CREATE OR REPLACE FUNCTION
CDB_GWR(subquery text, dep_var text, ind_vars text[],
        bw numeric default null, fixed boolean default False,
        kernel text default 'bisquare', geom_col text default 'the_geom',
        id_col text default 'cartodb_id')
RETURNS table(coeffs JSON, stand_errs JSON, t_vals JSON,
              filtered_t_vals JSON, predicted numeric,
              residuals numeric, r_squared numeric, bandwidth numeric,
              rowid bigint)
AS $$

from crankshaft.regression import GWR

gwr = GWR()

return gwr.gwr(subquery, dep_var, ind_vars, bw, fixed, kernel, geom_col, id_col)

$$ LANGUAGE plpythonu VOLATILE PARALLEL UNSAFE;


CREATE OR REPLACE FUNCTION
CDB_GWR_Predict(subquery text, dep_var text, ind_vars text[],
                bw numeric default null, fixed boolean default False,
                kernel text default 'bisquare',
                geom_col text default 'the_geom',
                id_col text default 'cartodb_id')
RETURNS table(coeffs JSON, stand_errs JSON, t_vals JSON,
              r_squared numeric, predicted numeric, rowid bigint)
AS $$

from crankshaft.regression import GWR
gwr = GWR()

return gwr.gwr_predict(subquery, dep_var, ind_vars, bw, fixed, kernel, geom_col, id_col)

$$ LANGUAGE plpythonu VOLATILE PARALLEL UNSAFE;