{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [] }, "language_info": { "name": "python" }, "kernelspec": { "name": "python3", "display_name": "Python 3" } }, "cells": [ { "cell_type": "markdown", "source": [ "# Regresión Lineal\n", "\n", "## Curso \"Introducción al Aprendizaje Automático\"\n", "## Facultad de Ingeniería\n", "## UdelaR" ], "metadata": { "id": "1EgYgpHkMCDz" } }, { "cell_type": "markdown", "source": [ "La regresión lineal es el modelo más simple dentro del aprendizaje supervisado." ], "metadata": { "id": "HXOiEXUYLpOG" } }, { "cell_type": "code", "source": [ "%pylab inline\n", "import IPython\n", "import sklearn as sk\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "\n", "\n", "print('IPython version:', IPython.__version__)\n", "print('numpy version:', np.__version__)\n", "print('scikit-learn version:', sk.__version__)\n", "print('pandas version:', pd.__version__)\n", "print('matplotlib version:', matplotlib.__version__)" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Populating the interactive namespace from numpy and matplotlib\n", "IPython version: 7.34.0\n", "numpy version: 2.0.2\n", "scikit-learn version: 1.6.1\n", "pandas version: 2.2.2\n", "matplotlib version: 3.10.0\n" ] } ], "metadata": { "id": "CUDf7zMTLpOH", "outputId": "45e0122a-f454-495b-e77c-c5e7a3c3cf2f", "colab": { "base_uri": "https://localhost:8080/" } }, "execution_count": 72 }, { "cell_type": "markdown", "source": [ "Vamos a importar el [dataset de desempeño de estudiantes](https://www.kaggle.com/datasets/nikhil7280/student-performance-multiple-linear-regression) y muestra algunas de sus instancias. Es un conjunto de 10000 datos, con 6 variables de entrada y una variable de salida.\n", "\n", "Variables de entrada:\n", "* Hours Studied: The total number of hours spent studying by each student.\n", "* Previous Scores: The scores obtained by students in previous tests.\n", "* Previous Scores: The scores obtained by students in previous tests.\n", "* Extracurricular Activities: Whether the student participates in extracurricular activities (Yes or No).\n", "* Sleep Hours: The average number of hours of sleep the student had per day.\n", "* Sample Question Papers Practiced: The number of sample question papers the student practiced.\n", "\n", "Variable salida:\n", "* Performance Index: A measure of the overall performance of each student. The performance index represents the student's academic performance and has been rounded to the nearest integer. The index ranges from 10 to 100, with higher values indicating better performance." ], "metadata": { "id": "WP0zqLnLnYv_" } }, { "cell_type": "code", "source": [ "import kagglehub\n", "path = kagglehub.dataset_download(\"nikhil7280/student-performance-multiple-linear-regression\")\n", "csv_data=f\"{path}/Student_Performance.csv\"\n", "df=pd.read_csv(csv_data)\n", "\n", "dfx= df[df.columns[0:-1]].drop('Extracurricular Activities',axis='columns')\n", "dfy= df['Performance Index']\n", "print(dfx.head())" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "0hFVPsAqPK-X", "outputId": "e27de33a-7027-4bc2-d22c-08494a63248e" }, "execution_count": 73, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " Hours Studied Previous Scores Sleep Hours \\\n", "0 7 99 9 \n", "1 4 82 4 \n", "2 8 51 7 \n", "3 5 52 5 \n", "4 7 75 8 \n", "\n", " Sample Question Papers Practiced \n", "0 1 \n", "1 2 \n", "2 2 \n", "3 2 \n", "4 5 \n" ] } ] }, { "cell_type": "markdown", "source": [ "Se puede graficar los datos para ver relaciones entre las variables de entrada y salida." ], "metadata": { "id": "a9ysPEXiq-eb" } }, { "cell_type": "code", "source": [ "# Imprimimos los datos, utilizando subplot y scatter\n", "def plot_data(x,y):\n", " # set up the figure size in inches\n", " fig = plt.figure(figsize=(25, 4))\n", " etiquetas = x.columns\n", " for i in range(len(etiquetas)):\n", " plt.subplot(1, len(etiquetas), i+1)\n", " plt.scatter(x[etiquetas[i]], y)\n", " plt.xlabel(etiquetas[i])\n", " plt.ylabel('Performance Index')\n", "\n", "plot_data(dfx,dfy)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 267 }, "id": "SVcv-Hzb8KmV", "outputId": "9d7e71ad-8912-4251-e2fb-a81279d72d52" }, "execution_count": 74, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "iVBORw0KGgoAAAANSUhEUgAAB90AAAFzCAYAAACTnhmzAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAA1WtJREFUeJzs3Xl8nWWd///3yb40SZu2adI9lEobyioglUVFlooUUOfr4LDoiEULKgoK1BFKQag4LrggMBVRKMiMowKVEmVghMoUihSQmIpQ0oU2aWjTJmnWZvn9kV8LabbPObmvcy/n9Xw8eCgn77QXZ/vc933d1+eK9fb29goAAAAAAAAAAAAAAMQtze8BAAAAAAAAAAAAAAAQVky6AwAAAAAAAAAAAACQICbdAQAAAAAAAAAAAABIEJPuAAAAAAAAAAAAAAAkiEl3AAAAAAAAAAAAAAASxKQ7AAAAAAAAAAAAAAAJYtIdAAAAAAAAAAAAAIAEMekOAAAAAAAAAAAAAECCMvweQBD09PRo+/btKigoUCwW83s4AIAU1tvbq+bmZk2ePFlpadwbN1rUeABAUFDjvUedBwAEBXXeW9R4AEBQxFPjmXSXtH37dk2bNs3vYQAAcMDWrVs1depUv4cRetR4AEDQUOO9Q50HAAQNdd4b1HgAQNBYajyT7pIKCgok9T1hhYWFPo8GAJDKmpqaNG3atAO1CaNDjQcABAU13nvUeQBAUFDnvUWNBwAERTw1nkl36UCLmsLCQoo4ACAQaJ/mDWo8ACBoqPHeoc4DAIKGOu8NajwAIGgsNZ4NZgAAAAAAAAAAAAAASBCT7gAAAAAAAAAAAAAAJIhJdwAAAAAAAAAAAAAAEsSkOwAAAAAAAAAAAAAACWLSHQAAAAAAAAAAAACABDHpDgAAAAAAAAAAAABAgjL8HgAAAGHW1tmtW1dXa9OuVs0cn6dvnF2h3Kx0v4cFAACMOrt6dP/aTdrc0KoZxXm6eP5MZWWkqbunV+tqGlTf3K6SghydUF6s9LSY38OFA7zWQLDwmYwfzxkAIBmoN94Ly3MalnH6zdeV7s8884wWLlyoyZMnKxaL6eGHH+73897eXt1www0qKytTbm6uTj/9dL3++uv9Mg0NDbrwwgtVWFiosWPH6tJLL9XevXuT+F8BAEhVi+57QXNvqNT9z23Rmtd36v7ntmjuDZVadN8Lfg8tEKjzAICgW766WnOuf1w3P7ZB963drJsf26A51z+uRfe9oJNve0qfWvGcrnzoZX1qxXM6+banVFlV6/eQAyFKNb6yqpbXGggQPpPx4zmDl6JU4wF4i3rjvbA8p2EZZxD4Oune0tKio446SnfcccegP//Od76jH/3oR7rrrrv0/PPPKz8/X2eddZba29sPZC688EL97W9/0xNPPKHf//73euaZZ3TZZZcl6z8BAJCiFt33gp6orh/0Z09U1zPxLuo8ACDYlq+u1t3P1Kint//jPb19tby2sb3f43WN7Vq8cj0XFhSdGl9ZVavFK9fzWgMBwWcyfjxn8FpUajwAb1FvvBeW5zQs4wyKWG9vb+/IMfdisZh+97vf6fzzz5fUd9fc5MmTdfXVV+trX/uaJKmxsVGTJk3SL37xC11wwQXasGGDKioq9MILL+i4446TJFVWVurss8/WW2+9pcmTJ5v+7qamJhUVFamxsVGFhYVO/vsAAIMLY2uats5uzb2hcsTchpsWxN1qPqo1ya86H9XnEwAwOOtxRWdXj+Zc//iACfeRxCSVFuXoz9eeFvfxSlRrUljP5bt7enXybU8NuHh04L9Lib/WURfG43cEH5/J+PGcjc5Q28skKop1Pqw1Pqyor6kr6K899cZ7YXlOwzLOg/lZ4wO7p3tNTY3q6up0+umnH3isqKhI73vf+7R27VpdcMEFWrt2rcaOHXuggEvS6aefrrS0ND3//PP62Mc+Nuif3dHRoY6OjgP/3tTU5O4/BAAwpMqqWi1bVd2vcJcV5WjpwgotmFfm48iGd+vqanPu5vOPcDyacHJV56nxAJC64jmuuH/tprgn3CWpV1JtY7vW1TRo/qzxoxxxNIXlXH5dTcOQF48kXuuhhPX4HcHHZzJ+PGeJW766WivW9O92c8vqDVp0SrmWnF3h38ACLiw1Poyor6krDK899cZ7YXlOwzLOd/O7xvvaXn44dXV1kqRJkyb1e3zSpEkHflZXV6eSkpJ+P8/IyFBxcfGBzGCWL1+uoqKiA/9MmzbN49EDAEYS5tY0m3a1eppLRa7qPDUeAFJTvMcVmxtGV6Prm4e+8JDqwnIub30Nea3fEebjdwQfn8n48ZwlZrjtZe5+pkbLjTfZp6Kw1Piwob6mrrC89tQb74XlOQ3LOPcLQo0P7KS7S0uWLFFjY+OBf7Zu3er3kAAgpXT39GrZqmoNtsBs/2PLVlWrO5ElaEkwqTDL0xy8Q40HgNRjOa648dG/acUzb+qGR6p0z5o3NbkoZ1R/Z2FWYJvGRZqXdb6kwPYesOaiLuzH7wg+PpPxG5uT6WkuFXR29WjFmpphMyvW1KizqydJI8J+qXouT31NXWF67cNYozu7enTPmnfO/4L2vT4hP9vTnCsTxhjHacy5FJQaH9hJ99LSUknSjh07+j2+Y8eOAz8rLS1VfX19v593dXWpoaHhQGYw2dnZKiws7PcPACB54mlNE0Qb61s8zaUiV3WeGg8AqcdyXFHX1KFbVm/QfWs36+bHNui2ytdG9Xc+8MLmUf1+lIXlXP6E8mKVFeVoqJ0HY+pr7XlCeXHCf0eUhP34HcG3/zM5HD6T/T2xYcfIoThyqcCyvUxPb18OA4WlxocJ9TV1hem1D1uNXr66WnOuf1w3P/bO+d+c6x8PVicT6/bnfm+Tbr3nw/97QwJT4wM76V5eXq7S0lI9+eSTBx5ramrS888/r/nz50uS5s+frz179ujFF188kHnqqafU09Oj973vfUkfMwDAJmytaQ5W19QxciiOXCqizgMAvJLI8cJorwls3R3MY5QgCEuNT0+LaenCvj39Dr6Wtf/fly6sUHqa31e6giHsx+8IvvS0mM49avi9a889qozP5LtYt0oZ7ZYqUcJzNjphqfFhQn1NXWF67dPTYpo3ZfgbYeZNKQxEjQ5Ce3GLnXtt14ytOVd2thjHacy5FJQa72tPvL179+qNN9448O81NTV6+eWXVVxcrOnTp+srX/mKvvWtb2n27NkqLy/X9ddfr8mTJ+v888+XJM2dO1cLFizQokWLdNddd2nfvn364he/qAsuuECTJ0/26b8KADCSsLTQGcqE/HTVNtpyqYw6DwAYSXdPr9bVNKi+uV0lBX2rI+K9WONHG8OyFN9CJio1fsG8Mt150bG68dFq1TW9c0GztChHSxdWaMG84ScAU0nYj9/95sV3XdR19/Tq0VeG37v20Vdqdc2CuTx3/7/p43I9zaWCkVZqxpuLoqjU+P06u3p0/9pN2tzQqhnFebp4/kxlZQRnHWJxru2Y0ppDf0Guv2E6turs6tGTG+qHzTy5oV6dXT2+fr6s7cWvPnOO798DYWnZH5ZxStKM4jxPc4nyddL9L3/5iz70oQ8d+PerrrpKkvTpT39av/jFL3TNNdeopaVFl112mfbs2aOTTz5ZlZWVysl55wV84IEH9MUvflEf/vCHlZaWpk984hP60Y9+lPT/FgBAHMLSQmcIrZ229XHWXFRR5wEAw6msqtWyVdX92iqWJTDZub/dYV1je9K62sWCepCSJFGq8S9t2a0dTf1XENU1tuulLbuZdH+3kB+/+8mr77qoG6nNrvROm935s8YnaVTBNtV40diaSwVvGVe3WXNRFKUav3x1tVas6b/i9ZbVG7TolHItObsi6eMZzN93NJtzpxw20fFooiXw9TdEx1bxtO2+9JRDkjOoQYRlnNI757DDHfsEoWV/WMYpSRfPn6lbVm8Y9j2QFuvLueTrpPsHP/hB9fYO/QzEYjHddNNNuummm4bMFBcX68EHH3QxPACAI2FpoTOUXS37PM1FFXUeADCUyqpaLV65fsAkeV1juxavXK87LzrWfDFsf5vwxSvXK6bkbCe3PcW3kIlKjd/ffvJgvdKBx4NyUd5vYT9+94uX33VRF6Y2u0Ex0k0K8eZSwZbdbZ7moijqNX5/i2kpGDV+627bDR7WHPqEof6G6dgqKG27vfr7/R6n9M62OoN9T+0XhG119m8tMNyxRFC2FsjKSNO04lxt3jV0DZ9WnOu8y0FweqkAABLS3dOrtRt36ZGXt2ntxl3qHumWvgAYk2Fru27NJdu4XNu4rDkAAFJJd0+vlq2qHnRyfP9jy1ZVx3VMs79N+KTC5LS1mzQmMyl/D9yxtp/s7OpJ0oiCbWyO7T1vzaUCF991UTY21/geM+ZSwTRj23hrLhVMHWt7Lqw5BFOYanxQ2iFHSVjqL227vTep0NaK35pzybqtjt/v03i2FvBbW2f3sBPukrR5V5vaOrudjoNJdwAIscqqWp1821P61IrndOVDL+tTK57Tybc9pcqq4Yu23+545o2RQ3Hkkm1Pa6enOQAAUslILYR79U4L4fgl56LE68ZWoAiueNpPQnpiQ52nuVTg9rsuev5YbXvvWHOpYE5poae5VNAr26SANYdgClONv3j+TI20QDQZ7ZCjJCz1d3/b7qFe/piC1bY7DO/Tlzbt9jTnUjzb6vgpTN+nt66u9jSXKCbdASCk9rdKOrhA72+VFOSJ99pGW2skay7ZWvbZLuhbcwAApBIXLYT3HxfVJante2M7F+PDLkztJ4Ngc4Ot1bI1lwpolx6fLcb3jjWXChqMN3lbc6lg2x7bcYI1h2AKU43PykjTh+eWDJv58NwS5+2QoyQs9Xf/FlnSwG3b9//70oUVgWnbHYb36VbjdirWnEtheZ+G6ft00y7bGKy5RPFtDQAhFJZWSUMpGZPhaS7Z8jNtB7zWHAAAqWS0rRQ7u3p0z5o3dcMjVbpnzZtq6+we8rjIlcIcTqXDjrbM8aElc/wKsm1t0K25qJs53taS1ppLBbTkj9/ksbaWwtYcgiksrbClvut7Vduahs1UbWsK7PW9IJqQb/v8WnMu7d8iq6Qgq9/jJQVZgdh3fr+wvE9LC7NGDsWRc6k4zzYGa86V0gLb58Sac2lGse08xJpLFFcKACCEwtIqaSjFebaL7dZcsln3qQnCfjYAAATN/laKwxmqleLy1dWac/3juvmxDbpv7Wbd/NgGVSytHLE1n9d6ue4ZerRljpP1Tc+H44AHn9/kaS7qvnF2hae5VEBL/vilGS+FW3MIprC0wpbC02I6VKzrXwKyTualLbv19t7+HUne3tupl7b43wJ9v7C8T9OML6o159Lf62zblVlzrrxofB9acy6dMbfU01yiOIIAgBAKSwuaoWxvtrVqs+aSrb3b2xwAAKkkPS2mc48aftXGuUeVDWiluHx1te5+pmbAnnJ+zPE1d3BjXdjRljk+bxlvbLHmUsHWPcYWp8Zc1OVmpWukrrQZaX059KElf/ze2mN7Lqw5BFNWRprmTRn+prl5Uwp9b4Uthf/6XhDt3Gu7lmjNuTTU+U1Pr3T3MzVa7njvaauwvE+3G7cas+Zc2rrb1uLcmnPlLeNxqjXn0p72fZ7mEuV/ZQEAxG1sjrGNnDGXbJMLjS3djLlkSzNe3LfmAABIJd09vXr0ldphM4++Uqu2zu4DbeTvfvoNrVhTk6QRjqwoN5hb4MCOtszxob18/MoKbe8day7q3m7q0EiNwrp6+nLoM6nA9t6x5lLBSJ124s0hmDq7ekytsIPQnXDCGGMrdGMuGbp7erV24y498vI2rd24y/eW4gcLyzXTzq6eEc9vVqyp4X0ah9ICY3t5Y86lKWNtdcaac6XM+FxZcy7lGDsYWHOJ4koBAITQExt2mHMfmFPieDTxsx6OB+uw/R3W++Hc3jcHAEA4WdsTViytDGyn6kNL/N8DFKMTT1vmDxwWvOPpZOs1Hplbc6kgFrOtc7Hmou5jP/2zOffn6z7seDTh8H9v7PI0lwperxt+IjbeHILp/rWbBqwcPlhPb1/u0lMOSc6ghhKyC2SVVbVatqq637F8WVGOli6sCMz+409ssB3jPbGhztdrprxPvfeWcVW4NedSzDjxa825sqfNuHrcmHPppsoN5txZR092Ng6O7AEghDY32A4OrLlkqzWuTrDmAABAeFjbDgZ1wl2S6vd2+T0EjBJtmeOzzdgy0ppLBdsbjS1Ojbmoa2ixXay15lLBnjbbfmbWXCqoa7ZtGWLNIZjCdM1sZ4uxFbox51JlVa0Wr1w/4ObZusZ2LV65XpVVw3eySpbNxmM3a84V3qfe29ViO0ez5lwKy3YnO4z10JpzabfxGNGaSxST7gAQQlONrc6suWSbmG9rtGLNAQCA8JiQH5z2mImaMjb8/w2pLiwtHYNisvE9b82lgsnGlt7WXNSNNW7bYc2lgrG5tsu61lwqKBlj+7xZcwimaeNsHYmsOZcKM23fadacK909vVq2qnrQhcz7H1u2qjoQrebDcow3o9j2/rPmXApLy/4SY4tza86lyYW2958150qZcetXa86lghzb8Y41lyiOugCkvKDvRTSYHcYVYtZcsr24ebenOQAA4L/Orp4De7Dfs+bNfvsPvvtnjwdkFcxoHDej2O8hYJTC0tIxKNKMl4+suVSwu922isqai7pZE3M9zaWCrHTb582aSwXWb3S++cNtTmmBpzmXHvjLFk9zroy0PVSv+raHWlfTkLxBDaG+yXYt1Jpz5eL5M5U2wpdNWqwv57d4Wvb76aHL3u9pzqUtxhb31pwrl39wtqc5l/YaW9xbc4ni9lAAKS0MexENZpuxBaE1l2zW60pcfwIAIByWr67WijU1/fYlvGX1Bi06pVySBvws7OrYAif0wtLSMSh4vuK3o8nYjtOYi7r6FlsLdGsuFexp7xk5FEcuFezYa7vQbs0hmBpabd+r1pxLW3fb6qY154p1eyhrzqWwXDPNykjTolPKdfczNUNmFp1SrqwM/2+cCkvL/uIxWZo4Jktv7x36sz1xTJaKx/i/0j0sn/2WfbaL89acS+3GQ0RrLlH+f2IBwCdh2YtoMNPH2e7ut+aSLTfTVn6suWSzDiugwwcAwFPLV1fr7mcGTqr39Ep3P1Mz6M/CLghtHjE6M8fbXkNrLup4vuI32bjVlzUXdWE/x/VDmNroBgWfy9RQUmB7/aw5l8Ly3cdzmtrCdBx49PSxo/p5soTlOQ3TZz8/O93TXKKYDgCQksK0F9Fgbv3YkZ7mku3nF5/gaS7Zbjl7rqc5AADC5N1b86x57W2tWDP06oyo+tgxU/0eAkbpq6cf5mku6q4wtoy05lLBd//paE9zUfe1M+Z4mksFP77gvZ7mUsEPPnmMpzkE0xFTijzNuRSW63uHTbK14rfmXLpx4TxPc650dvWMeB61Yk1Nvy27/PLl097jac6Vts5uPVFdP2zmiep6tXX63zXn2gW2a8bWnCth+j594LPzPc0likl3ACkpTHsRDeZHT/3D01yyXfbgC57mku2a32/wNAcAQFhUVtXq5Nue0qdWPKcrH3pZF9+7LnKr2C2u/c0rfg8Bo/SD/3nN01zUXfHgi57mUsHnV9rOZay5qPt///Gsp7lUcOl96zzNpYKv/tdLnuYQTLdV2q7FWHMuheX63qL7bLXKmnPpyw+t9zTnyv1rN414HtXT25fz2zd+91dPc67curra05xLr25r9DTnSpi+T6/+b1vttuYSxZ7uAFJSmPYiGsymXa2e5pKtpcN2R6E1BwAA3Nu/NU8KzrEPsMXnvfUwemE/nk627cPcsJxILhXUN9v2Crbmoo5zxPg1tNj2HbfmUgHfZakhTDU+LGMN02cnLGPd3GB7Ta05l6znPn6fI4Xl8ySFZ24iXM9pMI69WekOYNTe3WJ07cZdgW3J/m5jczI9zSXbNOO+Q9ZcsmXGvM0BAABvdXb16J41b+qGR6p0z5o31dbZPeTWPKmorJD9ccNuyljbvoPWXNRNMu4Jbc2lgvF5tv0irbmoy88y7sNpzKWCMVm2E2ZrLhVMKrBd47HmEExTx9quhVlzLk0vNu4/bsy5UlaU7WnOpRLjsYg158oU4/vPmnOpdIztO9Gac6W0yPaaWnMuhWVuIkxzEOPzbWvMrblEsdIdwKhUVtVq2arqfq3ay4pytHRhhRbMK/NxZMN7YkOdOfeBOSWORxO/6ePyPM0lW7txOyJrDgAAeGf56mqtWFPTr93ht1ZvUC8z7gc0smow9GKyTUJZc1FXmGe74GfNpYJp4/O1cdfIq5Omjc9PwmiC74gp+Xr2zSZTDn3qW7o8zaWCcbnZkpqNOYRVr2wXk6w5l86sKNUDz2815fx0xamH6tKVI28hc8WphyZhNMMbl2s7FrHmXLEeYQbhSPStPbbV1tacKxt37PU059ITG3aYc37OTUwvNs5BGHMu5WfZ1phbc4lipTuAhO1vMXrw3uh1je1avHK9KqtqfRrZyDY32NrdWHPJtr3J2CrJmAMAAJD6JtzvfqZmwP6CTLj3V7eXdtBh99Ye23G+NRd1O5ps73lrLhXUGp8Lay7qdrbaCo01Bwxme3OHpzkE07Y9ttfPmnNpT5vtRk5rzpW9XbatPaw5l2qNraOtOVfCdCy6y3jDsTXnSpiOvcKyvUBYtmuQpLdbbN8/1lyimHQHkJDunt4hW4zuf2zZqurAtpoPU6upwRRm2r6+rTkAAJCa3r1N0Jp/vK0Va2r8HlIo0A46/CYX2lYxWnNRNynf2JLZmEsFpca2tdZc1JWOsX2vWnOpIEyrJINifLbtGok1h2CaNs62NYw151J2uu29Zs25Uphta5hszbkUlvo7tch4bdqYc2misW28NedKmfG43ZpzaXKh7fvHmnOl1PhcWXMujcu1fU9ac4niCAJAQtbVNAxY4f5uvZJqG9u1rqYheYOKQ4+xhZQ1l2w/X7vZ0xwAAEg9lVW1Ovm2p/SpFc/pyode1sU/XzdghTsGt3mXvysOMHr/2DFye+F4clFXtb3R01wqeGt3i6e5qNvWaFt1Zs2lgmljbRNG1lwqeG6z7TvKmkMwTR9n24bCmnPp5t//zdOcKw+ss11ftOZcemu37TjdmnOl13hHlDXn0rlHTfY058rlH5ztac6l13bY6ow158qLm3d7mnPp9XrbZ9qaS5T/tx4BCKX6ZlvLEGsu2bYbW0hZc8nWts92M4A1BwAAUsv+bYKYY09M6z6eubCrM7YUteaibm+n7bzCmksFu4ytK625qNu519aS1ppLBU0dtlpkzaUC6zcU32ThFqYtGXe3dnmac2XrbttzZc25tKvF9lxZc65sM7aNt+ZcetvYNt6ac6Vln+01teZc2tFse66sOVfe2mP7TFtzLlmnQVxPl7DSHUBCSgpsrU2suWQrybfdc2TNJZu10xkd0QAAiJZ3t4Nfu3GXaSufzq4e3bPmTd3wSJXuWfOm2jq7h9wmCDa5GQFYcoJRKR1jbD1qzEVdrrGjtzWXCoqNT4Y1F3VFObaTV2suFYzNsdUiaw6Iiol5ttptzbk0Ntd23dGac2WSsRW7NefSBOOxmzXnSmGWrf5bcy5NNG4fZM25EpbtGiRpgvH4z5pzJUwt+62n6K5P5YM5mwQg8E4oL1ZZUc6wLebLinJ0QnlxEkdlt7Zmj6e5ZAvKnVsAACB5KqtqtWxVdb/jr7KiHC1dWKEF88oG/Z3lq6u1Yk1Nv7bx31q9Qb3MuI/KhABcUMToFBkvClpzUWft7kAXiHfsbrV1SbDmom7zbluXOWsuFWzbY2zJb8wBUfHIX7ebc1864z2ORzO8QyfmanvTyN9rh070d1/vbcZW7NacS+cdOVnfe/J1U85P9/xfjTn3tY/MdTya4T36Sq0596XTD3M8mqHFs13DgiMGP39Olk0Ntg4G1pwre1psx13WnEtTx+Zok6HbxtSxbheJ+n9LB4BQSk+Lqat7+Bndru4epacF847qPa221izWXLJZGxDSqBAAgGjY3w7+4Bse6xrbtXjlelVWDbwQsnx1te5+pmbAPu1MuI/enjbubAy72ibbJJQ1F3XWuXTm3N/RYnwyrDngYHwugcHt3Gur3dacSzuMW4xYc66EpWW7JL1tvJnNmnOl3fjlbM259Lbxs2LNuRKW7RokqdW4Us6ac2WHcVsfa86lPe2270lrLlFMugNISGPrvhEL6dt7O9UY0EnrMcYFK9Zcslm/vPmSBwAg/Lp7eodsB7//sWWrqtXZ1XOg9fyaf7ytFWtsqycQvzFZ/l/8wuiUFNgO9K25qMs03kttzaWCPONbx5oDDsZ1AWBwE4xdaqw5l0qNFx6tOVfGGbepsOZcKsywfetZc65Yu8YHoLu8xhm3drHmXCkwdji35lyyblfm97ZmJcbvHmvOpeI849ZOxlyiOO4CkJDP/mKdp7lks94KEMxbBmTeg5XLwQAAhN+6moZht/TplVTb2K4Tlz+pT614Tlc+9LIu/vm6ASvc4Z1tjf6vjsDobNyx19Nc1E0ea7s6ac2lgi7jwiRrDjiY9a3DW+wd1q1xfd5CF6N09IyxnuZcemvPyK2Q48m50thu+yax5lz6j2dtNx5bc67MnjTG05xLHd22E0trzpVO4wJma86lmRPzPc250huzTfpbc25Zx+B2rEy6A0jI9mEu/CaSS7aWDttBoDWXbEy6AwCQOuqbbcdTDS3+t8hMFRxjhd+eNmP7QWMu6sJ0sT0o2oztYK05AKPXafyKsuYQTDuMW8NYcy7tarEt97HmXNlrnKW05lwKy+c8TC37w3Lc3GJ8Ua05l8Ly+r/dbNxawJhzqcG4bYA1lygm3YEA6Ozq0T1r3tQNj1TpnjVvqjMEt7qXFdlWMFhzyZZn7HtozQEAAHipu6f3QKv4+qZg3sSYyjhCDL+xuRme5qKuyNgu1JpLBbTkB4Iny/h5s+YQTDOK8zzNuTQ+33acYc25UpBt+/utOZesI/B7pBOM7bitOZcKjF+K1pwrucanyppzaVJhlqc5V8bn21q/WHMuFRm3t7DmEuX3dwuQ8pavrtaKNTX92n/esnqDFp1SriVnV/g3sBFc8YFDden9L5pyQdRqXMFuzSVbuiTLvYP+lzsAABCvyqpaLVtVPWxLefjrnIoSv4eAUZp/aLF+s77WlIO0bU+Hp7lUYD2VDOgpZ9LFZOsiwlwoRoPPZWo4Y+4krXx+iynnt3zjht3WnCsVpfla8+YeU85v2ZlSl6ExQLbPE687jTdWW3MuxdJt1deac6Wl3dY9yJpzaXZJgV7e2mTK+Wn7bmO3Y2POpaB0OWHSHfDR8tXVuvuZgfvH9PTqwONBnXjfu8/YVsiYSzZrB7+gdvqzPqvBfPYBAMBQKqtqtXjletqXB9yefVyND7v6ZlubVmsu6rqMX0rWXCpgS7D48HwhGazVmyofbnvabbXbmnPpbWPraGvOlfpW2xVGa86lduNTZc25Eqate5rabGOw5lyxvqT+N+yX6ppsN6pac67sNbbit+Zc6jB+/VhziaLvF+CTzq4erVgzcML93VasqQlsq/l045muNZds1vtDg7pS3PrlzZc8AADh0d3Tq2WrqplQCIGJeQHoSYhRmZBrO9K35qIu03hiYc0BB8swLo6z5oDBcC0lNYzJsNVua86lCcZtbKw5V0rzbce+1pxLeVm2T7A150qBscW1NedSQbbtubLmXAnT9f6JxnMMa86VMG3Rm208SLTmEsUxBOCT+9du6tdSfjA9vX25IPrGI696mku2MN35NhjuzgYAIHrW1TTQUj4kntiww+8hYJQqN7ztaS7qeo0nFtYccLCY8Y4zaw4YDNdSUsMdz2z0NOfSP+r3eppz5fW3bX+/NedSca5tysuacyVm3DDFmnNp515bVwhrzpUM40tqzbn0+IZ6T3OuWN99/r9LpUMn5HqaS1QA3l5Aatrc0OppLtlajH04rDkAAIBUV9/MhHtYtNJePvTaja+hNRd1bG8F18J+YzyA4LDexBqEm12tHZn97ty8p81W4a05lxo7bNN/1pwrTca28dacS2E5DgzL50mS2o172lpzrrQY/35rzqVdxu0NrLlEMekO+GRyYY6nuWTLNfYNtOYAAABSzd72Li365Qs66/ZntOiXLwSixSVsculvHHrZxo+bNRd1WcbnwZpLBWFaGRQEPF8AvFJSkOVpziVrR2a/OzcXGlucW3MuFWbbJv+sOVeKcmwHTdacS2F5n4apvXxYzkUKsm1bW1hzLk0cY9vewppLlP/PBJCituy2rWC35pJtZnGuqupaTDkAAAD0d+5P1uivbzUd+PfX6pr1hM+t42A3c3y+30PAKHUal+JYc1HXY1wQYs2lgnHZUkOHLQfafiM50mVbiRmECRkkblyubULFmnNp3JhM7WgeuSX3OMeTRCMLz61Ru42rWK05V1o7ba3YrTmXZk8ao+q6kbcOmD1pTBJGM7Qwdc3JzoipvXvkGz9c7z8+korSXK15c+T3YEWp/3NALR22V9aaSxRLUAGfbN3d5mku2XYZ2wVZcwAAAKni4Al3hM+utiBcqsFoMMEXny7jYjBrLhW099im7aw5AKPHd39qqG3u9DTnUrOxdbg150qYWqG3GnuHW3OuWE8ngnDasds4CGsO4Xn961ttB/fWnEu7WmxPljWXKCbdAZ9MG2e7+8eaS7YJebYLA9YcAABAKtjb3uVkwj2mIKwrSR2TAtCOFKNjvRjCRZM+4VnfFhyZPbYb0K05AKNnbflKa9hwKx1jO06z5lwqzLEdaVhzrhRk2yq8NeeStSeA370D8o292K05l8YbW9xbc5By0myT1NacK6XGLhvWnEtjc23fk9Zcojh/RGR09/Rq7cZdeuTlbVq7cZe6e/y/u2Y408fleZpLtl0tttY21hwAAEAq+Op/vuTkz+2V9JUPz9bUsTnKy+Rih2uFef5fVMDoWM8Wg31WmTysDo1fo3Eu3ZoDDpZvvKprzaWCMLUeRuL+UW+7wdWac2liQY6nOVf2GtsxW3MudRnnqK05VzqN7YGsOZfe2DnyFrPx5FyxzqU6nnM1sU6Z+D218taedk9zLjUZ2wJYc4nixj1EQmVVrZatqlZt4zsf7rKiHC1dWKEF88p8HNnQtjfZvoisuWTbY2wbb80BAACkgi0Otw76wZOvO/uz0d+OJv/bkWJ0mHQHEHb7YjFZvqX6cpD47k8Vjca9uq05l3YaZ9SsOVfajXNU1pxLXcaX1ZpzxbKfdzw5lzqMl/etOVc6jU+VNeeS9anye2YlTAsv9xq3jLDmEhWAezqA0amsqtXilev7TbhLUl1juxavXK/KqlqfRja8GcW2FezWXLIV59tW91hzAAAAqWC6ceugrHQukAeZ9XVEcFk/YnwUgeRgy4f4FebY1lJZc6mA7/7UEKZrlpOLbCvYrTlX8rNtnbSsOZeyjR9ga86VMD2nuZm26mvNuRKm59T6VPn8lKrEuK2aNedSUI6LOFZFqHX39GrZqupB70Dd/9iyVdWBbDX/0SMme5pLtu+cf5SnuWT71kfe42ku2a764DRPc8kW9uf/pgWzPc0BAKLt3dsg/cvx002/8z9f/aDeU5KvsbmZmjXB34tsGOjGhfP8HgJG6QfnHeFpLuq+f+7hnuZSwa1nH+ZpLup+/i/HeZpLBTeeOdfTXCpYtsB2jcGaQzD9x0XHe5pz6dbzj/Q058pPP/leT3Mu3f3PtjFYc6786OPHeJpz6ecXn+BpzpWfXWT7+605l3592Ume5ly56RzbuZA159Ltn7B9Vqy5RDHpjlBbV9MwYIX7u/VKqm1s17qahuQNyuiSnz/naS7ZLv7l857mku2bj//D01yyff9PWz3NJVvYn/+llbb2vdYcACC6KqtqdfJtT+lTK57TlQ+9rH+97y/KSBt+VUVWekynfvd/9Y/6Fu1p26eNO4O53VAq+/JD6/0eAkbpyw+/6mku6r6+6m+e5lLBN1a/5mku6r7825c8zaWCL/7ur57mUkHYr0XA5rKVL3iac+nCe9Z6mnPlX1eu8zTn0qKH/uJpzpXPPmj7+605ly570PiZMuZc+Zzx/WfNuXTH07ZrxtacKxfea5ubsuZc+vT9ttfVmksU/YUQavXNtguQ1lwy1Tfb9oG05pLNup1MALadATzHPnAAAIv92yAdXA+6RujC1MkBVOBtH+bGXyCKOP+Day3GjWCtOQCpq8G4t7A151KTcRN0a86VfcYtkK05l8IyVutfH4CnNDQ1OizjlKQtu9s8zbkSpnOAoIyVSXcc0N3Tq3U1DapvbldJQY5OKC9W+gircPw2IT/b01wyjcvL0J62kQ/uxuXxMQUAAEim4Y6Lh/rZwY+/d8a4IbdBQvhNGuP/HqAAECVpvZLlEngahRXACMZkSa2G+fQx/m9BrNwMqdPw5Zfr8+XhdNm+o/3fKTtcYw2LnHSpxXDfR47PT2pORkwt+0Y+UMjJ8H/Oa0Juhiy9jib4/eFH3HjFIKlvFc6yVdX9WrWXFeVo6cIKLZhX5uPIRmD9fvT/e3SAPS0dnuYAAAAwesMdF0sa9GfnHlWmR1+p7fd4cX5mIFbPwI2xAbypFwDCzFoxqawARtJqXMJszbmUFkuTZYq4L+efMVlSo6EZaxBuZAjLdEFMtg6Zfo9TksbkZqileeRZ9zE+TxB3dtnuzLPmXFq3ebenOVcm5qfr7ZaRv6Mm5nMby35MumPItpd1je1avHK97rzo2MBOvO/ca5uQtuaSyXLXVTw5AAAAjM5wx8VfWDn4Ht61je26+5maAY8z4R5ttU3BO78AAACA1Ga8lmrNudRinPi35lxp67ZNEffl/GVtHO53g/EwbV3Z3G4bhTXninUuPQBz7qHZBqHFuPOxNZcK/L1FCr7r7ukdsu3l/seWrapW9wj7TvolzO3ls4090aw5AAAAJM5yXAzsN4E7+QEAAAIp2zjjYc25FJbrw7nGnZWsOZesncP97jBuffsF4G2q/AzbzK81h/B0ZCjIto3AmksFQfjMwkfrahr6tcE8WK/6Vu+sq2lI3qDiEZZvp0G0GvZBiScHAACAxI10XAy824ubG/0eAgAAiFOILyMiDu3GJczWnEvNxuZY1pwrTcYVzNacS9YGBn43Oig0TlJacy7t6bA9WdacK2HqHhCWsbZ02CanrLlUwKR7iqtvtl1YtOaSLczt5buN35jWHAAAABIX1ONdBFNHEHoSAgCAuIRlkgOjY11ry5pcOz473gvTgrywtEKH99qM7z9rLhUw6Z7iJowxtmc35pKtMCvD0xwAAABSU3Felt9DQIjkZvq/4gQAAAADhaltN1JXfqbtHWjNuWQdQgCGCo+lG++kseZSQaA/Bt3d3br++utVXl6u3NxczZo1SzfffLN6e995BXt7e3XDDTeorKxMubm5Ov300/X666/7OOqQCfltag+8sMXTHAAgeajzAILk73XNfg8BIXLMtEK/hxBo1HgAAKIr6HU+J93bnEvWZWIsJ7MLy00XHfts+xtYcy7lGt+A1hzCo9PjnEtB2ULG7++WYd12222688479ZOf/EQbNmzQbbfdpu985zv68Y9/fCDzne98Rz/60Y9011136fnnn1d+fr7OOusstbfTHtJiZ4uxPbsxl2xbd7d5mgMAJA91HkCQbN3d6vcQECI7W+mdOBxqPAAA0RX0Ot9hPEyz5lyyTqf6P+0aHmHZXiBM79P2bts0pTUHuBCU9cWBvvfk//7v/3Teeefpox/9qCRp5syZ+tWvfqV169ZJ6rtj7vbbb9c3v/lNnXfeeZKk++67T5MmTdLDDz+sCy64IKnj7e7p1bqaBtU3t6ukIEcnlBcrPS3YXzTFubY2mtZcspXkZeg1Yw4AECxhq/MAoqezq0f3r92kzQ2tqt3DTZqwK8nn/GI41HgAAKIr6HU+O922D3Z2AFa6p8ekLsMMUHqwpxgCJV22mxT8fvmz06RWw0CzA7BsNjdD6jSM1e+V7mmy3UwRgKcUDsRkm1BP6ZXu73//+/Xkk0/qH//4hyTplVde0Z///Gd95CMfkSTV1NSorq5Op59++oHfKSoq0vve9z6tXbt2yD+3o6NDTU1N/f4ZrcqqWp1821P61IrndOVDL+tTK57Tybc9pcqq2lH/2S79fYetjaY1l2wvb2v0NAeEBe2nEAUu6ryLGg8gmpavrtac6x/XzY9t0H1rN+uJDfV+DwkhUl0bzPOjoAjTuTwAAIhP0M/lszNs06nWnEuWCfd4cpDyjGsHrTlX0oyLNa05l5o7bG9Aa86V3Ezbc2XNIVyCsg1CoOdjrrvuOjU1NWnOnDlKT09Xd3e3brnlFl144YWSpLq6OknSpEmT+v3epEmTDvxsMMuXL9eyZcs8G2dlVa0Wr1w/4C6KusZ2LV65XndedKwWzCvz7O/zkrWNZlDbbbZ22vqrWHNAWNB+ClHgos57XeMBRNPy1dW6+5kav4eBEGvu4ChrOGE5lwcAAPEL+