Abordagem Longitudinal para Análise da Altura de Plantas em População F2 de Café - Dados sem plantas de replante
Introdução
Descreva aqui seus dados, seu experimento, os objetivos, etc … A análise de medidas repeidas precisa considerar a correlação entre medidas tomadas no mesmo indivíduo em tempos distintos, para isso, vamos especificar um modelo de variância do erro para o conjunto de dados. O ASReml possui uma gama de modelos de variâncias distintas. Vamos comparar nesse relatório, 5 modelos comumente utilizados na análise de medidas repetidas, utilizando o BIC como parâmetro.
Bibliotecas
## Online License checked out Sun Dec 15 22:46:52 2024Dados Fenotípicos
data <- xlsx::read.xlsx("dadosbruna.xlsx", header = TRUE, sheetIndex = 10,startRow = 2, colIndex = 6:9)
data$Trat[data$Trat == '23'|data$Trat == '22'] <- 'F2'
data$Pl <- rep(c(1:208),each = 6)
data <- within(data, {
check <- ifelse(data$Trat == "T1"|data$Trat == "T2", 1, 0)
})
str(data)## 'data.frame': 1248 obs. of 6 variables:
## $ Trat : chr "T1" "T1" "T1" "T1" ...
## $ Bl : num 19 19 19 19 19 19 19 19 19 19 ...
## $ Ano : num 2018 2020 2021 2022 2023 ...
## $ Altura: num 100 144 167 177 185 195 90 123 128 127 ...
## $ Pl : int 1 1 1 1 1 1 2 2 2 2 ...
## $ check : num 1 1 1 1 1 1 1 1 1 1 ...## [1] "Trat" "Bl" "Ano" "Pl" "check"##
## F2 T1 T2
## 1116 72 60##
## 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20
## 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6
## 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40
## 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6
## 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60
## 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6
## 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80
## 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6
## 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100
## 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6
## 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120
## 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6
## 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140
## 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6
## 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160
## 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6
## 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180
## 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6
## 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200
## 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6
## 201 202 203 204 205 206 207 208
## 6 6 6 6 6 6 6 6##
## 19 20 21 22
## 282 312 324 330##
## 2018 2020 2021 2022 2023 2024
## 208 208 208 208 208 208##
## 0 1
## 1116 132##
## 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28
## F2 0 0 0 0 0 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6
## T1 6 6 6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## T2 0 0 0 6 6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##
## 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53
## F2 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 0 0 0 0 0 6
## T1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 6 6 6 0 0 0
## T2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 6 6 0
##
## 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78
## F2 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6
## T1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## T2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##
## 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102
## F2 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 0 0 0
## T1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 6 6 6
## T2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##
## 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120
## F2 0 0 0 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6
## T1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## T2 6 6 6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##
## 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138
## F2 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6
## T1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## T2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##
## 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156
## F2 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 0 0 0
## T1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 6 6 6
## T2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##
## 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174
## F2 0 0 0 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6
## T1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## T2 6 6 6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##
## 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192
## F2 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6
## T1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## T2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
##
## 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208
## F2 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6 6
## T1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## T2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0Visualização dos Dados
ggplot(data, aes(x=Ano,y=Altura, group = Pl, colour=Pl))+
geom_line()+
facet_grid(.~Trat) +
theme_minimal(base_size = 15) +
theme(legend.position = 'none')
Modelo Uniforme
Assume que as correlações entre medidas de altura de um mesmo indivíduo são constantes ao longo do tempo
ans.uniform <- asreml(Altura ~ Trat + Ano + Trat:Ano,
random = ~ Bl + at(check,"0"):Pl:Ano,
residual = ~ Pl:corv(Ano),
data = data)## ASReml Version 4.2 15/12/2024 22:47:02
## LogLik Sigma2 DF wall
## 1 -3324.279 1.0 877 22:47:02
## 2 -3265.429 1.0 877 22:47:02
## 3 -3201.083 1.0 877 22:47:02
## 4 -3164.754 1.0 877 22:47:02
## 5 -3152.764 1.0 877 22:47:02
## 6 -3151.165 1.0 877 22:47:02
## 7 -3151.134 1.0 877 22:47:02
## 8 -3151.134 1.0 877 22:47:02## component std.error z.ratio bound %ch
## Bl 12.6045702 22.28425720 0.5656267 P 0
## at(check, '0'):Pl:Ano 96.7415662 41.13313392 2.3519133 P 0
## Pl:Ano!R 1.0000000 NA NA F 0
## Pl:Ano!Ano!cor 0.6865543 0.04589865 14.9580508 U 0
## Pl:Ano!Ano!var 704.4987837 72.75255262 9.6834923 P 0Modelo Exponencial
Assume que as correlações decrescem de forma linear à medida em que o tempo entre medidas aumenta
ans.power <- asreml(Altura ~ Trat + Ano + Trat:Ano,
random = ~ Bl + at(check,"0"):Pl:Ano,
residual = ~ Pl:exp(Ano),
data = data)## ASReml Version 4.2 15/12/2024 22:47:02
## LogLik Sigma2 DF wall
## 1 -3337.447 638.3977 877 22:47:02
## 2 -3096.236 391.1353 877 22:47:02 ( 1 restrained)
## 3 -2997.100 744.3443 877 22:47:02
## 4 -2995.507 750.7055 877 22:47:02
## 5 -2995.492 747.0486 877 22:47:02
## 6 -2995.492 746.5519 877 22:47:02## component std.error z.ratio bound %ch
## Bl 10.5367877 20.58583278 0.5118466 P 0.0
## at(check, '0'):Pl:Ano 34.6412883 12.86987389 2.6916572 P 0.1
## Pl:Ano!R 746.5518505 68.32983932 10.9257077 P 0.0
## Pl:Ano!Ano!pow 0.8623158 0.01856505 46.4483345 U 0.0
O gráfico dos resíduos mostra que as variâncias residuais mudam com o tempo, por isso, vamos incluir uma matriz heterogênea para ajustar os dados
Modelo Exponencial Heterogêneo
ans.hetpower <- asreml(Altura ~ Trat + Ano + Trat:Ano,
random = ~ Bl + at(check,"0"):Pl:Ano,
residual = ~ Pl:exph(Ano),
data = data)## ASReml Version 4.2 15/12/2024 22:47:03
## LogLik Sigma2 DF wall
## 1 -3299.890 1.0 877 22:47:03 ( 1 restrained)
## 2 -3179.320 1.0 877 22:47:03
## 3 -3046.865 1.0 877 22:47:03
## 4 -2975.090 1.0 877 22:47:03
## 5 -2942.566 1.0 877 22:47:03
## 6 -2935.098 1.0 877 22:47:03
## 7 -2934.318 1.0 877 22:47:03
## 8 -2934.272 1.0 877 22:47:03
## 9 -2934.269 1.0 877 22:47:03## component std.error z.ratio bound %ch
## Bl 3.5917211 8.413649 0.4268922 P 0.3
## at(check, '0'):Pl:Ano 68.2504458 11.256844 6.0630178 P 0.1
## Pl:Ano!R 1.0000000 NA NA F 0.0
## Pl:Ano!Ano!pow 0.8949425 0.015279 58.5733541 U 0.0
## Pl:Ano!Ano_2018 196.3640111 30.536670 6.4304331 P 0.1
## Pl:Ano!Ano_2020 414.8703818 59.125065 7.0168275 P 0.0
## Pl:Ano!Ano_2021 571.6775375 76.683063 7.4550692 P 0.1
## Pl:Ano!Ano_2022 798.9098647 98.231104 8.1329623 P 0.1
## Pl:Ano!Ano_2023 1116.3329070 133.287977 8.3753459 P 0.1
## Pl:Ano!Ano_2024 1206.7965881 141.517830 8.5275232 P 0.1Modelo de Antedependência de Ordem 1
Permite que as correlações mudem ao longo do tempo
ans.ante <- asreml(Altura ~ Trat + Ano + Trat:Ano,
random = ~ Bl + at(check,"0"):Pl:Ano,
residual = ~ Pl:ante(Ano),
data = data)## ASReml Version 4.2 15/12/2024 22:47:03
## LogLik Sigma2 DF wall
## 1 -3029.248 1.0 877 22:47:03 ( 1 restrained)
## 2 -2981.320 1.0 877 22:47:03
## 3 -2934.871 1.0 877 22:47:03
## 4 -2914.343 1.0 877 22:47:03
## 5 -2910.234 1.0 877 22:47:03
## 6 -2910.160 1.0 877 22:47:03
## 7 -2910.159 1.0 877 22:47:03## component std.error z.ratio bound %ch
## Bl 5.612751634 8.751416e+00 0.6413535 P 0.2
## at(check, '0'):Pl:Ano 52.730480580 1.134128e+01 4.6494295 P 0.0
## Pl:Ano!R 1.000000000 NA NA F 0.0
## Pl:Ano!Ano_2018:2018 0.005900376 9.026076e-04 6.5370332 U 0.0
## Pl:Ano!Ano_2020:2018 -0.823540238 1.336249e-01 -6.1630742 U 0.0
## Pl:Ano!Ano_2020:2020 0.003765399 6.031628e-04 6.2427568 U 0.0
## Pl:Ano!Ano_2021:2020 -0.993856690 8.095966e-02 -12.2759491 U 0.0
## Pl:Ano!Ano_2021:2021 0.005151530 9.626788e-04 5.3512444 U 0.0
## Pl:Ano!Ano_2022:2021 -1.127516010 6.011906e-02 -18.7547177 U 0.0
## Pl:Ano!Ano_2022:2022 0.006191031 1.253463e-03 4.9391400 U 0.0
## Pl:Ano!Ano_2023:2022 -1.156298500 5.068391e-02 -22.8139171 U 0.0
## Pl:Ano!Ano_2023:2023 0.005552667 1.064946e-03 5.2140338 U 0.0
## Pl:Ano!Ano_2024:2023 -1.001284319 3.724974e-02 -26.8803057 U 0.0
## Pl:Ano!Ano_2024:2024 0.006946649 1.381945e-03 5.0267192 U 0.0Modelo Não Estruturado
Permite que todas as correlações entre tempos sejam únicas, mas o número de parâmetros é muito superior
ans.uns <- asreml(Altura ~ Trat + Ano + Trat:Ano,
random = ~ Bl + at(check,"0"):Pl:Ano,
residual = ~ Pl:us(Ano),
data = data)## ASReml Version 4.2 15/12/2024 22:47:04
## LogLik Sigma2 DF wall
## 1 -2945.954 1.0 877 22:47:04 ( 1 restrained)
## 2 -2923.667 1.0 877 22:47:04
## 3 -2907.354 1.0 877 22:47:04
## 4 -2901.272 1.0 877 22:47:04
## 5 -2899.944 1.0 877 22:47:04
## 6 -2899.895 1.0 877 22:47:04
## 7 -2899.895 1.0 877 22:47:04## component std.error z.ratio bound %ch
## Bl 8.968396 11.61207 0.772334 P 0.0
## at(check, '0'):Pl:Ano 65.432592 11.39871 5.740351 P 0.1
## Pl:Ano!R 1.000000 NA NA F 0.0
## Pl:Ano!Ano_2018:2018 163.612651 25.90351 6.316234 P 0.0
## Pl:Ano!Ano_2020:2018 140.601855 27.51253 5.110467 P 0.0
## Pl:Ano!Ano_2020:2020 361.157514 49.76830 7.256778 P 0.0
## Pl:Ano!Ano_2021:2018 104.327662 31.84927 3.275669 P 0.0
## Pl:Ano!Ano_2021:2020 383.047640 52.63002 7.278121 P 0.0
## Pl:Ano!Ano_2021:2021 561.863789 72.84794 7.712830 P 0.0
## Pl:Ano!Ano_2022:2018 125.909480 39.06715 3.222899 P 0.0
## Pl:Ano!Ano_2022:2020 440.002017 62.89773 6.995515 P 0.0
## Pl:Ano!Ano_2022:2021 642.600446 82.37923 7.800516 P 0.0
## Pl:Ano!Ano_2022:2022 874.386412 109.34151 7.996839 P 0.0
## Pl:Ano!Ano_2023:2018 108.412884 47.47613 2.283524 P 0.0
## Pl:Ano!Ano_2023:2020 488.303616 75.30962 6.483948 P 0.0
## Pl:Ano!Ano_2023:2021 765.892347 100.41965 7.626917 P 0.0
## Pl:Ano!Ano_2023:2022 1008.583394 127.06653 7.937444 P 0.0
## Pl:Ano!Ano_2023:2023 1340.120999 167.14635 8.017650 P 0.0
## Pl:Ano!Ano_2024:2018 130.446416 50.68974 2.573428 P 0.0
## Pl:Ano!Ano_2024:2020 514.857627 80.09740 6.427894 P 0.0
## Pl:Ano!Ano_2024:2021 755.483388 103.65761 7.288257 P 0.0
## Pl:Ano!Ano_2024:2022 1053.134684 134.45005 7.832907 P 0.0
## Pl:Ano!Ano_2024:2023 1368.931441 171.05748 8.002757 P 0.0
## Pl:Ano!Ano_2024:2024 1532.645627 190.79238 8.033055 P 0.0Escolha do modelo mais parcimonioso
Critério: BIC
## [1] 6329.374
## attr(,"parameters")
## [1] 4## [1] 6018.09
## attr(,"parameters")
## [1] 4## [1] 5929.526
## attr(,"parameters")
## [1] 9## [1] 5908.413
## attr(,"parameters")
## [1] 13## [1] 5955.649
## attr(,"parameters")
## [1] 23A comparação entre os diferentes valores de BIC mostra que o Modelo Antedependência de Ordem 1 foi o que melhor se ajustou aos dados, a partir dele faremos as estimações e predições.
