In the recent past, measurement of coverage has been mainly through two-stage cluster sampled surveys either as part of a nutrition assessment or through a specific coverage survey known as Centric Systematic Area Sampling (CSAS). However, such methods are resource intensive and often only used for final programme evaluation meaning results arrive too late for programme adaptation. SLEAC, which stands for Simplified Lot Quality Assurance Sampling Evaluation of Access and Coverage, is a low resource method designed specifically to address this limitation and is used regularly for monitoring, planning and importantly, timely improvement to programme quality, both for agency and Ministry of Health (MoH) led programmes. This package provides functions for use in conducting a SLEAC assessment.
The {sleacr} package provides functions that facilitate the design,
sampling, data collection, and data analysis of a SLEAC survey. The
current version of the {sleacr} package currently provides the
following:
-
Functions to calculate the sample size needed for a SLEAC survey;
-
Functions to draw a stage 1 sample for a SLEAC survey;
-
Functions to classify coverage; and,
-
Functions to determine the performance of chosen classifier cut-offs for analysis of SLEAC survey data.
The {sleacr} package is not yet available on
CRAN but can be installed from the
nutriverse R Universe as follows:
install.packages(
"sleacr",
repos = c('https://nutriverse.r-universe.dev', 'https://cloud.r-project.org')
)To setup an LQAS sampling frame, a target sample size is first estimated. For example, if the survey area has an estimated population of about 600 severe acute malnourished (SAM) children and you want to assess whether coverage is reaching at least 50%, the sample size can be calculated as follows:
get_sample_n(N = 600, dLower = 0.5, dUpper = 0.8)which gives an LQAS sampling plan list with values for the target
minimum sample size (n), the decision rule (d), the observed alpha
error (alpha), and the observed beta error (beta).
#> $n
#> [1] 19
#>
#> $d
#> [1] 12
#>
#> $alpha
#> [1] 0.06446194
#>
#> $beta
#> [1] 0.08014249
In this sampling plan, a target minimum sample size of 19 SAM cases should be aimed for with a decision rule of more than 12 SAM cases covered to determine whether programme coverage is at least 50% with alpha and beta errors no more than 10%. The alpha and beta errors requirement is set at no more than 10% by default. This can be made more precise by setting alpha and beta errors less than 10%.
There are contexts where survey data has already been collected and the
sample is less than what was aimed for based on the original sampling
frame. The get_sample_d() function is used to determine the error
levels of the achieved sample size. For example, if the survey described
above only achieved a sample size of 16, the get_sample_d() function
can be used as follows:
get_sample_d(N = 600, n = 16, dLower = 0.5, dUpper = 0.8)which gives an alternative LQAS sampling plan based on the achieved sample size.
#> $n
#> [1] 16
#>
#> $d
#> [1] 10
#>
#> $alpha
#> [1] 0.07890285
#>
#> $beta
#> [1] 0.1019738
In this updated sampling plan, the decision rule is now more than 10 SAM cases but with higher alpha and beta errors. Note that the beta error is now slightly higher than 10%.
The first stage sample of a SLEAC survey is a systematic spatial sample.
Two methods can be used and both methods take the sample from all parts
of the survey area: the list-based method and the map-based method.
The {sleacr} package currently supports the implementation of the
list-based method.
In the list-based method, communities to be sampled are selected
systematically from a complete list of communities in the survey area.
This list of communities should sorted by one or more non-overlapping
spatial factors such as district and subdistricts within districts. The
village_list dataset is an example of such a list.
village_list
#> id chiefdom section village
#> 1 1 Badjia Damia Ngelehun
#> 2 2 Badjia Damia Gondama
#> 3 3 Badjia Damia Penjama
#> 4 4 Badjia Damia Jawe
#> 5 5 Badjia Damia Dambala
#> 6 6 Badjia Fallay Bumpewo
#> 7 7 Badjia Fallay Pelewahun
#> 8 8 Badjia Fallay Pendembu
#> 9 9 Badjia Kpallay Jokibu
#> 10 10 Badjia Kpallay Kpaku
#> 11 11 Badjia Kpallay Giewoma
#> 12 12 Badjia Kpallay Fala
#> 13 13 Badjia Kpallay Kugbahun
#> 14 14 Badjia Kpallay Jahandama
#> 15 15 Badjia Kpallay Gumahun
#> 16 16 Badjia Njargbahun Kebawana
#> 17 17 Badjia Njargbahun Jelu
#> 18 18 Badjia Njargbahun Kpowabu
#> 19 19 Badjia Njargbahun Jagban
#> 20 20 Badjia Njargbahun Kpetema
#> 21 21 Badjia Njargbahun Yorvuhun
#> 22 22 Badjia Njargbahun Ndaambu
#> 23 23 Badjia Njargbahun Solima
#> 24 24 Badjia Njargbahun Ngalahun
#> 25 25 Badjia Njargbahun Bangiema
#> 26 26 Badjia Sei Nomiama
#> 27 27 Badjia Sei Jaluahun
#> 28 28 Badjia Sei Palima
#> 29 29 Badjia Sei Korjehun
#> 30 30 Badjia Sei Guma
#> 31 31 Badjia Sei Giehun
#> 32 32 Badjia Sei Sarso
#> 33 33 Badjia Sei Sembehun
#> 34 34 Badjia Sei Mbokeni
#> 35 35 Bagbe Jongo Mokpendeh
#> 36 36 Bagbe Jongo Gbarma
#> 37 37 Bagbe Jongo Venima
#> 38 38 Bagbe Jongo Bandajuma
#> 39 39 Bagbe Jongo Faabu
#> 40 40 Bagbe Jongo Sami
#> 41 41 Bagbe Jongo Buma
#> 42 42 Bagbe Jongo Kpaula
#> 43 43 Bagbe Jongo Kondiama
#> 44 44 Bagbe Jongo Bioja
#> 45 45 Bagbe Jongo Yengema
#> 46 46 Bagbe Kemoh Langukama
#> 47 47 Bagbe Kemoh Yangabu
#> 48 48 Bagbe Kemoh Benduma
#> 49 49 Bagbe Kemoh Niahun
#> 50 50 Bagbe Kemoh Lowoma
#> 51 51 Bagbe Kemoh Kpetema
