{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Window Splitters in aeon\n",
    "\n",
    "In this notebook we describe the window splitters included in the [aeon.forecasting.model_selection](https://github.com/aeon-toolkit/aeon/blob/main/aeon/forecasting/model_selection/_split.py) module. These splitters can be combined with `ForecastingGridSearchCV` for model selection (see [forecasting notebook](forecasting.ipynb)).\n",
    "\n",
    "**Remark:** It is important to emphasize that for cross-validation in time series we can not randomly shuffle the data as we would be leaking information.\n",
    "\n",
    "**References:**\n",
    "- [Cross-validation: evaluating estimator performance](https://scikit-learn.org/stable/modules/cross_validation.html#cross-validation)\n",
    "- [Cross-validation for time series](https://robjhyndman.com/hyndsight/tscv/)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Preliminaries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-08-24T16:25:31.945834400Z",
     "start_time": "2023-08-24T16:25:30.951950700Z"
    }
   },
   "outputs": [],
   "source": [
    "from warnings import simplefilter\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "from matplotlib.ticker import MaxNLocator\n",
    "\n",
    "from aeon.datasets import load_airline\n",
    "from aeon.forecasting.base import ForecastingHorizon\n",
    "from aeon.forecasting.model_selection import (\n",
    "    CutoffSplitter,\n",
    "    ExpandingWindowSplitter,\n",
    "    SingleWindowSplitter,\n",
    "    SlidingWindowSplitter,\n",
    "    temporal_train_test_split,\n",
    ")\n",
    "from aeon.visualisation import plot_series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-08-24T16:25:31.953828300Z",
     "start_time": "2023-08-24T16:25:31.939850500Z"
    }
   },
   "outputs": [],
   "source": [
    "def plot_windows(y, train_windows, test_windows, title=\"\"):\n",
    "    \"\"\"Visualize training and test windows\"\"\"\n",
    "\n",
    "    simplefilter(\"ignore\", category=UserWarning)\n",
    "\n",
    "    def get_y(length, split):\n",
    "        # Create a constant vector based on the split for y-axis.\"\"\"\n",
    "        return np.ones(length) * split\n",
    "\n",
    "    n_splits = len(train_windows)\n",
    "    n_timepoints = len(y)\n",
    "    len_test = len(test_windows[0])\n",
    "\n",
    "    train_color, test_color = sns.color_palette(\"colorblind\")[:2]\n",
    "\n",
    "    fig, ax = plt.subplots(figsize=plt.figaspect(0.3))\n",
    "\n",
    "    for i in range(n_splits):\n",
    "        train = train_windows[i]\n",
    "        test = test_windows[i]\n",
    "\n",
    "        ax.plot(\n",
    "            np.arange(n_timepoints), get_y(n_timepoints, i), marker=\"o\", c=\"lightgray\"\n",
    "        )\n",
    "        ax.plot(\n",
    "            train,\n",
    "            get_y(len(train), i),\n",
    "            marker=\"o\",\n",
    "            c=train_color,\n",
    "            label=\"Window\",\n",
    "        )\n",
    "        ax.plot(\n",
    "            test,\n",
    "            get_y(len_test, i),\n",
    "            marker=\"o\",\n",
    "            c=test_color,\n",
    "            label=\"Forecasting horizon\",\n",
    "        )\n",
    "    ax.invert_yaxis()\n",
    "    ax.yaxis.set_major_locator(MaxNLocator(integer=True))\n",
    "    ax.set(\n",
    "        title=title,\n",
    "        ylabel=\"Window number\",\n",
    "        xlabel=\"Time\",\n",
    "        xticklabels=y.index,\n",
    "    )\n",
    "    # remove duplicate labels/handles\n",
    "    handles, labels = [(leg[:2]) for leg in ax.get_legend_handles_labels()]\n",
    "    ax.legend(handles, labels)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data\n",
    "\n",
    "We use a fraction of the Box-Jenkins univariate airline data set, which shows the number of international airline passengers per month from 1949 - 1960."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-08-24T16:25:32.048559400Z",
     "start_time": "2023-08-24T16:25:31.953828300Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "Period\n1949-01    112.0\n1949-02    118.0\n1949-03    132.0\n1949-04    129.0\n1949-05    121.0\nFreq: M, Name: Number of airline passengers, dtype: float64"
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# We are interested on a portion of the total data set.\n",
    "# (for visualisatiion purposes)\n",
    "y = load_airline().iloc[:30]\n",
    "y.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-08-24T16:25:32.298890900Z",
