Analisis GWR dan MGWR TB Rate
514 Kabupaten/Kota di Indonesia
Restika (H051241055)
14 October 2026
# 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_CANDIDATES <- c(
"D:/STATISTIKA/SEM 5/Analisis Data Spasial/Tugas Project GWR/BATAS/Batas_Kabupaten_Kota.gpkg",
"D:/STATISTIKA/SEM 5/Analisis Data Spasial/Tugas Project GWR/BATAS/Batas kabupaten.gpkg"
)
SHP_FILE <- SHP_CANDIDATES[file.exists(SHP_CANDIDATES)][1]
if (is.na(SHP_FILE)) {
stop("GeoPackage tidak ditemukan. Periksa nama file pada SHP_CANDIDATES.")
}
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$name
if (!length(layer_names)) stop("Tidak ada layer yang ditemukan dalam GeoPackage: ", SHP_FILE)
# Pilih layer berdasarkan nama layer yang tersedia.
# Pada berkas pengguna, layer yang dilaporkan adalah "kabupaten_kota".
if ("kabupaten_kota" %in% layer_names) {
SHP_LAYER <- "kabupaten_kota"
} else if (length(layer_names) == 1) {
SHP_LAYER <- layer_names[1]
} else {
stop("Pilih layer yang benar. Layer tersedia: ",
paste(layer_names, collapse = ", "))
}
message("Membaca GeoPackage: ", SHP_FILE, " | layer: ", SHP_LAYER)## Membaca GeoPackage: D:/STATISTIKA/SEM 5/Analisis Data Spasial/Tugas Project GWR/BATAS/Batas_Kabupaten_Kota.gpkg | layer: kabupaten_kotaadmin <- tryCatch(
sf::st_read(SHP_FILE, layer = SHP_LAYER, quiet = TRUE),
error = function(e) stop(
"Gagal membuka layer '", SHP_LAYER, "'. Pesan: ",
conditionMessage(e)
)
)
# Deteksi otomatis kolom nama wilayah jika WADMKK tidak ada.
# Nama kolom kandidat umum pada data batas administrasi.
name_candidates <- c(
SHP_NAME_FIELD, "WADMKK", "NAMOBJ", "NAME_2", "NAME_1",
"kabupaten_kota", "Kabupaten/Kota", "NAMKAB", "name", "NAME"
)
name_candidates <- unique(name_candidates)
name_col <- name_candidates[name_candidates %in% names(admin)][1]
if (is.na(name_col) || length(name_col) == 0) {
stop(
"Kolom nama wilayah tidak ditemukan. Kolom yang tersedia: ",
paste(names(admin), collapse = ", "),
"\\nAtur SHP_NAME_FIELD ke nama kolom yang benar."
)
}
SHP_NAME_FIELD <- name_col
message("Kolom nama wilayah yang dipakai: ", SHP_NAME_FIELD)## Kolom nama wilayah yang dipakai: WADMKKif (nrow(admin) != 514) stop("Jumlah fitur GeoPackage harus 514; ditemukan ", nrow(admin))
admin$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")| 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: 371.5869cv_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$kernel[best_row]
write.csv(cv_table, file.path(OUT, "02_perbandingan_kernel_CV.csv"), row.names = FALSE)
knitr::kable(cv_table, digits = 6, caption = "Perbandingan kernel berdasarkan skor CV leave-one-out; skor terkecil dipilih")| kernel | bandwidth_CV | CV_score | status | peringkat_CV | terpilih | |
|---|---|---|---|---|---|---|
| 3 | exponential | 178.7305 | 354.3560 | OK | 1 | TRUE |
| 2 | gaussian | 233.5348 | 361.3382 | OK | 2 | FALSE |
| 1 | bisquare | 620.2309 | 368.4634 | OK | 3 | FALSE |
| 4 | tricube | 628.7314 | 371.5869 | OK | 4 | FALSE |
KERNEL <- cv_table$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: 354.3565 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"))| 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.")
}
}
# Catatan inferensi:
# p-value di bawah dihitung dengan pendekatan normal dua sisi dari statistik TV
# yang tersedia pada MGWR$SDF. Koreksi BH dilakukan per prediktor di seluruh wilayah.
# Keputusan yang sama dipakai untuk bintang tabel dan kategori peta.
# Koreksi Benjamini-Hochberg dilakukan per prediktor di seluruh wilayah.
p_bh_tabel <- apply(p_lokal_tabel, 2, function(p) {
out <- rep(NA_real_, length(p))
ok <- is.finite(p) & p >= 0 & p <= 1
out[ok] <- p.adjust(p[ok], method = "BH")
out
})
colnames(p_bh_tabel) <- xvars
# SATU-SATUNYA sumber keputusan signifikansi untuk tabel dan peta.
sig_bh_tabel <- p_bh_tabel < 0.05
sig_bh_tabel[is.na(sig_bh_tabel)] <- FALSE
# Format persamaan memakai matriks keputusan sig_bh_tabel secara langsung.
# Dengan begitu, tanda bintang tidak dihitung ulang dan pasti mengikuti
# keputusan yang sama dengan kombinasi pada peta.
fmt_beta_star <- function(beta, signifikan, digits = 4) {
b <- formatC(beta, format = "f", digits = digits)
star <- ifelse(!is.na(signifikan) & signifikan, "*", "")
ifelse(is.finite(beta), paste0(b, star), NA_character_)
}
coef_table$X1_miskin <- fmt_beta_star(beta_tabel[, "X1_miskin"], sig_bh_tabel[, "X1_miskin"])
coef_table$X2_sanitasi <- fmt_beta_star(beta_tabel[, "X2_sanitasi"], sig_bh_tabel[, "X2_sanitasi"])
coef_table$X3_merokok <- fmt_beta_star(beta_tabel[, "X3_merokok"], sig_bh_tabel[, "X3_merokok"])
coef_table$X4_hunian <- fmt_beta_star(beta_tabel[, "X4_hunian"], sig_bh_tabel[, "X4_hunian"])
# Susun persamaan dengan tanda koefisien yang benar agar negatif tidak menjadi '+ -'.
format_term <- function(value, variable = NULL) {
if (is.na(value)) return(NA_character_)
numeric_value <- suppressWarnings(as.numeric(sub("\\*$", "", 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$No <- seq_len(nrow(coef_table))
}
row.names(coef_table) <- NULL
# Ekspor persamaan dan p-value BH supaya keputusan signifikansi dapat diaudit.
# Cocokkan p-value berdasarkan ID, agar tetap tepat setelah tabel diurutkan.
idx_p <- match(coef_table$id, mdat$id)
for (v in xvars) {
coef_table[[paste0(v, "_p_BH")]] <- p_bh_tabel[idx_p, v]
}
# Audit: hitung bintang per variabel dari tabel dan bandingkan dengan
# keputusan signifikansi yang menjadi dasar peta.
audit_bintang <- data.frame(
Variabel = xvars,
Signifikan_untuk_peta = as.integer(colSums(sig_bh_tabel, na.rm = TRUE)),
Bintang_di_tabel = vapply(xvars, function(v) {
sum(grepl("*", coef_table[[v]], fixed = TRUE), na.rm = TRUE)
}, integer(1))
)
if (any(audit_bintang$Signifikan_untuk_peta != audit_bintang$Bintang_di_tabel)) {
stop("Jumlah bintang pada tabel tidak sama dengan jumlah signifikansi pada peta. Periksa penyelarasan ID wilayah.")
}
write.csv(audit_bintang, file.path(OUT, "08b_audit_jumlah_bintang_vs_peta.csv"),
row.names = FALSE, fileEncoding = "UTF-8")
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")],
row.names = FALSE,