#> 52 52 Bagbe Kemoh Pelewahun
#> 53 53 Bagbe Niawa Kandu
#> 54 54 Bagbe Niawa Kpuawala
#> 55 55 Bagbe Niawa Njala Kendima
#> 56 56 Bagbe Niawa Balie
#> 57 57 Bagbe Niawa Bonkema
#> 58 58 Bagbe Niawa Bangabu
#> 59 59 Bagbe Nyallay Blama
#> 60 60 Bagbe Nyallay Kpetewoma
#> 61 61 Bagbe Nyallay Kpatou
#> 62 62 Bagbe Nyallay Yawei
#> 63 63 Bagbe Nyallay Fuinda
#> 64 64 Bagbe Nyallay Galu
#> 65 65 Bagbe Nyallay Man-Pendobu
#> 66 66 Bagbe Nyallay Kerawana
#> 67 67 Bagbe Nyallay Kowama
#> 68 68 Bagbe Nyallay Walihun
#> 69 69 Bagbe Nyallay Gbarma - Tabema
#> 70 70 Bagbe Samawa Baiama
#> 71 71 Bagbe Samawa Palima
#> 72 72 Bagbe Samawa Kunjogiehun
#> 73 73 Bagbe Samawa Kunjondoma
#> 74 74 Bagbe Samawa Kpetema
#> 75 75 Bagbo Bum Gballeh
#> 76 76 Bagbo Bum Kenema
#> 77 77 Bagbo Bum Tokpombu
#> 78 78 Bagbo Bum Bum-Kaku
#> 79 79 Bagbo Bum Gbatorma
#> 80 80 Bagbo Bum Balleh
#> 81 81 Bagbo Gorapon Gbenya (Old)
#> 82 82 Bagbo Gorapon Panguma
#> 83 83 Bagbo Gorapon Largowo
#> 84 84 Bagbo Gorapon Dema
#> 85 85 Bagbo Gorapon Mohapewa
#> 86 86 Bagbo Gorapon Mogbon
#> 87 87 Bagbo Gorapon Mokoba
#> 88 88 Bagbo Gorapon Kassay
#> 89 89 Bagbo Gorapon Yeinsa
#> 90 90 Bagbo Jimmi Levuma
#> 91 91 Bagbo Jimmi Garinga
#> 92 92 Bagbo Jimmi Mandu
#> 93 93 Bagbo Jimmi Limba
#> 94 94 Bagbo Jimmi Kakama
#> 95 95 Bagbo Jimmi Kpawama
#> 96 96 Bagbo Jimmi Mopandima
#> 97 97 Bagbo Jimmi Gordie
#> 98 98 Bagbo Jimmi Waiima
#> 99 99 Bagbo Jimmi Bandajuma
#> 100 100 Bagbo Jimmi Manjama
#> 101 101 Bagbo Jimmi Bandoima
#> 102 102 Bagbo Jimmi Yeinken
#> 103 103 Bagbo Jimmi Damballa
#> 104 104 Bagbo Jimmi Mattru
#> 105 105 Bagbo Jimmi Jimm
#> 106 106 Bagbo Jimmi Gordie
#> 107 107 Bagbo Jimmi Waiima
#> 108 108 Bagbo Jimmi Senehun - Ngola
#> 109 109 Bagbo Kpangbalia Nyandehun
#> 110 110 Bagbo Kpangbalia Mogbain
#> 111 111 Bagbo Kpangbalia Farbaina (Old)
#> 112 112 Bagbo Kpangbalia Baoma
#> 113 113 Bagbo Kpangbalia Kpangbalia
#> 114 114 Bagbo Kpangbalia Senehun - Somba
#> 115 115 Bagbo Kpangbalia Mbonda
#> 116 116 Bagbo Kpangbalia Kpetewoma
#> 117 117 Bagbo Kpangbalia Gibina
#> 118 118 Bagbo Mano Mondorkor
#> 119 119 Bagbo Mano Tokpombu
#> 120 120 Bagbo Mano Dandabu
#> 121 121 Bagbo Mano Semabu
#> 122 122 Bagbo Mano Mano-Yorgbor
#> 123 123 Bagbo Niagorehun Mandehun
#> 124 124 Bagbo Niagorehun Salema
#> 125 125 Bagbo Niagorehun Mosakpa
#> 126 126 Bagbo Niagorehun Niagorehun
#> 127 127 Bagbo Tissawa Sembehun
#> 128 128 Bagbo Tissawa Ngiehun
#> 129 129 Bagbo Tissawa Temuma
#> 130 130 Bagbo Tissawa Moway
#> 131 131 Bagbo Tissawa Mondamble
#> 132 132 Bagbo Tissawa Kortulablama
#> 133 133 Bagbo Tissawa Ngolawoma
#> 134 134 Bagbo Tissawa Mossa Gbahun
#> 135 135 Bagbo Tissawa Manibo
#> 136 136 Bagbo Tissawa Mani
#> 137 137 Bagbo Tissawa Yegele
#> 138 138 Bagbo Tissawa Monjemei
#> 139 139 Bagbo Tissawa Mbelebu
#> 140 140 Bagbo Tissawa Tolobu
#> 141 141 Bagbo Tissawa Gonoama
#> 142 142 Bagbo Tissawa Folla
#> 143 143 Baoma Njeima Gbuyama
#> 144 144 Baoma Bambawo Vaahun
#> 145 145 Baoma Bambawo Kenemawo
#> 146 146 Baoma Bambawo Falla
#> 147 147 Baoma Bambawo Kpefewoma
#> 148 148 Baoma Bambawo Morgbuama
#> 149 149 Baoma Bambawo Kanjalu
#> 150 150 Baoma Bambawo Kwellu
#> 151 151 Baoma Bambawo Pujehun
#> 152 152 Baoma Bambawo Geihun
#> 153 153 Baoma Bambawo Gbaiima
#> 154 154 Baoma Bambawo Potoru
#> 155 155 Baoma Bambawo Ngeyawami
#> 156 156 Baoma Bambawo Palima
#> 157 157 Baoma Bambawo Konia
#> 158 158 Baoma Bambawo Lungi
#> 159 159 Baoma Bambawo Gollu
#> 160 160 Baoma Bambawo Nogorba
#> 161 161 Baoma Bambawo Gondama
#> 162 162 Baoma Bambawo Matama
#> 163 163 Baoma Bambawo Feiba
#> 164 164 Baoma Bambawo Tobanda
#> 165 165 Baoma Bambawo Ngually
#> 166 166 Baoma Bambawo Fagorya
#> 167 167 Baoma Bambawo Njama
#> 168 168 Baoma Bambawo Mana
#> 169 169 Baoma Bambawo Jormu
#> 170 170 Baoma Fallay Gbandi
#> 171 171 Baoma Fallay Njaluahun
#> 172 172 Baoma Fallay Niagorehun
#> 173 173 Baoma Fallay Waima
#> 174 174 Baoma Kimaya Kotumahun
#> 175 175 Baoma Kimaya Njaluahun
#> 176 176 Baoma Kimaya Kpumbu
#> 177 177 Baoma Kimaya Manowa
#> 178 178 Baoma Lower Pataloo Kpawuma
#> 179 179 Baoma Lower Pataloo Taninahun
#> 180 180 Baoma Lower Pataloo Kwalema
#> 181 181 Baoma Lower Pataloo Ndogborgoma
#> 182 182 Baoma Lower Pataloo Yamandu
#> 183 183 Baoma Lower Pataloo Mbundorbu
#> 184 184 Baoma Lower Pataloo Kpakru
#> 185 185 Baoma Lower Pataloo Buma - Sewama
#> 186 186 Baoma Lower Pataloo Komende - Sewama
#> 187 187 Baoma Mawojeh Taninahun
#> 188 188 Baoma Mawojeh Masao
#> 189 189 Baoma Mawojeh Gbinima
#> 190 190 Baoma Mawojeh Kigbai
#> 191 191 Baoma Mawojeh Sawula
#> 192 192 Baoma Mawojeh Foindu
#> 193 193 Baoma Mawojeh Ndema
#> 194 194 Baoma Mawojeh Miama
#> 195 195 Baoma Mawojeh Ngelahun
#> 196 196 Baoma Mawojeh Gendema
#> 197 197 Baoma Mawojeh Komolu
#> 198 198 Baoma Mawojeh Kenyema
#> 199 199 Baoma Mawojeh Jembe
#> 200 200 Baoma Sannah Semibu
#> 201 201 Baoma Sannah Kpatobu
#> 202 202 Baoma Sannah Gboyeiya
#> 203 203 Baoma Sannah Tugbebu
#> 204 204 Baoma Sannah Faikundor
#> 205 205 Baoma Sannah Kanga
#> 206 206 Baoma Sannah Sandia
#> 207 207 Baoma Sannah Kotumahun
#> 208 208 Baoma Sannah Gangama
#> 209 209 Baoma Sannah Ngually
#> 210 210 Baoma Sannah Farbu
#> 211 211 Baoma Sannah Fayama
#> 212 212 Baoma Upper Pataloo Kpatema
#> 213 213 Baoma Upper Pataloo Komende
#> 214 214 Baoma Upper Pataloo Hagbahun
#> 215 215 Baoma Upper Pataloo Gbahun
#> 216 216 Baoma Upper Pataloo Kponima
#> 217 217 Baoma Upper Pataloo Jombohun
#> 218 218 Baoma Upper Pataloo Matema
#> 219 219 Baoma Upper Pataloo Gbangba
