反向地理编码：如何使用BigQuery SQL确定最接近（纬度，经度）的城市？

Question

我收集了很多点-我想确定每个点最近的城市。我该如何使用BigQuery？

Answer 1

这是到目前为止我们得出的性能最好的查询：

WITH a AS (
  # a table with points around the world
  SELECT * FROM UNNEST([ST_GEOGPOINT(-70, -33), ST_GEOGPOINT(-122,37), ST_GEOGPOINT(151,-33)]) my_point
), b AS (
  # any table with cities world locations
  SELECT *, ST_GEOGPOINT(lon,lat) latlon_geo
  FROM `fh-bigquery.geocode.201806_geolite2_latlon_redux` 
)

SELECT my_point, city_name, subdivision_1_name, country_name, continent_name
FROM (
  SELECT loc.*, my_point
  FROM (
    SELECT ST_ASTEXT(my_point) my_point, ANY_VALUE(my_point) geop
      , ARRAY_AGG( # get the closest city
           STRUCT(city_name, subdivision_1_name, country_name, continent_name) 
           ORDER BY ST_DISTANCE(my_point, b.latlon_geo) LIMIT 1
        )[SAFE_OFFSET(0)] loc
    FROM a, b 
    WHERE ST_DWITHIN(my_point, b.latlon_geo, 100000)  # filter to only close cities
    GROUP BY my_point
  )
)
GROUP BY 1,2,3,4,5