Teste Wald
Vamos usar o teste Wald para testar a significância dos efeitos fixos do modelo ans.ante
## [0;34mWald tests for fixed effects.[0m
## [0;34mResponse: Altura[0m
## [0;34mTerms added sequentially; adjusted for those above.[0m
##
## Df Sum of Sq Wald statistic Pr(Chisq)
## (Intercept) 1 3456.7 3456.7 < 2.2e-16 ***
## Trat 2 19.9 19.9 4.673e-05 ***
## Ano 5 1439.1 1439.1 < 2.2e-16 ***
## Trat:Ano 10 9.2 9.2 0.5175
## residual (MS) 1.0
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1Interpretações: Os tratamentos (T1, T2 e F2) possuem estimativas de alturas diferentes entre si (p-valor = 5.916e-05), as estimativas médias de alturas nos diferentes anos diferem entre si (p-valor = < 2.2e-16). A interação entre tratamentos e anos é não-significativa (p-valor = 0.3934), ou seja, não há evidências de que os tratamentos crescem em padrões diferentes ao longo do tempo (ex:F2 cresce a uma mesma taxa que o T1 e que o T2).
Estimativas de efeitos fixos
Podemos obter as estimativas (BLUEs) para cada efeito fixo
## ASReml Version 4.2 15/12/2024 22:47:04
## LogLik Sigma2 DF wall
## 1 -2910.159 1.0 877 22:47:04
## 2 -2910.159 1.0 877 22:47:04
## 3 -2910.159 1.0 877 22:47:04##
## Notes:
## [0;34m- The predictions are obtained by averaging across the hypertable
## calculated from model terms constructed solely from factors in
## the averaging and classify sets.
## - Use 'average' to move ignored factors into the averaging set.
## - The simple averaging set: Ano
## - The ignored set: Bl,at(check, '0'),Pl
## [0m
## Trat predicted.value std.error status
## 1 F2 150.5048 2.413144 Estimable
## 2 T1 153.1114 7.758199 Estimable
## 3 T2 146.2257 9.986474 Estimable## ASReml Version 4.2 15/12/2024 22:47:05
## LogLik Sigma2 DF wall
## 1 -2910.159 1.0 877 22:47:05
## 2 -2910.159 1.0 877 22:47:05
## 3 -2910.159 1.0 877 22:47:05##
## Notes:
## [0;34m- The predictions are obtained by averaging across the hypertable
## calculated from model terms constructed solely from factors in
## the averaging and classify sets.
## - Use 'average' to move ignored factors into the averaging set.
## - The simple averaging set: Trat
## - The ignored set: Bl,at(check, '0'),Pl
## [0m
## Ano predicted.value std.error status
## 1 2018 82.28388 2.576507 Estimable
## 2 2020 135.17223 3.614587 Estimable
## 3 2021 145.73927 4.340272 Estimable
## 4 2022 164.25772 5.335286 Estimable
## 5 2023 182.78414 6.561749 Estimable
## 6 2024 189.44641 6.895718 Estimable## ASReml Version 4.2 15/12/2024 22:47:05
## LogLik Sigma2 DF wall
## 1 -2910.159 1.0 877 22:47:05
## 2 -2910.159 1.0 877 22:47:05
## 3 -2910.159 1.0 877 22:47:05##
## Notes:
## [0;34m- The predictions are obtained by averaging across the hypertable
## calculated from model terms constructed solely from factors in
## the averaging and classify sets.
## - Use 'average' to move ignored factors into the averaging set.
## - The ignored set: Bl,at(check, '0'),Pl
## [0m
## Trat Ano predicted.value std.error status
## 1 F2 2018 88.37568 1.742400 Estimable
## 2 F2 2020 140.30740 2.143272 Estimable
## 3 F2 2021 146.84186 2.453328 Estimable
## 4 F2 2022 162.06387 2.892330 Estimable
## 5 F2 2023 177.87647 3.464520 Estimable
## 6 F2 2024 187.56327 3.625541 Estimable
## 7 T1 2018 79.94472 4.286868 Estimable
## 8 T1 2020 136.84472 6.283438 Estimable
## 9 T1 2021 150.84472 7.643956 Estimable
## 10 T1 2022 170.34472 9.489060 Estimable
## 11 T1 2023 186.44472 11.744119 Estimable
## 12 T1 2024 194.24472 12.355758 Estimable
## 13 T2 2018 78.53124 5.481086 Estimable
## 14 T2 2020 128.36457 8.075657 Estimable
## 15 T2 2021 139.53124 9.838548 Estimable
## 16 T2 2022 160.36457 12.226366 Estimable
## 17 T2 2023 184.03124 15.142241 Estimable
## 18 T2 2024 186.53124 15.932822 Estimablexlsx::write.xlsx2(BLUES.trat, paste0("genetic_parameters.xlsx"), sheetName = "BLUES.trat")
xlsx::write.xlsx2(BLUES.ano, paste0("genetic_parameters.xlsx"), sheetName = "BLUES.ano", append = T)
xlsx::write.xlsx2(BLUES.TratAno, paste0("genetic_parameters.xlsx"), sheetName = "BLUES.TratAno", append = T)Teste Razão de Verossimilhança - LRT
Vamos testar a significância dos componentes de variância de planta. Para isso vamos obter o modelo reduzido para posterior comparação.
ans.ante.red <- asreml(Altura ~ Trat + Ano + Trat:Ano,
random = ~ Bl,
residual = ~ Pl:ante(Ano),
data = data)## ASReml Version 4.2 15/12/2024 22:47:06
## LogLik Sigma2 DF wall
## 1 -3130.391 1.0 877 22:47:06 ( 1 restrained)
## 2 -3043.319 1.0 877 22:47:06
## 3 -2960.374 1.0 877 22:47:06
## 4 -2926.423 1.0 877 22:47:06
## 5 -2919.966 1.0 877 22:47:06
## 6 -2919.767 1.0 877 22:47:06
## 7 -2919.764 1.0 877 22:47:06## Likelihood ratio test(s) assuming nested random models.
## (See Self & Liang, 1987)
##
## df LR-statistic Pr(Chisq)
## ans.ante/ans.ante.red 1 19.21 5.854e-06 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1Interpretação: Há variação de altura entre plantas na população F2 nos diferentes anos (p-valor = 5.883e-05).
Predição de valores genéticos
Podemos obter as predições de cada genótipo (BLUPs) dentro de cada ano.
## ASReml Version 4.2 15/12/2024 22:47:06
## LogLik Sigma2 DF wall
## 1 -2910.159 1.0 877 22:47:06
## 2 -2910.159 1.0 877 22:47:06
## 3 -2910.159 1.0 877 22:47:06##
## Notes:
## [0;34m- The predictions are obtained by averaging across the hypertable
## calculated from model terms constructed solely from factors in
## the averaging and classify sets.
## - Use 'average' to move ignored factors into the averaging set.
## - at(check, '0') is evaluated at 1.00000
## - The simple averaging set: Trat
## - The ignored set: Bl
## [0m
## check Pl Ano predicted.value std.error status
## 1 0 1 2018 82.28388 7.704892 Estimable
## 2 0 1 2020 135.17223 8.111240 Estimable
## 3 0 1 2021 145.73927 8.459606 Estimable
## 4 0 1 2022 164.25772 9.010674 Estimable
## 5 0 1 2023 182.78414 9.786905 Estimable
## 6 0 1 2024 189.44641 10.013885 Estimable
## 7 0 2 2018 82.28388 7.704892 Estimable
## 8 0 2 2020 135.17223 8.111240 Estimable
## 9 0 2 2021 145.73927 8.459606 Estimable
## 10 0 2 2022 164.25772 9.010674 Estimable
## 11 0 2 2023 182.78414 9.786905 Estimable
## 12 0 2 2024 189.44641 10.013885 Estimable
## 13 0 3 2018 82.28388 7.704892 Estimable
## 14 0 3 2020 135.17223 8.111240 Estimable
## 15 0 3 2021 145.73927 8.459606 Estimable
## 16 0 3 2022 164.25772 9.010674 Estimable
## 17 0 3 2023 182.78414 9.786905 Estimable
## 18 0 3 2024 189.44641 10.013885 Estimable
## 19 0 4 2018 82.28388 7.704892 Estimable
## 20 0 4 2020 135.17223 8.111240 Estimable
## 21 0 4 2021 145.73927 8.459606 Estimable
## 22 0 4 2022 164.25772 9.010674 Estimable
## 23 0 4 2023 182.78414 9.786905 Estimable
## 24 0 4 2024 189.44641 10.013885 Estimable
## 25 0 5 2018 82.28388 7.704892 Estimable
## 26 0 5 2020 135.17223 8.111240 Estimable
## 27 0 5 2021 145.73927 8.459606 Estimable
## 28 0 5 2022 164.25772 9.010674 Estimable
## 29 0 5 2023 182.78414 9.786905 Estimable
## 30 0 5 2024 189.44641 10.013885 Estimable
## 31 0 6 2018 77.86870 6.591210 Estimable
## 32 0 6 2020 135.54125 7.105057 Estimable
## 33 0 6 2021 147.65275 7.254742 Estimable
## 34 0 6 2022 159.32271 7.880627 Estimable
## 35 0 6 2023 184.57346 8.848074 Estimable
## 36 0 6 2024 188.95366 9.408065 Estimable
## 37 0 7 2018 82.28388 7.704892 Estimable
## 38 0 7 2020 135.17223 8.111240 Estimable
## 39 0 7 2021 145.73927 8.459606 Estimable
## 40 0 7 2022 164.25772 9.010674 Estimable
## 41 0 7 2023 182.78414 9.786905 Estimable
## 42 0 7 2024 189.44641 10.013885 Estimable
## 43 0 8 2018 81.60504 6.591210 Estimable
## 44 0 8 2020 133.23192 7.105057 Estimable
## 45 0 8 2021 144.11482 7.254742 Estimable
## 46 0 8 2022 166.56251 7.880627 Estimable
## 47 0 8 2023 184.75208 8.848074 Estimable
## 48 0 8 2024 187.37759 9.408065 Estimable
## 49 0 9 2018 79.01389 6.591210 Estimable
## 50 0 9 2020 132.13001 7.105057 Estimable
## 51 0 9 2021 149.85145 7.254742 Estimable
## 52 0 9 2022 160.67722 7.880627 Estimable
## 53 0 9 2023 181.56095 8.848074 Estimable
## 54 0 9 2024 192.95285 9.408065 Estimable
## 55 0 10 2018 77.66690 6.591210 Estimable
## 56 0 10 2020 132.94500 7.105057 Estimable
## 57 0 10 2021 150.19687 7.254742 Estimable
## 58 0 10 2022 161.74599 7.880627 Estimable
## 59 0 10 2023 193.69220 8.848074 Estimable
## 60 0 10 2024 180.38275 9.408065 Estimable
## 61 0 11 2018 77.59351 6.591210 Estimable
## 62 0 11 2020 128.92835 7.105057 Estimable
## 63 0 11 2021 148.78595 7.254742 Estimable
## 64 0 11 2022 161.95025 7.880627 Estimable
## 65 0 11 2023 184.13690 8.848074 Estimable
## 66 0 11 2024 192.56047 9.408065 Estimable
## 67 0 12 2018 78.87216 6.591210 Estimable
## 68 0 12 2020 130.88562 7.105057 Estimable
## 69 0 12 2021 152.95791 7.254742 Estimable
## 70 0 12 2022 165.22885 7.880627 Estimable
## 71 0 12 2023 176.63463 8.848074 Estimable
## 72 0 12 2024 195.89814 9.408065 Estimable
## 73 0 13 2018 82.28388 7.704892 Estimable
## 74 0 13 2020 135.17223 8.111240 Estimable
## 75 0 13 2021 145.73927 8.459606 Estimable
## 76 0 13 2022 164.25772 9.010674 Estimable
## 77 0 13 2023 182.78414 9.786905 Estimable
## 78 0 13 2024 189.44641 10.013885 Estimable
## 79 0 14 2018 78.62090 6.591210 Estimable
## 80 0 14 2020 