     "start_time": "2023-08-24T16:25:32.012655500Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1600x400 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plot_series(y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualizing temporal cross-validation window splitters\n",
    "\n",
    "Now we describe each of the splitters."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### A single train-test split using `temporal_train_test_split`\n",
    "\n",
    "This one splits the data into training and test sets. You can either (i) set the size of the training or test set or (ii) use a forecasting horizon."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-08-24T16:25:32.564687800Z",
     "start_time": "2023-08-24T16:25:32.298222700Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "(<Figure size 1600x400 with 1 Axes>,\n <Axes: ylabel='Number of airline passengers'>)"
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 1600x400 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# setting test set size\n",
    "y_train, y_test = temporal_train_test_split(y=y, test_size=0.25)\n",
    "plot_series(y_train, y_test, labels=[\"y_train\", \"y_test\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-08-24T16:25:32.808463100Z",
     "start_time": "2023-08-24T16:25:32.562694Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1600x400 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# using forecasting horizon\n",
    "fh = ForecastingHorizon([1, 2, 3, 4, 5])\n",
    "y_train, y_test = temporal_train_test_split(y, fh=fh)\n",
    "plot_series(y_train, y_test, labels=[\"y_train\", \"y_test\"]);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Single split using `SingleWindowSplitter`\n",
    "\n",
    "This class splits the time series once into a training and test window. Note that this is very similar to `temporal_train_test_split`.\n",
    "\n",
    "Let us define the parameters of our fold:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-08-24T16:25:32.813439700Z",
     "start_time": "2023-08-24T16:25:32.808463100Z"
    }
   },
   "outputs": [],
   "source": [
    "# set splitter parameters\n",
    "window_length = 5\n",
    "fh = ForecastingHorizon([1, 2, 3])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-08-24T16:25:32.821418400Z",
     "start_time": "2023-08-24T16:25:32.813439700Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of Folds = 1\n"
     ]
    }
   ],
   "source": [
    "cv = SingleWindowSplitter(window_length=window_length, fh=fh)\n",
    "n_splits = cv.get_n_splits(y)\n",
    "print(f\"Number of Folds = {n_splits}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us plot the unique fold generated. First we define some helper functions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-08-24T16:25:32.825407800Z",
     "start_time": "2023-08-24T16:25:32.822415400Z"
    }
   },
   "outputs": [],
   "source": [
    "def get_windows(y, cv):\n",
    "    \"\"\"Generate windows\"\"\"\n",
    "    train_windows = []\n",
    "    test_windows = []\n",
    "    for i, (train, test) in enumerate(cv.split(y)):\n",
    "        train_windows.append(train)\n",
    "        test_windows.append(test)\n",
    "    return train_windows, test_windows"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we generate the plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-08-24T16:25:33.043893300Z",
     "start_time": "2023-08-24T16:25:32.829397500Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1600x480 with 1 Axes>",
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_windows, test_windows = get_windows(y, cv)\n",
    "plot_windows(y, train_windows, test_windows)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-08-24T16:25:33.048880400Z",
     "start_time": "2023-08-24T16:25:33.043893300Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "[array([27, 28, 29])]"
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_windows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-08-24T16:25:33.056859Z",
     "start_time": "2023-08-24T16:25:33.050875100Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "[array([22, 23, 24, 25, 26], dtype=int64)]"
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_windows"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sliding windows using `SlidingWindowSplitter`\n",
    "\n",
    "This splitter generates folds which move with time. The length of the training and test sets for each fold remains constant."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-08-24T16:25:33.060848300Z",
     "start_time": "2023-08-24T16:25:33.055862400Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of Folds = 23\n"