caption = "Tabel hasil model MGWR per kabupaten/kota; * menunjukkan koefisien signifikan setelah koreksi BH (p-adj < 0,05)"
)| No | Wilayah | Model_MGWR |
|---|---|---|
| 1 | Kab. Nunukan | -0.4588 - 0.2777X1 - 0.1694X2 - 0.2584*X3 + 0.1792X4 |
| 2 | Kab. Sumbawa | -0.2758 - 0.1079X1 - 0.1708X2 - 0.2044X3 - 0.0617X4 |
| 3 | Kab. Morowali Utara | -0.1923 - 0.3297X1 - 0.1679X2 - 0.2151*X3 + 0.2473X4 |
| 4 | Kab. Nias Selatan | -0.0537 - 0.5504X1 - 0.1780X2 - 0.3473*X3 + 0.0317X4 |
| 5 | Kab. Labuhan Batu | -0.0419 - 0.4868X1 - 0.1776X2 - 0.3530*X3 + 0.0178X4 |
| 6 | Kab. Ogan Komering Ulu Timur | 0.0341 - 0.4893X1 - 0.1767X2 - 0.3297*X3 + 0.0542X4 |
| 7 | Kab. Sikka | -0.3993 - 0.1715X1 - 0.1684X2 - 0.1887X3 + 0.0972X4 |
| 8 | Kab. Toba Samosir | 0.0679 - 0.5365X1 - 0.1781X2 - 0.3500*X3 - 0.0062X4 |
| 9 | Kab. Bengkulu Selatan | 0.0068 - 0.4805X1 - 0.1772X2 - 0.3306*X3 + 0.0639X4 |
| 10 | Kab. Bener Meriah | -0.0204 - 0.6493X1 - 0.1779X2 - 0.3448*X3 + 0.0136X4 |
| 11 | Kab. Banyu Asin | -0.1619 - 0.3785X1 - 0.1762X2 - 0.3337*X3 + 0.0911X4 |
| 12 | Kab. Bulungan | -0.3777 - 0.2968X1 - 0.1693X2 - 0.2577*X3 + 0.1906X4 |
| 13 | Kota Samarinda | -0.3768 - 0.3025X1 - 0.1694X2 - 0.2554*X3 + 0.1923X4 |
| 14 | Kab. Bogor | 0.7353 - 0.7550X1 - 0.1764X2 - 0.3056*X3 - 0.0661X4 |
| 15 | Kab. Pangkajene Dan Kepulauan | -0.2160 - 0.3141X1 - 0.1691X2 - 0.2234*X3 + 0.1261X4 |
| 16 | Kab. Pandeglang | 0.6023 - 0.7165X1 - 0.1768X2 - 0.3117*X3 - 0.0446X4 |
| 17 | Kab. Majalengka | 0.6293 - 0.7482X1 - 0.1751X2 - 0.3054*X3 - 0.0368X4 |
| 18 | Kab. Kaur | 0.0353 - 0.4976X1 - 0.1771X2 - 0.3294*X3 + 0.0548X4 |
| 19 | Kab. Bombana | -0.3334 - 0.3347X1 - 0.1680X2 - 0.2049*X3 + 0.1829X4 |
| 20 | Kab. Bolaang Mongondow Selatan | 0.1386 - 0.3416X1 - 0.1664X2 - 0.1849X3 + 0.3793X4 |
| 21 | Kab. Lumajang | -0.2658 - 0.3076X1 - 0.1726X2 - 0.2503*X3 - 0.0897X4 |
| 22 | Kab. Halmahera Utara | -0.1988 - 0.3083X1 - 0.1647X2 - 0.1436X3 + 0.4735X4 |
| 23 | Kab. Solok Selatan | -0.2655 - 0.4433X1 - 0.1770X2 - 0.3494*X3 + 0.1004X4 |
| 24 | Kab. Banyuwangi | -0.4210 - 0.1922X1 - 0.1724X2 - 0.2317X3 - 0.1102X4 |
| 25 | Kab. Bangkalan | -0.2092 - 0.3482X1 - 0.1725X2 - 0.2607*X3 - 0.0625X4 |
| 26 | Kab. Muara Enim | 0.0017 - 0.4589X1 - 0.1768X2 - 0.3312*X3 + 0.0663X4 |
| 27 | Kab. Kuningan | 0.5651 - 0.7373X1 - 0.1749X2 - 0.3044*X3 - 0.0332X4 |
| 28 | Kab. Sintang | -0.4189 - 0.2831X1 - 0.1720X2 - 0.2985*X3 + 0.0804X4 |
| 29 | Kab. Mandailing Natal | -0.0620 - 0.5175X1 - 0.1779X2 - 0.3510*X3 + 0.0286X4 |
| 30 | Kab. Puncak Jaya | 2.1272 - 0.4456X1 - 0.1596X2 - 0.0101X3 + 0.6720*X4 |
| 31 | Kab. Seram Bagian Timur | 0.5897 - 0.3430X1 - 0.1634X2 - 0.1109X3 + 0.5867X4 |
| 32 | Kab. Situbondo | -0.3993 - 0.1963X1 - 0.1722X2 - 0.2332X3 - 0.0968X4 |
| 33 | Kab. Aceh Selatan | 0.0805 - 0.6004X1 - 0.1783X2 - 0.3435*X3 - 0.0067X4 |
| 34 | Kab. Gresik | -0.2189 - 0.3567X1 - 0.1723X2 - 0.2698*X3 - 0.0321X4 |
| 35 | Kab. Lombok Timur | -0.3964 - 0.1049X1 - 0.1713X2 - 0.2064X3 - 0.0911X4 |
| 36 | Kab. Sabu Raijua | -0.3802 - 0.1525X1 - 0.1688X2 - 0.1842X3 + 0.0536X4 |
| 37 | Kab. Banggai Laut | -0.1551 - 0.3281X1 - 0.1670X2 - 0.1953X3 + 0.3005X4 |
| 38 | Kab. Jember | -0.3244 - 0.2500X1 - 0.1725X2 - 0.2411*X3 - 0.0985X4 |
| 39 | Kab. Rejang Lebong | -0.0324 - 0.4387X1 - 0.1771X2 - 0.3338*X3 + 0.0825X4 |
| 40 | Kab. Cirebon | 0.6133 - 0.7400X1 - 0.1749X2 - 0.3055*X3 - 0.0319X4 |
| 41 | Kab. Indramayu | 0.6432 - 0.7360X1 - 0.1752X2 - 0.3060*X3 - 0.0356X4 |
| 42 | Kab. Kolaka | -0.3234 - 0.3468X1 - 0.1680X2 - 0.2066*X3 + 0.1893X4 |
| 43 | Kota Pekalongan | 0.1254 - 0.6331X1 - 0.1741X2 - 0.2987*X3 - 0.0410X4 |
| 44 | Kab. Tuban | -0.2041 - 0.4454X1 - 0.1729X2 - 0.2748*X3 - 0.0631X4 |
| 45 | Kab. Sumba Barat Daya | -0.1255 - 0.0886X1 - 0.1701X2 - 0.1975X3 - 0.0425X4 |
| 46 | Kota Padang Panjang | -0.1992 - 0.4897X1 - 0.1771X2 - 0.3548*X3 + 0.0933X4 |
| 47 | Kab. Mahakam Hulu | -0.4215 - 0.2857X1 - 0.1701X2 - 0.2691*X3 + 0.1548X4 |
| 48 | Kab. Tanggamus | 0.2356 - 0.6070X1 - 0.1769X2 - 0.3229*X3 + 0.0075X4 |
| 49 | Kab. Pesisir Barat | 0.1500 - 0.5715X1 - 0.1770X2 - 0.3254*X3 + 0.0230X4 |
| 50 | Kab. Sigi | -0.2242 - 0.3341X1 - 0.1684X2 - 0.2295*X3 + 0.2382X4 |
| 51 | Kab. Paser | -0.5166 - 0.2592X1 - 0.1700X2 - 0.2591*X3 + 0.1468X4 |
| 52 | Kota Yogyakarta | -0.1486 - 0.5946X1 - 0.1740X2 - 0.2878*X3 - 0.0832X4 |
| 53 | Kota Cilegon | 0.5576 - 0.6956X1 - 0.1766X2 - 0.3134*X3 - 0.0329X4 |
| 54 | Kab. Ende | -0.3997 - 0.1650X1 - 0.1686X2 - 0.1909X3 + 0.0783X4 |
| 55 | Kab. Aceh Jaya | -0.0862 - 0.7090X1 - 0.1780X2 - 0.3420*X3 + 0.0225X4 |
| 56 | Kab. Buru Selatan | -0.2319 - 0.3405X1 - 0.1654X2 - 0.1609X3 + 0.4099X4 |
| 57 | Kota Kupang | -0.3997 - 0.1826X1 - 0.1678X2 - 0.1738X3 + 0.1389X4 |
| 58 | Kab. Jeneponto | -0.1587 - 0.2818X1 - 0.1692X2 - 0.2194*X3 + 0.1031X4 |
| 59 | Kab. Lombok Utara | -0.4320 - 0.1061X1 - 0.1714X2 - 0.2078X3 - 0.0945X4 |
| 60 | Kab. Musi Banyuasin | -0.1604 - 0.3817X1 - 0.1766X2 - 0.3364*X3 + 0.0897X4 |
| 61 | Kab. Lampung Utara | 0.1264 - 0.5531X1 - 0.1768X2 - 0.3266*X3 + 0.0300X4 |
| 62 | Kab. Belitung Timur | -0.0661 - 0.4416X1 - 0.1748X2 - 0.3166*X3 + 0.0489X4 |
| 63 | Kab. Wajo | -0.2974 - 0.3285X1 - 0.1687X2 - 0.2208*X3 + 0.1594X4 |
| 64 | Kab. Rote Ndao | -0.4108 - 0.1758X1 - 0.1681X2 - 0.1754X3 + 0.1120X4 |
| 65 | Kab. Lampung Selatan | 0.3555 - 0.6433X1 - 0.1767X2 - 0.3195*X3 - 0.0079X4 |
| 66 | Kab. Tanah Laut | -0.5057 - 0.2472X1 - 0.1708X2 - 0.2577*X3 + 0.0737X4 |
| 67 | Kota Payakumbuh | -0.2329 - 0.4700X1 - 0.1770X2 - 0.3556*X3 + 0.0909X4 |
| 68 | Kab. Maluku Tenggara | 1.2137 - 0.3787X1 - 0.1627X2 - 0.0643X3 + 0.6247*X4 |
| 69 | Kab. Natuna | -0.5752 - 0.3311X1 - 0.1732X2 - 0.3267*X3 + 0.1187X4 |
| 70 | Kota Pariaman | -0.1835 - 0.4996X1 - 0.1772X2 - 0.3536*X3 + 0.0887X4 |
| 71 | Kab. Sumba Timur | -0.2340 - 0.1136X1 - 0.1696X2 - 0.1939X3 - 0.0100X4 |
| 72 | Kab. Tanjung Jabung Barat | -0.3661 - 0.3530X1 - 0.1765X2 - 0.3442*X3 + 0.0973X4 |
| 73 | Kab. Kotawaringin Timur | -0.5408 - 0.2687X1 - 0.1716X2 - 0.2832*X3 + 0.0730X4 |