134.38130 7.105057 Estimable
## 81 0 14 2021 151.52887 7.254742 Estimable
## 82 0 14 2022 168.24062 7.880627 Estimable
## 83 0 14 2023 172.88731 8.848074 Estimable
## 84 0 14 2024 192.25380 9.408065 Estimable
## 85 0 15 2018 82.60163 6.591210 Estimable
## 86 0 15 2020 129.59194 7.105057 Estimable
## 87 0 15 2021 149.04893 7.254742 Estimable
## 88 0 15 2022 159.32335 7.880627 Estimable
## 89 0 15 2023 186.30181 8.848074 Estimable
## 90 0 15 2024 190.46756 9.408065 Estimable
## 91 0 16 2018 79.91118 6.591210 Estimable
## 92 0 16 2020 134.79125 7.105057 Estimable
## 93 0 16 2021 146.99758 7.254742 Estimable
## 94 0 16 2022 161.74351 7.880627 Estimable
## 95 0 16 2023 178.55898 8.848074 Estimable
## 96 0 16 2024 193.77277 9.408065 Estimable
## 97 0 17 2018 82.98674 6.591210 Estimable
## 98 0 17 2020 127.99745 7.105057 Estimable
## 99 0 17 2021 151.79820 7.254742 Estimable
## 100 0 17 2022 161.82781 7.880627 Estimable
## 101 0 17 2023 183.52427 8.848074 Estimable
## 102 0 17 2024 189.72879 9.408065 Estimable
## 103 0 18 2018 75.50926 6.591210 Estimable
## 104 0 18 2020 140.13846 7.105057 Estimable
## 105 0 18 2021 158.04661 7.254742 Estimable
## 106 0 18 2022 148.99939 7.880627 Estimable
## 107 0 18 2023 183.93639 8.848074 Estimable
## 108 0 18 2024 192.51679 9.408065 Estimable
## 109 0 19 2018 82.28388 7.704892 Estimable
## 110 0 19 2020 135.17223 8.111240 Estimable
## 111 0 19 2021 145.73927 8.459606 Estimable
## 112 0 19 2022 164.25772 9.010674 Estimable
## 113 0 19 2023 182.78414 9.786905 Estimable
## 114 0 19 2024 189.44641 10.013885 Estimable
## 115 0 20 2018 83.63690 6.591210 Estimable
## 116 0 20 2020 133.20867 7.105057 Estimable
## 117 0 20 2021 146.66809 7.254742 Estimable
## 118 0 20 2022 163.50329 7.880627 Estimable
## 119 0 20 2023 184.81549 8.848074 Estimable
## 120 0 20 2024 188.72823 9.408065 Estimable
## 121 0 21 2018 82.28388 7.704892 Estimable
## 122 0 21 2020 135.17223 8.111240 Estimable
## 123 0 21 2021 145.73927 8.459606 Estimable
## 124 0 21 2022 164.25772 9.010674 Estimable
## 125 0 21 2023 182.78414 9.786905 Estimable
## 126 0 21 2024 189.44641 10.013885 Estimable
## 127 0 22 2018 82.28388 7.704892 Estimable
## 128 0 22 2020 135.17223 8.111240 Estimable
## 129 0 22 2021 145.73927 8.459606 Estimable
## 130 0 22 2022 164.25772 9.010674 Estimable
## 131 0 22 2023 182.78414 9.786905 Estimable
## 132 0 22 2024 189.44641 10.013885 Estimable
## 133 0 23 2018 82.28388 7.704892 Estimable
## 134 0 23 2020 135.17223 8.111240 Estimable
## 135 0 23 2021 145.73927 8.459606 Estimable
## 136 0 23 2022 164.25772 9.010674 Estimable
## 137 0 23 2023 182.78414 9.786905 Estimable
## 138 0 23 2024 189.44641 10.013885 Estimable
## 139 0 24 2018 86.55444 6.591210 Estimable
## 140 0 24 2020 137.38511 7.105057 Estimable
## 141 0 24 2021 151.24021 7.254742 Estimable
## 142 0 24 2022 160.14276 7.880627 Estimable
## 143 0 24 2023 182.64629 8.848074 Estimable
## 144 0 24 2024 188.15444 9.408065 Estimable
## 145 0 25 2018 82.28388 7.704892 Estimable
## 146 0 25 2020 135.17223 8.111240 Estimable
## 147 0 25 2021 145.73927 8.459606 Estimable
## 148 0 25 2022 164.25772 9.010674 Estimable
## 149 0 25 2023 182.78414 9.786905 Estimable
## 150 0 25 2024 189.44641 10.013885 Estimable
## 151 0 26 2018 91.02171 6.591219 Estimable
## 152 0 26 2020 121.69216 7.106143 Estimable
## 153 0 26 2021 146.79284 7.284732 Estimable
## 154 0 26 2022 163.68362 8.407764 Estimable
## 155 0 26 2023 182.78414 9.786905 Estimable
## 156 0 26 2024 189.44641 10.013885 Estimable
## 157 0 27 2018 83.99499 6.834141 Estimable
## 158 0 27 2020 135.17223 8.111240 Estimable
## 159 0 27 2021 145.73927 8.459606 Estimable
## 160 0 27 2022 164.25772 9.010674 Estimable
## 161 0 27 2023 182.78414 9.786905 Estimable
## 162 0 27 2024 189.44641 10.013885 Estimable
## 163 0 28 2018 82.28388 7.704892 Estimable
## 164 0 28 2020 135.17223 8.111240 Estimable
## 165 0 28 2021 145.73927 8.459606 Estimable
## 166 0 28 2022 164.25772 9.010674 Estimable
## 167 0 28 2023 182.78414 9.786905 Estimable
## 168 0 28 2024 189.44641 10.013885 Estimable
## 169 0 29 2018 82.28388 7.704892 Estimable
## 170 0 29 2020 135.17223 8.111240 Estimable
## 171 0 29 2021 145.73927 8.459606 Estimable
## 172 0 29 2022 164.25772 9.010674 Estimable
## 173 0 29 2023 182.78414 9.786905 Estimable
## 174 0 29 2024 189.44641 10.013885 Estimable
## 175 0 30 2018 82.28388 7.704892 Estimable
## 176 0 30 2020 135.17223 8.111240 Estimable
## 177 0 30 2021 145.73927 8.459606 Estimable
## 178 0 30 2022 164.25772 9.010674 Estimable
## 179 0 30 2023 182.78414 9.786905 Estimable
## 180 0 30 2024 189.44641 10.013885 Estimable
## 181 0 31 2018 82.28388 7.704892 Estimable
## 182 0 31 2020 135.17223 8.111240 Estimable
## 183 0 31 2021 145.73927 8.459606 Estimable
## 184 0 31 2022 164.25772 9.010674 Estimable
## 185 0 31 2023 182.78414 9.786905 Estimable
## 186 0 31 2024 189.44641 10.013885 Estimable
## 187 0 32 2018 82.28388 7.704892 Estimable
## 188 0 32 2020 135.17223 8.111240 Estimable
## 189 0 32 2021 145.73927 8.459606 Estimable
## 190 0 32 2022 164.25772 9.010674 Estimable
## 191 0 32 2023 182.78414 9.786905 Estimable
## 192 0 32 2024 189.44641 10.013885 Estimable
## 193 0 33 2018 78.63988 6.591210 Estimable
## 194 0 33 2020 137.91679 7.105057 Estimable
## 195 0 33 2021 147.35820 7.254742 Estimable
## 196 0 33 2022 160.40759 7.880627 Estimable
## 197 0 33 2023 186.09062 8.848074 Estimable
## 198 0 33 2024 187.73519 9.408065 Estimable
## 199 0 34 2018 82.28388 7.704892 Estimable
## 200 0 34 2020 135.17223 8.111240 Estimable
## 201 0 34 2021 145.73927 8.459606 Estimable
## 202 0 34 2022 164.25772 9.010674 Estimable
## 203 0 34 2023 182.78414 9.786905 Estimable
## 204 0 34 2024 189.44641 10.013885 Estimable
## 205 0 35 2018 82.28388 7.704892 Estimable
## 206 0 35 2020 135.17223 8.111240 Estimable
## 207 0 35 2021 145.73927 8.459606 Estimable
## 208 0 35 2022 164.25772 9.010674 Estimable
## 209 0 35 2023 182.78414 9.786905 Estimable
## 210 0 35 2024 189.44641 10.013885 Estimable
## 211 0 36 2018 89.18614 6.591210 Estimable
## 212 0 36 2020 138.48683 7.105057 Estimable
## 213 0 36 2021 146.44269 7.254742 Estimable
## 214 0 36 2022 158.43053 7.880627 Estimable
## 215 0 36 2023 185.66902 8.848074 Estimable
## 216 0 36 2024 190.28757 9.408065 Estimable
## 217 0 37 2018 87.18645 6.591210 Estimable
## 218 0 37 2020 135.33280 7.105057 Estimable
## 219 0 37 2021 147.57549 7.254742 Estimable
## 220 0 37 2022 163.21502 7.880627 Estimable
## 221 0 37 2023 182.01718 8.848074 Estimable
## 222 0 37 2024 187.99572 9.408065 Estimable
## 223 0 38 2018 84.80920 6.591210 Estimable
## 224 0 38 2020 132.94304 7.105057 Estimable
## 225 0 38 2021 144.35496 7.254742 Estimable
## 226 0 38 2022 166.56753 7.880627 Estimable
## 227 0 38 2023 183.24541 8.848074 Estimable
## 228 0 38 2024 189.64380 9.408065 Estimable
## 229 0 39 2018 82.16037 6.591210 Estimable
## 230 0 39 2020 130.96336 7.105057 Estimable
## 231 0 39 2021 151.53921 7.254742 Estimable
## 232 0 39 2022 158.67334 7.880627 Estimable
## 233 0 39 2023 188.23435 8.848074 Estimable
## 234 0 39 2024 186.96683 9.408065 Estimable
## 235 0 40 2018 87.07529 6.591210 Estimable
## 236 0 40 2020 128.52918 7.105057 Estimable
## 237 0 40 2021 151.06700 7.254742 Estimable
## 238 0 40 2022 170.35841 7.880627 Estimable
## 239 0 40 2023 175.42202 8.848074 Estimable
## 240 0 40 2024 190.24494 9.408065 Estimable
## 241 0 41 2018 83.65546 6.591210 Estimable
## 242 0 41 2020 135.02287 7.105057 Estimable
## 243 0 41 2021 145.80329 7.254742 Estimable
## 244 0 41 2022 172.75715 7.880627 Estimable
## 245 0 41 2023 178.66380 8.848074 Estimable
## 246 0 41 2024 191.07113 9.408065 Estimable
## 247 0 42 2018 82.28388 7.704892 Estimable
## 248 0 42 2020 135.17223 8.111240 Estimable
## 249 0 42 2021 145.73927 8.459606 Estimable
## 250 0 42 2022 164.25772 9.010674 Estimable
## 251 0 42 2023 182.78414 9.786905 Estimable
## 252 0 42 2024 189.44641 10.013885 Estimable
## 253 0 43 2018 81.69053 6.591210 Estimable
## 254 0 43 2020 134.89385 7.105057 Estimable
## 255 0 43 2021 141.96427 7.254742 Estimable
## 256 0 43 2022 161.65597 7.880627 Estimable
## 257 0 43 2023 183.14583 8.848074 Estimable
## 258 0 43 2024 192.31643 9.408065 Estimable
## 259 0 44 2018 88.99331 6.591210 Estimable
## 260 0 44 2020 137.68747 7.105057 Estimable
## 261 0 44 2021 137.08655 7.254742 Estimable
## 262 0 44 2022 168.11631 7.880627 Estimable
## 263 0 44 2023 186.59528 8.848074 Estimable
## 264 0 44 2024 187.85205 9.408065 Estimable
## 265 0 45 2018 81.25629 6.591210 Estimable
## 266 0 45 2020 134.88328 7.105057 Estimable
## 267 0 45 2021 144.01729 7.254742 Estimable
## 268 0 45 2022 168.75664 7.880627 Estimable
## 269 0 45 2023 182.84718 8.848074 Estimable
## 270 0 45 2024 189.52677 9.408065 Estimable
## 271 0 46 2018 78.51794 6.591210 Estimable
## 272 0 46 2020 135.83846 7.105057 Estimable
## 273 0 46 2021 147.86818 7.254742 Estimable
## 274 0 46 2022 163.88087 7.880627 Estimable
## 275 0 46 2023 183.74202 8.848074 Estimable
## 276 0 46 2024 188.44179 9.408065 Estimable
## 277 0 47 2018 81.10474 6.591210 Estimable
## 278 0 47 2020 134.35484 7.105057 Estimable
## 279 0 47 2021 142.70825 7.254742 