245
## klarownosc.C>=-0.3077
## dlugosc< 4.145
## glebokosc_mm>=2.415
## czy_premium>=0.5
## kolor.L< 0.09449
## dlugosc>=4.005
## klarownosc.C>=9.714e-17
##
## node number: 16411
## root
## objetosc< 157.7
## szerokosc< 5.535
## objetosc< 75.95
## dlugosc< 4.625
## klarownosc.L< 0.3086
## dlugosc< 4.305
## dlugosc< 4.245
## klarownosc.C>=-0.3077
## dlugosc< 4.145
## glebokosc_mm>=2.415
## czy_premium>=0.5
## kolor.L< 0.09449
## dlugosc>=4.005
## klarownosc.C< 9.714e-17
##
## node number: 8206
## root
## objetosc< 157.7
## szerokosc< 5.535
## objetosc< 75.95
## dlugosc< 4.625
## klarownosc.L< 0.3086
## dlugosc< 4.305
## dlugosc< 4.245
## klarownosc.C>=-0.3077
## dlugosc< 4.145
## glebokosc_mm>=2.415
## czy_premium>=0.5
## kolor.L>=0.09449
## gestosc>=0.006005
##
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## root
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## szerokosc< 5.535
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## dlugosc< 4.145
## glebokosc_mm>=2.415
## czy_premium>=0.5
## kolor.L>=0.09449
## gestosc< 0.006005
##
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## root
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## szerokosc< 5.535
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## dlugosc< 4.625
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## dlugosc< 4.305
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## klarownosc.C>=-0.3077
## dlugosc>=4.145
## gestosc< 0.006259
## kolor.L< -0.09449
## ciecie.C>=0.1581
##
## node number: 4105
## root
## objetosc< 157.7
## szerokosc< 5.535
## objetosc< 75.95
## dlugosc< 4.625
## klarownosc.L< 0.3086
## dlugosc< 4.305
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## klarownosc.C>=-0.3077
## dlugosc>=4.145
## gestosc< 0.006259
## kolor.L< -0.09449
## ciecie.C< 0.1581
##
## node number: 32848
## root
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## szerokosc< 5.535
## objetosc< 75.95
## dlugosc< 4.625
## klarownosc.L< 0.3086
## dlugosc< 4.305
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## klarownosc.C>=-0.3077
## dlugosc>=4.145
## gestosc< 0.006259
## kolor.L>=-0.09449
## ciecie.L< 0.1581
## gestosc< 0.006195
## glebokosc_mm< 2.67
## szerokosc< 4.215
##
## node number: 32849
## root
## objetosc< 157.7
## szerokosc< 5.535
## objetosc< 75.95
## dlugosc< 4.625
## klarownosc.L< 0.3086
## dlugosc< 4.305
## dlugosc< 4.245
## klarownosc.C>=-0.3077
## dlugosc>=4.145
## gestosc< 0.006259
## kolor.L>=-0.09449
## ciecie.L< 0.1581
## gestosc< 0.006195
## glebokosc_mm< 2.67
## szerokosc>=4.215
##
## node number: 16425
## root
## objetosc< 157.7
## szerokosc< 5.535
## objetosc< 75.95
## dlugosc< 4.625
## klarownosc.L< 0.3086
## dlugosc< 4.305
## dlugosc< 4.245
## klarownosc.C>=-0.3077
## dlugosc>=4.145
## gestosc< 0.006259
## kolor.L>=-0.09449
## ciecie.L< 0.1581
## gestosc< 0.006195
## glebokosc_mm>=2.67
##
## node number: 8213
## root
## objetosc< 157.7
## szerokosc< 5.535
## objetosc< 75.95
## dlugosc< 4.625
## klarownosc.L< 0.3086
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## klarownosc.C>=-0.3077
## dlugosc>=4.145
## gestosc< 0.006259
## kolor.L>=-0.09449
## ciecie.L< 0.1581
## gestosc>=0.006195
##
## node number: 8214
## root
## objetosc< 157.7
## szerokosc< 5.535
## objetosc< 75.95
## dlugosc< 4.625
## klarownosc.L< 0.3086
## dlugosc< 4.305
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## dlugosc>=4.145
## gestosc< 0.006259
## kolor.L>=-0.09449
## ciecie.L>=0.1581
## gestosc< 0.00609
##
## node number: 8215
## root
## objetosc< 157.7
## szerokosc< 5.535
## objetosc< 75.95
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## dlugosc< 4.305
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## dlugosc>=4.145
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## kolor.L>=-0.09449
## ciecie.L>=0.1581
## gestosc>=0.00609
##
## node number: 1027
## root
## objetosc< 157.7
## szerokosc< 5.535
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## dlugosc>=4.145
## gestosc>=0.006259
##
## node number: 1028
## root
## objetosc< 157.7
## szerokosc< 5.535
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##
## node number: 4116
## root
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## ciecie.Q>=-0.4009
##
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## root
## objetosc< 157.7
## szerokosc< 5.535
## objetosc< 75.95
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## klarownosc.L< 0.3086
## dlugosc< 4.305
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## objetosc< 40.87
## kolor.L>=0.09449
## ciecie.L< 0.1581
## ciecie.Q< -0.4009
## gestosc< 0.006114
## kolor^5< 0.3273
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##
## node number: 32937
## root
## objetosc< 157.7
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## gestosc>=0.006002
##
## node number: 16469
## root
## objetosc< 157.7
## szerokosc< 5.535
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##
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## root
## objetosc< 157.7
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##
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## root
## objetosc< 157.7
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##
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## root
## objetosc< 157.7
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## ciecie.L>=0.1581
##
## node number: 4120
## root
## objetosc< 157.7
## szerokosc< 5.535
## objetosc< 75.95
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## dlugosc< 4.305
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## klarownosc.C< -0.3077
## objetosc>=40.87
## kolor.L< 0.09449
## glebokosc< 62.75
## kolor.L< -0.09449
##
## node number: 4121
## root
## objetosc< 157.7
## szerokosc< 5.535
## objetosc< 75.95
## dlugosc< 4.625
## klarownosc.L< 0.3086
## dlugosc< 4.305
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## objetosc>=40.87
## kolor.L< 0.09449
## glebokosc< 62.75
## kolor.L>=-0.09449
##
## node number: 2061
## root
## objetosc< 157.7
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## objetosc>=40.87
## kolor.L< 0.09449
## glebokosc>=62.75
##
## node number: 16496
## root
## objetosc< 157.7
## szerokosc< 5.535
## objetosc< 75.95
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## gestosc< 0.006155
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##
## node number: 16497
## root
## objetosc< 157.7
## szerokosc< 5.535
## objetosc< 75.95
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## ciecie.Q< -0.4009
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## gestosc< 0.006155
## gestosc>=0.006041
##
## node number: 8249
## root
## objetosc< 157.7
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## dlugosc< 4.305
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## objetosc>=40.87
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## ciecie.Q< -0.4009
## dlugosc< 4.195
## gestosc>=0.006155
##
## node number: 4125
## root
## objetosc< 157.7
## szerokosc< 5.535
## objetosc< 75.95
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## klarownosc.L< 0.3086
## dlugosc< 4.305
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## objetosc>=40.87
## kolor.L>=0.09449
## ciecie.Q< -0.4009
## dlugosc>=4.195
##
## node number: 4126
## root
## objetosc< 157.7
## szerokosc< 5.535
## objetosc< 75.95
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## objetosc>=40.87
## kolor.L>=0.09449
## ciecie.Q>=-0.4009
## dlugosc< 4.09
##
## node number: 8254
## root
## objetosc< 157.7
## szerokosc< 5.535
## objetosc< 75.95
## dlugosc< 4.625
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## dlugosc< 4.305
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## klarownosc.C< -0.3077
## objetosc>=40.87
## kolor.L>=0.09449
## ciecie.Q>=-0.4009
## dlugosc>=4.09
## glebokosc< 61.45
##
## node number: 16510
## root
## objetosc< 157.7
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## glebokosc>=62.45
##
## node number: 16511
## root
## objetosc< 157.7
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## dlugosc>=4.09
## glebokosc>=61.45
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##
## node number: 2064
## root
## objetosc< 157.7
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## objetosc< 75.95
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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## glebokosc>=62.45
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##
## node number: 8327
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## glebokosc>=62.45
## dlugosc>=4.375
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##
## node number: 2082
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##
## node number: 4166
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##
## node number: 16668
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##
## node number: 16669
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##
## node number: 8335
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## dlugosc>=4.375
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## dlugosc>=4.425
##
## node number: 2084
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##
## node number: 2085
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##
## node number: 2086
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##
## node number: 2087
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## dlugosc>=4.525
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## dlugosc>=4.555
##
## node number: 4176
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##
## node number: 4177
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##
## node number: 8356
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##
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##
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##
## node number: 4180
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##
## node number: 4181
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##
## node number: 4182
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##
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##
## node number: 16736
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## kolor.L< 0.2835
##
## node number: 33474
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##
## node number: 33475
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## szerokosc>=4.335
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## ciecie.L>=0.1581
##
## node number: 8369
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## szerokosc< 4.335
##
## node number: 8370
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##
## node number: 16742
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##
## node number: 133944
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## glebokosc>=61.15
## dlugosc< 4.515
##
## node number: 133945
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## glebokosc>=61.15
## dlugosc>=4.515
##
## node number: 66973
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##
## node number: 66974
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## glebokosc>=62.75
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##
## node number: 66975
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## glebokosc_mm>=2.725
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## ciecie.L>=-0.1581
## glebokosc>=62.75
## szerokosc>=4.345
##
## node number: 33488
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## szerokosc>=4.335
## dlugosc< 4.365
## glebokosc< 62.55
##
## node number: 33489
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## szerokosc>=4.335
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## glebokosc>=62.55
##
## node number: 133960
## root
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## glebokosc_mm< 2.695
##
## node number: 133961
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## szerokosc>=4.395
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## glebokosc_mm>=2.695
##
## node number: 133962
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## dlugosc>=4.365
## szerokosc>=4.395
## dlugosc>=4.455
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##
## node number: 133963
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## szerokosc>=4.395
## dlugosc>=4.455
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##
## node number: 33491
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##
## node number: 8373
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##
## node number: 8374
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##
## node number: 8375
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##
## node number: 16752
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##
## node number: 33506
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##
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##
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##
## node number: 8378
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##
## node number: 16758
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##
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##
## node number: 2095
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##
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##
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##
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##
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##
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##
## node number: 16773
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##
## node number: 16774
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##
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##
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## klarownosc.C< 9.714e-17
##
## node number: 33552
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##
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##
## node number: 67108
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##
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##
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##
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##
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##
## node number: 33558
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##
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##
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## klarownosc.C>=9.714e-17
##
## node number: 33561
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## klarownosc.C< 9.714e-17
##
## node number: 16781
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##
## node number: 16782
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##
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##
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##
## node number: 4196
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##
## node number: 4197
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##
## node number: 8396
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##
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##
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##
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##
## node number: 33598
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
## node number: 67266
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##
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##
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##
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## dlugosc>=4.355
##
## node number: 67269
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##
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##
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##
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##
## node number: 134553
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##
## node number: 67277
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## dlugosc>=4.345
## szerokosc>=4.375
## dlugosc>=4.415
##
## node number: 33639
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##
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##
## node number: 16821
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##
## node number: 8411
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## klarownosc.C< -0.3077
##
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## root
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##
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##
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##
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##
## node number: 8414
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## klarownosc.C>=-0.3077
##
## node number: 8415
## root
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## klarownosc.C< -0.3077
##
## node number: 16832
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##
## node number: 16833
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## klarownosc.C< 9.714e-17
##
## node number: 8417
## root
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##
## node number: 16836
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##
## node number: 16837
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##
## node number: 16838
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## dlugosc>=4.325
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##
## node number: 33678
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## dlugosc>=4.325
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##
## node number: 33679
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##
## node number: 67360
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##
## node number: 134722
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##
## node number: 134723
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##
## node number: 33681
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##
## node number: 33682
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##
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##
## node number: 8421
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##
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##
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##
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##
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##
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##
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##
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##
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##
## node number: 16849
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## szerokosc< 4.345
##
## node number: 16850
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## klarownosc.L>=0.1543
## ciecie.C>=-0.3162
##
## node number: 33702
## root
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## klarownosc.L>=0.1543
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## dlugosc< 4.335
##
## node number: 33703
## root
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## klarownosc.L>=0.1543
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## dlugosc>=4.335
##
## node number: 134816
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##
## node number: 269634
## root
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## klarownosc.C>=9.714e-17
##
## node number: 269635
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## szerokosc>=4.335
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## szerokosc>=4.395
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## glebokosc>=60.75
## klarownosc.C< 9.714e-17
##
## node number: 134818
## root
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## klarownosc.C>=-0.3077
## kolor.L>=0.4725
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##
## node number: 134819
## root
## objetosc< 157.7
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## klarownosc.C>=-0.3077
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## glebokosc>=61.45
##
## node number: 33705
## root
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## objetosc< 75.95
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## dlugosc>=4.305
## klarownosc.L>=-0.1543
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## kolor^5< 0.3273
## szerokosc>=4.335
## dlugosc>=4.375
## szerokosc>=4.395
## dlugosc< 4.425
## klarownosc.C< -0.3077
##
## node number: 269648
## root
## objetosc< 157.7
## szerokosc< 5.535
## objetosc< 75.95
## dlugosc< 4.625
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## dlugosc>=4.305
## klarownosc.L>=-0.1543
## kolor.L>=0.09449
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## szerokosc>=4.335
## dlugosc>=4.375
## szerokosc>=4.395
## dlugosc>=4.425
## szerokosc>=4.445
## klarownosc.L< 0.1543
## szerokosc>=4.455
## kolor.L< 0.4725
##
## node number: 269649
## root
## objetosc< 157.7
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## dlugosc>=4.305
## klarownosc.L>=-0.1543
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## szerokosc>=4.335
## dlugosc>=4.375
## szerokosc>=4.395
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## klarownosc.L< 0.1543
## szerokosc>=4.455
## kolor.L>=0.4725
##
## node number: 134825
## root
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## dlugosc>=4.305
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## dlugosc>=4.375
## szerokosc>=4.395
## dlugosc>=4.425
## szerokosc>=4.445
## klarownosc.L< 0.1543
## szerokosc< 4.455
##
## node number: 67413
## root
## objetosc< 157.7
## szerokosc< 5.535
## objetosc< 75.95
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## klarownosc.L< 0.3086
## dlugosc>=4.305
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## szerokosc>=4.335
## dlugosc>=4.375
## szerokosc>=4.395
## dlugosc>=4.425
## szerokosc>=4.445
## klarownosc.L>=0.1543
##
## node number: 134828
## root
## objetosc< 157.7
## szerokosc< 5.535
## objetosc< 75.95
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## dlugosc>=4.305
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## szerokosc>=4.335
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## szerokosc>=4.395
## dlugosc>=4.425
## szerokosc< 4.445
## klarownosc.C>=9.714e-17
## kolor.L< 0.4725
##
## node number: 134829
## root
## objetosc< 157.7
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## dlugosc>=4.305
## klarownosc.L>=-0.1543
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## szerokosc>=4.335
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## szerokosc>=4.395
## dlugosc>=4.425
## szerokosc< 4.445
## klarownosc.C>=9.714e-17
## kolor.L>=0.4725
##
## node number: 67415
## root
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## dlugosc>=4.305
## klarownosc.L>=-0.1543
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## szerokosc>=4.335
## dlugosc>=4.375
## szerokosc>=4.395
## dlugosc>=4.425
## szerokosc< 4.445
## klarownosc.C< 9.714e-17
##
## node number: 33708
## root
## objetosc< 157.7
## szerokosc< 5.535
## objetosc< 75.95
## dlugosc< 4.625
## klarownosc.L< 0.3086
## dlugosc>=4.305
## klarownosc.L>=-0.1543
## kolor.L>=0.09449
## dlugosc< 4.485
## kolor^5< 0.3273
## szerokosc>=4.335
## dlugosc>=4.375
## szerokosc< 4.395
## kolor.L< 0.4725
## ciecie.Q>=0.1336
##
## node number: 67418
## root
## objetosc< 157.7
## szerokosc< 5.535
## objetosc< 75.95
## dlugosc< 4.625
## klarownosc.L< 0.3086
## dlugosc>=4.305
## klarownosc.L>=-0.1543
## kolor.L>=0.09449
## dlugosc< 4.485
## kolor^5< 0.3273
## szerokosc>=4.335
## dlugosc>=4.375
## szerokosc< 4.395
## kolor.L< 0.4725
## ciecie.Q< 0.1336
## glebokosc_mm< 2.725
##
## node number: 67419
## root
## objetosc< 157.7
## szerokosc< 5.535
## objetosc< 75.95
## dlugosc< 4.625
## klarownosc.L< 0.3086
## dlugosc>=4.305
## klarownosc.L>=-0.1543
## kolor.L>=0.09449
## dlugosc< 4.485
## kolor^5< 0.3273
## szerokosc>=4.335
## dlugosc>=4.375
## szerokosc< 4.395
## kolor.L< 0.4725
## ciecie.Q< 0.1336
## glebokosc_mm>=2.725
##
## node number: 33710
## root
## objetosc< 157.7
## szerokosc< 5.535
## objetosc< 75.95
## dlugosc< 4.625
## klarownosc.L< 0.3086
## dlugosc>=4.305
## klarownosc.L>=-0.1543
## kolor.L>=0.09449
## dlugosc< 4.485
## kolor^5< 0.3273
## szerokosc>=4.335
## dlugosc>=4.375
## szerokosc< 4.395
## kolor.L>=0.4725
## gestosc< 0.005983
##
## node number: 67422
## root
## objetosc< 157.7
## szerokosc< 5.535
## objetosc< 75.95
## dlugosc< 4.625
## klarownosc.L< 0.3086
## dlugosc>=4.305
## klarownosc.L>=-0.1543
## kolor.L>=0.09449
## dlugosc< 4.485
## kolor^5< 0.3273
## szerokosc>=4.335
## dlugosc>=4.375
## szerokosc< 4.395
## kolor.L>=0.4725
## gestosc>=0.005983
## dlugosc< 4.385
##
## node number: 67423
## root
## objetosc< 157.7
## szerokosc< 5.535
## objetosc< 75.95
## dlugosc< 4.625
## klarownosc.L< 0.3086
## dlugosc>=4.305
## klarownosc.L>=-0.1543
## kolor.L>=0.09449
## dlugosc< 4.485
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## szerokosc>=4.335
## dlugosc>=4.375
## szerokosc< 4.395
## kolor.L>=0.4725
## gestosc>=0.005983
## dlugosc>=4.385
##
## node number: 8428
## root
## objetosc< 157.7
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## objetosc< 75.95
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## klarownosc.L< 0.3086
## dlugosc>=4.305
## klarownosc.L>=-0.1543
## kolor.L>=0.09449
## dlugosc< 4.485
## kolor^5< 0.3273
## szerokosc< 4.335
## dlugosc< 4.325
## szerokosc>=4.315
##
## node number: 8429
## root
## objetosc< 157.7
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## dlugosc>=4.305
## klarownosc.L>=-0.1543
## kolor.L>=0.09449
## dlugosc< 4.485
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## szerokosc< 4.335
## dlugosc< 4.325
## szerokosc< 4.315
##
## node number: 67440
## root
## objetosc< 157.7
## szerokosc< 5.535
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## dlugosc< 4.625
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## dlugosc>=4.305
## klarownosc.L>=-0.1543
## kolor.L>=0.09449
## dlugosc< 4.485
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## szerokosc< 4.335
## dlugosc>=4.325
## klarownosc.L< 0.1543
## gestosc< 0.006141
## objetosc< 50.7
## glebokosc>=62.35
##
## node number: 269764
## root
## objetosc< 157.7
## szerokosc< 5.535
## objetosc< 75.95
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## klarownosc.L< 0.3086
## dlugosc>=4.305
## klarownosc.L>=-0.1543
## kolor.L>=0.09449
## dlugosc< 4.485
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## szerokosc< 4.335
## dlugosc>=4.325
## klarownosc.L< 0.1543
## gestosc< 0.006141
## objetosc< 50.7
## glebokosc< 62.35
## glebokosc>=61.15
## objetosc< 50.42
##
## node number: 269765
## root
## objetosc< 157.7
## szerokosc< 5.535
## objetosc< 75.95
## dlugosc< 4.625
## klarownosc.L< 0.3086
## dlugosc>=4.305
## klarownosc.L>=-0.1543
## kolor.L>=0.09449
## dlugosc< 4.485
## kolor^5< 0.3273
## szerokosc< 4.335
## dlugosc>=4.325
## klarownosc.L< 0.1543
## gestosc< 0.006141
## objetosc< 50.7
## glebokosc< 62.35
## glebokosc>=61.15
## objetosc>=50.42
##
## node number: 134883
## root
## objetosc< 157.7
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## klarownosc.L< 0.3086
## dlugosc>=4.305
## klarownosc.L>=-0.1543
## kolor.L>=0.09449
## dlugosc< 4.485
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## szerokosc< 4.335
## dlugosc>=4.325
## klarownosc.L< 0.1543
## gestosc< 0.006141
## objetosc< 50.7
## glebokosc< 62.35
## glebokosc< 61.15
##
## node number: 33721
## root
## objetosc< 157.7
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## objetosc< 75.95
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## dlugosc>=4.305
## klarownosc.L>=-0.1543
## kolor.L>=0.09449
## dlugosc< 4.485
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## szerokosc< 4.335
## dlugosc>=4.325
## klarownosc.L< 0.1543
## gestosc< 0.006141
## objetosc>=50.7
##
## node number: 16861
## root
## objetosc< 157.7
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## klarownosc.L< 0.3086
## dlugosc>=4.305
## klarownosc.L>=-0.1543
## kolor.L>=0.09449
## dlugosc< 4.485
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## szerokosc< 4.335
## dlugosc>=4.325
## klarownosc.L< 0.1543
## gestosc>=0.006141
##
## node number: 8431
## root
## objetosc< 157.7
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## dlugosc>=4.305
## klarownosc.L>=-0.1543
## kolor.L>=0.09449
## dlugosc< 4.485
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## szerokosc< 4.335
## dlugosc>=4.325
## klarownosc.L>=0.1543
##
## node number: 2108
## root
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## dlugosc>=4.305
## klarownosc.L>=-0.1543
## kolor.L>=0.09449
## dlugosc>=4.485
## czy_premium< 0.5
## glebokosc_mm< 2.745
##
## node number: 8436
## root
## objetosc< 157.7
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## glebokosc_mm>=2.745
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## klarownosc.L< 0
##
## node number: 8437
## root
## objetosc< 157.7
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##
## node number: 4219
## root
## objetosc< 157.7
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## glebokosc_mm>=2.745
## dlugosc>=4.585
##
## node number: 8440
## root
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##
## node number: 8441
## root
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##
## node number: 8442
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##
## node number: 8443
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##
## node number: 33776
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##
## node number: 33777
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##
## node number: 16889
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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## klarownosc.L>=-0.1543
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## dlugosc>=4.695
## gestosc>=0.006007
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## klarownosc.L< 0
##
## node number: 4443
## root
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## dlugosc>=4.625
## klarownosc.L< 0.1543
## klarownosc.L>=-0.1543
## kolor.L< -0.09449
## kolor.L>=-0.2835
## dlugosc>=4.695
## gestosc>=0.006007
## szerokosc< 4.765
## klarownosc.L>=0
##
## node number: 1111
## root
## objetosc< 157.7
## szerokosc< 5.535
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## dlugosc>=4.625
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## klarownosc.L>=-0.1543
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## kolor.L>=-0.2835
## dlugosc>=4.695
## gestosc< 0.006007
##
## node number: 4448
## root
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## objetosc< 75.95
## dlugosc>=4.625
## klarownosc.L< 0.1543
## klarownosc.L>=-0.1543
## kolor.L>=-0.09449
## dlugosc< 4.755
## ciecie.L< 0.1581
## glebokosc_mm< 2.935
## szerokosc< 4.725
## gestosc< 0.006051
##
## node number: 8898
## root
## objetosc< 157.7
## szerokosc< 5.535
## objetosc< 75.95
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## klarownosc.L< 0.1543
## klarownosc.L>=-0.1543
## kolor.L>=-0.09449
## dlugosc< 4.755
## ciecie.L< 0.1581
## glebokosc_mm< 2.935
## szerokosc< 4.725
## gestosc>=0.006051
## glebokosc_procent< 1.064
##
## node number: 8899
## root
## objetosc< 157.7
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## objetosc< 75.95
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## klarownosc.L< 0.1543
## klarownosc.L>=-0.1543
## kolor.L>=-0.09449
## dlugosc< 4.755
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## glebokosc_mm< 2.935
## szerokosc< 4.725
## gestosc>=0.006051
## glebokosc_procent>=1.064
##
## node number: 2225
## root
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## objetosc< 75.95
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## klarownosc.L< 0.1543
## klarownosc.L>=-0.1543
## kolor.L>=-0.09449
## dlugosc< 4.755
## ciecie.L< 0.1581
## glebokosc_mm< 2.935
## szerokosc>=4.725
##
## node number: 2226
## root
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## szerokosc< 5.535
## objetosc< 75.95
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## klarownosc.L>=-0.1543
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## dlugosc< 4.755
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## glebokosc_mm>=2.935
## ciecie.L< -0.1581
##
## node number: 4454
## root
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## szerokosc< 5.535
## objetosc< 75.95
## dlugosc>=4.625
## klarownosc.L< 0.1543
## klarownosc.L>=-0.1543
## kolor.L>=-0.09449
## dlugosc< 4.755
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## glebokosc_mm>=2.935
## ciecie.L>=-0.1581
## klarownosc.C>=9.714e-17
##
## node number: 4455
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## dlugosc>=4.625
## klarownosc.L< 0.1543
## klarownosc.L>=-0.1543
## kolor.L>=-0.09449
## dlugosc< 4.755
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## glebokosc_mm>=2.935
## ciecie.L>=-0.1581
## klarownosc.C< 9.714e-17
##
## node number: 4456
## root
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## objetosc< 75.95
## dlugosc>=4.625
## klarownosc.L< 0.1543
## klarownosc.L>=-0.1543
## kolor.L>=-0.09449
## dlugosc< 4.755
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## kolor.L< 0.2835
## gestosc< 0.006042
## glebokosc>=60.95
##
## node number: 4457
## root
## objetosc< 157.7
## szerokosc< 5.535
## objetosc< 75.95
## dlugosc>=4.625
## klarownosc.L< 0.1543
## klarownosc.L>=-0.1543
## kolor.L>=-0.09449
## dlugosc< 4.755
## ciecie.L>=0.1581
## kolor.L< 0.2835
## gestosc< 0.006042
## glebokosc< 60.95
##
## node number: 35664
## root
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## szerokosc< 5.535
## objetosc< 75.95
## dlugosc>=4.625
## klarownosc.L< 0.1543
## klarownosc.L>=-0.1543
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## dlugosc< 4.755
## ciecie.L>=0.1581
## kolor.L< 0.2835
## gestosc>=0.006042
## klarownosc.C>=9.714e-17
## dlugosc< 4.725
## szerokosc>=4.65
## gestosc< 0.006164
##
## node number: 35665
## root
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## szerokosc< 5.535
## objetosc< 75.95
## dlugosc>=4.625
## klarownosc.L< 0.1543
## klarownosc.L>=-0.1543
## kolor.L>=-0.09449
## dlugosc< 4.755
## ciecie.L>=0.1581
## kolor.L< 0.2835
## gestosc>=0.006042
## klarownosc.C>=9.714e-17
## dlugosc< 4.725
## szerokosc>=4.65
## gestosc>=0.006164
##
## node number: 17833
## root
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## szerokosc< 5.535
## objetosc< 75.95
## dlugosc>=4.625
## klarownosc.L< 0.1543
## klarownosc.L>=-0.1543
## kolor.L>=-0.09449
## dlugosc< 4.755
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## kolor.L< 0.2835
## gestosc>=0.006042
## klarownosc.C>=9.714e-17
## dlugosc< 4.725
## szerokosc< 4.65
##
## node number: 8917
## root
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## szerokosc< 5.535
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## dlugosc>=4.625
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## klarownosc.L>=-0.1543
## kolor.L>=-0.09449
## dlugosc< 4.755
## ciecie.L>=0.1581
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## gestosc>=0.006042
## klarownosc.C>=9.714e-17
## dlugosc>=4.725
##
## node number: 17836
## root
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## szerokosc< 5.535
## objetosc< 75.95
## dlugosc>=4.625
## klarownosc.L< 0.1543
## klarownosc.L>=-0.1543
## kolor.L>=-0.09449
## dlugosc< 4.755
## ciecie.L>=0.1581
## kolor.L< 0.2835
## gestosc>=0.006042
## klarownosc.C< 9.714e-17
## szerokosc>=4.665
## objetosc< 63.34
##
## node number: 35674
## root
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## szerokosc< 5.535
## objetosc< 75.95
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## klarownosc.L>=-0.1543
## kolor.L>=-0.09449
## dlugosc< 4.755
## ciecie.L>=0.1581
## kolor.L< 0.2835
## gestosc>=0.006042
## klarownosc.C< 9.714e-17
## szerokosc>=4.665
## objetosc>=63.34
## szerokosc>=4.695
##
## node number: 35675
## root
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## szerokosc< 5.535
## objetosc< 75.95
## dlugosc>=4.625
## klarownosc.L< 0.1543
## klarownosc.L>=-0.1543
## kolor.L>=-0.09449
## dlugosc< 4.755
## ciecie.L>=0.1581
## kolor.L< 0.2835
## gestosc>=0.006042
## klarownosc.C< 9.714e-17
## szerokosc>=4.665
## objetosc>=63.34
## szerokosc< 4.695
##
## node number: 8919
## root
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## szerokosc< 5.535
## objetosc< 75.95
## dlugosc>=4.625
## klarownosc.L< 0.1543
## klarownosc.L>=-0.1543
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## dlugosc< 4.755
## ciecie.L>=0.1581
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## gestosc>=0.006042
## klarownosc.C< 9.714e-17
## szerokosc< 4.665
##
## node number: 8920
## root
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## szerokosc< 5.535
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## klarownosc.L< 0.1543
## klarownosc.L>=-0.1543
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## dlugosc< 4.755
## ciecie.L>=0.1581
## kolor.L>=0.2835
## szerokosc>=4.645
## gestosc< 0.006062
## glebokosc< 61.55
##
## node number: 8921
## root
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## szerokosc< 5.535
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## dlugosc>=4.625
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## klarownosc.L>=-0.1543
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## dlugosc< 4.755
## ciecie.L>=0.1581
## kolor.L>=0.2835
## szerokosc>=4.645
## gestosc< 0.006062
## glebokosc>=61.55
##
## node number: 17844
## root
## objetosc< 157.7
## szerokosc< 5.535
## objetosc< 75.95
## dlugosc>=4.625
## klarownosc.L< 0.1543
## klarownosc.L>=-0.1543
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## dlugosc< 4.755
## ciecie.L>=0.1581
## kolor.L>=0.2835
## szerokosc>=4.645
## gestosc>=0.006062
## klarownosc.L< 0
## dlugosc< 4.69
##
## node number: 35690
## root
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## szerokosc< 5.535
## objetosc< 75.95
## dlugosc>=4.625
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## klarownosc.L>=-0.1543
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## dlugosc< 4.755
## ciecie.L>=0.1581
## kolor.L>=0.2835
## szerokosc>=4.645
## gestosc>=0.006062
## klarownosc.L< 0
## dlugosc>=4.69
## szerokosc>=4.715
##
## node number: 35691
## root
## objetosc< 157.7
## szerokosc< 5.535
## objetosc< 75.95
## dlugosc>=4.625
## klarownosc.L< 0.1543
## klarownosc.L>=-0.1543
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## dlugosc< 4.755
## ciecie.L>=0.1581
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## szerokosc>=4.645
## gestosc>=0.006062
## klarownosc.L< 0
## dlugosc>=4.69
## szerokosc< 4.715
##
## node number: 17846
## root
## objetosc< 157.7
## szerokosc< 5.535
## objetosc< 75.95
## dlugosc>=4.625
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## klarownosc.L>=-0.1543
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## dlugosc< 4.755
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## kolor.L>=0.2835
## szerokosc>=4.645
## gestosc>=0.006062
## klarownosc.L>=0
## glebokosc< 62.35
##
## node number: 17847
## root
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## szerokosc< 5.535
## objetosc< 75.95
## dlugosc>=4.625
## klarownosc.L< 0.1543
## klarownosc.L>=-0.1543
## kolor.L>=-0.09449
## dlugosc< 4.755
## ciecie.L>=0.1581
## kolor.L>=0.2835
## szerokosc>=4.645
## gestosc>=0.006062
## klarownosc.L>=0
## glebokosc>=62.35
##
## node number: 4462
## root
## objetosc< 157.7
## szerokosc< 5.535
## objetosc< 75.95
## dlugosc>=4.625
## klarownosc.L< 0.1543
## klarownosc.L>=-0.1543
## kolor.L>=-0.09449
## dlugosc< 4.755
## ciecie.L>=0.1581
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## szerokosc< 4.645
## kolor.L< 0.4725
##
## node number: 4463
## root
## objetosc< 157.7
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## dlugosc>=4.625
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## klarownosc.L>=-0.1543
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## dlugosc< 4.755
## ciecie.L>=0.1581
## kolor.L>=0.2835
## szerokosc< 4.645
## kolor.L>=0.4725
##
## node number: 8928
## root
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## klarownosc.L>=-0.1543
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## dlugosc>=4.755
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## klarownosc.L< 0
## szerokosc< 4.865
##
## node number: 8929
## root
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## klarownosc.L>=-0.1543
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## dlugosc>=4.755
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## klarownosc.L< 0
## szerokosc>=4.865
##
## node number: 4465
## root
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## dlugosc>=4.625
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## klarownosc.L>=-0.1543
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## dlugosc>=4.755
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## ciecie.Q< -0.4009
## dlugosc< 4.845
## klarownosc.L>=0
##
## node number: 2233
## root
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## klarownosc.L>=-0.1543
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## dlugosc>=4.755
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## ciecie.Q< -0.4009
## dlugosc>=4.845
##
## node number: 35744
## root
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## dlugosc>=4.625
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## klarownosc.L>=-0.1543
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## dlugosc>=4.755
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## szerokosc>=4.785
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## klarownosc.L< 0
## objetosc< 68.44
##
## node number: 35745
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## dlugosc>=4.625
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## klarownosc.L>=-0.1543
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## szerokosc>=4.785
## dlugosc< 4.825
## klarownosc.L< 0
## objetosc>=68.44
##
## node number: 35746
## root
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## klarownosc.L>=-0.1543
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## klarownosc.L>=0
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##
## node number: 71494
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## szerokosc>=4.785
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## klarownosc.L>=0
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## szerokosc< 4.795
##
## node number: 142990
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##
## node number: 142991
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##
## node number: 71496
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##
## node number: 71497
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##
## node number: 142996
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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## gestosc< 0.006051
##
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## klarownosc.Q< -0.07715
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## gestosc>=0.006051
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##
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## gestosc>=0.006051
## ciecie.L>=0.4743
##
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## dlugosc< 5.345
## klarownosc.Q< -0.07715
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## objetosc>=84.52
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##
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## szerokosc< 5.535
## objetosc>=75.95
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## klarownosc.L< -0.1543
## dlugosc< 5.345
## klarownosc.Q< -0.07715
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## objetosc>=84.52
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##
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## szerokosc< 5.535
## objetosc>=75.95
## klarownosc.L< 0.1543
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## klarownosc.Q< -0.07715
## kolor.L>=0.09449
## objetosc>=84.52
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## karaty< 0.525
##
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## szerokosc< 5.535
## objetosc>=75.95
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## klarownosc.Q< -0.07715
## kolor.L>=0.09449
## objetosc>=84.52
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## karaty>=0.525
##
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## szerokosc< 5.535
## objetosc>=75.95
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## dlugosc< 5.345
## klarownosc.Q< -0.07715
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## objetosc>=84.52
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## dlugosc>=5.265
##
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## szerokosc< 5.535
## objetosc>=75.95
## klarownosc.L< 0.1543
## klarownosc.L< -0.1543
## dlugosc>=5.345
## klarownosc^4>=0.08058
##
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## dlugosc>=5.345
## klarownosc^4< 0.08058
## gestosc< 0.006282
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## objetosc< 99.97
##
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## objetosc>=75.95
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## dlugosc>=5.345
## klarownosc^4< 0.08058
## gestosc< 0.006282
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## kolor.L< -0.09449
## objetosc>=99.97
##
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## dlugosc>=5.345
## klarownosc^4< 0.08058
## gestosc< 0.006282
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## klarownosc.Q>=-0.07715
##
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## dlugosc>=5.345
## klarownosc^4< 0.08058
## gestosc< 0.006282
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## glebokosc_mm< 3.295
##
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## klarownosc^4< 0.08058
## gestosc< 0.006282
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## glebokosc_mm>=3.295
##
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## klarownosc^4< 0.08058
## gestosc< 0.006282
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##
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## dlugosc>=5.345
## klarownosc^4< 0.08058
## gestosc< 0.006282
## kolor.L>=0.2835
## klarownosc.Q>=-0.07715
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##
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## dlugosc>=5.345
## klarownosc^4< 0.08058
## gestosc< 0.006282
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## klarownosc.Q>=-0.07715
## objetosc>=96.54
##
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## dlugosc>=5.345
## klarownosc^4< 0.08058
## gestosc< 0.006282
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## klarownosc.Q< -0.07715
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##
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## dlugosc>=5.345
## klarownosc^4< 0.08058
## gestosc< 0.006282
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## gestosc< 0.006032
##
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## dlugosc>=5.345
## klarownosc^4< 0.08058
## gestosc< 0.006282
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## klarownosc.Q< -0.07715
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## gestosc>=0.006032
## gestosc>=0.006103
##
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## klarownosc^4< 0.08058
## gestosc< 0.006282
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## gestosc>=0.006032
## gestosc< 0.006103
##
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## klarownosc^4< 0.08058
## gestosc< 0.006282
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## klarownosc.Q< -0.07715
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##
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## klarownosc^4< 0.08058
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##
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## klarownosc^4< 0.08058
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
## node number: 9638
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
## node number: 9648
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##
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##
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##
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##
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##
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##
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##
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##
## node number: 77207
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##
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##
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##
## node number: 308836
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##
## node number: 617674
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##
## node number: 617675
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##
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##
## node number: 77210
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##
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##
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##
## node number: 77213
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##
## node number: 38607
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##
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##
## node number: 154433
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##
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##
## node number: 308870
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
## node number: 20700
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##
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##
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##
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##
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##
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##
## node number: 20707
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## dlugosc>=5.705
##
## node number: 10354
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##
## node number: 82840
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##
## node number: 165682
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##
## node number: 165683
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##
## node number: 41421
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##
## node number: 20711
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##
## node number: 5178
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##
## node number: 10358
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##
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##
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##
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##
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##
## node number: 10366
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##
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##
## node number: 324
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##
## node number: 2600
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##
## node number: 5202
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##
## node number: 5203
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##
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##
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##
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##
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##
## node number: 1306
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##
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##
## node number: 41832
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##
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##
## node number: 20917
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
## node number: 199924
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##
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##
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##
## node number: 199927
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##
## node number: 49982
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##
## node number: 49983
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##
## node number: 1562
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##
## node number: 3126
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##
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##
## node number: 50034
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##
## node number: 100070
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##
## node number: 100071
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##
## node number: 25018
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##
## node number: 100076
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##
## node number: 100077
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##
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##
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##
## node number: 25021
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##
## node number: 12511
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##
## node number: 6256
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##
## node number: 12514
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##
## node number: 100120
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##
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##
## node number: 100122
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##
## node number: 200246
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##
## node number: 200247
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##
## node number: 50062
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##
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##
## node number: 6258
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##
## node number: 100144
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##
## node number: 100145
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##
## node number: 50073
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
## node number: 434761
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##
## node number: 434762
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##
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##
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##
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##
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##
## node number: 108695
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##
## node number: 54348
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##
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##
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##
## node number: 6794
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##
## node number: 6795
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##
## node number: 13592
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##
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##
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##
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##
## node number: 3399
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##
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##
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##
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##
## node number: 27211
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##
## node number: 6803
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##
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##
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##
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##
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##
## node number: 13617
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##
## node number: 6809
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##
## node number: 13620
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##
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##
## node number: 6811
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##
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##
## node number: 6813
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##
## node number: 3407
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
## node number: 1862
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##
## node number: 7452
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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##
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rbind(MNK = metryki_mnk_train,
tree_podstawowe = metryki_tree_podst_train,
tree_controlled = metryki_tree_cont_train,
tree_pruned = metryki_tree_prune_train,
tree_final = metryki_tree_final_train)## MSE RMSE MAE MedAE MAPE MSLE
## MNK 1142704.0 1068.9733 708.0513 481.76247 0.37749474 NaN
## tree_podstawowe 1922533.1 1386.5544 877.9882 530.10437 0.32699171 0.139508618
## tree_controlled 312662.7 559.1625 295.1497 125.70627 0.08410626 0.012158669
## tree_pruned 339790.8 582.9158 330.6371 165.46478 0.10689892 0.019382292
## tree_final 228768.9 478.2979 243.0562 94.84524 0.06172712 0.007134753
## R2
## MNK 0.9277022
## tree_podstawowe 0.8783631
## tree_controlled 0.9802181
## tree_pruned 0.9785017
## tree_final 0.9855260rbind(MNK = metryki_mnk_test,
tree_podstawowe = metryki_tree_podst_test,
tree_controlled = metryki_tree_cont_test,
tree_pruned = metryki_tree_prune_test,
tree_final = metryki_tree_final_test)## MSE RMSE MAE MedAE MAPE MSLE
## MNK 1592561.0 1261.9671 720.9889 489.4900 0.38819629 NaN
## tree_podstawowe 1975142.7 1405.3977 894.0581 536.3555 0.33394501 0.14343638
## tree_controlled 456709.0 675.8025 349.4566 145.9200 0.09749583 0.01626173
## tree_pruned 469012.6 684.8449 367.8883 174.6029 0.11281494 0.02170130
## tree_final 465850.4 682.5323 345.8086 136.9231 0.08850163 0.01435100
## R2
## MNK 0.9000234
## tree_podstawowe 0.8752914
## tree_controlled 0.9711664
## tree_pruned 0.9703892
## tree_final 0.9705998Bagging i Random Forest
Pojedyncze drzewa są niestabilne ze względu na silną wariancję i nadmierne przeuczenie. Można jednak załagodzić ten problem poprzez zastosowanie modeli zespołowych, które lepiej generalizują. Istnieją różne podejścia do uczenia zespołowego, w tym:
- Bagging (Bootstrap Aggregating) – polega na uczeniu
niezależnym na różnych próbkach danych - loswujemy wiele podgrup, na
których budejmy osobne drzewa a następnie bierzemy z nich średnie
predykcje.
- Random Forest – to wariacja baggingu polegająca na jednoczesnym losowym dzieleniu próbek, które drzewo widzi pryz dokonywaniu podziałów.
- Boosting – polega na uczeniu sekwencyjnym, w którym każdy następny model poprawia poprzedni,
- Stacking - w jednym meta-modelu łączy wiele różnych.
Niniejsza sekcja poświęcona będzie baggingu i random forest. Metody te charakteryzują się następującymi hiperparametrami:
- ntree – liczba drzew w zespole,
- mtry – liczba zmiennych losowych do rozważenia w każdym splicie (różne między bagging a random forest),
- min.node.size – minimalna liczba obserwacji w liściu końcowym,
- splitrule – sposób wybory najlepszego podziału (w regresji np. wariancja),
- importance – czy wyliczamy istotność zmiennych.
Bagging
# nowe pakiety
install.packages("randomForest")
install.packages("ranger")
library(randomForest)
library(ranger)
# liczba predyktorow
p_d <- ncol(diamonds_train) - 1
# set.seed(123)
# bag_d <- randomForest(cena_usd ~ .,
# data = diamonds_train,
# mtry = p_d,
# importance = TRUE)
# # zapisujemy
# bag_d %>% saveRDS("modele/bag_d.rds")
bag_d <- readRDS("modele/bag_d.rds")
bag_d##
## Call:
## randomForest(formula = cena_usd ~ ., data = diamonds_train, mtry = p_d, importance = TRUE)
## Type of random forest: regression
## Number of trees: 500
## No. of variables tried at each split: 14
##
## Mean of squared residuals: 337783.7
## % Var explained: 97.86plot(bag_d)
abline(h = bag_d$mse[100], col = "red")
Predykcje
# na zbiorze treningowym
pred_bag_train <- predict(bag_d, newdata = diamonds_train)
# na zbiorze testowym
pred_bag_test <- predict(bag_d, newdata = diamonds_test)
metryki_bag_train <- metryki(real = real_train, predicted = pred_bag_train)
metryki_bag_test <- metryki(real = real_test, predicted = pred_bag_test)
rbind(train = metryki_bag_train, test = metryki_bag_test)## MSE RMSE MAE MedAE MAPE MSLE R2
## train 60100.64 245.1543 120.4476 43.85535 0.02998610 0.001760877 0.9962265
## test 332429.11 576.5667 285.5182 106.16510 0.07198753 0.009610959 0.9790270Random Forest
Model podstawowy
set.seed(123)
# rf_d <- randomForest(cena_usd ~ .,
# data = diamonds_train,
# importance = TRUE)
# rf_d %>% saveRDS("modele/rf_d.rds")
rf_d <- readRDS("modele/rf_d.rds")
rf_d##
## Call:
## randomForest(formula = cena_usd ~ ., data = diamonds_train, importance = TRUE)
## Type of random forest: regression
## Number of trees: 500
## No. of variables tried at each split: 4
##
## Mean of squared residuals: 378641.4
## % Var explained: 97.6plot(rf_d)
abline(h = rf_d$mse[100], col = "red")
# na zbiorze treningowym
pred_rf_train <- predict(rf_d, newdata = diamonds_train)
# na zbiorze testowym
pred_rf_test <- predict(rf_d, newdata = diamonds_test)
metryki_rf_train <- metryki(real = real_train, predicted = pred_rf_train)
metryki_rf_test <- metryki(real = real_test, predicted = pred_rf_test)
rbind(train = metryki_rf_train, test = metryki_rf_test)## MSE RMSE MAE MedAE MAPE MSLE R2
## train 76153.44 275.9591 139.0395 52.6894 0.03612452 0.002435277 0.9953076
## test 362695.17 602.2418 305.7932 111.4913 0.07881959 0.010960926 0.9772560Strojenie parametrów
# walidacja krzyzowa
control_cv <- trainControl(method = "cv",
number = 5)
# siatka hiperparametrów do testowania
grid_rf <- expand.grid(mtry = seq(2, p_d, by = 3),
min.node.size = c(5, 10, 20, 30), splitrule = "variance")
set.seed(123)
# rf_tuned <- train(cena_usd ~ .,
# data = diamonds_train,
# method = "ranger",
# trControl = control_cv,
# tuneGrid = grid_rf,
# metric = "RMSE",
# num.trees = 100)
# rf_tuned %>% saveRDS("modele/rf_tuned.rds")
rf_tuned <- readRDS("modele/rf_tuned.rds")rf_tuned$bestTune## mtry splitrule min.node.size
## 13 11 variance 5plot(rf_tuned)
# na zbiorze treningowym
pred_rf_tuned_train <- predict(rf_tuned, newdata = diamonds_train)
# na zbiorze testowym
pred_rf_tuned_test <- predict(rf_tuned, newdata = diamonds_test)
metryki_rf_tuned_train <- metryki(real = real_train, predicted = pred_rf_tuned_train)
metryki_rf_tuned_test <- metryki(real = real_test, predicted = pred_rf_tuned_test)
rbind(train = metryki_rf_tuned_train, test = metryki_rf_tuned_test)## MSE RMSE MAE MedAE MAPE MSLE R2
## train 64582.52 254.1309 125.3526 46.97617 0.03260701 0.002002387 0.9959508
## test 319128.70 564.9148 283.1394 105.49533 0.07395985 0.009690720 0.9799208Istotność zmiennych
W modelach łącoznych tracimy możliwość prostej interpretacji, jak w przypadku regresji lub pojedynczego drzewa. Możemy jednak wciąż sprawdzić, które zmienne były najważniejsze w determinowaniu podziałów. Podobnie jak w przypadku drzewa regresyjnego objętość wpływa na cenę z największą istotnością. Dalej kolejnośc zmiennych jest nieco inna niż w przyapdku pojedynczego drzewa – istotnośc jest również bardziej zróżnicowana, nie mamy do czynienia z paroma ważnymi zmiennymi, które determinują podziały a reszta jest istotna w znacznie mniejszym stopniu. W przypadku random forest istotnośc zmiennych jest bardziej zróżnicowana.
istotnosc_rf <- sort(rf_d$importance[, 1], decreasing = TRUE)
barplot(istotnosc_rf[1:20],
las = 2,
cex.names = 0.5,
main = "Top 20 najbardziej istotnych zmiennych w RF",
ylab = "",
yaxt = "n",
border = NA )
Porównanie modeli
Analizując wartości metryk na zbiorze treningowym widzimy, iż dostrojony model random forest faktycznie wypada najlepiej – prześciugując zarówno prostą regresję liniową, jak i pojedyncze drzewo. Bez zaskoczenia model dostrojony lepiej sobie radzi z danymi niż taki z ustawieniami domyślnymi. Model Random Forest dostrojony zarówno charakteryzuje się najniższymi błedami jak i najwyższym stopniem wyjaśnialności wariancji w zmiennej objaśnianej. W przypadku wszystkich modeli wartość błędów znacznie wzrasta na zbiorze testowym, co sugeruje zbyt wielkie dopasowanie modeli do danych wejściowych. W przypadku dostrojonego model Random Forest obserwujemy najniższe błędy każdego rodzaju przy jednoczesnym bardzo wysokim poziomie \(R^2\).
# zbior treningowy
rbind(MNK = metryki_mnk_train,
tree_final = metryki_tree_final_train,
Random_Forest = metryki_rf_train,
RF_Tuned = metryki_rf_tuned_train)## MSE RMSE MAE MedAE MAPE MSLE
## MNK 1142704.02 1068.9733 708.0513 481.76247 0.37749474 NaN
## tree_final 228768.89 478.2979 243.0562 94.84524 0.06172712 0.007134753
## Random_Forest 76153.44 275.9591 139.0395 52.68940 0.03612452 0.002435277
## RF_Tuned 64582.52 254.1309 125.3526 46.97617 0.03260701 0.002002387
## R2
## MNK 0.9277022
## tree_final 0.9855260
## Random_Forest 0.9953076
## RF_Tuned 0.9959508# zbior testowy
rbind(MNK = metryki_mnk_test,
tree_final = metryki_tree_final_test,
Random_Forest = metryki_rf_test,
RF_Tuned = metryki_rf_tuned_test)## MSE RMSE MAE MedAE MAPE MSLE
## MNK 1592561.0 1261.9671 720.9889 489.4900 0.38819629 NaN
## tree_final 465850.4 682.5323 345.8086 136.9231 0.08850163 0.01435100
## Random_Forest 362695.2 602.2418 305.7932 111.4913 0.07881959 0.01096093
## RF_Tuned 319128.7 564.9148 283.1394 105.4953 0.07395985 0.00969072
## R2
## MNK 0.9000234
## tree_final 0.9705998
## Random_Forest 0.9772560
## RF_Tuned 0.9799208Boosting
Boosting stanowi przzykład modeli zespołowych podobnie jak zastosowane poprzednio metody bagging. Różni się jednak od innych tym, że modele w ramach niego powstają sekwencyjnie – finalna predykcja jest sumą wielu drzew, z których każde poprawia wcześniejsze (weak learners - uczą się przewidywać błędy poprzedniego modelu). W przypadku zmiennej ciągłej proces ten zachodzi poprzez uczenie się na różnicach między zmienną objaśniną estymowaną a rzeczywistą
Ze względu na wpływ weak learnerów na sposób poprawy kolejnych modeli algorytmy estymacji dzielimy na:
- weight-based boosting, w tym Adaptive Boosting (AdaBoost) – algorytm polega na przypisywaniu większych wag do błędnie przewidzianych obserwacji, dzięki czemu kolejne modele skupione są bardziej na obserwacjach błędnych.
- gradient-based boosting, w tym Gradient Boosting Machine (GBM), Xtreme Gradient Boosting (XGBoost) oraz Light Gradient Boosting Machine (LightGBM) – model uczy się na błędahc resztkowych regresji
install.packages("gbm")
library(gbm)Gradient Boosting Machine
Zaczniemy od zastosowania metody GBM. Model można dostosować poprzez strojenie następujących hiperparametrów:
- interaction.depth – głębokość pojedynczego drzewa,
- n.trees – liczba iteracji boostingu,]
- shrinkage – jak duży wpływ na model ma każde kolejne drzewo,
- n.minobsinnose – minimalna liczba obserwacji w liściu.
Strojenie hiperparametrów
Ze względu na znaczną złożonośc obliczeniową trenowania modeli optymalizujących wiele parametrów na raz – podejdziemy do strojenia sekwencyjnie przechodząc pokolei przez różne kombinacje wyżeyj wymienionych hiperparametrów po każdym z osobna.
Głębokość
Zaczynamy od przetestownia różnych wartości parametru sterującego głębokością pojedynczgo drzewa – interaction.depth.
Analizując output tak wytrenowanego modelu widzimy, że najmniejsze błędy oraz największa wartość wyjaśnianej wariancji zmiennej wsytępuje przy modelu o głębokości równej 5. Natomiast między wartościami 1 a 2 i 2 a 3 obserwujemy największą poprawę – aby nie doprowadzić do overfittingu wybierzemy wartośc plasującą się pomiędzy tymi estymacjiami – interaction.depth = 4.
# walidacja krzyzowa
ctrl <- trainControl(method = "cv", number = 5)
# kombinacje parametrów
grid_depth <- expand.grid(interaction.depth = c(1, 2, 3, 4, 5),
n.trees = 300,
shrinkage = 0.01,
n.minobsinnode = 10)
set.seed(123)
# gbm_depth <- train(cena_usd ~ .,
# data = diamonds_train,
# method = "gbm",
# trControl = ctrl,
# tuneGrid = grid_depth,
# metric = "RMSE",
# verbose = FALSE)
# gbm_depth %>% saveRDS("modele/gbm_depth.rds")
gbm_depth <- readRDS("modele/gbm_depth.rds")
gbm_depth## Stochastic Gradient Boosting
##
## 19972 samples
## 14 predictor
##
## No pre-processing
## Resampling: Cross-Validated (5 fold)
## Summary of sample sizes: 15977, 15977, 15978, 15978, 15978
## Resampling results across tuning parameters:
##
## interaction.depth RMSE Rsquared MAE
## 1 1566.4375 0.8693556 1011.6272
## 2 1315.0665 0.9033122 807.3344
## 3 1105.9833 0.9322943 663.0025
## 4 979.4263 0.9476297 589.6035
## 5 911.6822 0.9543847 554.6208
##
## Tuning parameter 'n.trees' was held constant at a value of 300
## Tuning
## parameter 'shrinkage' was held constant at a value of 0.01
## Tuning
## parameter 'n.minobsinnode' was held constant at a value of 10
## RMSE was used to select the optimal model using the smallest value.
## The final values used for the model were n.trees = 300, interaction.depth =
## 5, shrinkage = 0.01 and n.minobsinnode = 10.Liczba drzew
Następnie sprawdzamy ile iteracji boostingu potrzebujemy.
