{
  "cells": [
    {
      "cell_type": "markdown",
      "id": "0",
      "metadata": {},
      "source": [
        "# Repair datasets with common bugs\n",
        "\n",
        "Export routines from battery test equipment can sometimes insert bugs like non-monotonic times. We have included some functions to recognize these occurences during validation along with some basic tools to repair them. "
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "1",
      "metadata": {},
      "outputs": [],
      "source": [
        "import bdf\n",
        "from bdf.repair import fix_time"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "2",
      "metadata": {},
      "outputs": [],
      "source": [
        "# Read the raw source data and display the header\n",
        "df, meta = bdf.read(\"https://zenodo.org/records/17295469/files/SINTEF__SLPBA842124HV__2024-10-23__Rate_25degC__Neware__Time_Bug.csv\")\n",
        "df = df.to_pandas()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "3",
      "metadata": {},
      "outputs": [],
      "source": [
        "bdf.plot(df)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "4",
      "metadata": {},
      "outputs": [],
      "source": [
        "# Fix non-monotonic time\n",
        "df = fix_time(df, method=\"auto\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "5",
      "metadata": {},
      "outputs": [],
      "source": [
        "# Visualize the repaired dataset\n",
        "bdf.plot(df)"
      ]
    }
  ],
  "metadata": {
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.10.10"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 5
}