| 74 | Kab. Sidoarjo | -0.2130 - 0.3755X1 - 0.1726X2 - 0.2625*X3 - 0.0717X4 |
| 75 | Kab. Donggala | -0.2076 - 0.3358X1 - 0.1684X2 - 0.2330*X3 + 0.2431X4 |
| 76 | Kab. Bengkalis | -0.2635 - 0.4163X1 - 0.1768X2 - 0.3536*X3 + 0.0653X4 |
| 77 | Kab. Poso | -0.2035 - 0.3332X1 - 0.1682X2 - 0.2224*X3 + 0.2434X4 |
| 78 | Kab. Rokan Hulu | -0.1707 - 0.4677X1 - 0.1773X2 - 0.3548*X3 + 0.0541X4 |
| 79 | Kab. Pasaman Barat | -0.1415 - 0.5052X1 - 0.1775X2 - 0.3530*X3 + 0.0569X4 |
| 80 | Kab. Padang Pariaman | -0.1913 - 0.4952X1 - 0.1772X2 - 0.3541*X3 + 0.0916X4 |
| 81 | Kab. Pulau Morotai | -0.2028 - 0.3073X1 - 0.1645X2 - 0.1385X3 + 0.4881X4 |
| 82 | Kab. Barito Timur | -0.5813 - 0.2389X1 - 0.1704X2 - 0.2637*X3 + 0.1301X4 |
| 83 | Kab. Pemalang | 0.2454 - 0.6652X1 - 0.1743X2 - 0.3004*X3 - 0.0362X4 |
| 84 | Kota Bima | -0.1861 - 0.1208X1 - 0.1701X2 - 0.2030X3 - 0.0182X4 |
| 85 | Kab. Pringsewu | 0.2339 - 0.6051X1 - 0.1768X2 - 0.3231*X3 + 0.0084X4 |
| 86 | Kab. Lombok Tengah | -0.4205 - 0.1019X1 - 0.1714X2 - 0.2063X3 - 0.1012X4 |
| 87 | Kota Balikpapan | -0.4541 - 0.2823X1 - 0.1696X2 - 0.2551*X3 + 0.1739X4 |
| 88 | Kab. Pakpak Bharat | 0.0860 - 0.5797X1 - 0.1784X2 - 0.3459*X3 - 0.0139X4 |
| 89 | Kab. Tapanuli Utara | 0.0924 - 0.5444X1 - 0.1783X2 - 0.3480*X3 - 0.0133X4 |
| 90 | Kab. Timor Tengah Selatan | -0.3643 - 0.1902X1 - 0.1673X2 - 0.1679X3 + 0.1830X4 |
| 91 | Kab. Kepulauan Mentawai | -0.1195 - 0.5289X1 - 0.1778X2 - 0.3468*X3 + 0.0642X4 |
| 92 | Kab. Konawe | -0.2880 - 0.3497X1 - 0.1679X2 - 0.2077*X3 + 0.2041X4 |
| 93 | Kab. Padang Lawas Utara | -0.0374 - 0.5006X1 - 0.1778X2 - 0.3521*X3 + 0.0148X4 |
| 94 | Kota Tanjung Pinang | -0.3228 - 0.3595X1 - 0.1755X2 - 0.3435*X3 + 0.0929X4 |
| 95 | Kab. Kepahiang | -0.0311 - 0.4479X1 - 0.1772X2 - 0.3333*X3 + 0.0799X4 |
| 96 | Kab. Bondowoso | -0.3410 - 0.2309X1 - 0.1723X2 - 0.2387*X3 - 0.0942X4 |
| 97 | Kab. Dharmasraya | -0.2961 - 0.4216X1 - 0.1769X2 - 0.3491*X3 + 0.0992X4 |
| 98 | Kab. Bengkayang | -0.4347 - 0.3274X1 - 0.1728X2 - 0.3168*X3 + 0.0994X4 |
| 99 | Kab. Kolaka Utara | -0.2729 - 0.3416X1 - 0.1682X2 - 0.2134*X3 + 0.2029X4 |
| 100 | Kab. Toli-toli | 0.1363 - 0.3078X1 - 0.1678X2 - 0.2196X3 + 0.3074X4 |
| 101 | Kab. Maluku Tenggara Barat | 0.8271 - 0.3730X1 - 0.1637X2 - 0.0809X3 + 0.5930*X4 |
| 102 | Kab. Takalar | -0.1498 - 0.2872X1 - 0.1692X2 - 0.2211*X3 + 0.1037X4 |
| 103 | Kab. Pasuruan | -0.2333 - 0.3528X1 - 0.1727X2 - 0.2581*X3 - 0.0793X4 |
| 104 | Kab. Tabalong | -0.5486 - 0.2482X1 - 0.1702X2 - 0.2619*X3 + 0.1371X4 |
| 105 | Kab. Sukabumi | 0.7555 - 0.7738X1 - 0.1765X2 - 0.3049*X3 - 0.0731X4 |
| 106 | Kab. Kutai Timur | -0.3175 - 0.3135X1 - 0.1694X2 - 0.2582*X3 + 0.1989X4 |
| 107 | Kab. Buton | -0.3785 - 0.3229X1 - 0.1674X2 - 0.1927*X3 + 0.2222X4 |
| 108 | Kab. Purbalingga | 0.2081 - 0.6666X1 - 0.1743X2 - 0.2988*X3 - 0.0443X4 |
| 109 | Kota Denpasar | -0.6274 - 0.0939X1 - 0.1721X2 - 0.2116X3 - 0.1378X4 |
| 110 | Kab. Sinjai | -0.2207 - 0.2971X1 - 0.1689X2 - 0.2168*X3 + 0.1233X4 |
| 111 | Kab. Musi Rawas | -0.0542 - 0.4209X1 - 0.1769X2 - 0.3343*X3 + 0.0831X4 |
| 112 | Kab. Bone | -0.2578 - 0.3146X1 - 0.1688X2 - 0.2192*X3 + 0.1360X4 |
| 113 | Kab. Buol | 0.2715 - 0.2927X1 - 0.1675X2 - 0.2113X3 + 0.3281X4 |
| 114 | Kota Jakarta Utara | 0.6905 - 0.7275X1 - 0.1763X2 - 0.3080*X3 - 0.0570X4 |
| 115 | Kab. Landak | -0.4466 - 0.3244X1 - 0.1729X2 - 0.3167*X3 + 0.0949X4 |
| 116 | Kab. Bima | -0.1858 - 0.1163X1 - 0.1701X2 - 0.2025X3 - 0.0232X4 |
| 117 | Kab. Tangerang | 0.6589 - 0.7213X1 - 0.1765X2 - 0.3095*X3 - 0.0509X4 |
| 118 | Kab. Ketapang | -0.4002 - 0.3264X1 - 0.1729X2 - 0.3038*X3 + 0.0549X4 |
| 119 | Kab. Manggarai | -0.3315 - 0.1472X1 - 0.1693X2 - 0.1976X3 + 0.0332X4 |
| 120 | Kab. Pesawaran | 0.2641 - 0.6170X1 - 0.1768X2 - 0.3222*X3 + 0.0034X4 |
| 121 | Kab. Berau | -0.3480 - 0.3061X1 - 0.1693X2 - 0.2562*X3 + 0.2011X4 |
| 122 | Kab. Mukomuko | -0.1544 - 0.4564X1 - 0.1772X2 - 0.3406*X3 + 0.0895X4 |
| 123 | Kab. Ogan Komering Ulu | 0.0266 - 0.4777X1 - 0.1769X2 - 0.3302*X3 + 0.0596X4 |
| 124 | Kab. Ngawi | -0.2291 - 0.5045X1 - 0.1733X2 - 0.2786*X3 - 0.0791X4 |
| 125 | Kab. Jombang | -0.2171 - 0.4221X1 - 0.1728X2 - 0.2682*X3 - 0.0745X4 |
| 126 | Kab. Malaka | -0.3401 - 0.1956X1 - 0.1670X2 - 0.1647X3 + 0.2117X4 |
| 127 | Kab. Tojo Una-una | -0.0870 - 0.3188X1 - 0.1676X2 - 0.2103X3 + 0.2777X4 |
| 128 | Kab. Blora | -0.2151 - 0.4917X1 - 0.1732X2 - 0.2796*X3 - 0.0700X4 |
| 129 | Kab. Simeulue | 0.0725 - 0.6281X1 - 0.1784X2 - 0.3390*X3 + 0.0040X4 |
| 130 | Kota Bandar Lampung | 0.2848 - 0.6226X1 - 0.1768X2 - 0.3216*X3 + 0.0013X4 |
| 131 | Kab. Merangin | -0.1994 - 0.4197X1 - 0.1770X2 - 0.3416*X3 + 0.0922X4 |
| 132 | Kota Jambi | -0.3190 - 0.3460X1 - 0.1765X2 - 0.3401*X3 + 0.0977X4 |
| 133 | Kab. Biak Numfor | 2.3813 - 0.3665X1 - 0.1609X2 - 0.0496X3 + 0.6413*X4 |
| 134 | Kota Surabaya | -0.2072 - 0.3674X1 - 0.1726X2 - 0.2622*X3 - 0.0676X4 |
| 135 | Kota Jayapura | 2.1960 - 0.4619X1 - 0.1599X2 - 0.0010X3 + 0.6283*X4 |
| 136 | Kab. Manokwari | 1.6048 - 0.3585X1 - 0.1619X2 - 0.0789X3 + 0.6340*X4 |
| 137 | Kab. Pesisir Selatan | -0.2114 - 0.4698X1 - 0.1771X2 - 0.3478*X3 + 0.0986X4 |
| 138 | Kab. Parigi Moutong | -0.1230 - 0.3372X1 - 0.1682X2 - 0.2308X3 + 0.2658X4 |
| 139 | Kota Bengkulu | -0.0455 - 0.4597X1 - 0.1773X2 - 0.3336*X3 + 0.0790X4 |
| 140 | Kab. Buton Tengah | -0.3652 - 0.3235X1 - 0.1677X2 - 0.1978*X3 + 0.1994X4 |
| 141 | Kab. Barito Utara | -0.4895 - 0.2620X1 - 0.1703X2 - 0.2682*X3 + 0.1404X4 |
| 142 | Kab. Seluma | -0.0195 - 0.4679X1 - 0.1772X2 - 0.3320*X3 + 0.0726X4 |
| 143 | Kota Palembang | -0.0792 - 0.4116X1 - 0.1764X2 - 0.3329*X3 + 0.0811X4 |
| 144 | Kab. Padang Lawas | -0.0786 - 0.4980X1 - 0.1777X2 - 0.3526*X3 + 0.0284X4 |
| 145 | Kab. Bintan | -0.3166 - 0.3610X1 - 0.1755X2 - 0.3434*X3 + 0.0928X4 |
| 146 | Kab. Mamberamo Tengah | 2.0532 - 0.4618X1 - 0.1596X2 + 0.0012X3 + 0.6571*X4 |
| 147 | Kab. Ogan Ilir | -0.0364 - 0.4397X1 - 0.1765X2 - 0.3319*X3 + 0.0722X4 |
| 148 | Kab. Pidie | -0.1091 - 0.7220X1 - 0.1779X2 - 0.3428*X3 + 0.0240X4 |
| 149 | Kab. Kepulauan Selayar | -0.2870 - 0.1951X1 - 0.1688X2 - 0.2008*X3 + 0.0902X4 |