Największy zysk obserwujemy między 1 a 2 modelem z mocnymi spadkami błędów RMSE oraz MAE przy jednoczesnym wzroście \(R^2\). Wybrany sposób walidacji krzyżowej wybiera jednak model o największej ilości drzew, ponieważ ten minimalizauj błąd RMSE. Chcąc kompromisu między brakiem przeuczenia a niskimi błędami – wybieramy wartość n.trees = 500.
grid_n <- expand.grid(interaction.depth = 4,
n.trees = c(100, 300, 500, 800),
shrinkage = 0.01,
n.minobsinnode = 10)
set.seed(123)
# gbm_n <- train(cena_usd ~ .,
# data = diamonds_train,
# method = "gbm",
# trControl = ctrl,
# tuneGrid = grid_n,
# metric = "RMSE",
# verbose = FALSE)
# gbm_n %>% saveRDS("modele/gbm_n.rds")
gbm_n <- readRDS("modele/gbm_n.rds")
gbm_n## Stochastic Gradient Boosting
##
## 19972 samples
## 14 predictor
##
## No pre-processing
## Resampling: Cross-Validated (5 fold)
## Summary of sample sizes: 15977, 15977, 15978, 15978, 15978
## Resampling results across tuning parameters:
##
## n.trees RMSE Rsquared MAE
## 100 1922.9472 0.9094032 1337.8986
## 300 978.7128 0.9477246 589.5388
## 500 772.8397 0.9635411 435.0021
## 800 671.7178 0.9718101 370.2365
##
## Tuning parameter 'interaction.depth' was held constant at a value of 4
##
## Tuning parameter 'shrinkage' was held constant at a value of 0.01
##
## Tuning parameter 'n.minobsinnode' was held constant at a value of 10
## RMSE was used to select the optimal model using the smallest value.
## The final values used for the model were n.trees = 800, interaction.depth =
## 4, shrinkage = 0.01 and n.minobsinnode = 10.Shrinkage
Shrinkage odnosi się do wpływu modeli na kolejne – im mniejszy tym bardziej ostrożnie uczony jest model i, tymże, wolniej. Największy zysk obserwujemy między 1 a 2 modelem, jednak według kryterium ustalonego w procesie walidacji krzyżowej należałoby wybrać ostatni. Idąc na kompromis wybieramy: shrinkage = 0.05.
grid_shrinkage <- expand.grid(interaction.depth = 4,
n.trees = 500,
shrinkage = c(0.01, 0.025, 0.05, 0.075, 0.1),
n.minobsinnode = 10)
set.seed(123)
# gbm_shrinkage <- train(cena_usd ~ .,
# data = diamonds_train,
# method = "gbm",
# trControl = ctrl,
# tuneGrid = grid_shrinkage,
# metric = "RMSE",
# verbose = FALSE)
# gbm_shrinkage %>% saveRDS("modele/gbm_shrinkage.rds")
gbm_shrinkage <- readRDS("modele/gbm_shrinkage.rds")
gbm_shrinkage## Stochastic Gradient Boosting
##
## 19972 samples
## 14 predictor
##
## No pre-processing
## Resampling: Cross-Validated (5 fold)
## Summary of sample sizes: 15977, 15977, 15978, 15978, 15978
## Resampling results across tuning parameters:
##
## shrinkage RMSE Rsquared MAE
## 0.010 773.9128 0.9634327 435.9176
## 0.025 620.4922 0.9757770 340.8981
## 0.050 594.2715 0.9776819 326.4216
## 0.075 587.3021 0.9781839 320.0755
## 0.100 586.7862 0.9782079 320.3623
##
## Tuning parameter 'n.trees' was held constant at a value of 500
## Tuning
## parameter 'interaction.depth' was held constant at a value of 4
##
## Tuning parameter 'n.minobsinnode' was held constant at a value of 10
## RMSE was used to select the optimal model using the smallest value.
## The final values used for the model were n.trees = 500, interaction.depth =
## 4, shrinkage = 0.1 and n.minobsinnode = 10.Minimalna liczba obserwaji w liściu
Minimalna liczba obserwacji w liściu podobnie wpływa na konserwatywność modelu. W przypadku n.minobsinnode wybór jest jednoznaczny, zarówno największe zyski jak i najmniejsze błędy obserwujemy przy wartości równej 10 – zgodnie z walidacją krzyżowa oraz intuicją wybeiramy: n.minobsinnode = 10.
grid_min <- expand.grid(interaction.depth = 4,
n.trees = 500,
shrinkage = 0.01,
n.minobsinnode = c(5,10,15,20,40))
set.seed(123)
# gbm_min <- train(cena_usd ~ .,
# data = diamonds_train,
# method = "gbm",
# trControl = ctrl,
# tuneGrid = grid_min,
# metric = "RMSE",
# verbose = FALSE)
# gbm_min %>% saveRDS("modele/gbm_min.rds")
gbm_min <- readRDS("modele/gbm_min.rds")
gbm_min## Stochastic Gradient Boosting
##
## 19972 samples
## 14 predictor
##
## No pre-processing
## Resampling: Cross-Validated (5 fold)
## Summary of sample sizes: 15977, 15977, 15978, 15978, 15978
## Resampling results across tuning parameters:
##
## n.minobsinnode RMSE Rsquared MAE
## 5 773.5858 0.9634824 435.7822
## 10 772.3409 0.9635686 434.5857
## 15 773.1958 0.9635028 434.7693
## 20 773.8568 0.9634344 434.6073
## 40 776.0247 0.9631879 433.7059
##
## Tuning parameter 'n.trees' was held constant at a value of 500
## Tuning
## parameter 'interaction.depth' was held constant at a value of 4
##
## Tuning parameter 'shrinkage' was held constant at a value of 0.01
## RMSE was used to select the optimal model using the smallest value.
## The final values used for the model were n.trees = 500, interaction.depth =
## 4, shrinkage = 0.01 and n.minobsinnode = 10.Finalny model
Po wystrojeniu hiperparametrów decydujemy się zostać przy następującej kombinacji :
- interaction.depth = 4
- n.trees = 500,
- shrinkage = 0.05 ,
- n.minobsinnode = 10.
Trenujemy w ten sposób wyspecyfikowany model.
grid_final <- expand.grid(interaction.depth = 4,
n.trees = 500,
shrinkage = 0.05,
n.minobsinnode = 10)
set.seed(123)
# gbm_final <- train(cena_usd ~ .,
# data = diamonds_train,
# method = "gbm",
# trControl = ctrl,
# tuneGrid = grid_final,
# metric = "RMSE",
# verbose = FALSE)
# gbm_final %>% saveRDS("modele/gbm_final.rds")
gbm_final <- readRDS("modele/gbm_final.rds")
gbm_final ## Stochastic Gradient Boosting
##
## 19972 samples
## 14 predictor
##
## No pre-processing
## Resampling: Cross-Validated (5 fold)
## Summary of sample sizes: 15977, 15977, 15978, 15978, 15978
## Resampling results:
##
## RMSE Rsquared MAE
## 591.1545 0.9779013 325.2922
##
## Tuning parameter 'n.trees' was held constant at a value of 500
## Tuning
##
## Tuning parameter 'shrinkage' was held constant at a value of 0.05
##
## Tuning parameter 'n.minobsinnode' was held constant at a value of 10Predykcje
pred_gbm_train <- predict(gbm_final, newdata = diamonds_train)
pred_gbm_test <- predict(gbm_final, newdata = diamonds_test)
metryki_gbm_train <- metryki(real = real_train, predicted = pred_gbm_train)
metryki_gbm_test <- metryki(real = real_test, predicted = pred_gbm_test)
rbind(final_train = metryki_gbm_train, final_test = metryki_gbm_test)## MSE RMSE MAE MedAE MAPE MSLE R2
## final_train 286825.1 535.5605 305.7305 152.1738 0.1007069 NaN 0.9818716
## final_test 372139.7 610.0326 322.4394 155.6548 0.1043039 NaN 0.9765133XGBoost
Nastepnie przejdziemy do estymacji modelu przy pomocy XGBoost – alternatywnej metody gradient boostingu, która charakteryzuje się większą ilością hiperparamtrów pozwalających na większa kontrole modelu i overfittingu. Poniżej prezentowane hiperparametry.
# pakiety do trenowanie xgboost
# # nalezy pobrac starsza wersje ze wzgleduy na kolizje z caret
# install.packages("remotes")
# library(remotes)
#
# # katalog konfiguracyjny dla R jeśli nie istnieje
# dir.create('~/.R', showWarnings = FALSE)
#
# # mapa ścieżek dla kompilatora (SDK systemu macOS 15.2 oraz libomp z Homebrew)
# writeLines(c(
# 'CPPFLAGS += -I/opt/homebrew/opt/libomp/include -I/Library/Developer/CommandLineTools/SDKs/MacOSX.sdk/usr/include/c++/v1',
# 'LDFLAGS += -L/opt/homebrew/opt/libomp/lib -lomp'
# ), con = '~/.R/Makevars')
#
# # pobieramy konkretna wersje pakietu
# remotes::install_version("xgboost", version = "1.7.6.1")
library(xgboost)
# sprawdzamy czy mamy odpowiednia wersje
packageVersion("xgboost")## [1] '1.7.6.1'modelLookup("xgbTree")## model parameter label forReg forClass
## 1 xgbTree nrounds # Boosting Iterations TRUE TRUE
## 2 xgbTree max_depth Max Tree Depth TRUE TRUE
## 3 xgbTree eta Shrinkage TRUE TRUE
## 4 xgbTree gamma Minimum Loss Reduction TRUE TRUE
## 5 xgbTree colsample_bytree Subsample Ratio of Columns TRUE TRUE
## 6 xgbTree min_child_weight Minimum Sum of Instance Weight TRUE TRUE
## 7 xgbTree subsample Subsample Percentage TRUE TRUE
## probModel
## 1 TRUE
## 2 TRUE
## 3 TRUE
## 4 TRUE
## 5 TRUE
## 6 TRUE
## 7 TRUE- nroudns – liczba iteracji boostingu,
- max_depth – maksymalna głębokośc pojedynczego drzewa,
- eta – learning rate,
- gamma – minimalna poprawa potrzebna do wykonania podziału,
- colsample_bytree – procent zmiennych losowany do budowy drzewa,
- min_child_weight – minimalna liczba obserwacji w liściu,
- subsample – procent obserwacji wykorzystywany w iteracji.
Strojenie hiperparametrów
Podobnie jak poprzednio ze względu na złożoność obliczeniową parametry stroimy pokolei.
Głębokośc oraz liczba obserwacji w liściu
Ze względu na powiązanie parametrów (złożonośc drzewa) stroimy je razem. Analiza outputu bestTune ujawnia, iż dla naszych dancyh najbardziej odpowiednią kombinacją głębokości i liczby obserwacji w liściu jest, odpowiednio: 8 i 5.
grid_dc <- expand.grid(nrounds = 100,
max_depth = c(2, 4, 6, 8),
eta = 0.05,
gamma = 0,
colsample_bytree = 0.8,
min_child_weight = c(1, 5, 10, 20),
subsample = 0.8)
# set.seed(123)
# xgb_dc <- train(cena_usd ~ .,
# data = diamonds_train,
# method = "xgbTree",
# trControl = ctrl,
# tuneGrid = grid_dc,
# metric = "RMSE")
# xgb_dc %>% saveRDS("modele/xgb_dc.rds")
xgb_dc <- readRDS("modele/xgb_dc.rds")
xgb_dc## eXtreme Gradient Boosting
##
## 19972 samples
## 14 predictor
##
## No pre-processing
## Resampling: Cross-Validated (5 fold)
## Summary of sample sizes: 15977, 15977, 15978, 15978, 15978
## Resampling results across tuning parameters:
##
## max_depth min_child_weight RMSE Rsquared MAE
## 2 1 979.6007 0.9414796 546.5511
## 2 5 981.2944 0.9412895 548.5464
## 2 10 975.4426 0.9419571 544.5247
## 2 20 973.9183 0.9421557 544.6615
## 4 1 626.0622 0.9757010 338.5539
## 4 5 626.4231 0.9756751 338.8387
## 4 10 625.5006 0.9757376 338.6307
## 4 20 628.9367 0.9754395 339.0489
## 6 1 571.7972 0.9795299 295.0949
## 6 5 568.5537 0.9797673 294.0818
## 6 10 572.9947 0.9794364 294.9464
## 6 20 578.5256 0.9790412 297.6007
## 8 1 567.3569 0.9798434 284.5348
## 8 5 565.3781 0.9799427 283.7064
## 8 10 566.2140 0.9798746 284.2528
## 8 20 572.5141 0.9794168 287.2533
##
## Tuning parameter 'nrounds' was held constant at a value of 100
## Tuning
## 'colsample_bytree' was held constant at a value of 0.8
## Tuning
## parameter 'subsample' was held constant at a value of 0.8
## RMSE was used to select the optimal model using the smallest value.
## The final values used for the model were nrounds = 100, max_depth = 8, eta
## = 0.05, gamma = 0, colsample_bytree = 0.8, min_child_weight = 5 and
## subsample = 0.8.xgb_dc$bestTune## nrounds max_depth eta gamma colsample_bytree min_child_weight subsample
## 14 100 8 0.05 0 0.8 5 0.8Ilość iteracji i eta
Zarówno nrounds i i eta są silnie powiązane ze względu na kontrolę ilości iteracji oraz prędkość uczenia – stroimy je więc razem. Widzimy, iż optymalne wartości plasują się na poziomie nrounds = 300 oraz eta = 0.025.
grid_ne <- expand.grid(nrounds = c(50, 100, 300, 500),
max_depth = 8,
eta = c(0.01, 0.025, 0.05, 0.1),
gamma = 0,
colsample_bytree = 0.8,
min_child_weight = 5,
subsample = 0.8)
# set.seed(123)
# xgb_ne <- train(cena_usd ~ .,
# data = diamonds_train,
# method = "xgbTree",
# trControl = ctrl,
# tuneGrid = grid_ne,
# metric = "RMSE")
# xgb_ne %>% saveRDS("modele/xgb_ne.rds")
xgb_ne <- readRDS("modele/xgb_ne.rds")
xgb_ne## eXtreme Gradient Boosting
##
## 19972 samples
## 14 predictor
##
## No pre-processing
## Resampling: Cross-Validated (5 fold)
## Summary of sample sizes: 15977, 15977, 15978, 15978, 15978
## Resampling results across tuning parameters:
##
## eta nrounds RMSE Rsquared MAE
## 0.010 50 3455.6301 0.9682928 2389.2114
## 0.010 100 2175.6506 0.9730489 1455.9948
## 0.010 300 651.7657 0.9791704 345.9071
## 0.010 500 562.0587 0.9802157 281.8212
## 0.025 50 1731.4161 0.9745431 1128.6084
## 0.025 100 758.5302 0.9783903 421.3026
## 0.025 300 557.9108 0.9803303 279.1239
## 0.025 500 559.8563 0.9801746 278.1676
## 0.050 50 749.8428 0.9783922 415.5812
## 0.050 100 564.9676 0.9799878 283.8527
## 0.050 300 565.5488 0.9797674 280.3924
## 0.050 500 569.3076 0.9794993 280.5328
## 0.100 50 571.3279 0.9794769 287.1464
## 0.100 100 571.3885 0.9793471 284.8822
## 0.100 300 579.3016 0.9787663 285.5798
## 0.100 500 582.6419 0.9785234 286.2552
##
## Tuning parameter 'max_depth' was held constant at a value of 8
## Tuning
##
## Tuning parameter 'min_child_weight' was held constant at a value of 5
##
## Tuning parameter 'subsample' was held constant at a value of 0.8
## RMSE was used to select the optimal model using the smallest value.
## The final values used for the model were nrounds = 300, max_depth = 8, eta
## = 0.025, gamma = 0, colsample_bytree = 0.8, min_child_weight = 5 and
## subsample = 0.8.xgb_ne$bestTune## nrounds max_depth eta gamma colsample_bytree min_child_weight subsample
## 7 300 8 0.025 0 0.8 5 0.8Subsample i colsample
Ta para parametrów wprowadza losowość do modelu i ogranicza overfitting – stroimy je więc razem. Najbardziej optymalnymi wartościami colsample_bytree oraz subsample są, w obu przypadkach 0.8.
grid_s <- expand.grid(nrounds = 300,
max_depth = 8,
eta = 0.025,
gamma = 0,
colsample_bytree = c(0.2, 0.4, 0.6, 0.8),
min_child_weight = 5,
subsample = c(0.2, 0.4, 0.6, 0.8))
set.seed(123)
# xgb_s <- train(cena_usd ~ .,
# method = "xgbTree",
# trControl = ctrl,
# tuneGrid = grid_s,
# metric = "RMSE")
# xgb_s %>% saveRDS("modele/xgb_s.rds")
xgb_s <- readRDS("modele/xgb_s.rds")
xgb_s## eXtreme Gradient Boosting
##
## 19972 samples
## 14 predictor
##
## No pre-processing
## Resampling: Cross-Validated (5 fold)
## Summary of sample sizes: 15977, 15977, 15978, 15978, 15978
## Resampling results across tuning parameters:
##
## colsample_bytree subsample RMSE Rsquared MAE
## 0.2 0.2 667.6691 0.9723436 350.4280
## 0.2 0.4 641.2316 0.9745560 336.7283
## 0.2 0.6 628.0682 0.9755914 328.2828
## 0.2 0.8 629.1192 0.9755026 327.4725
## 0.4 0.2 586.6223 0.9783236 297.6825
## 0.4 0.4 572.4995 0.9793322 288.6936
## 0.4 0.6 566.6410 0.9797492 285.8988
## 0.4 0.8 566.5343 0.9797363 284.8151
## 0.6 0.2 569.8078 0.9795276 287.8014
## 0.6 0.4 561.1466 0.9801292 282.0523
## 0.6 0.6 562.7958 0.9799979 281.3231
## 0.6 0.8 561.3358 0.9800907 280.1775
## 0.8 0.2 569.1245 0.9795654 286.3369
## 0.8 0.4 560.1934 0.9801728 280.7412
## 0.8 0.6 558.6473 0.9802846 278.6091
## 0.8 0.8 558.5613 0.9802761 278.8505
##
## Tuning parameter 'nrounds' was held constant at a value of 300
## Tuning
## held constant at a value of 0
## Tuning parameter 'min_child_weight' was
## held constant at a value of 5
## RMSE was used to select the optimal model using the smallest value.
## The final values used for the model were nrounds = 300, max_depth = 8, eta
## = 0.025, gamma = 0, colsample_bytree = 0.8, min_child_weight = 5 and
## subsample = 0.8.xgb_s$bestTune## nrounds max_depth eta gamma colsample_bytree min_child_weight subsample
## 16 300 8 0.025 0 0.8 5 0.8Gamma
Parametr gamma stanowi o wymaganej popraiwe jakości do dokonania kolejnego podziału – im większe wartości tym model bardziej ostrożny. Dla wcześniej już ustalonych najbardziej efektywnych parametrów (z pośród testowanych) optymalna wartość gammy wynosi 0.5.
grid_g <- expand.grid(nrounds = 300,
max_depth = 8,
eta = 0.025,
gamma = c(0, 0.5, 1, 2, 4),
colsample_bytree = 0.8,
min_child_weight = 5,
subsample = 0.8)
set.seed(123)
# xgb_g <- train(cena_usd ~ .,
# data = diamonds_train,
# method = "xgbTree",
# trControl = ctrl,
# tuneGrid = grid_g,
# metric = "RMSE")
# xgb_g %>% saveRDS("modele/xgb_g.rds")
xgb_g <- readRDS("modele/xgb_g.rds")
xgb_g## eXtreme Gradient Boosting
##
## 19972 samples
## 14 predictor
##
## No pre-processing
## Resampling: Cross-Validated (5 fold)
## Summary of sample sizes: 15977, 15977, 15978, 15978, 15978
## Resampling results across tuning parameters:
##
## gamma RMSE Rsquared MAE
## 0.0 558.9969 0.9802565 278.9563
## 0.5 558.1224 0.9803169 279.1840
## 1.0 559.7021 0.9802100 279.6244
## 2.0 560.6087 0.9801368 279.2400
## 4.0 560.4162 0.9801552 279.4793
##
## Tuning parameter 'nrounds' was held constant at a value of 300
## Tuning
##
## Tuning parameter 'min_child_weight' was held constant at a value of 5
##
## Tuning parameter 'subsample' was held constant at a value of 0.8
## RMSE was used to select the optimal model using the smallest value.
## The final values used for the model were nrounds = 300, max_depth = 8, eta
## = 0.025, gamma = 0.5, colsample_bytree = 0.8, min_child_weight = 5
## and subsample = 0.8.xgb_g$bestTune## nrounds max_depth eta gamma colsample_bytree min_child_weight subsample
## 2 300 8 0.025 0.5 0.8 5 0.8Model finalny: predykcje i metryki
Po sekwencyjnym strojeniu hiperparametrów otrzymałyśmy ostateczną wersję modelu, hiperparmatery wynoszą w nim:
nrounds = 300,
max_depth = 8,
eta = 0.025,
gamma = 0.5,
colsample_bytree = 0.8,
min_child_weight = 8,
oraz subsample = 0.8.
Zweryfikujemy jak w ten sposób wytrenowany zbiór modeli metodą xgboost plasuje się na tle innych. Zaczniemy od przygotowania predykcji i metryk.
xgb_final <- xgb_g
pred_xgb_train <- predict(xgb_final, newdata = diamonds_train)
pred_xgb_test <- predict(xgb_final, newdata = diamonds_test)
metryki_xgb_train <- metryki(real = real_train, predicted = pred_xgb_train)
metryki_xgb_test <- metryki(real = real_test, predicted = pred_xgb_test)
rbind(final_train = metryki_xgb_train, final_test = metryki_xgb_test)## MSE RMSE MAE MedAE MAPE MSLE
## final_train 120123.6 346.5885 195.7237 90.58145 0.05932576 0.006045752
## final_test 302604.2 550.0947 272.0344 103.44446 0.07231796 0.009109074
## R2
## final_train 0.9924345
## final_test 0.9809433Porównanie modeli
Przejdźmy do sparwdzenia jak modele wypdają na tle innych.
Porównanie Gradient Boosting i XGBoost
Zacznijmy od zestawienia dóch odmiennych metod boostingu. XGBoost charakteryzuje się niższymi wartościami wszystkich rodzajów błędów przy jednoczesnej wyższej objaśnialności wariancji zmiennej y. W przyapdku obu modeli wyniki są lepsze na zbiorze treningowym, jednak wartości metryk na zbiorze testowym sugerują wystarczające uogólnienie modeli.
# train
rbind(Gradient = metryki_gbm_train,
XGBoost = metryki_xgb_train)## MSE RMSE MAE MedAE MAPE MSLE R2
## Gradient 286825.1 535.5605 305.7305 152.17377 0.10070695 NaN 0.9818716
## XGBoost 120123.6 346.5885 195.7237 90.58145 0.05932576 0.006045752 0.9924345# test
rbind(Gradient = metryki_gbm_test,
XGBoost = metryki_xgb_test)## MSE RMSE MAE MedAE MAPE MSLE R2
## Gradient 372139.7 610.0326 322.4394 155.6548 0.10430393 NaN 0.9765133
## XGBoost 302604.2 550.0947 272.0344 103.4445 0.07231796 0.009109074 0.9809433Porównanie
Sprawdźmy teraz jak wypadają modele złożone na tle tych prostszych. Z naszymi danymi najlepiej radzi sobie model złożony wytrenowany przy metodzie XGBoost, co ilustrują najniższe wartości różnych miar błędów oraz najwyższy \(R^2\). To, co ciekawe jednak – to fakt, że model zespołowy wytrenowany przy technice Gradient Boosting radzi sobie gorzej niż Random Forest, co sugreuje, że nie zawsze bardziej złożone modele lepiej są radzą przy konkretncyh danych.
# zbior treningowy
rbind(MNK = metryki_mnk_train,
Tree = metryki_tree_final_train,
Random_Forest = metryki_rf_tuned_train,
Gradient = metryki_gbm_train,
XGBoost = metryki_xgb_train)## MSE RMSE MAE MedAE MAPE MSLE
## MNK 1142704.02 1068.9733 708.0513 481.76247 0.37749474 NaN
## Tree 228768.89 478.2979 243.0562 94.84524 0.06172712 0.007134753
## Random_Forest 64582.52 254.1309 125.3526 46.97617 0.03260701 0.002002387
## Gradient 286825.07 535.5605 305.7305 152.17377 0.10070695 NaN
## XGBoost 120123.61 346.5885 195.7237 90.58145 0.05932576 0.006045752
## R2
## MNK 0.9277022
## Tree 0.9855260
## Random_Forest 0.9959508
## Gradient 0.9818716
## XGBoost 0.9924345# zbior testowy
rbind(MNK = metryki_mnk_test,
Tree = metryki_tree_final_test,
Random_Forest = metryki_rf_tuned_test,
Gradient = metryki_gbm_test,
XGBoost = metryki_xgb_test)## MSE RMSE MAE MedAE MAPE MSLE
## MNK 1592561.0 1261.9671 720.9889 489.4900 0.38819629 NaN
## Tree 465850.4 682.5323 345.8086 136.9231 0.08850163 0.014351000
## Random_Forest 319128.7 564.9148 283.1394 105.4953 0.07395985 0.009690720
## Gradient 372139.7 610.0326 322.4394 155.6548 0.10430393 NaN
## XGBoost 302604.2 550.0947 272.0344 103.4445 0.07231796 0.009109074
## R2
## MNK 0.9000234
## Tree 0.9705998
## Random_Forest 0.9799208
## Gradient 0.9765133
## XGBoost 0.9809433Sieci neuronowe
Sieci neuronowe to systemy do przetwarzania informacji pozwalające na rozwiązywanie praktycznych problemów bez konieczności uprzedniej matematycznej formalizacji oraz do założeń teoretycznych na jego temat. Uczy się na podstawie przykładów i uogólnia zdobytą w ten spoób wiedzę. Podczas gdy efektywnie rozwiązują przekazane im problemy ze względu na dużą ilość parametrów zrozumienie jak działają jest niemożliwe – działają jak czarne skrzynki.
Typy sieci neuronowych
Dzielą się na podgrupy według danych, do których są najbardziej adekwatne:
- Artificial Neural Network lub Multilayer Perceptron – stosowane do dnaych tabelarycznych, składają się z warstwy wejściowej, ukrytej i wyjściowej (do regresji i klasyfikacji),
- Convolutional Neural Network – wyspecjalizowana do analizy struktur przestrzennych (np. obrazy), uczy się lokalnych wzorców,
- Recurrent Neural Network – przeznaczona do danych sekwencyjnych - bierze pod uwagę kolejność i zależności w czasie (np. do szeregów czasowych).
Artificial Neural Network (ANN)
Nasza analiza skupiona będzie na ANN ze względu na dopasowanie do danych. Sieci posiadają swoją własną terminologię, która przez podobieństwo do struktur biologicznych jest częściowo intuicyjna, jednak warto pochylić się chwilę nad ich specyficzną terminologią.
Każdy neuron przetwarza dane wejściowe, przypisuje jej wagę, sumuje informacje (\(z = w_1*x_1+...+w_n*x_n+b\), gdzie w to wagi, x - cechy a b to obciążenie), podejmuje decyzje poprzez funkcję aktywacji (\(y = f(z)\)) a następnie przekazuje wynik dalej.
- wagi – model uczy się w rekurencyjnym procesie: rozpoczęcia od losowych wag, tworzenia predykcji na podstawie aktualnych wag, porównania z prawdziwą wartością – następnie dostosowuje wagi aby zmniejszyć błąd.
- obciążenie – dodatkowy parametr, który przesuwa granicę decyzji neuronu - umożliwia uogólnienie sieci.
- funkcja aktywacji – przekształca wynik neuronu w ostateczne wyjście, stanowi decyzje o tym czy sygnał jest wystarczająco silny aby przekazać go dalej - wprowadza nieliniowość.
Sieci neuronowe składają się z warstw: wejściowej (pryzjmuje dane), ukrytej (uczy się zależności oraz czyni relacje w sieci bardziej złożonymi) i wyjściowej (generuje predykcję). Każda z nich otrzymuje dane z poprzedniej warstwy, przetwarza je i przekazuje dalej.
Możemy dostosowywać sieci do potrzeb swoich danych poprzez sterowanie architekturą sieci, czyli określeniu liczby wartstw, neuronów w warstwie oraz funkcji aktywacji w poszczególnych warstwach.
Poniżej ładujemy pakiety do trenowanie sieci.
install.packages("neuralnet")
install.packages("NeuralNetTools")
library(neuralnet)
library(NeuralNetTools)Przygotowanie danych
Sieci neuronowe wymagają danych przygotowanych w szczególny sposób. Zaczniemy od przekształcania zmiennych kategorycnzych porządkowych w numeryczne.
diamonds_train_n <- diamonds_train %>%
mutate(across(where(is.ordered), as.numeric))
diamonds_test_n <- diamonds_test %>%
mutate(across(where(is.ordered), as.numeric))Następnie przekształcamy zwykłe zmienne kategoryczne na 0 i 1 (one-hot encoding).
diamonds_train_n <- model.matrix(~., data = diamonds_train_n)[, -1]
diamonds_test_n <- model.matrix(~., data = diamonds_test_n)[, -1]Teraz możemy przejść do skalowania danych. Zaczynamy od wyliczenia parametrów stanaryzacji wyłącznie na danych treningowych aby nie dopuścić do data leakage.
# wyliczenie parametrów
d_means <- apply(diamonds_train_n, 2, mean)
d_sds <- apply(diamonds_train_n, 2, sd)
# standaryzacja treningowych
d_train_scaled <- scale(diamonds_train_n,
center = d_means,
scale = d_sds)
# standaryzacja testowych
d_test_scaled <- scale(diamonds_test_n,
center = d_means,
scale = d_sds)
# zapisanie danych i skal
d_train_s <- as.data.frame(d_train_scaled)
d_test_s <- as.data.frame(d_test_scaled)
save(d_train_s, d_test_s, d_means, d_sds,
file = "diamonds_nn.RData")Funkcja pomocnicze
Odskalowanie
Aby ułatwić interpretacje wyniku przygotujemy funckję, która będzie przywracać zestandaryzowane dane do ich pierwotnej postaci.
unscale <- function(x, mean_y, sd_y) {
x*sd_y + mean_y
}Architektura modelu
Do wyboru architektury używamy podzbioru danych ze względu na wysoką złożonośc obliczeniową neuralnet. Wybierzemy więc losowo 1000 obserwacji ze zbioru treningowego diamonds.
set.seed(123)
d_sample_train <- d_train_s[sample(nrow(d_train_s), size = 1000, replace = FALSE), ]
d_sample_train <- as.data.frame(d_sample_train)
glimpse(d_sample_train)## Rows: 1,000
## Columns: 15
## $ cena_usd <dbl> 0.19067493, -0.11040308, -0.62653680, -0.18007610,…
## $ karaty <dbl> 0.5825814, 0.2421896, -0.3960451, -0.1833002, -0.2…
## $ ciecie <dbl> 0.2408085, -0.7381101, -2.6959473, 0.2408085, 0.24…
## $ kolor <dbl> -2.0237985, 0.3426366, -1.4321897, 0.9342454, 0.93…
## $ klarownosc <dbl> -0.0245221, -1.2458570, -0.0245221, 0.5861454, -0.…
## $ glebokosc <dbl> -0.05252358, 0.93450608, -3.08411469, 0.37048913, …
## $ czubek_a_najszerszy <dbl> 0.2573252, -0.6469237, 1.5684861, -1.5511726, 0.25…
## $ dlugosc <dbl> 0.764512028, 0.360359114, -0.115643207, -0.0348126…
## $ szerokosc <dbl> 0.741361513, 0.397617353, -0.072769393, -0.0004022…
## $ glebokosc_mm <dbl> 0.74195463, 0.49504584, -0.44901716, 0.03027637, -…
## $ objetosc <dbl> 0.5937274, 0.2270890, -0.3604640, -0.1775223, -0.1…
## $ glebokosc_procent <dbl> -0.25904151, 0.93545025, -2.55850627, 1.44588023, …
## $ karat2 <dbl> 0.2815283, -0.0259141, -0.4684448, -0.3403438, -0.…
## $ czy_premium <dbl> 0.7272358, -1.3750009, -1.3750009, 0.7272358, 0.72…
## $ gestosc <dbl> 0.007254900, 0.397459921, -0.878254236, -0.0640271…# predyktory
d_predictors <- setdiff(names(d_train_s), "cena_usd")
length(d_predictors)## [1] 14# rownanie do modelowania
d_formula <- as.formula(paste("cena_usd ~", paste(d_predictors, collapse = " + ")))
d_formula## cena_usd ~ karaty + ciecie + kolor + klarownosc + glebokosc +
## czubek_a_najszerszy + dlugosc + szerokosc + glebokosc_mm +
## objetosc + glebokosc_procent + karat2 + czy_premium + gestoscParametry
W pakiecie nauralnet możemy sterować następującymi parametrami:
- hidden – określa liczbę warstw oraz ilość neuronów w warstwach,
- linear.output – specyfikacja czy regresja czy nie,
- act.fct – funkcja aktywacji,
- threshold – kryterium zatrzymania uczenia (mniejsze - lepsze ale dłuższe),
- stepmax – maksymala liczba kroków algorytmu,
- rep – liczba niezależnych treningów,
- lifesign – postęp obliczeń.
Liczba neuronów - reguła kciuka
Do oszacowania optymalnej ilości neuronów wykorzystujemy regułę kciuka - nie ma jednej poprawnej reguły dostosowywania architektury modelu. Liczba neuronów zależy od: liczby zmiennych, złożoności zależności, liczby obserwacji i ryzyka przeuczenia. Częstymi przybliżeniami jest liczba między ilością zmiennych wejściowych a wyjściowych, \(2/3*n_{zmiennewejsciowe} +1\) lub \(n_{obserwacje}/(10*(n_{zmiennewejsciowe}+1)\).
Dla naszego zbioru dancyh wartości tych oszacowań wynoszą odpowiednio 10 i 6.
floor(2/3 * length(d_predictors) + 1) # 10## [1] 10# N / (10 * (p+k))
floor(nrow(d_sample_train) / (10* (length(d_predictors) + 1))) # 6## [1] 6Jedna warstwa ukryta
Zaczynamy od trenowania modeli z jedną wartswą ukrytą na próbce ze zbioru liczącej 1000 obserwacji.
6 neuronów
Zaczynamy od prostszego modelu z 6 neuronami w warstwie ukrytej. Na wykresie poniżej widoczne są połączenia i wartości wyuczonych wag.
set.seed(123)
# nn_d_1 <- neuralnet(formula = d_formula,
# data = d_sample_train,
# hidden = c(6),
# linear.output = TRUE,
# act.fct = "logistic",
# threshold = 0.01,
# stepmax = 1e6,
# rep = 1,
# lifesign = "full")
# nn_d_1 %>% saveRDS("modele/nn_d_1.rds")
nn_d_1 <- readRDS("modele/nn_d_1.rds")
nn_d_1## $call
## neuralnet(formula = d_formula, data = d_sample_train, hidden = c(6),
## threshold = 0.01, stepmax = 1000000, rep = 1, lifesign = "full",
## act.fct = "logistic", linear.output = TRUE)
##
## $response
## cena_usd
## 26926 -0.656497024
## 27004 -0.386677008
## 4270 -0.626600766
## 2643 -0.180669175
## 4814 -0.293722254
## 16603 0.406704380
## 6782 0.386103597
## 9559 -0.816529939
## 23001 -0.714279710
## 3947 -0.396223713
## 18022 0.260237835
## 13085 0.242903030
## 14505 2.113052192
## 19499 -0.803214799
## 4130 -0.803214799
## 8730 -0.871800334
## 27077 -0.863258545
## 13711 -0.830849996
## 17825 1.301079853
## 27680 -0.631625347
## 2324 -0.672324456
## 24171 -0.547212381
## 20244 -0.867780668
## 21632 -0.792663178
## 13292 -0.185442527
## 14211 3.604599153
## 12921 0.220292414
## 21759 -0.848938489
## 24880 -0.767791500
## 4295 0.137386822
## 27981 0.277823870
## 11340 3.612889713
## 5697 0.318020520
## 19323 0.332843035
## 11857 0.306715212
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##
## $covariate
## karaty ciecie kolor klarownosc glebokosc
## 26926 -0.607643961 -0.7376843 0.9344519 -0.63473771 -0.68724088
## 27004 -0.311053855 0.2409145 1.5260020 -0.02417554 0.65201667
## 4270 -0.395793885 -2.6948820 -1.4317484 -0.02417554 -3.08380702
## 2643 -0.183943810 0.2409145 0.9344519 0.58638663 0.37006771
## 4814 -0.205128817 0.2409145 0.9344519 -0.02417554 -0.75772812
## 16603 0.917676583 -0.7376843 -0.2486482 -1.24529987 1.14542734
## 6782 0.536346447 1.2195133 -0.8401983 -0.02417554 -1.95601119
## 9559 -0.904234066 0.2409145 1.5260020 -0.63473771 -0.19383020
## 23001 -0.861864051 0.2409145 1.5260020 1.19694880 -1.25113879
## 3947 -0.183943810 -0.7376843 -0.8401983 -0.63473771 0.22909323
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## 7604 -0.777124021 1.2195133 0.3429018 -0.63473771 0.58152943
## 17479 -0.120388787 0.2409145 -0.2486482 0.58638663 -0.19383020
## 10143 -1.052529119 0.2409145 -0.8401983 -0.63473771 0.44055495
## 403 4.074242708 0.2409145 -0.8401983 -1.85586204 -1.53308775
## 14389 1.489671787 1.2195133 -1.4317484 -1.24529987 0.29958047
## 16680 -0.819494036 0.2409145 1.5260020 -0.63473771 -0.26431744
## 24069 -0.692383991 -0.7376843 0.3429018 -0.02417554 -1.53308775
## 10563 0.769381530 0.2409145 -0.2486482 -1.24529987 -0.12334297
## 10192 0.239756341 -0.7376843 -0.2486482 -0.02417554 0.65201667
## 25350 1.023601621 1.2195133 -1.4317484 -0.63473771 -1.67406223
## 26705 -0.607643961 -0.7376843 -0.8401983 1.80751097 -0.61675364
## 9249 0.875306568 0.2409145 -0.8401983 -0.63473771 0.15860599
## 25914 -0.162758802 -0.7376843 -0.2486482 0.58638663 -0.89870260
## 20772 -1.031344112 0.2409145 -0.8401983 -0.02417554 0.58152943
## 28047 0.218571334 -0.7376843 -0.8401983 1.19694880 0.79299115
## 2025 -0.628828968 1.2195133 0.9344519 -0.63473771 0.86347838
## 11265 -0.946604082 0.2409145 -2.0232985 2.41807314 0.01763151
## 6956 1.913371938 -2.6948820 -0.2486482 -0.02417554 1.92078697
## 26616 -0.586458953 0.2409145 -2.0232985 -0.02417554 -0.26431744
## 3479 -1.200824172 0.2409145 -0.8401983 1.80751097 -0.47577916
## 25729 0.960046598 -0.7376843 -0.2486482 0.58638663 0.65201667
## 13228 1.743891878 1.2195133 0.3429018 -0.63473771 -1.18065156
## 26695 0.218571334 0.2409145 -0.8401983 -0.02417554 -1.32162603
## 26813 0.451606417 -0.7376843 -0.2486482 -1.24529987 0.15860599
## 10407 -0.840679044 0.2409145 0.3429018 1.19694880 -0.05285573
## 5497 -0.798309029 0.2409145 -0.2486482 -0.02417554 0.22909323
## 3742 0.832936553 1.2195133 -0.2486482 -0.02417554 -2.02649843
## 22920 -1.010159104 1.2195133 -0.2486482 -0.02417554 0.72250391
## 19317 0.451606417 1.2195133 -0.8401983 -0.63473771 0.37006771
## 14578 0.536346447 0.2409145 -0.2486482 -0.02417554 -0.12334297
## 2114 -0.183943810 0.2409145 0.9344519 -0.63473771 0.15860599
## 12397 0.536346447 0.2409145 -1.4317484 -0.63473771 -0.54626640
## 10937 0.599901470 0.2409145 -0.8401983 -0.63473771 -1.25113879
## 26678 1.171896674 -2.6948820 -0.8401983 -0.02417554 1.92078697
## 20907 0.451606417 1.2195133 -0.2486482 0.58638663 -0.61675364
## 3655 -1.010159104 0.2409145 0.9344519 0.58638663 -0.26431744
## 3304 0.451606417 -0.7376843 0.9344519 -0.63473771 -2.23796015
## 2415 1.489671787 -0.7376843 0.3429018 -0.02417554 -1.88552395
## 8972 0.917676583 0.2409145 -0.2486482 1.19694880 -1.03967708
## 22633 -0.755939014 0.2409145 0.9344519 1.19694880 -0.61675364
## 7745 0.218571334 -0.7376843 -0.8401983 -1.24529987 1.14542734
## 24312 -1.052529119 0.2409145 -0.8401983 1.19694880 0.29958047
## 14233 -0.205128817 -0.7376843 -0.2486482 0.58638663 0.86347838
## czubek_a_najszerszy dlugosc szerokosc glebokosc_mm objetosc
## 26926 -1.09913977 -0.5019937568 -0.480031529 -0.5651840913 -0.590431840
## 27004 -0.19486849 -0.1522046098 -0.209014370 -0.1012330891 -0.308988326
## 4270 1.56846050 -0.1163287998 -0.073505790 -0.4491963407 -0.360414681
## 2643 -1.55127541 -0.0356082274 -0.001234548 0.0292531302 -0.178214917
## 4814 0.25726715 0.0002675825 0.025867168 -0.0722361515 -0.189804957
## 16603 0.25726715 0.9599454987 0.938291603 1.1021398227 0.897302112
## 6782 0.70940279 0.8792249263 0.856986456 0.5946934141 0.622731294
## 9559 -0.19486849 -1.0132240486 -0.994964131 -1.0146366246 -0.908261266
## 23001 -0.64700413 -0.8428139513 -0.868489457 -0.9711412181 -0.841429583
## 3947 1.61367406 -0.0894219424 -0.019302358 -0.0287407450 -0.216444844
## 18022 1.16153843 0.7895354014 0.649206634 0.8991612592 0.626795860
## 13085 1.16153843 0.3410877770 0.378189475 0.4497087259 0.197433014
## 14505 0.25726715 1.2738588358 1.236410478 1.1166382915 1.171053476
## 19499 -0.19486849 -1.2015720509 -1.193710047 -1.2466121257 -1.021240426
## 4130 -0.64700413 -1.2643547183 -1.265981290 -1.2321136568 -1.041815014
## 8730 0.70940279 -1.2553857658 -1.229845669 -1.1596213128 -1.021739244
## 27077 -1.55127541 -1.3091994807 -1.284049100 -1.2466121257 -1.054898801
## 13711 -1.09913977 -1.0042550961 -1.040133657 -0.9131473429 -0.895720060
## 17825 -1.09913977 0.9330386412 0.911189887 0.9136597281 0.796449322
## 27680 -0.91828551 -0.4840558518 -0.443895908 -0.4926917472 -0.559680051
## 2324 1.16153843 -0.4930248043 -0.480031529 -0.4636948095 -0.563515290
## 24171 -0.64700413 -0.4212731844 -0.461963718 -0.4926917472 -0.548684998
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## 21632 -1.09913977 -1.3002305282 -1.338252532 -1.2611105945 -1.064810215
## 13292 0.25726715 0.1886155847 0.134274032 0.2612286313 0.003827760
## 14211 0.25726715 0.8433491164 0.757613497 0.7106811646 0.616849679
## 12921 0.25726715 0.7177837815 0.685342255 0.6236903517 0.507113923
## 21759 -0.64700413 -1.2643547183 -1.247913479 -1.2756090633 -1.046167012
## 24880 -0.19486849 -0.8966276663 -0.886557267 -0.9566427493 -0.852833128
## 4295 1.16153843 0.6191253042 0.649206634 0.6381888205 0.461937051
## 27981 0.70940279 1.0316971186 1.118969709 0.9716536033 0.948918338
## 11340 -1.09913977 2.2066298945 2.275309588 2.1750265151 2.770073067
## 5697 -0.64700413 0.5653115892 0.613071013 0.5946934141 0.412344256
## 19323 2.51794534 0.8612870213 0.947325509 0.5511980076 0.632635721
## 11857 0.70940279 0.8433491164 0.748579592 0.5946934141 0.567343347
## 23668 -0.19486849 -1.4078579581 -1.383422059 -1.4495906891 -1.119822519
## 15415 1.61367406 1.7492133176 1.724241364 1.4501030743 1.796095783
## 8792 0.70940279 2.3860089443 2.293377398 2.0735372334 2.826613175
## 25665 -0.19486849 0.7805664489 0.757613497 0.7106811646 0.592506457
## 27577 1.16153843 -1.2464168133 -1.211777858 -1.3046060009 -1.042067194
## 23784 -1.55127541 0.9778834037 1.019596751 1.0441459474 0.915035523
## 12002 -1.09913977 -1.2374478608 -1.284049100 -1.1596213128 -1.027986796
## 19655 1.16153843 1.0137592136 1.064766278 0.9716536033 0.918450383
## 58 1.61367406 0.0092365350 0.025867168 0.1017454743 -0.135054132
## 20577 -0.19486849 -0.8338449989 -0.859455551 -0.8696519364 -0.816727241
## 10505 -1.09913977 -1.1926030984 -1.211777858 -1.2031167192 -1.015174602
## 10352 -1.09913977 -1.2105410033 -1.229845669 -1.1596213128 -1.013875821
## 22764 1.16153843 0.0720192024 0.025867168 -0.0722361515 -0.168682351
## 15690 2.06580970 -0.8338449989 -0.814286025 -1.0001381558 -0.834865295
## 26993 -1.55127541 0.1437708223 0.170409653 0.1597393496 -0.031084265
## 9554 -0.19486849 1.5518963629 1.480325921 1.6240847001 1.662418310
## 16366 -0.19486849 0.9420075937 1.010562846 0.9861520722 0.871488588
## 12139 -1.09913977 -0.3584905170 -0.344522949 -0.4057009343 -0.481732623
## 14272 -0.19486849 0.5832494942 0.613071013 0.6236903517 0.429738195
## 14603 2.06580970 0.3590256820 0.342053854 0.4207117883 0.181414901
## 17545 1.16153843 -0.4392110894 -0.489065434 -0.6666733730 -0.602543735
## 26418 -1.09913977 -1.3361063382 -1.320184722 -1.3046060009 -1.074931937
## 8676 -0.19486849 -0.9235345237 -0.949794604 -0.8841504052 -0.856223375
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## 9280 0.25726715 0.3410877770 0.369155569 0.5946934141 0.243617503
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## 13708 0.25726715 0.8971628313 0.884088172 0.9426566657 0.782487619
## 28197 0.25726715 -1.0132240486 -0.994964131 -1.0291350934 -0.911058627
## 5674 0.25726715 -1.0670377635 -1.139506616 -1.0581320310 -0.953715970
## 20617 0.25726715 0.8164422589 0.866020361 0.8556658528 0.706937754
## 13246 1.16153843 1.4083931231 1.371919058 1.5080969496 1.481016328
## 4599 -1.09913977 -1.0580688111 -1.094337089 -1.0291350934 -0.938267285
## 7929 -0.19486849 -0.0176703225 0.007799357 -0.0577376827 -0.196015575
## 13785 0.25726715 -1.2733236708 -1.329218627 -1.2466121257 -1.056415927
## 20551 -1.09913977 -1.2464168133 -1.238879574 -1.2611105945 -1.039125828
## 14373 -1.09913977 -0.8786897613 -0.922692888 -0.9131473429 -0.847611227
## 8426 -0.19486849 1.4801447430 1.408054679 1.5080969496 1.533664391
## 13215 0.25726715 -1.2374478608 -1.265981290 -1.3191044697 -1.052069012
## 17762 -1.55127541 1.0227281661 1.055732372 1.2181275732 1.024316041
## 11094 1.61367406 0.1348018698 0.080070600 -0.2317193085 -0.183470823
## 16160 0.25726715 -0.8428139513 -0.814286025 -0.8986488741 -0.815402192
## 22152 0.25726715 0.7626285440 0.811816929 0.5511980076 0.543419440
## 1997 -0.19486849 1.9016855099 2.040428050 2.3345096721 2.539899937
## 14901 -0.19486849 -0.3136457546 -0.398726381 -0.3912024655 -0.480362392
## 26801 -0.64700413 -0.5647764242 -0.606506203 -0.4781932784 -0.614695507
## 1008 -0.19486849 -0.3853973745 -0.416794192 -0.4781932784 -0.525102611
## 17193 1.16153843 0.0630502499 0.034901073 -0.0867346203 -0.173059567
## 21592 -0.64700413 -1.0939446210 -1.130472710 -1.1886182504 -0.980884726
## 22353 -0.64700413 -0.5558074717 -0.498099339 -0.5071902160 -0.593662083
## 7145 -0.19486849 -0.5019937568 -0.470997623 -0.3767039966 -0.542300953
## 22966 -0.64700413 0.8523180688 0.793749119 0.8411673840 0.686665730
## 21679 0.25726715 -0.4212731844 -0.371624665 -0.4926917472 -0.526577208
## 23036 -2.00341105 -1.2374478608 -1.229845669 -1.1596213128 -1.018593875
## 10347 -1.09913977 0.5294357793 0.576935391 0.7251796334 0.433515774
## 6720 -0.19486849 -0.9145655713 -0.904625078 -0.8696519364 -0.842433299
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## 20388 1.16153843 -0.6993107115 -0.742014782 -0.7391657171 -0.735461214
## 232 1.61367406 1.4532378855 1.525495448 1.4501030743 1.549334548
## 13978 0.25726715 1.0586039761 1.037664562 0.9426566657 0.913603875
## 3156 -0.64700413 -1.0849756685 -1.130472710 -1.0871289687 -0.960666606
## 22469 -0.64700413 -1.2195099558 -1.202743953 -1.1741197816 -1.013255931
## 20667 -0.19486849 -1.0849756685 -1.121438805 -1.1451228439 -0.969672640
## 24849 -1.09913977 0.6908769241 0.658240539 0.6961826958 0.514369237
## 12073 0.70940279 2.3680710393 2.284343493 2.3780050786 3.001045306
## 17192 1.16153843 0.5742805417 0.558867581 0.5946934141 0.395840972
## 23048 -0.64700413 -1.0670377635 -1.049167563 -1.0726304999 -0.939685010
## 15711 -0.19486849 -0.2777699446 -0.254183896 -0.2897131837 -0.406870198
## 10973 0.70940279 0.6550011141 0.685342255 0.6526872894 0.494438418
## 2796 -0.19486849 1.5339584579 1.516461543 1.5080969496 1.613683190
## 7608 0.70940279 -1.0311619536 -0.976896320 -0.9566427493 -0.897109652
## 19478 -0.19486849 0.5742805417 0.595003202 0.7251796334 0.457176521
## 24797 1.61367406 -1.2912615757 -1.320184722 -1.2321136568 -1.055498898
## 8748 1.61367406 0.8433491164 0.775681308 0.6816842270 0.612364236
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## 6027 0.70940279 1.4980826480 1.417088584 1.4356046055 1.511410599
## 25640 -1.55127541 0.9778834037 0.893122077 0.8266689152 0.771319022
## 11161 -0.19486849 -0.0176703225 0.025867168 0.0582500679 -0.156207000
## 14845 -0.64700413 1.0227281661 0.992495035 0.9861520722 0.898043706
## 14205 1.16153843 0.9778834037 0.938291603 0.5511980076 0.674504765
## 6804 2.06580970 0.4845910168 0.441426812 0.4062133195 0.254018330
## 22311 0.70940279 -0.1252977523 -0.299353423 0.1597393496 -0.255579993
## 9421 2.06580970 2.1438472271 2.103665387 1.8270632635 2.423408946
## 1427 -0.19486849 0.0182054875 0.062002789 -0.1302300268 -0.191502602
## 26998 -1.09913977 1.0406660711 1.028630656 1.0731428851 0.958193155
## 15929 -1.09913977 -1.1387893834 -1.130472710 -1.1596213128 -0.983638533
## 16086 0.25726715 0.5653115892 0.540799770 0.8411673840 0.475838953
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## 18793 1.16153843 -1.2015720509 -1.220811763 -1.2611105945 -1.028401790
## 26446 -0.64700413 1.3635483606 1.308681721 1.3196168549 1.339798748
## 21334 -0.64700413 0.6280942566 0.613071013 0.5222010700 0.408555643
## 17430 0.25726715 -1.2822926232 -1.247913479 -1.2466121257 -1.044292999
## 4948 -0.64700413 -1.1029135735 -1.085303184 -1.0726304999 -0.953027440
## 5625 1.16153843 1.9016855099 1.859749944 2.0155433582 2.257000740
## 18530 1.16153843 -1.1926030984 -1.166608332 -1.3046060009 -1.025305412
## 11007 1.61367406 0.5204668268 0.576935391 0.6381888205 0.398459718
## 3948 1.16153843 -0.8069381414 -0.850421646 -0.9421442805 -0.824518385
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## 18476 -1.09913977 -1.4796095780 -1.446659396 -1.4495906891 -1.140559920
## 14250 1.16153843 0.3949014920 0.459494622 0.4207117883 0.234058747
## 4387 1.16153843 0.7985043539 0.838918645 0.3047240378 0.468854667
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## 26715 -0.64700413 0.5563426367 0.622104918 0.6236903517 0.423022113
## 15692 -0.64700413 0.4845910168 0.549833675 0.6961826958 0.396191804
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## 1891 0.70940279 0.6550011141 0.595003202 0.7106811646 0.482271200
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## 24188 -0.64700413 0.3410877770 0.314952138 0.1742378184 0.083099318
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## 5412 -1.09913977 1.3904552181 1.489359827 1.2906199173 1.423375467
## 6060 0.25726715 0.2783051096 0.305918232 0.2757271001 0.093444429
## 21096 1.61367406 1.5788032204 1.715207459 1.1601336980 1.554947893
## 5109 0.25726715 2.2245677995 2.203038345 2.4215004850 2.887286870
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## 9360 0.16684002 0.8702559738 0.929257698 0.6816842270 0.682766711
## 6718 3.87435226 -0.5468385193 -0.624574014 -0.6376764354 -0.652028408
## 23762 1.16153843 1.4352999806 1.408054679 1.3631122614 1.441553240
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## 20128 1.61367406 -1.2912615757 -1.275015195 -1.3191044697 -1.062525306
## 5686 -0.64700413 0.7536595915 0.712443971 0.7251796334 0.570311928
## 21952 -0.64700413 -0.8697208088 -0.895591173 -0.8696519364 -0.831462755
## 16662 1.61367406 -1.5692991029 -1.536998449 -1.5220830332 -1.178149336
## 15193 -1.09913977 -0.7979691889 -0.787184309 -0.7826611235 -0.775855149
## 4984 0.70940279 -1.2464168133 -1.211777858 -1.2031167192 -1.024550107
## 22165 -0.64700413 0.7536595915 0.784715213 0.5801949453 0.541248485
## 21783 -2.00341105 0.5742805417 0.504664149 0.6816842270 0.407587679
## 21539 -1.09913977 -0.9773482387 -0.949794604 -0.9711412181 -0.884142550
## 5764 -1.55127541 -1.2464168133 -1.238879574 -1.2176151880 -1.031669808
## 22812 0.70940279 -0.1252977523 -0.073505790 -0.0142422762 -0.238362724
## 24141 0.25726715 0.5653115892 0.549833675 0.6381888205 0.405135214
## 4429 -0.19486849 0.5114978743 0.576935391 0.7396781023 0.432026519
## 7995 -1.09913977 0.3321188246 0.369155569 0.4787056636 0.201077213
## 20792 -1.09913977 -0.4481800419 -0.434862002 -0.4491963407 -0.537853271
## 10602 0.70940279 1.4711757905 1.453224205 1.5225954184 1.558551494
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## 17105 -1.55127541 -0.8697208088 -0.850421646 -0.8116580612 -0.810293600
## 21499 -0.19486849 -1.1029135735 -1.148540521 -1.1016274375 -0.969884104
## 8301 -1.09913977 0.6370632091 0.549833675 0.7396781023 0.469188017
## 25520 1.61367406 -1.0760067160 -1.130472710 -1.1886182504 -0.977683720
## 7490 -0.19486849 1.7761201751 1.859749944 2.3200112033 2.352042841
## 9214 -0.64700413 -0.9594103337 -0.940760699 -0.7971595923 -0.844410759
## 13553 -1.09913977 1.3725173131 1.281580005 1.6385831689 1.481259708
## 28276 -1.09913977 0.7357216865 0.766647403 0.7686750399 0.601228605
## 1548 0.70940279 -1.1298204310 -1.094337089 -1.1306243751 -0.970284125
## 27378 1.16153843 1.0765418810 1.118969709 1.0006505410 0.980877268
## 28470 -1.09913977 -0.2688009921 -0.245149991 -0.2462177773 -0.390415104
## 3936 -0.64700413 1.0406660711 1.001528940 0.9861520722 0.909433972
## 22390 -0.64700413 -1.2912615757 -1.329218627 -1.2031167192 -1.052213897
## 23726 0.25726715 0.5473736843 0.640172728 0.6671857582 0.442374441
## 5897 -0.19486849 0.7088148290 0.730511781 0.7251796334 0.559932825
## 62 -0.19486849 1.9375613199 1.995258523 1.8270632635 2.246845040
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## 9162 -0.64700413 -0.0087013700 0.016833263 -0.0142422762 -0.177787681
