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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  99.2
#>  2 Cascades           57.7
#>  3 Centre             32.1
#>  4 Centre-Est         61.1
#>  5 Centre-Nord        97.4
#>  6 Centre-Ouest       33.7
#>  7 Centre-Sud         31.7
#>  8 Est               144. 
#>  9 Hauts-Bassins      60.0
#> 10 Nord              137. 
#> 11 Plateau-Central    59.4
#> 12 Sahel             142. 
#> 13 Sud-Ouest          60.8

# 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 = 42)
#> # A tbl_sample: 200 × 17
#> # Weights:      74.5 [54.83, 121.6]
#>    ea_id    region   province commune urban_rural population households area_km2
#>  * <chr>    <fct>    <fct>    <fct>   <fct>            <dbl>      <int>    <dbl>
#>  1 EA_02518 Boucle … Kossi    Bouras… Rural              806         91    14.8 
#>  2 EA_11697 Boucle … Banwa    Sanaba  Rural             1359        197    31.2 
#>  3 EA_06821 Boucle … Nayala   Kougny  Rural             3371        449     3.12
#>  4 EA_12935 Boucle … Mouhoun  Tcheri… Rural             1279        153    10.4 
#>  5 EA_14276 Boucle … Nayala   Ye      Rural             1314        232     2.27
#>  6 EA_06814 Boucle … Nayala   Kougny  Rural              849        113    52.8 
#>  7 EA_03727 Boucle … Kossi    Dokui   Rural             2183        349    10.0 
#>  8 EA_02157 Boucle … Bale     Boromo  Rural              129         17     8.12
#>  9 EA_04881 Boucle … Nayala   Gossina Rural             1549        250    15.1 
#> 10 EA_05968 Boucle … Sourou   Kiemba… Rural              976        155    20.4 
#> # 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>