{ "cells": [ { "cell_type": "markdown", "id": "1ed5e8ad", "metadata": {}, "source": [ "# Unbiased Split of Event Logs\n", "\n", "In this tutorial we provide an overview of how the unbiased split of event\n", "logs [1] works and how to use it in the `skpm` package.\n", "\n", "## The *biased* split problem\n", "\n", "In machine learning, standardizing how datasets are split is a common, often\n", "essential, practice to ensure fair and reproducible results. However, in the\n", "field of Process Mining, machine learning applications have not consistently\n", "adopted this practice. Weytjens and De Weerdt's work [1] proposes the first\n", "significant effort to address this gap.\n", "\n", "More specifically, their paper tackles three key challenges:\n", "\n", "1. **Inconsistent Dataset Split**: Different datasets and preprocessing\n", "methods make it hard to compare research outcomes. Certain preprocessing\n", "choices can even lead to biased results due to the use of domain knowledge\n", "that may not be accessible to all researchers.\n", "2. **Data Leakage**: Training and test sets often overlap, with events from\n", "the same case appearing in both, which leads to overfitted performance\n", "measures and inaccurate predictions.\n", "3. **Test Set Bias**: The test sets frequently suffer from bias due to\n", "unequal distributions of case durations and active cases, especially at the\n", "start and end of the dataset. This skews evaluation results, making them\n", "less reflective of real-world performance.\n", "The `SkPM` package adapted the available code from the authors' GitHub [2].\n", "\n", "## Unbised Split API\n", "\n", "Only a few datasets are currently supported by the unbiased split method.\n", "The usage is really simple and can be seen in the following example:" ] }, { "cell_type": "code", "execution_count": 33, "id": "b3fe3b74", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((23295, 14), (7053, 14))" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from skpm.event_logs import split, BPI20RequestForPayment\n", "\n", "bpi20 = BPI20RequestForPayment()\n", "\n", "train, test = split.unbiased(bpi20, **bpi20.unbiased_split_params)\n", "train.shape, test.shape" ] }, { "cell_type": "markdown", "id": "cb64a598", "metadata": {}, "source": [ "The hyperparameters for the unbiased split are hardcoded in the original\n", "implementation. However, they are\n", "derived based on an data-driven analysis. In the future, we may consider\n", "to implement this generic approach in order to extend the unbiased split\n", "to other datasets. The hardcoded hyperparameters are:\n", "- `start_date`: the start date of the event log.\n", "- `end_date`: the end date of the event log.\n", "- `max_days`: the maximum duration of cases." ] }, { "cell_type": "code", "execution_count": 15, "id": "f3f9cc47", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'start_date': None, 'end_date': '2018-12', 'max_days': 28.86}" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bpi20.unbiased_split_params" ] }, { "cell_type": "markdown", "id": "a8824dbc", "metadata": {}, "source": [ "For datasets without hardcoded hyperparameters, an exception will be raised:" ] }, { "cell_type": "code", "execution_count": 16, "id": "a2df9e42", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Unbiased split not available for Sepsis\n" ] } ], "source": [ "from skpm.event_logs import Sepsis\n", "\n", "sepsis = Sepsis()\n", "try:\n", " _ = split.unbiased(sepsis, **sepsis.unbiased_split_params)\n", "except Exception as e:\n", " print(e)" ] }, { "cell_type": "markdown", "id": "edcfb756", "metadata": {}, "source": [ "The unbiased split is available for the following datasets:\n", "- :class:`~skpm.event_logs.BPI12`\n", "- :class:`~skpm.event_logs.BPI17`\n", "- :class:`~skpm.event_logs.BPI19`\n", "- :class:`~skpm.event_logs.BPI20PrepaidTravelCosts`\n", "- :class:`~skpm.event_logs.BPI20TravelPermitData`\n", "- :class:`~skpm.event_logs.BPI20RequestForPayment`" ] }, { "cell_type": "markdown", "id": "2330ab0f", "metadata": {}, "source": [ "We now visualize the remaining time target over time. There is no overlap between the training and test sets, ensuring that cases from the training set do not bias the test set." ] }, { "cell_type": "code", "execution_count": 34, "id": "f990a108", "metadata": { "nbsphinx": "remove-input" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "from skpm.feature_extraction import TimestampExtractor\n", "from sklearn.preprocessing import StandardScaler\n", "\n", "def plot_as_series(train, test):\n", " # some preprocessing\n", " time_unit = \"d\"\n", " ts = TimestampExtractor(\n", " case_features=[\"accumulated_time\", \"remaining_time\"],\n", " event_features=\"all\",\n", " time_unit=time_unit,\n", " )\n", "\n", " train[ts.get_feature_names_out()] = ts.fit_transform(train)\n", " test[ts.get_feature_names_out()] = ts.transform(test)\n", "\n", "\n", " scaler = StandardScaler()\n", " train.loc[:, [\"remaining_time\"]] = scaler.fit_transform(train[[\"remaining_time\"]])\n", " test.loc[:, [\"remaining_time\"]] = scaler.transform(test[[\"remaining_time\"]])\n", "\n", " # set rolling window for smoothing\n", " rolling_window = \"1D\"\n", "\n", " # converting it into a time series\n", " series_train = train.set_index(\"time:timestamp\").sort_index()[\"remaining_time\"]\n", " series_test = test.set_index(\"time:timestamp\").sort_index()[\"remaining_time\"]\n", "\n", " fig, ax = plt.subplots(figsize=(10, 4))\n", "\n", " # plot raw data (semi-transparent)\n", " series_train.plot(ax=ax, alpha=0.25, linewidth=0.6, label=\"Train (raw)\")\n", " series_test.plot(ax=ax, alpha=0.25, linewidth=0.6, label=\"Test (raw)\")\n", "\n", " # smoothed data using rolling mean\n", " series_train.rolling(rolling_window).mean().plot(\n", " ax=ax, linewidth=2, label=f\"Train (smoothed, {rolling_window})\"\n", " )\n", " series_test.rolling(rolling_window).mean().plot(\n", " ax=ax, linewidth=2, label=f\"Test (smoothed, {rolling_window})\"\n", " )\n", "\n", " ax.set_ylabel(\"Remaining Time\")\n", " ax.set_xlabel(\"\")\n", " ax.set_title(\"Remaining time over time\")\n", " ax.legend()\n", " plt.tight_layout()\n", " plt.show()\n", " \n", "plot_as_series(train, test)" ] }, { "cell_type": "markdown", "id": "6a68dc45", "metadata": {}, "source": [ "Alternatively, the traditional temporal split does not guarantee that cases from the training set won't overlap with those in the test set, as shown in the figure below. In this example, some cases start before the beginning of the test period and finish after it ends." ] }, { "cell_type": "code", "execution_count": 50, "id": "85f299e1", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "train, test = split.temporal(bpi20.dataframe, test_len=0.3)\n", "plot_as_series(train, test)" ] }, { "cell_type": "markdown", "id": "e720e3a7", "metadata": {}, "source": [ "## References\n", "\n", "- [1] Hans Weytjens, Jochen De Weerdt. Creating Unbiased Public Benchmark\n", "Datasets with Data Leakage Prevention for Predictive Process Monitoring, 2021. doi: 10.1007/978-3-030-94343-1_2\n", "- [2] https://github.com/hansweytjens/predictive-process-monitoring-benchmarks" ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.0" } }, "nbformat": 4, "nbformat_minor": 5 }