## 22036 -0.64700413 1.1931382634 1.146071425 1.1456352291 1.107896149
## 19989 -0.64700413 -1.2105410033 -1.256947385 -1.2176151880 -1.028591634
## 10839 0.25726715 0.5742805417 0.622104918 0.6526872894 0.440460053
## 7000 0.25726715 1.5160205529 1.606800596 1.6965770442 1.744550877
## 21649 -1.09913977 -1.0849756685 -1.130472710 -1.0581320310 -0.955347286
## 21004 -0.19486849 0.6639700666 0.685342255 0.7396781023 0.530930575
## 11053 1.16153843 -0.8697208088 -0.841387741 -0.9421442805 -0.835439005
## 23154 1.16153843 0.4307773019 0.468528528 0.4787056636 0.270129842
## 17751 0.70940279 -1.4885785305 -1.455693301 -1.4930860956 -1.149902825
## 2447 0.25726715 0.1527397748 0.107172316 -0.1012330891 -0.129645578
## 12803 -0.19486849 2.7268291388 2.654733610 2.7839622055 3.750105590
## 18731 -0.64700413 0.0809881549 0.107172316 0.0437515990 -0.106256661
## 6117 -0.19486849 0.6101563517 0.631138823 0.6961826958 0.473517714
## 28495 1.61367406 0.6550011141 0.694376160 0.4932041324 0.437157465
## 21048 0.70940279 0.9778834037 0.974427225 1.0586444162 0.902055891
## 24474 -0.19486849 0.1348018698 0.116206221 -0.0577376827 -0.118721057
## 10444 0.25726715 0.9958213086 0.938291603 0.9861520722 0.863939419
## 4515 0.25726715 -0.6006522342 -0.633607919 -0.4491963407 -0.622943189
## 23064 1.16153843 -0.9863171912 -1.022065847 -1.0436335622 -0.913855987
## 7652 0.25726715 0.5742805417 0.522731960 0.4062133195 0.313990518
## 1289 0.70940279 0.6460321616 0.595003202 0.6381888205 0.451821870
## 1116 -0.64700413 0.1617087273 0.197511369 0.1452408808 -0.021526901
## 28402 0.25726715 0.3500567295 0.387223380 0.4207117883 0.193734517
## 18786 0.25726715 -0.1163287998 -0.064471885 0.0147546614 -0.224820586
## 13609 -0.64700413 -0.5019937568 -0.489065434 -0.4926917472 -0.574949557
## 21535 -0.19486849 1.3994241706 1.453224205 1.4935984807 1.509095034
## 18263 -0.19486849 0.0182054875 0.034901073 0.0292531302 -0.151384949
## 5290 1.16153843 1.3635483606 1.399020774 1.4791000119 1.458429133
## 7862 -1.55127541 -1.1567272884 -1.148540521 -1.1451228439 -0.987457906
## 8977 -0.64700413 -1.3719821481 -1.365354248 -1.2466121257 -1.078824337
## 20819 0.25726715 0.5922184467 0.522731960 0.6816842270 0.420944504
## 1969 1.16153843 -0.5647764242 -0.606506203 -0.6666733730 -0.658758465
## 17897 0.25726715 0.6729390191 0.576935391 0.6961826958 0.476754366
## 19203 1.61367406 0.4935599693 0.522731960 0.6961826958 0.389591778
## 27277 1.61367406 2.1617851321 2.130767103 1.9865464205 2.544110045
## 21595 1.16153843 -0.5647764242 -0.543268866 -0.5651840913 -0.620261989
## 21597 0.70940279 1.0137592136 0.983461130 0.8121704463 0.816716381
## 1330 -0.19486849 0.3679946345 0.351087759 0.1742378184 0.103674063
## 4249 -0.64700413 2.6192017089 2.591496273 2.6824729237 3.563677317
## 13382 0.25726715 0.1078950124 0.043934979 0.0727485367 -0.108346604
## 20553 -0.64700413 -0.8517829038 -0.895591173 -0.9276458117 -0.839705577
## 18200 -0.19486849 0.7805664489 0.721477876 0.8121704463 0.618157115
## 23365 -0.64700413 -0.4840558518 -0.525201055 -0.5071902160 -0.582822896
## 21655 0.70940279 0.6550011141 0.622104918 0.7976719775 0.525212824
## 28366 -0.64700413 -1.4168269106 -1.401489869 -1.3770983450 -1.112600579
## 25580 -1.09913977 -0.5468385193 -0.579404487 -0.5506856224 -0.621067415
## 4952 0.25726715 0.3052119671 0.251714801 0.5077026012 0.161187350
## 16493 0.70940279 0.8433491164 0.811816929 0.8121704463 0.678690981
## 25946 0.25726715 0.8881938788 0.920223793 0.7251796334 0.704221459
## 28361 0.25726715 0.0271744400 0.062002789 -0.0287407450 -0.158158874
## 10249 -1.09913977 -0.7890002364 -0.760082593 -0.7681626547 -0.765091983
## 8209 -1.55127541 -0.5916832817 -0.570370582 -0.5071902160 -0.619337591
## 17074 -0.19486849 0.1078950124 0.152341842 0.0727485367 -0.075245599
## 26648 -0.19486849 0.8971628313 0.929257698 0.9571551345 0.806981703
## 20648 1.16153843 0.0271744400 0.071036695 -0.1157315579 -0.181868849
## 105 -0.64700413 -0.3495215645 -0.398726381 -0.3477070590 -0.478319654
## 15578 -0.19486849 -0.8786897613 -0.913658983 -0.8406549988 -0.831072086
## 11133 0.70940279 0.7177837815 0.667274444 0.6671857582 0.516951456
## 8686 0.70940279 0.8612870213 0.902155982 0.8121704463 0.721857912
## 25878 -2.00341105 2.1348782746 2.112699292 2.0155433582 2.535190421
## 2575 2.51794534 -1.2643547183 -1.302116911 -1.4205937515 -1.079564485
## 26906 -0.19486849 -0.0625150849 -0.037370169 0.0292531302 -0.196838786
## 2370 -1.09913977 -0.8697208088 -0.895591173 -0.8841504052 -0.834426187
## 28524 0.25726715 0.0002675825 -0.037370169 0.0437515990 -0.173932622
## 2780 0.25726715 0.7267527340 0.694376160 0.7396781023 0.558575623
## 23984 1.61367406 1.8837476049 1.841682133 1.5660908248 1.989056047
## 14294 -1.09913977 -0.7979691889 -0.787184309 -0.7826611235 -0.775855149
## 7776 1.61367406 0.8433491164 0.793749119 1.0296474786 0.758368930
## 16883 -0.64700413 -1.2105410033 -1.193710047 -1.2756090633 -1.027866774
## 9701 0.70940279 -0.9594103337 -1.013031941 -0.9711412181 -0.892910564
## 11856 -0.19486849 -0.0535461324 -0.028336264 -0.0142422762 -0.204261734
## 12126 1.61367406 0.3231498721 0.305918232 0.4062133195 0.152010923
## 14083 0.25726715 -1.2464168133 -1.293083006 -1.2611105945 -1.048257743
## 8601 -0.64700413 0.5294357793 0.477562433 0.6091918829 0.355055396
## 7056 -0.64700413 -0.0714840374 -0.046404074 0.0872470055 -0.185280846
## 8467 1.61367406 1.7312754126 1.715207459 1.4501030743 1.782416641
## 16675 -0.64700413 0.8971628313 0.947325509 0.8701643216 0.778447996
## 22562 -1.09913977 0.6460321616 0.694376160 0.6526872894 0.494417456
## 12957 -0.64700413 0.8343801639 0.875054266 0.8556658528 0.717808451
## 11601 -1.09913977 -0.3674594695 -0.398726381 -0.3912024655 -0.493994539
## 23855 -0.64700413 -0.0445771799 -0.010268453 -0.0142422762 -0.196351973
## 28493 0.70940279 -0.8248760464 -0.742014782 -0.7391657171 -0.762817791
## 11898 -0.64700413 0.6998458766 0.721477876 0.7541765711 0.564175046
## 10119 0.25726715 -1.1208514785 -1.085303184 -1.2321136568 -0.985680351
## 5351 0.25726715 -0.0266392750 0.007799357 -0.0432392139 -0.194356966
## 21519 0.25726715 -0.4750868993 -0.452929813 -0.5941810289 -0.584667423
## 10122 -0.64700413 2.2335367520 2.284343493 2.2620173280 2.845405572
## 21399 -0.64700413 -1.3719821481 -1.347286438 -1.3770983450 -1.096918260
## 595 0.70940279 -0.5109627093 -0.543268866 -0.7681626547 -0.656202147
## 2247 5.68289481 -0.0176703225 -0.145777033 -0.8261565300 -0.462038551
## 5492 -0.19486849 -1.2912615757 -1.275015195 -1.2031167192 -1.043051957
## 24760 0.25726715 1.8209649375 1.769410891 1.7255739818 2.004597565
## 7604 0.25726715 -0.8607518563 -0.832353835 -0.7826611235 -0.798657747
## 17479 -0.64700413 0.0540812974 0.080070600 0.0437515990 -0.122630558
## 10143 -2.09383817 -1.3002305282 -1.265981290 -1.2321136568 -1.047934427
## 403 -1.09913977 3.0855872383 3.070293254 2.7694637366 4.290315203
## 14389 1.61367406 1.3545794082 1.317715626 1.3776107302 1.367182540
## 16680 -0.64700413 -0.8607518563 -0.841387741 -0.8696519364 -0.818580764
## 24069 0.30248071 -0.5916832817 -0.561336676 -0.7391657171 -0.671658384
## 10563 -1.09913977 0.9420075937 0.965393319 0.9281581969 0.828476906
## 10192 2.51794534 0.2872740621 0.242680895 0.3482194442 0.099509309
## 25350 1.61367406 1.2379830258 1.182207046 0.9571551345 1.058509300
## 26705 -0.64700413 -0.5019937568 -0.461963718 -0.5506856224 -0.582609213
## 9249 -0.64700413 1.0137592136 0.974427225 1.0151490098 0.898925312
## 25914 -0.19486849 0.0630502499 0.089104505 -0.0287407450 -0.139388268
## 20772 -0.19486849 -1.2105410033 -1.256947385 -1.1741197816 -1.021101412
## 28047 0.25726715 0.3321188246 0.378189475 0.4497087259 0.194323121
## 2025 0.70940279 -0.6454969966 -0.669743540 -0.5651840913 -0.668383274
## 11265 -1.09913977 -1.0670377635 -1.058201468 -1.0581320310 -0.938635520
## 6956 0.25726715 1.5967411253 1.534529353 1.8560602012 1.829814602
## 26616 -0.19486849 -0.5019937568 -0.470997623 -0.5071902160 -0.574141490
## 3479 -1.09913977 -1.5692991029 -1.555066259 -1.5945753773 -1.191233727
## 25729 -0.64700413 0.9689144512 1.082834088 1.1166382915 0.968862462
## 13228 0.25726715 1.7043685552 1.679071838 1.4935984807 1.773387240
## 26695 -0.19486849 0.4845910168 0.522731960 0.3337209754 0.256348908
## 26813 0.25726715 0.6101563517 0.658240539 0.6526872894 0.467354904
## 10407 -1.09913977 -0.8876587138 -0.877523362 -0.8841504052 -0.834426187
## 5497 -0.64700413 -0.7979691889 -0.850421646 -0.7971595923 -0.792249956
## 3742 1.61367406 1.0316971186 0.974427225 0.7106811646 0.777279929
## 22920 0.25726715 -1.2374478608 -1.284049100 -1.1886182504 -1.032911795
## 19317 1.61367406 0.5922184467 0.531765865 0.6091918829 0.397788577
## 14578 0.70940279 0.6998458766 0.730511781 0.6961826958 0.545278481
## 2114 -0.64700413 -0.0087013700 0.034901073 0.0292531302 -0.159478827
## 12397 -0.19486849 0.7357216865 0.802783024 0.6961826958 0.586758327
## 10937 0.25726715 0.8612870213 0.838918645 0.6816842270 0.643970823
## 26678 0.25726715 1.1213866435 1.082834088 1.3631122614 1.143559565
## 20907 0.25726715 0.6280942566 0.667274444 0.5656964765 0.444710431
## 3655 -1.09913977 -1.1746651934 -1.166608332 -1.1886182504 -1.001605525
## 3304 0.25726715 0.7088148290 0.766647403 0.4352102571 0.461074437
## 2415 0.70940279 1.5429274104 1.579698880 1.2616229797 1.525084278
## 8972 -0.19486849 1.1213866435 1.118969709 0.9716536033 0.987459471
## 22633 -0.19486849 -0.7441554740 -0.705879161 -0.7826611235 -0.746988406
## 7745 1.16153843 0.3141809196 0.269782611 0.4352102571 0.146394005
## 24312 -0.19486849 -1.3181684332 -1.302116911 -1.2756090633 -1.064215701
## 14233 1.16153843 -0.1432356573 -0.082539696 -0.0142422762 -0.246184392
## glebokosc_procent karat2 czy_premium gestosc
## 26926 0.530868255 -0.569512850 -1.374808 -0.583972114
## 27004 0.427434162 -0.414755171 0.727338 -0.017159826
## 4270 -2.558680350 -0.462783416 -1.374808 -0.877718322
## 2643 1.445813037 -0.336995155 0.727338 -0.063980457
## 4814 -0.586101055 -0.350431628 0.727338 -0.283376934
## 16603 0.296655424 0.624332104 -1.374808 0.465906923
## 6782 -1.468857535 0.233244964 0.727338 -1.088175221
## 9559 0.028214857 -0.686915227 0.727338 -0.063741039
## 23001 -0.114363466 -0.672430518 0.727338 -0.995392104
## 3947 -1.126903295 -0.336995155 -1.374808 0.800021777
## 18022 -0.299477655 0.335686161 -1.374808 0.403043750
## 13085 -0.583921410 -0.045490388 -1.374808 0.507286204
## 14505 -0.651490424 0.868285095 0.727338 -0.274579752
## 19499 -0.171394795 -0.725795235 0.727338 -0.845027519
## 4130 0.630608273 -0.725795235 0.727338 0.176354221
## 8730 -0.183236046 -0.719791705 -1.374808 0.238129183
## 27077 1.516046062 -0.731608178 0.727338 -0.253719320
## 13711 1.392819026 -0.686915227 -1.374808 -0.585754331
## 17825 0.841170532 0.487108546 0.727338 0.111254409
## 27680 0.584887985 -0.549691669 0.727338 -0.211706924
## 2324 -0.836760303 -0.549691669 0.727338 -0.099120034
## 24171 0.258122403 -0.549691669 0.727338 -0.530328691
## 20244 0.327629336 -0.707212879 0.727338 -0.505058386
## 21632 1.151472810 -0.731608178 0.727338 0.265236108
## 13292 0.133182002 -0.192148066 0.727338 0.579165784
## 14211 -0.520711687 0.273649678 0.727338 -0.383728606
## 12921 -0.488017002 0.154722594 0.727338 -0.689854390
## 21759 0.359709459 -0.731608178 0.727338 -0.697927952
## 24880 -0.204663070 -0.672430518 0.727338 -0.557185857
## 4295 -0.899970026 0.193602602 -1.374808 0.664489217
## 27981 -0.890327865 0.624332104 -1.374808 -0.198262851
## 11340 0.703258409 3.385098559 0.727338 0.208552222
## 5697 0.529021217 0.135568473 0.727338 0.446168359
## 19323 -2.913651209 0.294137917 -1.374808 -0.299787831
## 11857 -1.243873775 0.213328489 -1.374808 -0.611309668
## 23668 -0.204663070 -0.747903475 -1.374808 -0.245557760
## 15415 -1.997332271 1.745658219 0.727338 0.152654833
## 8792 -1.243873775 3.187363224 0.727338 -1.010339007
## 25665 -0.104858244 0.253352027 0.727338 -0.345097214
## 27577 -1.310833227 -0.725795235 0.727338 0.189267827
## 23784 1.445813037 0.600985040 0.727338 -0.040747687
## 12002 1.392819026 -0.725795235 -1.374808 -0.516982141
## 19655 -1.121204057 0.577828565 -1.374808 -0.359697150
## 58 -0.909296051 -0.295542205 -1.374808 0.391436630
## 20577 -0.005053418 -0.657183456 0.727338 -0.277853185
## 10505 0.841170532 -0.719791705 0.727338 -0.085473233
## 10352 1.151472810 -0.719791705 0.727338 -0.148765420
## 22764 -1.374042950 -0.336995155 0.727338 -0.272710197
## 15690 -2.325247334 -0.664902282 0.727338 -0.411354653
## 26993 1.270230472 -0.309550443 0.727338 -2.157526755
## 9554 0.460702437 1.531532292 0.727338 -0.004686147
## 16366 0.161287959 0.554862677 -1.374808 -0.032481563
## 12139 0.634302347 -0.518530486 0.727338 -0.574551431
## 14272 0.227824510 0.135568473 0.727338 0.168021860
## 14603 -1.285345436 -0.045490388 0.727338 0.797710837
## 17545 -1.753301290 -0.559697554 -1.374808 0.435665864
## 26418 1.013560687 -0.737230532 -1.374808 -0.336750180
## 8676 0.394165887 -0.664902282 0.727338 0.427399574
## 1110 -0.782269162 -0.713597586 0.727338 0.338286366
## 9280 0.656296953 0.006826093 -1.374808 0.808359910
## 10110 -0.440360343 -0.649274043 0.727338 0.403999734
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## 2575 -2.522352923 -0.731608178 -1.374808 1.068338861
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## 7776 -0.536255061 0.554862677 -1.374808 1.512870700
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## 9701 -0.536781955 -0.679768167 0.727338 0.190151696
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## 12126 -0.909296051 -0.045490388 0.727338 1.343890960
## 14083 -0.226459527 -0.725795235 0.727338 0.509393364
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## 7056 1.070818845 -0.350431628 -1.374808 -0.382868575
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## 595 -1.629560221 -0.597815209 0.727338 -0.573162224
## 2247 -6.155407016 -0.518530486 -1.374808 -1.099642090
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## 10192 -1.559157140 -0.028242149 -1.374808 2.763623377
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## 28047 0.133182002 -0.045490388 -1.374808 0.563288048
## 2025 -0.183236046 -0.579137558 0.727338 1.211018112
## 11265 0.875648563 -0.700637583 0.727338 -0.616296274
## 6956 0.656296953 1.936627670 -1.374808 1.054980819
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## 3479 0.634302347 -0.766962303 0.727338 -1.221574724
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## 3742 -2.121679267 0.532087379 0.727338 0.953888218
## 22920 0.100487318 -0.719791705 0.727338 0.803461853
## 19317 -1.064729796 0.154722594 0.727338 1.025831688
## 14578 -0.633203567 0.233244964 0.727338 0.033850289
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## 12397 -0.138126520 0.233244964 0.727338 -0.576491915
## 10937 -0.814963847 0.294137917 0.727338 -0.460896790
## 26678 0.656296953 0.919362753 -1.374808 0.554643680
## 20907 -0.520711687 0.154722594 0.727338 0.268069892
## 3655 0.737736440 -0.719791705 0.727338 -0.735149083
## 3304 -1.272689429 0.154722594 -1.374808 0.011529584
## 2415 -1.436716998 1.326745191 -1.374808 -0.137118830
## 8972 -0.371004447 0.624332104 0.727338 -0.677569093
## 22633 -0.171394795 -0.632883451 0.727338 -0.449346017
## 7745 -0.394292240 -0.045490388 -1.374808 1.450201477
## 24312 0.261092785 -0.731608178 0.727338 0.233653471
## 14233 -0.520711687 -0.350431628 -1.374808 1.008330982
##
## $model.list
## $model.list$response
## [1] "cena_usd"
##
## $model.list$variables
## [1] "karaty" "ciecie" "kolor"
## [4] "klarownosc" "glebokosc" "czubek_a_najszerszy"
## [7] "dlugosc" "szerokosc" "glebokosc_mm"
## [10] "objetosc" "glebokosc_procent" "karat2"
## [13] "czy_premium" "gestosc"
##
##
## $err.fct
## function (x, y)
## {
## 1/2 * (y - x)^2
## }
## <bytecode: 0x107e10f30>
## <environment: 0x107e0fb48>
## attr(,"type")
## [1] "sse"
##
## $act.fct
## function (x)
## {
## 1/(1 + exp(-x))
## }
## <bytecode: 0x107e0e788>
## <environment: 0x107e0d7c8>
## attr(,"type")
## [1] "logistic"
##
## $linear.output
## [1] TRUE
##
## $data
## cena_usd karaty ciecie kolor klarownosc glebokosc
## 26926 -0.656497024 -0.607643961 -0.7376843 0.9344519 -0.63473771 -0.68724088
## 27004 -0.386677008 -0.311053855 0.2409145 1.5260020 -0.02417554 0.65201667
## 4270 -0.626600766 -0.395793885 -2.6948820 -1.4317484 -0.02417554 -3.08380702
## 2643 -0.180669175 -0.183943810 0.2409145 0.9344519 0.58638663 0.37006771
## 4814 -0.293722254 -0.205128817 0.2409145 0.9344519 -0.02417554 -0.75772812
## 16603 0.406704380 0.917676583 -0.7376843 -0.2486482 -1.24529987 1.14542734
## 6782 0.386103597 0.536346447 1.2195133 -0.8401983 -0.02417554 -1.95601119
## 9559 -0.816529939 -0.904234066 0.2409145 1.5260020 -0.63473771 -0.19383020
## 23001 -0.714279710 -0.861864051 0.2409145 1.5260020 1.19694880 -1.25113879
## 3947 -0.396223713 -0.183943810 -0.7376843 -0.8401983 -0.63473771 0.22909323
## 18022 0.260237835 0.642271485 -1.7162832 -1.4317484 0.58638663 1.35688906
## 13085 0.242903030 0.218571334 -1.7162832 0.3429018 0.58638663 0.72250391
## 14505 2.113052192 1.129526659 1.2195133 0.9344519 0.58638663 -0.89870260
## 19499 -0.803214799 -1.031344112 0.2409145 0.9344519 0.58638663 -0.61675364
## 4130 -0.803214799 -1.031344112 0.2409145 1.5260020 -0.02417554 0.29958047
## 8730 -0.871800334 -1.010159104 -0.7376843 -0.8401983 -0.63473771 0.86347838
## 27077 -0.863258545 -1.052529119 0.2409145 -1.4317484 1.19694880 0.51104219
## 13711 -0.830849996 -0.904234066 -0.7376843 -0.2486482 -1.24529987 1.07494010
## 17825 1.301079853 0.790566538 0.2409145 -0.2486482 1.19694880 -0.05285573
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## 2324 -0.672324456 -0.565273946 0.2409145 -0.2486482 -0.63473771 0.15860599
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## 20244 -0.867780668 -0.967789089 0.2409145 0.9344519 -1.24529987 0.44055495
## 21632 -0.792663178 -1.052529119 0.2409145 -0.8401983 1.19694880 0.58152943
## 13292 -0.185442527 0.027906266 1.2195133 -0.2486482 -0.02417554 0.79299115
## 14211 3.604599153 0.578716462 1.2195133 1.5260020 2.41807314 -0.61675364
## 12921 0.220292414 0.451606417 1.2195133 -0.2486482 -0.63473771 -0.54626640
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## 4295 0.137386822 0.493976432 -0.7376843 1.5260020 -1.24529987 0.01763151
## 27981 0.277823870 0.917676583 -0.7376843 -0.2486482 -1.24529987 -0.68724088
## 11340 3.612889713 2.760772240 0.2409145 -0.2486482 -1.24529987 -0.33480468
## 5697 0.318020520 0.430421409 0.2409145 0.3429018 -0.63473771 0.08811875
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## 11857 0.306715212 0.515161440 -0.7376843 0.3429018 -0.63473771 -1.46260051
## 23668 -0.876322457 -1.116084142 -0.7376843 -2.0232985 1.19694880 -0.68724088
## 15415 1.815848208 1.786261893 1.2195133 -0.8401983 -0.63473771 -1.74454947
## 8792 3.342818467 2.654847202 1.2195133 0.9344519 -1.24529987 -1.46260051
## 25665 0.965940280 0.557531455 0.2409145 0.3429018 -0.02417554 -0.47577916
## 27577 -0.850948321 -1.031344112 1.2195133 0.9344519 -0.02417554 -0.89870260
## 23784 0.635071601 0.896491576 0.2409145 -1.4317484 0.58638663 0.37006771
## 12002 -0.812259045 -1.031344112 -0.7376843 0.9344519 -0.63473771 1.07494010
## 19655 0.266267333 0.875306568 -0.7376843 -0.8401983 -1.24529987 -0.47577916
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## 9554 1.640741549 1.637966840 0.2409145 -1.4317484 -0.02417554 0.72250391
## 16366 0.272548059 0.854121560 -0.7376843 -0.8401983 -1.24529987 0.08811875
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## 14272 0.913935863 0.430421409 0.2409145 0.9344519 -0.02417554 0.22909323
## 14603 -0.124142635 0.218571334 1.2195133 0.3429018 -0.63473771 0.58152943
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## 26418 -0.851702008 -1.073714127 -0.7376843 -0.2486482 1.19694880 0.29958047
## 8676 -0.726841163 -0.840679044 0.2409145 0.9344519 -0.02417554 0.58152943
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## 9280 -0.023148551 0.282126357 -1.7162832 1.5260020 -1.24529987 1.92078697
## 10110 -0.690915406 -0.798309029 1.2195133 0.9344519 0.58638663 0.29958047
## 13708 0.659943278 0.790566538 0.2409145 -0.8401983 -0.02417554 0.44055495
## 28197 -0.800200050 -0.904234066 1.2195133 -0.8401983 1.19694880 -0.33480468
## 5674 -0.825071727 -0.946604082 1.2195133 -0.8401983 -0.63473771 0.44055495
## 20617 0.170800288 0.705826508 1.2195133 -1.4317484 -0.02417554 0.15860599
## 13246 1.302587227 1.510856795 1.2195133 -1.4317484 -0.02417554 0.86347838
## 4599 -0.799697592 -0.946604082 0.2409145 0.3429018 -0.63473771 0.44055495
## 7929 -0.413056060 -0.205128817 0.2409145 -1.4317484 -0.63473771 -0.54626640
## 13785 -0.775579601 -1.052529119 1.2195133 0.9344519 -0.02417554 0.51104219
## 20551 -0.726087476 -1.052529119 0.2409145 1.5260020 1.19694880 -0.26431744
## 14373 -0.723826414 -0.840679044 0.2409145 1.5260020 -0.02417554 -0.19383020
## 8426 2.362020196 1.489671787 1.2195133 0.3429018 -0.02417554 0.44055495
## 13215 -0.792663178 -1.052529119 1.2195133 -0.8401983 1.19694880 -0.82821536
## 17762 0.499659134 1.023601621 -0.7376843 -1.4317484 -0.63473771 1.28640182
## 11094 -0.407277792 -0.205128817 -1.7162832 0.9344519 -1.24529987 -2.80185806
## 16160 -0.716540771 -0.819494036 1.2195133 0.9344519 0.58638663 -0.75772812
## 22152 0.057495979 0.493976432 1.2195133 -0.2486482 -1.24529987 -1.74454947
## 1997 3.408138024 2.570107172 -1.7162832 -1.4317484 -0.02417554 2.27322317
## 14901 -0.405016730 -0.480533915 0.2409145 0.9344519 -0.02417554 -0.33480468
## 26801 -0.592182384 -0.607643961 -0.7376843 0.3429018 -0.02417554 1.00445286
## 1008 -0.632127805 -0.522903930 1.2195133 0.3429018 -0.63473771 -0.75772812
## 17193 -0.450740420 -0.183943810 1.2195133 0.3429018 -1.24529987 -1.11016432
## 21592 -0.754476360 -0.988974097 0.2409145 0.9344519 -0.02417554 -0.89870260
## 22353 -0.650216298 -0.607643961 0.2409145 -0.2486482 -0.02417554 0.15860599
## 7145 -0.702471943 -0.544088938 -0.7376843 -1.4317484 -0.63473771 1.00445286
## 22966 0.341636052 0.684641500 1.2195133 -0.8401983 -0.63473771 0.15860599
## 21679 -0.538921822 -0.522903930 1.2195133 0.9344519 -0.02417554 -0.89870260
## 23036 -0.871549104 -1.031344112 -0.7376843 1.5260020 -1.24529987 0.72250391
## 10347 0.122564307 0.430421409 -0.7376843 1.5260020 -1.24529987 1.35688906
## 6720 -0.767289042 -0.840679044 0.2409145 -0.8401983 1.19694880 0.37006771
## 20288 -0.815776252 -0.925419074 0.2409145 0.9344519 -0.02417554 -0.05285573
## 20388 -0.692925239 -0.713568998 1.2195133 0.9344519 -0.02417554 -0.19383020
## 232 1.225208675 1.574411817 -0.7376843 -0.2486482 -1.24529987 -0.19383020
## 13978 0.698130096 0.875306568 1.2195133 -0.8401983 -0.02417554 -0.68724088
## 3156 -0.728097308 -0.967789089 0.2409145 0.9344519 0.58638663 0.15860599
## 22469 -0.825574185 -1.010159104 0.2409145 0.3429018 -0.02417554 0.37006771
## 20667 -0.728097308 -0.967789089 0.2409145 0.9344519 0.58638663 -0.54626640
## 24849 0.719987025 0.472791424 0.2409145 -0.8401983 1.19694880 0.22909323
## 12073 1.921364415 2.930252301 1.2195133 -0.8401983 -1.24529987 0.37006771
## 17192 0.506191090 0.451606417 1.2195133 -0.2486482 -0.02417554 0.22909323
## 23048 -0.791658262 -0.946604082 0.2409145 1.5260020 -0.63473771 -0.19383020
## 15711 -0.184688840 -0.416978893 0.2409145 0.3429018 1.19694880 -0.19383020
## 10973 0.108244251 0.493976432 1.2195133 -1.4317484 -0.63473771 -0.12334297
## 2796 0.831281501 1.553226810 0.2409145 -0.2486482 -1.24529987 -0.05285573
## 7608 -0.846426198 -0.861864051 -0.7376843 -0.8401983 -1.24529987 0.44055495
## 19478 0.072820952 0.451606417 -1.7162832 0.3429018 -1.24529987 1.07494010
## 24797 -0.758747254 -1.052529119 1.2195133 1.5260020 -0.02417554 0.79299115
## 8748 0.141406487 0.578716462 1.2195133 -0.8401983 0.58638663 -0.89870260
## 24798 -0.512793999 -0.205128817 1.2195133 -1.4317484 -1.24529987 0.44055495
## 6027 2.390157851 1.489671787 1.2195133 1.5260020 -0.63473771 -0.12334297
## 25640 0.236622303 0.705826508 1.2195133 -0.8401983 -1.24529987 -0.75772812
## 11161 -0.199008896 -0.162758802 0.2409145 -0.2486482 1.19694880 0.44055495
## 14845 0.127337659 0.832936553 1.2195133 -1.4317484 -1.24529987 -0.12334297
## 14205 0.095682797 0.642271485 -1.7162832 -1.4317484 -0.63473771 -2.87234530
## 6804 0.168036768 0.260941349 1.2195133 0.9344519 -0.02417554 -0.40529192
## 22311 -0.714530939 -0.205128817 -2.6948820 0.3429018 -1.85586204 3.11907004
## 9421 2.171839794 2.548922165 1.2195133 1.5260020 -1.24529987 -1.74454947
## 1427 -0.397982316 -0.205128817 -1.7162832 -0.8401983 -0.02417554 -1.46260051
## 26998 1.357103935 0.938861591 0.2409145 0.3429018 0.58638663 0.29958047
## 15929 -0.781609099 -0.988974097 0.2409145 -0.2486482 1.80751097 -0.26431744
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## 27971 -0.680112557 -0.565273946 -1.7162832 0.9344519 -0.63473771 1.28640182
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## 10664 0.483831703 1.129526659 0.2409145 -2.0232985 -0.63473771 0.44055495
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## 291 -0.777086976 -0.798309029 0.2409145 0.3429018 -0.63473771 0.08811875
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## 6983 -0.770806249 -1.052529119 0.2409145 -0.2486482 2.41807314 0.51104219
## 14638 0.662706798 0.472791424 -0.7376843 -0.2486482 -0.02417554 0.08811875
## 13705 1.261385661 1.510856795 -0.7376843 -1.4317484 -0.02417554 0.86347838
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## 28167 0.155977773 0.472791424 -0.7376843 -0.8401983 -0.63473771 1.35688906
## 8104 -0.755230047 -0.840679044 -0.7376843 -0.2486482 1.19694880 -0.12334297
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## 12958 0.046441900 0.260941349 -1.7162832 -0.8401983 0.58638663 0.37006771
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## 25428 0.049456649 0.239756341 1.2195133 -0.8401983 -0.02417554 0.08811875
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## 20133 -0.530631263 -0.501718923 -0.7376843 -0.2486482 0.58638663 -0.89870260
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## 13742 -0.871046646 -1.052529119 0.2409145 -2.0232985 1.80751097 0.01763151
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## 25332 1.683701720 1.489671787 -0.7376843 -0.2486482 -0.63473771 1.28640182
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## 22857 0.271794372 0.430421409 -1.7162832 1.5260020 -0.63473771 2.13224869
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## 21039 -0.721062894 -0.819494036 1.2195133 -0.2486482 -0.02417554 -0.61675364
## 6186 0.137889280 0.451606417 -2.6948820 -0.2486482 -0.02417554 3.54199348
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## 9241 1.245307000 0.430421409 1.2195133 0.9344519 1.19694880 0.65201667
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## 9998 -0.643433113 -0.628828968 0.2409145 -0.8401983 0.58638663 0.58152943
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## 14412 1.409359580 1.532041802 0.2409145 -2.0232985 1.19694880 0.58152943
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## 3397 0.669741212 0.981231606 0.2409145 -0.8401983 -1.24529987 0.01763151
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## 21499 -0.795426698 -0.967789089 0.2409145 -0.2486482 -0.02417554 0.22909323
## 8301 1.199583311 0.451606417 -0.7376843 0.3429018 1.80751097 1.14542734
## 25520 -0.766535355 -0.967789089 1.2195133 -0.2486482 0.58638663 -0.96918984
## 7490 2.404477908 2.591292180 -2.6948820 -0.8401983 -0.63473771 3.18955728
## 9214 -0.845170053 -0.840679044 -1.7162832 -2.0232985 0.58638663 1.56835078
## 13553 0.751390658 1.489671787 -2.6948820 0.9344519 -1.24529987 2.13224869
## 28276 0.413487565 0.557531455 0.2409145 -1.4317484 0.58638663 0.15860599
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## 28470 -0.516562435 -0.416978893 0.2409145 0.3429018 -0.02417554 0.08811875
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## 22390 -0.809495525 -1.052529119 -0.7376843 1.5260020 -0.63473771 1.14542734
## 23726 0.110002854 0.451606417 -0.7376843 -0.8401983 -0.63473771 0.58152943
## 5897 0.582564726 0.493976432 0.2409145 1.5260020 -0.63473771 0.08811875
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## 25281 -0.762013232 -0.946604082 -0.7376843 -0.2486482 2.41807314 0.58152943
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## 7000 0.916448154 1.786261893 -0.7376843 -2.0232985 -1.24529987 0.86347838
## 21649 -0.720560436 -0.946604082 0.2409145 1.5260020 -0.02417554 0.44055495
## 21004 0.465240752 0.557531455 -0.7376843 -0.8401983 -0.02417554 0.51104219
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## 12803 3.266696060 3.671727565 1.2195133 -2.0232985 -1.24529987 0.58152943
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## 6117 0.473531312 0.472791424 0.2409145 -0.2486482 -0.02417554 0.58152943
## 28495 0.516742711 0.451606417 -0.7376843 0.3429018 -0.02417554 -1.32162603
## 21048 0.565983608 0.896491576 1.2195133 -0.8401983 -0.02417554 0.65201667
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## 18263 -0.173885990 -0.141573795 0.2409145 -1.4317484 1.80751097 0.01763151
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## 17897 0.563973775 0.451606417 1.2195133 0.3429018 0.58638663 0.58152943
## 19203 0.282345993 0.451606417 -1.7162832 1.5260020 -0.63473771 1.49786354
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## 28366 -0.855219215 -1.116084142 0.2409145 -0.8401983 1.19694880 0.29958047
## 25580 -0.659763002 -0.628828968 0.2409145 0.3429018 -1.24529987 0.15860599
## 4952 -0.324623429 0.218571334 -2.6948820 0.9344519 -1.24529987 1.85029974
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## 28361 -0.082187381 -0.183943810 1.2195133 0.3429018 1.80751097 -0.61675364
## 10249 -0.627605682 -0.777124021 0.2409145 -0.2486482 2.41807314 0.01763151
## 8209 -0.579620930 -0.628828968 -0.7376843 0.9344519 -0.02417554 0.65201667
## 17074 -0.180669175 -0.078018772 0.2409145 -0.2486482 -0.63473771 -0.40529192
## 26648 0.227829286 0.811751545 0.2409145 -1.4317484 -1.24529987 0.29958047
## 20648 -0.411297457 -0.162758802 -0.7376843 1.5260020 -1.24529987 -1.39211327
## 105 -0.494454277 -0.480533915 0.2409145 1.5260020 -0.02417554 0.22909323
## 15578 -0.690915406 -0.819494036 0.2409145 1.5260020 1.19694880 0.51104219
## 11133 0.210745709 0.515161440 1.2195133 0.3429018 -0.63473771 -0.19383020
## 8686 0.359222087 0.684641500 -0.7376843 -0.2486482 -0.63473771 -0.47577916
## 25878 2.370561984 2.358257097 1.2195133 -1.4317484 -0.63473771 -0.61675364
## 2575 -0.843411449 -1.052529119 -0.7376843 -0.2486482 -0.63473771 -1.60357499
## 26906 -0.174137219 -0.183943810 0.2409145 0.9344519 0.58638663 0.65201667
## 2370 -0.695437530 -0.840679044 0.2409145 0.3429018 1.19694880 -0.05285573
## 28524 -0.426371201 -0.141573795 1.2195133 -0.8401983 -1.24529987 0.51104219
## 2780 0.785055353 0.536346447 1.2195133 0.9344519 -0.02417554 0.22909323
## 23984 1.545776963 1.934556946 1.2195133 -0.8401983 -0.02417554 -1.81503671
## 14294 -0.750707924 -0.777124021 0.2409145 -0.2486482 0.58638663 0.08811875
## 7776 0.795104515 0.854121560 -1.7162832 0.9344519 -0.63473771 1.56835078
## 16883 -0.734126806 -1.031344112 -0.7376843 1.5260020 1.19694880 -0.89870260
## 9701 -0.729855912 -0.883049059 1.2195133 0.3429018 -0.02417554 0.08811875
## 11856 -0.298746835 -0.183943810 0.2409145 -0.8401983 1.80751097 0.22909323
## 12126 -0.500483775 0.218571334 1.2195133 -0.8401983 -1.85586204 0.72250391
## 14083 -0.759752170 -1.031344112 1.2195133 -0.8401983 1.80751097 0.01763151
## 8601 -0.164841744 0.324496372 0.2409145 -2.0232985 -0.63473771 0.86347838
## 7056 -0.365573767 -0.205128817 -0.7376843 0.9344519 -0.63473771 1.21591458
## 8467 1.168682135 1.659151847 1.2195133 -1.4317484 -0.02417554 -1.67406223
## 16675 1.026486484 0.727011515 0.2409145 0.3429018 -0.02417554 -0.26431744
## 22562 -0.050030061 0.451606417 0.2409145 -2.0232985 -1.24529987 -0.12334297
## 12957 1.287764712 0.663456492 0.2409145 0.3429018 -0.02417554 0.01763151
## 11601 -0.531887408 -0.501718923 0.2409145 0.3429018 -0.02417554 -0.12334297
## 23855 -0.370849577 -0.183943810 -0.7376843 0.9344519 -0.63473771 0.08811875
## 28493 -0.735634180 -0.755939014 1.2195133 0.9344519 -0.02417554 0.37006771
## 11898 0.570003273 0.578716462 0.2409145 0.3429018 -0.63473771 0.37006771
## 10119 -0.871297875 -0.988974097 1.2195133 0.9344519 -1.24529987 -1.46260051
## 5351 -0.400494607 -0.205128817 -0.7376843 1.5260020 -1.24529987 -0.26431744
## 21519 -0.393460193 -0.607643961 -0.7376843 0.9344519 1.19694880 -1.25113879
## 10122 2.610234513 2.845512270 0.2409145 -1.4317484 -1.24529987 0.08811875
## 21399 -0.865268378 -1.094899134 0.2409145 0.9344519 0.58638663 -0.26431744
## 595 -0.743422281 -0.671198983 1.2195133 -0.8401983 -1.24529987 -2.30844738
## 2247 -0.662777751 -0.501718923 -2.6948820 -0.8401983 -0.02417554 -6.39670726
## 5492 -0.850948321 -1.031344112 -0.7376843 0.9344519 -0.63473771 0.86347838
## 24760 3.276996452 1.976926961 1.2195133 0.3429018 -0.02417554 -0.40529192
## 7604 -0.788643513 -0.777124021 1.2195133 0.3429018 -0.63473771 0.58152943
## 17479 -0.090226711 -0.120388787 0.2409145 -0.2486482 0.58638663 -0.19383020
## 10143 -0.868283127 -1.052529119 0.2409145 -0.8401983 -0.63473771 0.44055495
## 403 1.925132851 4.074242708 0.2409145 -0.8401983 -1.85586204 -1.53308775
## 14389 0.785055353 1.489671787 1.2195133 -1.4317484 -1.24529987 0.29958047
## 16680 -0.788894742 -0.819494036 0.2409145 1.5260020 -0.63473771 -0.26431744
## 24069 -0.679610099 -0.692383991 -0.7376843 0.3429018 -0.02417554 -1.53308775
## 10563 0.288124261 0.769381530 0.2409145 -0.2486482 -1.24529987 -0.12334297
## 10192 -0.038975982 0.239756341 -0.7376843 -0.2486482 -0.02417554 0.65201667
## 25350 0.002728043 1.023601621 1.2195133 -1.4317484 -0.63473771 -1.67406223
## 26705 -0.568566852 -0.607643961 -0.7376843 -0.8401983 1.80751097 -0.61675364
## 9249 0.503678799 0.875306568 0.2409145 -0.8401983 -0.63473771 0.15860599
## 25914 -0.254279291 -0.162758802 -0.7376843 -0.2486482 0.58638663 -0.89870260
## 20772 -0.829845080 -1.031344112 0.2409145 -0.8401983 -0.02417554 0.58152943
## 28047 0.064027935 0.218571334 -0.7376843 -0.8401983 1.19694880 0.79299115
## 2025 -0.632127805 -0.628828968 1.2195133 0.9344519 -0.63473771 0.86347838
## 11265 -0.844667594 -0.946604082 0.2409145 -2.0232985 2.41807314 0.01763151
## 6956 2.745646979 1.913371938 -2.6948820 -0.2486482 -0.02417554 1.92078697
## 26616 -0.698452278 -0.586458953 0.2409145 -2.0232985 -0.02417554 -0.26431744
## 3479 -0.866022065 -1.200824172 0.2409145 -0.8401983 1.80751097 -0.47577916
## 25729 1.167928448 0.960046598 -0.7376843 -0.2486482 0.58638663 0.65201667
## 13228 1.960053691 1.743891878 1.2195133 0.3429018 -0.63473771 -1.18065156
## 26695 0.164017103 0.218571334 0.2409145 -0.8401983 -0.02417554 -1.32162603
## 26813 -0.062591514 0.451606417 -0.7376843 -0.2486482 -1.24529987 0.15860599
## 10407 -0.714279710 -0.840679044 0.2409145 0.3429018 1.19694880 -0.05285573
## 5497 -0.714530939 -0.798309029 0.2409145 -0.2486482 -0.02417554 0.22909323
## 3742 0.870724464 0.832936553 1.2195133 -0.2486482 -0.02417554 -2.02649843
## 22920 -0.806732006 -1.010159104 1.2195133 -0.2486482 -0.02417554 0.72250391
## 19317 0.146179839 0.451606417 1.2195133 -0.8401983 -0.63473771 0.37006771
## 14578 0.766213173 0.536346447 0.2409145 -0.2486482 -0.02417554 -0.12334297
## 2114 -0.407780250 -0.183943810 0.2409145 0.9344519 -0.63473771 0.15860599
## 12397 0.141406487 0.536346447 0.2409145 -1.4317484 -0.63473771 -0.54626640
## 10937 0.486343994 0.599901470 0.2409145 -0.8401983 -0.63473771 -1.25113879
## 26678 0.425546560 1.171896674 -2.6948820 -0.8401983 -0.02417554 1.92078697
## 20907 0.710440320 0.451606417 1.2195133 -0.2486482 0.58638663 -0.61675364
## 3655 -0.808490609 -1.010159104 0.2409145 0.9344519 0.58638663 -0.26431744
## 3304 0.209740793 0.451606417 -0.7376843 0.9344519 -0.63473771 -2.23796015
## 2415 3.044107109 1.489671787 -0.7376843 0.3429018 -0.02417554 -1.88552395
## 8972 1.601047357 0.917676583 0.2409145 -0.2486482 1.19694880 -1.03967708
## 22633 -0.667551103 -0.755939014 0.2409145 0.9344519 1.19694880 -0.61675364
## 7745 -0.207550685 0.218571334 -0.7376843 -0.8401983 -1.24529987 1.14542734
## 24312 -0.839391784 -1.052529119 0.2409145 -0.8401983 1.19694880 0.29958047
## 14233 -0.281160801 -0.205128817 -0.7376843 -0.2486482 0.58638663 0.86347838
## czubek_a_najszerszy dlugosc szerokosc glebokosc_mm objetosc
## 26926 -1.09913977 -0.5019937568 -0.480031529 -0.5651840913 -0.590431840
## 27004 -0.19486849 -0.1522046098 -0.209014370 -0.1012330891 -0.308988326
## 4270 1.56846050 -0.1163287998 -0.073505790 -0.4491963407 -0.360414681
## 2643 -1.55127541 -0.0356082274 -0.001234548 0.0292531302 -0.178214917
## 4814 0.25726715 0.0002675825 0.025867168 -0.0722361515 -0.189804957
## 16603 0.25726715 0.9599454987 0.938291603 1.1021398227 0.897302112
## 6782 0.70940279 0.8792249263 0.856986456 0.5946934141 0.622731294
## 9559 -0.19486849 -1.0132240486 -0.994964131 -1.0146366246 -0.908261266
## 23001 -0.64700413 -0.8428139513 -0.868489457 -0.9711412181 -0.841429583
## 3947 1.61367406 -0.0894219424 -0.019302358 -0.0287407450 -0.216444844
## 18022 1.16153843 0.7895354014 0.649206634 0.8991612592 0.626795860
## 13085 1.16153843 0.3410877770 0.378189475 0.4497087259 0.197433014
## 14505 0.25726715 1.2738588358 1.236410478 1.1166382915 1.171053476
## 19499 -0.19486849 -1.2015720509 -1.193710047 -1.2466121257 -1.021240426
## 4130 -0.64700413 -1.2643547183 -1.265981290 -1.2321136568 -1.041815014
## 8730 0.70940279 -1.2553857658 -1.229845669 -1.1596213128 -1.021739244
## 27077 -1.55127541 -1.3091994807 -1.284049100 -1.2466121257 -1.054898801
## 13711 -1.09913977 -1.0042550961 -1.040133657 -0.9131473429 -0.895720060
## 17825 -1.09913977 0.9330386412 0.911189887 0.9136597281 0.796449322
## 27680 -0.91828551 -0.4840558518 -0.443895908 -0.4926917472 -0.559680051
## 2324 1.16153843 -0.4930248043 -0.480031529 -0.4636948095 -0.563515290
## 24171 -0.64700413 -0.4212731844 -0.461963718 -0.4926917472 -0.548684998
## 20244 -0.19486849 -1.1298204310 -1.112404900 -1.0726304999 -0.962957032
## 21632 -1.09913977 -1.3002305282 -1.338252532 -1.2611105945 -1.064810215
## 13292 0.25726715 0.1886155847 0.134274032 0.2612286313 0.003827760
## 14211 0.25726715 0.8433491164 0.757613497 0.7106811646 0.616849679
## 12921 0.25726715 0.7177837815 0.685342255 0.6236903517 0.507113923
## 21759 -0.64700413 -1.2643547183 -1.247913479 -1.2756090633 -1.046167012
## 24880 -0.19486849 -0.8966276663 -0.886557267 -0.9566427493 -0.852833128
## 4295 1.16153843 0.6191253042 0.649206634 0.6381888205 0.461937051
## 27981 0.70940279 1.0316971186 1.118969709 0.9716536033 0.948918338
## 11340 -1.09913977 2.2066298945 2.275309588 2.1750265151 2.770073067
## 5697 -0.64700413 0.5653115892 0.613071013 0.5946934141 0.412344256
## 19323 2.51794534 0.8612870213 0.947325509 0.5511980076 0.632635721
## 11857 0.70940279 0.8433491164 0.748579592 0.5946934141 0.567343347
## 23668 -0.19486849 -1.4078579581 -1.383422059 -1.4495906891 -1.119822519
## 15415 1.61367406 1.7492133176 1.724241364 1.4501030743 1.796095783
## 8792 0.70940279 2.3860089443 2.293377398 2.0735372334 2.826613175
## 25665 -0.19486849 0.7805664489 0.757613497 0.7106811646 0.592506457
## 27577 1.16153843 -1.2464168133 -1.211777858 -1.3046060009 -1.042067194
## 23784 -1.55127541 0.9778834037 1.019596751 1.0441459474 0.915035523
## 12002 -1.09913977 -1.2374478608 -1.284049100 -1.1596213128 -1.027986796
## 19655 1.16153843 1.0137592136 1.064766278 0.9716536033 0.918450383
## 58 1.61367406 0.0092365350 0.025867168 0.1017454743 -0.135054132
## 20577 -0.19486849 -0.8338449989 -0.859455551 -0.8696519364 -0.816727241
## 10505 -1.09913977 -1.1926030984 -1.211777858 -1.2031167192 -1.015174602
## 10352 -1.09913977 -1.2105410033 -1.229845669 -1.1596213128 -1.013875821
## 22764 1.16153843 0.0720192024 0.025867168 -0.0722361515 -0.168682351
## 15690 2.06580970 -0.8338449989 -0.814286025 -1.0001381558 -0.834865295
## 26993 -1.55127541 0.1437708223 0.170409653 0.1597393496 -0.031084265
## 9554 -0.19486849 1.5518963629 1.480325921 1.6240847001 1.662418310
## 16366 -0.19486849 0.9420075937 1.010562846 0.9861520722 0.871488588
## 12139 -1.09913977 -0.3584905170 -0.344522949 -0.4057009343 -0.481732623
## 14272 -0.19486849 0.5832494942 0.613071013 0.6236903517 0.429738195
## 14603 2.06580970 0.3590256820 0.342053854 0.4207117883 0.181414901
## 17545 1.16153843 -0.4392110894 -0.489065434 -0.6666733730 -0.602543735
## 26418 -1.09913977 -1.3361063382 -1.320184722 -1.3046060009 -1.074931937
## 8676 -0.19486849 -0.9235345237 -0.949794604 -0.8841504052 -0.856223375
## 1110 0.25726715 -1.1298204310 -1.157574426 -1.2466121257 -1.002528032
## 9280 0.25726715 0.3410877770 0.369155569 0.5946934141 0.243617503
## 10110 0.70940279 -0.8428139513 -0.877523362 -0.8261565300 -0.813288292
## 13708 0.25726715 0.8971628313 0.884088172 0.9426566657 0.782487619
## 28197 0.25726715 -1.0132240486 -0.994964131 -1.0291350934 -0.911058627
## 5674 0.25726715 -1.0670377635 -1.139506616 -1.0581320310 -0.953715970
## 20617 0.25726715 0.8164422589 0.866020361 0.8556658528 0.706937754
## 13246 1.16153843 1.4083931231 1.371919058 1.5080969496 1.481016328
## 4599 -1.09913977 -1.0580688111 -1.094337089 -1.0291350934 -0.938267285
## 7929 -0.19486849 -0.0176703225 0.007799357 -0.0577376827 -0.196015575
## 13785 0.25726715 -1.2733236708 -1.329218627 -1.2466121257 -1.056415927
## 20551 -1.09913977 -1.2464168133 -1.238879574 -1.2611105945 -1.039125828
## 14373 -1.09913977 -0.8786897613 -0.922692888 -0.9131473429 -0.847611227
## 8426 -0.19486849 1.4801447430 1.408054679 1.5080969496 1.533664391
## 13215 0.25726715 -1.2374478608 -1.265981290 -1.3191044697 -1.052069012
## 17762 -1.55127541 1.0227281661 1.055732372 1.2181275732 1.024316041
## 11094 1.61367406 0.1348018698 0.080070600 -0.2317193085 -0.183470823
## 16160 0.25726715 -0.8428139513 -0.814286025 -0.8986488741 -0.815402192
## 22152 0.25726715 0.7626285440 0.811816929 0.5511980076 0.543419440
## 1997 -0.19486849 1.9016855099 2.040428050 2.3345096721 2.539899937
## 14901 -0.19486849 -0.3136457546 -0.398726381 -0.3912024655 -0.480362392
## 26801 -0.64700413 -0.5647764242 -0.606506203 -0.4781932784 -0.614695507
## 1008 -0.19486849 -0.3853973745 -0.416794192 -0.4781932784 -0.525102611
## 17193 1.16153843 0.0630502499 0.034901073 -0.0867346203 -0.173059567
## 21592 -0.64700413 -1.0939446210 -1.130472710 -1.1886182504 -0.980884726
## 22353 -0.64700413 -0.5558074717 -0.498099339 -0.5071902160 -0.593662083
## 7145 -0.19486849 -0.5019937568 -0.470997623 -0.3767039966 -0.542300953
## 22966 -0.64700413 0.8523180688 0.793749119 0.8411673840 0.686665730
## 21679 0.25726715 -0.4212731844 -0.371624665 -0.4926917472 -0.526577208
## 23036 -2.00341105 -1.2374478608 -1.229845669 -1.1596213128 -1.018593875
## 10347 -1.09913977 0.5294357793 0.576935391 0.7251796334 0.433515774
## 6720 -0.19486849 -0.9145655713 -0.904625078 -0.8696519364 -0.842433299
## 20288 -0.19486849 -1.0580688111 -1.031099752 -1.0436335622 -0.929171595
## 20388 1.16153843 -0.6993107115 -0.742014782 -0.7391657171 -0.735461214
## 232 1.61367406 1.4532378855 1.525495448 1.4501030743 1.549334548
## 13978 0.25726715 1.0586039761 1.037664562 0.9426566657 0.913603875
## 3156 -0.64700413 -1.0849756685 -1.130472710 -1.0871289687 -0.960666606
## 22469 -0.64700413 -1.2195099558 -1.202743953 -1.1741197816 -1.013255931
## 20667 -0.19486849 -1.0849756685 -1.121438805 -1.1451228439 -0.969672640
## 24849 -1.09913977 0.6908769241 0.658240539 0.6961826958 0.514369237
## 12073 0.70940279 2.3680710393 2.284343493 2.3780050786 3.001045306
## 17192 1.16153843 0.5742805417 0.558867581 0.5946934141 0.395840972
## 23048 -0.64700413 -1.0670377635 -1.049167563 -1.0726304999 -0.939685010
## 15711 -0.19486849 -0.2777699446 -0.254183896 -0.2897131837 -0.406870198
## 10973 0.70940279 0.6550011141 0.685342255 0.6526872894 0.494438418
## 2796 -0.19486849 1.5339584579 1.516461543 1.5080969496 1.613683190
## 7608 0.70940279 -1.0311619536 -0.976896320 -0.9566427493 -0.897109652
## 19478 -0.19486849 0.5742805417 0.595003202 0.7251796334 0.457176521
## 24797 1.61367406 -1.2912615757 -1.320184722 -1.2321136568 -1.055498898
## 8748 1.61367406 0.8433491164 0.775681308 0.6816842270 0.612364236
## 24798 0.25726715 -0.0445771799 -0.082539696 -0.0142422762 -0.217419940
## 6027 0.70940279 1.4980826480 1.417088584 1.4356046055 1.511410599
## 25640 -1.55127541 0.9778834037 0.893122077 0.8266689152 0.771319022
## 11161 -0.19486849 -0.0176703225 0.025867168 0.0582500679 -0.156207000
## 14845 -0.64700413 1.0227281661 0.992495035 0.9861520722 0.898043706
## 14205 1.16153843 0.9778834037 0.938291603 0.5511980076 0.674504765
## 6804 2.06580970 0.4845910168 0.441426812 0.4062133195 0.254018330
## 22311 0.70940279 -0.1252977523 -0.299353423 0.1597393496 -0.255579993
## 9421 2.06580970 2.1438472271 2.103665387 1.8270632635 2.423408946
## 1427 -0.19486849 0.0182054875 0.062002789 -0.1302300268 -0.191502602
## 26998 -1.09913977 1.0406660711 1.028630656 1.0731428851 0.958193155
## 15929 -1.09913977 -1.1387893834 -1.130472710 -1.1596213128 -0.983638533
## 16086 0.25726715 0.5653115892 0.540799770 0.8411673840 0.475838953
## 23640 -0.64700413 -0.4840558518 -0.516167150 -0.4636948095 -0.570096035
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## 8972 -0.19486849 1.1213866435 1.118969709 0.9716536033 0.987459471
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## 7745 1.16153843 0.3141809196 0.269782611 0.4352102571 0.146394005
