{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Example: F-16 Ground Vibration Test benchmark\n", "\n", "Example created by Wilson Rocha Lacerda Junior\n", "\n", "**Note**: The following examples do not try to replicate the results of the cited manuscripts. Even the model parameters such as ylag and xlag and size of identification and validation data are not the same of the cited papers. Moreover, sampling rate adjustment and other different data preparation are not handled here." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Reference\n", "\n", "**The following text was taken from the link http://www.nonlinearbenchmark.org/#F16**. \n", "\n", "**Note**: The reader is referred to the mentioned website for a complete reference concerning the experiment. For now, this notebook is just a simple example of the performance of SysIdentPy on a real world dataset. A more detailed study of this system will be published in the future. \n", "\n", "> The F-16 Ground Vibration Test benchmark features a high order system with clearance and friction nonlinearities at the mounting interface of the payloads.\n", "\n", "> The experimental data made available to the Workshop participants were acquired on a full-scale F-16 aircraft on the occasion of the Siemens LMS Ground Vibration Testing Master Class, held in September 2014 at the Saffraanberg military basis, Sint-Truiden, Belgium.\n", "\n", "> During the test campaign, two dummy payloads were mounted at the wing tips to simulate the mass and inertia properties of real devices typically equipping an F-16 in flight. The aircraft structure was instrumented with accelerometers. One shaker was attached underneath the right wing to apply input signals. The dominant source of nonlinearity in the structural dynamics was expected to originate from the mounting interfaces of the two payloads. These interfaces consist of T-shaped connecting elements on the payload side, slid through a rail attached to the wing side. A preliminary investigation showed that the back connection of the right-wing-to-payload interface was the predominant source of nonlinear distortions in the aircraft dynamics, and is therefore the focus of this benchmark study.\n", "\n", "> A detailed formulation of the identification problem can be found here. All the provided files and information on the F-16 aircraft benchmark system are available for download here. This zip-file contains a detailed system description, the estimation and test data sets, and some pictures of the setup. The data is available in the .csv and .mat file format.\n", "\n", "> Please refer to the F16 benchmark as:\n", "\n", "> J.P. Noël and M. Schoukens, F-16 aircraft benchmark based on ground vibration test data, 2017 Workshop on Nonlinear System Identification Benchmarks, pp. 19-23, Brussels, Belgium, April 24-26, 2017." ] }, { "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\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "f_16 = pd.read_csv(r'examples/datasets/f-16.txt', header=None, names=['x1', 'x2', 'y'])" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(32768, 3)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f_16.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualizating the data" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f_16['y'][0:2000].plot(figsize=(12, 8))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Spliting the data" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "x1_id, x1_val = f_16['x1'][0:16384].values.reshape(-1, 1), f_16['x1'][16384::].values.reshape(-1, 1)\n", "x2_id, x2_val = f_16['x2'][0:16384].values.reshape(-1, 1), f_16['x2'][16384::].values.reshape(-1, 1)\n", "x_id = np.concatenate([x1_id, x2_id], axis=1)\n", "x_val = np.concatenate([x1_val, x2_val], axis=1)\n", "\n", "y_id, y_val = f_16['y'][0:16384].values.reshape(-1, 1), f_16['y'][16384::].values.reshape(-1, 1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setting the input lags " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[1, 2, 3, 4, 5, 6, 7, 8, 9]" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x1lag = list(range(1, 10))\n", "x2lag = list(range(1, 10))\n", "x2lag" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model training and evalutation" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.3090559506543742\n", " Regressors Parameters ERR\n", "0 y(k-1) 1.8387E+00 9.43378253E-01\n", "1 y(k-2) -1.8938E+00 1.95167599E-02\n", "2 y(k-3) 1.3337E+00 1.02432261E-02\n", "3 y(k-6) -1.6038E+00 8.03485985E-03\n", "4 y(k-9) 2.6776E-01 9.27874557E-04\n", "5 x2(k-7) -2.2385E+01 3.76837313E-04\n", "6 x1(k-1) 8.2709E+00 6.81508210E-04\n", "7 x2(k-3) 1.0587E+02 1.57459800E-03\n", "8 x1(k-8) -3.7975E+00 7.35086279E-04\n", "9 x2(k-1) 8.5725E+01 4.85358786E-04\n", "10 y(k-7) 1.3955E+00 2.77245281E-04\n", "11 y(k-5) 1.3219E+00 8.64120037E-04\n", "12 y(k-10) -2.9306E-01 8.51717688E-04\n", "13 y(k-4) -9.5479E-01 7.23623116E-04\n", "14 y(k-8) -7.1309E-01 4.44988077E-04\n", "15 y(k-12) -3.0437E-01 1.49743148E-04\n", "16 y(k-11) 4.8602E-01 3.34613282E-04\n", "17 y(k-13) -8.2442E-02 