from datetime import datetime import polars as pl from polars_queries import utils Q_NUM = 9 def q(): part_ds = utils.get_part_ds() supplier_ds = utils.get_supplier_ds() line_item_ds = utils.get_line_item_ds() part_supp_ds = utils.get_part_supp_ds() orders_ds = utils.get_orders_ds() nation_ds = utils.get_nation_ds() q_final = ( line_item_ds.join(supplier_ds, left_on="l_suppkey", right_on="s_suppkey") .join( part_supp_ds, left_on=["l_suppkey", "l_partkey"], right_on=["ps_suppkey", "ps_partkey"], ) .join(part_ds, left_on="l_partkey", right_on="p_partkey") .join(orders_ds, left_on="l_orderkey", right_on="o_orderkey") .join(nation_ds, left_on="s_nationkey", right_on="n_nationkey") .filter(pl.col("p_name").str.contains("green")) .select( [ pl.col("n_name").alias("nation"), pl.col("o_orderdate").dt.year().alias("o_year"), ( pl.col("l_extendedprice") * (1 - pl.col("l_discount")) - pl.col("ps_supplycost") * pl.col("l_quantity") ).alias("amount"), ] ) .group_by(["nation", "o_year"]) .agg(pl.sum("amount").round(2).alias("sum_profit")) .sort(by=["nation", "o_year"], descending=[False, True]) ) utils.run_query(Q_NUM, q_final) if __name__ == "__main__": q()