{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Information Criteria - Overview\n", "\n", "Example created by Wilson Rocha Lacerda Junior\n", "\n", "> **Looking for more details on NARMAX models?**\n", "> For comprehensive information on models, methods, and a wide range of examples and benchmarks implemented in SysIdentPy, check out our book:\n", "> [*Nonlinear System Identification and Forecasting: Theory and Practice With SysIdentPy*](https://sysidentpy.org/book/0%20-%20Preface/)\n", ">\n", "> This book provides in-depth guidance to support your work with SysIdentPy." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Comparing different information criteria methods" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we import the NARMAX model, the metric for model evaluation and the methods to generate sample data for tests. Also, we import pandas for specific usage." ] }, { "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.model_structure_selection import FROLS\n", "from sysidentpy.basis_function import Polynomial\n", "from sysidentpy.parameter_estimation import LeastSquares\n", "from sysidentpy.metrics import root_relative_squared_error\n", "from sysidentpy.utils.generate_data import get_siso_data\n", "from sysidentpy.utils.display_results import results\n", "from sysidentpy.utils.plotting import plot_results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generating sample data\n", " \n", "The data is generated by simulating the following model:\n", "$y_k = 0.2y_{k-1} + 0.1y_{k-1}x_{k-1} + 0.9x_{k-1} + e_{k}$\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 3000 samples with white noise and selecting 90% of the data to train the model. " ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "x_train, x_test, y_train, y_test = get_siso_data(\n", " n=100, colored_noise=False, sigma=0.1, train_percentage=70\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The idea is to show the impact of the information criteria to select the number of terms to compose the final model. You will se why it is an auxiliary tool and let the algorithm select the number of terms based on the minimum value is not a good idea when dealing with data highly corrupted by noise (even white noise) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note: You may find different results when running the examples. This is due the fact we are not setting a fixed random generator for the sample data. However, the main analysis remain." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## AIC" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.1681621129389993\n", " Regressors Parameters ERR\n", "0 x1(k-2) 9.2076E-01 9.41001395E-01\n", "1 y(k-1) 1.7063E-01 2.71018399E-02\n", "2 x1(k-1)y(k-1) 1.7342E-01 8.79812755E-03\n", "3 x1(k-1)y(k-2) -9.7902E-02 2.75495842E-03\n", "4 x1(k-2)x1(k-1) 4.9319E-02 1.85339089E-03\n", "5 y(k-2)^2 -5.6743E-02 1.02439383E-03\n", "6 x1(k-1) -2.0179E-02 6.78305323E-04\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "Text(0, 0.5, 'Information Criteria')" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "basis_function = Polynomial(degree=2)\n", "estimator = LeastSquares()\n", "\n", "model = FROLS(\n", " order_selection=True,\n", " n_info_values=15,\n", " ylag=2,\n", " xlag=2,\n", " info_criteria=\"aic\",\n", " # estimator=estimator,\n", " basis_function=basis_function,\n", " err_tol=None,\n", ")\n", "model.fit(X=x_train, y=y_train)\n", "\n", "yhat = model.predict(X=x_test, y=y_test)\n", "rrse = root_relative_squared_error(y_test, yhat)\n", "print(rrse)\n", "\n", "r = pd.DataFrame(\n", " results(\n", " model.final_model,\n", " model.theta,\n", " model.err,\n", " model.n_terms,\n", " err_precision=8,\n", " dtype=\"sci\",\n", " ),\n", " columns=[\"Regressors\", \"Parameters\", \"ERR\"],\n", ")\n", "print(r)\n", "plot_results(y=y_test, yhat=yhat, n=1000)\n", "\n", "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": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([-273.81858224, -311.60797635, -331.34011486, -338.49936124,\n", " -342.10339048, -342.27073244, -342.82764626, -342.16492383,\n", " -341.04704839, -339.58437034, -337.79642875, -336.20531349,\n", " -333.72427584, -331.48645717, -329.53042523])" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.info_values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As can be seen above, the minimum value make the algorithm choose a model with 4 terms. However, if you check the plot, 3 terms is the best choice. Increasing the number of terms from 3 upwards do not lead to a better model since the difference is very small.\n", "\n", "In this case, you should run the model again with the parameters *n_terms=3*! The ERR algorithm ordered the terms in a correct way, so you will get the exact model structure again!