| 150 | Kab. Tapanuli Selatan | 0.0530 - 0.5333X1 - 0.1782X2 - 0.3488*X3 - 0.0030X4 |
| 151 | Kab. Karimun | -0.3827 - 0.3527X1 - 0.1761X2 - 0.3472*X3 + 0.0899X4 |
| 152 | Kab. Maros | -0.1999 - 0.3100X1 - 0.1691X2 - 0.2220*X3 + 0.1216X4 |
| 153 | Kab. Sekadau | -0.4744 - 0.2853X1 - 0.1724X2 - 0.3040*X3 + 0.0780X4 |
| 154 | Kota Langsa | 0.0100 - 0.6080X1 - 0.1778X2 - 0.3485*X3 + 0.0073X4 |
| 155 | Kab. Bojonegoro | -0.2118 - 0.4611X1 - 0.1730X2 - 0.2749*X3 - 0.0698X4 |
| 156 | Kab. Gorontalo Utara | 0.3409 - 0.3078X1 - 0.1668X2 - 0.1951X3 + 0.3808X4 |
| 157 | Kab. Yahukimo | 2.1914 - 0.4489X1 - 0.1600X2 + 0.0151X3 + 0.6422*X4 |
| 158 | Kab. Aceh Tenggara | 0.0778 - 0.5938X1 - 0.1782X2 - 0.3455*X3 - 0.0061X4 |
| 159 | Kab. Batu Bara | 0.0665 - 0.5329X1 - 0.1777X2 - 0.3523*X3 + 0.0047X4 |
| 160 | Kab. Maluku Barat Daya | -0.1081 - 0.2175X1 - 0.1661X2 - 0.1541X3 + 0.3338X4 |
| 161 | Kab. Seram Bagian Barat | 0.1547 - 0.3689X1 - 0.1643X2 - 0.1353X3 + 0.5322X4 |
| 162 | Kab. Halmahera Timur | -0.0990 - 0.3139X1 - 0.1645X2 - 0.1387X3 + 0.4982X4 |
| 163 | Kab. Muna Barat | -0.3712 - 0.3421X1 - 0.1676X2 - 0.1985*X3 + 0.2067X4 |
| 164 | Kab. Kebumen | 0.0953 - 0.6506X1 - 0.1743X2 - 0.2957*X3 - 0.0569X4 |
| 165 | Kab. Aceh Tengah | -0.0078 - 0.6390X1 - 0.1779X2 - 0.3442*X3 + 0.0109X4 |
| 166 | Kota Prabumulih | -0.0321 - 0.4374X1 - 0.1767X2 - 0.3324*X3 + 0.0732X4 |
| 167 | Kab. Buleleng | -0.5983 - 0.1135X1 - 0.1721X2 - 0.2173X3 - 0.1268X4 |
| 168 | Kab. Grobogan | -0.1942 - 0.5336X1 - 0.1735X2 - 0.2854*X3 - 0.0700X4 |
| 169 | Kab. Lebak | 0.6776 - 0.7373X1 - 0.1767X2 - 0.3088*X3 - 0.0568X4 |
| 170 | Kab. Kepulauan Meranti | -0.3565 - 0.3631X1 - 0.1764X2 - 0.3498*X3 + 0.0829X4 |
| 171 | Kab. Musi Rawas Utara | -0.1159 - 0.4076X1 - 0.1770X2 - 0.3371*X3 + 0.0883X4 |
| 172 | Kab. Sarolangun | -0.1876 - 0.3988X1 - 0.1769X2 - 0.3396*X3 + 0.0910X4 |
| 173 | Kab. Kediri | -0.2304 - 0.4280X1 - 0.1729X2 - 0.2679*X3 - 0.0802X4 |
| 174 | Kab. Lampung Barat | 0.1259 - 0.5576X1 - 0.1770X2 - 0.3264*X3 + 0.0287X4 |
| 175 | Kab. Minahasa Utara | 0.0378 - 0.3493X1 - 0.1660X2 - 0.1782X3 + 0.3781X4 |
| 176 | Kab. Tapanuli Tengah | 0.1257 - 0.5641X1 - 0.1785X2 - 0.3453*X3 - 0.0211X4 |
| 177 | Kab. Aceh Barat | -0.0071 - 0.6571X1 - 0.1780X2 - 0.3413*X3 + 0.0174X4 |
| 178 | Kab. Mamasa | -0.2826 - 0.3281X1 - 0.1689X2 - 0.2307*X3 + 0.1870X4 |
| 179 | Kab. Aceh Utara | -0.0243 - 0.6547X1 - 0.1777X2 - 0.3462*X3 + 0.0159X4 |
| 180 | Kab. Buton Utara | -0.3779 - 0.3430X1 - 0.1674X2 - 0.1941*X3 + 0.2288X4 |
| 181 | Kab. Pidie Jaya | -0.0917 - 0.7051X1 - 0.1778X2 - 0.3430*X3 + 0.0212X4 |
| 182 | Kab. Luwu Utara | -0.2681 - 0.3395X1 - 0.1685X2 - 0.2250*X3 + 0.2164X4 |
| 183 | Kab. Manggarai Barat | -0.2649 - 0.1347X1 - 0.1695X2 - 0.1986X3 + 0.0178X4 |
| 184 | Kab. Manggarai Timur | -0.3680 - 0.1533X1 - 0.1691X2 - 0.1965X3 + 0.0419X4 |
| 185 | Kab. Nagekeo | -0.4097 - 0.1599X1 - 0.1689X2 - 0.1931X3 + 0.0604X4 |
| 186 | Kota Malang | -0.2532 - 0.3649X1 - 0.1728X2 - 0.2595*X3 - 0.0857X4 |
| 187 | Kab. Bangka | -0.2307 - 0.3629X1 - 0.1757X2 - 0.3316*X3 + 0.0969X4 |
| 188 | Kab. Sukamara | -0.3812 - 0.3322X1 - 0.1726X2 - 0.2959*X3 + 0.0443X4 |
| 189 | Kab. Bungo | -0.2945 - 0.4049X1 - 0.1769X2 - 0.3464*X3 + 0.0970X4 |
| 190 | Kota Batam | -0.3293 - 0.3623X1 - 0.1757X2 - 0.3455*X3 + 0.0912X4 |
| 191 | Kab. Bangka Tengah | -0.1803 - 0.3853X1 - 0.1757X2 - 0.3293*X3 + 0.0909X4 |
| 192 | Kab. Sumba Tengah | -0.1576 - 0.0976X1 - 0.1699X2 - 0.1959X3 - 0.0278X4 |
| 193 | Kab. Aceh Singkil | 0.0796 - 0.5954X1 - 0.1784X2 - 0.3438*X3 - 0.0122X4 |
| 194 | Kota Blitar | -0.2519 - 0.4189X1 - 0.1730X2 - 0.2661*X3 - 0.0877X4 |
| 195 | Kab. Pamekasan | -0.2438 - 0.2865X1 - 0.1722X2 - 0.2510*X3 - 0.0644X4 |
| 196 | Kab. Konawe Utara | -0.2693 - 0.3528X1 - 0.1677X2 - 0.2049*X3 + 0.2158X4 |
| 197 | Kab. Tanah Bumbu | -0.5208 - 0.2435X1 - 0.1704X2 - 0.2540*X3 + 0.0983X4 |
| 198 | Kota Tarakan | -0.3574 - 0.2992X1 - 0.1691X2 - 0.2534*X3 + 0.2018X4 |
| 199 | Kab. Pohuwato | 0.2705 - 0.2913X1 - 0.1675X2 - 0.2099X3 + 0.3299X4 |
| 200 | Kota Ternate | -0.1449 - 0.3173X1 - 0.1649X2 - 0.1497X3 + 0.4620X4 |
| 201 | Kota Dumai | -0.1731 - 0.4419X1 - 0.1770X2 - 0.3538*X3 + 0.0516X4 |
| 202 | Kab. Samosir | 0.0831 - 0.5611X1 - 0.1783X2 - 0.3485*X3 - 0.0125X4 |
| 203 | Kab. Ogan Komering Ilir | -0.0269 - 0.4404X1 - 0.1763X2 - 0.3297*X3 + 0.0707X4 |
| 204 | Kab. Katingan | -0.5896 - 0.2494X1 - 0.1712X2 - 0.2795*X3 + 0.0928X4 |
| 205 | Kab. Tolikara | 2.0700 - 0.4520X1 - 0.1596X2 - 0.0068X3 + 0.6676*X4 |
| 206 | Kab. Wonosobo | 0.0049 - 0.6260X1 - 0.1741X2 - 0.2949*X3 - 0.0583X4 |
| 207 | Kab. Lahat | 0.0028 - 0.4551X1 - 0.1770X2 - 0.3313*X3 + 0.0693X4 |
| 208 | Kab. Pasangkayu | -0.2553 - 0.3264X1 - 0.1686X2 - 0.2352*X3 + 0.2284X4 |
| 209 | Kab. Seruyan | -0.4887 - 0.2862X1 - 0.1719X2 - 0.2889*X3 + 0.0636X4 |
| 210 | Kab. Kepulauan Sangihe | -0.0900 - 0.3055X1 - 0.1658X2 - 0.1710X3 + 0.3776X4 |
| 211 | Kab. Hulu Sungai Selatan | -0.5830 - 0.2339X1 - 0.1705X2 - 0.2612*X3 + 0.1153X4 |
| 212 | Kab. Buru | -0.2162 - 0.3487X1 - 0.1652X2 - 0.1569X3 + 0.4322X4 |
| 213 | Kab. Kepulauan Aru | 2.0853 - 0.3811X1 - 0.1620X2 - 0.0364X3 + 0.6385*X4 |
| 214 | Kab. Banjarnegara | 0.0972 - 0.6450X1 - 0.1742X2 - 0.2971*X3 - 0.0506X4 |
| 215 | Kab. Kupang | -0.4044 - 0.1883X1 - 0.1676X2 - 0.1721X3 + 0.1590X4 |
| 216 | Kab. Sragen | -0.2170 - 0.5369X1 - 0.1736X2 - 0.2833*X3 - 0.0812X4 |
| 217 | Kab. Sampang | -0.2233 - 0.3098X1 - 0.1723X2 - 0.2549*X3 - 0.0631X4 |
| 218 | Kab. Rembang | -0.1984 - 0.4761X1 - 0.1731X2 - 0.2804*X3 - 0.0598X4 |
| 219 | Kab. Kendal | -0.0458 - 0.5940X1 - 0.1739X2 - 0.2945*X3 - 0.0541X4 |
| 220 | Kab. Halmahera Selatan | -0.1263 - 0.3302X1 - 0.1647X2 - 0.1466X3 + 0.4902X4 |
| 221 | Kab. Badung | -0.6393 - 0.0921X1 - 0.1721X2 - 0.2119X3 - 0.1379X4 |
| 222 | Kota Padang | -0.2045 - 0.4888X1 - 0.1771X2 - 0.3527*X3 + 0.0986X4 |
| 223 | Kab. Garut | 0.6561 - 0.7729X1 - 0.1757X2 - 0.3042*X3 - 0.0553X4 |
| 224 | Kab. Sanggau | -0.4970 - 0.2919X1 - 0.1725X2 - 0.3086*X3 + 0.0844X4 |
