{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# V0.1.6 - Using the Meta-Model Structure Selection (MetaMSS) algorithm for building Polynomial NARX models\n",
    "\n",
    "Example created by Wilson Rocha Lacerda Junior"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sysidentpy.polynomial_basis import MetaMSS\n",
    "from sysidentpy.utils.generate_data import get_miso_data, get_siso_data\n",
    "from sysidentpy.metrics import root_relative_squared_error\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df1 = pd.read_csv('examples/datasets/x_cc.csv')\n",
    "df2 = pd.read_csv('examples/datasets/y_cc.csv')\n",
    "\n",
    "df2[5000:80000].plot(figsize=(10, 4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# we will decimate the data using d=500 in this example\n",
    "x_train, x_test = np.split(df1.iloc[::500].values, 2)\n",
    "y_train, y_test = np.split(df2.iloc[::500].values, 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = MetaMSS(norm=-2,\n",
    "                xlag=3,\n",
    "                n_inputs=1,\n",
    "                ylag=3,\n",
    "                non_degree=2,\n",
    "                estimator=\"recursive_least_squares\",\n",
    "                k_agents_percent=10,\n",
    "                estimate_parameter=True,\n",
    "                maxiter=30,\n",
    "                n_agents=10,\n",
    "                p_value=0.05,\n",
    "                loss_func='metamss_loss',\n",
    "                p_ones=0.5,\n",
    "                p_zeros=0.5)\n",
    "model.fit(x_train, y_train, x_test, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "        Regressors Parameters         ERR\n",
      "0                1  -510.5733  0.00000000\n",
      "1           y(k-1)     1.4864  0.00000000\n",
      "2           y(k-2)    -0.5617  0.00000000\n",
      "3           y(k-3)     0.0801  0.00000000\n",
      "4          x1(k-1)    22.7933  0.00000000\n",
      "5          x1(k-2)    13.1246  0.00000000\n",
      "6          x1(k-3)    -3.6797  0.00000000\n",
      "7    x1(k-1)y(k-1)    -0.1632  0.00000000\n",
      "8    x1(k-2)y(k-1)    -0.0929  0.00000000\n",
      "9    x1(k-3)y(k-1)     0.0209  0.00000000\n",
      "10   x1(k-1)y(k-2)     0.0928  0.00000000\n",
      "11   x1(k-2)y(k-2)     0.0471  0.00000000\n",
      "12   x1(k-3)y(k-2)    -0.0053  0.00000000\n",
      "13        y(k-3)^2    -0.0000  0.00000000\n",
      "14   x1(k-1)y(k-3)    -0.0192  0.00000000\n",
      "15   x1(k-2)y(k-3)    -0.0081  0.00000000\n",
      "16       x1(k-1)^2   113.9663  0.00000000\n",
      "17  x1(k-2)x1(k-1)    -1.6796  0.00000000\n",
      "18  x1(k-3)x1(k-1)     3.7256  0.00000000\n",
      "19       x1(k-2)^2    65.6228  0.00000000\n",
      "20  x1(k-3)x1(k-2)    -0.7757  0.00000000\n",
      "21       x1(k-3)^2   -18.3985  0.00000000 \n",
      " 0.026685918916669635\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_test, y_test, steps_ahead=None)\n",
    "\n",
    "rrse = root_relative_squared_error(y_test, yhat)\n",
    "results = pd.DataFrame(\n",
    "    model.results(err_precision=8, dtype=\"dec\"),\n",
    "    columns=[\"Regressors\", \"Parameters\", \"ERR\"],\n",
    ")\n",
    "\n",
    "print(results, '\\n', rrse)\n",
    "\n",
    "ee, ex, extras, lam = model.residuals(x_test, y_test, yhat)\n",
    "model.plot_result(y_test, yhat, ee, ex, n=600)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0033329091582459066"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Ploting the evolution of the agents\n",
    "plt.plot(model.best_by_iter)\n",
    "model.best_by_iter[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# You have access to all tested models\n",
    "# model.tested_models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.neighbors import KNeighborsRegressor\n",
    "from sklearn.svm import SVC, LinearSVC, NuSVC\n",
