Analisis GWR dan MGWR TB Rate

514 Kabupaten/Kota di Indonesia

# 0. PENGATURAN
EXCEL_FILE <- "D:/STATISTIKA/SEM 5/Analisis Data Spasial/Tugas Project  GWR/Data Spasial_TBC/Data TBC Kabupaten Kota di Indonesia/Data TBC.xlsx"
SHP_FILE   <- "D:/STATISTIKA/SEM 5/Analisis Data Spasial/Tugas Project  GWR/BATAS/Batas_Kabupaten_Kota.gpkg"
SHP_NAME_FIELD <- "WADMKK"
OUT <- "hasil_MGWR_TBC_CV_final"

Y_TRANSFORM <- "raw"
STANDARDIZE <- TRUE
ADAPTIVE <- FALSE      
LONG_LAT <- TRUE
KERNEL_CANDIDATES <- c("bisquare", "gaussian", "exponential", "tricube")

MGWR_CRITERION <- "dCVR"
MGWR_APPROACH  <- "AIC"
MGWR_MAX_ITER  <- 2000
MGWR_THRESHOLD <- 1e-5
MGWR_REOPT     <- 5
MGWR_NLOWER    <- 10

 dir.create(OUT, showWarnings = FALSE, recursive = TRUE)

pkgs <- c("readxl", "dplyr", "sf", "sp", "GWmodel", "ggplot2", "tidyr")
need <- pkgs[!vapply(pkgs, requireNamespace, logical(1), quietly = TRUE)]
if (length(need)) install.packages(need, dependencies = TRUE)
library(readxl); library(dplyr); library(sf); library(sp)
library(GWmodel); library(ggplot2); library(tidyr)
sf_use_s2(FALSE)

clean_text <- function(x) {
  x <- toupper(trimws(as.character(x)))
  x <- gsub("[’']", "", x); x <- gsub("\\.", " ", x)
  x <- gsub("&", " DAN ", x, fixed = TRUE)
  x <- gsub("[^A-Z0-9 ]", " ", x)
  trimws(gsub("\\s+", " ", x))
}
remove_prefix <- function(x) {
  x <- clean_text(x)
  x <- gsub("^KABUPATEN\\s+|^KAB\\s+|^KOTA ADMINISTRATIF\\s+|^KOTA\\s+|^REGENCY\\s+|^CITY\\s+", "", x)
  trimws(x)
}
get_type <- function(x) {
  z <- clean_text(x)
  ifelse(grepl("KABUPATEN|KAB |REGENCY", z), "KABUPATEN",
         ifelse(grepl("KOTA|CITY", z), "KOTA", NA_character_))
}
find_col <- function(df, candidates) {
  nm <- names(df)
  for (cand in candidates) {
    hit <- nm[tolower(nm) == tolower(cand)]
    if (length(hit)) return(hit[1])
  }
  NA_character_
}
get_stat <- function(obj, candidates) {
  if (is.null(obj)) return(NA_real_)
  for (nm in candidates) if (nm %in% names(obj)) {
    v <- suppressWarnings(as.numeric(obj[[nm]][1]))
    if (length(v) == 1 && is.finite(v)) return(v)
  }
  NA_real_
}

1 1. Baca, bersihkan, dan cocokkan data

if (!file.exists(EXCEL_FILE)) stop("File Excel tidak ditemukan: ", EXCEL_FILE)
if (!file.exists(SHP_FILE)) stop("File GeoPackage tidak ditemukan: ", SHP_FILE)

raw <- read_excel(EXCEL_FILE, sheet = 1)
required_cols <- c(
  "Kabupaten/Kota", "TB_Rate_per100.000_Penduduk",
  "Persentase_Penduduk_Miskin",
  "Persentase_Rumah_Tangga_dengan_Sanitasi_Layak",
  "Persentase_Penduduk15_yangMerokok",
  "Persentase_Rumah_Tangga_Memiliki_Akses_Hunian_Layak"
)
if (!all(required_cols %in% names(raw))) {
  stop("Kolom Excel tidak lengkap: ", paste(setdiff(required_cols, names(raw)), collapse = ", "))
}

data <- raw %>% transmute(
  id = row_number(),
  wilayah = as.character(`Kabupaten/Kota`),
  Y_TB = as.numeric(`TB_Rate_per100.000_Penduduk`),
  X1_miskin = as.numeric(`Persentase_Penduduk_Miskin`),
  X2_sanitasi = as.numeric(`Persentase_Rumah_Tangga_dengan_Sanitasi_Layak`),
  X3_merokok = as.numeric(`Persentase_Penduduk15_yangMerokok`),
  X4_hunian = as.numeric(`Persentase_Rumah_Tangga_Memiliki_Akses_Hunian_Layak`)
) %>% as.data.frame()

data$jenis <- get_type(data$wilayah)
data$nama_dasar <- remove_prefix(data$wilayah)
xvars <- c("X1_miskin", "X2_sanitasi", "X3_merokok", "X4_hunian")
vars <- c("Y_TB", xvars)
if (nrow(data) != 514) stop("Jumlah baris Excel harus 514; ditemukan ", nrow(data))
if (anyNA(data[vars])) stop("Ada nilai kosong pada variabel analisis.")
if (anyDuplicated(paste(data$jenis, data$nama_dasar, sep = "|"))) stop("Ada nama wilayah duplikat setelah normalisasi.")

if (!file.exists(SHP_FILE)) {
  stop("File batas wilayah tidak ditemukan: ", SHP_FILE,
       "\nPeriksa kembali nilai SHP_FILE pada bagian Pengaturan.")
}

layer_info <- tryCatch(
  sf::st_layers(SHP_FILE),
  error = function(e) stop(
    "GeoPackage tidak dapat dibaca: ", SHP_FILE,
    "\nPesan dari GDAL: ", conditionMessage(e),
    "\nPastikan file .gpkg benar, tidak rusak, dan dapat dibuka di QGIS."
  )
)
layer_names <- layer_info$name
if (!length(layer_names)) stop("Tidak ada layer yang ditemukan dalam GeoPackage: ", SHP_FILE)


layer_match <- which(tolower(layer_names) == "kabupaten_kota")
if (length(layer_match)) {
  SHP_LAYER <- layer_names[layer_match[1]]
} else if (length(layer_names) == 1) {
  SHP_LAYER <- layer_names[1]
  message("Layer 'kabupaten_kota' tidak ditemukan; memakai satu-satunya layer: ", SHP_LAYER)
} else {
  stop("Layer 'kabupaten_kota' tidak ditemukan. Layer yang tersedia: ",
       paste(layer_names, collapse = ", "),
       "\nAtur SHP_LAYER ke nama layer batas kabupaten/kota yang benar.")
}

message("Membaca GeoPackage: ", SHP_FILE, " | layer: ", SHP_LAYER)

## Membaca GeoPackage: D:/STATISTIKA/SEM 5/Analisis Data Spasial/Tugas Project  GWR/BATAS/Batas_Kabupaten_Kota.gpkg | layer: kabupaten_kota

admin <- tryCatch(
  sf::st_read(SHP_FILE, layer = SHP_LAYER, quiet = TRUE),
  error = function(e) stop(
    "Gagal membuka layer '", SHP_LAYER, "' dari GeoPackage. ",
    "Layer tersedia: ", paste(layer_names, collapse = ", "),
    "\nPesan: ", conditionMessage(e)
  )
)
if (!SHP_NAME_FIELD %in% names(admin)) stop(
  "Kolom nama wilayah '", SHP_NAME_FIELD, "' tidak ditemukan. Kolom tersedia: ",
  paste(names(admin), collapse = ", ")
)
if (nrow(admin) != 514) stop("Jumlah fitur GeoPackage harus 514; ditemukan ", nrow(admin))
admin$name_shape <- as.character(admin[[SHP_NAME_FIELD]])
admin$type_shape <- ifelse(grepl("^KOTA\\s+", clean_text(admin$name_shape)), "KOTA", "KABUPATEN")
admin$name_only <- remove_prefix(admin$name_shape)

# Alias untuk menyamakan penamaan Excel dan GeoPackage
alias_nama <- c(
  "TOBA SAMOSIR"="TOBA", "LABUHAN BATU"="LABUHANBATU",
  "LABUHAN BATU SELATAN"="LABUHANBATU SELATAN", "LABUHAN BATU UTARA"="LABUHANBATU UTARA",
  "TANJUNG BALAI"="TANJUNGBALAI", "PEMATANG SIANTAR"="PEMATANGSIANTAR",
  "SAWAH LUNTO"="SAWAHLUNTO", "BATANG HARI"="BATANGHARI", "BANYU ASIN"="BANYUASIN",
  "PENUKAL ABAB"="PENUKAL ABAB LEMATANG ILIR", "LUBUKLINGGAU"="LUBUK LINGGAU",
  "TULANGBAWANG"="TULANG BAWANG", "KEPULAUAN SERIBU"="ADMINISTRASI KEPULAUAN SERIBU",
  "JAKARTA SELATAN"="ADMINISTRASI JAKARTA SELATAN", "JAKARTA TIMUR"="ADMINISTRASI JAKARTA TIMUR",
  "JAKARTA PUSAT"="ADMINISTRASI JAKARTA PUSAT", "JAKARTA BARAT"="ADMINISTRASI JAKARTA BARAT",
  "JAKARTA UTARA"="ADMINISTRASI JAKARTA UTARA", "GUNUNG KIDUL"="GUNUNGKIDUL",
  "PALANGKA RAYA"="PALANGKARAYA", "BANJAR BARU"="BANJARBARU", "MAHAKAM HULU"="MAHAKAM ULU",
  "BAUBAU"="BAU BAU", "MALUKU TENGGARA BARAT"="KEPULAUAN TANIMBAR", "FAKFAK"="FAK FAK"
)
data$name_match <- data$nama_dasar
h <- data$name_match %in% names(alias_nama)
data$name_match[h] <- unname(alias_nama[data$name_match[h]])
admin$name_match <- admin$name_only
key_data <- paste(data$jenis, data$name_match, sep = "|")
key_map <- paste(admin$type_shape, admin$name_match, sep = "|")
idx <- match(key_data, key_map)
if (anyNA(idx)) stop("Ada wilayah Excel yang tidak cocok dengan GeoPackage: ", paste(data$wilayah[is.na(idx)], collapse = "; "))
if (anyDuplicated(idx)) stop("Ada geometri yang terpakai lebih dari sekali.")
analysis_poly <- st_sf(data, geometry = st_geometry(admin)[idx])
stopifnot(nrow(analysis_poly) == 514)

2 2. Analisis deskriptif

desc <- do.call(rbind, lapply(vars, function(v) {
  z <- data[[v]]
  data.frame(variable = v, n = length(z), mean = mean(z), sd = sd(z),
             min = min(z), Q1 = unname(quantile(z, .25)), median = median(z),
             Q3 = unname(quantile(z, .75)), max = max(z))
}))
write.csv(desc, file.path(OUT, "01_statistik_deskriptif.csv"), row.names = FALSE)
knitr::kable(desc, digits = 4, caption = "Statistik deskriptif variabel penelitian")

Statistik deskriptif variabel penelitian

variable	n	mean	sd	min	Q1	median	Q3	max
Y_TB	514	283.6167	185.4417	10.2809	168.1939	228.5771	349.6787	1478.435
X1_miskin	514	10.5813	6.9540	1.9000	5.9625	8.7450	12.7775	42.560
X2_sanitasi	514	82.7718	17.1565	0.0000	77.7625	88.1900	93.4650	100.000
X3_merokok	514	28.4714	5.5225	3.6400	25.2025	28.8350	32.3675	45.690
X4_hunian	514	66.3830	19.6847	0.0000	57.8975	70.3050	80.5850	98.410

3 3. Persiapan data model dan koordinat

data$Y_model <- if (Y_TRANSFORM == "log") log(data$Y_TB) else data$Y_TB
model_vars <- c("Y_model", xvars)
mdat <- data[, c("id", "wilayah", model_vars)]
if (STANDARDIZE) mdat[model_vars] <- lapply(mdat[model_vars], function(z) as.numeric(scale(z)))
formula_model <- Y_model ~ X1_miskin + X2_sanitasi + X3_merokok + X4_hunian

poly_proj <- st_transform(analysis_poly, 3857)
pts_geom <- st_transform(st_point_on_surface(st_geometry(poly_proj)), 4326)
xy <- st_coordinates(pts_geom)
colnames(xy) <- c("lon", "lat")
pts_sp <- SpatialPointsDataFrame(coords = xy, data = as.data.frame(mdat),
  proj4string = CRS("+proj=longlat +datum=WGS84 +no_defs"))

4 4. Pemilihan kernel berdasarkan skor CV

# Persiapan matriks untuk menghitung CV leave-one-out
mf <- model.frame(formula_model, data = pts_sp@data)
X <- model.matrix(formula_model, data = mf)
Y <- as.numeric(model.response(mf))
coords <- sp::coordinates(pts_sp)
cv_fun <- get("gwr.cv", envir = asNamespace("GWmodel"))

cv_table <- do.call(rbind, lapply(KERNEL_CANDIDATES, function(k) {
  message("Optimasi bandwidth CV untuk kernel: ", k)
  bw <- bw.gwr(formula_model, data = pts_sp, approach = "CV", kernel = k,
               adaptive = ADAPTIVE, longlat = LONG_LAT)
  score <- tryCatch(
    cv_fun(bw = bw, X = X, Y = Y, kernel = k, adaptive = ADAPTIVE,
           dp.locat = coords, p = 2, theta = 0, longlat = LONG_LAT,
           dMat = NULL, verbose = FALSE, parallel.method = FALSE),
    error = function(e) NA_real_
  )
  data.frame(kernel = k, bandwidth_CV = as.numeric(bw),
             CV_score = as.numeric(score), status = ifelse(length(score) == 1 && is.finite(score), "OK", "Gagal"))
}))

## Optimasi bandwidth CV untuk kernel: bisquare

## Fixed bandwidth: 3205.717 CV score: 474.2238 
## Fixed bandwidth: 1981.638 CV score: 441.3574 
## Fixed bandwidth: 1225.116 CV score: 395.8382 
## Fixed bandwidth: 757.5595 CV score: 368.677 
## Fixed bandwidth: 468.5937 CV score: 678.4726 
## Fixed bandwidth: 936.1501 CV score: 373.0389 
## Fixed bandwidth: 647.1844 CV score: 368.6306 
## Fixed bandwidth: 578.9688 CV score: 369.7766 
## Fixed bandwidth: 689.3439 CV score: 368.927 
## Fixed bandwidth: 621.1283 CV score: 368.4634 
## Fixed bandwidth: 605.0248 CV score: 368.579 
## Fixed bandwidth: 631.0809 CV score: 368.4998 
## Fixed bandwidth: 614.9774 CV score: 368.477 
## Fixed bandwidth: 624.9299 CV score: 368.4704 
## Fixed bandwidth: 618.7789 CV score: 368.4646 
## Fixed bandwidth: 622.5804 CV score: 368.4649 
## Fixed bandwidth: 620.2309 CV score: 368.4634

## Optimasi bandwidth CV untuk kernel: gaussian

## Fixed bandwidth: 3205.717 CV score: 500.6445 
## Fixed bandwidth: 1981.638 CV score: 485.8686 
## Fixed bandwidth: 1225.116 CV score: 467.7643 
## Fixed bandwidth: 757.5595 CV score: 434.5317 
## Fixed bandwidth: 468.5937 CV score: 388.6736 
## Fixed bandwidth: 290.003 CV score: 363.3427 
## Fixed bandwidth: 179.6279 CV score: 369.067 
## Fixed bandwidth: 358.2186 CV score: 370.3525 
## Fixed bandwidth: 247.8435 CV score: 361.4874 
## Fixed bandwidth: 221.7875 CV score: 361.4672 
## Fixed bandwidth: 205.684 CV score: 362.3088 
## Fixed bandwidth: 231.74 CV score: 361.3409 
## Fixed bandwidth: 237.891 CV score: 361.3531 
## Fixed bandwidth: 227.9385 CV score: 361.3652 
## Fixed bandwidth: 234.0895 CV score: 361.3385 
## Fixed bandwidth: 235.5415 CV score: 361.3415 
## Fixed bandwidth: 233.192 CV score: 361.3383 
## Fixed bandwidth: 232.6374 CV score: 361.3389 
## Fixed bandwidth: 233.5348 CV score: 361.3382

## Optimasi bandwidth CV untuk kernel: exponential

## Fixed bandwidth: 3205.717 CV score: 487.2915 
## Fixed bandwidth: 1981.638 CV score: 473.3632 
## Fixed bandwidth: 1225.116 CV score: 455.2677 
## Fixed bandwidth: 757.5595 CV score: 430.7919 
## Fixed bandwidth: 468.5937 CV score: 396.1287 
## Fixed bandwidth: 290.003 CV score: 364.6752 
## Fixed bandwidth: 179.6279 CV score: 354.3572 
## Fixed bandwidth: 111.4124 CV score: 362.5656 
## Fixed bandwidth: 221.7875 CV score: 356.2427 
## Fixed bandwidth: 153.5719 CV score: 355.1673 
## Fixed bandwidth: 195.7314 CV score: 354.6772 
## Fixed bandwidth: 169.6754 CV score: 354.4526 
## Fixed bandwidth: 185.7789 CV score: 354.414 
## Fixed bandwidth: 175.8264 CV score: 354.3652 
## Fixed bandwidth: 181.9774 CV score: 354.3689 
## Fixed bandwidth: 178.1759 CV score: 354.3562 
## Fixed bandwidth: 177.2785 CV score: 354.3581 
## Fixed bandwidth: 178.7305 CV score: 354.356 
## Fixed bandwidth: 179.0733 CV score: 354.3562 
## Fixed bandwidth: 178.5187 CV score: 354.356

## Optimasi bandwidth CV untuk kernel: tricube

## Fixed bandwidth: 3205.717 CV score: 478.4461 
## Fixed bandwidth: 1981.638 CV score: 447.034 
## Fixed bandwidth: 1225.116 CV score: 398.9039 
## Fixed bandwidth: 757.5595 CV score: 372.8126 
## Fixed bandwidth: 468.5937 CV score: 475.3392 
## Fixed bandwidth: 936.1501 CV score: 376.1374 
## Fixed bandwidth: 647.1844 CV score: 371.7358 
## Fixed bandwidth: 578.9688 CV score: 374.793 
## Fixed bandwidth: 689.3439 CV score: 372.418 
## Fixed bandwidth: 621.1283 CV score: 371.6211 
## Fixed bandwidth: 605.0248 CV score: 372.0321 
## Fixed bandwidth: 631.0809 CV score: 371.5905 
## Fixed bandwidth: 637.2319 CV score: 371.6249 
## Fixed bandwidth: 627.2793 CV score: 371.5877 
## Fixed bandwidth: 624.9299 CV score: 371.5944 
## Fixed bandwidth: 628.7314 CV score: 371.5869 
## Fixed bandwidth: 629.6288 CV score: 371.5876 
## Fixed bandwidth: 628.1768 CV score: 371.5869

cv_table <- cv_table[order(ifelse(cv_table$status == "OK", cv_table$CV_score, Inf), na.last = TRUE), ]
if (!any(cv_table$status == "OK")) stop("Tidak ada skor CV valid. Periksa hasil dan versi GWmodel.")
best_row <- which(cv_table$status == "OK")[which.min(cv_table$CV_score[cv_table$status == "OK"])]
cv_table$peringkat_CV <- NA_integer_
valid_cv <- which(cv_table$status == "OK" & is.finite(cv_table$CV_score))
cv_table$peringkat_CV[valid_cv] <- rank(cv_table$CV_score[valid_cv], ties.method = "min")
cv_table$terpilih <- cv_table$kernel == cv_table$kernel[best_row]
write.csv(cv_table, file.path(OUT, "02_perbandingan_kernel_CV.csv"), row.names = FALSE)
knitr::kable(cv_table, digits = 6, caption = "Perbandingan kernel berdasarkan skor CV leave-one-out; skor terkecil dipilih")

Perbandingan kernel berdasarkan skor CV leave-one-out; skor terkecil dipilih

	kernel	bandwidth_CV	CV_score	status	peringkat_CV	terpilih
3	exponential	178.7305	354.3560	OK	1	TRUE
2	gaussian	233.5348	361.3382	OK	2	FALSE
1	bisquare	620.2309	368.4634	OK	3	FALSE
4	tricube	628.7314	371.5869	OK	4	FALSE

KERNEL <- cv_table$kernel[best_row]
BW_GWR <- cv_table$bandwidth_CV[best_row]
cat("Kernel terpilih berdasarkan CV:", KERNEL, "| bandwidth:", BW_GWR, "| skor CV:", cv_table$CV_score[best_row], "\n")

## Kernel terpilih berdasarkan CV: exponential | bandwidth: 178.7305 | skor CV: 354.356

5 5. Model GWR

6 6. Model MGWR

p_par <- length(xvars) + 1
MGWR <- gwr.multiscale(
  formula = formula_model, data = pts_sp, kernel = KERNEL,
  adaptive = ADAPTIVE, criterion = MGWR_CRITERION, approach = MGWR_APPROACH,
  bws0 = rep(BW_GWR, p_par), bw.seled = rep(FALSE, p_par),
  bws.reOpts = MGWR_REOPT, max.iterations = MGWR_MAX_ITER,
  threshold = MGWR_THRESHOLD, predictor.centered = rep(TRUE, length(xvars)),
  hatmatrix = TRUE, longlat = LONG_LAT, verbose = TRUE, nlower = MGWR_NLOWER
)