| 225 | Kab. Tulangbawang | 0.1234 - 0.5371X1 - 0.1765X2 - 0.3259*X3 + 0.0338X4 |
| 226 | Kab. Ogan Komering Ulu Selatan | 0.0638 - 0.5092X1 - 0.1770X2 - 0.3285*X3 + 0.0484X4 |
| 227 | Kab. Penukal Abab | -0.0644 - 0.4204X1 - 0.1767X2 - 0.3335*X3 + 0.0782X4 |
| 228 | Kab. Timor Tengah Utara | -0.3466 - 0.1950X1 - 0.1672X2 - 0.1675X3 + 0.2013X4 |
| 229 | Kab. Konawe Kepulauan | -0.3093 - 0.3492X1 - 0.1672X2 - 0.1943*X3 + 0.2428X4 |
| 230 | Kab. Serang | 0.5727 - 0.7015X1 - 0.1767X2 - 0.3129*X3 - 0.0364X4 |
| 231 | Kab. Kepulauan Anambas | -0.5684 - 0.3457X1 - 0.1744X2 - 0.3396*X3 + 0.1158X4 |
| 232 | Kab. Manokwari Selatan | 1.8757 - 0.3491X1 - 0.1617X2 - 0.0707X3 + 0.6316*X4 |
| 233 | Kota Pangkal Pinang | -0.2023 - 0.3743X1 - 0.1756X2 - 0.3303*X3 + 0.0932X4 |
| 234 | Kab. Malinau | -0.2922 - 0.3079X1 - 0.1699X2 - 0.2683*X3 + 0.1660X4 |
| 235 | Kab. Batang Hari | -0.2747 - 0.3694X1 - 0.1767X2 - 0.3410*X3 + 0.0946X4 |
| 236 | Kab. Karawang | 0.7014 - 0.7401X1 - 0.1759X2 - 0.3065*X3 - 0.0501X4 |
| 237 | Kab. Banggai | -0.0559 - 0.3134X1 - 0.1673X2 - 0.2032X3 + 0.2999X4 |
| 238 | Kab. Karo | 0.0803 - 0.5754X1 - 0.1782X2 - 0.3485*X3 - 0.0086X4 |
| 239 | Kab. Lamongan | -0.1999 - 0.4081X1 - 0.1727X2 - 0.2687*X3 - 0.0644X4 |
| 240 | Kab. Polewali Mandar | -0.2660 - 0.3196X1 - 0.1690X2 - 0.2314*X3 + 0.1716X4 |
| 241 | Kab. Bulukumba | -0.2168 - 0.2846X1 - 0.1689X2 - 0.2147*X3 + 0.1194X4 |
| 242 | Kab. Way Kanan | 0.0741 - 0.5225X1 - 0.1768X2 - 0.3283*X3 + 0.0421X4 |
| 243 | Kab. Kerinci | -0.2076 - 0.4459X1 - 0.1771X2 - 0.3443*X3 + 0.0958X4 |
| 244 | Kab. Kayong Utara | -0.4733 - 0.3173X1 - 0.1730X2 - 0.3091*X3 + 0.0645X4 |
| 245 | Kab. Bolaang Mongondow Utara | 0.2515 - 0.3205X1 - 0.1666X2 - 0.1915X3 + 0.3841X4 |
| 246 | Kab. Ponorogo | -0.2538 - 0.4931X1 - 0.1734X2 - 0.2748*X3 - 0.0903X4 |
| 247 | Kab. Dairi | 0.0877 - 0.5772X1 - 0.1783X2 - 0.3473*X3 - 0.0109X4 |
| 248 | Kab. Nias | 0.0210 - 0.6164X1 - 0.1784X2 - 0.3409*X3 + 0.0021X4 |
| 249 | Kota Bitung | 0.0085 - 0.3419X1 - 0.1660X2 - 0.1762X3 + 0.3780X4 |
| 250 | Kab. Alor | -0.2375 - 0.1939X1 - 0.1669X2 - 0.1683X3 + 0.2347X4 |
| 251 | Kab. Luwu | -0.2961 - 0.3401X1 - 0.1686X2 - 0.2215*X3 + 0.1867X4 |
| 252 | Kab. Indragiri Hulu | -0.3823 - 0.3741X1 - 0.1767X2 - 0.3494*X3 + 0.0940X4 |
| 253 | Kab. Kapuas Hulu | -0.3112 - 0.2924X1 - 0.1713X2 - 0.2887*X3 + 0.1010X4 |
| 254 | Kab. Kepulauan Seribu | 0.5817 - 0.6921X1 - 0.1764X2 - 0.3125*X3 - 0.0318X4 |
| 255 | Kab. Nganjuk | -0.2239 - 0.4546X1 - 0.1730X2 - 0.2718*X3 - 0.0772X4 |
| 256 | Kab. Lembata | -0.3517 - 0.1812X1 - 0.1676X2 - 0.1791X3 + 0.1699X4 |
| 257 | Kab. Bandung | 0.6929 - 0.7779X1 - 0.1758X2 - 0.3048*X3 - 0.0562X4 |
| 258 | Kota Palangka Raya | -0.5992 - 0.2440X1 - 0.1710X2 - 0.2760*X3 + 0.1032X4 |
| 259 | Kota Batu | -0.2409 - 0.3815X1 - 0.1728X2 - 0.2622*X3 - 0.0820X4 |
| 260 | Kab. Gayo Lues | 0.0475 - 0.6049X1 - 0.1781X2 - 0.3439*X3 + 0.0008X4 |
| 261 | Kota Gunungsitoli | 0.0117 - 0.6255X1 - 0.1784X2 - 0.3398*X3 + 0.0021X4 |
| 262 | Kab. Labuhan Batu Utara | 0.0122 - 0.5087X1 - 0.1778X2 - 0.3520*X3 + 0.0052X4 |
| 263 | Kab. Purwakarta | 0.7252 - 0.7633X1 - 0.1760X2 - 0.3053*X3 - 0.0574X4 |
| 264 | Kab. Cilacap | 0.4178 - 0.7163X1 - 0.1748X2 - 0.3013*X3 - 0.0403X4 |
| 265 | Kab. Barito Selatan | -0.6167 - 0.2317X1 - 0.1705X2 - 0.2668*X3 + 0.1263X4 |
| 266 | Kab. Mamuju Tengah | -0.2756 - 0.3284X1 - 0.1686X2 - 0.2319*X3 + 0.2156X4 |
| 267 | Kab. Majene | -0.2575 - 0.3123X1 - 0.1691X2 - 0.2339*X3 + 0.1672X4 |
| 268 | Kab. Aceh Barat Daya | 0.0617 - 0.6136X1 - 0.1782X2 - 0.3417*X3 + 0.0041X4 |
| 269 | Kota Pagar Alam | 0.0044 - 0.4678X1 - 0.1771X2 - 0.3309*X3 + 0.0661X4 |
| 270 | Kota Padangsidimpuan | 0.0314 - 0.5302X1 - 0.1782X2 - 0.3493*X3 + 0.0029X4 |
| 271 | Kab. Rokan Hilir | -0.1320 - 0.4600X1 - 0.1773X2 - 0.3539*X3 + 0.0369X4 |
| 272 | Kab. Sumedang | 0.6628 - 0.7602X1 - 0.1754X2 - 0.3054*X3 - 0.0446X4 |
| 273 | Kab. Hulu Sungai Utara | -0.5852 - 0.2353X1 - 0.1704X2 - 0.2622*X3 + 0.1216X4 |
| 274 | Kab. Kudus | -0.1727 - 0.5247X1 - 0.1735X2 - 0.2869*X3 - 0.0589X4 |
| 275 | Kab. Gunung Mas | -0.5540 - 0.2516X1 - 0.1711X2 - 0.2800*X3 + 0.1068X4 |
| 276 | Kab. Raja Ampat | 0.5143 - 0.3248X1 - 0.1636X2 - 0.1208X3 + 0.5752X4 |
| 277 | Kab. Bangka Barat | -0.2475 - 0.3540X1 - 0.1758X2 - 0.3334*X3 + 0.0990X4 |
| 278 | Kab. Muna | -0.3821 - 0.3405X1 - 0.1675X2 - 0.1960*X3 + 0.2160X4 |
| 279 | Kab. Bolaang Mongondow | 0.1574 - 0.3376X1 - 0.1664X2 - 0.1868X3 + 0.3801X4 |
| 280 | Kab. Barru | -0.2554 - 0.3197X1 - 0.1690X2 - 0.2235*X3 + 0.1365X4 |
| 281 | Kab. Pelalawan | -0.3809 - 0.3771X1 - 0.1766X2 - 0.3512*X3 + 0.0871X4 |
| 282 | Kab. Sambas | -0.4220 - 0.3388X1 - 0.1729X2 - 0.3197*X3 + 0.1040X4 |
| 283 | Kota Subulussalam | 0.0902 - 0.5888X1 - 0.1784X2 - 0.3449*X3 - 0.0119X4 |
| 284 | Kab. Kutai Barat | -0.4504 - 0.2735X1 - 0.1700X2 - 0.2642*X3 + 0.1603X4 |
| 285 | Kota Semarang | -0.1076 - 0.5728X1 - 0.1738X2 - 0.2917*X3 - 0.0593X4 |
| 286 | Kab. Hulu Sungai Tengah | -0.5400 - 0.2449X1 - 0.1703X2 - 0.2599*X3 + 0.1205X4 |
| 287 | Kab. Lingga | -0.4060 - 0.3366X1 - 0.1759X2 - 0.3404*X3 + 0.1015X4 |
| 288 | Kab. Tapin | -0.5944 - 0.2311X1 - 0.1706X2 - 0.2618*X3 + 0.1106X4 |
| 289 | Kab. Nias Utara | -0.0019 - 0.6364X1 - 0.1784X2 - 0.3389*X3 + 0.0045X4 |
| 290 | Kota Jakarta Selatan | 0.6954 - 0.7298X1 - 0.1764X2 - 0.3072*X3 - 0.0606X4 |
| 291 | Kab. Mojokerto | -0.2153 - 0.3929X1 - 0.1727X2 - 0.2645*X3 - 0.0737X4 |
| 292 | Kab. Banggai Kepulauan | -0.1231 - 0.3240X1 - 0.1668X2 - 0.1925X3 + 0.3233X4 |
| 293 | Kab. Supiori | 2.3512 - 0.3578X1 - 0.1611X2 - 0.0549X3 + 0.6375*X4 |
| 294 | Kab. Demak | -0.1551 - 0.5468X1 - 0.1736X2 - 0.2888*X3 - 0.0613X4 |
| 295 | Kab. Belu | -0.2891 - 0.1950X1 - 0.1670X2 - 0.1653X3 + 0.2212X4 |
| 296 | Kab. Pati | -0.1884 - 0.5030X1 - 0.1733X2 - 0.2847*X3 - 0.0582X4 |
| 297 | Kab. Bireuen | -0.0665 - 0.6808X1 - 0.1778X2 - 0.3439*X3 + 0.0180X4 |
| 298 | Kota Tomohon | 0.0435 - 0.3500X1 - 0.1661X2 - 0.1800X3 + 0.3746X4 |
