Relatório de Modelo: XGBoost Ensemble

Gradient Boosting com Features Temporais

Authors

UIVS - Unidade de Inteligência em Vigilância em Saúde

Caio Sain Vallio

Published

11/01/2026

1. Introdução

1.1 Objetivo

Este relatório avalia o modelo XGBoost (Extreme Gradient Boosting) para previsão de incidência de dengue, considerando o contexto de:

Sazonalidade Evidente: Picos anuais consistentes durante o verão (dez-mar).
Variabilidade Interanual: Intensidade dos surtos varia significativamente.
Mudança de Regime (2024): Surto de magnitude sem precedentes na série histórica.

XGBoost é utilizado aqui para capturar relações não-lineares complexas e tentar modelar essa variabilidade através de features temporais e climáticas.

1.2 Metodologia

Modelo: XGBoost com features temporais e climáticas
Estratégia: Rolling Replication (Janela deslizante)
Horizontes de Previsão: 4, 6 e 8 semanas
Comparativo: Todos os modelos anteriores
Métricas: RMSE, MAE, MAPE, RMSLE, MASE

1.3 Sobre o XGBoost

XGBoost é um algoritmo de ensemble baseado em gradient boosting:

\[\hat{y}_i = \sum_{k=1}^{K} f_k(x_i)\]

Características do XGBoost

Gradient Boosting: Combina árvores de decisão de forma aditiva
Regularização: L1 e L2 para evitar overfitting
Features Engineering: Utiliza lags, rolling means/max, sazonalidade
Não-linearidade: Captura interações complexas automaticamente

1.3.1 Vantagens para Séries Epidemiológicas

Captura Interações: Detecta relações entre clima e incidência
Robusto: Funciona bem com features heterogêneas
Feature Importance: Identifica preditores mais relevantes
Flexível: Permite ajuste fino de hiperparâmetros

2. Dados e Preparação

Code

df_raw <- load_raw_data()

#> [2026-01-11 15:20:52] INFO: Carregando dados de: /Users/caiosainvallio/ses-sp/forecast_dengue/data/raw/dengue.RData 
#> [2026-01-11 15:20:52] INFO: Dados carregados: 248865 linhas, 23 colunas

Code

df_state <- aggregate_state(df_raw)

#> [2026-01-11 15:20:52] INFO: Agregando dados por estado... 
#> [2026-01-11 15:20:52] INFO: Dados agregados: 626 semanas

Code

df <- preprocess_data(df_state)

#> [2026-01-11 15:20:52] INFO: ========== INICIO: Preprocessamento ========== 
#> [2026-01-11 15:20:52] INFO: Removidas 3 linhas da semana 53 
#> [2026-01-11 15:20:52] WARN: Semanas faltantes detectadas: 2 
#> [2026-01-11 15:20:52] WARN: ATENCAO: Alvo nao sera imputado (sera mantido como NA) 
#> [2026-01-11 15:20:52] INFO: Imputados 8 NAs em mean_temp (fill) 
#> [2026-01-11 15:20:52] INFO: Imputados 8 NAs em mean_max_temp (fill) 
#> [2026-01-11 15:20:52] INFO: Imputados 8 NAs em mean_min_temp (fill) 
#> [2026-01-11 15:20:52] INFO: Imputados 8 NAs em mean_precip (fill) 
#> [2026-01-11 15:20:52] INFO: Dados preprocessados: 625 linhas 
#> [2026-01-11 15:20:52] INFO: ========== FIM: Preprocessamento ==========

Code

df_base <- df |>
    mutate(data_iniSE = as.Date(data_iniSE)) |>
    arrange(data_iniSE)

cat("Dados carregados:", nrow(df_base), "observações\n")

#> Dados carregados: 625 observações

Code

cat("Período:", min(df_base$data_iniSE), "a", max(df_base$data_iniSE), "\n")

#> Período: 16075 a 20443

Code

glimpse(df_base |> select(data_iniSE, est_inc100k, semana, ano, mean_temp, mean_precip))