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## AICc" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.1697650652880654\n", " Regressors Parameters ERR\n", "0 x1(k-2) 9.2659E-01 9.41001395E-01\n", "1 y(k-1) 1.7219E-01 2.71018399E-02\n", "2 x1(k-1)y(k-1) 1.7454E-01 8.79812755E-03\n", "3 x1(k-1)y(k-2) -1.0170E-01 2.75495842E-03\n", "4 x1(k-2)x1(k-1) 5.7955E-02 1.85339089E-03\n", "5 y(k-2)^2 -4.8117E-02 1.02439383E-03\n", "6 x1(k-1) -2.4728E-02 6.78305323E-04\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "Text(0, 0.5, 'Information Criteria')" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "basis_function = Polynomial(degree=2)\n", "estimator = LeastSquares()\n", "\n", "model = FROLS(\n", " order_selection=True,\n", " n_info_values=15,\n", " ylag=2,\n", " xlag=2,\n", " info_criteria=\"aicc\",\n", " estimator=estimator,\n", " basis_function=basis_function,\n", ")\n", "model.fit(X=x_train, y=y_train)\n", "yhat = model.predict(X=x_test, y=y_test)\n", "rrse = root_relative_squared_error(y_test, yhat)\n", "print(rrse)\n", "\n", "r = pd.DataFrame(\n", " results(\n", " model.final_model,\n", " model.theta,\n", " model.err,\n", " model.n_terms,\n", " err_precision=8,\n", " dtype=\"sci\",\n", " ),\n", " columns=[\"Regressors\", \"Parameters\", \"ERR\"],\n", ")\n", "print(r)\n", "plot_results(y=y_test, yhat=yhat, n=1000)\n", "\n", "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": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([-273.99834706, -311.49708248, -331.28179881, -338.08184328,\n", " -341.32119362, -341.3373076 , -341.51818541, -340.50119461,\n", " -339.16231408, -336.96924137, -334.34018578, -331.63849434,\n", " -328.92685178, -325.8181513 , -322.55039655])" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.info_values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As can be seen above, the minimum value make the algorithm choose a model with 4 terms. AICc, however, have major differences compared with AIC when the number of samples is small.\n", "\n", "In this case, you should run the model again with the parameters *n_terms=3*! The ERR algorithm ordered the terms in a correct way, so you will get the exact model structure again! " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## BIC " ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.16868631871856155\n", " Regressors Parameters ERR\n", "0 x1(k-2) 9.3050E-01 9.41001395E-01\n", "1 y(k-1) 1.7980E-01 2.71018399E-02\n", "2 x1(k-1)y(k-1) 1.7026E-01 8.79812755E-03\n", "3 x1(k-1)y(k-2) -8.5581E-02 2.75495842E-03\n", "4 x1(k-2)x1(k-1) 7.0047E-02 1.85339089E-03\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "Text(0, 0.5, 'Information Criteria')" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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yRXvMypUrsXTpUly9ehUSiQRz587F7t27kZKSoj3mmWeeQUlJCfbu3duk11UqlXB0dIRCoYCDg4N+L+o+9flXLG6UVWPna/0R2rGd2OUQEREZDV0+v5vdvFBRUYGrV6/e1rUVGhra3FPqRKFQwNnZWfu9SqWCjY1No2Osra1x7do1XLlyBb6+vkhISEBUVFSjY6KjoxETE3PX11GpVFCpVNrvlUqlfi7AAALc7HCjrBjphWUMR0RERM2k85ijoqIijBgxAvb29ujevTt69uzZ6NES0tPTsXLlSrzyyivabdHR0di6dSvi4uKg0Whw6dIlLF++HABw/fp1AEB+fj7kcnmjc8nlciiVSlRWVt7xtRYvXgxHR0ftw8vLy0BXdf84Y42IiOj+6RyOYmJiUFJSghMnTsDa2hp79+7F999/j06dOmHnzp06nWvevHmQSCT3fKSmpjZ6Tm5uLoYNG4axY8di6tSp2u1Tp07Fa6+9hhEjRsDS0hL9+vXDM888U3eR0uaPO58/fz4UCoX2kZOT0+xzGRrDERER0f3TuVvtt99+w44dO9CnTx9IpVL4+PhgyJAhcHBwwOLFizF8+PAmn2v27NmYOHHiPY/x9/fXfp2Xl4fIyEhERERgzZo1jY6TSCRYsmQJFi1ahPz8fLi5uSEuLq7ROTw8PFBQUNDoeQUFBXBwcIC1tfUdX18mk0EmkzX5msTE6fxERET3T+dwVF5eDnd3dwCAk5MTioqKEBQUhJCQECQlJel0Ljc3N7i5uTXp2NzcXERGRqJ3795Yu3btXVuDzMzM0KFDBwDADz/8gPDwcO1rhIeHY8+ePY2Oj42NRXh4uE51G6v6cHTlZgWqazWwNDeJlRqIiIiMis7hqHPnzkhLS4Ovry969OiBr7/+Gr6+vli9ejU8PT0NUSNyc3Px8MMPw8fHB5988gmKioq0+zw8PAAAN27cwE8//YSHH34YVVVVWLt2LbZs2YL4+HjtsdOmTcOXX36JN998E5MnT8Zvv/2GzZs3Y/fu3Qapu6V5OFjBTmaOMlUtsm+WI0huL3ZJREREJkfncDRjxgztAOeFCxdi2LBh2LBhAywtLQ22oGJsbCzS09ORnp6Ojh07NtrXcCWC77//Hm+88QYEQUB4eDgOHTqEBx54QLvfz88Pu3fvxsyZM/H555+jY8eO+Pbbb01+jaN6EokEAe52SM4pQXphGcMRERFRM9z3OkcVFRVITU2Ft7c3XF1d9VWX0TLmdY4AYPbmZPycdA2zhgRh+uBOYpdDRERkFFpknaN6NjY26NWr1/2ehvSEM9aIiIjuT5PC0axZs/Dhhx/C1tYWs2bNuuexn376qV4Ko+ZhOCIiIro/TQpHp0+fRk1NDQAgKSkJEonkjsfdbTu1nPpwlHmjDBqNAKmUfydERES6aFI4OnjwoPbrQ4cOGaoW0gMvJ2tYmklRVaNBbkklvJxt/v5JREREpKXTQjg1NTUwNzdvdONWMi7mZlL4udoCAC4XlopcDRERkenRKRxZWFjA29sbarXaUPWQHgTKOe6IiIiouXReQvntt9/GW2+9heLiYkPUQ3oQ6MZwRERE1Fw6T+X/8ssvkZ6ejvbt28PHxwe2traN9ut6CxHSP85YIyIiaj6dw9Ho0aMNUAbpU8NwJAgCZxESERHpQOdwtHDhQkPUQXrk52oLqQRQVtWiqEwFd3srsUsiIiIyGc26bXtJSQm+/fZbzJ8/Xzv2KCkpCbm5uXotjprHysJMO4WfXWtERES60TkcnT17FkFBQViyZAk++eQTlJSUAAC2bt2K+fPn67s+aqb6QdkZDEdEREQ60TkczZo1CxMnTsTly5dhZfVXd81jjz2Gw4cP67U4ar766fyXGY6IiIh0onM4SkxMxCuvvHLb9g4dOiA/P18vRdH943R+IiKi5tE5HMlkMiiVytu2X7p0CW5ubnopiu4fp/MTERE1j87haNSoUfjggw+0N6KVSCS4evUq5s6di6eeekrvBVLzBPwZjgpLVVBW1YhcDRERkenQORwtX74cZWVlcHd3R2VlJQYNGoTAwEDY29vjo48+MkSN1AwOVhaQO8gAsPWIiIhIFzqvc+To6IjY2FgcPXoUycnJKCsrQ69evRAVFWWI+ug+BLrboUCpQnphGXp5O4ldDhERkUnQORz95z//wbhx49C/f3/0799fu726uhqbNm3ChAkT9FogNV+gmx2Opt/kdH4iIiId6NytNmnSJCgUitu2l5aWYtKkSXopivQjUG4PgNP5iYiIdKFzOLrbvbquXbsGR0dHvRRF+sHp/ERERLprcrdaz549IZFIIJFIMHjwYJib//VUtVqNrKwsDBs2zCBFUvPUT+fPuVWBqho1rCzMRK6IiIjI+DU5HI0ePRoAcObMGURHR8POzk67z9LSEr6+vpzKb2Rc7SzhaG0BRWUNMovK0a29g9glERERGb0mh6OFCxcCAHx9fTFu3LhGtw4h4ySRSBDobodTV24hvaiM4YiIiKgJdB5z9OKLLzIYmRCOOyIiItJNk1qOnJ2dcenSJbi6usLJyemOA7LrFRcX6604un/14444nZ+IiKhpmhSOVqxYAXv7umnhn332mSHrIT0LlNeFo8uFpSJXQkREZBqaFI5efPFFAEBtbS0kEgmio6Mhl8sNWhjpR323WtaNctSqNTA307knlYiIqE3R6ZPS3Nwc06ZNQ1VVlaHqIT3r0M4a1hZmqFELuFpcIXY5RERERk/nZoQHHngAp0+fNkQtZABSqQT+brYAOCibiIioKXS+t9o///lPzJ49G9euXUPv3r1ha2vbaH9oaKjeiiP9CHS3w/k8JdKLyjBU7GKIiIiMnM7h6JlnngEATJ8+XbtNIpFobyuiVqv1Vx3pBafzExERNZ3O4SgrK8sQdZABcTo/ERFR0+kcjnx8fAxRBxlQJ/lfLUd3u3EwERER1WnygOxTp04hMjISSqXytn0KhQKRkZFITk7Wa3GkHz4utjCXSlBercZ1BWcaEhER3UuTw9Hy5cvxyCOPwMHh9vtzOTo6YsiQIVi2bJleiyP9sDCTwsfFBgDHHREREf2dJoejEydO4PHHH7/r/pEjR+LYsWN6KYr0r37cEcMRERHRvTU5HOXm5mpvIXIndnZ2uH79ul6KIv3ThqMihiMiIqJ7aXI4cnNzQ1pa2l33p6amwtXVVS9Fkf6x5YiIiKhpmhyOoqKi8NFHH91xnyAI+OijjxAVFaW3wki/At3qWv04nZ+IiIzZrrN5uHKzXNQamjyV/5133kHv3r3x4IMPYvbs2ejcuTOAuhaj5cuX49KlS1i3bp2h6qT7FOBet5L5zfJqFJdXw9nWUuSKiIiI/lJZrcYHu87jhz9yENrRET9Ni4CluTg3S29yOAoICMCBAwcwceJEPPPMM9q1cgRBQLdu3RAbG4vAwECDFUr3x8bSHB3aWSO3pBLphWV4wM9Z7JKIiIgAAGn5pXhtYxIuF5ZBIgEGBblBKuKSfDotAtmnTx+kpKTgzJkzuHz5MgRBQFBQEMLCwgxUHulToLsdwxERERkNQRDwwx85eP+X81DVauBmL8Pn48IQESjuGGadV8gGgLCwMAYiExTobof4S0UclE1ERKJTVNbgra3nsPtc3Uz3hzu74ZOxPeBqJxO5smaGIzJNnM5PRETG4PTVW3j9h9O4dqsS5lIJ5g7rgikD/CAVsy+tAYajNoQ3oCUiIjFpNALWHMnEJ/vSUKsR4OVsjZXP9kKYVzuxS2tEnGHgzTBq1Ch4e3vDysoKnp6eGD9+PPLy8hodc/bsWQwcOBBWVlbw8vLC0qVLbzvPli1b0KVLF1hZWSEkJAR79uxpqUsQXaBbXTjKLalEuapW5GqIiKgtuVGmwsR1ifj411TUagSMCPXE7ukDjS4YASYUjiIjI7F582akpaXh559/RkZGBsaMGaPdr1QqMXToUPj4+ODUqVNYtmwZ3nvvPaxZs0Z7zLFjx/Dss89iypQpOH36NEaPHo3Ro0cjJSVFjEtqcU62lnC1q5vCn1kk7hoSRETUdvx++QYe/fwIDl8qgpWFFB8/GYKVz/aEg5WF2KXdkUQQBEHXJ5WUlOCPP/5AYWEhNBpNo30TJkzQW3H3snPnTowePRoqlQoWFhZYtWoV3n77beTn58PSsi4AzJs3D9u3b0dqaioAYNy4cSgvL8euXbu05+nXrx/CwsKwevXqO76OSqWCSqXSfq9UKuHl5QWFQnHHm/Aau3FfJ+BEVjE+fboHnuzVUexyiIioFatVa7DiwCX836EMCAIQJLfDl8/1QpD87rcjMxSlUglHR8cmfX7rPObol19+wfPPP4+ysjI4ODho1zsCAIlE0iLhqLi4GBs2bEBERAQsLOpSZ0JCAh566CFtMAKA6OhoLFmyBLdu3YKTkxMSEhIwa9asRueKjo7G9u3b7/paixcvxvvvv2+Q6xBDoLsdTmQVc8YaEREZVG5JJab/cBqnrtwCADz3oDcWDO8Ga0szkSv7ezp3q82ePRuTJ09GWVkZSkpKcOvWLe2juLjYEDVqzZ07F7a2tnBxccHVq1exY8cO7b78/HzI5fJGx9d/n5+ff89j6vffyfz586FQKLSPnJwcfV2OKHiPNSIiMrS9Kfl49LPDOHXlFuxl5vjquV5Y9ESISQQjoBnhKDc3F9OnT4eNjc19v/i8efMgkUju+ajvEgOAOXPm4PTp09i/fz/MzMwwYcIENKNXUCcymQwODg6NHqaM0/mJiMhQqmrUWLA9BdPWn4KyqhY9vNphz4yBGB7qKXZpOtG5Wy06OhonT56Ev7//fb/47NmzMXHixHse0/B1XF1d4erqiqCgIHTt2hVeXl44fvw4wsPD4eHhgYKCgkbPrf/ew8ND++edjqnf3xbUh6MrNytQXasR7b41RETUuqQXluG1jUlIzS8FALwyyB9vDO0MCzPT+5zRORwNHz4cc+bMwYULFxASEqId81Nv1KhRTT6Xm5sb3NzcdC0BALQDwesHS4eHh+Ptt99GTU2NtqbY2Fh07twZTk5O2mPi4uIQExOjPU9sbCzCw8ObVYMp8nCwgp3MHGWqWly5WY5OIgyKIyKi1kMQBPx06hre3XEelTVquNha4tNxYRgU1LzPd2Og82w1qfTuCVAikUCtVt93Uf/rxIkTSExMxIABA+Dk5ISMjAwsWLAABQUFOH/+PGQyGRQKBTp37oyhQ4di7ty5SElJweTJk7FixQq8/PLLAOqm8g8aNAgff/wxhg8fjk2bNmHRokVISkpCcHBwk2rRZbS7sXr8q6NIzinBqud74dEQ02rqJCIi41GmqsU7285h+5m6dQf7B7pgxdNhcHewErmy2+ny+a1zW5dGo7nrwxDBCABsbGywdetWDB48GJ07d8aUKVMQGhqK+Ph4yGR192BxdHTE/v37kZWVhd69e2P27Nl49913tcEIACIiIrBx40asWbMGPXr0wE8//YTt27c3ORi1FvWLQV7moGwiImqmlFwFRnxxBNvP5MFMKsGc6M74z+QHjTIY6apZ6xy1Za2h5WjVoQws2ZuKUT3a44tne4pdDhERmRBBELD2aDYW/3oRNWoBHdpZ4/NnwtDH11ns0u7JoC1HABAfH4+RI0ciMDAQgYGBGDVqFI4cOdKsYqnlcTo/ERE1R3F5NV76/iQ+2HUBNWoB0d3l2D19gNEHI13pHI7Wr1+PqKgo2NjYYPr06Zg+fTqsra0xePBgbNy40RA1kp7Vh6PMG2XQaNhwSEREf+9E5k089vkRxKUWwtJcig8f747VL/RGOxvLv3+yidG5W61r1654+eWXMXPmzEbbP/30U3zzzTe4ePGiXgs0Nq2hW61WrUG3d/ehWq3BkTcj4eV8/2tWERFR66TWCFj522V8EXcZGgHwd7PFl8/2Qrf2pvUZaNButczMTIwcOfK27aNGjUJWVpaupyMRmJtJ4edqC4Bda0REdHf5iio8981xfHagLhiN6d0Ru14fYHLBSFc6hyMvLy/ExcXdtv3AgQPw8vLSS1FkeBx3RERE9/JbagEe/fwwTmQVw9bSDCvG9cAnY3vAxlLnJRJNjs5XOHv2bEyfPh1nzpxBREQEAODo0aNYt24dPv/8c70XSIbBcERERHeiqlVj6d40/Pv3ut6g4A4OWPlsL22PQ1ugczj6xz/+AQ8PDyxfvhybN28GUDcO6ccff8Tjjz+u9wLJMOrD0eXCUpErISIiY5F9oxyv/3Aa53IVAIDJ/f0w99HOkJmbxg1j9aVZbWNPPPEEnnjiCX3XQi2oYcuRIAiQSCQiV0RERGLadvoa3tmWgvJqNdrZWOCTMT0Q1U0udlmiaP0dh3RHfq62kEoAZVUtispUcLc3/RVNiYhId2WqWry7IwVbk3IBAA/4OePzZ8Lg6WgtcmXiaVI4cnZ2xqVLl+Dq6gonJ6d7tjIUFxfrrTgyHCsLM3g52+DKzQqkF5YxHBERtUHnrinw+g9JyL5ZAakEiIkKwquRgTCTtu3ehCaFoxUrVsDe3l77NbtgWodANztcuVmBjMIyRAS4il0OERG1EI1GwHdHs7Bkbypq1ALaO1rh82d7om8rW+m6uZoUjl588UXt1xMnTjRULdTCAt3tEJdayBlrRERtyI0yFWZvTkb8pSIAwLDuHvj4qZBWudJ1c+k85sjMzAzXr1+Hu7t7o+03b96Eu7s71Gq13oojw9IOyi5iOCIiaguOXC7CzB+TcaNMBZm5FO+O7IbnHvBmj9D/0Dkc3e1uIyqVCpaWTJ2mRDudv4DhiIioNatRa/DJ/jR8HZ8JAAiS22Hls73Q2cNe5MqMU5PD0RdffAEAkEgk+Pbbb2FnZ6fdp1arcfjwYXTp0kX/FZLBBPwZjgpLVVBW1cDBykLkioiISN+u3qzA65tOIzmnBADw/IPeWDCiG6ws2tbaRbpocjhasWIFgLqWo9WrV8PM7K831dLSEr6+vli9erX+KySDcbCygNxBhgKlCumFZejl7SR2SUREpEc7zuTi7W0pKFPVwsHKHEvHhGJYsKfYZRm9Joej+pvKRkZGYuvWrXBy4gdpaxDobsdwRETUypSravHezvPYcuoaAKCvrxM+e6YnOrRru2sX6ULnMUcHDx40RB0kkkA3OxxNv4kMzlgjImoVUnIVmL7pNDKLyiGVAK890gnTHwmEuZnO95pvs5q1Qva1a9ewc+dOXL16FdXV1Y32ffrpp3opjFoGb0BLRNQ6CIKAtUez8fGvqahWa+DhYIXPnglDP38XsUszOTqHo7i4OIwaNQr+/v5ITU1FcHAwsrOzIQgCevXqZYgayYAC3etmKnA6PxGR6bpZpsKcn87it9RCAMCQbnIsfSoUTracRd4cOrexzZ8/H2+88QbOnTsHKysr/Pzzz8jJycGgQYMwduxYQ9RIBlTfcnS1uAJVNVyjiojI1BxLv4FHPz+C31ILYWkuxQePd8ea8b0ZjO6DzuHo4sWLmDBhAgDA3NwclZWVsLOzwwcffIAlS5bovUAyLFc7SzhaW0AQgMyicrHLISKiJqpRa7BsXyqe//cJFJaqEOhuhx2v9seEcF8u6nifdA5Htra22nFGnp6eyMjI0O67ceOG/iqjFiGRSLhSNhGRickprsDTXyfgq4MZEATg2Qe8sPO1/ujq6SB2aa2CzmOO+vXrh99//x1du3bFY489htmzZ+PcuXPYunUr+vXrZ4gaycAC3exw6sotDsomIjIBu87mYf7WcyitqoW9lTk+fjIUw0O5dpE+6RyOPv30U5SV1X2Ivv/++ygrK8OPP/6ITp06caaaiapvOeJ0fiIi41VRXYsPfrmATYk5AIBe3u3w+TM94eVsI3JlrY/O4cjf31/7ta2tLVfFbgU4nZ+IyLhdvK7EaxuTkFFUDokEePXhQMyI6gQLrl1kEM1a56heWVkZNBpNo20ODuzvNDX14SjrRjlq1RouFEZEZCQEQcB/j1/Bv3ZfRHWtBu72Mnw2LgwRga5il9aq6RyOsrKy8Nprr+HQoUOoqqrSbhcEARKJBGo1p4Obmg7trGFtYYbKGjVyblXCz9VW7JKIiNq8W+XVmPPTWRy4WAAAGNzFHcvG9oAzp+gbnM7h6IUXXoAgCPjuu+8gl8s5XbAVkEol8Hezxfk8JS4XlDIcERGJ7HjmTcRsOoN8ZRUszaSY/1gXTIzgFP2WonM4Sk5OxqlTp9C5c2dD1EMiCXS3w/k8JdKLyjBU7GKIiNqoWrUGX8RdxsqD6RAEwN/NFiuf7Ynu7R3FLq1N0Tkc9e3bFzk5OQxHrUygGwdlExGJKbOoDLO3JOP01RIAwNN9OuK9Ud1hY3lfw4OpGXR+x7/99ltMmzYNubm5CA4OhoWFRaP9oaGheiuOWg6n8xMRiUOjEbDuWDaW7ktFVY0G9jJz/OuJYDwe1kHs0tosncNRUVERMjIyMGnSJO02iUTCAdkmThuOisq1f5dERGRYOcUVmPNTMo5nFgMABgS6YumYULRvZy1yZW2bzuFo8uTJ6NmzJ3744QcOyG5FfFxsYWkuRZmqFmkFpejiwSUZiIgMRRAEbErMwb92XUB5tRo2lmaY/1hXvPCgNz9XjYDO4ejKlSvYuXMnAgMDDVEPicTSXIqHOrniwMVC7EspYDgiIjKQfEUV5v58FvGXigAAD/g6Y9nYUPi4cKawsdB5tb9HHnkEycnJhqiFRBbd3QMAsPd8vsiVEBG1PoIgYNvpaxi6Ih7xl4pgaS7FO8O74oeX+zEYGRmdW45GjhyJmTNn4ty5cwgJCbltQPaoUaP0Vhy1rKiucphJJbh4XYkrN8v5j5WISE9ulKnw9rZz2He+bkHHHh0dsfzpHgh0txe5MroTiSAIgi5PkErv3tjUFgZkK5VKODo6QqFQtMpbpTz/7XEcTb+Jtx7rgpcfChC7HCIik7c35Tre2paC4vJqWJhJMGNwJ0wbFMBbNbUwXT6/df6b0Wg0d3209mDUFgyr71pLYdcaEdH9UFTUIGbTaUxbn4Ti8mp08bDH9lf747VHOjEYGTmd/nZqampgbm6OlJQUQ9VDIhv6ZzhKulqCAmXV3xxNRER3cjCtEEM/i8f2M3mQSoBXIwOw47X+XOnaROgUjiwsLODt7c0WolZM7mCFXt7tAAD7OTCbiEgnpVU1mPfzWUxam4gCpQr+brb4+R8RmBPdBTJzM7HLoybSuV3v7bffxltvvYXi4mJD1ENGYFgwZ60REenqWMYNDPvsCDYl5kAiAaYM8MOe6QPR09tJ7NJIRzrPVvvyyy+Rnp6O9u3bw8fHB7a2jWc0JSUl6a04Ekd0dw8s2pOK45nFuFVeDSdbS7FLIiIyWpXVaizZm4p1x7IBAF7O1lg2pgf6+buIWxg1m87haPTo0QYog4yJj4stuno64OJ1JQ5cLMDYPl5il0REZJROXbmFN7YkI+tGOQDguQe98dZjXWEn481iTZnOf3sLFy40RB1kZIZ198DF60rsTclnOCIi+h+qWjVWxF7GmsMZ0AiAh4MVlowJxaAgN7FLIz1o9lzCU6dOYf369Vi/fj1Onz6tz5ruaNSoUfD29oaVlRU8PT0xfvx45OXlafdXVVVh4sSJCAkJgbm5+V1buA4dOoRevXpBJpMhMDAQ69atM3jtpqh+3NGRyzdQpqoVuRoiIuORkqvAqJVHsTq+Lhg92asD9s18iMGoFdE5HBUWFuKRRx5B3759MX36dEyfPh29e/fG4MGDUVRUZIgaAQCRkZHYvHkz0tLS8PPPPyMjIwNjxozR7ler1bC2tsb06dMRFRV1x3NkZWVh+PDhiIyMxJkzZxATE4OXXnoJ+/btM1jdpipIbgc/V1tUqzU4mFoodjlERKKrUWvw+YHLGP3VUaQVlMLVzhJfj++NT58Og6O1xd+fgEyGzitkjxs3DpmZmfjPf/6Drl27AgAuXLiAF198EYGBgfjhhx8MUuj/2rlzJ0aPHg2VSnXbLUwmTpyIkpISbN++vdH2uXPnYvfu3Y3WaXrmmWdQUlKCvXv3Nul1W/sK2Q19/GsqVsdnYHioJ756rpfY5RARieZSQSlmb07GuVwFAODRYA/8a3QwXOxkIldGTaXL57fOY4727t2LAwcOaIMRAHTr1g1fffUVhg4dqnu1zVBcXIwNGzYgIiLitmB0LwkJCbe1KkVHRyMmJuauz1GpVFCpVNrvlUqlzvWaqmHBHlgdn4GDqYWoqlHDyoJrdBBR26LWCPj2SCaW77+EarUGjtYW+ODx7hjVoz0kEonY5ZGBNOv2IXcKJBYWFtBoNHop6m7mzp0LW1tbuLi44OrVq9ixY4dOz8/Pz4dcLm+0TS6XQ6lUorKy8o7PWbx4MRwdHbUPL6+2Mzg5tIMjPB2tUFGtxu+Xb4hdDhFRi8q+UY6nv07A4l9TUa3W4JEu7tg/8yE8HtaBwaiV0zkcPfLII5gxY0ajwdC5ubmYOXMmBg8erNO55s2bB4lEcs9Hamqq9vg5c+bg9OnT2L9/P8zMzDBhwgTo2Cuos/nz50OhUGgfOTk5Bn09YyKVShDdnQtCElHbotEI+E9CNh79/AhOXbkFO5k5lj4Vin+/2AdyByuxy6MW0KxFIEeNGgVfX19tK0pOTg6Cg4Oxfv16nc41e/ZsTJw48Z7H+Pv7a792dXWFq6srgoKC0LVrV3h5eeH48eMIDw9v0ut5eHigoKCg0baCggI4ODjA2tr6js+RyWSQydpun/KwYA+sO5aNAxcLUKPWwII3SySiViy3pBJv/pSMo+k3AQARAS5YOiYUHZ1sRK6MWpLO4cjLywtJSUk4cOCAtlWna9eud50hdi9ubm5wc2ve1Mf6LryG44H+Tnh4OPbs2dNoW2xsbJPDVVvU19cZLraWuFlejT+yitE/0FXskoiI9E4QBGw7nYuFO86jVFULKwsp5j/aFeP7+UAqZRdaW9OkcOTs7IxLly7B1dUVkydPxueff44hQ4ZgyJAhhq4PAHDixAkkJiZiwIABcHJyQkZGBhYsWICAgIBGwebChQuorq5GcXExSktLcebMGQBAWFgYAGDatGn48ssv8eabb2Ly5Mn47bffsHnzZuzevbtFrsMUmUklGNJNjk2JOdibks9wREStzq3yary9/Rz2nKsbPtDLux2WPx0GP1fbv3kmtVZNmspvZ2eHs2fPwt/fH2ZmZsjPz292i09znDt3DjNmzEBycjLKy8vh6emJYcOG4Z133kGHDh20x/n6+uLKlSu3Pb/hJR46dAgzZ87EhQsX0LFjRyxYsOBvu/YaaktT+esdTCvEpLWJcLeX4fj8wfwtiohajfhLRZizJRmFpSqYSyWYOSQIrzzkD3MOIWh1dPn8blI4GjJkCAoKCtC7d298//33GDdu3F3H6Hz33XfNq9pEtMVwpKpVo8+HB1CqqsXP/4hAbx/eYZqITFtltRqLf72I/yTU/UId6G6Hz8aFIbiDo8iVkaHofZ2j9evXY8WKFcjIyIBEIoFCoUBVVZVeiiXjJzM3wyNd3bHjTB72nc9nOCIik5acU4KZP55B5p83i50Y4Yt5j3bhWm6kpfMK2X5+fjh58iRcXFwMVZNRa4stRwDw67nr+MeGJHg72yB+zsNc44OITE6tWoP/O5SBL+Iuo1YjQO4gwydje2BgJ94TrS0w6ArZWVlZzS6MTNegzm6QmUtxtbgCF6+Xolv7thMMicj0Zd0ox8wfz+BMTgkAYHioJz4aHYx2NpbiFkZGSedwBABxcXGIi4tDYWHhbatit/YxR22VjaU5BgW5Yf+FAuw9n89wREQmQRAE/PBHDj7cdQGVNWrYW5njX6ODefsPuiedh+O///77GDp0KOLi4nDjxg3cunWr0YNar2HBdatl70vhatlEZPyKSlV46fuTeGvbOVTWqBHu74K9Mbz9B/09nVuOVq9ejXXr1mH8+PGGqIeM2OAucphLJUgrKEVmURn83ezELomI6I72nc/H/K3nUFxeDUtzKd6M7ozJ/f24FAk1ic4tR9XV1YiIiDBELWTkHG0sEB5QNxB/3/mCvzmaiKjllalq8eZPyXjlv6dQXF6Nrp4O+OW1AXhpoD+DETWZzuHopZdewsaNGw1RC5mA+q413oiWiIzNyexiPPr5YWw+eQ0SCfDKIH9sfzUCnT3sxS6NTIzO3WpVVVVYs2YNDhw4gNDQUFhYWDTa/+mnn+qtODI+Q7rJ8c72FCTnlCCvpBLt2915MVAiopZSXavBZwcuYXV8BjQC0KGdNT59ugce9G+bS87Q/dM5HJ09e1Z7r7KUlJRG+zjArfVzt7dCHx8nJGbfwv7z+ZjY30/skoioDbtUUIqYTWdw4boSAPBUr454b1Q32FtZ/M0zie5O53B08OBBQ9RBJiS6uwcSs29hL8MREYlEoxGw7lg2Pt6biupaDZxsLLDoiRA8GuIpdmnUCvDOeqSz6O51447+yCrGzTKVyNUQUVtzXVGJ8d+dwAe7LqC6VoOHO7thX8xDDEakN01uOXryySebdNzWrVubXQyZBi9nGwR3cEBKrhIHLhZgXF9