import polars as pl from polars_queries import utils Q_NUM = 16 def q(): part_supp_ds = utils.get_part_supp_ds() part_ds = utils.get_part_ds() supplier_ds = ( utils.get_supplier_ds() .filter(pl.col("s_comment").str.contains(".*Customer.*Complaints.*")) .select(pl.col("s_suppkey"), pl.col("s_suppkey").alias("ps_suppkey")) ) var_1 = "Brand#45" q_final = ( part_ds.join(part_supp_ds, left_on="p_partkey", right_on="ps_partkey") .filter(pl.col("p_brand") != var_1) .filter(pl.col("p_type").str.contains("MEDIUM POLISHED*").not_()) .filter(pl.col("p_size").is_in([49, 14, 23, 45, 19, 3, 36, 9])) .join(supplier_ds, left_on="ps_suppkey", right_on="s_suppkey", how="left") .filter(pl.col("ps_suppkey_right").is_null()) .group_by(["p_brand", "p_type", "p_size"]) .agg([pl.col("ps_suppkey").n_unique().alias("supplier_cnt")]) .sort( by=["supplier_cnt", "p_brand", "p_type", "p_size"], descending=[True, False, False, False], ) ) utils.run_query(Q_NUM, q_final) if __name__ == "__main__": q()