rl8yz7bdWBrDuHS0W1b79rhcyv0NuOdFNacS2Fp2d9ufK6sOYSL9RTd9al8oFe6/9d//ZceeOABPfjgg1q/fr1++ctf6rvf/a5++ctfjurPXbJkiRobGw/8s3Xr1oT/rO6eXi1bVT3o1/j+x5atqlZ3TzA/yCVjbLd0WXPJlmO8bcSag531sIT7xtyw3ovr/z27wNBc1HkvazyA4Onu6dXajbv0yMvbtHbjroSOsTu7erRiDRPuGJ38zECfSvsuDOfyAAAgMUE/lw/KascosR75BuEIOdO4Y7M154q1bXwQ2stnGC/wW3OuWLeMCMLWEvBeUDoDB7q0fP3rX9d11113YJ+XI444Qps3b9by5cv16U9/WqWlpZKkHTt2qKzsnZXkO3bs0NFHHz3kn5udna3s7GxPxriupkG1je1D/rxXUm1ju9bVNGj+rPGe/J1eeurvtjaaT/29Xl/88HscjyZ+Lfu8zcHOelgSzNtNws+wNVVcOcAPLuq8lzUeQLBUVtVq2arqfsfeZUU5WrqwIq6uUvev3aSA3g+LECnMC/SptO/CcC4PAAASE/Rz+Y59toN9a86laYUZ2to08tW7aYX+Hntmp0ttlv3HAzCZ2WJcxWrNuRKmLqaTCzO0pXHk9+lkn9+nrcYL4dYcwsW6u4HrXRACcJ/M0FpbW5WW1n+I6enp6unpa1RRXl6u0tJSPfnkkwd+3tTUpOeff17z589Pyhjrm4eecE8kl2y1TR2e5gAAsApDnQcQDPu3czr4Ztf92zlVVtWa/6zNDcHcNgnh0tjmd/PEYKPGAwAQXUGv8x3GwzRrzqXmfbalwdacK9adW9nh1a7TOJtuzbnU1Gl7/1lzQJQF+vb8hQsX6pZbbtH06dN1+OGH66WXXtL3v/99ffazn5UkxWIxfeUrX9G3vvUtzZ49W+Xl5br++us1efJknX/++UkZY0lBjqe5ZBufl67aRlsuiGw7tNDiHACCKAx1HoD/RtrOKaa+7Zw+8J4SPfj8Zm1uaNWM4jxdPH+msjLStLe9S1/9z5e0ZXebpo/L1THTxib3PwCRNLEgmNtvBQU1HgCA6Ap6nU+XrfNjEK52F2RKe9psOT/lZqRp776RZ9RzMwK9xjNQstJsN35kBeApzc/sMb1P8zO568KKea3oCvSk+49//GNdf/31uvzyy1VfX6/Jkyfr85//vG644YYDmWuuuUYtLS267LLLtGfPHp188smqrKxUTk5yJrlPKC9WWVHOsC3my4pydEJ5cVLGE69NOw3flnHkko0W5wAQXmGo8wD8Z93OqWJppXrfddB3y+oNGp+fpbf3dh547LW6Zj2xwba9EjCcaz58mN9DCDRqPAAA0RX0Oh+mLRm3Ndn2RLXmXGk1TLjHk4P6nbt6kXNpW5Ntub01B+a1oizQk+4FBQW6/fbbdfvttw+ZicViuummm3TTTTclb2Dvkp4W07wphcNeCJw3pVDpacG8J6Wty1YIrTkAAKzCUOcB+M+6TdPBFyN6etVvwh3wUmsv50fDocYDABBd1HnvWI8o/T7yDMs4w2SfcTbVmgMQDAFoThFunV09enKE1TJPbqhXZ0AnrXMybDcDWHMAAACAl4K6TRNSW2FWoO9fBwAAQAhYJ2eYxIke63QL0zJAuPB9PUr3r92knhHuNurp7csF0Zgs2+411hwAAADgpf3bOXGtAUHywAtb/B4CAAAAQs66X3cQ9vUOi7DcyMBKdyCa/P5uCb3NDa2e5pKtudP2rW3NAQAAAF5KT4tp6cIKSWLiHYGxdXeb30MAAABAyDHx6j1a4QPwE5Puo1RakO1pLtkKsrzNAQAAABbdPb1au3GXHnl5m9Zu3KXud7WPOvhnZ1SU6s6LjtWkwv6t5gtyaPENf5SOyfR7CAAAAAi5LONdxdYcpHTjc2XNITx47REEXKUapRe3NHiaS7bG9m5Pc7CLSbLcpEgNAAAAUVNZVatlq6pV29h+4LGyopwDK9oH+9m5R5Xp4KOnNNPRFOC91+ub/R4CAAAAQq7NuNzamnMlTbaV4UFY4TkuJ6adbSOfJ47L8feqe5ie07AIy2uPaGPSfZTe2tPhaS7ZOoxz6dYcAAAAMJzKqlotXrl+wHR5XWO7vrBy/aC/U9vYrrufqRnwODeGwi97/L7yCQAAACRJmFq2t3alSRr5PLEv558wPadhEZbXHtHm6burtzf1VppMyEv3NJds1lEFc/ThZv3wUQIABEEq1ngA3uvu6dWyVdWDrk/nWwZhUpgdrdUR1HkAAKKJGg8vZBoPfa05lwqMx+nWHMIjJ812i4I1ByQi7vm8z3zmM2ppaRnw+KZNm3Tqqad6MqgweXVbk6e5ZOvyOAc767os1m9hMOz5BBeo8QBcW1fT0K9tPBBWudnh29OdOg8AQDRR4/ubkGub8rDmXArLoqx9xns3rDmXWowte605hEdDh+0NaM25ZL1kz6X98In7+/qVV17RkUceqbVr1x547Je//KWOOuooTZgwwdPBhUFLp+2uGGsOACzCdLCL8KDGA3CtvpkJd0TD7tbw3ZZMnQcAIJqo8f21dtmmqaw5l2gx7r22LtvFUGsOcMH67uNdGj5x7+m+bt06feMb39AHP/hBXX311XrjjTf0+OOP6/vf/74WLVrkYoyBlp+dribDXpL52TRoB+Cd3Mw0te4b+ZA7N9Pve2GjKT0mdRuOetL9P3+LCzUegGslBTl+DwHwRElBlt9DiBt1HgCAaKLG91ecn6nWPSNfry/O979zUXZ6TB2GC0zZPl9gCtN1MOZrvJeZJhkuQ4vL0HY8p9EV90uWmZmpf//3f9d1112nb3/723r44Yf1xz/+MSULuCR956NHeJpLtp987EhPc8n2jdPLPc0l000LZnuaS7bvLqzwNJdsYX7vSNI3Tj/U01yyff/cwz3NJdsPzrN9p1tzQUGNB+BCW2e3rn/4VV18z/P6/V+3qbQwmxZpCL27Lzre7yHEjTrf3yePLfI0F3U3nDnL01wq+OIpkz3NRd3XPjTd01wquPzkMk9zqeC8ebme5oKCGt/ft8+1Xce25ly65ey5nuZcuePjR3uac+m759heV2vOlR+db7tmaM25dP2ZtvkJa86VG8+yXQe35ly67RzbNW9rzpW7PnG0pzmXvvWR93iaS1Tck+779u3T1Vdfrdtuu01LlizR/Pnz9fGPf1yrV692Mb7A+8JvXvY0l2xXPvxXT3PJduv/1HiaS6YbKl/3NJdsX19V7Wku2cL83pGkbz7+D09zyXbVo3/zNJdsX374VU9zQUGNB+C1Rfe9oLk3VOr+57Zozes79cDzW1XX1KFesTcZwu1r//2y30OIG3W+v/9a3+hpLupu+uNGT3Op4Cdrtnuai7rv/u8WT3Op4Kd/rvU0lwoeqWrzNBcU1Pj+Lrlvnac5l75mvG5qzblyuXFuw5pz6bL/fsnTnCtffcR2zdCacyks8xg3/uENT3MuheXa+FWP2uYFrTmXgjJfEnd7+eOOO06tra3605/+pBNPPFG9vb36zne+o49//OP67Gc/q5/+9KcuxglHLG1h4skhdbDvCBA91HgAXlp03wt6orp+yJ9nZaSpo+udfmoZaTF19XDkgHDY3tju9xDiRp0HACCaqPH9sU+693hOvce8DMKgzdIDP45cKoh7pftxxx2nl19+WSeeeKIkKRaL6dprr9XatWv1zDPPeD5AuGVdYcRKJACIPmo8AK+0dXYPO+EuSR1dPTp2WqHKinL03uljNb98bHIGB3igODd8m+tR5wEAiCZqPADABetZb/jOjt2Je6X7PffcM+jjxxxzjF588cVRDwjJxWplAMB+1HgAXrl1ta394fqtTZKk2hCuGkZqq2va5/cQ4kadBwAgmqjxAAAXuj3OuZQmW7cN1zcIJPTn33///TrppJM0efJkbd68WZJ0++23q7Ky0tPBAQCA5KLGA/DCpl2tfg8BcKq5o8vvISSEOg8AQDRR4wEAqSwo22DEPel+55136qqrrtLZZ5+tPXv2qLu77x6GsWPH6vbbb/d6fAAAIEmo8QAkqbunV2s37tIjL2/T2o271G3YZ/3g35lRnJuEkQL+KcyJu2mc76jzAABEEzUeAIBgiHvS/cc//rFWrFihf/u3f1N6evqBx4877ji9+uqrng4OAAAkDzUeQGVVrU6+7Sl9asVzuvKhl/WpFc/p5NueUmVVbVy/M9J+7kDY/f5Lp/o9hLhR5wEAiCZqPAAAwRD3pHtNTY2OOeaYAY9nZ2erpaXFk0EBAIDko8YDqa2yqlaLV64fsL96XWO7Fq9cP+jE+1C/U9/c4XSsgJ8y0qTSsTl+DyNu1HkAAKKJGg8AQDDEPeleXl6ul19+ecDjlZWVmjt3rhdjAgAg0KzFM+4i6zNqPJBa3t0S/tk3durGR/+mwRrJ739s2apqdXb1xPU7QBT19EqdXa53gvMedR4AgGiixgMAEAxxb0R31VVX6YorrlB7e7t6e3u1bt06/epXv9Ly5cv1s5/9zMUYAQAIFOtl9rBdjqfGA6mjsqpWy1ZVD1ihPpReSbWN7Tpx+ZNqaOl0Ozgg4Hp6pfvXbtKlpxzi91DiQp0HACCaqPFwLUeS5cwxfL2gAH/EZFusEHM9EHgu7kn3z33uc8rNzdU3v/lNtba26l/+5V80efJk/fCHP9QFF1zgYowAACAJqPFAatjfEj6R1ehMuAN9Nje0+j2EuFHnAQCIJmo8XOtJj0ndI59B9qQzRQhYWK/H0EUwfOKedJekCy+8UBdeeKFaW1u1d+9elZSUeD0uAADgA2o8EG3dPb1atqqaEzdglKaNy/N7CAmhzgMAEE3UeLiUpV5Zbr/O4kwTMMmQ1GXMIVxG9Zrl5eUpLy+cFxsQDWmytW8O277KAIItXVK3MRdW1HggmtbVNJhbygMY2pzSAr+HMCrUeQAAookaHy656VKb4QJTrs8XmFosF8HiyAGpzjLhHk8OwWGadD/mmGMUi9lag6xfv35UAwLiEdV9lQEEm/UcIgznGtR4ILXUNzPhDnihoTUcWy1Q5wEAiCZqfDR0Gi9aW3Ou0AobAGxMk+7nn3/+gf/f3t6un/70p6qoqND8+fMlSc8995z+9re/6fLLL3cySGAorHQH4IcoffdQ44Hw6O7p1bqaBtU3t6ukIEcnlBcrPW34