| 299 | Kab. Wonogiri | -0.2410 - 0.5402X1 - 0.1737X2 - 0.2802*X3 - 0.0949X4 |
| 300 | Kab. Dompu | -0.1815 - 0.1156X1 - 0.1703X2 - 0.2035X3 - 0.0326X4 |
| 301 | Kab. Wakatobi | -0.4117 - 0.3139X1 - 0.1671X2 - 0.1865*X3 + 0.2434X4 |
| 302 | Kab. Nias Barat | -0.0063 - 0.6306X1 - 0.1784X2 - 0.3396*X3 + 0.0068X4 |
| 303 | Kab. Madiun | -0.2293 - 0.4838X1 - 0.1732X2 - 0.2750*X3 - 0.0796X4 |
| 304 | Kab. Tegal | 0.3543 - 0.6903X1 - 0.1744X2 - 0.3018*X3 - 0.0321X4 |
| 305 | Kab. Soppeng | -0.2756 - 0.3220X1 - 0.1689X2 - 0.2218*X3 + 0.1435X4 |
| 306 | Kota Surakarta | -0.2123 - 0.5511X1 - 0.1737X2 - 0.2839*X3 - 0.0858X4 |
| 307 | Kab. Aceh Timur | -0.0146 - 0.6243X1 - 0.1778X2 - 0.3473*X3 + 0.0104X4 |
| 308 | Kab. Lombok Barat | -0.4363 - 0.1007X1 - 0.1715X2 - 0.2065X3 - 0.1065X4 |
| 309 | Kab. Humbang Hasundutan | 0.0925 - 0.5656X1 - 0.1784X2 - 0.3465*X3 - 0.0181X4 |
| 310 | Kab. Malang | -0.2621 - 0.3575X1 - 0.1728X2 - 0.2581*X3 - 0.0887X4 |
| 311 | Kab. Mamuju | -0.2686 - 0.3318X1 - 0.1688X2 - 0.2315*X3 + 0.2010X4 |
| 312 | Kab. Puncak | 2.1750 - 0.4415X1 - 0.1597X2 - 0.0124X3 + 0.6766*X4 |
| 313 | Kab. Gowa | -0.1792 - 0.2940X1 - 0.1691X2 - 0.2195*X3 + 0.1114X4 |
| 314 | Kab. Asmat | 2.9547 - 0.3833X1 - 0.1611X2 + 0.0188X3 + 0.6009*X4 |
| 315 | Kab. Asahan | 0.0491 - 0.5211X1 - 0.1778X2 - 0.3520*X3 + 0.0034X4 |
| 316 | Kab. Kepulauan Sula | -0.3474 - 0.3192X1 - 0.1656X2 - 0.1681X3 + 0.4019X4 |
| 317 | Kab. Toraja Utara | -0.2874 - 0.3404X1 - 0.1687X2 - 0.2262*X3 + 0.2021X4 |
| 318 | Kab. Pangandaran | 0.4626 - 0.7304X1 - 0.1750X2 - 0.3015*X3 - 0.0453X4 |
| 319 | Kab. Buton Selatan | -0.3692 - 0.3125X1 - 0.1676X2 - 0.1945*X3 + 0.2086X4 |
| 320 | Kab. Sumbawa Barat | -0.3272 - 0.1042X1 - 0.1711X2 - 0.2049X3 - 0.0789X4 |
| 321 | Kab. Nagan Raya | 0.0353 - 0.6302X1 - 0.1781X2 - 0.3412*X3 + 0.0120X4 |
| 322 | Kab. Gunung Kidul | -0.1910 - 0.5769X1 - 0.1740X2 - 0.2844*X3 - 0.0910X4 |
| 323 | Kab. Ngada | -0.4035 - 0.1564X1 - 0.1690X2 - 0.1946X3 + 0.0501X4 |
| 324 | Kab. Pinrang | -0.2923 - 0.3294X1 - 0.1689X2 - 0.2262*X3 + 0.1644X4 |
| 325 | Kab. Tana Toraja | -0.2956 - 0.3381X1 - 0.1687X2 - 0.2263*X3 + 0.1939X4 |
| 326 | Kab. Kulon Progo | -0.0931 - 0.6145X1 - 0.1741X2 - 0.2902*X3 - 0.0767X4 |
| 327 | Kab. Mesuji | 0.0405 - 0.4907X1 - 0.1764X2 - 0.3283*X3 + 0.0511X4 |
| 328 | Kab. Bone Bolango | 0.3017 - 0.3182X1 - 0.1667X2 - 0.1930X3 + 0.3845X4 |
| 329 | Kab. Flores Timur | -0.4075 - 0.1831X1 - 0.1678X2 - 0.1822X3 + 0.1504X4 |
| 330 | Kab. Paniai | 2.4644 - 0.4113X1 - 0.1602X2 - 0.0251X3 + 0.6785*X4 |
| 331 | Kab. Banjar | -0.5644 - 0.2370X1 - 0.1706X2 - 0.2601*X3 + 0.0990X4 |
| 332 | Kota Pasuruan | -0.2246 - 0.3457X1 - 0.1726X2 - 0.2573*X3 - 0.0764X4 |
| 333 | Kota Banjar Baru | -0.5272 - 0.2470X1 - 0.1708X2 - 0.2617*X3 + 0.0884X4 |
| 334 | Kab. Cianjur | 0.7582 - 0.7816X1 - 0.1764X2 - 0.3040*X3 - 0.0726X4 |
| 335 | Kab. Labuhan Batu Selatan | -0.0674 - 0.4857X1 - 0.1777X2 - 0.3531*X3 + 0.0196X4 |
| 336 | Kota Bekasi | 0.7011 - 0.7333X1 - 0.1763X2 - 0.3068*X3 - 0.0602X4 |
| 337 | Kab. Bekasi | 0.6944 - 0.7316X1 - 0.1762X2 - 0.3071*X3 - 0.0546X4 |
| 338 | Kab. Enrekang | -0.3064 - 0.3341X1 - 0.1688X2 - 0.2239*X3 + 0.1730X4 |
| 339 | Kab. Sidenreng Rappang | -0.3039 - 0.3294X1 - 0.1687X2 - 0.2220*X3 + 0.1631X4 |
| 340 | Kab. Trenggalek | -0.2604 - 0.4733X1 - 0.1733X2 - 0.2722*X3 - 0.0916X4 |
| 341 | Kab. Tanjung Jabung Timur | -0.3691 - 0.3384X1 - 0.1763X2 - 0.3404*X3 + 0.0992X4 |
| 342 | Kab. Tabanan | -0.6281 - 0.1002X1 - 0.1721X2 - 0.2143X3 - 0.1351X4 |
| 343 | Kab. Lamandau | -0.4611 - 0.2942X1 - 0.1724X2 - 0.2957*X3 + 0.0583X4 |
| 344 | Kab. Tana Tidung | -0.4766 - 0.2738X1 - 0.1694X2 - 0.2588*X3 + 0.1761X4 |
| 345 | Kab. Magetan | -0.2413 - 0.5114X1 - 0.1734X2 - 0.2781*X3 - 0.0860X4 |
| 346 | Kab. Kuantan Singingi | -0.3350 - 0.4148X1 - 0.1769X2 - 0.3527*X3 + 0.0943X4 |
| 347 | Kab. Sumenep | -0.2645 - 0.2554X1 - 0.1721X2 - 0.2462*X3 - 0.0638X4 |
| 348 | Kab. Brebes | 0.4581 - 0.7123X1 - 0.1746X2 - 0.3029*X3 - 0.0308X4 |
| 349 | Kab. Jayawijaya | 2.0871 - 0.4570X1 - 0.1597X2 + 0.0078X3 + 0.6556*X4 |
| 350 | Kab. Mempawah | -0.4076 - 0.3409X1 - 0.1733X2 - 0.3212*X3 + 0.0974X4 |
| 351 | Kota Tual | 1.2009 - 0.3781X1 - 0.1626X2 - 0.0651X3 + 0.6254*X4 |
| 352 | Kab. Lampung Timur | 0.2742 - 0.6128X1 - 0.1766X2 - 0.3218*X3 + 0.0057X4 |
| 353 | Kab. Boalemo | 0.3595 - 0.2863X1 - 0.1672X2 - 0.2017X3 + 0.3551X4 |
| 354 | Kab. Barito Kuala | -0.5940 - 0.2340X1 - 0.1707X2 - 0.2643*X3 + 0.1039X4 |
| 355 | Kab. Sijunjung | -0.2961 - 0.4405X1 - 0.1769X2 - 0.3538*X3 + 0.0992X4 |
| 356 | Kota Pontianak | -0.4272 - 0.3329X1 - 0.1732X2 - 0.3186*X3 + 0.0909X4 |
| 357 | Kab. Bengkulu Utara | -0.1165 - 0.4514X1 - 0.1773X2 - 0.3373*X3 + 0.0844X4 |
| 358 | Kab. Pasaman | -0.1687 - 0.4884X1 - 0.1774X2 - 0.3545*X3 + 0.0600X4 |
| 359 | Kab. Langkat | 0.0555 - 0.5883X1 - 0.1780X2 - 0.3494*X3 - 0.0008X4 |
| 360 | Kab. Konawe Selatan | -0.3375 - 0.3576X1 - 0.1676X2 - 0.2003*X3 + 0.2138X4 |
| 361 | Kab. Gorontalo | 0.3743 - 0.2970X1 - 0.1670X2 - 0.1979X3 + 0.3714X4 |
| 362 | Kab. Luwu Timur | -0.2528 - 0.3321X1 - 0.1680X2 - 0.2147*X3 + 0.2252X4 |
| 363 | Kab. Intan Jaya | 2.3447 - 0.4236X1 - 0.1600X2 - 0.0216X3 + 0.6796*X4 |
| 364 | Kab. Yalimo | 2.0866 - 0.4641X1 - 0.1597X2 + 0.0076X3 + 0.6493*X4 |
| 365 | Kab. Deiyai | 2.3940 - 0.4174X1 - 0.1602X2 - 0.0203X3 + 0.6795*X4 |
| 366 | Kab. Jembrana | -0.5463 - 0.1363X1 - 0.1722X2 - 0.2222X3 - 0.1236X4 |
| 367 | Kab. Lima Puluh Kota | -0.2330 - 0.4672X1 - 0.1771X2 - 0.3560*X3 + 0.0839X4 |
| 368 | Kab. Kapuas | -0.6364 - 0.2304X1 - 0.1707X2 - 0.2705*X3 + 0.1188X4 |
| 369 | Kota Tebing Tinggi | 0.0813 - 0.5479X1 - 0.1778X2 - 0.3522*X3 + 0.0025X4 |
| 370 | Kab. Banyumas | 0.3124 - 0.6912X1 - 0.1746X2 - 0.2997*X3 - 0.0428X4 |
| 371 | Kab. Sleman | -0.1427 - 0.5943X1 - 0.1740X2 - 0.2885*X3 - 0.0802X4 |
| 372 | Kab. Tulang Bawang Barat | 0.0854 - 0.5258X1 - 0.1766X2 - 0.3276*X3 + 0.0388X4 |
| 373 | Kab. Tebo | -0.3301 - 0.3789X1 - 0.1768X2 - 0.3455*X3 + 0.0964X4 |
| 374 | Kab. Kepulauan Talaud | -0.5415 - 0.2845X1 - 0.1653X2 - 0.1570X3 + 0.3869X4 |
