import polars as pl from polars_queries import utils Q_NUM = 13 def q(): var_1 = "special" var_2 = "requests" customer_ds = utils.get_customer_ds() orders_ds = utils.get_orders_ds().filter( pl.col("o_comment").str.contains(f"{var_1}.*{var_2}").not_() ) q_final = ( customer_ds.join( orders_ds, left_on="c_custkey", right_on="o_custkey", how="left" ) .group_by("c_custkey") .agg( [ pl.col("o_orderkey").count().alias("c_count"), pl.col("o_orderkey").null_count().alias("null_c_count"), ] ) .with_columns((pl.col("c_count") - pl.col("null_c_count")).alias("c_count")) .group_by("c_count") .count() .select([pl.col("c_count"), pl.col("count").alias("custdist")]) .sort(["custdist", "c_count"], descending=[True, True]) ) utils.run_query(Q_NUM, q_final) if __name__ == "__main__": q()