C22dXT26f+0mbW5o1YziPB06YUySRgtEW0lBjt9DMKHOAwAQTdT4aMjJkFr22XIAgOAzfV0vXbr0wP//3Oc+py9/+cu6+eabB2S2bt3q7eiAEbDSHYAfovTdQ40HwqGyqlbLVlX3aw1fVpSjpQsrtGBe2aC/s3x1tVasqVHPu5YbGBfDABhCTFJpUd9NL2FAnQcAIJqo8dGQmWZb1tGXA/yRFZM6DW0MsrjeAMS/CO/Xv/61LrnkkgGPX3TRRfrNb37jyaAAAEDyUeOBYKqsqtXilesH7MVe19iuxSvXq7KqdsDvLF9drbuf6T/hLkm99PsDErb/GtLShRUjdpkIIuo8AADRRI0Pr9Yu2wmaNQe4sM/49rPmgCiLe9I9NzdXzz777IDHn332WeXkhKPFHgAAGIgaDwRPd0+vlq2qHnRvvP2PLVtVre53za53dvVoxZqapIwPSCWlRTm686Jjh+wuEXTUeQAAookaH15ZabZZSmsOcCHLOItozQFRFvduIF/5yle0ePFirV+/XieccIIk6fnnn9fPf/5zXX/99Z4PEAAAJAc1HgiedTUNA1a4v1uvpNrGdq2radD8WeMlSfev3TRghTuA+KXFpF/+6wlqaO1USUFfS/kwrnDfjzoPAEA0UePDa69hP/d4coALHcb9M605V2LSoAsWBsv5LUxjRXzinnS/7rrrdMghh+iHP/yhVq5cKUmaO3eu7r33Xn3yk5/0fIAAACA5qPFA8NQ3Dz3hPlRuc0Orq+EAKWXRKeU65T0T/R6GZ6jzAABEEzUeAGyT2PHkXArTWBGfuCfdJemTn/wkBRsAgAiixgPBUlJgawf57ty0cXmuhgOkhLRY34T7krMr/B6K56jzAABEEzUeAAD/JTTpLkmdnZ2qr69XT0//nhHTp08f9aAAAIB/qPFAcJxQXqyyopxhW8yXFfW1vd5vzqSCZAwNiIx7P32c3tzZos0NrZpRnKeL589UVkZ0NySkzgMAEE3UeAAA/BX3pPvrr7+uz372s/q///u/fo/39vYqFoupu7vbs8EBAIDkocYDwZOeFtO5R5Xp7mdqhsyce1RZv32mG9o6kzE0IDKaOrp06SmH+D0M56jzAABEEzUeAIBgiHvS/TOf+YwyMjL0+9//XmVlZYrFYiP/EgAACDxqPBA83T29evSV2mEzj75Sq2sWzD0w8T4hPzsZQwMiw7qNQ9hR5wEAiCZqPAAAwRD3pPvLL7+sF198UXPmzHExHgAA4BNqPOC97p5eratpUH1zu0oK+trAv3tV+ki/s7O5Y9jW8pJU29iup/5Wp39/4jXVN3cqPyvdy/8EILJikkoP2p4hyqjzAABEEzW+v9x0qc2wuD+X0yYAgMfinnSvqKjQzp07XYwFAAD4iBoPeKuyqlbLVlX3mzQvK8rR0oUVWjCvzPw7FoseWH/g/+9p25fYgIEIiEnqNeYkaenCihFvhIkK6jwAANFEje+vs2fkTDw5AACs0uL9hdtuu03XXHON/vSnP2nXrl1qamrq9w8AACNJN17btuaSLezjHwo1HvBOZVWtFq9cP2DyvK6xXYtXrldl1cCW8UP9DoCRnVFRorsuOlalRf1bxZcV5ejzp5ar7KDHS4tydOdFxw55A0wUUecBAIgmanx/+dm2JezWHOBCVK8twsY6MRv3BC58F/drdvrpp+u5557Thz/8YZWUlGjcuHEaN26cxo4dq3HjxrkYY6B955y5nuaS7VsfeY+nuWQL8/hvPOtQT3PJduvZh3maS7Ywv3ek8D//d37iGE9zyfaD847wNBcU1Hggcd09vVq7cZceeXmbnn1jp2589G+Drrbd/9iyVdVq6+zWPWve1A2PVGnFM29q6SOD/w6Agf75+Kk6ZfYEXXzidG24aYFWXHK8Fswr05+vPU2/WnSifnjB0frVohP152tP05KzKwZ9PJUm3CXq/MEuP9n2+ltzUXfDmbM8zaWCC9471tNc1F32/kme5lLBZ0+c6GkuFVx0vG1LGWsuKKjx/d17yfs8zbkUlrmF7y6s8DTn0u3nzfM058oPzz/S05xLPzrfdn3TmnPlqg9O8zTn0s8ueK+nOVe+f+7hnuZcCsp8Say3tzeua3tPP/30sD//wAc+MKoB+aGpqUlFRUVqbGxUYWFhXL8787rHzNlN3/5ovENzjvH7J8xjl8I//tnfeEz7DG2kMtOk128N3vjLr3vM3Dq1JoDP/6wlj6nb8B+QHpM2Lg/e+F2+/0dTk0aLGg8kJtGW8LGYFN+ROABJOnJqoR794il+DyNuftck6nx/YT+fSbawnz/5gfdYfHi+4sdzFj/O5cNjNM/ncTf/UTtbRt5ya0J+pv5y/ZmJDtETYfkch+k63iHXPSbLzgFpkt708TkNy2svhef1D9NzWnH942o1HFznZaap+uaPJGFEgwvTcxqUGh/3nu5hLNIAcDDLBaN4cslmnaMJ6lyO5UAtnhy8QY0H4re/JXwiX1dMuAOJmX/IeL+HEErUeYxG2M+fACDKqPH9NbV3eZpDuK7jWQ9FOGSxC9PrHxZtxoNmaw7BYZ50/+tf/2rKHXmk/+0uAGAkabIdXLFvClIBNR5ITHdPr5atqg7sDU5AVK1YU6Orz5yjrAyO1Cyo8wAARBM1fnB5mVJnty0Hm5hsC3vYfhywCfuCOgzNPOl+9NFHKxaLabhu9LFYTN3dhooGAD7jrkfgHdR4IDHrahribikPYPR6eqX7127Spacc4vdQQoE6DwBANFHjB7e33TZNZc2BCUIAsDJPutfU1LgcBwAA8Ak1HkhMfTMT7oBfNje0+j2E0KDOAwAQTdT4wVmbxtNcHgDgNfOk+4wZM1yOAwAA+IQaDySmpCDH7yEAoXHw1j5lRTmaWJClv77VlNCfN6M4z5NxpQLqPAAA0USNH1y6JMva/nTXAwEApBzzpDuiiX2t/cNeOAAAhNsJ5cUqK8pRXWM7bfSAEZw8a6wWnzZH9c3tKinI0QnlxUpPi6mts1u3rq7Wpl2tmjk+T187c46OufmP6hnmQ5UWky6ePzNpYwcAAEB4WJvpp1bTfQQNN4ektkxJ+4w5hAuT7imO/Vj8w3MPAEC4pafFtHRhhRavXG++mQ5IVTtaujV/1vgBj+dmpevm84/o99iiU8p19zNDt0tddEq5sjK4LRgAAABAOHFzSGrrMV5E6mFFZuhwpSLFWe+64O4MAACQ6jq7enTPmjd1wyNVumfNm+rs6tGCeWW686JjVVpEq3lgOFOKcrR24y498vI2rd24S93DLGVfcnaFPn9qudIOusCQFpM+f2q5lpxd4Xi0AAAAAOBOpnEy1ZpDuKQbV21Yc65Y3368Td/BXGqKs7SwiCcHAAAQRctXV2vFmpp+La9vWb1Bi07pmwA8o6JU62oaVN/crnU1u/TA81v9GywQQGs3vq2nXnv7wL+XFeVo6cIKLZhXNmh+ydkVuvrMObp/7SZtbmjVjOI8XTx/JivcAQAAAAwpLG3b9xknU605hEunxzlX0mT7PHGW/o6Enouuri79z//8j+6++241NzdLkrZv3669e/d6OjgAAJBc1HhgoOWrq3X3MzUD9pju6ZXufqZGy1dXKz0tpvmzxuu8o6coPY3TDeBgbV39/72usV2LV65XZVXtkL+TlZGmS085RDedN0+XnnIIE+4eoM4DABBN1HigD23bAe/weYpf3CvdN2/erAULFmjLli3q6OjQGWecoYKCAt12223q6OjQXXfd5WKcAADAMWo8MFBnV49WrBl6b2lJWrGmRlefOefAhOCM4rxkDA0ItV71taBbtqpaZ1SUKv3gXvLwHHUeAIBoosYDAFxIk9RjzKFP3M/FlVdeqeOOO067d+9Wbm7ugcc/9rGP6cknn/R0cJK0bds2XXTRRRo/frxyc3N1xBFH6C9/+cuBn/f29uqGG25QWVmZcnNzdfrpp+v111/3fBwAAOxnLZ5hO+BIdo2XqPMIvvvXbhqwwv1gPb19uf0unj9zwF7UAAbqlVTb2K51NQ1+DyUlcC4PAEA0cS4PAHDBMuEeTy4VxD0fsGbNGn3zm99UVlZWv8dnzpypbdu2eTYwSdq9e7dOOukkZWZm6vHHH1d1dbW+973vady4cQcy3/nOd/SjH/1Id911l55//nnl5+frrLPOUnt7u6djAQBgv6gecCSzxkvUeYTD5obWuHNZGWkan581TBrAu9U3852eDJzLAwAQTZzLAwAQDHG3l+/p6VF398AO/W+99ZYKCgo8GdR+t912m6ZNm6Z77733wGPl5eUH/n9vb69uv/12ffOb39R5550nSbrvvvs0adIkPfzww7rgggs8HQ8AAFJfO9wRFr4eyIVJMmu8RJ3H4Lp7erWupkH1ze0qKcjRCeXFTtpOD/f3dHb16P61m7S5oVVbG2x7IBbkxnTm9/+k+uZOjc/P1Nt7Oz0fMxBVJQU5fg8hJXAuDwBANHEuD9doMQ0ANnF/D5555pm6/fbbD/x7LBbT3r17tXTpUp199tlejk2PPvqojjvuOP2///f/VFJSomOOOUYrVqw48POamhrV1dXp9NNPP/BYUVGR3ve+92nt2rVD/rkdHR1qamrq9w8AAFaWCfd4ckGRzBovuanz1Phwq6yq1cm3PaVPrXhOVz70sj614jmdfNtTqqyqTdrfs3x1teZc/7hufmyD7lu7Wf/72i7Tn3nHU5v0j/oW7Wnbp407bavjgVQXk1RW1HfTC9zjXB4AgGjiXB6uRbXjo5/SPc4BCIa4J92/973v6dlnn1VFRYXa29v1L//yLwda1dx2222eDu7NN9/UnXfeqdmzZ+sPf/iDFi9erC9/+cv65S9/KUmqq6uTJE2aNKnf702aNOnAzwazfPlyFRUVHfhn2rRpno4bAIAwSmaNl9zUeWp8eFVW1WrxyvWqbezfbrCusV2LV673bOJ9uL/nCyvX6+5nakbcwx2ATWyI///uf1+6sMJJNwsMxLk8AADRxLk8ED4De1OMLgcgGOJuLz916lS98sor+s///E+98sor2rt3ry699FJdeOGFys3N9XRwPT09Ou6443TrrbdKko455hhVVVXprrvu0qc//emE/9wlS5boqquuOvDvTU1NKVvIo9oiGQAQv2TWeMlNnafGh1N3T6+Wraoe9JikV33HIctWVeuMitK4