1.43738964E-04\n", "18 y(k-15) -1.6762E-01 1.25546584E-04\n", "19 x1(k-2) -8.9698E+00 9.76699739E-05\n", "20 y(k-17) 2.2036E-02 4.55983807E-05\n", "21 y(k-14) 2.4900E-01 1.10314107E-04\n", "22 y(k-19) -6.8239E-03 1.99734771E-05\n", "23 x2(k-9) -9.6265E+01 2.98523208E-05\n", "24 x2(k-8) 2.2620E+02 2.34402543E-04\n", "25 x2(k-2) -2.3609E+02 1.04172323E-04\n", "26 y(k-20) -5.4663E-02 5.37895336E-05\n", "27 x2(k-6) -2.3651E+02 2.11392628E-05\n", "28 x2(k-4) 1.7378E+02 2.18396315E-05\n", "29 x1(k-7) 4.9862E+00 2.03811842E-05\n" ] } ], "source": [ "basis_function = Polynomial(degree=1)\n", "\n", "model = FROLS(\n", " order_selection=True,\n", " n_info_values=39,\n", " extended_least_squares=False,\n", " ylag=20, xlag=[x1lag, x2lag],\n", " info_criteria='bic',\n", " estimator='least_squares',\n", " basis_function=basis_function\n", ")\n", "\n", "model.fit(X=x_id, y=y_id)\n", "y_hat = model.predict(X=x_val, y=y_val)\n", "rrse = root_relative_squared_error(y_val, y_hat)\n", "print(rrse)\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)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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LlzF79mx4eXlhwIABjbpNRERERI2l2YQ6AHj99dfRqVMnTJkyBQsWLMDzzz+P4cOHAwB69+6NXbt2icsWFRXB0dERVlbmmzB//nz069cPL730EsaNGwcA+OKLLxqs8SMiIiKyBBJBEISmLkRTycrKwqBBgxAXF4fAwMCmLg4RERHR39asauqIiIiI6O9hqCMiIiKyAAx1RERERBaAoY6IiIjIAjDUEREREVkAhjoiIiIiC8BQR0RERGQBGOqIiIiILABDHREREZEFYKgjIiIisgAMdUREREQWgKGOiIiIyAIw1BERERFZAIY6IiIiIgvAUEdERERkARjqiIiIiCwAQx0RERGRBWCoIyIiIrIADHVEREREFoChjoiIiMgCMNQRERERWQCGOiIiIiILwFBHREREZAEY6oiIiIgsAEMdERERkQVgqCMiIiKyAAx1RERERBaAoY6IiIjIAjDUEREREVmAZhXq1Go15s+fj9jYWPTq1Quff/75DZedOnUqQkNDTf7t2bNHnL9r1y7cd999iIiIwIwZM1BUVNQYm0BERETUJKRNXQBj7733HhISErB27Vrk5eVhzpw58Pf3x4gRI8yWTUlJwYoVKxAbGytOc3FxAQCcPXsWc+fOxcKFC9GxY0e8/fbbmDNnDr788stG2xYiIiKixtRsQp1KpcKWLVvw2WefITw8HOHh4Zg+fTo2bNhgFuoqKyuRn5+Pzp07w8vLy+y5NmzYgCFDhmDMmDEA9GGxf//+SE9PR4sWLRple4iIiIgaU7Npfk1KSoJarUZMTIw4LSYmBufOnYNGozFZNiUlBXK5HP7+/g0+V2JiokkNnp+fHwICApCQkHB3Ck9ERETUxJpNqFMoFHBxcYFcLheneXp6ora2FsXFxSbLpqSkwNnZGS+99BJ69+6NRx55BPv37xfnFxQUwNvb22QdDw8P5Ofn392NICIiImoizSbUVVVVQSaTmUwzPFar1SbTU1NToVQqMXDgQHzxxRfo168fnn32WSQmJgIAqqurG3yu65+HiIiIyFI0mz51crncLHQZHtvZ2ZlMnz17NmbMmAFnZ2cAQPv27XHhwgV89913iIiIuOFz2dra3sUtICIiImo6zaamzsfHB+Xl5SZhTKFQQCaTiVe1GlhbW4uBzqBVq1YoKCgQn6uwsNBkfmFhYYMXVRARERFZgmYT6jp06AAbGxuTixni4+MRFhYGqdS0QnHWrFlYuHChybRLly4hJCQEABAREYH4+HhxXm5uLnJychAZGXnXyk9ERETUlJpNqLOzs8OoUaOwaNEinD17FnFxcfjqq68wefJkAPpau+rqagDAwIEDsXXrVvzyyy+4du0aVq5cifj4eHHZCRMmYMeOHdiyZQuSk5Px2muvoW/fvmjZsmVTbR4RERHRXdVs+tQBwOuvv46FCxdiypQpcHBwwPPPP4/hw4cDAHr37o0lS5ZgzJgxGDVqFCorK7Fy5Urk5eWhXbt2+PLLLxEcHAwAiIqKwuLFi7Fy5UqUlpaiZ8+eWLx4cVNuGhEREdFdJREEQWjqQjSVrKwsDBo0CHFxcQgMDGzq4hARERH9bc2m+ZWIiIiI/j6GOiIiIiILwFBHREREZAEY6oiIiIgsAEMdERERkQVgqCMiIiKyAAx1RERERBaAoY6IiIjIAjDUEREREVkAhjoiIiIiC8BQR0RERGQBGOqIiIiILABDHREREZEFYKgjIiIisgAMdUREREQWgKGOiIiIyAIw1BERERFZAIY6IiIiIgvAUEdERERkARjqiIiIiCwAQx0RERGRBWCoIyIiIrIADHVEREREFoChjoiIiMgCMNQRERERWQCGOiIiIiILwFBHREREZAEY6oiIiIgsAEMdERERkQVoVqFOrVZj/vz5iI2NRa9evfD555/fcNldu3Zh5MiRiIyMxIMPPoi9e/eK83Q6HTp37ozQ0FCTf+Xl5Y2xGURERESNTtrUBTD23nvvISEhAWvXrkVeXh7mzJkDf39/jBgxwmS5U6dOYc6cOfjvf/+Lbt26Yf/+/Zg5cya+//57dOzYEZmZmVCr1di7dy9kMpm4npOTU2NvEhEREVGjaDahTqVSYcuWLfjss88QHh6O8PBwTJ8+HRs2bDALdT/++COGDBmCcePGAQAmT56Mffv2YdeuXejYsSNSUlLg7++PgICAptgUIiIiokbXbEJdUlIS1Go1YmJixGkxMTFYtWoVNBoNpNL6ok6aNMnkMQBIJBLU1NQAAFJTUxESEtI4BSciIiJqBppNnzqFQgEXFxfI5XJxmqenJ2pra1FcXGyybPv27dGmTRvx8ZUrV3D06FHExsYCAFJSUqBUKjFx4kT07t0bTz31FNLS0hpnQ4iIiIiaQLMJdVVVVSb93wCIj9Vq9Q3XKyoqwgsvvICYmBgMHjwYgL6mrqysDC+88AJWrVoFuVyOyZMno6Ki4u5tABEREVETajbNr3K53Cy8GR7b2dk1uE5eXh6mTp0KKysrrFy5ElZW+oz67bffQqvVwt7eHgCwbNky9OvXD3FxcRg1atTd2wgiIiKiJtJsaup8fHxQXl5uEuwUCgVkMhlcXFzMls/MzMRjjz0GiUSC9evXw83NTZwnl8vFQGd4HBgYiPz8/Lu7EURERERNpNmEug4dOsDGxgYJCQnitPj4eISFhZldFFFaWoonn3wSTk5OWL9+PTw9PcV5Go0Gffr0wc6dO8VpSqUS6enpaNWq1d3fECIiIqIm0GyaX+3s7DBq1CgsWrQI7777LhQKBb766issXrwYgL7WzsnJCba2tlixYgVKSkrw8ccfQ6vVQqFQAABsbW3h5OSE3r17Y8WKFfD29oaLiwtWrFgBLy8vDBgwoCk3kYiIiOiukQiCIDR1IQyqqqqwcOFC/P7773BwcMDUqVMxdepUAEBoaCiWLFmCMWPGoFu3bigtLTVb/4EHHsAHH3wAlUqFZcuW4bfffkNlZSV69OiB+fPnw9/f32T5rKwsDBo0CHFxcQgMDGyMTSQiIiK6K5pVqGtszT3UCYIAiUTS1MUgIiKie0Cz6VNHpqauO4lXvk9s6mIQERHRPYKhrpnam1SAbaezm7oYREREdI9gqGuGNFpdUxeBiIiI7jEMdc1QtYahjoiIiG4PQ10zxJo6IiIiul0Mdc1QrfZfe0EyERER/U0Mdc2QRldfU6fTMeARERHRzTHUNUMao5q6ao22CUtCRERE9wqGumao1qhPXZWaoY6IiIhujqGuCaUXKdHlrT9wJrPUZLrGqMm1hlfCEhER0S1gqGtCB64UorBSjW+Pp5tMN66pq65lTR0RERHdHENdE7Kuu6/r9XffNe5Td7OauuzSKjy7Ph4V1bV3vHxERER072Coa0JVdbVw2utSnfHVrzerqVv1Zwp2X8jDT2dybuu1L+SU4Ym1JxgGiYiILARDXROqUmsAmNbMAabj1N2spq66Vj/fxlpyW6+95kAa9iUrcPJa8W2tR0RERM0TQ10TMtTUGdfMAbfXp66mbsgT9W1eUJFXVq0vg5oXYhAREVkChrompFI3HMhup0+dzFr/EZZXa27rtW3q1qusYfMrERGRJWCoa0KGMeiuD27GNXU3HdKkrtW15javkpXWNddW3GYYJCIiouaJoa4JGZpfrw9uxuPU3az51VDLd7vj2Umt9KGusoahjoiIyBIw1DUhlVFNXXl1LUasPIiT14pvq6bu74Y6dV0TbyVr6oiIiCwCQ10jEgTB5LZfVUZ96q7kV+JCTjne3nnJtE/dzWrqtA2HuupaLTYcS7/hBRSGGkAVBzcmIiKyCAx1jWjVvlR0+O9ulNeNDaeqG9JEfwWrPshVqbUmV8PerAauptYQ6rQorKzBy5vPoKyqFuuPpuM/28/jl8SGx68zhEXVdc2vF3PKseKPy9DphIZWIyIiomaKoa4RrT18DQCQWlAJAKgyBLJanRjetIJgMk7dTfvU1dXUqTU6rD+ajm0J2dh4PB0pda9RfoPBhQ3j26nUps+/eMdFfBR3BZcLKhpcT6sToGXgIyIianYY6hpR3bUJKK3SBy3D4MNqrU5sJhUEAZq/2adOWVfrJoEEVnWfbKnqBqGubny7qutCY1JeOQDgWqGqwfXm/3Qe/T/40yzYlVXV4v3fkm4YIomIiOjuYqhrRBJDqFOpARhdKFGrNQp19Ve/Sq0kqK7VigMMG9MY1dAB+lBnuN2YWqODska/TkndawFAVokKuWVVAIz61F1XU+dmLxOXbci3xzOQWVyFK9fV5G08no5P/kzF96eyzNZR1mjwzPpTuJBT1uBzEhER0T9301BXVFSEmTNnokuXLujRowfy8vIao1wWyXABhCFwGQ9pYmhGFVB/mzAHuRTfHE1H6H92o1hZH87e252E/h/sQ41Ga9T8qhVrz8qqasV7uhrX1I397CjGrzkmviZgHuqs6qoTs0urzMpv3M8uq9h0vmG8O0Ozr7EjqUX47UI+3v01qaG3hYiI6J6RU1qFj+OumLSqNRc3DXWLFi1CaWkpVq5cCZVKhdpafUh48803sWbNmrteQEtiCFKGq14N/9dqdeIwJjqj5ldHuVRc90p+fc3Yqn2pyCqpwrVClXjBQ41GJ140UVlTK95hosKoOTS3rBrpRfoaOENNnaEJ2MDQhJvTQKgzNBvrn8t0vqH2Mb1IabZeQYX+lmTGtYb3Ml5EQkT07/Xfny5g2R+XcSq9pKmLYuamoe7o0aOYN28eevbsCSur+sUHDRqEXbt23dXCWZoao35sao0OGp0AmdQKOqH+HqyCANTqDDV11uK6BRU1AEwvnMguVdUPaVKrE/vJVVRrxDBnCHfGTbiVNZobXihhGLcup7TarPxFlTXi38VK075zJXWPDaHRWHGlPszpbnBSo9UJJjWRBhXVtWJYvBs0Wp14BfLtmPr1STy7Pv4ulIiIiJqzyhoN9lzKBwBcLTStxNiblI+DVxRNUSzRTUOdlZUV5HK52fTg4GBkZmbelUJZEkEQ8ND/DuH935LEZtWqWq3Y9OpiZwOg/h6sAgTUanWQWklga1Mf6srqaslSFZUm0wy1f2ptfU1dRbUG5VX6sFJet57xIMPGtXDGoU4QBFSqb1xTV1hZH7BKq0zDVnFd+MotqzIbG88w70YXUbz5ywV0XxKHQqPQCAAvfJuAmLf23LWrbad+fQrDPjoIQbj156/RaLEvWYHdF/JuemUy0e0QBIF3eCFq5j7847L4d365aeXHu78mYeOxjMYukombhrr+/ftj+/btZtMrKythbW1tvgKZkEgkSMwqw+aT9RcQVKm1YtNrfajTP9bp9DVIUmsJbKX176+hWTRVUX9mUKqqFQOUWmNcU1drVFNXF+qMDhaFdbV+9jJrqNQaMdSo1FoIAuBsK0WRUm0WWoxr08pU19fU1dXGCeYXWRjWK6psuNbt66P6QZIPpxSK0wRBwP7LCmh1Aq4WmvfTMyYIghh6b5UgCDhwWYH0IpVYC3orCsrrl80oNt1OQRBwNqvU5I4gtyLuUj4W77gIQRCg1uhwPrvhC0pKlGp8cTDtlvpxKGs0txSGq9TaBpvMm7O4S/n4dF+q+Di7tOq2gnlz9dLmM+j+TpzZgeJOqdFoTbpx3IhWJ+DlzWfw/anbP2lX1mj+Vu13c1GiVOO1H86a1cDcabe7j7ibajRanMksbepi3DMOXilE/1AveDjIkF9ueuxQVNTAy8m8Eqwx3TTUvfzyy/jhhx+wYsUKcVpVVRU++eQTdOzY8Y4WRq1WY/78+YiNjUWvXr3w+eef33DZpKQkPProo4iIiMCYMWNw9uxZk/m7du3Cfffdh4iICMyYMQNFRUV3tKy3Y0qPFia1UFVqLZR1Oz73uqtNDTVpEon+QgkbKyvIbeo/HjHUGV2IUKoyqqnT6MQQVlpVC6W6vinW+H8AUNSVxc1eBp1Q39fPEPxCfZ0AAFklprV1RUr9er7Otmb940pUtWjn4wjAvAnWEOqqarXidhgY1+pdya80WwcArhaq8EN8Fpb9nmyyriAI+HDPZTz4v8OIfWuPeMA6k1mKvUn5+CvGz5+Ud/MDnUFuWf0B9/od/5nMUjz4v8NY9vvl61eDskaDjccbvsPHzE0J+PLQVWQUq/D5wTSM/PgQjqeZf1+/PnoNb+28hB1nc/+yjDqdgCErDuDpb07ddHve3nUR/d7fh7wy8yChrNE0GJbUGh2+OnQVitsIw/9URpFK/H5O+/oUlu5OQmWNBsl5Fej17l58eeiq2Tqpiko8uz6+wW37Kyq1Bqv2pdz2iUJhZU2DNdx/RRD0NfM1Gi22n8lBZY0Gxxr47P9KVonqhrXgS3ZdwitbEgEAXxy8ivtWHBCvQj+SWohd58y/SykFldiWkI1Xfzh722F54hfHMeHz47e1zu3Q6QRsOZkpnkTeqef8/UIe1BodfojPwuZTmfiqge/T7arRaPFzYo7Zb/77U5kIW/AbEhs5SBm+Z9f7/EAaRn1yGKeuFd/R18ssVmHPRf1+WBAEfHEw7abhUaPVYeCyfVi9P/Uvl7sdVwuVJl2H/glBEJBerEQbL0d4O9uiwOgETBAElFdrxIqapnLTUOfj44PvvvsO58+fR1VVFcaMGYPY2FicPn0ar7766h0tzHvvvYeEhASsXbsWixYtwqeffoqdO3eaLadSqTB9+nRERERg27ZtiImJwTPPPIPKSn0oOHv2LObOnYsZM2Zg8+bNqKysxJw5c+5oWW9Hu7qQZKCq1UJVVzPnYq//AhiHHY1OBxupFawNA9sBYkhLVVQi2N0etjZWJgcdtbZ+AOPcuv5wbvY2UKm1qNXqTGvq6mrMPBz1gbLqugAYFewGoH7MOoOiSjUkEiDE0wE5pdV4Zv0pnMsqgyAIKFGpERnkCsD8YgnjAHV9bd01o2WNr5zNM/qxpBcpMfv7RHy8N8Xkx5mQWYoP91zBuewyqLU6/JyYA0EQMPHzY5i67tQNQ8f+ywqsO3JNfHwrtRcNlev6UGcIpeuPXsP1vj2egXk/nsfW0+ZDvhiawJPyKrD/sr4/RmJWqdlyhsBwfQ3h9QoqapBdWoW4pAIIgoAajRaZN1hnQ11TwcnrdujVtVpELf4Di365aLbOoRQF3txxEcv/SDabdzMarQ4Xc8pvutz2hGx0e2cPipVqVFTXYsCyfXh92zmTZa4VKnG57rPbfibb7DnWH03H7gt52HUuF8oazS33ddlyMhPv7U7GhmPpAPTvRUNXg1/vpc1n0PPdvWIt8+7zNx8p4LuTmYh68w+czaqvnb18G99HtUaHgR/sx7jPjprN0+kErD6Qhq2ns6BS1/cDOnWtBIIg4LHPj+O5jafN+q0a/35zbxCITa6EL1FBU7ePOZNZisTMUrOTt4aczijB10eu3VZwPJhSiDlbz+I/28/fdNmrhUq88O1pJGT8dWf2/ZcVeHp9PFbtSxGHarrZ563TCdiekG12wZixrfHZmLUpAZtPmjbHGYLeT2fM7/ZTq9WZ3EryRtYfvYYtJ2+vJvWpb06hz9I/zfYFhqB1q7V1giCY7IcNQVGl1mDc6qP4ue4uRrO+S8D0b04hv7waKQWVeGvnJczalAAAOHWtGN+dMG+mzCuvRppCiSVGIyXUanXYfDIDGUUqTP/6FFIaGBj/i4NpGPfZUdRqddDqBPE7pdMJGPDBPtz/0UGzdTRaHb45eg0F5dXYfT4PMzbEm3RvakhBRQ2qa3Vo4ekAbye5SSuPSq0fgcLZTvoXz3D33dI4dUFBQfjyyy/x559/YunSpVi1ahV2796NsLCwO1YQlUqFLVu24I033kB4eDgGDx6M6dOnY8OGDWbL7tq1CzY2Npg7dy5at26NN954A05OTvj1118BABs2bMCQIUMwZswYtG/fHu+99x4OHTqE9PT0O1be2xHqYxrqqtRaMWS51YU6Q182jVaARitAaiUx2TEa/r6cX4G23o6wl0lNQ51GJ178YLh4wt/VDoA+rBn3qSsyqqkD6u//aihTdLAbZNZWOFd3oNl2Ogsbj6ejSFkDVzsbeDjKkJxfgd8u5GP5H8kor9Y39bX1doK9zBrp1+00SpRqeDrqq6SPXS3CwGX7cCRV39RqCEIBrnZIMfpBGTdBGdcYXjEKfpdy9eHg0GsD0N7XCWezypBXXi0G4Pj0Yjyx9gQ++M00fDz19Sl8vDdFfNzQMCyAPowu+Om8SbjNq9uJO8iszQ6+hoCqVGvx/m9J0Gh1yKirtcypW+/EVdPwZFzDkqZQ1i/fwIUqhgPN9c3bBy4rUKxU43x2GXJKq0yCZ1ZJFRbvuIg+7/0pfp6augOHcdC/PsBfyi2HWqMTw69xU7zhMzt3g2ZiQB8Mxqw6jKOpprVOK+OuYPjKgzh0pRD7kgsQ9ebvJq+t0eqw5VQmPtxzGfnlNThxtQhXC5XQ6gT8kphjcsDLKlGJ74myRosSpRpPrj2B03UHcUNYSc6rwOcH0zDpyxM4klqI3y/k4f4PD9ywie10RimA+tD+n+3n0fe9P7HmQCoOXSlscB1BEHCwbt657DJM+eoEnt0Qj1KVGvuSC0zKnaaoFGvuDTWOv56rD4DXN+n8cTEfj39xXNwHCIKAa3Xvyan0Yqi1OiTlVZhdlW38u0nKqxBPcq4WKk3C2qlrpqHH+KThTGYpvjp01WRf9J/t59Dvgz+hrNHgQk4Z+r73J977LRnJRjXeDQXTvLJqbDqRAZ1OwPG0IoxZdQQLfr6AhAbCxLLfk7HxuPn++o+L+vcpIaMEn+5LFbfpl8Qcs5O4baezsONsLqZ8dcIkpF0fIg2B+kpBJdLqurcY3oPqWq34mzS263wuXtx8Bi9+d0bc3nd2XTLpGmHYHyRklkIQBCz8+QJ2n88Va46PpRXhSGohfkzQn+jVanUY+uEB9HnvzwbDYnqREvnl1ajV6jD/pwuYs/WsvoY3IVs8AfnjYn6D62p1AvYlK1BQUYN3d5sOLWU4yb/VJuc1B9IQ89YeHLiswJX