#> Rows: 625
#> Columns: 6
#> $ data_iniSE  <date> 2014-01-05, 2014-01-12, 2014-01-19, 2014-01-26, 2014-02-0…
#> $ est_inc100k <dbl> 4.688448, 5.657748, 6.589646, 8.467320, 10.189317, 14.3069…
#> $ semana      <dbl> 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18…
#> $ ano         <dbl> 2014, 2014, 2014, 2014, 2014, 2014, 2014, 2014, 2014, 2014…
#> $ mean_temp   <dbl> 25.50957, 24.76327, 25.55820, 26.54986, 28.22553, 26.56764…
#> $ mean_precip <dbl> 3.21975684, 6.82361516, 2.51481481, 0.37228571, 0.21033435…

3. Feature Engineering

Code

# Configuração de features para XGBoost
features_config <- list(
    temporal = list(
        enabled = TRUE,
        lags = list(short = c(1, 2, 3, 4), medium = c(8, 12), long = c(52)),
        rolling_mean = list(windows = c(4, 8, 12)),
        rolling_max = list(windows = c(4, 12)),
        diffs = list(lags = c(1, 4)),
        growth = list(lags = c(1, 4), eps = 0.001)
    ),
    seasonal = list(
        enabled = TRUE,
        harmonics = list(periods = c(52), orders = c(1, 2))
    ),
    climate = list(
        enabled = TRUE,
        vars = list(temp = "mean_temp", precip = "mean_precip"),
        lags = c(1, 2, 4, 8)
    )
)

# Criar features
df_features <- make_features(df_base, features_config)

#> [2026-01-11 15:20:52] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:52] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:52] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 28 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ==========

Code

feature_names <- get_feature_names(df_features)
cat("Features criadas:", length(feature_names), "\n")

#> Features criadas: 28

Code

cat("Features:", paste(head(feature_names, 15), collapse = ", "), "...\n")

#> Features: lag_1, lag_2, lag_3, lag_4, lag_8, lag_12, lag_52, roll_mean_4, roll_mean_8, roll_mean_12, roll_max_4, roll_max_12, diff_1, diff_4, growth_1 ...

4. Definição do Modelo

Code

model_name <- "xgboost"
model <- get_model(model_name)

cat(sprintf(
    "Modelo: %s\nFamília: %s\nDescrição: %s\n",
    model$name, model$family, model$description
))

#> Modelo: xgboost
#> Família: ml
#> Descrição: XGBoost - Gradient Boosting para séries temporais

Code

cat("\n### Configuração:\n")

#> 
#> ### Configuração:

Code

cat("- nrounds: 200 (número de árvores)\n")

#> - nrounds: 200 (número de árvores)

Code

cat("- max_depth: 6 (profundidade máxima)\n")

#> - max_depth: 6 (profundidade máxima)

Code

cat("- eta: 0.05 (taxa de aprendizado)\n")

#> - eta: 0.05 (taxa de aprendizado)

Code

cat("- subsample: 0.7 (fração de amostras por árvore)\n")

#> - subsample: 0.7 (fração de amostras por árvore)

Code

cat("- colsample_bytree: 0.7 (fração de features por árvore)\n")

#> - colsample_bytree: 0.7 (fração de features por árvore)

Code

cat("- feature_config: Habilitado (previsão recursiva completa)\n")

#> - feature_config: Habilitado (previsão recursiva completa)

5. Backtesting

Code

backtest_config <- list(
    backtest = list(
        horizons = c(4, 6, 8),
        initial_window = 52 * 5,
        step = 4
    ),
    data = list(
        date_col = "data_iniSE",
        target = "est_inc100k"
    ),
    features = features_config
)

model_config <- list(
    target = "est_inc100k",
    date_col = "data_iniSE",
    nrounds = 200, # Mais árvores com ETA menor
    max_depth = 6,
    eta = 0.05, # Taxa menor para melhor generalização
    subsample = 0.7, # Mais estocasticidade
    colsample_bytree = 0.7,
    feature_config = features_config # Necessário para previsão recursiva robusta
)

# XGBoost usa backtesting sequencial
cat("🚀 Iniciando Backtest com previsão recursiva dinâmica...\n")

#> 🚀 Iniciando Backtest com previsão recursiva dinâmica...