## Calculate the initial beta0 from the above bandwidths.
## Fixed bandwidth: 3205.72 AICc value: 1427.31.
## Fixed bandwidth: 1981.64 AICc value: 1410.51.
## Fixed bandwidth: 1225.12 AICc value: 1386.29.
## Fixed bandwidth: 757.559 AICc value: 1350.5.
## Fixed bandwidth: 468.594 AICc value: 1302.39.
## Fixed bandwidth: 290.003 AICc value: 1264.54.
## Fixed bandwidth: 179.628 AICc value: 1269.55.
## Fixed bandwidth: 358.219 AICc value: 1277.6.
## Fixed bandwidth: 247.843 AICc value: 1260.1.
## Fixed bandwidth: 221.787 AICc value: 1260.23.
## Fixed bandwidth: 263.947 AICc value: 1261.27.
## Fixed bandwidth: 237.891 AICc value: 1259.81.
## Fixed bandwidth: 231.74 AICc value: 1259.83.
## Fixed bandwidth: 241.693 AICc value: 1259.88.
## Fixed bandwidth: 235.542 AICc value: 1259.8.
## Fixed bandwidth: 234.089 AICc value: 1259.8.
## Fixed bandwidth: 236.439 AICc value: 1259.8.
## Fixed bandwidth: 234.987 AICc value: 1259.8.
## Fixed bandwidth: 235.884 AICc value: 1259.8.
## Fixed bandwidth: 235.33 AICc value: 1259.8.
## End of calculating the inital beta0.
## Find the optimum bandwidths for each independent variable.
##  Iteration 1
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1375.59.
## Fixed bandwidth: 1981.64 AICc value: 1351.09.
## Fixed bandwidth: 1225.12 AICc value: 1305.06.
## Fixed bandwidth: 757.559 AICc value: 1233.75.
## Fixed bandwidth: 468.594 AICc value: 1168.1.
## Fixed bandwidth: 290.003 AICc value: 1133.63.
## Fixed bandwidth: 179.628 AICc value: 1117.9.
## Fixed bandwidth: 111.412 AICc value: 1123.86.
## Fixed bandwidth: 221.787 AICc value: 1122.96.
## Fixed bandwidth: 153.572 AICc value: 1116.63.
## Fixed bandwidth: 137.468 AICc value: 1117.41.
## Fixed bandwidth: 163.524 AICc value: 1116.84.
## Fixed bandwidth: 147.421 AICc value: 1116.74.
## Fixed bandwidth: 157.373 AICc value: 1116.66.
## Fixed bandwidth: 151.222 AICc value: 1116.65.
## Fixed bandwidth: 155.024 AICc value: 1116.63.
## Fixed bandwidth: 152.674 AICc value: 1116.63.
## Fixed bandwidth: 154.127 AICc value: 1116.63.
## The newly selected bandwidth for variable: Intercept is 153.572
## The bandwidth used in the last iteration is: 178.731 and the difference in bandwidths is: 25.1586
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1112.59.
## Fixed bandwidth: 1981.64 AICc value: 1108.63.
## Fixed bandwidth: 1225.12 AICc value: 1102.99.
## Fixed bandwidth: 757.559 AICc value: 1095.59.
## Fixed bandwidth: 468.594 AICc value: 1086.19.
## Fixed bandwidth: 290.003 AICc value: 1077.14.
## Fixed bandwidth: 179.628 AICc value: 1076.23.
## Fixed bandwidth: 111.412 AICc value: 1090.54.
## Fixed bandwidth: 221.787 AICc value: 1075.12.
## Fixed bandwidth: 247.843 AICc value: 1075.55.
## Fixed bandwidth: 205.684 AICc value: 1075.22.
## Fixed bandwidth: 231.74 AICc value: 1075.21.
## Fixed bandwidth: 215.636 AICc value: 1075.12.
## Fixed bandwidth: 211.835 AICc value: 1075.14.
## Fixed bandwidth: 217.986 AICc value: 1075.12.
## Fixed bandwidth: 219.438 AICc value: 1075.12.
## Fixed bandwidth: 217.089 AICc value: 1075.12.
## Fixed bandwidth: 218.541 AICc value: 1075.12.
## The newly selected bandwidth for variable: X1_miskin is 218.541
## The bandwidth used in the last iteration is: 178.731 and the difference in bandwidths is: 39.8101
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1121.66.
## Fixed bandwidth: 1981.64 AICc value: 1093.85.
## Fixed bandwidth: 1225.12 AICc value: 1074.93.
## Fixed bandwidth: 757.559 AICc value: 1065.29.
## Fixed bandwidth: 468.594 AICc value: 1055.81.
## Fixed bandwidth: 290.003 AICc value: 1048.76.
## Fixed bandwidth: 179.628 AICc value: 1052.69.
## Fixed bandwidth: 358.219 AICc value: 1050.91.
## Fixed bandwidth: 247.843 AICc value: 1048.6.
## Fixed bandwidth: 221.787 AICc value: 1049.31.
## Fixed bandwidth: 263.947 AICc value: 1048.5.
## Fixed bandwidth: 273.9 AICc value: 1048.55.
## Fixed bandwidth: 257.796 AICc value: 1048.51.
## Fixed bandwidth: 267.749 AICc value: 1048.51.
## Fixed bandwidth: 261.598 AICc value: 1048.5.
## The newly selected bandwidth for variable: X2_sanitasi is 263.947
## The bandwidth used in the last iteration is: 178.731 and the difference in bandwidths is: 85.2165
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1054.39.
## Fixed bandwidth: 1981.64 AICc value: 1051.51.
## Fixed bandwidth: 1225.12 AICc value: 1048.95.
## Fixed bandwidth: 757.559 AICc value: 1047.07.
## Fixed bandwidth: 468.594 AICc value: 1045.83.
## Fixed bandwidth: 290.003 AICc value: 1046.98.
## Fixed bandwidth: 578.969 AICc value: 1046.26.
## Fixed bandwidth: 400.378 AICc value: 1045.78.
## Fixed bandwidth: 358.219 AICc value: 1045.95.
## Fixed bandwidth: 426.434 AICc value: 1045.76.
## Fixed bandwidth: 442.538 AICc value: 1045.78.
## Fixed bandwidth: 416.482 AICc value: 1045.76.
## Fixed bandwidth: 410.331 AICc value: 1045.77.
## Fixed bandwidth: 420.283 AICc value: 1045.76.
## Fixed bandwidth: 422.633 AICc value: 1045.76.
## Fixed bandwidth: 418.831 AICc value: 1045.76.
## The newly selected bandwidth for variable: X3_merokok is 420.283
## The bandwidth used in the last iteration is: 178.731 and the difference in bandwidths is: 241.553
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X4_hunian
## Fixed bandwidth: 3205.72 AICc value: 1124.02.
## Fixed bandwidth: 1981.64 AICc value: 1120.13.
## Fixed bandwidth: 1225.12 AICc value: 1114.22.
## Fixed bandwidth: 757.559 AICc value: 1105.51.
## Fixed bandwidth: 468.594 AICc value: 1094.79.
## Fixed bandwidth: 290.003 AICc value: 1086.67.
## Fixed bandwidth: 179.628 AICc value: 1085.68.
## Fixed bandwidth: 111.412 AICc value: 1093.69.
## Fixed bandwidth: 221.787 AICc value: 1085.18.
## Fixed bandwidth: 247.843 AICc value: 1085.5.
## Fixed bandwidth: 205.684 AICc value: 1085.19.
## Fixed bandwidth: 231.74 AICc value: 1085.26.
## Fixed bandwidth: 215.636 AICc value: 1085.16.
## Fixed bandwidth: 211.835 AICc value: 1085.16.
## Fixed bandwidth: 217.986 AICc value: 1085.16.
## Fixed bandwidth: 214.184 AICc value: 1085.16.
## The newly selected bandwidth for variable: X4_hunian is 214.184
## The bandwidth used in the last iteration is: 178.731 and the difference in bandwidths is: 35.4539
## The bandwidth for variable X4_hunian will be continually selected in the next iteration.
## Iteration 1 change of RSS (dCVR) is 0.29489.
##  Iteration 2
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1391.06.
## Fixed bandwidth: 1981.64 AICc value: 1365.08.
## Fixed bandwidth: 1225.12 AICc value: 1316.81.
## Fixed bandwidth: 757.559 AICc value: 1242.9.
## Fixed bandwidth: 468.594 AICc value: 1175.43.
## Fixed bandwidth: 290.003 AICc value: 1139.5.
## Fixed bandwidth: 179.628 AICc value: 1121.91.
## Fixed bandwidth: 111.412 AICc value: 1123.86.
## Fixed bandwidth: 221.787 AICc value: 1127.9.
## Fixed bandwidth: 153.572 AICc value: 1119.69.
## Fixed bandwidth: 137.468 AICc value: 1119.59.
## Fixed bandwidth: 127.516 AICc value: 1120.37.
## Fixed bandwidth: 143.619 AICc value: 1119.46.
## Fixed bandwidth: 147.421 AICc value: 1119.49.
## Fixed bandwidth: 141.27 AICc value: 1119.49.
## Fixed bandwidth: 145.071 AICc value: 1119.47.
## Fixed bandwidth: 142.722 AICc value: 1119.47.
## Fixed bandwidth: 144.174 AICc value: 1119.46.
## Fixed bandwidth: 144.517 AICc value: 1119.46.
## Fixed bandwidth: 143.962 AICc value: 1119.46.
## The newly selected bandwidth for variable: Intercept is 143.962
## The bandwidth used in the last iteration is: 153.572 and the difference in bandwidths is: 9.60973
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1096.87.
## Fixed bandwidth: 1981.64 AICc value: 1093.68.
## Fixed bandwidth: 1225.12 AICc value: 1089.28.
## Fixed bandwidth: 757.559 AICc value: 1083.68.
## Fixed bandwidth: 468.594 AICc value: 1076.63.
## Fixed bandwidth: 290.003 AICc value: 1070.1.
## Fixed bandwidth: 179.628 AICc value: 1070.42.
## Fixed bandwidth: 358.219 AICc value: 1072.55.
## Fixed bandwidth: 247.843 AICc value: 1069.13.
## Fixed bandwidth: 221.787 AICc value: 1069.03.
## Fixed bandwidth: 205.684 AICc value: 1069.28.
## Fixed bandwidth: 231.74 AICc value: 1069.
## Fixed bandwidth: 237.891 AICc value: 1069.03.
## Fixed bandwidth: 227.938 AICc value: 1069.
## Fixed bandwidth: 225.589 AICc value: 1069.01.
## Fixed bandwidth: 229.391 AICc value: 1069.
## Fixed bandwidth: 230.288 AICc value: 1069.
## Fixed bandwidth: 228.836 AICc value: 1069.
## Fixed bandwidth: 229.733 AICc value: 1069.
## The newly selected bandwidth for variable: X1_miskin is 229.391
## The bandwidth used in the last iteration is: 218.541 and the difference in bandwidths is: 10.8499
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1117.26.
## Fixed bandwidth: 1981.64 AICc value: 1088.69.
## Fixed bandwidth: 1225.12 AICc value: 1069.79.
## Fixed bandwidth: 757.559 AICc value: 1062.25.
## Fixed bandwidth: 468.594 AICc value: 1057.82.
## Fixed bandwidth: 290.003 AICc value: 1056.87.
## Fixed bandwidth: 179.628 AICc value: 1064.88.
## Fixed bandwidth: 358.219 AICc value: 1056.45.
## Fixed bandwidth: 400.378 AICc value: 1056.81.
## Fixed bandwidth: 332.163 AICc value: 1056.41.
## Fixed bandwidth: 316.059 AICc value: 1056.5.
## Fixed bandwidth: 342.115 AICc value: 1056.41.
## Fixed bandwidth: 348.266 AICc value: 1056.41.
## Fixed bandwidth: 338.314 AICc value: 1056.41.
## The newly selected bandwidth for variable: X2_sanitasi is 338.314
## The bandwidth used in the last iteration is: 263.947 and the difference in bandwidths is: 74.3666
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1057.64.
## Fixed bandwidth: 1981.64 AICc value: 1054.85.
## Fixed bandwidth: 1225.12 AICc value: 1052.8.
## Fixed bandwidth: 757.559 AICc value: 1052.14.
## Fixed bandwidth: 468.594 AICc value: 1052.77.
## Fixed bandwidth: 936.15 AICc value: 1052.26.
## Fixed bandwidth: 647.184 AICc value: 1052.19.
## Fixed bandwidth: 825.775 AICc value: 1052.16.
## Fixed bandwidth: 715.4 AICc value: 1052.14.
## Fixed bandwidth: 783.616 AICc value: 1052.14.
## Fixed bandwidth: 741.456 AICc value: 1052.14.
## Fixed bandwidth: 731.503 AICc value: 1052.14.
## Fixed bandwidth: 747.607 AICc value: 1052.14.
## Fixed bandwidth: 751.408 AICc value: 1052.14.
## The newly selected bandwidth for variable: X3_merokok is 747.607
## The bandwidth used in the last iteration is: 420.283 and the difference in bandwidths is: 327.324
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X4_hunian
## Fixed bandwidth: 3205.72 AICc value: 1110.01.
## Fixed bandwidth: 1981.64 AICc value: 1107.07.
## Fixed bandwidth: 1225.12 AICc value: 1103.06.
## Fixed bandwidth: 757.559 AICc value: 1097.62.
## Fixed bandwidth: 468.594 AICc value: 1091.18.
## Fixed bandwidth: 290.003 AICc value: 1086.63.
## Fixed bandwidth: 179.628 AICc value: 1087.41.
## Fixed bandwidth: 358.219 AICc value: 1088.13.
## Fixed bandwidth: 247.843 AICc value: 1086.2.
## Fixed bandwidth: 221.787 AICc value: 1086.28.
## Fixed bandwidth: 263.947 AICc value: 1086.29.
## Fixed bandwidth: 237.891 AICc value: 1086.19.
## Fixed bandwidth: 231.74 AICc value: 1086.21.
## Fixed bandwidth: 241.693 AICc value: 1086.19.
## Fixed bandwidth: 244.042 AICc value: 1086.19.
## Fixed bandwidth: 240.24 AICc value: 1086.19.
## Fixed bandwidth: 242.59 AICc value: 1086.19.
## Fixed bandwidth: 241.138 AICc value: 1086.19.
## The newly selected bandwidth for variable: X4_hunian is 241.138
## The bandwidth used in the last iteration is: 214.184 and the difference in bandwidths is: 26.9534
## The bandwidth for variable X4_hunian will be continually selected in the next iteration.
## Iteration 2 change of RSS (dCVR) is 0.123817.
##  Iteration 3
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1413.83.
## Fixed bandwidth: 1981.64 AICc value: 1387.44.
## Fixed bandwidth: 1225.12 AICc value: 1338.77.
## Fixed bandwidth: 757.559 AICc value: 1264.89.
## Fixed bandwidth: 468.594 AICc value: 1197.47.
## Fixed bandwidth: 290.003 AICc value: 1160.44.
## Fixed bandwidth: 179.628 AICc value: 1140.97.
## Fixed bandwidth: 111.412 AICc value: 1140.29.
## Fixed bandwidth: 69.2528 AICc value: 1186.76.
## Fixed bandwidth: 137.468 AICc value: 1137.26.
## Fixed bandwidth: 153.572 AICc value: 1137.97.
## Fixed bandwidth: 127.516 AICc value: 1137.61.
## Fixed bandwidth: 143.619 AICc value: 1137.38.
## Fixed bandwidth: 133.667 AICc value: 1137.31.
## Fixed bandwidth: 139.818 AICc value: 1137.28.
## Fixed bandwidth: 136.016 AICc value: 1137.27.
## Fixed bandwidth: 138.366 AICc value: 1137.27.
## Fixed bandwidth: 136.914 AICc value: 1137.26.
## Fixed bandwidth: 137.811 AICc value: 1137.27.
## Fixed bandwidth: 137.257 AICc value: 1137.26.
## The newly selected bandwidth for variable: Intercept is 137.257
## The bandwidth used in the last iteration is: 143.962 and the difference in bandwidths is: 6.70563
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1100.87.
## Fixed bandwidth: 1981.64 AICc value: 1098.03.
## Fixed bandwidth: 1225.12 AICc value: 1094.16.
## Fixed bandwidth: 757.559 AICc value: 1089.36.
## Fixed bandwidth: 468.594 AICc value: 1083.48.
## Fixed bandwidth: 290.003 AICc value: 1078.22.
## Fixed bandwidth: 179.628 AICc value: 1079.02.
## Fixed bandwidth: 358.219 AICc value: 1080.15.
## Fixed bandwidth: 247.843 AICc value: 1077.53.
## Fixed bandwidth: 221.787 AICc value: 1077.55.
## Fixed bandwidth: 263.947 AICc value: 1077.71.
## Fixed bandwidth: 237.891 AICc value: 1077.48.
## Fixed bandwidth: 231.74 AICc value: 1077.48.
## Fixed bandwidth: 241.693 AICc value: 1077.49.
## Fixed bandwidth: 235.542 AICc value: 1077.48.
## Fixed bandwidth: 234.089 AICc value: 1077.48.
## Fixed bandwidth: 236.439 AICc value: 1077.48.
## Fixed bandwidth: 234.987 AICc value: 1077.48.
## Fixed bandwidth: 235.884 AICc value: 1077.48.
## The newly selected bandwidth for variable: X1_miskin is 235.884
## The bandwidth used in the last iteration is: 229.391 and the difference in bandwidths is: 6.49378
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1115.34.
## Fixed bandwidth: 1981.64 AICc value: 1086.49.
## Fixed bandwidth: 1225.12 AICc value: 1067.51.
## Fixed bandwidth: 757.559 AICc value: 1060.97.
## Fixed bandwidth: 468.594 AICc value: 1059.28.
## Fixed bandwidth: 290.003 AICc value: 1061.12.
## Fixed bandwidth: 578.969 AICc value: 1059.74.
## Fixed bandwidth: 400.378 AICc value: 1059.33.
## Fixed bandwidth: 510.753 AICc value: 1059.41.
## Fixed bandwidth: 442.538 AICc value: 1059.25.
## Fixed bandwidth: 426.434 AICc value: 1059.26.
## Fixed bandwidth: 452.49 AICc value: 1059.26.
## Fixed bandwidth: 436.387 AICc value: 1059.25.
## Fixed bandwidth: 446.339 AICc value: 1059.25.
## Fixed bandwidth: 440.188 AICc value: 1059.25.
## The newly selected bandwidth for variable: X2_sanitasi is 440.188
## The bandwidth used in the last iteration is: 338.314 and the difference in bandwidths is: 101.875
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1058.57.
## Fixed bandwidth: 1981.64 AICc value: 1055.73.
## Fixed bandwidth: 1225.12 AICc value: 1053.79.
## Fixed bandwidth: 757.559 AICc value: 1053.53.
## Fixed bandwidth: 468.594 AICc value: 1054.8.
## Fixed bandwidth: 936.15 AICc value: 1053.44.
## Fixed bandwidth: 1046.53 AICc value: 1053.52.
## Fixed bandwidth: 867.935 AICc value: 1053.44.
## Fixed bandwidth: 825.775 AICc value: 1053.46.
## Fixed bandwidth: 893.991 AICc value: 1053.44.
## Fixed bandwidth: 910.094 AICc value: 1053.44.
## Fixed bandwidth: 884.038 AICc value: 1053.44.
## Fixed bandwidth: 900.142 AICc value: 1053.44.
## The newly selected bandwidth for variable: X3_merokok is 893.991
## The bandwidth used in the last iteration is: 747.607 and the difference in bandwidths is: 146.384
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X4_hunian
## Fixed bandwidth: 3205.72 AICc value: 1099.15.
## Fixed bandwidth: 1981.64 AICc value: 1096.87.
## Fixed bandwidth: 1225.12 AICc value: 1093.94.
## Fixed bandwidth: 757.559 AICc value: 1090.17.
## Fixed bandwidth: 468.594 AICc value: 1085.92.
## Fixed bandwidth: 290.003 AICc value: 1083.19.
## Fixed bandwidth: 179.628 AICc value: 1084.82.
## Fixed bandwidth: 358.219 AICc value: 1084.01.
## Fixed bandwidth: 247.843 AICc value: 1083.12.
## Fixed bandwidth: 221.787 AICc value: 1083.41.
## Fixed bandwidth: 263.947 AICc value: 1083.09.
## Fixed bandwidth: 273.9 AICc value: 1083.11.
## Fixed bandwidth: 257.796 AICc value: 1083.09.
## Fixed bandwidth: 267.749 AICc value: 1083.09.
## Fixed bandwidth: 261.598 AICc value: 1083.09.
## The newly selected bandwidth for variable: X4_hunian is 261.598
## The bandwidth used in the last iteration is: 241.138 and the difference in bandwidths is: 20.4597
## The bandwidth for variable X4_hunian will be continually selected in the next iteration.
## Iteration 3 change of RSS (dCVR) is 0.0435257.
##  Iteration 4
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1429.64.
## Fixed bandwidth: 1981.64 AICc value: 1403.11.
## Fixed bandwidth: 1225.12 AICc value: 1354.19.
## Fixed bandwidth: 757.559 AICc value: 1279.92.
## Fixed bandwidth: 468.594 AICc value: 1211.75.
## Fixed bandwidth: 290.003 AICc value: 1173.37.
## Fixed bandwidth: 179.628 AICc value: 1152.26.
## Fixed bandwidth: 111.412 AICc value: 1149.86.
## Fixed bandwidth: 69.2528 AICc value: 1194.97.
## Fixed bandwidth: 137.468 AICc value: 1147.58.
## Fixed bandwidth: 153.572 AICc value: 1148.69.
## Fixed bandwidth: 127.516 AICc value: 1147.65.
## Fixed bandwidth: 143.619 AICc value: 1147.86.
## Fixed bandwidth: 133.667 AICc value: 1147.52.
## Fixed bandwidth: 131.317 AICc value: 1147.54.
## Fixed bandwidth: 135.119 AICc value: 1147.53.
## Fixed bandwidth: 132.769 AICc value: 1147.52.
## Fixed bandwidth: 134.222 AICc value: 1147.53.
## Fixed bandwidth: 133.324 AICc value: 1147.52.
## Fixed bandwidth: 133.112 AICc value: 1147.52.
## Fixed bandwidth: 133.455 AICc value: 1147.52.
## The newly selected bandwidth for variable: Intercept is 133.324
## The bandwidth used in the last iteration is: 137.257 and the difference in bandwidths is: 3.93245
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1103.19.
## Fixed bandwidth: 1981.64 AICc value: 1100.46.
## Fixed bandwidth: 1225.12 AICc value: 1096.76.
## Fixed bandwidth: 757.559 AICc value: 1092.24.
## Fixed bandwidth: 468.594 AICc value: 1086.89.
## Fixed bandwidth: 290.003 AICc value: 1082.33.
## Fixed bandwidth: 179.628 AICc value: 1083.53.
## Fixed bandwidth: 358.219 AICc value: 1083.97.
## Fixed bandwidth: 247.843 AICc value: 1081.83.
## Fixed bandwidth: 221.787 AICc value: 1081.95.
## Fixed bandwidth: 263.947 AICc value: 1081.94.
## Fixed bandwidth: 237.891 AICc value: 1081.82.
## Fixed bandwidth: 231.74 AICc value: 1081.85.
## Fixed bandwidth: 241.693 AICc value: 1081.82.
## Fixed bandwidth: 244.042 AICc value: 1081.82.
## Fixed bandwidth: 240.24 AICc value: 1081.82.
## Fixed bandwidth: 242.59 AICc value: 1081.82.
## Fixed bandwidth: 241.138 AICc value: 1081.82.
## Fixed bandwidth: 242.035 AICc value: 1081.82.
## The newly selected bandwidth for variable: X1_miskin is 242.035
## The bandwidth used in the last iteration is: 235.884 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1111.96.
## Fixed bandwidth: 1981.64 AICc value: 1083.78.
## Fixed bandwidth: 1225.12 AICc value: 1065.29.
## Fixed bandwidth: 757.559 AICc value: 1059.45.
## Fixed bandwidth: 468.594 AICc value: 1059.23.
## Fixed bandwidth: 290.003 AICc value: 1062.35.
## Fixed bandwidth: 578.969 AICc value: 1058.97.
## Fixed bandwidth: 647.184 AICc value: 1059.04.
## Fixed bandwidth: 536.809 AICc value: 1059.01.
## Fixed bandwidth: 605.025 AICc value: 1058.98.
## Fixed bandwidth: 562.865 AICc value: 1058.98.
## Fixed bandwidth: 588.921 AICc value: 1058.97.
## Fixed bandwidth: 572.818 AICc value: 1058.97.
## Fixed bandwidth: 582.77 AICc value: 1058.97.
## The newly selected bandwidth for variable: X2_sanitasi is 578.969
## The bandwidth used in the last iteration is: 440.188 and the difference in bandwidths is: 138.781
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1060.79.
## Fixed bandwidth: 1981.64 AICc value: 1057.85.
## Fixed bandwidth: 1225.12 AICc value: 1055.83.
## Fixed bandwidth: 757.559 AICc value: 1055.51.
## Fixed bandwidth: 468.594 AICc value: 1056.71.
## Fixed bandwidth: 936.15 AICc value: 1055.45.
## Fixed bandwidth: 1046.53 AICc value: 1055.54.
## Fixed bandwidth: 867.935 AICc value: 1055.44.
## Fixed bandwidth: 825.775 AICc value: 1055.45.
## Fixed bandwidth: 893.991 AICc value: 1055.44.
## Fixed bandwidth: 910.094 AICc value: 1055.44.
## Fixed bandwidth: 884.038 AICc value: 1055.43.
## Fixed bandwidth: 877.887 AICc value: 1055.43.
## The newly selected bandwidth for variable: X3_merokok is 884.038
## The bandwidth used in the last iteration is: 893.991 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X4_hunian
## Fixed bandwidth: 3205.72 AICc value: 1093.6.
## Fixed bandwidth: 1981.64 AICc value: 1091.89.
## Fixed bandwidth: 1225.12 AICc value: 1089.62.
## Fixed bandwidth: 757.559 AICc value: 1086.59.
## Fixed bandwidth: 468.594 AICc value: 1083.14.
## Fixed bandwidth: 290.003 AICc value: 1081.13.
## Fixed bandwidth: 179.628 AICc value: 1083.35.
## Fixed bandwidth: 358.219 AICc value: 1081.66.
## Fixed bandwidth: 247.843 AICc value: 1081.26.
## Fixed bandwidth: 316.059 AICc value: 1081.26.
## Fixed bandwidth: 273.9 AICc value: 1081.12.
## Fixed bandwidth: 263.947 AICc value: 1081.15.
## Fixed bandwidth: 280.051 AICc value: 1081.12.
## Fixed bandwidth: 283.852 AICc value: 1081.12.
## Fixed bandwidth: 277.701 AICc value: 1081.12.
## Fixed bandwidth: 281.503 AICc value: 1081.12.
## Fixed bandwidth: 279.153 AICc value: 1081.12.
## The newly selected bandwidth for variable: X4_hunian is 279.153
## The bandwidth used in the last iteration is: 261.598 and the difference in bandwidths is: 17.5556
## The bandwidth for variable X4_hunian will be continually selected in the next iteration.
## Iteration 4 change of RSS (dCVR) is 0.0423748.
##  Iteration 5
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1440.69.
## Fixed bandwidth: 1981.64 AICc value: 1414.14.
## Fixed bandwidth: 1225.12 AICc value: 1365.07.
## Fixed bandwidth: 757.559 AICc value: 1290.38.
## Fixed bandwidth: 468.594 AICc value: 1221.45.
## Fixed bandwidth: 290.003 AICc value: 1182.06.
## Fixed bandwidth: 179.628 AICc value: 1159.85.
## Fixed bandwidth: 111.412 AICc value: 1156.41.
## Fixed bandwidth: 69.2528 AICc value: 1200.73.
## Fixed bandwidth: 137.468 AICc value: 1154.57.
## Fixed bandwidth: 153.572 AICc value: 1155.93.
## Fixed bandwidth: 127.516 AICc value: 1154.49.
## Fixed bandwidth: 121.365 AICc value: 1154.85.
## Fixed bandwidth: 131.317 AICc value: 1154.43.
## Fixed bandwidth: 133.667 AICc value: 1154.46.
## Fixed bandwidth: 129.865 AICc value: 1154.44.
## Fixed bandwidth: 132.215 AICc value: 1154.44.
## Fixed bandwidth: 130.763 AICc value: 1154.43.
## Fixed bandwidth: 131.66 AICc value: 1154.43.
## Fixed bandwidth: 131.106 AICc value: 1154.43.
## Fixed bandwidth: 130.975 AICc value: 1154.43.
## Fixed bandwidth: 131.186 AICc value: 1154.43.
## The newly selected bandwidth for variable: Intercept is 131.106
## The bandwidth used in the last iteration is: 133.324 and the difference in bandwidths is: 2.21854
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1104.81.
## Fixed bandwidth: 1981.64 AICc value: 1102.14.
## Fixed bandwidth: 1225.12 AICc value: 1098.49.
## Fixed bandwidth: 757.559 AICc value: 1094.05.
## Fixed bandwidth: 468.594 AICc value: 1088.94.
## Fixed bandwidth: 290.003 AICc value: 1084.83.
## Fixed bandwidth: 179.628 AICc value: 1086.39.
## Fixed bandwidth: 358.219 AICc value: 1086.26.
## Fixed bandwidth: 247.843 AICc value: 1084.46.
## Fixed bandwidth: 221.787 AICc value: 1084.67.
## Fixed bandwidth: 263.947 AICc value: 1084.52.
## Fixed bandwidth: 237.891 AICc value: 1084.49.
## Fixed bandwidth: 253.994 AICc value: 1084.47.
## Fixed bandwidth: 244.042 AICc value: 1084.46.
## Fixed bandwidth: 250.193 AICc value: 1084.46.
## Fixed bandwidth: 246.391 AICc value: 1084.46.
## Fixed bandwidth: 248.741 AICc value: 1084.46.
## Fixed bandwidth: 247.289 AICc value: 1084.46.
## Fixed bandwidth: 248.186 AICc value: 1084.46.
## The newly selected bandwidth for variable: X1_miskin is 247.843
## The bandwidth used in the last iteration is: 242.035 and the difference in bandwidths is: 5.80821
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1107.87.
## Fixed bandwidth: 1981.64 AICc value: 1081.52.
## Fixed bandwidth: 1225.12 AICc value: 1064.32.
## Fixed bandwidth: 757.559 AICc value: 1059.19.
## Fixed bandwidth: 468.594 AICc value: 1059.69.
## Fixed bandwidth: 936.15 AICc value: 1060.33.
## Fixed bandwidth: 647.184 AICc value: 1059.01.
## Fixed bandwidth: 578.969 AICc value: 1059.11.
## Fixed bandwidth: 689.344 AICc value: 1059.03.
## Fixed bandwidth: 621.128 AICc value: 1059.03.
## Fixed bandwidth: 663.288 AICc value: 1059.01.
## Fixed bandwidth: 637.232 AICc value: 1059.01.
## Fixed bandwidth: 653.335 AICc value: 1059.01.
## Fixed bandwidth: 657.137 AICc value: 1059.01.
## The newly selected bandwidth for variable: X2_sanitasi is 653.335
## The bandwidth used in the last iteration is: 578.969 and the difference in bandwidths is: 74.3666
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1062.46.
## Fixed bandwidth: 1981.64 AICc value: 1059.43.
## Fixed bandwidth: 1225.12 AICc value: 1057.31.
## Fixed bandwidth: 757.559 AICc value: 1056.92.
## Fixed bandwidth: 468.594 AICc value: 1058.03.
## Fixed bandwidth: 936.15 AICc value: 1056.89.
## Fixed bandwidth: 1046.53 AICc value: 1056.99.
## Fixed bandwidth: 867.935 AICc value: 1056.86.
## Fixed bandwidth: 825.775 AICc value: 1056.87.
## Fixed bandwidth: 893.991 AICc value: 1056.87.
## Fixed bandwidth: 851.831 AICc value: 1056.86.
## Fixed bandwidth: 877.887 AICc value: 1056.86.
## Fixed bandwidth: 861.784 AICc value: 1056.86.
## The newly selected bandwidth for variable: X3_merokok is 861.784
## The bandwidth used in the last iteration is: 884.038 and the difference in bandwidths is: 22.2545
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X4_hunian
## Fixed bandwidth: 3205.72 AICc value: 1089.87.
## Fixed bandwidth: 1981.64 AICc value: 1088.61.
## Fixed bandwidth: 1225.12 AICc value: 1086.76.
## Fixed bandwidth: 757.559 AICc value: 1084.09.
## Fixed bandwidth: 468.594 AICc value: 1080.98.
## Fixed bandwidth: 290.003 AICc value: 1079.35.
## Fixed bandwidth: 179.628 AICc value: 1082.1.
## Fixed bandwidth: 358.219 AICc value: 1079.7.
## Fixed bandwidth: 247.843 AICc value: 1079.64.
## Fixed bandwidth: 316.059 AICc value: 1079.4.
## Fixed bandwidth: 273.9 AICc value: 1079.39.
## Fixed bandwidth: 299.956 AICc value: 1079.35.
## Fixed bandwidth: 283.852 AICc value: 1079.36.
## Fixed bandwidth: 293.805 AICc value: 1079.35.
## Fixed bandwidth: 296.154 AICc value: 1079.35.
## Fixed bandwidth: 292.353 AICc value: 1079.35.
## The newly selected bandwidth for variable: X4_hunian is 292.353
## The bandwidth used in the last iteration is: 279.153 and the difference in bandwidths is: 13.1994
## The bandwidth for variable X4_hunian will be continually selected in the next iteration.
## Iteration 5 change of RSS (dCVR) is 0.0152116.
##  Iteration 6
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1447.83.
## Fixed bandwidth: 1981.64 AICc value: 1421.25.
## Fixed bandwidth: 1225.12 AICc value: 1372.02.
## Fixed bandwidth: 757.559 AICc value: 1296.9.
## Fixed bandwidth: 468.594 AICc value: 1227.3.
## Fixed bandwidth: 290.003 AICc value: 1187.12.
## Fixed bandwidth: 179.628 AICc value: 1164.09.
## Fixed bandwidth: 111.412 AICc value: 1159.92.
## Fixed bandwidth: 69.2528 AICc value: 1203.68.
## Fixed bandwidth: 137.468 AICc value: 1158.38.
## Fixed bandwidth: 153.572 AICc value: 1159.91.
## Fixed bandwidth: 127.516 AICc value: 1158.18.
## Fixed bandwidth: 121.365 AICc value: 1158.48.
## Fixed bandwidth: 131.317 AICc value: 1158.17.
## Fixed bandwidth: 133.667 AICc value: 1158.22.
## Fixed bandwidth: 129.865 AICc value: 1158.16.
## Fixed bandwidth: 128.968 AICc value: 1158.17.
## Fixed bandwidth: 130.42 AICc value: 1158.16.
## Fixed bandwidth: 129.523 AICc value: 1158.16.
## The newly selected bandwidth for variable: Intercept is 129.865
## The bandwidth used in the last iteration is: 131.106 and the difference in bandwidths is: 1.2402
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1105.1.
## Fixed bandwidth: 1981.64 AICc value: 1102.49.
## Fixed bandwidth: 1225.12 AICc value: 1098.85.
## Fixed bandwidth: 757.559 AICc value: 1094.41.
## Fixed bandwidth: 468.594 AICc value: 1089.39.
## Fixed bandwidth: 290.003 AICc value: 1085.5.
## Fixed bandwidth: 179.628 AICc value: 1087.28.
## Fixed bandwidth: 358.219 AICc value: 1086.82.
## Fixed bandwidth: 247.843 AICc value: 1085.21.
## Fixed bandwidth: 221.787 AICc value: 1085.48.
## Fixed bandwidth: 263.947 AICc value: 1085.24.
## Fixed bandwidth: 237.891 AICc value: 1085.26.
## Fixed bandwidth: 253.994 AICc value: 1085.21.
## Fixed bandwidth: 257.796 AICc value: 1085.22.
## Fixed bandwidth: 251.645 AICc value: 1085.21.
## Fixed bandwidth: 250.193 AICc value: 1085.21.
## Fixed bandwidth: 252.542 AICc value: 1085.21.
## Fixed bandwidth: 251.09 AICc value: 1085.21.
## Fixed bandwidth: 251.988 AICc value: 1085.21.
## The newly selected bandwidth for variable: X1_miskin is 251.645
## The bandwidth used in the last iteration is: 247.843 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1103.81.
## Fixed bandwidth: 1981.64 AICc value: 1079.61.
## Fixed bandwidth: 1225.12 AICc value: 1063.89.
## Fixed bandwidth: 757.559 AICc value: 1059.35.
## Fixed bandwidth: 468.594 AICc value: 1060.1.
## Fixed bandwidth: 936.15 AICc value: 1060.31.
## Fixed bandwidth: 647.184 AICc value: 1059.27.
## Fixed bandwidth: 578.969 AICc value: 1059.43.
## Fixed bandwidth: 689.344 AICc value: 1059.26.
## Fixed bandwidth: 715.4 AICc value: 1059.27.
## Fixed bandwidth: 673.24 AICc value: 1059.25.
## Fixed bandwidth: 663.288 AICc value: 1059.26.
## Fixed bandwidth: 679.391 AICc value: 1059.25.
## Fixed bandwidth: 683.193 AICc value: 1059.25.
## The newly selected bandwidth for variable: X2_sanitasi is 679.391
## The bandwidth used in the last iteration is: 653.335 and the difference in bandwidths is: 26.056
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1063.5.
## Fixed bandwidth: 1981.64 AICc value: 1060.39.
## Fixed bandwidth: 1225.12 AICc value: 1058.21.
## Fixed bandwidth: 757.559 AICc value: 1057.77.
## Fixed bandwidth: 468.594 AICc value: 1058.84.
## Fixed bandwidth: 936.15 AICc value: 1057.76.
## Fixed bandwidth: 1046.53 AICc value: 1057.88.
## Fixed bandwidth: 867.935 AICc value: 1057.73.
## Fixed bandwidth: 825.775 AICc value: 1057.73.
## Fixed bandwidth: 893.991 AICc value: 1057.74.
## Fixed bandwidth: 851.831 AICc value: 1057.73.
## Fixed bandwidth: 841.879 AICc value: 1057.73.
## Fixed bandwidth: 857.982 AICc value: 1057.73.
## Fixed bandwidth: 848.03 AICc value: 1057.73.
## Fixed bandwidth: 854.181 AICc value: 1057.73.
## The newly selected bandwidth for variable: X3_merokok is 854.181
## The bandwidth used in the last iteration is: 861.784 and the difference in bandwidths is: 7.60305
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X4_hunian
## Fixed bandwidth: 3205.72 AICc value: 1087.32.
## Fixed bandwidth: 1981.64 AICc value: 1086.37.
## Fixed bandwidth: 1225.12 AICc value: 1084.81.
## Fixed bandwidth: 757.559 AICc value: 1082.38.
## Fixed bandwidth: 468.594 AICc value: 1079.5.
## Fixed bandwidth: 290.003 AICc value: 1078.15.
## Fixed bandwidth: 179.628 AICc value: 1081.24.
## Fixed bandwidth: 358.219 AICc value: 1078.37.
## Fixed bandwidth: 247.843 AICc value: 1078.54.
## Fixed bandwidth: 316.059 AICc value: 1078.15.
## Fixed bandwidth: 332.163 AICc value: 1078.2.
## Fixed bandwidth: 306.107 AICc value: 1078.13.
## Fixed bandwidth: 299.956 AICc value: 1078.13.
## The newly selected bandwidth for variable: X4_hunian is 306.107
## The bandwidth used in the last iteration is: 292.353 and the difference in bandwidths is: 13.754
## The bandwidth for variable X4_hunian will be continually selected in the next iteration.
## Iteration 6 change of RSS (dCVR) is 0.031872.
##  Iteration 7
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1452.76.
## Fixed bandwidth: 1981.64 AICc value: 1426.17.
## Fixed bandwidth: 1225.12 AICc value: 1376.86.
## Fixed bandwidth: 757.559 AICc value: 1301.5.
## Fixed bandwidth: 468.594 AICc value: 1231.45.
## Fixed bandwidth: 290.003 AICc value: 1190.7.
## Fixed bandwidth: 179.628 AICc value: 1167.04.
## Fixed bandwidth: 111.412 AICc value: 1162.28.
## Fixed bandwidth: 69.2528 AICc value: 1205.54.
## Fixed bandwidth: 137.468 AICc value: 1160.99.
## Fixed bandwidth: 153.572 AICc value: 1162.66.
## Fixed bandwidth: 127.516 AICc value: 1160.7.
## Fixed bandwidth: 121.365 AICc value: 1160.93.
## Fixed bandwidth: 131.317 AICc value: 1160.73.
## Fixed bandwidth: 125.166 AICc value: 1160.74.
## Fixed bandwidth: 128.968 AICc value: 1160.7.
## Fixed bandwidth: 129.865 AICc value: 1160.7.
## Fixed bandwidth: 128.413 AICc value: 1160.69.
## Fixed bandwidth: 128.071 AICc value: 1160.7.
## Fixed bandwidth: 128.625 AICc value: 1160.69.
## The newly selected bandwidth for variable: Intercept is 128.625
## The bandwidth used in the last iteration is: 129.865 and the difference in bandwidths is: 1.2402
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1104.85.
## Fixed bandwidth: 1981.64 AICc value: 1102.3.
## Fixed bandwidth: 1225.12 AICc value: 1098.69.
## Fixed bandwidth: 757.559 AICc value: 1094.24.
## Fixed bandwidth: 468.594 AICc value: 1089.24.
## Fixed bandwidth: 290.003 AICc value: 1085.47.
## Fixed bandwidth: 179.628 AICc value: 1087.36.
## Fixed bandwidth: 358.219 AICc value: 1086.73.
## Fixed bandwidth: 247.843 AICc value: 1085.22.
## Fixed bandwidth: 221.787 AICc value: 1085.51.
## Fixed bandwidth: 263.947 AICc value: 1085.24.
## Fixed bandwidth: 237.891 AICc value: 1085.28.
## Fixed bandwidth: 253.994 AICc value: 1085.22.
## Fixed bandwidth: 257.796 AICc value: 1085.22.
## Fixed bandwidth: 251.645 AICc value: 1085.22.
## Fixed bandwidth: 255.447 AICc value: 1085.22.
## Fixed bandwidth: 253.097 AICc value: 1085.22.
## Fixed bandwidth: 254.549 AICc value: 1085.22.
## Fixed bandwidth: 253.652 AICc value: 1085.22.
## The newly selected bandwidth for variable: X1_miskin is 253.994
## The bandwidth used in the last iteration is: 251.645 and the difference in bandwidths is: 2.34947
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1100.26.
## Fixed bandwidth: 1981.64 AICc value: 1077.89.
## Fixed bandwidth: 1225.12 AICc value: 1063.44.
## Fixed bandwidth: 757.559 AICc value: 1059.34.
## Fixed bandwidth: 468.594 AICc value: 1060.17.
## Fixed bandwidth: 936.15 AICc value: 1060.18.
## Fixed bandwidth: 647.184 AICc value: 1059.31.
## Fixed bandwidth: 578.969 AICc value: 1059.49.
## Fixed bandwidth: 689.344 AICc value: 1059.28.
## Fixed bandwidth: 715.4 AICc value: 1059.29.
## Fixed bandwidth: 673.24 AICc value: 1059.28.
## Fixed bandwidth: 699.296 AICc value: 1059.28.
## Fixed bandwidth: 683.193 AICc value: 1059.28.
## Fixed bandwidth: 693.145 AICc value: 1059.28.
## Fixed bandwidth: 695.495 AICc value: 1059.28.
## Fixed bandwidth: 691.693 AICc value: 1059.28.
## The newly selected bandwidth for variable: X2_sanitasi is 693.145
## The bandwidth used in the last iteration is: 679.391 and the difference in bandwidths is: 13.754
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1063.93.
## Fixed bandwidth: 1981.64 AICc value: 1060.77.
## Fixed bandwidth: 1225.12 AICc value: 1058.53.
## Fixed bandwidth: 757.559 AICc value: 1058.06.
## Fixed bandwidth: 468.594 AICc value: 1059.09.
## Fixed bandwidth: 936.15 AICc value: 1058.06.
## Fixed bandwidth: 1046.53 AICc value: 1058.19.
## Fixed bandwidth: 867.935 AICc value: 1058.03.
## Fixed bandwidth: 825.775 AICc value: 1058.03.
## Fixed bandwidth: 799.719 AICc value: 1058.04.
## Fixed bandwidth: 841.879 AICc value: 1058.03.
## Fixed bandwidth: 851.831 AICc value: 1058.03.
## Fixed bandwidth: 835.728 AICc value: 1058.03.
## Fixed bandwidth: 845.68 AICc value: 1058.03.
## The newly selected bandwidth for variable: X3_merokok is 845.68
## The bandwidth used in the last iteration is: 854.181 and the difference in bandwidths is: 8.50046
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X4_hunian
## Fixed bandwidth: 3205.72 AICc value: 1084.72.
## Fixed bandwidth: 1981.64 AICc value: 1083.98.
## Fixed bandwidth: 1225.12 AICc value: 1082.62.
## Fixed bandwidth: 757.559 AICc value: 1080.39.
## Fixed bandwidth: 468.594 AICc value: 1077.74.
## Fixed bandwidth: 290.003 AICc value: 1076.65.
## Fixed bandwidth: 179.628 AICc value: 1080.04.
## Fixed bandwidth: 358.219 AICc value: 1076.75.
## Fixed bandwidth: 247.843 AICc value: 1077.14.
## Fixed bandwidth: 316.059 AICc value: 1076.6.
## Fixed bandwidth: 332.163 AICc value: 1076.63.
## Fixed bandwidth: 306.107 AICc value: 1076.6.
## Fixed bandwidth: 322.21 AICc value: 1076.6.
## Fixed bandwidth: 312.258 AICc value: 1076.6.
## Fixed bandwidth: 309.908 AICc value: 1076.6.
## Fixed bandwidth: 313.71 AICc value: 1076.6.
## The newly selected bandwidth for variable: X4_hunian is 312.258
## The bandwidth used in the last iteration is: 306.107 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X4_hunian will be continually selected in the next iteration.
## Iteration 7 change of RSS (dCVR) is 0.0399878.
##  Iteration 8
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1455.83.
## Fixed bandwidth: 1981.64 AICc value: 1429.24.
## Fixed bandwidth: 1225.12 AICc value: 1379.85.
## Fixed bandwidth: 757.559 AICc value: 1304.28.
## Fixed bandwidth: 468.594 AICc value: 1233.87.
## Fixed bandwidth: 290.003 AICc value: 1192.69.
## Fixed bandwidth: 179.628 AICc value: 1168.6.
## Fixed bandwidth: 111.412 AICc value: 1163.45.
## Fixed bandwidth: 69.2528 AICc value: 1206.41.
## Fixed bandwidth: 137.468 AICc value: 1162.33.
## Fixed bandwidth: 153.572 AICc value: 1164.08.
## Fixed bandwidth: 127.516 AICc value: 1161.98.
## Fixed bandwidth: 121.365 AICc value: 1162.17.
## Fixed bandwidth: 131.317 AICc value: 1162.03.
## Fixed bandwidth: 125.166 AICc value: 1162.01.
## Fixed bandwidth: 128.968 AICc value: 1161.98.
## Fixed bandwidth: 126.618 AICc value: 1161.98.
## Fixed bandwidth: 128.071 AICc value: 1161.98.
## Fixed bandwidth: 128.413 AICc value: 1161.98.
## Fixed bandwidth: 127.859 AICc value: 1161.98.
## Fixed bandwidth: 127.728 AICc value: 1161.98.
## The newly selected bandwidth for variable: Intercept is 127.859
## The bandwidth used in the last iteration is: 128.625 and the difference in bandwidths is: 0.766486
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1104.4.
## Fixed bandwidth: 1981.64 AICc value: 1101.91.
## Fixed bandwidth: 1225.12 AICc value: 1098.32.
## Fixed bandwidth: 757.559 AICc value: 1093.86.
## Fixed bandwidth: 468.594 AICc value: 1088.87.
## Fixed bandwidth: 290.003 AICc value: 1085.17.
## Fixed bandwidth: 179.628 AICc value: 1087.12.
## Fixed bandwidth: 358.219 AICc value: 1086.39.
## Fixed bandwidth: 247.843 AICc value: 1084.94.
## Fixed bandwidth: 221.787 AICc value: 1085.24.
## Fixed bandwidth: 263.947 AICc value: 1084.95.
## Fixed bandwidth: 237.891 AICc value: 1085.01.
## Fixed bandwidth: 253.994 AICc value: 1084.93.
## Fixed bandwidth: 257.796 AICc value: 1084.93.
## Fixed bandwidth: 251.645 AICc value: 1084.93.
## Fixed bandwidth: 255.447 AICc value: 1084.93.
## Fixed bandwidth: 256.344 AICc value: 1084.93.
## Fixed bandwidth: 254.892 AICc value: 1084.93.
## The newly selected bandwidth for variable: X1_miskin is 254.892
## The bandwidth used in the last iteration is: 253.994 and the difference in bandwidths is: 0.897418
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1097.01.
## Fixed bandwidth: 1981.64 AICc value: 1076.14.
## Fixed bandwidth: 1225.12 AICc value: 1062.71.
## Fixed bandwidth: 757.559 AICc value: 1058.96.
## Fixed bandwidth: 468.594 AICc value: 1059.84.
## Fixed bandwidth: 936.15 AICc value: 1059.71.
## Fixed bandwidth: 647.184 AICc value: 1058.96.
## Fixed bandwidth: 578.969 AICc value: 1059.15.
## Fixed bandwidth: 689.344 AICc value: 1058.92.
## Fixed bandwidth: 715.4 AICc value: 1058.92.
## Fixed bandwidth: 673.24 AICc value: 1058.93.
## Fixed bandwidth: 699.296 AICc value: 1058.92.
## Fixed bandwidth: 705.447 AICc value: 1058.92.
## The newly selected bandwidth for variable: X2_sanitasi is 699.296
## The bandwidth used in the last iteration is: 693.145 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1063.86.
## Fixed bandwidth: 1981.64 AICc value: 1060.64.
## Fixed bandwidth: 1225.12 AICc value: 1058.36.
## Fixed bandwidth: 757.559 AICc value: 1057.87.
## Fixed bandwidth: 468.594 AICc value: 1058.87.
## Fixed bandwidth: 936.15 AICc value: 1057.87.
## Fixed bandwidth: 647.184 AICc value: 1058.04.
## Fixed bandwidth: 825.775 AICc value: 1057.83.
## Fixed bandwidth: 867.935 AICc value: 1057.84.
## Fixed bandwidth: 799.719 AICc value: 1057.84.
## Fixed bandwidth: 841.879 AICc value: 1057.83.
## Fixed bandwidth: 851.831 AICc value: 1057.83.
## Fixed bandwidth: 835.728 AICc value: 1057.83.
## The newly selected bandwidth for variable: X3_merokok is 841.879
## The bandwidth used in the last iteration is: 845.68 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X4_hunian
## Fixed bandwidth: 3205.72 AICc value: 1083.02.
## Fixed bandwidth: 1981.64 AICc value: 1082.4.
## Fixed bandwidth: 1225.12 AICc value: 1081.16.
## Fixed bandwidth: 757.559 AICc value: 1079.05.
## Fixed bandwidth: 468.594 AICc value: 1076.55.
## Fixed bandwidth: 290.003 AICc value: 1075.63.
## Fixed bandwidth: 179.628 AICc value: 1079.19.
## Fixed bandwidth: 358.219 AICc value: 1075.65.
## Fixed bandwidth: 247.843 AICc value: 1076.17.
## Fixed bandwidth: 316.059 AICc value: 1075.54.
## Fixed bandwidth: 332.163 AICc value: 1075.56.
## Fixed bandwidth: 306.107 AICc value: 1075.56.
## Fixed bandwidth: 322.21 AICc value: 1075.54.
## Fixed bandwidth: 326.012 AICc value: 1075.55.
## Fixed bandwidth: 319.861 AICc value: 1075.54.
## Fixed bandwidth: 318.409 AICc value: 1075.54.
## The newly selected bandwidth for variable: X4_hunian is 319.861
## The bandwidth used in the last iteration is: 312.258 and the difference in bandwidths is: 7.60305
## The bandwidth for variable X4_hunian will be continually selected in the next iteration.
## Iteration 8 change of RSS (dCVR) is 0.0207501.
##  Iteration 9
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1458.01.
## Fixed bandwidth: 1981.64 AICc value: 1431.43.
## Fixed bandwidth: 1225.12 AICc value: 1382.02.
## Fixed bandwidth: 757.559 AICc value: 1306.34.
## Fixed bandwidth: 468.594 AICc value: 1235.71.
## Fixed bandwidth: 290.003 AICc value: 1194.24.
## Fixed bandwidth: 179.628 AICc value: 1169.83.
## Fixed bandwidth: 111.412 AICc value: 1164.38.
## Fixed bandwidth: 69.2528 AICc value: 1207.07.
## Fixed bandwidth: 137.468 AICc value: 1163.39.
## Fixed bandwidth: 153.572 AICc value: 1165.21.
## Fixed bandwidth: 127.516 AICc value: 1162.99.
## Fixed bandwidth: 121.365 AICc value: 1163.15.
## Fixed bandwidth: 131.317 AICc value: 1163.06.
## Fixed bandwidth: 125.166 AICc value: 1163.01.
## Fixed bandwidth: 128.968 AICc value: 1163.
## Fixed bandwidth: 126.618 AICc value: 1162.99.
## Fixed bandwidth: 128.071 AICc value: 1162.99.
## Fixed bandwidth: 127.173 AICc value: 1162.99.
## Fixed bandwidth: 126.961 AICc value: 1162.99.
## Fixed bandwidth: 127.304 AICc value: 1162.99.
## The newly selected bandwidth for variable: Intercept is 127.304
## The bandwidth used in the last iteration is: 127.859 and the difference in bandwidths is: 0.554635
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1104.32.
## Fixed bandwidth: 1981.64 AICc value: 1101.88.
## Fixed bandwidth: 1225.12 AICc value: 1098.33.
## Fixed bandwidth: 757.559 AICc value: 1093.85.
## Fixed bandwidth: 468.594 AICc value: 1088.85.
## Fixed bandwidth: 290.003 AICc value: 1085.17.
## Fixed bandwidth: 179.628 AICc value: 1087.12.
## Fixed bandwidth: 358.219 AICc value: 1086.39.
## Fixed bandwidth: 247.843 AICc value: 1084.95.
## Fixed bandwidth: 221.787 AICc value: 1085.25.
## Fixed bandwidth: 263.947 AICc value: 1084.95.
## Fixed bandwidth: 237.891 AICc value: 1085.01.
## Fixed bandwidth: 253.994 AICc value: 1084.94.
## Fixed bandwidth: 257.796 AICc value: 1084.94.
## Fixed bandwidth: 251.645 AICc value: 1084.94.
## Fixed bandwidth: 255.447 AICc value: 1084.94.
## Fixed bandwidth: 256.344 AICc value: 1084.94.
## Fixed bandwidth: 254.892 AICc value: 1084.94.
## The newly selected bandwidth for variable: X1_miskin is 254.892
## The bandwidth used in the last iteration is: 254.892 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1094.53.
## Fixed bandwidth: 1981.64 AICc value: 1074.88.
## Fixed bandwidth: 1225.12 AICc value: 1062.28.
## Fixed bandwidth: 757.559 AICc value: 1058.8.
## Fixed bandwidth: 468.594 AICc value: 1059.71.
## Fixed bandwidth: 936.15 AICc value: 1059.48.
## Fixed bandwidth: 647.184 AICc value: 1058.82.
## Fixed bandwidth: 825.775 AICc value: 1058.96.
## Fixed bandwidth: 715.4 AICc value: 1058.77.
## Fixed bandwidth: 689.344 AICc value: 1058.78.
## Fixed bandwidth: 731.503 AICc value: 1058.78.
## Fixed bandwidth: 705.447 AICc value: 1058.77.
## Fixed bandwidth: 699.296 AICc value: 1058.77.
## Fixed bandwidth: 709.249 AICc value: 1058.77.
## Fixed bandwidth: 711.598 AICc value: 1058.77.
## Fixed bandwidth: 707.797 AICc value: 1058.77.
## The newly selected bandwidth for variable: X2_sanitasi is 709.249
## The bandwidth used in the last iteration is: 699.296 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1063.98.
## Fixed bandwidth: 1981.64 AICc value: 1060.72.
## Fixed bandwidth: 1225.12 AICc value: 1058.4.
## Fixed bandwidth: 757.559 AICc value: 1057.87.
## Fixed bandwidth: 468.594 AICc value: 1058.85.
## Fixed bandwidth: 936.15 AICc value: 1057.89.
## Fixed bandwidth: 647.184 AICc value: 1058.04.
## Fixed bandwidth: 825.775 AICc value: 1057.84.
## Fixed bandwidth: 867.935 AICc value: 1057.85.
## Fixed bandwidth: 799.719 AICc value: 1057.85.
## Fixed bandwidth: 841.879 AICc value: 1057.84.
## Fixed bandwidth: 815.823 AICc value: 1057.84.
## Fixed bandwidth: 831.926 AICc value: 1057.84.
## Fixed bandwidth: 835.728 AICc value: 1057.84.
## The newly selected bandwidth for variable: X3_merokok is 831.926
## The bandwidth used in the last iteration is: 841.879 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X4_hunian
## Fixed bandwidth: 3205.72 AICc value: 1081.62.
## Fixed bandwidth: 1981.64 AICc value: 1081.04.
## Fixed bandwidth: 1225.12 AICc value: 1079.87.
## Fixed bandwidth: 757.559 AICc value: 1077.85.
## Fixed bandwidth: 468.594 AICc value: 1075.48.
## Fixed bandwidth: 290.003 AICc value: 1074.71.
## Fixed bandwidth: 179.628 AICc value: 1078.43.
## Fixed bandwidth: 358.219 AICc value: 1074.66.
## Fixed bandwidth: 400.378 AICc value: 1074.91.
## Fixed bandwidth: 332.163 AICc value: 1074.59.
## Fixed bandwidth: 316.059 AICc value: 1074.6.
## Fixed bandwidth: 342.115 AICc value: 1074.61.
## Fixed bandwidth: 326.012 AICc value: 1074.59.
## Fixed bandwidth: 322.21 AICc value: 1074.59.
## Fixed bandwidth: 328.361 AICc value: 1074.59.
## Fixed bandwidth: 324.56 AICc value: 1074.59.
## The newly selected bandwidth for variable: X4_hunian is 324.56
## The bandwidth used in the last iteration is: 319.861 and the difference in bandwidths is: 4.69894
## The bandwidth for variable X4_hunian will be continually selected in the next iteration.
## Iteration 9 change of RSS (dCVR) is 0.0300548.
##  Iteration 10
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1459.35.
## Fixed bandwidth: 1981.64 AICc value: 1432.77.
## Fixed bandwidth: 1225.12 AICc value: 1383.34.
## Fixed bandwidth: 757.559 AICc value: 1307.56.
## Fixed bandwidth: 468.594 AICc value: 1236.75.
## Fixed bandwidth: 290.003 AICc value: 1195.08.
## Fixed bandwidth: 179.628 AICc value: 1170.49.
## Fixed bandwidth: 111.412 AICc value: 1164.85.
## Fixed bandwidth: 69.2528 AICc value: 1207.38.
## Fixed bandwidth: 137.468 AICc value: 1163.95.
## Fixed bandwidth: 153.572 AICc value: 1165.81.
## Fixed bandwidth: 127.516 AICc value: 1163.52.
## Fixed bandwidth: 121.365 AICc value: 1163.66.
## Fixed bandwidth: 131.317 AICc value: 1163.6.
## Fixed bandwidth: 125.166 AICc value: 1163.53.
## Fixed bandwidth: 128.968 AICc value: 1163.53.
## Fixed bandwidth: 126.618 AICc value: 1163.52.
## Fixed bandwidth: 126.064 AICc value: 1163.52.
## Fixed bandwidth: 126.961 AICc value: 1163.51.
## Fixed bandwidth: 127.173 AICc value: 1163.51.
## Fixed bandwidth: 126.83 AICc value: 1163.51.
## The newly selected bandwidth for variable: Intercept is 126.961
## The bandwidth used in the last iteration is: 127.304 and the difference in bandwidths is: 0.342783
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1104.31.
## Fixed bandwidth: 1981.64 AICc value: 1101.92.
## Fixed bandwidth: 1225.12 AICc value: 1098.39.
## Fixed bandwidth: 757.559 AICc value: 1093.9.
## Fixed bandwidth: 468.594 AICc value: 1088.88.
## Fixed bandwidth: 290.003 AICc value: 1085.19.
## Fixed bandwidth: 179.628 AICc value: 1087.13.
## Fixed bandwidth: 358.219 AICc value: 1086.41.
## Fixed bandwidth: 247.843 AICc value: 1084.97.
## Fixed bandwidth: 221.787 AICc value: 1085.27.
## Fixed bandwidth: 263.947 AICc value: 1084.97.
## Fixed bandwidth: 237.891 AICc value: 1085.03.
## Fixed bandwidth: 253.994 AICc value: 1084.96.
## Fixed bandwidth: 257.796 AICc value: 1084.96.
## Fixed bandwidth: 251.645 AICc value: 1084.96.
## Fixed bandwidth: 255.447 AICc value: 1084.95.
## Fixed bandwidth: 256.344 AICc value: 1084.96.
## Fixed bandwidth: 254.892 AICc value: 1084.95.
## The newly selected bandwidth for variable: X1_miskin is 254.892
## The bandwidth used in the last iteration is: 254.892 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1092.38.
## Fixed bandwidth: 1981.64 AICc value: 1073.78.
## Fixed bandwidth: 1225.12 AICc value: 1061.9.
## Fixed bandwidth: 757.559 AICc value: 1058.66.
## Fixed bandwidth: 468.594 AICc value: 1059.59.
## Fixed bandwidth: 936.15 AICc value: 1059.28.
## Fixed bandwidth: 647.184 AICc value: 1058.7.
## Fixed bandwidth: 825.775 AICc value: 1058.8.
## Fixed bandwidth: 715.4 AICc value: 1058.64.
## Fixed bandwidth: 689.344 AICc value: 1058.65.
## Fixed bandwidth: 731.503 AICc value: 1058.64.
## Fixed bandwidth: 705.447 AICc value: 1058.64.
## Fixed bandwidth: 721.551 AICc value: 1058.64.
## Fixed bandwidth: 711.598 AICc value: 1058.64.
## Fixed bandwidth: 717.749 AICc value: 1058.64.
## The newly selected bandwidth for variable: X2_sanitasi is 715.4
## The bandwidth used in the last iteration is: 709.249 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.13.
## Fixed bandwidth: 1981.64 AICc value: 1060.82.
## Fixed bandwidth: 1225.12 AICc value: 1058.46.
## Fixed bandwidth: 757.559 AICc value: 1057.9.
## Fixed bandwidth: 468.594 AICc value: 1058.86.
## Fixed bandwidth: 936.15 AICc value: 1057.93.
## Fixed bandwidth: 647.184 AICc value: 1058.06.
## Fixed bandwidth: 825.775 AICc value: 1057.88.
## Fixed bandwidth: 867.935 AICc value: 1057.89.
## Fixed bandwidth: 799.719 AICc value: 1057.88.
## Fixed bandwidth: 841.879 AICc value: 1057.88.
## Fixed bandwidth: 815.823 AICc value: 1057.88.
## Fixed bandwidth: 831.926 AICc value: 1057.88.
## Fixed bandwidth: 821.974 AICc value: 1057.88.
## Fixed bandwidth: 828.125 AICc value: 1057.88.
## The newly selected bandwidth for variable: X3_merokok is 825.775
## The bandwidth used in the last iteration is: 831.926 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X4_hunian
## Fixed bandwidth: 3205.72 AICc value: 1080.79.
## Fixed bandwidth: 1981.64 AICc value: 1080.23.
## Fixed bandwidth: 1225.12 AICc value: 1079.08.
## Fixed bandwidth: 757.559 AICc value: 1077.11.
## Fixed bandwidth: 468.594 AICc value: 1074.83.
## Fixed bandwidth: 290.003 AICc value: 1074.15.
## Fixed bandwidth: 179.628 AICc value: 1077.96.
## Fixed bandwidth: 358.219 AICc value: 1074.06.
## Fixed bandwidth: 400.378 AICc value: 1074.29.
## Fixed bandwidth: 332.163 AICc value: 1074.01.
## Fixed bandwidth: 316.059 AICc value: 1074.02.
## Fixed bandwidth: 342.115 AICc value: 1074.02.
## Fixed bandwidth: 326.012 AICc value: 1074.01.
## The newly selected bandwidth for variable: X4_hunian is 332.163
## The bandwidth used in the last iteration is: 324.56 and the difference in bandwidths is: 7.60305
## The bandwidth for variable X4_hunian will be continually selected in the next iteration.
## Iteration 10 change of RSS (dCVR) is 0.0182516.
##  Iteration 11
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1460.52.
## Fixed bandwidth: 1981.64 AICc value: 1433.96.
## Fixed bandwidth: 1225.12 AICc value: 1384.53.
## Fixed bandwidth: 757.559 AICc value: 1308.73.
## Fixed bandwidth: 468.594 AICc value: 1237.84.
## Fixed bandwidth: 290.003 AICc value: 1196.02.
## Fixed bandwidth: 179.628 AICc value: 1171.28.
## Fixed bandwidth: 111.412 AICc value: 1165.46.
## Fixed bandwidth: 69.2528 AICc value: 1207.79.
## Fixed bandwidth: 137.468 AICc value: 1164.64.
## Fixed bandwidth: 153.572 AICc value: 1166.55.
## Fixed bandwidth: 127.516 AICc value: 1164.18.
## Fixed bandwidth: 121.365 AICc value: 1164.31.
## Fixed bandwidth: 131.317 AICc value: 1164.27.
## Fixed bandwidth: 125.166 AICc value: 1164.19.
## Fixed bandwidth: 128.968 AICc value: 1164.2.
## Fixed bandwidth: 126.618 AICc value: 1164.18.
## Fixed bandwidth: 126.064 AICc value: 1164.18.
## Fixed bandwidth: 126.961 AICc value: 1164.18.
## Fixed bandwidth: 126.407 AICc value: 1164.18.
## Fixed bandwidth: 126.749 AICc value: 1164.18.
## Fixed bandwidth: 126.538 AICc value: 1164.18.
## The newly selected bandwidth for variable: Intercept is 126.538
## The bandwidth used in the last iteration is: 126.961 and the difference in bandwidths is: 0.423703
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1104.33.
## Fixed bandwidth: 1981.64 AICc value: 1101.98.
## Fixed bandwidth: 1225.12 AICc value: 1098.48.
## Fixed bandwidth: 757.559 AICc value: 1093.99.
## Fixed bandwidth: 468.594 AICc value: 1088.94.
## Fixed bandwidth: 290.003 AICc value: 1085.24.
## Fixed bandwidth: 179.628 AICc value: 1087.17.
## Fixed bandwidth: 358.219 AICc value: 1086.47.
## Fixed bandwidth: 247.843 AICc value: 1085.02.
## Fixed bandwidth: 221.787 AICc value: 1085.32.
## Fixed bandwidth: 263.947 AICc value: 1085.03.
## Fixed bandwidth: 237.891 AICc value: 1085.08.
## Fixed bandwidth: 253.994 AICc value: 1085.01.
## Fixed bandwidth: 257.796 AICc value: 1085.01.
## Fixed bandwidth: 251.645 AICc value: 1085.01.
## Fixed bandwidth: 255.447 AICc value: 1085.01.
## The newly selected bandwidth for variable: X1_miskin is 255.447
## The bandwidth used in the last iteration is: 254.892 and the difference in bandwidths is: 0.554635
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1090.72.
## Fixed bandwidth: 1981.64 AICc value: 1073.03.
## Fixed bandwidth: 1225.12 AICc value: 1061.76.
## Fixed bandwidth: 757.559 AICc value: 1058.72.
## Fixed bandwidth: 468.594 AICc value: 1059.67.
## Fixed bandwidth: 936.15 AICc value: 1059.29.
## Fixed bandwidth: 647.184 AICc value: 1058.78.
## Fixed bandwidth: 825.775 AICc value: 1058.84.
## Fixed bandwidth: 715.4 AICc value: 1058.7.
## Fixed bandwidth: 689.344 AICc value: 1058.72.
## Fixed bandwidth: 731.503 AICc value: 1058.71.
## Fixed bandwidth: 705.447 AICc value: 1058.71.
## Fixed bandwidth: 721.551 AICc value: 1058.7.
## Fixed bandwidth: 725.352 AICc value: 1058.7.
## Fixed bandwidth: 719.201 AICc value: 1058.7.
## The newly selected bandwidth for variable: X2_sanitasi is 721.551
## The bandwidth used in the last iteration is: 715.4 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.43.
## Fixed bandwidth: 1981.64 AICc value: 1061.08.
## Fixed bandwidth: 1225.12 AICc value: 1058.68.
## Fixed bandwidth: 757.559 AICc value: 1058.1.
## Fixed bandwidth: 468.594 AICc value: 1059.02.
## Fixed bandwidth: 936.15 AICc value: 1058.14.
## Fixed bandwidth: 647.184 AICc value: 1058.24.
## Fixed bandwidth: 825.775 AICc value: 1058.08.
## Fixed bandwidth: 867.935 AICc value: 1058.09.
## Fixed bandwidth: 799.719 AICc value: 1058.08.
## Fixed bandwidth: 841.879 AICc value: 1058.08.
## Fixed bandwidth: 815.823 AICc value: 1058.08.
## The newly selected bandwidth for variable: X3_merokok is 815.823
## The bandwidth used in the last iteration is: 825.775 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X4_hunian
## Fixed bandwidth: 3205.72 AICc value: 1079.92.
## Fixed bandwidth: 1981.64 AICc value: 1079.35.
## Fixed bandwidth: 1225.12 AICc value: 1078.21.
## Fixed bandwidth: 757.559 AICc value: 1076.29.
## Fixed bandwidth: 468.594 AICc value: 1074.09.
## Fixed bandwidth: 290.003 AICc value: 1073.51.
## Fixed bandwidth: 179.628 AICc value: 1077.42.
## Fixed bandwidth: 358.219 AICc value: 1073.38.
## Fixed bandwidth: 400.378 AICc value: 1073.58.
## Fixed bandwidth: 332.163 AICc value: 1073.34.
## Fixed bandwidth: 316.059 AICc value: 1073.37.
## Fixed bandwidth: 342.115 AICc value: 1073.35.
## Fixed bandwidth: 326.012 AICc value: 1073.35.
## Fixed bandwidth: 335.964 AICc value: 1073.34.
## Fixed bandwidth: 329.813 AICc value: 1073.34.
## Fixed bandwidth: 333.615 AICc value: 1073.34.
## Fixed bandwidth: 334.512 AICc value: 1073.34.
## The newly selected bandwidth for variable: X4_hunian is 333.615
## The bandwidth used in the last iteration is: 332.163 and the difference in bandwidths is: 1.45205
## The bandwidth for variable X4_hunian will be continually selected in the next iteration.
## Iteration 11 change of RSS (dCVR) is 0.0319749.
##  Iteration 12
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1461.23.
## Fixed bandwidth: 1981.64 AICc value: 1434.67.
## Fixed bandwidth: 1225.12 AICc value: 1385.22.
## Fixed bandwidth: 757.559 AICc value: 1309.35.
## Fixed bandwidth: 468.594 AICc value: 1238.36.
## Fixed bandwidth: 290.003 AICc value: 1196.42.
## Fixed bandwidth: 179.628 AICc value: 1171.57.
## Fixed bandwidth: 111.412 AICc value: 1165.64.
## Fixed bandwidth: 69.2528 AICc value: 1207.84.
## Fixed bandwidth: 137.468 AICc value: 1164.87.
## Fixed bandwidth: 153.572 AICc value: 1166.8.
## Fixed bandwidth: 127.516 AICc value: 1164.4.
## Fixed bandwidth: 121.365 AICc value: 1164.51.
## Fixed bandwidth: 131.317 AICc value: 1164.49.
## Fixed bandwidth: 125.166 AICc value: 1164.4.
## Fixed bandwidth: 128.968 AICc value: 1164.42.
## Fixed bandwidth: 126.618 AICc value: 1164.39.
## Fixed bandwidth: 126.064 AICc value: 1164.39.
## Fixed bandwidth: 126.961 AICc value: 1164.39.
## Fixed bandwidth: 126.407 AICc value: 1164.39.
## Fixed bandwidth: 126.276 AICc value: 1164.39.
## The newly selected bandwidth for variable: Intercept is 126.407
## The bandwidth used in the last iteration is: 126.538 and the difference in bandwidths is: 0.130932
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1104.21.
## Fixed bandwidth: 1981.64 AICc value: 1101.89.
## Fixed bandwidth: 1225.12 AICc value: 1098.42.
## Fixed bandwidth: 757.559 AICc value: 1093.92.
## Fixed bandwidth: 468.594 AICc value: 1088.86.
## Fixed bandwidth: 290.003 AICc value: 1085.17.
## Fixed bandwidth: 179.628 AICc value: 1087.09.
## Fixed bandwidth: 358.219 AICc value: 1086.39.
## Fixed bandwidth: 247.843 AICc value: 1084.94.
## Fixed bandwidth: 221.787 AICc value: 1085.24.
## Fixed bandwidth: 263.947 AICc value: 1084.95.
## Fixed bandwidth: 237.891 AICc value: 1085.
## Fixed bandwidth: 253.994 AICc value: 1084.93.
## Fixed bandwidth: 257.796 AICc value: 1084.93.
## Fixed bandwidth: 251.645 AICc value: 1084.93.
## Fixed bandwidth: 255.447 AICc value: 1084.93.
## The newly selected bandwidth for variable: X1_miskin is 255.447
## The bandwidth used in the last iteration is: 255.447 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1089.04.
## Fixed bandwidth: 1981.64 AICc value: 1072.14.
## Fixed bandwidth: 1225.12 AICc value: 1061.41.
## Fixed bandwidth: 757.559 AICc value: 1058.56.
## Fixed bandwidth: 468.594 AICc value: 1059.54.
## Fixed bandwidth: 936.15 AICc value: 1059.08.
## Fixed bandwidth: 647.184 AICc value: 1058.63.
## Fixed bandwidth: 825.775 AICc value: 1058.67.
## Fixed bandwidth: 715.4 AICc value: 1058.55.
## Fixed bandwidth: 689.344 AICc value: 1058.57.
## Fixed bandwidth: 731.503 AICc value: 1058.55.
## Fixed bandwidth: 741.456 AICc value: 1058.55.
## Fixed bandwidth: 725.352 AICc value: 1058.55.
## Fixed bandwidth: 721.551 AICc value: 1058.55.
## Fixed bandwidth: 727.702 AICc value: 1058.55.
## The newly selected bandwidth for variable: X2_sanitasi is 727.702
## The bandwidth used in the last iteration is: 721.551 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.55.
## Fixed bandwidth: 1981.64 AICc value: 1061.16.
## Fixed bandwidth: 1225.12 AICc value: 1058.72.
## Fixed bandwidth: 757.559 AICc value: 1058.11.
## Fixed bandwidth: 468.594 AICc value: 1059.02.
## Fixed bandwidth: 936.15 AICc value: 1058.16.
## Fixed bandwidth: 647.184 AICc value: 1058.26.
## Fixed bandwidth: 825.775 AICc value: 1058.1.
## Fixed bandwidth: 867.935 AICc value: 1058.11.
## Fixed bandwidth: 799.719 AICc value: 1058.1.
## Fixed bandwidth: 841.879 AICc value: 1058.1.
## Fixed bandwidth: 815.823 AICc value: 1058.1.
## Fixed bandwidth: 809.672 AICc value: 1058.1.
## The newly selected bandwidth for variable: X3_merokok is 815.823
## The bandwidth used in the last iteration is: 815.823 and the difference in bandwidths is: 0
## The bandwidth for variable X3_merokok seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X4_hunian
## Fixed bandwidth: 3205.72 AICc value: 1079.74.
## Fixed bandwidth: 1981.64 AICc value: 1079.12.
## Fixed bandwidth: 1225.12 AICc value: 1077.95.
## Fixed bandwidth: 757.559 AICc value: 1076.03.
## Fixed bandwidth: 468.594 AICc value: 1073.86.
## Fixed bandwidth: 290.003 AICc value: 1073.33.
## Fixed bandwidth: 179.628 AICc value: 1077.25.
## Fixed bandwidth: 358.219 AICc value: 1073.18.
## Fixed bandwidth: 400.378 AICc value: 1073.37.
## Fixed bandwidth: 332.163 AICc value: 1073.15.
## Fixed bandwidth: 316.059 AICc value: 1073.18.
## Fixed bandwidth: 342.115 AICc value: 1073.15.
## Fixed bandwidth: 326.012 AICc value: 1073.15.
## Fixed bandwidth: 335.964 AICc value: 1073.15.
## Fixed bandwidth: 338.314 AICc value: 1073.15.
## Fixed bandwidth: 334.512 AICc value: 1073.15.
## The newly selected bandwidth for variable: X4_hunian is 334.512
## The bandwidth used in the last iteration is: 333.615 and the difference in bandwidths is: 0.897418
## The bandwidth for variable X4_hunian will be continually selected in the next iteration.
## Iteration 12 change of RSS (dCVR) is 0.0146413.
##  Iteration 13
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1461.74.
## Fixed bandwidth: 1981.64 AICc value: 1435.17.
## Fixed bandwidth: 1225.12 AICc value: 1385.69.
## Fixed bandwidth: 757.559 AICc value: 1309.76.
## Fixed bandwidth: 468.594 AICc value: 1238.68.
## Fixed bandwidth: 290.003 AICc value: 1196.66.
## Fixed bandwidth: 179.628 AICc value: 1171.75.
## Fixed bandwidth: 111.412 AICc value: 1165.75.
## Fixed bandwidth: 69.2528 AICc value: 1207.85.
## Fixed bandwidth: 137.468 AICc value: 1165.02.
## Fixed bandwidth: 153.572 AICc value: 1166.97.
## Fixed bandwidth: 127.516 AICc value: 1164.53.
## Fixed bandwidth: 121.365 AICc value: 1164.64.
## Fixed bandwidth: 131.317 AICc value: 1164.63.
## Fixed bandwidth: 125.166 AICc value: 1164.53.
## Fixed bandwidth: 123.714 AICc value: 1164.55.
## Fixed bandwidth: 126.064 AICc value: 1164.52.
## Fixed bandwidth: 126.618 AICc value: 1164.52.
## Fixed bandwidth: 125.721 AICc value: 1164.52.
## Fixed bandwidth: 126.276 AICc value: 1164.52.
## The newly selected bandwidth for variable: Intercept is 126.276
## The bandwidth used in the last iteration is: 126.407 and the difference in bandwidths is: 0.130932
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1104.11.
## Fixed bandwidth: 1981.64 AICc value: 1101.83.
## Fixed bandwidth: 1225.12 AICc value: 1098.37.
## Fixed bandwidth: 757.559 AICc value: 1093.87.
## Fixed bandwidth: 468.594 AICc value: 1088.8.
## Fixed bandwidth: 290.003 AICc value: 1085.11.
## Fixed bandwidth: 179.628 AICc value: 1087.03.
## Fixed bandwidth: 358.219 AICc value: 1086.33.
## Fixed bandwidth: 247.843 AICc value: 1084.88.
## Fixed bandwidth: 221.787 AICc value: 1085.18.
## Fixed bandwidth: 263.947 AICc value: 1084.89.
## Fixed bandwidth: 237.891 AICc value: 1084.94.
## Fixed bandwidth: 253.994 AICc value: 1084.87.
## Fixed bandwidth: 257.796 AICc value: 1084.87.
## Fixed bandwidth: 251.645 AICc value: 1084.87.
## Fixed bandwidth: 255.447 AICc value: 1084.87.
## The newly selected bandwidth for variable: X1_miskin is 255.447
## The bandwidth used in the last iteration is: 255.447 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1087.52.
## Fixed bandwidth: 1981.64 AICc value: 1071.35.
## Fixed bandwidth: 1225.12 AICc value: 1061.11.
## Fixed bandwidth: 757.559 AICc value: 1058.43.
## Fixed bandwidth: 468.594 AICc value: 1059.43.
## Fixed bandwidth: 936.15 AICc value: 1058.9.
## Fixed bandwidth: 647.184 AICc value: 1058.52.
## Fixed bandwidth: 825.775 AICc value: 1058.52.
## Fixed bandwidth: 715.4 AICc value: 1058.43.
## Fixed bandwidth: 689.344 AICc value: 1058.45.
## Fixed bandwidth: 731.503 AICc value: 1058.42.
## Fixed bandwidth: 741.456 AICc value: 1058.42.
## Fixed bandwidth: 725.352 AICc value: 1058.42.
## Fixed bandwidth: 735.305 AICc value: 1058.42.
## The newly selected bandwidth for variable: X2_sanitasi is 735.305
## The bandwidth used in the last iteration is: 727.702 and the difference in bandwidths is: 7.60305
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.58.
## Fixed bandwidth: 1981.64 AICc value: 1061.17.
## Fixed bandwidth: 1225.12 AICc value: 1058.7.
## Fixed bandwidth: 757.559 AICc value: 1058.08.
## Fixed bandwidth: 468.594 AICc value: 1058.97.
## Fixed bandwidth: 936.15 AICc value: 1058.14.
## Fixed bandwidth: 647.184 AICc value: 1058.22.
## Fixed bandwidth: 825.775 AICc value: 1058.07.
## Fixed bandwidth: 867.935 AICc value: 1058.08.
## Fixed bandwidth: 799.719 AICc value: 1058.07.
## Fixed bandwidth: 783.616 AICc value: 1058.07.
## Fixed bandwidth: 809.672 AICc value: 1058.07.
## Fixed bandwidth: 815.823 AICc value: 1058.07.
## Fixed bandwidth: 805.87 AICc value: 1058.07.
## Fixed bandwidth: 812.021 AICc value: 1058.07.
## The newly selected bandwidth for variable: X3_merokok is 809.672
## The bandwidth used in the last iteration is: 815.823 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X4_hunian
## Fixed bandwidth: 3205.72 AICc value: 1079.64.
## Fixed bandwidth: 1981.64 AICc value: 1078.96.
## Fixed bandwidth: 1225.12 AICc value: 1077.74.
## Fixed bandwidth: 757.559 AICc value: 1075.81.
## Fixed bandwidth: 468.594 AICc value: 1073.65.
## Fixed bandwidth: 290.003 AICc value: 1073.14.
## Fixed bandwidth: 179.628 AICc value: 1077.08.
## Fixed bandwidth: 358.219 AICc value: 1072.98.
## Fixed bandwidth: 400.378 AICc value: 1073.17.
## Fixed bandwidth: 332.163 AICc value: 1072.95.
## Fixed bandwidth: 316.059 AICc value: 1072.98.
## Fixed bandwidth: 342.115 AICc value: 1072.96.
## Fixed bandwidth: 326.012 AICc value: 1072.96.
## Fixed bandwidth: 335.964 AICc value: 1072.95.
## Fixed bandwidth: 338.314 AICc value: 1072.95.
## Fixed bandwidth: 334.512 AICc value: 1072.95.
## Fixed bandwidth: 336.862 AICc value: 1072.95.
## The newly selected bandwidth for variable: X4_hunian is 335.964
## The bandwidth used in the last iteration is: 334.512 and the difference in bandwidths is: 1.45205
## The bandwidth for variable X4_hunian will be continually selected in the next iteration.
## Iteration 13 change of RSS (dCVR) is 0.010571.
##  Iteration 14
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1462.19.
## Fixed bandwidth: 1981.64 AICc value: 1435.61.
## Fixed bandwidth: 1225.12 AICc value: 1386.11.
## Fixed bandwidth: 757.559 AICc value: 1310.12.
## Fixed bandwidth: 468.594 AICc value: 1238.97.
## Fixed bandwidth: 290.003 AICc value: 1196.89.
## Fixed bandwidth: 179.628 AICc value: 1171.93.
## Fixed bandwidth: 111.412 AICc value: 1165.87.
## Fixed bandwidth: 69.2528 AICc value: 1207.86.
## Fixed bandwidth: 137.468 AICc value: 1165.17.
## Fixed bandwidth: 153.572 AICc value: 1167.13.
## Fixed bandwidth: 127.516 AICc value: 1164.67.
## Fixed bandwidth: 121.365 AICc value: 1164.77.
## Fixed bandwidth: 131.317 AICc value: 1164.78.
## Fixed bandwidth: 125.166 AICc value: 1164.67.
## Fixed bandwidth: 123.714 AICc value: 1164.69.
## Fixed bandwidth: 126.064 AICc value: 1164.66.
## Fixed bandwidth: 126.618 AICc value: 1164.66.
## Fixed bandwidth: 125.721 AICc value: 1164.66.
## Fixed bandwidth: 126.276 AICc value: 1164.66.
## Fixed bandwidth: 125.933 AICc value: 1164.66.
## Fixed bandwidth: 126.145 AICc value: 1164.66.
## The newly selected bandwidth for variable: Intercept is 126.064
## The bandwidth used in the last iteration is: 126.276 and the difference in bandwidths is: 0.211852
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1103.89.
## Fixed bandwidth: 1981.64 AICc value: 1101.64.
## Fixed bandwidth: 1225.12 AICc value: 1098.2.
## Fixed bandwidth: 757.559 AICc value: 1093.7.
## Fixed bandwidth: 468.594 AICc value: 1088.64.
## Fixed bandwidth: 290.003 AICc value: 1084.95.
## Fixed bandwidth: 179.628 AICc value: 1086.88.
## Fixed bandwidth: 358.219 AICc value: 1086.16.
## Fixed bandwidth: 247.843 AICc value: 1084.72.
## Fixed bandwidth: 221.787 AICc value: 1085.02.
## Fixed bandwidth: 263.947 AICc value: 1084.73.
## Fixed bandwidth: 237.891 AICc value: 1084.79.
## Fixed bandwidth: 253.994 AICc value: 1084.71.
## Fixed bandwidth: 257.796 AICc value: 1084.71.
## Fixed bandwidth: 251.645 AICc value: 1084.71.
## Fixed bandwidth: 255.447 AICc value: 1084.71.
## Fixed bandwidth: 256.344 AICc value: 1084.71.
## Fixed bandwidth: 254.892 AICc value: 1084.71.
## The newly selected bandwidth for variable: X1_miskin is 254.892
## The bandwidth used in the last iteration is: 255.447 and the difference in bandwidths is: 0.554635
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1085.89.
## Fixed bandwidth: 1981.64 AICc value: 1070.39.
## Fixed bandwidth: 1225.12 AICc value: 1060.6.
## Fixed bandwidth: 757.559 AICc value: 1058.08.
## Fixed bandwidth: 468.594 AICc value: 1059.11.
## Fixed bandwidth: 936.15 AICc value: 1058.52.
## Fixed bandwidth: 647.184 AICc value: 1058.19.
## Fixed bandwidth: 825.775 AICc value: 1058.16.
## Fixed bandwidth: 715.4 AICc value: 1058.09.
## Fixed bandwidth: 783.616 AICc value: 1058.1.
## Fixed bandwidth: 741.456 AICc value: 1058.08.
## Fixed bandwidth: 731.503 AICc value: 1058.08.
## Fixed bandwidth: 747.607 AICc value: 1058.08.
## Fixed bandwidth: 737.654 AICc value: 1058.08.
## Fixed bandwidth: 743.805 AICc value: 1058.08.
## The newly selected bandwidth for variable: X2_sanitasi is 741.456
## The bandwidth used in the last iteration is: 735.305 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.44.
## Fixed bandwidth: 1981.64 AICc value: 1061.
## Fixed bandwidth: 1225.12 AICc value: 1058.51.
## Fixed bandwidth: 757.559 AICc value: 1057.87.
## Fixed bandwidth: 468.594 AICc value: 1058.75.
## Fixed bandwidth: 936.15 AICc value: 1057.93.
## Fixed bandwidth: 647.184 AICc value: 1058.01.
## Fixed bandwidth: 825.775 AICc value: 1057.86.
## Fixed bandwidth: 867.935 AICc value: 1057.88.
## Fixed bandwidth: 799.719 AICc value: 1057.86.
## Fixed bandwidth: 783.616 AICc value: 1057.86.
## Fixed bandwidth: 809.672 AICc value: 1057.86.
## Fixed bandwidth: 815.823 AICc value: 1057.86.
## Fixed bandwidth: 805.87 AICc value: 1057.86.
## The newly selected bandwidth for variable: X3_merokok is 805.87
## The bandwidth used in the last iteration is: 809.672 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X4_hunian
## Fixed bandwidth: 3205.72 AICc value: 1079.37.
## Fixed bandwidth: 1981.64 AICc value: 1078.62.
## Fixed bandwidth: 1225.12 AICc value: 1077.34.
## Fixed bandwidth: 757.559 AICc value: 1075.39.
## Fixed bandwidth: 468.594 AICc value: 1073.25.
## Fixed bandwidth: 290.003 AICc value: 1072.77.
## Fixed bandwidth: 179.628 AICc value: 1076.72.
## Fixed bandwidth: 358.219 AICc value: 1072.6.
## Fixed bandwidth: 400.378 AICc value: 1072.78.
## Fixed bandwidth: 332.163 AICc value: 1072.57.
## Fixed bandwidth: 316.059 AICc value: 1072.61.
## Fixed bandwidth: 342.115 AICc value: 1072.57.
## Fixed bandwidth: 348.266 AICc value: 1072.58.
## Fixed bandwidth: 338.314 AICc value: 1072.57.
## Fixed bandwidth: 335.964 AICc value: 1072.57.
## Fixed bandwidth: 339.766 AICc value: 1072.57.
## Fixed bandwidth: 337.416 AICc value: 1072.57.
## The newly selected bandwidth for variable: X4_hunian is 337.416
## The bandwidth used in the last iteration is: 335.964 and the difference in bandwidths is: 1.45205
## The bandwidth for variable X4_hunian will be continually selected in the next iteration.
## Iteration 14 change of RSS (dCVR) is 0.0219092.
##  Iteration 15
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1462.59.
## Fixed bandwidth: 1981.64 AICc value: 1435.99.
## Fixed bandwidth: 1225.12 AICc value: 1386.44.
## Fixed bandwidth: 757.559 AICc value: 1310.4.
## Fixed bandwidth: 468.594 AICc value: 1239.17.
## Fixed bandwidth: 290.003 AICc value: 1197.04.
## Fixed bandwidth: 179.628 AICc value: 1172.04.
## Fixed bandwidth: 111.412 AICc value: 1165.92.
## Fixed bandwidth: 69.2528 AICc value: 1207.81.
## Fixed bandwidth: 137.468 AICc value: 1165.26.
## Fixed bandwidth: 153.572 AICc value: 1167.23.
## Fixed bandwidth: 127.516 AICc value: 1164.75.
## Fixed bandwidth: 121.365 AICc value: 1164.84.
## Fixed bandwidth: 131.317 AICc value: 1164.86.
## Fixed bandwidth: 125.166 AICc value: 1164.74.
## Fixed bandwidth: 123.714 AICc value: 1164.76.
## Fixed bandwidth: 126.064 AICc value: 1164.74.
## Fixed bandwidth: 126.618 AICc value: 1164.74.
## Fixed bandwidth: 125.721 AICc value: 1164.74.
## Fixed bandwidth: 126.276 AICc value: 1164.74.
## Fixed bandwidth: 125.933 AICc value: 1164.74.
## The newly selected bandwidth for variable: Intercept is 125.933
## The bandwidth used in the last iteration is: 126.064 and the difference in bandwidths is: 0.130932
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1103.84.
## Fixed bandwidth: 1981.64 AICc value: 1101.62.
## Fixed bandwidth: 1225.12 AICc value: 1098.2.
## Fixed bandwidth: 757.559 AICc value: 1093.7.
## Fixed bandwidth: 468.594 AICc value: 1088.62.
## Fixed bandwidth: 290.003 AICc value: 1084.92.
## Fixed bandwidth: 179.628 AICc value: 1086.84.
## Fixed bandwidth: 358.219 AICc value: 1086.14.
## Fixed bandwidth: 247.843 AICc value: 1084.7.
## Fixed bandwidth: 221.787 AICc value: 1084.99.
## Fixed bandwidth: 263.947 AICc value: 1084.7.
## Fixed bandwidth: 237.891 AICc value: 1084.76.
## Fixed bandwidth: 253.994 AICc value: 1084.69.
## Fixed bandwidth: 257.796 AICc value: 1084.69.
## Fixed bandwidth: 251.645 AICc value: 1084.69.
## Fixed bandwidth: 255.447 AICc value: 1084.69.
## The newly selected bandwidth for variable: X1_miskin is 253.994
## The bandwidth used in the last iteration is: 254.892 and the difference in bandwidths is: 0.897418
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1084.41.
## Fixed bandwidth: 1981.64 AICc value: 1069.54.
## Fixed bandwidth: 1225.12 AICc value: 1060.18.
## Fixed bandwidth: 757.559 AICc value: 1057.81.
## Fixed bandwidth: 468.594 AICc value: 1058.87.
## Fixed bandwidth: 936.15 AICc value: 1058.2.
## Fixed bandwidth: 647.184 AICc value: 1057.93.
## Fixed bandwidth: 825.775 AICc value: 1057.88.
## Fixed bandwidth: 715.4 AICc value: 1057.82.
## Fixed bandwidth: 783.616 AICc value: 1057.83.
## Fixed bandwidth: 741.456 AICc value: 1057.81.
## Fixed bandwidth: 731.503 AICc value: 1057.81.
## Fixed bandwidth: 747.607 AICc value: 1057.81.
## Fixed bandwidth: 751.408 AICc value: 1057.81.
## Fixed bandwidth: 745.257 AICc value: 1057.81.
## The newly selected bandwidth for variable: X2_sanitasi is 747.607
## The bandwidth used in the last iteration is: 741.456 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.34.
## Fixed bandwidth: 1981.64 AICc value: 1060.87.
## Fixed bandwidth: 1225.12 AICc value: 1058.36.
## Fixed bandwidth: 757.559 AICc value: 1057.71.
## Fixed bandwidth: 468.594 AICc value: 1058.58.
## Fixed bandwidth: 936.15 AICc value: 1057.78.
## Fixed bandwidth: 647.184 AICc value: 1057.84.
## Fixed bandwidth: 825.775 AICc value: 1057.7.
## Fixed bandwidth: 867.935 AICc value: 1057.72.
## Fixed bandwidth: 799.719 AICc value: 1057.7.
## Fixed bandwidth: 783.616 AICc value: 1057.7.
## Fixed bandwidth: 809.672 AICc value: 1057.7.
## The newly selected bandwidth for variable: X3_merokok is 809.672
## The bandwidth used in the last iteration is: 805.87 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X4_hunian
## Fixed bandwidth: 3205.72 AICc value: 1079.25.
## Fixed bandwidth: 1981.64 AICc value: 1078.41.
## Fixed bandwidth: 1225.12 AICc value: 1077.07.
## Fixed bandwidth: 757.559 AICc value: 1075.1.
## Fixed bandwidth: 468.594 AICc value: 1072.97.
## Fixed bandwidth: 290.003 AICc value: 1072.51.
## Fixed bandwidth: 179.628 AICc value: 1076.47.
## Fixed bandwidth: 358.219 AICc value: 1072.33.
## Fixed bandwidth: 400.378 AICc value: 1072.5.
## Fixed bandwidth: 332.163 AICc value: 1072.31.
## Fixed bandwidth: 316.059 AICc value: 1072.34.
## Fixed bandwidth: 342.115 AICc value: 1072.31.
## Fixed bandwidth: 348.266 AICc value: 1072.31.
## Fixed bandwidth: 338.314 AICc value: 1072.31.
## Fixed bandwidth: 335.964 AICc value: 1072.31.
## Fixed bandwidth: 339.766 AICc value: 1072.31.
## Fixed bandwidth: 337.416 AICc value: 1072.31.
## The newly selected bandwidth for variable: X4_hunian is 338.314
## The bandwidth used in the last iteration is: 337.416 and the difference in bandwidths is: 0.897418
## The bandwidth for variable X4_hunian will be continually selected in the next iteration.
## Iteration 15 change of RSS (dCVR) is 0.0189286.
##  Iteration 16
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1462.9.
## Fixed bandwidth: 1981.64 AICc value: 1436.28.
## Fixed bandwidth: 1225.12 AICc value: 1386.69.
## Fixed bandwidth: 757.559 AICc value: 1310.58.
## Fixed bandwidth: 468.594 AICc value: 1239.29.
## Fixed bandwidth: 290.003 AICc value: 1197.11.
## Fixed bandwidth: 179.628 AICc value: 1172.1.
## Fixed bandwidth: 111.412 AICc value: 1165.94.
## Fixed bandwidth: 69.2528 AICc value: 1207.73.
## Fixed bandwidth: 137.468 AICc value: 1165.29.
## Fixed bandwidth: 153.572 AICc value: 1167.28.
## Fixed bandwidth: 127.516 AICc value: 1164.78.
## Fixed bandwidth: 121.365 AICc value: 1164.86.
## Fixed bandwidth: 131.317 AICc value: 1164.89.
## Fixed bandwidth: 125.166 AICc value: 1164.77.
## Fixed bandwidth: 123.714 AICc value: 1164.79.
## Fixed bandwidth: 126.064 AICc value: 1164.76.
## Fixed bandwidth: 126.618 AICc value: 1164.77.
## Fixed bandwidth: 125.721 AICc value: 1164.76.
## Fixed bandwidth: 125.509 AICc value: 1164.76.
## Fixed bandwidth: 125.852 AICc value: 1164.76.
## The newly selected bandwidth for variable: Intercept is 125.852
## The bandwidth used in the last iteration is: 125.933 and the difference in bandwidths is: 0.0809201
## The bandwidth for variable Intercept seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1103.94.
## Fixed bandwidth: 1981.64 AICc value: 1101.74.
## Fixed bandwidth: 1225.12 AICc value: 1098.33.
## Fixed bandwidth: 757.559 AICc value: 1093.82.
## Fixed bandwidth: 468.594 AICc value: 1088.72.
## Fixed bandwidth: 290.003 AICc value: 1085.
## Fixed bandwidth: 179.628 AICc value: 1086.9.
## Fixed bandwidth: 358.219 AICc value: 1086.23.
## Fixed bandwidth: 247.843 AICc value: 1084.77.
## Fixed bandwidth: 221.787 AICc value: 1085.06.
## Fixed bandwidth: 263.947 AICc value: 1084.78.
## Fixed bandwidth: 237.891 AICc value: 1084.83.
## Fixed bandwidth: 253.994 AICc value: 1084.76.
## Fixed bandwidth: 257.796 AICc value: 1084.76.
## Fixed bandwidth: 251.645 AICc value: 1084.76.
## Fixed bandwidth: 255.447 AICc value: 1084.76.
## Fixed bandwidth: 253.097 AICc value: 1084.76.
## Fixed bandwidth: 254.549 AICc value: 1084.76.
## The newly selected bandwidth for variable: X1_miskin is 254.549
## The bandwidth used in the last iteration is: 253.994 and the difference in bandwidths is: 0.554635
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1083.4.
## Fixed bandwidth: 1981.64 AICc value: 1069.12.
## Fixed bandwidth: 1225.12 AICc value: 1060.17.
## Fixed bandwidth: 757.559 AICc value: 1057.94.
## Fixed bandwidth: 468.594 AICc value: 1059.01.
## Fixed bandwidth: 936.15 AICc value: 1058.29.
## Fixed bandwidth: 647.184 AICc value: 1058.07.
## Fixed bandwidth: 825.775 AICc value: 1057.99.
## Fixed bandwidth: 715.4 AICc value: 1057.95.
## Fixed bandwidth: 783.616 AICc value: 1057.95.
## Fixed bandwidth: 741.456 AICc value: 1057.94.
## Fixed bandwidth: 767.512 AICc value: 1057.94.
## Fixed bandwidth: 751.408 AICc value: 1057.94.
## The newly selected bandwidth for variable: X2_sanitasi is 751.408
## The bandwidth used in the last iteration is: 747.607 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.5.
## Fixed bandwidth: 1981.64 AICc value: 1061.02.
## Fixed bandwidth: 1225.12 AICc value: 1058.5.
## Fixed bandwidth: 757.559 AICc value: 1057.85.
## Fixed bandwidth: 468.594 AICc value: 1058.71.
## Fixed bandwidth: 936.15 AICc value: 1057.92.
## Fixed bandwidth: 647.184 AICc value: 1057.97.
## Fixed bandwidth: 825.775 AICc value: 1057.84.
## Fixed bandwidth: 867.935 AICc value: 1057.85.
## Fixed bandwidth: 799.719 AICc value: 1057.84.
## Fixed bandwidth: 783.616 AICc value: 1057.84.
## Fixed bandwidth: 809.672 AICc value: 1057.84.
## Fixed bandwidth: 793.568 AICc value: 1057.84.
## Fixed bandwidth: 803.521 AICc value: 1057.84.
## The newly selected bandwidth for variable: X3_merokok is 803.521
## The bandwidth used in the last iteration is: 809.672 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X4_hunian
## Fixed bandwidth: 3205.72 AICc value: 1079.39.
## Fixed bandwidth: 1981.64 AICc value: 1078.46.
## Fixed bandwidth: 1225.12 AICc value: 1077.04.
## Fixed bandwidth: 757.559 AICc value: 1075.05.
## Fixed bandwidth: 468.594 AICc value: 1072.93.
## Fixed bandwidth: 290.003 AICc value: 1072.48.
## Fixed bandwidth: 179.628 AICc value: 1076.44.
## Fixed bandwidth: 358.219 AICc value: 1072.3.
## Fixed bandwidth: 400.378 AICc value: 1072.47.
## Fixed bandwidth: 332.163 AICc value: 1072.28.
## Fixed bandwidth: 316.059 AICc value: 1072.31.
## Fixed bandwidth: 342.115 AICc value: 1072.28.
## Fixed bandwidth: 348.266 AICc value: 1072.28.
## Fixed bandwidth: 338.314 AICc value: 1072.28.
## Fixed bandwidth: 335.964 AICc value: 1072.28.
## Fixed bandwidth: 339.766 AICc value: 1072.28.
## The newly selected bandwidth for variable: X4_hunian is 338.314
## The bandwidth used in the last iteration is: 338.314 and the difference in bandwidths is: 0
## The bandwidth for variable X4_hunian seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 16 change of RSS (dCVR) is 0.00766477.
##  Iteration 17
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1463.29.
## Fixed bandwidth: 1981.64 AICc value: 1436.64.
## Fixed bandwidth: 1225.12 AICc value: 1387.01.
## Fixed bandwidth: 757.559 AICc value: 1310.84.
## Fixed bandwidth: 468.594 AICc value: 1239.47.
## Fixed bandwidth: 290.003 AICc value: 1197.25.
## Fixed bandwidth: 179.628 AICc value: 1172.2.
## Fixed bandwidth: 111.412 AICc value: 1165.99.
## Fixed bandwidth: 69.2528 AICc value: 1207.69.
## Fixed bandwidth: 137.468 AICc value: 1165.38.
## Fixed bandwidth: 153.572 AICc value: 1167.37.
## Fixed bandwidth: 127.516 AICc value: 1164.85.
## Fixed bandwidth: 121.365 AICc value: 1164.93.
## Fixed bandwidth: 131.317 AICc value: 1164.97.
## Fixed bandwidth: 125.166 AICc value: 1164.84.
## Fixed bandwidth: 123.714 AICc value: 1164.85.
## Fixed bandwidth: 126.064 AICc value: 1164.84.
## Fixed bandwidth: 126.618 AICc value: 1164.84.
## Fixed bandwidth: 125.721 AICc value: 1164.83.
## Fixed bandwidth: 125.509 AICc value: 1164.84.
## Fixed bandwidth: 125.852 AICc value: 1164.83.
## The newly selected bandwidth for variable: Intercept is 125.721
## The bandwidth used in the last iteration is: 125.852 and the difference in bandwidths is: 0.130932
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1103.68.
## Fixed bandwidth: 1981.64 AICc value: 1101.5.
## Fixed bandwidth: 1225.12 AICc value: 1098.12.
## Fixed bandwidth: 757.559 AICc value: 1093.61.
## Fixed bandwidth: 468.594 AICc value: 1088.51.
## Fixed bandwidth: 290.003 AICc value: 1084.81.
## Fixed bandwidth: 179.628 AICc value: 1086.72.
## Fixed bandwidth: 358.219 AICc value: 1086.03.
## Fixed bandwidth: 247.843 AICc value: 1084.58.
## Fixed bandwidth: 221.787 AICc value: 1084.87.
## Fixed bandwidth: 263.947 AICc value: 1084.59.
## Fixed bandwidth: 237.891 AICc value: 1084.64.
## Fixed bandwidth: 253.994 AICc value: 1084.57.
## Fixed bandwidth: 257.796 AICc value: 1084.57.
## Fixed bandwidth: 251.645 AICc value: 1084.57.
## Fixed bandwidth: 255.447 AICc value: 1084.57.
## Fixed bandwidth: 253.097 AICc value: 1084.57.
## Fixed bandwidth: 254.549 AICc value: 1084.57.
## The newly selected bandwidth for variable: X1_miskin is 254.549
## The bandwidth used in the last iteration is: 254.549 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1082.15.
## Fixed bandwidth: 1981.64 AICc value: 1068.41.
## Fixed bandwidth: 1225.12 AICc value: 1059.82.
## Fixed bandwidth: 757.559 AICc value: 1057.71.
## Fixed bandwidth: 468.594 AICc value: 1058.81.
## Fixed bandwidth: 936.15 AICc value: 1058.04.
## Fixed bandwidth: 647.184 AICc value: 1057.86.
## Fixed bandwidth: 825.775 AICc value: 1057.76.
## Fixed bandwidth: 715.4 AICc value: 1057.74.
## Fixed bandwidth: 783.616 AICc value: 1057.72.
## Fixed bandwidth: 741.456 AICc value: 1057.72.
## Fixed bandwidth: 767.512 AICc value: 1057.71.
## Fixed bandwidth: 751.408 AICc value: 1057.71.
## Fixed bandwidth: 761.361 AICc value: 1057.71.
## The newly selected bandwidth for variable: X2_sanitasi is 761.361
## The bandwidth used in the last iteration is: 751.408 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.5.
## Fixed bandwidth: 1981.64 AICc value: 1060.99.
## Fixed bandwidth: 1225.12 AICc value: 1058.45.
## Fixed bandwidth: 757.559 AICc value: 1057.78.
## Fixed bandwidth: 468.594 AICc value: 1058.63.
## Fixed bandwidth: 936.15 AICc value: 1057.86.
## Fixed bandwidth: 647.184 AICc value: 1057.9.
## Fixed bandwidth: 825.775 AICc value: 1057.77.
## Fixed bandwidth: 867.935 AICc value: 1057.79.
## Fixed bandwidth: 799.719 AICc value: 1057.77.
## Fixed bandwidth: 783.616 AICc value: 1057.77.
## Fixed bandwidth: 809.672 AICc value: 1057.77.
## Fixed bandwidth: 793.568 AICc value: 1057.77.
## Fixed bandwidth: 803.521 AICc value: 1057.77.
## The newly selected bandwidth for variable: X3_merokok is 799.719
## The bandwidth used in the last iteration is: 803.521 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X4_hunian
## Fixed bandwidth: 3205.72 AICc value: 1079.5.
## Fixed bandwidth: 1981.64 AICc value: 1078.47.
## Fixed bandwidth: 1225.12 AICc value: 1076.97.
## Fixed bandwidth: 757.559 AICc value: 1074.94.
## Fixed bandwidth: 468.594 AICc value: 1072.82.
## Fixed bandwidth: 290.003 AICc value: 1072.37.
## Fixed bandwidth: 179.628 AICc value: 1076.32.
## Fixed bandwidth: 358.219 AICc value: 1072.19.
## Fixed bandwidth: 400.378 AICc value: 1072.36.
## Fixed bandwidth: 332.163 AICc value: 1072.17.
## Fixed bandwidth: 316.059 AICc value: 1072.2.
## Fixed bandwidth: 342.115 AICc value: 1072.16.
## Fixed bandwidth: 348.266 AICc value: 1072.17.
## Fixed bandwidth: 338.314 AICc value: 1072.16.
## Fixed bandwidth: 335.964 AICc value: 1072.16.
## Fixed bandwidth: 339.766 AICc value: 1072.16.
## The newly selected bandwidth for variable: X4_hunian is 338.314
## The bandwidth used in the last iteration is: 338.314 and the difference in bandwidths is: 0
## The bandwidth for variable X4_hunian seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Iteration 17 change of RSS (dCVR) is 0.0147348.
##  Iteration 18
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1463.69.
## Fixed bandwidth: 1981.64 AICc value: 1437.02.
## Fixed bandwidth: 1225.12 AICc value: 1387.34.
## Fixed bandwidth: 757.559 AICc value: 1311.09.
## Fixed bandwidth: 468.594 AICc value: 1239.66.
## Fixed bandwidth: 290.003 AICc value: 1197.38.
## Fixed bandwidth: 179.628 AICc value: 1172.31.
## Fixed bandwidth: 111.412 AICc value: 1166.05.
## Fixed bandwidth: 69.2528 AICc value: 1207.67.
## Fixed bandwidth: 137.468 AICc value: 1165.47.
## Fixed bandwidth: 153.572 AICc value: 1167.47.
## Fixed bandwidth: 127.516 AICc value: 1164.93.
## Fixed bandwidth: 121.365 AICc value: 1165.
## Fixed bandwidth: 131.317 AICc value: 1165.05.
## Fixed bandwidth: 125.166 AICc value: 1164.92.
## Fixed bandwidth: 123.714 AICc value: 1164.93.
## Fixed bandwidth: 126.064 AICc value: 1164.92.
## Fixed bandwidth: 126.618 AICc value: 1164.92.
## Fixed bandwidth: 125.721 AICc value: 1164.92.
## Fixed bandwidth: 125.509 AICc value: 1164.92.
## The newly selected bandwidth for variable: Intercept is 125.721
## The bandwidth used in the last iteration is: 125.721 and the difference in bandwidths is: 0
## The bandwidth for variable Intercept seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1103.7.
## Fixed bandwidth: 1981.64 AICc value: 1101.54.
## Fixed bandwidth: 1225.12 AICc value: 1098.17.
## Fixed bandwidth: 757.559 AICc value: 1093.67.
## Fixed bandwidth: 468.594 AICc value: 1088.57.
## Fixed bandwidth: 290.003 AICc value: 1084.87.
## Fixed bandwidth: 179.628 AICc value: 1086.77.
## Fixed bandwidth: 358.219 AICc value: 1086.09.
## Fixed bandwidth: 247.843 AICc value: 1084.64.
## Fixed bandwidth: 221.787 AICc value: 1084.93.
## Fixed bandwidth: 263.947 AICc value: 1084.65.
## Fixed bandwidth: 237.891 AICc value: 1084.7.
## Fixed bandwidth: 253.994 AICc value: 1084.63.
## Fixed bandwidth: 257.796 AICc value: 1084.63.
## Fixed bandwidth: 251.645 AICc value: 1084.63.
## Fixed bandwidth: 255.447 AICc value: 1084.63.
## Fixed bandwidth: 253.097 AICc value: 1084.63.
## Fixed bandwidth: 254.549 AICc value: 1084.63.
## The newly selected bandwidth for variable: X1_miskin is 254.549
## The bandwidth used in the last iteration is: 254.549 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1081.09.
## Fixed bandwidth: 1981.64 AICc value: 1067.89.
## Fixed bandwidth: 1225.12 AICc value: 1059.66.
## Fixed bandwidth: 757.559 AICc value: 1057.69.
## Fixed bandwidth: 468.594 AICc value: 1058.8.
## Fixed bandwidth: 936.15 AICc value: 1057.97.
## Fixed bandwidth: 647.184 AICc value: 1057.84.
## Fixed bandwidth: 825.775 AICc value: 1057.72.
## Fixed bandwidth: 715.4 AICc value: 1057.71.
## Fixed bandwidth: 783.616 AICc value: 1057.69.
## Fixed bandwidth: 741.456 AICc value: 1057.69.
## Fixed bandwidth: 767.512 AICc value: 1057.69.
## Fixed bandwidth: 773.663 AICc value: 1057.69.
## Fixed bandwidth: 763.71 AICc value: 1057.69.
## Fixed bandwidth: 769.861 AICc value: 1057.69.
## The newly selected bandwidth for variable: X2_sanitasi is 767.512
## The bandwidth used in the last iteration is: 761.361 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.62.
## Fixed bandwidth: 1981.64 AICc value: 1061.1.
## Fixed bandwidth: 1225.12 AICc value: 1058.54.
## Fixed bandwidth: 757.559 AICc value: 1057.86.
## Fixed bandwidth: 468.594 AICc value: 1058.7.
## Fixed bandwidth: 936.15 AICc value: 1057.94.
## Fixed bandwidth: 647.184 AICc value: 1057.98.
## Fixed bandwidth: 825.775 AICc value: 1057.85.
## Fixed bandwidth: 867.935 AICc value: 1057.87.
## Fixed bandwidth: 799.719 AICc value: 1057.85.
## Fixed bandwidth: 783.616 AICc value: 1057.85.
## Fixed bandwidth: 809.672 AICc value: 1057.85.
## Fixed bandwidth: 793.568 AICc value: 1057.85.
## The newly selected bandwidth for variable: X3_merokok is 799.719
## The bandwidth used in the last iteration is: 799.719 and the difference in bandwidths is: 0
## The bandwidth for variable X3_merokok seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X4_hunian
## Fixed bandwidth: 3205.72 AICc value: 1079.82.
## Fixed bandwidth: 1981.64 AICc value: 1078.68.
## Fixed bandwidth: 1225.12 AICc value: 1077.09.
## Fixed bandwidth: 757.559 AICc value: 1075.02.
## Fixed bandwidth: 468.594 AICc value: 1072.89.
## Fixed bandwidth: 290.003 AICc value: 1072.43.
## Fixed bandwidth: 179.628 AICc value: 1076.37.
## Fixed bandwidth: 358.219 AICc value: 1072.26.
## Fixed bandwidth: 400.378 AICc value: 1072.43.
## Fixed bandwidth: 332.163 AICc value: 1072.23.
## Fixed bandwidth: 316.059 AICc value: 1072.27.
## Fixed bandwidth: 342.115 AICc value: 1072.23.
## Fixed bandwidth: 348.266 AICc value: 1072.24.
## Fixed bandwidth: 338.314 AICc value: 1072.23.
## Fixed bandwidth: 335.964 AICc value: 1072.23.
## Fixed bandwidth: 339.766 AICc value: 1072.23.
## The newly selected bandwidth for variable: X4_hunian is 338.314
## The bandwidth used in the last iteration is: 338.314 and the difference in bandwidths is: 0
## The bandwidth for variable X4_hunian seems to be converged for 3 times. It will be continually optimized in the next 2 times
## Iteration 18 change of RSS (dCVR) is 0.011479.
##  Iteration 19
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1464.07.
## Fixed bandwidth: 1981.64 AICc value: 1437.37.
## Fixed bandwidth: 1225.12 AICc value: 1387.65.
## Fixed bandwidth: 757.559 AICc value: 1311.32.
## Fixed bandwidth: 468.594 AICc value: 1239.82.
## Fixed bandwidth: 290.003 AICc value: 1197.5.
## Fixed bandwidth: 179.628 AICc value: 1172.41.
## Fixed bandwidth: 111.412 AICc value: 1166.11.
## Fixed bandwidth: 69.2528 AICc value: 1207.64.
## Fixed bandwidth: 137.468 AICc value: 1165.55.
## Fixed bandwidth: 153.572 AICc value: 1167.56.
## Fixed bandwidth: 127.516 AICc value: 1165.01.
## Fixed bandwidth: 121.365 AICc value: 1165.07.
## Fixed bandwidth: 131.317 AICc value: 1165.13.
## Fixed bandwidth: 125.166 AICc value: 1164.99.
## Fixed bandwidth: 123.714 AICc value: 1165.
## Fixed bandwidth: 126.064 AICc value: 1164.99.
## Fixed bandwidth: 124.612 AICc value: 1164.99.
## Fixed bandwidth: 125.509 AICc value: 1164.99.
## Fixed bandwidth: 125.721 AICc value: 1164.99.
## Fixed bandwidth: 125.378 AICc value: 1164.99.
## Fixed bandwidth: 125.59 AICc value: 1164.99.
## The newly selected bandwidth for variable: Intercept is 125.509
## The bandwidth used in the last iteration is: 125.721 and the difference in bandwidths is: 0.211852
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1103.41.
## Fixed bandwidth: 1981.64 AICc value: 1101.28.
## Fixed bandwidth: 1225.12 AICc value: 1097.93.
## Fixed bandwidth: 757.559 AICc value: 1093.43.
## Fixed bandwidth: 468.594 AICc value: 1088.34.
## Fixed bandwidth: 290.003 AICc value: 1084.65.
## Fixed bandwidth: 179.628 AICc value: 1086.57.
## Fixed bandwidth: 358.219 AICc value: 1085.86.
## Fixed bandwidth: 247.843 AICc value: 1084.42.
## Fixed bandwidth: 221.787 AICc value: 1084.72.
## Fixed bandwidth: 263.947 AICc value: 1084.43.
## Fixed bandwidth: 237.891 AICc value: 1084.48.
## Fixed bandwidth: 253.994 AICc value: 1084.41.
## Fixed bandwidth: 257.796 AICc value: 1084.41.
## Fixed bandwidth: 251.645 AICc value: 1084.41.
## Fixed bandwidth: 255.447 AICc value: 1084.41.
## The newly selected bandwidth for variable: X1_miskin is 255.447
## The bandwidth used in the last iteration is: 254.549 and the difference in bandwidths is: 0.897418
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1080.04.
## Fixed bandwidth: 1981.64 AICc value: 1067.34.
## Fixed bandwidth: 1225.12 AICc value: 1059.46.
## Fixed bandwidth: 757.559 AICc value: 1057.6.
## Fixed bandwidth: 468.594 AICc value: 1058.74.
## Fixed bandwidth: 936.15 AICc value: 1057.86.
## Fixed bandwidth: 647.184 AICc value: 1057.77.
## Fixed bandwidth: 825.775 AICc value: 1057.63.
## Fixed bandwidth: 715.4 AICc value: 1057.63.
## Fixed bandwidth: 783.616 AICc value: 1057.6.
## Fixed bandwidth: 799.719 AICc value: 1057.61.
## Fixed bandwidth: 773.663 AICc value: 1057.6.
## Fixed bandwidth: 767.512 AICc value: 1057.6.
## Fixed bandwidth: 777.465 AICc value: 1057.6.
## The newly selected bandwidth for variable: X2_sanitasi is 773.663
## The bandwidth used in the last iteration is: 767.512 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.63.
## Fixed bandwidth: 1981.64 AICc value: 1061.1.
## Fixed bandwidth: 1225.12 AICc value: 1058.53.
## Fixed bandwidth: 757.559 AICc value: 1057.83.
## Fixed bandwidth: 468.594 AICc value: 1058.67.
## Fixed bandwidth: 936.15 AICc value: 1057.92.
## Fixed bandwidth: 647.184 AICc value: 1057.95.
## Fixed bandwidth: 825.775 AICc value: 1057.83.
## Fixed bandwidth: 867.935 AICc value: 1057.85.
## Fixed bandwidth: 799.719 AICc value: 1057.83.
## Fixed bandwidth: 783.616 AICc value: 1057.83.
## Fixed bandwidth: 809.672 AICc value: 1057.83.
## Fixed bandwidth: 793.568 AICc value: 1057.83.
## Fixed bandwidth: 789.766 AICc value: 1057.83.
## Fixed bandwidth: 795.917 AICc value: 1057.83.
## The newly selected bandwidth for variable: X3_merokok is 795.917
## The bandwidth used in the last iteration is: 799.719 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X4_hunian
## Fixed bandwidth: 3205.72 AICc value: 1080.02.
## Fixed bandwidth: 1981.64 AICc value: 1078.76.
## Fixed bandwidth: 1225.12 AICc value: 1077.08.
## Fixed bandwidth: 757.559 AICc value: 1074.97.
## Fixed bandwidth: 468.594 AICc value: 1072.83.
## Fixed bandwidth: 290.003 AICc value: 1072.37.
## Fixed bandwidth: 179.628 AICc value: 1076.29.
## Fixed bandwidth: 358.219 AICc value: 1072.19.
## Fixed bandwidth: 400.378 AICc value: 1072.37.
## Fixed bandwidth: 332.163 AICc value: 1072.17.
## Fixed bandwidth: 316.059 AICc value: 1072.21.
## Fixed bandwidth: 342.115 AICc value: 1072.17.
## Fixed bandwidth: 348.266 AICc value: 1072.18.
## Fixed bandwidth: 338.314 AICc value: 1072.17.
## Fixed bandwidth: 335.964 AICc value: 1072.17.
## Fixed bandwidth: 339.766 AICc value: 1072.17.
## Fixed bandwidth: 337.416 AICc value: 1072.17.
## The newly selected bandwidth for variable: X4_hunian is 338.314
## The bandwidth used in the last iteration is: 338.314 and the difference in bandwidths is: 0
## The bandwidth for variable X4_hunian seems to be converged for 4 times. It will be continually optimized in the next 1 times
## Iteration 19 change of RSS (dCVR) is 0.010891.
##  Iteration 20
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1464.63.
## Fixed bandwidth: 1981.64 AICc value: 1437.91.
## Fixed bandwidth: 1225.12 AICc value: 1388.15.
## Fixed bandwidth: 757.559 AICc value: 1311.76.
## Fixed bandwidth: 468.594 AICc value: 1240.18.
## Fixed bandwidth: 290.003 AICc value: 1197.8.
## Fixed bandwidth: 179.628 AICc value: 1172.65.
## Fixed bandwidth: 111.412 AICc value: 1166.28.
## Fixed bandwidth: 69.2528 AICc value: 1207.7.
## Fixed bandwidth: 137.468 AICc value: 1165.76.
## Fixed bandwidth: 153.572 AICc value: 1167.78.
## Fixed bandwidth: 127.516 AICc value: 1165.2.
## Fixed bandwidth: 121.365 AICc value: 1165.26.
## Fixed bandwidth: 131.317 AICc value: 1165.33.
## Fixed bandwidth: 125.166 AICc value: 1165.18.
## Fixed bandwidth: 123.714 AICc value: 1165.19.
## Fixed bandwidth: 126.064 AICc value: 1165.18.
## Fixed bandwidth: 124.612 AICc value: 1165.18.
## Fixed bandwidth: 125.509 AICc value: 1165.18.
## Fixed bandwidth: 125.721 AICc value: 1165.18.
## Fixed bandwidth: 125.378 AICc value: 1165.18.
## The newly selected bandwidth for variable: Intercept is 125.378
## The bandwidth used in the last iteration is: 125.509 and the difference in bandwidths is: 0.130932
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1103.12.