#> 220 220 Baoma Upper Pataloo Yakaji
#> 221 221 Baoma Upper Pataloo Juhun
#> 222 222 Baoma Upper Pataloo Pelewahun
#> 223 223 Bumpe Ngao Bongo Bongo
#> 224 224 Bumpe Ngao Bumpe Kowama
#> 225 225 Bumpe Ngao Bumpe Fulawahun
#> 226 226 Bumpe Ngao Bumpe Bonjema
#> 227 227 Bumpe Ngao Bumpe Koni
#> 228 228 Bumpe Ngao Bumpe Naiahun
#> 229 229 Bumpe Ngao Bumpe Nyandehun
#> 230 230 Bumpe Ngao Bumpe Fongia
#> 231 231 Bumpe Ngao Bumpe Sembehun
#> 232 232 Bumpe Ngao Bumpe Baoma
#> 233 233 Bumpe Ngao Bumpe Kowama
#> 234 234 Bumpe Ngao Bumpe Mongla
#> 235 235 Bumpe Ngao Bumpe Mamboma
#> 236 236 Bumpe Ngao Bumpe Mortoima
#> 237 237 Bumpe Ngao Bumpe Simbekihun
#> 238 238 Bumpe Ngao Bumpe Nguabu
#> 239 239 Bumpe Ngao Bumpe Kenema/Salina
#> 240 240 Bumpe Ngao Bumpe Badjawo
#> 241 241 Bumpe Ngao Bumpe Kundorma
#> 242 242 Bumpe Ngao Bumpe Baoma-Morgongoi
#> 243 243 Bumpe Ngao Bumpe Gbenenga
#> 244 244 Bumpe Ngao Bumpe Ngeagboiya
#> 245 245 Bumpe Ngao Bumpe Waiima
#> 246 246 Bumpe Ngao Bumpe Semabu
#> 247 247 Bumpe Ngao Bumpe Levuma
#> 248 248 Bumpe Ngao Bumpe Morwoso
#> 249 249 Bumpe Ngao Bumpe Kawaya
#> 250 250 Bumpe Ngao Bumpe Ngiegebu
#> 251 251 Bumpe Ngao Bumpe Morgenda
#> 252 252 Bumpe Ngao Bumpe Dar-es-salam
#> 253 253 Bumpe Ngao Bumpe Semabu - Folobu
#> 254 254 Bumpe Ngao Bumpe Pujehun Kotugbiama
#> 255 255 Bumpe Ngao Bumpe Selehun
#> 256 256 Bumpe Ngao Bumpe Kotumahun
#> 257 257 Bumpe Ngao Bumpe Njaluahun
#> 258 258 Bumpe Ngao Bumpe Valahun-Kosawama
#> 259 259 Bumpe Ngao Bumpe Fanima
#> 260 260 Bumpe Ngao Bumpe Mokolu
#> 261 261 Bumpe Ngao Bumpe Ngualla
#> 262 262 Bumpe Ngao Bumpe Vaima
#> 263 263 Bumpe Ngao Bumpe Sembehun
#> 264 264 Bumpe Ngao Bumpe Ngiehun-Songay
#> 265 265 Bumpe Ngao Bumpe Mongerie
#> 266 266 Bumpe Ngao Foya Benduma
#> 267 267 Bumpe Ngao Foya Levuma
#> 268 268 Bumpe Ngao Foya Golala
#> 269 269 Bumpe Ngao Foya Banda
#> 270 270 Bumpe Ngao Foya Bobobu
#> 271 271 Bumpe Ngao Foya Kpetema
#> 272 272 Bumpe Ngao Foya Niagoihun
#> 273 273 Bumpe Ngao Foya Gambia
#> 274 274 Bumpe Ngao Foya Ngieya
#> 275 275 Bumpe Ngao Foya Ndambu
#> 276 276 Bumpe Ngao Foya Foya
#> 277 277 Bumpe Ngao Kpetema Hotawuloma
#> 278 278 Bumpe Ngao Kpetema Kpejebu
#> 279 279 Bumpe Ngao Kpetema Kpetema
#> 280 280 Bumpe Ngao Kpetema Yoni
#> 281 281 Bumpe Ngao Sewama Mokoba
#> 282 282 Bumpe Ngao Sewama Mokoba
#> 283 283 Bumpe Ngao Sewama Mokpende
#> 284 284 Bumpe Ngao Sewama Walihun
#> 285 285 Bumpe Ngao Sewama Buma
#> 286 286 Bumpe Ngao Sewama Guabu
#> 287 287 Bumpe Ngao Sewama Yengemawo
#> 288 288 Bumpe Ngao Sewama Juhun
#> 289 289 Bumpe Ngao Sewama Kamasu
#> 290 290 Bumpe Ngao Sewama Nyandehun
#> 291 291 Bumpe Ngao Sewama Kaniya Kpeje
#> 292 292 Bumpe Ngao Sewama Mofuwe
#> 293 293 Bumpe Ngao Sewama Tisana
#> 294 294 Bumpe Ngao Sewama Madinawo
#> 295 295 Bumpe Ngao Bongo Belebu
#> 296 296 Bumpe Ngao Bongo Moryoru
#> 297 297 Bumpe Ngao Bongo Mangema
#> 298 298 Bumpe Ngao Bongo Tokpombu
#> 299 299 Bumpe Ngao Bumpe Gbeworba
#> 300 300 Bumpe Ngao Bumpe Bellor
#> 301 301 Bumpe Ngao Bumpe Hangha
#> 302 302 Bumpe Ngao Foya Moawoma
#> 303 303 Bumpe Ngao Kpetema Mojiba
#> 304 304 Bumpe Ngao Kpetema Gbagbabu
#> 305 305 Bumpe Ngao Kpetema Jewenga
#> 306 306 Bumpe Ngao Kpetema Sembehun
#> 307 307 Bumpe Ngao Kpetema Kpandemi
#> 308 308 Bumpe Ngao Sahn Mowoto
#> 309 309 Bumpe Ngao Sahn Wunde
#> 310 310 Bumpe Ngao Sahn Nghanyawama
#> 311 311 Bumpe Ngao Sahn Sahn
#> 312 312 Bumpe Ngao Sahn Jombohun
#> 313 313 Bumpe Ngao Sahn Sembehun
#> 314 314 Bumpe Ngao Sahn Manoma
#> 315 315 Bumpe Ngao Sahn Kapuima
#> 316 316 Bumpe Ngao Sahn Bandasa
#> 317 317 Bumpe Ngao Sahn Teblahun
#> 318 318 Bumpe Ngao Sahn Gendema
#> 319 319 Bumpe Ngao Serabu Mokibi
#> 320 320 Bumpe Ngao Serabu Nyahagoihun
#> 321 321 Bumpe Ngao Serabu Nitiwo
#> 322 322 Bumpe Ngao Serabu Nyorlema
#> 323 323 Bumpe Ngao Serabu Motimor
#> 324 324 Bumpe Ngao Serabu Jombohun
#> 325 325 Bumpe Ngao Serabu Faama
#> 326 326 Bumpe Ngao Serabu Serabu
#> 327 327 Bumpe Ngao Serabu Dukpuibu
#> 328 328 Bumpe Ngao Serabu Kpanguma
#> 329 329 Bumpe Ngao Serabu Janema
#> 330 330 Bumpe Ngao Sewama Mowoto
#> 331 331 Bumpe Ngao Sewama Mogbevo
#> 332 332 Bumpe Ngao Sewama Baaka
#> 333 333 Bumpe Ngao Sewama Gbalahun
#> 334 334 Bumpe Ngao Taninahun Njagbema
#> 335 335 Bumpe Ngao Taninahun Golahun
#> 336 336 Bumpe Ngao Taninahun Kagbiama
#> 337 337 Bumpe Ngao Taninahun Bambaya
#> 338 338 Bumpe Ngao Taninahun Nyandehun
#> 339 339 Bumpe Ngao Taninahun Gandorhun
#> 340 340 Bumpe Ngao Taninahun Bumpewo
#> 341 341 Bumpe Ngao Taninahun Mokemoh
#> 342 342 Bumpe Ngao Taninahun Bauya
#> 343 343 Bumpe Ngao Taninahun Kanga
#> 344 344 Bumpe Ngao Taninahun Momokanneh
#> 345 345 Bumpe Ngao Taninahun Kpetewoma
#> 346 346 Bumpe Ngao Taninahun Mokolo
#> 347 347 Bumpe Ngao Taninahun Teminde
#> 348 348 Bumpe Ngao Taninahun Sembehun
#> 349 349 Bumpe Ngao Taninahun Manowo
#> 350 350 Bumpe Ngao Taninahun Pelewahun
#> 351 351 Bumpe Ngao Taninahun Tokpogorma
#> 352 352 Bumpe Ngao Taninahun Mofindo
#> 353 353 Bumpe Ngao Taninahun Moyoli
#> 354 354 Bumpe Ngao Taninahun Tokpombu
#> 355 355 Bumpe Ngao Taninahun Gondama
#> 356 356 Bumpe Ngao Taninahun Bongalu
#> 357 357 Bumpe Ngao Taninahun Gelehun
#> 358 358 Bumpe Ngao Taninahun Gendema
#> 359 359 Bumpe Ngao Taninahun Tolobu
#> 360 360 Bumpe Ngao Taninahun Dodo
#> 361 361 Bumpe Ngao Taninahun Kpanguma
#> 362 362 Bumpe Ngao Taninahun Mongegbindi
#> 363 363 Bumpe Ngao Taninahun Waterloo
#> 364 364 Bumpe Ngao Taninahun Balavulahun
#> 365 365 Bumpe Ngao Taninahun Golala
#> 366 366 Bumpe Ngao Taninahun Jene
