import polars as pl from polars_queries import utils Q_NUM = 11 def q(): supplier_ds = utils.get_supplier_ds() part_supp_ds = utils.get_part_supp_ds() nation_ds = utils.get_nation_ds() var_1 = "GERMANY" var_2 = 0.0001 res_1 = ( part_supp_ds.join(supplier_ds, left_on="ps_suppkey", right_on="s_suppkey") .join(nation_ds, left_on="s_nationkey", right_on="n_nationkey") .filter(pl.col("n_name") == var_1) ) res_2 = res_1.select( (pl.col("ps_supplycost") * pl.col("ps_availqty")).sum().round(2).alias("tmp") * var_2 ).with_columns(pl.lit(1).alias("lit")) q_final = ( res_1.group_by("ps_partkey") .agg( (pl.col("ps_supplycost") * pl.col("ps_availqty")) .sum() .round(2) .alias("value") ) .with_columns(pl.lit(1).alias("lit")) .join(res_2, on="lit") .filter(pl.col("value") > pl.col("tmp")) .select(["ps_partkey", "value"]) .sort("value", descending=True) ) utils.run_query(Q_NUM, q_final) if __name__ == "__main__": q()