## 24312 -0.19486849 -1.3181684332 -1.302116911 -1.2756090633 -1.064215701
## 14233 1.16153843 -0.1432356573 -0.082539696 -0.0142422762 -0.246184392
## glebokosc_procent karat2 czy_premium gestosc
## 26926 0.530868255 -0.569512850 -1.374808 -0.583972114
## 27004 0.427434162 -0.414755171 0.727338 -0.017159826
## 4270 -2.558680350 -0.462783416 -1.374808 -0.877718322
## 2643 1.445813037 -0.336995155 0.727338 -0.063980457
## 4814 -0.586101055 -0.350431628 0.727338 -0.283376934
## 16603 0.296655424 0.624332104 -1.374808 0.465906923
## 6782 -1.468857535 0.233244964 0.727338 -1.088175221
## 9559 0.028214857 -0.686915227 0.727338 -0.063741039
## 23001 -0.114363466 -0.672430518 0.727338 -0.995392104
## 3947 -1.126903295 -0.336995155 -1.374808 0.800021777
## 18022 -0.299477655 0.335686161 -1.374808 0.403043750
## 13085 -0.583921410 -0.045490388 -1.374808 0.507286204
## 14505 -0.651490424 0.868285095 0.727338 -0.274579752
## 19499 -0.171394795 -0.725795235 0.727338 -0.845027519
## 4130 0.630608273 -0.725795235 0.727338 0.176354221
## 8730 -0.183236046 -0.719791705 -1.374808 0.238129183
## 27077 1.516046062 -0.731608178 0.727338 -0.253719320
## 13711 1.392819026 -0.686915227 -1.374808 -0.585754331
## 17825 0.841170532 0.487108546 0.727338 0.111254409
## 27680 0.584887985 -0.549691669 0.727338 -0.211706924
## 2324 -0.836760303 -0.549691669 0.727338 -0.099120034
## 24171 0.258122403 -0.549691669 0.727338 -0.530328691
## 20244 0.327629336 -0.707212879 0.727338 -0.505058386
## 21632 1.151472810 -0.731608178 0.727338 0.265236108
## 13292 0.133182002 -0.192148066 0.727338 0.579165784
## 14211 -0.520711687 0.273649678 0.727338 -0.383728606
## 12921 -0.488017002 0.154722594 0.727338 -0.689854390
## 21759 0.359709459 -0.731608178 0.727338 -0.697927952
## 24880 -0.204663070 -0.672430518 0.727338 -0.557185857
## 4295 -0.899970026 0.193602602 -1.374808 0.664489217
## 27981 -0.890327865 0.624332104 -1.374808 -0.198262851
## 11340 0.703258409 3.385098559 0.727338 0.208552222
## 5697 0.529021217 0.135568473 0.727338 0.446168359
## 19323 -2.913651209 0.294137917 -1.374808 -0.299787831
## 11857 -1.243873775 0.213328489 -1.374808 -0.611309668
## 23668 -0.204663070 -0.747903475 -1.374808 -0.245557760
## 15415 -1.997332271 1.745658219 0.727338 0.152654833
## 8792 -1.243873775 3.187363224 0.727338 -1.010339007
## 25665 -0.104858244 0.253352027 0.727338 -0.345097214
## 27577 -1.310833227 -0.725795235 0.727338 0.189267827
## 23784 1.445813037 0.600985040 0.727338 -0.040747687
## 12002 1.392819026 -0.725795235 -1.374808 -0.516982141
## 19655 -1.121204057 0.577828565 -1.374808 -0.359697150
## 58 -0.909296051 -0.295542205 -1.374808 0.391436630
## 20577 -0.005053418 -0.657183456 0.727338 -0.277853185
## 10505 0.841170532 -0.719791705 0.727338 -0.085473233
## 10352 1.151472810 -0.719791705 0.727338 -0.148765420
## 22764 -1.374042950 -0.336995155 0.727338 -0.272710197
## 15690 -2.325247334 -0.664902282 0.727338 -0.411354653
## 26993 1.270230472 -0.309550443 0.727338 -2.157526755
## 9554 0.460702437 1.531532292 0.727338 -0.004686147
## 16366 0.161287959 0.554862677 -1.374808 -0.032481563
## 12139 0.634302347 -0.518530486 0.727338 -0.574551431
## 14272 0.227824510 0.135568473 0.727338 0.168021860
## 14603 -1.285345436 -0.045490388 0.727338 0.797710837
## 17545 -1.753301290 -0.559697554 -1.374808 0.435665864
## 26418 1.013560687 -0.737230532 -1.374808 -0.336750180
## 8676 0.394165887 -0.664902282 0.727338 0.427399574
## 1110 -0.782269162 -0.713597586 0.727338 0.338286366
## 9280 0.656296953 0.006826093 -1.374808 0.808359910
## 10110 -0.440360343 -0.649274043 0.727338 0.403999734
## 13708 -0.030291420 0.487108546 0.727338 0.300944705
## 28197 -0.389932949 -0.686915227 0.727338 0.054951884
## 5674 -0.030291420 -0.700637583 0.727338 0.048889132
## 20617 -0.161070158 0.399437939 0.727338 0.168287424
## 13246 -0.520711687 1.355428726 0.727338 0.553344471
## 4599 1.082516748 -0.700637583 0.727338 -0.632210573
## 7929 -0.138126520 -0.350431628 0.727338 -0.145823512
## 13785 0.002403264 -0.731608178 0.727338 -0.175315286
## 20551 0.737736440 -0.731608178 0.727338 -1.047616907
## 14373 0.772214471 -0.664902282 0.727338 0.084150223
## 8426 0.327629336 1.326745191 0.727338 -0.225976628
## 13215 -0.618795740 -0.731608178 0.727338 -0.398983853
## 17762 1.902327704 0.743926246 -1.374808 0.199128594
## 11094 -2.463633508 -0.350431628 -1.374808 -0.422507592
## 16160 -0.586101055 -0.657183456 0.727338 -0.327694660
## 22152 -1.043826638 0.193602602 0.727338 -0.580469000
## 1997 1.192604496 3.032605545 -1.374808 0.515699027
## 14901 -0.038321693 -0.507762249 0.727338 -0.021593315
## 26801 0.969231790 -0.569512850 -1.374808 0.153513488
## 1008 -0.237931346 -0.529108136 0.727338 0.031264313
## 17193 -1.405647812 -0.336995155 0.727338 -0.177187547
## 21592 0.054948293 -0.713597586 0.727338 -0.680935740
## 22353 0.562883569 -0.569512850 0.727338 -0.487652057
## 7145 0.593775539 -0.539495197 -1.374808 -0.091025392
## 22966 0.562883569 0.377996758 0.727338 0.153391800
## 21679 -0.651490424 -0.529108136 0.727338 0.073497538
## 23036 2.037493150 -0.725795235 -1.374808 -0.971950414
## 10347 1.530731150 0.135568473 -1.374808 0.108213265
## 6720 0.294361061 -0.664902282 0.727338 -0.118915290
## 20288 0.094751408 -0.693871699 0.727338 -0.088115003
## 20388 -0.994784611 -0.615730507 0.727338 0.646248063
## 232 -1.313423790 1.442622862 -1.374808 0.500063796
## 13978 -0.553406371 0.577828565 0.727338 -0.298022511
## 3156 0.562883569 -0.707212879 0.727338 -0.607376737
## 22469 0.664470624 -0.719791705 0.727338 -0.178889861
## 20667 -0.138126520 -0.707212879 0.727338 -0.201371619
## 24849 0.979082656 0.174067304 0.727338 -0.472419760
## 12073 -0.408219806 3.711385685 0.727338 -0.227566941
## 17192 -0.805155441 0.154722594 0.727338 1.058016877
## 23048 0.393571810 -0.700637583 0.727338 -0.570855454
## 15711 0.028214857 -0.474314007 0.727338 -0.259280462
## 10973 -0.633203567 0.193602602 0.727338 0.156834965
## 2796 0.094751408 1.413367562 0.727338 -0.380106267
## 7608 -0.376079269 -0.672430518 -1.374808 1.261832385
## 19478 0.627043814 0.154722594 -1.374808 0.072284949
## 24797 -0.878209302 -0.731608178 0.727338 -0.222750674
## 8748 -1.624291281 0.273649678 0.727338 -0.319267996
## 24798 -0.030291420 -0.350431628 0.727338 0.337056575
## 6027 -0.633203567 1.326745191 0.727338 0.005469665
## 25640 0.883948830 0.399437939 0.727338 -0.711859853
## 11161 0.327629336 -0.323368093 0.727338 -0.075625149
## 14845 0.427434162 0.532087379 0.727338 -0.653090996
## 14205 -2.195769353 0.335686161 -1.374808 -0.280451685
## 6804 -1.713540335 -0.010803322 0.727338 0.256587514
## 22311 0.845261146 -0.350431628 -1.374808 1.233377473
## 9421 -2.294661984 2.994392595 0.727338 1.305595745
## 1427 -0.570614100 -0.350431628 -1.374808 -0.245889600
## 26998 1.013560687 0.647869756 0.727338 -0.043826708
## 15929 0.737736440 -0.713597586 0.727338 -0.554660673
## 16086 0.787075691 0.213328489 -1.374808 0.776556476
## 23640 0.630608273 -0.549691669 0.727338 0.095840242
## 20232 -0.237931346 -0.427048115 0.727338 -0.751621008
## 16304 1.235113959 -0.719791705 0.727338 -0.359534616
## 4459 -0.193764842 -0.045490388 0.727338 0.901139484
## 18793 -1.184413781 -0.725795235 0.727338 -0.496588559
## 26446 0.461296514 1.355428726 0.727338 2.141064805
## 21334 0.122672996 0.079249638 0.727338 -0.517476057
## 17430 -0.161070158 -0.725795235 0.727338 0.303675501
## 4948 0.562883569 -0.707212879 0.727338 -0.944115071
## 5625 -0.520711687 3.071009082 0.727338 3.139063554
## 18530 -1.563672120 -0.725795235 0.727338 -0.648148091
## 11007 -0.909296051 0.154722594 -1.374808 1.014754564
## 3948 -1.437252674 -0.657183456 0.727338 0.018251466
## 5468 0.979082656 -0.350431628 0.727338 -0.767857985
## 24398 -1.152808919 -0.518530486 0.727338 0.904788010
## 18476 0.944604625 -0.752954065 -1.374808 -0.296137143
## 14250 -0.931574888 -0.045490388 -1.374808 -0.138725454
## 4387 -2.575027692 0.135568473 -1.374808 -0.441212057
## 15136 0.294361061 -0.569512850 -1.374808 0.139312063
## 16039 -0.005053418 -0.731608178 0.727338 -1.047616907
## 12364 0.926458293 -0.664902282 -1.374808 -0.082112492
## 20976 0.634302347 -0.725795235 -1.374808 -0.267917873
## 21179 0.002403264 0.154722594 0.727338 -0.044730767
## 24041 0.772214471 -0.615730507 0.727338 -0.676235029
## 20726 0.035097949 -0.719791705 -1.374808 0.565640266
## 8620 0.296655424 -0.579137558 -1.374808 -0.009989337
## 25035 -0.651490424 -0.719791705 -1.374808 0.186170711
## 2912 -0.151095508 -0.725795235 -1.374808 0.765175943
## 26715 0.630608273 0.154722594 0.727338 0.614166439
## 15692 1.172405900 0.154722594 -1.374808 1.052214778
## 16280 1.358340995 -0.539495197 -1.374808 -0.091025392
## 1558 0.061483133 -0.731608178 0.727338 -0.032533542
## 7130 -0.038321693 -0.707212879 0.727338 0.449710174
## 1891 -0.279657657 0.154722594 0.727338 -0.315061919
## 279 -0.651490424 0.154722594 0.727338 0.831408486
## 616 1.858597707 -0.747903475 0.727338 -0.938624707
## 6731 -0.651490424 -0.713597586 0.727338 0.087849882
## 15317 1.726745140 -0.350431628 0.727338 0.350159710
## 25292 0.427434162 -0.664902282 0.727338 -0.018962018
## 21978 0.198571371 -0.045490388 -1.374808 0.023486919
## 6931 -1.147452163 -0.713597586 0.727338 -0.089777826
## 13867 0.393571810 -0.713597586 0.727338 -0.480280499
## 24188 -0.114363466 -0.176615121 0.727338 -0.536556663
## 12750 -1.279228366 -0.664902282 0.727338 -0.249742071
## 21018 0.969231790 -0.725795235 -1.374808 0.477550214
## 5412 0.392956131 1.104138086 0.727338 -0.892353057
## 6060 -0.291848896 -0.160891589 0.727338 -0.325755246
## 21096 -2.587980504 1.355428726 -1.374808 -0.222976859
## 5109 0.362044793 3.794863350 -1.374808 0.915132518
## 15896 0.562883569 -0.725795235 -1.374808 -0.056957449
## 27881 -2.233491284 -0.496803423 -1.374808 -0.149888517
## 9360 -0.845509053 0.335686161 -1.374808 -0.396038195
## 6718 -2.905442154 -0.569512850 -1.374808 1.354757124
## 23762 -1.057994334 1.355428726 0.727338 0.982672511
## 9615 1.048038718 -0.700637583 0.727338 -0.368479642
## 9184 -0.470809273 -0.350431628 -1.374808 -1.396345856
## 27972 -1.437770786 3.071009082 0.727338 0.542583200
## 26642 0.841170532 1.472068750 0.727338 0.237424423
## 906 -0.337736172 0.335686161 -1.374808 -0.934726231
## 26118 0.529021217 0.154722594 0.727338 0.240856700
## 21423 0.461296514 -0.713597586 0.727338 -0.794509784
## 12088 -2.264076634 -0.350431628 -1.374808 0.839706337
## 14593 1.138543549 -0.579137558 -1.374808 -0.584536667
## 793 -0.357238264 0.335686161 -1.374808 -0.636128921
## 19960 -0.520711687 -0.664902282 0.727338 -0.937034656
## 5167 -0.237931346 -0.719791705 0.727338 -0.442825735
## 22220 0.261092785 -0.713597586 0.727338 -0.348455554
## 27725 1.250090119 -0.664902282 -1.374808 -0.513592550
## 13703 -0.351399928 -0.713597586 -1.374808 -0.556878123
## 19084 -1.686464779 -0.713597586 0.727338 -0.559264513
## 9642 -1.533138610 -0.028242149 -1.374808 -0.674162785
## 3160 0.461296514 -0.539495197 0.727338 -0.155124425
## 3266 0.668780378 -0.549691669 0.727338 -0.696653563
## 10913 0.596745921 -0.752954065 0.727338 -0.427740387
## 28427 0.664470624 3.425217391 0.727338 0.299978760
## 22223 1.358340995 -0.725795235 -1.374808 -0.241983997
## 18436 0.325847107 0.600985040 0.727338 -0.340102529
## 13170 0.161287959 0.135568473 0.727338 0.010056946
## 13391 1.206268252 -0.028242149 -1.374808 1.039385761
## 11109 0.161287959 0.421069709 0.727338 0.263430086
## 2454 -1.179592700 4.356050525 0.727338 -0.958643951
## 21025 -0.537345824 -0.559697554 -1.374808 -0.723325364
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## 11458 -1.184413781 0.793098021 0.727338 0.319040331
## 12691 -0.868365164 -0.350431628 0.727338 0.689299191
## 1430 0.360897611 -0.649274043 0.727338 0.035522719
## 15201 0.664470624 -0.427048115 0.727338 0.094708830
## 28489 0.220565977 1.384302850 0.727338 -0.560823484
## 15755 0.596745921 -0.719791705 0.727338 -0.752791817
## 13381 0.227824510 -0.485654009 -1.374808 0.148322129
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## 3163 -0.324543580 0.532087379 0.727338 -0.299967368
## 25682 0.630608273 -0.672430518 0.727338 0.281677965
## 19532 0.664470624 -0.731608178 0.727338 -0.486385475
## 7880 0.910126594 -0.606868152 0.727338 -0.110465189
## 24395 0.054948293 -0.336995155 0.727338 0.329429843
## 25190 -0.678735995 0.154722594 0.727338 0.742712145
## 3529 0.630608273 1.683526441 0.727338 0.165746033
## 17333 -2.823351605 -0.649274043 -1.374808 0.069771537
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## 8801 0.979082656 -0.474314007 0.727338 -0.714920712
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## 22403 -0.054673897 0.154722594 -1.374808 0.921665301
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## 10964 0.161287959 -0.451062237 0.727338 0.195911747
## 12745 1.116994779 0.135568473 -1.374808 0.901171208
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## 25826 -0.536255061 0.600985040 -1.374808 0.898531958
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## 2634 -0.062986104 -0.649274043 0.727338 0.148574266
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## 11737 0.194556234 -0.664902282 0.727338 0.255525810
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## 9222 -0.836760303 1.472068750 0.727338 0.851354977
## 15026 -1.866467085 3.836888064 -1.374808 -0.522904952
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## 7795 -1.051030551 0.154722594 0.727338 0.865432279
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## 15451 -1.247623504 -0.664902282 0.727338 -0.434863293
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## 24358 0.772214471 3.265885593 0.727338 -0.818373596
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## 5436 -0.836760303 2.034685338 0.727338 0.592533339
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## 11594 -0.422627633 0.600985040 -1.374808 0.013189504
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## 7882 0.698332976 0.442892066 0.727338 0.284011623
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## glebokosc.to.1layhid1 0.802980364
## czubek_a_najszerszy.to.1layhid1 -0.456512660
## dlugosc.to.1layhid1 -6.881865508
## szerokosc.to.1layhid1 5.235658423
## glebokosc_mm.to.1layhid1 -12.691288576
## objetosc.to.1layhid1 24.933009250
## glebokosc_procent.to.1layhid1 -0.396427776
## karat2.to.1layhid1 -13.532263195
## czy_premium.to.1layhid1 0.194391939
## gestosc.to.1layhid1 1.261291388
## Intercept.to.1layhid2 46.576868491
## karaty.to.1layhid2 -133.770324429
## ciecie.to.1layhid2 -14.898699379
## kolor.to.1layhid2 -19.249926583
## klarownosc.to.1layhid2 -0.100380242
## glebokosc.to.1layhid2 -77.305936116
## czubek_a_najszerszy.to.1layhid2 151.097989363
## dlugosc.to.1layhid2 -41.186811424
## szerokosc.to.1layhid2 31.226255409
## glebokosc_mm.to.1layhid2 58.812715715
## objetosc.to.1layhid2 -57.771725728
## glebokosc_procent.to.1layhid2 176.193321490
## karat2.to.1layhid2 89.414083331
## czy_premium.to.1layhid2 -22.415229423
## gestosc.to.1layhid2 -15.762542970
## Intercept.to.1layhid3 7.297868587
## karaty.to.1layhid3 -2.857885021
## ciecie.to.1layhid3 -0.350609423
## kolor.to.1layhid3 -0.947169990
## klarownosc.to.1layhid3 0.619593160
## glebokosc.to.1layhid3 0.058447303
## czubek_a_najszerszy.to.1layhid3 -0.264504940
## dlugosc.to.1layhid3 -4.590918959
## szerokosc.to.1layhid3 6.495832497
## glebokosc_mm.to.1layhid3 -0.802169264
## objetosc.to.1layhid3 -3.089442266
## glebokosc_procent.to.1layhid3 -0.114177648
## karat2.to.1layhid3 7.531655538
## czy_premium.to.1layhid3 4.734051562
## gestosc.to.1layhid3 0.667873047
## Intercept.to.1layhid4 -4.047016612
## karaty.to.1layhid4 0.409728251
## ciecie.to.1layhid4 0.193178559
## kolor.to.1layhid4 0.808092111
## klarownosc.to.1layhid4 0.442279530
## glebokosc.to.1layhid4 0.180446577
## czubek_a_najszerszy.to.1layhid4 -0.228639843
## dlugosc.to.1layhid4 -0.071088224
## szerokosc.to.1layhid4 1.353632029
## glebokosc_mm.to.1layhid4 0.476200658
## objetosc.to.1layhid4 -0.029093364
## glebokosc_procent.to.1layhid4 -0.320818338
## karat2.to.1layhid4 0.341851684
## czy_premium.to.1layhid4 -0.238159285
## gestosc.to.1layhid4 0.096802546
## Intercept.to.1layhid5 2.715692936
## karaty.to.1layhid5 1.863021952
## ciecie.to.1layhid5 0.006424296
## kolor.to.1layhid5 -0.950354286
## klarownosc.to.1layhid5 0.509996237
## glebokosc.to.1layhid5 0.247750503
## czubek_a_najszerszy.to.1layhid5 -0.222662764
## dlugosc.to.1layhid5 -2.050791115
## szerokosc.to.1layhid5 6.576432380
## glebokosc_mm.to.1layhid5 -2.646203606
## objetosc.to.1layhid5 -9.431274390
## glebokosc_procent.to.1layhid5 -0.010052374
## karat2.to.1layhid5 8.520468483
## czy_premium.to.1layhid5 -2.112621350
## gestosc.to.1layhid5 0.387335046
## Intercept.to.1layhid6 0.832545225
## karaty.to.1layhid6 8.549029403
## ciecie.to.1layhid6 -0.189269954
## kolor.to.1layhid6 -1.269467780
## klarownosc.to.1layhid6 0.845814056
## glebokosc.to.1layhid6 -0.740679550
## czubek_a_najszerszy.to.1layhid6 -0.059985629
## dlugosc.to.1layhid6 -8.366047556
## szerokosc.to.1layhid6 1.116638776
## glebokosc_mm.to.1layhid6 3.694021188
## objetosc.to.1layhid6 -1.886763868
## glebokosc_procent.to.1layhid6 0.239024530
## karat2.to.1layhid6 -2.878510779
## czy_premium.to.1layhid6 0.101791734
## gestosc.to.1layhid6 0.565173121
## Intercept.to.cena_usd 1.561890307
## 1layhid1.to.cena_usd 1.288826147
## 1layhid2.to.cena_usd -0.218165700
## 1layhid3.to.cena_usd -1.918613267
## 1layhid4.to.cena_usd 4.603269303
## 1layhid5.to.cena_usd -2.127759636
## 1layhid6.to.cena_usd 1.701987200
##
## attr(,"class")
## [1] "nn"nn_d_1$result.matrix## [,1]
## error 9.805645412
## reached.threshold 0.009909248
## steps 165821.000000000
## Intercept.to.1layhid1 -2.412144977
## karaty.to.1layhid1 4.177110011
## ciecie.to.1layhid1 -0.466786803
## kolor.to.1layhid1 -0.435762602
## klarownosc.to.1layhid1 0.882391637
## glebokosc.to.1layhid1 0.802980364
## czubek_a_najszerszy.to.1layhid1 -0.456512660
## dlugosc.to.1layhid1 -6.881865508
## szerokosc.to.1layhid1 5.235658423
## glebokosc_mm.to.1layhid1 -12.691288576
## objetosc.to.1layhid1 24.933009250
## glebokosc_procent.to.1layhid1 -0.396427776
## karat2.to.1layhid1 -13.532263195
## czy_premium.to.1layhid1 0.194391939
## gestosc.to.1layhid1 1.261291388
## Intercept.to.1layhid2 46.576868491
## karaty.to.1layhid2 -133.770324429
## ciecie.to.1layhid2 -14.898699379
## kolor.to.1layhid2 -19.249926583
## klarownosc.to.1layhid2 -0.100380242
## glebokosc.to.1layhid2 -77.305936116
## czubek_a_najszerszy.to.1layhid2 151.097989363
## dlugosc.to.1layhid2 -41.186811424
## szerokosc.to.1layhid2 31.226255409
## glebokosc_mm.to.1layhid2 58.812715715
## objetosc.to.1layhid2 -57.771725728
## glebokosc_procent.to.1layhid2 176.193321490
## karat2.to.1layhid2 89.414083331
## czy_premium.to.1layhid2 -22.415229423
## gestosc.to.1layhid2 -15.762542970
## Intercept.to.1layhid3 7.297868587
## karaty.to.1layhid3 -2.857885021
## ciecie.to.1layhid3 -0.350609423
## kolor.to.1layhid3 -0.947169990
## klarownosc.to.1layhid3 0.619593160
## glebokosc.to.1layhid3 0.058447303
## czubek_a_najszerszy.to.1layhid3 -0.264504940
## dlugosc.to.1layhid3 -4.590918959
## szerokosc.to.1layhid3 6.495832497
## glebokosc_mm.to.1layhid3 -0.802169264
## objetosc.to.1layhid3 -3.089442266
## glebokosc_procent.to.1layhid3 -0.114177648
## karat2.to.1layhid3 7.531655538
## czy_premium.to.1layhid3 4.734051562
## gestosc.to.1layhid3 0.667873047
## Intercept.to.1layhid4 -4.047016612
## karaty.to.1layhid4 0.409728251
## ciecie.to.1layhid4 0.193178559
## kolor.to.1layhid4 0.808092111
## klarownosc.to.1layhid4 0.442279530
## glebokosc.to.1layhid4 0.180446577
## czubek_a_najszerszy.to.1layhid4 -0.228639843
## dlugosc.to.1layhid4 -0.071088224
## szerokosc.to.1layhid4 1.353632029
## glebokosc_mm.to.1layhid4 0.476200658
## objetosc.to.1layhid4 -0.029093364
## glebokosc_procent.to.1layhid4 -0.320818338
## karat2.to.1layhid4 0.341851684
## czy_premium.to.1layhid4 -0.238159285
## gestosc.to.1layhid4 0.096802546
## Intercept.to.1layhid5 2.715692936
## karaty.to.1layhid5 1.863021952
## ciecie.to.1layhid5 0.006424296
## kolor.to.1layhid5 -0.950354286
## klarownosc.to.1layhid5 0.509996237
## glebokosc.to.1layhid5 0.247750503
## czubek_a_najszerszy.to.1layhid5 -0.222662764
## dlugosc.to.1layhid5 -2.050791115
## szerokosc.to.1layhid5 6.576432380
## glebokosc_mm.to.1layhid5 -2.646203606
## objetosc.to.1layhid5 -9.431274390
## glebokosc_procent.to.1layhid5 -0.010052374
## karat2.to.1layhid5 8.520468483
## czy_premium.to.1layhid5 -2.112621350
## gestosc.to.1layhid5 0.387335046
## Intercept.to.1layhid6 0.832545225
## karaty.to.1layhid6 8.549029403
## ciecie.to.1layhid6 -0.189269954
## kolor.to.1layhid6 -1.269467780
## klarownosc.to.1layhid6 0.845814056
## glebokosc.to.1layhid6 -0.740679550
## czubek_a_najszerszy.to.1layhid6 -0.059985629
## dlugosc.to.1layhid6 -8.366047556
## szerokosc.to.1layhid6 1.116638776
## glebokosc_mm.to.1layhid6 3.694021188
## objetosc.to.1layhid6 -1.886763868
## glebokosc_procent.to.1layhid6 0.239024530
## karat2.to.1layhid6 -2.878510779
## czy_premium.to.1layhid6 0.101791734
## gestosc.to.1layhid6 0.565173121
## Intercept.to.cena_usd 1.561890307
## 1layhid1.to.cena_usd 1.288826147
## 1layhid2.to.cena_usd -0.218165700
## 1layhid3.to.cena_usd -1.918613267
## 1layhid4.to.cena_usd 4.603269303
## 1layhid5.to.cena_usd -2.127759636
## 1layhid6.to.cena_usd 1.701987200plot(nn_d_1)Poniższy wykres w bardziej przystępny sposób prezentuje kierunel danych zależności (czy ujemne czy dodatnie).
plotnet(nn_d_1,
circle_col = list("lightyellow", "lightblue"),
bord_col = "grey40",
pos_col = "darkgreen",
neg_col = "red3",
circle_cex = 3,
cex_val = 0.8,
alpha_val = 0.8,
max_sp = TRUE,
pad_x = 0.9)
10 neuronów
Następnie trenujemy model z 10 neuronami w jednej warstwie ukrytej. Poniżej prezentowane wizualizacje struktury modelu.
set.seed(123)
# nn_d_2 <- neuralnet(formula = d_formula,
# data = d_sample_train,
# hidden = c(10),
# linear.output = TRUE,
# act.fct = "logistic",
# threshold = 0.01,
# stepmax = 1e6,
# rep = 1,
# lifesign = "full")
# nn_d_2 %>% saveRDS("modele/nn_d_2.rds")
nn_d_2 <- readRDS("modele/nn_d_2.rds")
nn_d_2## $call
## neuralnet(formula = d_formula, data = d_sample_train, hidden = c(10),
## threshold = 0.01, stepmax = 1000000, rep = 1, lifesign = "full",
## act.fct = "logistic", linear.output = TRUE)
##
## $response
## cena_usd
## 26926 -0.656497024
## 27004 -0.386677008
## 4270 -0.626600766
## 2643 -0.180669175
## 4814 -0.293722254
## 16603 0.406704380
## 6782 0.386103597
## 9559 -0.816529939
## 23001 -0.714279710
## 3947 -0.396223713
## 18022 0.260237835
## 13085 0.242903030
## 14505 2.113052192
## 19499 -0.803214799
## 4130 -0.803214799
## 8730 -0.871800334
## 27077 -0.863258545
## 13711 -0.830849996
## 17825 1.301079853
## 27680 -0.631625347
## 2324 -0.672324456
## 24171 -0.547212381
## 20244 -0.867780668
## 21632 -0.792663178
## 13292 -0.185442527
## 14211 3.604599153
## 12921 0.220292414
## 21759 -0.848938489
## 24880 -0.767791500
## 4295 0.137386822
## 27981 0.277823870
## 11340 3.612889713
## 5697 0.318020520
## 19323 0.332843035
## 11857 0.306715212
## 23668 -0.876322457
## 15415 1.815848208
## 8792 3.342818467
## 25665 0.965940280
## 27577 -0.850948321
## 23784 0.635071601
## 12002 -0.812259045
## 19655 0.266267333
## 58 -0.257545269
## 20577 -0.760505858
## 10505 -0.797687759
## 10352 -0.839140555
## 22764 -0.310805831
## 15690 -0.691166636
## 26993 -0.153787665
## 9554 1.640741549
## 16366 0.272548059
## 12139 -0.580123389
## 14272 0.913935863
## 14603 -0.124142635
## 17545 -0.597206965
## 26418 -0.851702008
## 8676 -0.726841163
## 1110 -0.773067311
## 9280 -0.023148551
## 10110 -0.690915406
## 13708 0.659943278
## 28197 -0.800200050
## 5674 -0.825071727
## 20617 0.170800288
## 13246 1.302587227
## 4599 -0.799697592
## 7929 -0.413056060
## 13785 -0.775579601
## 20551 -0.726087476
## 14373 -0.723826414
## 8426 2.362020196
## 13215 -0.792663178
## 17762 0.499659134
## 11094 -0.407277792
## 16160 -0.716540771
## 22152 0.057495979
## 1997 3.408138024
## 14901 -0.405016730
## 26801 -0.592182384
## 1008 -0.632127805
## 17193 -0.450740420
## 21592 -0.754476360
## 22353 -0.650216298
## 7145 -0.702471943
## 22966 0.341636052
## 21679 -0.538921822
## 23036 -0.871549104
## 10347 0.122564307
## 6720 -0.767289042
## 20288 -0.815776252
## 20388 -0.692925239
## 232 1.225208675
## 13978 0.698130096
## 3156 -0.728097308
## 22469 -0.825574185
## 20667 -0.728097308
## 24849 0.719987025
## 12073 1.921364415
## 17192 0.506191090
## 23048 -0.791658262
## 15711 -0.184688840
## 10973 0.108244251
## 2796 0.831281501
## 7608 -0.846426198
## 19478 0.072820952
## 24797 -0.758747254
## 8748 0.141406487
## 24798 -0.512793999
## 6027 2.390157851
## 25640 0.236622303
## 11161 -0.199008896
## 14845 0.127337659
## 14205 0.095682797
## 6804 0.168036768
## 22311 -0.714530939
## 9421 2.171839794
## 1427 -0.397982316
## 26998 1.357103935
## 15929 -0.781609099
## 16086 0.427556393
## 23640 -0.496212881
## 20232 -0.337687341
## 16304 -0.797185301
## 4459 0.069806204
## 18793 -0.803717257
## 26446 0.966945196
## 21334 -0.270106722
## 17430 -0.844165136
## 4948 -0.848184801
## 5625 2.392167684
## 18530 -0.795175469
## 11007 0.070057433
## 3948 -0.744175968
## 5468 -0.245988732
## 24398 -0.584394283
## 18476 -0.822559437
## 14250 -0.158309788
## 4387 0.187883864
## 15136 -0.593438529
## 16039 -0.835623348
## 12364 -0.772313624
## 20976 -0.875568770
## 21179 0.187130177
## 24041 -0.673078143
## 20726 -0.839643013
## 8620 -0.574093891
## 25035 -0.846677427
## 2912 -0.803717257
## 26715 0.096687714
## 15692 0.590855285
## 16280 -0.568818081
## 1558 -0.843913907
## 7130 -0.785879993
## 1891 -0.008577265
## 279 0.162509729
## 616 -0.855219215
## 6731 -0.773067311
## 15317 -0.078670174
## 25292 -0.750205466
## 21978 -0.012596930
## 6931 -0.838386868
## 13867 -0.812007816
## 24188 -0.402504439
## 12750 -0.704984234
## 21018 -0.858987651
## 5412 1.065678219
## 6060 -0.022646093
## 21096 1.443777962
## 5109 2.509240428
## 15896 -0.653231047
## 27881 -0.699457195
## 9360 0.644618305
## 6718 -0.652477359
## 23762 1.527688470
## 9615 -0.825825415
## 9184 -0.292466109
## 27972 2.527328921
## 26642 1.044323748
## 906 1.204105434
## 26118 0.815956528
## 21423 -0.745180885
## 12088 -0.379391365
## 14593 -0.626851995
## 793 0.723253003
## 19960 -0.686142054
## 5167 -0.719304291
## 22220 -0.819795917
## 27725 -0.777338205
## 13703 -0.819795917
## 19084 -0.753220215
## 9642 0.065284080
## 3160 -0.533143553
## 3266 -0.546961152
## 10913 -0.847933572
## 28427 2.454472492
## 22223 -0.856224131
## 18436 1.324444156
## 13170 0.236371074
## 13391 -0.219358451
## 11109 0.976743130
## 2454 2.708213848
## 21025 -0.461794499
## 21410 0.106485647
## 11458 1.286257338
## 12691 -0.086458275
## 1430 -0.793416865
## 15201 -0.437676509
## 28489 0.338118845
## 15755 -0.779599267
## 13381 -0.670817081
## 18026 -0.725333788
## 26589 0.255966941
## 18072 -0.572837746
## 1683 -0.862253629
## 3163 0.016796871
## 25682 -0.746939488
## 19532 -0.879085976
## 7880 -0.540680425
## 24395 -0.278397281
## 25190 0.186125261
## 3529 2.101244426
## 17333 -0.690915406
## 26412 -0.696693675
## 8801 -0.625344620
## 19687 -0.437927738
## 27759 1.539245007
## 21106 -0.229156384
## 26750 0.087392238
## 9791 -0.744678426
## 22403 2.835838213
## 25308 -0.821554520
## 9392 0.066540226
## 10964 -0.419839245
## 12745 1.829665806
## 7110 2.696154853
## 19318 -0.888632681
## 7681 -0.657501941
## 16917 -0.824820498
## 20136 -0.763771835
## 25826 0.062771790
## 17950 0.023580055
## 2634 -0.738397700
## 4443 -0.440691257
## 13426 -0.756234963
## 8924 -0.754476360
## 11737 -0.716289542
## 14959 -0.512542770
## 5943 -0.782362786
## 21945 0.857660553
## 10498 -0.743924739
## 10054 -0.788894742
## 9222 3.023506325
## 15026 2.988083027
## 26488 -0.514301373
## 7795 0.065284080
## 21638 -0.691166636
## 15451 -0.784121390
## 19502 1.469654556
## 24358 3.620929043
## 28450 -0.555502940
## 16199 3.189819966
## 2243 0.234110012
## 22486 -0.855470444
## 5436 1.325449072
## 22107 -0.360800415
## 23132 0.774252503
## 14434 -0.716289542
## 11594 1.339015442
## 15430 3.372965955
## 7882 0.717725963
## 25326 -0.661270377
## 21489 0.163514645
## 17872 -0.816278710
## 26475 1.305099518
## 8705 -0.795426698
## 23914 -0.809495525
## 15145 -0.875317540
## 11819 -0.458277292
## 44 -0.044000563
## 20321 -0.149265541
## 19159 2.069338335
## 28187 2.368049694
## 17548 -0.804219715
## 10776 -0.676092892
## 11875 -0.793668094
## 16665 -0.213580182
## 6596 1.252090185
## 18864 1.332232257
## 8074 -0.712018648
## 23652 -0.412302373
## 4625 -0.815273794
## 17426 -0.873810166
## 26863 0.128091347
## 26879 -0.556759086
## 7440 0.045939442
## 16645 0.210745709
## 3372 -0.719304291
## 391 1.245558229
## 7683 -0.546961152
## 22040 -0.683378534
## 16042 -0.850948321
## 25278 0.119047100
## 5858 -0.788392284
## 3500 2.512255177
## 1779 0.099451233
## 16741 1.975629893
## 2404 -0.791407033
## 17540 -0.852204466
## 3697 -0.810249213
## 22348 -0.025409612
## 3325 -0.816027481
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##
## $covariate
## karaty ciecie kolor klarownosc glebokosc
## 26926 -0.607643961 -0.7376843 0.9344519 -0.63473771 -0.68724088
## 27004 -0.311053855 0.2409145 1.5260020 -0.02417554 0.65201667
## 4270 -0.395793885 -2.6948820 -1.4317484 -0.02417554 -3.08380702
## 2643 -0.183943810 0.2409145 0.9344519 0.58638663 0.37006771
## 4814 -0.205128817 0.2409145 0.9344519 -0.02417554 -0.75772812
## 16603 0.917676583 -0.7376843 -0.2486482 -1.24529987 1.14542734
## 6782 0.536346447 1.2195133 -0.8401983 -0.02417554 -1.95601119
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## 2247 -0.501718923 -2.6948820 -0.8401983 -0.02417554 -6.39670726
## 5492 -1.031344112 -0.7376843 0.9344519 -0.63473771 0.86347838
## 24760 1.976926961 1.2195133 0.3429018 -0.02417554 -0.40529192
## 7604 -0.777124021 1.2195133 0.3429018 -0.63473771 0.58152943
## 17479 -0.120388787 0.2409145 -0.2486482 0.58638663 -0.19383020
## 10143 -1.052529119 0.2409145 -0.8401983 -0.63473771 0.44055495
## 403 4.074242708 0.2409145 -0.8401983 -1.85586204 -1.53308775
## 14389 1.489671787 1.2195133 -1.4317484 -1.24529987 0.29958047
## 16680 -0.819494036 0.2409145 1.5260020 -0.63473771 -0.26431744
## 24069 -0.692383991 -0.7376843 0.3429018 -0.02417554 -1.53308775
## 10563 0.769381530 0.2409145 -0.2486482 -1.24529987 -0.12334297
## 10192 0.239756341 -0.7376843 -0.2486482 -0.02417554 0.65201667
## 25350 1.023601621 1.2195133 -1.4317484 -0.63473771 -1.67406223
## 26705 -0.607643961 -0.7376843 -0.8401983 1.80751097 -0.61675364
## 9249 0.875306568 0.2409145 -0.8401983 -0.63473771 0.15860599
## 25914 -0.162758802 -0.7376843 -0.2486482 0.58638663 -0.89870260
## 20772 -1.031344112 0.2409145 -0.8401983 -0.02417554 0.58152943
## 28047 0.218571334 -0.7376843 -0.8401983 1.19694880 0.79299115
## 2025 -0.628828968 1.2195133 0.9344519 -0.63473771 0.86347838
## 11265 -0.946604082 0.2409145 -2.0232985 2.41807314 0.01763151
## 6956 1.913371938 -2.6948820 -0.2486482 -0.02417554 1.92078697
## 26616 -0.586458953 0.2409145 -2.0232985 -0.02417554 -0.26431744
## 3479 -1.200824172 0.2409145 -0.8401983 1.80751097 -0.47577916
## 25729 0.960046598 -0.7376843 -0.2486482 0.58638663 0.65201667
## 13228 1.743891878 1.2195133 0.3429018 -0.63473771 -1.18065156
## 26695 0.218571334 0.2409145 -0.8401983 -0.02417554 -1.32162603
## 26813 0.451606417 -0.7376843 -0.2486482 -1.24529987 0.15860599
## 10407 -0.840679044 0.2409145 0.3429018 1.19694880 -0.05285573
## 5497 -0.798309029 0.2409145 -0.2486482 -0.02417554 0.22909323
## 3742 0.832936553 1.2195133 -0.2486482 -0.02417554 -2.02649843
## 22920 -1.010159104 1.2195133 -0.2486482 -0.02417554 0.72250391
## 19317 0.451606417 1.2195133 -0.8401983 -0.63473771 0.37006771
## 14578 0.536346447 0.2409145 -0.2486482 -0.02417554 -0.12334297
## 2114 -0.183943810 0.2409145 0.9344519 -0.63473771 0.15860599
## 12397 0.536346447 0.2409145 -1.4317484 -0.63473771 -0.54626640
## 10937 0.599901470 0.2409145 -0.8401983 -0.63473771 -1.25113879
## 26678 1.171896674 -2.6948820 -0.8401983 -0.02417554 1.92078697
## 20907 0.451606417 1.2195133 -0.2486482 0.58638663 -0.61675364
## 3655 -1.010159104 0.2409145 0.9344519 0.58638663 -0.26431744
## 3304 0.451606417 -0.7376843 0.9344519 -0.63473771 -2.23796015
## 2415 1.489671787 -0.7376843 0.3429018 -0.02417554 -1.88552395
## 8972 0.917676583 0.2409145 -0.2486482 1.19694880 -1.03967708
## 22633 -0.755939014 0.2409145 0.9344519 1.19694880 -0.61675364
## 7745 0.218571334 -0.7376843 -0.8401983 -1.24529987 1.14542734
## 24312 -1.052529119 0.2409145 -0.8401983 1.19694880 0.29958047
## 14233 -0.205128817 -0.7376843 -0.2486482 0.58638663 0.86347838
## czubek_a_najszerszy dlugosc szerokosc glebokosc_mm objetosc
## 26926 -1.09913977 -0.5019937568 -0.480031529 -0.5651840913 -0.590431840
## 27004 -0.19486849 -0.1522046098 -0.209014370 -0.1012330891 -0.308988326
## 4270 1.56846050 -0.1163287998 -0.073505790 -0.4491963407 -0.360414681
## 2643 -1.55127541 -0.0356082274 -0.001234548 0.0292531302 -0.178214917
## 4814 0.25726715 0.0002675825 0.025867168 -0.0722361515 -0.189804957
## 16603 0.25726715 0.9599454987 0.938291603 1.1021398227 0.897302112
## 6782 0.70940279 0.8792249263 0.856986456 0.5946934141 0.622731294
## 9559 -0.19486849 -1.0132240486 -0.994964131 -1.0146366246 -0.908261266
## 23001 -0.64700413 -0.8428139513 -0.868489457 -0.9711412181 -0.841429583
## 3947 1.61367406 -0.0894219424 -0.019302358 -0.0287407450 -0.216444844
## 18022 1.16153843 0.7895354014 0.649206634 0.8991612592 0.626795860
## 13085 1.16153843 0.3410877770 0.378189475 0.4497087259 0.197433014
## 14505 0.25726715 1.2738588358 1.236410478 1.1166382915 1.171053476
## 19499 -0.19486849 -1.2015720509 -1.193710047 -1.2466121257 -1.021240426
## 4130 -0.64700413 -1.2643547183 -1.265981290 -1.2321136568 -1.041815014
## 8730 0.70940279 -1.2553857658 -1.229845669 -1.1596213128 -1.021739244
## 27077 -1.55127541 -1.3091994807 -1.284049100 -1.2466121257 -1.054898801
## 13711 -1.09913977 -1.0042550961 -1.040133657 -0.9131473429 -0.895720060
## 17825 -1.09913977 0.9330386412 0.911189887 0.9136597281 0.796449322
## 27680 -0.91828551 -0.4840558518 -0.443895908 -0.4926917472 -0.559680051
## 2324 1.16153843 -0.4930248043 -0.480031529 -0.4636948095 -0.563515290
## 24171 -0.64700413 -0.4212731844 -0.461963718 -0.4926917472 -0.548684998
## 20244 -0.19486849 -1.1298204310 -1.112404900 -1.0726304999 -0.962957032
## 21632 -1.09913977 -1.3002305282 -1.338252532 -1.2611105945 -1.064810215
## 13292 0.25726715 0.1886155847 0.134274032 0.2612286313 0.003827760
## 14211 0.25726715 0.8433491164 0.757613497 0.7106811646 0.616849679
## 12921 0.25726715 0.7177837815 0.685342255 0.6236903517 0.507113923
## 21759 -0.64700413 -1.2643547183 -1.247913479 -1.2756090633 -1.046167012
## 24880 -0.19486849 -0.8966276663 -0.886557267 -0.9566427493 -0.852833128
## 4295 1.16153843 0.6191253042 0.649206634 0.6381888205 0.461937051
## 27981 0.70940279 1.0316971186 1.118969709 0.9716536033 0.948918338
## 11340 -1.09913977 2.2066298945 2.275309588 2.1750265151 2.770073067
## 5697 -0.64700413 0.5653115892 0.613071013 0.5946934141 0.412344256
## 19323 2.51794534 0.8612870213 0.947325509 0.5511980076 0.632635721
## 11857 0.70940279 0.8433491164 0.748579592 0.5946934141 0.567343347
## 23668 -0.19486849 -1.4078579581 -1.383422059 -1.4495906891 -1.119822519
## 15415 1.61367406 1.7492133176 1.724241364 1.4501030743 1.796095783
## 8792 0.70940279 2.3860089443 2.293377398 2.0735372334 2.826613175
## 25665 -0.19486849 0.7805664489 0.757613497 0.7106811646 0.592506457
## 27577 1.16153843 -1.2464168133 -1.211777858 -1.3046060009 -1.042067194
## 23784 -1.55127541 0.9778834037 1.019596751 1.0441459474 0.915035523
## 12002 -1.09913977 -1.2374478608 -1.284049100 -1.1596213128 -1.027986796
## 19655 1.16153843 1.0137592136 1.064766278 0.9716536033 0.918450383
## 58 1.61367406 0.0092365350 0.025867168 0.1017454743 -0.135054132
## 20577 -0.19486849 -0.8338449989 -0.859455551 -0.8696519364 -0.816727241
## 10505 -1.09913977 -1.1926030984 -1.211777858 -1.2031167192 -1.015174602
## 10352 -1.09913977 -1.2105410033 -1.229845669 -1.1596213128 -1.013875821
## 22764 1.16153843 0.0720192024 0.025867168 -0.0722361515 -0.168682351
## 15690 2.06580970 -0.8338449989 -0.814286025 -1.0001381558 -0.834865295
## 26993 -1.55127541 0.1437708223 0.170409653 0.1597393496 -0.031084265
## 9554 -0.19486849 1.5518963629 1.480325921 1.6240847001 1.662418310
## 16366 -0.19486849 0.9420075937 1.010562846 0.9861520722 0.871488588
## 12139 -1.09913977 -0.3584905170 -0.344522949 -0.4057009343 -0.481732623
## 14272 -0.19486849 0.5832494942 0.613071013 0.6236903517 0.429738195
## 14603 2.06580970 0.3590256820 0.342053854 0.4207117883 0.181414901
## 17545 1.16153843 -0.4392110894 -0.489065434 -0.6666733730 -0.602543735
## 26418 -1.09913977 -1.3361063382 -1.320184722 -1.3046060009 -1.074931937
## 8676 -0.19486849 -0.9235345237 -0.949794604 -0.8841504052 -0.856223375
## 1110 0.25726715 -1.1298204310 -1.157574426 -1.2466121257 -1.002528032
## 9280 0.25726715 0.3410877770 0.369155569 0.5946934141 0.243617503
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## 13708 0.25726715 0.8971628313 0.884088172 0.9426566657 0.782487619
## 28197 0.25726715 -1.0132240486 -0.994964131 -1.0291350934 -0.911058627
## 5674 0.25726715 -1.0670377635 -1.139506616 -1.0581320310 -0.953715970
## 20617 0.25726715 0.8164422589 0.866020361 0.8556658528 0.706937754
## 13246 1.16153843 1.4083931231 1.371919058 1.5080969496 1.481016328
## 4599 -1.09913977 -1.0580688111 -1.094337089 -1.0291350934 -0.938267285
## 7929 -0.19486849 -0.0176703225 0.007799357 -0.0577376827 -0.196015575
## 13785 0.25726715 -1.2733236708 -1.329218627 -1.2466121257 -1.056415927
## 20551 -1.09913977 -1.2464168133 -1.238879574 -1.2611105945 -1.039125828
## 14373 -1.09913977 -0.8786897613 -0.922692888 -0.9131473429 -0.847611227
## 8426 -0.19486849 1.4801447430 1.408054679 1.5080969496 1.533664391
## 13215 0.25726715 -1.2374478608 -1.265981290 -1.3191044697 -1.052069012
## 17762 -1.55127541 1.0227281661 1.055732372 1.2181275732 1.024316041
## 11094 1.61367406 0.1348018698 0.080070600 -0.2317193085 -0.183470823
## 16160 0.25726715 -0.8428139513 -0.814286025 -0.8986488741 -0.815402192
## 22152 0.25726715 0.7626285440 0.811816929 0.5511980076 0.543419440
## 1997 -0.19486849 1.9016855099 2.040428050 2.3345096721 2.539899937
## 14901 -0.19486849 -0.3136457546 -0.398726381 -0.3912024655 -0.480362392
## 26801 -0.64700413 -0.5647764242 -0.606506203 -0.4781932784 -0.614695507
## 1008 -0.19486849 -0.3853973745 -0.416794192 -0.4781932784 -0.525102611
## 17193 1.16153843 0.0630502499 0.034901073 -0.0867346203 -0.173059567
## 21592 -0.64700413 -1.0939446210 -1.130472710 -1.1886182504 -0.980884726
## 22353 -0.64700413 -0.5558074717 -0.498099339 -0.5071902160 -0.593662083
## 7145 -0.19486849 -0.5019937568 -0.470997623 -0.3767039966 -0.542300953
## 22966 -0.64700413 0.8523180688 0.793749119 0.8411673840 0.686665730
## 21679 0.25726715 -0.4212731844 -0.371624665 -0.4926917472 -0.526577208
## 23036 -2.00341105 -1.2374478608 -1.229845669 -1.1596213128 -1.018593875
## 10347 -1.09913977 0.5294357793 0.576935391 0.7251796334 0.433515774
## 6720 -0.19486849 -0.9145655713 -0.904625078 -0.8696519364 -0.842433299
## 20288 -0.19486849 -1.0580688111 -1.031099752 -1.0436335622 -0.929171595
## 20388 1.16153843 -0.6993107115 -0.742014782 -0.7391657171 -0.735461214
## 232 1.61367406 1.4532378855 1.525495448 1.4501030743 1.549334548
## 13978 0.25726715 1.0586039761 1.037664562 0.9426566657 0.913603875
## 3156 -0.64700413 -1.0849756685 -1.130472710 -1.0871289687 -0.960666606
## 22469 -0.64700413 -1.2195099558 -1.202743953 -1.1741197816 -1.013255931
## 20667 -0.19486849 -1.0849756685 -1.121438805 -1.1451228439 -0.969672640
## 24849 -1.09913977 0.6908769241 0.658240539 0.6961826958 0.514369237
## 12073 0.70940279 2.3680710393 2.284343493 2.3780050786 3.001045306
## 17192 1.16153843 0.5742805417 0.558867581 0.5946934141 0.395840972
## 23048 -0.64700413 -1.0670377635 -1.049167563 -1.0726304999 -0.939685010
## 15711 -0.19486849 -0.2777699446 -0.254183896 -0.2897131837 -0.406870198
## 10973 0.70940279 0.6550011141 0.685342255 0.6526872894 0.494438418
## 2796 -0.19486849 1.5339584579 1.516461543 1.5080969496 1.613683190
## 7608 0.70940279 -1.0311619536 -0.976896320 -0.9566427493 -0.897109652
## 19478 -0.19486849 0.5742805417 0.595003202 0.7251796334 0.457176521
## 24797 1.61367406 -1.2912615757 -1.320184722 -1.2321136568 -1.055498898
## 8748 1.61367406 0.8433491164 0.775681308 0.6816842270 0.612364236
## 24798 0.25726715 -0.0445771799 -0.082539696 -0.0142422762 -0.217419940
## 6027 0.70940279 1.4980826480 1.417088584 1.4356046055 1.511410599
## 25640 -1.55127541 0.9778834037 0.893122077 0.8266689152 0.771319022
## 11161 -0.19486849 -0.0176703225 0.025867168 0.0582500679 -0.156207000
## 14845 -0.64700413 1.0227281661 0.992495035 0.9861520722 0.898043706
## 14205 1.16153843 0.9778834037 0.938291603 0.5511980076 0.674504765
## 6804 2.06580970 0.4845910168 0.441426812 0.4062133195 0.254018330
## 22311 0.70940279 -0.1252977523 -0.299353423 0.1597393496 -0.255579993
## 9421 2.06580970 2.1438472271 2.103665387 1.8270632635 2.423408946
## 1427 -0.19486849 0.0182054875 0.062002789 -0.1302300268 -0.191502602
## 26998 -1.09913977 1.0406660711 1.028630656 1.0731428851 0.958193155
## 15929 -1.09913977 -1.1387893834 -1.130472710 -1.1596213128 -0.983638533
## 16086 0.25726715 0.5653115892 0.540799770 0.8411673840 0.475838953
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## 4459 0.25726715 0.3949014920 0.333019948 0.3772163818 0.175775405
## 18793 1.16153843 -1.2015720509 -1.220811763 -1.2611105945 -1.028401790
## 26446 -0.64700413 1.3635483606 1.308681721 1.3196168549 1.339798748
## 21334 -0.64700413 0.6280942566 0.613071013 0.5222010700 0.408555643
## 17430 0.25726715 -1.2822926232 -1.247913479 -1.2466121257 -1.044292999
## 4948 -0.64700413 -1.1029135735 -1.085303184 -1.0726304999 -0.953027440
## 5625 1.16153843 1.9016855099 1.859749944 2.0155433582 2.257000740
## 18530 1.16153843 -1.1926030984 -1.166608332 -1.3046060009 -1.025305412
## 11007 1.61367406 0.5204668268 0.576935391 0.6381888205 0.398459718
## 3948 1.16153843 -0.8069381414 -0.850421646 -0.9421442805 -0.824518385
## 5468 -1.09913977 -0.0176703225 0.016833263 0.0292531302 -0.167516596
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## 18476 -1.09913977 -1.4796095780 -1.446659396 -1.4495906891 -1.140559920
## 14250 1.16153843 0.3949014920 0.459494622 0.4207117883 0.234058747
## 4387 1.16153843 0.7985043539 0.838918645 0.3047240378 0.468854667
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## 16039 -0.19486849 -1.2464168133 -1.238879574 -1.2611105945 -1.039125828
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## 25035 0.25726715 -1.1926030984 -1.184676142 -1.2611105945 -1.020693668
## 2912 0.70940279 -1.2733236708 -1.338252532 -1.2176151880 -1.053121273
## 26715 -0.64700413 0.5563426367 0.622104918 0.6236903517 0.423022113
## 15692 -0.64700413 0.4845910168 0.549833675 0.6961826958 0.396191804
## 16280 -1.09913977 -0.4661179469 -0.507133245 -0.3767039966 -0.542300953
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## 1891 0.70940279 0.6550011141 0.595003202 0.7106811646 0.482271200
## 279 0.25726715 0.6639700666 0.595003202 0.5077026012 0.409630916
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## 21978 0.25726715 0.4038704445 0.351087759 0.4932041324 0.224729974
## 6931 0.70940279 -1.1118825260 -1.139506616 -1.2321136568 -0.993598137
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## 24188 -0.64700413 0.3410877770 0.314952138 0.1742378184 0.083099318
## 12750 1.16153843 -0.8428139513 -0.886557267 -0.9421442805 -0.839064028
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## 5412 -1.09913977 1.3904552181 1.489359827 1.2906199173 1.423375467
## 6060 0.25726715 0.2783051096 0.305918232 0.2757271001 0.093444429
## 21096 1.61367406 1.5788032204 1.715207459 1.1601336980 1.554947893
## 5109 0.25726715 2.2245677995 2.203038345 2.4215004850 2.887286870
## 15896 -0.64700413 -1.2553857658 -1.247913479 -1.2321136568 -1.037225454
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## 10469 0.70940279 -1.2643547183 -1.302116911 -1.2176151880 -1.045486126
## 7067 0.25726715 0.0002675825 0.071036695 0.0147546614 -0.150436450
## 17596 0.70940279 -1.0401309061 -1.094337089 -1.1306243751 -0.953898722
## 20128 1.61367406 -1.2912615757 -1.275015195 -1.3191044697 -1.062525306
## 5686 -0.64700413 0.7536595915 0.712443971 0.7251796334 0.570311928
## 21952 -0.64700413 -0.8697208088 -0.895591173 -0.8696519364 -0.831462755
## 16662 1.61367406 -1.5692991029 -1.536998449 -1.5220830332 -1.178149336
## 15193 -1.09913977 -0.7979691889 -0.787184309 -0.7826611235 -0.775855149
## 4984 0.70940279 -1.2464168133 -1.211777858 -1.2031167192 -1.024550107
## 22165 -0.64700413 0.7536595915 0.784715213 0.5801949453 0.541248485
## 21783 -2.00341105 0.5742805417 0.504664149 0.6816842270 0.407587679
## 21539 -1.09913977 -0.9773482387 -0.949794604 -0.9711412181 -0.884142550
## 5764 -1.55127541 -1.2464168133 -1.238879574 -1.2176151880 -1.031669808
## 22812 0.70940279 -0.1252977523 -0.073505790 -0.0142422762 -0.238362724
## 24141 0.25726715 0.5653115892 0.549833675 0.6381888205 0.405135214
## 4429 -0.19486849 0.5114978743 0.576935391 0.7396781023 0.432026519
## 7995 -1.09913977 0.3321188246 0.369155569 0.4787056636 0.201077213
## 20792 -1.09913977 -0.4481800419 -0.434862002 -0.4491963407 -0.537853271
## 10602 0.70940279 1.4711757905 1.453224205 1.5225954184 1.558551494
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## 17105 -1.55127541 -0.8697208088 -0.850421646 -0.8116580612 -0.810293600