8CsS+tQfv/pqEc1llOHG1GIt+vgCdTkBC3e/oYm45LtbtqzOKVdDpBLy4+QzmbjtnVtbsEvOybz6Zide2nsOja45iz6V8vP+b+cnkWzsv4cS1YlzIKccz6/V9pbU6AWfr9lENneD/mJCN//50AV3ficOzG+Lx6/m8Bmv8jRm+F0FudvB2kuNcdhne2nERGq1O3Jc72zZtTd1tRUo/Pz/4+fndlYIkJSVBrVYjJiZGnBYTE4NVq1ZBo9FAKq0vamJiIqKjo8WrcSUSCaKjo5GQkICxY8ciMTERU6dONSl3QEAAEhIS0KJFC7PXLigBrGzvymYBAJxt6kOdj5MdSpUaZBXqd5I2En2wKirXP66u1aFcJUACKxRXGjWZlmtwLU+L1AIleoT44nx2BfLL9F8iOxvrujtKmJ7heTrYAShHSk4tMgvrnyujUP8Ft5XqXzs9XwOJBkgv0C+j08jQ2ssJJ6+WIacQeLmu+aZ/W1+42MphI6n/0uaVqZGcrd8pWAky+LvY43KuCjmFwDu7E2Enk6JQqUZnfzcUVtbgmyMZSFMose5QJlq6eCLhWiUkAHq39sUPCddwLU8LmdQaSdn6Mjrb2iAho/6gH59WiWBnDwBAwrUK2NtYQ6KxQ4CLI5Lzy3A2vf5gtfVUHvYlK7AvWYHeIQHwcJDDXiYVQy8AtPV2xoXsSuQYHatrNFq8+/s5HErJh1KtQVKuCise6QoASM2vgZ2NNcL83XAhu8JkvaQcFWRSK6g1OnzyZypS8qvx28VsrH6sJ1Ly9Turo6nFJutcyK0PlEdSSsRAlllUIy6XVapETa0WKfn6nW5KfhVWxaVjx7ksPNsnFLO+PwE3exlKVGoEuTngub7t65/zcgW2xetrsT7ak4Y3R0bh9Z9OIymvHLMH15+UncusRLZCwBVFOVp7OuNgUn1g23u+DM9uOoIne7TFlO5tcC5TX+as4mqxjDUaLeRSa6QVVmDdsRTYSq1wOqMUc344h2+m9AEEQG5jjbhL+hU2HM1CZokSJapafHUgEy8ODMPm+Ks4m12MPy/XB5xzGSrkl9YfhPdeKBX/vpRdjcy6g0BuaTXWHcrGn8kKFJTX4vOJvZBaoJ93KbcS2SX679Ph5DL8mJiBnDIVFv2UhKEdA9CvrS9Uag2OX1OgT2sfHE/TB+/0wmpcya7FD/H6g+47u/QHw0OvDIeVRIISVQ1c7GSQAMgrrz8YrdxTf2B4ZfN5xCXnYlCoHxY/EI0qtQZD/3cA7bxd8PaD0eI4kvuT9e+Lk1yKjKJqJGfVYva2k2jpof9eXy4oR9iC37BqfA+cvKbA2mMpeDiyhcnFVPFpVfB0kOPr4ykYHdECV41q3PZeKBZD3sWcShy7YvS9u1IGRZkAudQa3UO8cCm7PsS8+v1ZKNUaZBfXYlrPdhAEQazd3ZFQhEt5pdAJwPensuAqdxDXO5VWiaoqG5xKL4SXky36tfXFSz+cxfFrCkArw5pDyXC2tUF5dS12ny1EeoEGkYHukEutkaIoF0+6ovz84CiXokSlhrWVBL8k6puLc8qqsXR3Ei5mK/F419aYuSkBwW4OCHZ3xJTurRHm54bDV4phL5NCowNmbkzEx+O64d3fz0FRUY1lD8dCUjca/Ik0/XeqoKwWKQV1oa5IhT8vlGHmlmP60P38fXCxk4nbt/mEvjbq+NVivPzdeSTlleFiXiki/LwRFaTfPyXl6J/r1LVSnEqtwroj1/DtiQxYQf+6F3PL8VhdU3WYtw8yipViqFz+Wxr6t/WFl6MtHOU2OJSajw/3XoCtjRRvPRgtluNwUiVe3HwGAOBs44BZ35+Co1yKX54dDK0g4EJuKc7nlKB/W18AgI21Ff68VICMAh2kVlYQBAGX607SfknMRXphNWYPDoe3kx0SMovg42SHS3ml6NXaR/yubU/QfwYvfpcIG2sJyqs1+PrINXjY6T//IqUaB5PqQ/3FzCqT38e+i+Xid3HfxTK09NBCZm0FPxd7nM+sX27A+/sxuVsbbKurhTeciBRVaEz2oeVGF+19vCcNcckF+vJtOodfztXXZl7OroWNlRVKqtTwdbbDtvj6rgcRge5wlEmxL6nQ5LmNncsuxvoTaQAAGexgb6MPDV8cuoqoAB842+q/H5pamxs+x53i73njeXeknjAxMRERERH/6DkUCgVcXFxMrrT19PREbW0tiouL4e3tbbJsSEiIyfoeHh5IStLvdAsKCkyWN8zPz//rflZ3i6O8PgQFutmjWqMVa8ec6lK9qlYfqGq1Omh0+gslrIyaX6tqtbhWXAmtIKCNpxNsbaxQXq3/MjvIpChU1ohj1hn4OtsD0NfAGXdeNvSHc63bSR29qsDlgnLI6y7MsJdZo72PC36/lAOd0VltWlEF3O3lcHeo/4xsrK1QVvejcra1QYCrPdKLlCivrsWO8/VNjSGeTjiVUYTzOaUA9P2PNFodDqTkoaWHIzr6uUIbLyCzRInWXs4orKyGBEC4vxuOpBXUl6GwwuTvEE8nSCQS+LnYY/+VPJOdxx9J9c0b47/aj7bezlg5tpvJexTu54o/knKg1Qlic/dXR67gt4v1zXkJWUVIVZTDxtoKiopqeDnaopWHE7Ylppusl1mqREyQB57r2wGTvj4gPsfe5Fyxhi+vvAr9VvyKnc8NhqPcBteK9DtUTwc5DqbUfz8LlTXIKlUiIbMInx5INrnaOKdMhWV7LkArCFix94LJZ5pZol/H4PdL2VDVauFsa4M/k3OR3TsU+6/oX2fpH+dgJQGigzxwrbgSf17Ow39+OY2HOgdDbdT35tODSVBrdfj+9DWkFVaI72tplRprj16BlUSCr4+l4M0HovDrhSyTUJZZosSAD3ejtacT1k7qjat1n99uo/f3bHYJyqtr8dGf5k29OWUq1BqNhbM3uX5HnFdehdyyuhoVjRbrj+v74VzILcWh1HzkluvnpRdXwtdZX2t9JK0AOXXr7LuSh31X8jAxthW2nL6GWq0Ok7q2Rn7duIqKimrxO2wl0V8EBAAr4i6goLJa/LzGRLZAbIv6veyepBxYSyTQCgLi6sobl5yLkZ0UKKqsgUYn4GJeKX5MTBeXS617Xzr4uUJRUY3/7kjAuZwSnMspgb+Lvfjc355MxelMfejcfjYDcmsr2NlYo6pWixRFOZLydFh3LAW55VWICHAT1zO83652MmQWK5FerP/eudvLcSarGF8dvaJf7vn7kF2qQqiPM8qrapFb93vaeT4Lj8e2Ft87ADidWYQzWfrvWolKjfiMQtjZWKNWq8O5nBJ8uPei2Hf4f+O641SG/kh34EoerhZV4rm+7bHzfCbWHNL3QX00JgRanYAfEq6Jr3E4LR85pSqsPZaC6CB3VFZrML1nO3xxRL9OqqICl/JKAQAZJUpklCiRXarE15P74EJuKR7qHIwgNwcsi7uAZzYdEfc/uWVV8He1hyAIuJSnP4G5XFCGsqpaBLk5ILNEiSfXHxLLcSStABtOpGJ0RAv0bOWN+IwiDOngj8LKGmw7U1+jeDK9EMevKTAmsgUySwy1fkp9mEV9H+Lerb1xKLV+v3aloBxJ+fpydAn2wPenr+H709dgK7VGTLAHDtftA1W1Wmw6lSauZ3j/AWDlPv3vp7JGg4nr9sPWRiruL1MV+v9Hhgfix8QMXMgpRWFlNTr4uorHhvLqWhxKLYBEcgHDOgbgjZ9Pi8/dyd8N03q2RUc/VyTnl0EutUKxqgYudjYY2jEAv13MFt9HADiQUr8PyC2vQqqiXDzh/fxwfU3b+ZwSvP6Tfniow68MN9l/Xy2qxKJdZwAA1lYS8cKvrFIVipTVKFaq0dbbGZcV9Sf9cUb7B+NAB+hbf3acz8Tm+KvYNLUfTqQXYnhYICQSYEr3NjiaVoDDaQXILdP3UV208wz+MywCHf1cAQD/3ZEg7ht8nOzgaXQczC5VwcpNfxwwHl+2KdyR24T93//93z9+jqqqKshkMpNphsdqtfqWljUsV11d/Zfzm8K8+zvj1cHhsJdJUV2rFX9IhrM/Q/NGrU4nNr/OHhSG7i290NHXFdW1GqQX63cSLT2cYGcjFat7Heq+REq1xuSKWT8X/YGssqZW3LkC9QHA0KHz432XsHDnGTE4OMhs0NLDEUq1Blkl9Wf7GcVKuNnL4GH0Za6q1YrNXK72MgS4OCCnTGWyHgCEeJg2QedXVGHv5VxcLijHxNjWaFU3//i1QizYkYDE7GK4O8gR5FZ/9m8rtUaKSairRCtP/Xr+Lnb6g2VuKQCgR4iX2WdwpaAcv1+qDxM+TraIbeGJyhoNdl/MgrKmFs9/dxTrT6RiRHggNk/rj2VjYqHW6DDp64OY8s1BpBVWwNvJFu18nKHW6JCiKMfh1HxczC1FdokSAa4OaOXpaPK68RmFyClTiQf+Wq0OQz7+HVsTriFVUQG51Ard68prJQG6tfRCUWU1FuxIwJLfzpkEumA3B+SVV4m3hLtaVAmZ1Ap+znYYGR4IADicVgCplQS+znbiTu79MbEQIODDuhAI6IN1pwB3hPm7IbtEhbhkfVj76WwGfr2YDXd7/ed8Ml1/MC5W1YiBrqW7fhs/P3wZqw8lo1qjxZwfT5kEumd6hyLAVR9IUgsrsPVMOlS1Wgxo5ysu80hUC1wuKMO+yw1f/JFTVoWsEhUcZFJYSYBf68KJg0yK/HJ9DYChG0Gxqgad/PVBZs6Pp1BYWQOHum4Kyfn6HX9Clj4Qzbu/M2TW+t3fxpNpsJfpfzfrT+iDYVSgOwoqqvDz2Qx08nfD1qcG4o2hnQEAW8+k42BKvhjmf0rMQHxGEawk9fd3jg72QAt3/Xe3d2tvBLra48O9F/D54fqLaHaez0KojwvaeOm/wy52Ngh0dUBWqQrHryng5Whb9x6oMCayBfq28cGh1AKo1BrM7N8BWp0AVa0W03q2BQB8uPei+PlklSiRXaqCjbUV2nk7I0VRAQmAIR38kVdehbTCCjjKpYht6YnTRicBP53NRHaZCgEuDgip+23JpVbIK6/Cg5/twbG6cOLvYoe4pBwk55eja0v99zouORdtvZ0R7O6In89mQqnW4J0HoyGXWuGd386KB2XDZ9jB1wXh/vXBc3P8VTHQ/d+AjvB0lONIWgF+qAtNpzOL8VBEMCZ0CRFDeoqiHOeyr2s+LlEiPrMINRodOge4Y1RECwxo54tLuWVGJ7IFmLXlGF784QSKVfrad0N3ll6t6isExkTqW3Z2X8zG1aJKLN97AY988SdUag36tvHFx+O6mXSMX3csBd8cT8X8XxKQXaoSg/UHe0z7AA5u72/y+HJBOc5mF8PfxR5P9Q4Vp1drtDicVgBfZzu8OFB/YeLBlHy08nSCtZUEv1+qP3FNUVTAx8kWbz0QjZwy/Wfcp40PAGBv3e/rvg4BAIDFv57B/B0JWBanL1fv1j7i8xxMyTcJdABwLqcEL/5wAodS86ETgHdHdcHcIZ3w5cTeGFK3LYdT609Ktyako7WnEwJc7ZFXXoUrBeUY0M4PrT2dcPSqAjJrK/i72GPjyfqA+sjnf5r8Poy9Ojhc/DuvvArjvtiHJ745iITMIsz98RSsJECojzMAYEaf9uJxMDLQHW+OjAKgP+ZsjtfXoi+PuwCtTsCELiGYd38EAl0d0CVY/z2euPYAVh1IwrXiSmw6lYZDqfkY+OFuMdABgJ1MKh57AP2+x3CMNa7EaQq3HOr+7//+r8F/s2bNQlnZP7+np1wuNwtdhsd2dna3tKytre0tzW8KI8KDMDqyBexlUqjUGrF2y7DjVol96upq6qys0CnAHcsf6QoXO/0FD2V14cnNXga5jbU4bImDzDAsisakFs2vrqauoi7UWUn0B8Nilb4pytXONPheKSivez6peEBPUZj2jXG7rqausrpWDJcudjL4udhBrdXhQq7pjtbbyRbWkvqax4KKalwtqoS1RIIhHfwR7O4AaysJ/rf/Ev5IykF8RhG8nWzFnTcA9G3rg8SsYqw7dgXFyhqUVqnFH5ZhucSsYthKrRER6A5AHwQ3PNEXG5/oC6mVBD8k6A8QC4ZH4vOJvdCvrS/a+7jg62Mp2HAyDQlZxZjcrTVeHhiGIDcHRAd7iK9fo9HhWnElvJ3sEF3XxHLgSh5e/fEUpm88DFWtFkFu9pBIJOjWUh/S+rX1QYqiAkq1Bt1DvPDbC0MwKFTfhWFZ3AVsPZOO9j4uaOmhD0ltvJzRytMROWUqXC4oR4iHIz4yql3sbxSI2nrrd2JdW3hh69MD8crgcFhLJMguVcHT0RZd6soeHeSBTv5u6ODrKp7xz7kvHINC/fDq4HCEeDhCKwj483IeBoX6iYFtVESw+Fqz+ncw+TyHhwfiv8Pra+d7hHhhYmwr9AjxwuoJPTChSwjGRLbApqn98OeL98PZ1gaf7L8EAHgsthUe6BSE90Z3wf0dA/UHid/PwUEmxffTB+CnZwbhmd6hGNzeH6mKcmSXqdDGywmdA9zF30lHP1fk1YW6HiH1B+FFI6PQ3sdFfGxcg2b49vk42WFEeBD2vTQMkXXfkzn3dcL4GH3tv7WVBN1DvKGq1eJqUSW6tvSEj7MdRnYKEt+bF/p1wM/PDsKn43tAK+hrl1p5OiHQVR/kOvi6iDVs4f5uGBURjPRiJfIrqsT3skhZg4hAN/G76+1oB28nW3G4iyEd6g/8IR6OJttyf8cAjI8JQVsvZzzQKRgdfF2QX1GFA3W1hxdyS7HxZBqC3RzQwddVfM/C/N0gADh+TQF/F3uT96q9jwu+P30VWSVK+Lvai6/35sho9G/ri4oaDf637xJ8nOzwQKdgFNZdDT+9ZzuT5zC8Rz5OdujX1he9W/sgp0wFayuJeOIBAO28XcT3PzrIXZy+87nBeDQmBD1beWPf5TyTu+KMigiGnUyKrU8NwKKRUVBrddh1IQtBbg6wlVqjd2tvaHUCVsTpT146B7jB2kqCtx+MwZ8v3o9fZgyGnY01Vh1IwqmMIpxML4SVxPS7bghCgD5cyqytxBObR2NCYG9jDSe5FN1CvCCRSLDkoS7o19ZHDLeAPgSptTrcHxaIhyPNu/y08nTC2OiWGBkeCFc7GdIKK5CYVYKIADeE+7nijaGdsWxMrLj8sjGxGBcdIp4k9QjxQpCrg1i7ZzhR6tLCEwND/fDakE6YGNsKSx6KEfdV9jIpOge4wV4mFfv4Hr2qD+nP9A5FjxAvvD+6CwaF+iHA1R7P9gnF7ufvw+FXhouh6ovDlyGTWiEy0B0Pdg6Gv6u9GP7zK6rhINNXMJRWqdGrtTd8ne1wMbcUhcoatPN2xvJHuuKxLq0wd2gndGmhL5chFBtqhY1rpgF9K8aI8CC8MigMrw/tBEBfmSAAeHt3IlS1WrzQrwNeu68zHolqgbHRLcXassHt/cVjwbmc+mPSyfRC+LvYo7WXszgtxNMJz/dtj2qNVvy8j15V4IeEa+JwYQAwNrolAH1gXDm2G+RSKxQpa8S7M9kZdYloCrdcT3j06FG89957sLc3fcMFQcCpUzcfOuFmfHx8UF5eDrVaLdayKRQKyGQyuLi4mC2rUJheyVZYWAgvLy9xfmFh4Q3nX8/b7a/bqO8kL2drVKdrUa2tgZNcipbe+o+gWlPXn00AJFY62MklYpncHaUoqFRBZ6UPde0DbeBqb40LObXifAMfF5nYRNK5hf5gIbWphcRKAwe5FI5yKYrrdsatfExDXUGlvnattb81yjX64JavNO1AH+QhQ1hgfdBSqmsh1JUrNECGkhp9SL1caBrq2vnLIEB/pt63nRcOXFYgragU/m62CPbRn1u09nIQ+3cAQAsPO4QH1X/fXhnaBonZRVhz6DIkVvr3q1sbJ/h7Ap11+uWS8svQyssB3do447ODQI1Wi97t9TudMH9nJNZ1ih7TxVu88viZ/i3x0uZEfH0sBYPae+PN0fV90gBrfPJYNAora/DOrkuo0ejQytsWkSF2aOlhj7XHUmAsooUD/D2B/02MQEJGCdwdZGJzZ1igPUIDbfDFE1HIKA5F/w/2oVarwytD28Lf1Ra7L2Xh9RGhSC2o1Df1CQJmD22HEZ09UVEbjiOphZjQ3R/fHE+Fi50NRkf74b3d5WjjY1f3XbFGS097pCqUCHCzxbtjw9A31B0DO3jD0xGIbuGCC3U1mU/0CcBzMv3Bxs25vnnzwSgfdApoh9X70/DcoBZIyFZAUVGDmfe1RPsAOzjb2uBgigJP9Q2Cm4MMqw4kobCyBjMHtULPNvU/oqER9QdpAHgw0k/si9WnvTPu66Sv9RIEAZ0DXXA2qwz9Q70Q20b/OUaEtMGXh65iT1IOCpU1GBsTiHkjOuCRz44i1McJznZSbDqh/43HtnJGa582aOvjhOhWdvj1xV4IeV1/t5vBYZ7Yd0Vfezi2SyC2nMpCRJCz+Nta8nAYDqcUYkJ3XwSnSvFd/FW09XZE+4D6E8AuIU7i8t9Mi4VWEBDiqQ9v7QNlcNhmDaVaix6t3fUXaZQAfULd0M7PDkevKjAy0gvuDjKsOXQZD0T4Y3r/IKzcpw+4Azq441CKDodSgWAPW7T1rX/dMV18xJqM8CB7eDrKsSxOPy8sWI53g+uHlPpsUhRe3HwGCRml6NLCTbx90XMDWqF3W0+4OEgwoWuwWFtWUFGNLi1d0bOtMz76U/8cr97fFtO+1u/LOwXZY2xMEB6I8kJrLwc8HOuFqMV/oKJagz7tPDCtXyCOXctDt1YeGNLZDSG/O+BqoRIDO3rgQk4Z9l4GerVxR4CXBA938UNcci46+Dmhb3t3sUk7NNAGrfwC4OtmjUEdvPHe7mSE+TsjLFi/73kg0gc/n9U3oc0d1h5Bbvbo28FwEJagn8QF2KE/wA/u6IU5Q9tDLrXCgGX7kF6kRHiAMzq3ND6R1+9nOgW64MTVYoR4OmD7872gqKhBfnk1Np3S1+IM7eyGrifc0cHXCS18rBDoZoe0QiVaethj6diOmDOsNWq1Anxd9Ptdf093DI90x/Lfk3HiWiFeHNwWH+7RN2d3be2EcV19sD8lD91auWNn3XBEUSF26NtB36d1/JqjOJiah9KqWvRtr3/Pnh4QBABQ6cKhKK9Gr7p92PQ+LfHBb8mY1CsARSoVrhVXItDNDjMHt0J6SQWe6tcC/p7AjIH1ITUy2BmnM4vQwsMegV4StPV2QGJWGRxk+u9tSw979OnghD4d9P2Gx3arD7UG0/sHYuW+i8gpq0KvNh4I8TVqEfKwFZ+rf6gXdtYNk/NQtDeqT9YgPkNfEzywoxsigm0R0VJ/UpOU54y8CiX+O7IjRn5c39Qd4CYXj2HP9W+NByL8EeQtwcz7WiJVUYklv+mDYEtPByRmlsLHWY4Xh4TAykqCgeH6rNA31BPbTmdjUJgb2vvKYS+zxta6WmCJRH/npgHtPc2O+68Ob40j1/KQkFGKHq08cDStCCeu6fczIZ4O+PX/+hj1Y5UgwMsTH/5pB5WmBnK5Pvi19JXC39XsLWw0txzqYmJiYG9vj65du5rNCw0NbWCN29OhQwfY2NggISEB3brpaybi4+MRFhZmcpEEAERERODTTz+FIAiQSCQQBAEJCQmYPn26OD8+Ph5jx44FAOTm5iInJweRkZH/uJz/lINcisoaDa4WKuHrYguZVL+jMb4SUaXWQGp0SzZ7mTWq1FqUqmrhZCuFtK4fjaZuB23chm+4yhS47urXGg0c5VI42UrFDqeu9qah7lqREjJrK8il1vCsG+7kUq5pTZ2Howxh/s54omdLXC1U4sAVBQor1ZBaSeBsK4Wvs34nevJqMdzsbVBS1xG8hbsDFj0Uji0nM/FQhD8OXFbg+NVixLasb37pGuJuEurcHGwQ5F4fIEN9nXBgzgD0f38fVh9Ig5UECA/Q/4gDXOuX83exQ5i/fuf/SHR9zUCnQBdxZ2YIdAAwLNwPL29JhCAA47vW7wwNRnTW16z9ej4Xx9KK0cZbXxPRo7UHrhWp4OkoE68ga1d3pbOXkxxDwnxNxqhq7aUPAhKJBC08HLD56R6wl1mL27Dn5X4AIA53AwCd6uY93r0FHu+uD2FvPhSG2JbucLKV4nhaMab1ru9f2t7XGakK/XfLUS7FuNggcV5kkCvW110lZy+TmqwT4GqHYqUaA9t7w8nWBksf0YeujdO7QasTYGNtheGd9O9D77b1e8J3Rofj+/gsdGlpGuKu90hMEDYcy0Cftp4mnfslEgk+Gh+FNQfSMLVXS5N1xkQFYF9yAeLTSzCisx9c7WX49f/6QGolwW8X8rHphP6A39bbyaRMEokEsS3dcPJaCQa094azrRQ6AZg9JBTKGi1eGNhGXLaDnzM6+Om/Kz1aeWDmwDYYHRVgcveUUKMhiYI9TE9qra0kGBcbhG+OpuPR2CAMDfPFxuPp6NXGA3Y21hga5isORnrk9YFwt5eZ9JXt0tJdHFDc1V4GP5f6EBIR6Cr+3cLDHsHu9hjR2Q/3dTA/6LbwcMCmp7rj5zM5eCDCH79fzEO/dl7ib/zNh/Q1LcZXMbfxckRYgAvc7G0wvU8rDAitr/Fs7eUIKyuJ+F2XWkswPNwPm09lYkQnP3g72eKnF3qLyy8fF4EDlwsxuIM3PB1l2H4mG5N7tgQADO7gg5fva4dRkQHinXR6tNLX0thYW+GBCH2N5MIHTUdT6NWmvpZ8co8WJt9Zw3ti0C3EA3Z1TejfP9MDf1zKR6/WDZ+pd/RzxomrxXgwwh8udjZwsbOBs63+uR1k1pBaW2Hz093FCylaejogrVApfg88jPaxxp7t3xqBbvYYFRWAq4VKnLxajDB/Z9jaWOP4G4NQq9WJoc7J6ArJ9r7OOFZ3cU7sdb+jSd1Na/me7BWCx7u3gI21Fdr6OGL3Bf0+JzrYDXtf6d9guTr46cttGGmhjbcTErPK8NH4KJzNKkX/9t4NrmdMLrVGe1/9er3bmFaOSCQS+Lva4UpBJcICnHEqvRjlVRpEBbnhcEpR3fZKTb7Phu3e8kwPAMAHYyOQU6rvavFkrxBU1Wrh62wrHsMMWns54r2HO6OjvzN2nstFYmYpBoR6m/ymAOC/IztiTFSg+Ntu4eGAS7nlaOPtiLbejvj1fB76tG34+/Fsv9ZYujsJi0eFY/Dy/QCAxaPCMbFrsNnrAIC7gwzFlWrxGO4ga+Y1dcXFxXB3d8enn356w2XWrl37jwtiZ2eHUaNGYdGiRXj33XehUCjw1VdfYfHixQD0tXZOTk6wtbXF/fffj2XLlmHx4sV47LHHsGXLFlRWVmL48OEAgAkTJmDSpEmIjo5GREQE3n77bfTt2xctW7b8x+X8pxxlUqg1Ouy/rMD03iGwqevXY7iFGKAf78be6IvhIJdCqdaiRKUW+w/ZGc13tG041DnVhb0tpzIR7O4g1tQZeDiYhrqskiq4100zPM/1Q114O9nCykqChQ+G4fMDadh/WYGMYiU8HGWQSCTwrTsoFVTUICLQBXOHBSMprwIu9jaY1L0FJnVvIQ45odboEOxe32du1sC28HK0Rc82Hpix4TQeigxASw8HtPd1wvi6cCKXWmPJmE54fuNpPBjpL14+biezhoeDDEVKNfxdbeHtZIs9L/cz2fFHB7thw7EM8d66BrY21lg+LgJJeRUY9Bc7uFeHtseGY+kY2EG/zMD2Pth0IhNP9grRD31QrDLbCcmkVhjcwQdns0rRysu0r13XkIaDkK9L/WdoHGoNJvdoKf799VTTk6y2Po7AuYYvq+9SF6Cjgl1NpltbSfDDjB6oUmtNDjYAzA6k1xsS5oshYb5/uQygD5Tbn++FlteFIkB/BrxkTCez6W4OMqyf1k08eQMg/l6Ghvlg3vAOOJ1RgtgQN7N1l42NxMXccgS42mHnrD6o0Wjh7WyLTyZGmy1rILW2witDQutep/6CgBYeDjdaBQDwnxEd8cqQUPG3ZRwwjUeXN/5tLh8Xgbzyarg7yODuoH/PPZ1k4u/HUJ423o5IKahEoJs9pNZW+OSxG5ff1sZaDPEPRQbccJmB7b2xN6kAPVp7wlEuxan/3Cf2D5w7rD1+PZ+HztcdgAF96BoXG4ToYPN5UcFu4viWXVq64+CcgeI8mdQKswa1FR+vmRQjnsj8FXuZFKsnxYh/X09/QhCJIylF6B9aHzS8nW0xsZt5k6fB492DUVmjwZS60GlY58NHI9HK6MTLwMdZ/7ldPzRVQ+U1vP/LxkZAoxPEExhrKwmsrazRp60n/F1Mf9OGE1B7mbV44vdXDL8Bw/ey5U2+n91becDbSS5u74uD26KtjyMGtPfG4I7mJwg38nTf1vjfnykYFeVvNq+NtyOuFFSig58zfnq+N3SCACsrCToF6j/nIR19GwxEBo/EBN5w3vUM77GrvQ2u5Ffg6b6tzJZxtZeZ/A6n9GiBtYev4ZOJ0VBrdHCxs0H/0Ib39UPDfDG0bp82opMfdp7LRe82njcsv7uDDBnFKrFryM32mXfbTV99/Pjx+PLLLxEUFHSzRf+x119/HQsXLsSUKVPg4OCA559/XgxqvXv3xpIlSzBmzBg4Ojpi9erVWLBgAb7//nuEhoZizZo1cHTUHzSjoqKwePFirFy5EqWlpejZs6cYDpuag1Goig1xF2vqjKnUWpODsl3d7bxKVbXi2ZZxqHMyCXX1Qc3wJbycX4nL+ZWIDHKFo9HzNnTGaTgwOdvaQGolQVZJFWysJWLoND7oGAZZTFMoxYsnPB3l4pVKge72eDTWvObLUJsHAMHu9Qd5b2db/N9g/c7/5LxB4o5194t9TdbvH+qNxAVDILU2fe+8nOQoUqrFfieGWgaD7nW1Aw3tQEZH3XynEtPCDTEt6gPEfR19sPeVfmjp4fCXO6z/PRaFWq3OZDDpvxJSd6FFG29Hk4PLrQjz1+9EO/o7m81r4eGAjydEmZ0xA/UX1dxNhsGpb1dD74FEIsFTDezMDYI97MVatSB38yB5Mz5131HD9/mvWFtJbvuKtzFGNcj3h/vh1LUSTOsdAk8HOQaEemFQXW3cZ49Ho6hS3eB+4u9aPi4CZ7PK0KO1h1h+g2f7tcaz/Vo3uJ6dzNrk+/933cpJgMHQmyz7UGTADQPsjbTxdsIHY81HaxgV1fDzdG/lgU0nMtG9tUeD8xsitbaCtIEKm/XTuplNeyDCH0dTi/BgpP9t/d6HhfsivUiJqb1C/nK5IHd7HH+jfn8a5G5/w8/4r4zo7Ce2WlzvPyM7IqaFG/q08TTZL/dv54Uvp3QR9713UqCbPb6YEnvzBaFvgTFuhXn34c63tN5bo8LxwsA2YneLhng4ypCQWQqlWgsba8kd/a3+HTfdE/Xt2xfjx4/HmjVrTAYbPnnyJJYtW4bvvvvujhXGzs4OS5cuxdKlS83mJSebDjjYuXNn/Pjjjzd8rtGjR2P06NF3rGx3ivHOv423o3gFnjFljQZS6/oft4PMGrVaweS+csadMY1rV66vfTM0Qxle2zgAuhpdteXpKEdhZY0Y1KysJPBykiO3rBpejnK09nbEwSuFaGF0gDR0cE1VVIo/WmsrCdwdZFBU1Jgsa8y49qJFAzU3QMMHcmPXBzpAPw4aAAR7NBxQ/F3tsOflvma1af/E9bVvDbG1sTZpcrwZdwcZtjzTA4Fut1/OwR28sXVGzxsGKENTF/01mdQKPz3fS6wZv5tc7GzwvlHIWPtkfe1rG28ntLl569htcbWXoW+7hvsXk7mHIgPQs7XnXbunp62NNZY/Gnnb6znIpWLN8s3c7snh7QpwtcP0PuYnWRKJRDxBuRe5Ocjg5vDX+wB3BxlKlGooazQmlTZN5aaR8j//+Q+mTp2KyZMn49ChQ7h06RKmTZuGyZMnw9+fB4jbZdxU2sLd/oY1dTbWxn3q9Otkl1aJNXXGzbPORs9pL5Pi6b6tsPZJ/RnMxundxXuyOsitxSZZWxsrk9olQ5OfcQ2hobbCy0mODx+NxNYZPUy+4IYDXq1WMGlaMoxsf6MaEuNtu1nTwe14qk8IfJzl6HmDvjSA/iDZ1NXjt6JriPvfCp8SiQQxLdxuuVaQbiwiyNWsDx39OzX1Tdqp+XKzl0GjE5BbVn/1b1O6pRJMmzYNWq0Wzz77LARBwKBBg/Dzzz+jbdu2N1+ZTBgneam1VYM1dfoLJeoPyoYAV1ZVK3Z8Ng4mxrV/MqkV3hjeweRxay9HXM6vNOlTZ6jp+2JyF9hIrbDusP7KL+NQZ2gm9Xa2hYej3Ky51jjgGdcQdm/lgZ3ncsVO/g2xtbFCda1O7MNyJ4zs7I+RnXmiQUREjcNwD/XMYpVJZUtTuWmoy83Nxaeffopt27YhPDwcycnJ6N+/PwPd32S4StPQ38u4ps4w4rZOAGyMptsbhTY3MdQ13Pwqb6Dmz1Bj5mxrIy5rqC0zdJTdeTan7rnqX8vQf87QUfh6xk1Txn3t3h4djoci/f+yM/RPz/dGdqnqtpoliYiImhPDuK2ZxSq0ucnFNI3hpqFuyJAhCA0NxerVq9GrVy8cPXoUs2bNQn5+PmbMmNEYZbQoIZ4OGB8bJHbKNW6KdJRLUazRD6VgY2Xap87AzcG8+dU4iDXUnGtci2Zo/tVdd1NrQy2cce2b4aILb6eGB212NRoWxLip1dVedtPO0KG+TiZDRRAREd1rDMdXpVrb5MOZALcQ6t5//33cf//94uMePXpg/fr1ePrpp5Gfn4+FCxfezfJZHGsricmVNzbGF0TIrVF3JzCTCwGMr3Q1XJxg3Px6s1BnGKunW4g7KqrrBzk2ZmiONW7KHRcbhKuFKozr0vCVz8aBNMiNfY+IiOjfxd2oIqQ59Ne+6YUSxoHOoH379ti0aRNOnDhxVwr1byKRSMR+dcadLE3CnqyB5ld5wzV18gauo+/T1hMHXh2A+8N9xZq66zvSj+8ahKFhPiYBztvJFsvGRZg0rV7P0Cfu+uFDiIiILJ27ycWDTXvfV+A27ihxvYCAAGzatOlOluVfSya1glqrMwlnxneUcDAKcGKoM+qLZtwvraGaOolEIl7FZxixXml0BwtAH+BWT+py22X/+smuKKuqbfKxeYiIiBqbrY01HOvuFOV+k+FPGsM/qiu8/p6s9PfIpFZAzfVXxtbXpNkZ1dQZ+rE5yBtucm3oQgljbX2c4CCzNrm11D8R5G6Puz8sNRERUfPk5SRHZY3G7NabTaHpG4BJHL7EOKgZ91cz7nxpGA/OuJ+d3Pqva+qMOcqliJ9/303DHxEREd2cobuUv