Estimable
## 280 0 47 2022 166.70666 7.880627 Estimable
## 281 0 47 2023 184.71411 8.848074 Estimable
## 282 0 47 2024 188.69933 9.408065 Estimable
## 283 0 48 2018 82.28388 7.704892 Estimable
## 284 0 48 2020 135.17223 8.111240 Estimable
## 285 0 48 2021 145.73927 8.459606 Estimable
## 286 0 48 2022 164.25772 9.010674 Estimable
## 287 0 48 2023 182.78414 9.786905 Estimable
## 288 0 48 2024 189.44641 10.013885 Estimable
## 289 0 49 2018 82.28388 7.704892 Estimable
## 290 0 49 2020 135.17223 8.111240 Estimable
## 291 0 49 2021 145.73927 8.459606 Estimable
## 292 0 49 2022 164.25772 9.010674 Estimable
## 293 0 49 2023 182.78414 9.786905 Estimable
## 294 0 49 2024 189.44641 10.013885 Estimable
## 295 0 50 2018 82.28388 7.704892 Estimable
## 296 0 50 2020 135.17223 8.111240 Estimable
## 297 0 50 2021 145.73927 8.459606 Estimable
## 298 0 50 2022 164.25772 9.010674 Estimable
## 299 0 50 2023 182.78414 9.786905 Estimable
## 300 0 50 2024 189.44641 10.013885 Estimable
## 301 0 51 2018 82.28388 7.704892 Estimable
## 302 0 51 2020 135.17223 8.111240 Estimable
## 303 0 51 2021 145.73927 8.459606 Estimable
## 304 0 51 2022 164.25772 9.010674 Estimable
## 305 0 51 2023 182.78414 9.786905 Estimable
## 306 0 51 2024 189.44641 10.013885 Estimable
## 307 0 52 2018 82.28388 7.704892 Estimable
## 308 0 52 2020 135.17223 8.111240 Estimable
## 309 0 52 2021 145.73927 8.459606 Estimable
## 310 0 52 2022 164.25772 9.010674 Estimable
## 311 0 52 2023 182.78414 9.786905 Estimable
## 312 0 52 2024 189.44641 10.013885 Estimable
## 313 0 53 2018 82.28388 7.704892 Estimable
## 314 0 53 2020 135.17223 8.111240 Estimable
## 315 0 53 2021 145.73927 8.459606 Estimable
## 316 0 53 2022 164.25772 9.010674 Estimable
## 317 0 53 2023 182.78414 9.786905 Estimable
## 318 0 53 2024 189.44641 10.013885 Estimable
## 319 0 54 2018 82.28388 7.704892 Estimable
## 320 0 54 2020 135.17223 8.111240 Estimable
## 321 0 54 2021 145.73927 8.459606 Estimable
## 322 0 54 2022 164.25772 9.010674 Estimable
## 323 0 54 2023 182.78414 9.786905 Estimable
## 324 0 54 2024 189.44641 10.013885 Estimable
## 325 0 55 2018 79.71961 6.596646 Estimable
## 326 0 55 2020 130.89800 7.106743 Estimable
## 327 0 55 2021 146.80095 7.256008 Estimable
## 328 0 55 2022 164.35507 7.880928 Estimable
## 329 0 55 2023 183.99006 8.847289 Estimable
## 330 0 55 2024 189.85035 9.407862 Estimable
## 331 0 56 2018 80.35129 6.596646 Estimable
## 332 0 56 2020 138.95464 7.106743 Estimable
## 333 0 56 2021 151.73790 7.256008 Estimable
## 334 0 56 2022 156.33493 7.880928 Estimable
## 335 0 56 2023 181.33527 8.847289 Estimable
## 336 0 56 2024 194.48576 9.407862 Estimable
## 337 0 57 2018 79.53113 6.596646 Estimable
## 338 0 57 2020 137.59895 7.106743 Estimable
## 339 0 57 2021 146.30974 7.256008 Estimable
## 340 0 57 2022 160.05632 7.880928 Estimable
## 341 0 57 2023 186.58557 8.847289 Estimable
## 342 0 57 2024 187.86963 9.407862 Estimable
## 343 0 58 2018 77.01038 6.596646 Estimable
## 344 0 58 2020 137.29898 7.106743 Estimable
## 345 0 58 2021 148.37893 7.256008 Estimable
## 346 0 58 2022 163.21814 7.880928 Estimable
## 347 0 58 2023 181.15043 8.847289 Estimable
## 348 0 58 2024 189.10336 9.407862 Estimable
## 349 0 59 2018 76.33577 6.596646 Estimable
## 350 0 59 2020 136.42750 7.106743 Estimable
## 351 0 59 2021 148.80550 7.256008 Estimable
## 352 0 59 2022 161.58363 7.880928 Estimable
## 353 0 59 2023 185.18440 8.847289 Estimable
## 354 0 59 2024 188.82378 9.407862 Estimable
## 355 0 60 2018 82.28388 7.704892 Estimable
## 356 0 60 2020 135.17223 8.111240 Estimable
## 357 0 60 2021 145.73927 8.459606 Estimable
## 358 0 60 2022 164.25772 9.010674 Estimable
## 359 0 60 2023 182.78414 9.786905 Estimable
## 360 0 60 2024 189.44641 10.013885 Estimable
## 361 0 61 2018 80.91963 6.596646 Estimable
## 362 0 61 2020 134.96275 7.106743 Estimable
## 363 0 61 2021 140.70176 7.256008 Estimable
## 364 0 61 2022 165.29905 7.880928 Estimable
## 365 0 61 2023 183.98144 8.847289 Estimable
## 366 0 61 2024 188.52793 9.407862 Estimable
## 367 0 62 2018 79.59319 6.596646 Estimable
## 368 0 62 2020 135.87418 7.106743 Estimable
## 369 0 62 2021 141.94108 7.256008 Estimable
## 370 0 62 2022 163.23079 7.880928 Estimable
## 371 0 62 2023 186.77097 8.847289 Estimable
## 372 0 62 2024 189.25133 9.407862 Estimable
## 373 0 63 2018 80.75495 6.596646 Estimable
## 374 0 63 2020 134.51533 7.106743 Estimable
## 375 0 63 2021 146.42336 7.256008 Estimable
## 376 0 63 2022 161.98369 7.880928 Estimable
## 377 0 63 2023 184.70260 8.847289 Estimable
## 378 0 63 2024 190.03822 9.407862 Estimable
## 379 0 64 2018 79.44371 6.596646 Estimable
## 380 0 64 2020 136.82588 7.106743 Estimable
## 381 0 64 2021 147.16200 7.256008 Estimable
## 382 0 64 2022 165.20159 7.880928 Estimable
## 383 0 64 2023 180.99856 8.847289 Estimable
## 384 0 64 2024 189.05583 9.407862 Estimable
## 385 0 65 2018 81.46162 6.596646 Estimable
## 386 0 65 2020 135.86747 7.106743 Estimable
## 387 0 65 2021 145.17164 7.256008 Estimable
## 388 0 65 2022 167.71468 7.880928 Estimable
## 389 0 65 2023 185.62742 8.847289 Estimable
## 390 0 65 2024 187.58203 9.407862 Estimable
## 391 0 66 2018 79.03569 6.596652 Estimable
## 392 0 66 2020 138.38825 7.107788 Estimable
## 393 0 66 2021 144.48734 7.285771 Estimable
## 394 0 66 2022 159.52238 8.407083 Estimable
## 395 0 66 2023 182.78414 9.786905 Estimable
## 396 0 66 2024 189.44641 10.013885 Estimable
## 397 0 67 2018 82.28388 7.704892 Estimable
## 398 0 67 2020 135.17223 8.111240 Estimable
## 399 0 67 2021 145.73927 8.459606 Estimable
## 400 0 67 2022 164.25772 9.010674 Estimable
## 401 0 67 2023 182.78414 9.786905 Estimable
## 402 0 67 2024 189.44641 10.013885 Estimable
## 403 0 68 2018 79.24620 6.596646 Estimable
## 404 0 68 2020 133.98513 7.106743 Estimable
## 405 0 68 2021 145.17490 7.256008 Estimable
## 406 0 68 2022 158.70486 7.880928 Estimable
## 407 0 68 2023 189.75573 8.847289 Estimable
## 408 0 68 2024 188.71041 9.407862 Estimable
## 409 0 69 2018 80.94377 6.596646 Estimable
## 410 0 69 2020 135.91156 7.106743 Estimable
## 411 0 69 2021 143.47815 7.256008 Estimable
## 412 0 69 2022 165.24453 7.880928 Estimable
## 413 0 69 2023 185.10877 8.847289 Estimable
## 414 0 69 2024 187.47324 9.407862 Estimable
## 415 0 70 2018 84.30818 6.596646 Estimable
## 416 0 70 2020 132.30434 7.106743 Estimable
## 417 0 70 2021 144.87198 7.256008 Estimable
## 418 0 70 2022 163.46338 7.880928 Estimable
## 419 0 70 2023 184.73317 8.847289 Estimable
## 420 0 70 2024 188.71788 9.407862 Estimable
## 421 0 71 2018 83.22136 6.596646 Estimable
## 422 0 71 2020 136.15538 7.106743 Estimable
## 423 0 71 2021 146.19245 7.256008 Estimable
## 424 0 71 2022 156.94299 7.880928 Estimable
## 425 0 71 2023 190.23533 8.847289 Estimable
## 426 0 71 2024 188.82900 9.407862 Estimable
## 427 0 72 2018 83.90483 6.596646 Estimable
## 428 0 72 2020 137.84053 7.106743 Estimable
## 429 0 72 2021 142.81727 7.256008 Estimable
## 430 0 72 2022 167.71428 7.880928 Estimable
## 431 0 72 2023 184.62311 8.847289 Estimable
## 432 0 72 2024 187.32598 9.407862 Estimable
## 433 0 73 2018 82.28388 7.704892 Estimable
## 434 0 73 2020 135.17223 8.111240 Estimable
## 435 0 73 2021 145.73927 8.459606 Estimable
## 436 0 73 2022 164.25772 9.010674 Estimable
## 437 0 73 2023 182.78414 9.786905 Estimable
## 438 0 73 2024 189.44641 10.013885 Estimable
## 439 0 74 2018 99.78662 6.603497 Estimable
## 440 0 74 2020 124.48978 7.586290 Estimable
## 441 0 74 2021 145.73927 8.459606 Estimable
## 442 0 74 2022 164.25772 9.010674 Estimable
## 443 0 74 2023 182.78414 9.786905 Estimable
## 444 0 74 2024 189.44641 10.013885 Estimable
## 445 0 75 2018 82.28388 7.704892 Estimable
## 446 0 75 2020 135.17223 8.111240 Estimable
## 447 0 75 2021 145.73927 8.459606 Estimable
## 448 0 75 2022 164.25772 9.010674 Estimable
## 449 0 75 2023 182.78414 9.786905 Estimable
## 450 0 75 2024 189.44641 10.013885 Estimable
## 451 0 76 2018 80.31299 6.596646 Estimable
## 452 0 76 2020 141.52183 7.106743 Estimable
## 453 0 76 2021 147.12267 7.256008 Estimable
## 454 0 76 2022 160.39865 7.880928 Estimable
## 455 0 76 2023 183.13232 8.847289 Estimable
## 456 0 76 2024 189.62011 9.407862 Estimable
## 457 0 77 2018 84.72979 6.596646 Estimable
## 458 0 77 2020 134.49448 7.106743 Estimable
## 459 0 77 2021 147.19374 7.256008 Estimable
## 460 0 77 2022 165.72970 7.880928 Estimable
## 461 0 77 2023 182.11517 8.847289 Estimable
## 462 0 77 2024 188.01179 9.407862 Estimable
## 463 0 78 2018 86.85091 6.596646 Estimable
## 464 0 78 2020 132.25168 7.106743 Estimable
## 465 0 78 2021 145.03800 7.256008 Estimable
## 466 0 78 2022 163.72975 7.880928 Estimable
## 467 0 78 2023 185.14545 8.847289 Estimable
## 468 0 78 2024 187.48985 9.407862 Estimable
## 469 0 79 2018 86.83938 6.596646 Estimable
## 470 0 79 2020 138.42319 7.106743 Estimable
## 471 0 79 2021 143.62140 7.256008 Estimable
## 472 0 79 2022 163.62199 7.880928 Estimable
## 473 0 79 2023 179.37429 8.847289 Estimable
## 474 0 79 2024 189.98052 9.407862 Estimable
## 475 0 80 2018 85.67044 6.596646 Estimable
## 476 0 80 2020 137.63335 7.106743 Estimable
## 477 0 80 2021 150.30896 7.256008 Estimable
## 478 0 80 2022 160.55821 7.880928 Estimable