## 21499 -0.19486849 -1.1029135735 -1.148540521 -1.1016274375 -0.969884104
## 8301 -1.09913977 0.6370632091 0.549833675 0.7396781023 0.469188017
## 25520 1.61367406 -1.0760067160 -1.130472710 -1.1886182504 -0.977683720
## 7490 -0.19486849 1.7761201751 1.859749944 2.3200112033 2.352042841
## 9214 -0.64700413 -0.9594103337 -0.940760699 -0.7971595923 -0.844410759
## 13553 -1.09913977 1.3725173131 1.281580005 1.6385831689 1.481259708
## 28276 -1.09913977 0.7357216865 0.766647403 0.7686750399 0.601228605
## 1548 0.70940279 -1.1298204310 -1.094337089 -1.1306243751 -0.970284125
## 27378 1.16153843 1.0765418810 1.118969709 1.0006505410 0.980877268
## 28470 -1.09913977 -0.2688009921 -0.245149991 -0.2462177773 -0.390415104
## 3936 -0.64700413 1.0406660711 1.001528940 0.9861520722 0.909433972
## 22390 -0.64700413 -1.2912615757 -1.329218627 -1.2031167192 -1.052213897
## 23726 0.25726715 0.5473736843 0.640172728 0.6671857582 0.442374441
## 5897 -0.19486849 0.7088148290 0.730511781 0.7251796334 0.559932825
## 62 -0.19486849 1.9375613199 1.995258523 1.8270632635 2.246845040
## 25281 0.70940279 -1.1656962409 -1.121438805 -1.0871289687 -0.973818468
## 9162 -0.64700413 -0.0087013700 0.016833263 -0.0142422762 -0.177787681
## 22036 -0.64700413 1.1931382634 1.146071425 1.1456352291 1.107896149
## 19989 -0.64700413 -1.2105410033 -1.256947385 -1.2176151880 -1.028591634
## 10839 0.25726715 0.5742805417 0.622104918 0.6526872894 0.440460053
## 7000 0.25726715 1.5160205529 1.606800596 1.6965770442 1.744550877
## 21649 -1.09913977 -1.0849756685 -1.130472710 -1.0581320310 -0.955347286
## 21004 -0.19486849 0.6639700666 0.685342255 0.7396781023 0.530930575
## 11053 1.16153843 -0.8697208088 -0.841387741 -0.9421442805 -0.835439005
## 23154 1.16153843 0.4307773019 0.468528528 0.4787056636 0.270129842
## 17751 0.70940279 -1.4885785305 -1.455693301 -1.4930860956 -1.149902825
## 2447 0.25726715 0.1527397748 0.107172316 -0.1012330891 -0.129645578
## 12803 -0.19486849 2.7268291388 2.654733610 2.7839622055 3.750105590
## 18731 -0.64700413 0.0809881549 0.107172316 0.0437515990 -0.106256661
## 6117 -0.19486849 0.6101563517 0.631138823 0.6961826958 0.473517714
## 28495 1.61367406 0.6550011141 0.694376160 0.4932041324 0.437157465
## 21048 0.70940279 0.9778834037 0.974427225 1.0586444162 0.902055891
## 24474 -0.19486849 0.1348018698 0.116206221 -0.0577376827 -0.118721057
## 10444 0.25726715 0.9958213086 0.938291603 0.9861520722 0.863939419
## 4515 0.25726715 -0.6006522342 -0.633607919 -0.4491963407 -0.622943189
## 23064 1.16153843 -0.9863171912 -1.022065847 -1.0436335622 -0.913855987
## 7652 0.25726715 0.5742805417 0.522731960 0.4062133195 0.313990518
## 1289 0.70940279 0.6460321616 0.595003202 0.6381888205 0.451821870
## 1116 -0.64700413 0.1617087273 0.197511369 0.1452408808 -0.021526901
## 28402 0.25726715 0.3500567295 0.387223380 0.4207117883 0.193734517
## 18786 0.25726715 -0.1163287998 -0.064471885 0.0147546614 -0.224820586
## 13609 -0.64700413 -0.5019937568 -0.489065434 -0.4926917472 -0.574949557
## 21535 -0.19486849 1.3994241706 1.453224205 1.4935984807 1.509095034
## 18263 -0.19486849 0.0182054875 0.034901073 0.0292531302 -0.151384949
## 5290 1.16153843 1.3635483606 1.399020774 1.4791000119 1.458429133
## 7862 -1.55127541 -1.1567272884 -1.148540521 -1.1451228439 -0.987457906
## 8977 -0.64700413 -1.3719821481 -1.365354248 -1.2466121257 -1.078824337
## 20819 0.25726715 0.5922184467 0.522731960 0.6816842270 0.420944504
## 1969 1.16153843 -0.5647764242 -0.606506203 -0.6666733730 -0.658758465
## 17897 0.25726715 0.6729390191 0.576935391 0.6961826958 0.476754366
## 19203 1.61367406 0.4935599693 0.522731960 0.6961826958 0.389591778
## 27277 1.61367406 2.1617851321 2.130767103 1.9865464205 2.544110045
## 21595 1.16153843 -0.5647764242 -0.543268866 -0.5651840913 -0.620261989
## 21597 0.70940279 1.0137592136 0.983461130 0.8121704463 0.816716381
## 1330 -0.19486849 0.3679946345 0.351087759 0.1742378184 0.103674063
## 4249 -0.64700413 2.6192017089 2.591496273 2.6824729237 3.563677317
## 13382 0.25726715 0.1078950124 0.043934979 0.0727485367 -0.108346604
## 20553 -0.64700413 -0.8517829038 -0.895591173 -0.9276458117 -0.839705577
## 18200 -0.19486849 0.7805664489 0.721477876 0.8121704463 0.618157115
## 23365 -0.64700413 -0.4840558518 -0.525201055 -0.5071902160 -0.582822896
## 21655 0.70940279 0.6550011141 0.622104918 0.7976719775 0.525212824
## 28366 -0.64700413 -1.4168269106 -1.401489869 -1.3770983450 -1.112600579
## 25580 -1.09913977 -0.5468385193 -0.579404487 -0.5506856224 -0.621067415
## 4952 0.25726715 0.3052119671 0.251714801 0.5077026012 0.161187350
## 16493 0.70940279 0.8433491164 0.811816929 0.8121704463 0.678690981
## 25946 0.25726715 0.8881938788 0.920223793 0.7251796334 0.704221459
## 28361 0.25726715 0.0271744400 0.062002789 -0.0287407450 -0.158158874
## 10249 -1.09913977 -0.7890002364 -0.760082593 -0.7681626547 -0.765091983
## 8209 -1.55127541 -0.5916832817 -0.570370582 -0.5071902160 -0.619337591
## 17074 -0.19486849 0.1078950124 0.152341842 0.0727485367 -0.075245599
## 26648 -0.19486849 0.8971628313 0.929257698 0.9571551345 0.806981703
## 20648 1.16153843 0.0271744400 0.071036695 -0.1157315579 -0.181868849
## 105 -0.64700413 -0.3495215645 -0.398726381 -0.3477070590 -0.478319654
## 15578 -0.19486849 -0.8786897613 -0.913658983 -0.8406549988 -0.831072086
## 11133 0.70940279 0.7177837815 0.667274444 0.6671857582 0.516951456
## 8686 0.70940279 0.8612870213 0.902155982 0.8121704463 0.721857912
## 25878 -2.00341105 2.1348782746 2.112699292 2.0155433582 2.535190421
## 2575 2.51794534 -1.2643547183 -1.302116911 -1.4205937515 -1.079564485
## 26906 -0.19486849 -0.0625150849 -0.037370169 0.0292531302 -0.196838786
## 2370 -1.09913977 -0.8697208088 -0.895591173 -0.8841504052 -0.834426187
## 28524 0.25726715 0.0002675825 -0.037370169 0.0437515990 -0.173932622
## 2780 0.25726715 0.7267527340 0.694376160 0.7396781023 0.558575623
## 23984 1.61367406 1.8837476049 1.841682133 1.5660908248 1.989056047
## 14294 -1.09913977 -0.7979691889 -0.787184309 -0.7826611235 -0.775855149
## 7776 1.61367406 0.8433491164 0.793749119 1.0296474786 0.758368930
## 16883 -0.64700413 -1.2105410033 -1.193710047 -1.2756090633 -1.027866774
## 9701 0.70940279 -0.9594103337 -1.013031941 -0.9711412181 -0.892910564
## 11856 -0.19486849 -0.0535461324 -0.028336264 -0.0142422762 -0.204261734
## 12126 1.61367406 0.3231498721 0.305918232 0.4062133195 0.152010923
## 14083 0.25726715 -1.2464168133 -1.293083006 -1.2611105945 -1.048257743
## 8601 -0.64700413 0.5294357793 0.477562433 0.6091918829 0.355055396
## 7056 -0.64700413 -0.0714840374 -0.046404074 0.0872470055 -0.185280846
## 8467 1.61367406 1.7312754126 1.715207459 1.4501030743 1.782416641
## 16675 -0.64700413 0.8971628313 0.947325509 0.8701643216 0.778447996
## 22562 -1.09913977 0.6460321616 0.694376160 0.6526872894 0.494417456
## 12957 -0.64700413 0.8343801639 0.875054266 0.8556658528 0.717808451
## 11601 -1.09913977 -0.3674594695 -0.398726381 -0.3912024655 -0.493994539
## 23855 -0.64700413 -0.0445771799 -0.010268453 -0.0142422762 -0.196351973
## 28493 0.70940279 -0.8248760464 -0.742014782 -0.7391657171 -0.762817791
## 11898 -0.64700413 0.6998458766 0.721477876 0.7541765711 0.564175046
## 10119 0.25726715 -1.1208514785 -1.085303184 -1.2321136568 -0.985680351
## 5351 0.25726715 -0.0266392750 0.007799357 -0.0432392139 -0.194356966
## 21519 0.25726715 -0.4750868993 -0.452929813 -0.5941810289 -0.584667423
## 10122 -0.64700413 2.2335367520 2.284343493 2.2620173280 2.845405572
## 21399 -0.64700413 -1.3719821481 -1.347286438 -1.3770983450 -1.096918260
## 595 0.70940279 -0.5109627093 -0.543268866 -0.7681626547 -0.656202147
## 2247 5.68289481 -0.0176703225 -0.145777033 -0.8261565300 -0.462038551
## 5492 -0.19486849 -1.2912615757 -1.275015195 -1.2031167192 -1.043051957
## 24760 0.25726715 1.8209649375 1.769410891 1.7255739818 2.004597565
## 7604 0.25726715 -0.8607518563 -0.832353835 -0.7826611235 -0.798657747
## 17479 -0.64700413 0.0540812974 0.080070600 0.0437515990 -0.122630558
## 10143 -2.09383817 -1.3002305282 -1.265981290 -1.2321136568 -1.047934427
## 403 -1.09913977 3.0855872383 3.070293254 2.7694637366 4.290315203
## 14389 1.61367406 1.3545794082 1.317715626 1.3776107302 1.367182540
## 16680 -0.64700413 -0.8607518563 -0.841387741 -0.8696519364 -0.818580764
## 24069 0.30248071 -0.5916832817 -0.561336676 -0.7391657171 -0.671658384
## 10563 -1.09913977 0.9420075937 0.965393319 0.9281581969 0.828476906
## 10192 2.51794534 0.2872740621 0.242680895 0.3482194442 0.099509309
## 25350 1.61367406 1.2379830258 1.182207046 0.9571551345 1.058509300
## 26705 -0.64700413 -0.5019937568 -0.461963718 -0.5506856224 -0.582609213
## 9249 -0.64700413 1.0137592136 0.974427225 1.0151490098 0.898925312
## 25914 -0.19486849 0.0630502499 0.089104505 -0.0287407450 -0.139388268
## 20772 -0.19486849 -1.2105410033 -1.256947385 -1.1741197816 -1.021101412
## 28047 0.25726715 0.3321188246 0.378189475 0.4497087259 0.194323121
## 2025 0.70940279 -0.6454969966 -0.669743540 -0.5651840913 -0.668383274
## 11265 -1.09913977 -1.0670377635 -1.058201468 -1.0581320310 -0.938635520
## 6956 0.25726715 1.5967411253 1.534529353 1.8560602012 1.829814602
## 26616 -0.19486849 -0.5019937568 -0.470997623 -0.5071902160 -0.574141490
## 3479 -1.09913977 -1.5692991029 -1.555066259 -1.5945753773 -1.191233727
## 25729 -0.64700413 0.9689144512 1.082834088 1.1166382915 0.968862462
## 13228 0.25726715 1.7043685552 1.679071838 1.4935984807 1.773387240
## 26695 -0.19486849 0.4845910168 0.522731960 0.3337209754 0.256348908
## 26813 0.25726715 0.6101563517 0.658240539 0.6526872894 0.467354904
## 10407 -1.09913977 -0.8876587138 -0.877523362 -0.8841504052 -0.834426187
## 5497 -0.64700413 -0.7979691889 -0.850421646 -0.7971595923 -0.792249956
## 3742 1.61367406 1.0316971186 0.974427225 0.7106811646 0.777279929
## 22920 0.25726715 -1.2374478608 -1.284049100 -1.1886182504 -1.032911795
## 19317 1.61367406 0.5922184467 0.531765865 0.6091918829 0.397788577
## 14578 0.70940279 0.6998458766 0.730511781 0.6961826958 0.545278481
## 2114 -0.64700413 -0.0087013700 0.034901073 0.0292531302 -0.159478827
## 12397 -0.19486849 0.7357216865 0.802783024 0.6961826958 0.586758327
## 10937 0.25726715 0.8612870213 0.838918645 0.6816842270 0.643970823
## 26678 0.25726715 1.1213866435 1.082834088 1.3631122614 1.143559565
## 20907 0.25726715 0.6280942566 0.667274444 0.5656964765 0.444710431
## 3655 -1.09913977 -1.1746651934 -1.166608332 -1.1886182504 -1.001605525
## 3304 0.25726715 0.7088148290 0.766647403 0.4352102571 0.461074437
## 2415 0.70940279 1.5429274104 1.579698880 1.2616229797 1.525084278
## 8972 -0.19486849 1.1213866435 1.118969709 0.9716536033 0.987459471
## 22633 -0.19486849 -0.7441554740 -0.705879161 -0.7826611235 -0.746988406
## 7745 1.16153843 0.3141809196 0.269782611 0.4352102571 0.146394005
## 24312 -0.19486849 -1.3181684332 -1.302116911 -1.2756090633 -1.064215701
## 14233 1.16153843 -0.1432356573 -0.082539696 -0.0142422762 -0.246184392
## glebokosc_procent karat2 czy_premium gestosc
## 26926 0.530868255 -0.569512850 -1.374808 -0.583972114
## 27004 0.427434162 -0.414755171 0.727338 -0.017159826
## 4270 -2.558680350 -0.462783416 -1.374808 -0.877718322
## 2643 1.445813037 -0.336995155 0.727338 -0.063980457
## 4814 -0.586101055 -0.350431628 0.727338 -0.283376934
## 16603 0.296655424 0.624332104 -1.374808 0.465906923
## 6782 -1.468857535 0.233244964 0.727338 -1.088175221
## 9559 0.028214857 -0.686915227 0.727338 -0.063741039
## 23001 -0.114363466 -0.672430518 0.727338 -0.995392104
## 3947 -1.126903295 -0.336995155 -1.374808 0.800021777
## 18022 -0.299477655 0.335686161 -1.374808 0.403043750
## 13085 -0.583921410 -0.045490388 -1.374808 0.507286204
## 14505 -0.651490424 0.868285095 0.727338 -0.274579752
## 19499 -0.171394795 -0.725795235 0.727338 -0.845027519
## 4130 0.630608273 -0.725795235 0.727338 0.176354221
## 8730 -0.183236046 -0.719791705 -1.374808 0.238129183
## 27077 1.516046062 -0.731608178 0.727338 -0.253719320
## 13711 1.392819026 -0.686915227 -1.374808 -0.585754331
## 17825 0.841170532 0.487108546 0.727338 0.111254409
## 27680 0.584887985 -0.549691669 0.727338 -0.211706924
## 2324 -0.836760303 -0.549691669 0.727338 -0.099120034
## 24171 0.258122403 -0.549691669 0.727338 -0.530328691
## 20244 0.327629336 -0.707212879 0.727338 -0.505058386
## 21632 1.151472810 -0.731608178 0.727338 0.265236108
## 13292 0.133182002 -0.192148066 0.727338 0.579165784
## 14211 -0.520711687 0.273649678 0.727338 -0.383728606
## 12921 -0.488017002 0.154722594 0.727338 -0.689854390
## 21759 0.359709459 -0.731608178 0.727338 -0.697927952
## 24880 -0.204663070 -0.672430518 0.727338 -0.557185857
## 4295 -0.899970026 0.193602602 -1.374808 0.664489217
## 27981 -0.890327865 0.624332104 -1.374808 -0.198262851
## 11340 0.703258409 3.385098559 0.727338 0.208552222
## 5697 0.529021217 0.135568473 0.727338 0.446168359
## 19323 -2.913651209 0.294137917 -1.374808 -0.299787831
## 11857 -1.243873775 0.213328489 -1.374808 -0.611309668
## 23668 -0.204663070 -0.747903475 -1.374808 -0.245557760
## 15415 -1.997332271 1.745658219 0.727338 0.152654833
## 8792 -1.243873775 3.187363224 0.727338 -1.010339007
## 25665 -0.104858244 0.253352027 0.727338 -0.345097214
## 27577 -1.310833227 -0.725795235 0.727338 0.189267827
## 23784 1.445813037 0.600985040 0.727338 -0.040747687
## 12002 1.392819026 -0.725795235 -1.374808 -0.516982141
## 19655 -1.121204057 0.577828565 -1.374808 -0.359697150
## 58 -0.909296051 -0.295542205 -1.374808 0.391436630
## 20577 -0.005053418 -0.657183456 0.727338 -0.277853185
## 10505 0.841170532 -0.719791705 0.727338 -0.085473233
## 10352 1.151472810 -0.719791705 0.727338 -0.148765420
## 22764 -1.374042950 -0.336995155 0.727338 -0.272710197
## 15690 -2.325247334 -0.664902282 0.727338 -0.411354653
## 26993 1.270230472 -0.309550443 0.727338 -2.157526755
## 9554 0.460702437 1.531532292 0.727338 -0.004686147
## 16366 0.161287959 0.554862677 -1.374808 -0.032481563
## 12139 0.634302347 -0.518530486 0.727338 -0.574551431
## 14272 0.227824510 0.135568473 0.727338 0.168021860
## 14603 -1.285345436 -0.045490388 0.727338 0.797710837
## 17545 -1.753301290 -0.559697554 -1.374808 0.435665864
## 26418 1.013560687 -0.737230532 -1.374808 -0.336750180
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## 2025 -0.183236046 -0.579137558 0.727338 1.211018112
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## 19317 -1.064729796 0.154722594 0.727338 1.025831688
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## 10937 -0.814963847 0.294137917 0.727338 -0.460896790
## 26678 0.656296953 0.919362753 -1.374808 0.554643680
## 20907 -0.520711687 0.154722594 0.727338 0.268069892
## 3655 0.737736440 -0.719791705 0.727338 -0.735149083
## 3304 -1.272689429 0.154722594 -1.374808 0.011529584
## 2415 -1.436716998 1.326745191 -1.374808 -0.137118830
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## 22633 -0.171394795 -0.632883451 0.727338 -0.449346017
## 7745 -0.394292240 -0.045490388 -1.374808 1.450201477
## 24312 0.261092785 -0.731608178 0.727338 0.233653471
## 14233 -0.520711687 -0.350431628 -1.374808 1.008330982
##
## $model.list
## $model.list$response
## [1] "cena_usd"
##
## $model.list$variables
## [1] "karaty" "ciecie" "kolor"
## [4] "klarownosc" "glebokosc" "czubek_a_najszerszy"
## [7] "dlugosc" "szerokosc" "glebokosc_mm"
## [10] "objetosc" "glebokosc_procent" "karat2"
## [13] "czy_premium" "gestosc"
##
##
## $err.fct
## function (x, y)
## {
## 1/2 * (y - x)^2
## }
## <bytecode: 0x3870a3e70>
## <environment: 0x3870a30a8>
## attr(,"type")
## [1] "sse"
##
## $act.fct
## function (x)
## {
## 1/(1 + exp(-x))
## }
## <bytecode: 0x3870a4c38>
## <environment: 0x3870a42d0>
## attr(,"type")
## [1] "logistic"
##
## $linear.output
## [1] TRUE
##
## $data
## cena_usd karaty ciecie kolor klarownosc glebokosc
## 26926 -0.656497024 -0.607643961 -0.7376843 0.9344519 -0.63473771 -0.68724088
## 27004 -0.386677008 -0.311053855 0.2409145 1.5260020 -0.02417554 0.65201667
## 4270 -0.626600766 -0.395793885 -2.6948820 -1.4317484 -0.02417554 -3.08380702
## 2643 -0.180669175 -0.183943810 0.2409145 0.9344519 0.58638663 0.37006771
## 4814 -0.293722254 -0.205128817 0.2409145 0.9344519 -0.02417554 -0.75772812
## 16603 0.406704380 0.917676583 -0.7376843 -0.2486482 -1.24529987 1.14542734
## 6782 0.386103597 0.536346447 1.2195133 -0.8401983 -0.02417554 -1.95601119
## 9559 -0.816529939 -0.904234066 0.2409145 1.5260020 -0.63473771 -0.19383020
## 23001 -0.714279710 -0.861864051 0.2409145 1.5260020 1.19694880 -1.25113879
## 3947 -0.396223713 -0.183943810 -0.7376843 -0.8401983 -0.63473771 0.22909323
## 18022 0.260237835 0.642271485 -1.7162832 -1.4317484 0.58638663 1.35688906
## 13085 0.242903030 0.218571334 -1.7162832 0.3429018 0.58638663 0.72250391
## 14505 2.113052192 1.129526659 1.2195133 0.9344519 0.58638663 -0.89870260
## 19499 -0.803214799 -1.031344112 0.2409145 0.9344519 0.58638663 -0.61675364
## 4130 -0.803214799 -1.031344112 0.2409145 1.5260020 -0.02417554 0.29958047
## 8730 -0.871800334 -1.010159104 -0.7376843 -0.8401983 -0.63473771 0.86347838
## 27077 -0.863258545 -1.052529119 0.2409145 -1.4317484 1.19694880 0.51104219
## 13711 -0.830849996 -0.904234066 -0.7376843 -0.2486482 -1.24529987 1.07494010
## 17825 1.301079853 0.790566538 0.2409145 -0.2486482 1.19694880 -0.05285573
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## 13292 -0.185442527 0.027906266 1.2195133 -0.2486482 -0.02417554 0.79299115
## 14211 3.604599153 0.578716462 1.2195133 1.5260020 2.41807314 -0.61675364
## 12921 0.220292414 0.451606417 1.2195133 -0.2486482 -0.63473771 -0.54626640
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## 4295 0.137386822 0.493976432 -0.7376843 1.5260020 -1.24529987 0.01763151
## 27981 0.277823870 0.917676583 -0.7376843 -0.2486482 -1.24529987 -0.68724088
## 11340 3.612889713 2.760772240 0.2409145 -0.2486482 -1.24529987 -0.33480468
## 5697 0.318020520 0.430421409 0.2409145 0.3429018 -0.63473771 0.08811875
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## 11857 0.306715212 0.515161440 -0.7376843 0.3429018 -0.63473771 -1.46260051
## 23668 -0.876322457 -1.116084142 -0.7376843 -2.0232985 1.19694880 -0.68724088
## 15415 1.815848208 1.786261893 1.2195133 -0.8401983 -0.63473771 -1.74454947
## 8792 3.342818467 2.654847202 1.2195133 0.9344519 -1.24529987 -1.46260051
## 25665 0.965940280 0.557531455 0.2409145 0.3429018 -0.02417554 -0.47577916
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## 23784 0.635071601 0.896491576 0.2409145 -1.4317484 0.58638663 0.37006771
## 12002 -0.812259045 -1.031344112 -0.7376843 0.9344519 -0.63473771 1.07494010
## 19655 0.266267333 0.875306568 -0.7376843 -0.8401983 -1.24529987 -0.47577916
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## 9554 1.640741549 1.637966840 0.2409145 -1.4317484 -0.02417554 0.72250391
## 16366 0.272548059 0.854121560 -0.7376843 -0.8401983 -1.24529987 0.08811875
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## 14272 0.913935863 0.430421409 0.2409145 0.9344519 -0.02417554 0.22909323
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## 13708 0.659943278 0.790566538 0.2409145 -0.8401983 -0.02417554 0.44055495
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## 20617 0.170800288 0.705826508 1.2195133 -1.4317484 -0.02417554 0.15860599
## 13246 1.302587227 1.510856795 1.2195133 -1.4317484 -0.02417554 0.86347838
## 4599 -0.799697592 -0.946604082 0.2409145 0.3429018 -0.63473771 0.44055495
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## 13785 -0.775579601 -1.052529119 1.2195133 0.9344519 -0.02417554 0.51104219
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## 14373 -0.723826414 -0.840679044 0.2409145 1.5260020 -0.02417554 -0.19383020
## 8426 2.362020196 1.489671787 1.2195133 0.3429018 -0.02417554 0.44055495
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## 17762 0.499659134 1.023601621 -0.7376843 -1.4317484 -0.63473771 1.28640182
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## 16160 -0.716540771 -0.819494036 1.2195133 0.9344519 0.58638663 -0.75772812
## 22152 0.057495979 0.493976432 1.2195133 -0.2486482 -1.24529987 -1.74454947
## 1997 3.408138024 2.570107172 -1.7162832 -1.4317484 -0.02417554 2.27322317
## 14901 -0.405016730 -0.480533915 0.2409145 0.9344519 -0.02417554 -0.33480468
## 26801 -0.592182384 -0.607643961 -0.7376843 0.3429018 -0.02417554 1.00445286
## 1008 -0.632127805 -0.522903930 1.2195133 0.3429018 -0.63473771 -0.75772812
## 17193 -0.450740420 -0.183943810 1.2195133 0.3429018 -1.24529987 -1.11016432
## 21592 -0.754476360 -0.988974097 0.2409145 0.9344519 -0.02417554 -0.89870260
## 22353 -0.650216298 -0.607643961 0.2409145 -0.2486482 -0.02417554 0.15860599
## 7145 -0.702471943 -0.544088938 -0.7376843 -1.4317484 -0.63473771 1.00445286
## 22966 0.341636052 0.684641500 1.2195133 -0.8401983 -0.63473771 0.15860599
## 21679 -0.538921822 -0.522903930 1.2195133 0.9344519 -0.02417554 -0.89870260
## 23036 -0.871549104 -1.031344112 -0.7376843 1.5260020 -1.24529987 0.72250391
## 10347 0.122564307 0.430421409 -0.7376843 1.5260020 -1.24529987 1.35688906
## 6720 -0.767289042 -0.840679044 0.2409145 -0.8401983 1.19694880 0.37006771
## 20288 -0.815776252 -0.925419074 0.2409145 0.9344519 -0.02417554 -0.05285573
## 20388 -0.692925239 -0.713568998 1.2195133 0.9344519 -0.02417554 -0.19383020
## 232 1.225208675 1.574411817 -0.7376843 -0.2486482 -1.24529987 -0.19383020
## 13978 0.698130096 0.875306568 1.2195133 -0.8401983 -0.02417554 -0.68724088
## 3156 -0.728097308 -0.967789089 0.2409145 0.9344519 0.58638663 0.15860599
## 22469 -0.825574185 -1.010159104 0.2409145 0.3429018 -0.02417554 0.37006771
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## 24849 0.719987025 0.472791424 0.2409145 -0.8401983 1.19694880 0.22909323
## 12073 1.921364415 2.930252301 1.2195133 -0.8401983 -1.24529987 0.37006771
## 17192 0.506191090 0.451606417 1.2195133 -0.2486482 -0.02417554 0.22909323
## 23048 -0.791658262 -0.946604082 0.2409145 1.5260020 -0.63473771 -0.19383020
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## 10973 0.108244251 0.493976432 1.2195133 -1.4317484 -0.63473771 -0.12334297
## 2796 0.831281501 1.553226810 0.2409145 -0.2486482 -1.24529987 -0.05285573
## 7608 -0.846426198 -0.861864051 -0.7376843 -0.8401983 -1.24529987 0.44055495
## 19478 0.072820952 0.451606417 -1.7162832 0.3429018 -1.24529987 1.07494010
## 24797 -0.758747254 -1.052529119 1.2195133 1.5260020 -0.02417554 0.79299115
## 8748 0.141406487 0.578716462 1.2195133 -0.8401983 0.58638663 -0.89870260
## 24798 -0.512793999 -0.205128817 1.2195133 -1.4317484 -1.24529987 0.44055495
## 6027 2.390157851 1.489671787 1.2195133 1.5260020 -0.63473771 -0.12334297
## 25640 0.236622303 0.705826508 1.2195133 -0.8401983 -1.24529987 -0.75772812
## 11161 -0.199008896 -0.162758802 0.2409145 -0.2486482 1.19694880 0.44055495
## 14845 0.127337659 0.832936553 1.2195133 -1.4317484 -1.24529987 -0.12334297
## 14205 0.095682797 0.642271485 -1.7162832 -1.4317484 -0.63473771 -2.87234530
## 6804 0.168036768 0.260941349 1.2195133 0.9344519 -0.02417554 -0.40529192
## 22311 -0.714530939 -0.205128817 -2.6948820 0.3429018 -1.85586204 3.11907004
## 9421 2.171839794 2.548922165 1.2195133 1.5260020 -1.24529987 -1.74454947
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## 26879 -0.556759086 -0.628828968 -0.7376843 -0.2486482 1.19694880 0.29958047
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## 6983 -0.770806249 -1.052529119 0.2409145 -0.2486482 2.41807314 0.51104219
## 14638 0.662706798 0.472791424 -0.7376843 -0.2486482 -0.02417554 0.08811875
## 13705 1.261385661 1.510856795 -0.7376843 -1.4317484 -0.02417554 0.86347838
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## 28167 0.155977773 0.472791424 -0.7376843 -0.8401983 -0.63473771 1.35688906
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## 365 -0.167354034 0.430421409 -0.7376843 -1.4317484 -0.02417554 1.00445286
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## 25428 0.049456649 0.239756341 1.2195133 -0.8401983 -0.02417554 0.08811875
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## 6732 -0.745180885 -1.052529119 1.2195133 1.5260020 1.19694880 0.44055495
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## 14642 0.559702881 0.451606417 -1.7162832 0.3429018 -0.02417554 0.93396562
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## 20133 -0.530631263 -0.501718923 -0.7376843 -0.2486482 0.58638663 -0.89870260
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## 3970 1.390768629 1.722706870 -1.7162832 -0.2486482 -0.02417554 1.42737630
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## 22857 0.271794372 0.430421409 -1.7162832 1.5260020 -0.63473771 2.13224869
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## 6186 0.137889280 0.451606417 -2.6948820 -0.2486482 -0.02417554 3.54199348
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## 9241 1.245307000 0.430421409 1.2195133 0.9344519 1.19694880 0.65201667
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## 9998 -0.643433113 -0.628828968 0.2409145 -0.8401983 0.58638663 0.58152943
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## 14412 1.409359580 1.532041802 0.2409145 -2.0232985 1.19694880 0.58152943
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## 3397 0.669741212 0.981231606 0.2409145 -0.8401983 -1.24529987 0.01763151
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## 21499 -0.795426698 -0.967789089 0.2409145 -0.2486482 -0.02417554 0.22909323
## 8301 1.199583311 0.451606417 -0.7376843 0.3429018 1.80751097 1.14542734
## 25520 -0.766535355 -0.967789089 1.2195133 -0.2486482 0.58638663 -0.96918984
## 7490 2.404477908 2.591292180 -2.6948820 -0.8401983 -0.63473771 3.18955728
## 9214 -0.845170053 -0.840679044 -1.7162832 -2.0232985 0.58638663 1.56835078
## 13553 0.751390658 1.489671787 -2.6948820 0.9344519 -1.24529987 2.13224869
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## 28470 -0.516562435 -0.416978893 0.2409145 0.3429018 -0.02417554 0.08811875
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## 22390 -0.809495525 -1.052529119 -0.7376843 1.5260020 -0.63473771 1.14542734
## 23726 0.110002854 0.451606417 -0.7376843 -0.8401983 -0.63473771 0.58152943
## 5897 0.582564726 0.493976432 0.2409145 1.5260020 -0.63473771 0.08811875
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## 25281 -0.762013232 -0.946604082 -0.7376843 -0.2486482 2.41807314 0.58152943
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## 7000 0.916448154 1.786261893 -0.7376843 -2.0232985 -1.24529987 0.86347838
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## 12803 3.266696060 3.671727565 1.2195133 -2.0232985 -1.24529987 0.58152943
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## 6117 0.473531312 0.472791424 0.2409145 -0.2486482 -0.02417554 0.58152943
## 28495 0.516742711 0.451606417 -0.7376843 0.3429018 -0.02417554 -1.32162603
## 21048 0.565983608 0.896491576 1.2195133 -0.8401983 -0.02417554 0.65201667
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## 18263 -0.173885990 -0.141573795 0.2409145 -1.4317484 1.80751097 0.01763151
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## 7862 -0.750707924 -1.010159104 0.2409145 0.3429018 2.41807314 0.01763151
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## 19203 0.282345993 0.451606417 -1.7162832 1.5260020 -0.63473771 1.49786354
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## 18200 0.578042603 0.578716462 1.2195133 0.9344519 -0.02417554 0.51104219
## 23365 -0.387933154 -0.586458953 0.2409145 -0.2486482 2.41807314 -0.05285573
## 21655 0.443886282 0.578716462 0.2409145 -0.8401983 -0.02417554 1.28640182
## 28366 -0.855219215 -1.116084142 0.2409145 -0.8401983 1.19694880 0.29958047
## 25580 -0.659763002 -0.628828968 0.2409145 0.3429018 -1.24529987 0.15860599
## 4952 -0.324623429 0.218571334 -2.6948820 0.9344519 -1.24529987 1.85029974
## 16493 0.359724545 0.684641500 1.2195133 -0.8401983 -0.63473771 -0.12334297
## 25946 0.152711795 0.642271485 -0.7376843 0.9344519 -1.24529987 -1.25113879
## 28361 -0.082187381 -0.183943810 1.2195133 0.3429018 1.80751097 -0.61675364
## 10249 -0.627605682 -0.777124021 0.2409145 -0.2486482 2.41807314 0.01763151
## 8209 -0.579620930 -0.628828968 -0.7376843 0.9344519 -0.02417554 0.65201667
## 17074 -0.180669175 -0.078018772 0.2409145 -0.2486482 -0.63473771 -0.40529192
## 26648 0.227829286 0.811751545 0.2409145 -1.4317484 -1.24529987 0.29958047
## 20648 -0.411297457 -0.162758802 -0.7376843 1.5260020 -1.24529987 -1.39211327
## 105 -0.494454277 -0.480533915 0.2409145 1.5260020 -0.02417554 0.22909323
## 15578 -0.690915406 -0.819494036 0.2409145 1.5260020 1.19694880 0.51104219
## 11133 0.210745709 0.515161440 1.2195133 0.3429018 -0.63473771 -0.19383020
## 8686 0.359222087 0.684641500 -0.7376843 -0.2486482 -0.63473771 -0.47577916
## 25878 2.370561984 2.358257097 1.2195133 -1.4317484 -0.63473771 -0.61675364
## 2575 -0.843411449 -1.052529119 -0.7376843 -0.2486482 -0.63473771 -1.60357499
## 26906 -0.174137219 -0.183943810 0.2409145 0.9344519 0.58638663 0.65201667
## 2370 -0.695437530 -0.840679044 0.2409145 0.3429018 1.19694880 -0.05285573
## 28524 -0.426371201 -0.141573795 1.2195133 -0.8401983 -1.24529987 0.51104219
## 2780 0.785055353 0.536346447 1.2195133 0.9344519 -0.02417554 0.22909323
## 23984 1.545776963 1.934556946 1.2195133 -0.8401983 -0.02417554 -1.81503671
## 14294 -0.750707924 -0.777124021 0.2409145 -0.2486482 0.58638663 0.08811875
## 7776 0.795104515 0.854121560 -1.7162832 0.9344519 -0.63473771 1.56835078
## 16883 -0.734126806 -1.031344112 -0.7376843 1.5260020 1.19694880 -0.89870260
## 9701 -0.729855912 -0.883049059 1.2195133 0.3429018 -0.02417554 0.08811875
## 11856 -0.298746835 -0.183943810 0.2409145 -0.8401983 1.80751097 0.22909323
## 12126 -0.500483775 0.218571334 1.2195133 -0.8401983 -1.85586204 0.72250391
## 14083 -0.759752170 -1.031344112 1.2195133 -0.8401983 1.80751097 0.01763151
## 8601 -0.164841744 0.324496372 0.2409145 -2.0232985 -0.63473771 0.86347838
## 7056 -0.365573767 -0.205128817 -0.7376843 0.9344519 -0.63473771 1.21591458
## 8467 1.168682135 1.659151847 1.2195133 -1.4317484 -0.02417554 -1.67406223
## 16675 1.026486484 0.727011515 0.2409145 0.3429018 -0.02417554 -0.26431744
## 22562 -0.050030061 0.451606417 0.2409145 -2.0232985 -1.24529987 -0.12334297
## 12957 1.287764712 0.663456492 0.2409145 0.3429018 -0.02417554 0.01763151
## 11601 -0.531887408 -0.501718923 0.2409145 0.3429018 -0.02417554 -0.12334297
## 23855 -0.370849577 -0.183943810 -0.7376843 0.9344519 -0.63473771 0.08811875
## 28493 -0.735634180 -0.755939014 1.2195133 0.9344519 -0.02417554 0.37006771
## 11898 0.570003273 0.578716462 0.2409145 0.3429018 -0.63473771 0.37006771
## 10119 -0.871297875 -0.988974097 1.2195133 0.9344519 -1.24529987 -1.46260051
## 5351 -0.400494607 -0.205128817 -0.7376843 1.5260020 -1.24529987 -0.26431744
## 21519 -0.393460193 -0.607643961 -0.7376843 0.9344519 1.19694880 -1.25113879
## 10122 2.610234513 2.845512270 0.2409145 -1.4317484 -1.24529987 0.08811875
## 21399 -0.865268378 -1.094899134 0.2409145 0.9344519 0.58638663 -0.26431744
## 595 -0.743422281 -0.671198983 1.2195133 -0.8401983 -1.24529987 -2.30844738
## 2247 -0.662777751 -0.501718923 -2.6948820 -0.8401983 -0.02417554 -6.39670726
## 5492 -0.850948321 -1.031344112 -0.7376843 0.9344519 -0.63473771 0.86347838
## 24760 3.276996452 1.976926961 1.2195133 0.3429018 -0.02417554 -0.40529192
## 7604 -0.788643513 -0.777124021 1.2195133 0.3429018 -0.63473771 0.58152943
## 17479 -0.090226711 -0.120388787 0.2409145 -0.2486482 0.58638663 -0.19383020
## 10143 -0.868283127 -1.052529119 0.2409145 -0.8401983 -0.63473771 0.44055495
## 403 1.925132851 4.074242708 0.2409145 -0.8401983 -1.85586204 -1.53308775
## 14389 0.785055353 1.489671787 1.2195133 -1.4317484 -1.24529987 0.29958047
## 16680 -0.788894742 -0.819494036 0.2409145 1.5260020 -0.63473771 -0.26431744
## 24069 -0.679610099 -0.692383991 -0.7376843 0.3429018 -0.02417554 -1.53308775
## 10563 0.288124261 0.769381530 0.2409145 -0.2486482 -1.24529987 -0.12334297
## 10192 -0.038975982 0.239756341 -0.7376843 -0.2486482 -0.02417554 0.65201667
## 25350 0.002728043 1.023601621 1.2195133 -1.4317484 -0.63473771 -1.67406223
## 26705 -0.568566852 -0.607643961 -0.7376843 -0.8401983 1.80751097 -0.61675364
## 9249 0.503678799 0.875306568 0.2409145 -0.8401983 -0.63473771 0.15860599
## 25914 -0.254279291 -0.162758802 -0.7376843 -0.2486482 0.58638663 -0.89870260
## 20772 -0.829845080 -1.031344112 0.2409145 -0.8401983 -0.02417554 0.58152943
## 28047 0.064027935 0.218571334 -0.7376843 -0.8401983 1.19694880 0.79299115
## 2025 -0.632127805 -0.628828968 1.2195133 0.9344519 -0.63473771 0.86347838
## 11265 -0.844667594 -0.946604082 0.2409145 -2.0232985 2.41807314 0.01763151
## 6956 2.745646979 1.913371938 -2.6948820 -0.2486482 -0.02417554 1.92078697
## 26616 -0.698452278 -0.586458953 0.2409145 -2.0232985 -0.02417554 -0.26431744
## 3479 -0.866022065 -1.200824172 0.2409145 -0.8401983 1.80751097 -0.47577916
## 25729 1.167928448 0.960046598 -0.7376843 -0.2486482 0.58638663 0.65201667
## 13228 1.960053691 1.743891878 1.2195133 0.3429018 -0.63473771 -1.18065156
## 26695 0.164017103 0.218571334 0.2409145 -0.8401983 -0.02417554 -1.32162603
## 26813 -0.062591514 0.451606417 -0.7376843 -0.2486482 -1.24529987 0.15860599
## 10407 -0.714279710 -0.840679044 0.2409145 0.3429018 1.19694880 -0.05285573
## 5497 -0.714530939 -0.798309029 0.2409145 -0.2486482 -0.02417554 0.22909323
## 3742 0.870724464 0.832936553 1.2195133 -0.2486482 -0.02417554 -2.02649843
## 22920 -0.806732006 -1.010159104 1.2195133 -0.2486482 -0.02417554 0.72250391
## 19317 0.146179839 0.451606417 1.2195133 -0.8401983 -0.63473771 0.37006771
## 14578 0.766213173 0.536346447 0.2409145 -0.2486482 -0.02417554 -0.12334297
## 2114 -0.407780250 -0.183943810 0.2409145 0.9344519 -0.63473771 0.15860599
## 12397 0.141406487 0.536346447 0.2409145 -1.4317484 -0.63473771 -0.54626640
## 10937 0.486343994 0.599901470 0.2409145 -0.8401983 -0.63473771 -1.25113879
## 26678 0.425546560 1.171896674 -2.6948820 -0.8401983 -0.02417554 1.92078697
## 20907 0.710440320 0.451606417 1.2195133 -0.2486482 0.58638663 -0.61675364
## 3655 -0.808490609 -1.010159104 0.2409145 0.9344519 0.58638663 -0.26431744
## 3304 0.209740793 0.451606417 -0.7376843 0.9344519 -0.63473771 -2.23796015
## 2415 3.044107109 1.489671787 -0.7376843 0.3429018 -0.02417554 -1.88552395
## 8972 1.601047357 0.917676583 0.2409145 -0.2486482 1.19694880 -1.03967708
## 22633 -0.667551103 -0.755939014 0.2409145 0.9344519 1.19694880 -0.61675364
## 7745 -0.207550685 0.218571334 -0.7376843 -0.8401983 -1.24529987 1.14542734
## 24312 -0.839391784 -1.052529119 0.2409145 -0.8401983 1.19694880 0.29958047
## 14233 -0.281160801 -0.205128817 -0.7376843 -0.2486482 0.58638663 0.86347838
## czubek_a_najszerszy dlugosc szerokosc glebokosc_mm objetosc
## 26926 -1.09913977 -0.5019937568 -0.480031529 -0.5651840913 -0.590431840
## 27004 -0.19486849 -0.1522046098 -0.209014370 -0.1012330891 -0.308988326
## 4270 1.56846050 -0.1163287998 -0.073505790 -0.4491963407 -0.360414681
## 2643 -1.55127541 -0.0356082274 -0.001234548 0.0292531302 -0.178214917
## 4814 0.25726715 0.0002675825 0.025867168 -0.0722361515 -0.189804957
## 16603 0.25726715 0.9599454987 0.938291603 1.1021398227 0.897302112
## 6782 0.70940279 0.8792249263 0.856986456 0.5946934141 0.622731294
## 9559 -0.19486849 -1.0132240486 -0.994964131 -1.0146366246 -0.908261266
## 23001 -0.64700413 -0.8428139513 -0.868489457 -0.9711412181 -0.841429583
## 3947 1.61367406 -0.0894219424 -0.019302358 -0.0287407450 -0.216444844
## 18022 1.16153843 0.7895354014 0.649206634 0.8991612592 0.626795860
## 13085 1.16153843 0.3410877770 0.378189475 0.4497087259 0.197433014
## 14505 0.25726715 1.2738588358 1.236410478 1.1166382915 1.171053476
## 19499 -0.19486849 -1.2015720509 -1.193710047 -1.2466121257 -1.021240426
## 4130 -0.64700413 -1.2643547183 -1.265981290 -1.2321136568 -1.041815014
## 8730 0.70940279 -1.2553857658 -1.229845669 -1.1596213128 -1.021739244
## 27077 -1.55127541 -1.3091994807 -1.284049100 -1.2466121257 -1.054898801
## 13711 -1.09913977 -1.0042550961 -1.040133657 -0.9131473429 -0.895720060
## 17825 -1.09913977 0.9330386412 0.911189887 0.9136597281 0.796449322
## 27680 -0.91828551 -0.4840558518 -0.443895908 -0.4926917472 -0.559680051
## 2324 1.16153843 -0.4930248043 -0.480031529 -0.4636948095 -0.563515290
## 24171 -0.64700413 -0.4212731844 -0.461963718 -0.4926917472 -0.548684998
## 20244 -0.19486849 -1.1298204310 -1.112404900 -1.0726304999 -0.962957032
## 21632 -1.09913977 -1.3002305282 -1.338252532 -1.2611105945 -1.064810215
## 13292 0.25726715 0.1886155847 0.134274032 0.2612286313 0.003827760
## 14211 0.25726715 0.8433491164 0.757613497 0.7106811646 0.616849679
## 12921 0.25726715 0.7177837815 0.685342255 0.6236903517 0.507113923
## 21759 -0.64700413 -1.2643547183 -1.247913479 -1.2756090633 -1.046167012
## 24880 -0.19486849 -0.8966276663 -0.886557267 -0.9566427493 -0.852833128
## 4295 1.16153843 0.6191253042 0.649206634 0.6381888205 0.461937051
## 27981 0.70940279 1.0316971186 1.118969709 0.9716536033 0.948918338
## 11340 -1.09913977 2.2066298945 2.275309588 2.1750265151 2.770073067
## 5697 -0.64700413 0.5653115892 0.613071013 0.5946934141 0.412344256
## 19323 2.51794534 0.8612870213 0.947325509 0.5511980076 0.632635721
## 11857 0.70940279 0.8433491164 0.748579592 0.5946934141 0.567343347
## 23668 -0.19486849 -1.4078579581 -1.383422059 -1.4495906891 -1.119822519
## 15415 1.61367406 1.7492133176 1.724241364 1.4501030743 1.796095783
## 8792 0.70940279 2.3860089443 2.293377398 2.0735372334 2.826613175
## 25665 -0.19486849 0.7805664489 0.757613497 0.7106811646 0.592506457
## 27577 1.16153843 -1.2464168133 -1.211777858 -1.3046060009 -1.042067194
## 23784 -1.55127541 0.9778834037 1.019596751 1.0441459474 0.915035523
## 12002 -1.09913977 -1.2374478608 -1.284049100 -1.1596213128 -1.027986796
## 19655 1.16153843 1.0137592136 1.064766278 0.9716536033 0.918450383
## 58 1.61367406 0.0092365350 0.025867168 0.1017454743 -0.135054132
## 20577 -0.19486849 -0.8338449989 -0.859455551 -0.8696519364 -0.816727241
## 10505 -1.09913977 -1.1926030984 -1.211777858 -1.2031167192 -1.015174602
## 10352 -1.09913977 -1.2105410033 -1.229845669 -1.1596213128 -1.013875821
## 22764 1.16153843 0.0720192024 0.025867168 -0.0722361515 -0.168682351
## 15690 2.06580970 -0.8338449989 -0.814286025 -1.0001381558 -0.834865295
## 26993 -1.55127541 0.1437708223 0.170409653 0.1597393496 -0.031084265
## 9554 -0.19486849 1.5518963629 1.480325921 1.6240847001 1.662418310
## 16366 -0.19486849 0.9420075937 1.010562846 0.9861520722 0.871488588
## 12139 -1.09913977 -0.3584905170 -0.344522949 -0.4057009343 -0.481732623
## 14272 -0.19486849 0.5832494942 0.613071013 0.6236903517 0.429738195
## 14603 2.06580970 0.3590256820 0.342053854 0.4207117883 0.181414901
## 17545 1.16153843 -0.4392110894 -0.489065434 -0.6666733730 -0.602543735
## 26418 -1.09913977 -1.3361063382 -1.320184722 -1.3046060009 -1.074931937
## 8676 -0.19486849 -0.9235345237 -0.949794604 -0.8841504052 -0.856223375
## 1110 0.25726715 -1.1298204310 -1.157574426 -1.2466121257 -1.002528032
## 9280 0.25726715 0.3410877770 0.369155569 0.5946934141 0.243617503
## 10110 0.70940279 -0.8428139513 -0.877523362 -0.8261565300 -0.813288292
## 13708 0.25726715 0.8971628313 0.884088172 0.9426566657 0.782487619
## 28197 0.25726715 -1.0132240486 -0.994964131 -1.0291350934 -0.911058627
## 5674 0.25726715 -1.0670377635 -1.139506616 -1.0581320310 -0.953715970
## 20617 0.25726715 0.8164422589 0.866020361 0.8556658528 0.706937754
## 13246 1.16153843 1.4083931231 1.371919058 1.5080969496 1.481016328
## 4599 -1.09913977 -1.0580688111 -1.094337089 -1.0291350934 -0.938267285
## 7929 -0.19486849 -0.0176703225 0.007799357 -0.0577376827 -0.196015575
## 13785 0.25726715 -1.2733236708 -1.329218627 -1.2466121257 -1.056415927
## 20551 -1.09913977 -1.2464168133 -1.238879574 -1.2611105945 -1.039125828
## 14373 -1.09913977 -0.8786897613 -0.922692888 -0.9131473429 -0.847611227
## 8426 -0.19486849 1.4801447430 1.408054679 1.5080969496 1.533664391
## 13215 0.25726715 -1.2374478608 -1.265981290 -1.3191044697 -1.052069012
## 17762 -1.55127541 1.0227281661 1.055732372 1.2181275732 1.024316041
## 11094 1.61367406 0.1348018698 0.080070600 -0.2317193085 -0.183470823
## 16160 0.25726715 -0.8428139513 -0.814286025 -0.8986488741 -0.815402192
## 22152 0.25726715 0.7626285440 0.811816929 0.5511980076 0.543419440
## 1997 -0.19486849 1.9016855099 2.040428050 2.3345096721 2.539899937
## 14901 -0.19486849 -0.3136457546 -0.398726381 -0.3912024655 -0.480362392
## 26801 -0.64700413 -0.5647764242 -0.606506203 -0.4781932784 -0.614695507
## 1008 -0.19486849 -0.3853973745 -0.416794192 -0.4781932784 -0.525102611
## 17193 1.16153843 0.0630502499 0.034901073 -0.0867346203 -0.173059567
## 21592 -0.64700413 -1.0939446210 -1.130472710 -1.1886182504 -0.980884726
## 22353 -0.64700413 -0.5558074717 -0.498099339 -0.5071902160 -0.593662083
## 7145 -0.19486849 -0.5019937568 -0.470997623 -0.3767039966 -0.542300953
## 22966 -0.64700413 0.8523180688 0.793749119 0.8411673840 0.686665730
## 21679 0.25726715 -0.4212731844 -0.371624665 -0.4926917472 -0.526577208
## 23036 -2.00341105 -1.2374478608 -1.229845669 -1.1596213128 -1.018593875
## 10347 -1.09913977 0.5294357793 0.576935391 0.7251796334 0.433515774
## 6720 -0.19486849 -0.9145655713 -0.904625078 -0.8696519364 -0.842433299
## 20288 -0.19486849 -1.0580688111 -1.031099752 -1.0436335622 -0.929171595
## 20388 1.16153843 -0.6993107115 -0.742014782 -0.7391657171 -0.735461214
## 232 1.61367406 1.4532378855 1.525495448 1.4501030743 1.549334548
## 13978 0.25726715 1.0586039761 1.037664562 0.9426566657 0.913603875
## 3156 -0.64700413 -1.0849756685 -1.130472710 -1.0871289687 -0.960666606
## 22469 -0.64700413 -1.2195099558 -1.202743953 -1.1741197816 -1.013255931
## 20667 -0.19486849 -1.0849756685 -1.121438805 -1.1451228439 -0.969672640
## 24849 -1.09913977 0.6908769241 0.658240539 0.6961826958 0.514369237
## 12073 0.70940279 2.3680710393 2.284343493 2.3780050786 3.001045306
## 17192 1.16153843 0.5742805417 0.558867581 0.5946934141 0.395840972
## 23048 -0.64700413 -1.0670377635 -1.049167563 -1.0726304999 -0.939685010
## 15711 -0.19486849 -0.2777699446 -0.254183896 -0.2897131837 -0.406870198
## 10973 0.70940279 0.6550011141 0.685342255 0.6526872894 0.494438418
## 2796 -0.19486849 1.5339584579 1.516461543 1.5080969496 1.613683190
## 7608 0.70940279 -1.0311619536 -0.976896320 -0.9566427493 -0.897109652
## 19478 -0.19486849 0.5742805417 0.595003202 0.7251796334 0.457176521
## 24797 1.61367406 -1.2912615757 -1.320184722 -1.2321136568 -1.055498898
## 8748 1.61367406 0.8433491164 0.775681308 0.6816842270 0.612364236
## 24798 0.25726715 -0.0445771799 -0.082539696 -0.0142422762 -0.217419940
## 6027 0.70940279 1.4980826480 1.417088584 1.4356046055 1.511410599
## 25640 -1.55127541 0.9778834037 0.893122077 0.8266689152 0.771319022
## 11161 -0.19486849 -0.0176703225 0.025867168 0.0582500679 -0.156207000
## 14845 -0.64700413 1.0227281661 0.992495035 0.9861520722 0.898043706
## 14205 1.16153843 0.9778834037 0.938291603 0.5511980076 0.674504765
## 6804 2.06580970 0.4845910168 0.441426812 0.4062133195 0.254018330
## 22311 0.70940279 -0.1252977523 -0.299353423 0.1597393496 -0.255579993
## 9421 2.06580970 2.1438472271 2.103665387 1.8270632635 2.423408946
## 1427 -0.19486849 0.0182054875 0.062002789 -0.1302300268 -0.191502602
## 26998 -1.09913977 1.0406660711 1.028630656 1.0731428851 0.958193155
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## 20907 0.25726715 0.6280942566 0.667274444 0.5656964765 0.444710431