J+fe3UZ+Qn62bnx06L8HgLdKi3K0dGGFpL7P8Ltvdtn/swXzyvwaXsrhXB4AgGjiXB4AgGCIe9JdkjIyMnThhRfqwgsv9Ho8/ZSVlamioqLfY3PnztVvfvMbSVJpaakkaceOHSore+dizY4dO3T00UcP+edmZ2crOzvb+wGHUFRbJAMItoyY1GX4Ysngjp+kS1aNl9zUeWp8OK2raRiw8vzdeiXVNrZrXU2D5s8ab/5zK6tqB0z0AbA7dvpY5WdnaOb4PF27YK7O+MHTqmtsH/TcIKa+ifTv/tNR2tnSoZKCvrbx+2+UOaOi9MANMAf/DMnDuTwAANHEuTwAIJWly9YZwvWWDXG3l1++fLl+/vOfD3j85z//ueftak466SS99tpr/R77xz/+oRkzZkiSysvLVVpaqieffPLAz5uamvT8889r/vz5no4FAOAdy4R7PDl4I5k1XqLO4x31zbZJcWtOGrqNPAC7eVOKdP+l79PN5x+hMTkZB1atD9cq/qTZE3Te0VM0f9b4fpPq6WkxzZ81ftCfITk4lwcAIJo4lwcApLoej3OJinvS/e6779acOXMGPH744Yfrrrvu8mRQ+331q1/Vc889p1tvvVVvvPGGHnzwQf3Hf/yHrrjiCklSLBbTV77yFX3rW9/So48+qldffVWXXHKJJk+erPPPP9/TsQAAvGO9zM7l+ORKZo2XqPN4R0lBzqhynV09umfNm7rhkSrds+ZNtXV2D9muHoDdjOK8fv++YF6Z7rzoWJUW9f8slhbl6M6LjqVVfMBxLg8AQDRxLg8ASHVZxtluay5RcbeXr6ur69cWZr+JEyeqtrbWk0Htd/zxx+t3v/udlixZoptuuknl5eW6/fbb+7XJueaaa9TS0qLLLrtMe/bs0cknn6zKykrl5Ngu3gIAko+tLYIpmTVeos7jHSeUF6usKGfYVellRX3tqA+2fHW1VqypUc+7vjC+tXqDevkCAUYlLSZdPH/mgMcXzCujVXxIcS4PAEA0cS4PwKX8TKllny0H+KXTuITdmktU3JPu06ZN07PPPqvy8vJ+jz/77LOaPHmyZwPb75xzztE555wz5M9jsZhuuukm3XTTTZ7/3QAApJJk13iJOo8+6WkxnXtUme5+pmbIzLlHlQ2Y1Fu+unrQ32HCHRi9RaeUKytj8FvA97eKR7hwLg8AQDRxLg/ApfYub3OAC0FZ5Bf3pPuiRYv0la98Rfv27dNpp50mSXryySd1zTXX6Oqrr/Z8gEBUpcm2f4TjbhcAcAA1Hn7p7unVo68MvwLj0Vdqdc2CuQcm3ju7erRizdCT9AASkxbrm3BfcnaF30OBx6jzAABEEzUegEvZ6VKrYUI9O939WICgi3vS/etf/7p27dqlyy+/XJ2dnZKknJwcXXvttVqyZInnAwSiytrFwnG3CwA4gBqPZOru6T3Qnnpnc8ewreUlqbaxXc9t3KW0tJjqm9v1l00N/VrKA0jMzy4+TpsbWrS5oVUzivN08fyZQ65wR7hR5wEAiCZqfH+ZMWmf4Vwxk92RABPLhHs8OSDK4p50j8Viuu2223T99ddrw4YNys3N1ezZs5Wdne1ifAAAIEmo8UiWyqpaLVtVPeJE+8GueHC99rQZNhIDYNayr0uXnnKI38NAElDnAQCIJmp8f13Gm7OtOQAArOKedN9vzJgxOv74470cSyilx6RuQ4FO5845AEBIUOPhUmVVrRavXJ/QHkpMuAPeKynI8XsISDLqPAAA0USN75ObmabWfSP3Ds3NpLuTVXZ6TB2GSZBsJkEiKSbbPth+v/q8T1NbUN6ncVeWlpYWXX/99Xr/+9+vQw89VIcccki/f1LN0rNme5pLtm995D2e5pLthjNneZpLphvPOtTTXLJd9+GZnuaSLczvHUn6zjlzPc0l261nH+ZpLtnC/v4fCjUeXuvs6tE9a97UDY9U6Z41b6qts1vLVlUnNOEOwFsxSWVFOTqhvNjvoSBJqPP9feGkUk9zUXf2YbY1G9ZcKuA9Fp+LjrfVI2suFXz8qDGe5lJBVN9n1Pj+vvahck9zLoXl+t6PP3a0pzmXblpgm4ex5ly5/bx5nuZcus34/rPmXPn3hbbnyppzKSzXlr/90Tme5lxaapxHs+YSFevt7Y3ruuenPvUpPf3007r44otVVlamWKz/fQFXXnmlpwNMhqamJhUVFamxsVGFhYVx/e7M6x4zZzd9+6PxDs05xu+fMI9dksqve8x851BNAMcf9uef8fvL5fhHU5NGixoPLy1fXa0Va2r67bsei0nxHXkCcGH/t/udFx2rBfPKfB1LKvG7JlHn+wv78Wiy8XzFj+csPjxf8eM5ix/n8uGRKjU+LNdXwzJOKTxjnf2Nx2RoyKDMNOn1W/19TsPymQrLOKXwjPWwf1tt7h7w2i1nJ2FEQwtKjY/7FuTHH39cjz32mE466aR4fxVAhFjnTJhbAcKDGg+vLF9drbufqRnwOBPugPfSYtKH55boier6ITNj8zK1p/Wd7RlKi3K0dGEFE+4phjoPAEA0UePDKyzXV8MyTik8Y7VMuMeTA1ywTLjHk0sFcU+6jxs3TsXF4WqxAwAARkaNhxc6u3q0Ys3ACXcA3pldkq/5syZoRnGe/uV9M3Ta9/40ZDYmKScjTQ987n3aubdDJQV9LeXT09jHLtVQ5wEAiCZqPADAhQxJXcYc+sS9p/vNN9+sG264Qa2trS7GAwAAfEKNhxfuX7upX0t5AN77xoK5uum8ebr0lEP08tY9qm1sHzLbK6muqUNpsZjOO3qK5s8az4R7iqLOAwAQTdR4uJZpPH2w5vDOll9e5QAXrI0WaMjwjrhvQPje976njRs3atKkSZo5c6YyMzP7/Xz9+vWeDQ4AACQPNR5e2NzAhR7AtabOd+41r28eesL93aw5RBd1HgCAaKLGw7V9xhvrrTmEpw0+UhuT7vGLe9L9/PPPdzAMAADgN2o8vDB1bK4pV5CdoeYOS5MqAAcrKcgZ9P9bfwepiToPAEA0UeP7S5NtAijuFsApLCMmdRlmfzNYlm3G+xSIprgn3ZcuXepiHEDKyY5JHYaDlWwOVgAkCTUeXug13od9+YcO0dHTilXf3K66xnYtf/zvjkcGhF9MUmlR357s+51QXqyyohzVNbYP+ukb7HeQmqjzAABEEzW+P1Zmes8y4R5PDgCiihtlAJ9Y1/axBhAAECbb9thaWNc2dmj+rPE67+gpKi1iBS4wkv33YS5dWNFvT/b0tJiWLqzolxnpdwAAAAAA/qG9PBBNca907+7u1g9+8AP913/9l7Zs2aLOzs5+P29oaPBscECUpUvqNuYAIBmo8RhOd0+v1tU0qL65XSUFfatmB5vEm1GcZ/rzpozN0T1r3tTmhla1d3KLGXCwMdnp2tvxztFiaVGOli6s0IJ5ZQOyC+aV6c6LjtWyVdWqbWw3/Q5SD3UeAIBoosYD4ZMu22I75gaAcIl70n3ZsmX62c9+pquvvlrf/OY39W//9m/atGmTHn74Yd1www0uxghEUqfxNjVrDgBGixqPoVRW1Q6YzCsbYjLv4vkzdcvqDeoZoX7dVvnaiBkgld3xqWOVlZk+4o0u+y2YV6YzKkpNN8cgNVHnAQCIJmo8ED6WxXjx5BAuMdm6GHA2bxeURa5xt5d/4IEHtGLFCl199dXKyMjQpz71Kf3sZz/TDTfcoOeee87FGAEAQBJQ4zGYyqpaLV65vt+EuyTVNbZr8cr1qqyq7fd4Vkaa5k0pHPHPZcIdGN6e9n0HtmCYP2u8afI8PS0W9+8gdVDnAQCIJmo8ED60l09tvP7e6/E4l6i4J93r6up0xBFHSJLGjBmjxsZGSdI555yjxx57zNvRAQCApKHG42DdPb1atqp60IP8/Y8tW1Wt7nfNoHd29ahqW1NSxgcEWVpMystK/B7qkoIcD0cDUOcBAIgqajwAhEu68f54aw7BEfek+9SpU1Vb27eiadasWfrjH/8oSXrhhReUnZ3t7eiACLPu7RD3HhAAkCBqPA62rqZhwAr3d+uVVNvYrnU17+wReP/aTaxiByQV5WaqtTP+ZoAx9W3fcEJ5sfeDQkqjzgMAEE3U+PAqyrbNqFlzAMKh23jdzJpDcLoHxD3p/rGPfUxPPvmkJOlLX/qSrr/+es2ePVuXXHKJPvvZz3o+QCCq2LcFQNBQ43Gw+uahJ9yHym1uaHU1HCBUdrfui/t39l9KW7qwgtbw8Bx1HgCAaKLGh1dbl7c5AIC/4l5E++1vf/vA///nf/5nTZ8+XWvXrtXs2bO1cOFCTwcHRFlWmtRh2EAiK+5bYwAgMdT46Onu6dW6mgbVN7erpKBv5Ww8E3ljczNNudz0dF3/8KvatKtVe9s7Ex0ukPJKi3K0dGGFFswr83soiCDqPAAA0USND6/8zJg6DUtZ8zO5IRcAhhOTbRW762/TUXeunj9/vubPn+/FWICUYplwjycHAF6jxodbZVWtlq2q7tcevizOCb0/VteZcpc98GJCYwRSWUzSpMJsfe+TR2vn3o6EbowBRoM6DwBANKV6jc+KSZ2GmZesABx2N7XbLvxac4AL6bJ14013PRBgGEFpL5/QpPv27dv15z//WfX19erp6f+F/+Uvf9mTgQEWQbl7BQCighofDZVVtVq8cv2AGlnX2K7FK9frzouONU28b2loczNAIMXtPza98dzDddKhE3wdC1ILdR4AgGiixr9jn3FGxZpzie1HEQa8TwG7uCfdf/GLX+jzn/+8srKyNH78eMVi70xnxmKxlCvi8FdQ7l4BgCigxkdDd0+vlq2qHrT29apvsm/pI1Xa2tCmrbtbNaM4TxfPn6msjIH7mcwcn6c1r7seMRB9xfmZamh5Z4932sjDD9R5AACiiRrfX7okyxboQViVy4IyhEGaJEuvBXbJBRKYdL/++ut1ww03aMmSJUpL42MEAEBUUOOjYV1NQ7+W8gfrlbSjuVO3rN5w4LFbVm/QolPKteTsin7Zb5xdofuf2+JqqEDkxdQ3wf701z+kFzfvVn1zO23k4RvqPAAA0USN788y4R5PziUWlCEMrJsb+L0JQpakTmMOcCXuSffW1lZdcMEFFHAAACKGGh8N9c1DT7gPpadXuvuZGknqN/Gem5WuI6cW6q9vNXk2PiBV7J9SX7qwQlkZaZo/a7