## 479 0 80 2023 192.19586 8.847289 Estimable
## 480 0 80 2024 177.32392 9.407862 Estimable
## 481 0 81 2018 77.80202 6.596646 Estimable
## 482 0 81 2020 132.94072 7.106743 Estimable
## 483 0 81 2021 144.20490 7.256008 Estimable
## 484 0 81 2022 164.31769 7.880928 Estimable
## 485 0 81 2023 186.21284 8.847289 Estimable
## 486 0 81 2024 190.43007 9.407862 Estimable
## 487 0 82 2018 84.18263 6.596646 Estimable
## 488 0 82 2020 132.56180 7.106743 Estimable
## 489 0 82 2021 148.43541 7.256008 Estimable
## 490 0 82 2022 165.96953 7.880928 Estimable
## 491 0 82 2023 184.10290 8.847289 Estimable
## 492 0 82 2024 185.86456 9.407862 Estimable
## 493 0 83 2018 79.04243 6.596652 Estimable
## 494 0 83 2020 135.08910 7.107788 Estimable
## 495 0 83 2021 147.70906 7.285771 Estimable
## 496 0 83 2022 161.62234 8.407083 Estimable
## 497 0 83 2023 182.78414 9.786905 Estimable
## 498 0 83 2024 189.44641 10.013885 Estimable
## 499 0 84 2018 83.83204 6.596646 Estimable
## 500 0 84 2020 135.73506 7.106743 Estimable
## 501 0 84 2021 145.93226 7.256008 Estimable
## 502 0 84 2022 161.09974 7.880928 Estimable
## 503 0 84 2023 186.52084 8.847289 Estimable
## 504 0 84 2024 187.84888 9.407862 Estimable
## 505 0 85 2018 77.49385 6.596646 Estimable
## 506 0 85 2020 135.66848 7.106743 Estimable
## 507 0 85 2021 151.00233 7.256008 Estimable
## 508 0 85 2022 156.52492 7.880928 Estimable
## 509 0 85 2023 187.69701 8.847289 Estimable
## 510 0 85 2024 188.16458 9.407862 Estimable
## 511 0 86 2018 85.47115 6.596646 Estimable
## 512 0 86 2020 139.60633 7.106743 Estimable
## 513 0 86 2021 148.59783 7.256008 Estimable
## 514 0 86 2022 162.71591 7.880928 Estimable
## 515 0 86 2023 183.54509 8.847289 Estimable
## 516 0 86 2024 187.04677 9.407862 Estimable
## 517 0 87 2018 89.92892 6.596646 Estimable
## 518 0 87 2020 138.67658 7.106743 Estimable
## 519 0 87 2021 147.76599 7.256008 Estimable
## 520 0 87 2022 166.92838 7.880928 Estimable
## 521 0 87 2023 184.50648 8.847289 Estimable
## 522 0 87 2024 183.28199 9.407862 Estimable
## 523 0 88 2018 82.28388 7.704892 Estimable
## 524 0 88 2020 135.17223 8.111240 Estimable
## 525 0 88 2021 145.73927 8.459606 Estimable
## 526 0 88 2022 164.25772 9.010674 Estimable
## 527 0 88 2023 182.78414 9.786905 Estimable
## 528 0 88 2024 189.44641 10.013885 Estimable
## 529 0 89 2018 81.53217 6.596646 Estimable
## 530 0 89 2020 135.92656 7.106743 Estimable
## 531 0 89 2021 145.04987 7.256008 Estimable
## 532 0 89 2022 165.25113 7.880928 Estimable
## 533 0 89 2023 176.42245 8.847289 Estimable
## 534 0 89 2024 191.87573 9.407862 Estimable
## 535 0 90 2018 82.28388 7.704892 Estimable
## 536 0 90 2020 135.17223 8.111240 Estimable
## 537 0 90 2021 145.73927 8.459606 Estimable
## 538 0 90 2022 164.25772 9.010674 Estimable
## 539 0 90 2023 182.78414 9.786905 Estimable
## 540 0 90 2024 189.44641 10.013885 Estimable
## 541 0 91 2018 81.37229 6.596646 Estimable
## 542 0 91 2020 140.06869 7.106743 Estimable
## 543 0 91 2021 144.62523 7.256008 Estimable
## 544 0 91 2022 155.72055 7.880928 Estimable
## 545 0 91 2023 172.18508 8.847289 Estimable
## 546 0 91 2024 205.45381 9.407862 Estimable
## 547 0 92 2018 79.13164 6.596646 Estimable
## 548 0 92 2020 136.69861 7.106743 Estimable
## 549 0 92 2021 152.65379 7.256008 Estimable
## 550 0 92 2022 161.04794 7.880928 Estimable
## 551 0 92 2023 182.90168 8.847289 Estimable
## 552 0 92 2024 185.56073 9.407862 Estimable
## 553 0 93 2018 89.50105 6.596646 Estimable
## 554 0 93 2020 139.34587 7.106743 Estimable
## 555 0 93 2021 140.17992 7.256008 Estimable
## 556 0 93 2022 173.32595 7.880928 Estimable
## 557 0 93 2023 174.76083 8.847289 Estimable
## 558 0 93 2024 192.72785 9.407862 Estimable
## 559 0 94 2018 82.28388 7.704892 Estimable
## 560 0 94 2020 135.17223 8.111240 Estimable
## 561 0 94 2021 145.73927 8.459606 Estimable
## 562 0 94 2022 164.25772 9.010674 Estimable
## 563 0 94 2023 182.78414 9.786905 Estimable
## 564 0 94 2024 189.44641 10.013885 Estimable
## 565 0 95 2018 87.55719 6.596652 Estimable
## 566 0 95 2020 139.87381 7.107788 Estimable
## 567 0 95 2021 137.89803 7.285771 Estimable
## 568 0 95 2022 168.11643 8.407083 Estimable
## 569 0 95 2023 182.78414 9.786905 Estimable
## 570 0 95 2024 189.44641 10.013885 Estimable
## 571 0 96 2018 82.28388 7.704892 Estimable
## 572 0 96 2020 135.17223 8.111240 Estimable
## 573 0 96 2021 145.73927 8.459606 Estimable
## 574 0 96 2022 164.25772 9.010674 Estimable
## 575 0 96 2023 182.78414 9.786905 Estimable
## 576 0 96 2024 189.44641 10.013885 Estimable
## 577 0 97 2018 78.79602 6.596646 Estimable
## 578 0 97 2020 137.01310 7.106743 Estimable
## 579 0 97 2021 144.57797 7.256008 Estimable
## 580 0 97 2022 166.26809 7.880928 Estimable
## 581 0 97 2023 185.03622 8.847289 Estimable
## 582 0 97 2024 188.77049 9.407862 Estimable
## 583 0 98 2018 83.56533 6.596646 Estimable
## 584 0 98 2020 131.19715 7.106743 Estimable
## 585 0 98 2021 152.87674 7.256008 Estimable
## 586 0 98 2022 166.03388 7.880928 Estimable
## 587 0 98 2023 182.67269 8.847289 Estimable
## 588 0 98 2024 186.80922 9.407862 Estimable
## 589 0 99 2018 77.05842 6.596646 Estimable
## 590 0 99 2020 133.72378 7.106743 Estimable
## 591 0 99 2021 145.84027 7.256008 Estimable
## 592 0 99 2022 162.61833 7.880928 Estimable
## 593 0 99 2023 183.12127 8.847289 Estimable
## 594 0 99 2024 192.29453 9.407862 Estimable
## 595 0 100 2018 82.28388 7.704892 Estimable
## 596 0 100 2020 135.17223 8.111240 Estimable
## 597 0 100 2021 145.73927 8.459606 Estimable
## 598 0 100 2022 164.25772 9.010674 Estimable
## 599 0 100 2023 182.78414 9.786905 Estimable
## 600 0 100 2024 189.44641 10.013885 Estimable
## 601 0 101 2018 82.28388 7.704892 Estimable
## 602 0 101 2020 135.17223 8.111240 Estimable
## 603 0 101 2021 145.73927 8.459606 Estimable
## 604 0 101 2022 164.25772 9.010674 Estimable
## 605 0 101 2023 182.78414 9.786905 Estimable
## 606 0 101 2024 189.44641 10.013885 Estimable
## 607 0 102 2018 82.28388 7.704892 Estimable
## 608 0 102 2020 135.17223 8.111240 Estimable
## 609 0 102 2021 145.73927 8.459606 Estimable
## 610 0 102 2022 164.25772 9.010674 Estimable
## 611 0 102 2023 182.78414 9.786905 Estimable
## 612 0 102 2024 189.44641 10.013885 Estimable
## 613 0 103 2018 82.28388 7.704892 Estimable
## 614 0 103 2020 135.17223 8.111240 Estimable
## 615 0 103 2021 145.73927 8.459606 Estimable
## 616 0 103 2022 164.25772 9.010674 Estimable
## 617 0 103 2023 182.78414 9.786905 Estimable
## 618 0 103 2024 189.44641 10.013885 Estimable
## 619 0 104 2018 82.28388 7.704892 Estimable
## 620 0 104 2020 135.17223 8.111240 Estimable
## 621 0 104 2021 145.73927 8.459606 Estimable
## 622 0 104 2022 164.25772 9.010674 Estimable
## 623 0 104 2023 182.78414 9.786905 Estimable
## 624 0 104 2024 189.44641 10.013885 Estimable
## 625 0 105 2018 82.28388 7.704892 Estimable
## 626 0 105 2020 135.17223 8.111240 Estimable
## 627 0 105 2021 145.73927 8.459606 Estimable
## 628 0 105 2022 164.25772 9.010674 Estimable
## 629 0 105 2023 182.78414 9.786905 Estimable
## 630 0 105 2024 189.44641 10.013885 Estimable
## 631 0 106 2018 81.37356 6.598485 Estimable
## 632 0 106 2020 135.54057 7.107270 Estimable
## 633 0 106 2021 150.29637 7.256399 Estimable
## 634 0 106 2022 175.00150 7.881017 Estimable
## 635 0 106 2023 166.10027 8.847059 Estimable
## 636 0 106 2024 194.45024 9.407803 Estimable
## 637 0 107 2018 82.11739 6.598485 Estimable
## 638 0 107 2020 135.39180 7.107270 Estimable
## 639 0 107 2021 151.56045 7.256399 Estimable
## 640 0 107 2022 162.29680 7.881017 Estimable
## 641 0 107 2023 177.83490 8.847059 Estimable
## 642 0 107 2024 192.22832 9.407803 Estimable
## 643 0 108 2018 83.81570 6.598485 Estimable
## 644 0 108 2020 135.05122 7.107270 Estimable
## 645 0 108 2021 145.58574 7.256399 Estimable
## 646 0 108 2022 167.22790 7.881017 Estimable
## 647 0 108 2023 182.26486 8.847059 Estimable
## 648 0 108 2024 188.04741 9.407803 Estimable
## 649 0 109 2018 82.89634 6.598485 Estimable
## 650 0 109 2020 134.55362 7.107270 Estimable
## 651 0 109 2021 140.78647 7.256399 Estimable
## 652 0 109 2022 170.85371 7.881017 Estimable
## 653 0 109 2023 181.68373 8.847059 Estimable
## 654 0 109 2024 189.22843 9.407803 Estimable
## 655 0 110 2018 90.14870 6.605338 Estimable
## 656 0 110 2020 134.34542 7.586823 Estimable
## 657 0 110 2021 145.73927 8.459606 Estimable
## 658 0 110 2022 164.25772 9.010674 Estimable
## 659 0 110 2023 182.78414 9.786905 Estimable
## 660 0 110 2024 189.44641 10.013885 Estimable
## 661 0 111 2018 81.01335 6.598485 Estimable
## 662 0 111 2020 132.44043 7.107270 Estimable
## 663 0 111 2021 147.28669 7.256399 Estimable
## 664 0 111 2022 162.52940 7.881017 Estimable
## 665 0 111 2023 186.58433 8.847059 Estimable
## 666 0 111 2024 187.86306 9.407803 Estimable
## 667 0 112 2018 87.19510 6.598485 Estimable
## 668 0 112 2020 136.49134 7.107270 Estimable
## 669 0 112 2021 147.13246 7.256399 Estimable
## 670 0 112 2022 161.39383 7.881017 Estimable
## 671 0 112 2023 182.02817 8.847059 Estimable
## 672 0 112 2024 190.66633 9.407803 Estimable
## 673 0 113 2018 82.28388 7.704892 Estimable
## 674 0 113 2020 135.17223 8.111240 Estimable
## 675 0 113 2021 145.73927 8.459606 Estimable
## 676 0 