## Fixed bandwidth: 1981.64 AICc value: 1101.01.
## Fixed bandwidth: 1225.12 AICc value: 1097.68.
## Fixed bandwidth: 757.559 AICc value: 1093.2.
## Fixed bandwidth: 468.594 AICc value: 1088.13.
## Fixed bandwidth: 290.003 AICc value: 1084.47.
## Fixed bandwidth: 179.628 AICc value: 1086.42.
## Fixed bandwidth: 358.219 AICc value: 1085.67.
## Fixed bandwidth: 247.843 AICc value: 1084.25.
## Fixed bandwidth: 221.787 AICc value: 1084.55.
## Fixed bandwidth: 263.947 AICc value: 1084.26.
## Fixed bandwidth: 237.891 AICc value: 1084.32.
## Fixed bandwidth: 253.994 AICc value: 1084.24.
## Fixed bandwidth: 257.796 AICc value: 1084.24.
## Fixed bandwidth: 251.645 AICc value: 1084.24.
## Fixed bandwidth: 255.447 AICc value: 1084.24.
## Fixed bandwidth: 256.344 AICc value: 1084.24.
## Fixed bandwidth: 254.892 AICc value: 1084.24.
## The newly selected bandwidth for variable: X1_miskin is 255.447
## The bandwidth used in the last iteration is: 255.447 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1078.91.
## Fixed bandwidth: 1981.64 AICc value: 1066.69.
## Fixed bandwidth: 1225.12 AICc value: 1059.12.
## Fixed bandwidth: 757.559 AICc value: 1057.38.
## Fixed bandwidth: 468.594 AICc value: 1058.54.
## Fixed bandwidth: 936.15 AICc value: 1057.6.
## Fixed bandwidth: 647.184 AICc value: 1057.56.
## Fixed bandwidth: 825.775 AICc value: 1057.39.
## Fixed bandwidth: 715.4 AICc value: 1057.42.
## Fixed bandwidth: 783.616 AICc value: 1057.37.
## Fixed bandwidth: 799.719 AICc value: 1057.38.
## Fixed bandwidth: 773.663 AICc value: 1057.38.
## Fixed bandwidth: 789.766 AICc value: 1057.38.
## Fixed bandwidth: 779.814 AICc value: 1057.37.
## The newly selected bandwidth for variable: X2_sanitasi is 779.814
## The bandwidth used in the last iteration is: 773.663 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.55.
## Fixed bandwidth: 1981.64 AICc value: 1061.
## Fixed bandwidth: 1225.12 AICc value: 1058.41.
## Fixed bandwidth: 757.559 AICc value: 1057.71.
## Fixed bandwidth: 468.594 AICc value: 1058.53.
## Fixed bandwidth: 936.15 AICc value: 1057.8.
## Fixed bandwidth: 647.184 AICc value: 1057.83.
## Fixed bandwidth: 825.775 AICc value: 1057.71.
## Fixed bandwidth: 867.935 AICc value: 1057.73.
## Fixed bandwidth: 799.719 AICc value: 1057.7.
## Fixed bandwidth: 783.616 AICc value: 1057.7.
## Fixed bandwidth: 809.672 AICc value: 1057.71.
## Fixed bandwidth: 793.568 AICc value: 1057.7.
## Fixed bandwidth: 789.766 AICc value: 1057.7.
## The newly selected bandwidth for variable: X3_merokok is 793.568
## The bandwidth used in the last iteration is: 795.917 and the difference in bandwidths is: 2.34947
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X4_hunian
## Fixed bandwidth: 3205.72 AICc value: 1080.13.
## Fixed bandwidth: 1981.64 AICc value: 1078.76.
## Fixed bandwidth: 1225.12 AICc value: 1076.98.
## Fixed bandwidth: 757.559 AICc value: 1074.83.
## Fixed bandwidth: 468.594 AICc value: 1072.68.
## Fixed bandwidth: 290.003 AICc value: 1072.23.
## Fixed bandwidth: 179.628 AICc value: 1076.15.
## Fixed bandwidth: 358.219 AICc value: 1072.05.
## Fixed bandwidth: 400.378 AICc value: 1072.22.
## Fixed bandwidth: 332.163 AICc value: 1072.03.
## Fixed bandwidth: 316.059 AICc value: 1072.07.
## Fixed bandwidth: 342.115 AICc value: 1072.03.
## Fixed bandwidth: 348.266 AICc value: 1072.03.
## Fixed bandwidth: 338.314 AICc value: 1072.03.
## Fixed bandwidth: 335.964 AICc value: 1072.03.
## Fixed bandwidth: 339.766 AICc value: 1072.03.
## The newly selected bandwidth for variable: X4_hunian is 338.314
## The bandwidth used in the last iteration is: 338.314 and the difference in bandwidths is: 0
## The bandwidth for variable X4_hunian seems to be converged and will be kept the same in the following iterations.
## Iteration 20 change of RSS (dCVR) is 0.0166936.
##  Iteration 21
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1465.09.
## Fixed bandwidth: 1981.64 AICc value: 1438.34.
## Fixed bandwidth: 1225.12 AICc value: 1388.52.
## Fixed bandwidth: 757.559 AICc value: 1312.06.
## Fixed bandwidth: 468.594 AICc value: 1240.4.
## Fixed bandwidth: 290.003 AICc value: 1197.97.
## Fixed bandwidth: 179.628 AICc value: 1172.77.
## Fixed bandwidth: 111.412 AICc value: 1166.34.
## Fixed bandwidth: 69.2528 AICc value: 1207.67.
## Fixed bandwidth: 137.468 AICc value: 1165.85.
## Fixed bandwidth: 153.572 AICc value: 1167.89.
## Fixed bandwidth: 127.516 AICc value: 1165.28.
## Fixed bandwidth: 121.365 AICc value: 1165.33.
## Fixed bandwidth: 131.317 AICc value: 1165.42.
## Fixed bandwidth: 125.166 AICc value: 1165.26.
## Fixed bandwidth: 123.714 AICc value: 1165.27.
## Fixed bandwidth: 126.064 AICc value: 1165.26.
## Fixed bandwidth: 124.612 AICc value: 1165.26.
## Fixed bandwidth: 125.509 AICc value: 1165.26.
## Fixed bandwidth: 124.955 AICc value: 1165.26.
## Fixed bandwidth: 125.297 AICc value: 1165.26.
## The newly selected bandwidth for variable: Intercept is 125.297
## The bandwidth used in the last iteration is: 125.378 and the difference in bandwidths is: 0.0809201
## The bandwidth for variable Intercept seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1102.99.
## Fixed bandwidth: 1981.64 AICc value: 1100.9.
## Fixed bandwidth: 1225.12 AICc value: 1097.59.
## Fixed bandwidth: 757.559 AICc value: 1093.12.
## Fixed bandwidth: 468.594 AICc value: 1088.06.
## Fixed bandwidth: 290.003 AICc value: 1084.41.
## Fixed bandwidth: 179.628 AICc value: 1086.36.
## Fixed bandwidth: 358.219 AICc value: 1085.61.
## Fixed bandwidth: 247.843 AICc value: 1084.19.
## Fixed bandwidth: 221.787 AICc value: 1084.5.
## Fixed bandwidth: 263.947 AICc value: 1084.2.
## Fixed bandwidth: 237.891 AICc value: 1084.26.
## Fixed bandwidth: 253.994 AICc value: 1084.18.
## Fixed bandwidth: 257.796 AICc value: 1084.18.
## Fixed bandwidth: 251.645 AICc value: 1084.18.
## Fixed bandwidth: 255.447 AICc value: 1084.18.
## Fixed bandwidth: 256.344 AICc value: 1084.18.
## Fixed bandwidth: 254.892 AICc value: 1084.18.
## The newly selected bandwidth for variable: X1_miskin is 255.447
## The bandwidth used in the last iteration is: 255.447 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1077.95.
## Fixed bandwidth: 1981.64 AICc value: 1066.17.
## Fixed bandwidth: 1225.12 AICc value: 1058.9.
## Fixed bandwidth: 757.559 AICc value: 1057.27.
## Fixed bandwidth: 468.594 AICc value: 1058.45.
## Fixed bandwidth: 936.15 AICc value: 1057.46.
## Fixed bandwidth: 647.184 AICc value: 1057.46.
## Fixed bandwidth: 825.775 AICc value: 1057.27.
## Fixed bandwidth: 715.4 AICc value: 1057.31.
## Fixed bandwidth: 783.616 AICc value: 1057.26.
## Fixed bandwidth: 799.719 AICc value: 1057.26.
## Fixed bandwidth: 773.663 AICc value: 1057.26.
## Fixed bandwidth: 789.766 AICc value: 1057.26.
## Fixed bandwidth: 793.568 AICc value: 1057.26.
## Fixed bandwidth: 787.417 AICc value: 1057.26.
## The newly selected bandwidth for variable: X2_sanitasi is 787.417
## The bandwidth used in the last iteration is: 779.814 and the difference in bandwidths is: 7.60305
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.57.
## Fixed bandwidth: 1981.64 AICc value: 1061.01.
## Fixed bandwidth: 1225.12 AICc value: 1058.4.
## Fixed bandwidth: 757.559 AICc value: 1057.69.
## Fixed bandwidth: 468.594 AICc value: 1058.51.
## Fixed bandwidth: 936.15 AICc value: 1057.78.
## Fixed bandwidth: 647.184 AICc value: 1057.81.
## Fixed bandwidth: 825.775 AICc value: 1057.69.
## Fixed bandwidth: 715.4 AICc value: 1057.72.
## Fixed bandwidth: 783.616 AICc value: 1057.69.
## Fixed bandwidth: 799.719 AICc value: 1057.69.
## Fixed bandwidth: 773.663 AICc value: 1057.69.
## Fixed bandwidth: 789.766 AICc value: 1057.69.
## Fixed bandwidth: 793.568 AICc value: 1057.69.
## The newly selected bandwidth for variable: X3_merokok is 789.766
## The bandwidth used in the last iteration is: 793.568 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Iteration 21 change of RSS (dCVR) is 0.0110917.
##  Iteration 22
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1465.52.
## Fixed bandwidth: 1981.64 AICc value: 1438.74.
## Fixed bandwidth: 1225.12 AICc value: 1388.87.
## Fixed bandwidth: 757.559 AICc value: 1312.32.
## Fixed bandwidth: 468.594 AICc value: 1240.58.
## Fixed bandwidth: 290.003 AICc value: 1198.1.
## Fixed bandwidth: 179.628 AICc value: 1172.87.
## Fixed bandwidth: 111.412 AICc value: 1166.39.
## Fixed bandwidth: 69.2528 AICc value: 1207.64.
## Fixed bandwidth: 137.468 AICc value: 1165.93.
## Fixed bandwidth: 153.572 AICc value: 1167.98.
## Fixed bandwidth: 127.516 AICc value: 1165.35.
## Fixed bandwidth: 121.365 AICc value: 1165.4.
## Fixed bandwidth: 131.317 AICc value: 1165.49.
## Fixed bandwidth: 125.166 AICc value: 1165.33.
## Fixed bandwidth: 123.714 AICc value: 1165.34.
## Fixed bandwidth: 126.064 AICc value: 1165.33.
## Fixed bandwidth: 124.612 AICc value: 1165.33.
## Fixed bandwidth: 125.509 AICc value: 1165.33.
## Fixed bandwidth: 124.955 AICc value: 1165.33.
## Fixed bandwidth: 125.297 AICc value: 1165.33.
## Fixed bandwidth: 125.085 AICc value: 1165.33.
## The newly selected bandwidth for variable: Intercept is 125.166
## The bandwidth used in the last iteration is: 125.297 and the difference in bandwidths is: 0.130932
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1102.8.
## Fixed bandwidth: 1981.64 AICc value: 1100.73.
## Fixed bandwidth: 1225.12 AICc value: 1097.44.
## Fixed bandwidth: 757.559 AICc value: 1092.98.
## Fixed bandwidth: 468.594 AICc value: 1087.92.
## Fixed bandwidth: 290.003 AICc value: 1084.28.
## Fixed bandwidth: 179.628 AICc value: 1086.24.
## Fixed bandwidth: 358.219 AICc value: 1085.47.
## Fixed bandwidth: 247.843 AICc value: 1084.07.
## Fixed bandwidth: 221.787 AICc value: 1084.38.
## Fixed bandwidth: 263.947 AICc value: 1084.07.
## Fixed bandwidth: 237.891 AICc value: 1084.14.
## Fixed bandwidth: 253.994 AICc value: 1084.06.
## Fixed bandwidth: 257.796 AICc value: 1084.06.
## Fixed bandwidth: 251.645 AICc value: 1084.06.
## Fixed bandwidth: 255.447 AICc value: 1084.06.
## Fixed bandwidth: 256.344 AICc value: 1084.06.
## Fixed bandwidth: 254.892 AICc value: 1084.06.
## Fixed bandwidth: 255.789 AICc value: 1084.06.
## The newly selected bandwidth for variable: X1_miskin is 255.447
## The bandwidth used in the last iteration is: 255.447 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 3 times. It will be continually optimized in the next 2 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1076.94.
## Fixed bandwidth: 1981.64 AICc value: 1065.6.
## Fixed bandwidth: 1225.12 AICc value: 1058.62.
## Fixed bandwidth: 757.559 AICc value: 1057.09.
## Fixed bandwidth: 468.594 AICc value: 1058.28.
## Fixed bandwidth: 936.15 AICc value: 1057.26.
## Fixed bandwidth: 647.184 AICc value: 1057.29.
## Fixed bandwidth: 825.775 AICc value: 1057.08.
## Fixed bandwidth: 867.935 AICc value: 1057.12.
## Fixed bandwidth: 799.719 AICc value: 1057.07.
## Fixed bandwidth: 783.616 AICc value: 1057.08.
## Fixed bandwidth: 809.672 AICc value: 1057.08.
## Fixed bandwidth: 793.568 AICc value: 1057.07.
## Fixed bandwidth: 789.766 AICc value: 1057.07.
## Fixed bandwidth: 795.917 AICc value: 1057.07.
## The newly selected bandwidth for variable: X2_sanitasi is 793.568
## The bandwidth used in the last iteration is: 787.417 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.53.
## Fixed bandwidth: 1981.64 AICc value: 1060.95.
## Fixed bandwidth: 1225.12 AICc value: 1058.33.
## Fixed bandwidth: 757.559 AICc value: 1057.61.
## Fixed bandwidth: 468.594 AICc value: 1058.42.
## Fixed bandwidth: 936.15 AICc value: 1057.7.
## Fixed bandwidth: 647.184 AICc value: 1057.72.
## Fixed bandwidth: 825.775 AICc value: 1057.61.
## Fixed bandwidth: 715.4 AICc value: 1057.63.
## Fixed bandwidth: 783.616 AICc value: 1057.6.
## Fixed bandwidth: 799.719 AICc value: 1057.6.
## Fixed bandwidth: 773.663 AICc value: 1057.6.
## Fixed bandwidth: 789.766 AICc value: 1057.6.
## Fixed bandwidth: 793.568 AICc value: 1057.6.
## Fixed bandwidth: 787.417 AICc value: 1057.6.
## The newly selected bandwidth for variable: X3_merokok is 789.766
## The bandwidth used in the last iteration is: 789.766 and the difference in bandwidths is: 0
## The bandwidth for variable X3_merokok seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 22 change of RSS (dCVR) is 0.0131154.
##  Iteration 23
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1465.98.
## Fixed bandwidth: 1981.64 AICc value: 1439.17.
## Fixed bandwidth: 1225.12 AICc value: 1389.24.
## Fixed bandwidth: 757.559 AICc value: 1312.62.
## Fixed bandwidth: 468.594 AICc value: 1240.8.
## Fixed bandwidth: 290.003 AICc value: 1198.26.
## Fixed bandwidth: 179.628 AICc value: 1173.01.
## Fixed bandwidth: 111.412 AICc value: 1166.47.
## Fixed bandwidth: 69.2528 AICc value: 1207.62.
## Fixed bandwidth: 137.468 AICc value: 1166.03.
## Fixed bandwidth: 153.572 AICc value: 1168.09.
## Fixed bandwidth: 127.516 AICc value: 1165.45.
## Fixed bandwidth: 121.365 AICc value: 1165.49.
## Fixed bandwidth: 131.317 AICc value: 1165.59.
## Fixed bandwidth: 125.166 AICc value: 1165.42.
## Fixed bandwidth: 123.714 AICc value: 1165.43.
## Fixed bandwidth: 126.064 AICc value: 1165.43.
## Fixed bandwidth: 124.612 AICc value: 1165.42.
## Fixed bandwidth: 125.509 AICc value: 1165.42.
## Fixed bandwidth: 124.955 AICc value: 1165.42.
## The newly selected bandwidth for variable: Intercept is 124.955
## The bandwidth used in the last iteration is: 125.166 and the difference in bandwidths is: 0.211852
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1102.51.
## Fixed bandwidth: 1981.64 AICc value: 1100.46.
## Fixed bandwidth: 1225.12 AICc value: 1097.19.
## Fixed bandwidth: 757.559 AICc value: 1092.73.
## Fixed bandwidth: 468.594 AICc value: 1087.68.
## Fixed bandwidth: 290.003 AICc value: 1084.06.
## Fixed bandwidth: 179.628 AICc value: 1086.04.
## Fixed bandwidth: 358.219 AICc value: 1085.25.
## Fixed bandwidth: 247.843 AICc value: 1083.86.
## Fixed bandwidth: 221.787 AICc value: 1084.17.
## Fixed bandwidth: 263.947 AICc value: 1083.86.
## Fixed bandwidth: 273.9 AICc value: 1083.91.
## Fixed bandwidth: 257.796 AICc value: 1083.85.
## Fixed bandwidth: 253.994 AICc value: 1083.85.
## The newly selected bandwidth for variable: X1_miskin is 257.796
## The bandwidth used in the last iteration is: 255.447 and the difference in bandwidths is: 2.34947
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1076.36.
## Fixed bandwidth: 1981.64 AICc value: 1065.43.
## Fixed bandwidth: 1225.12 AICc value: 1058.73.
## Fixed bandwidth: 757.559 AICc value: 1057.29.
## Fixed bandwidth: 468.594 AICc value: 1058.5.
## Fixed bandwidth: 936.15 AICc value: 1057.43.
## Fixed bandwidth: 647.184 AICc value: 1057.5.
## Fixed bandwidth: 825.775 AICc value: 1057.28.
## Fixed bandwidth: 867.935 AICc value: 1057.31.
## Fixed bandwidth: 799.719 AICc value: 1057.27.
## Fixed bandwidth: 783.616 AICc value: 1057.27.
## Fixed bandwidth: 809.672 AICc value: 1057.27.
## Fixed bandwidth: 793.568 AICc value: 1057.27.
## Fixed bandwidth: 803.521 AICc value: 1057.27.
## The newly selected bandwidth for variable: X2_sanitasi is 799.719
## The bandwidth used in the last iteration is: 793.568 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.82.
## Fixed bandwidth: 1981.64 AICc value: 1061.22.
## Fixed bandwidth: 1225.12 AICc value: 1058.59.
## Fixed bandwidth: 757.559 AICc value: 1057.86.
## Fixed bandwidth: 468.594 AICc value: 1058.65.
## Fixed bandwidth: 936.15 AICc value: 1057.96.
## Fixed bandwidth: 647.184 AICc value: 1057.96.
## Fixed bandwidth: 825.775 AICc value: 1057.86.
## Fixed bandwidth: 715.4 AICc value: 1057.88.
## Fixed bandwidth: 783.616 AICc value: 1057.85.
## Fixed bandwidth: 799.719 AICc value: 1057.85.
## Fixed bandwidth: 773.663 AICc value: 1057.85.
## Fixed bandwidth: 789.766 AICc value: 1057.85.
## The newly selected bandwidth for variable: X3_merokok is 783.616
## The bandwidth used in the last iteration is: 789.766 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Iteration 23 change of RSS (dCVR) is 0.0178998.
##  Iteration 24
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1466.76.
## Fixed bandwidth: 1981.64 AICc value: 1439.94.
## Fixed bandwidth: 1225.12 AICc value: 1389.99.
## Fixed bandwidth: 757.559 AICc value: 1313.31.
## Fixed bandwidth: 468.594 AICc value: 1241.44.
## Fixed bandwidth: 290.003 AICc value: 1198.82.
## Fixed bandwidth: 179.628 AICc value: 1173.47.
## Fixed bandwidth: 111.412 AICc value: 1166.82.
## Fixed bandwidth: 69.2528 AICc value: 1207.83.
## Fixed bandwidth: 137.468 AICc value: 1166.44.
## Fixed bandwidth: 153.572 AICc value: 1168.52.
## Fixed bandwidth: 127.516 AICc value: 1165.84.
## Fixed bandwidth: 121.365 AICc value: 1165.86.
## Fixed bandwidth: 131.317 AICc value: 1165.98.
## Fixed bandwidth: 125.166 AICc value: 1165.8.
## Fixed bandwidth: 123.714 AICc value: 1165.81.
## Fixed bandwidth: 126.064 AICc value: 1165.81.
## Fixed bandwidth: 124.612 AICc value: 1165.8.
## Fixed bandwidth: 124.269 AICc value: 1165.8.
## Fixed bandwidth: 124.824 AICc value: 1165.8.
## Fixed bandwidth: 124.955 AICc value: 1165.8.
## Fixed bandwidth: 124.743 AICc value: 1165.8.
## The newly selected bandwidth for variable: Intercept is 124.824
## The bandwidth used in the last iteration is: 124.955 and the difference in bandwidths is: 0.130932
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1102.07.
## Fixed bandwidth: 1981.64 AICc value: 1100.04.
## Fixed bandwidth: 1225.12 AICc value: 1096.79.
## Fixed bandwidth: 757.559 AICc value: 1092.37.
## Fixed bandwidth: 468.594 AICc value: 1087.37.
## Fixed bandwidth: 290.003 AICc value: 1083.8.
## Fixed bandwidth: 179.628 AICc value: 1085.84.
## Fixed bandwidth: 358.219 AICc value: 1084.96.
## Fixed bandwidth: 247.843 AICc value: 1083.62.
## Fixed bandwidth: 221.787 AICc value: 1083.94.
## Fixed bandwidth: 263.947 AICc value: 1083.61.
## Fixed bandwidth: 273.9 AICc value: 1083.66.
## Fixed bandwidth: 257.796 AICc value: 1083.6.
## Fixed bandwidth: 253.994 AICc value: 1083.6.
## Fixed bandwidth: 260.145 AICc value: 1083.6.
## Fixed bandwidth: 256.344 AICc value: 1083.6.
## Fixed bandwidth: 255.447 AICc value: 1083.6.
## Fixed bandwidth: 256.899 AICc value: 1083.6.
## The newly selected bandwidth for variable: X1_miskin is 256.899
## The bandwidth used in the last iteration is: 257.796 and the difference in bandwidths is: 0.897418
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1075.18.
## Fixed bandwidth: 1981.64 AICc value: 1064.62.
## Fixed bandwidth: 1225.12 AICc value: 1058.17.
## Fixed bandwidth: 757.559 AICc value: 1056.82.
## Fixed bandwidth: 468.594 AICc value: 1058.05.
## Fixed bandwidth: 936.15 AICc value: 1056.94.
## Fixed bandwidth: 647.184 AICc value: 1057.04.
## Fixed bandwidth: 825.775 AICc value: 1056.8.
## Fixed bandwidth: 867.935 AICc value: 1056.83.
## Fixed bandwidth: 799.719 AICc value: 1056.8.
## Fixed bandwidth: 783.616 AICc value: 1056.81.
## Fixed bandwidth: 809.672 AICc value: 1056.8.
## Fixed bandwidth: 815.823 AICc value: 1056.8.
## Fixed bandwidth: 805.87 AICc value: 1056.8.
## The newly selected bandwidth for variable: X2_sanitasi is 809.672
## The bandwidth used in the last iteration is: 799.719 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.56.
## Fixed bandwidth: 1981.64 AICc value: 1060.94.
## Fixed bandwidth: 1225.12 AICc value: 1058.29.
## Fixed bandwidth: 757.559 AICc value: 1057.55.
## Fixed bandwidth: 468.594 AICc value: 1058.34.
## Fixed bandwidth: 936.15 AICc value: 1057.65.
## Fixed bandwidth: 647.184 AICc value: 1057.65.
## Fixed bandwidth: 825.775 AICc value: 1057.55.
## Fixed bandwidth: 715.4 AICc value: 1057.57.
## Fixed bandwidth: 783.616 AICc value: 1057.54.
## Fixed bandwidth: 799.719 AICc value: 1057.54.
## Fixed bandwidth: 773.663 AICc value: 1057.54.
## Fixed bandwidth: 789.766 AICc value: 1057.54.
## Fixed bandwidth: 779.814 AICc value: 1057.54.
## The newly selected bandwidth for variable: X3_merokok is 783.616
## The bandwidth used in the last iteration is: 783.616 and the difference in bandwidths is: 0
## The bandwidth for variable X3_merokok seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 24 change of RSS (dCVR) is 0.0233953.
##  Iteration 25
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1467.17.
## Fixed bandwidth: 1981.64 AICc value: 1440.31.
## Fixed bandwidth: 1225.12 AICc value: 1390.31.
## Fixed bandwidth: 757.559 AICc value: 1313.54.
## Fixed bandwidth: 468.594 AICc value: 1241.58.
## Fixed bandwidth: 290.003 AICc value: 1198.91.
## Fixed bandwidth: 179.628 AICc value: 1173.52.
## Fixed bandwidth: 111.412 AICc value: 1166.83.
## Fixed bandwidth: 69.2528 AICc value: 1207.77.
## Fixed bandwidth: 137.468 AICc value: 1166.47.
## Fixed bandwidth: 153.572 AICc value: 1168.57.
## Fixed bandwidth: 127.516 AICc value: 1165.86.
## Fixed bandwidth: 121.365 AICc value: 1165.88.
## Fixed bandwidth: 131.317 AICc value: 1166.01.
## Fixed bandwidth: 125.166 AICc value: 1165.83.
## Fixed bandwidth: 123.714 AICc value: 1165.83.
## Fixed bandwidth: 126.064 AICc value: 1165.84.
## Fixed bandwidth: 124.612 AICc value: 1165.83.
## Fixed bandwidth: 124.269 AICc value: 1165.83.
## Fixed bandwidth: 124.824 AICc value: 1165.83.
## The newly selected bandwidth for variable: Intercept is 124.612
## The bandwidth used in the last iteration is: 124.824 and the difference in bandwidths is: 0.211852
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1101.84.
## Fixed bandwidth: 1981.64 AICc value: 1099.83.
## Fixed bandwidth: 1225.12 AICc value: 1096.6.
## Fixed bandwidth: 757.559 AICc value: 1092.19.
## Fixed bandwidth: 468.594 AICc value: 1087.2.
## Fixed bandwidth: 290.003 AICc value: 1083.64.
## Fixed bandwidth: 179.628 AICc value: 1085.68.
## Fixed bandwidth: 358.219 AICc value: 1084.8.
## Fixed bandwidth: 247.843 AICc value: 1083.46.
## Fixed bandwidth: 221.787 AICc value: 1083.78.
## Fixed bandwidth: 263.947 AICc value: 1083.45.
## Fixed bandwidth: 273.9 AICc value: 1083.5.
## Fixed bandwidth: 257.796 AICc value: 1083.44.
## Fixed bandwidth: 253.994 AICc value: 1083.44.
## Fixed bandwidth: 260.145 AICc value: 1083.44.
## Fixed bandwidth: 256.344 AICc value: 1083.44.
## The newly selected bandwidth for variable: X1_miskin is 256.344
## The bandwidth used in the last iteration is: 256.899 and the difference in bandwidths is: 0.554635
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1074.12.
## Fixed bandwidth: 1981.64 AICc value: 1063.94.
## Fixed bandwidth: 1225.12 AICc value: 1057.74.
## Fixed bandwidth: 757.559 AICc value: 1056.48.
## Fixed bandwidth: 468.594 AICc value: 1057.73.
## Fixed bandwidth: 936.15 AICc value: 1056.58.
## Fixed bandwidth: 647.184 AICc value: 1056.71.
## Fixed bandwidth: 825.775 AICc value: 1056.45.
## Fixed bandwidth: 867.935 AICc value: 1056.48.
## Fixed bandwidth: 799.719 AICc value: 1056.46.
## Fixed bandwidth: 841.879 AICc value: 1056.46.
## Fixed bandwidth: 815.823 AICc value: 1056.45.
## Fixed bandwidth: 809.672 AICc value: 1056.45.
## Fixed bandwidth: 819.624 AICc value: 1056.45.
## Fixed bandwidth: 813.473 AICc value: 1056.45.
## The newly selected bandwidth for variable: X2_sanitasi is 815.823
## The bandwidth used in the last iteration is: 809.672 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.3.
## Fixed bandwidth: 1981.64 AICc value: 1060.67.
## Fixed bandwidth: 1225.12 AICc value: 1058.01.
## Fixed bandwidth: 757.559 AICc value: 1057.26.
## Fixed bandwidth: 468.594 AICc value: 1058.05.
## Fixed bandwidth: 936.15 AICc value: 1057.36.
## Fixed bandwidth: 647.184 AICc value: 1057.37.
## Fixed bandwidth: 825.775 AICc value: 1057.27.
## Fixed bandwidth: 715.4 AICc value: 1057.28.
## Fixed bandwidth: 783.616 AICc value: 1057.26.
## Fixed bandwidth: 799.719 AICc value: 1057.26.
## Fixed bandwidth: 773.663 AICc value: 1057.26.
## Fixed bandwidth: 789.766 AICc value: 1057.26.
## Fixed bandwidth: 779.814 AICc value: 1057.26.
## The newly selected bandwidth for variable: X3_merokok is 783.616
## The bandwidth used in the last iteration is: 783.616 and the difference in bandwidths is: 0
## The bandwidth for variable X3_merokok seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Iteration 25 change of RSS (dCVR) is 0.0236322.
##  Iteration 26
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1467.57.
## Fixed bandwidth: 1981.64 AICc value: 1440.69.
## Fixed bandwidth: 1225.12 AICc value: 1390.62.
## Fixed bandwidth: 757.559 AICc value: 1313.77.
## Fixed bandwidth: 468.594 AICc value: 1241.73.
## Fixed bandwidth: 290.003 AICc value: 1199.01.
## Fixed bandwidth: 179.628 AICc value: 1173.59.
## Fixed bandwidth: 111.412 AICc value: 1166.84.
## Fixed bandwidth: 69.2528 AICc value: 1207.7.
## Fixed bandwidth: 137.468 AICc value: 1166.51.
## Fixed bandwidth: 153.572 AICc value: 1168.62.
## Fixed bandwidth: 127.516 AICc value: 1165.89.
## Fixed bandwidth: 121.365 AICc value: 1165.91.
## Fixed bandwidth: 131.317 AICc value: 1166.05.
## Fixed bandwidth: 125.166 AICc value: 1165.86.
## Fixed bandwidth: 123.714 AICc value: 1165.86.
## Fixed bandwidth: 126.064 AICc value: 1165.87.
## Fixed bandwidth: 124.612 AICc value: 1165.86.
## Fixed bandwidth: 124.269 AICc value: 1165.86.
## Fixed bandwidth: 124.824 AICc value: 1165.86.
## Fixed bandwidth: 124.481 AICc value: 1165.86.
## The newly selected bandwidth for variable: Intercept is 124.612
## The bandwidth used in the last iteration is: 124.612 and the difference in bandwidths is: 0
## The bandwidth for variable Intercept seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1101.94.
## Fixed bandwidth: 1981.64 AICc value: 1099.95.
## Fixed bandwidth: 1225.12 AICc value: 1096.73.
## Fixed bandwidth: 757.559 AICc value: 1092.32.
## Fixed bandwidth: 468.594 AICc value: 1087.32.
## Fixed bandwidth: 290.003 AICc value: 1083.75.
## Fixed bandwidth: 179.628 AICc value: 1085.78.
## Fixed bandwidth: 358.219 AICc value: 1084.91.
## Fixed bandwidth: 247.843 AICc value: 1083.57.
## Fixed bandwidth: 221.787 AICc value: 1083.89.
## Fixed bandwidth: 263.947 AICc value: 1083.56.
## Fixed bandwidth: 273.9 AICc value: 1083.61.
## Fixed bandwidth: 257.796 AICc value: 1083.55.
## Fixed bandwidth: 253.994 AICc value: 1083.55.
## Fixed bandwidth: 260.145 AICc value: 1083.55.
## Fixed bandwidth: 256.344 AICc value: 1083.55.
## Fixed bandwidth: 255.447 AICc value: 1083.55.
## Fixed bandwidth: 256.899 AICc value: 1083.55.
## The newly selected bandwidth for variable: X1_miskin is 256.899
## The bandwidth used in the last iteration is: 256.344 and the difference in bandwidths is: 0.554635
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1073.6.
## Fixed bandwidth: 1981.64 AICc value: 1063.78.
## Fixed bandwidth: 1225.12 AICc value: 1057.83.
## Fixed bandwidth: 757.559 AICc value: 1056.65.
## Fixed bandwidth: 468.594 AICc value: 1057.9.
## Fixed bandwidth: 936.15 AICc value: 1056.72.
## Fixed bandwidth: 647.184 AICc value: 1056.88.
## Fixed bandwidth: 825.775 AICc value: 1056.61.
## Fixed bandwidth: 867.935 AICc value: 1056.63.
## Fixed bandwidth: 799.719 AICc value: 1056.62.
## Fixed bandwidth: 841.879 AICc value: 1056.62.
## Fixed bandwidth: 815.823 AICc value: 1056.61.
## The newly selected bandwidth for variable: X2_sanitasi is 825.775
## The bandwidth used in the last iteration is: 815.823 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.57.
## Fixed bandwidth: 1981.64 AICc value: 1060.93.
## Fixed bandwidth: 1225.12 AICc value: 1058.26.
## Fixed bandwidth: 757.559 AICc value: 1057.5.
## Fixed bandwidth: 468.594 AICc value: 1058.28.
## Fixed bandwidth: 936.15 AICc value: 1057.61.
## Fixed bandwidth: 647.184 AICc value: 1057.6.
## Fixed bandwidth: 825.775 AICc value: 1057.51.
## Fixed bandwidth: 715.4 AICc value: 1057.52.
## Fixed bandwidth: 783.616 AICc value: 1057.5.
## Fixed bandwidth: 799.719 AICc value: 1057.5.
## Fixed bandwidth: 773.663 AICc value: 1057.5.
## Fixed bandwidth: 789.766 AICc value: 1057.5.
## Fixed bandwidth: 779.814 AICc value: 1057.5.
## The newly selected bandwidth for variable: X3_merokok is 779.814
## The bandwidth used in the last iteration is: 783.616 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Iteration 26 change of RSS (dCVR) is 0.0183396.
##  Iteration 27
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1468.05.
## Fixed bandwidth: 1981.64 AICc value: 1441.14.
## Fixed bandwidth: 1225.12 AICc value: 1391.02.
## Fixed bandwidth: 757.559 AICc value: 1314.1.
## Fixed bandwidth: 468.594 AICc value: 1241.99.
## Fixed bandwidth: 290.003 AICc value: 1199.23.
## Fixed bandwidth: 179.628 AICc value: 1173.77.
## Fixed bandwidth: 111.412 AICc value: 1166.99.
## Fixed bandwidth: 69.2528 AICc value: 1207.76.
## Fixed bandwidth: 137.468 AICc value: 1166.68.
## Fixed bandwidth: 153.572 AICc value: 1168.79.
## Fixed bandwidth: 127.516 AICc value: 1166.05.
## Fixed bandwidth: 121.365 AICc value: 1166.06.
## Fixed bandwidth: 131.317 AICc value: 1166.21.
## Fixed bandwidth: 125.166 AICc value: 1166.02.
## Fixed bandwidth: 123.714 AICc value: 1166.02.
## Fixed bandwidth: 126.064 AICc value: 1166.02.
## Fixed bandwidth: 124.612 AICc value: 1166.01.
## Fixed bandwidth: 124.269 AICc value: 1166.01.
## Fixed bandwidth: 124.824 AICc value: 1166.01.
## Fixed bandwidth: 124.481 AICc value: 1166.01.
## The newly selected bandwidth for variable: Intercept is 124.481
## The bandwidth used in the last iteration is: 124.612 and the difference in bandwidths is: 0.130932
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1101.75.
## Fixed bandwidth: 1981.64 AICc value: 1099.78.
## Fixed bandwidth: 1225.12 AICc value: 1096.57.
## Fixed bandwidth: 757.559 AICc value: 1092.17.
## Fixed bandwidth: 468.594 AICc value: 1087.18.
## Fixed bandwidth: 290.003 AICc value: 1083.63.
## Fixed bandwidth: 179.628 AICc value: 1085.67.
## Fixed bandwidth: 358.219 AICc value: 1084.79.
## Fixed bandwidth: 247.843 AICc value: 1083.45.
## Fixed bandwidth: 221.787 AICc value: 1083.78.
## Fixed bandwidth: 263.947 AICc value: 1083.44.
## Fixed bandwidth: 273.9 AICc value: 1083.49.
## Fixed bandwidth: 257.796 AICc value: 1083.43.
## Fixed bandwidth: 253.994 AICc value: 1083.43.
## Fixed bandwidth: 260.145 AICc value: 1083.43.
## Fixed bandwidth: 256.344 AICc value: 1083.43.
## The newly selected bandwidth for variable: X1_miskin is 256.344
## The bandwidth used in the last iteration is: 256.899 and the difference in bandwidths is: 0.554635
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1072.63.
## Fixed bandwidth: 1981.64 AICc value: 1063.17.
## Fixed bandwidth: 1225.12 AICc value: 1057.45.
## Fixed bandwidth: 757.559 AICc value: 1056.36.
## Fixed bandwidth: 468.594 AICc value: 1057.63.
## Fixed bandwidth: 936.15 AICc value: 1056.41.
## Fixed bandwidth: 647.184 AICc value: 1056.6.
## Fixed bandwidth: 825.775 AICc value: 1056.32.
## Fixed bandwidth: 867.935 AICc value: 1056.33.
## Fixed bandwidth: 799.719 AICc value: 1056.32.
## Fixed bandwidth: 841.879 AICc value: 1056.32.
## Fixed bandwidth: 815.823 AICc value: 1056.32.
## Fixed bandwidth: 831.926 AICc value: 1056.32.
## The newly selected bandwidth for variable: X2_sanitasi is 825.775
## The bandwidth used in the last iteration is: 825.775 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.35.
## Fixed bandwidth: 1981.64 AICc value: 1060.7.
## Fixed bandwidth: 1225.12 AICc value: 1058.01.
## Fixed bandwidth: 757.559 AICc value: 1057.25.
## Fixed bandwidth: 468.594 AICc value: 1058.03.
## Fixed bandwidth: 936.15 AICc value: 1057.36.
## Fixed bandwidth: 647.184 AICc value: 1057.35.
## Fixed bandwidth: 825.775 AICc value: 1057.26.
## Fixed bandwidth: 715.4 AICc value: 1057.27.
## Fixed bandwidth: 783.616 AICc value: 1057.25.
## Fixed bandwidth: 799.719 AICc value: 1057.25.
## Fixed bandwidth: 773.663 AICc value: 1057.25.
## Fixed bandwidth: 789.766 AICc value: 1057.25.
## Fixed bandwidth: 779.814 AICc value: 1057.25.
## The newly selected bandwidth for variable: X3_merokok is 779.814
## The bandwidth used in the last iteration is: 779.814 and the difference in bandwidths is: 0
## The bandwidth for variable X3_merokok seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 27 change of RSS (dCVR) is 0.0212393.
##  Iteration 28
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1468.39.
## Fixed bandwidth: 1981.64 AICc value: 1441.45.
## Fixed bandwidth: 1225.12 AICc value: 1391.28.
## Fixed bandwidth: 757.559 AICc value: 1314.28.
## Fixed bandwidth: 468.594 AICc value: 1242.09.
## Fixed bandwidth: 290.003 AICc value: 1199.27.
## Fixed bandwidth: 179.628 AICc value: 1173.8.
## Fixed bandwidth: 111.412 AICc value: 1166.97.
## Fixed bandwidth: 69.2528 AICc value: 1207.67.
## Fixed bandwidth: 137.468 AICc value: 1166.68.
## Fixed bandwidth: 153.572 AICc value: 1168.8.
## Fixed bandwidth: 127.516 AICc value: 1166.05.
## Fixed bandwidth: 121.365 AICc value: 1166.05.
## Fixed bandwidth: 131.317 AICc value: 1166.21.
## Fixed bandwidth: 125.166 AICc value: 1166.01.
## Fixed bandwidth: 123.714 AICc value: 1166.01.
## Fixed bandwidth: 122.817 AICc value: 1166.02.
## Fixed bandwidth: 124.269 AICc value: 1166.
## Fixed bandwidth: 124.612 AICc value: 1166.
## Fixed bandwidth: 124.057 AICc value: 1166.
## Fixed bandwidth: 124.4 AICc value: 1166.
## The newly selected bandwidth for variable: Intercept is 124.4
## The bandwidth used in the last iteration is: 124.481 and the difference in bandwidths is: 0.0809201
## The bandwidth for variable Intercept seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1101.69.
## Fixed bandwidth: 1981.64 AICc value: 1099.73.
## Fixed bandwidth: 1225.12 AICc value: 1096.54.
## Fixed bandwidth: 757.559 AICc value: 1092.14.
## Fixed bandwidth: 468.594 AICc value: 1087.14.
## Fixed bandwidth: 290.003 AICc value: 1083.59.
## Fixed bandwidth: 179.628 AICc value: 1085.63.
## Fixed bandwidth: 358.219 AICc value: 1084.75.
## Fixed bandwidth: 247.843 AICc value: 1083.41.
## Fixed bandwidth: 221.787 AICc value: 1083.73.
## Fixed bandwidth: 263.947 AICc value: 1083.4.
## Fixed bandwidth: 273.9 AICc value: 1083.45.
## Fixed bandwidth: 257.796 AICc value: 1083.39.
## Fixed bandwidth: 253.994 AICc value: 1083.39.
## Fixed bandwidth: 260.145 AICc value: 1083.39.
## Fixed bandwidth: 256.344 AICc value: 1083.39.
## The newly selected bandwidth for variable: X1_miskin is 256.344
## The bandwidth used in the last iteration is: 256.344 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1072.01.
## Fixed bandwidth: 1981.64 AICc value: 1062.85.
## Fixed bandwidth: 1225.12 AICc value: 1057.33.
## Fixed bandwidth: 757.559 AICc value: 1056.31.
## Fixed bandwidth: 468.594 AICc value: 1057.59.
## Fixed bandwidth: 936.15 AICc value: 1056.34.
## Fixed bandwidth: 647.184 AICc value: 1056.56.
## Fixed bandwidth: 825.775 AICc value: 1056.26.
## Fixed bandwidth: 867.935 AICc value: 1056.27.
## Fixed bandwidth: 799.719 AICc value: 1056.27.
## Fixed bandwidth: 841.879 AICc value: 1056.26.
## Fixed bandwidth: 851.831 AICc value: 1056.26.
## Fixed bandwidth: 835.728 AICc value: 1056.26.
## Fixed bandwidth: 831.926 AICc value: 1056.26.
## The newly selected bandwidth for variable: X2_sanitasi is 835.728
## The bandwidth used in the last iteration is: 825.775 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.41.
## Fixed bandwidth: 1981.64 AICc value: 1060.74.
## Fixed bandwidth: 1225.12 AICc value: 1058.04.
## Fixed bandwidth: 757.559 AICc value: 1057.27.
## Fixed bandwidth: 468.594 AICc value: 1058.05.
## Fixed bandwidth: 936.15 AICc value: 1057.39.
## Fixed bandwidth: 647.184 AICc value: 1057.37.
## Fixed bandwidth: 825.775 AICc value: 1057.28.
## Fixed bandwidth: 715.4 AICc value: 1057.29.
## Fixed bandwidth: 783.616 AICc value: 1057.27.
## Fixed bandwidth: 799.719 AICc value: 1057.27.
## Fixed bandwidth: 773.663 AICc value: 1057.27.
## The newly selected bandwidth for variable: X3_merokok is 783.616
## The bandwidth used in the last iteration is: 779.814 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Iteration 28 change of RSS (dCVR) is 0.00926895.
##  Iteration 29
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1468.82.
## Fixed bandwidth: 1981.64 AICc value: 1441.85.
## Fixed bandwidth: 1225.12 AICc value: 1391.64.
## Fixed bandwidth: 757.559 AICc value: 1314.57.
## Fixed bandwidth: 468.594 AICc value: 1242.32.
## Fixed bandwidth: 290.003 AICc value: 1199.47.
## Fixed bandwidth: 179.628 AICc value: 1173.97.
## Fixed bandwidth: 111.412 AICc value: 1167.09.
## Fixed bandwidth: 69.2528 AICc value: 1207.71.
## Fixed bandwidth: 137.468 AICc value: 1166.83.
## Fixed bandwidth: 153.572 AICc value: 1168.97.
## Fixed bandwidth: 127.516 AICc value: 1166.19.
## Fixed bandwidth: 121.365 AICc value: 1166.19.
## Fixed bandwidth: 117.563 AICc value: 1166.38.
## Fixed bandwidth: 123.714 AICc value: 1166.15.
## Fixed bandwidth: 125.166 AICc value: 1166.15.
## Fixed bandwidth: 122.817 AICc value: 1166.16.
## Fixed bandwidth: 124.269 AICc value: 1166.15.
## Fixed bandwidth: 124.612 AICc value: 1166.15.
## Fixed bandwidth: 124.057 AICc value: 1166.15.
## Fixed bandwidth: 124.4 AICc value: 1166.15.
## The newly selected bandwidth for variable: Intercept is 124.269
## The bandwidth used in the last iteration is: 124.4 and the difference in bandwidths is: 0.130932
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1101.61.
## Fixed bandwidth: 1981.64 AICc value: 1099.66.
## Fixed bandwidth: 1225.12 AICc value: 1096.48.
## Fixed bandwidth: 757.559 AICc value: 1092.08.
## Fixed bandwidth: 468.594 AICc value: 1087.09.
## Fixed bandwidth: 290.003 AICc value: 1083.54.
## Fixed bandwidth: 179.628 AICc value: 1085.58.
## Fixed bandwidth: 358.219 AICc value: 1084.7.
## Fixed bandwidth: 247.843 AICc value: 1083.36.
## Fixed bandwidth: 221.787 AICc value: 1083.68.
## Fixed bandwidth: 263.947 AICc value: 1083.35.
## Fixed bandwidth: 273.9 AICc value: 1083.4.
## Fixed bandwidth: 257.796 AICc value: 1083.34.
## Fixed bandwidth: 253.994 AICc value: 1083.34.
## Fixed bandwidth: 260.145 AICc value: 1083.34.
## Fixed bandwidth: 256.344 AICc value: 1083.34.
## The newly selected bandwidth for variable: X1_miskin is 256.344
## The bandwidth used in the last iteration is: 256.344 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1071.31.
## Fixed bandwidth: 1981.64 AICc value: 1062.46.
## Fixed bandwidth: 1225.12 AICc value: 1057.15.
## Fixed bandwidth: 757.559 AICc value: 1056.2.
## Fixed bandwidth: 468.594 AICc value: 1057.49.
## Fixed bandwidth: 936.15 AICc value: 1056.21.
## Fixed bandwidth: 647.184 AICc value: 1056.45.
## Fixed bandwidth: 825.775 AICc value: 1056.15.
## Fixed bandwidth: 867.935 AICc value: 1056.15.
## Fixed bandwidth: 799.719 AICc value: 1056.16.
## Fixed bandwidth: 841.879 AICc value: 1056.14.
## Fixed bandwidth: 851.831 AICc value: 1056.14.
## Fixed bandwidth: 835.728 AICc value: 1056.14.
## Fixed bandwidth: 845.68 AICc value: 1056.14.
## Fixed bandwidth: 839.529 AICc value: 1056.14.
## The newly selected bandwidth for variable: X2_sanitasi is 841.879
## The bandwidth used in the last iteration is: 835.728 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.32.
## Fixed bandwidth: 1981.64 AICc value: 1060.64.
## Fixed bandwidth: 1225.12 AICc value: 1057.95.
## Fixed bandwidth: 757.559 AICc value: 1057.17.
## Fixed bandwidth: 468.594 AICc value: 1057.95.
## Fixed bandwidth: 936.15 AICc value: 1057.29.
## Fixed bandwidth: 647.184 AICc value: 1057.27.
## Fixed bandwidth: 825.775 AICc value: 1057.18.
## Fixed bandwidth: 715.4 AICc value: 1057.19.
## Fixed bandwidth: 783.616 AICc value: 1057.17.
## Fixed bandwidth: 799.719 AICc value: 1057.17.
## Fixed bandwidth: 773.663 AICc value: 1057.17.
## The newly selected bandwidth for variable: X3_merokok is 783.616
## The bandwidth used in the last iteration is: 783.616 and the difference in bandwidths is: 0
## The bandwidth for variable X3_merokok seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 29 change of RSS (dCVR) is 0.0133363.
##  Iteration 30
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1469.23.
## Fixed bandwidth: 1981.64 AICc value: 1442.24.
## Fixed bandwidth: 1225.12 AICc value: 1391.98.
## Fixed bandwidth: 757.559 AICc value: 1314.85.
## Fixed bandwidth: 468.594 AICc value: 1242.53.
## Fixed bandwidth: 290.003 AICc value: 1199.64.
## Fixed bandwidth: 179.628 AICc value: 1174.11.
## Fixed bandwidth: 111.412 AICc value: 1167.18.
## Fixed bandwidth: 69.2528 AICc value: 1207.73.
## Fixed bandwidth: 137.468 AICc value: 1166.95.
## Fixed bandwidth: 153.572 AICc value: 1169.1.
## Fixed bandwidth: 127.516 AICc value: 1166.3.
## Fixed bandwidth: 121.365 AICc value: 1166.29.
## Fixed bandwidth: 117.563 AICc value: 1166.48.
## Fixed bandwidth: 123.714 AICc value: 1166.25.
## Fixed bandwidth: 125.166 AICc value: 1166.26.
## Fixed bandwidth: 122.817 AICc value: 1166.26.
## Fixed bandwidth: 124.269 AICc value: 1166.25.
## Fixed bandwidth: 124.612 AICc value: 1166.25.
## Fixed bandwidth: 124.057 AICc value: 1166.25.
## The newly selected bandwidth for variable: Intercept is 124.269
## The bandwidth used in the last iteration is: 124.269 and the difference in bandwidths is: 0
## The bandwidth for variable Intercept seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1101.68.
## Fixed bandwidth: 1981.64 AICc value: 1099.75.
## Fixed bandwidth: 1225.12 AICc value: 1096.58.
## Fixed bandwidth: 757.559 AICc value: 1092.18.
## Fixed bandwidth: 468.594 AICc value: 1087.18.
## Fixed bandwidth: 290.003 AICc value: 1083.64.
## Fixed bandwidth: 179.628 AICc value: 1085.66.
## Fixed bandwidth: 358.219 AICc value: 1084.79.
## Fixed bandwidth: 247.843 AICc value: 1083.45.
## Fixed bandwidth: 221.787 AICc value: 1083.77.
## Fixed bandwidth: 263.947 AICc value: 1083.44.
## Fixed bandwidth: 273.9 AICc value: 1083.49.
## Fixed bandwidth: 257.796 AICc value: 1083.43.
## Fixed bandwidth: 253.994 AICc value: 1083.44.
## Fixed bandwidth: 260.145 AICc value: 1083.44.
## Fixed bandwidth: 256.344 AICc value: 1083.43.
## Fixed bandwidth: 255.447 AICc value: 1083.43.
## Fixed bandwidth: 256.899 AICc value: 1083.43.
## The newly selected bandwidth for variable: X1_miskin is 256.899
## The bandwidth used in the last iteration is: 256.344 and the difference in bandwidths is: 0.554635
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1070.9.
## Fixed bandwidth: 1981.64 AICc value: 1062.36.
## Fixed bandwidth: 1225.12 AICc value: 1057.24.
## Fixed bandwidth: 757.559 AICc value: 1056.36.
## Fixed bandwidth: 468.594 AICc value: 1057.66.
## Fixed bandwidth: 936.15 AICc value: 1056.35.
## Fixed bandwidth: 1046.53 AICc value: 1056.57.
## Fixed bandwidth: 867.935 AICc value: 1056.3.
## Fixed bandwidth: 825.775 AICc value: 1056.3.
## Fixed bandwidth: 893.991 AICc value: 1056.31.
## Fixed bandwidth: 851.831 AICc value: 1056.29.
## Fixed bandwidth: 841.879 AICc value: 1056.29.
## The newly selected bandwidth for variable: X2_sanitasi is 851.831
## The bandwidth used in the last iteration is: 841.879 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.56.
## Fixed bandwidth: 1981.64 AICc value: 1060.88.
## Fixed bandwidth: 1225.12 AICc value: 1058.17.
## Fixed bandwidth: 757.559 AICc value: 1057.4.
## Fixed bandwidth: 468.594 AICc value: 1058.16.
## Fixed bandwidth: 936.15 AICc value: 1057.51.
## Fixed bandwidth: 647.184 AICc value: 1057.49.
## Fixed bandwidth: 825.775 AICc value: 1057.41.
## Fixed bandwidth: 715.4 AICc value: 1057.42.
## Fixed bandwidth: 783.616 AICc value: 1057.39.
## Fixed bandwidth: 799.719 AICc value: 1057.4.
## Fixed bandwidth: 773.663 AICc value: 1057.39.
## Fixed bandwidth: 767.512 AICc value: 1057.4.
## Fixed bandwidth: 777.465 AICc value: 1057.39.
## The newly selected bandwidth for variable: X3_merokok is 777.465
## The bandwidth used in the last iteration is: 783.616 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Iteration 30 change of RSS (dCVR) is 0.0166256.
##  Iteration 31
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1469.66.
## Fixed bandwidth: 1981.64 AICc value: 1442.64.
## Fixed bandwidth: 1225.12 AICc value: 1392.35.
## Fixed bandwidth: 757.559 AICc value: 1315.15.
## Fixed bandwidth: 468.594 AICc value: 1242.77.
## Fixed bandwidth: 290.003 AICc value: 1199.84.
## Fixed bandwidth: 179.628 AICc value: 1174.28.
## Fixed bandwidth: 111.412 AICc value: 1167.32.
## Fixed bandwidth: 69.2528 AICc value: 1207.79.
## Fixed bandwidth: 137.468 AICc value: 1167.1.
## Fixed bandwidth: 153.572 AICc value: 1169.26.
## Fixed bandwidth: 127.516 AICc value: 1166.45.
## Fixed bandwidth: 121.365 AICc value: 1166.43.
## Fixed bandwidth: 117.563 AICc value: 1166.62.
## Fixed bandwidth: 123.714 AICc value: 1166.4.
## Fixed bandwidth: 125.166 AICc value: 1166.4.
## Fixed bandwidth: 122.817 AICc value: 1166.4.
## Fixed bandwidth: 124.269 AICc value: 1166.4.
## Fixed bandwidth: 124.612 AICc value: 1166.4.
## Fixed bandwidth: 124.057 AICc value: 1166.4.
## The newly selected bandwidth for variable: Intercept is 124.057
## The bandwidth used in the last iteration is: 124.269 and the difference in bandwidths is: 0.211852
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1101.35.
## Fixed bandwidth: 1981.64 AICc value: 1099.43.
## Fixed bandwidth: 1225.12 AICc value: 1096.27.
## Fixed bandwidth: 757.559 AICc value: 1091.89.
## Fixed bandwidth: 468.594 AICc value: 1086.9.
## Fixed bandwidth: 290.003 AICc value: 1083.38.
## Fixed bandwidth: 179.628 AICc value: 1085.44.
## Fixed bandwidth: 358.219 AICc value: 1084.52.
## Fixed bandwidth: 247.843 AICc value: 1083.21.
## Fixed bandwidth: 221.787 AICc value: 1083.54.
## Fixed bandwidth: 263.947 AICc value: 1083.19.
## Fixed bandwidth: 273.9 AICc value: 1083.24.
## Fixed bandwidth: 257.796 AICc value: 1083.19.
## Fixed bandwidth: 253.994 AICc value: 1083.19.
## Fixed bandwidth: 260.145 AICc value: 1083.19.
## Fixed bandwidth: 256.344 AICc value: 1083.19.
## Fixed bandwidth: 258.693 AICc value: 1083.19.
## Fixed bandwidth: 257.241 AICc value: 1083.19.
## The newly selected bandwidth for variable: X1_miskin is 257.241
## The bandwidth used in the last iteration is: 256.899 and the difference in bandwidths is: 0.342783
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1070.12.
## Fixed bandwidth: 1981.64 AICc value: 1061.86.
## Fixed bandwidth: 1225.12 AICc value: 1056.94.
## Fixed bandwidth: 757.559 AICc value: 1056.12.
## Fixed bandwidth: 468.594 AICc value: 1057.43.
## Fixed bandwidth: 936.15 AICc value: 1056.09.
## Fixed bandwidth: 1046.53 AICc value: 1056.3.
## Fixed bandwidth: 867.935 AICc value: 1056.05.
## Fixed bandwidth: 825.775 AICc value: 1056.05.
## Fixed bandwidth: 893.991 AICc value: 1056.06.
## Fixed bandwidth: 851.831 AICc value: 1056.05.
## Fixed bandwidth: 841.879 AICc value: 1056.05.
## Fixed bandwidth: 857.982 AICc value: 1056.05.
## The newly selected bandwidth for variable: X2_sanitasi is 851.831
## The bandwidth used in the last iteration is: 851.831 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.42.
## Fixed bandwidth: 1981.64 AICc value: 1060.72.
## Fixed bandwidth: 1225.12 AICc value: 1058.
## Fixed bandwidth: 757.559 AICc value: 1057.22.
## Fixed bandwidth: 468.594 AICc value: 1057.97.
## Fixed bandwidth: 936.15 AICc value: 1057.34.
## Fixed bandwidth: 647.184 AICc value: 1057.31.
## Fixed bandwidth: 825.775 AICc value: 1057.23.
## Fixed bandwidth: 715.4 AICc value: 1057.24.
## Fixed bandwidth: 783.616 AICc value: 1057.22.
## Fixed bandwidth: 799.719 AICc value: 1057.22.
## Fixed bandwidth: 773.663 AICc value: 1057.22.
## Fixed bandwidth: 767.512 AICc value: 1057.22.
## Fixed bandwidth: 777.465 AICc value: 1057.22.
## The newly selected bandwidth for variable: X3_merokok is 773.663
## The bandwidth used in the last iteration is: 777.465 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Iteration 31 change of RSS (dCVR) is 0.0202313.
##  Iteration 32
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1470.11.
## Fixed bandwidth: 1981.64 AICc value: 1443.07.
## Fixed bandwidth: 1225.12 AICc value: 1392.73.
## Fixed bandwidth: 757.559 AICc value: 1315.47.
## Fixed bandwidth: 468.594 AICc value: 1243.02.
## Fixed bandwidth: 290.003 AICc value: 1200.04.
## Fixed bandwidth: 179.628 AICc value: 1174.42.
## Fixed bandwidth: 111.412 AICc value: 1167.39.
## Fixed bandwidth: 69.2528 AICc value: 1207.78.
## Fixed bandwidth: 137.468 AICc value: 1167.21.
## Fixed bandwidth: 153.572 AICc value: 1169.38.
## Fixed bandwidth: 127.516 AICc value: 1166.55.
## Fixed bandwidth: 121.365 AICc value: 1166.52.
## Fixed bandwidth: 117.563 AICc value: 1166.7.
## Fixed bandwidth: 123.714 AICc value: 1166.49.
## Fixed bandwidth: 125.166 AICc value: 1166.5.
## Fixed bandwidth: 122.817 AICc value: 1166.5.
## Fixed bandwidth: 124.269 AICc value: 1166.49.
## The newly selected bandwidth for variable: Intercept is 123.714
## The bandwidth used in the last iteration is: 124.057 and the difference in bandwidths is: 0.342783
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1100.76.
## Fixed bandwidth: 1981.64 AICc value: 1098.85.
## Fixed bandwidth: 1225.12 AICc value: 1095.71.
## Fixed bandwidth: 757.559 AICc value: 1091.34.
## Fixed bandwidth: 468.594 AICc value: 1086.38.
## Fixed bandwidth: 290.003 AICc value: 1082.89.
## Fixed bandwidth: 179.628 AICc value: 1085.
## Fixed bandwidth: 358.219 AICc value: 1084.02.
## Fixed bandwidth: 247.843 AICc value: 1082.73.
## Fixed bandwidth: 221.787 AICc value: 1083.07.
## Fixed bandwidth: 263.947 AICc value: 1082.72.
## Fixed bandwidth: 273.9 AICc value: 1082.76.
## Fixed bandwidth: 257.796 AICc value: 1082.71.
## Fixed bandwidth: 253.994 AICc value: 1082.71.
## Fixed bandwidth: 260.145 AICc value: 1082.71.
## Fixed bandwidth: 256.344 AICc value: 1082.71.
## Fixed bandwidth: 258.693 AICc value: 1082.71.
## The newly selected bandwidth for variable: X1_miskin is 257.796
## The bandwidth used in the last iteration is: 257.241 and the difference in bandwidths is: 0.554635
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1069.28.
## Fixed bandwidth: 1981.64 AICc value: 1061.27.
## Fixed bandwidth: 1225.12 AICc value: 1056.51.
## Fixed bandwidth: 757.559 AICc value: 1055.75.
## Fixed bandwidth: 468.594 AICc value: 1057.07.
## Fixed bandwidth: 936.15 AICc value: 1055.71.
## Fixed bandwidth: 1046.53 AICc value: 1055.9.
## Fixed bandwidth: 867.935 AICc value: 1055.67.
## Fixed bandwidth: 825.775 AICc value: 1055.68.
## Fixed bandwidth: 893.991 AICc value: 1055.68.
## Fixed bandwidth: 851.831 AICc value: 1055.67.
## The newly selected bandwidth for variable: X2_sanitasi is 867.935
## The bandwidth used in the last iteration is: 851.831 and the difference in bandwidths is: 16.1035
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.25.
## Fixed bandwidth: 1981.64 AICc value: 1060.54.
## Fixed bandwidth: 1225.12 AICc value: 1057.8.
## Fixed bandwidth: 757.559 AICc value: 1057.
## Fixed bandwidth: 468.594 AICc value: 1057.75.
## Fixed bandwidth: 936.15 AICc value: 1057.13.
## Fixed bandwidth: 647.184 AICc value: 1057.1.
## Fixed bandwidth: 825.775 AICc value: 1057.02.
## Fixed bandwidth: 715.4 AICc value: 1057.02.
## Fixed bandwidth: 783.616 AICc value: 1057.
## Fixed bandwidth: 799.719 AICc value: 1057.01.
## Fixed bandwidth: 773.663 AICc value: 1057.
## Fixed bandwidth: 767.512 AICc value: 1057.
## Fixed bandwidth: 777.465 AICc value: 1057.
## The newly selected bandwidth for variable: X3_merokok is 773.663
## The bandwidth used in the last iteration is: 773.663 and the difference in bandwidths is: 0
## The bandwidth for variable X3_merokok seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 32 change of RSS (dCVR) is 0.0205989.
##  Iteration 33
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1470.71.
## Fixed bandwidth: 1981.64 AICc value: 1443.65.
## Fixed bandwidth: 1225.12 AICc value: 1393.28.
## Fixed bandwidth: 757.559 AICc value: 1315.97.
## Fixed bandwidth: 468.594 AICc value: 1243.46.
## Fixed bandwidth: 290.003 AICc value: 1200.42.
## Fixed bandwidth: 179.628 AICc value: 1174.74.
## Fixed bandwidth: 111.412 AICc value: 1167.63.
## Fixed bandwidth: 69.2528 AICc value: 1207.91.
## Fixed bandwidth: 137.468 AICc value: 1167.49.
## Fixed bandwidth: 153.572 AICc value: 1169.68.
## Fixed bandwidth: 127.516 AICc value: 1166.81.
## Fixed bandwidth: 121.365 AICc value: 1166.78.
## Fixed bandwidth: 117.563 AICc value: 1166.95.
## Fixed bandwidth: 123.714 AICc value: 1166.75.
## Fixed bandwidth: 125.166 AICc value: 1166.76.
## Fixed bandwidth: 122.817 AICc value: 1166.75.
## Fixed bandwidth: 124.269 AICc value: 1166.75.
## Fixed bandwidth: 123.372 AICc value: 1166.75.
## Fixed bandwidth: 123.926 AICc value: 1166.75.
## The newly selected bandwidth for variable: Intercept is 123.926
## The bandwidth used in the last iteration is: 123.714 and the difference in bandwidths is: 0.211852
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1101.12.
## Fixed bandwidth: 1981.64 AICc value: 1099.23.
## Fixed bandwidth: 1225.12 AICc value: 1096.1.
## Fixed bandwidth: 757.559 AICc value: 1091.74.
## Fixed bandwidth: 468.594 AICc value: 1086.79.
## Fixed bandwidth: 290.003 AICc value: 1083.3.
## Fixed bandwidth: 179.628 AICc value: 1085.38.
## Fixed bandwidth: 358.219 AICc value: 1084.43.
## Fixed bandwidth: 247.843 AICc value: 1083.13.
## Fixed bandwidth: 221.787 AICc value: 1083.47.
## Fixed bandwidth: 263.947 AICc value: 1083.12.
## Fixed bandwidth: 273.9 AICc value: 1083.16.
## Fixed bandwidth: 257.796 AICc value: 1083.11.
## Fixed bandwidth: 253.994 AICc value: 1083.11.
## Fixed bandwidth: 260.145 AICc value: 1083.11.
## Fixed bandwidth: 256.344 AICc value: 1083.11.
## Fixed bandwidth: 258.693 AICc value: 1083.11.
## Fixed bandwidth: 257.241 AICc value: 1083.11.
## Fixed bandwidth: 258.139 AICc value: 1083.11.
## The newly selected bandwidth for variable: X1_miskin is 257.796
## The bandwidth used in the last iteration is: 257.796 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1069.05.
## Fixed bandwidth: 1981.64 AICc value: 1061.32.
## Fixed bandwidth: 1225.12 AICc value: 1056.75.
## Fixed bandwidth: 757.559 AICc value: 1056.04.
## Fixed bandwidth: 468.594 AICc value: 1057.38.
## Fixed bandwidth: 936.15 AICc value: 1055.99.
## Fixed bandwidth: 1046.53 AICc value: 1056.17.
## Fixed bandwidth: 867.935 AICc value: 1055.96.
## Fixed bandwidth: 825.775 AICc value: 1055.97.
## Fixed bandwidth: 893.991 AICc value: 1055.96.
## Fixed bandwidth: 851.831 AICc value: 1055.96.
## Fixed bandwidth: 877.887 AICc value: 1055.96.
## Fixed bandwidth: 861.784 AICc value: 1055.96.
## Fixed bandwidth: 871.736 AICc value: 1055.96.
## Fixed bandwidth: 865.585 AICc value: 1055.96.
## The newly selected bandwidth for variable: X2_sanitasi is 867.935
## The bandwidth used in the last iteration is: 867.935 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.57.
## Fixed bandwidth: 1981.64 AICc value: 1060.84.
## Fixed bandwidth: 1225.12 AICc value: 1058.1.
## Fixed bandwidth: 757.559 AICc value: 1057.3.
## Fixed bandwidth: 468.594 AICc value: 1058.04.
## Fixed bandwidth: 936.15 AICc value: 1057.42.
## Fixed bandwidth: 647.184 AICc value: 1057.39.
## Fixed bandwidth: 825.775 AICc value: 1057.31.
## Fixed bandwidth: 715.4 AICc value: 1057.32.
## Fixed bandwidth: 783.616 AICc value: 1057.3.
## Fixed bandwidth: 799.719 AICc value: 1057.3.
## Fixed bandwidth: 773.663 AICc value: 1057.3.
## Fixed bandwidth: 767.512 AICc value: 1057.3.
## Fixed bandwidth: 777.465 AICc value: 1057.3.
## Fixed bandwidth: 771.314 AICc value: 1057.3.
## The newly selected bandwidth for variable: X3_merokok is 771.314
## The bandwidth used in the last iteration is: 773.663 and the difference in bandwidths is: 2.34947
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Iteration 33 change of RSS (dCVR) is 0.0223382.
##  Iteration 34
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1471.01.
## Fixed bandwidth: 1981.64 AICc value: 1443.93.
## Fixed bandwidth: 1225.12 AICc value: 1393.52.
## Fixed bandwidth: 757.559 AICc value: 1316.14.
## Fixed bandwidth: 468.594 AICc value: 1243.57.
## Fixed bandwidth: 290.003 AICc value: 1200.48.
## Fixed bandwidth: 179.628 AICc value: 1174.78.
## Fixed bandwidth: 111.412 AICc value: 1167.65.
## Fixed bandwidth: 69.2528 AICc value: 1207.88.
## Fixed bandwidth: 137.468 AICc value: 1167.52.
## Fixed bandwidth: 153.572 AICc value: 1169.71.
## Fixed bandwidth: 127.516 AICc value: 1166.84.
## Fixed bandwidth: 121.365 AICc value: 1166.8.
## Fixed bandwidth: 117.563 AICc value: 1166.97.
## Fixed bandwidth: 123.714 AICc value: 1166.77.
## Fixed bandwidth: 125.166 AICc value: 1166.78.
## Fixed bandwidth: 122.817 AICc value: 1166.78.
## Fixed bandwidth: 124.269 AICc value: 1166.77.
## Fixed bandwidth: 123.372 AICc value: 1166.77.
## Fixed bandwidth: 123.926 AICc value: 1166.77.
## Fixed bandwidth: 123.583 AICc value: 1166.77.
## Fixed bandwidth: 123.795 AICc value: 1166.77.
## The newly selected bandwidth for variable: Intercept is 123.795
## The bandwidth used in the last iteration is: 123.926 and the difference in bandwidths is: 0.130932
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1100.93.
## Fixed bandwidth: 1981.64 AICc value: 1099.05.
## Fixed bandwidth: 1225.12 AICc value: 1095.93.
## Fixed bandwidth: 757.559 AICc value: 1091.58.
## Fixed bandwidth: 468.594 AICc value: 1086.63.
## Fixed bandwidth: 290.003 AICc value: 1083.15.
## Fixed bandwidth: 179.628 AICc value: 1085.25.
## Fixed bandwidth: 358.219 AICc value: 1084.28.
## Fixed bandwidth: 247.843 AICc value: 1082.99.
## Fixed bandwidth: 221.787 AICc value: 1083.33.
## Fixed bandwidth: 263.947 AICc value: 1082.97.
## Fixed bandwidth: 273.9 AICc value: 1083.02.
## Fixed bandwidth: 257.796 AICc value: 1082.97.
## Fixed bandwidth: 253.994 AICc value: 1082.97.
## Fixed bandwidth: 260.145 AICc value: 1082.97.
## Fixed bandwidth: 256.344 AICc value: 1082.97.
## Fixed bandwidth: 258.693 AICc value: 1082.97.
## The newly selected bandwidth for variable: X1_miskin is 257.796
## The bandwidth used in the last iteration is: 257.796 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1068.47.
## Fixed bandwidth: 1981.64 AICc value: 1060.97.
## Fixed bandwidth: 1225.12 AICc value: 1056.55.
## Fixed bandwidth: 757.559 AICc value: 1055.9.
## Fixed bandwidth: 468.594 AICc value: 1057.24.
## Fixed bandwidth: 936.15 AICc value: 1055.83.
## Fixed bandwidth: 1046.53 AICc value: 1056.
## Fixed bandwidth: 867.935 AICc value: 1055.81.
## Fixed bandwidth: 825.775 AICc value: 1055.82.
## Fixed bandwidth: 893.991 AICc value: 1055.81.
## Fixed bandwidth: 851.831 AICc value: 1055.81.
## Fixed bandwidth: 877.887 AICc value: 1055.81.
## The newly selected bandwidth for variable: X2_sanitasi is 877.887
## The bandwidth used in the last iteration is: 867.935 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.55.
## Fixed bandwidth: 1981.64 AICc value: 1060.81.
## Fixed bandwidth: 1225.12 AICc value: 1058.06.
## Fixed bandwidth: 757.559 AICc value: 1057.25.
## Fixed bandwidth: 468.594 AICc value: 1057.98.
## Fixed bandwidth: 936.15 AICc value: 1057.37.
## Fixed bandwidth: 647.184 AICc value: 1057.34.
## Fixed bandwidth: 825.775 AICc value: 1057.26.
## Fixed bandwidth: 715.4 AICc value: 1057.26.
## Fixed bandwidth: 783.616 AICc value: 1057.25.
## The newly selected bandwidth for variable: X3_merokok is 783.616
## The bandwidth used in the last iteration is: 771.314 and the difference in bandwidths is: 12.302
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Iteration 34 change of RSS (dCVR) is 0.0123506.
##  Iteration 35
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1471.45.
## Fixed bandwidth: 1981.64 AICc value: 1444.35.
## Fixed bandwidth: 1225.12 AICc value: 1393.91.
## Fixed bandwidth: 757.559 AICc value: 1316.49.
## Fixed bandwidth: 468.594 AICc value: 1243.89.
## Fixed bandwidth: 290.003 AICc value: 1200.78.
## Fixed bandwidth: 179.628 AICc value: 1175.05.
## Fixed bandwidth: 111.412 AICc value: 1167.85.
## Fixed bandwidth: 69.2528 AICc value: 1208.
## Fixed bandwidth: 137.468 AICc value: 1167.76.
## Fixed bandwidth: 153.572 AICc value: 1169.96.
## Fixed bandwidth: 127.516 AICc value: 1167.06.
## Fixed bandwidth: 121.365 AICc value: 1167.02.
## Fixed bandwidth: 117.563 AICc value: 1167.19.
## Fixed bandwidth: 123.714 AICc value: 1167.
## Fixed bandwidth: 125.166 AICc value: 1167.01.
## Fixed bandwidth: 122.817 AICc value: 1167.
## Fixed bandwidth: 124.269 AICc value: 1167.
## Fixed bandwidth: 123.372 AICc value: 1167.
## Fixed bandwidth: 123.926 AICc value: 1167.
## Fixed bandwidth: 123.583 AICc value: 1167.
## The newly selected bandwidth for variable: Intercept is 123.583
## The bandwidth used in the last iteration is: 123.795 and the difference in bandwidths is: 0.211852
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1100.78.
## Fixed bandwidth: 1981.64 AICc value: 1098.92.
## Fixed bandwidth: 1225.12 AICc value: 1095.81.
## Fixed bandwidth: 757.559 AICc value: 1091.46.
## Fixed bandwidth: 468.594 AICc value: 1086.52.
## Fixed bandwidth: 290.003 AICc value: 1083.05.
## Fixed bandwidth: 179.628 AICc value: 1085.15.
## Fixed bandwidth: 358.219 AICc value: 1084.17.
## Fixed bandwidth: 247.843 AICc value: 1082.89.
## Fixed bandwidth: 221.787 AICc value: 1083.23.
## Fixed bandwidth: 263.947 AICc value: 1082.87.
## Fixed bandwidth: 273.9 AICc value: 1082.91.
## Fixed bandwidth: 257.796 AICc value: 1082.87.
## Fixed bandwidth: 253.994 AICc value: 1082.87.
## Fixed bandwidth: 260.145 AICc value: 1082.87.
## Fixed bandwidth: 256.344 AICc value: 1082.87.
## Fixed bandwidth: 258.693 AICc value: 1082.87.
## The newly selected bandwidth for variable: X1_miskin is 258.693
## The bandwidth used in the last iteration is: 257.796 and the difference in bandwidths is: 0.897418
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1068.03.
## Fixed bandwidth: 1981.64 AICc value: 1060.77.
## Fixed bandwidth: 1225.12 AICc value: 1056.51.
## Fixed bandwidth: 757.559 AICc value: 1055.92.
## Fixed bandwidth: 468.594 AICc value: 1057.27.
## Fixed bandwidth: 936.15 AICc value: 1055.84.
## Fixed bandwidth: 1046.53 AICc value: 1055.99.
## Fixed bandwidth: 867.935 AICc value: 1055.82.
## Fixed bandwidth: 825.775 AICc value: 1055.84.
## Fixed bandwidth: 893.991 AICc value: 1055.82.
## Fixed bandwidth: 851.831 AICc value: 1055.82.
## Fixed bandwidth: 877.887 AICc value: 1055.82.
## Fixed bandwidth: 884.038 AICc value: 1055.82.
## Fixed bandwidth: 874.086 AICc value: 1055.82.
## Fixed bandwidth: 880.237 AICc value: 1055.82.
## The newly selected bandwidth for variable: X2_sanitasi is 880.237
## The bandwidth used in the last iteration is: 877.887 and the difference in bandwidths is: 2.34947
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.44.
## Fixed bandwidth: 1981.64 AICc value: 1060.71.
## Fixed bandwidth: 1225.12 AICc value: 1057.96.
## Fixed bandwidth: 757.559 AICc value: 1057.15.
## Fixed bandwidth: 468.594 AICc value: 1057.9.
## Fixed bandwidth: 936.15 AICc value: 1057.28.
## Fixed bandwidth: 647.184 AICc value: 1057.24.
## Fixed bandwidth: 825.775 AICc value: 1057.17.
## Fixed bandwidth: 715.4 AICc value: 1057.17.
## Fixed bandwidth: 783.616 AICc value: 1057.15.
## Fixed bandwidth: 799.719 AICc value: 1057.16.
## Fixed bandwidth: 773.663 AICc value: 1057.15.
## Fixed bandwidth: 767.512 AICc value: 1057.15.
## The newly selected bandwidth for variable: X3_merokok is 773.663
## The bandwidth used in the last iteration is: 783.616 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Iteration 35 change of RSS (dCVR) is 0.0189968.
##  Iteration 36
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1471.9.
## Fixed bandwidth: 1981.64 AICc value: 1444.78.
## Fixed bandwidth: 1225.12 AICc value: 1394.31.
## Fixed bandwidth: 757.559 AICc value: 1316.85.
## Fixed bandwidth: 468.594 AICc value: 1244.19.
## Fixed bandwidth: 290.003 AICc value: 1201.02.
## Fixed bandwidth: 179.628 AICc value: 1175.23.
## Fixed bandwidth: 111.412 AICc value: 1167.97.
## Fixed bandwidth: 69.2528 AICc value: 1208.03.
## Fixed bandwidth: 137.468 AICc value: 1167.91.
## Fixed bandwidth: 153.572 AICc value: 1170.13.
## Fixed bandwidth: 127.516 AICc value: 1167.2.
## Fixed bandwidth: 121.365 AICc value: 1167.15.
## Fixed bandwidth: 117.563 AICc value: 1167.31.
## Fixed bandwidth: 123.714 AICc value: 1167.13.
## Fixed bandwidth: 125.166 AICc value: 1167.14.
## Fixed bandwidth: 122.817 AICc value: 1167.13.
## Fixed bandwidth: 124.269 AICc value: 1167.13.
## Fixed bandwidth: 123.372 AICc value: 1167.13.
## Fixed bandwidth: 123.16 AICc value: 1167.13.
## Fixed bandwidth: 123.503 AICc value: 1167.13.
## The newly selected bandwidth for variable: Intercept is 123.503
## The bandwidth used in the last iteration is: 123.583 and the difference in bandwidths is: 0.0809201
## The bandwidth for variable Intercept seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1100.54.
## Fixed bandwidth: 1981.64 AICc value: 1098.69.
## Fixed bandwidth: 1225.12 AICc value: 1095.59.
## Fixed bandwidth: 757.559 AICc value: 1091.26.
## Fixed bandwidth: 468.594 AICc value: 1086.33.
## Fixed bandwidth: 290.003 AICc value: 1082.89.
## Fixed bandwidth: 179.628 AICc value: 1085.02.
## Fixed bandwidth: 358.219 AICc value: 1084.
## Fixed bandwidth: 247.843 AICc value: 1082.74.
## Fixed bandwidth: 221.787 AICc value: 1083.09.
## Fixed bandwidth: 263.947 AICc value: 1082.72.
## Fixed bandwidth: 273.9 AICc value: 1082.76.
## Fixed bandwidth: 257.796 AICc value: 1082.71.
## Fixed bandwidth: 253.994 AICc value: 1082.72.
## Fixed bandwidth: 260.145 AICc value: 1082.71.
## Fixed bandwidth: 256.344 AICc value: 1082.72.
## Fixed bandwidth: 258.693 AICc value: 1082.71.
## Fixed bandwidth: 259.248 AICc value: 1082.71.
## The newly selected bandwidth for variable: X1_miskin is 258.693
## The bandwidth used in the last iteration is: 258.693 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1067.46.
## Fixed bandwidth: 1981.64 AICc value: 1060.42.
## Fixed bandwidth: 1225.12 AICc value: 1056.3.
## Fixed bandwidth: 757.559 AICc value: 1055.75.
## Fixed bandwidth: 468.594 AICc value: 1057.11.
## Fixed bandwidth: 936.15 AICc value: 1055.66.
## Fixed bandwidth: 1046.53 AICc value: 1055.8.
## Fixed bandwidth: 867.935 AICc value: 1055.64.
## Fixed bandwidth: 825.775 AICc value: 1055.66.
## Fixed bandwidth: 893.991 AICc value: 1055.64.
## Fixed bandwidth: 910.094 AICc value: 1055.64.
## Fixed bandwidth: 884.038 AICc value: 1055.64.
## Fixed bandwidth: 877.887 AICc value: 1055.64.
## Fixed bandwidth: 887.84 AICc value: 1055.64.
## The newly selected bandwidth for variable: X2_sanitasi is 884.038
## The bandwidth used in the last iteration is: 880.237 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.42.
## Fixed bandwidth: 1981.64 AICc value: 1060.68.
## Fixed bandwidth: 1225.12 AICc value: 1057.91.
## Fixed bandwidth: 757.559 AICc value: 1057.1.
## Fixed bandwidth: 468.594 AICc value: 1057.83.
## Fixed bandwidth: 936.15 AICc value: 1057.23.
## Fixed bandwidth: 647.184 AICc value: 1057.18.
## Fixed bandwidth: 825.775 AICc value: 1057.11.
## Fixed bandwidth: 715.4 AICc value: 1057.11.
## Fixed bandwidth: 783.616 AICc value: 1057.1.
## Fixed bandwidth: 741.456 AICc value: 1057.1.
## Fixed bandwidth: 767.512 AICc value: 1057.1.
## Fixed bandwidth: 773.663 AICc value: 1057.1.
## The newly selected bandwidth for variable: X3_merokok is 767.512
## The bandwidth used in the last iteration is: 773.663 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Iteration 36 change of RSS (dCVR) is 0.0162733.
##  Iteration 37
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1472.23.
## Fixed bandwidth: 1981.64 AICc value: 1445.09.
## Fixed bandwidth: 1225.12 AICc value: 1394.58.
## Fixed bandwidth: 757.559 AICc value: 1317.06.
## Fixed bandwidth: 468.594 AICc value: 1244.33.
## Fixed bandwidth: 290.003 AICc value: 1201.12.
## Fixed bandwidth: 179.628 AICc value: 1175.29.
## Fixed bandwidth: 111.412 AICc value: 1167.99.
## Fixed bandwidth: 69.2528 AICc value: 1207.98.
## Fixed bandwidth: 137.468 AICc value: 1167.94.
## Fixed bandwidth: 153.572 AICc value: 1170.17.
## Fixed bandwidth: 127.516 AICc value: 1167.23.
## Fixed bandwidth: 121.365 AICc value: 1167.18.
## Fixed bandwidth: 117.563 AICc value: 1167.34.
## Fixed bandwidth: 123.714 AICc value: 1167.16.
## Fixed bandwidth: 125.166 AICc value: 1167.17.
## Fixed bandwidth: 122.817 AICc value: 1167.16.
## Fixed bandwidth: 124.269 AICc value: 1167.16.
## Fixed bandwidth: 123.372 AICc value: 1167.16.
## Fixed bandwidth: 123.16 AICc value: 1167.16.
## Fixed bandwidth: 123.503 AICc value: 1167.16.
## The newly selected bandwidth for variable: Intercept is 123.372
## The bandwidth used in the last iteration is: 123.503 and the difference in bandwidths is: 0.130932
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1100.3.
## Fixed bandwidth: 1981.64 AICc value: 1098.45.
## Fixed bandwidth: 1225.12 AICc value: 1095.37.
## Fixed bandwidth: 757.559 AICc value: 1091.05.
## Fixed bandwidth: 468.594 AICc value: 1086.13.
## Fixed bandwidth: 290.003 AICc value: 1082.71.
## Fixed bandwidth: 179.628 AICc value: 1084.85.
## Fixed bandwidth: 358.219 AICc value: 1083.81.
## Fixed bandwidth: 247.843 AICc value: 1082.56.
## Fixed bandwidth: 221.787 AICc value: 1082.91.
## Fixed bandwidth: 263.947 AICc value: 1082.54.
## Fixed bandwidth: 273.9 AICc value: 1082.58.
## Fixed bandwidth: 257.796 AICc value: 1082.54.
## Fixed bandwidth: 253.994 AICc value: 1082.54.
## Fixed bandwidth: 260.145 AICc value: 1082.53.
## The newly selected bandwidth for variable: X1_miskin is 260.145
## The bandwidth used in the last iteration is: 258.693 and the difference in bandwidths is: 1.45205
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1067.18.
## Fixed bandwidth: 1981.64 AICc value: 1060.33.
## Fixed bandwidth: 1225.12 AICc value: 1056.33.
## Fixed bandwidth: 757.559 AICc value: 1055.82.
## Fixed bandwidth: 468.594 AICc value: 1057.19.
## Fixed bandwidth: 936.15 AICc value: 1055.72.
## Fixed bandwidth: 1046.53 AICc value: 1055.85.
## Fixed bandwidth: 867.935 AICc value: 1055.71.
## Fixed bandwidth: 825.775 AICc value: 1055.74.
## Fixed bandwidth: 893.991 AICc value: 1055.71.
## Fixed bandwidth: 910.094 AICc value: 1055.71.
## Fixed bandwidth: 884.038 AICc value: 1055.71.
## Fixed bandwidth: 900.142 AICc value: 1055.71.
## Fixed bandwidth: 890.189 AICc value: 1055.71.
## The newly selected bandwidth for variable: X2_sanitasi is 890.189
## The bandwidth used in the last iteration is: 884.038 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.65.
## Fixed bandwidth: 1981.64 AICc value: 1060.88.
## Fixed bandwidth: 1225.12 AICc value: 1058.1.
## Fixed bandwidth: 757.559 AICc value: 1057.27.
## Fixed bandwidth: 468.594 AICc value: 1057.99.
## Fixed bandwidth: 936.15 AICc value: 1057.41.
## Fixed bandwidth: 647.184 AICc value: 1057.35.
## Fixed bandwidth: 825.775 AICc value: 1057.29.
## Fixed bandwidth: 715.4 AICc value: 1057.29.
## Fixed bandwidth: 783.616 AICc value: 1057.27.
## Fixed bandwidth: 741.456 AICc value: 1057.27.
## Fixed bandwidth: 767.512 AICc value: 1057.27.
## Fixed bandwidth: 773.663 AICc value: 1057.27.
## Fixed bandwidth: 763.71 AICc value: 1057.27.
## The newly selected bandwidth for variable: X3_merokok is 767.512
## The bandwidth used in the last iteration is: 767.512 and the difference in bandwidths is: 0
## The bandwidth for variable X3_merokok seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 37 change of RSS (dCVR) is 0.0171672.
##  Iteration 38
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1472.79.
## Fixed bandwidth: 1981.64 AICc value: 1445.64.
## Fixed bandwidth: 1225.12 AICc value: 1395.11.
## Fixed bandwidth: 757.559 AICc value: 1317.56.
## Fixed bandwidth: 468.594 AICc value: 1244.8.
## Fixed bandwidth: 290.003 AICc value: 1201.52.
## Fixed bandwidth: 179.628 AICc value: 1175.63.
## Fixed bandwidth: 111.412 AICc value: 1168.25.
## Fixed bandwidth: 69.2528 AICc value: 1208.14.
## Fixed bandwidth: 137.468 AICc value: 1168.24.
## Fixed bandwidth: 153.572 AICc value: 1170.49.
## Fixed bandwidth: 127.516 AICc value: 1167.52.
## Fixed bandwidth: 121.365 AICc value: 1167.46.
## Fixed bandwidth: 117.563 AICc value: 1167.61.
## Fixed bandwidth: 123.714 AICc value: 1167.44.
## Fixed bandwidth: 125.166 AICc value: 1167.46.
## Fixed bandwidth: 122.817 AICc value: 1167.44.
## The newly selected bandwidth for variable: Intercept is 123.714
## The bandwidth used in the last iteration is: 123.372 and the difference in bandwidths is: 0.342783
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1100.73.
## Fixed bandwidth: 1981.64 AICc value: 1098.9.
## Fixed bandwidth: 1225.12 AICc value: 1095.83.
## Fixed bandwidth: 757.559 AICc value: 1091.52.
## Fixed bandwidth: 468.594 AICc value: 1086.62.
## Fixed bandwidth: 290.003 AICc value: 1083.19.
## Fixed bandwidth: 179.628 AICc value: 1085.32.
## Fixed bandwidth: 358.219 AICc value: 1084.3.
## Fixed bandwidth: 247.843 AICc value: 1083.05.
## Fixed bandwidth: 221.787 AICc value: 1083.39.
## Fixed bandwidth: 263.947 AICc value: 1083.02.
## Fixed bandwidth: 273.9 AICc value: 1083.06.
## Fixed bandwidth: 257.796 AICc value: 1083.02.
## Fixed bandwidth: 253.994 AICc value: 1083.02.
## Fixed bandwidth: 260.145 AICc value: 1083.02.
## Fixed bandwidth: 256.344 AICc value: 1083.02.
## Fixed bandwidth: 258.693 AICc value: 1083.02.
## Fixed bandwidth: 259.248 AICc value: 1083.02.
## The newly selected bandwidth for variable: X1_miskin is 258.693
## The bandwidth used in the last iteration is: 260.145 and the difference in bandwidths is: 1.45205
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1066.99.
## Fixed bandwidth: 1981.64 AICc value: 1060.33.
## Fixed bandwidth: 1225.12 AICc value: 1056.46.
## Fixed bandwidth: 757.559 AICc value: 1055.99.
## Fixed bandwidth: 468.594 AICc value: 1057.36.
## Fixed bandwidth: 936.15 AICc value: 1055.88.
## Fixed bandwidth: 1046.53 AICc value: 1056.
## Fixed bandwidth: 867.935 AICc value: 1055.87.
## Fixed bandwidth: 825.775 AICc value: 1055.9.
## Fixed bandwidth: 893.991 AICc value: 1055.87.
## Fixed bandwidth: 910.094 AICc value: 1055.87.
## Fixed bandwidth: 884.038 AICc value: 1055.87.
## Fixed bandwidth: 900.142 AICc value: 1055.87.
## The newly selected bandwidth for variable: X2_sanitasi is 893.991
## The bandwidth used in the last iteration is: 890.189 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.87.
## Fixed bandwidth: 1981.64 AICc value: 1061.09.
## Fixed bandwidth: 1225.12 AICc value: 1058.3.
## Fixed bandwidth: 757.559 AICc value: 1057.47.
## Fixed bandwidth: 468.594 AICc value: 1058.19.
## Fixed bandwidth: 936.15 AICc value: 1057.61.
## Fixed bandwidth: 647.184 AICc value: 1057.56.
## Fixed bandwidth: 825.775 AICc value: 1057.49.
## Fixed bandwidth: 715.4 AICc value: 1057.49.
## Fixed bandwidth: 783.616 AICc value: 1057.47.
## Fixed bandwidth: 741.456 AICc value: 1057.47.
## Fixed bandwidth: 767.512 AICc value: 1057.47.
## Fixed bandwidth: 773.663 AICc value: 1057.47.
## Fixed bandwidth: 763.71 AICc value: 1057.47.
## The newly selected bandwidth for variable: X3_merokok is 767.512
## The bandwidth used in the last iteration is: 767.512 and the difference in bandwidths is: 0
## The bandwidth for variable X3_merokok seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Iteration 38 change of RSS (dCVR) is 0.0201374.
##  Iteration 39
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1472.8.
## Fixed bandwidth: 1981.64 AICc value: 1445.63.
## Fixed bandwidth: 1225.12 AICc value: 1395.06.
## Fixed bandwidth: 757.559 AICc value: 1317.43.
## Fixed bandwidth: 468.594 AICc value: 1244.61.
## Fixed bandwidth: 290.003 AICc value: 1201.33.
## Fixed bandwidth: 179.628 AICc value: 1175.46.
## Fixed bandwidth: 111.412 AICc value: 1168.1.
## Fixed bandwidth: 69.2528 AICc value: 1207.99.
## Fixed bandwidth: 137.468 AICc value: 1168.09.
## Fixed bandwidth: 153.572 AICc value: 1170.33.
## Fixed bandwidth: 127.516 AICc value: 1167.37.
## Fixed bandwidth: 121.365 AICc value: 1167.31.
## Fixed bandwidth: 117.563 AICc value: 1167.46.
## Fixed bandwidth: 123.714 AICc value: 1167.29.
## Fixed bandwidth: 125.166 AICc value: 1167.3.
## Fixed bandwidth: 122.817 AICc value: 1167.29.
## Fixed bandwidth: 124.269 AICc value: 1167.29.
## Fixed bandwidth: 123.372 AICc value: 1167.29.
## Fixed bandwidth: 123.16 AICc value: 1167.29.
## The newly selected bandwidth for variable: Intercept is 123.372
## The bandwidth used in the last iteration is: 123.714 and the difference in bandwidths is: 0.342783
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1100.37.
## Fixed bandwidth: 1981.64 AICc value: 1098.54.
## Fixed bandwidth: 1225.12 AICc value: 1095.48.
## Fixed bandwidth: 757.559 AICc value: 1091.16.
## Fixed bandwidth: 468.594 AICc value: 1086.25.
## Fixed bandwidth: 290.003 AICc value: 1082.83.
## Fixed bandwidth: 179.628 AICc value: 1084.97.
## Fixed bandwidth: 358.219 AICc value: 1083.93.
## Fixed bandwidth: 247.843 AICc value: 1082.68.
## Fixed bandwidth: 221.787 AICc value: 1083.03.
## Fixed bandwidth: 263.947 AICc value: 1082.66.
## Fixed bandwidth: 273.9 AICc value: 1082.7.
## Fixed bandwidth: 257.796 AICc value: 1082.66.
## Fixed bandwidth: 253.994 AICc value: 1082.66.
## Fixed bandwidth: 260.145 AICc value: 1082.66.
## The newly selected bandwidth for variable: X1_miskin is 257.796
## The bandwidth used in the last iteration is: 258.693 and the difference in bandwidths is: 0.897418
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1066.12.
## Fixed bandwidth: 1981.64 AICc value: 1059.63.
## Fixed bandwidth: 1225.12 AICc value: 1055.87.
## Fixed bandwidth: 757.559 AICc value: 1055.45.
## Fixed bandwidth: 468.594 AICc value: 1056.83.
## Fixed bandwidth: 936.15 AICc value: 1055.32.
## Fixed bandwidth: 1046.53 AICc value: 1055.43.
## Fixed bandwidth: 867.935 AICc value: 1055.32.
## The newly selected bandwidth for variable: X2_sanitasi is 936.15
## The bandwidth used in the last iteration is: 893.991 and the difference in bandwidths is: 42.1595
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.65.
## Fixed bandwidth: 1981.64 AICc value: 1060.85.
## Fixed bandwidth: 1225.12 AICc value: 1058.04.
## Fixed bandwidth: 757.559 AICc value: 1057.2.
## Fixed bandwidth: 468.594 AICc value: 1057.92.
## Fixed bandwidth: 936.15 AICc value: 1057.34.
## Fixed bandwidth: 647.184 AICc value: 1057.28.
## Fixed bandwidth: 825.775 AICc value: 1057.22.
## Fixed bandwidth: 715.4 AICc value: 1057.22.
## Fixed bandwidth: 783.616 AICc value: 1057.2.
## Fixed bandwidth: 741.456 AICc value: 1057.21.
## Fixed bandwidth: 767.512 AICc value: 1057.2.
## Fixed bandwidth: 773.663 AICc value: 1057.2.
## Fixed bandwidth: 763.71 AICc value: 1057.2.
## The newly selected bandwidth for variable: X3_merokok is 763.71
## The bandwidth used in the last iteration is: 767.512 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Iteration 39 change of RSS (dCVR) is 0.0237307.
##  Iteration 40
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1473.12.
## Fixed bandwidth: 1981.64 AICc value: 1445.92.
## Fixed bandwidth: 1225.12 AICc value: 1395.3.
## Fixed bandwidth: 757.559 AICc value: 1317.62.
## Fixed bandwidth: 468.594 AICc value: 1244.75.
## Fixed bandwidth: 290.003 AICc value: 1201.47.
## Fixed bandwidth: 179.628 AICc value: 1175.62.
## Fixed bandwidth: 111.412 AICc value: 1168.26.
## Fixed bandwidth: 69.2528 AICc value: 1208.12.
## Fixed bandwidth: 137.468 AICc value: 1168.25.
## Fixed bandwidth: 153.572 AICc value: 1170.49.
## Fixed bandwidth: 127.516 AICc value: 1167.53.
## Fixed bandwidth: 121.365 AICc value: 1167.46.
## Fixed bandwidth: 117.563 AICc value: 1167.62.
## Fixed bandwidth: 123.714 AICc value: 1167.45.
## Fixed bandwidth: 125.166 AICc value: 1167.46.
## Fixed bandwidth: 122.817 AICc value: 1167.45.
## Fixed bandwidth: 124.269 AICc value: 1167.45.
## Fixed bandwidth: 123.372 AICc value: 1167.44.
## Fixed bandwidth: 123.16 AICc value: 1167.44.
## The newly selected bandwidth for variable: Intercept is 123.372
## The bandwidth used in the last iteration is: 123.372 and the difference in bandwidths is: 0
## The bandwidth for variable Intercept seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1100.68.
## Fixed bandwidth: 1981.64 AICc value: 1098.86.
## Fixed bandwidth: 1225.12 AICc value: 1095.8.
## Fixed bandwidth: 757.559 AICc value: 1091.48.
## Fixed bandwidth: 468.594 AICc value: 1086.57.
## Fixed bandwidth: 290.003 AICc value: 1083.13.
## Fixed bandwidth: 179.628 AICc value: 1085.24.
## Fixed bandwidth: 358.219 AICc value: 1084.23.
## Fixed bandwidth: 247.843 AICc value: 1082.97.
## Fixed bandwidth: 221.787 AICc value: 1083.31.
## Fixed bandwidth: 263.947 AICc value: 1082.95.
## Fixed bandwidth: 273.9 AICc value: 1082.99.
## Fixed bandwidth: 257.796 AICc value: 1082.95.
## Fixed bandwidth: 253.994 AICc value: 1082.95.
## Fixed bandwidth: 260.145 AICc value: 1082.95.
## Fixed bandwidth: 256.344 AICc value: 1082.95.
## Fixed bandwidth: 258.693 AICc value: 1082.95.
## Fixed bandwidth: 259.248 AICc value: 1082.95.
## Fixed bandwidth: 258.351 AICc value: 1082.95.
## The newly selected bandwidth for variable: X1_miskin is 258.693
## The bandwidth used in the last iteration is: 257.796 and the difference in bandwidths is: 0.897418
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1065.8.
## Fixed bandwidth: 1981.64 AICc value: 1059.61.
## Fixed bandwidth: 1225.12 AICc value: 1056.05.
## Fixed bandwidth: 757.559 AICc value: 1055.69.
## Fixed bandwidth: 468.594 AICc value: 1057.09.
## Fixed bandwidth: 936.15 AICc value: 1055.55.
## Fixed bandwidth: 1046.53 AICc value: 1055.65.
## Fixed bandwidth: 867.935 AICc value: 1055.56.
## Fixed bandwidth: 978.31 AICc value: 1055.57.
## Fixed bandwidth: 910.094 AICc value: 1055.55.
## Fixed bandwidth: 893.991 AICc value: 1055.55.
## Fixed bandwidth: 920.047 AICc value: 1055.55.
## Fixed bandwidth: 903.943 AICc value: 1055.55.
## Fixed bandwidth: 913.896 AICc value: 1055.55.
## The newly selected bandwidth for variable: X2_sanitasi is 913.896
## The bandwidth used in the last iteration is: 936.15 and the difference in bandwidths is: 22.2545
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.79.
## Fixed bandwidth: 1981.64 AICc value: 1061.
## Fixed bandwidth: 1225.12 AICc value: 1058.18.
## Fixed bandwidth: 757.559 AICc value: 1057.34.
## Fixed bandwidth: 468.594 AICc value: 1058.05.
## Fixed bandwidth: 936.15 AICc value: 1057.48.
## Fixed bandwidth: 647.184 AICc value: 1057.42.
## Fixed bandwidth: 825.775 AICc value: 1057.36.
## Fixed bandwidth: 715.4 AICc value: 1057.35.
## Fixed bandwidth: 783.616 AICc value: 1057.34.
## Fixed bandwidth: 741.456 AICc value: 1057.34.
## Fixed bandwidth: 767.512 AICc value: 1057.34.
## Fixed bandwidth: 773.663 AICc value: 1057.34.
## Fixed bandwidth: 763.71 AICc value: 1057.34.
## The newly selected bandwidth for variable: X3_merokok is 763.71
## The bandwidth used in the last iteration is: 763.71 and the difference in bandwidths is: 0
## The bandwidth for variable X3_merokok seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 40 change of RSS (dCVR) is 0.015535.
##  Iteration 41
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1473.46.
## Fixed bandwidth: 1981.64 AICc value: 1446.25.
## Fixed bandwidth: 1225.12 AICc value: 1395.61.
## Fixed bandwidth: 757.559 AICc value: 1317.89.
## Fixed bandwidth: 468.594 AICc value: 1244.97.
## Fixed bandwidth: 290.003 AICc value: 1201.64.
## Fixed bandwidth: 179.628 AICc value: 1175.75.
## Fixed bandwidth: 111.412 AICc value: 1168.33.
## Fixed bandwidth: 69.2528 AICc value: 1208.11.
## Fixed bandwidth: 137.468 AICc value: 1168.35.
## Fixed bandwidth: 95.3089 AICc value: 1173.48.
## Fixed bandwidth: 121.365 AICc value: 1167.55.
## Fixed bandwidth: 127.516 AICc value: 1167.62.
## Fixed bandwidth: 117.563 AICc value: 1167.7.
## Fixed bandwidth: 123.714 AICc value: 1167.53.
## Fixed bandwidth: 125.166 AICc value: 1167.55.
## Fixed bandwidth: 122.817 AICc value: 1167.53.
## Fixed bandwidth: 122.262 AICc value: 1167.54.
## Fixed bandwidth: 123.16 AICc value: 1167.53.
## Fixed bandwidth: 123.372 AICc value: 1167.53.
## Fixed bandwidth: 123.029 AICc value: 1167.53.
## The newly selected bandwidth for variable: Intercept is 123.16
## The bandwidth used in the last iteration is: 123.372 and the difference in bandwidths is: 0.211852
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1100.26.
## Fixed bandwidth: 1981.64 AICc value: 1098.45.
## Fixed bandwidth: 1225.12 AICc value: 1095.4.
## Fixed bandwidth: 757.559 AICc value: 1091.09.
## Fixed bandwidth: 468.594 AICc value: 1086.18.
## Fixed bandwidth: 290.003 AICc value: 1082.77.
## Fixed bandwidth: 179.628 AICc value: 1084.91.
## Fixed bandwidth: 358.219 AICc value: 1083.86.
## Fixed bandwidth: 247.843 AICc value: 1082.63.
## Fixed bandwidth: 221.787 AICc value: 1082.97.
## Fixed bandwidth: 263.947 AICc value: 1082.6.
## Fixed bandwidth: 273.9 AICc value: 1082.64.
## Fixed bandwidth: 257.796 AICc value: 1082.6.
## Fixed bandwidth: 253.994 AICc value: 1082.6.
## Fixed bandwidth: 260.145 AICc value: 1082.6.
## Fixed bandwidth: 261.598 AICc value: 1082.6.
## Fixed bandwidth: 259.248 AICc value: 1082.6.
## Fixed bandwidth: 258.693 AICc value: 1082.6.
## The newly selected bandwidth for variable: X1_miskin is 259.248
## The bandwidth used in the last iteration is: 258.693 and the difference in bandwidths is: 0.554635
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1065.35.
## Fixed bandwidth: 1981.64 AICc value: 1059.32.
## Fixed bandwidth: 1225.12 AICc value: 1055.87.
## Fixed bandwidth: 757.559 AICc value: 1055.55.
## Fixed bandwidth: 468.594 AICc value: 1056.94.
## Fixed bandwidth: 936.15 AICc value: 1055.39.
## Fixed bandwidth: 1046.53 AICc value: 1055.48.
## Fixed bandwidth: 867.935 AICc value: 1055.4.
## Fixed bandwidth: 978.31 AICc value: 1055.41.
## Fixed bandwidth: 910.094 AICc value: 1055.39.
## Fixed bandwidth: 893.991 AICc value: 1055.39.
## Fixed bandwidth: 920.047 AICc value: 1055.39.
## Fixed bandwidth: 926.198 AICc value: 1055.39.
## Fixed bandwidth: 916.245 AICc value: 1055.39.
## The newly selected bandwidth for variable: X2_sanitasi is 916.245
## The bandwidth used in the last iteration is: 913.896 and the difference in bandwidths is: 2.34947
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.66.
## Fixed bandwidth: 1981.64 AICc value: 1060.86.
## Fixed bandwidth: 1225.12 AICc value: 1058.05.
## Fixed bandwidth: 757.559 AICc value: 1057.2.
## Fixed bandwidth: 468.594 AICc value: 1057.9.
## Fixed bandwidth: 936.15 AICc value: 1057.34.
## Fixed bandwidth: 647.184 AICc value: 1057.28.
## Fixed bandwidth: 825.775 AICc value: 1057.22.
## Fixed bandwidth: 715.4 AICc value: 1057.21.
## Fixed bandwidth: 783.616 AICc value: 1057.2.
## Fixed bandwidth: 741.456 AICc value: 1057.2.
## Fixed bandwidth: 767.512 AICc value: 1057.2.
## The newly selected bandwidth for variable: X3_merokok is 767.512
## The bandwidth used in the last iteration is: 763.71 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Iteration 41 change of RSS (dCVR) is 0.0145368.
##  Iteration 42
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1473.89.
## Fixed bandwidth: 1981.64 AICc value: 1446.67.
## Fixed bandwidth: 1225.12 AICc value: 1396.02.
## Fixed bandwidth: 757.559 AICc value: 1318.27.
## Fixed bandwidth: 468.594 AICc value: 1245.32.
## Fixed bandwidth: 290.003 AICc value: 1201.94.
## Fixed bandwidth: 179.628 AICc value: 1175.99.
## Fixed bandwidth: 111.412 AICc value: 1168.5.
## Fixed bandwidth: 69.2528 AICc value: 1208.18.
## Fixed bandwidth: 137.468 AICc value: 1168.55.
## Fixed bandwidth: 95.3089 AICc value: 1173.62.
## Fixed bandwidth: 121.365 AICc value: 1167.73.
## Fixed bandwidth: 127.516 AICc value: 1167.81.
## Fixed bandwidth: 117.563 AICc value: 1167.88.
## Fixed bandwidth: 123.714 AICc value: 1167.72.
## Fixed bandwidth: 125.166 AICc value: 1167.74.
## Fixed bandwidth: 122.817 AICc value: 1167.72.
## Fixed bandwidth: 122.262 AICc value: 1167.72.
## Fixed bandwidth: 123.16 AICc value: 1167.72.
## Fixed bandwidth: 123.372 AICc value: 1167.72.
## Fixed bandwidth: 123.029 AICc value: 1167.72.
## The newly selected bandwidth for variable: Intercept is 123.029
## The bandwidth used in the last iteration is: 123.16 and the difference in bandwidths is: 0.130932
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1100.05.
## Fixed bandwidth: 1981.64 AICc value: 1098.26.
## Fixed bandwidth: 1225.12 AICc value: 1095.21.
## Fixed bandwidth: 757.559 AICc value: 1090.91.
## Fixed bandwidth: 468.594 AICc value: 1086.02.
## Fixed bandwidth: 290.003 AICc value: 1082.63.
## Fixed bandwidth: 179.628 AICc value: 1084.79.
## Fixed bandwidth: 358.219 AICc value: 1083.71.
## Fixed bandwidth: 247.843 AICc value: 1082.49.
## Fixed bandwidth: 221.787 AICc value: 1082.84.
## Fixed bandwidth: 263.947 AICc value: 1082.46.
## Fixed bandwidth: 273.9 AICc value: 1082.5.
## Fixed bandwidth: 257.796 AICc value: 1082.46.
## Fixed bandwidth: 253.994 AICc value: 1082.47.
## Fixed bandwidth: 260.145 AICc value: 1082.46.
## Fixed bandwidth: 261.598 AICc value: 1082.46.
## Fixed bandwidth: 259.248 AICc value: 1082.46.
## The newly selected bandwidth for variable: X1_miskin is 259.248
## The bandwidth used in the last iteration is: 259.248 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1064.93.
## Fixed bandwidth: 1981.64 AICc value: 1059.05.
## Fixed bandwidth: 1225.12 AICc value: 1055.69.
## Fixed bandwidth: 757.559 AICc value: 1055.4.
## Fixed bandwidth: 468.594 AICc value: 1056.8.
## Fixed bandwidth: 936.15 AICc value: 1055.24.
## Fixed bandwidth: 1046.53 AICc value: 1055.32.
## Fixed bandwidth: 867.935 AICc value: 1055.25.
## Fixed bandwidth: 978.31 AICc value: 1055.25.
## Fixed bandwidth: 910.094 AICc value: 1055.24.
## Fixed bandwidth: 893.991 AICc value: 1055.24.
## Fixed bandwidth: 920.047 AICc value: 1055.24.
## Fixed bandwidth: 926.198 AICc value: 1055.24.
## The newly selected bandwidth for variable: X2_sanitasi is 920.047
## The bandwidth used in the last iteration is: 916.245 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.5.
## Fixed bandwidth: 1981.64 AICc value: 1060.7.
## Fixed bandwidth: 1225.12 AICc value: 1057.88.
## Fixed bandwidth: 757.559 AICc value: 1057.03.
## Fixed bandwidth: 468.594 AICc value: 1057.74.
## Fixed bandwidth: 936.15 AICc value: 1057.17.
## Fixed bandwidth: 647.184 AICc value: 1057.11.
## Fixed bandwidth: 825.775 AICc value: 1057.05.
## Fixed bandwidth: 715.4 AICc value: 1057.04.
## Fixed bandwidth: 783.616 AICc value: 1057.03.
## Fixed bandwidth: 741.456 AICc value: 1057.03.
## Fixed bandwidth: 767.512 AICc value: 1057.03.
## The newly selected bandwidth for variable: X3_merokok is 767.512
## The bandwidth used in the last iteration is: 767.512 and the difference in bandwidths is: 0
## The bandwidth for variable X3_merokok seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 42 change of RSS (dCVR) is 0.017874.
##  Iteration 43
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1474.2.
## Fixed bandwidth: 1981.64 AICc value: 1446.97.
## Fixed bandwidth: 1225.12 AICc value: 1396.29.
## Fixed bandwidth: 757.559 AICc value: 1318.51.
## Fixed bandwidth: 468.594 AICc value: 1245.52.
## Fixed bandwidth: 290.003 AICc value: 1202.1.
## Fixed bandwidth: 179.628 AICc value: 1176.11.
## Fixed bandwidth: 111.412 AICc value: 1168.56.
## Fixed bandwidth: 69.2528 AICc value: 1208.18.
## Fixed bandwidth: 137.468 AICc value: 1168.64.
## Fixed bandwidth: 95.3089 AICc value: 1173.66.
## Fixed bandwidth: 121.365 AICc value: 1167.81.
## Fixed bandwidth: 127.516 AICc value: 1167.89.
## Fixed bandwidth: 117.563 AICc value: 1167.95.
## Fixed bandwidth: 123.714 AICc value: 1167.8.
## Fixed bandwidth: 125.166 AICc value: 1167.82.
## Fixed bandwidth: 122.817 AICc value: 1167.79.
## Fixed bandwidth: 122.262 AICc value: 1167.8.
## Fixed bandwidth: 123.16 AICc value: 1167.8.
## Fixed bandwidth: 122.605 AICc value: 1167.8.
## Fixed bandwidth: 122.948 AICc value: 1167.79.
## The newly selected bandwidth for variable: Intercept is 122.948
## The bandwidth used in the last iteration is: 123.029 and the difference in bandwidths is: 0.0809201
## The bandwidth for variable Intercept seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1099.95.
## Fixed bandwidth: 1981.64 AICc value: 1098.16.
## Fixed bandwidth: 1225.12 AICc value: 1095.13.
## Fixed bandwidth: 757.559 AICc value: 1090.83.
## Fixed bandwidth: 468.594 AICc value: 1085.95.
## Fixed bandwidth: 290.003 AICc value: 1082.56.
## Fixed bandwidth: 179.628 AICc value: 1084.73.
## Fixed bandwidth: 358.219 AICc value: 1083.64.
## Fixed bandwidth: 247.843 AICc value: 1082.43.
## Fixed bandwidth: 221.787 AICc value: 1082.78.
## Fixed bandwidth: 263.947 AICc value: 1082.4.
## Fixed bandwidth: 273.9 AICc value: 1082.43.
## Fixed bandwidth: 257.796 AICc value: 1082.4.
## Fixed bandwidth: 253.994 AICc value: 1082.4.
## Fixed bandwidth: 260.145 AICc value: 1082.39.
## Fixed bandwidth: 261.598 AICc value: 1082.4.
## Fixed bandwidth: 259.248 AICc value: 1082.39.
## The newly selected bandwidth for variable: X1_miskin is 259.248
## The bandwidth used in the last iteration is: 259.248 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1064.59.
## Fixed bandwidth: 1981.64 AICc value: 1058.85.
## Fixed bandwidth: 1225.12 AICc value: 1055.58.
## Fixed bandwidth: 757.559 AICc value: 1055.32.
## Fixed bandwidth: 468.594 AICc value: 1056.72.
## Fixed bandwidth: 936.15 AICc value: 1055.15.
## Fixed bandwidth: 1046.53 AICc value: 1055.22.
## Fixed bandwidth: 867.935 AICc value: 1055.17.
## Fixed bandwidth: 978.31 AICc value: 1055.16.
## Fixed bandwidth: 910.094 AICc value: 1055.15.
## Fixed bandwidth: 952.254 AICc value: 1055.15.
## Fixed bandwidth: 926.198 AICc value: 1055.15.
## Fixed bandwidth: 920.047 AICc value: 1055.15.
## Fixed bandwidth: 929.999 AICc value: 1055.15.
## The newly selected bandwidth for variable: X2_sanitasi is 926.198
## The bandwidth used in the last iteration is: 920.047 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.47.
## Fixed bandwidth: 1981.64 AICc value: 1060.65.
## Fixed bandwidth: 1225.12 AICc value: 1057.83.
## Fixed bandwidth: 757.559 AICc value: 1056.98.
## Fixed bandwidth: 468.594 AICc value: 1057.68.
## Fixed bandwidth: 936.15 AICc value: 1057.12.
## Fixed bandwidth: 647.184 AICc value: 1057.06.
## Fixed bandwidth: 825.775 AICc value: 1057.
## Fixed bandwidth: 715.4 AICc value: 1056.99.
## Fixed bandwidth: 783.616 AICc value: 1056.98.
## Fixed bandwidth: 741.456 AICc value: 1056.98.
## Fixed bandwidth: 767.512 AICc value: 1056.98.
## The newly selected bandwidth for variable: X3_merokok is 757.559
## The bandwidth used in the last iteration is: 767.512 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X3_merokok will be continually selected in the next iteration.
## Iteration 43 change of RSS (dCVR) is 0.0181771.
##  Iteration 44
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1474.43.
## Fixed bandwidth: 1981.64 AICc value: 1447.18.
## Fixed bandwidth: 1225.12 AICc value: 1396.47.
## Fixed bandwidth: 757.559 AICc value: 1318.64.
## Fixed bandwidth: 468.594 AICc value: 1245.59.
## Fixed bandwidth: 290.003 AICc value: 1202.13.
## Fixed bandwidth: 179.628 AICc value: 1176.12.
## Fixed bandwidth: 111.412 AICc value: 1168.54.
## Fixed bandwidth: 69.2528 AICc value: 1208.12.
## Fixed bandwidth: 137.468 AICc value: 1168.64.
## Fixed bandwidth: 95.3089 AICc value: 1173.63.
## Fixed bandwidth: 121.365 AICc value: 1167.79.
## Fixed bandwidth: 127.516 AICc value: 1167.88.
## Fixed bandwidth: 117.563 AICc value: 1167.93.
## Fixed bandwidth: 123.714 AICc value: 1167.79.
## Fixed bandwidth: 125.166 AICc value: 1167.81.
## Fixed bandwidth: 122.817 AICc value: 1167.78.
## Fixed bandwidth: 122.262 AICc value: 1167.78.
## Fixed bandwidth: 123.16 AICc value: 1167.78.
## Fixed bandwidth: 122.605 AICc value: 1167.78.
## Fixed bandwidth: 122.948 AICc value: 1167.78.
## The newly selected bandwidth for variable: Intercept is 122.817
## The bandwidth used in the last iteration is: 122.948 and the difference in bandwidths is: 0.130932
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1099.7.
## Fixed bandwidth: 1981.64 AICc value: 1097.92.
## Fixed bandwidth: 1225.12 AICc value: 1094.89.
## Fixed bandwidth: 757.559 AICc value: 1090.6.
## Fixed bandwidth: 468.594 AICc value: 1085.73.
## Fixed bandwidth: 290.003 AICc value: 1082.35.
## Fixed bandwidth: 179.628 AICc value: 1084.54.
## Fixed bandwidth: 358.219 AICc value: 1083.43.
## Fixed bandwidth: 247.843 AICc value: 1082.22.
## Fixed bandwidth: 221.787 AICc value: 1082.58.
## Fixed bandwidth: 263.947 AICc value: 1082.19.
## Fixed bandwidth: 273.9 AICc value: 1082.23.
## Fixed bandwidth: 257.796 AICc value: 1082.19.
## Fixed bandwidth: 253.994 AICc value: 1082.2.
## Fixed bandwidth: 260.145 AICc value: 1082.19.
## Fixed bandwidth: 261.598 AICc value: 1082.19.
## Fixed bandwidth: 259.248 AICc value: 1082.19.
## The newly selected bandwidth for variable: X1_miskin is 260.145
## The bandwidth used in the last iteration is: 259.248 and the difference in bandwidths is: 0.897418
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1064.28.
## Fixed bandwidth: 1981.64 AICc value: 1058.67.
## Fixed bandwidth: 1225.12 AICc value: 1055.49.
## Fixed bandwidth: 757.559 AICc value: 1055.26.
## Fixed bandwidth: 468.594 AICc value: 1056.66.
## Fixed bandwidth: 936.15 AICc value: 1055.08.
## Fixed bandwidth: 1046.53 AICc value: 1055.15.
## Fixed bandwidth: 867.935 AICc value: 1055.1.
## Fixed bandwidth: 978.31 AICc value: 1055.09.
## Fixed bandwidth: 910.094 AICc value: 1055.08.
## Fixed bandwidth: 952.254 AICc value: 1055.08.
## Fixed bandwidth: 926.198 AICc value: 1055.08.
## Fixed bandwidth: 942.301 AICc value: 1055.08.
## Fixed bandwidth: 932.349 AICc value: 1055.08.
## The newly selected bandwidth for variable: X2_sanitasi is 932.349
## The bandwidth used in the last iteration is: 926.198 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.59.
## Fixed bandwidth: 1981.64 AICc value: 1060.76.
## Fixed bandwidth: 1225.12 AICc value: 1057.92.
## Fixed bandwidth: 757.559 AICc value: 1057.05.
## Fixed bandwidth: 468.594 AICc value: 1057.74.
## Fixed bandwidth: 936.15 AICc value: 1057.2.
## Fixed bandwidth: 647.184 AICc value: 1057.13.
## Fixed bandwidth: 825.775 AICc value: 1057.07.
## Fixed bandwidth: 715.4 AICc value: 1057.06.
## Fixed bandwidth: 783.616 AICc value: 1057.05.
## Fixed bandwidth: 741.456 AICc value: 1057.05.
## Fixed bandwidth: 767.512 AICc value: 1057.05.
## Fixed bandwidth: 751.408 AICc value: 1057.05.
## Fixed bandwidth: 761.361 AICc value: 1057.05.
## The newly selected bandwidth for variable: X3_merokok is 757.559
## The bandwidth used in the last iteration is: 757.559 and the difference in bandwidths is: 0
## The bandwidth for variable X3_merokok seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 44 change of RSS (dCVR) is 0.0101992.
##  Iteration 45
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1474.85.
