Date Train Test Leakage Duplicates#

from datetime import datetime

import pandas as pd

from deepchecks.tabular import Dataset, Suite
from deepchecks.tabular.checks import DateTrainTestLeakageDuplicates


def dataset_from_dict(d: dict, datetime_name: str = None) -> Dataset:
    dataframe = pd.DataFrame(data=d)
    return Dataset(dataframe, datetime_name=datetime_name)

Synthetic example with date leakage#

train_ds = dataset_from_dict({'col1': [
        datetime(2021, 10, 1, 0, 0),
        datetime(2021, 10, 1, 0, 0),
        datetime(2021, 10, 1, 0, 0),
        datetime(2021, 10, 2, 0, 0),
        datetime(2021, 10, 2, 0, 0),
        datetime(2021, 10, 2, 0, 0),
        datetime(2021, 10, 3, 0, 0),
        datetime(2021, 10, 3, 0, 0),
        datetime(2021, 10, 3, 0, 0),
        datetime(2021, 10, 4, 0, 0),
        datetime(2021, 10, 4, 0, 0),
        datetime(2021, 10, 4, 0, 0),
        datetime(2021, 10, 5, 0, 0),
        datetime(2021, 10, 5, 0, 0)
    ]}, 'col1')
test_ds = dataset_from_dict({'col1': [
        datetime(2021, 9, 4, 0, 0),
        datetime(2021, 10, 4, 0, 0),
        datetime(2021, 10, 5, 0, 0),
        datetime(2021, 10, 6, 0, 0),
        datetime(2021, 10, 6, 0, 0),
        datetime(2021, 10, 7, 0, 0),
        datetime(2021, 10, 7, 0, 0),
        datetime(2021, 10, 8, 0, 0),
        datetime(2021, 10, 8, 0, 0),
        datetime(2021, 10, 9, 0, 0),
        datetime(2021, 10, 9, 0, 0)
    ]}, 'col1')

DateTrainTestLeakageDuplicates(n_to_show=3).run(train_dataset=train_ds, test_dataset=test_ds)

Date Train-Test Leakage (duplicates)

Synthetic example no date leakage#

train_ds = dataset_from_dict({'col1': [
        datetime(2021, 10, 3, 0, 0),
        datetime(2021, 10, 3, 0, 0),
        datetime(2021, 10, 4, 0, 0),
        datetime(2021, 10, 4, 0, 0),
        datetime(2021, 10, 4, 0, 0),
        datetime(2021, 10, 5, 0, 0),
        datetime(2021, 10, 5, 0, 0)
    ]}, 'col1')
test_ds = dataset_from_dict({'col1': [
        datetime(2021, 11, 4, 0, 0),
        datetime(2021, 11, 4, 0, 0),
        datetime(2021, 11, 5, 0, 0),
        datetime(2021, 11, 6, 0, 0),

    ]}, 'col1')

DateTrainTestLeakageDuplicates().run(train_dataset=train_ds, test_dataset=test_ds)

Date Train-Test Leakage (duplicates)

Total running time of the script: (0 minutes 0.049 seconds)

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Date Train Test Leakage Overlap

Feature Drift