## 3655 -1.09913977 -1.1746651934 -1.166608332 -1.1886182504 -1.001605525
## 3304 0.25726715 0.7088148290 0.766647403 0.4352102571 0.461074437
## 2415 0.70940279 1.5429274104 1.579698880 1.2616229797 1.525084278
## 8972 -0.19486849 1.1213866435 1.118969709 0.9716536033 0.987459471
## 22633 -0.19486849 -0.7441554740 -0.705879161 -0.7826611235 -0.746988406
## 7745 1.16153843 0.3141809196 0.269782611 0.4352102571 0.146394005
## 24312 -0.19486849 -1.3181684332 -1.302116911 -1.2756090633 -1.064215701
## 14233 1.16153843 -0.1432356573 -0.082539696 -0.0142422762 -0.246184392
## glebokosc_procent karat2 czy_premium gestosc
## 26926 0.530868255 -0.569512850 -1.374808 -0.583972114
## 27004 0.427434162 -0.414755171 0.727338 -0.017159826
## 4270 -2.558680350 -0.462783416 -1.374808 -0.877718322
## 2643 1.445813037 -0.336995155 0.727338 -0.063980457
## 4814 -0.586101055 -0.350431628 0.727338 -0.283376934
## 16603 0.296655424 0.624332104 -1.374808 0.465906923
## 6782 -1.468857535 0.233244964 0.727338 -1.088175221
## 9559 0.028214857 -0.686915227 0.727338 -0.063741039
## 23001 -0.114363466 -0.672430518 0.727338 -0.995392104
## 3947 -1.126903295 -0.336995155 -1.374808 0.800021777
## 18022 -0.299477655 0.335686161 -1.374808 0.403043750
## 13085 -0.583921410 -0.045490388 -1.374808 0.507286204
## 14505 -0.651490424 0.868285095 0.727338 -0.274579752
## 19499 -0.171394795 -0.725795235 0.727338 -0.845027519
## 4130 0.630608273 -0.725795235 0.727338 0.176354221
## 8730 -0.183236046 -0.719791705 -1.374808 0.238129183
## 27077 1.516046062 -0.731608178 0.727338 -0.253719320
## 13711 1.392819026 -0.686915227 -1.374808 -0.585754331
## 17825 0.841170532 0.487108546 0.727338 0.111254409
## 27680 0.584887985 -0.549691669 0.727338 -0.211706924
## 2324 -0.836760303 -0.549691669 0.727338 -0.099120034
## 24171 0.258122403 -0.549691669 0.727338 -0.530328691
## 20244 0.327629336 -0.707212879 0.727338 -0.505058386
## 21632 1.151472810 -0.731608178 0.727338 0.265236108
## 13292 0.133182002 -0.192148066 0.727338 0.579165784
## 14211 -0.520711687 0.273649678 0.727338 -0.383728606
## 12921 -0.488017002 0.154722594 0.727338 -0.689854390
## 21759 0.359709459 -0.731608178 0.727338 -0.697927952
## 24880 -0.204663070 -0.672430518 0.727338 -0.557185857
## 4295 -0.899970026 0.193602602 -1.374808 0.664489217
## 27981 -0.890327865 0.624332104 -1.374808 -0.198262851
## 11340 0.703258409 3.385098559 0.727338 0.208552222
## 5697 0.529021217 0.135568473 0.727338 0.446168359
## 19323 -2.913651209 0.294137917 -1.374808 -0.299787831
## 11857 -1.243873775 0.213328489 -1.374808 -0.611309668
## 23668 -0.204663070 -0.747903475 -1.374808 -0.245557760
## 15415 -1.997332271 1.745658219 0.727338 0.152654833
## 8792 -1.243873775 3.187363224 0.727338 -1.010339007
## 25665 -0.104858244 0.253352027 0.727338 -0.345097214
## 27577 -1.310833227 -0.725795235 0.727338 0.189267827
## 23784 1.445813037 0.600985040 0.727338 -0.040747687
## 12002 1.392819026 -0.725795235 -1.374808 -0.516982141
## 19655 -1.121204057 0.577828565 -1.374808 -0.359697150
## 58 -0.909296051 -0.295542205 -1.374808 0.391436630
## 20577 -0.005053418 -0.657183456 0.727338 -0.277853185
## 10505 0.841170532 -0.719791705 0.727338 -0.085473233
## 10352 1.151472810 -0.719791705 0.727338 -0.148765420
## 22764 -1.374042950 -0.336995155 0.727338 -0.272710197
## 15690 -2.325247334 -0.664902282 0.727338 -0.411354653
## 26993 1.270230472 -0.309550443 0.727338 -2.157526755
## 9554 0.460702437 1.531532292 0.727338 -0.004686147
## 16366 0.161287959 0.554862677 -1.374808 -0.032481563
## 12139 0.634302347 -0.518530486 0.727338 -0.574551431
## 14272 0.227824510 0.135568473 0.727338 0.168021860
## 14603 -1.285345436 -0.045490388 0.727338 0.797710837
## 17545 -1.753301290 -0.559697554 -1.374808 0.435665864
## 26418 1.013560687 -0.737230532 -1.374808 -0.336750180
## 8676 0.394165887 -0.664902282 0.727338 0.427399574
## 1110 -0.782269162 -0.713597586 0.727338 0.338286366
## 9280 0.656296953 0.006826093 -1.374808 0.808359910
## 10110 -0.440360343 -0.649274043 0.727338 0.403999734
## 13708 -0.030291420 0.487108546 0.727338 0.300944705
## 28197 -0.389932949 -0.686915227 0.727338 0.054951884
## 5674 -0.030291420 -0.700637583 0.727338 0.048889132
## 20617 -0.161070158 0.399437939 0.727338 0.168287424
## 13246 -0.520711687 1.355428726 0.727338 0.553344471
## 4599 1.082516748 -0.700637583 0.727338 -0.632210573
## 7929 -0.138126520 -0.350431628 0.727338 -0.145823512
## 13785 0.002403264 -0.731608178 0.727338 -0.175315286
## 20551 0.737736440 -0.731608178 0.727338 -1.047616907
## 14373 0.772214471 -0.664902282 0.727338 0.084150223
## 8426 0.327629336 1.326745191 0.727338 -0.225976628
## 13215 -0.618795740 -0.731608178 0.727338 -0.398983853
## 17762 1.902327704 0.743926246 -1.374808 0.199128594
## 11094 -2.463633508 -0.350431628 -1.374808 -0.422507592
## 16160 -0.586101055 -0.657183456 0.727338 -0.327694660
## 22152 -1.043826638 0.193602602 0.727338 -0.580469000
## 1997 1.192604496 3.032605545 -1.374808 0.515699027
## 14901 -0.038321693 -0.507762249 0.727338 -0.021593315
## 26801 0.969231790 -0.569512850 -1.374808 0.153513488
## 1008 -0.237931346 -0.529108136 0.727338 0.031264313
## 17193 -1.405647812 -0.336995155 0.727338 -0.177187547
## 21592 0.054948293 -0.713597586 0.727338 -0.680935740
## 22353 0.562883569 -0.569512850 0.727338 -0.487652057
## 7145 0.593775539 -0.539495197 -1.374808 -0.091025392
## 22966 0.562883569 0.377996758 0.727338 0.153391800
## 21679 -0.651490424 -0.529108136 0.727338 0.073497538
## 23036 2.037493150 -0.725795235 -1.374808 -0.971950414
## 10347 1.530731150 0.135568473 -1.374808 0.108213265
## 6720 0.294361061 -0.664902282 0.727338 -0.118915290
## 20288 0.094751408 -0.693871699 0.727338 -0.088115003
## 20388 -0.994784611 -0.615730507 0.727338 0.646248063
## 232 -1.313423790 1.442622862 -1.374808 0.500063796
## 13978 -0.553406371 0.577828565 0.727338 -0.298022511
## 3156 0.562883569 -0.707212879 0.727338 -0.607376737
## 22469 0.664470624 -0.719791705 0.727338 -0.178889861
## 20667 -0.138126520 -0.707212879 0.727338 -0.201371619
## 24849 0.979082656 0.174067304 0.727338 -0.472419760
## 12073 -0.408219806 3.711385685 0.727338 -0.227566941
## 17192 -0.805155441 0.154722594 0.727338 1.058016877
## 23048 0.393571810 -0.700637583 0.727338 -0.570855454
## 15711 0.028214857 -0.474314007 0.727338 -0.259280462
## 10973 -0.633203567 0.193602602 0.727338 0.156834965
## 2796 0.094751408 1.413367562 0.727338 -0.380106267
## 7608 -0.376079269 -0.672430518 -1.374808 1.261832385
## 19478 0.627043814 0.154722594 -1.374808 0.072284949
## 24797 -0.878209302 -0.731608178 0.727338 -0.222750674
## 8748 -1.624291281 0.273649678 0.727338 -0.319267996
## 24798 -0.030291420 -0.350431628 0.727338 0.337056575
## 6027 -0.633203567 1.326745191 0.727338 0.005469665
## 25640 0.883948830 0.399437939 0.727338 -0.711859853
## 11161 0.327629336 -0.323368093 0.727338 -0.075625149
## 14845 0.427434162 0.532087379 0.727338 -0.653090996
## 14205 -2.195769353 0.335686161 -1.374808 -0.280451685
## 6804 -1.713540335 -0.010803322 0.727338 0.256587514
## 22311 0.845261146 -0.350431628 -1.374808 1.233377473
## 9421 -2.294661984 2.994392595 0.727338 1.305595745
## 1427 -0.570614100 -0.350431628 -1.374808 -0.245889600
## 26998 1.013560687 0.647869756 0.727338 -0.043826708
## 15929 0.737736440 -0.713597586 0.727338 -0.554660673
## 16086 0.787075691 0.213328489 -1.374808 0.776556476
## 23640 0.630608273 -0.549691669 0.727338 0.095840242
## 20232 -0.237931346 -0.427048115 0.727338 -0.751621008
## 16304 1.235113959 -0.719791705 0.727338 -0.359534616
## 4459 -0.193764842 -0.045490388 0.727338 0.901139484
## 18793 -1.184413781 -0.725795235 0.727338 -0.496588559
## 26446 0.461296514 1.355428726 0.727338 2.141064805
## 21334 0.122672996 0.079249638 0.727338 -0.517476057
## 17430 -0.161070158 -0.725795235 0.727338 0.303675501
## 4948 0.562883569 -0.707212879 0.727338 -0.944115071
## 5625 -0.520711687 3.071009082 0.727338 3.139063554
## 18530 -1.563672120 -0.725795235 0.727338 -0.648148091
## 11007 -0.909296051 0.154722594 -1.374808 1.014754564
## 3948 -1.437252674 -0.657183456 0.727338 0.018251466
## 5468 0.979082656 -0.350431628 0.727338 -0.767857985
## 24398 -1.152808919 -0.518530486 0.727338 0.904788010
## 18476 0.944604625 -0.752954065 -1.374808 -0.296137143
## 14250 -0.931574888 -0.045490388 -1.374808 -0.138725454
## 4387 -2.575027692 0.135568473 -1.374808 -0.441212057
## 15136 0.294361061 -0.569512850 -1.374808 0.139312063
## 16039 -0.005053418 -0.731608178 0.727338 -1.047616907
## 12364 0.926458293 -0.664902282 -1.374808 -0.082112492
## 20976 0.634302347 -0.725795235 -1.374808 -0.267917873
## 21179 0.002403264 0.154722594 0.727338 -0.044730767
## 24041 0.772214471 -0.615730507 0.727338 -0.676235029
## 20726 0.035097949 -0.719791705 -1.374808 0.565640266
## 8620 0.296655424 -0.579137558 -1.374808 -0.009989337
## 25035 -0.651490424 -0.719791705 -1.374808 0.186170711
## 2912 -0.151095508 -0.725795235 -1.374808 0.765175943
## 26715 0.630608273 0.154722594 0.727338 0.614166439
## 15692 1.172405900 0.154722594 -1.374808 1.052214778
## 16280 1.358340995 -0.539495197 -1.374808 -0.091025392
## 1558 0.061483133 -0.731608178 0.727338 -0.032533542
## 7130 -0.038321693 -0.707212879 0.727338 0.449710174
## 1891 -0.279657657 0.154722594 0.727338 -0.315061919
## 279 -0.651490424 0.154722594 0.727338 0.831408486
## 616 1.858597707 -0.747903475 0.727338 -0.938624707
## 6731 -0.651490424 -0.713597586 0.727338 0.087849882
## 15317 1.726745140 -0.350431628 0.727338 0.350159710
## 25292 0.427434162 -0.664902282 0.727338 -0.018962018
## 21978 0.198571371 -0.045490388 -1.374808 0.023486919
## 6931 -1.147452163 -0.713597586 0.727338 -0.089777826
## 13867 0.393571810 -0.713597586 0.727338 -0.480280499
## 24188 -0.114363466 -0.176615121 0.727338 -0.536556663
## 12750 -1.279228366 -0.664902282 0.727338 -0.249742071
## 21018 0.969231790 -0.725795235 -1.374808 0.477550214
## 5412 0.392956131 1.104138086 0.727338 -0.892353057
## 6060 -0.291848896 -0.160891589 0.727338 -0.325755246
## 21096 -2.587980504 1.355428726 -1.374808 -0.222976859
## 5109 0.362044793 3.794863350 -1.374808 0.915132518
## 15896 0.562883569 -0.725795235 -1.374808 -0.056957449
## 27881 -2.233491284 -0.496803423 -1.374808 -0.149888517
## 9360 -0.845509053 0.335686161 -1.374808 -0.396038195
## 6718 -2.905442154 -0.569512850 -1.374808 1.354757124
## 23762 -1.057994334 1.355428726 0.727338 0.982672511
## 9615 1.048038718 -0.700637583 0.727338 -0.368479642
## 9184 -0.470809273 -0.350431628 -1.374808 -1.396345856
## 27972 -1.437770786 3.071009082 0.727338 0.542583200
## 26642 0.841170532 1.472068750 0.727338 0.237424423
## 906 -0.337736172 0.335686161 -1.374808 -0.934726231
## 26118 0.529021217 0.154722594 0.727338 0.240856700
## 21423 0.461296514 -0.713597586 0.727338 -0.794509784
## 12088 -2.264076634 -0.350431628 -1.374808 0.839706337
## 14593 1.138543549 -0.579137558 -1.374808 -0.584536667
## 793 -0.357238264 0.335686161 -1.374808 -0.636128921
## 19960 -0.520711687 -0.664902282 0.727338 -0.937034656
## 5167 -0.237931346 -0.719791705 0.727338 -0.442825735
## 22220 0.261092785 -0.713597586 0.727338 -0.348455554
## 27725 1.250090119 -0.664902282 -1.374808 -0.513592550
## 13703 -0.351399928 -0.713597586 -1.374808 -0.556878123
## 19084 -1.686464779 -0.713597586 0.727338 -0.559264513
## 9642 -1.533138610 -0.028242149 -1.374808 -0.674162785
## 3160 0.461296514 -0.539495197 0.727338 -0.155124425
## 3266 0.668780378 -0.549691669 0.727338 -0.696653563
## 10913 0.596745921 -0.752954065 0.727338 -0.427740387
## 28427 0.664470624 3.425217391 0.727338 0.299978760
## 22223 1.358340995 -0.725795235 -1.374808 -0.241983997
## 18436 0.325847107 0.600985040 0.727338 -0.340102529
## 13170 0.161287959 0.135568473 0.727338 0.010056946
## 13391 1.206268252 -0.028242149 -1.374808 1.039385761
## 11109 0.161287959 0.421069709 0.727338 0.263430086
## 2454 -1.179592700 4.356050525 0.727338 -0.958643951
## 21025 -0.537345824 -0.559697554 -1.374808 -0.723325364
## 21410 0.263960740 0.154722594 -1.374808 0.072284949
## 11458 -1.184413781 0.793098021 0.727338 0.319040331
## 12691 -0.868365164 -0.350431628 0.727338 0.689299191
## 1430 0.360897611 -0.649274043 0.727338 0.035522719
## 15201 0.664470624 -0.427048115 0.727338 0.094708830
## 28489 0.220565977 1.384302850 0.727338 -0.560823484
## 15755 0.596745921 -0.719791705 0.727338 -0.752791817
## 13381 0.227824510 -0.485654009 -1.374808 0.148322129
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## 26589 -0.030291420 0.135568473 0.727338 -0.294627608
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## 3163 -0.324543580 0.532087379 0.727338 -0.299967368
## 25682 0.630608273 -0.672430518 0.727338 0.281677965
## 19532 0.664470624 -0.731608178 0.727338 -0.486385475
## 7880 0.910126594 -0.606868152 0.727338 -0.110465189
## 24395 0.054948293 -0.336995155 0.727338 0.329429843
## 25190 -0.678735995 0.154722594 0.727338 0.742712145
## 3529 0.630608273 1.683526441 0.727338 0.165746033
## 17333 -2.823351605 -0.649274043 -1.374808 0.069771537
## 26412 0.979082656 -0.664902282 0.727338 -0.653424810
## 8801 0.979082656 -0.474314007 0.727338 -0.714920712
## 19687 -0.887735886 -0.323368093 -1.374808 0.379721629
## 27759 1.858597707 0.135568473 0.727338 -0.053519066
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## 26750 1.599687211 -0.028242149 -1.374808 0.215524845
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## 22403 -0.054673897 0.154722594 -1.374808 0.921665301
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## 9392 0.194556234 0.356746166 0.727338 -0.199449087
## 10964 0.161287959 -0.451062237 0.727338 0.195911747
## 12745 1.116994779 0.135568473 -1.374808 0.901171208
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## 19318 1.036956493 -0.731608178 -1.374808 -0.391576999
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## 16917 0.703258409 -0.719791705 0.727338 -0.463495360
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## 25826 -0.536255061 0.600985040 -1.374808 0.898531958
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## 2634 -0.062986104 -0.649274043 0.727338 0.148574266
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## 13426 -1.340295386 -0.649274043 -1.374808 -0.258515624
## 8924 0.258122403 -0.713597586 0.727338 -0.358765636
## 11737 0.194556234 -0.664902282 0.727338 0.255525810
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## 5943 0.359709459 -0.693871699 0.727338 -0.452645325
## 21945 -1.500462397 1.050392192 -1.374808 -1.470737862
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## 10054 0.394165887 -0.657183456 0.727338 -0.309043044
## 9222 -0.836760303 1.472068750 0.727338 0.851354977
## 15026 -1.866467085 3.836888064 -1.374808 -0.522904952
## 26488 0.194556234 -0.496803423 0.727338 0.152745590
## 7795 -1.051030551 0.154722594 0.727338 0.865432279
## 21638 0.122672996 -0.579137558 0.727338 -0.643859620
## 15451 -1.247623504 -0.664902282 0.727338 -0.434863293
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## 24358 0.772214471 3.265885593 0.727338 -0.818373596
## 28450 0.128019684 -0.559697554 0.727338 -0.099484007
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## 2243 -0.161070158 0.442892066 0.727338 -0.167831653
## 22486 -1.531031034 -0.731608178 -1.374808 -0.167689332
## 5436 -0.836760303 2.034685338 0.727338 0.592533339
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## 23132 0.161287959 0.154722594 0.727338 0.539577484
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## 15317 4.412152987 13.4638059500 6.4331467833 24.11443992
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## 21978 5.778130048 7.5475523156 0.9966578958 9.56893608
## 6931 0.341972715 0.9977769858 0.0086443615 0.65621619
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## 3655 0.844458679 0.5552650775 -0.0399300282 0.54497490
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## 2415 -0.247871370 0.5383273034 0.3724845777 -0.01202617
## 8972 0.583981110 1.4338926507 2.3279480707 1.03878523
## 22633 1.572308807 0.4168316859 0.0957550082 1.00920320
## 7745 7.531740604 4.5216331363 -1.3708493961 6.39109936
## 24312 0.390140879 0.0682696668 -0.0133641252 0.18004061
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## 7745 0.19712438258 0.6937579773
## 24312 -0.00859724053 -0.0062416045
## 14233 -0.39296033318 0.1053889380
##
##
## $startweights
## $startweights[[1]]
## $startweights[[1]][[1]]
## [,1] [,2] [,3] [,4] [,5] [,6]
## [1,] -0.56047565 1.7869131 0.42646422 -1.12310858 0.37963948 1.025571370
## [2,] -0.23017749 0.4978505 -0.29507148 -0.40288484 -0.50232345 -0.284773007
## [3,] 1.55870831 -1.9666172 0.89512566 -0.46665535 -0.33320738 -1.220717712
## [4,] 0.07050839 0.7013559 0.87813349 0.77996512 -1.01857538 0.181303480
## [5,] 0.12928774 -0.4727914 0.82158108 -0.08336907 -1.07179123 -0.138891362
## [6,] 1.71506499 -1.0678237 0.68864025 0.25331851 0.30352864 0.005764186
## [7,] 0.46091621 -0.2179749 0.55391765 -0.02854676 0.44820978 0.385280401
## [8,] -1.26506123 -1.0260044 -0.06191171 -0.04287046 0.05300423 -0.370660032
## [9,] -0.68685285 -0.7288912 -0.30596266 1.36860228 0.92226747 0.644376549
## [10,] -0.44566197 -0.6250393 -0.38047100 -0.22577099 2.05008469 -0.220486562
## [11,] 1.22408180 -1.6866933 -0.69470698 1.51647060 -0.49103117 0.331781964
## [12,] 0.35981383 0.8377870 -0.20791728 -1.54875280 -2.30916888 1.096839013
## [13,] 0.40077145 0.1533731 -1.26539635 0.58461375 1.00573852 0.435181491
## [14,] 0.11068272 -1.1381369 2.16895597 0.12385424 -0.70920076 -0.325931586
## [15,] -0.55584113 1.2538149 1.20796200 0.21594157 -0.68800862 1.148807618
## [,7] [,8] [,9] [,10]
## [1,] 0.9935039 -0.04502772 0.11764660 1.1313372
## [2,] 0.5483970 -0.78490447 -0.94747461 -1.4606401
## [3,] 0.2387317 -1.66794194 -0.49055744 0.7399475
## [4,] -0.6279061 -0.38022652 -0.25609219 1.9091036
## [5,] 1.3606524 0.91899661 1.84386201 -1.4438932
## [6,] -0.6002596 -0.57534696 -0.65194990 0.7017843
## [7,] 2.1873330 0.60796432 0.23538657 -0.2621975
## [8,] 1.5326106 -1.61788271 0.07796085 -1.5721442
## [9,] -0.2357004 -0.05556197 -0.96185663 -1.5146677
## [10,] -1.0264209 0.51940720 -0.07130809 -1.6015362
## [11,] -0.7104066 0.30115336 1.44455086 -0.5309065
## [12,] 0.2568837 0.10567619 0.45150405 -1.4617556
## [13,] -0.2466919 -0.64070601 0.04123292 0.6879168
## [14,] -0.3475426 -0.84970435 -0.42249683 2.1001089
## [15,] -0.9516186 -1.02412879 -2.05324722 -1.2870305
##
## $startweights[[1]][[2]]
## [,1]
## [1,] 0.7877388
## [2,] 0.7690422
## [3,] 0.3322026
## [4,] -1.0083766
## [5,] -0.1194526
## [6,] -0.2803953
## [7,] 0.5629895
## [8,] -0.3724388
## [9,] 0.9769734
## [10,] -0.3745809
## [11,] 1.0527115
##
##
##
## $result.matrix
## [,1]
## error 5.159661870
## reached.threshold 0.009906034
## steps 206839.000000000
## Intercept.to.1layhid1 -6.097030596
## karaty.to.1layhid1 0.209709052
## ciecie.to.1layhid1 -0.606439117
## kolor.to.1layhid1 1.436212609
## klarownosc.to.1layhid1 0.890208565
## glebokosc.to.1layhid1 3.595328033
## czubek_a_najszerszy.to.1layhid1 -7.739422972
## dlugosc.to.1layhid1 2.276654461
## szerokosc.to.1layhid1 -2.362140510
## glebokosc_mm.to.1layhid1 9.241573984
## objetosc.to.1layhid1 -12.075727035
## glebokosc_procent.to.1layhid1 -10.116359190
## karat2.to.1layhid1 6.908490277
## czy_premium.to.1layhid1 0.908455533
## gestosc.to.1layhid1 0.429062016
## Intercept.to.1layhid2 12.652438946
## karaty.to.1layhid2 5.351093304
## ciecie.to.1layhid2 3.461505183
## kolor.to.1layhid2 -0.755942847
## klarownosc.to.1layhid2 0.979859268
## glebokosc.to.1layhid2 -0.886725110
## czubek_a_najszerszy.to.1layhid2 12.044854554
## dlugosc.to.1layhid2 -12.405280679
## szerokosc.to.1layhid2 22.452619451
## glebokosc_mm.to.1layhid2 -36.310849759
## objetosc.to.1layhid2 14.152836217
## glebokosc_procent.to.1layhid2 13.989790344
## karat2.to.1layhid2 -1.505750689
## czy_premium.to.1layhid2 -2.564876051
## gestosc.to.1layhid2 -4.992883695
## Intercept.to.1layhid3 4.649777181
## karaty.to.1layhid3 -0.201828858
## ciecie.to.1layhid3 1.547602008
## kolor.to.1layhid3 -1.493077025
## klarownosc.to.1layhid3 -1.027140210
## glebokosc.to.1layhid3 0.103800308
## czubek_a_najszerszy.to.1layhid3 2.912970685
## dlugosc.to.1layhid3 0.386691101
## szerokosc.to.1layhid3 -8.204842465
## glebokosc_mm.to.1layhid3 -1.886329360
## objetosc.to.1layhid3 -3.502373264
## glebokosc_procent.to.1layhid3 2.495363642
## karat2.to.1layhid3 1.829871728
## czy_premium.to.1layhid3 5.461111840
## gestosc.to.1layhid3 -1.978935941
## Intercept.to.1layhid4 -0.906242884
## karaty.to.1layhid4 -4.396933195
## ciecie.to.1layhid4 0.259198658
## kolor.to.1layhid4 0.643206265
## klarownosc.to.1layhid4 -1.056042270
## glebokosc.to.1layhid4 0.471543254
## czubek_a_najszerszy.to.1layhid4 -0.224493095
## dlugosc.to.1layhid4 3.109757002
## szerokosc.to.1layhid4 -0.221764038
## glebokosc_mm.to.1layhid4 -0.808980274
## objetosc.to.1layhid4 2.347917220
## glebokosc_procent.to.1layhid4 -0.324445760
## karat2.to.1layhid4 0.211352249
## czy_premium.to.1layhid4 -0.204961029
## gestosc.to.1layhid4 0.009145893
## Intercept.to.1layhid5 5.524818427
## karaty.to.1layhid5 -1.421739511
## ciecie.to.1layhid5 1.212627997
## kolor.to.1layhid5 -0.884055021
## klarownosc.to.1layhid5 -0.112926785
## glebokosc.to.1layhid5 -0.653096338
## czubek_a_najszerszy.to.1layhid5 3.574383644
## dlugosc.to.1layhid5 -14.028632294
## szerokosc.to.1layhid5 13.963320774
## glebokosc_mm.to.1layhid5 -4.221484679
## objetosc.to.1layhid5 -1.967319232
## glebokosc_procent.to.1layhid5 3.877058302
## karat2.to.1layhid5 2.401259895
## czy_premium.to.1layhid5 -1.140950231
## gestosc.to.1layhid5 -2.318930579
## Intercept.to.1layhid6 -0.285531222
## karaty.to.1layhid6 1.184753202
## ciecie.to.1layhid6 0.200794106
## kolor.to.1layhid6 0.583775056
## klarownosc.to.1layhid6 -0.737433471
## glebokosc.to.1layhid6 0.681204115
## czubek_a_najszerszy.to.1layhid6 0.106277345
## dlugosc.to.1layhid6 5.493608205
## szerokosc.to.1layhid6 1.861457489
## glebokosc_mm.to.1layhid6 -6.634633716
## objetosc.to.1layhid6 0.523242714
## glebokosc_procent.to.1layhid6 0.124539231
## karat2.to.1layhid6 -2.029712977
## czy_premium.to.1layhid6 0.013835344
## gestosc.to.1layhid6 0.131290566
## Intercept.to.1layhid7 105.412822315
## karaty.to.1layhid7 0.579985453
## ciecie.to.1layhid7 -5.451314970
## kolor.to.1layhid7 -19.933347505
## klarownosc.to.1layhid7 -24.270677462
## glebokosc.to.1layhid7 41.439685406
## czubek_a_najszerszy.to.1layhid7 -47.187830431
## dlugosc.to.1layhid7 -31.527962135
## szerokosc.to.1layhid7 -9.823690380
## glebokosc_mm.to.1layhid7 -1.384300483
## objetosc.to.1layhid7 -1.063839922
## glebokosc_procent.to.1layhid7 -83.236206650
## karat2.to.1layhid7 -14.444946196
## czy_premium.to.1layhid7 26.284755772
## gestosc.to.1layhid7 5.038862193
## Intercept.to.1layhid8 -2.695638263
## karaty.to.1layhid8 0.575730520
## ciecie.to.1layhid8 -0.150217930
## kolor.to.1layhid8 0.354029069
## klarownosc.to.1layhid8 1.071138178
## glebokosc.to.1layhid8 0.041380161
## czubek_a_najszerszy.to.1layhid8 -0.897042710
## dlugosc.to.1layhid8 -9.235441120
## szerokosc.to.1layhid8 6.796855106
## glebokosc_mm.to.1layhid8 3.019406212
## objetosc.to.1layhid8 3.883293709
## glebokosc_procent.to.1layhid8 -1.006214237
## karat2.to.1layhid8 -2.982125228
## czy_premium.to.1layhid8 0.047840834
## gestosc.to.1layhid8 0.134425177
## Intercept.to.1layhid9 0.914334753
## karaty.to.1layhid9 -1.021615496
## ciecie.to.1layhid9 -0.285919644
## kolor.to.1layhid9 -0.654850684
## klarownosc.to.1layhid9 1.244996221
## glebokosc.to.1layhid9 0.078654702
## czubek_a_najszerszy.to.1layhid9 0.787699331
## dlugosc.to.1layhid9 2.750599231
## szerokosc.to.1layhid9 6.673361490
## glebokosc_mm.to.1layhid9 -10.390057297
## objetosc.to.1layhid9 1.452900823
## glebokosc_procent.to.1layhid9 1.149806083
## karat2.to.1layhid9 -0.869608199
## czy_premium.to.1layhid9 0.642684801
## gestosc.to.1layhid9 0.755712981
## Intercept.to.1layhid10 4.359108155
## karaty.to.1layhid10 -2.210128585
## ciecie.to.1layhid10 1.495015673
## kolor.to.1layhid10 -1.611221141
## klarownosc.to.1layhid10 -0.800364300
## glebokosc.to.1layhid10 0.250942698
## czubek_a_najszerszy.to.1layhid10 2.629226083
## dlugosc.to.1layhid10 -2.862480457
## szerokosc.to.1layhid10 -5.479455579
## glebokosc_mm.to.1layhid10 -1.650072532
## objetosc.to.1layhid10 1.299079613
## glebokosc_procent.to.1layhid10 2.166961021
## karat2.to.1layhid10 -3.349444294
## czy_premium.to.1layhid10 6.201383082
## gestosc.to.1layhid10 -1.840462478
## Intercept.to.cena_usd 0.812224184
## 1layhid1.to.cena_usd 1.756599424
## 1layhid2.to.cena_usd 0.723324402
## 1layhid3.to.cena_usd -1.621029190
## 1layhid4.to.cena_usd -2.712522456
## 1layhid5.to.cena_usd -0.720118272
## 1layhid6.to.cena_usd 2.234549060
## 1layhid7.to.cena_usd -0.709757171
## 1layhid8.to.cena_usd 1.159431340
## 1layhid9.to.cena_usd -1.018408518
## 1layhid10.to.cena_usd 1.664877766
##
## attr(,"class")
## [1] "nn"nn_d_2$result.matrix## [,1]
## error 5.159661870
## reached.threshold 0.009906034
## steps 206839.000000000
## Intercept.to.1layhid1 -6.097030596
## karaty.to.1layhid1 0.209709052
## ciecie.to.1layhid1 -0.606439117
## kolor.to.1layhid1 1.436212609
## klarownosc.to.1layhid1 0.890208565
## glebokosc.to.1layhid1 3.595328033
## czubek_a_najszerszy.to.1layhid1 -7.739422972
## dlugosc.to.1layhid1 2.276654461
## szerokosc.to.1layhid1 -2.362140510
## glebokosc_mm.to.1layhid1 9.241573984
## objetosc.to.1layhid1 -12.075727035
## glebokosc_procent.to.1layhid1 -10.116359190
## karat2.to.1layhid1 6.908490277
## czy_premium.to.1layhid1 0.908455533
## gestosc.to.1layhid1 0.429062016
## Intercept.to.1layhid2 12.652438946
## karaty.to.1layhid2 5.351093304
## ciecie.to.1layhid2 3.461505183
## kolor.to.1layhid2 -0.755942847
## klarownosc.to.1layhid2 0.979859268
## glebokosc.to.1layhid2 -0.886725110
## czubek_a_najszerszy.to.1layhid2 12.044854554
## dlugosc.to.1layhid2 -12.405280679
## szerokosc.to.1layhid2 22.452619451
## glebokosc_mm.to.1layhid2 -36.310849759
## objetosc.to.1layhid2 14.152836217
## glebokosc_procent.to.1layhid2 13.989790344
## karat2.to.1layhid2 -1.505750689
## czy_premium.to.1layhid2 -2.564876051
## gestosc.to.1layhid2 -4.992883695
## Intercept.to.1layhid3 4.649777181
## karaty.to.1layhid3 -0.201828858
## ciecie.to.1layhid3 1.547602008
## kolor.to.1layhid3 -1.493077025
## klarownosc.to.1layhid3 -1.027140210
## glebokosc.to.1layhid3 0.103800308
## czubek_a_najszerszy.to.1layhid3 2.912970685
## dlugosc.to.1layhid3 0.386691101
## szerokosc.to.1layhid3 -8.204842465
## glebokosc_mm.to.1layhid3 -1.886329360
## objetosc.to.1layhid3 -3.502373264
## glebokosc_procent.to.1layhid3 2.495363642
## karat2.to.1layhid3 1.829871728
## czy_premium.to.1layhid3 5.461111840
## gestosc.to.1layhid3 -1.978935941
## Intercept.to.1layhid4 -0.906242884
## karaty.to.1layhid4 -4.396933195
## ciecie.to.1layhid4 0.259198658
## kolor.to.1layhid4 0.643206265
## klarownosc.to.1layhid4 -1.056042270
## glebokosc.to.1layhid4 0.471543254
## czubek_a_najszerszy.to.1layhid4 -0.224493095
## dlugosc.to.1layhid4 3.109757002
## szerokosc.to.1layhid4 -0.221764038
## glebokosc_mm.to.1layhid4 -0.808980274
## objetosc.to.1layhid4 2.347917220
## glebokosc_procent.to.1layhid4 -0.324445760
## karat2.to.1layhid4 0.211352249
## czy_premium.to.1layhid4 -0.204961029
## gestosc.to.1layhid4 0.009145893
## Intercept.to.1layhid5 5.524818427
## karaty.to.1layhid5 -1.421739511
## ciecie.to.1layhid5 1.212627997
## kolor.to.1layhid5 -0.884055021
## klarownosc.to.1layhid5 -0.112926785
## glebokosc.to.1layhid5 -0.653096338
## czubek_a_najszerszy.to.1layhid5 3.574383644
## dlugosc.to.1layhid5 -14.028632294
## szerokosc.to.1layhid5 13.963320774
## glebokosc_mm.to.1layhid5 -4.221484679
## objetosc.to.1layhid5 -1.967319232
## glebokosc_procent.to.1layhid5 3.877058302
## karat2.to.1layhid5 2.401259895
## czy_premium.to.1layhid5 -1.140950231
## gestosc.to.1layhid5 -2.318930579
## Intercept.to.1layhid6 -0.285531222
## karaty.to.1layhid6 1.184753202
## ciecie.to.1layhid6 0.200794106
## kolor.to.1layhid6 0.583775056
## klarownosc.to.1layhid6 -0.737433471
## glebokosc.to.1layhid6 0.681204115
## czubek_a_najszerszy.to.1layhid6 0.106277345
## dlugosc.to.1layhid6 5.493608205
## szerokosc.to.1layhid6 1.861457489
## glebokosc_mm.to.1layhid6 -6.634633716
## objetosc.to.1layhid6 0.523242714
## glebokosc_procent.to.1layhid6 0.124539231
## karat2.to.1layhid6 -2.029712977
## czy_premium.to.1layhid6 0.013835344
## gestosc.to.1layhid6 0.131290566
## Intercept.to.1layhid7 105.412822315
## karaty.to.1layhid7 0.579985453
## ciecie.to.1layhid7 -5.451314970
## kolor.to.1layhid7 -19.933347505
## klarownosc.to.1layhid7 -24.270677462
## glebokosc.to.1layhid7 41.439685406
## czubek_a_najszerszy.to.1layhid7 -47.187830431
## dlugosc.to.1layhid7 -31.527962135
## szerokosc.to.1layhid7 -9.823690380
## glebokosc_mm.to.1layhid7 -1.384300483
## objetosc.to.1layhid7 -1.063839922
## glebokosc_procent.to.1layhid7 -83.236206650
## karat2.to.1layhid7 -14.444946196
## czy_premium.to.1layhid7 26.284755772
## gestosc.to.1layhid7 5.038862193
## Intercept.to.1layhid8 -2.695638263
## karaty.to.1layhid8 0.575730520
## ciecie.to.1layhid8 -0.150217930
## kolor.to.1layhid8 0.354029069
## klarownosc.to.1layhid8 1.071138178
## glebokosc.to.1layhid8 0.041380161
## czubek_a_najszerszy.to.1layhid8 -0.897042710
## dlugosc.to.1layhid8 -9.235441120
## szerokosc.to.1layhid8 6.796855106
## glebokosc_mm.to.1layhid8 3.019406212
## objetosc.to.1layhid8 3.883293709
## glebokosc_procent.to.1layhid8 -1.006214237
## karat2.to.1layhid8 -2.982125228
## czy_premium.to.1layhid8 0.047840834
## gestosc.to.1layhid8 0.134425177
## Intercept.to.1layhid9 0.914334753
## karaty.to.1layhid9 -1.021615496
## ciecie.to.1layhid9 -0.285919644
## kolor.to.1layhid9 -0.654850684
## klarownosc.to.1layhid9 1.244996221
## glebokosc.to.1layhid9 0.078654702
## czubek_a_najszerszy.to.1layhid9 0.787699331
## dlugosc.to.1layhid9 2.750599231
## szerokosc.to.1layhid9 6.673361490
## glebokosc_mm.to.1layhid9 -10.390057297
## objetosc.to.1layhid9 1.452900823
## glebokosc_procent.to.1layhid9 1.149806083
## karat2.to.1layhid9 -0.869608199
## czy_premium.to.1layhid9 0.642684801
## gestosc.to.1layhid9 0.755712981
## Intercept.to.1layhid10 4.359108155
## karaty.to.1layhid10 -2.210128585
## ciecie.to.1layhid10 1.495015673
## kolor.to.1layhid10 -1.611221141
## klarownosc.to.1layhid10 -0.800364300
## glebokosc.to.1layhid10 0.250942698
## czubek_a_najszerszy.to.1layhid10 2.629226083
## dlugosc.to.1layhid10 -2.862480457
## szerokosc.to.1layhid10 -5.479455579
## glebokosc_mm.to.1layhid10 -1.650072532
## objetosc.to.1layhid10 1.299079613
## glebokosc_procent.to.1layhid10 2.166961021
## karat2.to.1layhid10 -3.349444294
## czy_premium.to.1layhid10 6.201383082
## gestosc.to.1layhid10 -1.840462478
## Intercept.to.cena_usd 0.812224184
## 1layhid1.to.cena_usd 1.756599424
## 1layhid2.to.cena_usd 0.723324402
## 1layhid3.to.cena_usd -1.621029190
## 1layhid4.to.cena_usd -2.712522456
## 1layhid5.to.cena_usd -0.720118272
## 1layhid6.to.cena_usd 2.234549060
## 1layhid7.to.cena_usd -0.709757171
## 1layhid8.to.cena_usd 1.159431340
## 1layhid9.to.cena_usd -1.018408518
## 1layhid10.to.cena_usd 1.664877766plot(nn_d_2)plotnet(nn_d_2,
circle_col = list("lightyellow", "lightblue"),
bord_col = "grey40",
pos_col = "darkgreen",
neg_col = "red3",
circle_cex = 3,
cex_val = 0.8,
alpha_val = 0.8,
max_sp = TRUE,
pad_x = 0.9)
Dwie warstwy ukryte
Wytrenujemy teraz model z dwoma warstwami ukrytymi: pierwsza z 6 neuronami, druga z 4.
set.seed(123)
# nn_d_3 <- neuralnet(formula = d_formula,
# data = d_sample_train,
# hidden = c(6,4),
# linear.output = TRUE,
# act.fct = "logistic",
# threshold = 0.01,
# stepmax = 1e6,
# rep = 1,
# lifesign = "full")
# nn_d_3 %>% saveRDS("modele/nn_d_3.rds")
nn_d_3 <- readRDS("modele/nn_d_3.rds")
nn_d_3## $call
## neuralnet(formula = d_formula, data = d_sample_train, hidden = c(6,
## 4), threshold = 0.01, stepmax = 1000000, rep = 1, lifesign = "full",
## act.fct = "logistic", linear.output = TRUE)
##
## $response
## cena_usd
## 26926 -0.656497024
## 27004 -0.386677008
## 4270 -0.626600766
## 2643 -0.180669175
## 4814 -0.293722254
## 16603 0.406704380
## 6782 0.386103597
## 9559 -0.816529939
## 23001 -0.714279710
## 3947 -0.396223713
## 18022 0.260237835
## 13085 0.242903030
## 14505 2.113052192
## 19499 -0.803214799
## 4130 -0.803214799
## 8730 -0.871800334
## 27077 -0.863258545
## 13711 -0.830849996
## 17825 1.301079853
## 27680 -0.631625347
## 2324 -0.672324456
## 24171 -0.547212381
## 20244 -0.867780668
## 21632 -0.792663178
## 13292 -0.185442527
## 14211 3.604599153
## 12921 0.220292414
## 21759 -0.848938489
## 24880 -0.767791500
## 4295 0.137386822
## 27981 0.277823870
## 11340 3.612889713
## 5697 0.318020520
## 19323 0.332843035
## 11857 0.306715212
## 23668 -0.876322457
## 15415 1.815848208
## 8792 3.342818467
## 25665 0.965940280
## 27577 -0.850948321
## 23784 0.635071601
## 12002 -0.812259045
## 19655 0.266267333
## 58 -0.257545269
## 20577 -0.760505858
## 10505 -0.797687759
## 10352 -0.839140555
## 22764 -0.310805831
## 15690 -0.691166636
## 26993 -0.153787665
## 9554 1.640741549
## 16366 0.272548059
## 12139 -0.580123389
## 14272 0.913935863
## 14603 -0.124142635
## 17545 -0.597206965
## 26418 -0.851702008
## 8676 -0.726841163
## 1110 -0.773067311
## 9280 -0.023148551
## 10110 -0.690915406
## 13708 0.659943278
## 28197 -0.800200050
## 5674 -0.825071727
## 20617 0.170800288
## 13246 1.302587227
## 4599 -0.799697592
## 7929 -0.413056060
## 13785 -0.775579601
## 20551 -0.726087476
## 14373 -0.723826414
## 8426 2.362020196
## 13215 -0.792663178
## 17762 0.499659134
## 11094 -0.407277792
## 16160 -0.716540771
## 22152 0.057495979
## 1997 3.408138024
## 14901 -0.405016730
## 26801 -0.592182384
## 1008 -0.632127805
## 17193 -0.450740420
## 21592 -0.754476360
## 22353 -0.650216298
## 7145 -0.702471943
## 22966 0.341636052
## 21679 -0.538921822
## 23036 -0.871549104
## 10347 0.122564307
## 6720 -0.767289042
## 20288 -0.815776252
## 20388 -0.692925239
## 232 1.225208675
## 13978 0.698130096
## 3156 -0.728097308
## 22469 -0.825574185
## 20667 -0.728097308
## 24849 0.719987025
## 12073 1.921364415
## 17192 0.506191090
## 23048 -0.791658262
## 15711 -0.184688840
## 10973 0.108244251
## 2796 0.831281501
## 7608 -0.846426198
## 19478 0.072820952
## 24797 -0.758747254
## 8748 0.141406487
## 24798 -0.512793999
## 6027 2.390157851
## 25640 0.236622303
## 11161 -0.199008896
## 14845 0.127337659
## 14205 0.095682797
## 6804 0.168036768
## 22311 -0.714530939
## 9421 2.171839794
## 1427 -0.397982316
## 26998 1.357103935
## 15929 -0.781609099
## 16086 0.427556393
## 23640 -0.496212881
## 20232 -0.337687341
## 16304 -0.797185301
## 4459 0.069806204
## 18793 -0.803717257
## 26446 0.966945196
## 21334 -0.270106722
## 17430 -0.844165136
## 4948 -0.848184801
## 5625 2.392167684
## 18530 -0.795175469
## 11007 0.070057433
## 3948 -0.744175968
## 5468 -0.245988732
## 24398 -0.584394283
## 18476 -0.822559437
## 14250 -0.158309788
## 4387 0.187883864
## 15136 -0.593438529
## 16039 -0.835623348
## 12364 -0.772313624
## 20976 -0.875568770
## 21179 0.187130177
## 24041 -0.673078143
## 20726 -0.839643013
## 8620 -0.574093891
## 25035 -0.846677427
## 2912 -0.803717257
## 26715 0.096687714
## 15692 0.590855285
## 16280 -0.568818081
## 1558 -0.843913907
## 7130 -0.785879993
## 1891 -0.008577265
## 279 0.162509729
## 616 -0.855219215
## 6731 -0.773067311
## 15317 -0.078670174
## 25292 -0.750205466
## 21978 -0.012596930
## 6931 -0.838386868
## 13867 -0.812007816
## 24188 -0.402504439
## 12750 -0.704984234
## 21018 -0.858987651
## 5412 1.065678219
## 6060 -0.022646093
## 21096 1.443777962
## 5109 2.509240428
## 15896 -0.653231047
## 27881 -0.699457195
## 9360 0.644618305
## 6718 -0.652477359
## 23762 1.527688470
## 9615 -0.825825415
## 9184 -0.292466109
## 27972 2.527328921
## 26642 1.044323748
## 906 1.204105434
## 26118 0.815956528
## 21423 -0.745180885
## 12088 -0.379391365
## 14593 -0.626851995
## 793 0.723253003
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## 9642 0.065284080
## 3160 -0.533143553
## 3266 -0.546961152
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## 28427 2.454472492
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## 18436 1.324444156
## 13170 0.236371074
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## 11109 0.976743130
## 2454 2.708213848
## 21025 -0.461794499
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## 11458 1.286257338
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## 3529 2.101244426
## 17333 -0.690915406
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## 21945 0.857660553
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## 9222 3.023506325
## 15026 2.988083027
## 26488 -0.514301373
## 7795 0.065284080
## 21638 -0.691166636
## 15451 -0.784121390
## 19502 1.469654556
## 24358 3.620929043
## 28450 -0.555502940
## 16199 3.189819966
## 2243 0.234110012
## 22486 -0.855470444
## 5436 1.325449072
## 22107 -0.360800415
## 23132 0.774252503
## 14434 -0.716289542
## 11594 1.339015442
## 15430 3.372965955
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## 13705 1.261385661
## 16220 -0.850948321
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##
## $covariate
## karaty ciecie kolor klarownosc glebokosc
## 26926 -0.607643961 -0.7376843 0.9344519 -0.63473771 -0.68724088
## 27004 -0.311053855 0.2409145 1.5260020 -0.02417554 0.65201667
## 4270 -0.395793885 -2.6948820 -1.4317484 -0.02417554 -3.08380702
## 2643 -0.183943810 0.2409145 0.9344519 0.58638663 0.37006771
## 4814 -0.205128817 0.2409145 0.9344519 -0.02417554 -0.75772812
## 16603 0.917676583 -0.7376843 -0.2486482 -1.24529987 1.14542734
## 6782 0.536346447 1.2195133 -0.8401983 -0.02417554 -1.95601119
## 9559 -0.904234066 0.2409145 1.5260020 -0.63473771 -0.19383020
## 23001 -0.861864051 0.2409145 1.5260020 1.19694880 -1.25113879
## 3947 -0.183943810 -0.7376843 -0.8401983 -0.63473771 0.22909323
## 18022 0.642271485 -1.7162832 -1.4317484 0.58638663 1.35688906
## 13085 0.218571334 -1.7162832 0.3429018 0.58638663 0.72250391
## 14505 1.129526659 1.2195133 0.9344519 0.58638663 -0.89870260
## 19499 -1.031344112 0.2409145 0.9344519 0.58638663 -0.61675364
## 4130 -1.031344112 0.2409145 1.5260020 -0.02417554 0.29958047
## 8730 -1.010159104 -0.7376843 -0.8401983 -0.63473771 0.86347838
## 27077 -1.052529119 0.2409145 -1.4317484 1.19694880 0.51104219
## 13711 -0.904234066 -0.7376843 -0.2486482 -1.24529987 1.07494010
## 17825 0.790566538 0.2409145 -0.2486482 1.19694880 -0.05285573
## 27680 -0.565273946 0.2409145 -0.8401983 -0.02417554 -0.26431744
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## 20244 -0.967789089 0.2409145 0.9344519 -1.24529987 0.44055495
## 21632 -1.052529119 0.2409145 -0.8401983 1.19694880 0.58152943
## 13292 0.027906266 1.2195133 -0.2486482 -0.02417554 0.79299115
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## 24880 -0.861864051 0.2409145 0.9344519 -0.02417554 -0.68724088
## 4295 0.493976432 -0.7376843 1.5260020 -1.24529987 0.01763151
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## 11857 0.515161440 -0.7376843 0.3429018 -0.63473771 -1.46260051
## 23668 -1.116084142 -0.7376843 -2.0232985 1.19694880 -0.68724088
## 15415 1.786261893 1.2195133 -0.8401983 -0.63473771 -1.74454947
## 8792 2.654847202 1.2195133 0.9344519 -1.24529987 -1.46260051
## 25665 0.557531455 0.2409145 0.3429018 -0.02417554 -0.47577916
## 27577 -1.031344112 1.2195133 0.9344519 -0.02417554 -0.89870260
## 23784 0.896491576 0.2409145 -1.4317484 0.58638663 0.37006771
## 12002 -1.031344112 -0.7376843 0.9344519 -0.63473771 1.07494010
## 19655 0.875306568 -0.7376843 -0.8401983 -1.24529987 -0.47577916
## 58 -0.120388787 -1.7162832 0.9344519 -0.63473771 0.72250391
## 20577 -0.819494036 0.2409145 0.9344519 -0.63473771 -0.26431744
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## 3304 0.451606417 -0.7376843 0.9344519 -0.63473771 -2.23796015
## 2415 1.489671787 -0.7376843 0.3429018 -0.02417554 -1.88552395
## 8972 0.917676583 0.2409145 -0.2486482 1.19694880 -1.03967708
## 22633 -0.755939014 0.2409145 0.9344519 1.19694880 -0.61675364
## 7745 0.218571334 -0.7376843 -0.8401983 -1.24529987 1.14542734
## 24312 -1.052529119 0.2409145 -0.8401983 1.19694880 0.29958047
## 14233 -0.205128817 -0.7376843 -0.2486482 0.58638663 0.86347838
## czubek_a_najszerszy dlugosc szerokosc glebokosc_mm objetosc
## 26926 -1.09913977 -0.5019937568 -0.480031529 -0.5651840913 -0.590431840
## 27004 -0.19486849 -0.1522046098 -0.209014370 -0.1012330891 -0.308988326
## 4270 1.56846050 -0.1163287998 -0.073505790 -0.4491963407 -0.360414681
## 2643 -1.55127541 -0.0356082274 -0.001234548 0.0292531302 -0.178214917
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## 16603 0.25726715 0.9599454987 0.938291603 1.1021398227 0.897302112
## 6782 0.70940279 0.8792249263 0.856986456 0.5946934141 0.622731294
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## 23001 -0.64700413 -0.8428139513 -0.868489457 -0.9711412181 -0.841429583
## 3947 1.61367406 -0.0894219424 -0.019302358 -0.0287407450 -0.216444844
## 18022 1.16153843 0.7895354014 0.649206634 0.8991612592 0.626795860
## 13085 1.16153843 0.3410877770 0.378189475 0.4497087259 0.197433014
## 14505 0.25726715 1.2738588358 1.236410478 1.1166382915 1.171053476
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## 4130 -0.64700413 -1.2643547183 -1.265981290 -1.2321136568 -1.041815014
## 8730 0.70940279 -1.2553857658 -1.229845669 -1.1596213128 -1.021739244
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## 13711 -1.09913977 -1.0042550961 -1.040133657 -0.9131473429 -0.895720060
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## 2324 1.16153843 -0.4930248043 -0.480031529 -0.4636948095 -0.563515290
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## 13292 0.25726715 0.1886155847 0.134274032 0.2612286313 0.003827760
## 14211 0.25726715 0.8433491164 0.757613497 0.7106811646 0.616849679
## 12921 0.25726715 0.7177837815 0.685342255 0.6236903517 0.507113923
## 21759 -0.64700413 -1.2643547183 -1.247913479 -1.2756090633 -1.046167012
## 24880 -0.19486849 -0.8966276663 -0.886557267 -0.9566427493 -0.852833128
## 4295 1.16153843 0.6191253042 0.649206634 0.6381888205 0.461937051
## 27981 0.70940279 1.0316971186 1.118969709 0.9716536033 0.948918338
## 11340 -1.09913977 2.2066298945 2.275309588 2.1750265151 2.770073067
## 5697 -0.64700413 0.5653115892 0.613071013 0.5946934141 0.412344256
## 19323 2.51794534 0.8612870213 0.947325509 0.5511980076 0.632635721
## 11857 0.70940279 0.8433491164 0.748579592 0.5946934141 0.567343347
## 23668 -0.19486849 -1.4078579581 -1.383422059 -1.4495906891 -1.119822519
## 15415 1.61367406 1.7492133176 1.724241364 1.4501030743 1.796095783
## 8792 0.70940279 2.3860089443 2.293377398 2.0735372334 2.826613175
## 25665 -0.19486849 0.7805664489 0.757613497 0.7106811646 0.592506457
## 27577 1.16153843 -1.2464168133 -1.211777858 -1.3046060009 -1.042067194
## 23784 -1.55127541 0.9778834037 1.019596751 1.0441459474 0.915035523
## 12002 -1.09913977 -1.2374478608 -1.284049100 -1.1596213128 -1.027986796
## 19655 1.16153843 1.0137592136 1.064766278 0.9716536033 0.918450383
## 58 1.61367406 0.0092365350 0.025867168 0.1017454743 -0.135054132
## 20577 -0.19486849 -0.8338449989 -0.859455551 -0.8696519364 -0.816727241
## 10505 -1.09913977 -1.1926030984 -1.211777858 -1.2031167192 -1.015174602
## 10352 -1.09913977 -1.2105410033 -1.229845669 -1.1596213128 -1.013875821
## 22764 1.16153843 0.0720192024 0.025867168 -0.0722361515 -0.168682351
## 15690 2.06580970 -0.8338449989 -0.814286025 -1.0001381558 -0.834865295
## 26993 -1.55127541 0.1437708223 0.170409653 0.1597393496 -0.031084265
## 9554 -0.19486849 1.5518963629 1.480325921 1.6240847001 1.662418310
## 16366 -0.19486849 0.9420075937 1.010562846 0.9861520722 0.871488588
## 12139 -1.09913977 -0.3584905170 -0.344522949 -0.4057009343 -0.481732623
## 14272 -0.19486849 0.5832494942 0.613071013 0.6236903517 0.429738195
## 14603 2.06580970 0.3590256820 0.342053854 0.4207117883 0.181414901
## 17545 1.16153843 -0.4392110894 -0.489065434 -0.6666733730 -0.602543735
## 26418 -1.09913977 -1.3361063382 -1.320184722 -1.3046060009 -1.074931937
## 8676 -0.19486849 -0.9235345237 -0.949794604 -0.8841504052 -0.856223375
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## 9280 0.25726715 0.3410877770 0.369155569 0.5946934141 0.243617503
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## 13708 0.25726715 0.8971628313 0.884088172 0.9426566657 0.782487619
## 28197 0.25726715 -1.0132240486 -0.994964131 -1.0291350934 -0.911058627
## 5674 0.25726715 -1.0670377635 -1.139506616 -1.0581320310 -0.953715970
## 20617 0.25726715 0.8164422589 0.866020361 0.8556658528 0.706937754
## 13246 1.16153843 1.4083931231 1.371919058 1.5080969496 1.481016328
## 4599 -1.09913977 -1.0580688111 -1.094337089 -1.0291350934 -0.938267285
## 7929 -0.19486849 -0.0176703225 0.007799357 -0.0577376827 -0.196015575
## 13785 0.25726715 -1.2733236708 -1.329218627 -1.2466121257 -1.056415927
## 20551 -1.09913977 -1.2464168133 -1.238879574 -1.2611105945 -1.039125828
## 14373 -1.09913977 -0.8786897613 -0.922692888 -0.9131473429 -0.847611227
## 8426 -0.19486849 1.4801447430 1.408054679 1.5080969496 1.533664391
## 13215 0.25726715 -1.2374478608 -1.265981290 -1.3191044697 -1.052069012
## 17762 -1.55127541 1.0227281661 1.055732372 1.2181275732 1.024316041
## 11094 1.61367406 0.1348018698 0.080070600 -0.2317193085 -0.183470823
## 16160 0.25726715 -0.8428139513 -0.814286025 -0.8986488741 -0.815402192
## 22152 0.25726715 0.7626285440 0.811816929 0.5511980076 0.543419440
## 1997 -0.19486849 1.9016855099 2.040428050 2.3345096721 2.539899937
## 14901 -0.19486849 -0.3136457546 -0.398726381 -0.3912024655 -0.480362392
## 26801 -0.64700413 -0.5647764242 -0.606506203 -0.4781932784 -0.614695507
## 1008 -0.19486849 -0.3853973745 -0.416794192 -0.4781932784 -0.525102611
## 17193 1.16153843 0.0630502499 0.034901073 -0.0867346203 -0.173059567
## 21592 -0.64700413 -1.0939446210 -1.130472710 -1.1886182504 -0.980884726
## 22353 -0.64700413 -0.5558074717 -0.498099339 -0.5071902160 -0.593662083
## 7145 -0.19486849 -0.5019937568 -0.470997623 -0.3767039966 -0.542300953
## 22966 -0.64700413 0.8523180688 0.793749119 0.8411673840 0.686665730
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## 23036 -2.00341105 -1.2374478608 -1.229845669 -1.1596213128 -1.018593875
## 10347 -1.09913977 0.5294357793 0.576935391 0.7251796334 0.433515774
## 6720 -0.19486849 -0.9145655713 -0.904625078 -0.8696519364 -0.842433299
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## 20388 1.16153843 -0.6993107115 -0.742014782 -0.7391657171 -0.735461214
## 232 1.61367406 1.4532378855 1.525495448 1.4501030743 1.549334548
## 13978 0.25726715 1.0586039761 1.037664562 0.9426566657 0.913603875
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## 22469 -0.64700413 -1.2195099558 -1.202743953 -1.1741197816 -1.013255931
## 20667 -0.19486849 -1.0849756685 -1.121438805 -1.1451228439 -0.969672640
## 24849 -1.09913977 0.6908769241 0.658240539 0.6961826958 0.514369237
## 12073 0.70940279 2.3680710393 2.284343493 2.3780050786 3.001045306
## 17192 1.16153843 0.5742805417 0.558867581 0.5946934141 0.395840972
## 23048 -0.64700413 -1.0670377635 -1.049167563 -1.0726304999 -0.939685010
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## 10973 0.70940279 0.6550011141 0.685342255 0.6526872894 0.494438418
## 2796 -0.19486849 1.5339584579 1.516461543 1.5080969496 1.613683190
## 7608 0.70940279 -1.0311619536 -0.976896320 -0.9566427493 -0.897109652
## 19478 -0.19486849 0.5742805417 0.595003202 0.7251796334 0.457176521
## 24797 1.61367406 -1.2912615757 -1.320184722 -1.2321136568 -1.055498898
## 8748 1.61367406 0.8433491164 0.775681308 0.6816842270 0.612364236
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## 6027 0.70940279 1.4980826480 1.417088584 1.4356046055 1.511410599
## 25640 -1.55127541 0.9778834037 0.893122077 0.8266689152 0.771319022
## 11161 -0.19486849 -0.0176703225 0.025867168 0.0582500679 -0.156207000
## 14845 -0.64700413 1.0227281661 0.992495035 0.9861520722 0.898043706
## 14205 1.16153843 0.9778834037 0.938291603 0.5511980076 0.674504765
## 6804 2.06580970 0.4845910168 0.441426812 0.4062133195 0.254018330
## 22311 0.70940279 -0.1252977523 -0.299353423 0.1597393496 -0.255579993
## 9421 2.06580970 2.1438472271 2.103665387 1.8270632635 2.423408946
## 1427 -0.19486849 0.0182054875 0.062002789 -0.1302300268 -0.191502602
## 26998 -1.09913977 1.0406660711 1.028630656 1.0731428851 0.958193155
## 15929 -1.09913977 -1.1387893834 -1.130472710 -1.1596213128 -0.983638533
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## 18793 1.16153843 -1.2015720509 -1.220811763 -1.2611105945 -1.028401790
## 26446 -0.64700413 1.3635483606 1.308681721 1.3196168549 1.339798748
## 21334 -0.64700413 0.6280942566 0.613071013 0.5222010700 0.408555643
## 17430 0.25726715 -1.2822926232 -1.247913479 -1.2466121257 -1.044292999
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## 5625 1.16153843 1.9016855099 1.859749944 2.0155433582 2.257000740
## 18530 1.16153843 -1.1926030984 -1.166608332 -1.3046060009 -1.025305412
## 11007 1.61367406 0.5204668268 0.576935391 0.6381888205 0.398459718
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## 4387 1.16153843 0.7985043539 0.838918645 0.3047240378 0.468854667
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## 21096 1.61367406 1.5788032204 1.715207459 1.1601336980 1.554947893
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## 9360 0.16684002 0.8702559738 0.929257698 0.6816842270 0.682766711
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## 23762 1.16153843 1.4352999806 1.408054679 1.3631122614 1.441553240
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## 27972 1.61367406 2.1348782746 2.121733198 2.0445402958 2.557655453
## 26642 -1.09913977 1.4801447430 1.534529353 1.5080969496 1.595817017
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## 28427 -0.64700413 2.2425057045 2.166902724 2.2620173280 2.779270943
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## 18436 -0.64700413 1.0227281661 1.073800183 1.0006505410 0.938558411
## 13170 -0.19486849 0.6280942566 0.595003202 0.6236903517 0.439744531
## 13391 -0.64700413 0.3410877770 0.296884327 0.5077026012 0.189078878
## 11109 -0.19486849 0.8433491164 0.875054266 0.8556658528 0.721442865
## 2454 0.70940279 2.6640464714 2.636665800 2.4070020162 3.437113109
## 21025 -0.19486849 -0.4392110894 -0.416794192 -0.5796825601 -0.563823265
## 21410 0.25726715 0.5742805417 0.595003202 0.7251796334 0.457176521
## 11458 1.16153843 1.1303555960 1.182207046 1.0586444162 1.057150050
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## 25281 0.70940279 -1.1656962409 -1.121438805 -1.0871289687 -0.973818468