## Fixed bandwidth: 1981.64 AICc value: 1447.59.
## Fixed bandwidth: 1225.12 AICc value: 1396.87.
## Fixed bandwidth: 757.559 AICc value: 1319.01.
## Fixed bandwidth: 468.594 AICc value: 1245.92.
## Fixed bandwidth: 290.003 AICc value: 1202.42.
## Fixed bandwidth: 179.628 AICc value: 1176.36.
## Fixed bandwidth: 111.412 AICc value: 1168.72.
## Fixed bandwidth: 69.2528 AICc value: 1208.22.
## Fixed bandwidth: 137.468 AICc value: 1168.85.
## Fixed bandwidth: 95.3089 AICc value: 1173.79.
## Fixed bandwidth: 121.365 AICc value: 1167.99.
## Fixed bandwidth: 127.516 AICc value: 1168.08.
## Fixed bandwidth: 117.563 AICc value: 1168.12.
## Fixed bandwidth: 123.714 AICc value: 1167.98.
## Fixed bandwidth: 125.166 AICc value: 1168.01.
## Fixed bandwidth: 122.817 AICc value: 1167.98.
## Fixed bandwidth: 122.262 AICc value: 1167.98.
## Fixed bandwidth: 123.16 AICc value: 1167.98.
## Fixed bandwidth: 122.605 AICc value: 1167.98.
## The newly selected bandwidth for variable: Intercept is 122.817
## The bandwidth used in the last iteration is: 122.817 and the difference in bandwidths is: 0
## The bandwidth for variable Intercept seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1099.65.
## Fixed bandwidth: 1981.64 AICc value: 1097.88.
## Fixed bandwidth: 1225.12 AICc value: 1094.86.
## Fixed bandwidth: 757.559 AICc value: 1090.58.
## Fixed bandwidth: 468.594 AICc value: 1085.72.
## Fixed bandwidth: 290.003 AICc value: 1082.37.
## Fixed bandwidth: 179.628 AICc value: 1084.57.
## Fixed bandwidth: 358.219 AICc value: 1083.44.
## Fixed bandwidth: 247.843 AICc value: 1082.24.
## Fixed bandwidth: 221.787 AICc value: 1082.6.
## Fixed bandwidth: 263.947 AICc value: 1082.21.
## Fixed bandwidth: 273.9 AICc value: 1082.24.
## Fixed bandwidth: 257.796 AICc value: 1082.21.
## Fixed bandwidth: 253.994 AICc value: 1082.22.
## Fixed bandwidth: 260.145 AICc value: 1082.21.
## Fixed bandwidth: 261.598 AICc value: 1082.21.
## Fixed bandwidth: 259.248 AICc value: 1082.21.
## Fixed bandwidth: 260.7 AICc value: 1082.21.
## The newly selected bandwidth for variable: X1_miskin is 260.145
## The bandwidth used in the last iteration is: 260.145 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1064.01.
## Fixed bandwidth: 1981.64 AICc value: 1058.54.
## Fixed bandwidth: 1225.12 AICc value: 1055.45.
## Fixed bandwidth: 757.559 AICc value: 1055.25.
## Fixed bandwidth: 468.594 AICc value: 1056.66.
## Fixed bandwidth: 936.15 AICc value: 1055.06.
## Fixed bandwidth: 1046.53 AICc value: 1055.12.
## Fixed bandwidth: 867.935 AICc value: 1055.09.
## Fixed bandwidth: 978.31 AICc value: 1055.07.
## Fixed bandwidth: 910.094 AICc value: 1055.07.
## Fixed bandwidth: 952.254 AICc value: 1055.06.
## Fixed bandwidth: 926.198 AICc value: 1055.06.
## Fixed bandwidth: 942.301 AICc value: 1055.06.
## The newly selected bandwidth for variable: X2_sanitasi is 936.15
## The bandwidth used in the last iteration is: 932.349 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.63.
## Fixed bandwidth: 1981.64 AICc value: 1060.79.
## Fixed bandwidth: 1225.12 AICc value: 1057.94.
## Fixed bandwidth: 757.559 AICc value: 1057.07.
## Fixed bandwidth: 468.594 AICc value: 1057.76.
## Fixed bandwidth: 936.15 AICc value: 1057.22.
## Fixed bandwidth: 647.184 AICc value: 1057.14.
## Fixed bandwidth: 825.775 AICc value: 1057.09.
## Fixed bandwidth: 715.4 AICc value: 1057.08.
## Fixed bandwidth: 783.616 AICc value: 1057.07.
## Fixed bandwidth: 741.456 AICc value: 1057.07.
## Fixed bandwidth: 767.512 AICc value: 1057.07.
## Fixed bandwidth: 751.408 AICc value: 1057.07.
## Fixed bandwidth: 761.361 AICc value: 1057.07.
## The newly selected bandwidth for variable: X3_merokok is 757.559
## The bandwidth used in the last iteration is: 757.559 and the difference in bandwidths is: 0
## The bandwidth for variable X3_merokok seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Iteration 45 change of RSS (dCVR) is 0.00667742.
##  Iteration 46
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1475.12.
## Fixed bandwidth: 1981.64 AICc value: 1447.85.
## Fixed bandwidth: 1225.12 AICc value: 1397.1.
## Fixed bandwidth: 757.559 AICc value: 1319.2.
## Fixed bandwidth: 468.594 AICc value: 1246.08.
## Fixed bandwidth: 290.003 AICc value: 1202.54.
## Fixed bandwidth: 179.628 AICc value: 1176.45.
## Fixed bandwidth: 111.412 AICc value: 1168.78.
## Fixed bandwidth: 69.2528 AICc value: 1208.23.
## Fixed bandwidth: 137.468 AICc value: 1168.92.
## Fixed bandwidth: 95.3089 AICc value: 1173.83.
## Fixed bandwidth: 121.365 AICc value: 1168.05.
## Fixed bandwidth: 127.516 AICc value: 1168.15.
## Fixed bandwidth: 117.563 AICc value: 1168.18.
## Fixed bandwidth: 123.714 AICc value: 1168.05.
## Fixed bandwidth: 125.166 AICc value: 1168.07.
## Fixed bandwidth: 122.817 AICc value: 1168.05.
## Fixed bandwidth: 122.262 AICc value: 1168.05.
## Fixed bandwidth: 123.16 AICc value: 1168.05.
## Fixed bandwidth: 122.605 AICc value: 1168.05.
## The newly selected bandwidth for variable: Intercept is 122.605
## The bandwidth used in the last iteration is: 122.817 and the difference in bandwidths is: 0.211852
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1099.34.
## Fixed bandwidth: 1981.64 AICc value: 1097.57.
## Fixed bandwidth: 1225.12 AICc value: 1094.56.
## Fixed bandwidth: 757.559 AICc value: 1090.29.
## Fixed bandwidth: 468.594 AICc value: 1085.45.
## Fixed bandwidth: 290.003 AICc value: 1082.11.
## Fixed bandwidth: 179.628 AICc value: 1084.33.
## Fixed bandwidth: 358.219 AICc value: 1083.17.
## Fixed bandwidth: 247.843 AICc value: 1081.99.
## Fixed bandwidth: 221.787 AICc value: 1082.36.
## Fixed bandwidth: 263.947 AICc value: 1081.96.
## Fixed bandwidth: 273.9 AICc value: 1081.99.
## Fixed bandwidth: 257.796 AICc value: 1081.96.
## Fixed bandwidth: 253.994 AICc value: 1081.97.
## Fixed bandwidth: 260.145 AICc value: 1081.96.
## Fixed bandwidth: 261.598 AICc value: 1081.96.
## Fixed bandwidth: 259.248 AICc value: 1081.96.
## Fixed bandwidth: 260.7 AICc value: 1081.96.
## The newly selected bandwidth for variable: X1_miskin is 260.7
## The bandwidth used in the last iteration is: 260.145 and the difference in bandwidths is: 0.554635
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1063.61.
## Fixed bandwidth: 1981.64 AICc value: 1058.26.
## Fixed bandwidth: 1225.12 AICc value: 1055.26.
## Fixed bandwidth: 757.559 AICc value: 1055.08.
## Fixed bandwidth: 468.594 AICc value: 1056.5.
## Fixed bandwidth: 936.15 AICc value: 1054.89.
## Fixed bandwidth: 1046.53 AICc value: 1054.95.
## Fixed bandwidth: 867.935 AICc value: 1054.92.
## Fixed bandwidth: 978.31 AICc value: 1054.9.
## Fixed bandwidth: 910.094 AICc value: 1054.9.
## Fixed bandwidth: 952.254 AICc value: 1054.89.
## Fixed bandwidth: 926.198 AICc value: 1054.89.
## Fixed bandwidth: 942.301 AICc value: 1054.89.
## Fixed bandwidth: 946.103 AICc value: 1054.89.
## The newly selected bandwidth for variable: X2_sanitasi is 942.301
## The bandwidth used in the last iteration is: 936.15 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.53.
## Fixed bandwidth: 1981.64 AICc value: 1060.68.
## Fixed bandwidth: 1225.12 AICc value: 1057.82.
## Fixed bandwidth: 757.559 AICc value: 1056.94.
## Fixed bandwidth: 468.594 AICc value: 1057.62.
## Fixed bandwidth: 936.15 AICc value: 1057.09.
## Fixed bandwidth: 647.184 AICc value: 1057.01.
## Fixed bandwidth: 825.775 AICc value: 1056.96.
## Fixed bandwidth: 715.4 AICc value: 1056.95.
## Fixed bandwidth: 783.616 AICc value: 1056.94.
## Fixed bandwidth: 741.456 AICc value: 1056.94.
## Fixed bandwidth: 767.512 AICc value: 1056.94.
## Fixed bandwidth: 751.408 AICc value: 1056.94.
## Fixed bandwidth: 761.361 AICc value: 1056.94.
## The newly selected bandwidth for variable: X3_merokok is 757.559
## The bandwidth used in the last iteration is: 757.559 and the difference in bandwidths is: 0
## The bandwidth for variable X3_merokok seems to be converged for 3 times. It will be continually optimized in the next 2 times
## Iteration 46 change of RSS (dCVR) is 0.0156737.
##  Iteration 47
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1475.5.
## Fixed bandwidth: 1981.64 AICc value: 1448.22.
## Fixed bandwidth: 1225.12 AICc value: 1397.45.
## Fixed bandwidth: 757.559 AICc value: 1319.53.
## Fixed bandwidth: 468.594 AICc value: 1246.37.
## Fixed bandwidth: 290.003 AICc value: 1202.8.
## Fixed bandwidth: 179.628 AICc value: 1176.66.
## Fixed bandwidth: 111.412 AICc value: 1168.93.
## Fixed bandwidth: 69.2528 AICc value: 1208.3.
## Fixed bandwidth: 137.468 AICc value: 1169.1.
## Fixed bandwidth: 95.3089 AICc value: 1173.95.
## Fixed bandwidth: 121.365 AICc value: 1168.22.
## Fixed bandwidth: 127.516 AICc value: 1168.32.
## Fixed bandwidth: 117.563 AICc value: 1168.34.
## Fixed bandwidth: 123.714 AICc value: 1168.22.
## Fixed bandwidth: 125.166 AICc value: 1168.24.
## Fixed bandwidth: 122.817 AICc value: 1168.21.
## Fixed bandwidth: 122.262 AICc value: 1168.21.
## Fixed bandwidth: 123.16 AICc value: 1168.21.
## Fixed bandwidth: 122.605 AICc value: 1168.21.
## Fixed bandwidth: 122.474 AICc value: 1168.21.
## The newly selected bandwidth for variable: Intercept is 122.605
## The bandwidth used in the last iteration is: 122.605 and the difference in bandwidths is: 0
## The bandwidth for variable Intercept seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1099.33.
## Fixed bandwidth: 1981.64 AICc value: 1097.57.
## Fixed bandwidth: 1225.12 AICc value: 1094.57.
## Fixed bandwidth: 757.559 AICc value: 1090.31.
## Fixed bandwidth: 468.594 AICc value: 1085.47.
## Fixed bandwidth: 290.003 AICc value: 1082.15.
## Fixed bandwidth: 179.628 AICc value: 1084.38.
## Fixed bandwidth: 358.219 AICc value: 1083.2.
## Fixed bandwidth: 247.843 AICc value: 1082.03.
## Fixed bandwidth: 221.787 AICc value: 1082.4.
## Fixed bandwidth: 263.947 AICc value: 1082.
## Fixed bandwidth: 273.9 AICc value: 1082.03.
## Fixed bandwidth: 257.796 AICc value: 1082.
## Fixed bandwidth: 253.994 AICc value: 1082.01.
## Fixed bandwidth: 260.145 AICc value: 1082.
## Fixed bandwidth: 261.598 AICc value: 1082.
## The newly selected bandwidth for variable: X1_miskin is 260.145
## The bandwidth used in the last iteration is: 260.7 and the difference in bandwidths is: 0.554635
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1063.28.
## Fixed bandwidth: 1981.64 AICc value: 1058.06.
## Fixed bandwidth: 1225.12 AICc value: 1055.13.
## Fixed bandwidth: 757.559 AICc value: 1054.99.
## Fixed bandwidth: 468.594 AICc value: 1056.41.
## Fixed bandwidth: 936.15 AICc value: 1054.79.
## Fixed bandwidth: 1046.53 AICc value: 1054.84.
## Fixed bandwidth: 867.935 AICc value: 1054.82.
## Fixed bandwidth: 978.31 AICc value: 1054.79.
## Fixed bandwidth: 910.094 AICc value: 1054.8.
## Fixed bandwidth: 952.254 AICc value: 1054.79.
## Fixed bandwidth: 962.206 AICc value: 1054.79.
## Fixed bandwidth: 946.103 AICc value: 1054.79.
## The newly selected bandwidth for variable: X2_sanitasi is 946.103
## The bandwidth used in the last iteration is: 942.301 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.47.
## Fixed bandwidth: 1981.64 AICc value: 1060.61.
## Fixed bandwidth: 1225.12 AICc value: 1057.74.
## Fixed bandwidth: 757.559 AICc value: 1056.86.
## Fixed bandwidth: 468.594 AICc value: 1057.55.
## Fixed bandwidth: 936.15 AICc value: 1057.02.
## Fixed bandwidth: 647.184 AICc value: 1056.94.
## Fixed bandwidth: 825.775 AICc value: 1056.89.
## Fixed bandwidth: 715.4 AICc value: 1056.87.
## Fixed bandwidth: 783.616 AICc value: 1056.87.
## Fixed bandwidth: 741.456 AICc value: 1056.86.
## Fixed bandwidth: 767.512 AICc value: 1056.86.
## Fixed bandwidth: 751.408 AICc value: 1056.86.
## Fixed bandwidth: 761.361 AICc value: 1056.86.
## The newly selected bandwidth for variable: X3_merokok is 757.559
## The bandwidth used in the last iteration is: 757.559 and the difference in bandwidths is: 0
## The bandwidth for variable X3_merokok seems to be converged for 4 times. It will be continually optimized in the next 1 times
## Iteration 47 change of RSS (dCVR) is 0.0119473.
##  Iteration 48
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1475.67.
## Fixed bandwidth: 1981.64 AICc value: 1448.38.
## Fixed bandwidth: 1225.12 AICc value: 1397.58.
## Fixed bandwidth: 757.559 AICc value: 1319.61.
## Fixed bandwidth: 468.594 AICc value: 1246.42.
## Fixed bandwidth: 290.003 AICc value: 1202.82.
## Fixed bandwidth: 179.628 AICc value: 1176.67.
## Fixed bandwidth: 111.412 AICc value: 1168.92.
## Fixed bandwidth: 69.2528 AICc value: 1208.25.
## Fixed bandwidth: 137.468 AICc value: 1169.1.
## Fixed bandwidth: 95.3089 AICc value: 1173.93.
## Fixed bandwidth: 121.365 AICc value: 1168.21.
## Fixed bandwidth: 127.516 AICc value: 1168.31.
## Fixed bandwidth: 117.563 AICc value: 1168.33.
## Fixed bandwidth: 123.714 AICc value: 1168.21.
## Fixed bandwidth: 119.913 AICc value: 1168.24.
## Fixed bandwidth: 122.262 AICc value: 1168.2.
## Fixed bandwidth: 122.817 AICc value: 1168.2.
## Fixed bandwidth: 121.92 AICc value: 1168.2.
## Fixed bandwidth: 122.474 AICc value: 1168.2.
## Fixed bandwidth: 122.605 AICc value: 1168.2.
## The newly selected bandwidth for variable: Intercept is 122.474
## The bandwidth used in the last iteration is: 122.605 and the difference in bandwidths is: 0.130932
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1099.21.
## Fixed bandwidth: 1981.64 AICc value: 1097.45.
## Fixed bandwidth: 1225.12 AICc value: 1094.46.
## Fixed bandwidth: 757.559 AICc value: 1090.19.
## Fixed bandwidth: 468.594 AICc value: 1085.36.
## Fixed bandwidth: 290.003 AICc value: 1082.04.
## Fixed bandwidth: 179.628 AICc value: 1084.27.
## Fixed bandwidth: 358.219 AICc value: 1083.09.
## Fixed bandwidth: 247.843 AICc value: 1081.92.
## Fixed bandwidth: 221.787 AICc value: 1082.29.
## Fixed bandwidth: 263.947 AICc value: 1081.89.
## Fixed bandwidth: 273.9 AICc value: 1081.92.
## Fixed bandwidth: 257.796 AICc value: 1081.89.
## Fixed bandwidth: 253.994 AICc value: 1081.89.
## Fixed bandwidth: 260.145 AICc value: 1081.88.
## Fixed bandwidth: 261.598 AICc value: 1081.88.
## The newly selected bandwidth for variable: X1_miskin is 260.145
## The bandwidth used in the last iteration is: 260.145 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1062.93.
## Fixed bandwidth: 1981.64 AICc value: 1057.83.
## Fixed bandwidth: 1225.12 AICc value: 1054.98.
## Fixed bandwidth: 757.559 AICc value: 1054.86.
## Fixed bandwidth: 468.594 AICc value: 1056.28.
## Fixed bandwidth: 936.15 AICc value: 1054.66.
## Fixed bandwidth: 1046.53 AICc value: 1054.7.
## Fixed bandwidth: 867.935 AICc value: 1054.69.
## Fixed bandwidth: 978.31 AICc value: 1054.66.
## Fixed bandwidth: 910.094 AICc value: 1054.66.
## Fixed bandwidth: 952.254 AICc value: 1054.65.
## Fixed bandwidth: 962.206 AICc value: 1054.65.
## Fixed bandwidth: 946.103 AICc value: 1054.65.
## Fixed bandwidth: 956.055 AICc value: 1054.65.
## The newly selected bandwidth for variable: X2_sanitasi is 952.254
## The bandwidth used in the last iteration is: 946.103 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X3_merokok
## Fixed bandwidth: 3205.72 AICc value: 1064.38.
## Fixed bandwidth: 1981.64 AICc value: 1060.52.
## Fixed bandwidth: 1225.12 AICc value: 1057.65.
## Fixed bandwidth: 757.559 AICc value: 1056.77.
## Fixed bandwidth: 468.594 AICc value: 1057.45.
## Fixed bandwidth: 936.15 AICc value: 1056.92.
## Fixed bandwidth: 647.184 AICc value: 1056.84.
## Fixed bandwidth: 825.775 AICc value: 1056.79.
## Fixed bandwidth: 715.4 AICc value: 1056.78.
## Fixed bandwidth: 783.616 AICc value: 1056.77.
## Fixed bandwidth: 741.456 AICc value: 1056.77.
## Fixed bandwidth: 767.512 AICc value: 1056.77.
## Fixed bandwidth: 751.408 AICc value: 1056.77.
## Fixed bandwidth: 761.361 AICc value: 1056.77.
## Fixed bandwidth: 755.21 AICc value: 1056.77.
## The newly selected bandwidth for variable: X3_merokok is 757.559
## The bandwidth used in the last iteration is: 757.559 and the difference in bandwidths is: 0
## The bandwidth for variable X3_merokok seems to be converged and will be kept the same in the following iterations.
## Iteration 48 change of RSS (dCVR) is 0.014098.
##  Iteration 49
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1475.92.
## Fixed bandwidth: 1981.64 AICc value: 1448.61.
## Fixed bandwidth: 1225.12 AICc value: 1397.8.
## Fixed bandwidth: 757.559 AICc value: 1319.8.
## Fixed bandwidth: 468.594 AICc value: 1246.57.
## Fixed bandwidth: 290.003 AICc value: 1202.95.
## Fixed bandwidth: 179.628 AICc value: 1176.77.
## Fixed bandwidth: 111.412 AICc value: 1168.99.
## Fixed bandwidth: 69.2528 AICc value: 1208.27.
## Fixed bandwidth: 137.468 AICc value: 1169.19.
## Fixed bandwidth: 95.3089 AICc value: 1173.98.
## Fixed bandwidth: 121.365 AICc value: 1168.28.
## Fixed bandwidth: 127.516 AICc value: 1168.39.
## Fixed bandwidth: 117.563 AICc value: 1168.4.
## Fixed bandwidth: 123.714 AICc value: 1168.28.
## Fixed bandwidth: 119.913 AICc value: 1168.31.
## Fixed bandwidth: 122.262 AICc value: 1168.28.
## Fixed bandwidth: 122.817 AICc value: 1168.28.
## Fixed bandwidth: 121.92 AICc value: 1168.28.
## Fixed bandwidth: 122.474 AICc value: 1168.28.
## Fixed bandwidth: 122.605 AICc value: 1168.28.
## Fixed bandwidth: 122.393 AICc value: 1168.28.
## The newly selected bandwidth for variable: Intercept is 122.474
## The bandwidth used in the last iteration is: 122.474 and the difference in bandwidths is: 0
## The bandwidth for variable Intercept seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1099.27.
## Fixed bandwidth: 1981.64 AICc value: 1097.52.
## Fixed bandwidth: 1225.12 AICc value: 1094.53.
## Fixed bandwidth: 757.559 AICc value: 1090.26.
## Fixed bandwidth: 468.594 AICc value: 1085.43.
## Fixed bandwidth: 290.003 AICc value: 1082.1.
## Fixed bandwidth: 179.628 AICc value: 1084.33.
## Fixed bandwidth: 358.219 AICc value: 1083.16.
## Fixed bandwidth: 247.843 AICc value: 1081.99.
## Fixed bandwidth: 221.787 AICc value: 1082.35.
## Fixed bandwidth: 263.947 AICc value: 1081.95.
## Fixed bandwidth: 273.9 AICc value: 1081.98.
## Fixed bandwidth: 257.796 AICc value: 1081.95.
## Fixed bandwidth: 253.994 AICc value: 1081.96.
## Fixed bandwidth: 260.145 AICc value: 1081.95.
## Fixed bandwidth: 261.598 AICc value: 1081.95.
## Fixed bandwidth: 259.248 AICc value: 1081.95.
## Fixed bandwidth: 260.7 AICc value: 1081.95.
## The newly selected bandwidth for variable: X1_miskin is 260.7
## The bandwidth used in the last iteration is: 260.145 and the difference in bandwidths is: 0.554635
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1062.85.
## Fixed bandwidth: 1981.64 AICc value: 1057.87.
## Fixed bandwidth: 1225.12 AICc value: 1055.1.
## Fixed bandwidth: 757.559 AICc value: 1055.
## Fixed bandwidth: 468.594 AICc value: 1056.43.
## Fixed bandwidth: 936.15 AICc value: 1054.79.
## Fixed bandwidth: 1046.53 AICc value: 1054.83.
## Fixed bandwidth: 867.935 AICc value: 1054.83.
## Fixed bandwidth: 978.31 AICc value: 1054.79.
## Fixed bandwidth: 1004.37 AICc value: 1054.8.
## Fixed bandwidth: 962.206 AICc value: 1054.79.
## Fixed bandwidth: 952.254 AICc value: 1054.79.
## The newly selected bandwidth for variable: X2_sanitasi is 962.206
## The bandwidth used in the last iteration is: 952.254 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 49 change of RSS (dCVR) is 0.0185916.
##  Iteration 50
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1476.23.
## Fixed bandwidth: 1981.64 AICc value: 1448.91.
## Fixed bandwidth: 1225.12 AICc value: 1398.08.
## Fixed bandwidth: 757.559 AICc value: 1320.06.
## Fixed bandwidth: 468.594 AICc value: 1246.81.
## Fixed bandwidth: 290.003 AICc value: 1203.16.
## Fixed bandwidth: 179.628 AICc value: 1176.96.
## Fixed bandwidth: 111.412 AICc value: 1169.14.
## Fixed bandwidth: 69.2528 AICc value: 1208.37.
## Fixed bandwidth: 137.468 AICc value: 1169.36.
## Fixed bandwidth: 95.3089 AICc value: 1174.12.
## Fixed bandwidth: 121.365 AICc value: 1168.45.
## Fixed bandwidth: 127.516 AICc value: 1168.56.
## Fixed bandwidth: 117.563 AICc value: 1168.56.
## Fixed bandwidth: 123.714 AICc value: 1168.45.
## Fixed bandwidth: 119.913 AICc value: 1168.47.
## Fixed bandwidth: 122.262 AICc value: 1168.44.
## Fixed bandwidth: 122.817 AICc value: 1168.44.
## Fixed bandwidth: 121.92 AICc value: 1168.44.
## Fixed bandwidth: 122.474 AICc value: 1168.44.
## The newly selected bandwidth for variable: Intercept is 122.474
## The bandwidth used in the last iteration is: 122.474 and the difference in bandwidths is: 0
## The bandwidth for variable Intercept seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1099.3.
## Fixed bandwidth: 1981.64 AICc value: 1097.56.
## Fixed bandwidth: 1225.12 AICc value: 1094.57.
## Fixed bandwidth: 757.559 AICc value: 1090.32.
## Fixed bandwidth: 468.594 AICc value: 1085.49.
## Fixed bandwidth: 290.003 AICc value: 1082.17.
## Fixed bandwidth: 179.628 AICc value: 1084.4.
## Fixed bandwidth: 358.219 AICc value: 1083.22.
## Fixed bandwidth: 247.843 AICc value: 1082.06.
## Fixed bandwidth: 221.787 AICc value: 1082.42.
## Fixed bandwidth: 263.947 AICc value: 1082.02.
## Fixed bandwidth: 273.9 AICc value: 1082.05.
## Fixed bandwidth: 257.796 AICc value: 1082.02.
## Fixed bandwidth: 253.994 AICc value: 1082.03.
## Fixed bandwidth: 260.145 AICc value: 1082.02.
## Fixed bandwidth: 261.598 AICc value: 1082.02.
## The newly selected bandwidth for variable: X1_miskin is 260.145
## The bandwidth used in the last iteration is: 260.7 and the difference in bandwidths is: 0.554635
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1062.53.
## Fixed bandwidth: 1981.64 AICc value: 1057.67.
## Fixed bandwidth: 1225.12 AICc value: 1054.99.
## Fixed bandwidth: 757.559 AICc value: 1054.92.
## Fixed bandwidth: 468.594 AICc value: 1056.35.
## Fixed bandwidth: 936.15 AICc value: 1054.7.
## Fixed bandwidth: 1046.53 AICc value: 1054.73.
## Fixed bandwidth: 867.935 AICc value: 1054.74.
## Fixed bandwidth: 978.31 AICc value: 1054.7.
## Fixed bandwidth: 1004.37 AICc value: 1054.71.
## Fixed bandwidth: 962.206 AICc value: 1054.7.
## Fixed bandwidth: 952.254 AICc value: 1054.7.
## Fixed bandwidth: 968.357 AICc value: 1054.7.
## The newly selected bandwidth for variable: X2_sanitasi is 962.206
## The bandwidth used in the last iteration is: 962.206 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 50 change of RSS (dCVR) is 0.0115937.
##  Iteration 51
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1476.35.
## Fixed bandwidth: 1981.64 AICc value: 1449.02.
## Fixed bandwidth: 1225.12 AICc value: 1398.16.
## Fixed bandwidth: 757.559 AICc value: 1320.11.
## Fixed bandwidth: 468.594 AICc value: 1246.82.
## Fixed bandwidth: 290.003 AICc value: 1203.16.
## Fixed bandwidth: 179.628 AICc value: 1176.95.
## Fixed bandwidth: 111.412 AICc value: 1169.12.
## Fixed bandwidth: 69.2528 AICc value: 1208.31.
## Fixed bandwidth: 137.468 AICc value: 1169.34.
## Fixed bandwidth: 95.3089 AICc value: 1174.09.
## Fixed bandwidth: 121.365 AICc value: 1168.43.
## Fixed bandwidth: 127.516 AICc value: 1168.54.
## Fixed bandwidth: 117.563 AICc value: 1168.54.
## Fixed bandwidth: 123.714 AICc value: 1168.43.
## Fixed bandwidth: 119.913 AICc value: 1168.45.
## Fixed bandwidth: 122.262 AICc value: 1168.42.
## Fixed bandwidth: 122.817 AICc value: 1168.42.
## Fixed bandwidth: 121.92 AICc value: 1168.42.
## Fixed bandwidth: 122.474 AICc value: 1168.42.
## The newly selected bandwidth for variable: Intercept is 122.262
## The bandwidth used in the last iteration is: 122.474 and the difference in bandwidths is: 0.211852
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1099.05.
## Fixed bandwidth: 1981.64 AICc value: 1097.31.
## Fixed bandwidth: 1225.12 AICc value: 1094.33.
## Fixed bandwidth: 757.559 AICc value: 1090.07.
## Fixed bandwidth: 468.594 AICc value: 1085.24.
## Fixed bandwidth: 290.003 AICc value: 1081.93.
## Fixed bandwidth: 179.628 AICc value: 1084.17.
## Fixed bandwidth: 358.219 AICc value: 1082.98.
## Fixed bandwidth: 247.843 AICc value: 1081.82.
## Fixed bandwidth: 221.787 AICc value: 1082.19.
## Fixed bandwidth: 263.947 AICc value: 1081.78.
## Fixed bandwidth: 273.9 AICc value: 1081.81.
## Fixed bandwidth: 257.796 AICc value: 1081.78.
## Fixed bandwidth: 267.749 AICc value: 1081.79.
## Fixed bandwidth: 261.598 AICc value: 1081.78.
## Fixed bandwidth: 260.145 AICc value: 1081.78.
## The newly selected bandwidth for variable: X1_miskin is 261.598
## The bandwidth used in the last iteration is: 260.145 and the difference in bandwidths is: 1.45205
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1062.37.
## Fixed bandwidth: 1981.64 AICc value: 1057.62.
## Fixed bandwidth: 1225.12 AICc value: 1055.
## Fixed bandwidth: 757.559 AICc value: 1054.96.
## Fixed bandwidth: 468.594 AICc value: 1056.39.
## Fixed bandwidth: 936.15 AICc value: 1054.73.
## Fixed bandwidth: 1046.53 AICc value: 1054.75.
## Fixed bandwidth: 867.935 AICc value: 1054.78.
## Fixed bandwidth: 978.31 AICc value: 1054.73.
## Fixed bandwidth: 1004.37 AICc value: 1054.73.
## Fixed bandwidth: 962.206 AICc value: 1054.73.
## Fixed bandwidth: 952.254 AICc value: 1054.73.
## Fixed bandwidth: 968.357 AICc value: 1054.73.
## Fixed bandwidth: 972.159 AICc value: 1054.73.
## The newly selected bandwidth for variable: X2_sanitasi is 968.357
## The bandwidth used in the last iteration is: 962.206 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 51 change of RSS (dCVR) is 0.00901216.
##  Iteration 52
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1476.8.
## Fixed bandwidth: 1981.64 AICc value: 1449.46.
## Fixed bandwidth: 1225.12 AICc value: 1398.6.
## Fixed bandwidth: 757.559 AICc value: 1320.55.
## Fixed bandwidth: 468.594 AICc value: 1247.24.
## Fixed bandwidth: 290.003 AICc value: 1203.54.
## Fixed bandwidth: 179.628 AICc value: 1177.28.
## Fixed bandwidth: 111.412 AICc value: 1169.37.
## Fixed bandwidth: 69.2528 AICc value: 1208.49.
## Fixed bandwidth: 137.468 AICc value: 1169.63.
## Fixed bandwidth: 95.3089 AICc value: 1174.32.
## Fixed bandwidth: 121.365 AICc value: 1168.7.
## Fixed bandwidth: 127.516 AICc value: 1168.82.
## Fixed bandwidth: 117.563 AICc value: 1168.81.
## Fixed bandwidth: 123.714 AICc value: 1168.71.
## Fixed bandwidth: 119.913 AICc value: 1168.72.
## Fixed bandwidth: 122.262 AICc value: 1168.69.
## Fixed bandwidth: 122.817 AICc value: 1168.7.
## Fixed bandwidth: 121.92 AICc value: 1168.69.
## Fixed bandwidth: 122.474 AICc value: 1168.69.
## Fixed bandwidth: 122.131 AICc value: 1168.69.
## The newly selected bandwidth for variable: Intercept is 122.262
## The bandwidth used in the last iteration is: 122.262 and the difference in bandwidths is: 0
## The bandwidth for variable Intercept seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1098.97.
## Fixed bandwidth: 1981.64 AICc value: 1097.24.
## Fixed bandwidth: 1225.12 AICc value: 1094.27.
## Fixed bandwidth: 757.559 AICc value: 1090.02.
## Fixed bandwidth: 468.594 AICc value: 1085.21.
## Fixed bandwidth: 290.003 AICc value: 1081.93.
## Fixed bandwidth: 179.628 AICc value: 1084.19.
## Fixed bandwidth: 358.219 AICc value: 1082.97.
## Fixed bandwidth: 247.843 AICc value: 1081.82.
## Fixed bandwidth: 221.787 AICc value: 1082.2.
## Fixed bandwidth: 263.947 AICc value: 1081.78.
## Fixed bandwidth: 273.9 AICc value: 1081.81.
## Fixed bandwidth: 257.796 AICc value: 1081.79.
## Fixed bandwidth: 267.749 AICc value: 1081.79.
## Fixed bandwidth: 261.598 AICc value: 1081.78.
## Fixed bandwidth: 260.145 AICc value: 1081.78.
## Fixed bandwidth: 262.495 AICc value: 1081.78.
## Fixed bandwidth: 261.043 AICc value: 1081.78.
## The newly selected bandwidth for variable: X1_miskin is 261.598
## The bandwidth used in the last iteration is: 261.598 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1062.15.
## Fixed bandwidth: 1981.64 AICc value: 1057.5.
## Fixed bandwidth: 1225.12 AICc value: 1054.95.
## Fixed bandwidth: 757.559 AICc value: 1054.93.
## Fixed bandwidth: 468.594 AICc value: 1056.37.
## Fixed bandwidth: 936.15 AICc value: 1054.7.
## Fixed bandwidth: 1046.53 AICc value: 1054.72.
## Fixed bandwidth: 867.935 AICc value: 1054.75.
## Fixed bandwidth: 978.31 AICc value: 1054.7.
## Fixed bandwidth: 1004.37 AICc value: 1054.7.
## Fixed bandwidth: 962.206 AICc value: 1054.7.
## Fixed bandwidth: 988.262 AICc value: 1054.7.
## Fixed bandwidth: 972.159 AICc value: 1054.7.
## The newly selected bandwidth for variable: X2_sanitasi is 972.159
## The bandwidth used in the last iteration is: 968.357 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 52 change of RSS (dCVR) is 0.00297582.
##  Iteration 53
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1477.02.
## Fixed bandwidth: 1981.64 AICc value: 1449.68.
## Fixed bandwidth: 1225.12 AICc value: 1398.81.
## Fixed bandwidth: 757.559 AICc value: 1320.72.
## Fixed bandwidth: 468.594 AICc value: 1247.4.
## Fixed bandwidth: 290.003 AICc value: 1203.67.
## Fixed bandwidth: 179.628 AICc value: 1177.37.
## Fixed bandwidth: 111.412 AICc value: 1169.44.
## Fixed bandwidth: 69.2528 AICc value: 1208.5.
## Fixed bandwidth: 137.468 AICc value: 1169.71.
## Fixed bandwidth: 95.3089 AICc value: 1174.37.
## Fixed bandwidth: 121.365 AICc value: 1168.77.
## Fixed bandwidth: 127.516 AICc value: 1168.9.
## Fixed bandwidth: 117.563 AICc value: 1168.88.
## Fixed bandwidth: 123.714 AICc value: 1168.78.
## Fixed bandwidth: 119.913 AICc value: 1168.79.
## Fixed bandwidth: 122.262 AICc value: 1168.77.
## Fixed bandwidth: 122.817 AICc value: 1168.77.
## Fixed bandwidth: 121.92 AICc value: 1168.77.
## Fixed bandwidth: 122.474 AICc value: 1168.77.
## Fixed bandwidth: 122.131 AICc value: 1168.77.
## The newly selected bandwidth for variable: Intercept is 122.131
## The bandwidth used in the last iteration is: 122.262 and the difference in bandwidths is: 0.130932
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1098.78.
## Fixed bandwidth: 1981.64 AICc value: 1097.06.
## Fixed bandwidth: 1225.12 AICc value: 1094.09.
## Fixed bandwidth: 757.559 AICc value: 1089.86.
## Fixed bandwidth: 468.594 AICc value: 1085.06.
## Fixed bandwidth: 290.003 AICc value: 1081.79.
## Fixed bandwidth: 179.628 AICc value: 1084.06.
## Fixed bandwidth: 358.219 AICc value: 1082.82.
## Fixed bandwidth: 247.843 AICc value: 1081.69.
## Fixed bandwidth: 221.787 AICc value: 1082.07.
## Fixed bandwidth: 263.947 AICc value: 1081.65.
## Fixed bandwidth: 273.9 AICc value: 1081.67.
## Fixed bandwidth: 257.796 AICc value: 1081.65.
## Fixed bandwidth: 267.749 AICc value: 1081.65.
## Fixed bandwidth: 261.598 AICc value: 1081.65.
## Fixed bandwidth: 260.145 AICc value: 1081.65.
## Fixed bandwidth: 262.495 AICc value: 1081.65.
## Fixed bandwidth: 261.043 AICc value: 1081.65.
## The newly selected bandwidth for variable: X1_miskin is 261.598
## The bandwidth used in the last iteration is: 261.598 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1061.81.
## Fixed bandwidth: 1981.64 AICc value: 1057.27.
## Fixed bandwidth: 1225.12 AICc value: 1054.78.
## Fixed bandwidth: 757.559 AICc value: 1054.78.
## Fixed bandwidth: 468.594 AICc value: 1056.22.
## Fixed bandwidth: 936.15 AICc value: 1054.54.
## Fixed bandwidth: 1046.53 AICc value: 1054.56.
## Fixed bandwidth: 867.935 AICc value: 1054.59.
## Fixed bandwidth: 978.31 AICc value: 1054.53.
## Fixed bandwidth: 1004.37 AICc value: 1054.54.
## Fixed bandwidth: 962.206 AICc value: 1054.54.
## Fixed bandwidth: 988.262 AICc value: 1054.54.
## Fixed bandwidth: 972.159 AICc value: 1054.54.
## Fixed bandwidth: 982.111 AICc value: 1054.53.
## The newly selected bandwidth for variable: X2_sanitasi is 978.31
## The bandwidth used in the last iteration is: 972.159 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 53 change of RSS (dCVR) is 0.0154179.
##  Iteration 54
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1477.26.
## Fixed bandwidth: 1981.64 AICc value: 1449.9.
## Fixed bandwidth: 1225.12 AICc value: 1399.01.
## Fixed bandwidth: 757.559 AICc value: 1320.91.
## Fixed bandwidth: 468.594 AICc value: 1247.56.
## Fixed bandwidth: 290.003 AICc value: 1203.8.
## Fixed bandwidth: 179.628 AICc value: 1177.48.
## Fixed bandwidth: 111.412 AICc value: 1169.51.
## Fixed bandwidth: 69.2528 AICc value: 1208.53.
## Fixed bandwidth: 137.468 AICc value: 1169.8.
## Fixed bandwidth: 95.3089 AICc value: 1174.42.
## Fixed bandwidth: 121.365 AICc value: 1168.85.
## Fixed bandwidth: 127.516 AICc value: 1168.98.
## Fixed bandwidth: 117.563 AICc value: 1168.95.
## Fixed bandwidth: 123.714 AICc value: 1168.86.
## Fixed bandwidth: 119.913 AICc value: 1168.87.
## Fixed bandwidth: 122.262 AICc value: 1168.85.
## Fixed bandwidth: 122.817 AICc value: 1168.85.
## Fixed bandwidth: 121.92 AICc value: 1168.85.
## The newly selected bandwidth for variable: Intercept is 121.92
## The bandwidth used in the last iteration is: 122.131 and the difference in bandwidths is: 0.211852
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1098.48.
## Fixed bandwidth: 1981.64 AICc value: 1096.76.
## Fixed bandwidth: 1225.12 AICc value: 1093.8.
## Fixed bandwidth: 757.559 AICc value: 1089.58.
## Fixed bandwidth: 468.594 AICc value: 1084.79.
## Fixed bandwidth: 290.003 AICc value: 1081.54.
## Fixed bandwidth: 179.628 AICc value: 1083.83.
## Fixed bandwidth: 358.219 AICc value: 1082.56.
## Fixed bandwidth: 247.843 AICc value: 1081.44.
## Fixed bandwidth: 221.787 AICc value: 1081.83.
## Fixed bandwidth: 263.947 AICc value: 1081.4.
## Fixed bandwidth: 273.9 AICc value: 1081.43.
## Fixed bandwidth: 257.796 AICc value: 1081.4.
## Fixed bandwidth: 267.749 AICc value: 1081.41.
## Fixed bandwidth: 261.598 AICc value: 1081.4.
## Fixed bandwidth: 260.145 AICc value: 1081.4.
## Fixed bandwidth: 262.495 AICc value: 1081.4.
## The newly selected bandwidth for variable: X1_miskin is 262.495
## The bandwidth used in the last iteration is: 261.598 and the difference in bandwidths is: 0.897418
## The bandwidth for variable X1_miskin will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1061.53.
## Fixed bandwidth: 1981.64 AICc value: 1057.08.
## Fixed bandwidth: 1225.12 AICc value: 1054.65.
## Fixed bandwidth: 757.559 AICc value: 1054.67.
## Fixed bandwidth: 1514.08 AICc value: 1055.39.
## Fixed bandwidth: 1046.53 AICc value: 1054.44.
## Fixed bandwidth: 936.15 AICc value: 1054.43.
## Fixed bandwidth: 867.935 AICc value: 1054.49.
## Fixed bandwidth: 978.31 AICc value: 1054.42.
## Fixed bandwidth: 1004.37 AICc value: 1054.43.
## Fixed bandwidth: 962.206 AICc value: 1054.43.
## Fixed bandwidth: 988.262 AICc value: 1054.42.
## The newly selected bandwidth for variable: X2_sanitasi is 988.262
## The bandwidth used in the last iteration is: 978.31 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 54 change of RSS (dCVR) is 0.010912.
##  Iteration 55
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1477.64.
## Fixed bandwidth: 1981.64 AICc value: 1450.29.
## Fixed bandwidth: 1225.12 AICc value: 1399.4.
## Fixed bandwidth: 757.559 AICc value: 1321.29.
## Fixed bandwidth: 468.594 AICc value: 1247.92.
## Fixed bandwidth: 290.003 AICc value: 1204.13.
## Fixed bandwidth: 179.628 AICc value: 1177.76.
## Fixed bandwidth: 111.412 AICc value: 1169.72.
## Fixed bandwidth: 69.2528 AICc value: 1208.66.
## Fixed bandwidth: 137.468 AICc value: 1170.05.
## Fixed bandwidth: 95.3089 AICc value: 1174.61.
## Fixed bandwidth: 121.365 AICc value: 1169.07.
## Fixed bandwidth: 127.516 AICc value: 1169.21.
## Fixed bandwidth: 117.563 AICc value: 1169.17.
## Fixed bandwidth: 123.714 AICc value: 1169.09.
## Fixed bandwidth: 119.913 AICc value: 1169.09.
## Fixed bandwidth: 122.262 AICc value: 1169.07.
## Fixed bandwidth: 122.817 AICc value: 1169.07.
## Fixed bandwidth: 121.92 AICc value: 1169.07.
## Fixed bandwidth: 121.708 AICc value: 1169.07.
## Fixed bandwidth: 122.05 AICc value: 1169.07.
## The newly selected bandwidth for variable: Intercept is 121.92
## The bandwidth used in the last iteration is: 121.92 and the difference in bandwidths is: 0
## The bandwidth for variable Intercept seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1098.46.
## Fixed bandwidth: 1981.64 AICc value: 1096.75.
## Fixed bandwidth: 1225.12 AICc value: 1093.8.
## Fixed bandwidth: 757.559 AICc value: 1089.58.
## Fixed bandwidth: 468.594 AICc value: 1084.81.
## Fixed bandwidth: 290.003 AICc value: 1081.58.
## Fixed bandwidth: 179.628 AICc value: 1083.89.
## Fixed bandwidth: 358.219 AICc value: 1082.59.
## Fixed bandwidth: 247.843 AICc value: 1081.49.
## Fixed bandwidth: 221.787 AICc value: 1081.88.
## Fixed bandwidth: 263.947 AICc value: 1081.44.
## Fixed bandwidth: 273.9 AICc value: 1081.47.
## Fixed bandwidth: 257.796 AICc value: 1081.45.
## Fixed bandwidth: 267.749 AICc value: 1081.45.
## Fixed bandwidth: 261.598 AICc value: 1081.44.
## Fixed bandwidth: 260.145 AICc value: 1081.44.
## Fixed bandwidth: 262.495 AICc value: 1081.44.
## Fixed bandwidth: 263.05 AICc value: 1081.44.
## Fixed bandwidth: 262.152 AICc value: 1081.44.
## The newly selected bandwidth for variable: X1_miskin is 262.495
## The bandwidth used in the last iteration is: 262.495 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1061.33.
## Fixed bandwidth: 1981.64 AICc value: 1056.98.
## Fixed bandwidth: 1225.12 AICc value: 1054.63.
## Fixed bandwidth: 757.559 AICc value: 1054.67.
## Fixed bandwidth: 1514.08 AICc value: 1055.34.
## Fixed bandwidth: 1046.53 AICc value: 1054.43.
## Fixed bandwidth: 936.15 AICc value: 1054.43.
## Fixed bandwidth: 867.935 AICc value: 1054.48.
## Fixed bandwidth: 978.31 AICc value: 1054.42.
## Fixed bandwidth: 1004.37 AICc value: 1054.42.
## Fixed bandwidth: 962.206 AICc value: 1054.42.
## Fixed bandwidth: 988.262 AICc value: 1054.41.
## Fixed bandwidth: 994.413 AICc value: 1054.42.
## Fixed bandwidth: 984.461 AICc value: 1054.42.
## The newly selected bandwidth for variable: X2_sanitasi is 988.262
## The bandwidth used in the last iteration is: 988.262 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 55 change of RSS (dCVR) is 0.0024174.
##  Iteration 56
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1477.84.
## Fixed bandwidth: 1981.64 AICc value: 1450.48.
## Fixed bandwidth: 1225.12 AICc value: 1399.57.
## Fixed bandwidth: 757.559 AICc value: 1321.44.
## Fixed bandwidth: 468.594 AICc value: 1248.05.
## Fixed bandwidth: 290.003 AICc value: 1204.23.
## Fixed bandwidth: 179.628 AICc value: 1177.84.
## Fixed bandwidth: 111.412 AICc value: 1169.77.
## Fixed bandwidth: 69.2528 AICc value: 1208.67.
## Fixed bandwidth: 137.468 AICc value: 1170.11.
## Fixed bandwidth: 95.3089 AICc value: 1174.64.
## Fixed bandwidth: 121.365 AICc value: 1169.12.
## Fixed bandwidth: 127.516 AICc value: 1169.27.
## Fixed bandwidth: 117.563 AICc value: 1169.22.
## Fixed bandwidth: 123.714 AICc value: 1169.14.
## Fixed bandwidth: 119.913 AICc value: 1169.14.
## Fixed bandwidth: 122.262 AICc value: 1169.12.
## Fixed bandwidth: 122.817 AICc value: 1169.13.
## Fixed bandwidth: 121.92 AICc value: 1169.12.
## Fixed bandwidth: 121.708 AICc value: 1169.12.
## Fixed bandwidth: 122.05 AICc value: 1169.12.
## Fixed bandwidth: 121.839 AICc value: 1169.12.
## The newly selected bandwidth for variable: Intercept is 121.92
## The bandwidth used in the last iteration is: 121.92 and the difference in bandwidths is: 0
## The bandwidth for variable Intercept seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1098.48.
## Fixed bandwidth: 1981.64 AICc value: 1096.77.
## Fixed bandwidth: 1225.12 AICc value: 1093.83.
## Fixed bandwidth: 757.559 AICc value: 1089.62.
## Fixed bandwidth: 468.594 AICc value: 1084.85.
## Fixed bandwidth: 290.003 AICc value: 1081.62.
## Fixed bandwidth: 179.628 AICc value: 1083.92.
## Fixed bandwidth: 358.219 AICc value: 1082.63.
## Fixed bandwidth: 247.843 AICc value: 1081.53.
## Fixed bandwidth: 221.787 AICc value: 1081.91.
## Fixed bandwidth: 263.947 AICc value: 1081.48.
## Fixed bandwidth: 273.9 AICc value: 1081.51.
## Fixed bandwidth: 257.796 AICc value: 1081.49.
## Fixed bandwidth: 267.749 AICc value: 1081.49.
## Fixed bandwidth: 261.598 AICc value: 1081.48.
## Fixed bandwidth: 260.145 AICc value: 1081.48.
## Fixed bandwidth: 262.495 AICc value: 1081.48.
## The newly selected bandwidth for variable: X1_miskin is 262.495
## The bandwidth used in the last iteration is: 262.495 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1061.2.
## Fixed bandwidth: 1981.64 AICc value: 1056.95.
## Fixed bandwidth: 1225.12 AICc value: 1054.65.
## Fixed bandwidth: 757.559 AICc value: 1054.71.
## Fixed bandwidth: 1514.08 AICc value: 1055.34.
## Fixed bandwidth: 1046.53 AICc value: 1054.46.
## Fixed bandwidth: 936.15 AICc value: 1054.46.
## Fixed bandwidth: 1114.74 AICc value: 1054.5.
## Fixed bandwidth: 1004.37 AICc value: 1054.44.
## Fixed bandwidth: 978.31 AICc value: 1054.45.
## Fixed bandwidth: 1020.47 AICc value: 1054.45.
## Fixed bandwidth: 994.413 AICc value: 1054.44.
## Fixed bandwidth: 988.262 AICc value: 1054.44.
## Fixed bandwidth: 998.215 AICc value: 1054.44.
## The newly selected bandwidth for variable: X2_sanitasi is 994.413
## The bandwidth used in the last iteration is: 988.262 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 56 change of RSS (dCVR) is 0.0102009.
##  Iteration 57
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1478.01.
## Fixed bandwidth: 1981.64 AICc value: 1450.64.
## Fixed bandwidth: 1225.12 AICc value: 1399.72.
## Fixed bandwidth: 757.559 AICc value: 1321.57.
## Fixed bandwidth: 468.594 AICc value: 1248.16.
## Fixed bandwidth: 290.003 AICc value: 1204.33.
## Fixed bandwidth: 179.628 AICc value: 1177.92.
## Fixed bandwidth: 111.412 AICc value: 1169.82.
## Fixed bandwidth: 69.2528 AICc value: 1208.69.
## Fixed bandwidth: 137.468 AICc value: 1170.18.
## Fixed bandwidth: 95.3089 AICc value: 1174.69.
## Fixed bandwidth: 121.365 AICc value: 1169.19.
## Fixed bandwidth: 127.516 AICc value: 1169.33.
## Fixed bandwidth: 117.563 AICc value: 1169.28.
## Fixed bandwidth: 123.714 AICc value: 1169.2.
## Fixed bandwidth: 119.913 AICc value: 1169.21.
## Fixed bandwidth: 122.262 AICc value: 1169.19.
## Fixed bandwidth: 122.817 AICc value: 1169.19.
## Fixed bandwidth: 121.92 AICc value: 1169.19.
## Fixed bandwidth: 121.708 AICc value: 1169.19.
## The newly selected bandwidth for variable: Intercept is 121.92
## The bandwidth used in the last iteration is: 121.92 and the difference in bandwidths is: 0
## The bandwidth for variable Intercept seems to be converged for 3 times. It will be continually optimized in the next 2 times
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1098.53.
## Fixed bandwidth: 1981.64 AICc value: 1096.82.
## Fixed bandwidth: 1225.12 AICc value: 1093.88.
## Fixed bandwidth: 757.559 AICc value: 1089.68.
## Fixed bandwidth: 468.594 AICc value: 1084.91.
## Fixed bandwidth: 290.003 AICc value: 1081.68.
## Fixed bandwidth: 179.628 AICc value: 1083.98.
## Fixed bandwidth: 358.219 AICc value: 1082.69.
## Fixed bandwidth: 247.843 AICc value: 1081.59.
## Fixed bandwidth: 221.787 AICc value: 1081.97.
## Fixed bandwidth: 263.947 AICc value: 1081.54.
## Fixed bandwidth: 273.9 AICc value: 1081.57.
## Fixed bandwidth: 257.796 AICc value: 1081.55.
## Fixed bandwidth: 267.749 AICc value: 1081.55.
## Fixed bandwidth: 261.598 AICc value: 1081.54.
## Fixed bandwidth: 260.145 AICc value: 1081.54.
## Fixed bandwidth: 262.495 AICc value: 1081.54.
## The newly selected bandwidth for variable: X1_miskin is 262.495
## The bandwidth used in the last iteration is: 262.495 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 3 times. It will be continually optimized in the next 2 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1061.07.
## Fixed bandwidth: 1981.64 AICc value: 1056.9.
## Fixed bandwidth: 1225.12 AICc value: 1054.67.
## Fixed bandwidth: 757.559 AICc value: 1054.74.
## Fixed bandwidth: 1514.08 AICc value: 1055.33.
## Fixed bandwidth: 1046.53 AICc value: 1054.48.
## Fixed bandwidth: 936.15 AICc value: 1054.49.
## Fixed bandwidth: 1114.74 AICc value: 1054.53.
## Fixed bandwidth: 1004.37 AICc value: 1054.47.
## Fixed bandwidth: 978.31 AICc value: 1054.47.
## Fixed bandwidth: 1020.47 AICc value: 1054.47.
## Fixed bandwidth: 994.413 AICc value: 1054.47.
## The newly selected bandwidth for variable: X2_sanitasi is 994.413
## The bandwidth used in the last iteration is: 994.413 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 57 change of RSS (dCVR) is 0.00731194.
##  Iteration 58
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1478.15.
## Fixed bandwidth: 1981.64 AICc value: 1450.77.
## Fixed bandwidth: 1225.12 AICc value: 1399.84.
## Fixed bandwidth: 757.559 AICc value: 1321.67.
## Fixed bandwidth: 468.594 AICc value: 1248.24.
## Fixed bandwidth: 290.003 AICc value: 1204.39.
## Fixed bandwidth: 179.628 AICc value: 1177.96.
## Fixed bandwidth: 111.412 AICc value: 1169.85.
## Fixed bandwidth: 69.2528 AICc value: 1208.68.
## Fixed bandwidth: 137.468 AICc value: 1170.22.
## Fixed bandwidth: 95.3089 AICc value: 1174.71.
## Fixed bandwidth: 121.365 AICc value: 1169.22.
## Fixed bandwidth: 127.516 AICc value: 1169.37.
## Fixed bandwidth: 117.563 AICc value: 1169.32.
## Fixed bandwidth: 123.714 AICc value: 1169.24.
## Fixed bandwidth: 119.913 AICc value: 1169.24.
## Fixed bandwidth: 122.262 AICc value: 1169.22.
## Fixed bandwidth: 120.81 AICc value: 1169.23.
## Fixed bandwidth: 121.708 AICc value: 1169.22.
## Fixed bandwidth: 121.92 AICc value: 1169.22.
## The newly selected bandwidth for variable: Intercept is 121.708
## The bandwidth used in the last iteration is: 121.92 and the difference in bandwidths is: 0.211852
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1098.21.
## Fixed bandwidth: 1981.64 AICc value: 1096.51.
## Fixed bandwidth: 1225.12 AICc value: 1093.57.
## Fixed bandwidth: 757.559 AICc value: 1089.37.
## Fixed bandwidth: 468.594 AICc value: 1084.62.
## Fixed bandwidth: 290.003 AICc value: 1081.4.
## Fixed bandwidth: 179.628 AICc value: 1083.72.
## Fixed bandwidth: 358.219 AICc value: 1082.41.
## Fixed bandwidth: 247.843 AICc value: 1081.32.
## Fixed bandwidth: 221.787 AICc value: 1081.71.
## Fixed bandwidth: 263.947 AICc value: 1081.27.
## Fixed bandwidth: 273.9 AICc value: 1081.29.
## Fixed bandwidth: 257.796 AICc value: 1081.27.
## Fixed bandwidth: 267.749 AICc value: 1081.27.
## Fixed bandwidth: 261.598 AICc value: 1081.27.
## Fixed bandwidth: 260.145 AICc value: 1081.27.
## Fixed bandwidth: 262.495 AICc value: 1081.27.
## Fixed bandwidth: 263.05 AICc value: 1081.27.
## The newly selected bandwidth for variable: X1_miskin is 262.495
## The bandwidth used in the last iteration is: 262.495 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged for 4 times. It will be continually optimized in the next 1 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1060.67.
## Fixed bandwidth: 1981.64 AICc value: 1056.57.
## Fixed bandwidth: 1225.12 AICc value: 1054.38.
## Fixed bandwidth: 757.559 AICc value: 1054.47.
## Fixed bandwidth: 1514.08 AICc value: 1055.03.
## Fixed bandwidth: 1046.53 AICc value: 1054.2.
## Fixed bandwidth: 936.15 AICc value: 1054.21.
## Fixed bandwidth: 1114.74 AICc value: 1054.24.
## Fixed bandwidth: 1004.37 AICc value: 1054.19.
## Fixed bandwidth: 978.31 AICc value: 1054.2.
## Fixed bandwidth: 1020.47 AICc value: 1054.2.
## Fixed bandwidth: 994.413 AICc value: 1054.19.
## Fixed bandwidth: 1010.52 AICc value: 1054.19.
## Fixed bandwidth: 1000.56 AICc value: 1054.19.
## The newly selected bandwidth for variable: X2_sanitasi is 1004.37
## The bandwidth used in the last iteration is: 994.413 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 58 change of RSS (dCVR) is 0.0203438.
##  Iteration 59
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1478.37.
## Fixed bandwidth: 1981.64 AICc value: 1450.98.
## Fixed bandwidth: 1225.12 AICc value: 1400.04.
## Fixed bandwidth: 757.559 AICc value: 1321.86.
## Fixed bandwidth: 468.594 AICc value: 1248.42.
## Fixed bandwidth: 290.003 AICc value: 1204.54.
## Fixed bandwidth: 179.628 AICc value: 1178.09.
## Fixed bandwidth: 111.412 AICc value: 1169.94.
## Fixed bandwidth: 69.2528 AICc value: 1208.72.
## Fixed bandwidth: 137.468 AICc value: 1170.32.
## Fixed bandwidth: 95.3089 AICc value: 1174.78.
## Fixed bandwidth: 121.365 AICc value: 1169.32.
## Fixed bandwidth: 127.516 AICc value: 1169.47.
## Fixed bandwidth: 117.563 AICc value: 1169.41.
## Fixed bandwidth: 123.714 AICc value: 1169.34.
## Fixed bandwidth: 119.913 AICc value: 1169.33.
## Fixed bandwidth: 122.262 AICc value: 1169.32.
## Fixed bandwidth: 120.81 AICc value: 1169.32.
## Fixed bandwidth: 121.708 AICc value: 1169.32.
## Fixed bandwidth: 121.92 AICc value: 1169.32.
## Fixed bandwidth: 121.577 AICc value: 1169.32.
## Fixed bandwidth: 121.789 AICc value: 1169.32.
## The newly selected bandwidth for variable: Intercept is 121.708
## The bandwidth used in the last iteration is: 121.708 and the difference in bandwidths is: 0
## The bandwidth for variable Intercept seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X1_miskin
## Fixed bandwidth: 3205.72 AICc value: 1098.27.
## Fixed bandwidth: 1981.64 AICc value: 1096.57.
## Fixed bandwidth: 1225.12 AICc value: 1093.64.
## Fixed bandwidth: 757.559 AICc value: 1089.44.
## Fixed bandwidth: 468.594 AICc value: 1084.69.
## Fixed bandwidth: 290.003 AICc value: 1081.47.
## Fixed bandwidth: 179.628 AICc value: 1083.79.
## Fixed bandwidth: 358.219 AICc value: 1082.48.
## Fixed bandwidth: 247.843 AICc value: 1081.39.
## Fixed bandwidth: 221.787 AICc value: 1081.77.
## Fixed bandwidth: 263.947 AICc value: 1081.34.
## Fixed bandwidth: 273.9 AICc value: 1081.36.
## Fixed bandwidth: 257.796 AICc value: 1081.34.
## Fixed bandwidth: 267.749 AICc value: 1081.34.
## Fixed bandwidth: 261.598 AICc value: 1081.34.
## Fixed bandwidth: 260.145 AICc value: 1081.34.
## Fixed bandwidth: 262.495 AICc value: 1081.34.
## Fixed bandwidth: 263.05 AICc value: 1081.34.
## The newly selected bandwidth for variable: X1_miskin is 262.495
## The bandwidth used in the last iteration is: 262.495 and the difference in bandwidths is: 0
## The bandwidth for variable X1_miskin seems to be converged and will be kept the same in the following iterations.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1060.53.
## Fixed bandwidth: 1981.64 AICc value: 1056.52.
## Fixed bandwidth: 1225.12 AICc value: 1054.39.
## Fixed bandwidth: 757.559 AICc value: 1054.5.
## Fixed bandwidth: 1514.08 AICc value: 1055.02.
## Fixed bandwidth: 1046.53 AICc value: 1054.22.
## Fixed bandwidth: 936.15 AICc value: 1054.24.
## Fixed bandwidth: 1114.74 AICc value: 1054.26.
## Fixed bandwidth: 1004.37 AICc value: 1054.22.
## Fixed bandwidth: 978.31 AICc value: 1054.22.
## Fixed bandwidth: 1020.47 AICc value: 1054.22.
## Fixed bandwidth: 994.413 AICc value: 1054.22.
## Fixed bandwidth: 1010.52 AICc value: 1054.22.
## The newly selected bandwidth for variable: X2_sanitasi is 1010.52
## The bandwidth used in the last iteration is: 1004.37 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 59 change of RSS (dCVR) is 0.00953018.
##  Iteration 60
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1478.53.
## Fixed bandwidth: 1981.64 AICc value: 1451.14.
## Fixed bandwidth: 1225.12 AICc value: 1400.19.
## Fixed bandwidth: 757.559 AICc value: 1321.99.
## Fixed bandwidth: 468.594 AICc value: 1248.53.
## Fixed bandwidth: 290.003 AICc value: 1204.64.
## Fixed bandwidth: 179.628 AICc value: 1178.17.
## Fixed bandwidth: 111.412 AICc value: 1170.
## Fixed bandwidth: 69.2528 AICc value: 1208.75.
## Fixed bandwidth: 137.468 AICc value: 1170.4.
## Fixed bandwidth: 95.3089 AICc value: 1174.83.
## Fixed bandwidth: 121.365 AICc value: 1169.38.
## Fixed bandwidth: 127.516 AICc value: 1169.54.
## Fixed bandwidth: 117.563 AICc value: 1169.47.
## Fixed bandwidth: 123.714 AICc value: 1169.4.
## Fixed bandwidth: 119.913 AICc value: 1169.4.
## Fixed bandwidth: 122.262 AICc value: 1169.39.
## Fixed bandwidth: 120.81 AICc value: 1169.39.
## Fixed bandwidth: 121.708 AICc value: 1169.38.
## Fixed bandwidth: 121.92 AICc value: 1169.38.
## Fixed bandwidth: 121.577 AICc value: 1169.38.
## The newly selected bandwidth for variable: Intercept is 121.708
## The bandwidth used in the last iteration is: 121.708 and the difference in bandwidths is: 0
## The bandwidth for variable Intercept seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1060.41.
## Fixed bandwidth: 1981.64 AICc value: 1056.49.
## Fixed bandwidth: 1225.12 AICc value: 1054.41.
## Fixed bandwidth: 757.559 AICc value: 1054.54.
## Fixed bandwidth: 1514.08 AICc value: 1055.02.
## Fixed bandwidth: 1046.53 AICc value: 1054.25.
## Fixed bandwidth: 936.15 AICc value: 1054.27.
## Fixed bandwidth: 1114.74 AICc value: 1054.29.
## Fixed bandwidth: 1004.37 AICc value: 1054.25.
## Fixed bandwidth: 978.31 AICc value: 1054.25.
## Fixed bandwidth: 1020.47 AICc value: 1054.25.
## The newly selected bandwidth for variable: X2_sanitasi is 1020.47
## The bandwidth used in the last iteration is: 1010.52 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 60 change of RSS (dCVR) is 0.0127043.
##  Iteration 61
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1478.69.
## Fixed bandwidth: 1981.64 AICc value: 1451.29.
## Fixed bandwidth: 1225.12 AICc value: 1400.33.
## Fixed bandwidth: 757.559 AICc value: 1322.12.
## Fixed bandwidth: 468.594 AICc value: 1248.64.
## Fixed bandwidth: 290.003 AICc value: 1204.74.
## Fixed bandwidth: 179.628 AICc value: 1178.27.
## Fixed bandwidth: 111.412 AICc value: 1170.09.
## Fixed bandwidth: 69.2528 AICc value: 1208.8.
## Fixed bandwidth: 137.468 AICc value: 1170.49.
## Fixed bandwidth: 95.3089 AICc value: 1174.91.
## Fixed bandwidth: 121.365 AICc value: 1169.47.
## Fixed bandwidth: 127.516 AICc value: 1169.63.
## Fixed bandwidth: 117.563 AICc value: 1169.56.
## Fixed bandwidth: 123.714 AICc value: 1169.49.
## Fixed bandwidth: 119.913 AICc value: 1169.49.
## Fixed bandwidth: 122.262 AICc value: 1169.47.
## Fixed bandwidth: 120.81 AICc value: 1169.47.
## Fixed bandwidth: 121.708 AICc value: 1169.47.
## Fixed bandwidth: 121.92 AICc value: 1169.47.
## Fixed bandwidth: 121.577 AICc value: 1169.47.
## The newly selected bandwidth for variable: Intercept is 121.708
## The bandwidth used in the last iteration is: 121.708 and the difference in bandwidths is: 0
## The bandwidth for variable Intercept seems to be converged for 3 times. It will be continually optimized in the next 2 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1060.28.
## Fixed bandwidth: 1981.64 AICc value: 1056.45.
## Fixed bandwidth: 1225.12 AICc value: 1054.43.
## Fixed bandwidth: 757.559 AICc value: 1054.59.
## Fixed bandwidth: 1514.08 AICc value: 1055.03.
## Fixed bandwidth: 1046.53 AICc value: 1054.29.
## Fixed bandwidth: 936.15 AICc value: 1054.31.
## Fixed bandwidth: 1114.74 AICc value: 1054.32.
## Fixed bandwidth: 1004.37 AICc value: 1054.28.
## Fixed bandwidth: 978.31 AICc value: 1054.29.
## Fixed bandwidth: 1020.47 AICc value: 1054.28.
## Fixed bandwidth: 1030.42 AICc value: 1054.28.
## Fixed bandwidth: 1014.32 AICc value: 1054.28.
## The newly selected bandwidth for variable: X2_sanitasi is 1020.47
## The bandwidth used in the last iteration is: 1020.47 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 61 change of RSS (dCVR) is 0.00873294.
##  Iteration 62
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1478.82.
## Fixed bandwidth: 1981.64 AICc value: 1451.41.
## Fixed bandwidth: 1225.12 AICc value: 1400.44.
## Fixed bandwidth: 757.559 AICc value: 1322.21.
## Fixed bandwidth: 468.594 AICc value: 1248.72.
## Fixed bandwidth: 290.003 AICc value: 1204.81.
## Fixed bandwidth: 179.628 AICc value: 1178.33.
## Fixed bandwidth: 111.412 AICc value: 1170.12.
## Fixed bandwidth: 69.2528 AICc value: 1208.81.
## Fixed bandwidth: 137.468 AICc value: 1170.53.
## Fixed bandwidth: 95.3089 AICc value: 1174.94.
## Fixed bandwidth: 121.365 AICc value: 1169.51.
## Fixed bandwidth: 127.516 AICc value: 1169.67.
## Fixed bandwidth: 117.563 AICc value: 1169.6.
## Fixed bandwidth: 123.714 AICc value: 1169.53.
## Fixed bandwidth: 119.913 AICc value: 1169.53.
## Fixed bandwidth: 122.262 AICc value: 1169.52.
## Fixed bandwidth: 120.81 AICc value: 1169.52.
## Fixed bandwidth: 121.708 AICc value: 1169.51.
## Fixed bandwidth: 121.92 AICc value: 1169.51.
## Fixed bandwidth: 121.577 AICc value: 1169.51.
## The newly selected bandwidth for variable: Intercept is 121.577
## The bandwidth used in the last iteration is: 121.708 and the difference in bandwidths is: 0.130932
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1060.
## Fixed bandwidth: 1981.64 AICc value: 1056.24.
## Fixed bandwidth: 1225.12 AICc value: 1054.27.
## Fixed bandwidth: 757.559 AICc value: 1054.44.
## Fixed bandwidth: 1514.08 AICc value: 1054.85.
## Fixed bandwidth: 1046.53 AICc value: 1054.13.
## Fixed bandwidth: 936.15 AICc value: 1054.16.
## Fixed bandwidth: 1114.74 AICc value: 1054.16.
## Fixed bandwidth: 1004.37 AICc value: 1054.13.
## Fixed bandwidth: 978.31 AICc value: 1054.14.
## Fixed bandwidth: 1020.47 AICc value: 1054.13.
## Fixed bandwidth: 1030.42 AICc value: 1054.13.
## Fixed bandwidth: 1014.32 AICc value: 1054.13.
## Fixed bandwidth: 1024.27 AICc value: 1054.13.
## The newly selected bandwidth for variable: X2_sanitasi is 1024.27
## The bandwidth used in the last iteration is: 1020.47 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 62 change of RSS (dCVR) is 0.0158888.
##  Iteration 63
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1478.98.
## Fixed bandwidth: 1981.64 AICc value: 1451.57.
## Fixed bandwidth: 1225.12 AICc value: 1400.59.
## Fixed bandwidth: 757.559 AICc value: 1322.35.
## Fixed bandwidth: 468.594 AICc value: 1248.84.
## Fixed bandwidth: 290.003 AICc value: 1204.92.
## Fixed bandwidth: 179.628 AICc value: 1178.41.
## Fixed bandwidth: 111.412 AICc value: 1170.18.
## Fixed bandwidth: 69.2528 AICc value: 1208.83.
## Fixed bandwidth: 137.468 AICc value: 1170.61.
## Fixed bandwidth: 95.3089 AICc value: 1174.98.
## Fixed bandwidth: 121.365 AICc value: 1169.58.
## Fixed bandwidth: 127.516 AICc value: 1169.74.
## Fixed bandwidth: 117.563 AICc value: 1169.66.
## Fixed bandwidth: 123.714 AICc value: 1169.6.
## Fixed bandwidth: 119.913 AICc value: 1169.59.
## Fixed bandwidth: 122.262 AICc value: 1169.58.
## Fixed bandwidth: 120.81 AICc value: 1169.58.
## Fixed bandwidth: 121.708 AICc value: 1169.58.
## The newly selected bandwidth for variable: Intercept is 121.708
## The bandwidth used in the last iteration is: 121.577 and the difference in bandwidths is: 0.130932
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1060.08.
## Fixed bandwidth: 1981.64 AICc value: 1056.4.
## Fixed bandwidth: 1225.12 AICc value: 1054.48.
## Fixed bandwidth: 757.559 AICc value: 1054.66.
## Fixed bandwidth: 1514.08 AICc value: 1055.04.
## Fixed bandwidth: 1046.53 AICc value: 1054.35.
## Fixed bandwidth: 936.15 AICc value: 1054.38.
## Fixed bandwidth: 1114.74 AICc value: 1054.37.
## Fixed bandwidth: 1004.37 AICc value: 1054.35.
## Fixed bandwidth: 1072.58 AICc value: 1054.35.
## Fixed bandwidth: 1030.42 AICc value: 1054.34.
## Fixed bandwidth: 1020.47 AICc value: 1054.35.
## Fixed bandwidth: 1036.57 AICc value: 1054.35.
## Fixed bandwidth: 1026.62 AICc value: 1054.34.
## The newly selected bandwidth for variable: X2_sanitasi is 1026.62
## The bandwidth used in the last iteration is: 1024.27 and the difference in bandwidths is: 2.34947
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 63 change of RSS (dCVR) is 0.0200812.
##  Iteration 64
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1479.07.
## Fixed bandwidth: 1981.64 AICc value: 1451.65.
## Fixed bandwidth: 1225.12 AICc value: 1400.66.
## Fixed bandwidth: 757.559 AICc value: 1322.4.
## Fixed bandwidth: 468.594 AICc value: 1248.88.
## Fixed bandwidth: 290.003 AICc value: 1204.95.
## Fixed bandwidth: 179.628 AICc value: 1178.44.
## Fixed bandwidth: 111.412 AICc value: 1170.21.
## Fixed bandwidth: 69.2528 AICc value: 1208.84.
## Fixed bandwidth: 137.468 AICc value: 1170.64.
## Fixed bandwidth: 95.3089 AICc value: 1175.
## Fixed bandwidth: 121.365 AICc value: 1169.61.
## Fixed bandwidth: 127.516 AICc value: 1169.77.
## Fixed bandwidth: 117.563 AICc value: 1169.69.
## Fixed bandwidth: 123.714 AICc value: 1169.63.
## Fixed bandwidth: 119.913 AICc value: 1169.62.
## Fixed bandwidth: 122.262 AICc value: 1169.61.
## Fixed bandwidth: 120.81 AICc value: 1169.61.
## Fixed bandwidth: 121.708 AICc value: 1169.61.
## The newly selected bandwidth for variable: Intercept is 121.708
## The bandwidth used in the last iteration is: 121.708 and the difference in bandwidths is: 0
## The bandwidth for variable Intercept seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1060.
## Fixed bandwidth: 1981.64 AICc value: 1056.38.
## Fixed bandwidth: 1225.12 AICc value: 1054.5.
## Fixed bandwidth: 757.559 AICc value: 1054.69.
## Fixed bandwidth: 1514.08 AICc value: 1055.04.
## Fixed bandwidth: 1046.53 AICc value: 1054.38.
## Fixed bandwidth: 936.15 AICc value: 1054.41.
## Fixed bandwidth: 1114.74 AICc value: 1054.4.
## Fixed bandwidth: 1004.37 AICc value: 1054.38.
## Fixed bandwidth: 1072.58 AICc value: 1054.38.
## Fixed bandwidth: 1030.42 AICc value: 1054.37.
## Fixed bandwidth: 1020.47 AICc value: 1054.38.
## Fixed bandwidth: 1036.57 AICc value: 1054.37.
## The newly selected bandwidth for variable: X2_sanitasi is 1030.42
## The bandwidth used in the last iteration is: 1026.62 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 64 change of RSS (dCVR) is 0.0101429.
##  Iteration 65
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1479.17.
## Fixed bandwidth: 1981.64 AICc value: 1451.75.
## Fixed bandwidth: 1225.12 AICc value: 1400.75.
## Fixed bandwidth: 757.559 AICc value: 1322.48.
## Fixed bandwidth: 468.594 AICc value: 1248.95.
## Fixed bandwidth: 290.003 AICc value: 1205.01.
## Fixed bandwidth: 179.628 AICc value: 1178.5.
## Fixed bandwidth: 111.412 AICc value: 1170.25.
## Fixed bandwidth: 69.2528 AICc value: 1208.85.
## Fixed bandwidth: 137.468 AICc value: 1170.68.
## Fixed bandwidth: 95.3089 AICc value: 1175.04.
## Fixed bandwidth: 121.365 AICc value: 1169.65.
## Fixed bandwidth: 127.516 AICc value: 1169.82.
## Fixed bandwidth: 117.563 AICc value: 1169.73.
## Fixed bandwidth: 123.714 AICc value: 1169.67.
## Fixed bandwidth: 119.913 AICc value: 1169.66.
## Fixed bandwidth: 122.262 AICc value: 1169.65.
## Fixed bandwidth: 120.81 AICc value: 1169.65.
## Fixed bandwidth: 121.708 AICc value: 1169.65.
## The newly selected bandwidth for variable: Intercept is 121.365
## The bandwidth used in the last iteration is: 121.708 and the difference in bandwidths is: 0.342783
## The bandwidth for variable Intercept will be continually selected in the next iteration.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1059.42.
## Fixed bandwidth: 1981.64 AICc value: 1055.86.
## Fixed bandwidth: 1225.12 AICc value: 1054.02.
## Fixed bandwidth: 757.559 AICc value: 1054.23.
## Fixed bandwidth: 1514.08 AICc value: 1054.55.
## Fixed bandwidth: 1046.53 AICc value: 1053.9.
## Fixed bandwidth: 936.15 AICc value: 1053.94.
## Fixed bandwidth: 1114.74 AICc value: 1053.92.
## Fixed bandwidth: 1004.37 AICc value: 1053.91.
## Fixed bandwidth: 1072.58 AICc value: 1053.91.
## Fixed bandwidth: 1030.42 AICc value: 1053.9.
## Fixed bandwidth: 1020.47 AICc value: 1053.9.
## Fixed bandwidth: 1036.57 AICc value: 1053.9.
## Fixed bandwidth: 1040.37 AICc value: 1053.9.
## The newly selected bandwidth for variable: X2_sanitasi is 1036.57
## The bandwidth used in the last iteration is: 1030.42 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 65 change of RSS (dCVR) is 0.0283709.
##  Iteration 66
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1479.4.
## Fixed bandwidth: 1981.64 AICc value: 1451.97.
## Fixed bandwidth: 1225.12 AICc value: 1400.97.
## Fixed bandwidth: 757.559 AICc value: 1322.69.
## Fixed bandwidth: 468.594 AICc value: 1249.14.
## Fixed bandwidth: 290.003 AICc value: 1205.17.
## Fixed bandwidth: 179.628 AICc value: 1178.62.
## Fixed bandwidth: 111.412 AICc value: 1170.33.
## Fixed bandwidth: 69.2528 AICc value: 1208.87.
## Fixed bandwidth: 137.468 AICc value: 1170.79.
## Fixed bandwidth: 95.3089 AICc value: 1175.1.
## Fixed bandwidth: 121.365 AICc value: 1169.74.
## Fixed bandwidth: 127.516 AICc value: 1169.91.
## Fixed bandwidth: 117.563 AICc value: 1169.82.
## Fixed bandwidth: 123.714 AICc value: 1169.76.
## Fixed bandwidth: 119.913 AICc value: 1169.75.
## Fixed bandwidth: 122.262 AICc value: 1169.74.
## Fixed bandwidth: 120.81 AICc value: 1169.74.
## Fixed bandwidth: 121.708 AICc value: 1169.74.
## Fixed bandwidth: 121.153 AICc value: 1169.74.
## Fixed bandwidth: 121.496 AICc value: 1169.74.
## The newly selected bandwidth for variable: Intercept is 121.365
## The bandwidth used in the last iteration is: 121.365 and the difference in bandwidths is: 0
## The bandwidth for variable Intercept seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1059.32.
## Fixed bandwidth: 1981.64 AICc value: 1055.83.
## Fixed bandwidth: 1225.12 AICc value: 1054.03.
## Fixed bandwidth: 757.559 AICc value: 1054.25.
## Fixed bandwidth: 1514.08 AICc value: 1054.55.
## Fixed bandwidth: 1046.53 AICc value: 1053.92.
## Fixed bandwidth: 936.15 AICc value: 1053.96.
## Fixed bandwidth: 1114.74 AICc value: 1053.94.
## Fixed bandwidth: 1004.37 AICc value: 1053.92.
## Fixed bandwidth: 1072.58 AICc value: 1053.92.
## Fixed bandwidth: 1030.42 AICc value: 1053.92.
## Fixed bandwidth: 1056.48 AICc value: 1053.92.
## Fixed bandwidth: 1040.37 AICc value: 1053.92.
## Fixed bandwidth: 1036.57 AICc value: 1053.92.
## The newly selected bandwidth for variable: X2_sanitasi is 1040.37
## The bandwidth used in the last iteration is: 1036.57 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 66 change of RSS (dCVR) is 0.00570709.
##  Iteration 67
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1479.54.
## Fixed bandwidth: 1981.64 AICc value: 1452.11.
## Fixed bandwidth: 1225.12 AICc value: 1401.1.
## Fixed bandwidth: 757.559 AICc value: 1322.8.
## Fixed bandwidth: 468.594 AICc value: 1249.23.
## Fixed bandwidth: 290.003 AICc value: 1205.25.
## Fixed bandwidth: 179.628 AICc value: 1178.69.
## Fixed bandwidth: 111.412 AICc value: 1170.37.
## Fixed bandwidth: 69.2528 AICc value: 1208.89.
## Fixed bandwidth: 137.468 AICc value: 1170.84.
## Fixed bandwidth: 95.3089 AICc value: 1175.13.
## Fixed bandwidth: 121.365 AICc value: 1169.79.
## Fixed bandwidth: 127.516 AICc value: 1169.96.
## Fixed bandwidth: 117.563 AICc value: 1169.87.
## Fixed bandwidth: 123.714 AICc value: 1169.81.
## Fixed bandwidth: 119.913 AICc value: 1169.8.
## Fixed bandwidth: 122.262 AICc value: 1169.79.
## Fixed bandwidth: 120.81 AICc value: 1169.79.
## Fixed bandwidth: 121.708 AICc value: 1169.79.
## Fixed bandwidth: 121.153 AICc value: 1169.79.
## Fixed bandwidth: 121.496 AICc value: 1169.79.
## The newly selected bandwidth for variable: Intercept is 121.365
## The bandwidth used in the last iteration is: 121.365 and the difference in bandwidths is: 0
## The bandwidth for variable Intercept seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1059.24.
## Fixed bandwidth: 1981.64 AICc value: 1055.81.
## Fixed bandwidth: 1225.12 AICc value: 1054.05.
## Fixed bandwidth: 757.559 AICc value: 1054.28.
## Fixed bandwidth: 1514.08 AICc value: 1054.55.
## Fixed bandwidth: 1046.53 AICc value: 1053.94.
## Fixed bandwidth: 936.15 AICc value: 1053.99.
## Fixed bandwidth: 1114.74 AICc value: 1053.96.
## Fixed bandwidth: 1004.37 AICc value: 1053.95.
## Fixed bandwidth: 1072.58 AICc value: 1053.95.
## Fixed bandwidth: 1030.42 AICc value: 1053.94.
## Fixed bandwidth: 1056.48 AICc value: 1053.94.
## Fixed bandwidth: 1040.37 AICc value: 1053.94.
## The newly selected bandwidth for variable: X2_sanitasi is 1046.53
## The bandwidth used in the last iteration is: 1040.37 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 67 change of RSS (dCVR) is 0.00987665.
##  Iteration 68
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1479.68.
## Fixed bandwidth: 1981.64 AICc value: 1452.24.
## Fixed bandwidth: 1225.12 AICc value: 1401.21.
## Fixed bandwidth: 757.559 AICc value: 1322.9.
## Fixed bandwidth: 468.594 AICc value: 1249.32.
## Fixed bandwidth: 290.003 AICc value: 1205.33.
## Fixed bandwidth: 179.628 AICc value: 1178.76.
## Fixed bandwidth: 111.412 AICc value: 1170.42.
## Fixed bandwidth: 69.2528 AICc value: 1208.91.
## Fixed bandwidth: 137.468 AICc value: 1170.9.
## Fixed bandwidth: 95.3089 AICc value: 1175.18.
## Fixed bandwidth: 121.365 AICc value: 1169.84.
## Fixed bandwidth: 127.516 AICc value: 1170.02.
## Fixed bandwidth: 117.563 AICc value: 1169.92.
## Fixed bandwidth: 123.714 AICc value: 1169.87.
## Fixed bandwidth: 119.913 AICc value: 1169.85.
## Fixed bandwidth: 122.262 AICc value: 1169.85.
## Fixed bandwidth: 120.81 AICc value: 1169.84.
## Fixed bandwidth: 121.708 AICc value: 1169.84.
## Fixed bandwidth: 121.153 AICc value: 1169.84.
## Fixed bandwidth: 121.496 AICc value: 1169.84.
## Fixed bandwidth: 121.284 AICc value: 1169.84.
## The newly selected bandwidth for variable: Intercept is 121.365
## The bandwidth used in the last iteration is: 121.365 and the difference in bandwidths is: 0
## The bandwidth for variable Intercept seems to be converged for 3 times. It will be continually optimized in the next 2 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1059.15.
## Fixed bandwidth: 1981.64 AICc value: 1055.79.
## Fixed bandwidth: 1225.12 AICc value: 1054.07.
## Fixed bandwidth: 757.559 AICc value: 1054.32.
## Fixed bandwidth: 1514.08 AICc value: 1054.56.
## Fixed bandwidth: 1046.53 AICc value: 1053.97.
## Fixed bandwidth: 936.15 AICc value: 1054.02.
## Fixed bandwidth: 1114.74 AICc value: 1053.98.
## Fixed bandwidth: 1004.37 AICc value: 1053.98.
## Fixed bandwidth: 1072.58 AICc value: 1053.97.
## Fixed bandwidth: 1030.42 AICc value: 1053.97.
## Fixed bandwidth: 1056.48 AICc value: 1053.97.
## Fixed bandwidth: 1040.37 AICc value: 1053.97.
## Fixed bandwidth: 1050.33 AICc value: 1053.97.
## The newly selected bandwidth for variable: X2_sanitasi is 1050.33
## The bandwidth used in the last iteration is: 1046.53 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 68 change of RSS (dCVR) is 0.00928735.
##  Iteration 69
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1479.79.
## Fixed bandwidth: 1981.64 AICc value: 1452.35.
## Fixed bandwidth: 1225.12 AICc value: 1401.32.
## Fixed bandwidth: 757.559 AICc value: 1322.99.
## Fixed bandwidth: 468.594 AICc value: 1249.4.
## Fixed bandwidth: 290.003 AICc value: 1205.39.
## Fixed bandwidth: 179.628 AICc value: 1178.81.
## Fixed bandwidth: 111.412 AICc value: 1170.47.
## Fixed bandwidth: 69.2528 AICc value: 1208.93.
## Fixed bandwidth: 137.468 AICc value: 1170.95.
## Fixed bandwidth: 95.3089 AICc value: 1175.21.
## Fixed bandwidth: 121.365 AICc value: 1169.89.
## Fixed bandwidth: 127.516 AICc value: 1170.07.
## Fixed bandwidth: 117.563 AICc value: 1169.97.
## Fixed bandwidth: 123.714 AICc value: 1169.92.
## Fixed bandwidth: 119.913 AICc value: 1169.9.
## Fixed bandwidth: 122.262 AICc value: 1169.89.
## Fixed bandwidth: 120.81 AICc value: 1169.89.
## Fixed bandwidth: 121.708 AICc value: 1169.89.
## Fixed bandwidth: 121.153 AICc value: 1169.89.
## Fixed bandwidth: 121.496 AICc value: 1169.89.
## Fixed bandwidth: 121.284 AICc value: 1169.89.
## The newly selected bandwidth for variable: Intercept is 121.284
## The bandwidth used in the last iteration is: 121.365 and the difference in bandwidths is: 0.0809201
## The bandwidth for variable Intercept seems to be converged for 4 times. It will be continually optimized in the next 1 times
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1058.96.
## Fixed bandwidth: 1981.64 AICc value: 1055.65.
## Fixed bandwidth: 1225.12 AICc value: 1053.97.
## Fixed bandwidth: 757.559 AICc value: 1054.23.
## Fixed bandwidth: 1514.08 AICc value: 1054.44.
## Fixed bandwidth: 1046.53 AICc value: 1053.88.
## Fixed bandwidth: 936.15 AICc value: 1053.93.
## Fixed bandwidth: 1114.74 AICc value: 1053.89.
## Fixed bandwidth: 1004.37 AICc value: 1053.89.
## Fixed bandwidth: 1072.58 AICc value: 1053.88.
## Fixed bandwidth: 1030.42 AICc value: 1053.88.
## Fixed bandwidth: 1056.48 AICc value: 1053.88.
## Fixed bandwidth: 1062.63 AICc value: 1053.88.
## Fixed bandwidth: 1052.68 AICc value: 1053.88.
## The newly selected bandwidth for variable: X2_sanitasi is 1052.68
## The bandwidth used in the last iteration is: 1050.33 and the difference in bandwidths is: 2.34947
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 69 change of RSS (dCVR) is 0.0120549.
##  Iteration 70
## Now select an optimum bandwidth for the variable: Intercept
## Fixed bandwidth: 3205.72 AICc value: 1479.93.
## Fixed bandwidth: 1981.64 AICc value: 1452.48.
## Fixed bandwidth: 1225.12 AICc value: 1401.44.
## Fixed bandwidth: 757.559 AICc value: 1323.1.
## Fixed bandwidth: 468.594 AICc value: 1249.49.
## Fixed bandwidth: 290.003 AICc value: 1205.47.
## Fixed bandwidth: 179.628 AICc value: 1178.88.
## Fixed bandwidth: 111.412 AICc value: 1170.51.
## Fixed bandwidth: 69.2528 AICc value: 1208.94.
## Fixed bandwidth: 137.468 AICc value: 1171.01.
## Fixed bandwidth: 95.3089 AICc value: 1175.24.
## Fixed bandwidth: 121.365 AICc value: 1169.94.
## Fixed bandwidth: 127.516 AICc value: 1170.12.
## Fixed bandwidth: 117.563 AICc value: 1170.01.
## Fixed bandwidth: 123.714 AICc value: 1169.97.
## Fixed bandwidth: 119.913 AICc value: 1169.95.
## Fixed bandwidth: 122.262 AICc value: 1169.94.
## Fixed bandwidth: 120.81 AICc value: 1169.94.
## Fixed bandwidth: 121.708 AICc value: 1169.94.
## Fixed bandwidth: 121.153 AICc value: 1169.94.
## The newly selected bandwidth for variable: Intercept is 121.365
## The bandwidth used in the last iteration is: 121.284 and the difference in bandwidths is: 0.0809201
## The bandwidth for variable Intercept seems to be converged and will be kept the same in the following iterations.
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1059.
## Fixed bandwidth: 1981.64 AICc value: 1055.75.
## Fixed bandwidth: 1225.12 AICc value: 1054.1.
## Fixed bandwidth: 757.559 AICc value: 1054.38.
## Fixed bandwidth: 1514.08 AICc value: 1054.57.
## Fixed bandwidth: 1046.53 AICc value: 1054.02.
## Fixed bandwidth: 936.15 AICc value: 1054.07.
## Fixed bandwidth: 1114.74 AICc value: 1054.03.
## Fixed bandwidth: 1004.37 AICc value: 1054.03.
## Fixed bandwidth: 1072.58 AICc value: 1054.02.
## Fixed bandwidth: 1030.42 AICc value: 1054.02.
## Fixed bandwidth: 1056.48 AICc value: 1054.02.
## Fixed bandwidth: 1062.63 AICc value: 1054.02.
## The newly selected bandwidth for variable: X2_sanitasi is 1056.48
## The bandwidth used in the last iteration is: 1052.68 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 70 change of RSS (dCVR) is 0.0168147.
##  Iteration 71
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1058.94.
## Fixed bandwidth: 1981.64 AICc value: 1055.74.
## Fixed bandwidth: 1225.12 AICc value: 1054.12.
## Fixed bandwidth: 757.559 AICc value: 1054.41.
## Fixed bandwidth: 1514.08 AICc value: 1054.58.
## Fixed bandwidth: 1046.53 AICc value: 1054.04.
## Fixed bandwidth: 936.15 AICc value: 1054.1.
## Fixed bandwidth: 1114.74 AICc value: 1054.05.
## Fixed bandwidth: 1004.37 AICc value: 1054.05.
## Fixed bandwidth: 1072.58 AICc value: 1054.04.
## Fixed bandwidth: 1088.68 AICc value: 1054.05.
## Fixed bandwidth: 1062.63 AICc value: 1054.04.
## Fixed bandwidth: 1056.48 AICc value: 1054.04.
## Fixed bandwidth: 1066.43 AICc value: 1054.04.
## The newly selected bandwidth for variable: X2_sanitasi is 1062.63
## The bandwidth used in the last iteration is: 1056.48 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 71 change of RSS (dCVR) is 0.0105623.
##  Iteration 72
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1058.87.
## Fixed bandwidth: 1981.64 AICc value: 1055.72.
## Fixed bandwidth: 1225.12 AICc value: 1054.14.
## Fixed bandwidth: 757.559 AICc value: 1054.44.
## Fixed bandwidth: 1514.08 AICc value: 1054.58.
## Fixed bandwidth: 1046.53 AICc value: 1054.07.
## Fixed bandwidth: 936.15 AICc value: 1054.13.
## Fixed bandwidth: 1114.74 AICc value: 1054.07.
## Fixed bandwidth: 1004.37 AICc value: 1054.08.
## Fixed bandwidth: 1072.58 AICc value: 1054.07.
## Fixed bandwidth: 1088.68 AICc value: 1054.07.
## Fixed bandwidth: 1062.63 AICc value: 1054.07.
## The newly selected bandwidth for variable: X2_sanitasi is 1062.63
## The bandwidth used in the last iteration is: 1062.63 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 72 change of RSS (dCVR) is 0.00716639.
##  Iteration 73
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1058.81.
## Fixed bandwidth: 1981.64 AICc value: 1055.71.
## Fixed bandwidth: 1225.12 AICc value: 1054.16.
## Fixed bandwidth: 757.559 AICc value: 1054.46.
## Fixed bandwidth: 1514.08 AICc value: 1054.59.
## Fixed bandwidth: 1046.53 AICc value: 1054.09.
## Fixed bandwidth: 936.15 AICc value: 1054.15.
## Fixed bandwidth: 1114.74 AICc value: 1054.1.
## Fixed bandwidth: 1004.37 AICc value: 1054.1.
## Fixed bandwidth: 1072.58 AICc value: 1054.09.
## Fixed bandwidth: 1088.68 AICc value: 1054.09.
## Fixed bandwidth: 1062.63 AICc value: 1054.09.
## Fixed bandwidth: 1078.73 AICc value: 1054.09.
## Fixed bandwidth: 1068.78 AICc value: 1054.09.
## The newly selected bandwidth for variable: X2_sanitasi is 1068.78
## The bandwidth used in the last iteration is: 1062.63 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 73 change of RSS (dCVR) is 0.00975226.
##  Iteration 74
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1058.75.
## Fixed bandwidth: 1981.64 AICc value: 1055.7.
## Fixed bandwidth: 1225.12 AICc value: 1054.18.
## Fixed bandwidth: 757.559 AICc value: 1054.49.
## Fixed bandwidth: 1514.08 AICc value: 1054.6.
## Fixed bandwidth: 1046.53 AICc value: 1054.11.
## Fixed bandwidth: 936.15 AICc value: 1054.18.
## Fixed bandwidth: 1114.74 AICc value: 1054.12.
## Fixed bandwidth: 1004.37 AICc value: 1054.13.
## Fixed bandwidth: 1072.58 AICc value: 1054.11.
## Fixed bandwidth: 1088.68 AICc value: 1054.11.
## Fixed bandwidth: 1062.63 AICc value: 1054.11.
## Fixed bandwidth: 1078.73 AICc value: 1054.11.
## The newly selected bandwidth for variable: X2_sanitasi is 1072.58
## The bandwidth used in the last iteration is: 1068.78 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 74 change of RSS (dCVR) is 0.00889185.
##  Iteration 75
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1058.69.
## Fixed bandwidth: 1981.64 AICc value: 1055.68.
## Fixed bandwidth: 1225.12 AICc value: 1054.2.
## Fixed bandwidth: 757.559 AICc value: 1054.52.
## Fixed bandwidth: 1514.08 AICc value: 1054.6.
## Fixed bandwidth: 1046.53 AICc value: 1054.14.
## Fixed bandwidth: 936.15 AICc value: 1054.2.
## Fixed bandwidth: 1114.74 AICc value: 1054.14.
## Fixed bandwidth: 1004.37 AICc value: 1054.15.
## Fixed bandwidth: 1072.58 AICc value: 1054.13.
## Fixed bandwidth: 1088.68 AICc value: 1054.13.
## Fixed bandwidth: 1062.63 AICc value: 1054.13.
## Fixed bandwidth: 1078.73 AICc value: 1054.13.
## Fixed bandwidth: 1082.53 AICc value: 1054.13.
## The newly selected bandwidth for variable: X2_sanitasi is 1078.73
## The bandwidth used in the last iteration is: 1072.58 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 75 change of RSS (dCVR) is 0.00998911.
##  Iteration 76
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1058.62.
## Fixed bandwidth: 1981.64 AICc value: 1055.67.
## Fixed bandwidth: 1225.12 AICc value: 1054.22.
## Fixed bandwidth: 757.559 AICc value: 1054.55.
## Fixed bandwidth: 1514.08 AICc value: 1054.61.
## Fixed bandwidth: 1046.53 AICc value: 1054.16.
## Fixed bandwidth: 936.15 AICc value: 1054.23.
## Fixed bandwidth: 1114.74 AICc value: 1054.16.
## Fixed bandwidth: 1156.9 AICc value: 1054.17.
## Fixed bandwidth: 1088.68 AICc value: 1054.16.
## Fixed bandwidth: 1072.58 AICc value: 1054.16.
## Fixed bandwidth: 1098.64 AICc value: 1054.16.
## Fixed bandwidth: 1082.53 AICc value: 1054.16.
## Fixed bandwidth: 1078.73 AICc value: 1054.16.
## The newly selected bandwidth for variable: X2_sanitasi is 1082.53
## The bandwidth used in the last iteration is: 1078.73 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 76 change of RSS (dCVR) is 0.00910533.
##  Iteration 77
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1058.57.
## Fixed bandwidth: 1981.64 AICc value: 1055.66.
## Fixed bandwidth: 1225.12 AICc value: 1054.24.
## Fixed bandwidth: 757.559 AICc value: 1054.58.
## Fixed bandwidth: 1514.08 AICc value: 1054.62.
## Fixed bandwidth: 1046.53 AICc value: 1054.19.
## Fixed bandwidth: 936.15 AICc value: 1054.26.
## Fixed bandwidth: 1114.74 AICc value: 1054.18.
## Fixed bandwidth: 1156.9 AICc value: 1054.2.
## Fixed bandwidth: 1088.68 AICc value: 1054.18.
## Fixed bandwidth: 1072.58 AICc value: 1054.18.
## Fixed bandwidth: 1098.64 AICc value: 1054.18.
## Fixed bandwidth: 1082.53 AICc value: 1054.18.
## The newly selected bandwidth for variable: X2_sanitasi is 1088.68
## The bandwidth used in the last iteration is: 1082.53 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 77 change of RSS (dCVR) is 0.0100581.
##  Iteration 78
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1058.51.
## Fixed bandwidth: 1981.64 AICc value: 1055.65.
## Fixed bandwidth: 1225.12 AICc value: 1054.26.
## Fixed bandwidth: 757.559 AICc value: 1054.61.
## Fixed bandwidth: 1514.08 AICc value: 1054.63.
## Fixed bandwidth: 1046.53 AICc value: 1054.21.
## Fixed bandwidth: 936.15 AICc value: 1054.29.
## Fixed bandwidth: 1114.74 AICc value: 1054.21.
## Fixed bandwidth: 1156.9 AICc value: 1054.22.
## Fixed bandwidth: 1088.68 AICc value: 1054.21.
## Fixed bandwidth: 1072.58 AICc value: 1054.21.
## Fixed bandwidth: 1098.64 AICc value: 1054.21.
## Fixed bandwidth: 1082.53 AICc value: 1054.21.
## Fixed bandwidth: 1092.49 AICc value: 1054.21.
## The newly selected bandwidth for variable: X2_sanitasi is 1092.49
## The bandwidth used in the last iteration is: 1088.68 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 78 change of RSS (dCVR) is 0.00913396.
##  Iteration 79
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1058.45.
## Fixed bandwidth: 1981.64 AICc value: 1055.64.
## Fixed bandwidth: 1225.12 AICc value: 1054.28.
## Fixed bandwidth: 757.559 AICc value: 1054.64.
## Fixed bandwidth: 1514.08 AICc value: 1054.64.
## Fixed bandwidth: 1046.53 AICc value: 1054.24.
## Fixed bandwidth: 936.15 AICc value: 1054.31.
## Fixed bandwidth: 1114.74 AICc value: 1054.23.
## Fixed bandwidth: 1156.9 AICc value: 1054.24.
## Fixed bandwidth: 1088.68 AICc value: 1054.23.
## Fixed bandwidth: 1072.58 AICc value: 1054.23.
## Fixed bandwidth: 1098.64 AICc value: 1054.23.
## Fixed bandwidth: 1104.79 AICc value: 1054.23.
## Fixed bandwidth: 1094.84 AICc value: 1054.23.
## The newly selected bandwidth for variable: X2_sanitasi is 1094.84
## The bandwidth used in the last iteration is: 1092.49 and the difference in bandwidths is: 2.34947
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 79 change of RSS (dCVR) is 0.00820837.
##  Iteration 80
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1058.4.
## Fixed bandwidth: 1981.64 AICc value: 1055.63.
## Fixed bandwidth: 1225.12 AICc value: 1054.3.
## Fixed bandwidth: 757.559 AICc value: 1054.67.
## Fixed bandwidth: 1514.08 AICc value: 1054.65.
## Fixed bandwidth: 1046.53 AICc value: 1054.26.
## Fixed bandwidth: 936.15 AICc value: 1054.34.
## Fixed bandwidth: 1114.74 AICc value: 1054.25.
## Fixed bandwidth: 1156.9 AICc value: 1054.26.
## Fixed bandwidth: 1088.68 AICc value: 1054.25.
## Fixed bandwidth: 1072.58 AICc value: 1054.26.
## Fixed bandwidth: 1098.64 AICc value: 1054.25.
## Fixed bandwidth: 1104.79 AICc value: 1054.25.
## The newly selected bandwidth for variable: X2_sanitasi is 1098.64
## The bandwidth used in the last iteration is: 1094.84 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 80 change of RSS (dCVR) is 0.0085702.
##  Iteration 81
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1058.35.
## Fixed bandwidth: 1981.64 AICc value: 1055.62.
## Fixed bandwidth: 1225.12 AICc value: 1054.31.
## Fixed bandwidth: 757.559 AICc value: 1054.69.
## Fixed bandwidth: 1514.08 AICc value: 1054.66.
## Fixed bandwidth: 1046.53 AICc value: 1054.28.
## Fixed bandwidth: 936.15 AICc value: 1054.36.
## Fixed bandwidth: 1114.74 AICc value: 1054.27.
## Fixed bandwidth: 1156.9 AICc value: 1054.28.
## Fixed bandwidth: 1088.68 AICc value: 1054.27.
## Fixed bandwidth: 1130.84 AICc value: 1054.28.
## Fixed bandwidth: 1104.79 AICc value: 1054.27.
## Fixed bandwidth: 1098.64 AICc value: 1054.27.
## The newly selected bandwidth for variable: X2_sanitasi is 1104.79
## The bandwidth used in the last iteration is: 1098.64 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 81 change of RSS (dCVR) is 0.00962209.
##  Iteration 82
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1058.3.
## Fixed bandwidth: 1981.64 AICc value: 1055.61.
## Fixed bandwidth: 1225.12 AICc value: 1054.33.
## Fixed bandwidth: 757.559 AICc value: 1054.72.
## Fixed bandwidth: 1514.08 AICc value: 1054.67.
## Fixed bandwidth: 1046.53 AICc value: 1054.31.
## Fixed bandwidth: 936.15 AICc value: 1054.39.
## Fixed bandwidth: 1114.74 AICc value: 1054.3.
## Fixed bandwidth: 1156.9 AICc value: 1054.3.
## Fixed bandwidth: 1088.68 AICc value: 1054.3.
## Fixed bandwidth: 1130.84 AICc value: 1054.3.
## Fixed bandwidth: 1104.79 AICc value: 1054.3.
## Fixed bandwidth: 1098.64 AICc value: 1054.3.
## Fixed bandwidth: 1108.59 AICc value: 1054.3.
## The newly selected bandwidth for variable: X2_sanitasi is 1108.59
## The bandwidth used in the last iteration is: 1104.79 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 82 change of RSS (dCVR) is 0.00880506.
##  Iteration 83
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1058.25.
## Fixed bandwidth: 1981.64 AICc value: 1055.61.
## Fixed bandwidth: 1225.12 AICc value: 1054.35.
## Fixed bandwidth: 757.559 AICc value: 1054.75.
## Fixed bandwidth: 1514.08 AICc value: 1054.68.
## Fixed bandwidth: 1046.53 AICc value: 1054.33.
## Fixed bandwidth: 936.15 AICc value: 1054.41.
## Fixed bandwidth: 1114.74 AICc value: 1054.32.
## Fixed bandwidth: 1156.9 AICc value: 1054.32.
## Fixed bandwidth: 1088.68 AICc value: 1054.32.
## Fixed bandwidth: 1130.84 AICc value: 1054.32.
## Fixed bandwidth: 1104.79 AICc value: 1054.32.
## Fixed bandwidth: 1120.89 AICc value: 1054.32.
## Fixed bandwidth: 1110.94 AICc value: 1054.32.
## The newly selected bandwidth for variable: X2_sanitasi is 1110.94
## The bandwidth used in the last iteration is: 1108.59 and the difference in bandwidths is: 2.34947
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 83 change of RSS (dCVR) is 0.00794514.
##  Iteration 84
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1058.21.
## Fixed bandwidth: 1981.64 AICc value: 1055.6.
## Fixed bandwidth: 1225.12 AICc value: 1054.37.
## Fixed bandwidth: 757.559 AICc value: 1054.77.
## Fixed bandwidth: 1514.08 AICc value: 1054.69.
## Fixed bandwidth: 1046.53 AICc value: 1054.35.
## Fixed bandwidth: 936.15 AICc value: 1054.44.
## Fixed bandwidth: 1114.74 AICc value: 1054.34.
## Fixed bandwidth: 1156.9 AICc value: 1054.34.
## Fixed bandwidth: 1088.68 AICc value: 1054.34.
## Fixed bandwidth: 1130.84 AICc value: 1054.34.
## Fixed bandwidth: 1104.79 AICc value: 1054.34.
## Fixed bandwidth: 1120.89 AICc value: 1054.34.
## The newly selected bandwidth for variable: X2_sanitasi is 1114.74
## The bandwidth used in the last iteration is: 1110.94 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 84 change of RSS (dCVR) is 0.00834952.
##  Iteration 85
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1058.16.
## Fixed bandwidth: 1981.64 AICc value: 1055.59.
## Fixed bandwidth: 1225.12 AICc value: 1054.39.
## Fixed bandwidth: 757.559 AICc value: 1054.8.
## Fixed bandwidth: 1514.08 AICc value: 1054.7.
## Fixed bandwidth: 1046.53 AICc value: 1054.37.
## Fixed bandwidth: 936.15 AICc value: 1054.46.
## Fixed bandwidth: 1114.74 AICc value: 1054.36.
## Fixed bandwidth: 1156.9 AICc value: 1054.36.
## Fixed bandwidth: 1088.68 AICc value: 1054.36.
## Fixed bandwidth: 1130.84 AICc value: 1054.36.
## Fixed bandwidth: 1104.79 AICc value: 1054.36.
## Fixed bandwidth: 1120.89 AICc value: 1054.36.
## The newly selected bandwidth for variable: X2_sanitasi is 1120.89
## The bandwidth used in the last iteration is: 1114.74 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 85 change of RSS (dCVR) is 0.00942089.
##  Iteration 86
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1058.12.
## Fixed bandwidth: 1981.64 AICc value: 1055.59.
## Fixed bandwidth: 1225.12 AICc value: 1054.41.
## Fixed bandwidth: 757.559 AICc value: 1054.82.
## Fixed bandwidth: 1514.08 AICc value: 1054.71.
## Fixed bandwidth: 1046.53 AICc value: 1054.4.
## Fixed bandwidth: 936.15 AICc value: 1054.48.
## Fixed bandwidth: 1114.74 AICc value: 1054.38.
## Fixed bandwidth: 1156.9 AICc value: 1054.38.
## Fixed bandwidth: 1088.68 AICc value: 1054.38.
## Fixed bandwidth: 1130.84 AICc value: 1054.38.
## The newly selected bandwidth for variable: X2_sanitasi is 1130.84
## The bandwidth used in the last iteration is: 1120.89 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 86 change of RSS (dCVR) is 0.0112025.
##  Iteration 87
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1058.06.
## Fixed bandwidth: 1981.64 AICc value: 1055.58.
## Fixed bandwidth: 1225.12 AICc value: 1054.43.
## Fixed bandwidth: 757.559 AICc value: 1054.86.
## Fixed bandwidth: 1514.08 AICc value: 1054.72.
## Fixed bandwidth: 1046.53 AICc value: 1054.42.
## Fixed bandwidth: 936.15 AICc value: 1054.51.
## Fixed bandwidth: 1114.74 AICc value: 1054.4.
## Fixed bandwidth: 1156.9 AICc value: 1054.41.
## Fixed bandwidth: 1088.68 AICc value: 1054.41.
## Fixed bandwidth: 1130.84 AICc value: 1054.4.
## Fixed bandwidth: 1140.8 AICc value: 1054.4.
## Fixed bandwidth: 1124.69 AICc value: 1054.4.
## The newly selected bandwidth for variable: X2_sanitasi is 1130.84
## The bandwidth used in the last iteration is: 1130.84 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 87 change of RSS (dCVR) is 0.00747233.
##  Iteration 88
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1058.02.
## Fixed bandwidth: 1981.64 AICc value: 1055.58.
## Fixed bandwidth: 1225.12 AICc value: 1054.45.
## Fixed bandwidth: 757.559 AICc value: 1054.89.
## Fixed bandwidth: 1514.08 AICc value: 1054.73.
## Fixed bandwidth: 1046.53 AICc value: 1054.45.
## Fixed bandwidth: 936.15 AICc value: 1054.54.
## Fixed bandwidth: 1114.74 AICc value: 1054.43.
## Fixed bandwidth: 1156.9 AICc value: 1054.43.
## Fixed bandwidth: 1088.68 AICc value: 1054.43.
## Fixed bandwidth: 1130.84 AICc value: 1054.43.
## Fixed bandwidth: 1140.8 AICc value: 1054.43.
## Fixed bandwidth: 1124.69 AICc value: 1054.43.
## Fixed bandwidth: 1134.65 AICc value: 1054.43.
## The newly selected bandwidth for variable: X2_sanitasi is 1134.65
## The bandwidth used in the last iteration is: 1130.84 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 88 change of RSS (dCVR) is 0.0085093.
##  Iteration 89
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.98.
## Fixed bandwidth: 1981.64 AICc value: 1055.57.
## Fixed bandwidth: 1225.12 AICc value: 1054.47.
## Fixed bandwidth: 757.559 AICc value: 1054.91.
## Fixed bandwidth: 1514.08 AICc value: 1054.74.
## Fixed bandwidth: 1046.53 AICc value: 1054.47.
## Fixed bandwidth: 1335.49 AICc value: 1054.54.
## Fixed bandwidth: 1156.9 AICc value: 1054.45.
## Fixed bandwidth: 1114.74 AICc value: 1054.45.
## Fixed bandwidth: 1182.96 AICc value: 1054.45.
## Fixed bandwidth: 1140.8 AICc value: 1054.45.
## Fixed bandwidth: 1130.84 AICc value: 1054.45.
## The newly selected bandwidth for variable: X2_sanitasi is 1140.8
## The bandwidth used in the last iteration is: 1134.65 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 89 change of RSS (dCVR) is 0.00938783.
##  Iteration 90
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.94.
## Fixed bandwidth: 1981.64 AICc value: 1055.57.
## Fixed bandwidth: 1225.12 AICc value: 1054.49.
## Fixed bandwidth: 757.559 AICc value: 1054.94.
## Fixed bandwidth: 1514.08 AICc value: 1054.75.
## Fixed bandwidth: 1046.53 AICc value: 1054.49.
## Fixed bandwidth: 1335.49 AICc value: 1054.56.
## Fixed bandwidth: 1156.9 AICc value: 1054.47.
## Fixed bandwidth: 1114.74 AICc value: 1054.47.
## Fixed bandwidth: 1182.96 AICc value: 1054.47.
## Fixed bandwidth: 1140.8 AICc value: 1054.47.
## Fixed bandwidth: 1130.84 AICc value: 1054.47.
## Fixed bandwidth: 1146.95 AICc value: 1054.47.
## The newly selected bandwidth for variable: X2_sanitasi is 1140.8
## The bandwidth used in the last iteration is: 1140.8 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 90 change of RSS (dCVR) is 0.00654853.
##  Iteration 91
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.91.
## Fixed bandwidth: 1981.64 AICc value: 1055.57.
## Fixed bandwidth: 1225.12 AICc value: 1054.5.
## Fixed bandwidth: 757.559 AICc value: 1054.96.
## Fixed bandwidth: 1514.08 AICc value: 1054.77.
## Fixed bandwidth: 1046.53 AICc value: 1054.52.
## Fixed bandwidth: 1335.49 AICc value: 1054.57.
## Fixed bandwidth: 1156.9 AICc value: 1054.49.
## Fixed bandwidth: 1114.74 AICc value: 1054.49.
## Fixed bandwidth: 1182.96 AICc value: 1054.49.
## Fixed bandwidth: 1140.8 AICc value: 1054.49.
## Fixed bandwidth: 1130.84 AICc value: 1054.49.
## Fixed bandwidth: 1146.95 AICc value: 1054.49.
## The newly selected bandwidth for variable: X2_sanitasi is 1146.95
## The bandwidth used in the last iteration is: 1140.8 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 91 change of RSS (dCVR) is 0.00902745.
##  Iteration 92
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.87.
## Fixed bandwidth: 1981.64 AICc value: 1055.56.
## Fixed bandwidth: 1225.12 AICc value: 1054.52.
## Fixed bandwidth: 757.559 AICc value: 1054.99.
## Fixed bandwidth: 1514.08 AICc value: 1054.77.
## Fixed bandwidth: 1046.53 AICc value: 1054.54.
## Fixed bandwidth: 1335.49 AICc value: 1054.58.
## Fixed bandwidth: 1156.9 AICc value: 1054.51.
## Fixed bandwidth: 1114.74 AICc value: 1054.51.
## Fixed bandwidth: 1182.96 AICc value: 1054.51.
## Fixed bandwidth: 1140.8 AICc value: 1054.51.
## The newly selected bandwidth for variable: X2_sanitasi is 1156.9
## The bandwidth used in the last iteration is: 1146.95 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 92 change of RSS (dCVR) is 0.010803.
##  Iteration 93
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.82.
## Fixed bandwidth: 1981.64 AICc value: 1055.55.
## Fixed bandwidth: 1225.12 AICc value: 1054.54.
## Fixed bandwidth: 757.559 AICc value: 1055.02.
## Fixed bandwidth: 1514.08 AICc value: 1054.79.
## Fixed bandwidth: 1046.53 AICc value: 1054.56.
## Fixed bandwidth: 1335.49 AICc value: 1054.6.
## Fixed bandwidth: 1156.9 AICc value: 1054.53.
## Fixed bandwidth: 1114.74 AICc value: 1054.53.
## Fixed bandwidth: 1182.96 AICc value: 1054.53.
## Fixed bandwidth: 1140.8 AICc value: 1054.53.
## Fixed bandwidth: 1166.85 AICc value: 1054.53.
## Fixed bandwidth: 1150.75 AICc value: 1054.53.
## The newly selected bandwidth for variable: X2_sanitasi is 1156.9
## The bandwidth used in the last iteration is: 1156.9 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 93 change of RSS (dCVR) is 0.00717138.
##  Iteration 94
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.79.
## Fixed bandwidth: 1981.64 AICc value: 1055.55.
## Fixed bandwidth: 1225.12 AICc value: 1054.56.
## Fixed bandwidth: 757.559 AICc value: 1055.04.
## Fixed bandwidth: 1514.08 AICc value: 1054.8.
## Fixed bandwidth: 1046.53 AICc value: 1054.59.
## Fixed bandwidth: 1335.49 AICc value: 1054.62.
## Fixed bandwidth: 1156.9 AICc value: 1054.55.
## Fixed bandwidth: 1114.74 AICc value: 1054.56.
## Fixed bandwidth: 1182.96 AICc value: 1054.55.
## Fixed bandwidth: 1140.8 AICc value: 1054.55.
## Fixed bandwidth: 1166.85 AICc value: 1054.55.
## Fixed bandwidth: 1150.75 AICc value: 1054.55.
## Fixed bandwidth: 1160.7 AICc value: 1054.55.
## The newly selected bandwidth for variable: X2_sanitasi is 1156.9
## The bandwidth used in the last iteration is: 1156.9 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Iteration 94 change of RSS (dCVR) is 0.0061671.
##  Iteration 95
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.76.
## Fixed bandwidth: 1981.64 AICc value: 1055.55.
## Fixed bandwidth: 1225.12 AICc value: 1054.58.
## Fixed bandwidth: 757.559 AICc value: 1055.06.
## Fixed bandwidth: 1514.08 AICc value: 1054.81.
## Fixed bandwidth: 1046.53 AICc value: 1054.6.
## Fixed bandwidth: 1335.49 AICc value: 1054.64.
## Fixed bandwidth: 1156.9 AICc value: 1054.57.
## Fixed bandwidth: 1114.74 AICc value: 1054.58.
## Fixed bandwidth: 1182.96 AICc value: 1054.57.
## Fixed bandwidth: 1140.8 AICc value: 1054.57.
## Fixed bandwidth: 1166.85 AICc value: 1054.57.
## The newly selected bandwidth for variable: X2_sanitasi is 1156.9
## The bandwidth used in the last iteration is: 1156.9 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 3 times. It will be continually optimized in the next 2 times
## Iteration 95 change of RSS (dCVR) is 0.005178.
##  Iteration 96
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.74.
## Fixed bandwidth: 1981.64 AICc value: 1055.55.
## Fixed bandwidth: 1225.12 AICc value: 1054.59.
## Fixed bandwidth: 757.559 AICc value: 1055.08.
## Fixed bandwidth: 1514.08 AICc value: 1054.82.
## Fixed bandwidth: 1046.53 AICc value: 1054.62.
## Fixed bandwidth: 1335.49 AICc value: 1054.65.
## Fixed bandwidth: 1156.9 AICc value: 1054.58.
## Fixed bandwidth: 1114.74 AICc value: 1054.59.
## Fixed bandwidth: 1182.96 AICc value: 1054.58.
## Fixed bandwidth: 1140.8 AICc value: 1054.58.
## Fixed bandwidth: 1166.85 AICc value: 1054.58.
## Fixed bandwidth: 1173 AICc value: 1054.58.
## Fixed bandwidth: 1163.05 AICc value: 1054.58.
## The newly selected bandwidth for variable: X2_sanitasi is 1163.05
## The bandwidth used in the last iteration is: 1156.9 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 96 change of RSS (dCVR) is 0.00824819.
##  Iteration 97
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.71.