Code

bt_result <- run_backtest_safe(
    model_name = model_name,
    data_base = df_base,
    config = backtest_config,
    model_config = model_config,
    verbose = TRUE
)

#> [2026-01-11 15:20:53] INFO: ========== INICIO: Backtest SAFE: xgboost ========== 
#> [2026-01-11 15:20:53] INFO: Origens: 90 | Horizontes: 4, 6, 8 
#> [2026-01-11 15:20:53] INFO: Modo: Features recalculadas por fold (sem leakage) 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:53] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:53] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:53] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:53] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:53] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:54] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:54] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:54] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:54] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:54] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:55] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:55] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:55] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:55] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:55] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Progresso: 20/90 (22.2%) 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:56] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:56] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:56] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:56] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:56] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:57] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:57] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:57] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:57] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:57] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:58] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:58] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:58] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:58] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:58] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais...

#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:20:59] INFO: Adicionando features temporais... 
#> [2026-01-11 15:20:59] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:20:59] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:20:59] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:20:59] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Progresso: 40/90 (44.4%) 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:00] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:00] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:00] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:00] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:00] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:01] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:01] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:01] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:01] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:01] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:02] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:02] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:02] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:02] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:02] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:03] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:03] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:03] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:03] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:03] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Progresso: 60/90 (66.7%) 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:04] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:04] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:04] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:04] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:04] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:05] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:05] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:05] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:05] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:05] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:06] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:06] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:06] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:06] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:06] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:07] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:07] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:07] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:07] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:07] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:08] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:08] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:08] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:08] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:08] INFO: Progresso: 80/90 (88.9%) 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:09] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:09] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:09] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:09] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:09] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:10] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:10] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:10] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:10] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:10] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:11] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:11] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:11] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:11] INFO: Previsoes geradas: 270 
#> [2026-01-11 15:21:11] INFO: Erros: 0 
#> [2026-01-11 15:21:11] INFO: ========== FIM: Backtest SAFE: xgboost (18.55s) ==========

Code

cat(sprintf("⏱️ Tempo total: %.1f segundos\n", bt_result$duration))

#> ⏱️ Tempo total: 18.5 segundos

Code

print(bt_result)

#> 
#> === Resultado de Backtest ===
#> 
#> Modelo: xgboost 
#> Origens: 90 
#> Previsoes: 270 
#> Duracao: 18.5 s
#> 
#> Metricas por Horizonte:
#>  h      mae      rmse     mape     smape     mase    rmsle  n
#>  4 43.51143  62.47571 190.5550  85.35013 1.284740 1.020145 90
#>  6 63.02245  80.90920 325.6597 104.64405 1.860832 1.353145 90
#>  8 87.04319 108.91965 493.8905 119.36099 2.570080 1.640913 90

6. Avaliação de Desempenho

6.1 Métricas por Horizonte

Code

# Debug: verificar estrutura do resultado
cat("=== DEBUG ===\n")

#> === DEBUG ===

Code

cat("Predictions NULL?", is.null(bt_result$predictions), "\n")

#> Predictions NULL? FALSE

Code

cat("Metrics NULL?", is.null(bt_result$metrics), "\n")

#> Metrics NULL? FALSE

Code

cat("Número de erros:", length(bt_result$errors), "\n")

#> Número de erros: 0

Code

if (length(bt_result$errors) > 0) {
    cat("\nPrimeiros 5 erros:\n")
    for (i in seq_len(min(5, length(bt_result$errors)))) {
        cat(sprintf("  Origin %d: %s\n", bt_result$errors[[i]]$origin, bt_result$errors[[i]]$error))
    }
}

# Verificar se há metrics
if (is.null(bt_result$metrics) || nrow(bt_result$metrics) == 0) {
    stop("Métricas não foram geradas! Verifique os erros acima.")
}

bt_result$metrics |>
    mutate(
        across(where(is.numeric), \(x) round(x, 4)),
        h_desc = paste(h, "semanas")
    ) |>
    select(Horizonte = h_desc, RMSE = rmse, MAE = mae, MAPE = mape, RMSLE = rmsle, MASE = mase) |>
    kable(caption = "Métricas de Performance do XGBoost") |>
    kable_styling(bootstrap_options = c("striped", "hover"))

