from datetime import datetime import polars as pl from polars_queries import utils Q_NUM = 12 def q(): line_item_ds = utils.get_line_item_ds() orders_ds = utils.get_orders_ds() var_1 = "MAIL" var_2 = "SHIP" var_3 = datetime(1994, 1, 1) var_4 = datetime(1995, 1, 1) q_final = ( orders_ds.join(line_item_ds, left_on="o_orderkey", right_on="l_orderkey") .filter(pl.col("l_shipmode").is_in([var_1, var_2])) .filter(pl.col("l_commitdate") < pl.col("l_receiptdate")) .filter(pl.col("l_shipdate") < pl.col("l_commitdate")) .filter(pl.col("l_receiptdate").is_between(var_3, var_4, closed="left")) .with_columns( [ pl.when(pl.col("o_orderpriority").is_in(["1-URGENT", "2-HIGH"])) .then(1) .otherwise(0) .alias("high_line_count"), pl.when( pl.col("o_orderpriority").is_in(["1-URGENT", "2-HIGH"]).not_() ) .then(1) .otherwise(0) .alias("low_line_count"), ] ) .group_by("l_shipmode") .agg([pl.col("high_line_count").sum(), pl.col("low_line_count").sum()]) .sort("l_shipmode") ) utils.run_query(Q_NUM, q_final) if __name__ == "__main__": q()