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from datetime import datetime
from dask_queries import utils
Q_NUM = 4
def q():
date1 = datetime.strptime("1993-10-01", "%Y-%m-%d")
date2 = datetime.strptime("1993-07-01", "%Y-%m-%d")
line_item_ds = utils.get_line_item_ds
orders_ds = utils.get_orders_ds
# first call one time to cache in case we don't include the IO times
line_item_ds()
orders_ds()
def query():
nonlocal line_item_ds
nonlocal orders_ds
line_item_ds = line_item_ds()
orders_ds = orders_ds()
lsel = line_item_ds.l_commitdate < line_item_ds.l_receiptdate
osel = (orders_ds.o_orderdate < date1) & (orders_ds.o_orderdate >= date2)
flineitem = line_item_ds[lsel]
forders = orders_ds[osel]
forders = forders[["o_orderkey", "o_orderpriority"]]
# jn = forders[forders["o_orderkey"].compute().isin(flineitem["l_orderkey"])] # doesn't support isin
jn = forders.merge(
flineitem, left_on="o_orderkey", right_on="l_orderkey"
).drop_duplicates(subset=["o_orderkey"])[["o_orderpriority", "o_orderkey"]]
result_df = (
jn.groupby("o_orderpriority")["o_orderkey"]
.count()
.reset_index()
.sort_values(["o_orderpriority"])
)
result_df = result_df.compute()
return result_df.rename({"o_orderkey": "order_count"}, axis=1)
utils.run_query(Q_NUM, query)
if __name__ == "__main__":
q()