{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Information Criteria - Examples\n", "\n", "Example created by Wilson Rocha Lacerda Junior" ] }, { "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._basis_function import Polynomial\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_residues_correlation, plot_results\n", "from sysidentpy.residues.residues_correlation import compute_residues_autocorrelation, compute_cross_correlation" ] }, { "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": 2, "metadata": {}, "outputs": [], "source": [ "x_train, x_valid, y_train, y_valid = get_siso_data(n=1000,\n", " colored_noise=False,\n", " sigma=0.2,\n", " train_percentage=90)" ] }, { "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": 3, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.38926724002665514\n", " Regressors Parameters ERR\n", "0 x1(k-2) 8.9197E-01 8.40239164E-01\n", "1 y(k-1) 1.9624E-01 3.92056438E-02\n", "2 x1(k-1)y(k-1) 8.3169E-02 2.25835069E-03\n", "3 y(k-2)y(k-1) -6.4115E-02 8.46298991E-04\n", "4 y(k-2)^2 2.8534E-02 4.95098470E-04\n" ] }, { "data": { "image/png": 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", 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "Text(0, 0.5, 'Information Criteria')" ] }, "execution_count": 3, "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", "\n", "model = FROLS(\n", " order_selection=True,\n", " n_info_values=15,\n", " extended_least_squares=False,\n", " ylag=2, xlag=2,\n", " info_criteria='aic',\n", " estimator='least_squares',\n", " basis_function=basis_function\n", ")\n", "model.fit(X=x_train, y=y_train)\n", "yhat = model.predict(X=x_valid, y=y_valid)\n", "rrse = root_relative_squared_error(y_valid, yhat)\n", "print(rrse)\n", "\n", "r = pd.DataFrame(\n", " results(\n", " model.final_model, model.theta, model.err,\n", " model.n_terms, err_precision=8, dtype='sci'\n", " ),\n", " columns=['Regressors', 'Parameters', 'ERR'])\n", "print(r)\n", "plot_results(y=y_valid, yhat = yhat, n=1000)\n", "ee = compute_residues_autocorrelation(y_valid, yhat)\n", "plot_residues_correlation(data=ee, title=\"Residues\", ylabel=\"$e^2$\")\n", "x1e = compute_cross_correlation(y_valid, yhat, x_valid)\n", "plot_residues_correlation(data=x1e, title=\"Residues\", ylabel=\"$x_1e$\")\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": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([-2726.72814962, -2977.48458651, -2992.4495674 , -2997.62741908,\n", " -2998.44371294, -2997.94195357, -2997.42660478, -2996.86187433,\n", " -2996.33235496, -2995.15967968, -2993.49434895, -2991.8239322 ,\n", " -2990.00537262, -2988.06004053, -2986.09131614])" ] }, "execution_count": 4, "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 5 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": [ "## BIC " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.3887513802020464\n", " Regressors Parameters ERR\n", "0 x1(k-2) 8.9223E-01 8.40239164E-01\n", "1 y(k-1) 1.9664E-01 3.92056438E-02\n", "2 x1(k-1)y(k-1) 8.2952E-02 2.25835069E-03\n", "3 y(k-2)y(k-1) -5.2039E-02 8.46298991E-04\n" ] }, { "data": { "image/png": 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", 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "Text(0, 0.5, 'Information Criteria')" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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UtLS0wGq1wmKxICwsDI2NjTAYDMjLy0Nubq57q/PKykpMnz4dADBjxgxUVFQMqJYfqqvpjiufiCgUeBxRvPjii/j0009x5swZJCcn45FHHvH4oqWlpdi9e3ePa5s2bUJaWhoaGhpQUFDgPl51zJgxyMvLg0qlwpgxY5CSkoKrV69i8eLFWLRoEVpbW5Gbm4u0tDQYjUbI5XIAQFRUFNra2gbyNf9gcZ0d2QwKIgoFHoOipKQEFy9eREZGBv70pz+hsrIShYWFff6d7OxsZGdn33a9qqoK+fn5WLNmDaZMmQKDwYDt27ejrKwMI0aMwObNm7Fz5078/Oc/R05ODkQiEaKjo5Gamorq6mrIZDKYTCZIJBKYTCYoFIqBf+U/QKyyaxsPLpElouDn8dHT8ePH8Z//+Z/Q6/V4/fXXceLEiQHd6OzZs1i+fDlKSkowc+ZMAIBEIkFkZCQiIyMBADExMTAYDKioqMCKFSsAACaTCWfOnEFKSgoyMjJw5MgRAEB5eTkmTpw4oFp+KLEoDMNkERxREFFI8DiisNlscDgcEAqFcDqdPSaX+6OkpAQdHR3YuHEjAEAmk2Hbtm1Yu3YtFi9eDLFYDLlcjt/+9rdQKpU4evQo5s2bB6FQiPz8fGg0GixduhSFhYU4cOAA1Go1SkpKBlTLYNCppGy6I6KQIHA6nc6+PmHnzp3429/+hgkTJuAf//gHZs+e7ZeVRnejpqYGs2bNwuHDhxEfH+/Vez2/9wTONZjwcf5Mr96HiMjfPI4oFi9ejGnTpuH8+fN45plncO+99/qiroCnVUpx9EzjDxplERENBb0GRWlpKbKzs1FSUuL+Qfjdd98BAPLz831TXQCLU0lh6rDDYLZBKQ3tU/+IKLj1GhRdW3akpKT0uM53zy7deykYFEQUzHpd9dTV2PbNN9/g6aefdv/yV5NboOk63Y6bAxJRsOt1RPHee+9h27ZtaG1txd///nf39VGjRvmksEDXddJdbQtXPhFRcOs1KJ599lk8++yzePPNN5GXl+fLmoaE4XIxREIBeymIKOh5XPWUk5ODQ4cOwWazwel04tq1a3j++ed9UVtACxMKMEIhYXc2EQU9j0Hx0ksvISkpCd9//z3EYrFftvUOVDqVhCMKIgp6d3UU6r/9278hOTkZu3btQmsrD+zpolVKUcvJbCIKcncVFBaLBTdu3IBAIEB7e7u3axoydCop6lvNcDj6bG4nIhrSPAbFs88+i3fffRcPPfQQZs6ceVtfRSjTqSSw2p1oNFr8XQoRkdd4nKN47LHH3P/9+OOPQyaTebWgoaTrpLvaVjNiFBI/V0NE5B0eg2Lfvn3Yt28fOjo63Nc++ugjrxY1VOg6u7PrWm7ggQSVf4shIvISj0GxZ88e7NixA0ql0hf1DCldTXdXuPKJiIKYx6AYM2YMtFotwsLCfFHPkKKKDIc0PIy9FEQU1DwGRWZmJh555BEkJCS4t9Tes2ePL2oLeAKBAFqVhPs9EVFQ8xgU+/fvx2uvvQa5XO6LeoYcnVKKK9zviYiCmMegGDFiBMaPHw+h8K5aLkKOTiXBp1UN/i6DiMhrPAZFR0cHnnzySYwePdp9FoU/z6oONFqlFA1GCzpsDkSIGKZEFHw8BkVubi4UCoUvahmSdCoJnE7gqsGMBE2kv8shIhp0HoPinXfewfvvv++LWoakrgOMaltuMCiIKCh5DAqlUondu3cjOTnZPU8xbdo0rxc2VNzszubKJyIKTh6DQq1W4/Tp0zh9+rT7GoPiJp377GyufCKi4OQxKIqLi/H999/j7NmzSE5ORmpqqi/qGjIiI0RQRYazl4KIgpbHoNi7dy8OHTqEtLQ07Ny5E48//jiWLFnii9qGDK1SyhEFEQUtj0Fx6NAhvPfeexCJRLBarcjJyWFQ3CJOJUFNM0cURBScPC78dzqdEIlceRIeHo7w8HCvFzXUaJVS7vdEREHL44giIyMDL730EiZOnIjKykqkp6f7oq4hRauSoPWGFSaLDVFij/+kRERDSq8jiuPHjwMAVq5ciaysLNhsNmRlZaGwsNBnxQ0VcZ29FJzQJqJg1GtQ/O53v0N7ezv++Z//GQ899BAWLlyIH/3oRz0OMCIXdy8FJ7SJKAj1+pzkoYcewlNPPYX6+nrMnj0bANzbjB8+fNhnBQ4FWmVXLwVHFEQUfHoNipUrV2LlypV444038MILL/zgG7W1taGgoABGoxFWqxVr165Feno6jh49ii1btkAqlWL69On45S9/CQD4/e9/j08//RQikQhFRUVIS0tDU1MTVq9eDbPZjJiYGBQXF0Mqlf7g2n6oWKUEAoHr7GwiomDjceb16aefxltvvQWLxeK+9uKLL/b7Rrt27UJmZib0ej3Onz+PVatW4eDBg3j55Zexd+9eJCQkYPXq1Thx4gSkUimOHTuG0tJS1NXVYdmyZTh48CC2bt2KOXPmICsrCzt27MD+/fuh1+v7XctgCw8TIkYu5oiCiIKSx+WxK1asgNFoxLBhw9y/BkKv1yMnJwcAYLfbIRaL0dzcDIVCgYSEBACuFVZffPEFKisrMW3aNAgEAuh0OtjtdjQ1NaGyshLTp08HAMyYMQMVFRUDqsUbXEtkGRREFHw8jiiioqKwcuXKfr1oaWkpdu/e3ePapk2bkJaWhoaGBhQUFKCoqAgajQZmsxnnzp1DUlISysvLMXbsWNhsNqhUqh41tLW1wWg0uk/a67oWKOJUUpyqM/i7DCKiQecxKEaPHo2ysjKkpqa6Dy5KTk7u8+9kZ2cjOzv7tutVVVXIz8/HmjVrMGXKFADA5s2bsWHDBigUCiQnJ0OtVkMgEMBkMrn/nslkglwuh0wmg8lkgkQigclkCqhzMrRKCT4+ddU94U9EFCw8BsWpU6dw6tQp958FAgH27NnT7xudPXsWy5cvx2uvvYaxY8e6r5eXl2P79u2QSqV48cUXkZWVBYvFgn//93/HkiVLUF9fD4fDAY1Gg4yMDBw5cgRZWVkoLy/HxIkT+12Ht+hUUlhsDjS3W6GJivB3OUREg+auNgUcDCUlJejo6MDGjRsBADKZDNu2bUNsbCxyc3MhkUgwd+5cjB49GgAwadIkzJ8/Hw6HA+vWrQMALF26FIWFhThw4ADUanVAHcl6c7vxGwwKIgoqAqfT6bzTB+bPn9/rI5R9+/Z5taiBqqmpwaxZs3D48GHEx8f79N5fX27Bk298hh0LJ+In98X69N5ERN7U64ji1Vdf9WUdQ57OvY0HeymIKLj0GhRxcXG+rGPIi46KQESYkEeiElHQ8dhHQXdHKBQgVinhfk9EFHQYFINIp5Kgjt3ZRBRkGBSDSMcDjIgoCPGUnUGkVUlQbzDD7nAiTMimOyLyHofDidP1bTh+oQnHqptw5lobSrIfwPh45aDfi0ExiHQqKewOJ661md1nVBARDYYOmwPfXGnFseomHL/QhBMXmmAw2wAAOqUEmSnR0Hb2cw02BsUg0rkPMLrBoCCiH6S9w4YvL7Xg8+omHK9uwpeXm2G2OgAAo4ZH4adpWkxJ1mBykgbx6kiv1sKgGERdvRS1LWZMTPRzMUQ0pLS0d+D4hWYcv9CEz6ubcPJKK2wOJ4QCYJxOgdwpI/FgsgaTkjQYJhP7tDYGxSDqGvZxu3Ei8qS+1YxjF5pwrPo6jlc3o+qqazfsiDAhJiQo8fzMFExO0mBiohpySbhfa2VQDCKFJBwysYi9FETUg9PpRHWjqXPi2TVquNTUDgCIighDRqIacydoMTlJgwkJKkjCw/xccU8MikGmU0l40h1RiLM7nDhVZ8DxC03ucGg0uk4J1URFYFKiGoumJmJKsgbjtAqIwgK7U4FBMci07KUgCjkWmx3/qLm5IqnyQjPaLK4VSXEqKabdE40pydGYkqzGqOGyIXdmDYNikOlUEnx7pdXfZRCRFxktNlRebMbx6iYcu9CEry63oMPmWpF0T4wMcx/QYUqSBpOTNYhTDf0VkAyKQaZTSnHd1AGz1R5wzxmJaGAajRac6Da/cLK2FQ4nECYU4D6dAosyEzG5c6lqMJ5Hw6AYZNrOdw/1rWYkDYvyczVE1F9OpxM1zTe6zS804VyD62hmsUiI9JEqvPjwPZicrEHGSDWixMH/YzT4v0If0ylvnnTHoCAKfF0TzycuNOH4xWacuNCEqwbXxLNcIsLkJA2emZiAKclq3B+nhFgUek8KGBSDzN10xwltooDU3mHDV5dbcKKzue3LSy0wWnpuhTEpSYPJSWrcGyOHkPu2MSgGW2y3EQUR+Z9rfqHZPWLo6ngWCIAxI+R4Kl2HyUmujudgmHj2BgbFIJOEh2GYLILd2UR+4HQ6ceF6u3vTvBMXmnG+0TW/ECES4oF4FZ6b4ep4zhiphjLSvx3PQwWDwgu0Sim7s4l8wGp34GStwR0KJy42odHYAQBQSsMxOUmNeZMTMDkpdOcXBgODwgu0SgmqO9/FENHgaWnvwBeXmjtDoRn/qGlx76gar5Zi+ujhmJSkxpQkDUYNl3F+YZAwKLxAp5Ki4tx1f5dBNKR1PUY6caEJlRddwXD2mhHAzf6F3CkjMTFRjUmJGvf8IA0+BoUX6FQSGC02GMxWKPy86yPRUGGx2fHtlVb3aOGLi824bnI9RlJIRMhIVOOpB3SYmKjBhAQlIiP448tX+C/tBdpuBxgpYhkURHdy3WhB5cVm92jhm5pWdNhdj5GSoiPx4zExrtFCkhr38DGSXzEovKCrl6KuxYyxsQo/V0Pkfw6HE+cajO5QqLzY7J7HiwgT4v44BfQPJSFjpBoTE9UYLvftwTzUNwaFF+g6DzCq5RJZClE3Ouz4uqbFPWKovNiM1htWAK5ttjNGqjF/cgImJbpWI3FftMDGoPCCGLkEYUIBm+4oZFw1mF2jhQvNqLzYhJO1BtgcTgCu3VQfvz8WGYlqTEpUI3lY1JDbZjvUMSi8IEwoQKxCgjr2UlAQsjucqKpvQ+XFm6uRappdb4rEIiEmJLia2iYlqZGeoIY6CHdTDTUMCi/RKiW4whEFBQGjxYavLrXgRGcwdN8bKUYuxqQkNfQ/SsKkJNdpbRGiwD6tjfrPZ0HR1taGgoICGI1GWK1WrF27Funp6Th69Ci2bNkCqVSK6dOn45e//CUAIC8vDy0tLQgPD4dYLMbbb7+NpqYmrF69GmazGTExMSguLoZUGph7s+hUUnx1ucXfZRD1S1fvwteXW9yNbafrDXA40WNvpK7ehXi1lI+RQoDPgmLXrl3IzMyEXq/H+fPnsWrVKhw8eBAvv/wy9u7di4SEBKxevRonTpzApEmTcOnSJZSVlfX4Jty6dSvmzJmDrKws7NixA/v374der/fVl9AvWpUEf/3WDIfDyWV9FLAajRZ8fbkFX19uwVc1rfj6cot70jkyIsx19sI/jcakRDUeGKliX1CI8llQ6PV6RES4nlXa7XaIxWI0NzdDoVAgISEBAJCRkYEvvvgCSUlJMBgMyMvLg8FgwHPPPYeHH34YlZWVeP755wEAM2bMwKuvvhqwQaFTStFhd6DRZEGMnB2j5H83Ouz45kprZyi4wqFrbkEoAO4dIccT42MxIV6FCQkqjI6RQRTGx0jkpaAoLS3F7t27e1zbtGkT0tLS0NDQgIKCAhQVFUGj0cBsNuPcuXNISkpCeXk5xo4dC6vVisWLF2PRokVobW1Fbm4u0tLSYDQaIZfLAQBRUVFoa2vzRvmDonsvBYOCfM3ucOLMtTZ8dakFX9e04KvLrfj+ahvsnSuR4tVSTEhQ4edTkzAhQYX74xTsdKZeeeU7Izs7G9nZ2bddr6qqQn5+PtasWYMpU6YAADZv3owNGzZAoVAgOTkZarUaw4YNQ05ODkQiEaKjo5Gamorq6mrIZDKYTCZIJBKYTCYoFIHbzKbt3HemrvUGJiSo/FsMBTWn04naVnO3UGjBt1da0d5hB+DaRXVCggqPpsZgQoIKafEqNrRRv/jsLcTZs2exfPlyvPbaaxg7dqz7enl5ObZv3w6pVIoXX3wRWVlZqKiowHvvvYcdO3bAZDLhzJkzSElJQUZGBo4cOYKsrCyUl5dj4sSJviq/37pGFFe4RJYGkcPhxKWmdpysNeC7ulZ8V2vAN1cMaDS6ju6MEAlxn06BeZMS8ECC6xFSUnQkJ5zpB/FZUJSUlKCjowMbN24EAMhkMmzbtg2xsbHIzc2FRCLB3LlzMXr0aIwePRpHjx7FvHnzIBQKkZ+fD41Gg6VLl6KwsBAHDhyAWq1GSUmJr8rvN3VkOCThQtRxiSwNkMVmx5mrRpysdQXCd3UGnKprcy9NFQkFuCdGhpn3DscDCUpMSFBhbCyXp9LgEzidTqe/ixgsNTU1mDVrFg4fPoz4+Hh/l4N/2vIpUrUKvPFshr9LoQDX2m7FybqbgfBdrQFnrxnd3c1REWEYp1NgnFaB+3RKjNMpcE+MjFtfkE9w9sqLtCo23VFPXfMJJ6+0ugPhZK2hx/fJCIUY47QKzEqNcYWCVoGRmkgusya/YVB4kU4pRfmZBn+XQX5isztwrsHkfnR0snO00NWnIBAAKcOikJGoxv/JTMR9OgVStQpONFPAYVB4kVYlxbU2CzpsDj43DnLtHTacqmvrHCW04mStAafr29Bhc52vIBYJMTZWjifGa3GfToFxOgXGxsq5JJWGBH6XelGcSgKn07WzZoIm0t/l0CC5brTguzrXCOFkrSsYqhtN6JxOgFIajvt0Cvx8aqJ7PiFlWBSb12jIYlB4UddJd3WtDIqhyOl0oqb5Bk52jhC6Hh/VG24ueY5TSTFOp8CcNB3u0ylwX5wSOqWEy1EpqDAovMh9gBEntAOe1e7AmavGbhPMrsnmNrNrKapQAIwaLkNmisY9ShinVXALbQoJDAovcp+dzZPuAorBbMXpurYe/Qlnrhrd5zVLwoUYG6vA3AmdowSdEmNj5VyKSiGLQeFFUWIRlNJwHmDkJ06nE/UGsysMuq06utTU7v6c6KgIjNMp8ItpSZ09CgokRXM+gag7BoWXaZUSVF1tw40OO6QRfEfqLTa7A+cbTT0a1r6rM6DJ1OH+nKToSIyPU2L+5ASM07pWHsXIxZxPIPKAQeFlafFKHDhRg8kbP8bs+2PxdHocMlOiEcbmqQEzWWw4XX9zKep3nUtRLZ1LUSNEQowZIcdPxo1wzyWM1SogE/PbnWgg+H+OlxVnpeGp9Dh8+MUV/N9v6/HHyhrEKiR48gEdnkqPQ6o2cHfA9Ten04mGNgtOdhshnKo1oPq6CV0bz6giwzFOq8CiqYmdoaBEyvAohPPREdGg4V5PPmS22vHxqav405dX8GlVA2wOJ8bGyvF0ehx+9oDOPfkdiuwOJ6obTT1WHZ2qM6DRePPR0UhNpPuRUdfvWi5FJfI6BoWfXDdaUPZNHT788gq+vNQCgQCYmhKNp9PjMPv+WMiD+MjJ9o7OR0fd5hNO1xtgtroeHYWHCXDvCHmPUEjVKXgMJ5GfMCgCQHWjCX/68gr+9NUVXLzeDrFIiEfHjUBWRhymjx4+ZB+jmK12XGpqx4VGE841mDq7mV1dzF3fdQqJCOM6l6B2BcOo4TJueUIUQBgUAcTpdOLLyy348IsrOPSPWjS3W6GJisDcNC2ezojHhHhlwD1mae+w4eL1dly8bsKFrt8bXb/XGczo/t0Vr5be9ugoTiUNuK+JiHpiUASoDpsD5d834MOvruD/fXcVHTYHkodF4akH4vB0ehxGRvtuSxCjxYYLjSZcvN6OC9dNPULhqsHS43OjoyKQGB2JpOgoJEZHIWmY67+ThkVBKeWjI6KhiEExBBjMVvz1m3p8+OUV/G/1dTidQMZIFUYNl0EUJoBQIECYsPOXQICwsM7fu10TCgUQCbtdE7r+nkjY82MOpxM1TTdujg6ut7uP2ewyXC5GUnSkKwg6f08eFoWR0ZGcRyAKQlweOwQoJOGYNzkB8yYnoLblBv78VS3KvqnFZ2cbYXM44XA6YXM4Ye/2q+vaQN8GxCokSIyOxKyxMUgc1jVCcIUC+xGIQgv/jx9idCoplv54FJb+eNRdfb7D4YTd2S1EnE7Y7bdc6/YxwNVNznMSiKgLfxoEOaFQACEE4H52RDRQXINIRER9YlAQEVGfGBRERNQnBgUREfWJQUFERH1iUBARUZ+Canms3W4HANTX1/u5EiKioSc2NhYi0e2xEFRB0dDQAAB49tln/VwJEdHQ09v2R0G115PZbMa3336L4cOHIyyMHWZERP3R24giqIKCiIgGHyeziYioTwwKL7JarSgoKMCCBQvwzDPP4PDhw/4uyaPr169j5syZOHfunL9L8Wj79u2YP38+srKyUFpa6u9yemW1WrFq1Srk5ORgwYIFAftv+/XXX2PhwoUAgIsXLyI3NxcLFizA+vXr4XA4/Fzd7brXe+rUKSxYsAALFy7EkiVL0NjY6Ofqeupea5f//u//xvz58/1UUf8wKLzoL3/5C1QqFf7whz/grbfewq9//Wt/l9Qnq9WKdevWQSKR+LsUjz7//HN8+eWXeP/997F3796AXul25MgR2Gw27Nu3Dy+88AJee+01f5d0m7feegsvv/wyLBbX2SPFxcVYsWIF/vCHP8DpdAbcm5xb6924cSNeeeUV7N27F48++ijeeustP1d40621Aq5g++Mf/4ih8uSfQeFFs2fPxvLly91/DvQJ9t/97nfIyclBTEyMv0vx6OjRo7j33nvxwgsvIC8vDz/+8Y/9XVKvkpOTYbfb4XA4YDQa7zhZ6G8jR47E66+/7v7zyZMnMWXKFADAjBkzUFFR4a/S7ujWel999VWkpqYCcC2TF4vF/irtNrfW2tzcjC1btqCoqMiPVfVP4H3HBpGoqCgAgNFoxEsvvYQVK1b4t6A+fPDBB9BoNJg+fTp27Njh73I8am5uRm1tLd58803U1NRg6dKl+Otf/xqQ529HRkbiypUrePzxx9Hc3Iw333zT3yXd5rHHHkNNTY37z06n0/1vGRUVhba2Nn+Vdke31tv15uaLL77Af/3Xf+G9997zV2m36V6r3W7Hr371KxQVFQVUmHnCEYWX1dXVYdGiRXjyyScxd+5cf5fTq4MHD6KiogILFy7EqVOnUFhY6O5LCUQqlQrTpk1DREQEUlJSIBaL0dTU5O+y7ujdd9/FtGnT8Le//Q1//vOfsXbt2h6PIQKRUHjzR4PJZIJCofBjNXfno48+wvr167Fjxw5oNBp/l3NHJ0+exMWLF7Fhwwbk5+fj7Nmz2Lhxo7/L8ogjCi9qbGzE4sWLsW7dOkydOtXf5fSp+zuwhQsXYsOGDRg+fLgfK+rbxIkTsWfPHvziF7/AtWvXcOPGDahUKn+XdUcKhQLh4a6zxJVKJWw2m3sXgUA1btw4fP7553jwwQdRXl6OzMxMf5fUpz//+c/Yv38/9u7dG7DfBwCQlpaGsrIyAEBNTQ3y8/Pxq1/9ys9Vecag8KI333wTBoMBW7duxdatWwG4JraGwmRxoHv44Ydx/PhxPPPMM3A6nVi3bl3AzgHp9XoUFRVhwYIFsFqtWLlyJSIjI/1dVp8KCwvxyiuv4NVXX0VKSgoee+wxf5fUK7vdjo0bN0Kr1WLZsmUAgMmTJ+Oll17yc2XBgw13RETUJ85REBFRnxgURETUJwYFERH1iUFBRER9YlAQEVGfGBREg2z//v2wWq3+LoNo0DAoiAbZ9u3bA3K3VaKBYsMd0V344IMPcOTIEZjNZly6dAn/8i//gqysrNs+r7S0FA0NDVi5ciW2bt2KkpISHD9+HE6nE3q9Ho8//jgWLlwItVoNg8GAn/70pygvL4fZbEZDQwMWLVqEw4cP48yZM1izZg0eeeQRrF27FpcuXYLFYsGSJUvwxBNP+OFfgEIZg4LoLhmNRrzzzju4cOEC8vLy7hgU2dnZ2LZtG/7jP/4DR44cQU1NDfbt2weLxYJ58+bhoYceAgDMnTsXjz76KD744AOYTCbs3LkTZWVlePfdd3HgwAF8/vnn2LNnDzIzM/H555/j4MGDAIDPPvvMp18zEcCgILprY8eOBQBotVp0dHR4/Pzvv/8eJ0+edB9YY7PZUFtbC8C19XiXru2x5XI5Ro0aBYFAAKVSCYvFAplMhldeeQWvvPIKjEYjfvaznw32l0XkEYOC6C7d7RbmAoEADocDKSkpePDBB/HrX/8aDocDW7duRXx8/G2v1dfrXrt2DSdPnsQbb7wBi8WCmTNn4sknnwzIMy0oePG7jWiQTZo0Cc899xz27NmDY8eOYcGCBWhvb8cjjzwCmUzWr9caPnw4Ghoa8NRTTyEyMhKLFy9mSJDPcVNAIiLqE9+aEA3A/v37cejQoduu5+fnIz093Q8VEXkPRxRERNQnNtwREVGfGBRERNQnBgUREfWJQUFERH1iUBARUZ8YFERE1Kf/D8HcF9XvgAemAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "basis_function = Polynomial(degree=2)\n", "\n", "model = FROLS(\n", " order_selection=True,\n", " n_info_values=15,\n", " extended_least_squares=False,\n", " ylag=2, xlag=2,\n", " info_criteria='bic',\n", " estimator='least_squares',\n", " basis_function=basis_function\n", ")\n", "model.fit(X=x_train, y=y_train)\n", "yhat = model.predict(X=x_valid, y=y_valid)\n", "rrse = root_relative_squared_error(y_valid, yhat)\n", "print(rrse)\n", "\n", "r = pd.DataFrame(\n", " results(\n", " model.final_model, model.theta, model.err,\n", " model.n_terms, err_precision=8, dtype='sci'\n", " ),\n", " columns=['Regressors', 'Parameters', 'ERR'])\n", "print(r)\n", "plot_results(y=y_valid, yhat = yhat, n=1000)\n", "ee = compute_residues_autocorrelation(y_valid, yhat)\n", "plot_residues_correlation(data=ee, title=\"Residues\", ylabel=\"$e^2$\")\n", "x1e = compute_cross_correlation(y_valid, yhat, x_valid)\n", "plot_residues_correlation(data=x1e, title=\"Residues\", ylabel=\"$x_1e$\")\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": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([-2721.92797955, -2967.88424637, -2978.0490572 , -2978.4267388 ,\n", " -2974.4428626 , -2969.14093316, -2963.8254143 , -2958.46051379,\n", " -2953.13082434, -2947.157979 , -2940.6924782 , -2934.22189138,\n", " -2927.60316173, -2920.85765958, -2914.08876512])" ] }, "execution_count": 6, "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": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.3887513802020464\n", " Regressors Parameters ERR\n", "0 x1(k-2) 8.9223E-01 8.40239164E-01\n", "1 y(k-1) 1.9664E-01 3.92056438E-02\n", "2 x1(k-1)y(k-1) 8.2952E-02 2.25835069E-03\n", "3 y(k-2)y(k-1) -5.2039E-02 8.46298991E-04\n" ] }, { "data": { "image/png": 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", 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "Text(0, 0.5, 'Information Criteria')" ] }, "execution_count": 7, "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", "\n", "model = FROLS(\n", " order_selection=True,\n", " n_info_values=15,\n", " extended_least_squares=False,\n", " ylag=2, xlag=2,\n", " info_criteria='lilc',\n", " estimator='least_squares',\n", " basis_function=basis_function\n", ")\n", "model.fit(X=x_train, y=y_train)\n", "yhat = model.predict(X=x_valid, y=y_valid)\n", "rrse = root_relative_squared_error(y_valid, yhat)\n", "print(rrse)\n", "\n", "r = pd.DataFrame(\n", " results(\n", " model.final_model, model.theta, model.err,\n", " model.n_terms, err_precision=8, dtype='sci'\n", " ),\n", " columns=['Regressors', 'Parameters', 'ERR'])\n", "print(r)\n", "plot_results(y=y_valid, yhat = yhat, n=1000)\n", "ee = compute_residues_autocorrelation(y_valid, yhat)\n", "plot_residues_correlation(data=ee, title=\"Residues\", ylabel=\"$e^2$\")\n", "x1e = compute_cross_correlation(y_valid, yhat, x_valid)\n", "plot_residues_correlation(data=x1e, title=\"Residues\", ylabel=\"$x_1e$\")\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": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([-2724.89425438, -2973.81679602, -2986.94788167, -2990.2918381 ,\n", " -2989.27423672, -2986.9385821 , -2984.58933807, -2982.19071238,\n", " -2979.82729776, -2976.82072724, -2973.32150127, -2969.81718927,\n", " -2966.16473445, -2962.38550712, -2958.58288748])" ] }, "execution_count": 8, "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": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.38926724002665514\n", " Regressors Parameters ERR\n", "0 x1(k-2) 8.9197E-01 8.40239164E-01\n", "1 y(k-1) 1.9624E-01 3.92056438E-02\n", "2 x1(k-1)y(k-1) 8.3169E-02 2.25835069E-03\n", "3 y(k-2)y(k-1) -6.4115E-02 8.46298991E-04\n", "4 y(k-2)^2 2.8534E-02 4.95098470E-04\n" ] }, { "data": { "image/png": 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", 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/HO+99x4UCgUWLFiAyspKy5x8B1gMmYiIiCzJpsfkKRSKVmHOcFupVJq9z48//oiRI0fC19fXZPtXX32FxsZGODo6AgBef/11jB8/Hrt378aMGTN6/uQ7wO5aIiIisiSbbsnz8fFBRUWFSdDTaDSQy+VwdXU1e5+9e/fi5ptvbrVdoVAYA57hdmBgIAoKCnr+xDtBP/GC3bVERERkGTYd8gYOHAiZTIbExETjtoSEBERGRkIqbd0IWVJSgqysLMTHx5ts1+l0GDt2LHbu3GncVl1djczMTISHh1vuAtqhkErQ0CigsUmwyvMTERGRfbPpkKdUKjFjxgysWrUKJ0+exO7du/Hpp59iwYIFAPStenV1dcbjz58/D5lM1moWrVQqxZgxY/DGG2/g6NGjOHfuHJYuXQovLy/cdNNNvXpNBgqZ/kevZZctERERWYBNhzwAePbZZzF48GAsXLgQzz//PB577DFMmzYNADBmzBjs2rXLeGxxcTFUKhXE4taXtXLlSowfPx5PPvkk7rzzTgDAxx9/bLZFsDcopPpzZJctERERWYJIEAT2FzaTk5ODiRMnYvfu3QgMDLTY83z1Zxae23YKfz43ET4uDhZ7HiIiIro+2XxLnr2SG1ryuH4tERERWQBDnpWwu5aIiIgsiSHPSq6EPLbkERERUc9jyLMShUwCgCGPiIiILIMhz0rYXUtERESWxJBnJeyuJSIiIktiyLMShfRydy1n1xIREZEFMORZiWHFC3bXEhERkSUw5FkJu2uJiIjIkhjyrMTYXcuQR0RERBbAkGclxu7aBnbXEhERUc9jyLMSdtcSERGRJTHkWYlcwpBHRERElsOQZyUikQgKqZiza4mIiMgiGPKsSCEVs04eERERWQRDnhUpZBJ21xIREZFFMORZEbtriYiIyFIY8qxIH/LYkkdEREQ9jyHPiuRSCcfkERERkUUw5FmRQiqGtpEhj4iIiHoeQ54V6WfXckweERER9TyGPCvi7FoiIiKyFIY8K+LECyIiIrIUhjwrYgkVIiIishSGPCtScHYtERERWQhDnhUpZOyuJSIiIstgyLMidtcSERGRpTDkWZFCytm1REREZBkMeVakkIqh1TVBEARrnwoRERHZGZsPeVqtFitXrkR8fDxGjx6Njz76qM1j77//fvTv39/k36+//mrcv2vXLtx8882Ijo7G4sWLUVxc3BuX0CaFTP/jZ2seERER9TSptU+gI2vXrkViYiLWr1+P/Px8LFu2DP7+/pg+fXqrY9PS0vDGG28gPj7euM3V1RUAcPLkSSxfvhwvvPACBg0ahJdeegnLli3DJ5980mvX0pJCKgGgD3kOMonVzoOIiIjsj02HvJqaGmzevBn/+c9/EBUVhaioKCxatAgbN25sFfKqqqpQUFCAIUOGwMvLq9Vjbdy4EZMnT8asWbMA6MPjjTfeiMzMTISEhPTK9bSkkBpa8hoByKxyDkRERGSfbLq7NiUlBVqtFnFxccZtcXFxOHXqFHQ6ncmxaWlpUCgU8Pf3N/tYSUlJJi18fn5+CAgIQGJiomVOvhOMIY+18oiIiKiH2XTI02g0cHV1hUKhMG5Tq9VoaGhASUmJybFpaWlwcXHBk08+iTFjxmDOnDnYs2ePcX9hYSG8vb1N7uPp6YmCggLLXkQ7FLIr3bVEREREPcmmQ15tbS3kcrnJNsNtrVZrsv3ChQuorq7GhAkT8PHHH2P8+PF45JFHkJSUBACoq6sz+1gtH6c3mXbXEhEREfUcmx6Tp1AoWoUww22lUmmyfenSpVi8eDFcXFwAAAMGDMCZM2fwzTffIDo6us3HcnBwsOAVtO9KyGNLHhEREfUsm27J8/HxQUVFhUk402g0kMvlxlmzBhKJxBjwDMLDw1FYWGh8rKKiIpP9RUVFZidp9Bb55ZCnZcgjIiKiHmbTIW/gwIGQyWQmkyMSEhIQGRkJqdS0EXLJkiV44YUXTLYlJycjLCwMABAdHY2EhATjvry8POTm5iImJsZi59+R5iVUiIiIiHqSTYc8pVKJGTNmYNWqVTh58iR2796NTz/9FAsWLACgb9Wrq6sDAEyYMAFbtmzBDz/8gIyMDLz11ltISEgwHnv33Xdjx44d2Lx5M1JTU/HMM89g3LhxCA0NtdblNZtdyzF5RERE1LNsekweADz77LN44YUXsHDhQjg5OeGxxx7DtGnTAABjxozBmjVrMGvWLMyYMQNVVVV46623kJ+fj379+uGTTz5BcHAwAGDo