113 2022 164.25772 9.010674 Estimable
## 677 0 113 2023 182.78414 9.786905 Estimable
## 678 0 113 2024 189.44641 10.013885 Estimable
## 679 0 114 2018 86.53235 6.598485 Estimable
## 680 0 114 2020 130.62169 7.107270 Estimable
## 681 0 114 2021 145.85704 7.256399 Estimable
## 682 0 114 2022 165.83229 7.881017 Estimable
## 683 0 114 2023 184.63029 8.847059 Estimable
## 684 0 114 2024 187.34533 9.407803 Estimable
## 685 0 115 2018 82.90338 6.598485 Estimable
## 686 0 115 2020 136.43643 7.107270 Estimable
## 687 0 115 2021 148.53668 7.256399 Estimable
## 688 0 115 2022 160.07222 7.881017 Estimable
## 689 0 115 2023 187.05655 8.847059 Estimable
## 690 0 115 2024 186.65112 9.407803 Estimable
## 691 0 116 2018 85.80781 6.598485 Estimable
## 692 0 116 2020 129.83800 7.107270 Estimable
## 693 0 116 2021 142.06147 7.256399 Estimable
## 694 0 116 2022 170.60801 7.881017 Estimable
## 695 0 116 2023 173.74138 8.847059 Estimable
## 696 0 116 2024 193.83737 9.407803 Estimable
## 697 0 117 2018 82.28388 7.704892 Estimable
## 698 0 117 2020 135.17223 8.111240 Estimable
## 699 0 117 2021 145.73927 8.459606 Estimable
## 700 0 117 2022 164.25772 9.010674 Estimable
## 701 0 117 2023 182.78414 9.786905 Estimable
## 702 0 117 2024 189.44641 10.013885 Estimable
## 703 0 118 2018 82.28388 7.704892 Estimable
## 704 0 118 2020 135.17223 8.111240 Estimable
## 705 0 118 2021 145.73927 8.459606 Estimable
## 706 0 118 2022 164.25772 9.010674 Estimable
## 707 0 118 2023 182.78414 9.786905 Estimable
## 708 0 118 2024 189.44641 10.013885 Estimable
## 709 0 119 2018 83.49940 6.598485 Estimable
## 710 0 119 2020 134.43359 7.107270 Estimable
## 711 0 119 2021 145.98025 7.256399 Estimable
## 712 0 119 2022 157.41532 7.881017 Estimable
## 713 0 119 2023 187.65625 8.847059 Estimable
## 714 0 119 2024 190.82647 9.407803 Estimable
## 715 0 120 2018 82.03740 6.598485 Estimable
## 716 0 120 2020 132.86383 7.107270 Estimable
## 717 0 120 2021 143.34875 7.256399 Estimable
## 718 0 120 2022 165.84031 7.881017 Estimable
## 719 0 120 2023 184.49640 8.847059 Estimable
## 720 0 120 2024 189.97832 9.407803 Estimable
## 721 0 121 2018 81.63755 6.598485 Estimable
## 722 0 121 2020 135.50734 7.107270 Estimable
## 723 0 121 2021 139.59686 7.256399 Estimable
## 724 0 121 2022 166.55049 7.881017 Estimable
## 725 0 121 2023 184.36505 8.847059 Estimable
## 726 0 121 2024 189.94982 9.407803 Estimable
## 727 0 122 2018 81.76040 6.598485 Estimable
## 728 0 122 2020 127.49072 7.107270 Estimable
## 729 0 122 2021 143.34340 7.256399 Estimable
## 730 0 122 2022 161.88978 7.881017 Estimable
## 731 0 122 2023 188.69343 8.847059 Estimable
## 732 0 122 2024 188.44269 9.407803 Estimable
## 733 0 123 2018 79.79468 6.598485 Estimable
## 734 0 123 2020 133.92839 7.107270 Estimable
## 735 0 123 2021 145.99341 7.256399 Estimable
## 736 0 123 2022 163.47348 7.881017 Estimable
## 737 0 123 2023 183.62733 8.847059 Estimable
## 738 0 123 2024 188.42833 9.407803 Estimable
## 739 0 124 2018 79.88955 6.598485 Estimable
## 740 0 124 2020 136.13495 7.107270 Estimable
## 741 0 124 2021 145.01434 7.256399 Estimable
## 742 0 124 2022 161.71571 7.881017 Estimable
## 743 0 124 2023 186.19675 8.847059 Estimable
## 744 0 124 2024 187.76917 9.407803 Estimable
## 745 0 125 2018 86.09393 6.598485 Estimable
## 746 0 125 2020 134.93301 7.107270 Estimable
## 747 0 125 2021 147.51480 7.256399 Estimable
## 748 0 125 2022 160.63424 7.881017 Estimable
## 749 0 125 2023 186.82105 8.847059 Estimable
## 750 0 125 2024 187.92153 9.407803 Estimable
## 751 0 126 2018 81.49877 6.598485 Estimable
## 752 0 126 2020 131.73305 7.107270 Estimable
## 753 0 126 2021 141.79553 7.256399 Estimable
## 754 0 126 2022 172.87194 7.881017 Estimable
## 755 0 126 2023 181.75409 8.847059 Estimable
## 756 0 126 2024 187.91031 9.407803 Estimable
## 757 0 127 2018 82.28388 7.704892 Estimable
## 758 0 127 2020 135.17223 8.111240 Estimable
## 759 0 127 2021 145.73927 8.459606 Estimable
## 760 0 127 2022 164.25772 9.010674 Estimable
## 761 0 127 2023 182.78414 9.786905 Estimable
## 762 0 127 2024 189.44641 10.013885 Estimable
## 763 0 128 2018 79.15703 6.598485 Estimable
## 764 0 128 2020 128.74252 7.107270 Estimable
## 765 0 128 2021 145.63606 7.256399 Estimable
## 766 0 128 2022 166.66285 7.881017 Estimable
## 767 0 128 2023 182.87955 8.847059 Estimable
## 768 0 128 2024 190.89147 9.407803 Estimable
## 769 0 129 2018 82.84645 6.598485 Estimable
## 770 0 129 2020 132.29179 7.107270 Estimable
## 771 0 129 2021 147.00269 7.256399 Estimable
## 772 0 129 2022 165.06787 7.881017 Estimable
## 773 0 129 2023 182.60017 8.847059 Estimable
## 774 0 129 2024 189.47948 9.407803 Estimable
## 775 0 130 2018 78.05851 6.598485 Estimable
## 776 0 130 2020 136.12241 7.107270 Estimable
## 777 0 130 2021 145.40359 7.256399 Estimable
## 778 0 130 2022 166.39443 7.881017 Estimable
## 779 0 130 2023 182.80870 8.847059 Estimable
## 780 0 130 2024 188.19677 9.407803 Estimable
## 781 0 131 2018 82.40860 6.598485 Estimable
## 782 0 131 2020 135.51408 7.107270 Estimable
## 783 0 131 2021 143.07181 7.256399 Estimable
## 784 0 131 2022 165.83505 7.881017 Estimable
## 785 0 131 2023 183.84486 8.847059 Estimable
## 786 0 131 2024 189.80344 9.407803 Estimable
## 787 0 132 2018 79.60248 6.598485 Estimable
## 788 0 132 2020 139.23765 7.107270 Estimable
## 789 0 132 2021 142.63631 7.256399 Estimable
## 790 0 132 2022 163.69677 7.881017 Estimable
## 791 0 132 2023 182.88690 8.847059 Estimable
## 792 0 132 2024 190.89345 9.407803 Estimable
## 793 0 133 2018 80.01144 6.598485 Estimable
## 794 0 133 2020 134.21289 7.107270 Estimable
## 795 0 133 2021 144.68438 7.256399 Estimable
## 796 0 133 2022 166.08569 7.881017 Estimable
## 797 0 133 2023 180.23752 8.847059 Estimable
## 798 0 133 2024 191.53115 9.407803 Estimable
## 799 0 134 2018 81.22116 6.598485 Estimable
## 800 0 134 2020 133.37221 7.107270 Estimable
## 801 0 134 2021 147.35327 7.256399 Estimable
## 802 0 134 2022 165.83108 7.881017 Estimable
## 803 0 134 2023 182.32922 8.847059 Estimable
## 804 0 134 2024 189.40169 9.407803 Estimable
## 805 0 135 2018 74.23015 6.598485 Estimable
## 806 0 135 2020 150.99459 7.107270 Estimable
## 807 0 135 2021 139.37995 7.256399 Estimable
## 808 0 135 2022 161.41110 7.881017 Estimable
## 809 0 135 2023 185.33485 8.847059 Estimable
## 810 0 135 2024 187.53613 9.407803 Estimable
## 811 0 136 2018 82.68190 6.598485 Estimable
## 812 0 136 2020 133.56319 7.107270 Estimable
## 813 0 136 2021 146.40521 7.256399 Estimable
## 814 0 136 2022 167.45565 7.881017 Estimable
## 815 0 136 2023 182.60026 8.847059 Estimable
## 816 0 136 2024 186.80551 9.407803 Estimable
## 817 0 137 2018 86.68055 6.598485 Estimable
## 818 0 137 2020 134.29105 7.107270 Estimable
## 819 0 137 2021 136.28247 7.256399 Estimable
## 820 0 137 2022 166.26962 7.881017 Estimable
## 821 0 137 2023 184.24127 8.847059 Estimable
## 822 0 137 2024 189.93350 9.407803 Estimable
## 823 0 138 2018 82.28388 7.704892 Estimable
## 824 0 138 2020 135.17223 8.111240 Estimable
## 825 0 138 2021 145.73927 8.459606 Estimable
## 826 0 138 2022 164.25772 9.010674 Estimable
## 827 0 138 2023 182.78414 9.786905 Estimable
## 828 0 138 2024 189.44641 10.013885 Estimable
## 829 0 139 2018 89.09403 6.598485 Estimable
## 830 0 139 2020 138.19836 7.107270 Estimable
## 831 0 139 2021 137.58020 7.256399 Estimable
## 832 0 139 2022 167.28378 7.881017 Estimable
## 833 0 139 2023 183.58269 8.847059 Estimable
## 834 0 139 2024 189.73645 9.407803 Estimable
## 835 0 140 2018 83.66140 6.598485 Estimable
## 836 0 140 2020 135.59259 7.107270 Estimable
## 837 0 140 2021 146.76223 7.256399 Estimable
## 838 0 140 2022 161.60294 7.881017 Estimable
## 839 0 140 2023 178.99300 8.847059 Estimable
## 840 0 140 2024 193.87955 9.407803 Estimable
## 841 0 141 2018 82.28388 7.704892 Estimable
## 842 0 141 2020 135.17223 8.111240 Estimable
## 843 0 141 2021 145.73927 8.459606 Estimable
## 844 0 141 2022 164.25772 9.010674 Estimable
## 845 0 141 2023 182.78414 9.786905 Estimable
## 846 0 141 2024 189.44641 10.013885 Estimable
## 847 0 142 2018 84.27880 6.598485 Estimable
## 848 0 142 2020 129.95815 7.107270 Estimable
## 849 0 142 2021 146.39452 7.256399 Estimable
## 850 0 142 2022 164.24162 7.881017 Estimable
## 851 0 142 2023 182.50291 8.847059 Estimable
## 852 0 142 2024 190.79714 9.407803 Estimable
## 853 0 143 2018 83.78548 6.598485 Estimable
## 854 0 143 2020 135.41627 7.107270 Estimable
## 855 0 143 2021 146.04065 7.256399 Estimable
## 856 0 143 2022 158.68451 7.881017 Estimable
## 857 0 143 2023 185.40959 8.847059 Estimable
## 858 0 143 2024 190.23695 9.407803 Estimable
## 859 0 144 2018 82.08509 6.598485 Estimable
## 860 0 144 2020 138.28559 7.107270 Estimable
## 861 0 144 2021 137.13394 7.256399 Estimable
## 862 0 144 2022 169.41874 7.881017 Estimable
## 863 0 144 2023 178.22852 8.847059 Estimable
## 864 0 144 2024 193.67098 9.407803 Estimable
## 865 0 145 2018 75.54661 6.598485 Estimable
## 866 0 145 2020 138.17423 7.107270 Estimable
## 867 0 145 2021 144.20563 7.256399 Estimable
## 868 0 145 2022 165.45040 7.881017 Estimable
## 869 0 145 2023 184.11671 8.847059 Estimable
## 870 0 145 2024 187.21255 9.407803 Estimable
## 871 0 