## Fixed bandwidth: 1981.64 AICc value: 1055.55.
## Fixed bandwidth: 1225.12 AICc value: 1054.6.
## Fixed bandwidth: 757.559 AICc value: 1055.1.
## Fixed bandwidth: 1514.08 AICc value: 1054.82.
## Fixed bandwidth: 1046.53 AICc value: 1054.63.
## Fixed bandwidth: 1335.49 AICc value: 1054.66.
## Fixed bandwidth: 1156.9 AICc value: 1054.6.
## Fixed bandwidth: 1114.74 AICc value: 1054.6.
## Fixed bandwidth: 1182.96 AICc value: 1054.6.
## Fixed bandwidth: 1140.8 AICc value: 1054.6.
## Fixed bandwidth: 1166.85 AICc value: 1054.6.
## Fixed bandwidth: 1173 AICc value: 1054.6.
## The newly selected bandwidth for variable: X2_sanitasi is 1166.85
## The bandwidth used in the last iteration is: 1163.05 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 97 change of RSS (dCVR) is 0.00767536.
##  Iteration 98
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.68.
## Fixed bandwidth: 1981.64 AICc value: 1055.54.
## Fixed bandwidth: 1225.12 AICc value: 1054.62.
## Fixed bandwidth: 757.559 AICc value: 1055.12.
## Fixed bandwidth: 1514.08 AICc value: 1054.83.
## Fixed bandwidth: 1046.53 AICc value: 1054.65.
## Fixed bandwidth: 1335.49 AICc value: 1054.67.
## Fixed bandwidth: 1156.9 AICc value: 1054.61.
## Fixed bandwidth: 1114.74 AICc value: 1054.62.
## Fixed bandwidth: 1182.96 AICc value: 1054.61.
## Fixed bandwidth: 1199.06 AICc value: 1054.61.
## Fixed bandwidth: 1173 AICc value: 1054.61.
## Fixed bandwidth: 1166.85 AICc value: 1054.61.
## The newly selected bandwidth for variable: X2_sanitasi is 1173
## The bandwidth used in the last iteration is: 1166.85 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 98 change of RSS (dCVR) is 0.00887696.
##  Iteration 99
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.64.
## Fixed bandwidth: 1981.64 AICc value: 1055.54.
## Fixed bandwidth: 1225.12 AICc value: 1054.64.
## Fixed bandwidth: 757.559 AICc value: 1055.14.
## Fixed bandwidth: 1514.08 AICc value: 1054.84.
## Fixed bandwidth: 1046.53 AICc value: 1054.67.
## Fixed bandwidth: 1335.49 AICc value: 1054.68.
## Fixed bandwidth: 1156.9 AICc value: 1054.63.
## Fixed bandwidth: 1114.74 AICc value: 1054.64.
## Fixed bandwidth: 1182.96 AICc value: 1054.63.
## Fixed bandwidth: 1199.06 AICc value: 1054.63.
## Fixed bandwidth: 1173 AICc value: 1054.63.
## Fixed bandwidth: 1166.85 AICc value: 1054.63.
## Fixed bandwidth: 1176.81 AICc value: 1054.63.
## The newly selected bandwidth for variable: X2_sanitasi is 1176.81
## The bandwidth used in the last iteration is: 1173 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 99 change of RSS (dCVR) is 0.00812272.
##  Iteration 100
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.61.
## Fixed bandwidth: 1981.64 AICc value: 1055.54.
## Fixed bandwidth: 1225.12 AICc value: 1054.65.
## Fixed bandwidth: 757.559 AICc value: 1055.16.
## Fixed bandwidth: 1514.08 AICc value: 1054.85.
## Fixed bandwidth: 1046.53 AICc value: 1054.69.
## Fixed bandwidth: 1335.49 AICc value: 1054.7.
## Fixed bandwidth: 1156.9 AICc value: 1054.65.
## Fixed bandwidth: 1114.74 AICc value: 1054.66.
## Fixed bandwidth: 1182.96 AICc value: 1054.65.
## Fixed bandwidth: 1199.06 AICc value: 1054.65.
## Fixed bandwidth: 1173 AICc value: 1054.65.
## The newly selected bandwidth for variable: X2_sanitasi is 1182.96
## The bandwidth used in the last iteration is: 1176.81 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 100 change of RSS (dCVR) is 0.00906978.
##  Iteration 101
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.58.
## Fixed bandwidth: 1981.64 AICc value: 1055.54.
## Fixed bandwidth: 1225.12 AICc value: 1054.67.
## Fixed bandwidth: 757.559 AICc value: 1055.19.
## Fixed bandwidth: 1514.08 AICc value: 1054.87.
## Fixed bandwidth: 1046.53 AICc value: 1054.71.
## Fixed bandwidth: 1335.49 AICc value: 1054.71.
## Fixed bandwidth: 1156.9 AICc value: 1054.67.
## Fixed bandwidth: 1114.74 AICc value: 1054.68.
## Fixed bandwidth: 1182.96 AICc value: 1054.67.
## Fixed bandwidth: 1199.06 AICc value: 1054.67.
## Fixed bandwidth: 1173 AICc value: 1054.67.
## Fixed bandwidth: 1189.11 AICc value: 1054.67.
## The newly selected bandwidth for variable: X2_sanitasi is 1182.96
## The bandwidth used in the last iteration is: 1182.96 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 101 change of RSS (dCVR) is 0.00626838.
##  Iteration 102
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.56.
## Fixed bandwidth: 1981.64 AICc value: 1055.54.
## Fixed bandwidth: 1225.12 AICc value: 1054.69.
## Fixed bandwidth: 757.559 AICc value: 1055.21.
## Fixed bandwidth: 1514.08 AICc value: 1054.88.
## Fixed bandwidth: 1046.53 AICc value: 1054.73.
## Fixed bandwidth: 1335.49 AICc value: 1054.73.
## Fixed bandwidth: 1156.9 AICc value: 1054.69.
## Fixed bandwidth: 1114.74 AICc value: 1054.7.
## Fixed bandwidth: 1182.96 AICc value: 1054.69.
## Fixed bandwidth: 1199.06 AICc value: 1054.69.
## Fixed bandwidth: 1173 AICc value: 1054.69.
## Fixed bandwidth: 1189.11 AICc value: 1054.69.
## The newly selected bandwidth for variable: X2_sanitasi is 1189.11
## The bandwidth used in the last iteration is: 1182.96 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 102 change of RSS (dCVR) is 0.00864536.
##  Iteration 103
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.53.
## Fixed bandwidth: 1981.64 AICc value: 1055.54.
## Fixed bandwidth: 1225.12 AICc value: 1054.7.
## Fixed bandwidth: 757.559 AICc value: 1055.23.
## Fixed bandwidth: 1514.08 AICc value: 1054.89.
## Fixed bandwidth: 1046.53 AICc value: 1054.75.
## Fixed bandwidth: 1335.49 AICc value: 1054.74.
## Fixed bandwidth: 1156.9 AICc value: 1054.7.
## Fixed bandwidth: 1267.28 AICc value: 1054.71.
## Fixed bandwidth: 1199.06 AICc value: 1054.7.
## Fixed bandwidth: 1182.96 AICc value: 1054.7.
## The newly selected bandwidth for variable: X2_sanitasi is 1199.06
## The bandwidth used in the last iteration is: 1189.11 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 103 change of RSS (dCVR) is 0.010364.
##  Iteration 104
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.49.
## Fixed bandwidth: 1981.64 AICc value: 1055.54.
## Fixed bandwidth: 1225.12 AICc value: 1054.72.
## Fixed bandwidth: 757.559 AICc value: 1055.26.
## Fixed bandwidth: 1514.08 AICc value: 1054.9.
## Fixed bandwidth: 1046.53 AICc value: 1054.77.
## Fixed bandwidth: 1335.49 AICc value: 1054.76.
## Fixed bandwidth: 1156.9 AICc value: 1054.73.
## Fixed bandwidth: 1267.28 AICc value: 1054.73.
## Fixed bandwidth: 1199.06 AICc value: 1054.72.
## Fixed bandwidth: 1182.96 AICc value: 1054.72.
## Fixed bandwidth: 1209.01 AICc value: 1054.72.
## Fixed bandwidth: 1192.91 AICc value: 1054.72.
## The newly selected bandwidth for variable: X2_sanitasi is 1199.06
## The bandwidth used in the last iteration is: 1199.06 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 104 change of RSS (dCVR) is 0.00683112.
##  Iteration 105
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.47.
## Fixed bandwidth: 1981.64 AICc value: 1055.54.
## Fixed bandwidth: 1225.12 AICc value: 1054.74.
## Fixed bandwidth: 757.559 AICc value: 1055.28.
## Fixed bandwidth: 1514.08 AICc value: 1054.91.
## Fixed bandwidth: 1046.53 AICc value: 1054.8.
## Fixed bandwidth: 1335.49 AICc value: 1054.78.
## Fixed bandwidth: 1156.9 AICc value: 1054.75.
## Fixed bandwidth: 1267.28 AICc value: 1054.75.
## Fixed bandwidth: 1199.06 AICc value: 1054.74.
## Fixed bandwidth: 1182.96 AICc value: 1054.74.
## Fixed bandwidth: 1209.01 AICc value: 1054.74.
## Fixed bandwidth: 1192.91 AICc value: 1054.74.
## Fixed bandwidth: 1202.86 AICc value: 1054.74.
## The newly selected bandwidth for variable: X2_sanitasi is 1199.06
## The bandwidth used in the last iteration is: 1199.06 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Iteration 105 change of RSS (dCVR) is 0.0058398.
##  Iteration 106
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.45.
## Fixed bandwidth: 1981.64 AICc value: 1055.54.
## Fixed bandwidth: 1225.12 AICc value: 1054.76.
## Fixed bandwidth: 757.559 AICc value: 1055.3.
## Fixed bandwidth: 1514.08 AICc value: 1054.92.
## Fixed bandwidth: 1046.53 AICc value: 1054.81.
## Fixed bandwidth: 1335.49 AICc value: 1054.79.
## Fixed bandwidth: 1156.9 AICc value: 1054.76.
## Fixed bandwidth: 1267.28 AICc value: 1054.77.
## Fixed bandwidth: 1199.06 AICc value: 1054.76.
## Fixed bandwidth: 1182.96 AICc value: 1054.76.
## Fixed bandwidth: 1209.01 AICc value: 1054.76.
## The newly selected bandwidth for variable: X2_sanitasi is 1199.06
## The bandwidth used in the last iteration is: 1199.06 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 3 times. It will be continually optimized in the next 2 times
## Iteration 106 change of RSS (dCVR) is 0.0048683.
##  Iteration 107
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.43.
## Fixed bandwidth: 1981.64 AICc value: 1055.54.
## Fixed bandwidth: 1225.12 AICc value: 1054.77.
## Fixed bandwidth: 757.559 AICc value: 1055.32.
## Fixed bandwidth: 1514.08 AICc value: 1054.93.
## Fixed bandwidth: 1046.53 AICc value: 1054.83.
## Fixed bandwidth: 1335.49 AICc value: 1054.8.
## Fixed bandwidth: 1156.9 AICc value: 1054.77.
## Fixed bandwidth: 1267.28 AICc value: 1054.78.
## Fixed bandwidth: 1199.06 AICc value: 1054.77.
## Fixed bandwidth: 1182.96 AICc value: 1054.77.
## Fixed bandwidth: 1209.01 AICc value: 1054.77.
## The newly selected bandwidth for variable: X2_sanitasi is 1209.01
## The bandwidth used in the last iteration is: 1199.06 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 107 change of RSS (dCVR) is 0.00946935.
##  Iteration 108
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.4.
## Fixed bandwidth: 1981.64 AICc value: 1055.54.
## Fixed bandwidth: 1225.12 AICc value: 1054.78.
## Fixed bandwidth: 757.559 AICc value: 1055.34.
## Fixed bandwidth: 1514.08 AICc value: 1054.94.
## Fixed bandwidth: 1046.53 AICc value: 1054.84.
## Fixed bandwidth: 1335.49 AICc value: 1054.81.
## Fixed bandwidth: 1156.9 AICc value: 1054.79.
## Fixed bandwidth: 1267.28 AICc value: 1054.79.
## Fixed bandwidth: 1199.06 AICc value: 1054.78.
## Fixed bandwidth: 1182.96 AICc value: 1054.78.
## Fixed bandwidth: 1209.01 AICc value: 1054.78.
## Fixed bandwidth: 1215.16 AICc value: 1054.78.
## The newly selected bandwidth for variable: X2_sanitasi is 1209.01
## The bandwidth used in the last iteration is: 1209.01 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 108 change of RSS (dCVR) is 0.00586549.
##  Iteration 109
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.38.
## Fixed bandwidth: 1981.64 AICc value: 1055.54.
## Fixed bandwidth: 1225.12 AICc value: 1054.8.
## Fixed bandwidth: 757.559 AICc value: 1055.36.
## Fixed bandwidth: 1514.08 AICc value: 1054.95.
## Fixed bandwidth: 1046.53 AICc value: 1054.86.
## Fixed bandwidth: 1335.49 AICc value: 1054.83.
## Fixed bandwidth: 1156.9 AICc value: 1054.81.
## Fixed bandwidth: 1267.28 AICc value: 1054.8.
## Fixed bandwidth: 1199.06 AICc value: 1054.8.
## Fixed bandwidth: 1241.22 AICc value: 1054.8.
## Fixed bandwidth: 1215.16 AICc value: 1054.8.
## Fixed bandwidth: 1209.01 AICc value: 1054.8.
## The newly selected bandwidth for variable: X2_sanitasi is 1215.16
## The bandwidth used in the last iteration is: 1209.01 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 109 change of RSS (dCVR) is 0.00839206.
##  Iteration 110
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.36.
## Fixed bandwidth: 1981.64 AICc value: 1055.54.
## Fixed bandwidth: 1225.12 AICc value: 1054.81.
## Fixed bandwidth: 757.559 AICc value: 1055.38.
## Fixed bandwidth: 1514.08 AICc value: 1054.96.
## Fixed bandwidth: 1046.53 AICc value: 1054.88.
## Fixed bandwidth: 1335.49 AICc value: 1054.84.
## Fixed bandwidth: 1156.9 AICc value: 1054.82.
## Fixed bandwidth: 1267.28 AICc value: 1054.82.
## Fixed bandwidth: 1199.06 AICc value: 1054.81.
## Fixed bandwidth: 1241.22 AICc value: 1054.81.
## Fixed bandwidth: 1215.16 AICc value: 1054.81.
## The newly selected bandwidth for variable: X2_sanitasi is 1215.16
## The bandwidth used in the last iteration is: 1215.16 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 110 change of RSS (dCVR) is 0.00559574.
##  Iteration 111
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.34.
## Fixed bandwidth: 1981.64 AICc value: 1055.54.
## Fixed bandwidth: 1225.12 AICc value: 1054.83.
## Fixed bandwidth: 757.559 AICc value: 1055.39.
## Fixed bandwidth: 1514.08 AICc value: 1054.97.
## Fixed bandwidth: 1046.53 AICc value: 1054.89.
## Fixed bandwidth: 1335.49 AICc value: 1054.85.
## Fixed bandwidth: 1156.9 AICc value: 1054.84.
## Fixed bandwidth: 1267.28 AICc value: 1054.83.
## Fixed bandwidth: 1199.06 AICc value: 1054.83.
## Fixed bandwidth: 1241.22 AICc value: 1054.83.
## Fixed bandwidth: 1215.16 AICc value: 1054.83.
## The newly selected bandwidth for variable: X2_sanitasi is 1225.12
## The bandwidth used in the last iteration is: 1215.16 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 111 change of RSS (dCVR) is 0.009678.
##  Iteration 112
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.31.
## Fixed bandwidth: 1981.64 AICc value: 1055.54.
## Fixed bandwidth: 1225.12 AICc value: 1054.84.
## Fixed bandwidth: 757.559 AICc value: 1055.41.
## Fixed bandwidth: 1514.08 AICc value: 1054.98.
## Fixed bandwidth: 1046.53 AICc value: 1054.91.
## Fixed bandwidth: 1335.49 AICc value: 1054.86.
## Fixed bandwidth: 1156.9 AICc value: 1054.85.
## Fixed bandwidth: 1267.28 AICc value: 1054.85.
## Fixed bandwidth: 1199.06 AICc value: 1054.84.
## Fixed bandwidth: 1241.22 AICc value: 1054.84.
## Fixed bandwidth: 1215.16 AICc value: 1054.84.
## Fixed bandwidth: 1231.27 AICc value: 1054.84.
## The newly selected bandwidth for variable: X2_sanitasi is 1225.12
## The bandwidth used in the last iteration is: 1225.12 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 112 change of RSS (dCVR) is 0.00608584.
##  Iteration 113
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.29.
## Fixed bandwidth: 1981.64 AICc value: 1055.54.
## Fixed bandwidth: 1225.12 AICc value: 1054.86.
## Fixed bandwidth: 757.559 AICc value: 1055.43.
## Fixed bandwidth: 1514.08 AICc value: 1054.99.
## Fixed bandwidth: 1046.53 AICc value: 1054.93.
## Fixed bandwidth: 1335.49 AICc value: 1054.88.
## Fixed bandwidth: 1156.9 AICc value: 1054.87.
## Fixed bandwidth: 1267.28 AICc value: 1054.86.
## Fixed bandwidth: 1199.06 AICc value: 1054.86.
## Fixed bandwidth: 1241.22 AICc value: 1054.86.
## Fixed bandwidth: 1215.16 AICc value: 1054.86.
## Fixed bandwidth: 1231.27 AICc value: 1054.86.
## The newly selected bandwidth for variable: X2_sanitasi is 1231.27
## The bandwidth used in the last iteration is: 1225.12 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 113 change of RSS (dCVR) is 0.00840147.
##  Iteration 114
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.27.
## Fixed bandwidth: 1981.64 AICc value: 1055.54.
## Fixed bandwidth: 1225.12 AICc value: 1054.88.
## Fixed bandwidth: 757.559 AICc value: 1055.45.
## Fixed bandwidth: 1514.08 AICc value: 1055.
## Fixed bandwidth: 1046.53 AICc value: 1054.95.
## Fixed bandwidth: 1335.49 AICc value: 1054.89.
## Fixed bandwidth: 1156.9 AICc value: 1054.89.
## Fixed bandwidth: 1267.28 AICc value: 1054.88.
## Fixed bandwidth: 1199.06 AICc value: 1054.88.
## Fixed bandwidth: 1241.22 AICc value: 1054.87.
## The newly selected bandwidth for variable: X2_sanitasi is 1241.22
## The bandwidth used in the last iteration is: 1231.27 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 114 change of RSS (dCVR) is 0.0100165.
##  Iteration 115
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.24.
## Fixed bandwidth: 1981.64 AICc value: 1055.54.
## Fixed bandwidth: 1225.12 AICc value: 1054.89.
## Fixed bandwidth: 757.559 AICc value: 1055.48.
## Fixed bandwidth: 1514.08 AICc value: 1055.01.
## Fixed bandwidth: 1046.53 AICc value: 1054.97.
## Fixed bandwidth: 1335.49 AICc value: 1054.91.
## Fixed bandwidth: 1156.9 AICc value: 1054.91.
## Fixed bandwidth: 1267.28 AICc value: 1054.9.
## Fixed bandwidth: 1199.06 AICc value: 1054.9.
## Fixed bandwidth: 1241.22 AICc value: 1054.89.
## Fixed bandwidth: 1251.17 AICc value: 1054.89.
## Fixed bandwidth: 1235.07 AICc value: 1054.89.
## The newly selected bandwidth for variable: X2_sanitasi is 1241.22
## The bandwidth used in the last iteration is: 1241.22 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 115 change of RSS (dCVR) is 0.00657876.
##  Iteration 116
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.22.
## Fixed bandwidth: 1981.64 AICc value: 1055.55.
## Fixed bandwidth: 1225.12 AICc value: 1054.91.
## Fixed bandwidth: 757.559 AICc value: 1055.5.
## Fixed bandwidth: 1514.08 AICc value: 1055.03.
## Fixed bandwidth: 1046.53 AICc value: 1054.99.
## Fixed bandwidth: 1335.49 AICc value: 1054.93.
## Fixed bandwidth: 1156.9 AICc value: 1054.93.
## Fixed bandwidth: 1267.28 AICc value: 1054.91.
## Fixed bandwidth: 1199.06 AICc value: 1054.92.
## Fixed bandwidth: 1241.22 AICc value: 1054.91.
## Fixed bandwidth: 1251.17 AICc value: 1054.91.
## Fixed bandwidth: 1235.07 AICc value: 1054.91.
## Fixed bandwidth: 1245.02 AICc value: 1054.91.
## The newly selected bandwidth for variable: X2_sanitasi is 1241.22
## The bandwidth used in the last iteration is: 1241.22 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Iteration 116 change of RSS (dCVR) is 0.00559265.
##  Iteration 117
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.21.
## Fixed bandwidth: 1981.64 AICc value: 1055.55.
## Fixed bandwidth: 1225.12 AICc value: 1054.93.
## Fixed bandwidth: 757.559 AICc value: 1055.52.
## Fixed bandwidth: 1514.08 AICc value: 1055.04.
## Fixed bandwidth: 1046.53 AICc value: 1055.01.
## Fixed bandwidth: 1335.49 AICc value: 1054.94.
## Fixed bandwidth: 1156.9 AICc value: 1054.94.
## Fixed bandwidth: 1267.28 AICc value: 1054.93.
## The newly selected bandwidth for variable: X2_sanitasi is 1267.28
## The bandwidth used in the last iteration is: 1241.22 and the difference in bandwidths is: 26.056
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 117 change of RSS (dCVR) is 0.0140268.
##  Iteration 118
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.16.
## Fixed bandwidth: 1981.64 AICc value: 1055.54.
## Fixed bandwidth: 1225.12 AICc value: 1054.95.
## Fixed bandwidth: 757.559 AICc value: 1055.55.
## Fixed bandwidth: 1514.08 AICc value: 1055.05.
## Fixed bandwidth: 1046.53 AICc value: 1055.04.
## Fixed bandwidth: 1335.49 AICc value: 1054.96.
## Fixed bandwidth: 1156.9 AICc value: 1054.97.
## Fixed bandwidth: 1267.28 AICc value: 1054.95.
## Fixed bandwidth: 1293.33 AICc value: 1054.95.
## Fixed bandwidth: 1251.17 AICc value: 1054.95.
## Fixed bandwidth: 1241.22 AICc value: 1054.95.
## Fixed bandwidth: 1257.32 AICc value: 1054.95.
## The newly selected bandwidth for variable: X2_sanitasi is 1257.32
## The bandwidth used in the last iteration is: 1267.28 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 118 change of RSS (dCVR) is 0.000718092.
##  Iteration 119
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.15.
## Fixed bandwidth: 1981.64 AICc value: 1055.56.
## Fixed bandwidth: 1225.12 AICc value: 1054.98.
## Fixed bandwidth: 757.559 AICc value: 1055.58.
## Fixed bandwidth: 1514.08 AICc value: 1055.07.
## Fixed bandwidth: 1046.53 AICc value: 1055.06.
## Fixed bandwidth: 1335.49 AICc value: 1054.98.
## Fixed bandwidth: 1156.9 AICc value: 1054.99.
## Fixed bandwidth: 1267.28 AICc value: 1054.97.
## Fixed bandwidth: 1293.33 AICc value: 1054.98.
## Fixed bandwidth: 1251.17 AICc value: 1054.97.
## The newly selected bandwidth for variable: X2_sanitasi is 1251.17
## The bandwidth used in the last iteration is: 1257.32 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 119 change of RSS (dCVR) is 0.00332883.
##  Iteration 120
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.14.
## Fixed bandwidth: 1981.64 AICc value: 1055.56.
## Fixed bandwidth: 1225.12 AICc value: 1054.99.
## Fixed bandwidth: 757.559 AICc value: 1055.59.
## Fixed bandwidth: 1514.08 AICc value: 1055.08.
## Fixed bandwidth: 1046.53 AICc value: 1055.07.
## Fixed bandwidth: 1335.49 AICc value: 1054.99.
## Fixed bandwidth: 1156.9 AICc value: 1055.
## Fixed bandwidth: 1267.28 AICc value: 1054.98.
## Fixed bandwidth: 1293.33 AICc value: 1054.99.
## Fixed bandwidth: 1251.17 AICc value: 1054.98.
## The newly selected bandwidth for variable: X2_sanitasi is 1267.28
## The bandwidth used in the last iteration is: 1251.17 and the difference in bandwidths is: 16.1035
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 120 change of RSS (dCVR) is 0.0106425.
##  Iteration 121
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.11.
## Fixed bandwidth: 1981.64 AICc value: 1055.56.
## Fixed bandwidth: 1225.12 AICc value: 1055.
## Fixed bandwidth: 757.559 AICc value: 1055.61.
## Fixed bandwidth: 1514.08 AICc value: 1055.09.
## Fixed bandwidth: 1046.53 AICc value: 1055.09.
## Fixed bandwidth: 1335.49 AICc value: 1055.
## Fixed bandwidth: 1156.9 AICc value: 1055.02.
## Fixed bandwidth: 1267.28 AICc value: 1055.
## Fixed bandwidth: 1293.33 AICc value: 1055.
## Fixed bandwidth: 1251.17 AICc value: 1055.
## Fixed bandwidth: 1277.23 AICc value: 1055.
## Fixed bandwidth: 1261.12 AICc value: 1055.
## The newly selected bandwidth for variable: X2_sanitasi is 1267.28
## The bandwidth used in the last iteration is: 1267.28 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 121 change of RSS (dCVR) is 0.00602739.
##  Iteration 122
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.1.
## Fixed bandwidth: 1981.64 AICc value: 1055.56.
## Fixed bandwidth: 1225.12 AICc value: 1055.02.
## Fixed bandwidth: 757.559 AICc value: 1055.63.
## Fixed bandwidth: 1514.08 AICc value: 1055.1.
## Fixed bandwidth: 1046.53 AICc value: 1055.11.
## Fixed bandwidth: 1335.49 AICc value: 1055.02.
## Fixed bandwidth: 1156.9 AICc value: 1055.04.
## Fixed bandwidth: 1267.28 AICc value: 1055.01.
## Fixed bandwidth: 1293.33 AICc value: 1055.01.
## Fixed bandwidth: 1251.17 AICc value: 1055.01.
## Fixed bandwidth: 1277.23 AICc value: 1055.01.
## The newly selected bandwidth for variable: X2_sanitasi is 1267.28
## The bandwidth used in the last iteration is: 1267.28 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Iteration 122 change of RSS (dCVR) is 0.0053574.
##  Iteration 123
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.09.
## Fixed bandwidth: 1981.64 AICc value: 1055.56.
## Fixed bandwidth: 1225.12 AICc value: 1055.03.
## Fixed bandwidth: 757.559 AICc value: 1055.65.
## Fixed bandwidth: 1514.08 AICc value: 1055.11.
## Fixed bandwidth: 1046.53 AICc value: 1055.12.
## Fixed bandwidth: 1335.49 AICc value: 1055.03.
## Fixed bandwidth: 1156.9 AICc value: 1055.05.
## Fixed bandwidth: 1267.28 AICc value: 1055.03.
## Fixed bandwidth: 1293.33 AICc value: 1055.03.
## Fixed bandwidth: 1251.17 AICc value: 1055.03.
## Fixed bandwidth: 1277.23 AICc value: 1055.03.
## The newly selected bandwidth for variable: X2_sanitasi is 1277.23
## The bandwidth used in the last iteration is: 1267.28 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 123 change of RSS (dCVR) is 0.00918907.
##  Iteration 124
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.06.
## Fixed bandwidth: 1981.64 AICc value: 1055.56.
## Fixed bandwidth: 1225.12 AICc value: 1055.04.
## Fixed bandwidth: 757.559 AICc value: 1055.67.
## Fixed bandwidth: 1514.08 AICc value: 1055.12.
## Fixed bandwidth: 1046.53 AICc value: 1055.14.
## Fixed bandwidth: 1335.49 AICc value: 1055.04.
## Fixed bandwidth: 1156.9 AICc value: 1055.07.
## Fixed bandwidth: 1267.28 AICc value: 1055.04.
## Fixed bandwidth: 1293.33 AICc value: 1055.04.
## Fixed bandwidth: 1251.17 AICc value: 1055.04.
## Fixed bandwidth: 1277.23 AICc value: 1055.04.
## Fixed bandwidth: 1283.38 AICc value: 1055.04.
## The newly selected bandwidth for variable: X2_sanitasi is 1277.23
## The bandwidth used in the last iteration is: 1277.23 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 124 change of RSS (dCVR) is 0.00576185.
##  Iteration 125
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.05.
## Fixed bandwidth: 1981.64 AICc value: 1055.57.
## Fixed bandwidth: 1225.12 AICc value: 1055.06.
## Fixed bandwidth: 757.559 AICc value: 1055.69.
## Fixed bandwidth: 1514.08 AICc value: 1055.13.
## Fixed bandwidth: 1046.53 AICc value: 1055.16.
## Fixed bandwidth: 1335.49 AICc value: 1055.06.
## Fixed bandwidth: 1403.71 AICc value: 1055.08.
## Fixed bandwidth: 1293.33 AICc value: 1055.05.
## Fixed bandwidth: 1267.28 AICc value: 1055.05.
## Fixed bandwidth: 1309.43 AICc value: 1055.06.
## Fixed bandwidth: 1283.38 AICc value: 1055.05.
## Fixed bandwidth: 1277.23 AICc value: 1055.05.
## The newly selected bandwidth for variable: X2_sanitasi is 1283.38
## The bandwidth used in the last iteration is: 1277.23 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 125 change of RSS (dCVR) is 0.00802227.
##  Iteration 126
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.03.
## Fixed bandwidth: 1981.64 AICc value: 1055.57.
## Fixed bandwidth: 1225.12 AICc value: 1055.07.
## Fixed bandwidth: 757.559 AICc value: 1055.71.
## Fixed bandwidth: 1514.08 AICc value: 1055.14.
## Fixed bandwidth: 1046.53 AICc value: 1055.18.
## Fixed bandwidth: 1335.49 AICc value: 1055.07.
## Fixed bandwidth: 1403.71 AICc value: 1055.09.
## Fixed bandwidth: 1293.33 AICc value: 1055.07.
## Fixed bandwidth: 1267.28 AICc value: 1055.07.
## Fixed bandwidth: 1309.43 AICc value: 1055.07.
## Fixed bandwidth: 1283.38 AICc value: 1055.07.
## The newly selected bandwidth for variable: X2_sanitasi is 1283.38
## The bandwidth used in the last iteration is: 1283.38 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 126 change of RSS (dCVR) is 0.00535972.
##  Iteration 127
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.02.
## Fixed bandwidth: 1981.64 AICc value: 1055.57.
## Fixed bandwidth: 1225.12 AICc value: 1055.09.
## Fixed bandwidth: 757.559 AICc value: 1055.72.
## Fixed bandwidth: 1514.08 AICc value: 1055.15.
## Fixed bandwidth: 1046.53 AICc value: 1055.19.
## Fixed bandwidth: 1335.49 AICc value: 1055.08.
## Fixed bandwidth: 1403.71 AICc value: 1055.1.
## Fixed bandwidth: 1293.33 AICc value: 1055.08.
## Fixed bandwidth: 1267.28 AICc value: 1055.08.
## Fixed bandwidth: 1309.43 AICc value: 1055.08.
## Fixed bandwidth: 1283.38 AICc value: 1055.08.
## The newly selected bandwidth for variable: X2_sanitasi is 1293.33
## The bandwidth used in the last iteration is: 1283.38 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 127 change of RSS (dCVR) is 0.00917741.
##  Iteration 128
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.
## Fixed bandwidth: 1981.64 AICc value: 1055.58.
## Fixed bandwidth: 1225.12 AICc value: 1055.1.
## Fixed bandwidth: 757.559 AICc value: 1055.74.
## Fixed bandwidth: 1514.08 AICc value: 1055.16.
## Fixed bandwidth: 1046.53 AICc value: 1055.21.
## Fixed bandwidth: 1335.49 AICc value: 1055.1.
## Fixed bandwidth: 1403.71 AICc value: 1055.11.
## Fixed bandwidth: 1293.33 AICc value: 1055.1.
## Fixed bandwidth: 1267.28 AICc value: 1055.1.
## Fixed bandwidth: 1309.43 AICc value: 1055.1.
## Fixed bandwidth: 1283.38 AICc value: 1055.1.
## Fixed bandwidth: 1299.48 AICc value: 1055.1.
## The newly selected bandwidth for variable: X2_sanitasi is 1293.33
## The bandwidth used in the last iteration is: 1293.33 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 128 change of RSS (dCVR) is 0.00576757.
##  Iteration 129
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.99.
## Fixed bandwidth: 1981.64 AICc value: 1055.58.
## Fixed bandwidth: 1225.12 AICc value: 1055.12.
## Fixed bandwidth: 757.559 AICc value: 1055.76.
## Fixed bandwidth: 1514.08 AICc value: 1055.17.
## Fixed bandwidth: 1046.53 AICc value: 1055.23.
## Fixed bandwidth: 1335.49 AICc value: 1055.11.
## Fixed bandwidth: 1403.71 AICc value: 1055.13.
## Fixed bandwidth: 1293.33 AICc value: 1055.11.
## Fixed bandwidth: 1267.28 AICc value: 1055.11.
## Fixed bandwidth: 1309.43 AICc value: 1055.11.
## Fixed bandwidth: 1283.38 AICc value: 1055.11.
## Fixed bandwidth: 1299.48 AICc value: 1055.11.
## The newly selected bandwidth for variable: X2_sanitasi is 1299.48
## The bandwidth used in the last iteration is: 1293.33 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 129 change of RSS (dCVR) is 0.00794204.
##  Iteration 130
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.97.
## Fixed bandwidth: 1981.64 AICc value: 1055.58.
## Fixed bandwidth: 1225.12 AICc value: 1055.13.
## Fixed bandwidth: 757.559 AICc value: 1055.78.
## Fixed bandwidth: 1514.08 AICc value: 1055.18.
## Fixed bandwidth: 1046.53 AICc value: 1055.24.
## Fixed bandwidth: 1335.49 AICc value: 1055.13.
## Fixed bandwidth: 1403.71 AICc value: 1055.14.
## Fixed bandwidth: 1293.33 AICc value: 1055.12.
## Fixed bandwidth: 1267.28 AICc value: 1055.13.
## Fixed bandwidth: 1309.43 AICc value: 1055.12.
## The newly selected bandwidth for variable: X2_sanitasi is 1309.43
## The bandwidth used in the last iteration is: 1299.48 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 130 change of RSS (dCVR) is 0.0094703.
##  Iteration 131
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.95.
## Fixed bandwidth: 1981.64 AICc value: 1055.59.
## Fixed bandwidth: 1225.12 AICc value: 1055.15.
## Fixed bandwidth: 757.559 AICc value: 1055.8.
## Fixed bandwidth: 1514.08 AICc value: 1055.2.
## Fixed bandwidth: 1046.53 AICc value: 1055.26.
## Fixed bandwidth: 1335.49 AICc value: 1055.14.
## Fixed bandwidth: 1403.71 AICc value: 1055.15.
## Fixed bandwidth: 1293.33 AICc value: 1055.14.
## Fixed bandwidth: 1267.28 AICc value: 1055.14.
## Fixed bandwidth: 1309.43 AICc value: 1055.14.
## Fixed bandwidth: 1319.39 AICc value: 1055.14.
## Fixed bandwidth: 1303.28 AICc value: 1055.14.
## The newly selected bandwidth for variable: X2_sanitasi is 1309.43
## The bandwidth used in the last iteration is: 1309.43 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 131 change of RSS (dCVR) is 0.00619305.
##  Iteration 132
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.94.
## Fixed bandwidth: 1981.64 AICc value: 1055.59.
## Fixed bandwidth: 1225.12 AICc value: 1055.17.
## Fixed bandwidth: 757.559 AICc value: 1055.82.
## Fixed bandwidth: 1514.08 AICc value: 1055.21.
## Fixed bandwidth: 1046.53 AICc value: 1055.28.
## Fixed bandwidth: 1335.49 AICc value: 1055.16.
## Fixed bandwidth: 1403.71 AICc value: 1055.17.
## Fixed bandwidth: 1293.33 AICc value: 1055.16.
## Fixed bandwidth: 1267.28 AICc value: 1055.16.
## Fixed bandwidth: 1309.43 AICc value: 1055.16.
## Fixed bandwidth: 1319.39 AICc value: 1055.16.
## The newly selected bandwidth for variable: X2_sanitasi is 1309.43
## The bandwidth used in the last iteration is: 1309.43 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Iteration 132 change of RSS (dCVR) is 0.0052345.
##  Iteration 133
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.93.
## Fixed bandwidth: 1981.64 AICc value: 1055.6.
## Fixed bandwidth: 1225.12 AICc value: 1055.18.
## Fixed bandwidth: 757.559 AICc value: 1055.84.
## Fixed bandwidth: 1514.08 AICc value: 1055.22.
## Fixed bandwidth: 1046.53 AICc value: 1055.3.
## Fixed bandwidth: 1335.49 AICc value: 1055.17.
## Fixed bandwidth: 1403.71 AICc value: 1055.18.
## Fixed bandwidth: 1293.33 AICc value: 1055.17.
## Fixed bandwidth: 1361.55 AICc value: 1055.17.
## Fixed bandwidth: 1319.39 AICc value: 1055.17.
## Fixed bandwidth: 1309.43 AICc value: 1055.17.
## The newly selected bandwidth for variable: X2_sanitasi is 1319.39
## The bandwidth used in the last iteration is: 1309.43 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 133 change of RSS (dCVR) is 0.00889884.
##  Iteration 134
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.91.
## Fixed bandwidth: 1981.64 AICc value: 1055.6.
## Fixed bandwidth: 1225.12 AICc value: 1055.2.
## Fixed bandwidth: 757.559 AICc value: 1055.86.
## Fixed bandwidth: 1514.08 AICc value: 1055.23.
## Fixed bandwidth: 1046.53 AICc value: 1055.31.
## Fixed bandwidth: 1335.49 AICc value: 1055.18.
## Fixed bandwidth: 1403.71 AICc value: 1055.19.
## Fixed bandwidth: 1293.33 AICc value: 1055.18.
## Fixed bandwidth: 1361.55 AICc value: 1055.19.
## Fixed bandwidth: 1319.39 AICc value: 1055.18.
## Fixed bandwidth: 1309.43 AICc value: 1055.18.
## Fixed bandwidth: 1325.54 AICc value: 1055.18.
## The newly selected bandwidth for variable: X2_sanitasi is 1319.39
## The bandwidth used in the last iteration is: 1319.39 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 134 change of RSS (dCVR) is 0.00556995.
##  Iteration 135
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.9.
## Fixed bandwidth: 1981.64 AICc value: 1055.6.
## Fixed bandwidth: 1225.12 AICc value: 1055.21.
## Fixed bandwidth: 757.559 AICc value: 1055.88.
## Fixed bandwidth: 1514.08 AICc value: 1055.24.
## Fixed bandwidth: 1046.53 AICc value: 1055.33.
## Fixed bandwidth: 1335.49 AICc value: 1055.2.
## Fixed bandwidth: 1403.71 AICc value: 1055.21.
## Fixed bandwidth: 1293.33 AICc value: 1055.2.
## Fixed bandwidth: 1361.55 AICc value: 1055.2.
## Fixed bandwidth: 1319.39 AICc value: 1055.2.
## The newly selected bandwidth for variable: X2_sanitasi is 1319.39
## The bandwidth used in the last iteration is: 1319.39 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Iteration 135 change of RSS (dCVR) is 0.00480011.
##  Iteration 136
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.89.
## Fixed bandwidth: 1981.64 AICc value: 1055.61.
## Fixed bandwidth: 1225.12 AICc value: 1055.22.
## Fixed bandwidth: 757.559 AICc value: 1055.89.
## Fixed bandwidth: 1514.08 AICc value: 1055.25.
## Fixed bandwidth: 1046.53 AICc value: 1055.34.
## Fixed bandwidth: 1335.49 AICc value: 1055.21.
## Fixed bandwidth: 1403.71 AICc value: 1055.22.
## Fixed bandwidth: 1293.33 AICc value: 1055.21.
## Fixed bandwidth: 1361.55 AICc value: 1055.21.
## Fixed bandwidth: 1319.39 AICc value: 1055.21.
## The newly selected bandwidth for variable: X2_sanitasi is 1335.49
## The bandwidth used in the last iteration is: 1319.39 and the difference in bandwidths is: 16.1035
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 136 change of RSS (dCVR) is 0.0105819.
##  Iteration 137
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.86.
## Fixed bandwidth: 1981.64 AICc value: 1055.61.
## Fixed bandwidth: 1225.12 AICc value: 1055.24.
## Fixed bandwidth: 757.559 AICc value: 1055.91.
## Fixed bandwidth: 1514.08 AICc value: 1055.26.
## Fixed bandwidth: 1046.53 AICc value: 1055.36.
## Fixed bandwidth: 1335.49 AICc value: 1055.22.
## Fixed bandwidth: 1403.71 AICc value: 1055.23.
## Fixed bandwidth: 1293.33 AICc value: 1055.22.
## Fixed bandwidth: 1361.55 AICc value: 1055.22.
## Fixed bandwidth: 1319.39 AICc value: 1055.22.
## Fixed bandwidth: 1345.44 AICc value: 1055.22.
## Fixed bandwidth: 1329.34 AICc value: 1055.22.
## The newly selected bandwidth for variable: X2_sanitasi is 1335.49
## The bandwidth used in the last iteration is: 1335.49 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 137 change of RSS (dCVR) is 0.00627984.
##  Iteration 138
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.85.
## Fixed bandwidth: 1981.64 AICc value: 1055.61.
## Fixed bandwidth: 1225.12 AICc value: 1055.26.
## Fixed bandwidth: 757.559 AICc value: 1055.93.
## Fixed bandwidth: 1514.08 AICc value: 1055.28.
## Fixed bandwidth: 1046.53 AICc value: 1055.38.
## Fixed bandwidth: 1335.49 AICc value: 1055.24.
## Fixed bandwidth: 1403.71 AICc value: 1055.24.
## Fixed bandwidth: 1293.33 AICc value: 1055.24.
## Fixed bandwidth: 1361.55 AICc value: 1055.24.
## Fixed bandwidth: 1319.39 AICc value: 1055.24.
## Fixed bandwidth: 1345.44 AICc value: 1055.24.
## The newly selected bandwidth for variable: X2_sanitasi is 1335.49
## The bandwidth used in the last iteration is: 1335.49 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Iteration 138 change of RSS (dCVR) is 0.0053908.
##  Iteration 139
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.84.
## Fixed bandwidth: 1981.64 AICc value: 1055.62.
## Fixed bandwidth: 1225.12 AICc value: 1055.27.
## Fixed bandwidth: 757.559 AICc value: 1055.95.
## Fixed bandwidth: 1514.08 AICc value: 1055.29.
## Fixed bandwidth: 1046.53 AICc value: 1055.4.
## Fixed bandwidth: 1335.49 AICc value: 1055.25.
## Fixed bandwidth: 1403.71 AICc value: 1055.26.
## Fixed bandwidth: 1293.33 AICc value: 1055.26.
## Fixed bandwidth: 1361.55 AICc value: 1055.25.
## Fixed bandwidth: 1319.39 AICc value: 1055.25.
## Fixed bandwidth: 1345.44 AICc value: 1055.25.
## The newly selected bandwidth for variable: X2_sanitasi is 1345.44
## The bandwidth used in the last iteration is: 1335.49 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 139 change of RSS (dCVR) is 0.0087995.
##  Iteration 140
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.83.
## Fixed bandwidth: 1981.64 AICc value: 1055.62.
## Fixed bandwidth: 1225.12 AICc value: 1055.29.
## Fixed bandwidth: 757.559 AICc value: 1055.97.
## Fixed bandwidth: 1514.08 AICc value: 1055.3.
## Fixed bandwidth: 1046.53 AICc value: 1055.41.
## Fixed bandwidth: 1335.49 AICc value: 1055.27.
## Fixed bandwidth: 1403.71 AICc value: 1055.27.
## Fixed bandwidth: 1293.33 AICc value: 1055.27.
## Fixed bandwidth: 1361.55 AICc value: 1055.27.
## The newly selected bandwidth for variable: X2_sanitasi is 1361.55
## The bandwidth used in the last iteration is: 1345.44 and the difference in bandwidths is: 16.1035
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 140 change of RSS (dCVR) is 0.0110967.
##  Iteration 141
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.8.
## Fixed bandwidth: 1981.64 AICc value: 1055.63.
## Fixed bandwidth: 1225.12 AICc value: 1055.31.
## Fixed bandwidth: 757.559 AICc value: 1056.
## Fixed bandwidth: 1514.08 AICc value: 1055.31.
## Fixed bandwidth: 1046.53 AICc value: 1055.44.
## Fixed bandwidth: 1335.49 AICc value: 1055.29.
## Fixed bandwidth: 1403.71 AICc value: 1055.29.
## Fixed bandwidth: 1293.33 AICc value: 1055.29.
## Fixed bandwidth: 1361.55 AICc value: 1055.29.
## Fixed bandwidth: 1377.65 AICc value: 1055.29.
## Fixed bandwidth: 1351.59 AICc value: 1055.29.
## The newly selected bandwidth for variable: X2_sanitasi is 1361.55
## The bandwidth used in the last iteration is: 1361.55 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 141 change of RSS (dCVR) is 0.00700812.
##  Iteration 142
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.79.
## Fixed bandwidth: 1981.64 AICc value: 1055.64.
## Fixed bandwidth: 1225.12 AICc value: 1055.33.
## Fixed bandwidth: 757.559 AICc value: 1056.02.
## Fixed bandwidth: 1514.08 AICc value: 1055.33.
## Fixed bandwidth: 1692.67 AICc value: 1055.42.
## Fixed bandwidth: 1403.71 AICc value: 1055.31.
## Fixed bandwidth: 1335.49 AICc value: 1055.31.
## Fixed bandwidth: 1293.33 AICc value: 1055.31.
## Fixed bandwidth: 1361.55 AICc value: 1055.31.
## Fixed bandwidth: 1377.65 AICc value: 1055.31.
## Fixed bandwidth: 1351.59 AICc value: 1055.31.
## Fixed bandwidth: 1367.7 AICc value: 1055.31.
## The newly selected bandwidth for variable: X2_sanitasi is 1361.55
## The bandwidth used in the last iteration is: 1361.55 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Iteration 142 change of RSS (dCVR) is 0.0058637.
##  Iteration 143
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.78.
## Fixed bandwidth: 1981.64 AICc value: 1055.64.
## Fixed bandwidth: 1225.12 AICc value: 1055.35.
## Fixed bandwidth: 757.559 AICc value: 1056.04.
## Fixed bandwidth: 1514.08 AICc value: 1055.35.
## Fixed bandwidth: 1692.67 AICc value: 1055.43.
## Fixed bandwidth: 1403.71 AICc value: 1055.32.
## Fixed bandwidth: 1335.49 AICc value: 1055.32.
## Fixed bandwidth: 1293.33 AICc value: 1055.33.
## Fixed bandwidth: 1361.55 AICc value: 1055.32.
## Fixed bandwidth: 1377.65 AICc value: 1055.32.
## The newly selected bandwidth for variable: X2_sanitasi is 1361.55
## The bandwidth used in the last iteration is: 1361.55 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 3 times. It will be continually optimized in the next 2 times
## Iteration 143 change of RSS (dCVR) is 0.00474437.
##  Iteration 144
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.78.
## Fixed bandwidth: 1981.64 AICc value: 1055.65.
## Fixed bandwidth: 1225.12 AICc value: 1055.36.
## Fixed bandwidth: 757.559 AICc value: 1056.06.
## Fixed bandwidth: 1514.08 AICc value: 1055.35.
## Fixed bandwidth: 1692.67 AICc value: 1055.44.
## Fixed bandwidth: 1403.71 AICc value: 1055.33.
## Fixed bandwidth: 1335.49 AICc value: 1055.33.
## Fixed bandwidth: 1445.87 AICc value: 1055.34.
## Fixed bandwidth: 1377.65 AICc value: 1055.33.
## Fixed bandwidth: 1361.55 AICc value: 1055.33.
## The newly selected bandwidth for variable: X2_sanitasi is 1377.65
## The bandwidth used in the last iteration is: 1361.55 and the difference in bandwidths is: 16.1035
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 144 change of RSS (dCVR) is 0.0102985.
##  Iteration 145
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.75.
## Fixed bandwidth: 1981.64 AICc value: 1055.65.
## Fixed bandwidth: 1225.12 AICc value: 1055.38.
## Fixed bandwidth: 757.559 AICc value: 1056.08.
## Fixed bandwidth: 1514.08 AICc value: 1055.37.
## Fixed bandwidth: 1692.67 AICc value: 1055.45.
## Fixed bandwidth: 1403.71 AICc value: 1055.35.
## Fixed bandwidth: 1335.49 AICc value: 1055.35.
## Fixed bandwidth: 1445.87 AICc value: 1055.35.
## Fixed bandwidth: 1377.65 AICc value: 1055.35.
## Fixed bandwidth: 1361.55 AICc value: 1055.35.
## Fixed bandwidth: 1387.6 AICc value: 1055.35.
## Fixed bandwidth: 1371.5 AICc value: 1055.35.
## The newly selected bandwidth for variable: X2_sanitasi is 1377.65
## The bandwidth used in the last iteration is: 1377.65 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 145 change of RSS (dCVR) is 0.00615084.
##  Iteration 146
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.75.
## Fixed bandwidth: 1981.64 AICc value: 1055.66.
## Fixed bandwidth: 1225.12 AICc value: 1055.4.
## Fixed bandwidth: 757.559 AICc value: 1056.1.
## Fixed bandwidth: 1514.08 AICc value: 1055.38.
## Fixed bandwidth: 1692.67 AICc value: 1055.46.
## Fixed bandwidth: 1403.71 AICc value: 1055.36.
## Fixed bandwidth: 1335.49 AICc value: 1055.37.
## Fixed bandwidth: 1445.87 AICc value: 1055.37.
## Fixed bandwidth: 1377.65 AICc value: 1055.36.
## Fixed bandwidth: 1361.55 AICc value: 1055.36.
## Fixed bandwidth: 1387.6 AICc value: 1055.36.
## The newly selected bandwidth for variable: X2_sanitasi is 1387.6
## The bandwidth used in the last iteration is: 1377.65 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 146 change of RSS (dCVR) is 0.00908622.
##  Iteration 147
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.73.
## Fixed bandwidth: 1981.64 AICc value: 1055.66.
## Fixed bandwidth: 1225.12 AICc value: 1055.41.
## Fixed bandwidth: 757.559 AICc value: 1056.12.
## Fixed bandwidth: 1514.08 AICc value: 1055.4.
## Fixed bandwidth: 1692.67 AICc value: 1055.47.
## Fixed bandwidth: 1403.71 AICc value: 1055.38.
## Fixed bandwidth: 1335.49 AICc value: 1055.38.
## Fixed bandwidth: 1445.87 AICc value: 1055.38.
## Fixed bandwidth: 1377.65 AICc value: 1055.38.
## The newly selected bandwidth for variable: X2_sanitasi is 1377.65
## The bandwidth used in the last iteration is: 1387.6 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 147 change of RSS (dCVR) is 0.00450301.
##  Iteration 148
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.73.
## Fixed bandwidth: 1981.64 AICc value: 1055.67.
## Fixed bandwidth: 1225.12 AICc value: 1055.43.
## Fixed bandwidth: 757.559 AICc value: 1056.14.
## Fixed bandwidth: 1514.08 AICc value: 1055.41.
## Fixed bandwidth: 1692.67 AICc value: 1055.48.
## Fixed bandwidth: 1403.71 AICc value: 1055.39.
## Fixed bandwidth: 1335.49 AICc value: 1055.39.
## Fixed bandwidth: 1445.87 AICc value: 1055.39.
## Fixed bandwidth: 1377.65 AICc value: 1055.39.
## The newly selected bandwidth for variable: X2_sanitasi is 1403.71
## The bandwidth used in the last iteration is: 1377.65 and the difference in bandwidths is: 26.056
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 148 change of RSS (dCVR) is 0.0122584.
##  Iteration 149
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.7.
## Fixed bandwidth: 1981.64 AICc value: 1055.67.
## Fixed bandwidth: 1225.12 AICc value: 1055.45.
## Fixed bandwidth: 757.559 AICc value: 1056.16.
## Fixed bandwidth: 1514.08 AICc value: 1055.42.
## Fixed bandwidth: 1692.67 AICc value: 1055.49.
## Fixed bandwidth: 1403.71 AICc value: 1055.4.
## Fixed bandwidth: 1335.49 AICc value: 1055.41.
## Fixed bandwidth: 1445.87 AICc value: 1055.41.
## Fixed bandwidth: 1377.65 AICc value: 1055.41.
## Fixed bandwidth: 1419.81 AICc value: 1055.41.
## Fixed bandwidth: 1393.75 AICc value: 1055.41.
## The newly selected bandwidth for variable: X2_sanitasi is 1403.71
## The bandwidth used in the last iteration is: 1403.71 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 149 change of RSS (dCVR) is 0.0067908.
##  Iteration 150
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.7.
## Fixed bandwidth: 1981.64 AICc value: 1055.68.
## Fixed bandwidth: 1225.12 AICc value: 1055.47.
## Fixed bandwidth: 757.559 AICc value: 1056.19.
## Fixed bandwidth: 1514.08 AICc value: 1055.44.
## Fixed bandwidth: 1692.67 AICc value: 1055.5.
## Fixed bandwidth: 1403.71 AICc value: 1055.43.
## Fixed bandwidth: 1335.49 AICc value: 1055.43.
## Fixed bandwidth: 1445.87 AICc value: 1055.43.
## Fixed bandwidth: 1377.65 AICc value: 1055.43.
## Fixed bandwidth: 1419.81 AICc value: 1055.43.
## Fixed bandwidth: 1393.75 AICc value: 1055.43.
## Fixed bandwidth: 1409.86 AICc value: 1055.43.
## The newly selected bandwidth for variable: X2_sanitasi is 1409.86
## The bandwidth used in the last iteration is: 1403.71 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 150 change of RSS (dCVR) is 0.00818449.
##  Iteration 151
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.68.
## Fixed bandwidth: 1981.64 AICc value: 1055.69.
## Fixed bandwidth: 1225.12 AICc value: 1055.49.
## Fixed bandwidth: 757.559 AICc value: 1056.21.
## Fixed bandwidth: 1514.08 AICc value: 1055.45.
## Fixed bandwidth: 1692.67 AICc value: 1055.51.
## Fixed bandwidth: 1403.71 AICc value: 1055.44.
## Fixed bandwidth: 1335.49 AICc value: 1055.45.
## Fixed bandwidth: 1445.87 AICc value: 1055.44.
## Fixed bandwidth: 1377.65 AICc value: 1055.44.
## Fixed bandwidth: 1419.81 AICc value: 1055.44.
## Fixed bandwidth: 1429.76 AICc value: 1055.44.
## Fixed bandwidth: 1413.66 AICc value: 1055.44.
## The newly selected bandwidth for variable: X2_sanitasi is 1413.66
## The bandwidth used in the last iteration is: 1409.86 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 151 change of RSS (dCVR) is 0.00717455.
##  Iteration 152
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.67.
## Fixed bandwidth: 1981.64 AICc value: 1055.7.
## Fixed bandwidth: 1225.12 AICc value: 1055.51.
## Fixed bandwidth: 757.559 AICc value: 1056.23.
## Fixed bandwidth: 1514.08 AICc value: 1055.47.
## Fixed bandwidth: 1692.67 AICc value: 1055.53.
## Fixed bandwidth: 1403.71 AICc value: 1055.46.
## Fixed bandwidth: 1335.49 AICc value: 1055.47.
## Fixed bandwidth: 1445.87 AICc value: 1055.46.
## Fixed bandwidth: 1377.65 AICc value: 1055.46.
## Fixed bandwidth: 1419.81 AICc value: 1055.46.
## Fixed bandwidth: 1429.76 AICc value: 1055.46.
## The newly selected bandwidth for variable: X2_sanitasi is 1419.81
## The bandwidth used in the last iteration is: 1413.66 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 152 change of RSS (dCVR) is 0.00773386.
##  Iteration 153
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.66.
## Fixed bandwidth: 1981.64 AICc value: 1055.7.
## Fixed bandwidth: 1225.12 AICc value: 1055.52.
## Fixed bandwidth: 757.559 AICc value: 1056.25.
## Fixed bandwidth: 1514.08 AICc value: 1055.48.
## Fixed bandwidth: 1692.67 AICc value: 1055.54.
## Fixed bandwidth: 1403.71 AICc value: 1055.47.
## Fixed bandwidth: 1335.49 AICc value: 1055.48.
## Fixed bandwidth: 1445.87 AICc value: 1055.47.
## Fixed bandwidth: 1471.92 AICc value: 1055.47.
## Fixed bandwidth: 1429.76 AICc value: 1055.47.
## Fixed bandwidth: 1419.81 AICc value: 1055.47.
## The newly selected bandwidth for variable: X2_sanitasi is 1429.76
## The bandwidth used in the last iteration is: 1419.81 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 153 change of RSS (dCVR) is 0.00894067.
##  Iteration 154
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.65.
## Fixed bandwidth: 1981.64 AICc value: 1055.71.
## Fixed bandwidth: 1225.12 AICc value: 1055.54.
## Fixed bandwidth: 757.559 AICc value: 1056.27.
## Fixed bandwidth: 1514.08 AICc value: 1055.5.
## Fixed bandwidth: 1692.67 AICc value: 1055.55.
## Fixed bandwidth: 1403.71 AICc value: 1055.49.
## Fixed bandwidth: 1335.49 AICc value: 1055.5.
## Fixed bandwidth: 1445.87 AICc value: 1055.49.
## Fixed bandwidth: 1471.92 AICc value: 1055.49.
## Fixed bandwidth: 1429.76 AICc value: 1055.49.
## Fixed bandwidth: 1419.81 AICc value: 1055.49.
## Fixed bandwidth: 1435.91 AICc value: 1055.49.
## The newly selected bandwidth for variable: X2_sanitasi is 1435.91
## The bandwidth used in the last iteration is: 1429.76 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 154 change of RSS (dCVR) is 0.00814312.
##  Iteration 155
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.64.
## Fixed bandwidth: 1981.64 AICc value: 1055.72.
## Fixed bandwidth: 1225.12 AICc value: 1055.56.
## Fixed bandwidth: 757.559 AICc value: 1056.3.
## Fixed bandwidth: 1514.08 AICc value: 1055.51.
## Fixed bandwidth: 1692.67 AICc value: 1055.56.
## Fixed bandwidth: 1403.71 AICc value: 1055.51.
## Fixed bandwidth: 1335.49 AICc value: 1055.52.
## Fixed bandwidth: 1445.87 AICc value: 1055.51.
## Fixed bandwidth: 1471.92 AICc value: 1055.51.
## Fixed bandwidth: 1429.76 AICc value: 1055.51.
## Fixed bandwidth: 1455.82 AICc value: 1055.51.
## Fixed bandwidth: 1439.72 AICc value: 1055.51.
## The newly selected bandwidth for variable: X2_sanitasi is 1439.72
## The bandwidth used in the last iteration is: 1435.91 and the difference in bandwidths is: 3.80152
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 155 change of RSS (dCVR) is 0.00725834.
##  Iteration 156
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.63.
## Fixed bandwidth: 1981.64 AICc value: 1055.73.
## Fixed bandwidth: 1225.12 AICc value: 1055.58.
## Fixed bandwidth: 757.559 AICc value: 1056.32.
## Fixed bandwidth: 1514.08 AICc value: 1055.53.
## Fixed bandwidth: 1692.67 AICc value: 1055.57.
## Fixed bandwidth: 1403.71 AICc value: 1055.52.
## Fixed bandwidth: 1335.49 AICc value: 1055.54.
## Fixed bandwidth: 1445.87 AICc value: 1055.52.
## Fixed bandwidth: 1471.92 AICc value: 1055.52.
## Fixed bandwidth: 1429.76 AICc value: 1055.52.
## Fixed bandwidth: 1455.82 AICc value: 1055.52.
## The newly selected bandwidth for variable: X2_sanitasi is 1445.87
## The bandwidth used in the last iteration is: 1439.72 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 156 change of RSS (dCVR) is 0.00769931.
##  Iteration 157
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.62.
## Fixed bandwidth: 1981.64 AICc value: 1055.73.
## Fixed bandwidth: 1225.12 AICc value: 1055.6.
## Fixed bandwidth: 757.559 AICc value: 1056.34.
## Fixed bandwidth: 1514.08 AICc value: 1055.54.
## Fixed bandwidth: 1692.67 AICc value: 1055.59.
## Fixed bandwidth: 1403.71 AICc value: 1055.54.
## Fixed bandwidth: 1335.49 AICc value: 1055.55.
## Fixed bandwidth: 1445.87 AICc value: 1055.54.
## Fixed bandwidth: 1471.92 AICc value: 1055.54.
## Fixed bandwidth: 1429.76 AICc value: 1055.54.
## Fixed bandwidth: 1455.82 AICc value: 1055.54.
## The newly selected bandwidth for variable: X2_sanitasi is 1455.82
## The bandwidth used in the last iteration is: 1445.87 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 157 change of RSS (dCVR) is 0.00882631.
##  Iteration 158
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.61.
## Fixed bandwidth: 1981.64 AICc value: 1055.74.
## Fixed bandwidth: 1225.12 AICc value: 1055.62.
## Fixed bandwidth: 757.559 AICc value: 1056.36.
## Fixed bandwidth: 1514.08 AICc value: 1055.56.
## Fixed bandwidth: 1692.67 AICc value: 1055.6.
## Fixed bandwidth: 1403.71 AICc value: 1055.56.
## Fixed bandwidth: 1582.3 AICc value: 1055.57.
## Fixed bandwidth: 1471.92 AICc value: 1055.55.
## Fixed bandwidth: 1445.87 AICc value: 1055.55.
## Fixed bandwidth: 1488.03 AICc value: 1055.55.
## Fixed bandwidth: 1461.97 AICc value: 1055.55.
## The newly selected bandwidth for variable: X2_sanitasi is 1461.97
## The bandwidth used in the last iteration is: 1455.82 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 158 change of RSS (dCVR) is 0.00802154.
##  Iteration 159
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.6.
## Fixed bandwidth: 1981.64 AICc value: 1055.75.
## Fixed bandwidth: 1225.12 AICc value: 1055.64.
## Fixed bandwidth: 757.559 AICc value: 1056.39.
## Fixed bandwidth: 1514.08 AICc value: 1055.57.
## Fixed bandwidth: 1692.67 AICc value: 1055.61.
## Fixed bandwidth: 1403.71 AICc value: 1055.58.
## Fixed bandwidth: 1582.3 AICc value: 1055.58.
## Fixed bandwidth: 1471.92 AICc value: 1055.57.
## Fixed bandwidth: 1445.87 AICc value: 1055.57.
## Fixed bandwidth: 1488.03 AICc value: 1055.57.
## Fixed bandwidth: 1461.97 AICc value: 1055.57.
## The newly selected bandwidth for variable: X2_sanitasi is 1471.92
## The bandwidth used in the last iteration is: 1461.97 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 159 change of RSS (dCVR) is 0.00899161.
##  Iteration 160
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.59.
## Fixed bandwidth: 1981.64 AICc value: 1055.76.
## Fixed bandwidth: 1225.12 AICc value: 1055.66.
## Fixed bandwidth: 757.559 AICc value: 1056.41.
## Fixed bandwidth: 1514.08 AICc value: 1055.59.
## Fixed bandwidth: 1692.67 AICc value: 1055.63.
## Fixed bandwidth: 1403.71 AICc value: 1055.59.
## Fixed bandwidth: 1582.3 AICc value: 1055.6.
## Fixed bandwidth: 1471.92 AICc value: 1055.59.
## Fixed bandwidth: 1445.87 AICc value: 1055.59.
## Fixed bandwidth: 1488.03 AICc value: 1055.59.
## The newly selected bandwidth for variable: X2_sanitasi is 1471.92
## The bandwidth used in the last iteration is: 1471.92 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 160 change of RSS (dCVR) is 0.00598675.
##  Iteration 161
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.58.
## Fixed bandwidth: 1981.64 AICc value: 1055.77.
## Fixed bandwidth: 1225.12 AICc value: 1055.68.
## Fixed bandwidth: 757.559 AICc value: 1056.43.
## Fixed bandwidth: 1514.08 AICc value: 1055.6.
## Fixed bandwidth: 1692.67 AICc value: 1055.64.
## Fixed bandwidth: 1403.71 AICc value: 1055.61.
## Fixed bandwidth: 1582.3 AICc value: 1055.61.
## Fixed bandwidth: 1471.92 AICc value: 1055.6.
## Fixed bandwidth: 1445.87 AICc value: 1055.61.
## Fixed bandwidth: 1488.03 AICc value: 1055.6.
## Fixed bandwidth: 1497.98 AICc value: 1055.6.
## Fixed bandwidth: 1481.87 AICc value: 1055.6.
## The newly selected bandwidth for variable: X2_sanitasi is 1488.03
## The bandwidth used in the last iteration is: 1471.92 and the difference in bandwidths is: 16.1035
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 161 change of RSS (dCVR) is 0.0100812.
##  Iteration 162
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.57.
## Fixed bandwidth: 1981.64 AICc value: 1055.77.
## Fixed bandwidth: 1225.12 AICc value: 1055.7.
## Fixed bandwidth: 757.559 AICc value: 1056.46.
## Fixed bandwidth: 1514.08 AICc value: 1055.62.
## Fixed bandwidth: 1692.67 AICc value: 1055.65.
## Fixed bandwidth: 1403.71 AICc value: 1055.63.
## Fixed bandwidth: 1582.3 AICc value: 1055.63.
## Fixed bandwidth: 1471.92 AICc value: 1055.62.
## Fixed bandwidth: 1540.14 AICc value: 1055.62.
## Fixed bandwidth: 1497.98 AICc value: 1055.62.
## Fixed bandwidth: 1488.03 AICc value: 1055.62.
## The newly selected bandwidth for variable: X2_sanitasi is 1497.98
## The bandwidth used in the last iteration is: 1488.03 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 162 change of RSS (dCVR) is 0.00923172.
##  Iteration 163
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.56.
## Fixed bandwidth: 1981.64 AICc value: 1055.78.
## Fixed bandwidth: 1225.12 AICc value: 1055.72.
## Fixed bandwidth: 757.559 AICc value: 1056.49.
## Fixed bandwidth: 1514.08 AICc value: 1055.64.
## Fixed bandwidth: 1692.67 AICc value: 1055.67.
## Fixed bandwidth: 1403.71 AICc value: 1055.65.
## Fixed bandwidth: 1582.3 AICc value: 1055.65.
## Fixed bandwidth: 1471.92 AICc value: 1055.64.
## Fixed bandwidth: 1540.14 AICc value: 1055.64.
## Fixed bandwidth: 1497.98 AICc value: 1055.64.
## The newly selected bandwidth for variable: X2_sanitasi is 1497.98
## The bandwidth used in the last iteration is: 1497.98 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 163 change of RSS (dCVR) is 0.00635361.
##  Iteration 164
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.55.
## Fixed bandwidth: 1981.64 AICc value: 1055.8.
## Fixed bandwidth: 1225.12 AICc value: 1055.74.
## Fixed bandwidth: 757.559 AICc value: 1056.51.
## Fixed bandwidth: 1514.08 AICc value: 1055.66.
## Fixed bandwidth: 1692.67 AICc value: 1055.68.
## Fixed bandwidth: 1403.71 AICc value: 1055.67.
## Fixed bandwidth: 1582.3 AICc value: 1055.66.
## Fixed bandwidth: 1471.92 AICc value: 1055.66.
## Fixed bandwidth: 1540.14 AICc value: 1055.66.
## Fixed bandwidth: 1497.98 AICc value: 1055.66.
## Fixed bandwidth: 1524.03 AICc value: 1055.66.
## Fixed bandwidth: 1507.93 AICc value: 1055.66.
## The newly selected bandwidth for variable: X2_sanitasi is 1514.08
## The bandwidth used in the last iteration is: 1497.98 and the difference in bandwidths is: 16.1035
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 164 change of RSS (dCVR) is 0.0100598.
##  Iteration 165
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.54.
## Fixed bandwidth: 1981.64 AICc value: 1055.8.
## Fixed bandwidth: 1225.12 AICc value: 1055.77.
## Fixed bandwidth: 757.559 AICc value: 1056.54.
## Fixed bandwidth: 1514.08 AICc value: 1055.68.
## Fixed bandwidth: 1692.67 AICc value: 1055.7.
## Fixed bandwidth: 1403.71 AICc value: 1055.69.
## Fixed bandwidth: 1582.3 AICc value: 1055.68.
## Fixed bandwidth: 1471.92 AICc value: 1055.68.
## Fixed bandwidth: 1540.14 AICc value: 1055.68.
## Fixed bandwidth: 1497.98 AICc value: 1055.68.
## Fixed bandwidth: 1524.03 AICc value: 1055.68.
## The newly selected bandwidth for variable: X2_sanitasi is 1524.03
## The bandwidth used in the last iteration is: 1514.08 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 165 change of RSS (dCVR) is 0.00916418.
##  Iteration 166
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.53.
## Fixed bandwidth: 1981.64 AICc value: 1055.82.
## Fixed bandwidth: 1225.12 AICc value: 1055.79.
## Fixed bandwidth: 757.559 AICc value: 1056.57.
## Fixed bandwidth: 1514.08 AICc value: 1055.7.
## Fixed bandwidth: 1692.67 AICc value: 1055.71.
## Fixed bandwidth: 1403.71 AICc value: 1055.71.
## Fixed bandwidth: 1582.3 AICc value: 1055.7.
## Fixed bandwidth: 1471.92 AICc value: 1055.7.
## Fixed bandwidth: 1540.14 AICc value: 1055.7.
## Fixed bandwidth: 1556.24 AICc value: 1055.7.
## Fixed bandwidth: 1530.19 AICc value: 1055.7.
## The newly selected bandwidth for variable: X2_sanitasi is 1530.19
## The bandwidth used in the last iteration is: 1524.03 and the difference in bandwidths is: 6.15099
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 166 change of RSS (dCVR) is 0.0082146.
##  Iteration 167
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.52.
## Fixed bandwidth: 1981.64 AICc value: 1055.83.
## Fixed bandwidth: 1225.12 AICc value: 1055.82.
## Fixed bandwidth: 757.559 AICc value: 1056.59.
## Fixed bandwidth: 1514.08 AICc value: 1055.72.
## Fixed bandwidth: 1692.67 AICc value: 1055.73.
## Fixed bandwidth: 1403.71 AICc value: 1055.73.
## Fixed bandwidth: 1582.3 AICc value: 1055.72.
## Fixed bandwidth: 1471.92 AICc value: 1055.72.
## Fixed bandwidth: 1540.14 AICc value: 1055.72.
## Fixed bandwidth: 1556.24 AICc value: 1055.72.
## Fixed bandwidth: 1530.19 AICc value: 1055.72.
## Fixed bandwidth: 1546.29 AICc value: 1055.72.
## The newly selected bandwidth for variable: X2_sanitasi is 1546.29
## The bandwidth used in the last iteration is: 1530.19 and the difference in bandwidths is: 16.1035
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 167 change of RSS (dCVR) is 0.0102704.
##  Iteration 168
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.51.
## Fixed bandwidth: 1981.64 AICc value: 1055.84.
## Fixed bandwidth: 1225.12 AICc value: 1055.84.
## Fixed bandwidth: 2449.19 AICc value: 1056.08.
## Fixed bandwidth: 1692.67 AICc value: 1055.75.
## Fixed bandwidth: 1514.08 AICc value: 1055.74.
## Fixed bandwidth: 1403.71 AICc value: 1055.76.
## Fixed bandwidth: 1582.3 AICc value: 1055.74.
## Fixed bandwidth: 1624.46 AICc value: 1055.74.
## Fixed bandwidth: 1556.24 AICc value: 1055.74.
## Fixed bandwidth: 1540.14 AICc value: 1055.74.
## Fixed bandwidth: 1566.19 AICc value: 1055.74.
## The newly selected bandwidth for variable: X2_sanitasi is 1556.24
## The bandwidth used in the last iteration is: 1546.29 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 168 change of RSS (dCVR) is 0.00928139.
##  Iteration 169
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.5.
## Fixed bandwidth: 1981.64 AICc value: 1055.85.
## Fixed bandwidth: 1225.12 AICc value: 1055.87.
## Fixed bandwidth: 2449.19 AICc value: 1056.08.
## Fixed bandwidth: 1692.67 AICc value: 1055.77.
## Fixed bandwidth: 1514.08 AICc value: 1055.76.
## Fixed bandwidth: 1403.71 AICc value: 1055.78.
## Fixed bandwidth: 1582.3 AICc value: 1055.76.
## Fixed bandwidth: 1624.46 AICc value: 1055.76.
## Fixed bandwidth: 1556.24 AICc value: 1055.76.
## The newly selected bandwidth for variable: X2_sanitasi is 1556.24
## The bandwidth used in the last iteration is: 1556.24 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 169 change of RSS (dCVR) is 0.00642865.
##  Iteration 170
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.5.
## Fixed bandwidth: 1981.64 AICc value: 1055.86.
## Fixed bandwidth: 1225.12 AICc value: 1055.89.
## Fixed bandwidth: 2449.19 AICc value: 1056.09.
## Fixed bandwidth: 1692.67 AICc value: 1055.78.
## Fixed bandwidth: 1514.08 AICc value: 1055.78.
## Fixed bandwidth: 1403.71 AICc value: 1055.8.
## Fixed bandwidth: 1582.3 AICc value: 1055.77.
## Fixed bandwidth: 1624.46 AICc value: 1055.78.
## Fixed bandwidth: 1556.24 AICc value: 1055.77.
## Fixed bandwidth: 1598.4 AICc value: 1055.77.
## Fixed bandwidth: 1572.34 AICc value: 1055.77.
## The newly selected bandwidth for variable: X2_sanitasi is 1582.3
## The bandwidth used in the last iteration is: 1556.24 and the difference in bandwidths is: 26.056
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 170 change of RSS (dCVR) is 0.0117329.
##  Iteration 171
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.49.
## Fixed bandwidth: 1981.64 AICc value: 1055.88.
## Fixed bandwidth: 1225.12 AICc value: 1055.92.
## Fixed bandwidth: 2449.19 AICc value: 1056.09.
## Fixed bandwidth: 1692.67 AICc value: 1055.8.
## Fixed bandwidth: 1514.08 AICc value: 1055.8.
## Fixed bandwidth: 1403.71 AICc value: 1055.82.
## Fixed bandwidth: 1582.3 AICc value: 1055.79.
## Fixed bandwidth: 1624.46 AICc value: 1055.8.
## Fixed bandwidth: 1556.24 AICc value: 1055.8.
## Fixed bandwidth: 1598.4 AICc value: 1055.79.
## The newly selected bandwidth for variable: X2_sanitasi is 1598.4
## The bandwidth used in the last iteration is: 1582.3 and the difference in bandwidths is: 16.1035
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 171 change of RSS (dCVR) is 0.0107448.
##  Iteration 172
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.48.
## Fixed bandwidth: 1981.64 AICc value: 1055.89.
## Fixed bandwidth: 1225.12 AICc value: 1055.95.
## Fixed bandwidth: 2449.19 AICc value: 1056.09.
## Fixed bandwidth: 1692.67 AICc value: 1055.83.
## Fixed bandwidth: 1514.08 AICc value: 1055.83.
## Fixed bandwidth: 1803.05 AICc value: 1055.84.
## Fixed bandwidth: 1624.46 AICc value: 1055.82.
## Fixed bandwidth: 1582.3 AICc value: 1055.82.
## Fixed bandwidth: 1650.51 AICc value: 1055.82.
## Fixed bandwidth: 1608.35 AICc value: 1055.82.
## Fixed bandwidth: 1598.4 AICc value: 1055.82.
## The newly selected bandwidth for variable: X2_sanitasi is 1608.35
## The bandwidth used in the last iteration is: 1598.4 and the difference in bandwidths is: 9.95252
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 172 change of RSS (dCVR) is 0.00962273.
##  Iteration 173
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.47.
## Fixed bandwidth: 1981.64 AICc value: 1055.91.
## Fixed bandwidth: 1225.12 AICc value: 1055.98.
## Fixed bandwidth: 2449.19 AICc value: 1056.1.
## Fixed bandwidth: 1692.67 AICc value: 1055.85.
## Fixed bandwidth: 1514.08 AICc value: 1055.85.
## Fixed bandwidth: 1803.05 AICc value: 1055.86.
## Fixed bandwidth: 1624.46 AICc value: 1055.85.
## Fixed bandwidth: 1582.3 AICc value: 1055.85.
## Fixed bandwidth: 1650.51 AICc value: 1055.85.
## Fixed bandwidth: 1608.35 AICc value: 1055.85.
## Fixed bandwidth: 1634.41 AICc value: 1055.85.
## The newly selected bandwidth for variable: X2_sanitasi is 1624.46
## The bandwidth used in the last iteration is: 1608.35 and the difference in bandwidths is: 16.1035
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 173 change of RSS (dCVR) is 0.0104473.
##  Iteration 174
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.46.
## Fixed bandwidth: 1981.64 AICc value: 1055.93.
## Fixed bandwidth: 1225.12 AICc value: 1056.01.
## Fixed bandwidth: 2449.19 AICc value: 1056.11.
## Fixed bandwidth: 1692.67 AICc value: 1055.87.
## Fixed bandwidth: 1514.08 AICc value: 1055.88.
## Fixed bandwidth: 1803.05 AICc value: 1055.88.
## Fixed bandwidth: 1624.46 AICc value: 1055.87.
## Fixed bandwidth: 1582.3 AICc value: 1055.87.
## Fixed bandwidth: 1650.51 AICc value: 1055.87.
## Fixed bandwidth: 1666.62 AICc value: 1055.87.
## Fixed bandwidth: 1640.56 AICc value: 1055.87.
## The newly selected bandwidth for variable: X2_sanitasi is 1640.56
## The bandwidth used in the last iteration is: 1624.46 and the difference in bandwidths is: 16.1035
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 174 change of RSS (dCVR) is 0.0104737.
##  Iteration 175
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.46.
## Fixed bandwidth: 1981.64 AICc value: 1055.94.
## Fixed bandwidth: 1225.12 AICc value: 1056.05.
## Fixed bandwidth: 2449.19 AICc value: 1056.12.
## Fixed bandwidth: 1692.67 AICc value: 1055.89.
## Fixed bandwidth: 1514.08 AICc value: 1055.91.
## Fixed bandwidth: 1803.05 AICc value: 1055.9.
## Fixed bandwidth: 1624.46 AICc value: 1055.89.
## The newly selected bandwidth for variable: X2_sanitasi is 1692.67
## The bandwidth used in the last iteration is: 1640.56 and the difference in bandwidths is: 52.1121
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 175 change of RSS (dCVR) is 0.0156391.
##  Iteration 176
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.44.
## Fixed bandwidth: 1981.64 AICc value: 1055.97.
## Fixed bandwidth: 1225.12 AICc value: 1056.1.
## Fixed bandwidth: 2449.19 AICc value: 1056.12.
## Fixed bandwidth: 1692.67 AICc value: 1055.93.
## Fixed bandwidth: 1514.08 AICc value: 1055.95.
## Fixed bandwidth: 1803.05 AICc value: 1055.93.
## Fixed bandwidth: 1624.46 AICc value: 1055.93.
## Fixed bandwidth: 1734.83 AICc value: 1055.93.
## Fixed bandwidth: 1666.62 AICc value: 1055.93.
## Fixed bandwidth: 1708.78 AICc value: 1055.93.
## Fixed bandwidth: 1682.72 AICc value: 1055.93.
## The newly selected bandwidth for variable: X2_sanitasi is 1692.67
## The bandwidth used in the last iteration is: 1692.67 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 176 change of RSS (dCVR) is 0.0092213.
##  Iteration 177
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.44.
## Fixed bandwidth: 1981.64 AICc value: 1055.99.
## Fixed bandwidth: 1225.12 AICc value: 1056.14.
## Fixed bandwidth: 2449.19 AICc value: 1056.14.
## Fixed bandwidth: 1692.67 AICc value: 1055.96.
## Fixed bandwidth: 1514.08 AICc value: 1055.99.
## Fixed bandwidth: 1803.05 AICc value: 1055.97.
## Fixed bandwidth: 1624.46 AICc value: 1055.97.
## Fixed bandwidth: 1734.83 AICc value: 1055.96.
## The newly selected bandwidth for variable: X2_sanitasi is 1692.67
## The bandwidth used in the last iteration is: 1692.67 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Iteration 177 change of RSS (dCVR) is 0.0074093.
##  Iteration 178
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.44.
## Fixed bandwidth: 1981.64 AICc value: 1056.01.
## Fixed bandwidth: 1225.12 AICc value: 1056.17.
## Fixed bandwidth: 2449.19 AICc value: 1056.15.
## Fixed bandwidth: 1692.67 AICc value: 1055.99.
## Fixed bandwidth: 1514.08 AICc value: 1056.01.
## Fixed bandwidth: 1803.05 AICc value: 1055.99.
## Fixed bandwidth: 1624.46 AICc value: 1055.99.
## Fixed bandwidth: 1734.83 AICc value: 1055.99.
## Fixed bandwidth: 1760.89 AICc value: 1055.99.
## Fixed bandwidth: 1718.73 AICc value: 1055.99.
## The newly selected bandwidth for variable: X2_sanitasi is 1734.83
## The bandwidth used in the last iteration is: 1692.67 and the difference in bandwidths is: 42.1595
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 178 change of RSS (dCVR) is 0.0134775.
##  Iteration 179
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.43.
## Fixed bandwidth: 1981.64 AICc value: 1056.03.
## Fixed bandwidth: 1225.12 AICc value: 1056.21.
## Fixed bandwidth: 2449.19 AICc value: 1056.16.
## Fixed bandwidth: 1692.67 AICc value: 1056.01.
## Fixed bandwidth: 1514.08 AICc value: 1056.04.
## Fixed bandwidth: 1803.05 AICc value: 1056.01.
## Fixed bandwidth: 1871.26 AICc value: 1056.02.
## Fixed bandwidth: 1760.89 AICc value: 1056.01.
## Fixed bandwidth: 1734.83 AICc value: 1056.01.
## Fixed bandwidth: 1776.99 AICc value: 1056.01.
## Fixed bandwidth: 1750.94 AICc value: 1056.01.
## The newly selected bandwidth for variable: X2_sanitasi is 1760.89
## The bandwidth used in the last iteration is: 1734.83 and the difference in bandwidths is: 26.056
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 179 change of RSS (dCVR) is 0.0122632.
##  Iteration 180
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.42.
## Fixed bandwidth: 1981.64 AICc value: 1056.06.
## Fixed bandwidth: 1225.12 AICc value: 1056.25.
## Fixed bandwidth: 2449.19 AICc value: 1056.17.
## Fixed bandwidth: 1692.67 AICc value: 1056.05.
## Fixed bandwidth: 1514.08 AICc value: 1056.08.
## Fixed bandwidth: 1803.05 AICc value: 1056.04.
## Fixed bandwidth: 1871.26 AICc value: 1056.05.
## Fixed bandwidth: 1760.89 AICc value: 1056.04.
## Fixed bandwidth: 1829.1 AICc value: 1056.04.
## Fixed bandwidth: 1786.94 AICc value: 1056.04.
## Fixed bandwidth: 1776.99 AICc value: 1056.04.
## The newly selected bandwidth for variable: X2_sanitasi is 1786.94
## The bandwidth used in the last iteration is: 1760.89 and the difference in bandwidths is: 26.056
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 180 change of RSS (dCVR) is 0.0122816.
##  Iteration 181
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.42.
## Fixed bandwidth: 1981.64 AICc value: 1056.09.
## Fixed bandwidth: 1225.12 AICc value: 1056.3.
## Fixed bandwidth: 2449.19 AICc value: 1056.19.
## Fixed bandwidth: 1692.67 AICc value: 1056.08.
## Fixed bandwidth: 1514.08 AICc value: 1056.12.
## Fixed bandwidth: 1803.05 AICc value: 1056.08.
## Fixed bandwidth: 1871.26 AICc value: 1056.08.
## Fixed bandwidth: 1760.89 AICc value: 1056.08.
## Fixed bandwidth: 1829.1 AICc value: 1056.08.
## The newly selected bandwidth for variable: X2_sanitasi is 1829.1
## The bandwidth used in the last iteration is: 1786.94 and the difference in bandwidths is: 42.1595
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 181 change of RSS (dCVR) is 0.0140274.
##  Iteration 182
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.42.
## Fixed bandwidth: 1981.64 AICc value: 1056.12.
## Fixed bandwidth: 1225.12 AICc value: 1056.35.
## Fixed bandwidth: 2449.19 AICc value: 1056.2.
## Fixed bandwidth: 1692.67 AICc value: 1056.12.
## Fixed bandwidth: 2160.23 AICc value: 1056.14.
## Fixed bandwidth: 1871.26 AICc value: 1056.11.
## Fixed bandwidth: 1803.05 AICc value: 1056.11.
## Fixed bandwidth: 1913.42 AICc value: 1056.11.
## Fixed bandwidth: 1845.21 AICc value: 1056.11.
## The newly selected bandwidth for variable: X2_sanitasi is 1871.26
## The bandwidth used in the last iteration is: 1829.1 and the difference in bandwidths is: 42.1595
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 182 change of RSS (dCVR) is 0.0142065.
##  Iteration 183
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.42.
## Fixed bandwidth: 1981.64 AICc value: 1056.15.
## Fixed bandwidth: 1225.12 AICc value: 1056.41.
## Fixed bandwidth: 2449.19 AICc value: 1056.22.
## Fixed bandwidth: 1692.67 AICc value: 1056.17.
## Fixed bandwidth: 2160.23 AICc value: 1056.17.
## Fixed bandwidth: 1871.26 AICc value: 1056.15.
## Fixed bandwidth: 1803.05 AICc value: 1056.15.
## Fixed bandwidth: 1913.42 AICc value: 1056.15.
## Fixed bandwidth: 1939.48 AICc value: 1056.15.
## Fixed bandwidth: 1897.32 AICc value: 1056.15.
## The newly selected bandwidth for variable: X2_sanitasi is 1897.32
## The bandwidth used in the last iteration is: 1871.26 and the difference in bandwidths is: 26.056
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 183 change of RSS (dCVR) is 0.0124401.
##  Iteration 184
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.42.
## Fixed bandwidth: 1981.64 AICc value: 1056.19.
## Fixed bandwidth: 1225.12 AICc value: 1056.47.
## Fixed bandwidth: 2449.19 AICc value: 1056.24.
## Fixed bandwidth: 1692.67 AICc value: 1056.21.
## Fixed bandwidth: 2160.23 AICc value: 1056.2.
## Fixed bandwidth: 1871.26 AICc value: 1056.19.
## Fixed bandwidth: 2049.85 AICc value: 1056.19.
## Fixed bandwidth: 1939.48 AICc value: 1056.19.
## Fixed bandwidth: 1913.42 AICc value: 1056.19.
## Fixed bandwidth: 1955.58 AICc value: 1056.19.
## The newly selected bandwidth for variable: X2_sanitasi is 1955.58
## The bandwidth used in the last iteration is: 1897.32 and the difference in bandwidths is: 58.263
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 184 change of RSS (dCVR) is 0.0151172.
##  Iteration 185
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.42.
## Fixed bandwidth: 1981.64 AICc value: 1056.23.
## Fixed bandwidth: 1225.12 AICc value: 1056.53.
## Fixed bandwidth: 2449.19 AICc value: 1056.27.
## Fixed bandwidth: 1692.67 AICc value: 1056.26.
## Fixed bandwidth: 2160.23 AICc value: 1056.23.
## Fixed bandwidth: 1871.26 AICc value: 1056.23.
## Fixed bandwidth: 2049.85 AICc value: 1056.23.
## Fixed bandwidth: 1939.48 AICc value: 1056.23.
## Fixed bandwidth: 2007.69 AICc value: 1056.23.
## Fixed bandwidth: 2023.8 AICc value: 1056.23.
## The newly selected bandwidth for variable: X2_sanitasi is 2007.69
## The bandwidth used in the last iteration is: 1955.58 and the difference in bandwidths is: 52.1121
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 185 change of RSS (dCVR) is 0.014734.
##  Iteration 186
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.43.
## Fixed bandwidth: 1981.64 AICc value: 1056.27.
## Fixed bandwidth: 1225.12 AICc value: 1056.6.
## Fixed bandwidth: 2449.19 AICc value: 1056.29.
## Fixed bandwidth: 1692.67 AICc value: 1056.31.
## Fixed bandwidth: 2160.23 AICc value: 1056.27.
## Fixed bandwidth: 2270.6 AICc value: 1056.27.
## Fixed bandwidth: 2092.01 AICc value: 1056.27.
## Fixed bandwidth: 2049.85 AICc value: 1056.27.
## The newly selected bandwidth for variable: X2_sanitasi is 2092.01
## The bandwidth used in the last iteration is: 2007.69 and the difference in bandwidths is: 84.3191
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 186 change of RSS (dCVR) is 0.0169698.
##  Iteration 187
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.43.
## Fixed bandwidth: 1981.64 AICc value: 1056.32.
## Fixed bandwidth: 1225.12 AICc value: 1056.67.
## Fixed bandwidth: 2449.19 AICc value: 1056.33.
## Fixed bandwidth: 1692.67 AICc value: 1056.37.
## Fixed bandwidth: 2160.23 AICc value: 1056.31.
## Fixed bandwidth: 2270.6 AICc value: 1056.31.
## Fixed bandwidth: 2092.01 AICc value: 1056.31.
## Fixed bandwidth: 2202.39 AICc value: 1056.31.
## Fixed bandwidth: 2134.17 AICc value: 1056.31.
## Fixed bandwidth: 2176.33 AICc value: 1056.31.
## The newly selected bandwidth for variable: X2_sanitasi is 2160.23
## The bandwidth used in the last iteration is: 2092.01 and the difference in bandwidths is: 68.2156
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 187 change of RSS (dCVR) is 0.0158567.
##  Iteration 188
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.45.
## Fixed bandwidth: 1981.64 AICc value: 1056.37.
## Fixed bandwidth: 1225.12 AICc value: 1056.75.
## Fixed bandwidth: 2449.19 AICc value: 1056.36.
## Fixed bandwidth: 2738.16 AICc value: 1056.39.
## Fixed bandwidth: 2270.6 AICc value: 1056.36.
## Fixed bandwidth: 2160.23 AICc value: 1056.36.
## Fixed bandwidth: 2338.82 AICc value: 1056.36.
## Fixed bandwidth: 2228.44 AICc value: 1056.36.
## Fixed bandwidth: 2296.66 AICc value: 1056.36.
## Fixed bandwidth: 2254.5 AICc value: 1056.36.
## The newly selected bandwidth for variable: X2_sanitasi is 2254.5
## The bandwidth used in the last iteration is: 2160.23 and the difference in bandwidths is: 94.2716
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 188 change of RSS (dCVR) is 0.0169602.
##  Iteration 189
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.46.
## Fixed bandwidth: 1981.64 AICc value: 1056.43.
## Fixed bandwidth: 1225.12 AICc value: 1056.84.
## Fixed bandwidth: 2449.19 AICc value: 1056.4.
## Fixed bandwidth: 2738.16 AICc value: 1056.42.
## Fixed bandwidth: 2270.6 AICc value: 1056.41.
## Fixed bandwidth: 2559.57 AICc value: 1056.41.
## Fixed bandwidth: 2380.98 AICc value: 1056.4.
## Fixed bandwidth: 2338.82 AICc value: 1056.4.
## Fixed bandwidth: 2407.04 AICc value: 1056.4.
## The newly selected bandwidth for variable: X2_sanitasi is 2380.98
## The bandwidth used in the last iteration is: 2254.5 and the difference in bandwidths is: 126.479
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 189 change of RSS (dCVR) is 0.0182177.
##  Iteration 190
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.48.
## Fixed bandwidth: 1981.64 AICc value: 1056.5.
## Fixed bandwidth: 3962.24 AICc value: 1056.55.
## Fixed bandwidth: 2738.16 AICc value: 1056.45.
## Fixed bandwidth: 2449.19 AICc value: 1056.45.
## Fixed bandwidth: 2270.6 AICc value: 1056.46.
## Fixed bandwidth: 2559.57 AICc value: 1056.45.
## Fixed bandwidth: 2627.79 AICc value: 1056.45.
## Fixed bandwidth: 2517.41 AICc value: 1056.45.
## Fixed bandwidth: 2585.63 AICc value: 1056.45.
## The newly selected bandwidth for variable: X2_sanitasi is 2559.57
## The bandwidth used in the last iteration is: 2380.98 and the difference in bandwidths is: 178.591
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 190 change of RSS (dCVR) is 0.0198818.
##  Iteration 191
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.51.
## Fixed bandwidth: 1981.64 AICc value: 1056.58.
## Fixed bandwidth: 3962.24 AICc value: 1056.55.
## Fixed bandwidth: 2738.16 AICc value: 1056.5.
## Fixed bandwidth: 2449.19 AICc value: 1056.51.
## Fixed bandwidth: 2916.75 AICc value: 1056.5.
## Fixed bandwidth: 2627.79 AICc value: 1056.5.
## Fixed bandwidth: 2806.38 AICc value: 1056.5.
## Fixed bandwidth: 2848.54 AICc value: 1056.5.
## Fixed bandwidth: 2780.32 AICc value: 1056.5.
## The newly selected bandwidth for variable: X2_sanitasi is 2806.38
## The bandwidth used in the last iteration is: 2559.57 and the difference in bandwidths is: 246.806
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 191 change of RSS (dCVR) is 0.0212523.
##  Iteration 192
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.55.
## Fixed bandwidth: 1981.64 AICc value: 1056.68.
## Fixed bandwidth: 3962.24 AICc value: 1056.57.
## Fixed bandwidth: 2738.16 AICc value: 1056.56.
## Fixed bandwidth: 3494.68 AICc value: 1056.56.
## Fixed bandwidth: 3027.13 AICc value: 1056.55.
## Fixed bandwidth: 3316.09 AICc value: 1056.55.
## Fixed bandwidth: 3137.5 AICc value: 1056.55.
## Fixed bandwidth: 3247.88 AICc value: 1056.55.
## Fixed bandwidth: 3179.66 AICc value: 1056.55.
## The newly selected bandwidth for variable: X2_sanitasi is 3179.66
## The bandwidth used in the last iteration is: 2806.38 and the difference in bandwidths is: 373.285
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 192 change of RSS (dCVR) is 0.0228587.
##  Iteration 193
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.61.
## Fixed bandwidth: 1981.64 AICc value: 1056.8.
## Fixed bandwidth: 3962.24 AICc value: 1056.6.
## Fixed bandwidth: 4429.8 AICc value: 1056.6.
## Fixed bandwidth: 3673.27 AICc value: 1056.6.
## Fixed bandwidth: 4140.83 AICc value: 1056.6.
## Fixed bandwidth: 3851.86 AICc value: 1056.6.
## Fixed bandwidth: 3783.65 AICc value: 1056.6.
## Fixed bandwidth: 3894.02 AICc value: 1056.6.
## The newly selected bandwidth for variable: X2_sanitasi is 3894.02
## The bandwidth used in the last iteration is: 3179.66 and the difference in bandwidths is: 714.363
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 193 change of RSS (dCVR) is 0.0256837.
##  Iteration 194
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.69.
## Fixed bandwidth: 1981.64 AICc value: 1056.95.
## Fixed bandwidth: 3962.24 AICc value: 1056.65.
## Fixed bandwidth: 4429.8 AICc value: 1056.63.
## Fixed bandwidth: 4718.76 AICc value: 1056.63.
## Fixed bandwidth: 4897.35 AICc value: 1056.63.
## Fixed bandwidth: 5007.73 AICc value: 1056.63.
## Fixed bandwidth: 5075.94 AICc value: 1056.63.
## Fixed bandwidth: 5118.1 AICc value: 1056.63.
## Fixed bandwidth: 5144.16 AICc value: 1056.63.
## Fixed bandwidth: 5160.26 AICc value: 1056.63.
## The newly selected bandwidth for variable: X2_sanitasi is 5160.26
## The bandwidth used in the last iteration is: 3894.02 and the difference in bandwidths is: 1266.24
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 194 change of RSS (dCVR) is 0.0260137.
##  Iteration 195
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.8.
## Fixed bandwidth: 1981.64 AICc value: 1057.12.
## Fixed bandwidth: 3962.24 AICc value: 1056.73.
## Fixed bandwidth: 4429.8 AICc value: 1056.7.
## Fixed bandwidth: 4718.76 AICc value: 1056.68.
## Fixed bandwidth: 4897.35 AICc value: 1056.68.
## Fixed bandwidth: 5007.73 AICc value: 1056.67.
## Fixed bandwidth: 5075.94 AICc value: 1056.67.
## Fixed bandwidth: 5118.1 AICc value: 1056.67.
## Fixed bandwidth: 5144.16 AICc value: 1056.67.
## Fixed bandwidth: 5160.26 AICc value: 1056.67.
## Fixed bandwidth: 5170.21 AICc value: 1056.67.
## Fixed bandwidth: 5176.37 AICc value: 1056.67.
## Fixed bandwidth: 5180.17 AICc value: 1056.67.
## Fixed bandwidth: 5182.52 AICc value: 1056.67.
## The newly selected bandwidth for variable: X2_sanitasi is 5182.52
## The bandwidth used in the last iteration is: 5160.26 and the difference in bandwidths is: 22.2545
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 195 change of RSS (dCVR) is 0.010086.
##  Iteration 196
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.87.
## Fixed bandwidth: 1981.64 AICc value: 1057.22.
## Fixed bandwidth: 3962.24 AICc value: 1056.79.
## Fixed bandwidth: 4429.8 AICc value: 1056.75.
## Fixed bandwidth: 4718.76 AICc value: 1056.74.
## Fixed bandwidth: 4897.35 AICc value: 1056.73.
## Fixed bandwidth: 5007.73 AICc value: 1056.73.
## Fixed bandwidth: 5075.94 AICc value: 1056.72.
## Fixed bandwidth: 5118.1 AICc value: 1056.72.
## Fixed bandwidth: 5144.16 AICc value: 1056.72.
## Fixed bandwidth: 5160.26 AICc value: 1056.72.
## Fixed bandwidth: 5170.21 AICc value: 1056.72.
## Fixed bandwidth: 5176.37 AICc value: 1056.72.
## Fixed bandwidth: 5180.17 AICc value: 1056.72.
## Fixed bandwidth: 5182.52 AICc value: 1056.72.
## The newly selected bandwidth for variable: X2_sanitasi is 5182.52
## The bandwidth used in the last iteration is: 5182.52 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 196 change of RSS (dCVR) is 0.00549882.
##  Iteration 197
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.91.
## Fixed bandwidth: 1981.64 AICc value: 1057.27.
## Fixed bandwidth: 3962.24 AICc value: 1056.83.
## Fixed bandwidth: 4429.8 AICc value: 1056.79.
## Fixed bandwidth: 4718.76 AICc value: 1056.77.
## Fixed bandwidth: 4897.35 AICc value: 1056.76.
## Fixed bandwidth: 5007.73 AICc value: 1056.76.
## Fixed bandwidth: 5075.94 AICc value: 1056.76.
## Fixed bandwidth: 5118.1 AICc value: 1056.75.
## Fixed bandwidth: 5144.16 AICc value: 1056.75.
## Fixed bandwidth: 5160.26 AICc value: 1056.75.
## Fixed bandwidth: 5170.21 AICc value: 1056.75.
## Fixed bandwidth: 5176.37 AICc value: 1056.75.
## Fixed bandwidth: 5180.17 AICc value: 1056.75.
## Fixed bandwidth: 5182.52 AICc value: 1056.75.
## The newly selected bandwidth for variable: X2_sanitasi is 5182.52
## The bandwidth used in the last iteration is: 5182.52 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Iteration 197 change of RSS (dCVR) is 0.00415451.
##  Iteration 198
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.95.
## Fixed bandwidth: 1981.64 AICc value: 1057.31.
## Fixed bandwidth: 3962.24 AICc value: 1056.85.
## Fixed bandwidth: 4429.8 AICc value: 1056.82.
## Fixed bandwidth: 4718.76 AICc value: 1056.8.
## Fixed bandwidth: 4897.35 AICc value: 1056.79.
## Fixed bandwidth: 5007.73 AICc value: 1056.78.
## Fixed bandwidth: 5075.94 AICc value: 1056.78.
## Fixed bandwidth: 5118.1 AICc value: 1056.78.
## Fixed bandwidth: 5144.16 AICc value: 1056.78.
## Fixed bandwidth: 5160.26 AICc value: 1056.78.
## Fixed bandwidth: 5170.21 AICc value: 1056.78.
## Fixed bandwidth: 5176.37 AICc value: 1056.78.
## Fixed bandwidth: 5180.17 AICc value: 1056.78.
## Fixed bandwidth: 5182.52 AICc value: 1056.78.
## Fixed bandwidth: 5183.97 AICc value: 1056.78.
## The newly selected bandwidth for variable: X2_sanitasi is 5183.97
## The bandwidth used in the last iteration is: 5182.52 and the difference in bandwidths is: 1.45205
## The bandwidth for variable X2_sanitasi will be continually selected in the next iteration.
## Iteration 198 change of RSS (dCVR) is 0.00464529.
##  Iteration 199
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1056.98.
## Fixed bandwidth: 1981.64 AICc value: 1057.35.
## Fixed bandwidth: 3962.24 AICc value: 1056.88.
## Fixed bandwidth: 4429.8 AICc value: 1056.84.
## Fixed bandwidth: 4718.76 AICc value: 1056.82.
## Fixed bandwidth: 4897.35 AICc value: 1056.81.
## Fixed bandwidth: 5007.73 AICc value: 1056.81.
## Fixed bandwidth: 5075.94 AICc value: 1056.8.
## Fixed bandwidth: 5118.1 AICc value: 1056.8.
## Fixed bandwidth: 5144.16 AICc value: 1056.8.
## Fixed bandwidth: 5160.26 AICc value: 1056.8.
## Fixed bandwidth: 5170.21 AICc value: 1056.8.
## Fixed bandwidth: 5176.37 AICc value: 1056.8.
## Fixed bandwidth: 5180.17 AICc value: 1056.8.
## Fixed bandwidth: 5182.52 AICc value: 1056.8.
## Fixed bandwidth: 5183.97 AICc value: 1056.8.
## The newly selected bandwidth for variable: X2_sanitasi is 5183.97
## The bandwidth used in the last iteration is: 5183.97 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 1 times. It will be continually optimized in the next 4 times
## Iteration 199 change of RSS (dCVR) is 0.00492195.
##  Iteration 200
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.
## Fixed bandwidth: 1981.64 AICc value: 1057.38.
## Fixed bandwidth: 3962.24 AICc value: 1056.9.
## Fixed bandwidth: 4429.8 AICc value: 1056.86.
## Fixed bandwidth: 4718.76 AICc value: 1056.84.
## Fixed bandwidth: 4897.35 AICc value: 1056.83.
## Fixed bandwidth: 5007.73 AICc value: 1056.83.
## Fixed bandwidth: 5075.94 AICc value: 1056.82.
## Fixed bandwidth: 5118.1 AICc value: 1056.82.
## Fixed bandwidth: 5144.16 AICc value: 1056.82.
## Fixed bandwidth: 5160.26 AICc value: 1056.82.
## Fixed bandwidth: 5170.21 AICc value: 1056.82.
## Fixed bandwidth: 5176.37 AICc value: 1056.82.
## Fixed bandwidth: 5180.17 AICc value: 1056.82.
## Fixed bandwidth: 5182.52 AICc value: 1056.82.
## Fixed bandwidth: 5183.97 AICc value: 1056.82.
## The newly selected bandwidth for variable: X2_sanitasi is 5183.97
## The bandwidth used in the last iteration is: 5183.97 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 2 times. It will be continually optimized in the next 3 times
## Iteration 200 change of RSS (dCVR) is 0.00493549.
##  Iteration 201
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.02.
## Fixed bandwidth: 1981.64 AICc value: 1057.4.
## Fixed bandwidth: 3962.24 AICc value: 1056.92.
## Fixed bandwidth: 4429.8 AICc value: 1056.88.
## Fixed bandwidth: 4718.76 AICc value: 1056.86.
## Fixed bandwidth: 4897.35 AICc value: 1056.85.
## Fixed bandwidth: 5007.73 AICc value: 1056.84.
## Fixed bandwidth: 5075.94 AICc value: 1056.84.
## Fixed bandwidth: 5118.1 AICc value: 1056.84.
## Fixed bandwidth: 5144.16 AICc value: 1056.84.
## Fixed bandwidth: 5160.26 AICc value: 1056.84.
## Fixed bandwidth: 5170.21 AICc value: 1056.83.
## Fixed bandwidth: 5176.37 AICc value: 1056.83.
## Fixed bandwidth: 5180.17 AICc value: 1056.83.
## Fixed bandwidth: 5182.52 AICc value: 1056.83.
## Fixed bandwidth: 5183.97 AICc value: 1056.83.
## The newly selected bandwidth for variable: X2_sanitasi is 5183.97
## The bandwidth used in the last iteration is: 5183.97 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 3 times. It will be continually optimized in the next 2 times
## Iteration 201 change of RSS (dCVR) is 0.00475254.
##  Iteration 202
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.04.
## Fixed bandwidth: 1981.64 AICc value: 1057.42.
## Fixed bandwidth: 3962.24 AICc value: 1056.94.
## Fixed bandwidth: 4429.8 AICc value: 1056.9.
## Fixed bandwidth: 4718.76 AICc value: 1056.88.
## Fixed bandwidth: 4897.35 AICc value: 1056.87.
## Fixed bandwidth: 5007.73 AICc value: 1056.86.
## Fixed bandwidth: 5075.94 AICc value: 1056.86.
## Fixed bandwidth: 5118.1 AICc value: 1056.85.
## Fixed bandwidth: 5144.16 AICc value: 1056.85.
## Fixed bandwidth: 5160.26 AICc value: 1056.85.
## Fixed bandwidth: 5170.21 AICc value: 1056.85.
## Fixed bandwidth: 5176.37 AICc value: 1056.85.
## Fixed bandwidth: 5180.17 AICc value: 1056.85.
## Fixed bandwidth: 5182.52 AICc value: 1056.85.
## Fixed bandwidth: 5183.97 AICc value: 1056.85.
## The newly selected bandwidth for variable: X2_sanitasi is 5183.97
## The bandwidth used in the last iteration is: 5183.97 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged for 4 times. It will be continually optimized in the next 1 times
## Iteration 202 change of RSS (dCVR) is 0.00445174.
##  Iteration 203
## Now select an optimum bandwidth for the variable: X2_sanitasi
## Fixed bandwidth: 3205.72 AICc value: 1057.06.
## Fixed bandwidth: 1981.64 AICc value: 1057.44.
## Fixed bandwidth: 3962.24 AICc value: 1056.95.
## Fixed bandwidth: 4429.8 AICc value: 1056.91.
## Fixed bandwidth: 4718.76 AICc value: 1056.89.
## Fixed bandwidth: 4897.35 AICc value: 1056.88.
## Fixed bandwidth: 5007.73 AICc value: 1056.87.
## Fixed bandwidth: 5075.94 AICc value: 1056.87.
## Fixed bandwidth: 5118.1 AICc value: 1056.87.
## Fixed bandwidth: 5144.16 AICc value: 1056.86.
## Fixed bandwidth: 5160.26 AICc value: 1056.86.
## Fixed bandwidth: 5170.21 AICc value: 1056.86.
## Fixed bandwidth: 5176.37 AICc value: 1056.86.
## Fixed bandwidth: 5180.17 AICc value: 1056.86.
## Fixed bandwidth: 5182.52 AICc value: 1056.86.
## Fixed bandwidth: 5183.97 AICc value: 1056.86.
## The newly selected bandwidth for variable: X2_sanitasi is 5183.97
## The bandwidth used in the last iteration is: 5183.97 and the difference in bandwidths is: 0
## The bandwidth for variable X2_sanitasi seems to be converged and will be kept the same in the following iterations.
## Iteration 203 change of RSS (dCVR) is 0.00407984.
##  Iteration 204
## Iteration 204 change of RSS (dCVR) is 0.00366426.
##  Iteration 205
## Iteration 205 change of RSS (dCVR) is 0.0032203.
##  Iteration 206
## Iteration 206 change of RSS (dCVR) is 0.00275465.
##  Iteration 207
## Iteration 207 change of RSS (dCVR) is 0.00226568.
##  Iteration 208
## Iteration 208 change of RSS (dCVR) is 0.00173838.
##  Iteration 209
## Iteration 209 change of RSS (dCVR) is 0.00111673.
##  Iteration 210
## Iteration 210 change of RSS (dCVR) is 0.000460552.
##  Iteration 211
## Iteration 211 change of RSS (dCVR) is 0.00117643.
##  Iteration 212
## Iteration 212 change of RSS (dCVR) is 0.00151672.
##  Iteration 213
## Iteration 213 change of RSS (dCVR) is 0.00173037.
##  Iteration 214
## Iteration 214 change of RSS (dCVR) is 0.00187003.
##  Iteration 215
## Iteration 215 change of RSS (dCVR) is 0.00195928.
##  Iteration 216
## Iteration 216 change of RSS (dCVR) is 0.00201164.
##  Iteration 217
## Iteration 217 change of RSS (dCVR) is 0.00203596.
##  Iteration 218
## Iteration 218 change of RSS (dCVR) is 0.00203852.
##  Iteration 219
## Iteration 219 change of RSS (dCVR) is 0.00202401.
##  Iteration 220
## Iteration 220 change of RSS (dCVR) is 0.00199606.
##  Iteration 221
## Iteration 221 change of RSS (dCVR) is 0.00195755.
##  Iteration 222
## Iteration 222 change of RSS (dCVR) is 0.00191078.
##  Iteration 223
## Iteration 223 change of RSS (dCVR) is 0.00185767.
##  Iteration 224
## Iteration 224 change of RSS (dCVR) is 0.00179975.
##  Iteration 225
## Iteration 225 change of RSS (dCVR) is 0.00173833.
##  Iteration 226
## Iteration 226 change of RSS (dCVR) is 0.00167447.
##  Iteration 227
## Iteration 227 change of RSS (dCVR) is 0.00160906.
##  Iteration 228
## Iteration 228 change of RSS (dCVR) is 0.00154285.
##  Iteration 229
## Iteration 229 change of RSS (dCVR) is 0.00147643.
##  Iteration 230
## Iteration 230 change of RSS (dCVR) is 0.00141033.
##  Iteration 231
## Iteration 231 change of RSS (dCVR) is 0.00134496.
##  Iteration 232
## Iteration 232 change of RSS (dCVR) is 0.00128067.
##  Iteration 233
## Iteration 233 change of RSS (dCVR) is 0.00121772.
##  Iteration 234
## Iteration 234 change of RSS (dCVR) is 0.00115634.
##  Iteration 235
## Iteration 235 change of RSS (dCVR) is 0.00109671.
##  Iteration 236
## Iteration 236 change of RSS (dCVR) is 0.00103896.
##  Iteration 237
## Iteration 237 change of RSS (dCVR) is 0.000983175.
##  Iteration 238
## Iteration 238 change of RSS (dCVR) is 0.00092944.
##  Iteration 239
## Iteration 239 change of RSS (dCVR) is 0.000877795.
##  Iteration 240
## Iteration 240 change of RSS (dCVR) is 0.000828262.
##  Iteration 241
## Iteration 241 change of RSS (dCVR) is 0.000780847.
##  Iteration 242
## Iteration 242 change of RSS (dCVR) is 0.00073554.
##  Iteration 243
## Iteration 243 change of RSS (dCVR) is 0.000692318.
##  Iteration 244
## Iteration 244 change of RSS (dCVR) is 0.000651148.
##  Iteration 245
## Iteration 245 change of RSS (dCVR) is 0.000611989.
##  Iteration 246
## Iteration 246 change of RSS (dCVR) is 0.000574792.
##  Iteration 247
## Iteration 247 change of RSS (dCVR) is 0.000539504.
##  Iteration 248
## Iteration 248 change of RSS (dCVR) is 0.000506065.
##  Iteration 249
## Iteration 249 change of RSS (dCVR) is 0.000474415.
##  Iteration 250
## Iteration 250 change of RSS (dCVR) is 0.000444489.
##  Iteration 251
## Iteration 251 change of RSS (dCVR) is 0.000416221.
##  Iteration 252
## Iteration 252 change of RSS (dCVR) is 0.000389545.
##  Iteration 253
## Iteration 253 change of RSS (dCVR) is 0.000364395.
##  Iteration 254
## Iteration 254 change of RSS (dCVR) is 0.000340702.
##  Iteration 255
## Iteration 255 change of RSS (dCVR) is 0.000318403.
##  Iteration 256
## Iteration 256 change of RSS (dCVR) is 0.00029743.
##  Iteration 257
## Iteration 257 change of RSS (dCVR) is 0.00027772.
##  Iteration 258
## Iteration 258 change of RSS (dCVR) is 0.00025921.
##  Iteration 259
## Iteration 259 change of RSS (dCVR) is 0.00024184.
##  Iteration 260
## Iteration 260 change of RSS (dCVR) is 0.00022555.
##  Iteration 261
## Iteration 261 change of RSS (dCVR) is 0.000210283.
##  Iteration 262
## Iteration 262 change of RSS (dCVR) is 0.000195984.
##  Iteration 263
## Iteration 263 change of RSS (dCVR) is 0.000182598.
##  Iteration 264
## Iteration 264 change of RSS (dCVR) is 0.000170075.
##  Iteration 265
## Iteration 265 change of RSS (dCVR) is 0.000158366.
##  Iteration 266
## Iteration 266 change of RSS (dCVR) is 0.000147424.
##  Iteration 267
## Iteration 267 change of RSS (dCVR) is 0.000137203.
##  Iteration 268
## Iteration 268 change of RSS (dCVR) is 0.000127661.
##  Iteration 269
## Iteration 269 change of RSS (dCVR) is 0.000118756.
##  Iteration 270
## Iteration 270 change of RSS (dCVR) is 0.000110451.
##  Iteration 271
## Iteration 271 change of RSS (dCVR) is 0.000102708.
##  Iteration 272
## Iteration 272 change of RSS (dCVR) is 9.54922e-05.
##  Iteration 273
## Iteration 273 change of RSS (dCVR) is 8.877e-05.
##  Iteration 274
## Iteration 274 change of RSS (dCVR) is 8.25104e-05.
##  Iteration 275
## Iteration 275 change of RSS (dCVR) is 7.66835e-05.
##  Iteration 276
## Iteration 276 change of RSS (dCVR) is 7.12613e-05.
##  Iteration 277
## Iteration 277 change of RSS (dCVR) is 6.62174e-05.
##  Iteration 278
## Iteration 278 change of RSS (dCVR) is 6.15268e-05.
##  Iteration 279
## Iteration 279 change of RSS (dCVR) is 5.71661e-05.
##  Iteration 280
## Iteration 280 change of RSS (dCVR) is 5.31132e-05.
##  Iteration 281
## Iteration 281 change of RSS (dCVR) is 4.93473e-05.
##  Iteration 282
## Iteration 282 change of RSS (dCVR) is 4.58489e-05.
##  Iteration 283
## Iteration 283 change of RSS (dCVR) is 4.25998e-05.
##  Iteration 284
## Iteration 284 change of RSS (dCVR) is 3.95827e-05.
##  Iteration 285
## Iteration 285 change of RSS (dCVR) is 3.67815e-05.
##  Iteration 286
## Iteration 286 change of RSS (dCVR) is 3.41813e-05.
##  Iteration 287
## Iteration 287 change of RSS (dCVR) is 3.1768e-05.
##  Iteration 288
## Iteration 288 change of RSS (dCVR) is 2.95282e-05.
##  Iteration 289
## Iteration 289 change of RSS (dCVR) is 2.74499e-05.
##  Iteration 290
## Iteration 290 change of RSS (dCVR) is 2.55214e-05.
##  Iteration 291
## Iteration 291 change of RSS (dCVR) is 2.37321e-05.
##  Iteration 292
## Iteration 292 change of RSS (dCVR) is 2.2072e-05.
##  Iteration 293
## Iteration 293 change of RSS (dCVR) is 2.05316e-05.
##  Iteration 294
## Iteration 294 change of RSS (dCVR) is 1.91025e-05.
##  Iteration 295
## Iteration 295 change of RSS (dCVR) is 1.77764e-05.
##  Iteration 296
## Iteration 296 change of RSS (dCVR) is 1.65459e-05.
##  Iteration 297
## Iteration 297 change of RSS (dCVR) is 1.54039e-05.
##  Iteration 298
## Iteration 298 change of RSS (dCVR) is 1.43441e-05.
##  Iteration 299
## Iteration 299 change of RSS (dCVR) is 1.33603e-05.
##  Iteration 300
## Iteration 300 change of RSS (dCVR) is 1.2447e-05.
##  Iteration 301
## Iteration 301 change of RSS (dCVR) is 1.1599e-05.
##  Iteration 302
## Iteration 302 change of RSS (dCVR) is 1.08114e-05.
##  Iteration 303
## Iteration 303 change of RSS (dCVR) is 1.00798e-05.
##  Iteration 304
## Iteration 304 change of RSS (dCVR) is 9.40015e-06.

writeLines(capture.output(MGWR), file.path(OUT, "05_MGWR_ringkasan.txt"))
saveRDS(MGWR, file.path(OUT, "05_MGWR_object.rds"))

MGWR_DF <- as.data.frame(MGWR$SDF)
MGWR_DF$id <- mdat$id
MGWR_DF$wilayah <- mdat$wilayah
write.csv(MGWR_DF, file.path(OUT, "06_MGWR_estimasi_lokal_514_wilayah.csv"), row.names = FALSE)

estimasi_MGWR <- data.frame(id = mdat$id, wilayah = mdat$wilayah)
for (v in xvars) {
  kolom_beta <- find_col(MGWR_DF, v)
  if (is.na(kolom_beta)) {
    stop("Koefisien MGWR tidak ditemukan untuk ", v, ". Kolom tersedia: ",
         paste(names(MGWR_DF), collapse = ", "))
  }
  estimasi_MGWR[[paste0(v, "_koefisien")]] <- as.numeric(MGWR_DF[[kolom_beta]])
}

kolom_pred <- find_col(MGWR_DF, c("yhat", "y_hat", "fitted", "fitted.values", "prediction", "predicted"))
kolom_resid <- find_col(MGWR_DF, c("residual", "residuals", "resid"))
if (!is.na(kolom_pred)) estimasi_MGWR$prediksi_MGWR <- as.numeric(MGWR_DF[[kolom_pred]])
if (!is.na(kolom_resid)) {
  estimasi_MGWR$residual_MGWR <- as.numeric(MGWR_DF[[kolom_resid]])
} else if (!is.na(kolom_pred)) {
  estimasi_MGWR$residual_MGWR <- as.numeric(mdat$Y_model) - estimasi_MGWR$prediksi_MGWR
}

