Big Query

Label Encoder

WITH CTE AS(
  SELECT DISTINCT region FROM `Shop.Insurance` 
),CTE2 AS (
  SELECT ROW_NUMBER() OVER(ORDER BY region) - 1 RegionId, region FROM CTE
)SELECT 
  age, 
  IF(sex = 'female', 0, 1) as gender, 
  bmi, 
  children, 
  IF(smoker = false, 0, 1) AS smoker, 
  regionId, 
  charges  
FROM Shop.Insurance AS A JOIN CTE2 AS B ON A.region = B.region;