| 375 | Kab. Probolinggo | -0.2492 - 0.2950X1 - 0.1725X2 - 0.2490*X3 - 0.0838X4 |
| 376 | Kota Sabang | -0.1621 - 0.7943X1 - 0.1778X2 - 0.3444*X3 + 0.0320X4 |
| 377 | Kota Metro | 0.2365 - 0.6016X1 - 0.1767X2 - 0.3233*X3 + 0.0118X4 |
| 378 | Kab. Indragiri Hilir | -0.4257 - 0.3410X1 - 0.1763X2 - 0.3460*X3 + 0.0965X4 |
| 379 | Kab. Minahasa | 0.0211 - 0.3448X1 - 0.1661X2 - 0.1788X3 + 0.3743X4 |
| 380 | Kab. Ciamis | 0.5498 - 0.7446X1 - 0.1751X2 - 0.3034*X3 - 0.0405X4 |
| 381 | Kab. Pulang Pisau | -0.6318 - 0.2343X1 - 0.1709X2 - 0.2717*X3 + 0.1009X4 |
| 382 | Kab. Dogiyai | 2.4479 - 0.3997X1 - 0.1605X2 - 0.0298X3 + 0.6784*X4 |
| 383 | Kab. Purworejo | -0.0339 - 0.6271X1 - 0.1742X2 - 0.2927*X3 - 0.0683X4 |
| 384 | Kab. Lanny Jaya | 2.0680 - 0.4553X1 - 0.1596X2 - 0.0006X3 + 0.6690*X4 |
| 385 | Kota Lhokseumawe | -0.0211 - 0.6632X1 - 0.1777X2 - 0.3464*X3 + 0.0187X4 |
| 386 | Kab. Kampar | -0.2848 - 0.4343X1 - 0.1770X2 - 0.3553*X3 + 0.0798X4 |
| 387 | Kab. Bantul | -0.1563 - 0.5931X1 - 0.1740X2 - 0.2870*X3 - 0.0857X4 |
| 388 | Kota Tidore Kepulauan | -0.1427 - 0.3127X1 - 0.1647X2 - 0.1447X3 + 0.4744X4 |
| 389 | Kab. Deli Serdang | 0.0820 - 0.5649X1 - 0.1779X2 - 0.3519*X3 - 0.0005X4 |
| 390 | Kab. Pacitan | -0.2541 - 0.5227X1 - 0.1736X2 - 0.2776*X3 - 0.0953X4 |
| 391 | Kota Banjarmasin | -0.5401 - 0.2464X1 - 0.1708X2 - 0.2641*X3 + 0.0916X4 |
| 392 | Kab. Klaten | -0.1924 - 0.5706X1 - 0.1739X2 - 0.2855*X3 - 0.0863X4 |
| 393 | Kab. Halmahera Barat | -0.2231 - 0.3081X1 - 0.1648X2 - 0.1471X3 + 0.4613X4 |
| 394 | Kab. Kutai Kartanegara | -0.4649 - 0.2831X1 - 0.1698X2 - 0.2625*X3 + 0.1724X4 |
| 395 | Kab. Mimika | 2.3991 - 0.4238X1 - 0.1603X2 - 0.0120X3 + 0.6708*X4 |
| 396 | Kab. Maluku Tengah | 0.2141 - 0.3569X1 - 0.1639X2 - 0.1240X3 + 0.5612X4 |
| 397 | Kab. Boyolali | -0.1871 - 0.5589X1 - 0.1737X2 - 0.2865*X3 - 0.0779X4 |
| 398 | Kota Palu | -0.1388 - 0.3435X1 - 0.1683X2 - 0.2301X3 + 0.2581X4 |
| 399 | Kab. Simalungun | 0.0797 - 0.5594X1 - 0.1781X2 - 0.3501*X3 - 0.0075X4 |
| 400 | Kab. Subang | 0.6995 - 0.7541X1 - 0.1757X2 - 0.3056*X3 - 0.0464X4 |
| 401 | Kab. Lebong | -0.0880 - 0.4372X1 - 0.1772X2 - 0.3363*X3 + 0.0826X4 |
| 402 | Kab. Klungkung | -0.6064 - 0.0877X1 - 0.1719X2 - 0.2082X3 - 0.1345X4 |
| 403 | Kota Probolinggo | -0.2363 - 0.3107X1 - 0.1725X2 - 0.2515*X3 - 0.0801X4 |
| 404 | Kab. Tasikmalaya | 0.5929 - 0.7585X1 - 0.1754X2 - 0.3037*X3 - 0.0478X4 |
| 405 | Kota Jakarta Timur | 0.6977 - 0.7308X1 - 0.1764X2 - 0.3071*X3 - 0.0604X4 |
| 406 | Kab. Kotabaru | -0.4853 - 0.2567X1 - 0.1702X2 - 0.2562*X3 + 0.1167X4 |
| 407 | Kab. Belitung | -0.0957 - 0.4354X1 - 0.1750X2 - 0.3186*X3 + 0.0543X4 |
| 408 | Kab. Balangan | -0.5162 - 0.2533X1 - 0.1702X2 - 0.2601*X3 + 0.1315X4 |
| 409 | Kab. Kolaka Timur | -0.3179 - 0.3524X1 - 0.1679X2 - 0.2065*X3 + 0.1959X4 |
| 410 | Kab. Tulungagung | -0.2538 - 0.4489X1 - 0.1732X2 - 0.2697*X3 - 0.0887X4 |
| 411 | Kab. Temanggung | -0.0508 - 0.6052X1 - 0.1739X2 - 0.2942*X3 - 0.0589X4 |
| 412 | Kab. Pulau Taliabu | -0.3252 - 0.3115X1 - 0.1661X2 - 0.1786X3 + 0.3643X4 |
| 413 | Kab. Lampung Tengah | 0.1814 - 0.5776X1 - 0.1766X2 - 0.3247*X3 + 0.0197X4 |
| 414 | Kab. Bengkulu Tengah | -0.0560 - 0.4518X1 - 0.1772X2 - 0.3340*X3 + 0.0817X4 |
| 415 | Kab. Nduga | 2.1416 - 0.4478X1 - 0.1598X2 + 0.0032X3 + 0.6644*X4 |
| 416 | Kab. Magelang | -0.0823 - 0.6117X1 - 0.1740X2 - 0.2920*X3 - 0.0682X4 |
| 417 | Kota Jakarta Barat | 0.6819 - 0.7246X1 - 0.1764X2 - 0.3082*X3 - 0.0561X4 |
| 418 | Kota Tanjung Balai | 0.0524 - 0.5152X1 - 0.1777X2 - 0.3522*X3 + 0.0077X4 |
| 419 | Kab. Minahasa Tenggara | 0.0198 - 0.3432X1 - 0.1661X2 - 0.1803X3 + 0.3714X4 |
| 420 | Kab. Maybrat | 1.3582 - 0.3337X1 - 0.1624X2 - 0.0963X3 + 0.6286*X4 |
| 421 | Kab. Kotawaringin Barat | -0.3779 - 0.3220X1 - 0.1723X2 - 0.2922*X3 + 0.0499X4 |
| 422 | Kab. Kep. Siau Tagulandang Biaro | -0.1098 - 0.3197X1 - 0.1659X2 - 0.1717X3 + 0.3692X4 |
| 423 | Kab. Tanah Datar | -0.2382 - 0.4703X1 - 0.1770X2 - 0.3550*X3 + 0.0962X4 |
| 424 | Kab. Karangasem | -0.6217 - 0.0893X1 - 0.1719X2 - 0.2093X3 - 0.1287X4 |
| 425 | Kab. Empat Lawang | -0.0067 - 0.4487X1 - 0.1771X2 - 0.3322*X3 + 0.0754X4 |
| 426 | Kab. Merauke | 3.4466 - 0.2931X1 - 0.1624X2 + 0.0293X3 + 0.5289*X4 |
| 427 | Kota Sawah Lunto | -0.2547 - 0.4630X1 - 0.1770X2 - 0.3543*X3 + 0.0999X4 |
| 428 | Kab. Kubu Raya | -0.4939 - 0.3152X1 - 0.1732X2 - 0.3158*X3 + 0.0803X4 |
| 429 | Kota Binjai | 0.0914 - 0.5824X1 - 0.1780X2 - 0.3517*X3 + 0.0020X4 |
| 430 | Kab. Penajam Paser Utara | -0.5050 - 0.2699X1 - 0.1698X2 - 0.2571*X3 + 0.1653X4 |
| 431 | Kab. Fakfak | 1.6503 - 0.3463X1 - 0.1621X2 - 0.0731X3 + 0.6299*X4 |
| 432 | Kab. Blitar | -0.2597 - 0.4027X1 - 0.1730X2 - 0.2641*X3 - 0.0892X4 |
| 433 | Kab. Solok | -0.2671 - 0.4577X1 - 0.1770X2 - 0.3529*X3 + 0.1029X4 |
| 434 | Kab. Bangka Selatan | -0.1434 - 0.4041X1 - 0.1757X2 - 0.3271*X3 + 0.0846X4 |
| 435 | Kab. Pekalongan | 0.1341 - 0.6412X1 - 0.1742X2 - 0.2987*X3 - 0.0429X4 |
| 436 | Kota Ambon | 0.2687 - 0.3743X1 - 0.1645X2 - 0.1380X3 + 0.5222X4 |
| 437 | Kab. Sukoharjo | -0.2274 - 0.5464X1 - 0.1737X2 - 0.2824*X3 - 0.0904X4 |
| 438 | Kab. Gianyar | -0.6473 - 0.0881X1 - 0.1720X2 - 0.2108X3 - 0.1376X4 |
| 439 | Kota Kendari | -0.2939 - 0.3646X1 - 0.1675X2 - 0.2004*X3 + 0.2255X4 |
| 440 | Kab. Agam | -0.1865 - 0.4959X1 - 0.1772X2 - 0.3548*X3 + 0.0827X4 |
| 441 | Kota Bontang | -0.2477 - 0.3324X1 - 0.1692X2 - 0.2556*X3 + 0.2139X4 |
| 442 | Kota Pekanbaru | -0.2876 - 0.4210X1 - 0.1769X2 - 0.3547*X3 + 0.0802X4 |
| 443 | Kab. Bolaang Mongondow Timur | 0.0744 - 0.3431X1 - 0.1662X2 - 0.1826X3 + 0.3766X4 |
| 444 | Kab. Murung Raya | -0.3586 - 0.2833X1 - 0.1707X2 - 0.2769*X3 + 0.1193X4 |
| 445 | Kab. Melawi | -0.3630 - 0.2808X1 - 0.1721X2 - 0.2953*X3 + 0.0645X4 |
| 446 | Kab. Aceh Besar | -0.1505 - 0.7637X1 - 0.1778X2 - 0.3433*X3 + 0.0279X4 |
| 447 | Kab. Minahasa Selatan | 0.0563 - 0.3430X1 - 0.1663X2 - 0.1828X3 + 0.3710X4 |
| 448 | Kab. Kepulauan Yapen | 2.5109 - 0.3819X1 - 0.1606X2 - 0.0395X3 + 0.6510*X4 |
| 449 | Kota Sorong | 1.0436 - 0.3046X1 - 0.1631X2 - 0.1108X3 + 0.5858X4 |