if ("residual_MGWR" %in% names(estimasi_MGWR) && any(is.finite(estimasi_MGWR$residual_MGWR))) {
  estimasi_MGWR$abs_residual_MGWR <- abs(estimasi_MGWR$residual_MGWR)
  estimasi_MGWR <- estimasi_MGWR[order(estimasi_MGWR$abs_residual_MGWR, na.last = TRUE), , drop = FALSE]
  estimasi_MGWR$peringkat_lokal <- seq_len(nrow(estimasi_MGWR))
  estimasi_MGWR <- estimasi_MGWR[, c("peringkat_lokal", "id", "wilayah",
    setdiff(names(estimasi_MGWR), c("peringkat_lokal", "id", "wilayah"))), drop = FALSE]
  caption_estimasi <- "Estimasi parameter MGWR: urutan galat prediksi lokal terkecil ke terbesar"
} else {
  warning("Prediksi/residual lokal tidak tersedia pada MGWR$SDF. Estimasi tetap ditampilkan tanpa peringkat, karena dasar peringkat lokal belum tersedia.")
  caption_estimasi <- "Estimasi parameter lokal MGWR untuk 514 kabupaten/kota"
}
write.csv(estimasi_MGWR, file.path(OUT, "06a_estimasi_parameter_MGWR_514_wilayah.csv"),
          row.names = FALSE, fileEncoding = "UTF-8")
knitr::kable(head(estimasi_MGWR, 20), digits = 6,
            caption = paste0(caption_estimasi, "; seluruh wilayah tersimpan dalam CSV"))

Estimasi parameter MGWR: urutan galat prediksi lokal terkecil ke terbesar; seluruh wilayah tersimpan dalam CSV

	peringkat_lokal	id	wilayah	X1_miskin_koefisien	X2_sanitasi_koefisien	X3_merokok_koefisien	X4_hunian_koefisien	prediksi_MGWR	residual_MGWR	abs_residual_MGWR
369	1	369	Kab. Nunukan	-0.277746	-0.169370	-0.258391	0.179231	-0.014388	-0.000410	0.000410
286	2	286	Kab. Sumbawa	-0.107950	-0.170798	-0.204362	-0.061725	-0.519212	-0.001473	0.001473
397	3	397	Kab. Morowali Utara	-0.329696	-0.167917	-0.215114	0.247331	-0.200466	-0.006167	0.006167
37	4	37	Kab. Nias Selatan	-0.550378	-0.178024	-0.347281	0.031699	0.821217	-0.008848	0.008848
30	5	30	Kab. Labuhan Batu	-0.486764	-0.177574	-0.352997	0.017828	-0.027120	0.008925	0.008925
107	6	107	Kab. Ogan Komering Ulu Timur	-0.489304	-0.176721	-0.329713	0.054201	-0.242697	-0.009338	0.009338
302	7	302	Kab. Sikka	-0.171505	-0.168395	-0.188721	0.097197	-0.554824	-0.009514	0.009514
29	8	29	Kab. Toba Samosir	-0.536489	-0.178120	-0.350004	-0.006191	0.089156	0.009653	0.009653
116	9	116	Kab. Bengkulu Selatan	-0.480459	-0.177161	-0.330633	0.063856	-0.697303	-0.009954	0.009954
17	10	17	Kab. Bener Meriah	-0.649260	-0.177851	-0.344808	0.013565	-0.969400	0.010630	0.010630
105	11	105	Kab. Banyu Asin	-0.378537	-0.176172	-0.333698	0.091132	-0.343342	-0.012533	0.012533
367	12	367	Kab. Bulungan	-0.296805	-0.169345	-0.257740	0.190557	-0.204146	0.012863	0.012863
364	13	364	Kota Samarinda	-0.302472	-0.169433	-0.255411	0.192312	0.374468	-0.013111	0.013111
161	14	161	Kab. Bogor	-0.754988	-0.176383	-0.305630	-0.066148	1.151411	0.014020	0.014020
407	15	407	Kab. Pangkajene Dan Kepulauan	-0.314147	-0.169066	-0.223434	0.126107	-0.058736	-0.015092	0.015092
266	16	266	Kab. Pandeglang	-0.716491	-0.176779	-0.311657	-0.044603	0.556698	-0.015109	0.015109
170	17	170	Kab. Majalengka	-0.748232	-0.175135	-0.305417	-0.036806	0.315188	-0.017769	0.017769
119	18	119	Kab. Kaur	-0.497582	-0.177103	-0.329372	0.054812	-0.987877	-0.019295	0.019295
428	19	428	Kab. Bombana	-0.334707	-0.168007	-0.204923	0.182931	-0.253823	-0.022972	0.022972
380	20	380	Kab. Bolaang Mongondow Selatan	-0.341607	-0.166370	-0.184856	0.379252	-0.173110	0.026548	0.026548

# ============================================================
# TABEL HASIL MODEL MGWR DENGAN TANDA SIGNIFIKANSI (*)
# Signifikansi lokal dikoreksi BH per prediktor di 514 wilayah.
# Bintang diberikan hanya jika p-value terkoreksi BH < 0,05.
# ============================================================

# Ambil koefisien lokal dan cari statistik uji yang benar-benar tersedia.
coef_table <- data.frame(
  id = mdat$id,
  No = seq_len(nrow(MGWR_DF)),
  Wilayah = mdat$wilayah,
  Intersep = NA_real_,
  stringsAsFactors = FALSE
)

intercept_col <- find_col(MGWR_DF, c("Intercept", "(Intercept)", "intercept"))
if (!is.na(intercept_col)) {
  coef_table$Intersep <- as.numeric(MGWR_DF[[intercept_col]])
} else {
  # Beberapa keluaran menamai intersep sebagai Intercept atau (Intercept).
  # Jika tak ada kolom eksplisit, jangan mengarang nilainya.
  stop("Kolom intersep tidak ditemukan pada MGWR$SDF. Kolom tersedia: ",
       paste(names(MGWR_DF), collapse = ", "))
}

p_lokal_tabel <- matrix(NA_real_, nrow = nrow(MGWR_DF), ncol = length(xvars),
                        dimnames = list(NULL, xvars))
beta_tabel <- matrix(NA_real_, nrow = nrow(MGWR_DF), ncol = length(xvars),
                     dimnames = list(NULL, xvars))

for (v in xvars) {
  beta_col <- find_col(MGWR_DF, v)
  if (is.na(beta_col)) stop("Koefisien MGWR tidak ditemukan untuk ", v)
  beta <- suppressWarnings(as.numeric(MGWR_DF[[beta_col]]))
  beta_tabel[, v] <- beta

  t_col <- find_col(MGWR_DF, c(paste0(v, "_TV"), paste0(v, ".TV"),
                               paste0(v, "_t"), paste0(v, ".t"),
                               paste0(v, "_tv"), paste0(v, ".tv")))
  se_col <- find_col(MGWR_DF, c(paste0(v, "_SE"), paste0(v, ".SE"),
                                paste0(v, "_se"), paste0(v, ".se")))

  if (!is.na(t_col)) {
    t_value <- suppressWarnings(as.numeric(MGWR_DF[[t_col]]))
    p_lokal_tabel[, v] <- 2 * pnorm(-abs(t_value))
  } else if (!is.na(se_col)) {
    se_value <- suppressWarnings(as.numeric(MGWR_DF[[se_col]]))
    t_value <- beta / se_value
    p_lokal_tabel[, v] <- 2 * pnorm(-abs(t_value))
  } else {
    stop("Tidak ditemukan kolom t-value atau SE untuk ", v,
         ". Tanda signifikansi tidak dibuat karena statistik uji tidak tersedia.")
  }
}

# Koreksi Benjamini-Hochberg dilakukan per prediktor di seluruh wilayah.
p_bh_tabel <- apply(p_lokal_tabel, 2, function(p) {
  out <- rep(NA_real_, length(p))
  ok <- is.finite(p) & p >= 0 & p <= 1
  out[ok] <- p.adjust(p[ok], method = "BH")
  out
})
colnames(p_bh_tabel) <- xvars

# Format persamaan lokal seperti contoh tabel skripsi; * berarti BH-adjusted p < 0,05.
fmt_beta_star <- function(beta, p_adj, digits = 4) {
  b <- formatC(beta, format = "f", digits = digits)
  star <- ifelse(is.finite(p_adj) & p_adj < 0.05, "*", "")
  ifelse(is.finite(beta), paste0(b, star), NA_character_)
}

coef_table$X1_miskin <- fmt_beta_star(beta_tabel[, "X1_miskin"], p_bh_tabel[, "X1_miskin"])
coef_table$X2_sanitasi <- fmt_beta_star(beta_tabel[, "X2_sanitasi"], p_bh_tabel[, "X2_sanitasi"])
coef_table$X3_merokok <- fmt_beta_star(beta_tabel[, "X3_merokok"], p_bh_tabel[, "X3_merokok"])
coef_table$X4_hunian <- fmt_beta_star(beta_tabel[, "X4_hunian"], p_bh_tabel[, "X4_hunian"])

# Susun persamaan dengan tanda koefisien yang benar agar negatif tidak menjadi '+ -'.
format_term <- function(value, variable = NULL) {
  if (is.na(value)) return(NA_character_)
  numeric_value <- suppressWarnings(as.numeric(sub("\\*$", "", value)))
  if (!is.finite(numeric_value)) return(NA_character_)
  star <- if (grepl("\\*$", value)) "*" else ""
  sign_txt <- if (numeric_value < 0) " - " else " + "
  paste0(sign_txt, formatC(abs(numeric_value), format = "f", digits = 4),
         star, if (!is.null(variable)) paste0(variable) else "")
}

# Persamaan menampilkan koefisien lokal beserta bintang signifikansi.
coef_table$Model_MGWR <- vapply(seq_len(nrow(coef_table)), function(i) {
  terms <- c(
    paste0(formatC(coef_table$Intersep[i], format = "f", digits = 4)),
    format_term(coef_table$X1_miskin[i], "X1"),
    format_term(coef_table$X2_sanitasi[i], "X2"),
    format_term(coef_table$X3_merokok[i], "X3"),
    format_term(coef_table$X4_hunian[i], "X4")
  )
  paste(terms, collapse = "")
}, character(1))

# Ikuti urutan peringkat estimasi MGWR sebelumnya (absolut residual terkecil),
# jika peringkat tersebut tersedia. Ini peringkat galat prediksi, bukan R-squared.
if (exists("estimasi_MGWR") && "peringkat_lokal" %in% names(estimasi_MGWR)) {
  urutan_id <- estimasi_MGWR$id[order(estimasi_MGWR$peringkat_lokal)]
  coef_table <- coef_table[match(urutan_id, coef_table$id), , drop = FALSE]
  coef_table$No <- seq_len(nrow(coef_table))
}

# Ekspor persamaan dan p-value BH supaya keputusan signifikansi dapat diaudit.
for (v in xvars) {
  coef_table[[paste0(v, "_p_BH")]] <- p_bh_tabel[, v]
}
write.csv(coef_table,
          file.path(OUT, "06c_tabel_model_MGWR_dengan_signifikansi.csv"),
          row.names = FALSE, fileEncoding = "UTF-8")

knitr::kable(
  coef_table[, c("No", "Wilayah", "Model_MGWR")],
  caption = "Tabel hasil model MGWR per kabupaten/kota; * menunjukkan koefisien signifikan setelah koreksi BH (p-adj < 0,05)"
)

Tabel hasil model MGWR per kabupaten/kota; * menunjukkan koefisien signifikan setelah koreksi BH (p-adj < 0,05)