    "from sklearn.tree import DecisionTreeRegressor\n",
    "from sklearn.ensemble import RandomForestRegressor, AdaBoostRegressor, GradientBoostingRegressor\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "from catboost import CatBoostRegressor\n",
    "from sklearn.linear_model import BayesianRidge, ARDRegression\n",
    "from sysidentpy.general_estimators import NARX\n",
    "from sysidentpy.polynomial_basis import PolynomialNarmax\n",
    "\n",
    "xlag = ylag = 10\n",
    "\n",
    "estimators = [\n",
    "    ('NARX_KNeighborsRegressor', NARX(\n",
    "        base_estimator=KNeighborsRegressor(),\n",
    "        xlag=xlag,\n",
    "        ylag=ylag)),\n",
    "    ('NARX_DecisionTreeRegressor', NARX(\n",
    "        base_estimator=DecisionTreeRegressor(),\n",
    "        xlag=xlag,\n",
    "        ylag=ylag)),\n",
    "    ('NARX_RandomForestRegressor', NARX(\n",
    "        base_estimator=RandomForestRegressor(\n",
    "            n_estimators=200),\n",
    "        xlag=xlag,\n",
    "        ylag=ylag,\n",
    "    )),\n",
    "    ('NARX_Catboost', NARX(\n",
    "        base_estimator=CatBoostRegressor(\n",
    "        iterations=800,\n",
    "        learning_rate=0.1,\n",
    "        depth=8),\n",
    "        xlag=xlag,\n",
    "        ylag=ylag,\n",
    "        non_degree=1,\n",
    "        fit_params={'verbose': False}\n",
    "    )),\n",
    "    ('NARX_ARD', NARX(\n",
    "        base_estimator=ARDRegression(),\n",
    "        xlag=xlag,\n",
    "        ylag=ylag,\n",
    "        non_degree=2\n",
    "    )),\n",
    "    ('Polynomial_NARX', PolynomialNarmax(non_degree=2,\n",
    "                         order_selection=True,\n",
    "                         n_info_values=50,\n",
    "                         extended_least_squares=False,\n",
    "                         ylag=ylag, xlag=xlag,\n",
    "                         info_criteria='bic',\n",
    "                         estimator='recursive_least_squares',\n",
    "                         )),\n",
    "    ('MetaMSS', MetaMSS(norm=-2,\n",
    "                xlag=xlag,\n",
    "                n_inputs=1,\n",
    "                ylag=ylag,\n",
    "                non_degree=2,\n",
    "                estimator=\"recursive_least_squares\",\n",
    "                k_agents_percent=2,\n",
    "                estimate_parameter=True,\n",
    "                maxiter=30,\n",
    "                n_agents=10,\n",
    "                p_value=0.05,\n",
    "                loss_func='metamss_loss',\n",
    "                p_ones=0.5,\n",
    "                p_zeros=0.5)\n",
    "        \n",
    "    )\n",
    "    \n",
    "    ]\n",
    "\n",
    "\n",
    "resultados = {}\n",
    "for nome_do_modelo, modelo in estimators:\n",
    "    resultados['%s' % (nome_do_modelo)] = []\n",
    "    if nome_do_modelo == 'MetaMSS':\n",
    "        modelo.fit(x_train, y_train, x_test, y_test)\n",
    "    else:\n",
    "        modelo.fit(x_train, y_train)\n",
    "    yhat = modelo.predict(x_test,  y_test)\n",
    "    result = root_relative_squared_error(y_test, yhat)\n",
    "    resultados['%s' % (nome_do_modelo)].append(result)\n",
    "    print(nome_do_modelo, '%.3f' % np.mean(result))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MetaMSS 0.03840745957615934\n",
      "Polynomial_NARX 0.0461106373498736\n",
      "NARX_ARD 0.07413356855178779\n",
      "NARX_DecisionTreeRegressor 0.12749128195675755\n",
      "NARX_RandomForestRegressor 0.17013726390066733\n",
      "NARX_Catboost 0.17923040407121107\n",
      "NARX_KNeighborsRegressor 1.833370478725381\n"
     ]
    }
   ],
   "source": [
    "for aux_results, results in sorted(resultados.items(), key=lambda x: np.mean(x[1]), reverse=False):\n",
    "    print(aux_results, np.mean(results))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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