Métricas de Performance do XGBoost
Horizonte	RMSE	MAE	MAPE	RMSLE	MASE
4 semanas	62.4757	43.5114	190.5550	1.0201	1.2847
6 semanas	80.9092	63.0225	325.6597	1.3531	1.8608
8 semanas	108.9197	87.0432	493.8905	1.6409	2.5701

6.2 Comparação com Todos os Modelos

Code

metrics_path <- file.path(PROJECT_ROOT, "data", "model_metrics.RData")

if (file.exists(metrics_path)) {
    load(metrics_path)

    comparison_data <- model_metrics |>
        group_by(model_name) |>
        slice(which.max(execution_date)) |>
        ungroup() |>
        select(model_name, horizon_4w_rmse, horizon_4w_mae, horizon_4w_mape, horizon_4w_rmsle)

    xgb_row <- data.frame(
        model_name = "xgboost",
        horizon_4w_rmse = bt_result$metrics[bt_result$metrics$h == 4, "rmse"],
        horizon_4w_mae = bt_result$metrics[bt_result$metrics$h == 4, "mae"],
        horizon_4w_mape = bt_result$metrics[bt_result$metrics$h == 4, "mape"],
        horizon_4w_rmsle = bt_result$metrics[bt_result$metrics$h == 4, "rmsle"]
    )

    all_models <- comparison_data |>
        filter(model_name != "xgboost") |>
        dplyr::bind_rows(xgb_row) |>
        arrange(horizon_4w_rmse)

    all_models |>
        mutate(across(where(is.numeric), \(x) round(x, 4))) |>
        rename(
            Modelo = model_name,
            RMSE = horizon_4w_rmse,
            MAE = horizon_4w_mae,
            MAPE = horizon_4w_mape,
            RMSLE = horizon_4w_rmsle
        ) |>
        kable(caption = "Comparativo de TODOS os Modelos - Horizonte 4 semanas") |>
        kable_styling(bootstrap_options = c("striped", "hover")) |>
        row_spec(which(all_models$model_name == "xgboost"), bold = TRUE, background = "#E8F4F8")
} else {
    cat("Arquivo de métricas anteriores não encontrado.")
}

Comparativo de TODOS os Modelos - Horizonte 4 semanas
Modelo	RMSE	MAE	MAPE	RMSLE
tbats	20.4688	10.3990	23.2937	0.3153
sarima	36.3290	14.2967	25.1256	0.2930
xgboost	62.4757	43.5114	190.5550	1.0201
sarimax	90.6956	34.7848	43.8269	0.7821
seasonal_mean	91.2846	39.0308	65.0013	1.0641
seasonal_naive	96.3101	42.7400	66.1433	0.9683
prophet	117.4943	47.5469	77.0576	1.1779

6.3 Análise Visual Multi-Horizonte

Code

preds_multi <- bind_rows(
    extract_predictions(bt_result, horizon = 4) |> mutate(horizon = "4 semanas"),
    extract_predictions(bt_result, horizon = 6) |> mutate(horizon = "6 semanas"),
    extract_predictions(bt_result, horizon = 8) |> mutate(horizon = "8 semanas")
)

p_backtest <- ggplot() +
    geom_line(data = preds_multi, aes(x = target_date, y = actual), color = "black", linewidth = 0.5) +
    geom_line(data = preds_multi, aes(x = target_date, y = predicted, color = horizon), linewidth = 0.5, alpha = 0.8) +
    scale_color_manual(values = c("4 semanas" = "#E74C3C", "6 semanas" = "#3498DB", "8 semanas" = "#2ECC71")) +
    labs(
        title = "Backtest XGBoost: Previsões Multi-Horizonte",
        subtitle = "Gradient Boosting com features temporais e climáticas",
        x = "Data", y = "Incidência / 100k hab"
    ) +
    theme_minimal()

ggplotly(p_backtest) |>
    layout(legend = list(orientation = "h", x = 0.5, xanchor = "center", y = -0.2))

6.4 Erros por Regime Epidemiológico

Code

preds_all <- bt_result$predictions
preds_all$regime <- classify_regime(preds_all$actual)

metrics_regime <- compute_metrics_by_regime(preds_all)

metrics_regime |>
    mutate(across(where(is.numeric), \(x) round(x, 3))) |>
    datatable(options = list(dom = "t"), caption = "Métricas por Regime")

