{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# V0.1.6 - Multiple Inputs usage\n",
    "\n",
    "Example created by Wilson Rocha Lacerda Junior"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Generating 2 input 1 output sample data\n",
    "\n",
    "\n",
    "The data is generated by simulating the following model:\n",
    "\n",
    "$y_k = 0.4y_{k-1}^2 + 0.1y_{k-1}x1_{k-1} + 0.6x2_{k-1} -0.3x1_{k-1}x2_{k-2} + e_{k}$\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 $\\sigma=0.001$\n"
   ]
  },
  {
   "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.polynomial_basis import PolynomialNarmax\n",
    "from sysidentpy.metrics import root_relative_squared_error\n",
    "from sysidentpy.utils.generate_data import get_miso_data, get_siso_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train, x_valid, y_train, y_valid = get_miso_data(n=1000,\n",
    "                                                   colored_noise=False,\n",
    "                                                   sigma=0.001,\n",
    "                                                   train_percentage=90)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There is specific diferences for multiple input data.\n",
    "\n",
    "- You have to set the number of inputs (*n_inputs=2* in this example)\n",
    "- You have to pass the lags for each input in a nested list (*e.g., [[1, 2], [1, 2]]*)\n",
    "\n",
    "The remainder settings remains the same."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Build the model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = PolynomialNarmax(non_degree=2,\n",
    "                         order_selection=True,\n",
    "                         n_info_values=15,\n",
    "                         n_terms=4,\n",
    "                         extended_least_squares=False,\n",
    "                         ylag=2, xlag=[[1, 2], [1, 2]],\n",
    "                         n_inputs=2,\n",
    "                         info_criteria='lilc',\n",
    "                         estimator='least_squares',\n",
    "                         )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<sysidentpy.polynomial_basis.narmax.PolynomialNarmax at 0x2191c4db6d0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.fit(x_train, y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.002440520762176125\n",
      "       Regressors Parameters         ERR\n",
      "0         x2(k-1)     0.6000  0.91070733\n",
      "1  x2(k-2)x1(k-1)    -0.2997  0.04434814\n",
      "2        y(k-1)^2     0.3999  0.04463687\n",
      "3   x1(k-1)y(k-1)     0.0996  0.00030042\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 720x576 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "yhat = model.predict(x_valid, y_valid)\n",
    "rrse = root_relative_squared_error(y_valid, yhat)\n",
    "print(rrse)\n",
    "\n",
    "results = pd.DataFrame(model.results(err_precision=8,\n",
    "                                     dtype='dec'),\n",
    "                       columns=['Regressors', 'Parameters', 'ERR'])\n",
    "\n",
    "print(results)\n",
    "\n",
    "ee, ex, extras, lam = model.residuals(x_valid, y_valid, yhat)\n",
    "model.plot_result(y_valid, yhat, ee, ex)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Information Criteria')"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xaxis = np.arange(1, model.n_info_values + 1)\n",
    "plt.plot(xaxis, model.info_values)\n",
    "plt.xlabel('n_terms')\n",
    "plt.ylabel('Information Criteria')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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