## 9162 -0.64700413 -0.0087013700 0.016833263 -0.0142422762 -0.177787681
## 22036 -0.64700413 1.1931382634 1.146071425 1.1456352291 1.107896149
## 19989 -0.64700413 -1.2105410033 -1.256947385 -1.2176151880 -1.028591634
## 10839 0.25726715 0.5742805417 0.622104918 0.6526872894 0.440460053
## 7000 0.25726715 1.5160205529 1.606800596 1.6965770442 1.744550877
## 21649 -1.09913977 -1.0849756685 -1.130472710 -1.0581320310 -0.955347286
## 21004 -0.19486849 0.6639700666 0.685342255 0.7396781023 0.530930575
## 11053 1.16153843 -0.8697208088 -0.841387741 -0.9421442805 -0.835439005
## 23154 1.16153843 0.4307773019 0.468528528 0.4787056636 0.270129842
## 17751 0.70940279 -1.4885785305 -1.455693301 -1.4930860956 -1.149902825
## 2447 0.25726715 0.1527397748 0.107172316 -0.1012330891 -0.129645578
## 12803 -0.19486849 2.7268291388 2.654733610 2.7839622055 3.750105590
## 18731 -0.64700413 0.0809881549 0.107172316 0.0437515990 -0.106256661
## 6117 -0.19486849 0.6101563517 0.631138823 0.6961826958 0.473517714
## 28495 1.61367406 0.6550011141 0.694376160 0.4932041324 0.437157465
## 21048 0.70940279 0.9778834037 0.974427225 1.0586444162 0.902055891
## 24474 -0.19486849 0.1348018698 0.116206221 -0.0577376827 -0.118721057
## 10444 0.25726715 0.9958213086 0.938291603 0.9861520722 0.863939419
## 4515 0.25726715 -0.6006522342 -0.633607919 -0.4491963407 -0.622943189
## 23064 1.16153843 -0.9863171912 -1.022065847 -1.0436335622 -0.913855987
## 7652 0.25726715 0.5742805417 0.522731960 0.4062133195 0.313990518
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## 28402 0.25726715 0.3500567295 0.387223380 0.4207117883 0.193734517
## 18786 0.25726715 -0.1163287998 -0.064471885 0.0147546614 -0.224820586
## 13609 -0.64700413 -0.5019937568 -0.489065434 -0.4926917472 -0.574949557
## 21535 -0.19486849 1.3994241706 1.453224205 1.4935984807 1.509095034
## 18263 -0.19486849 0.0182054875 0.034901073 0.0292531302 -0.151384949
## 5290 1.16153843 1.3635483606 1.399020774 1.4791000119 1.458429133
## 7862 -1.55127541 -1.1567272884 -1.148540521 -1.1451228439 -0.987457906
## 8977 -0.64700413 -1.3719821481 -1.365354248 -1.2466121257 -1.078824337
## 20819 0.25726715 0.5922184467 0.522731960 0.6816842270 0.420944504
## 1969 1.16153843 -0.5647764242 -0.606506203 -0.6666733730 -0.658758465
## 17897 0.25726715 0.6729390191 0.576935391 0.6961826958 0.476754366
## 19203 1.61367406 0.4935599693 0.522731960 0.6961826958 0.389591778
## 27277 1.61367406 2.1617851321 2.130767103 1.9865464205 2.544110045
## 21595 1.16153843 -0.5647764242 -0.543268866 -0.5651840913 -0.620261989
## 21597 0.70940279 1.0137592136 0.983461130 0.8121704463 0.816716381
## 1330 -0.19486849 0.3679946345 0.351087759 0.1742378184 0.103674063
## 4249 -0.64700413 2.6192017089 2.591496273 2.6824729237 3.563677317
## 13382 0.25726715 0.1078950124 0.043934979 0.0727485367 -0.108346604
## 20553 -0.64700413 -0.8517829038 -0.895591173 -0.9276458117 -0.839705577
## 18200 -0.19486849 0.7805664489 0.721477876 0.8121704463 0.618157115
## 23365 -0.64700413 -0.4840558518 -0.525201055 -0.5071902160 -0.582822896
## 21655 0.70940279 0.6550011141 0.622104918 0.7976719775 0.525212824
## 28366 -0.64700413 -1.4168269106 -1.401489869 -1.3770983450 -1.112600579
## 25580 -1.09913977 -0.5468385193 -0.579404487 -0.5506856224 -0.621067415
## 4952 0.25726715 0.3052119671 0.251714801 0.5077026012 0.161187350
## 16493 0.70940279 0.8433491164 0.811816929 0.8121704463 0.678690981
## 25946 0.25726715 0.8881938788 0.920223793 0.7251796334 0.704221459
## 28361 0.25726715 0.0271744400 0.062002789 -0.0287407450 -0.158158874
## 10249 -1.09913977 -0.7890002364 -0.760082593 -0.7681626547 -0.765091983
## 8209 -1.55127541 -0.5916832817 -0.570370582 -0.5071902160 -0.619337591
## 17074 -0.19486849 0.1078950124 0.152341842 0.0727485367 -0.075245599
## 26648 -0.19486849 0.8971628313 0.929257698 0.9571551345 0.806981703
## 20648 1.16153843 0.0271744400 0.071036695 -0.1157315579 -0.181868849
## 105 -0.64700413 -0.3495215645 -0.398726381 -0.3477070590 -0.478319654
## 15578 -0.19486849 -0.8786897613 -0.913658983 -0.8406549988 -0.831072086
## 11133 0.70940279 0.7177837815 0.667274444 0.6671857582 0.516951456
## 8686 0.70940279 0.8612870213 0.902155982 0.8121704463 0.721857912
## 25878 -2.00341105 2.1348782746 2.112699292 2.0155433582 2.535190421
## 2575 2.51794534 -1.2643547183 -1.302116911 -1.4205937515 -1.079564485
## 26906 -0.19486849 -0.0625150849 -0.037370169 0.0292531302 -0.196838786
## 2370 -1.09913977 -0.8697208088 -0.895591173 -0.8841504052 -0.834426187
## 28524 0.25726715 0.0002675825 -0.037370169 0.0437515990 -0.173932622
## 2780 0.25726715 0.7267527340 0.694376160 0.7396781023 0.558575623
## 23984 1.61367406 1.8837476049 1.841682133 1.5660908248 1.989056047
## 14294 -1.09913977 -0.7979691889 -0.787184309 -0.7826611235 -0.775855149
## 7776 1.61367406 0.8433491164 0.793749119 1.0296474786 0.758368930
## 16883 -0.64700413 -1.2105410033 -1.193710047 -1.2756090633 -1.027866774
## 9701 0.70940279 -0.9594103337 -1.013031941 -0.9711412181 -0.892910564
## 11856 -0.19486849 -0.0535461324 -0.028336264 -0.0142422762 -0.204261734
## 12126 1.61367406 0.3231498721 0.305918232 0.4062133195 0.152010923
## 14083 0.25726715 -1.2464168133 -1.293083006 -1.2611105945 -1.048257743
## 8601 -0.64700413 0.5294357793 0.477562433 0.6091918829 0.355055396
## 7056 -0.64700413 -0.0714840374 -0.046404074 0.0872470055 -0.185280846
## 8467 1.61367406 1.7312754126 1.715207459 1.4501030743 1.782416641
## 16675 -0.64700413 0.8971628313 0.947325509 0.8701643216 0.778447996
## 22562 -1.09913977 0.6460321616 0.694376160 0.6526872894 0.494417456
## 12957 -0.64700413 0.8343801639 0.875054266 0.8556658528 0.717808451
## 11601 -1.09913977 -0.3674594695 -0.398726381 -0.3912024655 -0.493994539
## 23855 -0.64700413 -0.0445771799 -0.010268453 -0.0142422762 -0.196351973
## 28493 0.70940279 -0.8248760464 -0.742014782 -0.7391657171 -0.762817791
## 11898 -0.64700413 0.6998458766 0.721477876 0.7541765711 0.564175046
## 10119 0.25726715 -1.1208514785 -1.085303184 -1.2321136568 -0.985680351
## 5351 0.25726715 -0.0266392750 0.007799357 -0.0432392139 -0.194356966
## 21519 0.25726715 -0.4750868993 -0.452929813 -0.5941810289 -0.584667423
## 10122 -0.64700413 2.2335367520 2.284343493 2.2620173280 2.845405572
## 21399 -0.64700413 -1.3719821481 -1.347286438 -1.3770983450 -1.096918260
## 595 0.70940279 -0.5109627093 -0.543268866 -0.7681626547 -0.656202147
## 2247 5.68289481 -0.0176703225 -0.145777033 -0.8261565300 -0.462038551
## 5492 -0.19486849 -1.2912615757 -1.275015195 -1.2031167192 -1.043051957
## 24760 0.25726715 1.8209649375 1.769410891 1.7255739818 2.004597565
## 7604 0.25726715 -0.8607518563 -0.832353835 -0.7826611235 -0.798657747
## 17479 -0.64700413 0.0540812974 0.080070600 0.0437515990 -0.122630558
## 10143 -2.09383817 -1.3002305282 -1.265981290 -1.2321136568 -1.047934427
## 403 -1.09913977 3.0855872383 3.070293254 2.7694637366 4.290315203
## 14389 1.61367406 1.3545794082 1.317715626 1.3776107302 1.367182540
## 16680 -0.64700413 -0.8607518563 -0.841387741 -0.8696519364 -0.818580764
## 24069 0.30248071 -0.5916832817 -0.561336676 -0.7391657171 -0.671658384
## 10563 -1.09913977 0.9420075937 0.965393319 0.9281581969 0.828476906
## 10192 2.51794534 0.2872740621 0.242680895 0.3482194442 0.099509309
## 25350 1.61367406 1.2379830258 1.182207046 0.9571551345 1.058509300
## 26705 -0.64700413 -0.5019937568 -0.461963718 -0.5506856224 -0.582609213
## 9249 -0.64700413 1.0137592136 0.974427225 1.0151490098 0.898925312
## 25914 -0.19486849 0.0630502499 0.089104505 -0.0287407450 -0.139388268
## 20772 -0.19486849 -1.2105410033 -1.256947385 -1.1741197816 -1.021101412
## 28047 0.25726715 0.3321188246 0.378189475 0.4497087259 0.194323121
## 2025 0.70940279 -0.6454969966 -0.669743540 -0.5651840913 -0.668383274
## 11265 -1.09913977 -1.0670377635 -1.058201468 -1.0581320310 -0.938635520
## 6956 0.25726715 1.5967411253 1.534529353 1.8560602012 1.829814602
## 26616 -0.19486849 -0.5019937568 -0.470997623 -0.5071902160 -0.574141490
## 3479 -1.09913977 -1.5692991029 -1.555066259 -1.5945753773 -1.191233727
## 25729 -0.64700413 0.9689144512 1.082834088 1.1166382915 0.968862462
## 13228 0.25726715 1.7043685552 1.679071838 1.4935984807 1.773387240
## 26695 -0.19486849 0.4845910168 0.522731960 0.3337209754 0.256348908
## 26813 0.25726715 0.6101563517 0.658240539 0.6526872894 0.467354904
## 10407 -1.09913977 -0.8876587138 -0.877523362 -0.8841504052 -0.834426187
## 5497 -0.64700413 -0.7979691889 -0.850421646 -0.7971595923 -0.792249956
## 3742 1.61367406 1.0316971186 0.974427225 0.7106811646 0.777279929
## 22920 0.25726715 -1.2374478608 -1.284049100 -1.1886182504 -1.032911795
## 19317 1.61367406 0.5922184467 0.531765865 0.6091918829 0.397788577
## 14578 0.70940279 0.6998458766 0.730511781 0.6961826958 0.545278481
## 2114 -0.64700413 -0.0087013700 0.034901073 0.0292531302 -0.159478827
## 12397 -0.19486849 0.7357216865 0.802783024 0.6961826958 0.586758327
## 10937 0.25726715 0.8612870213 0.838918645 0.6816842270 0.643970823
## 26678 0.25726715 1.1213866435 1.082834088 1.3631122614 1.143559565
## 20907 0.25726715 0.6280942566 0.667274444 0.5656964765 0.444710431
## 3655 -1.09913977 -1.1746651934 -1.166608332 -1.1886182504 -1.001605525
## 3304 0.25726715 0.7088148290 0.766647403 0.4352102571 0.461074437
## 2415 0.70940279 1.5429274104 1.579698880 1.2616229797 1.525084278
## 8972 -0.19486849 1.1213866435 1.118969709 0.9716536033 0.987459471
## 22633 -0.19486849 -0.7441554740 -0.705879161 -0.7826611235 -0.746988406
## 7745 1.16153843 0.3141809196 0.269782611 0.4352102571 0.146394005
## 24312 -0.19486849 -1.3181684332 -1.302116911 -1.2756090633 -1.064215701
## 14233 1.16153843 -0.1432356573 -0.082539696 -0.0142422762 -0.246184392
## glebokosc_procent karat2 czy_premium gestosc
## 26926 0.530868255 -0.569512850 -1.374808 -0.583972114
## 27004 0.427434162 -0.414755171 0.727338 -0.017159826
## 4270 -2.558680350 -0.462783416 -1.374808 -0.877718322
## 2643 1.445813037 -0.336995155 0.727338 -0.063980457
## 4814 -0.586101055 -0.350431628 0.727338 -0.283376934
## 16603 0.296655424 0.624332104 -1.374808 0.465906923
## 6782 -1.468857535 0.233244964 0.727338 -1.088175221
## 9559 0.028214857 -0.686915227 0.727338 -0.063741039
## 23001 -0.114363466 -0.672430518 0.727338 -0.995392104
## 3947 -1.126903295 -0.336995155 -1.374808 0.800021777
## 18022 -0.299477655 0.335686161 -1.374808 0.403043750
## 13085 -0.583921410 -0.045490388 -1.374808 0.507286204
## 14505 -0.651490424 0.868285095 0.727338 -0.274579752
## 19499 -0.171394795 -0.725795235 0.727338 -0.845027519
## 4130 0.630608273 -0.725795235 0.727338 0.176354221
## 8730 -0.183236046 -0.719791705 -1.374808 0.238129183
## 27077 1.516046062 -0.731608178 0.727338 -0.253719320
## 13711 1.392819026 -0.686915227 -1.374808 -0.585754331
## 17825 0.841170532 0.487108546 0.727338 0.111254409
## 27680 0.584887985 -0.549691669 0.727338 -0.211706924
## 2324 -0.836760303 -0.549691669 0.727338 -0.099120034
## 24171 0.258122403 -0.549691669 0.727338 -0.530328691
## 20244 0.327629336 -0.707212879 0.727338 -0.505058386
## 21632 1.151472810 -0.731608178 0.727338 0.265236108
## 13292 0.133182002 -0.192148066 0.727338 0.579165784
## 14211 -0.520711687 0.273649678 0.727338 -0.383728606
## 12921 -0.488017002 0.154722594 0.727338 -0.689854390
## 21759 0.359709459 -0.731608178 0.727338 -0.697927952
## 24880 -0.204663070 -0.672430518 0.727338 -0.557185857
## 4295 -0.899970026 0.193602602 -1.374808 0.664489217
## 27981 -0.890327865 0.624332104 -1.374808 -0.198262851
## 11340 0.703258409 3.385098559 0.727338 0.208552222
## 5697 0.529021217 0.135568473 0.727338 0.446168359
## 19323 -2.913651209 0.294137917 -1.374808 -0.299787831
## 11857 -1.243873775 0.213328489 -1.374808 -0.611309668
## 23668 -0.204663070 -0.747903475 -1.374808 -0.245557760
## 15415 -1.997332271 1.745658219 0.727338 0.152654833
## 8792 -1.243873775 3.187363224 0.727338 -1.010339007
## 25665 -0.104858244 0.253352027 0.727338 -0.345097214
## 27577 -1.310833227 -0.725795235 0.727338 0.189267827
## 23784 1.445813037 0.600985040 0.727338 -0.040747687
## 12002 1.392819026 -0.725795235 -1.374808 -0.516982141
## 19655 -1.121204057 0.577828565 -1.374808 -0.359697150
## 58 -0.909296051 -0.295542205 -1.374808 0.391436630
## 20577 -0.005053418 -0.657183456 0.727338 -0.277853185
## 10505 0.841170532 -0.719791705 0.727338 -0.085473233
## 10352 1.151472810 -0.719791705 0.727338 -0.148765420
## 22764 -1.374042950 -0.336995155 0.727338 -0.272710197
## 15690 -2.325247334 -0.664902282 0.727338 -0.411354653
## 26993 1.270230472 -0.309550443 0.727338 -2.157526755
## 9554 0.460702437 1.531532292 0.727338 -0.004686147
## 16366 0.161287959 0.554862677 -1.374808 -0.032481563
## 12139 0.634302347 -0.518530486 0.727338 -0.574551431
## 14272 0.227824510 0.135568473 0.727338 0.168021860
## 14603 -1.285345436 -0.045490388 0.727338 0.797710837
## 17545 -1.753301290 -0.559697554 -1.374808 0.435665864
## 26418 1.013560687 -0.737230532 -1.374808 -0.336750180
## 8676 0.394165887 -0.664902282 0.727338 0.427399574
## 1110 -0.782269162 -0.713597586 0.727338 0.338286366
## 9280 0.656296953 0.006826093 -1.374808 0.808359910
## 10110 -0.440360343 -0.649274043 0.727338 0.403999734
## 13708 -0.030291420 0.487108546 0.727338 0.300944705
## 28197 -0.389932949 -0.686915227 0.727338 0.054951884
## 5674 -0.030291420 -0.700637583 0.727338 0.048889132
## 20617 -0.161070158 0.399437939 0.727338 0.168287424
## 13246 -0.520711687 1.355428726 0.727338 0.553344471
## 4599 1.082516748 -0.700637583 0.727338 -0.632210573
## 7929 -0.138126520 -0.350431628 0.727338 -0.145823512
## 13785 0.002403264 -0.731608178 0.727338 -0.175315286
## 20551 0.737736440 -0.731608178 0.727338 -1.047616907
## 14373 0.772214471 -0.664902282 0.727338 0.084150223
## 8426 0.327629336 1.326745191 0.727338 -0.225976628
## 13215 -0.618795740 -0.731608178 0.727338 -0.398983853
## 17762 1.902327704 0.743926246 -1.374808 0.199128594
## 11094 -2.463633508 -0.350431628 -1.374808 -0.422507592
## 16160 -0.586101055 -0.657183456 0.727338 -0.327694660
## 22152 -1.043826638 0.193602602 0.727338 -0.580469000
## 1997 1.192604496 3.032605545 -1.374808 0.515699027
## 14901 -0.038321693 -0.507762249 0.727338 -0.021593315
## 26801 0.969231790 -0.569512850 -1.374808 0.153513488
## 1008 -0.237931346 -0.529108136 0.727338 0.031264313
## 17193 -1.405647812 -0.336995155 0.727338 -0.177187547
## 21592 0.054948293 -0.713597586 0.727338 -0.680935740
## 22353 0.562883569 -0.569512850 0.727338 -0.487652057
## 7145 0.593775539 -0.539495197 -1.374808 -0.091025392
## 22966 0.562883569 0.377996758 0.727338 0.153391800
## 21679 -0.651490424 -0.529108136 0.727338 0.073497538
## 23036 2.037493150 -0.725795235 -1.374808 -0.971950414
## 10347 1.530731150 0.135568473 -1.374808 0.108213265
## 6720 0.294361061 -0.664902282 0.727338 -0.118915290
## 20288 0.094751408 -0.693871699 0.727338 -0.088115003
## 20388 -0.994784611 -0.615730507 0.727338 0.646248063
## 232 -1.313423790 1.442622862 -1.374808 0.500063796
## 13978 -0.553406371 0.577828565 0.727338 -0.298022511
## 3156 0.562883569 -0.707212879 0.727338 -0.607376737
## 22469 0.664470624 -0.719791705 0.727338 -0.178889861
## 20667 -0.138126520 -0.707212879 0.727338 -0.201371619
## 24849 0.979082656 0.174067304 0.727338 -0.472419760
## 12073 -0.408219806 3.711385685 0.727338 -0.227566941
## 17192 -0.805155441 0.154722594 0.727338 1.058016877
## 23048 0.393571810 -0.700637583 0.727338 -0.570855454
## 15711 0.028214857 -0.474314007 0.727338 -0.259280462
## 10973 -0.633203567 0.193602602 0.727338 0.156834965
## 2796 0.094751408 1.413367562 0.727338 -0.380106267
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## 5351 -0.357238264 -0.350431628 -1.374808 -0.182669432
## 21519 -0.814963847 -0.569512850 -1.374808 -0.754473871
## 10122 0.529021217 3.546717416 0.727338 0.281988793
## 21399 0.359709459 -0.742662298 0.727338 -0.318119960
## 595 -1.629560221 -0.597815209 0.727338 -0.573162224
## 2247 -6.155407016 -0.518530486 -1.374808 -1.099642090
## 5492 0.527238988 -0.725795235 -1.374808 0.239790015
## 24760 -0.422627633 2.034685338 0.727338 0.002247566
## 7604 0.035097949 -0.641174041 0.727338 0.650610573
## 17479 0.393571810 -0.295542205 0.727338 0.123751626
## 10143 1.978945551 -0.731608178 0.727338 -0.608971336
## 403 0.117131884 6.232868562 0.727338 -0.919844586
## 14389 -1.095816546 1.326745191 0.727338 1.586832543
## 16680 0.359709459 -0.657183456 0.727338 -0.207882566
## 24069 -0.979281366 -0.606868152 -1.374808 -0.776770934
## 10563 0.806692502 0.464905012 0.727338 -0.600920333
## 10192 -1.559157140 -0.028242149 -1.374808 2.763623377
## 25350 -1.966245521 0.743926246 0.727338 -0.220085699
## 26705 0.190397700 -0.569512850 -1.374808 -0.814927094
## 9249 0.562883569 0.577828565 0.727338 -0.109827354
## 25914 -0.304467897 -0.323368093 -1.374808 -0.436870298
## 20772 0.394165887 -0.725795235 0.727338 -0.851718871
## 28047 0.133182002 -0.045490388 -1.374808 0.563288048
## 2025 -0.183236046 -0.579137558 0.727338 1.211018112
## 11265 0.875648563 -0.700637583 0.727338 -0.616296274
## 6956 0.656296953 1.936627670 -1.374808 1.054980819
## 26616 -0.005053418 -0.559697554 0.727338 -0.422250194
## 3479 0.634302347 -0.766962303 0.727338 -1.221574724
## 25729 0.799920031 0.671597996 -1.374808 0.091912993
## 13228 -0.782269162 1.683526441 0.727338 -0.041462832
## 26695 -0.504077549 -0.045490388 0.727338 -0.520059896
## 26813 -0.161070158 0.154722594 -1.374808 -0.085902558
## 10407 0.841170532 -0.664902282 0.727338 -0.428166016
## 5497 0.596745921 -0.649274043 0.727338 -0.382985879
## 3742 -2.121679267 0.532087379 0.727338 0.953888218
## 22920 0.100487318 -0.719791705 0.727338 0.803461853
## 19317 -1.064729796 0.154722594 0.727338 1.025831688
## 14578 -0.633203567 0.233244964 0.727338 0.033850289
## 2114 0.562883569 -0.336995155 0.727338 -0.471788388
## 12397 -0.138126520 0.233244964 0.727338 -0.576491915
## 10937 -0.814963847 0.294137917 0.727338 -0.460896790
## 26678 0.656296953 0.919362753 -1.374808 0.554643680
## 20907 -0.520711687 0.154722594 0.727338 0.268069892
## 3655 0.737736440 -0.719791705 0.727338 -0.735149083
## 3304 -1.272689429 0.154722594 -1.374808 0.011529584
## 2415 -1.436716998 1.326745191 -1.374808 -0.137118830
## 8972 -0.371004447 0.624332104 0.727338 -0.677569093
## 22633 -0.171394795 -0.632883451 0.727338 -0.449346017
## 7745 -0.394292240 -0.045490388 -1.374808 1.450201477
## 24312 0.261092785 -0.731608178 0.727338 0.233653471
## 14233 -0.520711687 -0.350431628 -1.374808 1.008330982
##
## $model.list
## $model.list$response
## [1] "cena_usd"
##
## $model.list$variables
## [1] "karaty" "ciecie" "kolor"
## [4] "klarownosc" "glebokosc" "czubek_a_najszerszy"
## [7] "dlugosc" "szerokosc" "glebokosc_mm"
## [10] "objetosc" "glebokosc_procent" "karat2"
## [13] "czy_premium" "gestosc"
##
##
## $err.fct
## function (x, y)
## {
## 1/2 * (y - x)^2
## }
## <bytecode: 0x378f9f3c0>
## <environment: 0x378f9e4e0>
## attr(,"type")
## [1] "sse"
##
## $act.fct
## function (x)
## {
## 1/(1 + exp(-x))
## }
## <bytecode: 0x378f8c2e8>
## <environment: 0x378f9f820>
## attr(,"type")
## [1] "logistic"
##
## $linear.output
## [1] TRUE
##
## $data
## cena_usd karaty ciecie kolor klarownosc glebokosc
## 26926 -0.656497024 -0.607643961 -0.7376843 0.9344519 -0.63473771 -0.68724088
## 27004 -0.386677008 -0.311053855 0.2409145 1.5260020 -0.02417554 0.65201667
## 4270 -0.626600766 -0.395793885 -2.6948820 -1.4317484 -0.02417554 -3.08380702
## 2643 -0.180669175 -0.183943810 0.2409145 0.9344519 0.58638663 0.37006771
## 4814 -0.293722254 -0.205128817 0.2409145 0.9344519 -0.02417554 -0.75772812
## 16603 0.406704380 0.917676583 -0.7376843 -0.2486482 -1.24529987 1.14542734
## 6782 0.386103597 0.536346447 1.2195133 -0.8401983 -0.02417554 -1.95601119
## 9559 -0.816529939 -0.904234066 0.2409145 1.5260020 -0.63473771 -0.19383020
## 23001 -0.714279710 -0.861864051 0.2409145 1.5260020 1.19694880 -1.25113879
## 3947 -0.396223713 -0.183943810 -0.7376843 -0.8401983 -0.63473771 0.22909323
## 18022 0.260237835 0.642271485 -1.7162832 -1.4317484 0.58638663 1.35688906
## 13085 0.242903030 0.218571334 -1.7162832 0.3429018 0.58638663 0.72250391
## 14505 2.113052192 1.129526659 1.2195133 0.9344519 0.58638663 -0.89870260
## 19499 -0.803214799 -1.031344112 0.2409145 0.9344519 0.58638663 -0.61675364
## 4130 -0.803214799 -1.031344112 0.2409145 1.5260020 -0.02417554 0.29958047
## 8730 -0.871800334 -1.010159104 -0.7376843 -0.8401983 -0.63473771 0.86347838
## 27077 -0.863258545 -1.052529119 0.2409145 -1.4317484 1.19694880 0.51104219
## 13711 -0.830849996 -0.904234066 -0.7376843 -0.2486482 -1.24529987 1.07494010
## 17825 1.301079853 0.790566538 0.2409145 -0.2486482 1.19694880 -0.05285573
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## 20244 -0.867780668 -0.967789089 0.2409145 0.9344519 -1.24529987 0.44055495
## 21632 -0.792663178 -1.052529119 0.2409145 -0.8401983 1.19694880 0.58152943
## 13292 -0.185442527 0.027906266 1.2195133 -0.2486482 -0.02417554 0.79299115
## 14211 3.604599153 0.578716462 1.2195133 1.5260020 2.41807314 -0.61675364
## 12921 0.220292414 0.451606417 1.2195133 -0.2486482 -0.63473771 -0.54626640
## 21759 -0.848938489 -1.052529119 0.2409145 1.5260020 -0.63473771 -0.26431744
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## 4295 0.137386822 0.493976432 -0.7376843 1.5260020 -1.24529987 0.01763151
## 27981 0.277823870 0.917676583 -0.7376843 -0.2486482 -1.24529987 -0.68724088
## 11340 3.612889713 2.760772240 0.2409145 -0.2486482 -1.24529987 -0.33480468
## 5697 0.318020520 0.430421409 0.2409145 0.3429018 -0.63473771 0.08811875
## 19323 0.332843035 0.599901470 -0.7376843 0.3429018 -0.63473771 -2.51990910
## 11857 0.306715212 0.515161440 -0.7376843 0.3429018 -0.63473771 -1.46260051
## 23668 -0.876322457 -1.116084142 -0.7376843 -2.0232985 1.19694880 -0.68724088
## 15415 1.815848208 1.786261893 1.2195133 -0.8401983 -0.63473771 -1.74454947
## 8792 3.342818467 2.654847202 1.2195133 0.9344519 -1.24529987 -1.46260051
## 25665 0.965940280 0.557531455 0.2409145 0.3429018 -0.02417554 -0.47577916
## 27577 -0.850948321 -1.031344112 1.2195133 0.9344519 -0.02417554 -0.89870260
## 23784 0.635071601 0.896491576 0.2409145 -1.4317484 0.58638663 0.37006771
## 12002 -0.812259045 -1.031344112 -0.7376843 0.9344519 -0.63473771 1.07494010
## 19655 0.266267333 0.875306568 -0.7376843 -0.8401983 -1.24529987 -0.47577916
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## 9554 1.640741549 1.637966840 0.2409145 -1.4317484 -0.02417554 0.72250391
## 16366 0.272548059 0.854121560 -0.7376843 -0.8401983 -1.24529987 0.08811875
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## 14272 0.913935863 0.430421409 0.2409145 0.9344519 -0.02417554 0.22909323
## 14603 -0.124142635 0.218571334 1.2195133 0.3429018 -0.63473771 0.58152943
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## 26418 -0.851702008 -1.073714127 -0.7376843 -0.2486482 1.19694880 0.29958047
## 8676 -0.726841163 -0.840679044 0.2409145 0.9344519 -0.02417554 0.58152943
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## 10110 -0.690915406 -0.798309029 1.2195133 0.9344519 0.58638663 0.29958047
## 13708 0.659943278 0.790566538 0.2409145 -0.8401983 -0.02417554 0.44055495
## 28197 -0.800200050 -0.904234066 1.2195133 -0.8401983 1.19694880 -0.33480468
## 5674 -0.825071727 -0.946604082 1.2195133 -0.8401983 -0.63473771 0.44055495
## 20617 0.170800288 0.705826508 1.2195133 -1.4317484 -0.02417554 0.15860599
## 13246 1.302587227 1.510856795 1.2195133 -1.4317484 -0.02417554 0.86347838
## 4599 -0.799697592 -0.946604082 0.2409145 0.3429018 -0.63473771 0.44055495
## 7929 -0.413056060 -0.205128817 0.2409145 -1.4317484 -0.63473771 -0.54626640
## 13785 -0.775579601 -1.052529119 1.2195133 0.9344519 -0.02417554 0.51104219
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## 14373 -0.723826414 -0.840679044 0.2409145 1.5260020 -0.02417554 -0.19383020
## 8426 2.362020196 1.489671787 1.2195133 0.3429018 -0.02417554 0.44055495
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## 17762 0.499659134 1.023601621 -0.7376843 -1.4317484 -0.63473771 1.28640182
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## 16160 -0.716540771 -0.819494036 1.2195133 0.9344519 0.58638663 -0.75772812
## 22152 0.057495979 0.493976432 1.2195133 -0.2486482 -1.24529987 -1.74454947
## 1997 3.408138024 2.570107172 -1.7162832 -1.4317484 -0.02417554 2.27322317
## 14901 -0.405016730 -0.480533915 0.2409145 0.9344519 -0.02417554 -0.33480468
## 26801 -0.592182384 -0.607643961 -0.7376843 0.3429018 -0.02417554 1.00445286
## 1008 -0.632127805 -0.522903930 1.2195133 0.3429018 -0.63473771 -0.75772812
## 17193 -0.450740420 -0.183943810 1.2195133 0.3429018 -1.24529987 -1.11016432
## 21592 -0.754476360 -0.988974097 0.2409145 0.9344519 -0.02417554 -0.89870260
## 22353 -0.650216298 -0.607643961 0.2409145 -0.2486482 -0.02417554 0.15860599
## 7145 -0.702471943 -0.544088938 -0.7376843 -1.4317484 -0.63473771 1.00445286
## 22966 0.341636052 0.684641500 1.2195133 -0.8401983 -0.63473771 0.15860599
## 21679 -0.538921822 -0.522903930 1.2195133 0.9344519 -0.02417554 -0.89870260
## 23036 -0.871549104 -1.031344112 -0.7376843 1.5260020 -1.24529987 0.72250391
## 10347 0.122564307 0.430421409 -0.7376843 1.5260020 -1.24529987 1.35688906
## 6720 -0.767289042 -0.840679044 0.2409145 -0.8401983 1.19694880 0.37006771
## 20288 -0.815776252 -0.925419074 0.2409145 0.9344519 -0.02417554 -0.05285573
## 20388 -0.692925239 -0.713568998 1.2195133 0.9344519 -0.02417554 -0.19383020
## 232 1.225208675 1.574411817 -0.7376843 -0.2486482 -1.24529987 -0.19383020
## 13978 0.698130096 0.875306568 1.2195133 -0.8401983 -0.02417554 -0.68724088
## 3156 -0.728097308 -0.967789089 0.2409145 0.9344519 0.58638663 0.15860599
## 22469 -0.825574185 -1.010159104 0.2409145 0.3429018 -0.02417554 0.37006771
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## 24849 0.719987025 0.472791424 0.2409145 -0.8401983 1.19694880 0.22909323
## 12073 1.921364415 2.930252301 1.2195133 -0.8401983 -1.24529987 0.37006771
## 17192 0.506191090 0.451606417 1.2195133 -0.2486482 -0.02417554 0.22909323
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## 2796 0.831281501 1.553226810 0.2409145 -0.2486482 -1.24529987 -0.05285573
## 7608 -0.846426198 -0.861864051 -0.7376843 -0.8401983 -1.24529987 0.44055495
## 19478 0.072820952 0.451606417 -1.7162832 0.3429018 -1.24529987 1.07494010
## 24797 -0.758747254 -1.052529119 1.2195133 1.5260020 -0.02417554 0.79299115
## 8748 0.141406487 0.578716462 1.2195133 -0.8401983 0.58638663 -0.89870260
## 24798 -0.512793999 -0.205128817 1.2195133 -1.4317484 -1.24529987 0.44055495
## 6027 2.390157851 1.489671787 1.2195133 1.5260020 -0.63473771 -0.12334297
## 25640 0.236622303 0.705826508 1.2195133 -0.8401983 -1.24529987 -0.75772812
## 11161 -0.199008896 -0.162758802 0.2409145 -0.2486482 1.19694880 0.44055495
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## 6804 0.168036768 0.260941349 1.2195133 0.9344519 -0.02417554 -0.40529192
## 22311 -0.714530939 -0.205128817 -2.6948820 0.3429018 -1.85586204 3.11907004
## 9421 2.171839794 2.548922165 1.2195133 1.5260020 -1.24529987 -1.74454947
## 1427 -0.397982316 -0.205128817 -1.7162832 -0.8401983 -0.02417554 -1.46260051
## 26998 1.357103935 0.938861591 0.2409145 0.3429018 0.58638663 0.29958047
## 15929 -0.781609099 -0.988974097 0.2409145 -0.2486482 1.80751097 -0.26431744
## 16086 0.427556393 0.515161440 -2.6948820 -0.2486482 0.58638663 2.20273593
## 23640 -0.496212881 -0.565273946 0.2409145 1.5260020 -0.02417554 0.29958047
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## 16304 -0.797185301 -1.010159104 0.2409145 1.5260020 -0.02417554 -0.05285573
## 4459 0.069806204 0.218571334 1.2195133 0.9344519 -0.63473771 0.08811875
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## 17430 -0.844165136 -1.031344112 1.2195133 1.5260020 -0.63473771 0.15860599
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## 5625 2.392167684 2.591292180 1.2195133 -0.8401983 -0.63473771 0.86347838
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## 11007 0.070057433 0.451606417 -1.7162832 -0.2486482 -1.24529987 0.72250391
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## 15136 -0.593438529 -0.607643961 -0.7376843 1.5260020 -0.63473771 0.37006771
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## 20726 -0.839643013 -1.010159104 -0.7376843 1.5260020 -0.63473771 0.58152943
## 8620 -0.574093891 -0.628828968 -0.7376843 1.5260020 -0.02417554 1.14542734
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## 2912 -0.803717257 -1.031344112 -0.7376843 -1.4317484 1.80751097 0.93396562
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## 26879 -0.556759086 -0.628828968 -0.7376843 -0.2486482 1.19694880 0.29958047
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## 5858 -0.788392284 -0.861864051 -0.7376843 0.9344519 -0.02417554 -0.61675364
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## 1735 -0.834869661 -1.052529119 -0.7376843 -0.8401983 -0.02417554 1.21591458
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## 18059 0.636578975 0.430421409 -1.7162832 -0.2486482 0.58638663 1.28640182
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## 3996 0.190396155 0.705826508 -0.7376843 -0.8401983 -0.63473771 1.07494010
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## 27839 -0.734126806 -0.861864051 -0.7376843 -0.2486482 -0.02417554 1.14542734
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## 388 -0.767037813 -1.052529119 0.2409145 -0.2486482 1.19694880 -0.61675364
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## 8445 0.030614469 -0.183943810 0.2409145 0.9344519 0.58638663 0.08811875
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## 21039 -0.721062894 -0.819494036 1.2195133 -0.2486482 -0.02417554 -0.61675364
## 6186 0.137889280 0.451606417 -2.6948820 -0.2486482 -0.02417554 3.54199348
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## 9241 1.245307000 0.430421409 1.2195133 0.9344519 1.19694880 0.65201667
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## 7574 -0.843662678 -0.967789089 0.2409145 -0.2486482 -0.02417554 -0.12334297
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## 14412 1.409359580 1.532041802 0.2409145 -2.0232985 1.19694880 0.58152943
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## 3397 0.669741212 0.981231606 0.2409145 -0.8401983 -1.24529987 0.01763151
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## 21807 0.275562808 0.875306568 -1.7162832 -2.0232985 1.19694880 1.35688906
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## 21783 0.201199005 0.430421409 -0.7376843 -0.8401983 0.58638663 1.07494010
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## 21499 -0.795426698 -0.967789089 0.2409145 -0.2486482 -0.02417554 0.22909323
## 8301 1.199583311 0.451606417 -0.7376843 0.3429018 1.80751097 1.14542734
## 25520 -0.766535355 -0.967789089 1.2195133 -0.2486482 0.58638663 -0.96918984
## 7490 2.404477908 2.591292180 -2.6948820 -0.8401983 -0.63473771 3.18955728
## 9214 -0.845170053 -0.840679044 -1.7162832 -2.0232985 0.58638663 1.56835078
## 13553 0.751390658 1.489671787 -2.6948820 0.9344519 -1.24529987 2.13224869
## 28276 0.413487565 0.557531455 0.2409145 -1.4317484 0.58638663 0.15860599
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## 28470 -0.516562435 -0.416978893 0.2409145 0.3429018 -0.02417554 0.08811875
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## 22390 -0.809495525 -1.052529119 -0.7376843 1.5260020 -0.63473771 1.14542734
## 23726 0.110002854 0.451606417 -0.7376843 -0.8401983 -0.63473771 0.58152943
## 5897 0.582564726 0.493976432 0.2409145 1.5260020 -0.63473771 0.08811875
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## 21649 -0.720560436 -0.946604082 0.2409145 1.5260020 -0.02417554 0.44055495
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## 12803 3.266696060 3.671727565 1.2195133 -2.0232985 -1.24529987 0.58152943
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## 6117 0.473531312 0.472791424 0.2409145 -0.2486482 -0.02417554 0.58152943
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## 21048 0.565983608 0.896491576 1.2195133 -0.8401983 -0.02417554 0.65201667
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## 19203 0.282345993 0.451606417 -1.7162832 1.5260020 -0.63473771 1.49786354
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## 8686 0.359222087 0.684641500 -0.7376843 -0.2486482 -0.63473771 -0.47577916
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## 2780 0.785055353 0.536346447 1.2195133 0.9344519 -0.02417554 0.22909323
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## 14294 -0.750707924 -0.777124021 0.2409145 -0.2486482 0.58638663 0.08811875
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## 23855 -0.370849577 -0.183943810 -0.7376843 0.9344519 -0.63473771 0.08811875
## 28493 -0.735634180 -0.755939014 1.2195133 0.9344519 -0.02417554 0.37006771
## 11898 0.570003273 0.578716462 0.2409145 0.3429018 -0.63473771 0.37006771
## 10119 -0.871297875 -0.988974097 1.2195133 0.9344519 -1.24529987 -1.46260051
## 5351 -0.400494607 -0.205128817 -0.7376843 1.5260020 -1.24529987 -0.26431744
## 21519 -0.393460193 -0.607643961 -0.7376843 0.9344519 1.19694880 -1.25113879
## 10122 2.610234513 2.845512270 0.2409145 -1.4317484 -1.24529987 0.08811875
## 21399 -0.865268378 -1.094899134 0.2409145 0.9344519 0.58638663 -0.26431744
## 595 -0.743422281 -0.671198983 1.2195133 -0.8401983 -1.24529987 -2.30844738
## 2247 -0.662777751 -0.501718923 -2.6948820 -0.8401983 -0.02417554 -6.39670726
## 5492 -0.850948321 -1.031344112 -0.7376843 0.9344519 -0.63473771 0.86347838
## 24760 3.276996452 1.976926961 1.2195133 0.3429018 -0.02417554 -0.40529192
## 7604 -0.788643513 -0.777124021 1.2195133 0.3429018 -0.63473771 0.58152943
## 17479 -0.090226711 -0.120388787 0.2409145 -0.2486482 0.58638663 -0.19383020
## 10143 -0.868283127 -1.052529119 0.2409145 -0.8401983 -0.63473771 0.44055495
## 403 1.925132851 4.074242708 0.2409145 -0.8401983 -1.85586204 -1.53308775
## 14389 0.785055353 1.489671787 1.2195133 -1.4317484 -1.24529987 0.29958047
## 16680 -0.788894742 -0.819494036 0.2409145 1.5260020 -0.63473771 -0.26431744
## 24069 -0.679610099 -0.692383991 -0.7376843 0.3429018 -0.02417554 -1.53308775
## 10563 0.288124261 0.769381530 0.2409145 -0.2486482 -1.24529987 -0.12334297
## 10192 -0.038975982 0.239756341 -0.7376843 -0.2486482 -0.02417554 0.65201667
## 25350 0.002728043 1.023601621 1.2195133 -1.4317484 -0.63473771 -1.67406223
## 26705 -0.568566852 -0.607643961 -0.7376843 -0.8401983 1.80751097 -0.61675364
## 9249 0.503678799 0.875306568 0.2409145 -0.8401983 -0.63473771 0.15860599
## 25914 -0.254279291 -0.162758802 -0.7376843 -0.2486482 0.58638663 -0.89870260
## 20772 -0.829845080 -1.031344112 0.2409145 -0.8401983 -0.02417554 0.58152943
## 28047 0.064027935 0.218571334 -0.7376843 -0.8401983 1.19694880 0.79299115
## 2025 -0.632127805 -0.628828968 1.2195133 0.9344519 -0.63473771 0.86347838
## 11265 -0.844667594 -0.946604082 0.2409145 -2.0232985 2.41807314 0.01763151
## 6956 2.745646979 1.913371938 -2.6948820 -0.2486482 -0.02417554 1.92078697
## 26616 -0.698452278 -0.586458953 0.2409145 -2.0232985 -0.02417554 -0.26431744
## 3479 -0.866022065 -1.200824172 0.2409145 -0.8401983 1.80751097 -0.47577916
## 25729 1.167928448 0.960046598 -0.7376843 -0.2486482 0.58638663 0.65201667
## 13228 1.960053691 1.743891878 1.2195133 0.3429018 -0.63473771 -1.18065156
## 26695 0.164017103 0.218571334 0.2409145 -0.8401983 -0.02417554 -1.32162603
## 26813 -0.062591514 0.451606417 -0.7376843 -0.2486482 -1.24529987 0.15860599
## 10407 -0.714279710 -0.840679044 0.2409145 0.3429018 1.19694880 -0.05285573
## 5497 -0.714530939 -0.798309029 0.2409145 -0.2486482 -0.02417554 0.22909323
## 3742 0.870724464 0.832936553 1.2195133 -0.2486482 -0.02417554 -2.02649843
## 22920 -0.806732006 -1.010159104 1.2195133 -0.2486482 -0.02417554 0.72250391
## 19317 0.146179839 0.451606417 1.2195133 -0.8401983 -0.63473771 0.37006771
## 14578 0.766213173 0.536346447 0.2409145 -0.2486482 -0.02417554 -0.12334297
## 2114 -0.407780250 -0.183943810 0.2409145 0.9344519 -0.63473771 0.15860599
## 12397 0.141406487 0.536346447 0.2409145 -1.4317484 -0.63473771 -0.54626640
## 10937 0.486343994 0.599901470 0.2409145 -0.8401983 -0.63473771 -1.25113879
## 26678 0.425546560 1.171896674 -2.6948820 -0.8401983 -0.02417554 1.92078697
## 20907 0.710440320 0.451606417 1.2195133 -0.2486482 0.58638663 -0.61675364
## 3655 -0.808490609 -1.010159104 0.2409145 0.9344519 0.58638663 -0.26431744
## 3304 0.209740793 0.451606417 -0.7376843 0.9344519 -0.63473771 -2.23796015
## 2415 3.044107109 1.489671787 -0.7376843 0.3429018 -0.02417554 -1.88552395
## 8972 1.601047357 0.917676583 0.2409145 -0.2486482 1.19694880 -1.03967708
## 22633 -0.667551103 -0.755939014 0.2409145 0.9344519 1.19694880 -0.61675364
## 7745 -0.207550685 0.218571334 -0.7376843 -0.8401983 -1.24529987 1.14542734
## 24312 -0.839391784 -1.052529119 0.2409145 -0.8401983 1.19694880 0.29958047
## 14233 -0.281160801 -0.205128817 -0.7376843 -0.2486482 0.58638663 0.86347838
## czubek_a_najszerszy dlugosc szerokosc glebokosc_mm objetosc
## 26926 -1.09913977 -0.5019937568 -0.480031529 -0.5651840913 -0.590431840
## 27004 -0.19486849 -0.1522046098 -0.209014370 -0.1012330891 -0.308988326
## 4270 1.56846050 -0.1163287998 -0.073505790 -0.4491963407 -0.360414681
## 2643 -1.55127541 -0.0356082274 -0.001234548 0.0292531302 -0.178214917
## 4814 0.25726715 0.0002675825 0.025867168 -0.0722361515 -0.189804957
## 16603 0.25726715 0.9599454987 0.938291603 1.1021398227 0.897302112
## 6782 0.70940279 0.8792249263 0.856986456 0.5946934141 0.622731294
## 9559 -0.19486849 -1.0132240486 -0.994964131 -1.0146366246 -0.908261266
## 23001 -0.64700413 -0.8428139513 -0.868489457 -0.9711412181 -0.841429583
## 3947 1.61367406 -0.0894219424 -0.019302358 -0.0287407450 -0.216444844
## 18022 1.16153843 0.7895354014 0.649206634 0.8991612592 0.626795860
## 13085 1.16153843 0.3410877770 0.378189475 0.4497087259 0.197433014
## 14505 0.25726715 1.2738588358 1.236410478 1.1166382915 1.171053476
## 19499 -0.19486849 -1.2015720509 -1.193710047 -1.2466121257 -1.021240426
## 4130 -0.64700413 -1.2643547183 -1.265981290 -1.2321136568 -1.041815014
## 8730 0.70940279 -1.2553857658 -1.229845669 -1.1596213128 -1.021739244
## 27077 -1.55127541 -1.3091994807 -1.284049100 -1.2466121257 -1.054898801
## 13711 -1.09913977 -1.0042550961 -1.040133657 -0.9131473429 -0.895720060
## 17825 -1.09913977 0.9330386412 0.911189887 0.9136597281 0.796449322
## 27680 -0.91828551 -0.4840558518 -0.443895908 -0.4926917472 -0.559680051
## 2324 1.16153843 -0.4930248043 -0.480031529 -0.4636948095 -0.563515290
## 24171 -0.64700413 -0.4212731844 -0.461963718 -0.4926917472 -0.548684998
## 20244 -0.19486849 -1.1298204310 -1.112404900 -1.0726304999 -0.962957032
## 21632 -1.09913977 -1.3002305282 -1.338252532 -1.2611105945 -1.064810215
## 13292 0.25726715 0.1886155847 0.134274032 0.2612286313 0.003827760
## 14211 0.25726715 0.8433491164 0.757613497 0.7106811646 0.616849679
## 12921 0.25726715 0.7177837815 0.685342255 0.6236903517 0.507113923
## 21759 -0.64700413 -1.2643547183 -1.247913479 -1.2756090633 -1.046167012
## 24880 -0.19486849 -0.8966276663 -0.886557267 -0.9566427493 -0.852833128
## 4295 1.16153843 0.6191253042 0.649206634 0.6381888205 0.461937051
## 27981 0.70940279 1.0316971186 1.118969709 0.9716536033 0.948918338
## 11340 -1.09913977 2.2066298945 2.275309588 2.1750265151 2.770073067
## 5697 -0.64700413 0.5653115892 0.613071013 0.5946934141 0.412344256
## 19323 2.51794534 0.8612870213 0.947325509 0.5511980076 0.632635721
## 11857 0.70940279 0.8433491164 0.748579592 0.5946934141 0.567343347
## 23668 -0.19486849 -1.4078579581 -1.383422059 -1.4495906891 -1.119822519
## 15415 1.61367406 1.7492133176 1.724241364 1.4501030743 1.796095783
## 8792 0.70940279 2.3860089443 2.293377398 2.0735372334 2.826613175
## 25665 -0.19486849 0.7805664489 0.757613497 0.7106811646 0.592506457
## 27577 1.16153843 -1.2464168133 -1.211777858 -1.3046060009 -1.042067194
## 23784 -1.55127541 0.9778834037 1.019596751 1.0441459474 0.915035523
## 12002 -1.09913977 -1.2374478608 -1.284049100 -1.1596213128 -1.027986796
## 19655 1.16153843 1.0137592136 1.064766278 0.9716536033 0.918450383
## 58 1.61367406 0.0092365350 0.025867168 0.1017454743 -0.135054132
## 20577 -0.19486849 -0.8338449989 -0.859455551 -0.8696519364 -0.816727241
## 10505 -1.09913977 -1.1926030984 -1.211777858 -1.2031167192 -1.015174602
## 10352 -1.09913977 -1.2105410033 -1.229845669 -1.1596213128 -1.013875821
## 22764 1.16153843 0.0720192024 0.025867168 -0.0722361515 -0.168682351
## 15690 2.06580970 -0.8338449989 -0.814286025 -1.0001381558 -0.834865295
## 26993 -1.55127541 0.1437708223 0.170409653 0.1597393496 -0.031084265
## 9554 -0.19486849 1.5518963629 1.480325921 1.6240847001 1.662418310
## 16366 -0.19486849 0.9420075937 1.010562846 0.9861520722 0.871488588
## 12139 -1.09913977 -0.3584905170 -0.344522949 -0.4057009343 -0.481732623
## 14272 -0.19486849 0.5832494942 0.613071013 0.6236903517 0.429738195
## 14603 2.06580970 0.3590256820 0.342053854 0.4207117883 0.181414901
## 17545 1.16153843 -0.4392110894 -0.489065434 -0.6666733730 -0.602543735
## 26418 -1.09913977 -1.3361063382 -1.320184722 -1.3046060009 -1.074931937
## 8676 -0.19486849 -0.9235345237 -0.949794604 -0.8841504052 -0.856223375
## 1110 0.25726715 -1.1298204310 -1.157574426 -1.2466121257 -1.002528032
## 9280 0.25726715 0.3410877770 0.369155569 0.5946934141 0.243617503
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## 13708 0.25726715 0.8971628313 0.884088172 0.9426566657 0.782487619
## 28197 0.25726715 -1.0132240486 -0.994964131 -1.0291350934 -0.911058627
## 5674 0.25726715 -1.0670377635 -1.139506616 -1.0581320310 -0.953715970
## 20617 0.25726715 0.8164422589 0.866020361 0.8556658528 0.706937754
## 13246 1.16153843 1.4083931231 1.371919058 1.5080969496 1.481016328
## 4599 -1.09913977 -1.0580688111 -1.094337089 -1.0291350934 -0.938267285
## 7929 -0.19486849 -0.0176703225 0.007799357 -0.0577376827 -0.196015575
## 13785 0.25726715 -1.2733236708 -1.329218627 -1.2466121257 -1.056415927
## 20551 -1.09913977 -1.2464168133 -1.238879574 -1.2611105945 -1.039125828
## 14373 -1.09913977 -0.8786897613 -0.922692888 -0.9131473429 -0.847611227
## 8426 -0.19486849 1.4801447430 1.408054679 1.5080969496 1.533664391
## 13215 0.25726715 -1.2374478608 -1.265981290 -1.3191044697 -1.052069012
## 17762 -1.55127541 1.0227281661 1.055732372 1.2181275732 1.024316041
## 11094 1.61367406 0.1348018698 0.080070600 -0.2317193085 -0.183470823
## 16160 0.25726715 -0.8428139513 -0.814286025 -0.8986488741 -0.815402192
## 22152 0.25726715 0.7626285440 0.811816929 0.5511980076 0.543419440
## 1997 -0.19486849 1.9016855099 2.040428050 2.3345096721 2.539899937
## 14901 -0.19486849 -0.3136457546 -0.398726381 -0.3912024655 -0.480362392
## 26801 -0.64700413 -0.5647764242 -0.606506203 -0.4781932784 -0.614695507
## 1008 -0.19486849 -0.3853973745 -0.416794192 -0.4781932784 -0.525102611
## 17193 1.16153843 0.0630502499 0.034901073 -0.0867346203 -0.173059567
## 21592 -0.64700413 -1.0939446210 -1.130472710 -1.1886182504 -0.980884726
## 22353 -0.64700413 -0.5558074717 -0.498099339 -0.5071902160 -0.593662083
## 7145 -0.19486849 -0.5019937568 -0.470997623 -0.3767039966 -0.542300953
## 22966 -0.64700413 0.8523180688 0.793749119 0.8411673840 0.686665730
## 21679 0.25726715 -0.4212731844 -0.371624665 -0.4926917472 -0.526577208
## 23036 -2.00341105 -1.2374478608 -1.229845669 -1.1596213128 -1.018593875
## 10347 -1.09913977 0.5294357793 0.576935391 0.7251796334 0.433515774
## 6720 -0.19486849 -0.9145655713 -0.904625078 -0.8696519364 -0.842433299
## 20288 -0.19486849 -1.0580688111 -1.031099752 -1.0436335622 -0.929171595
## 20388 1.16153843 -0.6993107115 -0.742014782 -0.7391657171 -0.735461214
## 232 1.61367406 1.4532378855 1.525495448 1.4501030743 1.549334548
## 13978 0.25726715 1.0586039761 1.037664562 0.9426566657 0.913603875
## 3156 -0.64700413 -1.0849756685 -1.130472710 -1.0871289687 -0.960666606
## 22469 -0.64700413 -1.2195099558 -1.202743953 -1.1741197816 -1.013255931
## 20667 -0.19486849 -1.0849756685 -1.121438805 -1.1451228439 -0.969672640
## 24849 -1.09913977 0.6908769241 0.658240539 0.6961826958 0.514369237
## 12073 0.70940279 2.3680710393 2.284343493 2.3780050786 3.001045306
## 17192 1.16153843 0.5742805417 0.558867581 0.5946934141 0.395840972
## 23048 -0.64700413 -1.0670377635 -1.049167563 -1.0726304999 -0.939685010
## 15711 -0.19486849 -0.2777699446 -0.254183896 -0.2897131837 -0.406870198
## 10973 0.70940279 0.6550011141 0.685342255 0.6526872894 0.494438418
## 2796 -0.19486849 1.5339584579 1.516461543 1.5080969496 1.613683190
## 7608 0.70940279 -1.0311619536 -0.976896320 -0.9566427493 -0.897109652
## 19478 -0.19486849 0.5742805417 0.595003202 0.7251796334 0.457176521
## 24797 1.61367406 -1.2912615757 -1.320184722 -1.2321136568 -1.055498898
## 8748 1.61367406 0.8433491164 0.775681308 0.6816842270 0.612364236
## 24798 0.25726715 -0.0445771799 -0.082539696 -0.0142422762 -0.217419940
## 6027 0.70940279 1.4980826480 1.417088584 1.4356046055 1.511410599
## 25640 -1.55127541 0.9778834037 0.893122077 0.8266689152 0.771319022
## 11161 -0.19486849 -0.0176703225 0.025867168 0.0582500679 -0.156207000
## 14845 -0.64700413 1.0227281661 0.992495035 0.9861520722 0.898043706
## 14205 1.16153843 0.9778834037 0.938291603 0.5511980076 0.674504765
## 6804 2.06580970 0.4845910168 0.441426812 0.4062133195 0.254018330
## 22311 0.70940279 -0.1252977523 -0.299353423 0.1597393496 -0.255579993
## 9421 2.06580970 2.1438472271 2.103665387 1.8270632635 2.423408946
## 1427 -0.19486849 0.0182054875 0.062002789 -0.1302300268 -0.191502602
## 26998 -1.09913977 1.0406660711 1.028630656 1.0731428851 0.958193155
## 15929 -1.09913977 -1.1387893834 -1.130472710 -1.1596213128 -0.983638533
## 16086 0.25726715 0.5653115892 0.540799770 0.8411673840 0.475838953
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## 16304 -1.55127541 -1.2105410033 -1.175642237 -1.1886182504 -1.009515155