#> 367 367 Bumpe Ngao Taninahun Motoko
#> 368 368 Bumpe Ngao Taninahun Nagbena
#> 369 369 Bumpe Ngao Taninahun Fulaninahun
#> 370 370 Bumpe Ngao Taninahun Mokebi
#> 371 371 Bumpe Ngao Taninahun Baoma
#> 372 372 Bumpe Ngao Taninahun Mogbonda
#> 373 373 Bumpe Ngao Taninahun Bandaya
#> 374 374 Bumpe Ngao Taninahun Taninahun
#> 375 375 Bumpe Ngao Taninahun Molunya
#> 376 376 Bumpe Ngao Taninahun Gambia
#> 377 377 Bumpe Ngao Taninahun Mongere
#> 378 378 Bumpe Ngao Taninahun Kpetewoma
#> 379 379 Bumpe Ngao Taninahun Gendema
#> 380 380 Bumpe Ngao Taninahun Mongabay
#> 381 381 Bumpe Ngao Taninahun Mokpenden
#> 382 382 Bumpe Ngao Taninahun Gbangema
#> 383 383 Bumpe Ngao Taninahun Makayoni
#> 384 384 Bumpe Ngao Taninahun Mojihun
#> 385 385 Bumpe Ngao Taninahun Gordiu
#> 386 386 Bumpe Ngao Taninahun Macca
#> 387 387 Bumpe Ngao Taninahun Mongagba
#> 388 388 Bumpe Ngao Taninahun Kangama
#> 389 389 Bumpe Ngao Taninahun Hangha
#> 390 390 Bumpe Ngao Taninahun Molcombie
#> 391 391 Bumpe Ngao Taninahun Hotawuloma
#> 392 392 Bumpe Ngao Taninahun Pelewahun
#> 393 393 Bumpe Ngao Taninahun Massahun
#> 394 394 Bumpe Ngao Taninahun Blama
#> 395 395 Bumpe Ngao Taninahun Ngiegboiya
#> 396 396 Bumpe Ngao Taninahun Semabu
#> 397 397 Bumpe Ngao Taninahun Kpatema
#> 398 398 Bumpe Ngao Wlihun Tongi
#> 399 399 Bumpe Ngao Wlihun Jiminga
#> 400 400 Bumpe Ngao Wlihun Manjama
#> 401 401 Bumpe Ngao Wlihun Lungi
#> 402 402 Bumpe Ngao Wlihun Pelewahun
#> 403 403 Bumpe Ngao Wlihun Gbado
#> 404 404 Bumpe Ngao Wlihun Kpetewoma
#> 405 405 Bumpe Ngao Wlihun Walihun
#> 406 406 Bumpe Ngao Wlihun Sengema
#> 407 407 Bumpe Ngao Wlihun Masao
#> 408 408 Bumpe Ngao Yengema Madina
#> 409 409 Bumpe Ngao Yengema Komendi
#> 410 410 Bumpe Ngao Yengema Kanga
#> 411 411 Bumpe Ngao Yengema Kowama
#> 412 412 Bumpe Ngao Yengema Giehun
#> 413 413 Bumpe Ngao Yengema Yengema
#> 414 414 Gbo Gbo Hiima
#> 415 415 Gbo Gbo Bisibu
#> 416 416 Gbo Gbo Baiima
#> 417 417 Gbo Gbo Kosa
#> 418 418 Gbo Gbo Benduma
#> 419 419 Gbo Gbo Massahun
#> 420 420 Gbo Gbo Kotumahun Mavi
#> 421 421 Gbo Gbo Majihun
#> 422 422 Gbo Gbo Senehun
#> 423 423 Gbo Gbo Gbeworbu
#> 424 424 Gbo Gbo Borbobu
#> 425 425 Gbo Gbo Gbangbama
#> 426 426 Gbo Gbo Nagbena
#> 427 427 Gbo Gbo Ngoyiahun
#> 428 428 Gbo Gbo Balehun
#> 429 429 Gbo Gbo Bongeya
#> 430 430 Gbo Maryu Mogibissie
#> 431 431 Gbo Maryu Dodo
#> 432 432 Gbo Maryu Batiema
#> 433 433 Gbo Maryu Motimor
#> 434 434 Gbo Maryu Njabormie
#> 435 435 Gbo Maryu Manjama
#> 436 436 Gbo Maryu Badjiawo
#> 437 437 Gbo Maryu Yakaji
#> 438 438 Gbo Maryu Kama
#> 439 439 Gbo Maryu Sembehun
#> 440 440 Gbo Nyawa Gangama
#> 441 441 Gbo Nyawa Gbandi
#> 442 442 Gbo Nyawa Buma
#> 443 443 Gbo Nyawa Molambi
#> 444 444 Gbo Nyawa Dambu
#> 445 445 Gbo Nyawa Foya
#> 446 446 Gbo Nyawa Largbo
#> 447 447 Gbo Nyawa Pelewahun
#> 448 448 Gbo Nyawa Barlu
#> 449 449 Gbo Nyawa Pujehun
#> 450 450 Gbo Nyawa Kotumahun Karanka
#> 451 451 Jaiama Bongor Lower Kama Lungi
#> 452 452 Jaiama Bongor Tongowa Njekohun
#> 453 453 Jaiama Bongor Tongowa Teibor
#> 454 454 Jaiama Bongor Tongowa Bauya
#> 455 455 Jaiama Bongor Tongowa Lowoma
#> 456 456 Jaiama Bongor Tongowa Kenyema
#> 457 457 Jaiama Bongor Tongowa Mano
#> 458 458 Jaiama Bongor Lower Baimba Mano Bongor
#> 459 459 Jaiama Bongor Lower Baimba Godiam
#> 460 460 Jaiama Bongor Lower Baimba Bendu
#> 461 461 Jaiama Bongor Lower Baimba Kangor
#> 462 462 Jaiama Bongor Lower Baimba Buma
#> 463 463 Jaiama Bongor Lower Kama Bangema
#> 464 464 Jaiama Bongor Lower Kama Kpetema
#> 465 465 Jaiama Bongor Lower Kama Jombohun
#> 466 466 Jaiama Bongor Lower Kama Koribondo
#> 467 467 Jaiama Bongor Lower Niawa Mano Jaiama
#> 468 468 Jaiama Bongor Lower Niawa Folu
#> 469 469 Jaiama Bongor Lower Niawa Nengbeyama
#> 470 470 Jaiama Bongor Lower Niawa Baraka
#> 471 471 Jaiama Bongor Lower Niawa Meyama
#> 472 472 Jaiama Bongor Lower Niawa Kponima Jaiama
#> 473 473 Jaiama Bongor Lower Niawa Sogoma
#> 474 474 Jaiama Bongor Lower Niawa Kpulemei
#> 475 475 Jaiama Bongor Lower Niawa Blama
#> 476 476 Jaiama Bongor Lower Niawa Lago
#> 477 477 Jaiama Bongor Lower Niawa Kpetegonumei
#> 478 478 Jaiama Bongor Lower Niawa Njala
#> 479 479 Jaiama Bongor Lower Niawa Foyama
#> 480 480 Jaiama Bongor Lower Niawa Vaama
#> 481 481 Jaiama Bongor Lower Niawa Nyandehun
#> 482 482 Jaiama Bongor Nekpondo Komemei
#> 483 483 Jaiama Bongor Nekpondo Madina
#> 484 484 Jaiama Bongor Nekpondo Laoma
#> 485 485 Jaiama Bongor Nekpondo Gogbebu
#> 486 486 Jaiama Bongor Nekpondo Yabaima
#> 487 487 Jaiama Bongor Tongowa Hegbema
#> 488 488 Jaiama Bongor Tongowa Lalewahun
#> 489 489 Jaiama Bongor Tongowa Yeima
#> 490 490 Jaiama Bongor Tongowa Foya
#> 491 491 Jaiama Bongor Tongowa Bahun
#> 492 492 Jaiama Bongor Tongowa Nagbena
#> 493 493 Jaiama Bongor Tongowa Baoma
#> 494 494 Jaiama Bongor Tongowa Gangama
#> 495 495 Jaiama Bongor Tongowa Talia
#> 496 496 Jaiama Bongor Tongowa Mamboma
#> 497 497 Jaiama Bongor Tongowa Kponima
#> 498 498 Jaiama Bongor Upper Baimba Telu
#> 499 499 Jaiama Bongor Upper Baimba Baomahun
#> 500 500 Jaiama Bongor Upper Baimba Gangama
#> 501 501 Jaiama Bongor Upper Baimba Kpewoyama
#> 502 502 Jaiama Bongor Upper Baimba Bumuvulahun
#> 503 503 Jaiama Bongor Upper Baimba Faama
#> 504 504 Jaiama Bongor Upper Baimba Sulehun
#> 505 505 Jaiama Bongor Upper Baimba Gangama
#> 506 506 Jaiama Bongor Upper Baimba Kpewoyama
#> 507 507 Jaiama Bongor Upper Baimba Bumuvulahun
#> 508 508 Jaiama Bongor Upper Baimba Faama
#> 509 509 Jaiama Bongor Upper Baimba Sulehun
#> 510 510 Jaiama Bongor Upper Kama Mende Kelema
#> 511 511 Jaiama Bongor Upper Kama Dombu
#> 512 512 Jaiama Bongor Upper Kama Godi
#> 513 513 Jaiama Bongor Upper Kama Bowohun
#> 514 514 Jaiama Bongor Upper Kama Mangoebu
#> 515 515 Jaiama Bongor Upper Kama Walihun
#> 516 516 Jaiama Bongor Upper Niawa Koyama
#> 517 517 Jaiama Bongor Upper Niawa Periwahun
#> 518 518 Jaiama Bongor Upper Niawa Niahun
#> 519 519 Jaiama Bongor Upper Niawa Sami
#> 520 520 Jaiama Bongor Upper Niawa Nyeyama
#> 521 521 Jaiama Bongor Upper Niawa Juhun
#> 522 522 Jaiama Bongor Upper Niawa Manowolo
#> 523 523 Jaiama Bongor Upper Niawa Gelehun
#> 524 524 Jaiama Bongor Upper Niawa Gombu
#> 525 525 Jaiama Bongor Upper Niawa Yendema
#> 526 526 Jaiama Bongor Upper Niawa Baiima
#> 527 527 Jaiama Bongor Upper Niawa Kaimbe
#> 528 528 Jaiama Bongor Upper Niawa Yengen
#> 529 529 Kakua Nyallay Bevehun
#> 530 530 Kakua Nyallay Kpetema
#> 531 531 Kakua Nyallay Nyandehun
#> 532 532 Kakua Korjeh Kpan
#> 533 533 Kakua Korjeh Njaluahun
#> 534 534 Kakua Korjeh Kalia
#> 535 535 Kakua Korjeh Fallu
#> 536 536 Kakua Kpandobu Kenjema
#> 537 537 Kakua Kpandobu Vengema
#> 538 538 Kakua Kpandobu Manguama
#> 539 539 Kakua Kpandobu Mokasie
#> 540 540 Kakua Kpandobu Kpatema
#> 541 541 Kakua Kpandobu Jibima
#> 542 542 Kakua Kpandobu Nyamaina
#> 543 543 Kakua Kpandobu Magbema
#> 544 544 Kakua Kpandobu Falla
#> 545 545 Kakua Kpandobu Fabaina
#> 546 546 Kakua Kpandobu Ngeigboya
#> 547 547 Kakua Kpandobu Batiyema
#> 548 548 Kakua Nguabu Korwama
#> 549 549 Kakua Nguabu Sumbuya
#> 550 550 Kakua Nguabu Largo
#> 551 551 Kakua Nguabu Ngangorehun
#> 552 552 Kakua Nguabu Nyandehun
#> 553 553 Kakua Nguabu Torkpombu
#> 554 554 Kakua Nguabu Balehun
#> 555 555 Kakua Nguabu Mbaoma
#> 556 556 Kakua Nguabu Kumbablahun
#> 557 557 Kakua Nguabu Kpetema
#> 558 558 Kakua Nguabu Vaama
#> 559 559 Kakua Nguabu Gbina
#> 560 560 Kakua Nguabu Walihun
#> 561 561 Kakua Nguabu Banda
#> 562 562 Kakua Nguabu Gbanahun
#> 563 563 Kakua Nguabu Gandorhun
#> 564 564 Kakua Nguabu Levuma
#> 565 565 Kakua Nguabu Sembehun
#> 566 566 Kakua Nguabu Mbaoma
#> 567 567 Kakua Nguabu Nduvuibu
#> 568 568 Kakua Nyallay Bandajuma
#> 569 569 Kakua Nyallay Mbaoma-Lungibu
#> 570 570 Kakua Nyallay Jandama
#> 571 571 Kakua Nyawa Jagbwema
#> 572 572 Kakua Nyawa Kigbai
#> 573 573 Kakua Nyawa Gbumbeh
#> 574 574 Kakua Nyawa Bangoma
#> 575 575 Kakua Nyawa Fengehun
#> 576 576 Kakua Nyawa Sarguehun
#> 577 577 Kakua Samamie Gbongboma
#> 578 578 Kakua Samamie Massahun
#> 579 579 Kakua Samamie Kpanguma
#> 580 580 Kakua Samamie Boborbu
#> 581 581 Kakua Samamie Simbeck
#> 582 582 Kakua Samamie Manjama
#> 583 583 Kakua Samamie Bayama
#> 584 584 Kakua Samamie Fanima-Foya
#> 585 585 Kakua Samamie Komende
#> 586 586 Kakua Samamie Manihun
#> 587 587 Kakua Samamie Mbelima
#> 588 588 Kakua Samamie Gbanja Town
#> 589 589 Kakua Samamie Old Falaba
#> 590 590 Kakua Sewa Mafindor
#> 591 591 Kakua Sewa Gondama
#> 592 592 Kakua Sewa Kpakorya
#> 593 593 Kakua Sewa Gangama
#> 594 594 Kakua Sewa Ngamjagorehun
#> 595 595 Kakua Sewa Kenedeyama
#> 596 596 Kakua Sewa Misilah
#> 597 597 Kakua Sewa Dandabu
#> 598 598 Kakua Sewa Maminhun
#> 599 599 Kakua Sewa Kpawula
#> 600 600 Kakua Sewa Konima
#> 601 601 Kakua Sewa Tobola
#> 602 602 Kakua Sewa Samabobu
#> 603 603 Kakua Sewa Balie
#> 604 604 Kakua Sewa Tongie
#> 605 605 Kakua Sindeh Ngiehun
#> 606 606 Kakua Sindeh Bambara
#> 607 607 Kakua Sindeh Poluma
#> 608 608 Kakua Sindeh Koyama
#> 609 609 Kakua Sindeh Wojema
#> 610 610 Kakua Sindeh Torkpombu
#> 611 611 Komboya Kemoh Banyamahun
#> 612 612 Komboya Kemoh Poyama
#> 613 613 Komboya Kemoh Manyama
#> 614 614 Komboya Kemoh Korkorti
#> 615 615 Komboya Kemoh Foya
#> 616 616 Komboya Kemoh Semabu
#> 617 617 Komboya Kemoh Naiagolehun
#> 618 618 Komboya Kemoh Gbanama
#> 619 619 Komboya Kemoh Kobondala
#> 620 620 Komboya Kemoh Gumahun
#> 621 621 Komboya Kesua Kundoma
#> 622 622 Komboya Kesua Njawoh
#> 623 623 Komboya Kesua Gbaama
#> 624 624 Komboya Kesua Yendehun
#> 625 625 Komboya Kesua Gbewobu
#> 626 626 Komboya Kesua Komboya
#> 627 627 Komboya Kesua Kenjama
#> 628 628 Komboya Kesua Bendellu
#> 629 629 Komboya Kesua Fulawahun
#> 630 630 Komboya Kesua Giewabu
#> 631 631 Komboya Kesua Bendu
#> 632 632 Komboya Mangaru Duya
#> 633 633 Komboya Mangaru Logbana
#> 634 634 Komboya Mangaru Maajebu
#> 635 635 Komboya Mangaru Ketuma
#> 636 636 Komboya Mangaru Foindu
#> 637 637 Komboya Mangaru Gulubu
#> 638 638 Komboya Mangaru Kpamajama
#> 639 639 Komboya Mangaru Nongoba
#> 640 640 Komboya Mangaru Sungaru
#> 641 641 Komboya Mangaru Bandajuma
#> 642 642 Komboya Mangaru Bawomahun
#> 643 643 Komboya Mangaru Yengema
#> 644 644 Komboya Mangaru Kpawuma
#> 645 645 Komboya Mangaru Sengbehun
#> 646 646 Komboya Gao Vahun
#> 647 647 Komboya Sei Pelewahun
#> 648 648 Komboya Sei Njala
#> 649 649 Komboya Sei Gbitima
#> 650 650 Komboya Sei Talia
#> 651 651 Lugbu Baimba Kortuhun
#> 652 652 Lugbu Baimba Benduma
#> 653 653 Lugbu Baimba Mamboma
#> 654 654 Lugbu Baimba Kpamgbama
#> 655 655 Lugbu Baimba Korbu
#> 656 656 Lugbu Baimba Jagbewa
#> 657 657 Lugbu Baimba Konima
#> 658 658 Lugbu Baimba Yalu
#> 659 659 Lugbu Baimba Torkpombu
#> 660 660 Lugbu Baimba Pendembu
#> 661 661 Lugbu Yalenga Semabu
#> 662 662 Lugbu Yalenga Hendobu
#> 663 663 Lugbu Yalenga Kpetema
#> 664 664 Lugbu Baimba Kandu
#> 665 665 Lugbu Baimba Jumu
#> 666 666 Lugbu Kamba Belpi
#> 667 667 Lugbu Kamba Mokema
#> 668 668 Lugbu Kamba Nyalahun
#> 669 669 Lugbu Kargbevu Lower Sama
#> 670 670 Lugbu Kargbevu Momandu
#> 671 671 Lugbu Kemoh Momeinde
#> 672 672 Lugbu Kemoh Kpumbu
#> 673 673 Lugbu Kemoh Benduma