0KFYvXo13nrrLZSVleGGG27A6tWrrXlpcOCKF0RERGQhIoELp5rIycnBxIkTsXv3bgQGBlr0ubJLajB27e947Y5ozImz7HMRERHR9cWmu2vtHUuoEBERkaUw5FmRceIFV7wgIiKiHsaQZ0UKjskjIiIiC2HIsyK5hN21REREZBkMeVYkFosgl4jZkkdEREQ9jiHPyhRSMcfkERERUY9jyLMyhUzM7loiIiLqcQx5VqaQSthdS0RERD2OIc/KFFKOySMiIqKex5BnZXKpmGvXEhERUY9jyLMyhYzdtURERNTzGPKsTCEVQ8uQR0RERD2MIc/K9GPy2F1LREREPYshz8o48YKIiIgsgSHPylhChYiIiCyBIc/K2F1LRERElsCQZ2UKGZc1IyIiop7HkGdl7K4lIiIiS2DIszJ21xIREZElMORZmWF2rSAI1j4VIiIisiMMeVamkEkgCEBDI0MeERER9RyGPCtTSPUvAbtsiYiIqCcx5FnZlZDHyRdERETUcxjyrEwhlQBgyCMiIqKexZBnZQrZ5Za8BnbXEhERUc9hyLMydtcSERGRJTDkWRm7a4mIiMgSGPKszNCSp2XIIyIioh7EkGdlxjF5LKFCREREPcjmQ55Wq8XKlSsRHx+P0aNH46OPPmrz2F27duHWW29FTEwMbr/9dvz222/GfU1NTRgyZAj69+9v8q+ioqI3LqNNxu7aBrbkERERUc+RWvsEOrJ27VokJiZi/fr1yM/Px7Jly+Dv74/p06ebHHfs2DEsW7YM//jHPzBixAjs2bMHTzzxBL799lsMGjQI2dnZ0Gq1+O233yCXy433c3Z27u1LMsGJF0RERGQJNh3yampqsHnzZvznP/9BVFQUoqKisGjRImzcuLFVyNu2bRsmT56MO++8EwCwYMEC/PHHH9i1axcGDRqEtLQ0+Pv7IyAgwBqX0iY5V7wgIiIiC7DpkJeSkgKtVou4uDjjtri4OLz33nvQ6XSQSq+c/vz5801uA4BIJEJ9fT0A4MKFCwgLC+udE+8Czq4lIiIiS7DpMXkajQaurq5QKBTGbWq1Gg0NDSgpKTE5dsCAAYiIiDDePn/+PA4dOoT4+HgAQFpaGqqrqzFv3jyMGTMGDz74INLT03vnQtph7K5lMWQiIiLqQTYd8mpra03GzwEw3tZqtW3er7i4GI8//jji4uIwadIkAPqWvPLycjz++ON47733oFAosGDBAlRWVlruAjrhyuxatuQRERFRz7Hp7lqFQtEqzBluK5VKs/fJz8/H/fffD7FYjLfeegtisT5EffXVV2hsbISjoyMA4PXXX8f48eOxe/duzJgxw3IX0QG5hCGPiIiIep5Nt+T5+PigoqLCJOhpNBrI5XK4urq2Oj47Oxv33HMPRCIRvvjiC7i7uxv3KRQKY8Az3A4MDERBQYFlL6IDUokYUrGIEy+IiIioR9l0yBs4cCBkMhkSExON2xISEhAZGdlqkkVZWRn++te/wtnZGV988QXUarVxn06nw9ixY7Fz507jturqamRmZiI8PNzyF9IBhVTMOnlERETUo2y6u1apVGLGjBlYtWoVXn75ZWg0Gnz66adYvXo1AH2rnrOzMxwcHPDGG2+gtLQUb7/9NhobG6HRaAAADg4OcHZ2xpgxY/DGG2/A29sbrq6ueOONN+Dl5YWbbrrJmpcIAFDIJOyuJSIioh5l0y15APDss89i8ODBWLhwIZ5//nk89thjmDZtGgBgzJgx2LVrFwDgp59+QlVVFWbMmIExY8YY/61atQoAsHLlSowfPx5PPvmksZbexx9/3KpF0BoUUjG7a4mIiKhHiQRBEKx9ErYkJycHEydOxO7duxEYGNgrz3njq78jOsgNb84d2ivPR0RERPbP5lvyrgcKqYRj8oiIiKhHMeTZAIWM3bVERETUsxjybIBCKoa2kS15RERE1HMY8mwAu2ups05fKses9w6gsq7B2qdCREQ2jiHPBuhn1zLkUccOpxfjeFYZErPKrH0qRERk4xjybADH5FFnFVTUAQDO5FZY+UyIrOuT/RexfMtJa58GkU1jyLMBCum1Wwx5w4GLePiLY9Y+jetGfkU9AOB0brmVz4TIunaczMWW4zn8gkzUDoY8GyCXXLvLmn19JBs/ny1AXQPfaHtDfnktAOAsW/LoOiYIAtIKqtDQKOBcfpW1T4fIZjHk2YDe7K49dKEYtdqeea688lqkFlRCEIDM4poeeUxqX/7l7tqLRdWoqtdZ+WyIrCO/og6Vl3//T11iqzZRWxjybEBvTbzILK7G3R8dxjdHs3rk8fadKzL+f7rGst+mvz2WjQsWfg5bJwgCCirq0ddbBQBIzmNrHl2fzhdceS84danMeidCZOMY8mxAb43JS8gsBdBz4WDPeQ08nOQAYNEAVtfQiKe/O4l1v5yz2HNcC0prGqDVNWHiQB8AwBm2YNB16lxBJQBgoJ8LTubw74CoLQx5NkAhFaOxSYDOwgWRDWU3zhVcfSBrbBKw/3wRJgzwhp+rA9I11Vf9mG3JKdWPQ/sjpfC6HmSdd3k8XnSgKzyd5JxhS9ettMIqeDrJcWN/L5wrqOSYYKI2SK19AraqsBQQO/TOc9Vr9Vk7o6AJjnLL5e4jF/UteefyK3FJI0AkEnX7sU7nlqG8tgGD/byQoalFSl41cos6vl93nMzUj/er1jZix/FijAr3tswT2biz2frxeBLBARFerjiRXWGxnzmRLTt9qRLB7ioEuriioVHA/pRKDPJzs/ZpEVmNv9r8drbk2QC5RAIA0Fqwy7auoRFphZXwcFSgpqER+RW1V/V4hy9qIAIwPESNEA8VMkuqIAhCz5xsC4YWLIlYhL1pBRZ5jmuBpkpfPsVL5YB+3i5IL6qE9jpu2bweCYKA7FLLtZpfCwRBQEZxFcLUzhjg4woASClgly2ROQx5NkAu1b8M2kbLfWCnFJSjURAwNTIAAHCx+Oq6bP/M0GCgrxtclXIEezihWqtDSU19T5xqK7nlNZCKRRgX4YN9aQVoslCYtHVFVXUQiwBPJwX6ebugsUm46teRri3Hs4tx1yd/YFPCRWufitUUVdWjql6HME8VfF2UcFXKkMqQR2QWQ54NMIY8C7bkncnVd9XeNjgIAHCxqLLbj1VRq0VyfhlGhnkBAII99LM9s0os08KQX1ELXxclxvf1RUlNvfFarjeFlbXwcFRAKhGj3+UWjHOFlvlw++NcHn46m2ORx6buS8rR/+6/80cyjmcVW/lsrONisf69K9RTBZFIhAE+bkjJZ8gjMochzwYYumstOcP2TF4ZAtwcEeyhgtpJgfSrCHlHM4vQJAAjQvWDAEIuh7zMEsu0KuWW18DP1RE3hHtDeh132Wqq6qFW6QeKBrg5wlEuxbkCy0y++HD/OazelYQ/MzQWeXzqnjN5pQhwc0SguyP+3w/Hr3rYxbXI0Hod5ukMAOjvox+6UM/JF0StMOTZAIWFu2sFQcDp3FJE+bsDAMLUzlfVzfdnhgbOCikGXh7o7O3sAIVUjEwLteTlldfCz1UJlUKGuGA19pzPv+rxf2maCnx84JzFxhFagqaqDl7O+pAnFonQ18sZ5wp7PuTV6xqRVVoFAcDzOxKRV85C17ZAEAQk55cjJtADL88YBm1jE577b8J1F24uFlfCVSmDu6O+fNNAXzc0CgLSijjbnKglhjwbIJfqW/IaLFRCpaCyDkXV9Yi6HMrC1c64WFzZrbFtgiDgcIYGw0LUkIr1vz5ikQjB7ipkWaAlr1arQ1mtFn4ujgCAcRE+yCmrQcZVjkX7cH8qPj10HvsvFPbEafYKTVUdvFRXpnz383FFmqYCjU09G1QvFlWhSQAeGdsfjU0CVnx//LouXWMr8sprUVarxSBfN4R4qPD8tBikFJTj1V9PX1NfVq5WRnEVwjydjdUBjJMv2GVL1ApDng2QSyw7Js8whi3S73JLnqcK9bom5HajhSa9qApFVfXG8XgGwR5OyLLArL+8y91Rfq5KAMCYCH0h4D1p+d1+TE1VHQ6l67shPz10bbTm1TU0orKuAd7OzUKetwtqGxqRU9azP/c0jb5F5KZ+flg5LRopBeVYt/tMjz4HANRodThf2PMh1V6dzS8DAGOpkLERPrh/VF/sOpODLYmZ1juxXiQIAi4WVSLMU2Xc5u3sADelHMkMeUStMOTZAMPEC0u1lpzOK4NcKkaEl34MS7ha/9+LRV1vDfszQ9/yNSLUNOSFeKiQV17T4yU9DF2Ffq76ljwvlQMi/dyw93z3x+X9eCYHjYKABSP6ILWgAgfTbb81T1Olr5Fn0pLnrW/B6OmZhec1FXCQSuDv6ohxEb5YMKIPfjiVje9PXt1yeOcKy7ElMQMv/piEeev3YPLb/8PCz/fhxzOc4NEZZ/PKIJeI0efy3y8A3H9DX4wO98abf5y9LmaYFlfXo7JeZxyPBwAikQgDfV177foFQcBj3xzC53+m9crzEV0NhjwbYKyTZ6Hu2jN5pRjo4wrp5RZDw7dgwyy1rvgzowhhnip4OytNtgd7OKFJAHLKenb8lqFGnr/rlecbF+GLlIJyFHRj0LkgCNhxKhtDAz2w6IZ+8HdV4tND522+NU9T2TrkhXmqIJOIcb6Hx+Vd0FSgj5czJGJ9d9iDo/sjPkSNdbvPIPlya1JXnckrxX2f78fru8/gYHohfF2UuG9kX6idFDh00fZDti1Izi9DPx8X498xoB8qsXJqNARBwN7z3W/d7ozUgnJ88ecFq/6tGMYSh6pVJtsH+LjiYnHvrHxxIqcEiTkl2HAoDSXVlikbRdRTGPJsgMKCJVS0ukacK6gwdtUCgJNCBh9nhy7PsK3V6nAip6RVKx4ABLsbyqj07Li8vIoayKVieDgqjNvG9dV32e6/0PXWvBM5Jcgpq8Gtg4MglYixYEQEkvPLcfiibc8iNbTkqZuFPKlEjHC1qkcnXwiCgPOaSkR4uRi3ScQirJo+FO6OCrz008luPe75Qv3v2sfzRmPno5Pw+uzhWDS6H0aEeeFYVjG7bDuga2pCSkE5Bvm6tdrnopQjwssFJy1cWujb4xl4f18Kki5Zr4SR4Ytp8+5aAOjv64omAThvoZJCze08nQMHqQTaxkZ8dTTd4s9nSdVaHZZvP4b/9/1xa58KWQhDng2wZDHkNE0ltI1NiPR3M9kernbucndtYk4JGhqbMCKsdcgL8nACgB6fYZtXXgs/F6XJEmwhHiqEeDhhTzdaLr4/lQ0nuRQ39fMDAEyNDISvi+235hm7a51N19rr5+2Kc4XlPXbuhZV1qKxrMHbtG7g5yjErJgTpRZUoq9F2+XGzS6sgl4gxwNfV5LUcHuqFyrqGa66rsaq+oVeD6cWiKtTrmtpcumtIgDvO5pVB12S5MkyG1+gLK3ZTZhRXwcVBZvKlDwAG+rgBsPzKF9VaHX5LzcPNA/1x88AAbDmRcc225pVU1+PxTYewN60Av5/LQ0Vdg7VPiSyAIc8GWHJZs9N5+m/dUc1a8gB9janMkqpOfygIgoDfUvOgkIoRE+jRar+TXAovlYNFWvIMM2ubGxfhi8Tski69MVXWNeD3c3mYPNAfDjL9z1wmEWPBiD44k1eGI5m2uxBsYWUdnORSOMlNl5vu5+2C8toGFF7uzr1ahkkXfb1dWu2LvBwwznajyza7tAYBbo4Qt1gveViwJwDgSKZtt6Q2V6vVYfZHv2PBZ3txrId+Z6q1unYLlBsnXZhpyQOAwQEeqL28dKEl1DU04mJxJdyUchy6qDH+nvQ2w6SLlutuq1UKeDopLD7D9vfUPNTpGnHr4CD8dWQEGhqb8OXRCxZ9TkvILq3GQ18dRGZxNRaOjIAA4HiW5d7/KuoaMPOD3zj+1goY8myAzDjxwgIhL7cM3s4OrVqAwtQqaBubcKkTY+gyiqvw2KbD2HUmB5MHBkBxueRLS5aYYWuokdfS+L6+aBQEHEzvfJftz8mXoNU14bbBwSbbp0cFwcfZAZ8etN3WvKIW5VMMrqx80TMfuucvf3g3H9xvMMDXFWKRfgJAV2WXViH4cmtvc+6O+iXajmZYPmALgoCiqjocyyrClsQMfHU0vVutcYk5Jaisa0BxdT2WfPsnnv3vMeRe5VjUzw+n4b4v9rfZKnQ2rwzODjIEuLX+wgMAQy7XwDyZW3JV59GW85oKNAnAo+MGwFEmwcYjvR9sBEFA+uU1a1sSiUTo7+Nq8Za8HaezEezhhCg/NwR7qDB5YAC2nshEcXXPfMnqDWfzyvDwVwdRo9XhnbtG4oFRfeEok+CoBb/k7jiVhYLKWnz+Z9p1uyyltTDk2QCFxHLdtWdyS1u14gHNZ9i2/c1fq2vEJwfPYeHn+3BBU4FnJg/GM5MHt3l8sLsTMkuqeiwoVdc3oKKuwTiztrkBvq5QOylwoAt17naczkZfLxf09zFtpZJJxJg/IgKncktxrBeWivr4wDm8/PPJLv2cmhdCbi5C7QwRem6G7QVNJfxdlXBSyFrtc5RLEerp3OWQ19gk4FJZDQLdWoc8AIgPUeNUbilqtLrunHKHknJK8OCXBzDlnZ9x+392Y8nmP/H67jN4Z08yfk6+1OXHO5pZBLlUjM2LbsLDY/rjz4tFuGf9HvxnXwpqu3kNJ3NL0dDYhJ/Omj+f5PwyDPJ1a9WCZeDjooSPswNOWWi8XOrlFrLhoWr8JToYu1PyrjrYdlVJTT0q6xoQ2mI8nsEAH1dkllRZ7Pcoq6QKJy+VYnpkkPF1+OuovtA1CvjyyLUxNu/wRQ0e33QYjnIJ/nP3KAzyc4NUIkZMkKfF3vt0TU349ngmnORSZJZUWzRMUmsMeTZAIhZBLOr57tri6jrkVdS2Go8HAKEehhm25rtXT+WWYuHn+/DJwfMY39cXX90/Hn8ZEtyqu625EE8Vqup1KO3GmC1zjDXyXFq35IlFIsQEeeLkpdJOhaXUgnKkFlTgtsFBZj8ob40KhJfKAZ8etHzdvL1p+fj+ZDa+S8zo9H1aFkI2UMqlCPZw6tGWvOaTLlqK9HPD2fyyLv2M8itqoWsSzLbkAfpxebomAYnZlvmQ+Tn5EtI0FZg8MABPTYjEm3eMwPaHJ6Cftws+OXi+y0XIj2RoEB3gARcHGRaOjMCmB27ETf398PmfF3Dvhq534TY2CTh3OaTvPJ3d6mdbo9UhvagSg3xd232cwQEenf576KqUgnK4O8rhpXLA3LhwiETA18e6FmyS88uuatyX4b0q3LN1Sx4ADDROvrBMV/KuMzmQiESYGhlg3Bbk7oQpgwKwLcn2W/M0VXVY+cNxBLk74YN7bjCuOQ7ov2hll1ZbZHWbfWkFKKisxfLJg+HhqMC3xzN6/DmobZ0KefX19cjPbz3I/fz58z1+QtcjkUgEuUTS4yHvzOUWlygzg7WVcin8XZVmZ9jWanV4eutR1OuasG52PP5561B4OrUOGC0ZZtj21Bq2uS1q5LU0xN8dmqq6Tq3fueNUNuQSMSYPCjC7Xy6VYOHICCRdKsVjmw5f1dq+HSmorIMIwDt7UjrVAtfYJKC4qt5sSx6gn3zRE7MK6xoakVNa3W7IG+Tnhoq6hi6Vysm+3IXfVkvekAB3yKVii33Dz758TUsnRWFObCjiQ9Twdlbi4TH9kVtegx2nsjv9WJrKOlwsrsLwELVxm5ezA56fFoP3546CVCLGkm//xNpfTqG6vnOBJqO4CrUNjYgJ9MDF4qpWYx5TC8rRJKDNSRcGXfl76KqUgnIM8NFPmvFydsDUyED8cDq705MO9pzPxwMbD2D6e7/gye+O4PuTWSit6dqEBUOvQ1stef0NK19YoMu2sUnArjM5GBHmZTLDHQDuGxkBXaOAjTbemvfv386gobEJL94e2+r9fFiw/vc5wQKteZuPZ8DfVYkb+/lhRnQwDqYXGt8TyPI6DHm//PILpkyZgoceegjTp09HUlKScd+yZcssenIAoNVqsXLlSsTHx2P06NH46KOP2jw2JSUFd911F6KjozFr1iycPGla7mHXrl24+eabER0djcWLF6O42PJdc50ll4p7vLv2TG4ZpGKRsWhuS+FqZ7NhZsfpbFTUNWDV9BiMDPPu9POFXG6p6ey4vPJaLTYlXGxz7U1DjTxzY/IAYHCAvhv6VAelI+obGvFz8iWM7+sLF4fW3ZAGM6OD8czkwUgvqsTCz/fh3T3JJt1vgiAgJb8c7+1Nwf1f7MfJS10f/1Sr1aGyrgFzh4XBTSnHyh+Oo7qD7qWSmno0CoLZljxAP/mioLIO5bVX14KaXlSJJsH8pAsD4+SLLnTZZpfqQ39bLXkKqQQxgR4WDXmB7q2fe2SYF6ID3LH+8PlOr/9qOMfhZsoIRQd64PMFY3HPsHB8fzIL927Y26nSPIbag4+PHwgHqQQ/tAidhv0D25h0YdDZv4euqtXqkFFcaVw+DADuiQ9Hg66pU63RlXUNeP3X0+jr5YK5cWHILq3Gyz+fwm3v/4rHNx1ud8hIcxnFVXBWSOHppDC7X61ygFqlsEjIO5KhQVFVPaZHBbbaF9isNa+oyjZb8/ZfKMDv5/Lx11F9EWTmbyFcrYKHo6LH/wZTC8qRlFOC2UNDIRGLMCM6GFKxCFu60ItBV6fDkPfuu+9i69at+P777/Hyyy/jueeeww8//AAAvTJIfe3atUhMTMT69euxatUqvP/++9i5c2er42pqarBo0SJER0dj69atiIuLw8MPP4yqKv0HzMmTJ7F8+XIsXrwYmzZtQlVVVa+E1M6SS8U9PvHiTF4p+nq7QCEzP1EizNMZ2aXV0DXrrtI1NeGbYxcR5e+GwQGtZ9G2x8dFCblUjMxOrCt7sagSD2w8gDd/P4tfUnLNHpNfUQsHqQRuSrnZ/X28nOEokyApp/2wtSctH5X1Otw2JKjd40QiEf4yJBhf3z8eUwcF4Muj6bhn/R7sOJWNd/ck446Pf8f9G/fj66PpuFhciY8PnOvwOlsylELp6+2CVbcORW55DV795VS7f0vmCiE3Z5h8cbXdVIYZk+215IV6quAglRhbiTsju7QGjjJJq7IXzQ0PUeNicRUKK3u2Faq+oREFlXUINvPBJhKJ8NCY/iiqqseWE51bFuxIpgbujnL08TLfZaiQSfD4jQPxwT03QCmT4qktR/DZ4fZLjiTnl8FJLsUAX1dM6O+HX1PyTL5cnM0rh5+LEh5thBsDw9/DyS6Oy/vscFq7H7pplydd9G/WXRziocL4vr7YkpjR4ZeU9/amoLRGi+duGYLHxg/Et4tuxPr5YzB/RATOayrweieXzLt4edJFW+MSAWCAj1u3C3YLgoADFwrMlgjacTobbko5xvTxMXvf+0ZFoLFRwNpfTttc0KvR6vD6r6cR5qnCPfHhZo8RiUQYFuKJo5lFPTox4tvjGVDKJLg1Sv/eq1Y5YEJ/P+w4ndPh7w31jA5DXkNDAzw89B/2gwcPxsaNG7Fp0ya888477f6x9YSamhps3rwZzz33HKKiojBp0iQsWrQIGzdubHXsrl27IJPJsHz5cvTp0wfPPfccnJ2d8eOPPwIANm7ciMmTJ2PWrFkYMGAA1q5di/379yMz0zbWfJRLJD264oWuqQnJ+eUmRZBbClOroGsSTJrO/ziXj7yKWsyL79Pl5xSLRAh273iG7cH0Qjz41UHUNTRCpZDiRBshLbe8Bn6uyjZ/z6RiMSL93TtsufglORc+zkrEBnl26jrcHRV47pZovD93FJwUMvzrfyfxTcJFBLur8NyUIdjx6CTcP6ofjmUVdzlYGUqdeKuUiAn0wAM39MPPybnYebrt0gLmljRrzlAYNqMT4bo9aZoKOMokbbacAvqf+QBf1y625FUjyMOp3feL+BB9y1hXWhLe3ZOM/+xLafcYw7q+5lovAGBokCdGhHrhiyNpHXavNgkCjmYWIT5E3e7YVEC/TvT6BWMQH6LGt8cz2g3xyfnll2cui3Dr4CDUaHX4o1kNyLP5ZR121QLN/h66EPIOpRfig/2p+OTg+TZnGidfbhkz1KIzuHd4H1TW6/DfpLaXu0vMLsZ/T2bhrrgwY3eqYSbsw2P64/5RfXE8u7jN9wADQRBwsbiyza5ag9ggD2SVVON0N1ozD6YX4ultx3DXJ7/jm2PpxrGa5bVa7L9QiMkD/SGTmP/IDHRzwoNj+uHQxULc8fHv+M++FFTaSN25jw6cQ2FlHZZPGdLm+QP6cXlltdoeG6pSUl2PX1JyMS0yEM7NelDujA1DjVaHH9t5z6Oe02HI8/DwQErKlTdSd3d3fPrpp0hPT0dqaqpFTy4lJQVarRZxcXHGbXFxcTh16hR0OtNvAUlJSYiNjYVYrL8kkUiE2NhYJCYmGvfHx8cbj/fz80NAQIBxv7UppOIeW/e1pLoeb+w+g9qGRkSZmXRhYJhha/ijFgQBXx1NR5C7U5vfWDsS7K5qs1ae4fGf3noUgW6O+OTe0RgWrMbxNgbc55fXtjkez2BIgDsuaCpR1cYHdH1DI45lFWFshHeHH8wtRQd6YMP8MXj3rpHYuXgS1s0ZjlsHB8FVKcdfooPhIJVgU8LFLj2mMeRdHl+3YEQE4oI9sW73GWS0scycsSXP2XxLjqeTAiqFFBlXORbyvKYSfbxcOhFg3HBeU9Hp39fs0uo2x+MZ9PFyhrujvNMhr7FJwH9PZuGXZPOtwAaGLxxthTwAeGhMP5TXNuCbDl7LC5pKlNZoEd9sPF57FFIJbh7gj5Ka+jY/OLW6RqRpKoxdsdEB7gh0czR22ZZU1yO/orbDrlqDwf7uuFBU0anxgBW1Wqz530koZRKU1WpxJs98MErNL4eHowJqlenv3yA/N8QFe+KbY+lmZ9rW6xrxys+n4O+qxKLR/cw+9l+GBMPDUYH1h9of311ao0V5bYPJmrXm3D4kGO6Ocny4v+ufTZuPZ0CtUmCQnzve+iMZ927Yi71p+fhf8iU0NDZhelT7PQELRkTg6/vHY3xfX3z+5wXM+fh3fHnkQqeHAlhCcn4Zvj1+ETOigzHYv+0v/MCVcXk91WW7PSkLDY1NuCM21GT7ID83RPq54bvEDJZT6QUdhrxXX30Vnp6mLSByuRzr1q3DF198YbETAwCNRgNXV1coFFfeXNRqNRoaGlBSUtLqWG9v0/Fjnp6eKCjQ11ErLCxsd7+1yaXiq554Ua3V4ZOD53Dnx7/j+5PZ+MuQYOPKDuaEeKggFl2ZtZaYXYKUgnLcPSzMuG5pVwV7OCG3vKZVAGhobMK//ncS7+xJxvi+vnh/7ij4uOhb1/IralvN6hIEAbnlNSZr1pozJMADAvT1AM1JyC5Gva4JN4R3fmxhc1KJGEODPOHSosvYxUGG6VGB+Dn5Upe6Zwoud0caJlFIxCI8Py0GDjIJXvzR/JJhmqo6SMQiuLfR3SkSiRDiobqqljxBEHBBU9FqpQtzBvq6oaGxCWmajr/xNzQ2Ib+ixmx3aXNikQjxIWocyehcd1F6USWq6nXIq6htt9snuxMhb6CvG27s64uvj11sd1zj0csFm4eHtB6P1xZDIGyr0HaaphK6JgEDfa+0ct06OAgnckqQXVpt7HrsTEseoP/S0yQApzvR0rrutzMordXi1ZnxkIpF2Jdm/r0wpaC81UolBg+P6Y+ahkbM/2wvtp7INHntNhxOQ1ZpNZbdPNhYfLwlB5kE98SH42hmEU61M8a1reXMWnKUS7FgRASOZRXjWBeK+6YXVeJoZhFmx4TijTnD8fqseEhEIizfnoB396Sgv49Lu2NVDQLdnPDC9KHYsGAMovzc8O7eFNz3xb4OZ96eulSC13493enJOs01CQK2ncjEz8mXTNbz1jU14eWfT8HDUYHF4wZ0+Dg+LkoEezh1eXa4uS97Wl0jtp7IxKgwL5NZvAZ3xIYiq7QaRzKuvgi6rqkJmso6nM0rw57z+fg5+VKPlvJqT5MgIK+8BgfTC/HV0XS8tzel1b/fz+VZ/DzaI+3oAF9f3zb3NW9hs4Ta2lrI5aYfrobbWq22U8cajqurq2t3v7VdTXdtkyBga2Im1h8+j9IaLW7s64uHxvTvsGtDIZUgwM3J2Mrw5dELcFPKMXVQ68HFnRXioUKTAFwqqzEWLW0SBKz+MQm/puTiryMj8MDofsbWoqGXu1ATsopx6+ArrXaV9TpUa3XwNbPaRXOD/NwgFunfJEeaWW7tYHohHKQS4/P0pDvjwrD1RCa2nsjEQ2P6d+o+mqo6uCnlJgWl1SoHzB/RB2//kYz8ilr4tigZo6mqg9rJod0WtlBP1VWtv5tfUYuqel2nPsgMky/O5JV2GD4uldWgSYDZiQ8tDQ/xws/JuUjTVLQ5Wcig+TjMjOLKNoclZJVUQ61SwFHe/lvdotH9sOd8PjYeuYDHxg80e8yRzCKEearanOVsjuGD82hGEe4e1no8lLlJFVMjA/Hh/lTsPJ0NiUhfXql/J14XAIj0d7/891Bqdo1pg99S8/Bzci4W3dAPscGeiA32xL60glbXXqvVIbOkqs0vi1H+7th43zis+d9JvPbrafyWmofnpgxBTYMOG49cwNRBAWYnqTQ3MzoYG49cwKeH0vDGnOFmjzF8gTFXCLmlGdHB+PpYOj7Yl4q4ezw7Nazo2+MZkEvF+MsQfaH0UeHeiA9RY3tSFr48esHsa9eeft6ueH32cBy+qMGK7xOwZPOfeOeukWa/qB3NLMKybfpqBlklVXhtVjzkbRScN+ejA+dMxn36uSgRHegBsUiE84UVeOn2WKjM1L00Jz5YjZ2nc9DQ2NRu167BjlPZeOXnUxgS4I6pkYG4qZ8vnBQy7E7NQ0lNPe6MCzN7v5v6+eHtP5Lx7fGMLk3ua+6nszl4b28KSqrrYW6kgYuDDJF+bojyd0eknxvC1M5QOyk6PcxM19iE38/nY/uJTJTVaiGXiiGTiCGXSCCXiFFaW4/M4mrUNQu5MokYLR99eKhXu40tltZhyDOnuLgYL7zwAg4dOgSZTIZt27a1Gwa7S6FQtAphhttKpbJTxzo4OHRqv7XpZ9d2L+T97+wlrPvtDIYGeuCVGQMQ1UGzfHPhahXSiyuRXlSJQxc1eHB0vzYnanRGcLMZtoY35Hf+SMavKblYPHYA5o8wHesXplbBTSlHYnYxbh18pTvE0LLXUUuek1za5uLsgiDgYHohhoWo21yl42oEuTthTIQPtiVlYuGIiE793AorzRc1HhnqhbeRjD8zNMYPGgN9IeT2B92Heqiw83QOKuoa2p1B3BZDq1x7ky4MvJ0doHZS4ExeGe7o4FhDS1pbM2ubM7R6Hc0o6jjkXSqB4vJkpfSitkNedml1h62IgH7owpRBAfg2MQNzhobCp0XQrtc14kROCWa0eG06Y3iIGjtO5UCra2z14X02rwzujnL4NPud8FI5YGSYN3adyUGYpzPC1c5QdhBSDZzkUvTxcml35ndJdT1e+/U0Bvi4YsHlv8exfXzw+u4zyCiuMvlyaFjpor9P26+Hr4sS/54zHN+fysbbfyRj/md74eGkgLNChiU3DerwnJVyKe6JD8d7e1NwJq/U7GuZXlQJlUIKdQeTTwD9l9e/juqLV34+hYPphRjdwdCTilotfjqbgykDA+DmeKUhQCoRY05sKOa06G7sipFhXnh1Zjz+vvUI/u/bP/H2nSPh2qxX4MCFAqz4/jiCPZwwPSoIb/5+Fqt/TMIL04d2qjdl1+kcfHY4DbcNDsKsmBAkXSrBiewSHL6oQVmtFmP6+ODGvp3/bB4WosaWE5k4nVva4RfjxOxirP3lFPp6u6C4uh7/+t9JvLb7NMb28UF6USVCPVQmpYaak0nEmBkdgo8PnkNWSZXZ1r72aKrq8NovpxHo7oTbooLg5ewAtcoBXioHSMQinM0rw+ncUpzOLcOhZl9+HeVShHg4XV7/XIVQTxXC1c7wd3U0/rwrarX478lsbDmRgcLKOgS6OSLCywUNjU3QXv5XXqe9PGzHE6GeKoR5qhDqoWrV42MLuhXyVq1ahbKyMrz11ltYvHgxGhr0Tcz//Oc/4evri4ceeqhHTs7HxwcVFRXQarXGVjiNRgO5XA5XV9dWx2o0pi0ZRUVF8PLyMu4vKipqc7+1Gaavm/sg6MhvqXnwdVHinbtGdnkyTJinM/anFeKzw2lQSPV/eFfD8IFqqJX39bF0fJNwEXOGhuLe4a2/DYtFIgwN8sDx7BIIgmA8/7wOauQ1NyTAHTtP50DX1ASp+Mq3z/SiKuRX1GLBiIiruqb2zI0Lw760Avx49hJmRHccAAorW7fUAfqWOB9nB/x50UzIq6xrczZn8/sDQGZxZZdnRQP6SRciXBmn2R6RSIRBfm5I7sQ6ocbu0g7G5AH6LuwwTxWOZBZh3vC2J/4IgoATOSUYG+GLfWn5SC9qu5s6u7Qa4/p2bnzpohv64Y9z+Xj551NYNzve5G/p5KVSaHVNHbZKmRMf4oXvEjNxOrcMscGmH5zJ+eVmV7K4bXAQnv1vIYqq6nHb4PbHgrU02N8dP55p/fcA6H92a385hRqtDiunRkN6ubVmzOWQty+twCTkGV7jAR0UYjbMTB8R6oU1/zuJo5lFeGF6jEmgac+smBB8efQCPj14Hq/PNm3NyyypwuGLGoR5tj+ztrnpkYHYeOQCPtx/DqPC2x+P+/2pbNTrWo8d6ymxwZ54ZcYwLNt2DH/77k+8dcdIODvI8FtqHp7fmYh+3i54Y/ZwuCjlaGxqwjt7UuCmlOOpiZHtXu/xrGK8/PNJxIeo8fSkKEglYvT3ccWdsWEQBAGXymvg5eTQpc+E2CBPiEXAscyidkPepbIaPPd9AvzdHPHmHSOgUkhxNr8MP525hF9Tc1Fe24BlNw9u97lnRAfjsz/T8Og3hzGhvy8m9vfH4AD3To2dfndPMnRNAl68PdbseN8ILxfcfvl9tLKuAakF5cgsqbr8rxrHs4tNVpeRS8QI8VDBx8UBxzKLUadrRFywJ56eFNXh74+t69aKF4cOHcKKFStwww03GCc6AMDEiROxa9euHju5gQMHQiaTmUyOSEhIQGRkJKRS03waHR2NxMREYz+8IAhITExETEyMcX9CQoLx+Ly8POTm5hr3W9u0qECU1WpNZtV1Ro1Wh6OZRRgX4dOt2c5hamc0CgJ+ScnFrVFBJt9ku8NJIYPaSYGskmr8nHwJb/+RjJv6+eL/bhrU5vnFBnmioLLWWBcPaH+1i5baWpz9YLp+ybPR3RyP1xkxgR7o7+OCTQnpnRpLVlhpfuUKkUiEEWFeOJpZZFLSRhCENle7aC7EMMO2m5MvzhdWIMDNscNuTYNBfm7ILq1GRQe1+XLKquGqlHX6G258iBpJOSXtDla/VFaD4up6DA30QJin+VqPgH5R9LJabada8gDA380Rj40fgD8zNNjeYsbokQwNpGIRhgZ2PUAPDfKARCTC0RZjxKovd4Wam1RxQ7i3sXRQZ8fjGQwJcEdtQyMumBkz+dPZS9ibVoCHxvQ36fr0cVGiv48L9l8wHZeXWlAOTydFh79/BoZWve8W3YTJA80XHjfHUS7F3cPCceiixtiFLQgCdp3Owf1f7EdNgw4PjTE/ecMcqUSMRTf0w3lNBX5PbXtMlK6pCVsSMxAb5NGpVuzuGh7qhTV/iUN6URWe/O4Itp7IxD92HEeUnxveumOE8e/jnvg+uHtYGLacyMRnf7ZdeiezpArPfp+AQDcnvHhbrDGsG4hEIgS6OXW5V8bZQYaBvm6tflebq65vwLJtR9EkAK/OjIezgwwikQiRfu74+6QofP/IJHw8bzRu76BklYeTAm/MHo4hAe74/lQ2Fn9zCLM+/A1v/X4WOe1UaEjMLsbPybmYFx/e4YQuwzUNC1Fj9tBQPDUx6vKKNxPxy5Ip+HjeaDw3ZQhmDw2Bp5MCGcVVmDjAD58vHIu37xyJ0X18rumAB3Qz5InFYpPJEAbBwcHIzu589fiOKJVKzJgxA6tWrcLJkyexe/dufPrpp1iwYAEAfateXZ1+QOstt9yCmpoarF69GmlpaVizZg2qqqowbdo0AMDdd9+NHTt2YPPmzUhNTcUzzzyDcePGITQ0tMfO92rEh6gR5O7UpaWuAP1ahNrGJoyL6F53uWGJILEImNvFcSdtCfZQ4c8MDV78MQlDAz3wj2kx7XY9GL4xNp9lm1deAye51GTqfVsMi7MnteiiOnixEH29Xbo0hqqrRCIR5saFI7OkusMxcXUNjaioa2jVFWgwMtQL1VqdyaD5aq0OtQ2Nxtm4bfFzcYRcIu725Iu0DpYza8kQPFquztBSVknHM2ubGx7qBW1jU6vXsjlDuY2YQI82C3oDMH5QBLl3vitoVkwI4kPUePuPZJMPmiOZRRjs797pbtPmVAoZBvm54WiG6Qdnan45BMA46aI5mUSMWy6vzjKokzNrDQyzKFt22R5ML8TaX04hOsAdd5kZKzW2jy9O55aarGKRkl9uUgS5M0QiEfzdOm6Bb2l2TAicHWRYf+g8qrU6rNp1Ai/+lIQBPq74fME4xAV3blazwaQB/gjzVOGjA+egazI/FEa/5FYd7og1P3asJ40K98aLt8UitbAcr/16GnHBaqybPbzVOtGPjR+IKYMC8OH+c9ielNVqAkFZjRZLtx6FRCTCa7PiO/Ue2RXDQtRIzis3W7GgsUnAP3YkIqu0Gi/dHmt2QpNMIr48VrrjcBQb7Il//SUOOx+9Gc9Pi0E/bxd8l5iBRV8eMLsakK6pCet2n4GvixLzr7KHxkkuxSA/N9w6OAhP3DgI6+YMx+ZFN2HFLdEWDfy9rVsh78Ybb8T27dtbba+qqoJE0rNjn5599lkMHjwYCxcuxPPPP4/HHnvMGNzGjBljbDlUqVT44IMPkJiYiJkzZ+L48eP48MMPoVLp3+CHDh2K1atX4/3338fcuXPh7OyMV155pUfP9WqIRSLMignB6dyyLi02vzctH65KGYYEdn4cXnPBHk6QS8W4sa8fArrxxmxOiIcTiqvrEeyhwsszhnU4Hi7M88q4PIO88tp2a+Q1Z25x9opaLU5fKu32rNqumNDfD14qB3zTwVqehkK/bbWKDAtRQyIS4fDFQuM2Q/mUlksptSQRixDs4dStkFej1eFSWU2nJl0YDPRxhQj6Qr3tySnr3Jg4g6GBHpBLxNh/obDNY07klMBVKTOOpymurjdbwDbr8kob7c2sbUkkEmHFLUMglYjw4k9JaGwSUFJdj/OFFYgP7VrIaC4+RI2UAtO1WztayeK+kRFYPnlwp2Y8N+frooSXysGkKPKPZ3LwzLZjCPN0xku3x5n90jU2wgcCgAPp+ta8msstje2Nx+tJTgoZ5saFYf+FQty7fi9+TdFPDHnrzpHd+qImEeuLXWeVVuOnM5fMHmNYcqu7JaO6amyED17+SxzuigvD2pnDzH5pEItEWDFlCEaFeWHtL6cw8c3/4c6Pf8dj3xzCCzsT8X/f/QlNZR1emTmsW2G6I/HBajQKAhKzW3/RendPMg5d1OCpCZHGkis9wUkuxZRBAVg7Mx5f338jlDIplnz7Z6vPwi2JmbhQVIn/u2lQmzO2yVS3xuQ99dRTmDVrlsm22tpavPvuuxg0qOOBtl2hVCrxyiuvmA1kLev0DRkyBNu2bWvzsWbOnImZM2f26Pn1pGmRgfhgXyq2JGbguVuiOzxe19iEg+mFGBfh22rsTWfJJGK8d9coBPbgm8XIMG8k55fj5RlxnfqWKTIzLi+vorZLoXNwgAdO5BQb7384Q4NGQeiVkCeTiDFnaCje35fSbotYYZVpjbyWVAoZogLccSSjCI+M1W/rqBBycyEeqm5V+08vqoSAzk26MHBS6ENWW7XVAH3LZWFlXadm1hoo5VKM6eODX1Iu4YkbB5qd4XcipwTRAR4QiUTGMYQXiysx1NF0DFF2STXEInT5y4u3sxJPTYzEP3cl4etj6cbXqyulU1qKD1Hj00PncTyrCDdenml3Nr8Mfi7KNodIuCjlxnFFXSESiTAk4EqR8K+OXsA7e1IwLNgTa2YMg1MbrZERXs7wdVFiX1oBbhscjPOFFW22NFrKHbGh2JRwEQIEvHPXKMR0o3u8uXERPhjo64qPD56DWuWA4aFXClkbltx64saB3S4Z1R2j+/h0OBlEKhHjpdvjsONUNnLLa6CpqkNRVR1O55ahrqER/5gW02Hdu+6K8neD4vJa0kODPHDqUimSLpUg6VIpknJKMGdoKGbGXN3Y7fYEuDni3btG4vHNh7Fk82H8+44RGOjrhuLqOnx84BxGhHphXETvhHJ70K2Q5+Pjg2+++QYvvPACamtrMWvWLNTW1sLFxaXdtWWpfc4OMtwSGYBdZ3Lw+PiBHY5jOp5djKp6HcZ3YfaUOV0d89ORsRE+GNvFP8LYIE/8fi7f2IKXV16DYcGdL3sSHeCOX1NykV+hL6B8ML0Qbkp5l7u6uusv0cH46EAqfk7ObTMsGVrlfJzbHmc4MtQLH+xPRUl1PTycFMbiyZ1pyQj1VOG31DzUNzR2aSzOleXMutZiNMjPDfsvFJhMmGnOsNpEV1ryAP341N/O5eFgemGr321NZR1yy2swe6j+Q6ZPs4LeLQeKZ5VWw8/VsVOlIFqaMjAAe88X4KMD5zDI1xXODrKratGK9HODo0yCo5lXQp5h0oUlDA5wx+7UPLz4YxJ2ncnBxP5+WDk1ut1JXSKRCGMjfPDfk1mo1eqMa8D2VkseoP+i88V94+Aol7YZRrtCJBLhbxMisXz7MTy15QgC3RwxMyYE0yMDWy25ZWscZJKrmtnbXXKpBDGBnvjvySxsScyAAEAiEqGfjwvuH9UX942y3EQ2A39D0Nt0GP/37Z/495wR2HoiE/W6Rjw5oe3x3dRat/+KgoKC8MknnyAvLw/JycmQSqWIiYmBi4v99GVbw+yYEGxPysKO09m4p4OlxfamFcBBKmlzmvq1JLbZuLwxch/UNjR2amatgWFx9pOXSuHtrMThixrcEO7da9/QXRxkCPZQtbvYekEH3bUAMOJyyDuSqcEtgwKvtOQ5dSLkeaggAMgsreqwBElz5wsroFJIzc76bU+knxt2ns5Bbrn5VtesEn3I60pLHgAMD1XD00mBXWdyWoW8E5eujMcDALVKAWeF1Oy4vOzS6k7N6jVHJBLh6ZujkLRhL5IuleKmfr5X9btkKKptWE2gtEa/ksWcoZZpERnir//57DqTgzlDQ/C3CZGdGiM1to8Pvj2egSOZRUgpKIfaSdHhUIGe1tlJHp012N8d2x6agD/O52PbiUy8/UcyPtifisYmAX8ZEtzjY9rswZ2xoZCIRRjk64Yhge6I9HXr1njUq+Hn6oh37hqJJy636NU0NGL+8D5dLrdyvbvqV83Pzw9+ftYr9Gdv+ni5ICbQA1tPZOGuuPA2P1iaBAF70/IxIkx9VXXtbEXo5XF5x7OLjV1w7a2h2lIftQsc5VKcvFQCP1clKuoaeqWrtrkwT5Wx9cMcTWUdXJWydl+vfj4ucFPKcfiiPuQVVXV8H4PQZmvYdjbkNQkCkvPL0cfLpcvfjgc1K4psLuR1tG5sW6RiMaYMDMCm4xdRWlNvUkA2KacEjjKJcfygocs2vcVYREEQkFNajeir6O5zd1TgmcmDsXx7AkZ1s2Brc8NC1DiQXoi88hrjKjOdXa6sqyK8nTE8VI3YIE/MH96n069tTKAHnBVS7EsrQEp+WYelU64VcqkEkwcGYPLAAKRpKrDtRCaOZxdj7jDLT7i4Fo0K98aoXn7/NEcf9Ebh8U2H4dwk4L6Rlm9FtDfdG8hFFjU7JgS55TUmA/BbSskvR1FVfbdn1doakUiE2CBPJGYXX6mR18FqF81JxCJE+rnhVG4pDqYXQiIStVvx3xJCPFTIK69ps/xHYWUdvNvpqgX0g65HhHkZl/fqTPkUgyB3J4hFQGYnJ1/U6xrx/I5EpBSUY2w3Bp6Hq52hkIpxto0ltDq72oQ5UyMD0dgk4OcWa9OeyClBVIC7yRhUwwzb5rMQi6vrUdPQ2OWu4pbGRfjiq7+Ox9TI7q8CY2BocT+aWYTk/DKIAPSzUFeoVCzGv+eMwIIREV0K71KJGKPCvbHvQgGySqp7tau2t0R4ueDpmwfj6/tv7NLMb7IOXxclvlg4Fp8tGNPrrYn2gCHPBo3v6wu1kwJbEjPbPGbP+XxIRCKL1oDrbUODPFBQWYeEy7Nsu9KSB+jrg13QVGJ3ah6GBLj3ejdMqKd+SbesNmo8FVbWwbsTgW1kqBfKarU4V1DRZl09c+RSCfxdHTtVK6+sRov/+/ZP7E7Nw2PjBuDubrRoSMViDPBxxZk2Ql5OWfe7S/t4OWOAjyt2nckxbquo1SK9qBLRLYo9h6udUVnXgKJmpT86s2ZtZ4V6qnqk2z/UUwW1SnE55JUj1FPVI+POetrYPj6orGuAAHS5fAqRJSjlUptcTeJawJBng6QSMWZEh+BwhqbNopB70/IxNMjDrn7xDePyfk3JhbODrNPrLRoMCfCAAH2x3N7uqgWuLJ7eVsgqrKrtsN4doB+TJgJwOKNQv25tF8YohXqqOiyjkl1ajYe+OoCU/HK8eFss5nWhO6+lSD93nCusMF/CpKQaQZ1Yzqwt0yIDcb6wAucL9RNDDEvXtZxxGd5s8oXxuXsw5PUUkUiE+GA1jmUV4WxemcW6aq/WyDAvSC+HWnvpriW6XjHk2ajbhwRBIhZhy4nWrXkZxfqlWeylq9Yg1FMFd0c5qup1Ha5Za46+AKf+/0f36f2QZ+guzTAzCaCuoRHltQ0ddtcC+rFg/X1csT+tEKU12i4NRA/xUCG7tLrN4q8nL5Xgoa8OoKpeh7fvHIEJ/a9uPO2tgwPR2NSEjUcumGyvvLzaRHdb8gDg5oH+kIpFxta8E9klxkKrzYV5tg552SXVkEvEbRaetpZhIWqU1+p/Nr1ZmqQrnBQyxIeo4eOshGcnJvwQke1iyLNRapUDJvb3w3fHM/DunmSTcV570/RLn3W1TImtM4zLA7o2Hs/ASS5FX28X+LsqEWKFGVhyqQQBbk5mW/I0HdTIa2lkmJdxNYnO3gfQB2Vdk4DcsppW+6rrG/DUlqNwcZDjw3tu6NYat62fzxmTBwbguxMZKLp8jUCz7tKraMlzVcoxpo8Pfk6+BN3lVTAG+bq2Kq7t5iiHp5OiVUteoLuTzS1JFN9sJryttuQBwPIpQ7Budry1T4OIrhJDng1bOikK06IC8eXRdMz/bC+OZ+nHqu1LK8AAH1eba6XoCYZaZ10t52Hw3JRorL4t1mp1lEI8zHeXGla76Gxgaz5ppCsteaHtdBn/fi7fuDB9V8uatOf+G/qisUnAZ4evrLVpnFl7lQPbp0UForRGi9/P5yOloLzN2bItlzfLLq1CkHvPrwZwtdQqB4R5qiAVi7pcl7A3eakcTNa2JaJrE0OeDVMpZHh2yhC8decINAnA45sPY9WuEziTV4Zxfe2rFc/A0JLX3bFUfb1drNpCEuZpvrvUUNS4M921ABDp7waVQj8ovytLOhlaMM0FzV1nchDs7oTIHi5+HejmhFujgvDfk1nGmdFZJdUQoeurTbQ0MtQLbko53vkjGY1NQpsrIISrnXGxqApNgoDGJgGXymq6tGZtb7p7WDjmDA1ttzAxEVFPYMi7BgwLVmPjfeNwz7Bw/JKsX4NxvJ2NxzMI9VTh3btGYloPlKywBkN36aUW3aXGlSs62SonFYuNa0N2pSVPpZBBrVK0KqOSW1aDEzklmBoZaJFWzr+OioBYJML6Q+cB6FvyfF2UVx1kpBIxpgwKgKaqDmIR2lzKKcxThTpdI/LKa5FfUQtdk3DV5VMs5dbBQVhyU88u/0hEZI7tzd8nsxxkEjx+40BMGuCPNE2FsVvOHrVcnupa0rwlrfm4wMLKWrgqZV1aVPuO2FC4KGVw6WIpmFAPVavu2p/O6r8cTBkU0KXH6ixvZyVmRAdjS2Im7h3e56pn1jY3LTIQmxIuoq+3C5zamHHdfIatTKIPsbY0s5aIyBrYkneNGeDrilsHB3HtPhsV4mm+u1RfI69r4wyHBnli+eQhXX6tQz1VyCypNhYHFgQBP57NQWyQZ7fHOnbGghERkEnE+OTg+auqkddSX28XTOzvh+mRba8xaihfk15UaZPlU4iIrIEteUQ9yEkuhY+zAy4Wm5ZRKayq69Is2asR4qFCjVYHTZV+hY3TuaW4VFaDv47sa9Hn9XBS4I7YUHxxuZxKT7XkAcDq22Lb3e+kkMHXRYn0okq4OMigUkjh7mg/NSSJiLqDLXlEPSzU0xmZLbpLNZW9F/JCW7Qm7jpzCQ5SCcb3s/w4znnx4cZVHHqqJa+zDDNss0qrEejmxNZuIrruMeQR9TDDqhNNl7tL6xsaUVar7dIs2at9fkBfRqVe14jdqbkY38+3V5bQclHKcU98OERAr5fgCFfrw3VGcRWCe7AVkYjoWsXu2jZ4uwP+6o6PI2opJkSFTQlNECS18PdwREaRfmZtfz9lr/xO+Xkq4KqUQVNdhTOFBaiq12H+qMBe+31ePj0Cc+J90d+3d+s4xoWpsPGIAE1VHQYFOPHvl4iuewx5RD0swlvfkpamqUKQhyPyyvUhz8+1d1ryRCIRIrxVSCusQl55HXxdHDCqT+/NWJaIRejv2/uFdPv5XHnOMDVb8oiI2F1L1MMivC6HvAL9mLi8cv1qF769FPIM53AmtwJ7zmkwY2gAJGL7H5/Wx0tlXLs4XG2/JYaIiDqLIY+oh7k7yaFWyZFWaAh5hpa83uu+jPBWoapeh8YmAbNjLVMbz9Y4yCQIvdyCF6q2vSXNiIh6G7triSygj5cK5wv1ZVTyymvh5iiDUt57y1gZuoyHBLqir8/1swbpQF8XVNfr4NzFAtJERPaIIY/IAvr6qPD9iVwIgoD88rpebcUDgIF+LpCIRbhzWNsFhO3Rs9MGoLhKa+3TICKyCQx5RBYQ4aVCRZ0Omsp65JXX9dqkCwNfVwf8sfRGBLr3bri0tkB3RwS6s6uWiAjgmDwiizB0kRpnuPZyyAOAIA9HFgQmIrqOMeQRWYBhTNyZ3AqUVGvhb4WQR0RE1zeGPCIL8HZWwFkhxb60IgCAby+PySMiImLII7IAkUiECB8VjlwsBtB7hZCJiIgMGPKILCTCS4W6hiYADHlERNT7GPKILKSvz5VVF3q7hAoREZFNhzxBEPDGG29g1KhRiI+PxyuvvILGxsY2jz906BBmz56NoUOHYsqUKfj2229N9k+ZMgX9+/c3+ZecnGzpy6DrlGHyRW8XQiYiIgJsvE7ehg0bsHXrVrz55psQBAFLly6Fu7s7HnrooVbHZmRk4OGHH8ajjz6KqVOnIikpCStWrICnpycmTJgArVaL7OxsfP311wgKulIg1t3dvTcvia4jEV76Miq+LuyqJSKi3mfTIe+zzz7DkiVLMHz4cADA0qVLsW7dOrMhb9euXRg4cCAeeeQRAEBISAiOHj2KH374ARMmTEB6ejpEIhEGDx4MmYxLHpHlBbgr4SATczweERFZhc2GvIKCAuTl5WHYsGHGbXFxccjPz0deXh78/PxMjp86dSrGjRtnsk0kEqG+vh4AcOHCBQQGBjLgUa+RiEVYOCoU/a6jtWOJiMh22OyYPI1GAwDw9vY2blOr1QCA/Pz8VseHhYUhKirKeLuoqAg7d+5EfHw8ACAtLQ0SiQSLFi3C6NGjce+99yIpKcmSl0CEZ6cNxOy4QGufBhERXYes2pJXX19vNrABQF1dHQBALpcbtxn+X6ttfwHympoaPP744/D29sbcuXMB6FvyKioqsHTpUvj4+GDz5s1YuHAhduzYgcBAfggTERGRfbFqyDt16hTmzZtndt/TTz8NQB/oDF2shnCnVLZdjqKyshIPP/wwcnJy8NVXXxmPff3111FfXw+VSj/j8YUXXsDx48exfft2PP744z12TURERES2wKohb9iwYUhNTTW7r6CgAK+++iqKiorg5OQE4EoXrpeXl9n7lJSU4IEHHkBRURE+//xzBAcHG/fJZDKT8XgikQjh4eEoLCzsqcshIiIishk2OybPx8cH/v7+SEhIMG5LSEiAt7d3q0kXgL6V75FHHkFpaSm+/PJLhIeHm+yfM2cOPvzwQ+PtpqYmpKamtjqOiIiIyB7Y7OxaALj77ruxbt06+Pn5QSKRYN26dViwYIFxf0lJCRQKBZycnLBhwwacOXMGH3/8MZRKpbHVTyaTwc3NDTfeeCM++eQT9O/fH0FBQdiwYQPKy8sxe/Zsa10eERERkcXYdMh74IEHUFJSgiVLlkAsFmPWrFl44IEHjPvnzJmDmTNn4oknnsBPP/0EnU6H++67z+QxYmNj8fXXX2Px4sVoamrC888/j5KSEkRHR2PDhg1wdmZ5CyIiIrI/IkEQBGufhC3JycnBxIkTsXv3bs66JSIiomuWzY7JIyIiIqLuY8gjIiIiskMMeURERER2iCGPiIiIyA4x5BERERHZIYY8IiIiIjvEkEdERERkhxjyiIiIiOwQQx4RERGRHWLIIyIiIrJDDHlEREREdoghj4iIiMgOMeQRERER2SGGPCIiIiI7xJBHREREZIcY8oiIiIjsEEMeERERkR1iyCMiIiKyQwx5RERERHaIIY+IiIjIDjHkEREREdkhhjwiIiIiO8SQR0RERGSHGPKIiIiI7BBDHhEREZEdYsgjIiIiskMMeURERER2iCGPiIiIyA7ZdMgTBAFvvPEGRo0ahfj4eLzyyitobGxs8/iVK1eif//+Jv82bNhg3H/48GHcdtttiI6Oxvz585GZmdkLV0FERETU+6TWPoH2bNiwAVu3bsWbb74JQRCwdOlSuLu746GHHjJ7fFpaGpYtW4bbb7/duE2lUgEA8vLysHjxYjz66KO46aab8O677+LRRx/FDz/8ALHYprMuERERUZfZdLr57LPPsGTJEgwfPhwjRozA0qVL8eWXX7Z5fHp6OqKiouDl5WX8p1QqAQCbN2/GgAED8OCDDyIiIgL/+te/kJeXh8OHD/fW5RARERH1GpsNeQUFBcjLy8OwYcOM2+Li4pCfn4+8vLxWx2s0GpSVlSEsLMzs4yUlJSE+Pt54W6lUIjIyEomJiT1/8kRERERWZrMhT6PRAAC8vb2N29RqNQAgPz+/1fFpaWmQSqV48803MXbsWNx+++3YunWryeM1fywA8PT0REFBgSVOn4iIiMiqrDomr76+3mxgA4C6ujoAgFwuN24z/L9Wq211fHp6OgBgwIABmD9/Po4cOYJ//OMfUCqVmDp1Kmpra00ey/B45h6LiIiI6Fpn1ZB36tQpzJs3z+y+p59+GoA+0MlkMuP/AzCOs2vunnvuwfTp0+Hm5gZAH/YyMzPx9ddfY+rUqVAoFK0CnVarNR5PREREZE+sGvKGDRuG1NRUs/sKCgrw6quvoqioCE5OTgCudOF6eXm1Ol4kErUKbOHh4di/fz8AwMfHx3h/g6KiIvTt2/dqL4OIiIjI5tjsmDwfHx/4+/sjISHBuC0hIQHe3t7w8/NrdfzLL7+Mhx9+2GRbcnIywsPDAQDR0dE4fvy4cV9tbS3Onj2LmJgYy1wAERERkRXZbMgDgLvvvhvr1q3DoUOHcOTIEaxbtw4LFiww7i8pKUF1dTUAYMKECdi7dy8+//xzZGVl4csvv8T27dvxwAMPAABmz56NpKQkvP/++0hLS8OKFSvg7++PUaNGWeXaiIiIiCxJJAiCYO2TaEtjYyNeffVVbNmyBWKxGLNmzcLTTz9tLF48YcIEzJw5E0888QQAYNeuXXjvvfeQmZmJoKAg/O1vf8PkyZONj7dnzx6sWbMGeXl5iI6Oxosvvojg4GCT58zJycHEiROxe/duBAYG9t7FEhEREfUgmw551sCQR0RERPbAprtriYiIiKh7GPKIiIiI7BBDHhEREZEdYsgjIiIiskMMeURERER2iCGPiIiIyA4x5BERERHZIYY8IiIiIjvEkEdERERkhxjyiIiIiOwQQx4RERGRHWLIIyIiIrJDDHlEREREdoghj4iIiMgOMeQRERER2SGGPCIiIiI7xJBHREREZIcY8oiIiIjsEEMeERERkR1iyCMiIiKyQwx5RERERHaIIY+IiIjIDjHkEREREdkhhjwiIiIiO8SQR0RERGSHGPKIiIiI7BBDHhEREZEdYsgjIiIiskMMeURERER2SGrtE2iPIAj497//jc2bN0On02HOnDlYunQpJBJJq2OXL1+Obdu2tdoeGBiI3bt3AwCmTJmCjIwMk/3bt2/HwIEDLXL+RERERNZi0yFvw4YN2Lp1K958800IgoClS5fC3d0dDz30UKtjV6xYgb///e/G28XFxbjnnnvw17/+FQCg1WqRnZ2Nr7/+GkFBQcbj3N3dLX8hRERERL3MpkPeZ599hiVLlmD48OEAgKVLl2LdunVmQ56zszOcnZ2Nt1evXo3o6Gjce++9AID09HSIRCIMHjwYMpmsdy6AiIiIyEpsNuQVFBQgLy8Pw4YNM26Li4tDfn4+8vLy4Ofn1+Z9ExMT8euvv2L79u3GbRcuXEBgYCADHhEREV0XbHbihUajAQB4e3sbt6nVagBAfn5+u/f9z3/+g8mTJ6Nfv37GbWlpaZBIJFi0aBFGjx6Ne++9F0lJSRY4cyIiIiLrs2pLXn19fZuBra6uDgAgl8uN2wz/r9Vq23zM3Nxc7N27F998843J9gsXLqCiogJLly6Fj48PNm/ejIULF2LHjh0IDAy82kshIiIisilWDXmnTp3CvHnzzO57+umnAegDnaGL1RDulEplm4/5008/ITg4GNHR0SbbX3/9ddTX10OlUgEAXnjhBRw/fhzbt2/H448/ftXXQkRERGRLrBryhg0bhtTUVLP7CgoK8Oqrr6KoqAhOTk4ArnThenl5tfmYe/fuxeTJk1ttl8lkJuPxRCIRwsPDUVhYeDWXQERERGSTbHZMno+PD/z9/ZGQkGDclpCQAG9v7zYnXQiCgJMnTyI+Pr7Vvjlz5uDDDz803m5qakJqairCw8N7/uSJiIiIrMxmZ9cCwN13341169bBz88PEokE69atw4IFC4z7S0pKoFAojC19ly5dQnV1Nfr27dvqsW688UZ88skn6N+/P4KCgrBhwwaUl5dj9uzZvXY9RERERL3FpkPeAw88gJKSEixZsgRisRizZs3CAw88YNw/Z84czJw5E0888QQAfQFkAHB1dW31WIsXL0ZTUxOef/55lJSUIDo6Ghs2bDCprUdERERkL0SCIAjWPglbkpOTg4kTJ2L37t2cdUtERETXLJsdk0dERERE3ceQR0RERGSHGPKIiIiI7BBDHhEREZEdYsgjIiIiskMMeURERER2iCGPiIiIyA4x5BERERHZIYY8IiIiIjvEkEdERERkhxjyiIiIiOwQQx4RERGRHWLIIyIiIrJDDHlEREREdoghj4iIiMgOMeQRERER2SGGPCIiIiI7xJBHREREZIcY8oiIiIjsEEMeERERkR1iyCMiIiKyQwx5RERERHaIIY+IiIjIDjHkEREREdkhhjwiIiIiO8SQR0RERGSHGPKIiIiI7BBDHhEREZEdYsgjIiIiskPXRMgTBAH3338/vv3223aPu3TpEu6//37ExMRg6tSp2LNnj8n+w4cP47bbbkN0dDTmz5+PzMxMS542ERERkdXYfMhramrCiy++iAMHDrR7nCAIePTRR+Hm5obvvvsOM2fOxJIlS5CdnQ0AyMvLw+LFi3H77bdjy5YtUKvVePTRR9HU1NQbl0FERETUq2w65BUUFGDhwoX47bff4OLi0u6xhw8fxsWLF/HPf/4TEREReOihhzB06FB89913AIDNmzdjwIABePDBBxEREYF//etfyMvLw+HDh3vjUoiIiIh6lU2HvLNnzyI4OBhbtmyBs7Nzu8cmJSVh0KBBUKlUxm1xcXE4ceKEcX98fLxxn1KpRGRkJBITEy1y7kRERETWJLX2CbTnpptuwk033dSpYzUaDby9vU22eXp6Ij8/v939BQUFJtsaGxsBwHg/IiIiIlvn6+sLqdQ01lk15NXX17cZpjw9PU1a5TpSW1sLmUxmsk0ul6OhocG4Xy6Xt9qv1WpNtmk0GgDAvHnzOv3cRERERNa0e/duBAYGmmyzasg7depUm2FqzZo1mDVrVqcfS6FQoKqqymSbVquFg4ODcX/LQKfVauHm5mayLSoqCl9++SW8vLwgkUg6/fxERERE1uLr69tqm1VD3rBhw5Camtojj+Xj44OUlBSTbUVFRfDy8jLuN7TSNd/ft29fk20ODg4YNmxYj5wTERERkbXY9MSLroiOjkZKSgpqamqM2xISEhATE2Pcf/z4ceO+2tpanD171rifiIiIyJ5c0yGvpKQE1dXVAIDhw4fD398fy5cvx/nz5/Hhhx8iKSkJd9xxBwBg9uzZSEpKwvvvv4+0tDSsWLEC/v7+GDVqVK+es1arxcqVKxEfH4/Ro0fjo48+6tXnJ72srCw88sgjiI+Px7hx4/Dyyy+jvr4eQMdFtal3rFixAvPnzzfe5utiXQ0NDVizZg1GjBiBESNG4PnnnzcOgeFrY13l5eVYunQphg8fjrFjx+K1114zTiLka9P7tFotbr31Vhw8eNC4zVqLNVzTIW/OnDn49NNPAQASiQTvvfceSkpKMGvWLPz3v//FO++8YxyEGBgYiLfffhv//e9/MXv2bBQVFeG9996DWNy7P4K1a9ciMTER69evx6pVq/D+++9j586dvXoO1zutVotHHnkEcrkc33zzDV577TX8+uuveOONNzosqk2949ChQ8Yal0DHxc7J8tauXYtffvkF7733Ht5//33s27cP7777Ll8bG7Bq1SoUFBRg48aNePXVV7F9+3asX7+er40V1NfX46mnnsL58+eN26y6WINAvaa6uloYPHiwcODAAeO2d999V5g7d64Vz+r6c/ToUSEyMlKoqqoybvv++++FG264QTh48KAwePBgobKy0rhv4cKFwrp166xxqtel6upqYeLEicLcuXOFe++9VxAEga+LlZWXlwuRkZHC/v37jdu2bNkiPPDAA3xtbEBsbKzwyy+/GG+vWbOGr40VnD9/Xrj99tuF2267TejXr5/xs76j1+Hf//63SQ6oqakRhg4dapIVuuuabsm71qSkpECr1SIuLs64LS4uDqdOnYJOp7PimV1fwsPD8eGHH8LJycm4TSQSQavVdlhUmyzvjTfewPDhwzF8+HDjNr4u1pWQkAAHBwfccMMNxm2zZs3Cxx9/zNfGBri5ueH7779HbW0tCgoKsG/fPkRGRvK16WXHjh3D6NGjsWnTJpPt1lysgSGvF2k0Gri6ukKhUBi3qdVqNDQ0oKSkxIpndn3x8PAw+bBqamrCxo0bERcX12FRbbKsxMRE/PTTT3jmmWdMtvN1sa6srCwEBARgx44dmD59Om666Sa88sor0Gq1fG1swPPPP48jR44gNjYW48aNg1qtxhNPPMHXppfNnTsXy5Ytg1KpNNneU4s1dIdNr3hhb9oqyAygVQ0/6j1r1qxBcnIyvvvuO6xfv77dotpkOVqtFitWrMBzzz0HV1dXk30dFTsny6qurkZOTg42btyIVatWobq6GqtWrYJOp+NrYwOysrIwaNAgPPbYY6iqqsLq1avxyiuv8LWxET21WEN3MOT1orYKMgNolfzJ8gRBwEsvvYSvv/4ab775Jvr27dthUW2ynHfffRchISGYOnVqq318XaxLKpWiqqoKr776KoKDgwEAy5Ytw7JlyzBz5ky+NlaUlZWFf/3rX/jtt9+MxXAVCgXuv/9+3HHHHXxtbEBPLdbQHQx5vcjHxwcVFRXQarXG1K7RaCCXy1u1XJBlNTU1YcWKFfjhhx/wxhtvYNKkSQA6LqpNlvPDDz9Ao9Fg6NChAPQlOxobGzF06FA8/PDDfF2syNvbG1Kp1BjwACAsLAz19fXw8vLCuXPnTI7na9N7Tp8+DScnJ5PVDqKiotDY2MjXxkb01GIN3cExeb1o4MCBkMlkJoMpExISEBkZ2WpRYbKsl19+GT/88APefvttTJ482bi9o6LaZDlffPEFduzYge3bt2P79u244447EBUVhe3bt/N1sbKYmBjodDqTFYouXLgAJycnxMTE8LWxIm9vb1RUVCAvL8+47cKFCwD0k8z42lifNRdrYMjrRUqlEjNmzMCqVatw8uRJ7N69G59++ikWLFhg7VO7rpw4cQKfffYZlixZgqioKGg0GuO/jopqk+UEBAQgJCTE+M/FxQUODg4ICQnh62JloaGhmDhxIp599lmcPn0ax44dw2uvvYY777wTo0aN4mtjRTExMRg4cCCeffZZpKSk4MSJE1i5ciX+8pe/YMqUKXxtbIBVF2u46iIs1CU1NTXCsmXLhJiYGGH06NHCJ598Yu1Tuu68/PLLQr9+/cz+a2hoEDIyMoR58+YJUVFRwrRp04R9+/ZZ+5SvS+vWrTPWyRMEga+LlVVWVgrLly8XYmNjheHDhwv/+te/BK1WKwgCXxtry8/PF5YsWSIMHz5cGD16tLB69WqhtrZWEAS+NtbSvE6eIHT8Ovzxxx/ClClThCFDhgjz588XMjMze+Q8RIIgCFcfFYmIiIjIlrC7loiIiMgOMeQRERER2SGGPCIiIiI7xJBHREREZIcY8oiIiIjsEEMeERERkR1iyCMiugr9+/fHwYMHrX0aREStMOQRERER2SGGPCIiIiI7xJBHRGRBW7ZswdSpUxEVFYURI0bg+eefh06nM+7fsGEDxo4di9jYWLz44ouYP38+tm7dasUzJiJ7wZBHRGQhx44dw6pVq/Dkk0/if//7H1atWoWtW7fi559/BgB8//33ePPNN/Hss89i06ZNyMnJwdGjR6181kRkLxjyiIgsxMHBAS+99BImT56MgIAA3HLLLRg0aBDS0tIAAF999RXmz5+PadOmoW/fvnjllVfg4OBg5bMmInshtfYJEBHZq6ioKDg4OOCtt95CWloaUlNTkZmZiZEjRwIAUlNT8cADDxiPd3V1RVhYmLVOl4jsDFvyiIgsZN++fZg5cyY0Gg3Gjh2Lt956C7Gxscb9EokEgiCY3KflbSKi7mLIIyKykG+//RYzZ87E6tWrcccdd6BPnz7Iysoy7o+IiMCZM2eMt6uqqpCZmWmNUyUiO8TuWiKiq3T69GmTGbMAEBsbCzc3NyQmJiIlJQUSiQQffPABNBoNtFotAGD+/Pn4xz/+gUGDBiEiIgJvvfUWampqIBKJrHEZRGRnRAL7BoiIuq1///5mt3/33Xfw8fHBs88+i4SEBKhUKowdOxZKpRIXLlzAZ599BgB477338MUXX6C+vh533HEHfv31Vzz55JO49dZbe/MyiMgOMeQREVnJkSNHEBQUBD8/PwCATqfDyJEj8e6772LEiBFWPjsiutaxu5aIyEp+/fVXJCYmYtWqVXBycsLnn38OlUqFmJgYa58aEdkBtuQREVlJVVUV/vnPf2LPnj2or6/H0KFDsWLFCkRERFj71IjIDjDkEREREdkhllAhIiIiskMMeURERER2iCGPiIiIyA4x5BERERHZIYY8IiIiIjvEkEdERERkh/4/8sSMZuiKx78AAAAASUVORK5CYII=", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "Text(0, 0.5, 'Information Criteria')" ] }, "execution_count": 9, "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", "\n", "model = FROLS(\n", " order_selection=True,\n", " n_info_values=15,\n", " extended_least_squares=False,\n", " ylag=2, xlag=2,\n", " info_criteria='fpe',\n", " estimator='least_squares',\n", " basis_function=basis_function\n", ")\n", "model.fit(X=x_train, y=y_train)\n", "yhat = model.predict(X=x_valid, y=y_valid)\n", "rrse = root_relative_squared_error(y_valid, yhat)\n", "print(rrse)\n", "\n", "r = pd.DataFrame(\n", " results(\n", " model.final_model, model.theta, model.err,\n", " model.n_terms, err_precision=8, dtype='sci'\n", " ),\n", " columns=['Regressors', 'Parameters', 'ERR'])\n", "print(r)\n", "plot_results(y=y_valid, yhat = yhat, n=1000)\n", "ee = compute_residues_autocorrelation(y_valid, yhat)\n", "plot_residues_correlation(data=ee, title=\"Residues\", ylabel=\"$e^2$\")\n", "x1e = compute_cross_correlation(y_valid, yhat, x_valid)\n", "plot_residues_correlation(data=x1e, title=\"Residues\", ylabel=\"$x_1e$\")\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": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([-2726.72814879, -2977.48457989, -2992.44954508, -2997.62736617,\n", " -2998.4436096 , -2997.94177499, -2997.4263212 , -2996.86145104,\n", " -2996.33175224, -2995.1588529 , -2993.4932485 , -2991.82250348,\n", " -2990.0035561 , -2988.0577717 , -2986.08852551])" ] }, "execution_count": 10, "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": "3.8.11" } }, "nbformat": 4, "nbformat_minor": 4 }