7. Importância de Features

Code

# Treinar modelo final com todos os dados
model_fit <- model$fit(df_features, model_config)

# Obter importância de features
importance <- model$feature_importance(model_fit)

cat("### Top 15 Features Mais Importantes\n\n")

#> ### Top 15 Features Mais Importantes

Code

importance |>
    head(15) |>
    mutate(Gain = round(Gain, 4)) |>
    select(Feature, Gain, Cover, Frequency) |>
    kable(caption = "Importância de Features (por Gain)") |>
    kable_styling(full_width = FALSE, bootstrap_options = c("striped", "hover"))

Importância de Features (por Gain)
Feature	Gain	Cover	Frequency
lag_1	0.7330	0.2541625	0.1412420
lag_2	0.1194	0.0553164	0.0347887
roll_mean_4	0.1168	0.0284938	0.0166986
roll_max_4	0.0075	0.0303220	0.0206993
diff_4	0.0070	0.0292724	0.0351365
diff_1	0.0049	0.0982767	0.0871456
growth_4	0.0044	0.0498749	0.0358323
growth_1	0.0025	0.1049977	0.0821012
mean_temp	0.0011	0.0183986	0.0666203
temp_lag1	0.0006	0.0190201	0.0240042
lag_3	0.0003	0.0200378	0.0191338
mean_max_temp	0.0003	0.0232845	0.0516612
roll_max_12	0.0003	0.0086586	0.0076535
temp_lag2	0.0003	0.0180866	0.0231345
mean_min_temp	0.0003	0.0133236	0.0325274

Code

# Visualização de importância
importance_plot <- importance |>
    head(20) |>
    mutate(Feature = reorder(Feature, Gain))

p_imp <- ggplot(importance_plot, aes(x = Gain, y = Feature)) +
    geom_col(fill = "steelblue", alpha = 0.8) +
    labs(
        title = "Importância de Features - XGBoost",
        subtitle = "Top 20 features por Gain",
        x = "Gain (contribuição para redução do erro)",
        y = "Feature"
    ) +
    theme_minimal()

ggplotly(p_imp)

Code

# Categorizar features por tipo
importance_cat <- importance |>
    mutate(
        Category = case_when(
            grepl("^lag_", Feature) ~ "Lags",
            grepl("^roll_", Feature) ~ "Rolling",
            grepl("^diff_|^growth_", Feature) ~ "Diferenças/Crescimento",
            grepl("^sin_|^cos_", Feature) ~ "Sazonalidade",
            grepl("temp|precip", Feature) ~ "Clima",
            TRUE ~ "Outros"
        )
    ) |>
    group_by(Category) |>
    summarise(
        Total_Gain = sum(Gain),
        N_Features = n(),
        .groups = "drop"
    ) |>
    arrange(desc(Total_Gain))

importance_cat |>
    mutate(Total_Gain = round(Total_Gain, 4)) |>
    kable(caption = "Importância por Categoria de Features") |>
    kable_styling(full_width = FALSE, bootstrap_options = c("striped", "hover"))

Importância por Categoria de Features
Category	Total_Gain	N_Features
Lags	0.8532	7
Rolling	0.1247	5
Diferenças/Crescimento	0.0188	4
Clima	0.0031	12
Sazonalidade	0.0003	4

8. Previsão Futura

Code

# Definir atraso de notificação (semanas a ignorar)
delay_weeks <- 2
last_reliable_date <- max(df_base$data_iniSE) - (delay_weeks * 7)

# Filtrar dados para treino final (removendo ultimas semanas incompletas)
# Precisamos filtrar o df_features para garantir que todas as features
# (lags, rolling means) estejam alinhadas
df_final_features <- df_features |>
    filter(data_iniSE <= last_reliable_date)

cat(sprintf("Ignorando últimas %d semanas devido ao atraso de notificação.\n", delay_weeks))

#> Ignorando últimas 2 semanas devido ao atraso de notificação.

