{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# V0.1.6 - Simulate a Predefined Model\n",
    "\n",
    "Example created by Wilson Rocha Lacerda Junior"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "pip install sysidentpy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from sysidentpy.metrics import root_relative_squared_error\n",
    "from sysidentpy.utils.generate_data import get_miso_data, get_siso_data\n",
    "from sysidentpy.polynomial_basis.simulation import SimulatePolynomialNarmax\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Generating 1 input 1 output sample data  \n",
    "### The data is generated by simulating the following model:\n",
    "\n",
    "$y_k = 0.2y_{k-1} + 0.1y_{k-1}x_{k-1} + 0.9x_{k-2} + e_{k}$\n",
    "\n",
    "If *colored_noise* is set to True:\n",
    "\n",
    "$e_{k} = 0.8\\nu_{k-1} + \\nu_{k}$\n",
    "\n",
    "where $x$ is a uniformly distributed random variable and $\\nu$ is a gaussian distributed variable with $\\mu=0$ and $\\sigma=0.1$\n",
    "\n",
    "In the next example we will generate a data with 1000 samples with white noise and selecting 90% of the data to train the model. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train, x_test, y_train, y_test = get_siso_data(n=1000,\n",
    "                                                 colored_noise=False,\n",
    "                                                 sigma=0.001,\n",
    "                                                 train_percentage=90)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Defining the model\n",
    "\n",
    "We already know that the generated data is a result of the model  $𝑦_𝑘=0.2𝑦_{𝑘−1}+0.1𝑦_{𝑘−1}𝑥_{𝑘−1}+0.9𝑥_{𝑘−2}+𝑒_𝑘$ . Thus, we can create a model with those regressors follwing a codification pattern:\n",
    "- $0$ is the constant term,\n",
    "- $[1001] = y_{k-1}$\n",
    "- $[100n] = y_{k-n}$\n",
    "- $[200n] = x1_{k-n}$\n",
    "- $[300n] = x2_{k-n}$\n",
    "- $[1011, 1001] = y_{k-11} \\times y_{k-1}$\n",
    "- $[100n, 100m] = y_{k-n} \\times y_{k-m}$\n",
    "- $[12001, 1003, 1001] = x11_{k-1} \\times y_{k-3} \\times y_{k-1}$\n",
    "- and so on\n",
    "\n",
    "### Importante Note\n",
    "\n",
    "The order of the arrays matter. \n",
    "\n",
    "If you use [2001, 1001], it will work, but [1001, 2001] will not (the regressor will be ignored). Always put the highest value first:\n",
    "- $[2003, 2001]$ **works**\n",
    "- $[2001, 2003]$ **do not work**\n",
    "\n",
    "We will handle this limitation in upcoming update."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "s = SimulatePolynomialNarmax()\n",
    "\n",
    "# the model must be a numpy array\n",
    "model = np.array(\n",
    "    [\n",
    "    [1001,    0], # y(k-1)\n",
    "    [2001, 1001], # x1(k-1)y(k-1)\n",
    "    [2002,    0], # x1(k-2)\n",
    "    ]\n",
    "                )\n",
    "# theta must be a numpy array of shape (n, 1) where n is the number of regressors\n",
    "theta = np.array([[0.2, 0.9, 0.1]]).T"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Simulating the model\n",
    "\n",
    "After defining the model and theta we just need to use the simulate method.\n",
    "\n",
    "The simulate method returns the predicted values and the results where we can look at regressors,\n",
    "parameters and ERR values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 720x576 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "yhat, results = s.simulate(\n",
    "    X_test=x_test,\n",
    "    y_test=y_test,\n",
    "    model_code=model,\n",
    "    theta=theta,\n",
    "    plot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Regressors</th>\n",
       "      <th>Parameters</th>\n",
       "      <th>ERR</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>y(k-1)</td>\n",
       "      <td>0.2000</td>\n",
       "      <td>0.00000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>x1(k-2)</td>\n",
       "      <td>0.9000</td>\n",
       "      <td>0.00000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>x1(k-1)y(k-1)</td>\n",
       "      <td>0.1000</td>\n",
       "      <td>0.00000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Regressors Parameters         ERR\n",
       "0         y(k-1)     0.2000  0.00000000\n",
       "1        x1(k-2)     0.9000  0.00000000\n",
       "2  x1(k-1)y(k-1)     0.1000  0.00000000"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results = pd.DataFrame(results, columns=['Regressors', 'Parameters', 'ERR'])\n",