+uNuyo1Fh7ZmwGrutG+HW/Qp86486UhzBn3szMZFqWBce+uZ2tjfddHGCciIvo3mDmwLRzl0jtyG71/ijV1zciNauoaqn0zvlDCeD7HfSMiImo8D0T4Y3gnv2ZxJx+GumbAMGac8YUSNtfVuC0fF2FyZavx7b6Mv0i3e2NxIiIi+meaQ6ADGOqaBcOYcSbjzV0X6sZEB5o8lkgk2DGzt9nNhm1t2KJORET0b8RQ1wwIdTV1xvddNe5TdyMN3YaLfeWIiIj+nVit0wwYml8djZtfeXUqERER3QbW1DUDhuZX42FKru9TdzM/v9ALao3uThaLiIiI7iEMdc2AoaZOfptDkxjrHOh6J4tERERE9xi28TUHdTV1xsOR3G5NHREREf27MTk0A2qtvtnU3qj5VXoLF0oQERERGTDUNQNudfeLcze6b9ztNr8SERHRvxv71DUDqx6PxvaEbHg5ycVpbH4lIiKi28FQ1wxEB7shOtj0nnG3Mk4dERERkQGrg5opOe/hSkRERLeBoa6ZcpAx1BEREdGtY6hrpuzlbBknIiKiW8dQ10zZs/mViIiIbgNDXTNlfB9YIiIiopthcmhmPns8BsfSijikCREREd0Whrpm5v5wX9wf7tvUxSAiIqJ7TLOpDhIEAStWrECPHj0QGxuLpUuXQqvV3nD5o0eP4uGHH0ZUVBSGDh2K77//3mT+0KFDERoaavLv0qVLd3sziIiIiJpEs6mpW7duHbZt24aPPvoIgiBg9uzZcHNzw9NPP2227LVr1/DMM8/gueeew7Bhw5CYmIh58+bBw8MDAwcOhFqtRmZmJjZt2oSgoCBxPTc3N7PnIiIiIrIEzSbUff3115g1axa6du0KAJg9ezaWL1/eYKjbtWsXOnTogGeffRYA0KJFC5w8eRK//PILBg4ciLS0NEgkEnTq1Ak2NjaNuh1ERERETaFZhLr8/Hzk5uaiS5cu4rSYmBjk5eUhNzcXfn5+JssPGzYMffv2NZkmkUhQU1MDAEhNTUVgYCADHREREf1rNIs+dQqFAgDg7e0tTvP09AQA5OXlmS0fEhKC8PBw8XFhYSF27tyJ2NhYAEBKSgqsra0xffp09OrVC48//jgSExPv5iYQERERNalGq6mrqalpMKABQHV1NQBAJpOJ0wx/q9Xqv3xelUqFF154Ad7e3hg/fjwAfU1deXk5Zs+eDR8fH2zZsgVTpkzBjh07EBgYeCc2h4iIiKhZabRQd+7cOUycOLHBea+++ioAfYAzNJkawpydnd0Nn7OiogLPPPMMsrKy8O2334rLLlu2DDU1NXB0dAQALFy4EKdPn8b27dvxwgsv3LFtIiIiImouGi3UdenSBcnJyQ3Oy8/Px/vvv4/CwkI4ODgAqG+S9fLyanCd4uJiTJs2DYWFhfjmm28QHBwszrOxsTHpTyeRSNCqVSsUFBTcqc0hIiIialaaRZ86Hx8f+Pv7Iz4+XpwWHx8Pb29vs4skAH0t3rPPPouSkhJs3LgRrVq1Mpn/yCOPYM2aNeJjnU6H5ORks+WIiIiILEWzuPoVACZMmIDly5fDz88P1tbWWL58OSZPnizOLy4uhlwuh4ODA9atW4cLFy7giy++gJ2dnVirZ2NjA1dXV/Tv3x9ffvklQkNDERQUhHXr1qGsrAwPP/xwU20eERER0V3VbELdtGnTUFxcjFmzZsHKygpjxozBtGnTxPmPPPIIRo8ejZkzZ2L37t3QaDR44oknTJ4jOjoamzZtwowZM6DT6bBgwQIUFxcjIiIC69atg5OTUyNvFREREVHjkAiCIDR1IZpKVlYWBg0ahLi4OF4VS0RERPe0ZtGnjoiIiIj+GYY6IiIiIgvAUEdERERkARjqiIiIiCwAQx0RERGRBWCoIyIiIrIADHVEREREFoChjoiIiMgCMNQRERERWQCGOiIiIiILwFBHREREZAEY6oiIiIgsAEMdERERkQVgqCMiIiKyAAx1RERERBaAoY6IiIjIAjDUEREREVkAhjoiIiIiC8BQR0RERGQBGOqIiIiILABDHREREZEFYKgjIiIisgAMdUREREQWgKGOiIiIyAIw1BERERFZAIY6IiIiIgvAUEdERERkARjqiIiIiCxAswl1giBgxYoV6NGjB2JjY7F06VJotdobLj9//nyEhoaa/Fu3bp04/9ixY3jggQcQERGBSZMmIT09vRG2goiIiKhpSJu6AAbr1q3Dtm3b8NFHH0EQBMyePRtubm54+umnG1w+JSUFc+bMwYMPPihOc3R0BADk5uZixowZeO655zBgwAB88skneO655/DLL7/AyqrZ5FgiIiKiO6bZJJyvv/4as2bNQteuXdGtWzfMnj0bGzduvOHyaWlpCA8Ph5eXl/jPzs4OALBlyxa0b98eTz31FNq0aYN33nkHubm5OHbsWGNtDhEREVGjahahLj8/H7m5uejSpYs4LSYmBnl5ecjNzTVbXqFQoLS0FCEhIQ0+X2JiImJjY8XHdnZ2CAsLQ0JCwp0vPBEREVEz0CxCnUKhAAB4e3uL0zw9PQEAeXl5ZsunpKRAKpXio48+Qp8+ffDggw9i27ZtJs9n/FwA4OHhgfz8/LtRfCIiIqIm12h96mpqahoMaABQXV0NAJDJZOI0w99qtdps+bS0NABA+/btMWnSJJw4cQL//e9/YWdnh2HDhqGqqsrkuQzP19BzEREREVmCRgt1586dw8SJExuc9+qrrwLQBzgbGxvxbwBiPzljjz32GEaMGAFXV1cA+nCXnp6OTZs2YdiwYZDL5WYBTq1Wi8sTERERWZpGC3VdunRBcnJyg/Py8/Px/vvvo7CwEA4ODgDqm2S9vLzMlpdIJGYBrVWrVjh06BAAwMfHR1zfoLCwEG3btv2nm0FERETULDWLPnU+Pj7w9/dHfHy8OC0+Ph7e3t7w8/MzW/7dd9/FM888YzLt0qVLaNWqFQAgIiICp0+fFudVVVXh4sWLiIyMvDsbQERERNTEmkWoA4AJEyZg+fLlOHr0KE6cOIHly5dj8uTJ4vzi4mIolUoAwMCBA3HgwAF88803yMjIwMaNG7F9+3ZMmzYNAPDwww8jMTERn376KVJSUjBv3jz4+/ujR48eTbJtRERERHebRBAEoakLAQBarRbvv/8+tm7dCisrK4wZMwavvvqqOFjwwIEDMXr0aMycORMAsGvXLqxatQrp6ekICgrCiy++iCFDhojPt3//fixZsgS5ubmIiIjAW2+9heDgYJPXzMrKwqBBgxAXF4fAwMDG21giIiKiO6zZhLqmwFBHRERElqLZNL8SERER0d/HUEdERERkARjqiIiIiCwAQx0RERGRBWCoIyIiIrIADHVEREREFoChjoiIiMgCMNQRERERWQCGOiIiIiILwFBHREREZAEY6oiIiIgsAEMdERERkQVgqCMiIiKyAAx1RERERBaAoY6IiIjIAjDUEREREVkAhjoiIiIiC8BQR0RERGQBGOqIiIiILABDHREREZEFYKgjIiIisgAMdUREREQWgKGOiIiIyAIw1BERERFZAIY6IiIiIgvAUEdERERkARjqiIiIiCwAQx0RERGRBWCoIyIiIrIA0qYugIEgCPjwww+xZcsWaDQaPPLII5g9ezasra3Nlp07dy5+/PFHs+mBgYGIi4sDAAwdOhTXrl0zmb99+3Z06NDhrpSfiIiIqCk1m1C3bt06bNu2DR999BEEQcDs2bPh5uaGp59+2mzZefPm4ZVXXhEfFxUV4bHHHsOTTz4JAFCr1cjMzMSmTZsQFBQkLufm5nb3N4SIiIioCTSbUPf1119j1qxZ6Nq1KwBg9uzZWL58eYOhzsnJCU5OTuLjxYsXIyIiAo8//jgAIC0tDRKJBJ06dYKNjU3jbAARERFRE2oWoS4/Px+5ubno0qWLOC0mJgZ5eXnIzc2Fn5/fDddNSEjAnj17sH37dnFaamoqAgMDGeiIiIjoX6NZXCihUCgAAN7e3uI0T09PAEBeXt5frvvZZ59hyJAhaNeunTgtJSUF1tbWmD59Onr16oXHH38ciYmJd6HkRERERM1Do9XU1dTU3DCgVVdXAwBkMpk4zfC3Wq2+4XPm5OTgwIED+O6770ymp6amory8HLNnz4aPjw+2bNmCKVOmYMeOHQgMDPynm0JERETU7DRaqDt37hwmTpzY4LxXX30VgD7AGZpMDWHOzs7uhs+5e/duBAcHIyIiwmT6smXLUFNTA0dHRwDAwoULcfr0aWzfvh0vvPDCP94WIiIiouam0UJdly5dkJyc3OC8/Px8vP/++ygsLISDgwOA+iZZLy+vGz7ngQMHMGTIELPpNjY2Jv3pJBIJWrVqhYKCgn+yCURERETNVrPoU+fj4wN/f3/Ex8eL0+Lj4+Ht7X3DiyQEQcDZs2cRGxtrNu+RRx7BmjVrxMc6nQ7Jyclo1arVnS88ERERUTPQLK5+BYAJEyZg+fLl8PPzg7W1NZYvX47JkyeL84uLiyGXy8WavOzsbCiVSrRt29bsufr3748vv/wSoaGhCAoKwrp161BWVoaHH3640baHiIiIqDE1m1A3bdo0FBcXY9asWbCyssKYMWMwbdo0cf4jjzyC0aNHY+bMmQD0Aw4DgIuLi9lzzZgxAzqdDgsWLEBxcTEiIiKwbt06k7HtiIiIiCyJRBAEoakL0VSysrIwaNAgxMXF8apYIiIiuqc1iz51RERERPTPMNQRERERWQCGOiIiIiILwFBHREREZAEY6oiIiIgsAEMdERERkQVgqCMiIiKyAAx1RERERBaAoY6IiIjIAjDUEREREVkAhjoiIiIiC8BQR0RERGQBGOqIiIiILABDHREREZEFYKgjIiIisgAMdUREREQWgKGOiIiIyAIw1BERERFZAIY6IiIiIgvAUEdERERkARjqiIiIiCwAQx0RERGRBWCoIyIiIrIADHVEREREFoChjoiIiMgCMNQRERERWQCGOiIiIiILwFBHREREZAEY6oiIiIgsQLMLdYIgYOrUqfj+++//crns7GxMnToVkZGRGDZsGPbv328y/9ixY3jggQcQERGBSZMmIT09/W4Wm4iIiKhJNatQp9Pp8NZbb+Hw4cN/uZwgCHjuuefg6uqKH374AaNHj8asWbOQmZkJAMjNzcWMGTPw4IMPYuvWrfD09MRzzz0HnU7XGJtBRERE1OiaTajLz8/HlClTsHfvXjg7O//lsseOHcPVq1fx5ptvok2bNnj66acRFRWFH374AQCwZcsWtG/fHk899RTatGmDd955B7m5uTh27FhjbAoRERFRo2s2oe7ixYsIDg7G1q1b4eTk9JfLJiYmomPHjnB0dBSnxcTE4MyZM+L82NhYcZ6dnR3CwsKQkJBwV8pORERE1NSkTV0AgwEDBmDAgAG3tKxCoYC3t7fJNA8PD+Tl5f3l/Pz8fJNpWq0WAMT1iIiIiJo7X19fSKXmEa7RQl1NTc0Nw5OHh4dJrdvNVFVVwcbGxmSaTCZDbW2tOF8mk5nNV6vVJtMUCgUAYOLEibf82kRERERNKS4uDoGBgWbTGy3UnTt37obhacmSJRgzZswtP5dcLkdlZaXJNLVaDVtbW3H+9QFOrVbD1dXVZFp4eDg2btwILy8vWFtb3/LrExERETUVX1/fBqc3Wqjr0qULkpOT78hz+fj4ICkpyWRaYWEhvLy8xPmGWjjj+W3btjWZZmtriy5dutyRMhERERE1pWZzocTtiIiIQFJSElQqlTgtPj4ekZGR4vzTp0+L86qqqnDx4kVxPhEREZGluWdCXXFxMZRKJQCga9eu8Pf3x9y5c3HlyhWsWbMGiYmJGDt2LADg4YcfRmJiIj799FOkpKRg3rx58Pf3R48ePRq1zGq1GvPnz0dsbCx69eqFzz//vFFfn/6ZjIwMPPvss4iNjUXfvn3x7rvvoqamBsA/H/x6/fr16Nu3L6KiovD666+bnKBQ05s3bx4mTZokPubnbXlqa2uxZMkSdOvWDd26dcOCBQvEbjv8vC1PWVkZZs+eja5du6JPnz744IMPxIslLerzFpqhAQMGCFu2bDGbtnLlSvHxtWvXhIkTJwrh4eHC8OHDhYMHD5osv2/fPmHo0KFC586dhUmTJgnp6emNUnZjixcvFkaMGCGcO3dO+OOPP4SoqChhx44djV4Oun01NTXCsGHDhJkzZwopKSnC8ePHhUGDBglLliwRdDqd8OCDDwovvfSScOXKFWH16tVC586dhYyMDEEQBCEnJ0eIjIwU1qxZI1y5ckV48cUXheHDhwtarVYQBEH47bffhOjoaGHPnj3C2bNnhREjRgjz589vys0lI0eOHBHatWsnPP7444IgCPy8LdRbb70lDBgwQDh16pQQHx8vDBgwQFi+fDk/bwv10ksvCY8//riQnJwsHD16VOjVq5fw+eefW9zn3SxDnSVQKpVCp06dhMOHD4vTPvnkE2H8+PFNWCq6VSdPnhTCwsKEyspKcdrPP/8s9OzZUzhy5IjQqVMnoaKiQpw3ZcoUYfny5YIgCMKHH35o8jmrVCohKipK/C489thj4rKG1woPDzd5LWoaSqVSGDRokDB+/Hgx1PHztjxlZWVCWFiYcOjQIXHa1q1bhWnTpvHztlDR0dHCH3/8IT5esmSJRX7e90zz670mKSkJarUaMTEx4rSYmBicO3cOGo2mCUtGt6JVq1ZYs2YNHBwcxGkSiQRqtfofDX6t1Wpx7tw5k/mRkZHQarW4dOnS3d8w+ksrVqxA165d0bVrV3EaP2/LEx8fD1tbW/Ts2VOcNmbMGHzxxRf8vC2Uq6srfv75Z1RVVSE/Px8HDx5EWFiYxX3eDHV3iUKhgIuLC+RyuTjN09MTtbW1KC4ubsKS0a1wd3c32eHrdDps2LABMTEx/2jw6/LyctTU1JjMl0qlcHV15SDYTSwhIQG7d+/Ga6+9ZjKdn7flycjIQEBAAHbs2IERI0ZgwIABWLp0KdRqNT9vC7VgwQKcOHEC0dHR6Nu3Lzw9PTFz5kyL+7ybzR0lLM2NBkAGYDaGHjV/S5YswaVLl/DDDz9g7dq1f3vw6+rqavFxQ/OpaajVasybNw9vvPEGXFxcTOb9k8HO+Xk3T0qlEllZWdiwYQMWLVoEpVKJRYsWQaPR8PO2UBkZGejYsSOef/55VFZWYvHixVi6dKnFfd4MdXfJjQZABvTVt3RvEAQBb7/9NjZt2oSPPvoIbdu2/UeDXxtqbhuab1ifGt8nn3yCFi1aYNiwYWbz+HlbHqlUisrKSrz//vsIDg4GAMyZMwdz5szB6NGj+XlbmIyMDLzzzjvYu3evOGivXC7H1KlTMXbsWIv6vNn8epf4+PigvLzc5MNWKBSQyWRmNQHUPOl0Orzxxhv47rvvsGLFCgwePBjAjQe3vtng115eXuKOoLCwUJyn0WhQWlpqVsVPjeeXX37BoUOHEBUVhaioKHz55Zc4deoUoqKi+HlbIG9vb0ilUjHQAUBISAhqamrg5eXFz9vCnD9/Hg4ODiZ3YQgPD4dWq7W4z5uh7i7p0KEDbGxskJCQIE6Lj49HWFhYgzfhpebn3XffxS+//IKPP/4YQ4YMEaf/k8Gvrays0KlTJ8THx4vzz5w5A2tra3To0OHubxQ1aP369dixYwe2b9+O7du3Y+zYsQgPD8f27dv5eVugyMhIaDQak7scpaamwsHBAZGRkfy8LYy3tzfKy8uRm5srTktNTQWgvyjOoj7vJrnm9l9i/vz5wrBhw4TExERhz549QnR0tLBz586mLhbdgoSEBKFdu3bC6tWrhYKCApN/Go1GGD58uDBz5kzh8uXLwurVq4WIiAghMzNTEARByMzMFDp16iSsWrVKuHLlivDSSy8JI0aMEMc12rFjhxAZGSn89ttvwtmzZ4WRI0cKCxYsaMKtpestX75cHNKEn7dlmjFjhjB69Gjh3LlzwsmTJ4UBAwYIS5Ys4edtgWpra4WHHnpImDJlinDp0iUhISFBeOCBB4RXX33V4j5vhrq7SKVSCXPmzBEiIyOFXr16CV9++WVTF4lu0bvvviu0a9euwX+1tbX/ePDr1atXCz169BBiYmKEuXPnClVVVY25eXQTxqFOEP75YOf8vJufiooKYe7cuUJ0dLTQtWtX4Z133hHUarUgCPy8LVFeXp4wa9YsoWvXrkKvXr2ExYsXi5+LJX3eEkEQhKapIyQiIiKiO4V96oiIiIgsAEMdERERkQVgqCMiIiKyAAx1RERERBaAoY6IiIjIAjDUEREREVkAhjoiotsQGhqKI0eONHUxiIjMMNQRERERWQCGOiIiIiILwFBHRHQHbd26FcOGDUN4eDi6deuGBQsWQKPRiPPXrVuHPn36IDo6Gm+99RYmTZqEbdu2NWGJichSMNQREd0hp06dwqJFi/DSSy/ht99+w6JFi7Bt2zb8/vvvAICff/4ZH330EV5//XVs3rwZWVlZOHnyZBOXmogsBUMdEdEdYmtri7fffhtDhgxBQEAA7r//fnTs2BEpKSkAgG+//RaTJk3C8OHD0bZtWyxduhS2trZNXGoishTSpi4AEZGlCA8Ph62tLVauXImUlBQkJycjPT0d3bt3BwAkJydj2rRp4vIuLi4ICQlpquISkYVhTR0R0R1y8OBBjB49GgqFAn369MHKlSsRHR0tzre2toYgCCbrXP+YiOjvYqgjIrpDvv/+e4wePRqLFy/G2LFj0bp1a2RkZIjz27RpgwsXLoiPKysrkZ6e3hRFJSILxOZXIqLbdP78eZMrWgEgOjoarq6uSEhIQFJSEqytrbF69WooFAqo1WoAwKRJk/Df//4XHTt2RJs2bbBy5UqoVCpIJJKm2AwisjASgXX/RES3LDQ0tMHpP/zwA3x8fPD6668jPj4ejo6O6NOnD+zs7JCamoqvv/4aALBq1SqsX78eNTU1GDt2LPbs2YOXXnoJI0eObMzNICILxFBHRNRITpw4gaCgIPj5+QEANBoNunfvjk8++QTdunVr4tIR0b2Oza9ERI1kz549SEhIwKJFi+Dg4IBvvvkGjo6OiIyMbOqiEZEFYE0dEVEjqaysxJtvvon9+/ejpqYGUVFRmDdvHtq0adPURSMiC8BQR0RERGQBOKQJERERkQVgqCMiIiKyAAx1RERERBaAoY6IiIjIAjDUEREREVkAhjoiIiIiC/D/w2GKFKoJ58MAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_results(y=y_val, yhat = y_hat, n=1000)\n", "ee = compute_residues_autocorrelation(y_val, y_hat)\n", "plot_residues_correlation(data=ee, title=\"Residues\", ylabel=\"$e^2$\")\n", "x1e = compute_cross_correlation(y_val, y_hat, x_val[:, 0])\n", "plot_residues_correlation(data=x1e, title=\"Residues\", ylabel=\"$x_1e$\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Information Criteria plot" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Information Criteria')" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xaxis = np.arange(1, model.n_info_values + 1)\n", "plt.plot(xaxis, model.info_values)\n", "plt.xlabel('n_terms')\n", "plt.ylabel('Information Criteria')\n", "\n", "# You can use the plot below to choose the \"n_terms\" and run the model again with the most adequate value of terms." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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 }