Code

cat(sprintf("Treinando modelo com dados até: %s\n", last_reliable_date))

#> Treinando modelo com dados até: 2025-12-07

Code

# Treinar modelo final com dados confiáveis
model_fit <- model$fit(df_final_features, model_config)

params <- model$get_params(model_fit)

cat("\n### Especificação do Modelo Final\n")

#> 
#> ### Especificação do Modelo Final

Code

cat(sprintf("- **Número de features**: %d\n", params$n_features))

#> - **Número de features**: 32

Code

cat(sprintf("- **Número de árvores**: %d\n", params$nrounds))

#> - **Número de árvores**: 200

Code

cat(sprintf(
    "- **Período de treino**: %s a %s\n",
    min(df_final_features$data_iniSE), max(df_final_features$data_iniSE)
))

#> - **Período de treino**: 2014-01-05 a 2025-12-07

Code

# Datas para previsão (seguindo padrão SARIMA: iniciando após o último dado disponível, T+1)
# O modelo foi treinado até T-2, mas projetamos 8 semanas à frente para cobrir 
# o período de nowcast (T-1, T) e futuro (T+1..T+6), rotulando como T+1..T+8
# Usando df_base para garantir data máxima correta da série completa
last_date <- max(df_base$data_iniSE)
future_dates <- seq(from = last_date + 7, by = "week", length.out = 8)

# Fazer previsão
# O predict do XGBoost usa recursividade para atualizar os lags
forecast_h8 <- model$predict(model_fit, df_final_features, h = 8)

#> [2026-01-11 15:21:12] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:12] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:12] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:12] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:12] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:12] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:12] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:12] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:12] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:12] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:12] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:12] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:12] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:12] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:12] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:12] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:12] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:12] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:12] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:12] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:12] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:12] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:12] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:12] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:12] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:12] INFO: Adicionando features temporais...

#> [2026-01-11 15:21:12] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:12] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:12] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:12] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:12] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:12] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:12] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:12] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:12] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:12] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:12] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:12] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:12] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:12] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:12] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:12] INFO: ========== FIM: Feature Engineering ========== 
#> [2026-01-11 15:21:12] INFO: ========== INICIO: Feature Engineering ========== 
#> [2026-01-11 15:21:12] INFO: Adicionando features temporais... 
#> [2026-01-11 15:21:12] INFO: Adicionando features de sazonalidade... 
#> [2026-01-11 15:21:12] INFO: Adicionando features climaticas... 
#> [2026-01-11 15:21:12] INFO: Features criadas: 0 novas colunas 
#> [2026-01-11 15:21:12] INFO: ========== FIM: Feature Engineering ==========

Code

forecast_df <- data.frame(
    Data = future_dates,
    Semana_Epidem = lubridate::epiweek(future_dates),
    Previsao = round(forecast_h8, 2)
)

forecast_df |>
    kable(caption = "Previsão XGBoost - Próximas 8 Semanas") |>
    kable_styling(full_width = FALSE, bootstrap_options = c("striped", "hover"))

Previsão XGBoost - Próximas 8 Semanas
Data	Semana_Epidem	Previsao
2025-12-28	53	42.98
2026-01-04	1	61.89
2026-01-11	2	77.09
2026-01-18	3	96.86
2026-01-25	4	115.62
2026-02-01	5	135.37
2026-02-08	6	161.13
2026-02-15	7	195.31

Code

# Dados históricos usados no treino (até T-3)
history_train <- df_base |>
    filter(data_iniSE <= last_reliable_date) |>
    tail(104) |>
    select(Date = data_iniSE, Value = est_inc100k) |>
    mutate(Type = "Histórico")

# Dados recentes ignorados no treino (T-2 a T)
history_ignored <- df_base |>
    filter(data_iniSE > last_reliable_date) |>
    select(Date = data_iniSE, Value = est_inc100k) |>
    mutate(Type = "Provisório (Ignorado)")