## 4459 0.25726715 0.3949014920 0.333019948 0.3772163818 0.175775405
## 18793 1.16153843 -1.2015720509 -1.220811763 -1.2611105945 -1.028401790
## 26446 -0.64700413 1.3635483606 1.308681721 1.3196168549 1.339798748
## 21334 -0.64700413 0.6280942566 0.613071013 0.5222010700 0.408555643
## 17430 0.25726715 -1.2822926232 -1.247913479 -1.2466121257 -1.044292999
## 4948 -0.64700413 -1.1029135735 -1.085303184 -1.0726304999 -0.953027440
## 5625 1.16153843 1.9016855099 1.859749944 2.0155433582 2.257000740
## 18530 1.16153843 -1.1926030984 -1.166608332 -1.3046060009 -1.025305412
## 11007 1.61367406 0.5204668268 0.576935391 0.6381888205 0.398459718
## 3948 1.16153843 -0.8069381414 -0.850421646 -0.9421442805 -0.824518385
## 5468 -1.09913977 -0.0176703225 0.016833263 0.0292531302 -0.167516596
## 24398 1.16153843 -0.4033352794 -0.434862002 -0.4781932784 -0.533998659
## 18476 -1.09913977 -1.4796095780 -1.446659396 -1.4495906891 -1.140559920
## 14250 1.16153843 0.3949014920 0.459494622 0.4207117883 0.234058747
## 4387 1.16153843 0.7985043539 0.838918645 0.3047240378 0.468854667
## 15136 -0.19486849 -0.5827143292 -0.543268866 -0.5216886848 -0.614238273
## 16039 -0.19486849 -1.2464168133 -1.238879574 -1.2611105945 -1.039125828
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## 21179 0.25726715 0.6370632091 0.595003202 0.6816842270 0.464696532
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## 25035 0.25726715 -1.1926030984 -1.184676142 -1.2611105945 -1.020693668
## 2912 0.70940279 -1.2733236708 -1.338252532 -1.2176151880 -1.053121273
## 26715 -0.64700413 0.5563426367 0.622104918 0.6236903517 0.423022113
## 15692 -0.64700413 0.4845910168 0.549833675 0.6961826958 0.396191804
## 16280 -1.09913977 -0.4661179469 -0.507133245 -0.3767039966 -0.542300953
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## 470 0.70940279 2.2783815144 2.320479114 2.1460295775 2.823104706
## 12209 -1.09913977 0.0630502499 0.089104505 0.0872470055 -0.103858192
## 2341 -0.19486849 -0.4571489944 -0.470997623 -0.5506856224 -0.573943043
## 8536 -0.19486849 -0.9414724287 -0.913658983 -0.8841504052 -0.852621297
## 18374 -1.09913977 0.2603672046 0.287850422 0.3192225066 0.095949366
## 22807 -1.09913977 -1.2284789083 -1.202743953 -1.2321136568 -1.024912432
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## 21807 -0.64700413 0.8792249263 0.847952550 1.0441459474 0.801480000
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## 27691 0.25726715 -1.0401309061 -1.031099752 -1.1451228439 -0.945057169
## 13865 2.06580970 -0.2777699446 -0.263217802 -0.6376764354 -0.502191391
## 16745 -1.55127541 -0.5378695668 -0.561336676 -0.5216886848 -0.607810281
## 17200 -1.09913977 -0.5199316618 -0.489065434 -0.4926917472 -0.579312273
## 10577 -0.64700413 1.9285923674 1.877817755 2.2475188592 2.411670645
## 17368 -1.09913977 1.6864306502 1.633902311 1.7690693883 1.884628551
## 1781 0.25726715 -0.7890002364 -0.814286025 -0.8841504052 -0.801210874
## 10469 0.70940279 -1.2643547183 -1.302116911 -1.2176151880 -1.045486126
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## 20128 1.61367406 -1.2912615757 -1.275015195 -1.3191044697 -1.062525306
## 5686 -0.64700413 0.7536595915 0.712443971 0.7251796334 0.570311928
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## 16662 1.61367406 -1.5692991029 -1.536998449 -1.5220830332 -1.178149336
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## 22165 -0.64700413 0.7536595915 0.784715213 0.5801949453 0.541248485
## 21783 -2.00341105 0.5742805417 0.504664149 0.6816842270 0.407587679
## 21539 -1.09913977 -0.9773482387 -0.949794604 -0.9711412181 -0.884142550
## 5764 -1.55127541 -1.2464168133 -1.238879574 -1.2176151880 -1.031669808
## 22812 0.70940279 -0.1252977523 -0.073505790 -0.0142422762 -0.238362724
## 24141 0.25726715 0.5653115892 0.549833675 0.6381888205 0.405135214
## 4429 -0.19486849 0.5114978743 0.576935391 0.7396781023 0.432026519
## 7995 -1.09913977 0.3321188246 0.369155569 0.4787056636 0.201077213
## 20792 -1.09913977 -0.4481800419 -0.434862002 -0.4491963407 -0.537853271
## 10602 0.70940279 1.4711757905 1.453224205 1.5225954184 1.558551494
## 15009 -1.09913977 -1.2822926232 -1.265981290 -1.2321136568 -1.044874720
## 17105 -1.55127541 -0.8697208088 -0.850421646 -0.8116580612 -0.810293600
## 21499 -0.19486849 -1.1029135735 -1.148540521 -1.1016274375 -0.969884104
## 8301 -1.09913977 0.6370632091 0.549833675 0.7396781023 0.469188017
## 25520 1.61367406 -1.0760067160 -1.130472710 -1.1886182504 -0.977683720
## 7490 -0.19486849 1.7761201751 1.859749944 2.3200112033 2.352042841
## 9214 -0.64700413 -0.9594103337 -0.940760699 -0.7971595923 -0.844410759
## 13553 -1.09913977 1.3725173131 1.281580005 1.6385831689 1.481259708
## 28276 -1.09913977 0.7357216865 0.766647403 0.7686750399 0.601228605
## 1548 0.70940279 -1.1298204310 -1.094337089 -1.1306243751 -0.970284125
## 27378 1.16153843 1.0765418810 1.118969709 1.0006505410 0.980877268
## 28470 -1.09913977 -0.2688009921 -0.245149991 -0.2462177773 -0.390415104
## 3936 -0.64700413 1.0406660711 1.001528940 0.9861520722 0.909433972
## 22390 -0.64700413 -1.2912615757 -1.329218627 -1.2031167192 -1.052213897
## 23726 0.25726715 0.5473736843 0.640172728 0.6671857582 0.442374441
## 5897 -0.19486849 0.7088148290 0.730511781 0.7251796334 0.559932825
## 62 -0.19486849 1.9375613199 1.995258523 1.8270632635 2.246845040
## 25281 0.70940279 -1.1656962409 -1.121438805 -1.0871289687 -0.973818468
## 9162 -0.64700413 -0.0087013700 0.016833263 -0.0142422762 -0.177787681
## 22036 -0.64700413 1.1931382634 1.146071425 1.1456352291 1.107896149
## 19989 -0.64700413 -1.2105410033 -1.256947385 -1.2176151880 -1.028591634
## 10839 0.25726715 0.5742805417 0.622104918 0.6526872894 0.440460053
## 7000 0.25726715 1.5160205529 1.606800596 1.6965770442 1.744550877
## 21649 -1.09913977 -1.0849756685 -1.130472710 -1.0581320310 -0.955347286
## 21004 -0.19486849 0.6639700666 0.685342255 0.7396781023 0.530930575
## 11053 1.16153843 -0.8697208088 -0.841387741 -0.9421442805 -0.835439005
## 23154 1.16153843 0.4307773019 0.468528528 0.4787056636 0.270129842
## 17751 0.70940279 -1.4885785305 -1.455693301 -1.4930860956 -1.149902825
## 2447 0.25726715 0.1527397748 0.107172316 -0.1012330891 -0.129645578
## 12803 -0.19486849 2.7268291388 2.654733610 2.7839622055 3.750105590
## 18731 -0.64700413 0.0809881549 0.107172316 0.0437515990 -0.106256661
## 6117 -0.19486849 0.6101563517 0.631138823 0.6961826958 0.473517714
## 28495 1.61367406 0.6550011141 0.694376160 0.4932041324 0.437157465
## 21048 0.70940279 0.9778834037 0.974427225 1.0586444162 0.902055891
## 24474 -0.19486849 0.1348018698 0.116206221 -0.0577376827 -0.118721057
## 10444 0.25726715 0.9958213086 0.938291603 0.9861520722 0.863939419
## 4515 0.25726715 -0.6006522342 -0.633607919 -0.4491963407 -0.622943189
## 23064 1.16153843 -0.9863171912 -1.022065847 -1.0436335622 -0.913855987
## 7652 0.25726715 0.5742805417 0.522731960 0.4062133195 0.313990518
## 1289 0.70940279 0.6460321616 0.595003202 0.6381888205 0.451821870
## 1116 -0.64700413 0.1617087273 0.197511369 0.1452408808 -0.021526901
## 28402 0.25726715 0.3500567295 0.387223380 0.4207117883 0.193734517
## 18786 0.25726715 -0.1163287998 -0.064471885 0.0147546614 -0.224820586
## 13609 -0.64700413 -0.5019937568 -0.489065434 -0.4926917472 -0.574949557
## 21535 -0.19486849 1.3994241706 1.453224205 1.4935984807 1.509095034
## 18263 -0.19486849 0.0182054875 0.034901073 0.0292531302 -0.151384949
## 5290 1.16153843 1.3635483606 1.399020774 1.4791000119 1.458429133
## 7862 -1.55127541 -1.1567272884 -1.148540521 -1.1451228439 -0.987457906
## 8977 -0.64700413 -1.3719821481 -1.365354248 -1.2466121257 -1.078824337
## 20819 0.25726715 0.5922184467 0.522731960 0.6816842270 0.420944504
## 1969 1.16153843 -0.5647764242 -0.606506203 -0.6666733730 -0.658758465
## 17897 0.25726715 0.6729390191 0.576935391 0.6961826958 0.476754366
## 19203 1.61367406 0.4935599693 0.522731960 0.6961826958 0.389591778
## 27277 1.61367406 2.1617851321 2.130767103 1.9865464205 2.544110045
## 21595 1.16153843 -0.5647764242 -0.543268866 -0.5651840913 -0.620261989
## 21597 0.70940279 1.0137592136 0.983461130 0.8121704463 0.816716381
## 1330 -0.19486849 0.3679946345 0.351087759 0.1742378184 0.103674063
## 4249 -0.64700413 2.6192017089 2.591496273 2.6824729237 3.563677317
## 13382 0.25726715 0.1078950124 0.043934979 0.0727485367 -0.108346604
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## 18200 -0.19486849 0.7805664489 0.721477876 0.8121704463 0.618157115
## 23365 -0.64700413 -0.4840558518 -0.525201055 -0.5071902160 -0.582822896
## 21655 0.70940279 0.6550011141 0.622104918 0.7976719775 0.525212824
## 28366 -0.64700413 -1.4168269106 -1.401489869 -1.3770983450 -1.112600579
## 25580 -1.09913977 -0.5468385193 -0.579404487 -0.5506856224 -0.621067415
## 4952 0.25726715 0.3052119671 0.251714801 0.5077026012 0.161187350
## 16493 0.70940279 0.8433491164 0.811816929 0.8121704463 0.678690981
## 25946 0.25726715 0.8881938788 0.920223793 0.7251796334 0.704221459
## 28361 0.25726715 0.0271744400 0.062002789 -0.0287407450 -0.158158874
## 10249 -1.09913977 -0.7890002364 -0.760082593 -0.7681626547 -0.765091983
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## 17074 -0.19486849 0.1078950124 0.152341842 0.0727485367 -0.075245599
## 26648 -0.19486849 0.8971628313 0.929257698 0.9571551345 0.806981703
## 20648 1.16153843 0.0271744400 0.071036695 -0.1157315579 -0.181868849
## 105 -0.64700413 -0.3495215645 -0.398726381 -0.3477070590 -0.478319654
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## 11133 0.70940279 0.7177837815 0.667274444 0.6671857582 0.516951456
## 8686 0.70940279 0.8612870213 0.902155982 0.8121704463 0.721857912
## 25878 -2.00341105 2.1348782746 2.112699292 2.0155433582 2.535190421
## 2575 2.51794534 -1.2643547183 -1.302116911 -1.4205937515 -1.079564485
## 26906 -0.19486849 -0.0625150849 -0.037370169 0.0292531302 -0.196838786
## 2370 -1.09913977 -0.8697208088 -0.895591173 -0.8841504052 -0.834426187
## 28524 0.25726715 0.0002675825 -0.037370169 0.0437515990 -0.173932622
## 2780 0.25726715 0.7267527340 0.694376160 0.7396781023 0.558575623
## 23984 1.61367406 1.8837476049 1.841682133 1.5660908248 1.989056047
## 14294 -1.09913977 -0.7979691889 -0.787184309 -0.7826611235 -0.775855149
## 7776 1.61367406 0.8433491164 0.793749119 1.0296474786 0.758368930
## 16883 -0.64700413 -1.2105410033 -1.193710047 -1.2756090633 -1.027866774
## 9701 0.70940279 -0.9594103337 -1.013031941 -0.9711412181 -0.892910564
## 11856 -0.19486849 -0.0535461324 -0.028336264 -0.0142422762 -0.204261734
## 12126 1.61367406 0.3231498721 0.305918232 0.4062133195 0.152010923
## 14083 0.25726715 -1.2464168133 -1.293083006 -1.2611105945 -1.048257743
## 8601 -0.64700413 0.5294357793 0.477562433 0.6091918829 0.355055396
## 7056 -0.64700413 -0.0714840374 -0.046404074 0.0872470055 -0.185280846
## 8467 1.61367406 1.7312754126 1.715207459 1.4501030743 1.782416641
## 16675 -0.64700413 0.8971628313 0.947325509 0.8701643216 0.778447996
## 22562 -1.09913977 0.6460321616 0.694376160 0.6526872894 0.494417456
## 12957 -0.64700413 0.8343801639 0.875054266 0.8556658528 0.717808451
## 11601 -1.09913977 -0.3674594695 -0.398726381 -0.3912024655 -0.493994539
## 23855 -0.64700413 -0.0445771799 -0.010268453 -0.0142422762 -0.196351973
## 28493 0.70940279 -0.8248760464 -0.742014782 -0.7391657171 -0.762817791
## 11898 -0.64700413 0.6998458766 0.721477876 0.7541765711 0.564175046
## 10119 0.25726715 -1.1208514785 -1.085303184 -1.2321136568 -0.985680351
## 5351 0.25726715 -0.0266392750 0.007799357 -0.0432392139 -0.194356966
## 21519 0.25726715 -0.4750868993 -0.452929813 -0.5941810289 -0.584667423
## 10122 -0.64700413 2.2335367520 2.284343493 2.2620173280 2.845405572
## 21399 -0.64700413 -1.3719821481 -1.347286438 -1.3770983450 -1.096918260
## 595 0.70940279 -0.5109627093 -0.543268866 -0.7681626547 -0.656202147
## 2247 5.68289481 -0.0176703225 -0.145777033 -0.8261565300 -0.462038551
## 5492 -0.19486849 -1.2912615757 -1.275015195 -1.2031167192 -1.043051957
## 24760 0.25726715 1.8209649375 1.769410891 1.7255739818 2.004597565
## 7604 0.25726715 -0.8607518563 -0.832353835 -0.7826611235 -0.798657747
## 17479 -0.64700413 0.0540812974 0.080070600 0.0437515990 -0.122630558
## 10143 -2.09383817 -1.3002305282 -1.265981290 -1.2321136568 -1.047934427
## 403 -1.09913977 3.0855872383 3.070293254 2.7694637366 4.290315203
## 14389 1.61367406 1.3545794082 1.317715626 1.3776107302 1.367182540
## 16680 -0.64700413 -0.8607518563 -0.841387741 -0.8696519364 -0.818580764
## 24069 0.30248071 -0.5916832817 -0.561336676 -0.7391657171 -0.671658384
## 10563 -1.09913977 0.9420075937 0.965393319 0.9281581969 0.828476906
## 10192 2.51794534 0.2872740621 0.242680895 0.3482194442 0.099509309
## 25350 1.61367406 1.2379830258 1.182207046 0.9571551345 1.058509300
## 26705 -0.64700413 -0.5019937568 -0.461963718 -0.5506856224 -0.582609213
## 9249 -0.64700413 1.0137592136 0.974427225 1.0151490098 0.898925312
## 25914 -0.19486849 0.0630502499 0.089104505 -0.0287407450 -0.139388268
## 20772 -0.19486849 -1.2105410033 -1.256947385 -1.1741197816 -1.021101412
## 28047 0.25726715 0.3321188246 0.378189475 0.4497087259 0.194323121
## 2025 0.70940279 -0.6454969966 -0.669743540 -0.5651840913 -0.668383274
## 11265 -1.09913977 -1.0670377635 -1.058201468 -1.0581320310 -0.938635520
## 6956 0.25726715 1.5967411253 1.534529353 1.8560602012 1.829814602
## 26616 -0.19486849 -0.5019937568 -0.470997623 -0.5071902160 -0.574141490
## 3479 -1.09913977 -1.5692991029 -1.555066259 -1.5945753773 -1.191233727
## 25729 -0.64700413 0.9689144512 1.082834088 1.1166382915 0.968862462
## 13228 0.25726715 1.7043685552 1.679071838 1.4935984807 1.773387240
## 26695 -0.19486849 0.4845910168 0.522731960 0.3337209754 0.256348908
## 26813 0.25726715 0.6101563517 0.658240539 0.6526872894 0.467354904
## 10407 -1.09913977 -0.8876587138 -0.877523362 -0.8841504052 -0.834426187
## 5497 -0.64700413 -0.7979691889 -0.850421646 -0.7971595923 -0.792249956
## 3742 1.61367406 1.0316971186 0.974427225 0.7106811646 0.777279929
## 22920 0.25726715 -1.2374478608 -1.284049100 -1.1886182504 -1.032911795
## 19317 1.61367406 0.5922184467 0.531765865 0.6091918829 0.397788577
## 14578 0.70940279 0.6998458766 0.730511781 0.6961826958 0.545278481
## 2114 -0.64700413 -0.0087013700 0.034901073 0.0292531302 -0.159478827
## 12397 -0.19486849 0.7357216865 0.802783024 0.6961826958 0.586758327
## 10937 0.25726715 0.8612870213 0.838918645 0.6816842270 0.643970823
## 26678 0.25726715 1.1213866435 1.082834088 1.3631122614 1.143559565
## 20907 0.25726715 0.6280942566 0.667274444 0.5656964765 0.444710431
## 3655 -1.09913977 -1.1746651934 -1.166608332 -1.1886182504 -1.001605525
## 3304 0.25726715 0.7088148290 0.766647403 0.4352102571 0.461074437
## 2415 0.70940279 1.5429274104 1.579698880 1.2616229797 1.525084278
## 8972 -0.19486849 1.1213866435 1.118969709 0.9716536033 0.987459471
## 22633 -0.19486849 -0.7441554740 -0.705879161 -0.7826611235 -0.746988406
## 7745 1.16153843 0.3141809196 0.269782611 0.4352102571 0.146394005
## 24312 -0.19486849 -1.3181684332 -1.302116911 -1.2756090633 -1.064215701
## 14233 1.16153843 -0.1432356573 -0.082539696 -0.0142422762 -0.246184392
## glebokosc_procent karat2 czy_premium gestosc
## 26926 0.530868255 -0.569512850 -1.374808 -0.583972114
## 27004 0.427434162 -0.414755171 0.727338 -0.017159826
## 4270 -2.558680350 -0.462783416 -1.374808 -0.877718322
## 2643 1.445813037 -0.336995155 0.727338 -0.063980457
## 4814 -0.586101055 -0.350431628 0.727338 -0.283376934
## 16603 0.296655424 0.624332104 -1.374808 0.465906923
## 6782 -1.468857535 0.233244964 0.727338 -1.088175221
## 9559 0.028214857 -0.686915227 0.727338 -0.063741039
## 23001 -0.114363466 -0.672430518 0.727338 -0.995392104
## 3947 -1.126903295 -0.336995155 -1.374808 0.800021777
## 18022 -0.299477655 0.335686161 -1.374808 0.403043750
## 13085 -0.583921410 -0.045490388 -1.374808 0.507286204
## 14505 -0.651490424 0.868285095 0.727338 -0.274579752
## 19499 -0.171394795 -0.725795235 0.727338 -0.845027519
## 4130 0.630608273 -0.725795235 0.727338 0.176354221
## 8730 -0.183236046 -0.719791705 -1.374808 0.238129183
## 27077 1.516046062 -0.731608178 0.727338 -0.253719320
## 13711 1.392819026 -0.686915227 -1.374808 -0.585754331
## 17825 0.841170532 0.487108546 0.727338 0.111254409
## 27680 0.584887985 -0.549691669 0.727338 -0.211706924
## 2324 -0.836760303 -0.549691669 0.727338 -0.099120034
## 24171 0.258122403 -0.549691669 0.727338 -0.530328691
## 20244 0.327629336 -0.707212879 0.727338 -0.505058386
## 21632 1.151472810 -0.731608178 0.727338 0.265236108
## 13292 0.133182002 -0.192148066 0.727338 0.579165784
## 14211 -0.520711687 0.273649678 0.727338 -0.383728606
## 12921 -0.488017002 0.154722594 0.727338 -0.689854390
## 21759 0.359709459 -0.731608178 0.727338 -0.697927952
## 24880 -0.204663070 -0.672430518 0.727338 -0.557185857
## 4295 -0.899970026 0.193602602 -1.374808 0.664489217
## 27981 -0.890327865 0.624332104 -1.374808 -0.198262851
## 11340 0.703258409 3.385098559 0.727338 0.208552222
## 5697 0.529021217 0.135568473 0.727338 0.446168359
## 19323 -2.913651209 0.294137917 -1.374808 -0.299787831
## 11857 -1.243873775 0.213328489 -1.374808 -0.611309668
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## 14233 0.0201467809 -0.12769112491
##
##
## $startweights
## $startweights[[1]]
## $startweights[[1]][[1]]
## [,1] [,2] [,3] [,4] [,5] [,6]
## [1,] -0.56047565 1.7869131 0.42646422 -1.12310858 0.37963948 1.025571370
## [2,] -0.23017749 0.4978505 -0.29507148 -0.40288484 -0.50232345 -0.284773007
## [3,] 1.55870831 -1.9666172 0.89512566 -0.46665535 -0.33320738 -1.220717712
## [4,] 0.07050839 0.7013559 0.87813349 0.77996512 -1.01857538 0.181303480
## [5,] 0.12928774 -0.4727914 0.82158108 -0.08336907 -1.07179123 -0.138891362
## [6,] 1.71506499 -1.0678237 0.68864025 0.25331851 0.30352864 0.005764186
## [7,] 0.46091621 -0.2179749 0.55391765 -0.02854676 0.44820978 0.385280401
## [8,] -1.26506123 -1.0260044 -0.06191171 -0.04287046 0.05300423 -0.370660032
## [9,] -0.68685285 -0.7288912 -0.30596266 1.36860228 0.92226747 0.644376549
## [10,] -0.44566197 -0.6250393 -0.38047100 -0.22577099 2.05008469 -0.220486562
## [11,] 1.22408180 -1.6866933 -0.69470698 1.51647060 -0.49103117 0.331781964
## [12,] 0.35981383 0.8377870 -0.20791728 -1.54875280 -2.30916888 1.096839013
## [13,] 0.40077145 0.1533731 -1.26539635 0.58461375 1.00573852 0.435181491
## [14,] 0.11068272 -1.1381369 2.16895597 0.12385424 -0.70920076 -0.325931586
## [15,] -0.55584113 1.2538149 1.20796200 0.21594157 -0.68800862 1.148807618
##
## $startweights[[1]][[2]]
## [,1] [,2] [,3] [,4]
## [1,] 0.9935039 1.5326106 -0.95161857 0.60796432
## [2,] 0.5483970 -0.2357004 -0.04502772 -1.61788271
## [3,] 0.2387317 -1.0264209 -0.78490447 -0.05556197
## [4,] -0.6279061 -0.7104066 -1.66794194 0.51940720
## [5,] 1.3606524 0.2568837 -0.38022652 0.30115336
## [6,] -0.6002596 -0.2466919 0.91899661 0.10567619
## [7,] 2.1873330 -0.3475426 -0.57534696 -0.64070601
##
## $startweights[[1]][[3]]
## [,1]
## [1,] -0.8497043
## [2,] -1.0241288
## [3,] 0.1176466
## [4,] -0.9474746
## [5,] -0.4905574
##
##
##
## $result.matrix
## [,1]
## error 6.152271966
## reached.threshold 0.009837914
## steps 214338.000000000
## Intercept.to.1layhid1 -9.801935145
## karaty.to.1layhid1 0.436139041
## ciecie.to.1layhid1 1.232849327
## kolor.to.1layhid1 0.611094990
## klarownosc.to.1layhid1 1.485448276
## glebokosc.to.1layhid1 -0.800768955
## czubek_a_najszerszy.to.1layhid1 -0.485257578
## dlugosc.to.1layhid1 6.481459917
## szerokosc.to.1layhid1 -14.848600724
## glebokosc_mm.to.1layhid1 6.173018491
## objetosc.to.1layhid1 1.563755167
## glebokosc_procent.to.1layhid1 -0.546362112
## karat2.to.1layhid1 3.819363168
## czy_premium.to.1layhid1 -0.864464605
## gestosc.to.1layhid1 0.935061728
## Intercept.to.1layhid2 2.798361254
## karaty.to.1layhid2 0.488724205
## ciecie.to.1layhid2 0.350893792
## kolor.to.1layhid2 -0.148767630
## klarownosc.to.1layhid2 -0.425824359
## glebokosc.to.1layhid2 -0.275391906
## czubek_a_najszerszy.to.1layhid2 0.445868198
## dlugosc.to.1layhid2 2.651487954
## szerokosc.to.1layhid2 -2.568158615
## glebokosc_mm.to.1layhid2 0.257516218
## objetosc.to.1layhid2 -1.157866809
## glebokosc_procent.to.1layhid2 0.583221601
## karat2.to.1layhid2 -0.905981390
## czy_premium.to.1layhid2 -0.864810931
## gestosc.to.1layhid2 -0.046451603
## Intercept.to.1layhid3 0.226226779
## karaty.to.1layhid3 4.496206074
## ciecie.to.1layhid3 0.384894043
## kolor.to.1layhid3 0.226966850
## klarownosc.to.1layhid3 0.180323434
## glebokosc.to.1layhid3 0.909404986
## czubek_a_najszerszy.to.1layhid3 -0.789433017
## dlugosc.to.1layhid3 4.863839903
## szerokosc.to.1layhid3 0.407312479
## glebokosc_mm.to.1layhid3 -2.784089961
## objetosc.to.1layhid3 -2.146096445
## glebokosc_procent.to.1layhid3 -1.053089757
## karat2.to.1layhid3 1.026945565
## czy_premium.to.1layhid3 4.983502753
## gestosc.to.1layhid3 0.203317699
## Intercept.to.1layhid4 -5.079503537
## karaty.to.1layhid4 -0.932468148
## ciecie.to.1layhid4 0.350975084
## kolor.to.1layhid4 0.046511799
## klarownosc.to.1layhid4 0.632584021
## glebokosc.to.1layhid4 0.290108067
## czubek_a_najszerszy.to.1layhid4 -0.356493368
## dlugosc.to.1layhid4 -2.205926760
## szerokosc.to.1layhid4 3.503734359
## glebokosc_mm.to.1layhid4 0.862019923
## objetosc.to.1layhid4 5.105203457
## glebokosc_procent.to.1layhid4 -0.377609961
## karat2.to.1layhid4 -4.280346479
## czy_premium.to.1layhid4 -1.111766970
## gestosc.to.1layhid4 0.342921938
## Intercept.to.1layhid5 3.722401721
## karaty.to.1layhid5 -1.362210462
## ciecie.to.1layhid5 -0.138520246
## kolor.to.1layhid5 0.562672422
## klarownosc.to.1layhid5 -0.942563013
## glebokosc.to.1layhid5 -0.910978427
## czubek_a_najszerszy.to.1layhid5 0.654656123
## dlugosc.to.1layhid5 0.068180639
## szerokosc.to.1layhid5 -2.535626031
## glebokosc_mm.to.1layhid5 1.952449856
## objetosc.to.1layhid5 -0.583783022
## glebokosc_procent.to.1layhid5 0.887273034
## karat2.to.1layhid5 1.451303449
## czy_premium.to.1layhid5 0.356825147
## gestosc.to.1layhid5 -0.083557466
## Intercept.to.1layhid6 2.226301350
## karaty.to.1layhid6 -2.134358583
## ciecie.to.1layhid6 0.076987793
## kolor.to.1layhid6 0.049375701
## klarownosc.to.1layhid6 -0.098431522
## glebokosc.to.1layhid6 0.148838838
## czubek_a_najszerszy.to.1layhid6 -0.042698002
## dlugosc.to.1layhid6 -1.361273481
## szerokosc.to.1layhid6 0.296657602
## glebokosc_mm.to.1layhid6 -1.928764202
## objetosc.to.1layhid6 1.726356717
## glebokosc_procent.to.1layhid6 -0.009210867
## karat2.to.1layhid6 3.592029586
## czy_premium.to.1layhid6 0.614560803
## gestosc.to.1layhid6 -0.118641461
## Intercept.to.2layhid1 -0.032255321
## 1layhid1.to.2layhid1 -5.444801850
## 1layhid2.to.2layhid1 4.740761062
## 1layhid3.to.2layhid1 -4.673875321
## 1layhid4.to.2layhid1 -6.002620752
## 1layhid5.to.2layhid1 -7.039882501
## 1layhid6.to.2layhid1 11.751364498
## Intercept.to.2layhid2 1.305131044
## 1layhid1.to.2layhid2 -2.236304426
## 1layhid2.to.2layhid2 -0.520685536
## 1layhid3.to.2layhid2 0.114788840
## 1layhid4.to.2layhid2 12.543507864
## 1layhid5.to.2layhid2 0.312149013
## 1layhid6.to.2layhid2 -0.801386046
## Intercept.to.2layhid3 -0.878242030
## 1layhid1.to.2layhid3 -335.149311635
## 1layhid2.to.2layhid3 2.904402875
## 1layhid3.to.2layhid3 -2.943811400
## 1layhid4.to.2layhid3 -1.747687282
## 1layhid5.to.2layhid3 1.521776265
## 1layhid6.to.2layhid3 -0.482043540
## Intercept.to.2layhid4 -1.862799370
## 1layhid1.to.2layhid4 -84.671250987
## 1layhid2.to.2layhid4 6.097631877
## 1layhid3.to.2layhid4 2.460342497
## 1layhid4.to.2layhid4 18.367873544
## 1layhid5.to.2layhid4 -2.401485409
## 1layhid6.to.2layhid4 -5.542072128
## Intercept.to.cena_usd 1.336799648
## 2layhid1.to.cena_usd -4.741813778
## 2layhid2.to.cena_usd 5.957094957
## 2layhid3.to.cena_usd -0.914033047
## 2layhid4.to.cena_usd -1.727896856
##
## attr(,"class")
## [1] "nn"nn_d_3$result.matrix## [,1]
## error 6.152271966
## reached.threshold 0.009837914
## steps 214338.000000000
## Intercept.to.1layhid1 -9.801935145
## karaty.to.1layhid1 0.436139041
## ciecie.to.1layhid1 1.232849327
## kolor.to.1layhid1 0.611094990
## klarownosc.to.1layhid1 1.485448276
## glebokosc.to.1layhid1 -0.800768955
## czubek_a_najszerszy.to.1layhid1 -0.485257578
## dlugosc.to.1layhid1 6.481459917
## szerokosc.to.1layhid1 -14.848600724
## glebokosc_mm.to.1layhid1 6.173018491
## objetosc.to.1layhid1 1.563755167
## glebokosc_procent.to.1layhid1 -0.546362112
## karat2.to.1layhid1 3.819363168
## czy_premium.to.1layhid1 -0.864464605
## gestosc.to.1layhid1 0.935061728
## Intercept.to.1layhid2 2.798361254
## karaty.to.1layhid2 0.488724205
## ciecie.to.1layhid2 0.350893792
## kolor.to.1layhid2 -0.148767630
## klarownosc.to.1layhid2 -0.425824359
## glebokosc.to.1layhid2 -0.275391906
## czubek_a_najszerszy.to.1layhid2 0.445868198
## dlugosc.to.1layhid2 2.651487954
## szerokosc.to.1layhid2 -2.568158615
## glebokosc_mm.to.1layhid2 0.257516218
## objetosc.to.1layhid2 -1.157866809
## glebokosc_procent.to.1layhid2 0.583221601
## karat2.to.1layhid2 -0.905981390
## czy_premium.to.1layhid2 -0.864810931
## gestosc.to.1layhid2 -0.046451603
## Intercept.to.1layhid3 0.226226779
## karaty.to.1layhid3 4.496206074
## ciecie.to.1layhid3 0.384894043
## kolor.to.1layhid3 0.226966850
## klarownosc.to.1layhid3 0.180323434
## glebokosc.to.1layhid3 0.909404986
## czubek_a_najszerszy.to.1layhid3 -0.789433017
## dlugosc.to.1layhid3 4.863839903
## szerokosc.to.1layhid3 0.407312479
## glebokosc_mm.to.1layhid3 -2.784089961
## objetosc.to.1layhid3 -2.146096445
## glebokosc_procent.to.1layhid3 -1.053089757
## karat2.to.1layhid3 1.026945565
## czy_premium.to.1layhid3 4.983502753
## gestosc.to.1layhid3 0.203317699
## Intercept.to.1layhid4 -5.079503537
## karaty.to.1layhid4 -0.932468148
## ciecie.to.1layhid4 0.350975084
## kolor.to.1layhid4 0.046511799
## klarownosc.to.1layhid4 0.632584021
## glebokosc.to.1layhid4 0.290108067
## czubek_a_najszerszy.to.1layhid4 -0.356493368
## dlugosc.to.1layhid4 -2.205926760
## szerokosc.to.1layhid4 3.503734359
## glebokosc_mm.to.1layhid4 0.862019923
## objetosc.to.1layhid4 5.105203457
## glebokosc_procent.to.1layhid4 -0.377609961
## karat2.to.1layhid4 -4.280346479
## czy_premium.to.1layhid4 -1.111766970
## gestosc.to.1layhid4 0.342921938
## Intercept.to.1layhid5 3.722401721
## karaty.to.1layhid5 -1.362210462
## ciecie.to.1layhid5 -0.138520246
## kolor.to.1layhid5 0.562672422
## klarownosc.to.1layhid5 -0.942563013
## glebokosc.to.1layhid5 -0.910978427
## czubek_a_najszerszy.to.1layhid5 0.654656123
## dlugosc.to.1layhid5 0.068180639
## szerokosc.to.1layhid5 -2.535626031
## glebokosc_mm.to.1layhid5 1.952449856
## objetosc.to.1layhid5 -0.583783022
## glebokosc_procent.to.1layhid5 0.887273034
## karat2.to.1layhid5 1.451303449
## czy_premium.to.1layhid5 0.356825147
## gestosc.to.1layhid5 -0.083557466
## Intercept.to.1layhid6 2.226301350
## karaty.to.1layhid6 -2.134358583
## ciecie.to.1layhid6 0.076987793
## kolor.to.1layhid6 0.049375701
## klarownosc.to.1layhid6 -0.098431522
## glebokosc.to.1layhid6 0.148838838
## czubek_a_najszerszy.to.1layhid6 -0.042698002
## dlugosc.to.1layhid6 -1.361273481
## szerokosc.to.1layhid6 0.296657602
## glebokosc_mm.to.1layhid6 -1.928764202
## objetosc.to.1layhid6 1.726356717
## glebokosc_procent.to.1layhid6 -0.009210867
## karat2.to.1layhid6 3.592029586
## czy_premium.to.1layhid6 0.614560803
## gestosc.to.1layhid6 -0.118641461
## Intercept.to.2layhid1 -0.032255321
## 1layhid1.to.2layhid1 -5.444801850
## 1layhid2.to.2layhid1 4.740761062
## 1layhid3.to.2layhid1 -4.673875321
## 1layhid4.to.2layhid1 -6.002620752
## 1layhid5.to.2layhid1 -7.039882501
## 1layhid6.to.2layhid1 11.751364498
## Intercept.to.2layhid2 1.305131044
## 1layhid1.to.2layhid2 -2.236304426
## 1layhid2.to.2layhid2 -0.520685536
## 1layhid3.to.2layhid2 0.114788840
## 1layhid4.to.2layhid2 12.543507864
## 1layhid5.to.2layhid2 0.312149013
## 1layhid6.to.2layhid2 -0.801386046
## Intercept.to.2layhid3 -0.878242030
## 1layhid1.to.2layhid3 -335.149311635
## 1layhid2.to.2layhid3 2.904402875
## 1layhid3.to.2layhid3 -2.943811400
## 1layhid4.to.2layhid3 -1.747687282
## 1layhid5.to.2layhid3 1.521776265
## 1layhid6.to.2layhid3 -0.482043540
## Intercept.to.2layhid4 -1.862799370
## 1layhid1.to.2layhid4 -84.671250987
## 1layhid2.to.2layhid4 6.097631877
## 1layhid3.to.2layhid4 2.460342497
## 1layhid4.to.2layhid4 18.367873544
## 1layhid5.to.2layhid4 -2.401485409
## 1layhid6.to.2layhid4 -5.542072128
## Intercept.to.cena_usd 1.336799648
## 2layhid1.to.cena_usd -4.741813778
## 2layhid2.to.cena_usd 5.957094957
## 2layhid3.to.cena_usd -0.914033047
## 2layhid4.to.cena_usd -1.727896856plot(nn_d_3)plotnet(nn_d_3,
circle_col = list("lightyellow", "lightblue"),
bord_col = "grey40",
pos_col = "darkgreen",
neg_col = "red3",
circle_cex = 3,
cex_val = 0.8,
alpha_val = 0.8,
max_sp = TRUE,
pad_x = 0.9)
Porównanie
Następnie przejdziemy do porównania jak wytrenowane modele radzą sobie na próbce danych aby zdeterminować, który model wykorzystamy do pełnego zbioru danych. Porównując wartości metryki widzimy, iż na podpróbie najlepiej radzi sobie sieć z jedną warstwą ukrytą o 10 neuronach. Charkateryzuje się ona najmniejszymi błędami oraz największym \(R^2\) spośród trzech analizowanych przez nas modeli – jednak należy też zwrócić uwagę na fakt, iż ze względu na to, że dla próbki analizujemy jedynie zbiór treningowy, najwyższe wartości \(R^2\) i najniższe błędów mogą wynikać też z nadmiernego dopasowaniu modelu do daych, co wynika ze złożoności architektury przy 10 neuronach w jednej warstwie ukrytej. Przy trenowaniu modelu na całym zbiorze dancyh pójdziemy więc na kompromis i wytrenujemy model z jedną warstwą ukrytą z 6 neuronami – jest to też opcja mniej złożona obliczeniowo.
### NN1
# predykcje standaryzowane train
pred_nn1_train_scaled <- compute(nn_d_1, d_sample_train[, d_predictors])$net.result
# Rzeczywiste wartości train (w skali standaryzowanej)
actual_d_train_scaled <- d_sample_train$cena_usd
# Powrót do oryginalnej skali
pred_nn1_train <- unscale(pred_nn1_train_scaled,
d_means["cena_usd"], d_sds["cena_usd"])
actual_d_train <- unscale(actual_d_train_scaled,
d_means["cena_usd"], d_sds["cena_usd"])
metryki_nn1_train_sample <- metryki(actual_d_train, pred_nn1_train)
### NN2
# predykcje standaryzowane train
pred_nn2_train_scaled <- compute(nn_d_2, d_sample_train[, d_predictors])$net.result
# Powrót do oryginalnej skali
pred_nn2_train <- unscale(pred_nn2_train_scaled,
d_means["cena_usd"], d_sds["cena_usd"])
metryki_nn2_train_sample <- metryki(actual_d_train, pred_nn2_train)
### NN3
pred_nn3_train_scaled <- compute(nn_d_3, d_sample_train[, d_predictors])$net.result
# Powrót do oryginalnej skali
pred_nn3_train <- unscale(pred_nn3_train_scaled,
d_means["cena_usd"], d_sds["cena_usd"])
metryki_nn3_train_sample <- metryki(actual_d_train, pred_nn3_train)
### razem
rbind(NN1 = metryki_nn1_train_sample,
NN2 = metryki_nn2_train_sample,
NN3 = metryki_nn3_train_sample)## MSE RMSE MAE MedAE MAPE MSLE R2
## NN1 512684.3 716.0197 440.9115 265.3267 0.1650170 0.05525611 0.9671215
## NN2 496485.5 704.6173 391.2731 188.2857 0.1193333 0.02486882 0.9678171
## NN3 610260.7 781.1918 395.3911 174.0082 0.1058510 0.01832034 0.9605586Sieć na pełnym zbiorze
Trenujemy więc sieć na pełnym zbiorze treningowym o 6 neuronach w jednej warstwie ukrytej. Ze względu na liczne próby i błędy ograniczamy parametr threshold do poziomu 0.1 oraz zwiększamy parametr stepmax do poziomu 1e7 aby zapewnić konwergencję modelu.
set.seed(123)
# nn_d_f <- neuralnet(formula = cena_usd ~ .,
# data = d_train_s,
# hidden = c(6),
# linear.output = TRUE,
# act.fct = "logistic",
# threshold = 0.1,
# stepmax = 1e7,
# rep = 1,
# lifesign = "full")
#
# nn_d_f %>% saveRDS("modele/nn_d_f.rds")
nn_d_f <- readRDS("modele/nn_d_f.rds")
nn_d_f$result.matrix## [,1]
## error 208.96875044
## reached.threshold 0.09787804
## steps 397967.00000000
## Intercept.to.1layhid1 5.70270021
## karaty.to.1layhid1 -25.22001306
## ciecie.to.1layhid1 -0.17054384
## kolor.to.1layhid1 -0.72390862
## klarownosc.to.1layhid1 -0.45820190
## glebokosc.to.1layhid1 -0.49312772
## czubek_a_najszerszy.to.1layhid1 0.19085555
## dlugosc.to.1layhid1 3.72075971
## szerokosc.to.1layhid1 -1.71648683
## glebokosc_mm.to.1layhid1 7.19981043
## objetosc.to.1layhid1 0.36793738
## glebokosc_procent.to.1layhid1 0.21474723
## karat2.to.1layhid1 24.41810509
## czy_premium.to.1layhid1 0.17409043
## gestosc.to.1layhid1 0.27531698
## Intercept.to.1layhid2 -0.40481355
## karaty.to.1layhid2 -0.70472589
## ciecie.to.1layhid2 0.02204271
## kolor.to.1layhid2 0.75568976
## klarownosc.to.1layhid2 -0.81978657
## glebokosc.to.1layhid2 -0.05883667
## czubek_a_najszerszy.to.1layhid2 -0.09214031
## dlugosc.to.1layhid2 0.66502347
## szerokosc.to.1layhid2 -0.04225195
## glebokosc_mm.to.1layhid2 1.66943528
## objetosc.to.1layhid2 -1.24564537
## glebokosc_procent.to.1layhid2 -0.16031963
## karat2.to.1layhid2 -0.15422230
## czy_premium.to.1layhid2 -0.06678795
## gestosc.to.1layhid2 0.05633332
## Intercept.to.1layhid3 0.17634342
## karaty.to.1layhid3 -0.50719517
## ciecie.to.1layhid3 -0.03523677
## kolor.to.1layhid3 -0.74250633
## klarownosc.to.1layhid3 0.71556555
## glebokosc.to.1layhid3 0.04401872
## czubek_a_najszerszy.to.1layhid3 0.10798417
## dlugosc.to.1layhid3 -0.38204758
## szerokosc.to.1layhid3 0.18487675
## glebokosc_mm.to.1layhid3 -1.33422843
## objetosc.to.1layhid3 0.87002871
## glebokosc_procent.to.1layhid3 0.17661040
## karat2.to.1layhid3 0.77141757
## czy_premium.to.1layhid3 0.07810817
## gestosc.to.1layhid3 -0.02593629
## Intercept.to.1layhid4 -2.50851190
## karaty.to.1layhid4 -0.07198197
## ciecie.to.1layhid4 0.09877156
## kolor.to.1layhid4 0.42099695
## klarownosc.to.1layhid4 0.54260721
## glebokosc.to.1layhid4 0.17620449
## czubek_a_najszerszy.to.1layhid4 -0.18106523
## dlugosc.to.1layhid4 -0.45790343
## szerokosc.to.1layhid4 0.89046340
## glebokosc_mm.to.1layhid4 -0.70937578
## objetosc.to.1layhid4 1.30613668
## glebokosc_procent.to.1layhid4 -0.21793056
## karat2.to.1layhid4 0.37278935
## czy_premium.to.1layhid4 -0.08505948
## gestosc.to.1layhid4 0.11217717
## Intercept.to.1layhid5 11.40806678
## karaty.to.1layhid5 -2.19747789
## ciecie.to.1layhid5 7.95973753
## kolor.to.1layhid5 -0.03033750
## klarownosc.to.1layhid5 -0.70297764
## glebokosc.to.1layhid5 4.30282881
## czubek_a_najszerszy.to.1layhid5 -3.04694860
## dlugosc.to.1layhid5 17.84594807
## szerokosc.to.1layhid5 -3.98549969
## glebokosc_mm.to.1layhid5 -19.25841282
## objetosc.to.1layhid5 5.65747940
## glebokosc_procent.to.1layhid5 -3.96828729
## karat2.to.1layhid5 -0.28036688
## czy_premium.to.1layhid5 -15.63666641
## gestosc.to.1layhid5 0.07967414
## Intercept.to.1layhid6 8.22454182
## karaty.to.1layhid6 -12.12718221
## ciecie.to.1layhid6 -0.04880425
## kolor.to.1layhid6 -0.31326314
## klarownosc.to.1layhid6 2.43304069
## glebokosc.to.1layhid6 0.29617223
## czubek_a_najszerszy.to.1layhid6 -0.03730245
## dlugosc.to.1layhid6 -0.86854448
## szerokosc.to.1layhid6 7.14001899
## glebokosc_mm.to.1layhid6 1.32751139
## objetosc.to.1layhid6 0.49667603
## glebokosc_procent.to.1layhid6 -0.17233459
## karat2.to.1layhid6 3.41352181
## czy_premium.to.1layhid6 0.14998350
## gestosc.to.1layhid6 0.59143654
## Intercept.to.cena_usd 0.38560199
## 1layhid1.to.cena_usd 1.11579344
## 1layhid2.to.cena_usd -5.64357826
## 1layhid3.to.cena_usd -6.16502899
## 1layhid4.to.cena_usd 4.48766634
## 1layhid5.to.cena_usd -0.30082837
## 1layhid6.to.cena_usd 4.06767694plot(nn_d_f)Wizualizacja z zależnościami
plotnet(nn_d_f,
circle_col = list("lightyellow", "lightblue"),
bord_col = "grey40",
pos_col = "darkgreen",
neg_col = "red3",
circle_cex = 3,
cex_val = 0.8,
alpha_val = 0.8,
max_sp = TRUE,
pad_x = 0.9)
Predykcje i metryki
Następnie liczymy predykcje i metryki oraz przeskalowujemy je na wartości rzeczywiste. To, co daje się zaobserwować to znaczne podobieństwo wartości błędów oraz \(R^2\) na zbiorze treningowym i testowym. Wartość błędu bezwględnego jest niższa na zbiorze testowym niż treningowym a \(R^2\) jest wyższy na zbiorze testowym, co sugeruje brak problemu overfittingu w modelu. Niższa wartość MedAE niż MAE i RMSE sugeruje, że wyższy średni błąd jest ciągnięty przez nieliczne odstająco drogie obserwacje.
### NN f
## na zbiorze treningowym
# predykcje standaryzowane train
pred_nnf_train_scaled <- compute(nn_d_f, d_train_s[, d_predictors])$net.result
# wartości train (w skali standaryzowanej)
actual_d_train_scaled_full <- d_train_s$cena_usd
# powrót do oryginalnej skali
pred_nnf_train <- unscale(pred_nnf_train_scaled,
d_means["cena_usd"], d_sds["cena_usd"])
actual_d_train_full <- unscale(actual_d_train_scaled_full,
d_means["cena_usd"], d_sds["cena_usd"])
# metryki dla train
metryki_nnf_train <- metryki(actual_d_train_full, pred_nnf_train)
## na zbiorze testowym
pred_nnf_test_scaled <- compute(nn_d_f, d_test_s[, d_predictors])$net.result
# rzeczywiste wartości test (w skali standaryzowanej)
actual_d_test_scaled <- d_test_s$cena_usd
# powrót do oryginalnej skali cen
pred_nnf_test <- unscale(pred_nnf_test_scaled,
d_means["cena_usd"], d_sds["cena_usd"])
actual_d_test <- unscale(actual_d_test_scaled,
d_means["cena_usd"], d_sds["cena_usd"])
# metryki dla test
metryki_nnf_test <- metryki(actual_d_test, pred_nnf_test)
rbind(metryki_nnf_train, metryki_nnf_test)## MSE RMSE MAE MedAE MAPE MSLE R2
## 1 330765.4 575.122 321.5781 161.0465 0.1011622 NaN 0.9790728
## 2 331369.5 575.647 321.2196 161.5018 0.1012952 0.01830257 0.9790852Wizualizacja
Diagnostyczny wyrkes predykcji względem wartości rzeczywistych pozwala nam na zilustrowanie ścisłego skupienia predykcji zarówno dla zbioru testowego, jak i treningowego wokół trendu, co jest spójne z wysoką wartością \(R^2\). Punkty ze zbioru testowego oraz treningowego nakładają się na siebie a punkty czerwone (test) wcale nie są bardziej rozrzucone niż niebieskie, co świadczy o brkau problemu przeuczenia. Wizualna inspekcja wykresu pozwala jednak na identyfikację problemu z heteroskedastycznością – przy niskich wartościach ceny chmura jes ściśle skupiona wokół linii trendu, natomiast wraz ze wzrostem cen rośnie też wariancja predyckcji, co jest zobrazowane w bardziej “rozlazłej” chmurze punktów po prawej stronie wykresu. Świadczy to o tym, że wraz ze wzrostem wartości diamentu, trudność jego wyceny rośnie, co wynika ze specyfiki drogich kamieni i ich rzadkości – cena może zależeć od subtelnych interakcji cech, które trudniej uśrednić.
# wyniki na train vs. test
plot(actual_d_train_full, pred_nnf_train,
pch = 16, cex = 0.4, col = "blue",
xlab = "Rzeczywista cena sprzedaży",
ylab = "Predykcja sieci",
main = "Diamonds - TRAIN vs TEST")
points(actual_d_test, pred_nnf_test,
pch = 16, cex = 0.4, col = "red")
abline(0, 1, lwd = 2)
legend("topleft",
legend = c("TRAIN", "TEST"),
col = c("blue", "red"),
pch = 16)
Porównanie modeli
Przyjrzymy się teraz wszystkim wytrenowanym uprzednio modelom i wyłonimy ten, który na naszych danych poradził sobie najlepiej. W tym celu porównamy metryki dla wszystkich wyestymowanych finalnych wersji modeli - tych dostrojonych i na pełnej próbie.
Kryterium najwyższej precyzji
Najpierw skupimy się na porównaniu wytrenowanych modeli przez pryzmat kryetrium najwyższej precyzji – czyli najlepszy model będzie tym, który charakteryzuje się najmniejszymi błędami na zbiorze testwoym przy jednoczesncyh zachowaniu jak najwyższego współczynnika \(R^2\). W ten sposób jako najlepszy model do predykcji cen diamentów wyłania się model złożony wytrenowany przy pomocy metody XGBoost, następnie random forest oraz sieć neuronowa. Złożone modele uczenia masyznowego, jak daje się zauważyć, lepiej sobie radzą z relacjami w naszym zbiorze niż standardowe modele liniowe.
# na zbiorze treningowym
metryki_train_all <- rbind(MNK = metryki_mnk_train, ridge = metryki_ridge_train, lasso = metryki_lasso_train, drzewo_reg = metryki_tree_final_train, Random_Forest = metryki_rf_tuned_train, gradient_boosting = metryki_gbm_train, XGBoost = metryki_xgb_train, neural_net = metryki_nnf_train)
# na zbiorze testowym
metryki_test_all <- rbind(MNK = metryki_mnk_test, ridge = metryki_ridge_test, lasso = metryki_lasso_test, drzewo_reg = metryki_tree_final_test, Random_Forest = metryki_rf_tuned_test, gradient_boosting = metryki_gbm_test, XGBoost = metryki_xgb_test, neural_net = metryki_nnf_test)
# razem
metryki_all <- rbind(metryki_train_all, metryki_test_all)
# tabela kable
metryki_all %>%
kable(caption = "Porównanie miar dopasowania modeli na zbiorze treningowym i testowym",
digits = 4,
booktabs = TRUE) %>%
kable_styling(bootstrap_options = c("striped", "hover", "condensed", "responsive"),
full_width = FALSE,
position = "center") %>%
# paski oddzielające metryki na train od test
pack_rows("ZBIÓR TRENINGOWY", 1, 8,
label_row_css = "background-color: #f2f2f2; color: #333; font-weight: bold;") %>%
pack_rows("ZBIÓR TESTOWY", 9, 16,
label_row_css = "background-color: #f2f2f2; color: #333; font-weight: bold;") %>%
row_spec(15, background = "#FFF2CC", bold = TRUE) %>%
row_spec(13, background = "#E2E8F0") %>%
row_spec(16, background = "#FCE4D6") %>%
row_spec(7, background = "#FFF2CC", bold = TRUE) %>%
row_spec(5, background = "#E2E8F0") %>%
row_spec(8, background = "#FCE4D6")| MSE | RMSE | MAE | MedAE | MAPE | MSLE | R2 | |
|---|---|---|---|---|---|---|---|
| ZBIÓR TRENINGOWY | |||||||
| MNK | 1142704.02 | 1068.9733 | 708.0513 | 481.7625 | 0.3775 | NaN | 0.9277 |
| ridge | 1389699.16 | 1178.8550 | 779.2525 | 562.9846 | 0.3927 | NaN | 0.9128 |
| lasso | 1144546.39 | 1069.8347 | 707.7715 | 484.1961 | 0.3755 | NaN | 0.9276 |
| drzewo_reg | 228768.89 | 478.2979 | 243.0562 | 94.8452 | 0.0617 | 0.0071 | 0.9855 |
| Random_Forest | 64582.52 | 254.1309 | 125.3526 | 46.9762 | 0.0326 | 0.0020 | 0.9960 |
| gradient_boosting | 286825.07 | 535.5605 | 305.7305 | 152.1738 | 0.1007 | NaN | 0.9819 |
| XGBoost | 120123.61 | 346.5885 | 195.7237 | 90.5815 | 0.0593 | 0.0060 | 0.9924 |
| neural_net | 330765.36 | 575.1220 | 321.5781 | 161.0465 | 0.1012 | NaN | 0.9791 |
| ZBIÓR TESTOWY | |||||||
| MNK1 | 1592561.01 | 1261.9671 | 720.9889 | 489.4900 | 0.3882 | NaN | 0.9000 |
| ridge1 | 1526248.89 | 1235.4145 | 793.0703 | 573.9578 | 0.4016 | NaN | 0.9041 |
| lasso1 | 1648271.05 | 1283.8501 | 721.0872 | 496.3959 | 0.3863 | NaN | 0.8966 |
| drzewo_reg1 | 465850.37 | 682.5323 | 345.8086 | 136.9231 | 0.0885 | 0.0144 | 0.9706 |
| Random_Forest1 | 319128.70 | 564.9148 | 283.1394 | 105.4953 | 0.0740 | 0.0097 | 0.9799 |
| gradient_boosting1 | 372139.72 | 610.0326 | 322.4394 | 155.6548 | 0.1043 | NaN | 0.9765 |
| XGBoost1 | 302604.21 | 550.0947 | 272.0344 | 103.4445 | 0.0723 | 0.0091 | 0.9809 |
| neural_net1 | 331369.51 | 575.6470 | 321.2196 | 161.5018 | 0.1013 | 0.0183 | 0.9791 |
Kryterium najwyższej stabilności
Istotnym aspektem modeli uczenia mszynowego jest również to jak dobrze radzą sobie z generalizacją funkcji na odpowiednich danych, to znaczy czy funkcja jest dobrana odpowiednio tylko do konkretnie stosowanego zbioru dancyh czy jednak osiąga taki poziom uogólnienia zależności między zmiennymi, który pozwala na odniesienie go do całkowicie nowych danych z tego samego tematu – innymi słowy czy modele są stabilne i uniwersalne. Sprawdzimy więc różnice między wartościami metryk an zbiorze testowym a treningowym, żeby ocenić jak silne jest uogólnienie modeli. Widzimy, iż stosując to kryterium najlepszym modelem dla naszych danych jest wytrenowana sieć neuronowa, która charakteryzuje się niezaprzeczalnie najniższymi wartościami różnic między błędami, które w niektóryhc przyapdkach są nawet ujemne - metryki mają większe wartości na zbiorze testowym niż treningowym. Następnie gradient boosting charakteryzuje się niskim spadkiem \(R^2\) między zbiorami oraz najniższym MedAE przy innych metrykach również na niskim poziomie.
overfitting <- function(m_train, m_test){
diff = m_test - m_train
return(diff)
}
tab_over <- overfitting(metryki_train_all, metryki_test_all)
rownames(tab_over) <- c("MNK", "ridge", "lasso", "drzewo_reg", "Random_Forest", "gradient_boosting", "XGBoost", "neural_net")
tab_over %>%
kable(caption = "Różnice błędów między zbiorem testowym a treningowym") %>%
kable_styling(bootstrap_options = c("striped", "hover", "condensed", "responsive"),
full_width = FALSE,
position = "center") %>%
row_spec(8, background = "#FFF2CC", bold = TRUE) %>%
row_spec(6, background = "#E2E8F0") | MSE | RMSE | MAE | MedAE | MAPE | MSLE | R2 | |
|---|---|---|---|---|---|---|---|
| MNK | 449856.9826 | 192.9937675 | 12.9375903 | 7.7274886 | 0.0107015 | NaN | -0.0276788 |
| ridge | 136549.7275 | 56.5594390 | 13.8177999 | 10.9731815 | 0.0088890 | NaN | -0.0087926 |
| lasso | 503724.6611 | 214.0153402 | 13.3156487 | 12.1998562 | 0.0107457 | NaN | -0.0309499 |
| drzewo_reg | 237081.4823 | 204.2344140 | 102.7523927 | 42.0778388 | 0.0267745 | 0.0072162 | -0.0149262 |
| Random_Forest | 254546.1802 | 310.7838623 | 157.7867837 | 58.5191667 | 0.0413528 | 0.0076883 | -0.0160300 |
| gradient_boosting | 85314.6491 | 74.4720360 | 16.7088989 | 3.4809931 | 0.0035970 | NaN | -0.0053583 |
| XGBoost | 182480.5930 | 203.5061885 | 76.3107089 | 12.8630066 | 0.0129922 | 0.0030633 | -0.0114912 |
| neural_net | 604.1475 | 0.5249945 | -0.3585104 | 0.4553114 | 0.0001330 | NaN | 0.0000125 |
Podsumowanie
Przeprowadzona przez nas analiza różnych modeli uczenia maszynowego na przykładzie predykcji cen diamentów ujawniła wiele ciekawych zależności między nie tylko cechami diamentów i ich wpływem na kształtowanie się ceny rynkowej, ale także między modelami i technikami uczenia masyznowego. Pozwoliła na zilustrowanie wielu kluczowych problemów z jakimi spotykają się analitycy w procesie doboru odpowiednich technik i parametrów – w procesie trade-offu między złożonością obliczeniową, precyzją oraz uogólnieniem stosowanych modeli.
Ostatecznie pokazuje, iż niekoniecznie najbardziej złożony i dostrojony model zawsze będzie tym najbardziej adekwatnym – zależności między danymi są mnogie i niezwykle różne – wyłonienie uniwersalnej reguły do adekwatnego modelowania jest niemożliwe. Kluczowe jest zachowanie czujności oraz indywidualnego podejścia do analizowanego zbioru.
W naszym przypadku najlepszymi modelami okazały się te o większej złożoności takie jak modele złożone wytrenowane przy implementacji boostingu (XGBoost oraz Gradient Boosting) oraz sieć neuronowa. Dodatkowo udało nam się zdeterminować, iż kluczowymi cechami dla kształtowania się cen diamentów są ich wymairy oraz karaty.