Failure rate

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from trase.tools.sps import *
import pandas as pd


df = get_pandas_df(
    "brazil/trade/mdic/disaggregated/brazil_mdic_disaggregated_2020_beef.csv",
    dtype=str,
    na_filter=False,
).astype({"vol": float})

print_report_by_attribute(df, "vol", ["success"])

print_report_by_attribute(df[df["success"] == "False"], "vol", ["success", "message"])

print_report_by_attribute(
    df[df["success"] == "False"],
    "vol",
    ["success", "country_of_destination.name", "hs4"],
)

_1, _2, a = (
    df[df["country_of_destination.name"] == "CHINA (HONG KONG)"]["message"]
    .drop_duplicates()
    .values
)

print(a)