146 2018 82.28388 7.704892 Estimable
## 872 0 146 2020 135.17223 8.111240 Estimable
## 873 0 146 2021 145.73927 8.459606 Estimable
## 874 0 146 2022 164.25772 9.010674 Estimable
## 875 0 146 2023 182.78414 9.786905 Estimable
## 876 0 146 2024 189.44641 10.013885 Estimable
## 877 0 147 2018 76.62608 6.598485 Estimable
## 878 0 147 2020 131.17302 7.107270 Estimable
## 879 0 147 2021 145.34257 7.256399 Estimable
## 880 0 147 2022 169.06297 7.881017 Estimable
## 881 0 147 2023 182.66551 8.847059 Estimable
## 882 0 147 2024 188.16002 9.407803 Estimable
## 883 0 148 2018 82.39724 6.598485 Estimable
## 884 0 148 2020 134.59296 7.107270 Estimable
## 885 0 148 2021 146.82054 7.256399 Estimable
## 886 0 148 2022 165.41560 7.881017 Estimable
## 887 0 148 2023 181.73703 8.847059 Estimable
## 888 0 148 2024 189.24950 9.407803 Estimable
## 889 0 149 2018 82.78217 6.598485 Estimable
## 890 0 149 2020 137.18520 7.107270 Estimable
## 891 0 149 2021 146.20241 7.256399 Estimable
## 892 0 149 2022 163.37156 7.881017 Estimable
## 893 0 149 2023 180.22745 8.847059 Estimable
## 894 0 149 2024 192.85531 9.407803 Estimable
## 895 0 150 2018 80.57507 6.598485 Estimable
## 896 0 150 2020 135.83828 7.107270 Estimable
## 897 0 150 2021 144.32770 7.256399 Estimable
## 898 0 150 2022 166.13941 7.881017 Estimable
## 899 0 150 2023 181.32261 8.847059 Estimable
## 900 0 150 2024 190.47695 9.407803 Estimable
## 901 0 151 2018 81.20624 6.598485 Estimable
## 902 0 151 2020 129.77855 7.107270 Estimable
## 903 0 151 2021 145.80535 7.256399 Estimable
## 904 0 151 2022 168.47305 7.881017 Estimable
## 905 0 151 2023 180.53056 8.847059 Estimable
## 906 0 151 2024 190.26942 9.407803 Estimable
## 907 0 152 2018 82.28388 7.704892 Estimable
## 908 0 152 2020 135.17223 8.111240 Estimable
## 909 0 152 2021 145.73927 8.459606 Estimable
## 910 0 152 2022 164.25772 9.010674 Estimable
## 911 0 152 2023 182.78414 9.786905 Estimable
## 912 0 152 2024 189.44641 10.013885 Estimable
## 913 0 153 2018 81.91779 6.598485 Estimable
## 914 0 153 2020 132.43843 7.107270 Estimable
## 915 0 153 2021 146.56263 7.256399 Estimable
## 916 0 153 2022 164.46158 7.881017 Estimable
## 917 0 153 2023 183.76460 8.847059 Estimable
## 918 0 153 2024 188.45672 9.407803 Estimable
## 919 0 154 2018 82.28388 7.704892 Estimable
## 920 0 154 2020 135.17223 8.111240 Estimable
## 921 0 154 2021 145.73927 8.459606 Estimable
## 922 0 154 2022 164.25772 9.010674 Estimable
## 923 0 154 2023 182.78414 9.786905 Estimable
## 924 0 154 2024 189.44641 10.013885 Estimable
## 925 0 155 2018 82.28388 7.704892 Estimable
## 926 0 155 2020 135.17223 8.111240 Estimable
## 927 0 155 2021 145.73927 8.459606 Estimable
## 928 0 155 2022 164.25772 9.010674 Estimable
## 929 0 155 2023 182.78414 9.786905 Estimable
## 930 0 155 2024 189.44641 10.013885 Estimable
## 931 0 156 2018 82.28388 7.704892 Estimable
## 932 0 156 2020 135.17223 8.111240 Estimable
## 933 0 156 2021 145.73927 8.459606 Estimable
## 934 0 156 2022 164.25772 9.010674 Estimable
## 935 0 156 2023 182.78414 9.786905 Estimable
## 936 0 156 2024 189.44641 10.013885 Estimable
## 937 0 157 2018 82.28388 7.704892 Estimable
## 938 0 157 2020 135.17223 8.111240 Estimable
## 939 0 157 2021 145.73927 8.459606 Estimable
## 940 0 157 2022 164.25772 9.010674 Estimable
## 941 0 157 2023 182.78414 9.786905 Estimable
## 942 0 157 2024 189.44641 10.013885 Estimable
## 943 0 158 2018 82.28388 7.704892 Estimable
## 944 0 158 2020 135.17223 8.111240 Estimable
## 945 0 158 2021 145.73927 8.459606 Estimable
## 946 0 158 2022 164.25772 9.010674 Estimable
## 947 0 158 2023 182.78414 9.786905 Estimable
## 948 0 158 2024 189.44641 10.013885 Estimable
## 949 0 159 2018 82.28388 7.704892 Estimable
## 950 0 159 2020 135.17223 8.111240 Estimable
## 951 0 159 2021 145.73927 8.459606 Estimable
## 952 0 159 2022 164.25772 9.010674 Estimable
## 953 0 159 2023 182.78414 9.786905 Estimable
## 954 0 159 2024 189.44641 10.013885 Estimable
## 955 0 160 2018 84.68329 6.602888 Estimable
## 956 0 160 2020 144.18680 7.108154 Estimable
## 957 0 160 2021 131.40303 7.257038 Estimable
## 958 0 160 2022 170.81395 7.881157 Estimable
## 959 0 160 2023 179.01615 8.846729 Estimable
## 960 0 160 2024 191.21248 9.407713 Estimable
## 961 0 161 2018 88.70166 6.602888 Estimable
## 962 0 161 2020 147.36256 7.108154 Estimable
## 963 0 161 2021 127.52879 7.257038 Estimable
## 964 0 161 2022 166.26856 7.881157 Estimable
## 965 0 161 2023 175.76225 8.846729 Estimable
## 966 0 161 2024 195.72427 9.407713 Estimable
## 967 0 162 2018 86.06257 6.602888 Estimable
## 968 0 162 2020 143.20439 7.108154 Estimable
## 969 0 162 2021 132.69302 7.257038 Estimable
## 970 0 162 2022 172.37508 7.881157 Estimable
## 971 0 162 2023 177.11809 8.846729 Estimable
## 972 0 162 2024 190.70978 9.407713 Estimable
## 973 0 163 2018 87.49173 6.602888 Estimable
## 974 0 163 2020 137.94549 7.108154 Estimable
## 975 0 163 2021 145.56196 7.257038 Estimable
## 976 0 163 2022 161.89578 7.881157 Estimable
## 977 0 163 2023 181.76689 8.846729 Estimable
## 978 0 163 2024 191.92715 9.407713 Estimable
## 979 0 164 2018 82.62911 6.602888 Estimable
## 980 0 164 2020 141.20985 7.108154 Estimable
## 981 0 164 2021 147.33125 7.257038 Estimable
## 982 0 164 2022 163.23596 7.881157 Estimable
## 983 0 164 2023 178.09637 8.846729 Estimable
## 984 0 164 2024 193.61932 9.407713 Estimable
## 985 0 165 2018 81.43594 6.602888 Estimable
## 986 0 165 2020 143.64969 7.108154 Estimable
## 987 0 165 2021 139.04784 7.257038 Estimable
## 988 0 165 2022 162.96417 7.881157 Estimable
## 989 0 165 2023 184.65878 8.846729 Estimable
## 990 0 165 2024 190.02600 9.407713 Estimable
## 991 0 166 2018 84.32844 6.602888 Estimable
## 992 0 166 2020 137.96352 7.108154 Estimable
## 993 0 166 2021 144.37232 7.257038 Estimable
## 994 0 166 2022 173.96403 7.881157 Estimable
## 995 0 166 2023 179.00932 8.846729 Estimable
## 996 0 166 2024 185.83391 9.407713 Estimable
## 997 0 167 2018 84.21389 6.602888 Estimable
## 998 0 167 2020 129.12109 7.108154 Estimable
## 999 0 167 2021 147.46368 7.257038 Estimable
## 1000 0 167 2022 165.18585 7.881157 Estimable
## 1001 0 167 2023 184.33965 8.846729 Estimable
## 1002 0 167 2024 188.60334 9.407713 Estimable
## 1003 0 168 2018 82.28388 7.704892 Estimable
## 1004 0 168 2020 135.17223 8.111240 Estimable
## 1005 0 168 2021 145.73927 8.459606 Estimable
## 1006 0 168 2022 164.25772 9.010674 Estimable
## 1007 0 168 2023 182.78414 9.786905 Estimable
## 1008 0 168 2024 189.44641 10.013885 Estimable
## 1009 0 169 2018 75.21411 6.602888 Estimable
## 1010 0 169 2020 135.24444 7.108154 Estimable
## 1011 0 169 2021 147.48311 7.257038 Estimable
## 1012 0 169 2022 169.67138 7.881157 Estimable
## 1013 0 169 2023 180.97612 8.846729 Estimable
## 1014 0 169 2024 187.70052 9.407713 Estimable
## 1015 0 170 2018 82.70363 6.602888 Estimable
## 1016 0 170 2020 136.31286 7.108154 Estimable
## 1017 0 170 2021 143.70581 7.257038 Estimable
## 1018 0 170 2022 168.76040 7.881157 Estimable
## 1019 0 170 2023 181.71996 8.846729 Estimable
## 1020 0 170 2024 187.90356 9.407713 Estimable
## 1021 0 171 2018 82.28388 7.704892 Estimable
## 1022 0 171 2020 135.17223 8.111240 Estimable
## 1023 0 171 2021 145.73927 8.459606 Estimable
## 1024 0 171 2022 164.25772 9.010674 Estimable
## 1025 0 171 2023 182.78414 9.786905 Estimable
## 1026 0 171 2024 189.44641 10.013885 Estimable
## 1027 0 172 2018 81.10312 6.602888 Estimable
## 1028 0 172 2020 136.43302 7.108154 Estimable
## 1029 0 172 2021 152.53518 7.257038 Estimable
## 1030 0 172 2022 159.44562 7.881157 Estimable
## 1031 0 172 2023 183.38822 8.846729 Estimable
## 1032 0 172 2024 189.68158 9.407713 Estimable
## 1033 0 173 2018 80.65184 6.602888 Estimable
## 1034 0 173 2020 134.43346 7.108154 Estimable
## 1035 0 173 2021 145.70230 7.257038 Estimable
## 1036 0 173 2022 165.95070 7.881157 Estimable
## 1037 0 173 2023 182.20255 8.846729 Estimable
## 1038 0 173 2024 189.37347 9.407713 Estimable
## 1039 0 174 2018 82.28388 7.704892 Estimable
## 1040 0 174 2020 135.17223 8.111240 Estimable
## 1041 0 174 2021 145.73927 8.459606 Estimable
## 1042 0 174 2022 164.25772 9.010674 Estimable
## 1043 0 174 2023 182.78414 9.786905 Estimable
## 1044 0 174 2024 189.44641 10.013885 Estimable
## 1045 0 175 2018 79.28286 6.602888 Estimable
## 1046 0 175 2020 136.60106 7.108154 Estimable
## 1047 0 175 2021 146.51685 7.257038 Estimable
## 1048 0 175 2022 163.84961 7.881157 Estimable
## 1049 0 175 2023 182.32821 8.846729 Estimable
## 1050 0 175 2024 190.73913 9.407713 Estimable
## 1051 0 176 2018 81.03462 6.602888 Estimable
## 1052 0 176 2020 134.35665 7.108154 Estimable
## 1053 0 176 2021 145.02336 7.257038 Estimable
## 1054 0 176 2022 164.57373 7.881157 Estimable
## 1055 0 176 2023 182.19849 8.846729 Estimable
## 1056 0 176 2024 188.05566 9.407713 Estimable
## 1057 0 177 2018 81.86021 6.602888 Estimable
## 1058 0 177 2020 137.67505 7.108154 Estimable
## 1059 0 177 2021 145.03690 7.257038 Estimable
## 1060 0 177 2022 164.15523 7.881157 Estimable
## 1061 0 177 2023 183.68472 8.846729 Estimable
## 1062 0 177 2024 189.75779 9.407713 Estimable
## 1063 0 178 2018 78.17766 6.602888 Estimable
## 1064 0 178 2020 136.45120 