#> 674 674 Lugbu Kemoh Guabu
#> 675 675 Lugbu Magbao Gbanahun
#> 676 676 Lugbu Magbao Hima
#> 677 677 Lugbu Magbao Masahun
#> 678 678 Lugbu Magbao Loposema
#> 679 679 Lugbu Yorma Ngieya - Gbondaa
#> 680 680 Lugbu Yorma Teindema
#> 681 681 Lugbu Yorma Kporwubu
#> 682 682 Niawa Lenga Kaduawo Segbeima
#> 683 683 Niawa Lenga Kaduawo Baoma
#> 684 684 Niawa Lenga Kaduawo Gbangba
#> 685 685 Niawa Lenga Kaduawo Sembehun
#> 686 686 Niawa Lenga Kaduawo Kaniya
#> 687 687 Niawa Lenga Kaduawo Bongeya
#> 688 688 Niawa Lenga Kaduawo Huawuma
#> 689 689 Niawa Lenga Lower Niawa Korihun
#> 690 690 Niawa Lenga Lower Niawa Giehun
#> 691 691 Niawa Lenga Lower Niawa Blama
#> 692 692 Niawa Lenga Lower Niawa Tondeya
#> 693 693 Niawa Lenga Lower Niawa Nengbema
#> 694 694 Niawa Lenga Lower Niawa Nyandeyama
#> 695 695 Niawa Lenga Lower Niawa Luawa
#> 696 696 Niawa Lenga Lower Niawa Mbelebu
#> 697 697 Niawa Lenga Lower Niawa Guandoma
#> 698 698 Niawa Lenga Mokpendeh Njayeima
#> 699 699 Niawa Lenga Mokpendeh Gbeyahun
#> 700 700 Niawa Lenga Mokpendeh Kpetema
#> 701 701 Niawa Lenga Mokpendeh Kenema
#> 702 702 Niawa Lenga Mokpendeh Jolu
#> 703 703 Niawa Lenga Mokpendeh Gbumbeh
#> 704 704 Niawa Lenga Mokpendeh Tabema
#> 705 705 Niawa Lenga Mokpendeh Tokpombu
#> 706 706 Niawa Lenga Upper Niawa Bendu
#> 707 707 Niawa Lenga Upper Niawa Saama
#> 708 708 Niawa Lenga Upper Niawa Kowa
#> 709 709 Niawa Lenga Upper Niawa Gogbebu
#> 710 710 Niawa Lenga Upper Niawa Meima
#> 711 711 Niawa Lenga Upper Niawa Konima
#> 712 712 Niawa Lenga Yalenga Kongobahun
#> 713 713 Niawa Lenga Yalenga Kpah
#> 714 714 Niawa Lenga Yalenga Sorma
#> 715 715 Niawa Lenga Yalenga Njagor
#> 716 716 Niawa Lenga Yalenga Tambalu
#> 717 717 Niawa Lenga Yalenga Sahn A
#> 718 718 Niawa Lenga Yalenga Jaiama
#> 719 719 Niawa Lenga Yalenga Torkpombu
#> 720 720 Niawa Lenga Yalenga Dandabu
#> 721 721 Selenga Old Town Gbangeima
#> 722 722 Selenga Old Town Grima
#> 723 723 Selenga Old Town Salon
#> 724 724 Selenga Old Town Nigeria
#> 725 725 Selenga Old Town Mogbondo
#> 726 726 Selenga Old Town Kasema
#> 727 727 Selenga Bainyawa Jagbewema
#> 728 728 Selenga Bainyawa Tikonkowo
#> 729 729 Selenga Kaduawo Segbeima
#> 730 730 Selenga Kaduawo Baoma
#> 731 731 Selenga Kaduawo Gbangba
#> 732 732 Selenga Kaduawo Kaniya
#> 733 733 Selenga Kaduawo bongeya
#> 734 734 Selenga Kaduawo Huawuma
#> 735 735 Selenga Mambawa Wotebehun
#> 736 736 Selenga Mambawa Kassama
#> 737 737 Selenga Mambawa Njala
#> 738 738 Selenga Mambawa Gbangaima
#> 739 739 Selenga Mambawa Nigeria
#> 740 740 Selenga Mambawa Yenkisa
#> 741 741 Selenga Mokpendeh Njayeima
#> 742 742 Selenga Mokpendeh Gbeyahun
#> 743 743 Selenga Mokpendeh Kpetema
#> 744 744 Selenga Mokpendeh Kenema
#> 745 745 Selenga Mokpendeh Jolu
#> 746 746 Selenga Mokpendeh Gbumbeh
#> 747 747 Selenga Mokpendeh Tabema
#> 748 748 Selenga Mokpendeh Tokpombu
#> 749 749 Selenga Old Town Gbangeima
#> 750 750 Selenga Old Town Grima
#> 751 751 Selenga Old Town Salon
#> 752 752 Selenga Old Town Mogbondo
#> 753 753 Selenga Old Town Kasema
#> 754 754 Selenga Old Town Damballa
#> 755 755 Selenga Old Town Sembehun
#> 756 756 Selenga Old Town Njaluahun
#> 757 757 Selenga Old Town Mobondey
#> 758 758 Selenga Old Town Mamboima
#> 759 759 Selenga Old Town Korwama
#> 760 760 Selenga Old Town N'Yandehun
#> 761 761 Selenga Old Town Njaluahun
#> 762 762 Selenga Old Town Mamboima
#> 763 763 Selenga Old Town Korwama
#> 764 764 Selenga Old Town Nyandehun
#> 765 765 Tikonko Ngolamajie Tokopombu
#> 766 766 Tikonko Ngolamajie Ngalivulahun
#> 767 767 Tikonko Ngolamajie Dandabu
#> 768 768 Tikonko Ngolamajie Ngombeh
#> 769 769 Tikonko Ngolamajie Kalogeyabu
#> 770 770 Tikonko Ngolamajie Baoma (Geyewoma)
#> 771 771 Tikonko Ngolamajie Kondiyama
#> 772 772 Tikonko Ngolamajie Kpoyama
#> 773 773 Tikonko Ngolamajie Njagbina
#> 774 774 Tikonko Ngolamajie Kpawama
#> 775 775 Tikonko Ngolamajie Mamboima
#> 776 776 Tikonko Ngolamajie Natihun
#> 777 777 Tikonko Ngolamajie Tolobu
#> 778 778 Tikonko Ngolamajie Sulima
#> 779 779 Tikonko Ngolamajie Bandawa
#> 780 780 Tikonko Ngolamajie Gandorhun
#> 781 781 Tikonko Ngolamajie Kanga
#> 782 782 Tikonko Ngolamajie Morkasie
#> 783 783 Tikonko Ngolamajie Gbanga
#> 784 784 Tikonko Ngolamajie Negbema
#> 785 785 Tikonko Ngolamajie Njagbla
#> 786 786 Tikonko Ngolamajie Mattru
#> 787 787 Tikonko Seiwa Dodo
#> 788 788 Tikonko Seiwa Kapima
#> 789 789 Tikonko Seiwa Tikonko
#> 790 790 Tikonko Seiwa kpakuma
#> 791 791 Tikonko Seiwa Wubangay
#> 792 792 Tikonko Seiwa Gbalehun
#> 793 793 Tikonko Seiwa Pelewahun
#> 794 794 Tikonko Seiwa Magbwema
#> 795 795 Tikonko Seiwa Gendema
#> 796 796 Tikonko Seiwa Sami- Tabe
#> 797 797 Tikonko Seiwa Foindu
#> 798 798 Tikonko Seiwa Faikundor
#> 799 799 Tikonko Morku Sengema
#> 800 800 Tikonko Morku Sembehun
#> 801 801 Tikonko Morku Baoma
#> 802 802 Tikonko Morku Bevehun
#> 803 803 Tikonko Morku Adala
#> 804 804 Tikonko Morku Manobebeteh
#> 805 805 Tikonko Njagbla I Mokumba
#> 806 806 Tikonko Njagbla I Taninahun
#> 807 807 Tikonko Njagbla I Golahun
#> 808 808 Tikonko Njagbla II Magbema
#> 809 809 Tikonko Njagbla II Gandorhun
#> 810 810 Tikonko Njagbla II Lorh
#> 811 811 Tikonko Njagbla II Taninahun
#> 812 812 Tikonko Njagbla II Majihun
#> 813 813 Tikonko Njagbla II Failor
#> 814 814 Tikonko Njagbla II Mokema
#> 815 815 Tikonko Seiwa Kenema
#> 816 816 Tikonko Seiwa Daaru
#> 817 817 Tikonko Seiwa Tanganema
#> 818 818 Tikonko Seiwa Govama
#> 819 819 Tikonko Seiwa Logorvulahun
#> 820 820 Tikonko Seiwa Towama
#> 821 821 Tikonko Seiwa Jombohun
#> 822 822 Tikonko Seiwa Mosakpa
#> 823 823 Tikonko Seiwa Mendewa
#> 824 824 Tikonko Seiwa Njewoma
#> 825 825 Tikonko Seiwa Kaindeyela
#> 826 826 Tikonko Seiwa Sami
#> 827 827 Tikonko Seiwa Benduma
#> 828 828 Tikonko Seiwa Bangeima
#> 829 829 Tikonko Seiwa Gelehun
#> 830 830 Tikonko Seiwa Nyanyama
#> 831 831 Tikonko Seiwa Lembema
#> 832 832 Tikonko Seiwa Ngiehun
#> 833 833 Tikonko Seiwa Dambu
#> 834 834 Tikonko Seiwa Potehun
#> 835 835 Tikonko Seiwa Yoviama
#> 836 836 Tikonko Seiwa Ballie
#> 837 837 Tikonko Seiwa Kpetewoma
#> 838 838 Tikonko Seiwa Gbanahun
#> 839 839 Tikonko Seiwa Magibeh
#> 840 840 Tikonko Seiwa Ngebina
#> 841 841 Tikonko Seiwa Bawomahun
#> 842 842 Tikonko Seiwa Surgbehun
#> 843 843 Tikonko Seiwa Fulawahun
#> 844 844 Tikonko Seiwa Tokpombu
#> 845 845 Tikonko Seiwa Kpawugbahun
#> 846 846 Tikonko Seiwa Golala
#> 847 847 Tikonko Seiwa Nyayagolehun
#> 848 848 Tikonko Seiwa Kpetema
#> 849 849 Tikonko Seiwa Kigbai
#> 850 850 Tikonko Seiwa Borbu
#> 851 851 Tikonko Seiwa Njala
#> 852 852 Tikonko Sendeh Maboima
#> 853 853 Tikonko Sendeh New Sembehun
#> 854 854 Tikonko Sendeh Tuba
#> 855 855 Tikonko Sendeh Nyandeyama
#> 856 856 Valunia Deilenga Pujehun
#> 857 857 Valunia Deilenga Baomahun
#> 858 858 Valunia Deilenga Jabwama
#> 859 859 Valunia Deilenga Moyorgbo
#> 860 860 Valunia Deilenga Lablama
#> 861 861 Valunia Deilenga Mendekelema
#> 862 862 Valunia Deilenga Kowama
#> 863 863 Valunia Deilenga Konima
#> 864 864 Valunia Deilenga Ngewojahun
#> 865 865 Valunia Deilenga Kongopa
#> 866 866 Valunia Deilenga Nyandehun
#> 867 867 Valunia Deilenga Bohehun
#> 868 868 Valunia Deilenga Simbeck
#> 869 869 Valunia Deilenga Bumpeh
#> 870 870 Valunia Deilenga Hendogboma
#> 871 871 Valunia Deilenga Kpateya
#> 872 872 Valunia Deilenga Belihun
#> 873 873 Valunia Deilenga Semabu
#> 874 874 Valunia Deilenga Jallo
#> 875 875 Valunia Deilenga Taninahun
#> 876 876 Valunia Deilenga Sengima
#> 877 877 Valunia Deilenga Kpewama
#> 878 878 Valunia Deilenga Palima
#> 879 879 Valunia Deilenga Njabla
#> 880 880 Valunia Deilenga Kanjalo
#> 881 881 Valunia Kendebu Massahun
#> 882 882 Valunia Kendebu Nyahun
#> 883 883 Valunia Kendebu Lagor
#> 884 884 Valunia Kendebu Njalahun
#> 885 885 Valunia Kendebu Yendehun
#> 886 886 Valunia Kendebu Manjendu
#> 887 887 Valunia Kendebu Claya
#> 888 888 Valunia Kendebu Kpetema
#> 889 889 Valunia Kendebu Cosima
#> 890 890 Valunia Kendebu Sengema
#> 891 891 Valunia Lower Kargoi Gaura
#> 892 892 Valunia Lower Kargoi Yanihun
#> 893 893 Valunia Lower Kargoi Kpeyama
#> 894 894 Valunia Lower Kargoi Bathurst
#> 895 895 Valunia Lower Kargoi Gombu
#> 896 896 Valunia Lower Kargoi Naiagolehun
#> 897 897 Valunia Lower Kargoi Njala
#> 898 898 Valunia Lunia Ngalu
#> 899 899 Valunia Lunia Kamaru
#> 900 900 Valunia Lunia Kponibu
#> 901 901 Valunia Lunia Kavoma
#> 902 902 Valunia Lunia Jojohun
#> 903 903 Valunia Lunia Kpasama
#> 904 904 Valunia Lunia Nwogema
#> 905 905 Valunia Lunia Konima - New
#> 906 906 Valunia Lunia Tongoma
#> 907 907 Valunia Lunia Barrie
#> 908 908 Valunia Lunia Daru
#> 909 909 Valunia Lunia Yawema
#> 910 910 Valunia Lunia Bekeya
#> 911 911 Valunia Lunia Yuabu
#> 912 912 Valunia Lunia Masumana
#> 913 913 Valunia Lunia Levuma
#> 914 914 Valunia Lunia Kpakimbu
#> 915 915 Valunia Lunia Madina
#> 916 916 Valunia Lunia Nyaiahun
#> 917 917 Valunia Lunia Banjema
#> 918 918 Valunia Lunia Baoma
#> 919 919 Valunia Lunia Lomabu
#> 920 920 Valunia Lunia Kpetema
#> 921 921 Valunia Lunia Gowala
#> 922 922 Valunia Lunia Nayema
#> 923 923 Valunia Lunia Bandujuma
#> 924 924 Valunia Lunia Jonjahun
#> 925 925 Valunia Lunia Wunde
#> 926 926 Valunia Lunia Konima
#> 927 927 Valunia Lunia Mongeri
#> 928 928 Valunia Lunia Konta
#> 929 929 Valunia Lunia Njalehun
#> 930 930 Valunia Lunia Jopolwahun
#> 931 931 Valunia Lunia Gelehun
#> 932 932 Valunia Lunia Waterloo
#> 933 933 Valunia Lunia Gumahun
#> 934 934 Valunia Lunia Nyandehun
#> 935 935 Valunia Lunia Manjehun
#> 936 936 Valunia Lunia Hewebu
#> 937 937 Valunia Lunia Pelewahun
#> 938 938 Valunia Lunia Njala
#> 939 939 Valunia Lunia Njopowahun
#> 940 940 Valunia Lunia Clifonia
#> 941 941 Valunia Lunia Nyandeyama
#> 942 942 Valunia Lunia Gima
#> 943 943 Valunia Manyeh Gbojeima
#> 944 944 Valunia Manyeh Layiahun
#> 945 945 Valunia Manyeh Malema
#> 946 946 Valunia Ngovo Njala
#> 947 947 Valunia Ngovo Kpoebu
#> 948 948 Valunia Ngovo Bogema
#> 949 949 Valunia Ngovo Ngorbu
#> 950 950 Valunia Ngovo Balehun
#> 951 951 Valunia Seilenga Juma
#> 952 952 Valunia Seilenga Tokpombu
#> 953 953 Valunia Seilenga Benduma
#> 954 954 Valunia Seilenga Gbassama
#> 955 955 Valunia Seilenga Farma
#> 956 956 Valunia Seilenga Tongoba
#> 957 957 Valunia Seilenga Peyela
#> 958 958 Valunia Seilenga Njalihun -Junction
#> 959 959 Valunia Seilenga Moselleh
#> 960 960 Valunia Seilenga Giema
#> 961 961 Valunia Seilenga Naiahun
#> 962 962 Valunia Seilenga Kpakibu
#> 963 963 Valunia Seilenga Foya
#> 964 964 Valunia Vanjelu Kpetewama
#> 965 965 Valunia Vanjelu Mandu
#> 966 966 Valunia Vanjelu Madina
#> 967 967 Valunia Vanjelu Yambama
#> 968 968 Valunia Vanjelu Kundom
#> 969 969 Valunia Yarlenga Jagbema
#> 970 970 Valunia Yarlenga Dassamu
#> 971 971 Valunia Yarlenga Giehun
#> 972 972 Valunia Yarlenga Mogbwe
#> 973 973 Valunia Yarlenga Dambalawa
#> 974 974 Valunia Yarlenga Pembema
#> 975 975 Valunia Yarlenga Selu
#> 976 976 Valunia Yarlenga Gorahun
#> 977 977 Valunia Yarlenga kotumahun
#> 978 978 Valunia Yarlenga Farma
#> 979 979 Valunia Yarlenga Magbema
#> 980 980 Valunia Yarlenga Naiama
#> 981 981 Valunia Yarlenga Kpetema
