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Variance of food insecurity prevalence by region, calculated from bfa_eas. Used for demonstrating Neyman optimal allocation in stratified sampling.

Usage

bfa_eas_variance

Format

A tibble with 13 rows and 2 columns:

region

Factor. Region name

var

Numeric. Variance of food insecurity prevalence within region

Examples

# View the variance data
bfa_eas_variance
#> # A tibble: 13 × 2
#>    region              var
#>    <fct>             <dbl>
#>  1 Boucle du Mouhoun  96.9
#>  2 Cascades           63.6
#>  3 Centre             34.7
#>  4 Centre-Est         58.5
#>  5 Centre-Nord        94.9
#>  6 Centre-Ouest       32.4
#>  7 Centre-Sud         31.9
#>  8 Est               140. 
#>  9 Hauts-Bassins      57.7
#> 10 Nord              155. 
#> 11 Plateau-Central    55.9
#> 12 Sahel             145. 
#> 13 Sud-Ouest          63.1

# Neyman allocation minimizes variance for fixed sample size
sampling_design() |>
  stratify_by(region, alloc = "neyman", variance = bfa_eas_variance) |>
  draw(n = 200) |>
  execute(bfa_eas, seed = 2)
#> # A tbl_sample: 200 × 17
#> # Weights:      74.67 [52.65, 123]
#>    ea_id    region   province commune urban_rural population households area_km2
#>  * <chr>    <fct>    <fct>    <fct>   <fct>            <dbl>      <int>    <dbl>
#>  1 EA_06470 Boucle … Mouhoun  Kona    Rural             1083        150    50.1 
#>  2 EA_08656 Boucle … Kossi    Nouna   Rural             1197        177    45.9 
#>  3 EA_08720 Boucle … Kossi    Nouna   Rural             1643        242    25.2 
#>  4 EA_12444 Boucle … Banwa    Solenzo Rural             1316        177    15.5 
#>  5 EA_12420 Boucle … Banwa    Solenzo Rural               79         11     5.68
#>  6 EA_06887 Boucle … Banwa    Kouka   Rural             1748        241    18.1 
#>  7 EA_06014 Boucle … Sourou   Kiemba… Rural              518         67    18.3 
#>  8 EA_14033 Boucle … Nayala   Yaba    Rural             1115        147    11.8 
#>  9 EA_07232 Boucle … Sourou   Lankoue Rural             1031        136    18.5 
#> 10 EA_04730 Boucle … Sourou   Gomboro Rural             1597        225    43.8 
#> # ℹ 190 more rows
#> # ℹ 9 more variables: accessible <lgl>, dist_road_km <dbl>,
#> #   food_insecurity_pct <dbl>, cost <dbl>, .weight <dbl>, .sample_id <int>,
#> #   .stage <int>, .weight_1 <dbl>, .fpc_1 <int>