	No	Wilayah	Model_MGWR
369	1	Kab. Nunukan	-0.4588 - 0.2777X1 - 0.1694X2 - 0.2584*X3 + 0.1792X4
286	2	Kab. Sumbawa	-0.2758 - 0.1079X1 - 0.1708X2 - 0.2044X3 - 0.0617X4
397	3	Kab. Morowali Utara	-0.1923 - 0.3297X1 - 0.1679X2 - 0.2151*X3 + 0.2473X4
37	4	Kab. Nias Selatan	-0.0537 - 0.5504X1 - 0.1780X2 - 0.3473*X3 + 0.0317X4
30	5	Kab. Labuhan Batu	-0.0419 - 0.4868X1 - 0.1776X2 - 0.3530*X3 + 0.0178X4
107	6	Kab. Ogan Komering Ulu Timur	0.0341 - 0.4893X1 - 0.1767X2 - 0.3297*X3 + 0.0542X4
302	7	Kab. Sikka	-0.3993 - 0.1715X1 - 0.1684X2 - 0.1887X3 + 0.0972X4
29	8	Kab. Toba Samosir	0.0679 - 0.5365X1 - 0.1781X2 - 0.3500*X3 - 0.0062X4
116	9	Kab. Bengkulu Selatan	0.0068 - 0.4805X1 - 0.1772X2 - 0.3306*X3 + 0.0639X4
17	10	Kab. Bener Meriah	-0.0204 - 0.6493X1 - 0.1779X2 - 0.3448*X3 + 0.0136X4
105	11	Kab. Banyu Asin	-0.1619 - 0.3785X1 - 0.1762X2 - 0.3337*X3 + 0.0911X4
367	12	Kab. Bulungan	-0.3777 - 0.2968X1 - 0.1693X2 - 0.2577*X3 + 0.1906X4
364	13	Kota Samarinda	-0.3768 - 0.3025X1 - 0.1694X2 - 0.2554*X3 + 0.1923X4
161	14	Kab. Bogor	0.7353 - 0.7550X1 - 0.1764X2 - 0.3056*X3 - 0.0661X4
407	15	Kab. Pangkajene Dan Kepulauan	-0.2160 - 0.3141X1 - 0.1691X2 - 0.2234*X3 + 0.1261X4
266	16	Kab. Pandeglang	0.6023 - 0.7165X1 - 0.1768X2 - 0.3117*X3 - 0.0446X4
170	17	Kab. Majalengka	0.6293 - 0.7482X1 - 0.1751X2 - 0.3054*X3 - 0.0368X4
119	18	Kab. Kaur	0.0353 - 0.4976X1 - 0.1771X2 - 0.3294*X3 + 0.0548X4
428	19	Kab. Bombana	-0.3334 - 0.3347X1 - 0.1680X2 - 0.2049*X3 + 0.1829X4
380	20	Kab. Bolaang Mongondow Selatan	0.1386 - 0.3416X1 - 0.1664X2 - 0.1849X3 + 0.3793X4
235	21	Kab. Lumajang	-0.2658 - 0.3076X1 - 0.1726X2 - 0.2503*X3 - 0.0897X4
467	22	Kab. Halmahera Utara	-0.1988 - 0.3083X1 - 0.1647X2 - 0.1436X3 + 0.4735X4
66	23	Kab. Solok Selatan	-0.2655 - 0.4433X1 - 0.1770X2 - 0.3494*X3 + 0.1004X4
237	24	Kab. Banyuwangi	-0.4210 - 0.1922X1 - 0.1724X2 - 0.2317X3 - 0.1102X4
253	25	Kab. Bangkalan	-0.2092 - 0.3482X1 - 0.1725X2 - 0.2607*X3 - 0.0625X4
101	26	Kab. Muara Enim	0.0017 - 0.4589X1 - 0.1768X2 - 0.3312*X3 + 0.0663X4
168	27	Kab. Kuningan	0.5651 - 0.7373X1 - 0.1749X2 - 0.3044*X3 - 0.0332X4
321	28	Kab. Sintang	-0.4189 - 0.2831X1 - 0.1720X2 - 0.2985*X3 + 0.0804X4
25	29	Kab. Mandailing Natal	-0.0620 - 0.5175X1 - 0.1779X2 - 0.3510*X3 + 0.0286X4
493	30	Kab. Puncak Jaya	2.1272 - 0.4456X1 - 0.1596X2 - 0.0101X3 + 0.6720*X4
458	31	Kab. Seram Bagian Timur	0.5897 - 0.3430X1 - 0.1634X2 - 0.1109X3 + 0.5867X4
239	32	Kab. Situbondo	-0.3993 - 0.1963X1 - 0.1722X2 - 0.2332X3 - 0.0968X4
3	33	Kab. Aceh Selatan	0.0805 - 0.6004X1 - 0.1783X2 - 0.3435*X3 - 0.0067X4
252	34	Kab. Gresik	-0.2189 - 0.3567X1 - 0.1723X2 - 0.2698*X3 - 0.0321X4
285	35	Kab. Lombok Timur	-0.3964 - 0.1049X1 - 0.1713X2 - 0.2064X3 - 0.0911X4
312	36	Kab. Sabu Raijua	-0.3802 - 0.1525X1 - 0.1688X2 - 0.1842X3 + 0.0536X4
396	37	Kab. Banggai Laut	-0.1551 - 0.3281X1 - 0.1670X2 - 0.1953X3 + 0.3005X4
236	38	Kab. Jember	-0.3244 - 0.2500X1 - 0.1725X2 - 0.2411*X3 - 0.0985X4
117	39	Kab. Rejang Lebong	-0.0324 - 0.4387X1 - 0.1771X2 - 0.3338*X3 + 0.0825X4
169	40	Kab. Cirebon	0.6133 - 0.7400X1 - 0.1749X2 - 0.3055*X3 - 0.0319X4
172	41	Kab. Indramayu	0.6432 - 0.7360X1 - 0.1752X2 - 0.3060*X3 - 0.0356X4
426	42	Kab. Kolaka	-0.3234 - 0.3468X1 - 0.1680X2 - 0.2066*X3 + 0.1893X4
221	43	Kota Pekalongan	0.1254 - 0.6331X1 - 0.1741X2 - 0.2987*X3 - 0.0410X4
250	44	Kab. Tuban	-0.2041 - 0.4454X1 - 0.1729X2 - 0.2748*X3 - 0.0631X4
309	45	Kab. Sumba Barat Daya	-0.1255 - 0.0886X1 - 0.1701X2 - 0.1975X3 - 0.0425X4
72	46	Kota Padang Panjang	-0.1992 - 0.4897X1 - 0.1771X2 - 0.3548*X3 + 0.0933X4
362	47	Kab. Mahakam Hulu	-0.4215 - 0.2857X1 - 0.1701X2 - 0.2691*X3 + 0.1548X4
127	48	Kab. Tanggamus	0.2356 - 0.6070X1 - 0.1769X2 - 0.3229*X3 + 0.0075X4
138	49	Kab. Pesisir Barat	0.1500 - 0.5715X1 - 0.1770X2 - 0.3254*X3 + 0.0230X4
395	50	Kab. Sigi	-0.2242 - 0.3341X1 - 0.1684X2 - 0.2295*X3 + 0.2382X4
356	51	Kab. Paser	-0.5166 - 0.2592X1 - 0.1700X2 - 0.2591*X3 + 0.1468X4
227	52	Kota Yogyakarta	-0.1486 - 0.5946X1 - 0.1740X2 - 0.2878*X3 - 0.0832X4
271	53	Kota Cilegon	0.5576 - 0.6956X1 - 0.1766X2 - 0.3134*X3 - 0.0329X4
303	54	Kab. Ende	-0.3997 - 0.1650X1 - 0.1686X2 - 0.1909X3 + 0.0783X4
16	55	Kab. Aceh Jaya	-0.0862 - 0.7090X1 - 0.1780X2 - 0.3420*X3 + 0.0225X4
460	56	Kab. Buru Selatan	-0.2319 - 0.3405X1 - 0.1654X2 - 0.1609X3 + 0.4099X4
314	57	Kota Kupang	-0.3997 - 0.1826X1 - 0.1678X2 - 0.1738X3 + 0.1389X4
402	58	Kab. Jeneponto	-0.1587 - 0.2818X1 - 0.1692X2 - 0.2194*X3 + 0.1031X4
290	59	Kab. Lombok Utara	-0.4320 - 0.1061X1 - 0.1714X2 - 0.2078X3 - 0.0945X4
104	60	Kab. Musi Banyuasin	-0.1604 - 0.3817X1 - 0.1766X2 - 0.3364*X3 + 0.0897X4
131	61	Kab. Lampung Utara	0.1264 - 0.5531X1 - 0.1768X2 - 0.3266*X3 + 0.0300X4
146	62	Kab. Belitung Timur	-0.0661 - 0.4416X1 - 0.1748X2 - 0.3166*X3 + 0.0489X4
411	63	Kab. Wajo	-0.2974 - 0.3285X1 - 0.1687X2 - 0.2208*X3 + 0.1594X4
306	64	Kab. Rote Ndao	-0.4108 - 0.1758X1 - 0.1681X2 - 0.1754X3 + 0.1120X4
128	65	Kab. Lampung Selatan	0.3555 - 0.6433X1 - 0.1767X2 - 0.3195*X3 - 0.0079X4
343	66	Kab. Tanah Laut	-0.5057 - 0.2472X1 - 0.1708X2 - 0.2577*X3 + 0.0737X4
74	67	Kota Payakumbuh	-0.2329 - 0.4700X1 - 0.1770X2 - 0.3556*X3 + 0.0909X4
453	68	Kab. Maluku Tenggara	1.2137 - 0.3787X1 - 0.1627X2 - 0.0643X3 + 0.6247*X4
150	69	Kab. Natuna	-0.5752 - 0.3311X1 - 0.1732X2 - 0.3267*X3 + 0.1187X4
75	70	Kota Pariaman	-0.1835 - 0.4996X1 - 0.1772X2 - 0.3536*X3 + 0.0887X4
294	71	Kab. Sumba Timur	-0.2340 - 0.1136X1 - 0.1696X2 - 0.1939X3 - 0.0100X4
94	72	Kab. Tanjung Jabung Barat	-0.3661 - 0.3530X1 - 0.1765X2 - 0.3442*X3 + 0.0973X4
330	73	Kab. Kotawaringin Timur	-0.5408 - 0.2687X1 - 0.1716X2 - 0.2832*X3 + 0.0730X4
242	74	Kab. Sidoarjo	-0.2130 - 0.3755X1 - 0.1726X2 - 0.2625*X3 - 0.0717X4
390	75	Kab. Donggala	-0.2076 - 0.3358X1 - 0.1684X2 - 0.2330*X3 + 0.2431X4
83	76	Kab. Bengkalis	-0.2635 - 0.4163X1 - 0.1768X2 - 0.3536*X3 + 0.0653X4
389	77	Kab. Poso	-0.2035 - 0.3332X1 - 0.1682X2 - 0.2224*X3 + 0.2434X4
82	78	Kab. Rokan Hulu	-0.1707 - 0.4677X1 - 0.1773X2 - 0.3548*X3 + 0.0541X4
68	79	Kab. Pasaman Barat	-0.1415 - 0.5052X1 - 0.1775X2 - 0.3530*X3 + 0.0569X4
62	80	Kab. Padang Pariaman	-0.1913 - 0.4952X1 - 0.1772X2 - 0.3541*X3 + 0.0916X4
469	81	Kab. Pulau Morotai	-0.2028 - 0.3073X1 - 0.1645X2 - 0.1385X3 + 0.4881X4
340	82	Kab. Barito Timur	-0.5813 - 0.2389X1 - 0.1704X2 - 0.2637*X3 + 0.1301X4
214	83	Kab. Pemalang	0.2454 - 0.6652X1 - 0.1743X2 - 0.3004*X3 - 0.0362X4
292	84	Kota Bima	-0.1861 - 0.1208X1 - 0.1701X2 - 0.2030X3 - 0.0182X4
135	85	Kab. Pringsewu	0.2339 - 0.6051X1 - 0.1768X2 - 0.3231*X3 + 0.0084X4
284	86	Kab. Lombok Tengah	-0.4205 - 0.1019X1 - 0.1714X2 - 0.2063X3 - 0.1012X4
363	87	Kota Balikpapan	-0.4541 - 0.2823X1 - 0.1696X2 - 0.2551*X3 + 0.1739X4
39	88	Kab. Pakpak Bharat	0.0860 - 0.5797X1 - 0.1784X2 - 0.3459*X3 - 0.0139X4
28	89	Kab. Tapanuli Utara	0.0924 - 0.5444X1 - 0.1783X2 - 0.3480*X3 - 0.0133X4
296	90	Kab. Timor Tengah Selatan	-0.3643 - 0.1902X1 - 0.1673X2 - 0.1679X3 + 0.1830X4
57	91	Kab. Kepulauan Mentawai	-0.1195 - 0.5289X1 - 0.1778X2 - 0.3468*X3 + 0.0642X4
425	92	Kab. Konawe	-0.2880 - 0.3497X1 - 0.1679X2 - 0.2077*X3 + 0.2041X4
43	93	Kab. Padang Lawas Utara	-0.0374 - 0.5006X1 - 0.1778X2 - 0.3521*X3 + 0.0148X4
154	94	Kota Tanjung Pinang	-0.3228 - 0.3595X1 - 0.1755X2 - 0.3435*X3 + 0.0929X4
123	95	Kab. Kepahiang	-0.0311 - 0.4479X1 - 0.1772X2 - 0.3333*X3 + 0.0799X4
238	96	Kab. Bondowoso	-0.3410 - 0.2309X1 - 0.1723X2 - 0.2387*X3 - 0.0942X4
67	97	Kab. Dharmasraya	-0.2961 - 0.4216X1 - 0.1769X2 - 0.3491*X3 + 0.0992X4
316	98	Kab. Bengkayang	-0.4347 - 0.3274X1 - 0.1728X2 - 0.3168*X3 + 0.0994X4
430	99	Kab. Kolaka Utara	-0.2729 - 0.3416X1 - 0.1682X2 - 0.2134*X3 + 0.2029X4
391	100	Kab. Toli-toli	0.1363 - 0.3078X1 - 0.1678X2 - 0.2196X3 + 0.3074X4
452	101	Kab. Maluku Tenggara Barat	0.8271 - 0.3730X1 - 0.1637X2 - 0.0809X3 + 0.5930*X4
403	102	Kab. Takalar	-0.1498 - 0.2872X1 - 0.1692X2 - 0.2211*X3 + 0.1037X4
241	103	Kab. Pasuruan	-0.2333 - 0.3528X1 - 0.1727X2 - 0.2581*X3 - 0.0793X4
351	104	Kab. Tabalong	-0.5486 - 0.2482X1 - 0.1702X2 - 0.2619*X3 + 0.1371X4
162	105	Kab. Sukabumi	0.7555 - 0.7738X1 - 0.1765X2 - 0.3049*X3 - 0.0731X4
359	106	Kab. Kutai Timur	-0.3175 - 0.3135X1 - 0.1694X2 - 0.2582*X3 + 0.1989X4
423	107	Kab. Buton	-0.3785 - 0.3229X1 - 0.1674X2 - 0.1927*X3 + 0.2222X4
190	108	Kab. Purbalingga	0.2081 - 0.6666X1 - 0.1743X2 - 0.2988*X3 - 0.0443X4
282	109	Kota Denpasar	-0.6274 - 0.0939X1 - 0.1721X2 - 0.2116X3 - 0.1378X4
405	110	Kab. Sinjai	-0.2207 - 0.2971X1 - 0.1689X2 - 0.2168*X3 + 0.1233X4
103	111	Kab. Musi Rawas	-0.0542 - 0.4209X1 - 0.1769X2 - 0.3343*X3 + 0.0831X4
409	112	Kab. Bone	-0.2578 - 0.3146X1 - 0.1688X2 - 0.2192*X3 + 0.1360X4
392	113	Kab. Buol	0.2715 - 0.2927X1 - 0.1675X2 - 0.2113X3 + 0.3281X4
160	114	Kota Jakarta Utara	0.6905 - 0.7275X1 - 0.1763X2 - 0.3080*X3 - 0.0570X4
317	115	Kab. Landak	-0.4466 - 0.3244X1 - 0.1729X2 - 0.3167*X3 + 0.0949X4
288	116	Kab. Bima	-0.1858 - 0.1163X1 - 0.1701X2 - 0.2025X3 - 0.0232X4
268	117	Kab. Tangerang	0.6589 - 0.7213X1 - 0.1765X2 - 0.3095*X3 - 0.0509X4
320	118	Kab. Ketapang	-0.4002 - 0.3264X1 - 0.1729X2 - 0.3038*X3 + 0.0549X4
305	119	Kab. Manggarai	-0.3315 - 0.1472X1 - 0.1693X2 - 0.1976X3 + 0.0332X4
134	120	Kab. Pesawaran	0.2641 - 0.6170X1 - 0.1768X2 - 0.3222*X3 + 0.0034X4
360	121	Kab. Berau	-0.3480 - 0.3061X1 - 0.1693X2 - 0.2562*X3 + 0.2011X4
121	122	Kab. Mukomuko	-0.1544 - 0.4564X1 - 0.1772X2 - 0.3406*X3 + 0.0895X4
99	123	Kab. Ogan Komering Ulu	0.0266 - 0.4777X1 - 0.1769X2 - 0.3302*X3 + 0.0596X4
248	124	Kab. Ngawi	-0.2291 - 0.5045X1 - 0.1733X2 - 0.2786*X3 - 0.0791X4
244	125	Kab. Jombang	-0.2171 - 0.4221X1 - 0.1728X2 - 0.2682*X3 - 0.0745X4
313	126	Kab. Malaka	-0.3401 - 0.1956X1 - 0.1670X2 - 0.1647X3 + 0.2117X4
394	127	Kab. Tojo Una-una	-0.0870 - 0.3188X1 - 0.1676X2 - 0.2103X3 + 0.2777X4
203	128	Kab. Blora	-0.2151 - 0.4917X1 - 0.1732X2 - 0.2796*X3 - 0.0700X4
1	129	Kab. Simeulue	0.0725 - 0.6281X1 - 0.1784X2 - 0.3390*X3 + 0.0040X4
139	130	Kota Bandar Lampung	0.2848 - 0.6226X1 - 0.1768X2 - 0.3216*X3 + 0.0013X4
89	131	Kab. Merangin	-0.1994 - 0.4197X1 - 0.1770X2 - 0.3416*X3 + 0.0922X4
97	132	Kota Jambi	-0.3190 - 0.3460X1 - 0.1765X2 - 0.3401*X3 + 0.0977X4
491	133	Kab. Biak Numfor	2.3813 - 0.3665X1 - 0.1609X2 - 0.0496X3 + 0.6413*X4
264	134	Kota Surabaya	-0.2072 - 0.3674X1 - 0.1726X2 - 0.2622*X3 - 0.0676X4
514	135	Kota Jayapura	2.1960 - 0.4619X1 - 0.1599X2 - 0.0010X3 + 0.6283*X4
477	136	Kab. Manokwari	1.6048 - 0.3585X1 - 0.1619X2 - 0.0789X3 + 0.6340*X4
58	137	Kab. Pesisir Selatan	-0.2114 - 0.4698X1 - 0.1771X2 - 0.3478*X3 + 0.0986X4
393	138	Kab. Parigi Moutong	-0.1230 - 0.3372X1 - 0.1682X2 - 0.2308X3 + 0.2658X4
125	139	Kota Bengkulu	-0.0455 - 0.4597X1 - 0.1773X2 - 0.3336*X3 + 0.0790X4
436	140	Kab. Buton Tengah	-0.3652 - 0.3235X1 - 0.1677X2 - 0.1978*X3 + 0.1994X4
333	141	Kab. Barito Utara	-0.4895 - 0.2620X1 - 0.1703X2 - 0.2682*X3 + 0.1404X4
120	142	Kab. Seluma	-0.0195 - 0.4679X1 - 0.1772X2 - 0.3320*X3 + 0.0726X4
112	143	Kota Palembang	-0.0792 - 0.4116X1 - 0.1764X2 - 0.3329*X3 + 0.0811X4
44	144	Kab. Padang Lawas	-0.0786 - 0.4980X1 - 0.1777X2 - 0.3526*X3 + 0.0284X4
149	145	Kab. Bintan	-0.3166 - 0.3610X1 - 0.1755X2 - 0.3434*X3 + 0.0928X4
508	146	Kab. Mamberamo Tengah	2.0532 - 0.4618X1 - 0.1596X2 + 0.0012X3 + 0.6571*X4
108	147	Kab. Ogan Ilir	-0.0364 - 0.4397X1 - 0.1765X2 - 0.3319*X3 + 0.0722X4
9	148	Kab. Pidie	-0.1091 - 0.7220X1 - 0.1779X2 - 0.3428*X3 + 0.0240X4
399	149	Kab. Kepulauan Selayar	-0.2870 - 0.1951X1 - 0.1688X2 - 0.2008*X3 + 0.0902X4
26	150	Kab. Tapanuli Selatan	0.0530 - 0.5333X1 - 0.1782X2 - 0.3488*X3 - 0.0030X4
148	151	Kab. Karimun	-0.3827 - 0.3527X1 - 0.1761X2 - 0.3472*X3 + 0.0899X4
406	152	Kab. Maros	-0.1999 - 0.3100X1 - 0.1691X2 - 0.2220*X3 + 0.1216X4
323	153	Kab. Sekadau	-0.4744 - 0.2853X1 - 0.1724X2 - 0.3040*X3 + 0.0780X4
21	154	Kota Langsa	0.0100 - 0.6080X1 - 0.1778X2 - 0.3485*X3 + 0.0073X4
249	155	Kab. Bojonegoro	-0.2118 - 0.4611X1 - 0.1730X2 - 0.2749*X3 - 0.0698X4
444	156	Kab. Gorontalo Utara	0.3409 - 0.3078X1 - 0.1668X2 - 0.1951X3 + 0.3808X4
498	157	Kab. Yahukimo	2.1914 - 0.4489X1 - 0.1600X2 + 0.0151X3 + 0.6422*X4
4	158	Kab. Aceh Tenggara	0.0778 - 0.5938X1 - 0.1782X2 - 0.3455*X3 - 0.0061X4
42	159	Kab. Batu Bara	0.0665 - 0.5329X1 - 0.1777X2 - 0.3523*X3 + 0.0047X4
459	160	Kab. Maluku Barat Daya	-0.1081 - 0.2175X1 - 0.1661X2 - 0.1541X3 + 0.3338X4
457	161	Kab. Seram Bagian Barat	0.1547 - 0.3689X1 - 0.1643X2 - 0.1353X3 + 0.5322X4
468	162	Kab. Halmahera Timur	-0.0990 - 0.3139X1 - 0.1645X2 - 0.1387X3 + 0.4982X4
435	163	Kab. Muna Barat	-0.3712 - 0.3421X1 - 0.1676X2 - 0.1985*X3 + 0.2067X4
192	164	Kab. Kebumen	0.0953 - 0.6506X1 - 0.1743X2 - 0.2957*X3 - 0.0569X4
6	165	Kab. Aceh Tengah	-0.0078 - 0.6390X1 - 0.1779X2 - 0.3442*X3 + 0.0109X4
113	166	Kota Prabumulih	-0.0321 - 0.4374X1 - 0.1767X2 - 0.3324*X3 + 0.0732X4
281	167	Kab. Buleleng	-0.5983 - 0.1135X1 - 0.1721X2 - 0.2173X3 - 0.1268X4
202	168	Kab. Grobogan	-0.1942 - 0.5336X1 - 0.1735X2 - 0.2854*X3 - 0.0700X4
267	169	Kab. Lebak	0.6776 - 0.7373X1 - 0.1767X2 - 0.3088*X3 - 0.0568X4
85	170	Kab. Kepulauan Meranti	-0.3565 - 0.3631X1 - 0.1764X2 - 0.3498*X3 + 0.0829X4
111	171	Kab. Musi Rawas Utara	-0.1159 - 0.4076X1 - 0.1770X2 - 0.3371*X3 + 0.0883X4
90	172	Kab. Sarolangun	-0.1876 - 0.3988X1 - 0.1769X2 - 0.3396*X3 + 0.0910X4
233	173	Kab. Kediri	-0.2304 - 0.4280X1 - 0.1729X2 - 0.2679*X3 - 0.0802X4
126	174	Kab. Lampung Barat	0.1259 - 0.5576X1 - 0.1770X2 - 0.3264*X3 + 0.0287X4
376	175	Kab. Minahasa Utara	0.0378 - 0.3493X1 - 0.1660X2 - 0.1782X3 + 0.3781X4
27	176	Kab. Tapanuli Tengah	0.1257 - 0.5641X1 - 0.1785X2 - 0.3453*X3 - 0.0211X4
7	177	Kab. Aceh Barat	-0.0071 - 0.6571X1 - 0.1780X2 - 0.3413*X3 + 0.0174X4
448	178	Kab. Mamasa	-0.2826 - 0.3281X1 - 0.1689X2 - 0.2307*X3 + 0.1870X4
11	179	Kab. Aceh Utara	-0.0243 - 0.6547X1 - 0.1777X2 - 0.3462*X3 + 0.0159X4
431	180	Kab. Buton Utara	-0.3779 - 0.3430X1 - 0.1674X2 - 0.1941*X3 + 0.2288X4
18	181	Kab. Pidie Jaya	-0.0917 - 0.7051X1 - 0.1778X2 - 0.3430*X3 + 0.0212X4
417	182	Kab. Luwu Utara	-0.2681 - 0.3395X1 - 0.1685X2 - 0.2250*X3 + 0.2164X4
307	183	Kab. Manggarai Barat	-0.2649 - 0.1347X1 - 0.1695X2 - 0.1986X3 + 0.0178X4
311	184	Kab. Manggarai Timur	-0.3680 - 0.1533X1 - 0.1691X2 - 0.1965X3 + 0.0419X4
310	185	Kab. Nagekeo	-0.4097 - 0.1599X1 - 0.1689X2 - 0.1931X3 + 0.0604X4
259	186	Kota Malang	-0.2532 - 0.3649X1 - 0.1728X2 - 0.2595*X3 - 0.0857X4
141	187	Kab. Bangka	-0.2307 - 0.3629X1 - 0.1757X2 - 0.3316*X3 + 0.0969X4
334	188	Kab. Sukamara	-0.3812 - 0.3322X1 - 0.1726X2 - 0.2959*X3 + 0.0443X4
96	189	Kab. Bungo	-0.2945 - 0.4049X1 - 0.1769X2 - 0.3464*X3 + 0.0970X4
153	190	Kota Batam	-0.3293 - 0.3623X1 - 0.1757X2 - 0.3455*X3 + 0.0912X4
144	191	Kab. Bangka Tengah	-0.1803 - 0.3853X1 - 0.1757X2 - 0.3293*X3 + 0.0909X4
308	192	Kab. Sumba Tengah	-0.1576 - 0.0976X1 - 0.1699X2 - 0.1959X3 - 0.0278X4
2	193	Kab. Aceh Singkil	0.0796 - 0.5954X1 - 0.1784X2 - 0.3438*X3 - 0.0122X4
258	194	Kota Blitar	-0.2519 - 0.4189X1 - 0.1730X2 - 0.2661*X3 - 0.0877X4
255	195	Kab. Pamekasan	-0.2438 - 0.2865X1 - 0.1722X2 - 0.2510*X3 - 0.0644X4
432	196	Kab. Konawe Utara	-0.2693 - 0.3528X1 - 0.1677X2 - 0.2049*X3 + 0.2158X4
352	197	Kab. Tanah Bumbu	-0.5208 - 0.2435X1 - 0.1704X2 - 0.2540*X3 + 0.0983X4
370	198	Kota Tarakan	-0.3574 - 0.2992X1 - 0.1691X2 - 0.2534*X3 + 0.2018X4
442	199	Kab. Pohuwato	0.2705 - 0.2913X1 - 0.1675X2 - 0.2099X3 + 0.3299X4
471	200	Kota Ternate	-0.1449 - 0.3173X1 - 0.1649X2 - 0.1497X3 + 0.4620X4
87	201	Kota Dumai	-0.1731 - 0.4419X1 - 0.1770X2 - 0.3538*X3 + 0.0516X4
40	202	Kab. Samosir	0.0831 - 0.5611X1 - 0.1783X2 - 0.3485*X3 - 0.0125X4
100	203	Kab. Ogan Komering Ilir	-0.0269 - 0.4404X1 - 0.1763X2 - 0.3297*X3 + 0.0707X4
337	204	Kab. Katingan	-0.5896 - 0.2494X1 - 0.1712X2 - 0.2795*X3 + 0.0928X4
500	205	Kab. Tolikara	2.0700 - 0.4520X1 - 0.1596X2 - 0.0068X3 + 0.6676*X4
194	206	Kab. Wonosobo	0.0049 - 0.6260X1 - 0.1741X2 - 0.2949*X3 - 0.0583X4
102	207	Kab. Lahat	0.0028 - 0.4551X1 - 0.1770X2 - 0.3313*X3 + 0.0693X4
450	208	Kab. Pasangkayu	-0.2553 - 0.3264X1 - 0.1686X2 - 0.2352*X3 + 0.2284X4
336	209	Kab. Seruyan	-0.4887 - 0.2862X1 - 0.1719X2 - 0.2889*X3 + 0.0636X4
373	210	Kab. Kepulauan Sangihe	-0.0900 - 0.3055X1 - 0.1658X2 - 0.1710X3 + 0.3776X4
348	211	Kab. Hulu Sungai Selatan	-0.5830 - 0.2339X1 - 0.1705X2 - 0.2612*X3 + 0.1153X4
455	212	Kab. Buru	-0.2162 - 0.3487X1 - 0.1652X2 - 0.1569X3 + 0.4322X4
456	213	Kab. Kepulauan Aru	2.0853 - 0.3811X1 - 0.1620X2 - 0.0364X3 + 0.6385*X4
191	214	Kab. Banjarnegara	0.0972 - 0.6450X1 - 0.1742X2 - 0.2971*X3 - 0.0506X4
295	215	Kab. Kupang	-0.4044 - 0.1883X1 - 0.1676X2 - 0.1721X3 + 0.1590X4
201	216	Kab. Sragen	-0.2170 - 0.5369X1 - 0.1736X2 - 0.2833*X3 - 0.0812X4
254	217	Kab. Sampang	-0.2233 - 0.3098X1 - 0.1723X2 - 0.2549*X3 - 0.0631X4
204	218	Kab. Rembang	-0.1984 - 0.4761X1 - 0.1731X2 - 0.2804*X3 - 0.0598X4
211	219	Kab. Kendal	-0.0458 - 0.5940X1 - 0.1739X2 - 0.2945*X3 - 0.0541X4
466	220	Kab. Halmahera Selatan	-0.1263 - 0.3302X1 - 0.1647X2 - 0.1466X3 + 0.4902X4
276	221	Kab. Badung	-0.6393 - 0.0921X1 - 0.1721X2 - 0.2119X3 - 0.1379X4
69	222	Kota Padang	-0.2045 - 0.4888X1 - 0.1771X2 - 0.3527*X3 + 0.0986X4
165	223	Kab. Garut	0.6561 - 0.7729X1 - 0.1757X2 - 0.3042*X3 - 0.0553X4
319	224	Kab. Sanggau	-0.4970 - 0.2919X1 - 0.1725X2 - 0.3086*X3 + 0.0844X4
133	225	Kab. Tulangbawang	0.1234 - 0.5371X1 - 0.1765X2 - 0.3259*X3 + 0.0338X4
106	226	Kab. Ogan Komering Ulu Selatan	0.0638 - 0.5092X1 - 0.1770X2 - 0.3285*X3 + 0.0484X4
110	227	Kab. Penukal Abab	-0.0644 - 0.4204X1 - 0.1767X2 - 0.3335*X3 + 0.0782X4
297	228	Kab. Timor Tengah Utara	-0.3466 - 0.1950X1 - 0.1672X2 - 0.1675X3 + 0.2013X4
434	229	Kab. Konawe Kepulauan	-0.3093 - 0.3492X1 - 0.1672X2 - 0.1943*X3 + 0.2428X4
269	230	Kab. Serang	0.5727 - 0.7015X1 - 0.1767X2 - 0.3129*X3 - 0.0364X4
152	231	Kab. Kepulauan Anambas	-0.5684 - 0.3457X1 - 0.1744X2 - 0.3396*X3 + 0.1158X4
483	232	Kab. Manokwari Selatan	1.8757 - 0.3491X1 - 0.1617X2 - 0.0707X3 + 0.6316*X4
147	233	Kota Pangkal Pinang	-0.2023 - 0.3743X1 - 0.1756X2 - 0.3303*X3 + 0.0932X4
366	234	Kab. Malinau	-0.2922 - 0.3079X1 - 0.1699X2 - 0.2683*X3 + 0.1660X4
91	235	Kab. Batang Hari	-0.2747 - 0.3694X1 - 0.1767X2 - 0.3410*X3 + 0.0946X4
175	236	Kab. Karawang	0.7014 - 0.7401X1 - 0.1759X2 - 0.3065*X3 - 0.0501X4
387	237	Kab. Banggai	-0.0559 - 0.3134X1 - 0.1673X2 - 0.2032X3 + 0.2999X4
34	238	Kab. Karo	0.0803 - 0.5754X1 - 0.1782X2 - 0.3485*X3 - 0.0086X4
251	239	Kab. Lamongan	-0.1999 - 0.4081X1 - 0.1727X2 - 0.2687*X3 - 0.0644X4
447	240	Kab. Polewali Mandar	-0.2660 - 0.3196X1 - 0.1690X2 - 0.2314*X3 + 0.1716X4
400	241	Kab. Bulukumba	-0.2168 - 0.2846X1 - 0.1689X2 - 0.2147*X3 + 0.1194X4
132	242	Kab. Way Kanan	0.0741 - 0.5225X1 - 0.1768X2 - 0.3283*X3 + 0.0421X4
88	243	Kab. Kerinci	-0.2076 - 0.4459X1 - 0.1771X2 - 0.3443*X3 + 0.0958X4
325	244	Kab. Kayong Utara	-0.4733 - 0.3173X1 - 0.1730X2 - 0.3091*X3 + 0.0645X4
377	245	Kab. Bolaang Mongondow Utara	0.2515 - 0.3205X1 - 0.1666X2 - 0.1915X3 + 0.3841X4
229	246	Kab. Ponorogo	-0.2538 - 0.4931X1 - 0.1734X2 - 0.2748*X3 - 0.0903X4
33	247	Kab. Dairi	0.0877 - 0.5772X1 - 0.1783X2 - 0.3473*X3 - 0.0109X4
24	248	Kab. Nias	0.0210 - 0.6164X1 - 0.1784X2 - 0.3409*X3 + 0.0021X4
383	249	Kota Bitung	0.0085 - 0.3419X1 - 0.1660X2 - 0.1762X3 + 0.3780X4
299	250	Kab. Alor	-0.2375 - 0.1939X1 - 0.1669X2 - 0.1683X3 + 0.2347X4
415	251	Kab. Luwu	-0.2961 - 0.3401X1 - 0.1686X2 - 0.2215*X3 + 0.1867X4
77	252	Kab. Indragiri Hulu	-0.3823 - 0.3741X1 - 0.1767X2 - 0.3494*X3 + 0.0940X4
322	253	Kab. Kapuas Hulu	-0.3112 - 0.2924X1 - 0.1713X2 - 0.2887*X3 + 0.1010X4
155	254	Kab. Kepulauan Seribu	0.5817 - 0.6921X1 - 0.1764X2 - 0.3125*X3 - 0.0318X4
245	255	Kab. Nganjuk	-0.2239 - 0.4546X1 - 0.1730X2 - 0.2718*X3 - 0.0772X4
300	256	Kab. Lembata	-0.3517 - 0.1812X1 - 0.1676X2 - 0.1791X3 + 0.1699X4
164	257	Kab. Bandung	0.6929 - 0.7779X1 - 0.1758X2 - 0.3048*X3 - 0.0562X4
342	258	Kota Palangka Raya	-0.5992 - 0.2440X1 - 0.1710X2 - 0.2760*X3 + 0.1032X4
265	259	Kota Batu	-0.2409 - 0.3815X1 - 0.1728X2 - 0.2622*X3 - 0.0820X4
13	260	Kab. Gayo Lues	0.0475 - 0.6049X1 - 0.1781X2 - 0.3439*X3 + 0.0008X4
56	261	Kota Gunungsitoli	0.0117 - 0.6255X1 - 0.1784X2 - 0.3398*X3 + 0.0021X4
46	262	Kab. Labuhan Batu Utara	0.0122 - 0.5087X1 - 0.1778X2 - 0.3520*X3 + 0.0052X4
174	263	Kab. Purwakarta	0.7252 - 0.7633X1 - 0.1760X2 - 0.3053*X3 - 0.0574X4
188	264	Kab. Cilacap	0.4178 - 0.7163X1 - 0.1748X2 - 0.3013*X3 - 0.0403X4
332	265	Kab. Barito Selatan	-0.6167 - 0.2317X1 - 0.1705X2 - 0.2668*X3 + 0.1263X4
451	266	Kab. Mamuju Tengah	-0.2756 - 0.3284X1 - 0.1686X2 - 0.2319*X3 + 0.2156X4
446	267	Kab. Majene	-0.2575 - 0.3123X1 - 0.1691X2 - 0.2339*X3 + 0.1672X4
12	268	Kab. Aceh Barat Daya	0.0617 - 0.6136X1 - 0.1782X2 - 0.3417*X3 + 0.0041X4
114	269	Kota Pagar Alam	0.0044 - 0.4678X1 - 0.1771X2 - 0.3309*X3 + 0.0661X4
55	270	Kota Padangsidimpuan	0.0314 - 0.5302X1 - 0.1782X2 - 0.3493*X3 + 0.0029X4
84	271	Kab. Rokan Hilir	-0.1320 - 0.4600X1 - 0.1773X2 - 0.3539*X3 + 0.0369X4
171	272	Kab. Sumedang	0.6628 - 0.7602X1 - 0.1754X2 - 0.3054*X3 - 0.0446X4
350	273	Kab. Hulu Sungai Utara	-0.5852 - 0.2353X1 - 0.1704X2 - 0.2622*X3 + 0.1216X4
206	274	Kab. Kudus	-0.1727 - 0.5247X1 - 0.1735X2 - 0.2869*X3 - 0.0589X4
339	275	Kab. Gunung Mas	-0.5540 - 0.2516X1 - 0.1711X2 - 0.2800*X3 + 0.1068X4
480	276	Kab. Raja Ampat	0.5143 - 0.3248X1 - 0.1636X2 - 0.1208X3 + 0.5752X4
143	277	Kab. Bangka Barat	-0.2475 - 0.3540X1 - 0.1758X2 - 0.3334*X3 + 0.0990X4
424	278	Kab. Muna	-0.3821 - 0.3405X1 - 0.1675X2 - 0.1960*X3 + 0.2160X4
371	279	Kab. Bolaang Mongondow	0.1574 - 0.3376X1 - 0.1664X2 - 0.1868X3 + 0.3801X4
408	280	Kab. Barru	-0.2554 - 0.3197X1 - 0.1690X2 - 0.2235*X3 + 0.1365X4
79	281	Kab. Pelalawan	-0.3809 - 0.3771X1 - 0.1766X2 - 0.3512*X3 + 0.0871X4
315	282	Kab. Sambas	-0.4220 - 0.3388X1 - 0.1729X2 - 0.3197*X3 + 0.1040X4
23	283	Kota Subulussalam	0.0902 - 0.5888X1 - 0.1784X2 - 0.3449*X3 - 0.0119X4
357	284	Kab. Kutai Barat	-0.4504 - 0.2735X1 - 0.1700X2 - 0.2642*X3 + 0.1603X4
220	285	Kota Semarang	-0.1076 - 0.5728X1 - 0.1738X2 - 0.2917*X3 - 0.0593X4
349	286	Kab. Hulu Sungai Tengah	-0.5400 - 0.2449X1 - 0.1703X2 - 0.2599*X3 + 0.1205X4
151	287	Kab. Lingga	-0.4060 - 0.3366X1 - 0.1759X2 - 0.3404*X3 + 0.1015X4
347	288	Kab. Tapin	-0.5944 - 0.2311X1 - 0.1706X2 - 0.2618*X3 + 0.1106X4
47	289	Kab. Nias Utara	-0.0019 - 0.6364X1 - 0.1784X2 - 0.3389*X3 + 0.0045X4
156	290	Kota Jakarta Selatan	0.6954 - 0.7298X1 - 0.1764X2 - 0.3072*X3 - 0.0606X4
243	291	Kab. Mojokerto	-0.2153 - 0.3929X1 - 0.1727X2 - 0.2645*X3 - 0.0737X4
386	292	Kab. Banggai Kepulauan	-0.1231 - 0.3240X1 - 0.1668X2 - 0.1925X3 + 0.3233X4
504	293	Kab. Supiori	2.3512 - 0.3578X1 - 0.1611X2 - 0.0549X3 + 0.6375*X4
208	294	Kab. Demak	-0.1551 - 0.5468X1 - 0.1736X2 - 0.2888*X3 - 0.0613X4
298	295	Kab. Belu	-0.2891 - 0.1950X1 - 0.1670X2 - 0.1653X3 + 0.2212X4
205	296	Kab. Pati	-0.1884 - 0.5030X1 - 0.1733X2 - 0.2847*X3 - 0.0582X4
10	297	Kab. Bireuen	-0.0665 - 0.6808X1 - 0.1778X2 - 0.3439*X3 + 0.0180X4
384	298	Kota Tomohon	0.0435 - 0.3500X1 - 0.1661X2 - 0.1800X3 + 0.3746X4
199	299	Kab. Wonogiri	-0.2410 - 0.5402X1 - 0.1737X2 - 0.2802*X3 - 0.0949X4
287	300	Kab. Dompu	-0.1815 - 0.1156X1 - 0.1703X2 - 0.2035X3 - 0.0326X4
429	301	Kab. Wakatobi	-0.4117 - 0.3139X1 - 0.1671X2 - 0.1865*X3 + 0.2434X4
48	302	Kab. Nias Barat	-0.0063 - 0.6306X1 - 0.1784X2 - 0.3396*X3 + 0.0068X4
246	303	Kab. Madiun	-0.2293 - 0.4838X1 - 0.1732X2 - 0.2750*X3 - 0.0796X4
215	304	Kab. Tegal	0.3543 - 0.6903X1 - 0.1744X2 - 0.3018*X3 - 0.0321X4
410	305	Kab. Soppeng	-0.2756 - 0.3220X1 - 0.1689X2 - 0.2218*X3 + 0.1435X4
218	306	Kota Surakarta	-0.2123 - 0.5511X1 - 0.1737X2 - 0.2839*X3 - 0.0858X4
5	307	Kab. Aceh Timur	-0.0146 - 0.6243X1 - 0.1778X2 - 0.3473*X3 + 0.0104X4
283	308	Kab. Lombok Barat	-0.4363 - 0.1007X1 - 0.1715X2 - 0.2065X3 - 0.1065X4
38	309	Kab. Humbang Hasundutan	0.0925 - 0.5656X1 - 0.1784X2 - 0.3465*X3 - 0.0181X4
234	310	Kab. Malang	-0.2621 - 0.3575X1 - 0.1728X2 - 0.2581*X3 - 0.0887X4
449	311	Kab. Mamuju	-0.2686 - 0.3318X1 - 0.1688X2 - 0.2315*X3 + 0.2010X4
510	312	Kab. Puncak	2.1750 - 0.4415X1 - 0.1597X2 - 0.0124X3 + 0.6766*X4
404	313	Kab. Gowa	-0.1792 - 0.2940X1 - 0.1691X2 - 0.2195*X3 + 0.1114X4
497	314	Kab. Asmat	2.9547 - 0.3833X1 - 0.1611X2 + 0.0188X3 + 0.6009*X4
31	315	Kab. Asahan	0.0491 - 0.5211X1 - 0.1778X2 - 0.3520*X3 + 0.0034X4
465	316	Kab. Kepulauan Sula	-0.3474 - 0.3192X1 - 0.1656X2 - 0.1681X3 + 0.4019X4
419	317	Kab. Toraja Utara	-0.2874 - 0.3404X1 - 0.1687X2 - 0.2262*X3 + 0.2021X4
178	318	Kab. Pangandaran	0.4626 - 0.7304X1 - 0.1750X2 - 0.3015*X3 - 0.0453X4
437	319	Kab. Buton Selatan	-0.3692 - 0.3125X1 - 0.1676X2 - 0.1945*X3 + 0.2086X4
289	320	Kab. Sumbawa Barat	-0.3272 - 0.1042X1 - 0.1711X2 - 0.2049X3 - 0.0789X4
15	321	Kab. Nagan Raya	0.0353 - 0.6302X1 - 0.1781X2 - 0.3412*X3 + 0.0120X4
225	322	Kab. Gunung Kidul	-0.1910 - 0.5769X1 - 0.1740X2 - 0.2844*X3 - 0.0910X4
304	323	Kab. Ngada	-0.4035 - 0.1564X1 - 0.1690X2 - 0.1946X3 + 0.0501X4
413	324	Kab. Pinrang	-0.2923 - 0.3294X1 - 0.1689X2 - 0.2262*X3 + 0.1644X4
416	325	Kab. Tana Toraja	-0.2956 - 0.3381X1 - 0.1687X2 - 0.2263*X3 + 0.1939X4
223	326	Kab. Kulon Progo	-0.0931 - 0.6145X1 - 0.1741X2 - 0.2902*X3 - 0.0767X4
136	327	Kab. Mesuji	0.0405 - 0.4907X1 - 0.1764X2 - 0.3283*X3 + 0.0511X4
443	328	Kab. Bone Bolango	0.3017 - 0.3182X1 - 0.1667X2 - 0.1930X3 + 0.3845X4
301	329	Kab. Flores Timur	-0.4075 - 0.1831X1 - 0.1678X2 - 0.1822X3 + 0.1504X4
492	330	Kab. Paniai	2.4644 - 0.4113X1 - 0.1602X2 - 0.0251X3 + 0.6785*X4
345	331	Kab. Banjar	-0.5644 - 0.2370X1 - 0.1706X2 - 0.2601*X3 + 0.0990X4
261	332	Kota Pasuruan	-0.2246 - 0.3457X1 - 0.1726X2 - 0.2573*X3 - 0.0764X4
355	333	Kota Banjar Baru	-0.5272 - 0.2470X1 - 0.1708X2 - 0.2617*X3 + 0.0884X4
163	334	Kab. Cianjur	0.7582 - 0.7816X1 - 0.1764X2 - 0.3040*X3 - 0.0726X4
45	335	Kab. Labuhan Batu Selatan	-0.0674 - 0.4857X1 - 0.1777X2 - 0.3531*X3 + 0.0196X4
183	336	Kota Bekasi	0.7011 - 0.7333X1 - 0.1763X2 - 0.3068*X3 - 0.0602X4
176	337	Kab. Bekasi	0.6944 - 0.7316X1 - 0.1762X2 - 0.3071*X3 - 0.0546X4
414	338	Kab. Enrekang	-0.3064 - 0.3341X1 - 0.1688X2 - 0.2239*X3 + 0.1730X4
412	339	Kab. Sidenreng Rappang	-0.3039 - 0.3294X1 - 0.1687X2 - 0.2220*X3 + 0.1631X4
230	340	Kab. Trenggalek	-0.2604 - 0.4733X1 - 0.1733X2 - 0.2722*X3 - 0.0916X4
93	341	Kab. Tanjung Jabung Timur	-0.3691 - 0.3384X1 - 0.1763X2 - 0.3404*X3 + 0.0992X4
275	342	Kab. Tabanan	-0.6281 - 0.1002X1 - 0.1721X2 - 0.2143X3 - 0.1351X4
335	343	Kab. Lamandau	-0.4611 - 0.2942X1 - 0.1724X2 - 0.2957*X3 + 0.0583X4
368	344	Kab. Tana Tidung	-0.4766 - 0.2738X1 - 0.1694X2 - 0.2588*X3 + 0.1761X4
247	345	Kab. Magetan	-0.2413 - 0.5114X1 - 0.1734X2 - 0.2781*X3 - 0.0860X4
76	346	Kab. Kuantan Singingi	-0.3350 - 0.4148X1 - 0.1769X2 - 0.3527*X3 + 0.0943X4
256	347	Kab. Sumenep	-0.2645 - 0.2554X1 - 0.1721X2 - 0.2462*X3 - 0.0638X4
216	348	Kab. Brebes	0.4581 - 0.7123X1 - 0.1746X2 - 0.3029*X3 - 0.0308X4
487	349	Kab. Jayawijaya	2.0871 - 0.4570X1 - 0.1597X2 + 0.0078X3 + 0.6556*X4
318	350	Kab. Mempawah	-0.4076 - 0.3409X1 - 0.1733X2 - 0.3212*X3 + 0.0974X4
462	351	Kota Tual	1.2009 - 0.3781X1 - 0.1626X2 - 0.0651X3 + 0.6254*X4
129	352	Kab. Lampung Timur	0.2742 - 0.6128X1 - 0.1766X2 - 0.3218*X3 + 0.0057X4
440	353	Kab. Boalemo	0.3595 - 0.2863X1 - 0.1672X2 - 0.2017X3 + 0.3551X4
346	354	Kab. Barito Kuala	-0.5940 - 0.2340X1 - 0.1707X2 - 0.2643*X3 + 0.1039X4
60	355	Kab. Sijunjung	-0.2961 - 0.4405X1 - 0.1769X2 - 0.3538*X3 + 0.0992X4
327	356	Kota Pontianak	-0.4272 - 0.3329X1 - 0.1732X2 - 0.3186*X3 + 0.0909X4
118	357	Kab. Bengkulu Utara	-0.1165 - 0.4514X1 - 0.1773X2 - 0.3373*X3 + 0.0844X4
65	358	Kab. Pasaman	-0.1687 - 0.4884X1 - 0.1774X2 - 0.3545*X3 + 0.0600X4
36	359	Kab. Langkat	0.0555 - 0.5883X1 - 0.1780X2 - 0.3494*X3 - 0.0008X4
427	360	Kab. Konawe Selatan	-0.3375 - 0.3576X1 - 0.1676X2 - 0.2003*X3 + 0.2138X4
441	361	Kab. Gorontalo	0.3743 - 0.2970X1 - 0.1670X2 - 0.1979X3 + 0.3714X4
418	362	Kab. Luwu Timur	-0.2528 - 0.3321X1 - 0.1680X2 - 0.2147*X3 + 0.2252X4
512	363	Kab. Intan Jaya	2.3447 - 0.4236X1 - 0.1600X2 - 0.0216X3 + 0.6796*X4
509	364	Kab. Yalimo	2.0866 - 0.4641X1 - 0.1597X2 + 0.0076X3 + 0.6493*X4
513	365	Kab. Deiyai	2.3940 - 0.4174X1 - 0.1602X2 - 0.0203X3 + 0.6795*X4
274	366	Kab. Jembrana	-0.5463 - 0.1363X1 - 0.1722X2 - 0.2222X3 - 0.1236X4
64	367	Kab. Lima Puluh Kota	-0.2330 - 0.4672X1 - 0.1771X2 - 0.3560*X3 + 0.0839X4
331	368	Kab. Kapuas	-0.6364 - 0.2304X1 - 0.1707X2 - 0.2705*X3 + 0.1188X4
52	369	Kota Tebing Tinggi	0.0813 - 0.5479X1 - 0.1778X2 - 0.3522*X3 + 0.0025X4
189	370	Kab. Banyumas	0.3124 - 0.6912X1 - 0.1746X2 - 0.2997*X3 - 0.0428X4
226	371	Kab. Sleman	-0.1427 - 0.5943X1 - 0.1740X2 - 0.2885*X3 - 0.0802X4
137	372	Kab. Tulang Bawang Barat	0.0854 - 0.5258X1 - 0.1766X2 - 0.3276*X3 + 0.0388X4
95	373	Kab. Tebo	-0.3301 - 0.3789X1 - 0.1768X2 - 0.3455*X3 + 0.0964X4
374	374	Kab. Kepulauan Talaud	-0.5415 - 0.2845X1 - 0.1653X2 - 0.1570X3 + 0.3869X4
240	375	Kab. Probolinggo	-0.2492 - 0.2950X1 - 0.1725X2 - 0.2490*X3 - 0.0838X4
20	376	Kota Sabang	-0.1621 - 0.7943X1 - 0.1778X2 - 0.3444*X3 + 0.0320X4
140	377	Kota Metro	0.2365 - 0.6016X1 - 0.1767X2 - 0.3233*X3 + 0.0118X4
78	378	Kab. Indragiri Hilir	-0.4257 - 0.3410X1 - 0.1763X2 - 0.3460*X3 + 0.0965X4
372	379	Kab. Minahasa	0.0211 - 0.3448X1 - 0.1661X2 - 0.1788X3 + 0.3743X4
167	380	Kab. Ciamis	0.5498 - 0.7446X1 - 0.1751X2 - 0.3034*X3 - 0.0405X4
338	381	Kab. Pulang Pisau	-0.6318 - 0.2343X1 - 0.1709X2 - 0.2717*X3 + 0.1009X4
511	382	Kab. Dogiyai	2.4479 - 0.3997X1 - 0.1605X2 - 0.0298X3 + 0.6784*X4
193	383	Kab. Purworejo	-0.0339 - 0.6271X1 - 0.1742X2 - 0.2927*X3 - 0.0683X4
507	384	Kab. Lanny Jaya	2.0680 - 0.4553X1 - 0.1596X2 - 0.0006X3 + 0.6690*X4
22	385	Kota Lhokseumawe	-0.0211 - 0.6632X1 - 0.1777X2 - 0.3464*X3 + 0.0187X4
81	386	Kab. Kampar	-0.2848 - 0.4343X1 - 0.1770X2 - 0.3553*X3 + 0.0798X4
224	387	Kab. Bantul	-0.1563 - 0.5931X1 - 0.1740X2 - 0.2870*X3 - 0.0857X4
472	388	Kota Tidore Kepulauan	-0.1427 - 0.3127X1 - 0.1647X2 - 0.1447X3 + 0.4744X4
35	389	Kab. Deli Serdang	0.0820 - 0.5649X1 - 0.1779X2 - 0.3519*X3 - 0.0005X4
228	390	Kab. Pacitan	-0.2541 - 0.5227X1 - 0.1736X2 - 0.2776*X3 - 0.0953X4
354	391	Kota Banjarmasin	-0.5401 - 0.2464X1 - 0.1708X2 - 0.2641*X3 + 0.0916X4
197	392	Kab. Klaten	-0.1924 - 0.5706X1 - 0.1739X2 - 0.2855*X3 - 0.0863X4
463	393	Kab. Halmahera Barat	-0.2231 - 0.3081X1 - 0.1648X2 - 0.1471X3 + 0.4613X4
358	394	Kab. Kutai Kartanegara	-0.4649 - 0.2831X1 - 0.1698X2 - 0.2625*X3 + 0.1724X4
494	395	Kab. Mimika	2.3991 - 0.4238X1 - 0.1603X2 - 0.0120X3 + 0.6708*X4
454	396	Kab. Maluku Tengah	0.2141 - 0.3569X1 - 0.1639X2 - 0.1240X3 + 0.5612X4
196	397	Kab. Boyolali	-0.1871 - 0.5589X1 - 0.1737X2 - 0.2865*X3 - 0.0779X4
398	398	Kota Palu	-0.1388 - 0.3435X1 - 0.1683X2 - 0.2301X3 + 0.2581X4
32	399	Kab. Simalungun	0.0797 - 0.5594X1 - 0.1781X2 - 0.3501*X3 - 0.0075X4
173	400	Kab. Subang	0.6995 - 0.7541X1 - 0.1757X2 - 0.3056*X3 - 0.0464X4
122	401	Kab. Lebong	-0.0880 - 0.4372X1 - 0.1772X2 - 0.3363*X3 + 0.0826X4
278	402	Kab. Klungkung	-0.6064 - 0.0877X1 - 0.1719X2 - 0.2082X3 - 0.1345X4
260	403	Kota Probolinggo	-0.2363 - 0.3107X1 - 0.1725X2 - 0.2515*X3 - 0.0801X4
166	404	Kab. Tasikmalaya	0.5929 - 0.7585X1 - 0.1754X2 - 0.3037*X3 - 0.0478X4
157	405	Kota Jakarta Timur	0.6977 - 0.7308X1 - 0.1764X2 - 0.3071*X3 - 0.0604X4
344	406	Kab. Kotabaru	-0.4853 - 0.2567X1 - 0.1702X2 - 0.2562*X3 + 0.1167X4
142	407	Kab. Belitung	-0.0957 - 0.4354X1 - 0.1750X2 - 0.3186*X3 + 0.0543X4
353	408	Kab. Balangan	-0.5162 - 0.2533X1 - 0.1702X2 - 0.2601*X3 + 0.1315X4
433	409	Kab. Kolaka Timur	-0.3179 - 0.3524X1 - 0.1679X2 - 0.2065*X3 + 0.1959X4
231	410	Kab. Tulungagung	-0.2538 - 0.4489X1 - 0.1732X2 - 0.2697*X3 - 0.0887X4
210	411	Kab. Temanggung	-0.0508 - 0.6052X1 - 0.1739X2 - 0.2942*X3 - 0.0589X4
470	412	Kab. Pulau Taliabu	-0.3252 - 0.3115X1 - 0.1661X2 - 0.1786X3 + 0.3643X4
130	413	Kab. Lampung Tengah	0.1814 - 0.5776X1 - 0.1766X2 - 0.3247*X3 + 0.0197X4
124	414	Kab. Bengkulu Tengah	-0.0560 - 0.4518X1 - 0.1772X2 - 0.3340*X3 + 0.0817X4
506	415	Kab. Nduga	2.1416 - 0.4478X1 - 0.1598X2 + 0.0032X3 + 0.6644*X4
195	416	Kab. Magelang	-0.0823 - 0.6117X1 - 0.1740X2 - 0.2920*X3 - 0.0682X4
159	417	Kota Jakarta Barat	0.6819 - 0.7246X1 - 0.1764X2 - 0.3082*X3 - 0.0561X4
50	418	Kota Tanjung Balai	0.0524 - 0.5152X1 - 0.1777X2 - 0.3522*X3 + 0.0077X4
379	419	Kab. Minahasa Tenggara	0.0198 - 0.3432X1 - 0.1661X2 - 0.1803X3 + 0.3714X4
482	420	Kab. Maybrat	1.3582 - 0.3337X1 - 0.1624X2 - 0.0963X3 + 0.6286*X4
329	421	Kab. Kotawaringin Barat	-0.3779 - 0.3220X1 - 0.1723X2 - 0.2922*X3 + 0.0499X4
378	422	Kab. Kep. Siau Tagulandang Biaro	-0.1098 - 0.3197X1 - 0.1659X2 - 0.1717X3 + 0.3692X4
61	423	Kab. Tanah Datar	-0.2382 - 0.4703X1 - 0.1770X2 - 0.3550*X3 + 0.0962X4
280	424	Kab. Karangasem	-0.6217 - 0.0893X1 - 0.1719X2 - 0.2093X3 - 0.1287X4
109	425	Kab. Empat Lawang	-0.0067 - 0.4487X1 - 0.1771X2 - 0.3322*X3 + 0.0754X4
486	426	Kab. Merauke	3.4466 - 0.2931X1 - 0.1624X2 + 0.0293X3 + 0.5289*X4
71	427	Kota Sawah Lunto	-0.2547 - 0.4630X1 - 0.1770X2 - 0.3543*X3 + 0.0999X4
326	428	Kab. Kubu Raya	-0.4939 - 0.3152X1 - 0.1732X2 - 0.3158*X3 + 0.0803X4
54	429	Kota Binjai	0.0914 - 0.5824X1 - 0.1780X2 - 0.3517*X3 + 0.0020X4
361	430	Kab. Penajam Paser Utara	-0.5050 - 0.2699X1 - 0.1698X2 - 0.2571*X3 + 0.1653X4
473	431	Kab. Fakfak	1.6503 - 0.3463X1 - 0.1621X2 - 0.0731X3 + 0.6299*X4
232	432	Kab. Blitar	-0.2597 - 0.4027X1 - 0.1730X2 - 0.2641*X3 - 0.0892X4
59	433	Kab. Solok	-0.2671 - 0.4577X1 - 0.1770X2 - 0.3529*X3 + 0.1029X4
145	434	Kab. Bangka Selatan	-0.1434 - 0.4041X1 - 0.1757X2 - 0.3271*X3 + 0.0846X4
213	435	Kab. Pekalongan	0.1341 - 0.6412X1 - 0.1742X2 - 0.2987*X3 - 0.0429X4
461	436	Kota Ambon	0.2687 - 0.3743X1 - 0.1645X2 - 0.1380X3 + 0.5222X4
198	437	Kab. Sukoharjo	-0.2274 - 0.5464X1 - 0.1737X2 - 0.2824*X3 - 0.0904X4
277	438	Kab. Gianyar	-0.6473 - 0.0881X1 - 0.1720X2 - 0.2108X3 - 0.1376X4
438	439	Kota Kendari	-0.2939 - 0.3646X1 - 0.1675X2 - 0.2004*X3 + 0.2255X4
63	440	Kab. Agam	-0.1865 - 0.4959X1 - 0.1772X2 - 0.3548*X3 + 0.0827X4
365	441	Kota Bontang	-0.2477 - 0.3324X1 - 0.1692X2 - 0.2556*X3 + 0.2139X4
86	442	Kota Pekanbaru	-0.2876 - 0.4210X1 - 0.1769X2 - 0.3547*X3 + 0.0802X4
381	443	Kab. Bolaang Mongondow Timur	0.0744 - 0.3431X1 - 0.1662X2 - 0.1826X3 + 0.3766X4
341	444	Kab. Murung Raya	-0.3586 - 0.2833X1 - 0.1707X2 - 0.2769*X3 + 0.1193X4
324	445	Kab. Melawi	-0.3630 - 0.2808X1 - 0.1721X2 - 0.2953*X3 + 0.0645X4
8	446	Kab. Aceh Besar	-0.1505 - 0.7637X1 - 0.1778X2 - 0.3433*X3 + 0.0279X4
375	447	Kab. Minahasa Selatan	0.0563 - 0.3430X1 - 0.1663X2 - 0.1828X3 + 0.3710X4
490	448	Kab. Kepulauan Yapen	2.5109 - 0.3819X1 - 0.1606X2 - 0.0395X3 + 0.6510*X4
485	449	Kota Sorong	1.0436 - 0.3046X1 - 0.1631X2 - 0.1108X3 + 0.5858X4
212	450	Kab. Batang	0.0371 - 0.6174X1 - 0.1740X2 - 0.2969*X3 - 0.0482X4
219	451	Kota Salatiga	-0.1425 - 0.5791X1 - 0.1738X2 - 0.2894*X3 - 0.0710X4
505	452	Kab. Mamberamo Raya	2.2925 - 0.4215X1 - 0.1600X2 - 0.0205X3 + 0.6558*X4
92	453	Kab. Muaro Jambi	-0.3181 - 0.3420X1 - 0.1764X2 - 0.3391*X3 + 0.0974X4
272	454	Kota Serang	0.6103 - 0.7109X1 - 0.1766X2 - 0.3116*X3 - 0.0399X4
14	455	Kab. Aceh Tamiang	0.0091 - 0.6025X1 - 0.1779X2 - 0.3478*X3 + 0.0029X4
181	456	Kota Bandung	0.7096 - 0.7795X1 - 0.1758X2 - 0.3050*X3 - 0.0559X4
382	457	Kota Manado	0.0555 - 0.3537X1 - 0.1661X2 - 0.1796X3 + 0.3784X4
19	458	Kota Banda Aceh	-0.1211 - 0.7919X1 - 0.1778X2 - 0.3444*X3 + 0.0359X4
388	459	Kab. Morowali	-0.1858 - 0.3414X1 - 0.1677X2 - 0.2059*X3 + 0.2368X4
474	460	Kab. Kaimana	2.0782 - 0.3607X1 - 0.1614X2 - 0.0530X3 + 0.6455*X4
270	461	Kota Tangerang	0.6769 - 0.7245X1 - 0.1765X2 - 0.3087*X3 - 0.0546X4
401	462	Kab. Bantaeng	-0.1788 - 0.2869X1 - 0.1690X2 - 0.2167*X3 + 0.1130X4
185	463	Kota Cimahi	0.7186 - 0.7804X1 - 0.1759X2 - 0.3050*X3 - 0.0575X4
209	464	Kab. Semarang	-0.1227 - 0.5840X1 - 0.1738X2 - 0.2909*X3 - 0.0673X4
186	465	Kota Tasikmalaya	0.5818 - 0.7525X1 - 0.1753X2 - 0.3035*X3 - 0.0449X4
207	466	Kab. Jepara	-0.1569 - 0.5218X1 - 0.1735X2 - 0.2884*X3 - 0.0522X4
80	467	Kab. Siak	-0.3394 - 0.3931X1 - 0.1768X2 - 0.3529*X3 + 0.0757X4
445	468	Kota Gorontalo	0.3522 - 0.3176X1 - 0.1668X2 - 0.1952X3 + 0.3829X4
279	469	Kab. Bangli	-0.6433 - 0.0895X1 - 0.1720X2 - 0.2108X3 - 0.1325X4
273	470	Kota Tangerang Selatan	0.6899 - 0.7280X1 - 0.1765X2 - 0.3074*X3 - 0.0600X4
184	471	Kota Depok	0.7064 - 0.7354X1 - 0.1765X2 - 0.3066*X3 - 0.0630X4
502	472	Kab. Keerom	2.0601 - 0.4656X1 - 0.1599X2 + 0.0074X3 + 0.6317*X4
499	473	Kab. Pegunungan Bintang	2.1595 - 0.4483X1 - 0.1601X2 + 0.0239X3 + 0.6310*X4
200	474	Kab. Karanganyar	-0.2408 - 0.5293X1 - 0.1736X2 - 0.2805*X3 - 0.0894X4
439	475	Kota Baubau	-0.3547 - 0.3233X1 - 0.1676X2 - 0.1952*X3 + 0.2144X4
41	476	Kab. Serdang Bedagai	0.0723 - 0.5506X1 - 0.1779X2 - 0.3518*X3 - 0.0006X4
177	477	Kab. Bandung Barat	0.7220 - 0.7791X1 - 0.1760X2 - 0.3050*X3 - 0.0604X4
479	478	Kab. Sorong	1.2604 - 0.2955X1 - 0.1630X2 - 0.1100X3 + 0.5876X4
98	479	Kota Sungai Penuh	-0.1740 - 0.4676X1 - 0.1772X2 - 0.3445*X3 + 0.0957X4
478	480	Kab. Sorong Selatan	1.4762 - 0.3090X1 - 0.1626X2 - 0.1006X3 + 0.6165*X4
421	481	Kota Parepare	-0.2592 - 0.3327X1 - 0.1689X2 - 0.2253*X3 + 0.1532X4
53	482	Kota Medan	0.0965 - 0.5753X1 - 0.1779X2 - 0.3526*X3 + 0.0035X4
484	483	Kab. Pegunungan Arfak	1.5804 - 0.3589X1 - 0.1619X2 - 0.0788X3 + 0.6360*X4
495	484	Kab. Boven Digoel	3.7170 - 0.3328X1 - 0.1616X2 + 0.0352X3 + 0.5553*X4
464	485	Kab. Halmahera Tengah	0.1735 - 0.3207X1 - 0.1643X2 - 0.1330X3 + 0.5243X4
293	486	Kab. Sumba Barat	-0.1031 - 0.0849X1 - 0.1700X2 - 0.1963X3 - 0.0405X4
115	487	Kota Lubuklinggau	-0.0295 - 0.4288X1 - 0.1770X2 - 0.3343*X3 + 0.0854X4
187	488	Kota Banjar	0.5107 - 0.7384X1 - 0.1750X2 - 0.3024*X3 - 0.0392X4
476	489	Kab. Teluk Bintuni	1.8477 - 0.3252X1 - 0.1621X2 - 0.0795X3 + 0.6269*X4
422	490	Kota Palopo	-0.2618 - 0.3472X1 - 0.1685X2 - 0.2239*X3 + 0.2051X4
503	491	Kab. Waropen	2.2985 - 0.4171X1 - 0.1602X2 - 0.0279X3 + 0.6681*X4
328	492	Kota Singkawang	-0.2677 - 0.3732X1 - 0.1732X2 - 0.3232*X3 + 0.1095X4
262	493	Kota Mojokerto	-0.2059 - 0.4032X1 - 0.1727X2 - 0.2660*X3 - 0.0712X4
70	494	Kota Solok	-0.2229 - 0.4790X1 - 0.1770X2 - 0.3537*X3 + 0.1019X4
475	495	Kab. Teluk Wondama	2.4118 - 0.3431X1 - 0.1614X2 - 0.0541X3 + 0.6291*X4
51	496	Kota Pematang Siantar	0.0973 - 0.5557X1 - 0.1780X2 - 0.3513*X3 - 0.0006X4
291	497	Kota Mataram	-0.4356 - 0.1021X1 - 0.1715X2 - 0.2068X3 - 0.1052X4
501	498	Kab. Sarmi	1.9646 - 0.4555X1 - 0.1598X2 - 0.0115X3 + 0.6461*X4
263	499	Kota Madiun	-0.2283 - 0.5002X1 - 0.1733X2 - 0.2766*X3 - 0.0807X4
481	500	Kab. Tambrauw	1.1555 - 0.3582X1 - 0.1624X2 - 0.0951X3 + 0.6220*X4
420	501	Kota Makassar	-0.1442 - 0.3092X1 - 0.1692X2 - 0.2236*X3 + 0.1145X4
257	502	Kota Kediri	-0.2252 - 0.4485X1 - 0.1730X2 - 0.2699*X3 - 0.0800X4
385	503	Kota Kotamobagu	0.1343 - 0.3532X1 - 0.1663X2 - 0.1833X3 + 0.3793X4
180	504	Kota Sukabumi	0.7743 - 0.7799X1 - 0.1765X2 - 0.3042*X3 - 0.0759X4
488	505	Kab. Jayapura	2.3162 - 0.4609X1 - 0.1598X2 - 0.0035X3 + 0.6290*X4
179	506	Kota Bogor	0.7489 - 0.7587X1 - 0.1765X2 - 0.3059*X3 - 0.0696X4
73	507	Kota Bukittinggi	-0.1811 - 0.4955X1 - 0.1771X2 - 0.3554*X3 + 0.0903X4
158	508	Kota Jakarta Pusat	0.6969 - 0.7305X1 - 0.1764X2 - 0.3079*X3 - 0.0597X4
217	509	Kota Magelang	-0.0754 - 0.6124X1 - 0.1740X2 - 0.2923*X3 - 0.0662X4
222	510	Kota Tegal	0.4019 - 0.6964X1 - 0.1744X2 - 0.3030*X3 - 0.0261X4
49	511	Kota Sibolga	0.1483 - 0.5586X1 - 0.1786X2 - 0.3452*X3 - 0.0232X4
489	512	Kab. Nabire	2.7540 - 0.3828X1 - 0.1604X2 - 0.0369X3 + 0.6766*X4
182	513	Kota Cirebon	0.6043 - 0.7356X1 - 0.1748X2 - 0.3055*X3 - 0.0294X4
496	514	Kab. Mappi	4.2418 - 0.2921X1 - 0.1622X2 + 0.0289X3 + 0.5280*X4

cat("Catatan: * = signifikan setelah koreksi Benjamini-Hochberg per prediktor pada 514 wilayah (p-adj < 0,05).\n")

## Catatan: * = signifikan setelah koreksi Benjamini-Hochberg per prediktor pada 514 wilayah (p-adj < 0,05).

BW_FINAL <- MGWR$GW.arguments$bws
if (is.null(BW_FINAL)) BW_FINAL <- MGWR$bws.vars
if (!is.null(BW_FINAL)) {
  bw_table <- data.frame(parameter = c("Intercept", xvars), bandwidth = as.numeric(BW_FINAL))
  write.csv(bw_table, file.path(OUT, "07_bandwidth_MGWR.csv"), row.names = FALSE)
  knitr::kable(bw_table, digits = 4, caption = "Bandwidth akhir masing-masing parameter MGWR")
}

Bandwidth akhir masing-masing parameter MGWR

parameter	bandwidth
Intercept	121.3649
X1_miskin	262.4950
X2_sanitasi	5183.9682
X3_merokok	757.5595
X4_hunian	338.3136

7 7. Peta kombinasi variabel signifikan MGWR

MGWR_DF <- as.data.frame(MGWR$SDF)
if (nrow(MGWR_DF) != nrow(mdat)) {
  stop("Jumlah baris MGWR$SDF tidak sama dengan jumlah wilayah model.")
}

sig_map <- analysis_poly[, c("id", "wilayah")]
if (nrow(sig_map) != nrow(MGWR_DF)) {
  stop("Jumlah geometri dan hasil MGWR tidak sama.")
}

p_local <- matrix(NA_real_, nrow = nrow(MGWR_DF), ncol = length(xvars),
                  dimnames = list(NULL, xvars))
for (v in xvars) {
  beta_col <- find_col(MGWR_DF, v)
  if (is.na(beta_col)) stop("Koefisien MGWR tidak ditemukan untuk ", v,
                            ". Kolom tersedia: ", paste(names(MGWR_DF), collapse = ", "))
  beta <- suppressWarnings(as.numeric(MGWR_DF[[beta_col]]))
  t_col <- find_col(MGWR_DF, c(paste0(v, "_TV"), paste0(v, ".TV"),
                               paste0(v, "_t"), paste0(v, ".t"),
                               paste0(v, "_tv"), paste0(v, ".tv")))
  se_col <- find_col(MGWR_DF, c(paste0(v, "_SE"), paste0(v, ".SE"),
                                paste0(v, "_se"), paste0(v, ".se")))
  if (!is.na(t_col)) {
    tval <- suppressWarnings(as.numeric(MGWR_DF[[t_col]]))
    p_local[, v] <- 2 * pnorm(-abs(tval))
    message(v, ": p-value dihitung dari t-value kolom ", t_col)
  } else if (!is.na(se_col)) {
    se <- suppressWarnings(as.numeric(MGWR_DF[[se_col]]))
    tval <- beta / se
    p_local[, v] <- 2 * pnorm(-abs(tval))
    message(v, ": p-value dihitung dari koefisien/SE kolom ", se_col)
  } else {
    stop("Tidak ditemukan kolom t-value atau standard error untuk ", v,
         ". Periksa names(MGWR$SDF); signifikansi tidak boleh ditebak.")
  }
}

## X1_miskin: p-value dihitung dari t-value kolom X1_miskin_TV

## X2_sanitasi: p-value dihitung dari t-value kolom X2_sanitasi_TV

## X3_merokok: p-value dihitung dari t-value kolom X3_merokok_TV

## X4_hunian: p-value dihitung dari t-value kolom X4_hunian_TV

# Koreksi Benjamini-Hochberg per prediktor pada 514 wilayah.
p_bh <- apply(p_local, 2, function(p) {
  out <- rep(NA_real_, length(p))
  ok <- is.finite(p) & p >= 0 & p <= 1
  out[ok] <- p.adjust(p[ok], method = "BH")
  out
})
colnames(p_bh) <- xvars
sig_bh <- p_bh < 0.05
sig_bh[is.na(sig_bh)] <- FALSE
nama_x <- c("X1", "X2", "X3", "X4")
colnames(sig_bh) <- nama_x
sig_map$Kombinasi <- apply(sig_bh, 1, function(z) {
  terpilih <- nama_x[which(z)]
  if (!length(terpilih)) "Tidak ada" else paste(terpilih, collapse = ", ")
})

# Lacak kombinasi yang benar-benar muncul sebelum menggambar peta.
ringkasan_sig <- as.data.frame(table(sig_map$Kombinasi), stringsAsFactors = FALSE)
names(ringkasan_sig) <- c("Kombinasi", "Jumlah_wilayah")
ringkasan_sig <- ringkasan_sig[ringkasan_sig$Jumlah_wilayah > 0, , drop = FALSE]
ringkasan_sig$Persentase <- round(100 * ringkasan_sig$Jumlah_wilayah / nrow(sig_map), 2)
ringkasan_sig <- ringkasan_sig[order(-ringkasan_sig$Jumlah_wilayah, ringkasan_sig$Kombinasi), , drop = FALSE]
row.names(ringkasan_sig) <- NULL
print(knitr::kable(ringkasan_sig, digits = 2,
                   caption = "Kombinasi signifikansi MGWR yang benar-benar terbentuk"))

## 
## 
## Table: Kombinasi signifikansi MGWR yang benar-benar terbentuk
## 
## |Kombinasi      | Jumlah_wilayah| Persentase|
## |:--------------|--------------:|----------:|
## |X1, X2, X3     |            379|      73.74|
## |X1, X2, X3, X4 |             49|       9.53|
## |X1, X2, X4     |             43|       8.37|
## |X2, X3         |             43|       8.37|

if (sum(ringkasan_sig$Jumlah_wilayah) != nrow(sig_map)) {
  stop("Jumlah wilayah pada ringkasan kombinasi tidak sama dengan jumlah geometri.")
}
write.csv(ringkasan_sig,
          file.path(OUT, "08a_ringkasan_kombinasi_signifikansi_BH_MGWR.csv"),
          row.names = FALSE, fileEncoding = "UTF-8")
detail_sig <- data.frame(id = sig_map$id, wilayah = sig_map$wilayah)
for (j in seq_along(xvars)) {
  detail_sig[[paste0(xvars[j], "_p_BH")]] <- p_bh[, j]
  detail_sig[[paste0(xvars[j], "_signifikan_BH")]] <- sig_bh[, j]
}
detail_sig$Kombinasi <- sig_map$Kombinasi
write.csv(detail_sig, file.path(OUT, "08_kombinasi_signifikansi_BH_MGWR.csv"),
          row.names = FALSE, fileEncoding = "UTF-8")

# Palet kategorikal kuning-oranye-merah, senada dengan peta TB rate.
# Setiap kombinasi mendapat warna tetap; warna tidak berubah mengikuti frekuensi
# kategori atau urutan tabel, sehingga hasil peta konsisten setiap kali Knit.
kategori_semua <- c(
  "Tidak ada",
  "X1", "X2", "X3", "X4",
  "X1, X2", "X1, X3", "X1, X4", "X2, X3", "X2, X4", "X3, X4",
  "X1, X2, X3", "X1, X2, X4", "X1, X3, X4", "X2, X3, X4",
  "X1, X2, X3, X4"
)

palet_kuning_oranye_merah <- c(
  "#FFFFCC", # Tidak ada: kuning sangat muda
  "#FFF7BC", "#FEE391", "#FEC44F", "#FEB24C",
  "#FECC5C", "#FDAE6B", "#FD8D3C", "#FC8D59", "#FC6B38", "#F16913",
  "#FCAE91", "#FB6A4A", "#EF3B2C", "#CB181D",
  "#800026"  # semua prediktor signifikan: merah tua
)
names(palet_kuning_oranye_merah) <- kategori_semua

kategori_muncul <- kategori_semua[kategori_semua %in% unique(as.character(sig_map$Kombinasi))]
if (!length(kategori_muncul)) stop("Tidak ada kategori kombinasi signifikansi untuk dipetakan.")
warna <- palet_kuning_oranye_merah[kategori_muncul]
sig_map$Kombinasi <- factor(as.character(sig_map$Kombinasi), levels = kategori_muncul)

p_combo <- ggplot(sig_map) +
  geom_sf(aes(fill = Kombinasi), color = "grey75", linewidth = 0.08,
          linejoin = "round") +
  scale_fill_manual(
    values = warna,
    breaks = kategori_muncul,
    drop = TRUE,
    na.value = "grey85",
    name = "Kombinasi variabel"
  ) +
  coord_sf(datum = NA, expand = FALSE) +
  theme_void() +
  labs(
    title = "Peta Kombinasi Variabel Signifikan MGWR",
    subtitle = paste("Kernel:", KERNEL, "| Koreksi BH per variabel (FDR 5%)"),
    caption = "X1 = Penduduk miskin | X2 = Sanitasi layak | X3 = Merokok | X4 = Akses hunian layak"
  ) +
  theme(
    plot.title = element_text(size = 15, face = "bold", color = "#30332F"),
    plot.subtitle = element_text(size = 10, color = "#686A64"),
    legend.position = "right",
    legend.title = element_text(size = 10, face = "bold"),
    legend.text = element_text(size = 9),
    legend.key.height = grid::unit(0.45, "cm"),
    plot.caption = element_text(size = 9, color = "#686A64", hjust = 0),
    plot.background = element_rect(fill = "white", color = NA),
    plot.margin = margin(10, 14, 10, 10)
  )

print(p_combo)

ggsave(
  file.path(OUT, "08_peta_kombinasi_signifikansi_MGWR.png"),
  plot = p_combo, width = 12, height = 7.5, dpi = 320, bg = "white"
)