# Previsão do modelo (T-2 a T+5)
future_viz <- data.frame(
    Date = future_dates,
    Value = forecast_h8,
    Type = "Previsão (XGBoost)"
)

viz_df <- bind_rows(history_train, history_ignored, future_viz)

p_future <- ggplot(viz_df, aes(x = Date, y = Value, color = Type)) +
    geom_line(aes(linetype = Type), linewidth = 0.8) +
    geom_point(data = filter(viz_df, Type != "Histórico"), size = 2) +
    scale_color_manual(values = c(
        "Histórico" = "black",
        "Previsão (XGBoost)" = "purple",
        "Provisório (Ignorado)" = "gray"
    )) +
    scale_linetype_manual(values = c(
        "Histórico" = "solid",
        "Previsão (XGBoost)" = "solid",
        "Provisório (Ignorado)" = "dashed"
    )) +
    labs(
        title = "Previsão XGBoost vs Dados Recentes",
        subtitle = "Previsão gerada ignorando as últimas 3 semanas (simulação de tempo real)",
        y = "Incidência / 100k hab",
        caption = "Nota: 'Provisório' são os dados recentes não usados no treino.\n'Previsão' cobre esse período (nowcast) e avança para o futuro."
    ) +
    theme_minimal() +
    theme(legend.position = "bottom")

ggplotly(p_future) |>
    layout(legend = list(orientation = "h", x = 0.5, xanchor = "center"))

9. Salvamento e Registro

9.1 Salvar Modelo

Code

models_dir <- file.path(PROJECT_ROOT, "data", "models")
if (!dir.exists(models_dir)) dir.create(models_dir, recursive = TRUE)

saveRDS(model_fit, file.path(models_dir, "xgboost.rds"))
cat("Modelo salvo em data/models/xgboost.rds\n")

#> Modelo salvo em data/models/xgboost.rds

9.2 Atualizar Leaderboard

Code

metrics_path <- file.path(PROJECT_ROOT, "data", "model_metrics.RData")

new_entry <- data.frame(
    model_name = "xgboost",
    execution_date = Sys.time(),
    horizon_4w_rmse = bt_result$metrics[bt_result$metrics$h == 4, "rmse"],
    horizon_4w_mae = bt_result$metrics[bt_result$metrics$h == 4, "mae"],
    horizon_4w_mape = bt_result$metrics[bt_result$metrics$h == 4, "mape"],
    horizon_4w_rmsle = bt_result$metrics[bt_result$metrics$h == 4, "rmsle"],
    horizon_8w_rmse = bt_result$metrics[bt_result$metrics$h == 8, "rmse"],
    horizon_8w_mae = bt_result$metrics[bt_result$metrics$h == 8, "mae"],
    horizon_8w_mape = bt_result$metrics[bt_result$metrics$h == 8, "mape"],
    horizon_8w_rmsle = bt_result$metrics[bt_result$metrics$h == 8, "rmsle"],
    avg_rmse = mean(bt_result$metrics$rmse),
    avg_mape = mean(bt_result$metrics$mape)
)

if (file.exists(metrics_path)) {
    load(metrics_path)
    model_metrics <- dplyr::bind_rows(model_metrics, new_entry)
} else {
    model_metrics <- new_entry
}

save(model_metrics, file = metrics_path)

model_metrics |>
    group_by(model_name) |>
    slice(which.max(execution_date)) |>
    ungroup() |>
    select(Modelo = model_name, RMSE_4w = horizon_4w_rmse, MAPE_4w = horizon_4w_mape, RMSLE_4w = horizon_4w_rmsle) |>
    arrange(RMSE_4w) |>
    kable(caption = "Leaderboard Final de Modelos") |>
    kable_styling(bootstrap_options = c("striped", "hover"))

Leaderboard Final de Modelos
Modelo	RMSE_4w	MAPE_4w	RMSLE_4w
tbats	20.46878	23.29374	0.3153439
sarima	36.32899	25.12562	0.2929710
xgboost	62.47571	190.55497	1.0201448
sarimax	90.69557	43.82694	0.7821497
seasonal_mean	91.28455	65.00128	1.0641488
seasonal_naive	96.31014	66.14327	0.9683374
prophet	117.49434	77.05757	1.1778603

10. Conclusão

O XGBoost oferece uma alternativa de machine learning para previsão de dengue, aproveitando features temporais e climáticas.

Pontos de Destaque

Feature Importance: Identifica quais preditores são mais relevantes
Captura Não-Linearidades: Detecta relações complexas entre variáveis
Robusto: Bom desempenho mesmo com muitas features
Regularização: Controle de overfitting via hiperparâmetros

Limitações

Não modela tendência/sazonalidade explicitamente
Previsão recursiva pode acumular erros
Menos interpretável que modelos estatísticos
Requer feature engineering cuidadosa