    "results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Options\n",
    "\n",
    "You can set the `steps_ahead` to run the prediction/simulation:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.001695176840746673"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yhat, results = s.simulate(\n",
    "    X_test=x_test,\n",
    "    y_test=y_test,\n",
    "    model_code=model,\n",
    "    theta=theta,\n",
    "    plot=False,\n",
    "    steps_ahead=1)\n",
    "rrse = root_relative_squared_error(y_test, yhat)\n",
    "rrse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0017301972652496206"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yhat, results = s.simulate(\n",
    "    X_test=x_test,\n",
    "    y_test=y_test,\n",
    "    model_code=model,\n",
    "    theta=theta,\n",
    "    plot=False,\n",
    "    steps_ahead=21)\n",
    "rrse = root_relative_squared_error(y_test, yhat)\n",
    "rrse"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Estimating the parameters\n",
    "\n",
    "If you have only the model strucuture, you can create an object with `estimate_parameter=True` and\n",
    "choose the methed for estimation using `estimator`. In this case, you have to pass the training data\n",
    "for parameters estimation. \n",
    "\n",
    "When `estimate_parameter=True`, we also computate the ERR considering only the regressors defined by the user. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 720x576 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Regressors</th>\n",
       "      <th>Parameters</th>\n",
       "      <th>ERR</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>y(k-1)</td>\n",
       "      <td>0.2003</td>\n",
       "      <td>0.95597023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>x1(k-2)</td>\n",
       "      <td>0.9000</td>\n",
       "      <td>0.04072471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>x1(k-1)y(k-1)</td>\n",
       "      <td>0.1002</td>\n",
       "      <td>0.00330137</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Regressors Parameters         ERR\n",
       "0         y(k-1)     0.2003  0.95597023\n",
       "1        x1(k-2)     0.9000  0.04072471\n",
       "2  x1(k-1)y(k-1)     0.1002  0.00330137"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "s2 = SimulatePolynomialNarmax(estimate_parameter=True, estimator='recursive_least_squares')\n",
    "yhat, results = s2.simulate(\n",
    "    X_train=x_train,\n",
    "    y_train=y_train,\n",
    "    X_test=x_test,\n",
    "    y_test=y_test,\n",
    "    model_code=model,\n",
    "    # theta will be estimated using the defined estimator\n",
    "    plot=True)\n",
    "\n",
    "results = pd.DataFrame(results, columns=['Regressors', 'Parameters', 'ERR'])\n",
    "results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 720x576 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Regressors</th>\n",
       "      <th>Parameters</th>\n",
       "      <th>ERR</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>y(k-1)</td>\n",
       "      <td>0.2003</td>\n",
       "      <td>0.95597023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>x1(k-2)</td>\n",
       "      <td>0.9000</td>\n",
       "      <td>0.04072471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>x1(k-1)y(k-1)</td>\n",
       "      <td>0.1002</td>\n",
       "      <td>0.00330137</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Regressors Parameters         ERR\n",
       "0         y(k-1)     0.2003  0.95597023\n",
       "1        x1(k-2)     0.9000  0.04072471\n",
       "2  x1(k-1)y(k-1)     0.1002  0.00330137"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yhat, results = s2.simulate(\n",
    "    X_train=x_train,\n",
    "    y_train=y_train,\n",
    "    X_test=x_test,\n",
    "    y_test=y_test,\n",
    "    model_code=model,\n",
    "    # theta will be estimated using the defined estimator\n",
    "    plot=True,\n",
    "    steps_ahead=8)\n",
    "\n",
    "results = pd.DataFrame(results, columns=['Regressors', 'Parameters', 'ERR'])\n",
    "results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 720x576 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "yhat, results = s2.simulate(\n",
    "    X_train=x_train,\n",
    "    y_train=y_train,\n",
    "    X_test=x_test,\n",
    "    y_test=y_test,\n",
    "    model_code=model,\n",
    "    # theta will be estimated using the defined estimator\n",
    "    plot=True,\n",
    "    steps_ahead=8)\n"
   ]
  }
 ],
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