vsUsiojZiZ3Ie3tl2DsqqWlhZSPH28G544UFvDusgvWpyOHJ05J2K6S/DunsgJVeJvSn5DEdEZHCKihos2JGCncl5AIAeHR2xYlwY11sjg2hyOFq7dq0h6yATMyzYA5/sv4Sj6TehrKqBAwc/EpGBHE2/gTe2JOO6ogpmUgleiwzEa48EwsKMI0PIMJp1bzWiQHd7BLjZIqOoHAdTC/F4WAexSyKiVqaqRo2le9Pw3dG6G577udri06d7oKe3k8iVUWvH2E3Npr3XGheEJCI9S8lVYOTK37XB6PkHvbF7+gAGI2oRbDmiZhvW3RNfHczAwdQiVNWoYWVhJnZJRGTi1BoBXx/OwIrYS6hRC3C1k2HZmFBEdnEXuzRqQxiOqNmCOzigQztr5JZU4vClIgz9c4o/EVFz5BRXYNbmM0jMvgUAiO4ux6InQuBiJxO5Mmpr2K1GzSaRSLRrHvFea0TUXIIg4KdT1/Do50eQmH0LdjJzLBsTitUv9GYwIlGw5Yjuy7BgD3x3NAsHLhSgRq3h7BEi0smt8mq8vf0c9pyr+wWrj48TVowLg5ezjciVUVvGcET3pbePE1ztLHGjrBrHM29iYCc3sUsiIhNx5HIR3tiSjAKlCuZSCWYOCcK0QQEwk3JBRxIXf82n+2ImlWBItz+71lLYtUZEf6+qRo33fzmP8f/+AwVKFfzdbLHtn/3xamQggxEZBYYjum9/TekvgFojiFwNERmzC3lKjPryd6w9mg0AGN/PB7tfH4iQjrwLAxkPdqvRfQv3d4G9lTlulKmQdPUW+vo6i10SERkZjUbAt79n4pN9l1Ct1nCKPhk1thzRfbM0lyKqqxwAu9aI6Ha5JZV47tvjWLQnFdVqDYZ0k2NfzEAGIzJaDEekF9op/Sn5EAR2rRFRnR1ncjHss8M4nlkMG0szLHkqBGvGc4o+GTd2q5FeDApyg5WFFLkllTifp0RwB44fIGrLFJU1WLA9BTuT8wAAYV7t8Nm4MPi62opcGdHfY8sR6YW1pRkeDqprImfXGlHblpBxE49+dhg7k/NgJpUgJqoTfpoWzmBEJoPhiPSmftYaV8smaptUtWos3nMRz317HHmKKvi62OCnaeGIiQqCOReIJRPCbjXSm8gu7rAwkyC9sAzphaUIdLcXuyQiaiFp+aWI+fEMLl5XAgCefcAL7wzvBlsZP2bI9PCnlvTG0doCEQGuiL9UhH3nCxiOiNoAjUbAumPZ+HhvKqprNXC2tcSSp0IxpJtc7NKImo3tnKRXjwZztWyitiJfUYUX1/6BD3ZdQHWtBpGd3bA3ZiCDEZk8thyRXkV1k0O67RzO5Spw7VYFOjrx5pFErdGec9cxf+s5KCprYGUhxTvDu+H5B70hkfD2H2T62HJEeuVqJ9OukL3vfIHI1RCRvpVW1WD25mT8c0MSFJU1COngiN3TB+KFfj4MRtRqMByR3mnvtcauNaJWJTG7GI9+fgQ/J12DVAK8FhmIrf+MQICbndilEekVwxHpXf1q2YlXilFUqhK5GiK6X9W1Gizbl4pxXyfg2q1KeDlbY/Mr4XgjujMsOEWfWiH+VJPetW9njR4dHSEIQOwFdq0RmbL0wjI8teoYvjqYAY0AjOndEXumD0Qf3mCaWjGGIzKIaC4ISWTSBEHAfxOyMWLlEZzLVaCdjQVWPd8Ln4ztAXsrC7HLIzIohiMyiGF/dq0dS78BRWWNyNUQkS4KS6swaV0iFuw4j6oaDQZ2csW+mIfwaIin2KURtQiGIzIIfzc7BMntUKsR8Fsqu9aITMX+8/kY9tkRHEorgqW5FO+N7IbvJz0AuYOV2KURtRiGIzKY+tYjLghJZPxulqkQs+k0Xv7vKRSXV6ObpwN2vT4AE/v7QSrlFH1qWxiOyGDqxx3FXypCRXWtyNUQ0Z0IgoDtp3MxZMVhbD+TB6kEeGWQP7a9GoEgOW8BRG0TV8gmg+nm6QAvZ2vkFFfi8KUiDAvmeAUiY3LtVgXe2Z6CQ2lFAIAuHvZY8lQoeni1E7cwIpGx5YgMRiKRsGuNyAipNQLWHs3C0BWHtWOL5kR3xi+vD2AwIgJbjsjAhgV74JsjWYi7WIjqWg0szZnHicR0qaAUc38+i9NXSwAAD/g6Y/FTIVzlmqgBk/mkGjVqFLy9vWFlZQVPT0+MHz8eeXl52v2HDh3C448/Dk9PT9ja2iIsLAwbNmy47TxbtmxBly5dYGVlhZCQEOzZs6clL6PN6enlBDd7GUpVtTiWcUPscojaLFWtGitiL2H4F0dw+moJ7GXm+OiJYGx6uR+DEdH/MJlwFBkZic2bNyMtLQ0///wzMjIyMGbMGO3+Y8eOITQ0FD///DPOnj2LSZMmYcKECdi1a1ejY5599llMmTIFp0+fxujRozF69GikpKSIcUltglQqQXR3OQBgHxeEJBLFqSvFGP7F7/g87jJq1AKiusoRO2sQnn/QhzPRiO5AIgiCIHYRzbFz506MHj0aKpUKFhZ3Xq11+PDhkMvl+O677wAA48aNQ3l5eaPA1K9fP4SFhWH16tVNel2lUglHR0coFAo4ODjc/4W0Ab9fvoEX/n0CLraW+OPtKJjxP2OiFlGmqsWyvan4z/ErEATA1c4S748KxmMhHpBI+O+Q2hZdPr9NpuWooeLiYmzYsAERERF3DUYAoFAo4Oz81/1/EhISEBUV1eiY6OhoJCQk3PUcKpUKSqWy0YN086C/MxytLXCzvBons4vFLoeoTTiYWoihn8bj+4S6YDS2d0ccmDUIw0M9GYyI/oZJhaO5c+fC1tYWLi4uuHr1Knbs2HHXYzdv3ozExERMmjRJuy0/Px9yubzRcXK5HPn5d+/uWbx4MRwdHbUPLy+v+7+QNsbCTIqornXvO++1RmRYN8tUmLHpNCatS0SeogrezjZYP+VBLBvbA+1sLMUuj8gkiBqO5s2bB4lEcs9Hamqq9vg5c+bg9OnT2L9/P8zMzDBhwgTcqVfw4MGDmDRpEr755ht07979vmqcP38+FAqF9pGTk3Nf52urhv25IOS+lPw7/p0R0f0RBAHbTl9D1Kfx2PHnYo4vP+SPfTEPYUAnV7HLIzIpok7lnz17NiZOnHjPY/z9/bVfu7q6wtXVFUFBQejatSu8vLxw/PhxhIeHa4+Jj4/HyJEjsWLFCkyYMKHRuTw8PFBQ0Pg+XwUFBfDw8Ljr68tkMshkMh2uiu5kYCdX2FiaIU9RhXO5CoR2bCd2SUStxrVbFXhrWwoOX/prMcelY0L574yomUQNR25ubnBzc2vWczUaDYC6MUH1Dh06hBEjRmDJkiV4+eWXb3tOeHg44uLiEBMTo90WGxvbKFyRYVhZmCGyszt2n7uOvSn5/E+bSA/UGgHfH8vGJ/vTUFGthqW5FDMGd8LLD/nDwsykRk0QGRWTWATyxIkTSExMxIABA+Dk5ISMjAwsWLAAAQEB2mBz8OBBjBgxAjNmzMBTTz2lHUdkaWmpHZQ9Y8YMDBo0CMuXL8fw4cOxadMmnDx5EmvWrBHt2tqS6GAPbTiaE92Zg0KJ7kNaft1ijmdySgAAD/g54+MnQ+DPNYuI7ptJ/GphY2ODrVu3YvDgwejcuTOmTJmC0NBQxMfHa7u8vv/+e1RUVGDx4sXw9PTUPp588knteSIiIrBx40asWbMGPXr0wE8//YTt27cjODhYrEtrUyI7u8HSTIrMG+VILywTuxwik6SqVePT2EsYsfIIzuQ0WMxxaj8GIyI9Mdl1jsTCdY7uz+R1ifgttRCzhwTh9cGdxC6HyKSculKMuT+f0/5yMaSbHB8+HgwPRyuRKyMyfq1+nSMyXdob0XJKP1GTlalq8e6OFIxZnYD0wjK42snwf8/3wprxvRmMiAzAJMYcUesR1U0O6VbgfJ4SV29WwNvFRuySiIzab6kFeHtbCq4rqgAAT/fpiLce68o1i4gMiOGIWpSzrSUe9HNBQuZN7Dufj6kP+f/9k4jaoBtlKrz/ywX8klx3g21vZxssfjIE/QO5ZhGRobFbjVpc/YKQ7Fojup0gCNiaVLeY4y/JjRdzZDAiahlsOaIWN7S7HAt3nsepK7dQqKyCuwPHTBABQEZRGd7/5YJ2Mceung5Y+lQoQjo6ilwZUdvCcEQtztPRGmFe7XAmpwT7LhRgfD8fsUsiElX2jXJ8EXcZ28/kQiMAluZSxER1wtSBXMyRSAwMRySKYcEedeEoJZ/hiNqsnOIKrPztMn5OyoVaU7eqSlRXd7z1WFeuWUQkIoYjEkV0dw98/GsqEjJvoqSimjNvqE3JLanEl7+lY8vJHNT+GYoiO7th5pAg3lqHyAgwHJEo/Fxt0cXDHqn5pThwsRBjencUuyQig8tXVOH/DqVj0x85qFbX3R9yYCdXxEQFobePk8jVEVE9hiMSTXR3D6Tml2JvSj7DEbVqhaVVWHUoAxtOXEV1bV0o6ufvjFlDOuMBP2eRqyOi/8VwRKIZFuyBz+Mu4/DlIpSramEr448jtS43y1T4+nAm/pOQjaqaulDUx8cJs4YGISKA0/KJjBU/jUg0XTzs4eNigys3K3AorQjDQz3FLolIL26VV+ObI5lYdywbFdVqAECYVzvMHhqEAYGukEgkIldIRPfCcESikUgkGBbsga/jM7H3fD7DEZk8RWUN/v17Fr77PQtlqloAQEgHR8waEoSHO7sxFBGZCIYjEtWw7nXh6LeLBaiqUcPKwkzskoh0VlpVg7VHs/HNkUyUVtWFoq6eDpgZ1QlDuskZiohMDMMRiapHx3bwcLBCvrIKxzJu4JEucrFLImqyclUtvk/IxprDmSipqAEABMntMDMqCNHdPSCVMhQRmSKGIxKVVCpBdHc5vk+4gr0p+QxHZBIqq9X47/FsrI7PRHF5NQDA380WMVFBGBHiyVBEZOIYjkh00cEe+D7hCmIvFKBWrYE5b5dARqqqRo2NJ67i/w5l4EaZCgDg62KDGVGdMKpHB5gxFBG1CgxHJLoHfJ3hZGOBWxU1+CO7mFOcyeioatX4MTEHXx1MR4GyLhR1dLLG9MGd8GTPDgz0RK0MwxGJztxMiiHd5Nh88hr2peQzHJHRqK7V4KdT1/Dlb5eRp6gCALR3tMLrgzvhqV4dYWnOUETUGjEckVEYFuxRF47OF2DhyO4cs0GiqlVrsPV0Lr6Iu4xrtyoBAHIHGV6LDMTTfb0gM+esSqLWjOGIjEJEgCvsZObIV1bh298zMXWgP6c/U4tTawTsTM7F5wcuI/tmBQDA1U6Gfz4cgOce9OZSE0RtBMMRGQUrCzNM7u+LL35Lx6I9qcgprsTCkd04loNaRFWNGluTcrHmcIY2FDnbWuIfgwLwQj8fWFsyFBG1JQxHZDRmDgmCnZU5Fv+aiv8ev4IrxRX46rmesLeyELs0aqVKq2qw4cRV/Pv3LBSV1g20bmdjgZcf8seL4b683x9RGyURBEEQuwhTolQq4ejoCIVCAQcHB7HLaZX2puQj5sfTqKrRoLPcHv+e2AcdnWzELotakaJSFdYezcJ/j1/Rrmjt6WiFqQP9Ma6vF0MRUSuky+c3w5GOGI5axrlrCkz5PhGFpSq42lnimwl90NPbSeyyyMRduVmONYczseXUNVTXagAAge52mDYoAKN6tOfsM6JWjOHIgBiOWs51RSUmrzuJi9eVkJlLsfzpHhgR2l7sssgEnc9TYHV8JnafzYPmz//xenq3wz8GBSCqq5yzI4naAIYjA2I4alnlqlpM/+E04lILAQBzojvjnw8HcCYb/S1BEHA8sxir4jNw+FKRdvvDnd3wj0EBeMDPmT9HRG0Iw5EBMRy1PLVGwEe7L+K7o1kAgKd6dcSiJ4O51gzdkUYjIPZiAVYdysCZnBIAgFQCjAhtj2mDAtCtPf/dErVFunx+c9QhGT0zqQTvjuwGP1cbvPfLBfycdA05tyrw9Qu94WRrKXZ5ZCSqazXYfiYXX8dnIKOoHAAgM5fi6T5emDrQH94uHNRPRE3DliMdseVIXIfSCvHaxtMoU9XC18UG303sC383O7HLIhGVq2rxwx910/Gv/3mLD3src0wI98HECD+42ctErpCIjAG71QyI4Uh8afmlmLwuEbkllXC0tsDX43ujn7+L2GVRCysur8a6Y9n4/lg2FJU1AAB3exmmDPDDcw96c30sImqE4ciAGI6MQ1GpClP/cxJnckpgYSbBoidCMLaPl9hlUQu4dqsC3x7JwqbEq6iqqZuO7+dqi1ce8scTvTpwLBoR3RHDkQExHBmPqho1Zm9Jxu6z1wEAr0YGYPaQzpyW3Uql5Zfi6/gM7EjOg/rP+fghHRzxj4cDEN3dA2b8eyeie+CAbGoTrCzMsPKZnvB3tcXK39Lx1cEMZN0ox6dPh/EGoa3IyexirI7PwIGLhdptAwJd8Y+HAxAR4MLp+ESkdwxHZNKkUglmD+0MXxdbzNt6FnvO5SO35Di+mdAb7vZWYpdHzSQIAg6mFWLVoQwkZt8CAEgkwKPBHpg2KAChHduJWyARtWrsVtMRu9WM14nMm3hl/SmUVNSgQztr/HtiH3Tx4N+RKalVa7Dr7HWsjs9Aan4pAMDSTIone3XAyw/5c2YiETUbxxwZEMORccu6UY4p6xKReaMcdjJzfPlcTzzc2V3ssuge8koqceRyEY5cvoGj6Tdwq6Ju5pmtpRle6OeDyQP8IHdgKyAR3R+GIwNiODJ+JRXVmLb+FI5nFkMqAd4b1R0Twn3FLov+VK6qxfHMmzhy+QaOXC7SLthYz8XWEpMH+OGFB33gaMPp+ESkHwxHBsRwZBqqazV4e9s5bDl1DQAwMcIXC0Z044wmEag1AlJyFdrWoaSrt1Cj/uu/HakECPNqh4Gd3PBQkCt6dGwHczOpiBUTUWvE2WrU5lmaS7F0TCj83GyxdG8a1h3LxtXiCnzxbE/Yyfhjb2jXblXg98s36rrKMm6g5M+usnrezjYY2MkVAzu5ITzABY7WbCEiIuPBliMdseXI9Ow5dx0zfzwDVa0GXTzs8d3EvmjfzlrsslqVMlUtjmfc1LYOZd5o3FVmb2WOiAAXDOzkhoGdXOHjYitSpUTUVrHliKiBx0I80b6dNV76/iRS80vx+FdH8e8X+3A6+H1QawScvVaibR1KunoLtZq/fs8yk0r+7Cqrax3q0dGRXWVEZDLYcqQjthyZrmu3KrQBycpCis/GhWFYsKfYZZmMnOIK/J5eN4j6aPpN7f3M6vm62GBAg64yB97bjIiMCAdkGxDDkWkrrarB6z+cxqG0IgDAvEe74JWH/LnK8h2UVtUgIePmn4HoBrLu0FXWP8AVA4NcMTDQDd4uNiJVSkT09xiODIjhyPTVqjX4cNcFfJ9wBQAwro8XPhwdDEvztt3to9EIOJurwOFLRThyuQhJV0u09zAD6rrKenm3w4BANwwMckVoB3aVEZHp4JgjonswN5Pi/ceD4edqiw92XcCPJ3NwtbgCq1/o3ebW1alRa3A88yb2nc9H7IUCFChVjfb7udpiQKArBnZyRT92lRFRG2Eyv/aNGjUK3t7esLKygqenJ8aPH4+8vDzt/rS0NERGRkIul8PKygr+/v545513UFPTeFzEli1b0KVLF1hZWSEkJAR79uxp6UshIzGxvx/+/WJf2FqaISHzJp5YdRTZ/9N11BpVVNfi13PXEbPpNHp/GIvx//4D649fRYFSBTuZOYZ198CiJ0Jw5M1IHHzjYXw4OhhDu3swGBFRm2Ey3WorVqxAeHg4PD09kZubizfeeAMAcOzYMQBAZmYm4uPj0atXL7Rr1w7JycmYOnUqpkyZgkWLFmmPfeihh7B48WKMGDECGzduxJIlS5CUlITg4OAm1cFutdbn4nUlpqxLRJ6iCk42FniiZ0c84OeEPr7OcLWTiV2eXhSXV+PAxQLsP1+AI5eLoKrVaPe52lliSDc5hnb3QESAC2TmZiJWSkRkGG1izNHOnTsxevRoqFQqWFjc+TfaWbNmITExEUeOHAEAjBs3DuXl5di1a5f2mH79+iEsLAyrV6++4zlUKhVUqr+6GpRKJby8vBiOWplCZRWm/uckkq8pGm33d7VFX19n9PVzxgO+zvBytjaZwdu5JZXYfz4f+87n44+sYjQYPgRvZxtEd5cjursHeno7ceVwImr1Wv2Yo+LiYmzYsAERERF3DUbp6enYu3cvnnzySe22hIQEzJo1q9Fx0dHR2L59+11fa/HixXj//ff1UjcZL3cHK/z4Sjj2XyjAH1k3kZh1C2kFpci8UY7MG+X48WQOAEDuIENfX2c84OeMvr7O6Cy3h9RIgoUgCLhcWIZ9KfnYdyEfKbnKRvu7eTogursHhnaXo4uHvcmEPCKilmZS4Wju3Ln48ssvUVFRgX79+jVqAaoXERGBpKQkqFQqvPzyy/jggw+0+/Lz8yGXyxsdL5fLkZ+ff9fXnD9/fqNAVd9yRK2PlYUZRvVoj1E92gOou4HtqSu38Ed2MRKzinEuV4ECpQq7zl7HrrPXAdRNZ+/j46RtWQrp6Nii3VIajYDTOSXaFqLsmxXafVIJ0MfXuS4QdZPDy5lT7YmImkLUcDRv3jwsWbLknsdcvHgRXbp0AQDMmTMHU6ZMwZUrV/D+++9jwoQJ2LVrV6PfgH/88UeUlpYiOTkZc+bMwSeffII333yz2TXKZDLIZK1j3Anppp2NJQZ3lWNw17pAXVmtxpmcEiRmFyMxuxhJV26htKoWB9OKcPDPdZNk5lL08GqHB/7siuvl3Q72eh7IXF2rQUKDGWZFpX91+1qaSzEw0BVDu8sR1VUOl1YyZoqIqCWJGo5mz56NiRMn3vMYf39/7deurq5wdXVFUFAQunbtCi8vLxw/fhzh4eHaY+pbdbp16wa1Wo2XX34Zs2fPhpmZGTw8PFBQUNDo/AUFBfDw8NDfRVGrZW1phvAAF4QHuACoWy/pwnUlErNvITGrLjDdLK/GH1nF+COrGDhY13rT1dOhUVecm73ugaVcVYtDaUXYfyEfv6UWorSqVrvPXmaOyC7uiO7ugUGd3XhjXSKi+yTq/6Jubm5wc3Nr1nM1mrrZNg0HS9/pmJqaGmg0GpiZmSE8PBxxcXGIiYnRHhMbG9soXBE1lbmZFKEd2yG0YztMGeAHQRCQeaMciVnFdV1x2cXIKa7E+Twlzucpse5YNoC6tYP6+jppA5O3s80dx//cLFP9NcMs/QaqG8wwc7OXYUi3ugHV4f4ubX4BSyIifTKJ2WonTpxAYmIiBgwYACcnJ2RkZGDBggUoKCjA+fPnIZPJsGHDBlhYWCAkJAQymQwnT57EzJkzERkZifXr1wOom8o/aNAgfPzxxxg+fDg2bdqERYsWcSo/GUy+ogp/ZBfjZHZda1JaQSn+91+cu33dIO++vk4I6eiIMzkK7Dufj5PZjWeY+brY/Dmg2gM9vdoZzUBwIiJT0Oqm8p87dw4zZsxAcnIyysvL4enpiWHDhuGdd95Bhw4dANSNNVq6dCkuXboEQRDg4+ODF154ATNnzoSVlZX2XFu2bME777yD7OxsdOrUCUuXLsVjjz3W5FoYjuh+KCpqcOpqMf7IuoXE7GKcvVaCGvXd/wkGd3BAdDcPRAd7oJO7HWeYERE1U6sLR8aE4Yj0qaqmbpD3yexi/JF9CxfyFAh0t0N0dw8M6SZHRyfOMCMi0odWv84RUWthZWGGfv4u6OfvInYpRET0J47iJCIiImqA4YiIiIioAYYjIiIiogYYjoiIiIgaYDgiIiIiaoDhiIiIiKgBhiMiIiKiBhiOiIiIiBpgOCIiIiJqgOGIiIiIqAGGIyIiIqIGGI6IiIiIGmA4IiIiImqA4YiIiIioAXOxCzA1giAAAJRKpciVEBERUVPVf27Xf47fC8ORjkpLSwEAXl5eIldCREREuiotLYWjo+M9j5EITYlQpKXRaJCXlwd7e3tIJBKxy9ErpVIJLy8v5OTkwMHBQexyWlxbv36A70Fbv36A70Fbv36g9b4HgiCgtLQU7du3h1R671FFbDnSkVQqRceOHcUuw6AcHBxa1T8IXbX16wf4HrT16wf4HrT16wda