     ]
    }
   ],
   "source": [
    "cv = SlidingWindowSplitter(window_length=window_length, fh=fh)\n",
    "\n",
    "n_splits = cv.get_n_splits(y)\n",
    "print(f\"Number of Folds = {n_splits}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-08-24T16:25:33.537573500Z",
     "start_time": "2023-08-24T16:25:33.061845500Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1600x480 with 1 Axes>",
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_windows, test_windows = get_windows(y, cv)\n",
    "plot_windows(y, train_windows, test_windows)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sliding windows using `SlidingWindowSplitter` with an initial window\n",
    "\n",
    "This splitter generates folds which move with time. The length of the training and test sets for each fold remains constant."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-08-24T16:25:33.541275900Z",
     "start_time": "2023-08-24T16:25:33.536577500Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of Folds = 18\n"
     ]
    }
   ],
   "source": [
    "cv = SlidingWindowSplitter(window_length=window_length, fh=fh, initial_window=10)\n",
    "\n",
    "n_splits = cv.get_n_splits(y)\n",
    "print(f\"Number of Folds = {n_splits}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-08-24T16:25:33.951274400Z",
     "start_time": "2023-08-24T16:25:33.542273900Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1600x480 with 1 Axes>",
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_windows, test_windows = get_windows(y, cv)\n",
    "plot_windows(y, train_windows, test_windows)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Expanding windows using `ExpandingWindowSplitter`\n",
    "\n",
    "This splitter generates folds which move with time. The length of the training set each fold grows while test sets for each fold remains constant."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-08-24T16:25:33.958171100Z",
     "start_time": "2023-08-24T16:25:33.951274400Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of Folds = 23\n"
     ]
    }
   ],
   "source": [
    "cv = ExpandingWindowSplitter(initial_window=window_length, fh=fh)\n",
    "\n",
    "n_splits = cv.get_n_splits(y)\n",
    "print(f\"Number of Folds = {n_splits}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-08-24T16:25:34.426381800Z",
     "start_time": "2023-08-24T16:25:33.957164Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1600x480 with 1 Axes>",
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_windows, test_windows = get_windows(y, cv)\n",
    "plot_windows(y, train_windows, test_windows)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Multiple splits at specific cutoff values - `CutoffSplitter`\n",
    "\n",
    "With this splitter we can manually select the cutoff points."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-08-24T16:25:34.434360900Z",
     "start_time": "2023-08-24T16:25:34.428376600Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of Folds = 4\n"
     ]
    }
   ],
   "source": [
    "# Specify cutoff points (by array index).\n",
    "cutoffs = np.array([10, 13, 15, 25])\n",
    "\n",
    "cv = CutoffSplitter(cutoffs=cutoffs, window_length=window_length, fh=fh)\n",
    "\n",
    "n_splits = cv.get_n_splits(y)\n",
    "print(f\"Number of Folds = {n_splits}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-08-24T16:25:34.699650800Z",
     "start_time": "2023-08-24T16:25:34.433363Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1600x480 with 1 Axes>",
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_windows, test_windows = get_windows(y, cv)\n",
    "plot_windows(y, train_windows, test_windows)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-08-24T16:25:34.700648300Z",
     "start_time": "2023-08-24T16:25:34.681699600Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "[array([ 6,  7,  8,  9, 10], dtype=int64),\n array([ 9, 10, 11, 12, 13], dtype=int64),\n array([11, 12, 13, 14, 15], dtype=int64),\n array([21, 22, 23, 24, 25], dtype=int64)]"
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_windows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2023-08-24T16:25:34.700648300Z",
     "start_time": "2023-08-24T16:25:34.687683300Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "[array([11, 12, 13]),\n array([14, 15, 16]),\n array([16, 17, 18]),\n array([26, 27, 28])]"
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_windows"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.7.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}