7.108154 Estimable
## 1065 0 178 2021 140.47858 7.257038 Estimable
## 1066 0 178 2022 166.95150 7.881157 Estimable
## 1067 0 178 2023 184.50635 8.846729 Estimable
## 1068 0 178 2024 187.32292 9.407713 Estimable
## 1069 0 179 2018 76.88393 6.602888 Estimable
## 1070 0 179 2020 136.73722 7.108154 Estimable
## 1071 0 179 2021 144.64673 7.257038 Estimable
## 1072 0 179 2022 167.86534 7.881157 Estimable
## 1073 0 179 2023 180.09582 8.846729 Estimable
## 1074 0 179 2024 188.82152 9.407713 Estimable
## 1075 0 180 2018 82.28388 7.704892 Estimable
## 1076 0 180 2020 135.17223 8.111240 Estimable
## 1077 0 180 2021 145.73927 8.459606 Estimable
## 1078 0 180 2022 164.25772 9.010674 Estimable
## 1079 0 180 2023 182.78414 9.786905 Estimable
## 1080 0 180 2024 189.44641 10.013885 Estimable
## 1081 0 181 2018 83.91990 6.602888 Estimable
## 1082 0 181 2020 133.15364 7.108154 Estimable
## 1083 0 181 2021 143.63082 7.257038 Estimable
## 1084 0 181 2022 161.82082 7.881157 Estimable
## 1085 0 181 2023 184.56481 8.846729 Estimable
## 1086 0 181 2024 190.01768 9.407713 Estimable
## 1087 0 182 2018 82.28388 7.704892 Estimable
## 1088 0 182 2020 135.17223 8.111240 Estimable
## 1089 0 182 2021 145.73927 8.459606 Estimable
## 1090 0 182 2022 164.25772 9.010674 Estimable
## 1091 0 182 2023 182.78414 9.786905 Estimable
## 1092 0 182 2024 189.44641 10.013885 Estimable
## 1093 0 183 2018 82.39596 6.602888 Estimable
## 1094 0 183 2020 138.67741 7.108154 Estimable
## 1095 0 183 2021 141.71160 7.257038 Estimable
## 1096 0 183 2022 159.91026 7.881157 Estimable
## 1097 0 183 2023 188.31792 8.846729 Estimable
## 1098 0 183 2024 187.00223 9.407713 Estimable
## 1099 0 184 2018 82.28388 7.704892 Estimable
## 1100 0 184 2020 135.17223 8.111240 Estimable
## 1101 0 184 2021 145.73927 8.459606 Estimable
## 1102 0 184 2022 164.25772 9.010674 Estimable
## 1103 0 184 2023 182.78414 9.786905 Estimable
## 1104 0 184 2024 189.44641 10.013885 Estimable
## 1105 0 185 2018 82.28388 7.704892 Estimable
## 1106 0 185 2020 135.17223 8.111240 Estimable
## 1107 0 185 2021 145.73927 8.459606 Estimable
## 1108 0 185 2022 164.25772 9.010674 Estimable
## 1109 0 185 2023 182.78414 9.786905 Estimable
## 1110 0 185 2024 189.44641 10.013885 Estimable
## 1111 0 186 2018 80.25914 6.602888 Estimable
## 1112 0 186 2020 134.04610 7.108154 Estimable
## 1113 0 186 2021 144.26496 7.257038 Estimable
## 1114 0 186 2022 165.81836 7.881157 Estimable
## 1115 0 186 2023 181.10322 8.846729 Estimable
## 1116 0 186 2024 190.42892 9.407713 Estimable
## 1117 0 187 2018 82.28388 7.704892 Estimable
## 1118 0 187 2020 135.17223 8.111240 Estimable
## 1119 0 187 2021 145.73927 8.459606 Estimable
## 1120 0 187 2022 164.25772 9.010674 Estimable
## 1121 0 187 2023 182.78414 9.786905 Estimable
## 1122 0 187 2024 189.44641 10.013885 Estimable
## 1123 0 188 2018 83.08489 6.602888 Estimable
## 1124 0 188 2020 133.76964 7.108154 Estimable
## 1125 0 188 2021 143.64916 7.257038 Estimable
## 1126 0 188 2022 169.66615 7.881157 Estimable
## 1127 0 188 2023 180.69530 8.846729 Estimable
## 1128 0 188 2024 187.64205 9.407713 Estimable
## 1129 0 189 2018 82.28388 7.704892 Estimable
## 1130 0 189 2020 135.17223 8.111240 Estimable
## 1131 0 189 2021 145.73927 8.459606 Estimable
## 1132 0 189 2022 164.25772 9.010674 Estimable
## 1133 0 189 2023 182.78414 9.786905 Estimable
## 1134 0 189 2024 189.44641 10.013885 Estimable
## 1135 0 190 2018 82.28388 7.704892 Estimable
## 1136 0 190 2020 135.17223 8.111240 Estimable
## 1137 0 190 2021 145.73927 8.459606 Estimable
## 1138 0 190 2022 164.25772 9.010674 Estimable
## 1139 0 190 2023 182.78414 9.786905 Estimable
## 1140 0 190 2024 189.44641 10.013885 Estimable
## 1141 0 191 2018 82.28388 7.704892 Estimable
## 1142 0 191 2020 135.17223 8.111240 Estimable
## 1143 0 191 2021 145.73927 8.459606 Estimable
## 1144 0 191 2022 164.25772 9.010674 Estimable
## 1145 0 191 2023 182.78414 9.786905 Estimable
## 1146 0 191 2024 189.44641 10.013885 Estimable
## 1147 0 192 2018 83.11805 6.602888 Estimable
## 1148 0 192 2020 140.79822 7.108154 Estimable
## 1149 0 192 2021 144.08029 7.257038 Estimable
## 1150 0 192 2022 167.44247 7.881157 Estimable
## 1151 0 192 2023 176.76762 8.846729 Estimable
## 1152 0 192 2024 190.60894 9.407713 Estimable
## 1153 0 193 2018 84.86577 6.602888 Estimable
## 1154 0 193 2020 129.25339 7.108154 Estimable
## 1155 0 193 2021 151.98141 7.257038 Estimable
## 1156 0 193 2022 158.67737 7.881157 Estimable
## 1157 0 193 2023 183.31127 8.846729 Estimable
## 1158 0 193 2024 192.34507 9.407713 Estimable
## 1159 0 194 2018 82.28388 7.704892 Estimable
## 1160 0 194 2020 135.17223 8.111240 Estimable
## 1161 0 194 2021 145.73927 8.459606 Estimable
## 1162 0 194 2022 164.25772 9.010674 Estimable
## 1163 0 194 2023 182.78414 9.786905 Estimable
## 1164 0 194 2024 189.44641 10.013885 Estimable
## 1165 0 195 2018 76.34582 6.602888 Estimable
## 1166 0 195 2020 135.25216 7.108154 Estimable
## 1167 0 195 2021 149.13285 7.257038 Estimable
## 1168 0 195 2022 165.87308 7.881157 Estimable
## 1169 0 195 2023 181.45908 8.846729 Estimable
## 1170 0 195 2024 187.84029 9.407713 Estimable
## 1171 0 196 2018 81.82676 6.602888 Estimable
## 1172 0 196 2020 134.73810 7.108154 Estimable
## 1173 0 196 2021 152.32166 7.257038 Estimable
## 1174 0 196 2022 172.94923 7.881157 Estimable
## 1175 0 196 2023 174.76044 8.846729 Estimable
## 1176 0 196 2024 186.05243 9.407713 Estimable
## 1177 0 197 2018 77.49777 6.602888 Estimable
## 1178 0 197 2020 135.44777 7.108154 Estimable
## 1179 0 197 2021 141.57368 7.257038 Estimable
## 1180 0 197 2022 170.44922 7.881157 Estimable
## 1181 0 197 2023 183.16657 8.846729 Estimable
## 1182 0 197 2024 189.61195 9.407713 Estimable
## 1183 0 198 2018 81.38467 6.602888 Estimable
## 1184 0 198 2020 137.00805 7.108154 Estimable
## 1185 0 198 2021 146.56554 7.257038 Estimable
## 1186 0 198 2022 168.74888 7.881157 Estimable
## 1187 0 198 2023 178.40751 8.846729 Estimable
## 1188 0 198 2024 188.36666 9.407713 Estimable
## 1189 0 199 2018 82.28388 7.704892 Estimable
## 1190 0 199 2020 130.55384 7.190187 Estimable
## 1191 0 199 2021 144.84431 7.259587 Estimable
## 1192 0 199 2022 165.44621 7.881311 Estimable
## 1193 0 199 2023 180.52745 8.846740 Estimable
## 1194 0 199 2024 192.94668 9.407716 Estimable
## 1195 0 200 2018 83.84066 6.602888 Estimable
## 1196 0 200 2020 135.36764 7.108154 Estimable
## 1197 0 200 2021 146.90360 7.257038 Estimable
## 1198 0 200 2022 162.69429 7.881157 Estimable
## 1199 0 200 2023 184.44777 8.846729 Estimable
## 1200 0 200 2024 187.30212 9.407713 Estimable
## 1201 0 201 2018 79.87436 6.847080 Estimable
## 1202 0 201 2020 135.17223 8.111240 Estimable
## 1203 0 201 2021 145.73927 8.459606 Estimable
## 1204 0 201 2022 164.25772 9.010674 Estimable
## 1205 0 201 2023 182.78414 9.786905 Estimable
## 1206 0 201 2024 189.44641 10.013885 Estimable
## 1207 0 202 2018 84.14113 6.602888 Estimable
## 1208 0 202 2020 138.21303 7.108154 Estimable
## 1209 0 202 2021 143.98287 7.257038 Estimable
## 1210 0 202 2022 160.37713 7.881157 Estimable
## 1211 0 202 2023 179.15792 8.846729 Estimable
## 1212 0 202 2024 196.59177 9.407713 Estimable
## 1213 0 203 2018 84.72685 6.602888 Estimable
## 1214 0 203 2020 132.29845 7.108154 Estimable
## 1215 0 203 2021 147.11212 7.257038 Estimable
## 1216 0 203 2022 159.91901 7.881157 Estimable
## 1217 0 203 2023 199.79293 8.846729 Estimable
## 1218 0 203 2024 176.65651 9.407713 Estimable
## 1219 0 204 2018 82.28388 7.704892 Estimable
## 1220 0 204 2020 135.17223 8.111240 Estimable
## 1221 0 204 2021 145.73927 8.459606 Estimable
## 1222 0 204 2022 164.25772 9.010674 Estimable
## 1223 0 204 2023 182.78414 9.786905 Estimable
## 1224 0 204 2024 189.44641 10.013885 Estimable
## 1225 0 205 2018 82.28388 7.704892 Estimable
## 1226 0 205 2020 135.17223 8.111240 Estimable
## 1227 0 205 2021 145.73927 8.459606 Estimable
## 1228 0 205 2022 164.25772 9.010674 Estimable
## 1229 0 205 2023 182.78414 9.786905 Estimable
## 1230 0 205 2024 189.44641 10.013885 Estimable
## 1231 0 206 2018 84.51706 6.602890 Estimable
## 1232 0 206 2020 136.80200 7.109162 Estimable
## 1233 0 206 2021 161.36986 7.286607 Estimable
## 1234 0 206 2022 146.38943 8.406588 Estimable
## 1235 0 206 2023 182.78414 9.786905 Estimable
## 1236 0 206 2024 189.44641 10.013885 Estimable
## 1237 0 207 2018 85.79259 6.602888 Estimable
## 1238 0 207 2020 129.99630 7.108154 Estimable
## 1239 0 207 2021 152.12682 7.257038 Estimable
## 1240 0 207 2022 167.25561 7.881157 Estimable
## 1241 0 207 2023 178.58870 8.846729 Estimable
## 1242 0 207 2024 188.41360 9.407713 Estimable
## 1243 0 208 2018 82.28388 7.704892 Estimable
## 1244 0 208 2020 135.17223 8.111240 Estimable
## 1245 0 208 2021 145.73927 8.459606 Estimable
## 1246 0 208 2022 164.25772 9.010674 Estimable
## 1247 0 208 2023 182.78414 9.786905 Estimable
## 1248 0 208 2024 189.44641 10.013885 EstimableVisualização dos valores genéticos preditos
ggplot(pred, aes(x=Ano,y=predicted.value, group = Pl, colour=Pl))+
geom_line()+
facet_grid() +
theme_minimal(base_size = 15) +
theme(legend.position = 'none')
Análise de Marca Individual
Vamos agora investigar a associação entre os marcadores para altura e a pop