53vwdy1G9Tggm4iIiKgBhiMiIiKiBhiOSEsmk2HhwoWQyWRilyKKtn79AN+Dtn79AN+Dtn79AN8DgAOyiYiIiBphyxERERFRAwxHRERERA0wHBERERE1wHBERERE1ADDEWHx4sXo27cv7O3t4e7ujtGjRyMtLU3sskTz8ccfQyKRICYmRuxSWkxubi5eeOEFuLi4wNraGiEhITh58qTYZbUYtVqNBQsWwM/PD9bW1ggICMCHH37YpHswmaLDhw9j5MiRaN++PSQSCbZv395ovyAIePfdd+Hp6Qlra2tERUXh8uXL4hRrIPd6D2pqajB37lyEhITA1tYW7du3x4QJE5CXlydewXr2dz8DDU2bNg0SiQSfffZZi9UnNoYjQnx8PF599VUcP34csbGxqKmpwdChQ1FeXi52aS0uMTERX3/9NUJDQ8UupcXcunUL/fv3h4WFBX799VdcuHABy5cvh5OTk9iltZglS5Zg1apV+PLLL3Hx4kUsWbIES5cuxcqVK8UuzSDKy8vRo0cPfPXVV3fcv3TpUnzxxRdYvXo1Tpw4AVtbW0RHR6OqqqqFKzWce70HFRUVSEpKwoIFC5CUlIStW7ciLS0No0aNEqFSw/i7n4F627Ztw/Hjx9G+ffsWqsxICET/o7CwUAAgxMfHi11KiyotLRU6deokxMbGCoMGDRJmzJghdkktYu7cucKAAQPELkNUw4cPFyZPntxo25NPPik8//zzIlXUcgAI27Zt036v0WgEDw8PYdmyZdptJSUlgkwmE3744QcRKjS8/30P7uSPP/4QAAhXrlxpmaJa0N2u/9q1a0KHDh2ElJQUwcfHR1ixYkWL1yYWthzRbRQKBQDA2dlZ5Epa1quvvorhw4cjKipK7FJa1M6dO9GnTx+MHTsW7u7u6NmzJ7755huxy2pRERERiIuLw6VLlwAAycnJ+P333/Hoo4+KXFnLy8rKQn5+fqN/B46OjnjwwQeRkJAgYmXiUigUkEgkaNeundiltAiNRoPx48djzpw56N69u9jltDjeeJYa0Wg0iImJQf/+/REcHCx2OS1m06ZNSEpKQmJiotiltLjMzEysWrUKs2bNwltvvYXExERMnz4dlpaWePHFF8Uur0XMmzcPSqUSXbp0gZmZGdRqNT766CM8//zzYpfW4vLz8wEAcrm80Xa5XK7d19ZUVVVh7ty5ePbZZ1vdjVjvZsmSJTA3N8f06dPFLkUUDEfUyKuvvoqUlBT8/vvvYpfSYnJycjBjxgzExsbCyspK7HJanEajQZ8+fbBo0SIAQM+ePZGSkoLVq1e3mXC0efNmbNiwARs3bkT37t1x5swZxMTEoH379m3mPaA7q6mpwdNPPw1BELBq1Sqxy2kRp06dwueff46kpCRIJBKxyxEFu9VI67XXXsOuXbtw8OBBdOzYUexyWsypU6dQWFiIXr16wdzcHObm5oiPj8cXX3wBc3NzqNVqsUs0KE9PT3Tr1q3Rtq5du+Lq1asiVdTy5syZg3nz5uGZZ55BSEgIxo8fj5kzZ2Lx4sVil9biPDw8AAAFBQWNthcUFGj3tRX1wejKlSuIjY1tM61GR44cQWFhIby9vbX/J165cgWzZ8+Gr6+v2OW1CLYcEQRBwOuvv45t27bh0KFD8PPzE7ukFjV48GCcO3eu0bZJkyahS5cumDt3LszMzESqrGX079//tqUbLl26BB8fH5EqankVFRWQShv/rmhmZgaNRiNSReLx8/ODh4cH4uLiEBYWBgBQKpU4ceIE/vGPf4hbXAuqD0aXL1/GwYMH4eLiInZJLWb8+PG3jb2Mjo7G+PHjMWnSJJGqalkMR4RXX30VGzduxI4dO2Bvb68dV+Do6Ahra2uRqzM8e3v728ZX2drawsXFpU2Mu5o5cyYiIiKwaNEiPP300/jjjz+wZs0arFmzRuzSWszIkSPx0UcfwdvbG927d8fp06fx6aefYvLkyWKXZhBlZWVIT0/Xfp+VlYUzZ87A2dkZ3t7eiImJwb/+9S906tQJfn5+WLBgAdq3b4/Ro0eLV7Se3es98PT0xJgxY5CUlIRdu3ZBrVZr/190dnaGpaWlWGXrzd/9DPxvGLSwsICHhwc6d+7c0qWKQ+zpciQ+AHd8rF27VuzSRNOWpvILgiD88ssvQnBwsCCTyYQuXboIa9asEbukFqVUKoUZM2YI3t7egpWVleDv7y+8/fbbgkqlErs0gzh48OAd/82/+OKLgiDUTedfsGCBIJfLBZlMJgwePFhIS0sTt2g9u9d7kJWVddf/Fw8ePCh26Xrxdz8D/6utTeWXCEIrXQKWiIiIqBk4IJuIiIioAYYjIiIiogYYjoiIiIgaYDgiIiIiaoDhiIiIiKgBhiMiIiKiBhiOiIiIiBpgOCIiIiJqgOGIiIiIqAGGIyJq9SQSCbZv3y52GURkIhiOiIiaqKamRuwSiKgFMBwRkUl4+OGHMX36dLz55ptwdnaGh4cH3nvvvb99nq+vLwDgiSeegEQi0X4PADt27ECvXr1gZWUFf39/vP/++6itrdXul0gkWLVqFUaNGgVbW1t89NFHeO+99xAWFobvvvsO3t7esLOzwz//+U+o1WosXboUHh4ecHd3x0cffaQ9jyAIeO+99+Dt7Q2ZTIb27dtj+vTp+npriEjPzMUugIioqb7//nvMmjULJ06cQEJCAiZOnIj+/ftjyJAhd31OYmIi3N3dsXbtWgwbNgxmZmYAgCNHjmDChAn44osvMHDgQGRkZODll18GACxcuFD7/Pfeew8ff/wxPvvsM5ibm+O7775DRkYGfv31V+zduxcZGRkYM2YMMjMzERQUhPj4eBw7dgyTJ09GVFQUHnzwQfz8889YsWIFNm3ahO7duyM/Px/JycmGfbOIqPkEIiITMGjQIGHAgAGNtvXt21eYO3fu3z4XgLBt27ZG2wYPHiwsWrSo0bb//ve/gqenZ6PnxcTENDpm4cKFgo2NjaBUKrXboqOjBV9fX0GtVmu3de7cWVi8eLEgCIKwfPlyISgoSKiurv7bWolIfOxWIyKTERoa2uh7T09PFBYWNutcycnJ+OCDD2BnZ6d9TJ06FdevX0dFRYX2uD59+tz2XF9fX9jb22u/l8vl6NatG6RSaaNt9bWNHTsWlZWV8Pf3x9SpU7Ft27ZG3XdEZFzYrUZEJsPCwqLR9xKJBBqNplnnKisrw/vvv48nn3zytn1WVlbar21tbZtUx71q8/LyQlpaGg4cOIDY2Fj885//xLJlyxAfH3/b84hIfAxHRNTqWVhYQK1WN9rWq1cvpKWlITAwsEVqsLa2xsiRIzFy5Ei8+uqr6NKlC86dO4devXq1yOsTUdMxHBFRq+fr64u4uDj0798fMpkMTk5OePfddzFixAh4e3tjzJgxkEqlSE5ORkpKCv71r3/p9fXXrVsHtVqNBx98EDY2Nli/fj2sra3h4+Oj19chIv3gmCMiavWWL1+O2NhYeHl5oWfPngCA6Oho7Nq1C/v370ffvn3Rr18/rFixwiCBpV27dvjmm2/Qv39/hIaG4sCBA/jll1/g4uKi99ciovsnEQRBELsIIiIiImPBliMiIiKiBhiOiMikbdiwodF0/IaP7t27i10eEZkgdqsRkUkrLS1FQUHBHfdZWFhw0DMR6YzhiIiIiKgBdqsRERERNcBwRERERNQAwxERERFRAwxHRERERA0wHBERERE1wHBERERE1ADDEREREVED/w9ZMQtX0t2nPQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "basis_function = Polynomial(degree=2)\n", "estimator = LeastSquares()\n", "\n", "model = FROLS(\n", " order_selection=True,\n", " n_info_values=15,\n", " ylag=2,\n", " xlag=2,\n", " info_criteria=\"bic\",\n", " estimator=estimator,\n", " basis_function=basis_function,\n", ")\n", "\n", "model.fit(X=x_train, y=y_train)\n", "yhat = model.predict(X=x_test, y=y_test)\n", "rrse = root_relative_squared_error(y_test, yhat)\n", "print(rrse)\n", "\n", "r = pd.DataFrame(\n", " results(\n", " model.final_model,\n", " model.theta,\n", " model.err,\n", " model.n_terms,\n", " err_precision=8,\n", " dtype=\"sci\",\n", " ),\n", " columns=[\"Regressors\", \"Parameters\", \"ERR\"],\n", ")\n", "print(r)\n", "plot_results(y=y_test, yhat=yhat, n=1000)\n", "\n", "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": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([-271.83944541, -307.24268246, -324.99827569, -329.8387331 ,\n", " -331.19139703, -329.39731055, -327.84829815, -325.18581094,\n", " -322.29019301, -318.63381344, -314.63988674, -310.67712915,\n", " -306.81399235, -302.66957173, -298.4885502 ])" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.info_values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "BIC did a better job in this case! The way it penalizes the model regarding the number of terms ensure that the minimum value here was exact the number of expected terms to compose the model. Good, but not always the best method!