#> 982 982 Valunia Yarlenga Kenema Blango
#> 983 983 Valunia Yarlenga Njallo
#> 984 984 Valunia Yarlenga Yabaima
#> 985 985 Wonde Central Kargoi Wonde
#> 986 986 Wonde Central Kargoi Kpuawala
#> 987 987 Wonde Central Kargoi Mendama
#> 988 988 Wonde Central Kargoi YawaJu
#> 989 989 Wonde Manyeh Konia
#> 990 990 Wonde Manyeh Fanima
#> 991 991 Wonde Manyeh Tolobu
#> 992 992 Wonde Manyeh Fayama
#> 993 993 Wonde Manyeh Pelewahun
#> 994 994 Wonde Manyeh Gendema
#> 995 995 Wonde Manyeh Kigbema
#> 996 996 Wonde Upper Kargoi Njala
#> 997 997 Wonde Upper Kargoi Dia
#> 998 998 Wonde Upper Kargoi Gboyama
#> 999 999 Wonde Upper Kargoi Yengema
#> 1000 1000 Wonde Upper Kargoi Boamai
#> 1001 1001 Wonde Upper Kargoi NjagbakahunThe get_sampling_list() function implements the list-based sampling
method. For example, if 40 clusters/villages are needed to be sampled to
find the 19 SAM cases calculated earlier, a sampling list can be created
as follows:
get_sampling_list(village_list, 40)which provides the following sampling list:
| id | chiefdom | section | village | |
|---|---|---|---|---|
| 9 | 9 | Badjia | Kpallay | Jokibu |
| 34 | 34 | Badjia | Sei | Mbokeni |
| 59 | 59 | Bagbe | Nyallay | Blama |
| 84 | 84 | Bagbo | Gorapon | Dema |
| 109 | 109 | Bagbo | Kpangbalia | Nyandehun |
| 134 | 134 | Bagbo | Tissawa | Mossa Gbahun |
| 159 | 159 | Baoma | Bambawo | Gollu |
| 184 | 184 | Baoma | Lower Pataloo | Kpakru |
| 209 | 209 | Baoma | Sannah | Ngually |
| 234 | 234 | Bumpe Ngao | Bumpe | Mongla |
| 259 | 259 | Bumpe Ngao | Bumpe | Fanima |
| 284 | 284 | Bumpe Ngao | Sewama | Walihun |
| 309 | 309 | Bumpe Ngao | Sahn | Wunde |
| 334 | 334 | Bumpe Ngao | Taninahun | Njagbema |
| 359 | 359 | Bumpe Ngao | Taninahun | Tolobu |
| 384 | 384 | Bumpe Ngao | Taninahun | Mojihun |
| 409 | 409 | Bumpe Ngao | Yengema | Komendi |
| 434 | 434 | Gbo | Maryu | Njabormie |
| 459 | 459 | Jaiama Bongor | Lower Baimba | Godiam |
| 484 | 484 | Jaiama Bongor | Nekpondo | Laoma |
| 509 | 509 | Jaiama Bongor | Upper Baimba | Sulehun |
| 534 | 534 | Kakua | Korjeh | Kalia |
| 559 | 559 | Kakua | Nguabu | Gbina |
| 584 | 584 | Kakua | Samamie | Fanima-Foya |
| 609 | 609 | Kakua | Sindeh | Wojema |
| 634 | 634 | Komboya | Mangaru | Maajebu |
| 659 | 659 | Lugbu | Baimba | Torkpombu |
| 684 | 684 | Niawa Lenga | Kaduawo | Gbangba |
| 709 | 709 | Niawa Lenga | Upper Niawa | Gogbebu |
| 734 | 734 | Selenga | Kaduawo | Huawuma |
| 759 | 759 | Selenga | Old Town | Korwama |
| 784 | 784 | Tikonko | Ngolamajie | Negbema |
| 809 | 809 | Tikonko | Njagbla II | Gandorhun |
| 834 | 834 | Tikonko | Seiwa | Potehun |
| 859 | 859 | Valunia | Deilenga | Moyorgbo |
| 884 | 884 | Valunia | Kendebu | Njalahun |
| 909 | 909 | Valunia | Lunia | Yawema |
| 934 | 934 | Valunia | Lunia | Nyandehun |
| 959 | 959 | Valunia | Seilenga | Moselleh |
| 984 | 984 | Valunia | Yarlenga | Yabaima |
With data collected from a SLEAC survey, the lqas_classify_coverage()
function is used to classify coverage. For example, using the
survey_data dataset, per district coverage classification can be
calculated as follows:
with(survey_data, lqas_classify_coverage(n = in_cases, n_total = n))which outputs the following results:
#> [1] "Low" "Low" "Low" "Low" "Low" "Low"
#> [7] "Low" "Moderate" "Moderate" "Moderate" "Low" "Low"
#> [13] "Low" "Low"
It is useful to be able to assess the performance of the classifier chosen for a SLEAC survey. For example, in the context presented above of an area with a population of 600, a sample size of 40 and a 60% and 90% threshold classifier, the performance of this classifier can be assessed by first simulating a population and then determining the classification probabilities of the chosen classifier on this population.
lqas_simulate_test(pop = 600, n = 40, dLower = 0.6, dUpper = 0.9) |>
lqas_get_class_prob()
#> Low : 0.9552
#> Moderate : 0.8319
#> High : 0.8354
#> Overall : 0.9062
#> Gross misclassification : 0If you use {sleacr} in your work, please cite using the suggested
citation provided by a call to the citation function as follows:
citation("sleacr")
#> To cite sleacr in publications use:
#>
#> Mark Myatt, Ernest Guevarra, Lionella Fieschi, Allison Norris, Saul
#> Guerrero, Lilly Schofield, Daniel Jones, Ephrem Emru, Kate Sadler
#> (2012). _Semi-Quantitative Evaluation of Access and Coverage
#> (SQUEAC)/Simplified Lot Quality Assurance Sampling Evaluation of
#> Access and Coverage (SLEAC) Technical Reference_. FHI 360/FANTA,
#> Washington, DC.
#> <https://www.fantaproject.org/sites/default/files/resources/SQUEAC-SLEAC-Technical-Reference-Oct2012_0.pdf>.
#>
#> A BibTeX entry for LaTeX users is
#>
#> @Book{,
#> title = {Semi-Quantitative Evaluation of Access and Coverage ({SQUEAC})/Simplified Lot Quality Assurance Sampling Evaluation of Access and Coverage ({SLEAC}) Technical Reference},
#> author = {{Mark Myatt} and {Ernest Guevarra} and {Lionella Fieschi} and {Allison Norris} and {Saul Guerrero} and {Lilly Schofield} and {Daniel Jones} and {Ephrem Emru} and {Kate Sadler}},
#> year = {2012},
#> publisher = {FHI 360/FANTA},
#> address = {Washington, DC},
#> url = {https://www.fantaproject.org/sites/default/files/resources/SQUEAC-SLEAC-Technical-Reference-Oct2012_0.pdf},
#> }Feedback, bug reports, and feature requests are welcome; file issues or seek support here. If you would like to contribute to the package, please see our contributing guidelines.
This project is released with a Contributor Code of Conduct. By contributing to this project, you agree to abide by its terms.