| 450 | Kab. Batang | 0.0371 - 0.6174X1 - 0.1740X2 - 0.2969*X3 - 0.0482X4 |
| 451 | Kota Salatiga | -0.1425 - 0.5791X1 - 0.1738X2 - 0.2894*X3 - 0.0710X4 |
| 452 | Kab. Mamberamo Raya | 2.2925 - 0.4215X1 - 0.1600X2 - 0.0205X3 + 0.6558*X4 |
| 453 | Kab. Muaro Jambi | -0.3181 - 0.3420X1 - 0.1764X2 - 0.3391*X3 + 0.0974X4 |
| 454 | Kota Serang | 0.6103 - 0.7109X1 - 0.1766X2 - 0.3116*X3 - 0.0399X4 |
| 455 | Kab. Aceh Tamiang | 0.0091 - 0.6025X1 - 0.1779X2 - 0.3478*X3 + 0.0029X4 |
| 456 | Kota Bandung | 0.7096 - 0.7795X1 - 0.1758X2 - 0.3050*X3 - 0.0559X4 |
| 457 | Kota Manado | 0.0555 - 0.3537X1 - 0.1661X2 - 0.1796X3 + 0.3784X4 |
| 458 | Kota Banda Aceh | -0.1211 - 0.7919X1 - 0.1778X2 - 0.3444*X3 + 0.0359X4 |
| 459 | Kab. Morowali | -0.1858 - 0.3414X1 - 0.1677X2 - 0.2059*X3 + 0.2368X4 |
| 460 | Kab. Kaimana | 2.0782 - 0.3607X1 - 0.1614X2 - 0.0530X3 + 0.6455*X4 |
| 461 | Kota Tangerang | 0.6769 - 0.7245X1 - 0.1765X2 - 0.3087*X3 - 0.0546X4 |
| 462 | Kab. Bantaeng | -0.1788 - 0.2869X1 - 0.1690X2 - 0.2167*X3 + 0.1130X4 |
| 463 | Kota Cimahi | 0.7186 - 0.7804X1 - 0.1759X2 - 0.3050*X3 - 0.0575X4 |
| 464 | Kab. Semarang | -0.1227 - 0.5840X1 - 0.1738X2 - 0.2909*X3 - 0.0673X4 |
| 465 | Kota Tasikmalaya | 0.5818 - 0.7525X1 - 0.1753X2 - 0.3035*X3 - 0.0449X4 |
| 466 | Kab. Jepara | -0.1569 - 0.5218X1 - 0.1735X2 - 0.2884*X3 - 0.0522X4 |
| 467 | Kab. Siak | -0.3394 - 0.3931X1 - 0.1768X2 - 0.3529*X3 + 0.0757X4 |
| 468 | Kota Gorontalo | 0.3522 - 0.3176X1 - 0.1668X2 - 0.1952X3 + 0.3829X4 |
| 469 | Kab. Bangli | -0.6433 - 0.0895X1 - 0.1720X2 - 0.2108X3 - 0.1325X4 |
| 470 | Kota Tangerang Selatan | 0.6899 - 0.7280X1 - 0.1765X2 - 0.3074*X3 - 0.0600X4 |
| 471 | Kota Depok | 0.7064 - 0.7354X1 - 0.1765X2 - 0.3066*X3 - 0.0630X4 |
| 472 | Kab. Keerom | 2.0601 - 0.4656X1 - 0.1599X2 + 0.0074X3 + 0.6317*X4 |
| 473 | Kab. Pegunungan Bintang | 2.1595 - 0.4483X1 - 0.1601X2 + 0.0239X3 + 0.6310*X4 |
| 474 | Kab. Karanganyar | -0.2408 - 0.5293X1 - 0.1736X2 - 0.2805*X3 - 0.0894X4 |
| 475 | Kota Baubau | -0.3547 - 0.3233X1 - 0.1676X2 - 0.1952*X3 + 0.2144X4 |
| 476 | Kab. Serdang Bedagai | 0.0723 - 0.5506X1 - 0.1779X2 - 0.3518*X3 - 0.0006X4 |
| 477 | Kab. Bandung Barat | 0.7220 - 0.7791X1 - 0.1760X2 - 0.3050*X3 - 0.0604X4 |
| 478 | Kab. Sorong | 1.2604 - 0.2955X1 - 0.1630X2 - 0.1100X3 + 0.5876X4 |
| 479 | Kota Sungai Penuh | -0.1740 - 0.4676X1 - 0.1772X2 - 0.3445*X3 + 0.0957X4 |
| 480 | Kab. Sorong Selatan | 1.4762 - 0.3090X1 - 0.1626X2 - 0.1006X3 + 0.6165*X4 |
| 481 | Kota Parepare | -0.2592 - 0.3327X1 - 0.1689X2 - 0.2253*X3 + 0.1532X4 |
| 482 | Kota Medan | 0.0965 - 0.5753X1 - 0.1779X2 - 0.3526*X3 + 0.0035X4 |
| 483 | Kab. Pegunungan Arfak | 1.5804 - 0.3589X1 - 0.1619X2 - 0.0788X3 + 0.6360*X4 |
| 484 | Kab. Boven Digoel | 3.7170 - 0.3328X1 - 0.1616X2 + 0.0352X3 + 0.5553*X4 |
| 485 | Kab. Halmahera Tengah | 0.1735 - 0.3207X1 - 0.1643X2 - 0.1330X3 + 0.5243X4 |
| 486 | Kab. Sumba Barat | -0.1031 - 0.0849X1 - 0.1700X2 - 0.1963X3 - 0.0405X4 |
| 487 | Kota Lubuklinggau | -0.0295 - 0.4288X1 - 0.1770X2 - 0.3343*X3 + 0.0854X4 |
| 488 | Kota Banjar | 0.5107 - 0.7384X1 - 0.1750X2 - 0.3024*X3 - 0.0392X4 |
| 489 | Kab. Teluk Bintuni | 1.8477 - 0.3252X1 - 0.1621X2 - 0.0795X3 + 0.6269*X4 |
| 490 | Kota Palopo | -0.2618 - 0.3472X1 - 0.1685X2 - 0.2239*X3 + 0.2051X4 |
| 491 | Kab. Waropen | 2.2985 - 0.4171X1 - 0.1602X2 - 0.0279X3 + 0.6681*X4 |
| 492 | Kota Singkawang | -0.2677 - 0.3732X1 - 0.1732X2 - 0.3232*X3 + 0.1095X4 |
| 493 | Kota Mojokerto | -0.2059 - 0.4032X1 - 0.1727X2 - 0.2660*X3 - 0.0712X4 |
| 494 | Kota Solok | -0.2229 - 0.4790X1 - 0.1770X2 - 0.3537*X3 + 0.1019X4 |
| 495 | Kab. Teluk Wondama | 2.4118 - 0.3431X1 - 0.1614X2 - 0.0541X3 + 0.6291*X4 |
| 496 | Kota Pematang Siantar | 0.0973 - 0.5557X1 - 0.1780X2 - 0.3513*X3 - 0.0006X4 |
| 497 | Kota Mataram | -0.4356 - 0.1021X1 - 0.1715X2 - 0.2068X3 - 0.1052X4 |
| 498 | Kab. Sarmi | 1.9646 - 0.4555X1 - 0.1598X2 - 0.0115X3 + 0.6461*X4 |
| 499 | Kota Madiun | -0.2283 - 0.5002X1 - 0.1733X2 - 0.2766*X3 - 0.0807X4 |
| 500 | Kab. Tambrauw | 1.1555 - 0.3582X1 - 0.1624X2 - 0.0951X3 + 0.6220*X4 |
| 501 | Kota Makassar | -0.1442 - 0.3092X1 - 0.1692X2 - 0.2236*X3 + 0.1145X4 |
| 502 | Kota Kediri | -0.2252 - 0.4485X1 - 0.1730X2 - 0.2699*X3 - 0.0800X4 |
| 503 | Kota Kotamobagu | 0.1343 - 0.3532X1 - 0.1663X2 - 0.1833X3 + 0.3793X4 |
| 504 | Kota Sukabumi | 0.7743 - 0.7799X1 - 0.1765X2 - 0.3042*X3 - 0.0759X4 |
| 505 | Kab. Jayapura | 2.3162 - 0.4609X1 - 0.1598X2 - 0.0035X3 + 0.6290*X4 |
| 506 | Kota Bogor | 0.7489 - 0.7587X1 - 0.1765X2 - 0.3059*X3 - 0.0696X4 |
| 507 | Kota Bukittinggi | -0.1811 - 0.4955X1 - 0.1771X2 - 0.3554*X3 + 0.0903X4 |
| 508 | Kota Jakarta Pusat | 0.6969 - 0.7305X1 - 0.1764X2 - 0.3079*X3 - 0.0597X4 |
| 509 | Kota Magelang | -0.0754 - 0.6124X1 - 0.1740X2 - 0.2923*X3 - 0.0662X4 |
| 510 | Kota Tegal | 0.4019 - 0.6964X1 - 0.1744X2 - 0.3030*X3 - 0.0261X4 |
| 511 | Kota Sibolga | 0.1483 - 0.5586X1 - 0.1786X2 - 0.3452*X3 - 0.0232X4 |
| 512 | Kab. Nabire | 2.7540 - 0.3828X1 - 0.1604X2 - 0.0369X3 + 0.6766*X4 |
| 513 | Kota Cirebon | 0.6043 - 0.7356X1 - 0.1748X2 - 0.3055*X3 - 0.0294X4 |
| 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")
}| 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.")
}
# Cocokkan keputusan signifikansi dengan ID wilayah secara eksplisit.
# Ini mencegah kategori peta bergeser jika urutan baris berbeda.
idx_sig <- match(sig_map$id, mdat$id)
if (anyNA(idx_sig) || anyDuplicated(sig_map$id) ||
anyDuplicated(mdat$id) || nrow(sig_bh_tabel) != nrow(mdat)) {
stop("ID wilayah tidak cocok/duplikat atau jumlah keputusan signifikansi tidak sesuai.")
}
# Gunakan hasil BH yang sama persis dengan tabel persamaan MGWR.
# Tidak menghitung ulang p-value agar tanda bintang dan peta konsisten.
if (!exists("sig_bh_tabel")) {
stop("Matriks signifikansi bersama tidak tersedia. Jalankan chunk model MGWR terlebih dahulu.")
}
sig_bh <- sig_bh_tabel[idx_sig, , drop = 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_tabel[idx_sig, 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"
)