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## LILC" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.16868631871856155\n", " Regressors Parameters ERR\n", "0 x1(k-2) 9.3050E-01 9.41001395E-01\n", "1 y(k-1) 1.7980E-01 2.71018399E-02\n", "2 x1(k-1)y(k-1) 1.7026E-01 8.79812755E-03\n", "3 x1(k-1)y(k-2) -8.5581E-02 2.75495842E-03\n", "4 x1(k-2)x1(k-1) 7.0047E-02 1.85339089E-03\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "Text(0, 0.5, 'Information Criteria')" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "basis_function = Polynomial(degree=2)\n", "estimator = LeastSquares()\n", "\n", "model = FROLS(\n", " order_selection=True,\n", " n_info_values=15,\n", " ylag=2,\n", " xlag=2,\n", " info_criteria=\"lilc\",\n", " estimator=estimator,\n", " basis_function=basis_function,\n", ")\n", "model.fit(X=x_train, y=y_train)\n", "yhat = model.predict(X=x_test, y=y_test)\n", "rrse = root_relative_squared_error(y_test, yhat)\n", "print(rrse)\n", "\n", "r = pd.DataFrame(\n", " results(\n", " model.final_model,\n", " model.theta,\n", " model.err,\n", " model.n_terms,\n", " err_precision=8,\n", " dtype=\"sci\",\n", " ),\n", " columns=[\"Regressors\", \"Parameters\", \"ERR\"],\n", ")\n", "print(r)\n", "plot_results(y=y_test, yhat=yhat, n=1000)\n", "\n", "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": 34, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([-273.17951619, -309.92282401, -329.01848803, -335.19901621,\n", " -337.89175092, -337.43773522, -337.22879359, -335.90637716,\n", " -334.35083001, -332.03452122, -329.3806653 , -326.75797849,\n", " -324.23491246, -321.43056262, -318.58961187])" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.info_values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "LILC also includes spurious terms. Like AIC, it fails to automatically select the correct terms but you could select the right number based on the plot above!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## FPE" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.1697650652880654\n", " Regressors Parameters ERR\n", "0 x1(k-2) 9.2659E-01 9.41001395E-01\n", "1 y(k-1) 1.7219E-01 2.71018399E-02\n", "2 x1(k-1)y(k-1) 1.7454E-01 8.79812755E-03\n", "3 x1(k-1)y(k-2) -1.0170E-01 2.75495842E-03\n", "4 x1(k-2)x1(k-1) 5.7955E-02 1.85339089E-03\n", "5 y(k-2)^2 -4.8117E-02 1.02439383E-03\n", "6 x1(k-1) -2.4728E-02 6.78305323E-04\n" ] }, { "data": { "text/plain": [ "Text(0, 0.5, 'Information Criteria')" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "basis_function = Polynomial(degree=2)\n", "estimator = LeastSquares()\n", "\n", "model = FROLS(\n", " order_selection=True,\n", " n_info_values=15,\n", " ylag=2,\n", " xlag=2,\n", " info_criteria=\"fpe\",\n", " estimator=estimator,\n", " basis_function=basis_function,\n", ")\n", "model.fit(X=x_train, y=y_train)\n", "yhat = model.predict(X=x_test, y=y_test)\n", "rrse = root_relative_squared_error(y_test, yhat)\n", "print(rrse)\n", "\n", "r = pd.DataFrame(\n", " results(\n", " model.final_model,\n", " model.theta,\n", " model.err,\n", " model.n_terms,\n", " err_precision=8,\n", " dtype=\"sci\",\n", " ),\n", " columns=[\"Regressors\", \"Parameters\", \"ERR\"],\n", ")\n", "print(r)\n", "\n", "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": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([-274.05880892, -311.68054386, -331.65290152, -338.70751749,\n", " -342.27085495, -342.68306863, -343.33508312, -342.86743567,\n", " -342.15953986, -340.68281499, -338.85950374, -337.05732543,\n", " -335.3437066 , -333.33668596, -331.27985457])" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.info_values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "FPE also failed to automatically select the right number of terms! But, as we pointed out before, Information Criteria is an auxiliary tool! If you look at the plots, all the methods allows you to choose the right numbers of terms!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Important Note\n", "\n", "Here we are dealing with a known model structure! Concerning real data, we do not know the right number of terms so the methods above stands as excellent tools to help you out!\n", "\n", "If you check the metrics above, even with the models with more terms, you will see excellent metrics! But System Identification always search for the best model structure! Model Structure Selection is the core of NARMAX methods! In this respect, the examples are to show basic concepts and how the algorithms work!" ] } ], "metadata": { "interpreter": { "hash": "1fd05136b494e407c96c946b65ee96075bdd026ac07c167ce83cf2e10cdcabba" }, "kernelspec": { "display_name": "Python 3.8.11 64-bit ('sysidentpy': conda)", "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": "3.11.9" } }, "nbformat": 4, "nbformat_minor": 4 }