yv4wGo8wAARBM1HgCkbmPriG7uf4dDcVfiSy+9VL/+9a9djAUAAPiIGh8NJQU5Cf/uijU1amzdp+sfflUX3/O8/u13f1V9U4eHowOi6ciphSor6v/ZKy3K0Z0XHUsLeQQGdR4AgGiixgOAlGFsCWHNAYmIe6X78uXLdc4556iyslJHHHGEMjMz+/38+9//vmeDC4O8dKm125YDACDIqPHRcEJ5scqKcoZtMT+Unl7pqJv+6GBUQDSkxaSXrj9T3/3j37VpV6tmjs/TN86uUG5Wurp7erWupoEW8ggs6jwAANFEjQcAybpkhKUlcCmhSfc//OEPOuywwyRJsdg7F5Le/f9TRZdsPSu6lHrPDQAgXKjx0ZCeFtO5R5UdaBcPwDuLTilXUV6mbj7/iAE/S0+L0UIegUadBwAgmqjxAAAEQ9yT7t/73vf085//XJ/5zGccDCd8smK96jTmAAAIMmp8NHT39OrRV2r9HgYQCrGY1Puuw/S0mDRvSqGqtjWp56DHF51SriVnVyR/kIBHqPMAAEQTNR4AgGCIe9I9OztbJ510kouxhNLeLm9zAAD4hRofDetqGhJqLQ+kok8eN0XvKSnU5oZWzSjO08XzZyorI02dXT26f+2mAY8DYUadBwAgmqjx/WVIslyKj3tiBPBQmqQeYw5AeMT9mb3yyiv14x//2MVYAACAj6jx0VDfzIQ7YLV9T4cuPeUQ3XTePF16yiEHJtazMtIGfRwIM+o8AADRRI3vz7r2jTVy8JNlwj2eHIBgiPuGrnXr1umpp57S73//ex1++OHKzMzs9/Pf/va3ng0O7tl2pBc70gMBE/bPbnpM6jb8B6QH9T8goqjx0VBSkOP3EIDQmDk+z+8hAElDnQcAIJqo8f1lp8fUYbjolM1FJzNWZXuP92lqy0yT9hk+VJk+f6i4hh+/uF+ysWPH6uMf/7g+8IEPaMKECSoqKur3T6r50flHeJpLttvOmetpLtluWjDb01wyfe1D0z3NJdv3zz3c01yyXX5ymae5ZPue8Xm15pLth+cf6Wku2b55xiGe5oKCGu+/7p5erd24S4+8vE1rN+5S97s2le7s6tE9a97UDY9U6Z41b6qzq2fQ3zl04hi/hg+EzjfYox0phDrf3+fml3iaizqer/h98ljb58qai7rL3j/J01wq+KdjCj3NpYKovs+o8f3dc+HxnuZcuvGsQz3NufLTTxztac6lG86c5WnOldvOsV2zteZc+u5C23mzNefKtz86x9OcS2F5/cN0Df+a02Z4mktUrLe317JYUpLU1dWlBx98UGeeeaZKS0tdjiupmpqaVFRUpMbGRhUWxncgOmvJY+Y7PTYu/2iCI3Rn5nWPmbObvs34vRTmsUuM32+M318uxz+amjQa1Hj/VVbVatmq6n77sZcV5Wjpwgq9tGW3Vqyp0bvm4JUWkz48t0RV25r6/U5mWkz7esyHd0DKOqOiRCsu8f9CG1KHnzWJOj9Q2I9Hk43nK348Z/Hh+Yofz1n8OJcPj9E8nxXXP65WwxLSvMw0Vd/8kUSH6ImwfI7DNAcSluc0LOOUpPLrHjN3XK3hOTUJy1jDMk4pODU+rpXuGRkZ+sIXvqCOjo64BhRllmITTw4AAD9Q4/1VWVWrxSvX95s8l6S6xnZ9YeV63f1M/wl3SerplZ6orh/wO0y4IxXNGJ876OMTx2QN+jgT7kg11HkAAKKJGj9Qm6Vncxw5MAeS6qwvKy8/kMCe7ieccIJeeuklzZjhdgk+AABILmp88nR29ej+tZu0uaFV08bl6WdrNg56csIJC2CztaFNr9xwpr77x79r065WzRyfp2+cXaHcrHS1dXbr1tXVAx4HUg11HgCAaKLG95edLrV323IAAHgp7kn3yy+/XFdffbXeeustvfe971V+fn6/nx95pP+9+wEAQPyo8cmxfHX1gFbxAEanp1f67xe36ubzjxjws9ys9EEfB1INdR4AgGiixvfXY5hwjycHAIBV3JPuF1xwgSTpy1/+8oHHYrGYent7FYvF1N1NtQIAIIyo8e4tX12tu5+p8XsYQCRtbmj1ewhAoFHnAQCIJmp8f/s8zgEAYBX3pHtNDReKAQCIImq8t7p7erWupkH1ze0qKcjR0dPGasUanmPAlRnFeX4PAQg06jwAANFEje+P/acBAH6Je9KdvWEAAIgmarx3KqtqtWxVtWob2w88VpCTTkt5wJG0mHTx/Jl+DwMINOo8AADRRI0HACAY4p50l6SNGzfq9ttv14YNGyRJFRUVuvLKKzVr1ixPBwcAAJKLGj96lVW1Wrxy/YC75pvbU6ulH5BMH55boqyMNL+HAQQedR4AgGiixgMA4L+4r0z94Q9/UEVFhdatW6cjjzxSRx55pJ5//nkdfvjheuKJJ1yMEQAAJAE1fvS6e3q1bFU1beqAJKva1qRuWkkAw6LOAwAQTdR4AACCIe6V7tddd52++tWv6tvf/vaAx6+99lqdccYZng0OQHClSeox5gCEAzV+9NbVNPRrKQ8gMT+75Dj95wtbtGV3m8ZkpevFLXuGzdc2tmtdTYPmzxqfnAECIUSdBwAgmqjxcC0mmRYXxFwPBIiIdEmWfpjprgcCz8U9H7ZhwwZdeumlAx7/7Gc/q+rqak8GBSD4LBPu8eQA+I8aP3r1zUy4A15o6ezSik8frz985VRd8v6Zpt/h8wcMjzoPAEA0UePhmrWnGL3HABvmVqIr7kn3iRMn6uWXXx7w+Msvv6ySkhIvxgQgBKx3LnKHIxAe1PjEdPf0au3GXXrk5W3a2dzh93CASCgpyBn0/1t/B8BA1HkAAKKJGg/AJeYBvJdhfLKsOQRH3O3lFy1apMsuu0xvvvmm3v/+90uSnn32Wd1222266qqrPB8ggGDiDkcgeqjx8ausqtWyVdX9WsqnxSS2lgYSE5NUWpSjE8qLDzx2QnmxyopyVNfYPuhxxWC/A2Ag6jwAANFEjQfgUnaa1G5Ycp3NPrNA/JPu119/vQoKCvS9731PS5YskSRNnjxZN954o7785S97PkAAAJAc1Pj4VFbVavHK9QMmAZlwBxKz/wbupQsrlJ72zu3c6WkxLV1YocUr1w/YS3Co3wEwEHUeAIBoosYDcGmf8TqXNQee0ygz3Xvy6KOPat++fZKkWCymr371q3rrrbfU2NioxsZGvfXWW7ryyisVi6XehS5aawAAwowan5junl4tW1U9bDePg+f/MnkKgWGVFuXozouO1YJ5ZQN+tmBeme686FiVFuWYfwcAdR4AgKiixgNIlphx4teag301dNyrpuE702v2sY99THV1dZo4caLS09NVW1urkpISFRQUuB5f4NFiGwing1fKDZcDoowan5h1NQ39WsoP5uAV79ydCvRXWpit733yaO3c26GSgr728MOtVl8wr0xnVJRqXU2D6pvbTb8DpDrqPAAA0USNB5AsXR7nwHMaZaaV7hMnTtRzzz0nSert7eUOOQChxw0zQB9qfGLqm4efcAcwsvOOnqyTDp2g846eovmzxpsmz9PTYpo/a3xcvwOkMuo8AADRRI0HACB4TCvdv/CFL+i8885TLBZTLBZTaWnpkNnu7m7PBgcArqRLsnxbpbseCOAzarxNd09vv9W1hdk0eAJG69FXanXNgrlMnAMOUecBAIgmajwAAMFjumJ844036oILLtAbb7yhc889V/fee6/Gjh3reGgDffvb39aSJUt05ZVX6vbbb5cktbe36+qrr9ZDDz2kjo4OnXXWWfrpT3+qSZMmJX18AMLDerrBaQmiLig1Xgpuna+sqtWyVdX92snnZJqaBQEYRm1ju9bVNGj+rPF+DwWIrKDU+aDWeAAAwooaDwBA8JiXac2ZM0eHHXaYPv3pT+sTn/iExowZ43JcA7zwwgu6++67deSRR/Z7/Ktf/aoee+wx/frXv1ZRUZG++MUv6uMf/7ieffbZpI4PAICw8rvGS8Gt85VVtVq8cv2ArSba9/Uk5e8Hoo6tGgD3/K7zQa3xAACEHTUeAIBgiWuZVm9vrx544AHV1ta6Gs+g9u7dqwsvvFArVqzQuHHjDjze2Nioe+65R9///vd12mmn6b3vfa/uvfde/d///d+BPW0AAMDI/KrxUnDrfHdPr5atqh4w4Q7AOyUFOX4PAUgJnMsDABBN1HgAAIIjrkn3tLQ0zZ49W7t27XI1nkFdccUV+uhHP6rTTz+93+Mvvvii9u3b1+/xOXPmaPr06Vq7du2Qf15HR4eampr6/QMgtVj3amdPd6QKv2q85G2d97LGr6tp6NdSHoB3YpLKinJ0Qnmx30MBUgLn8gAARBM1HuiPa74A/BT3hqTf/va39fWvf11VVVUuxjPAQw89pPXr12v58uUDflZXV6esrKwB+9VMmjRJdXV1Q/6Zy5cvV1FR0YF/pk2b5vWwAQQce7oDAyW7xkve13kvazxtr4HExYb4/+/+96ULK5SedvBPAbjCuTwAANFEjQfeYd0MkE0DAbhg3tN9v0suuUStra066qijlJWVpdzc3H4/b2ho8GxwW7du1ZVXXqknnnhCOTnetZ5csmSJrrrqqgP/3tTURCEHUkx2ekwd3SM3jc5OZzIAqSOZNV5yU+e9rPG0vQYGKsjJUHN714F/LyvK0blHlenRV2r7dYYoLcrR0oUVkqRlq6oH/dmCeWXJGzgAzuUBAIgoajzwjtzMNLXuG3lKPTcz7vWoCLiYZNoikqv9cCnuSffbb7/dwTAG9+KLL6q+vl7HHnvsgce6u7v1zDPP6Cc/+Yn+8Ic/qLOzU3v27Ol399yOHTtUWlo65J+bnZ2t7OxsT8Z404LZuqHydVMuiC4/uUw//fPIe/5cfnIwL4p+/9zDddWjfzPlgubbH52j6x77uykXRNd9eKa+/eQmUy6I7vjEMfrcf6035YIo7O+fG886VDf+4Q1TLojCPv6hJLPGS27qvJc1/ogpRZ78OUCUrL3uw3p1W6Pqm9tVUtDXHj49LaZrFszVupqGAY9L0hkVpUP+DEDycC7f3z8dU6j/fmnk1rX/dEyhJ39f2F1z2gx956nNphz6XHLCeN23buR2z5ecMD4Jowm+z7xvgn7x/E5TDn0ueO9YPfTiHlMOfaL63U+N7+/28+bpK4+MvOr/9vPmefL3jUZYri/96Pwj9OWHXzXl/PaTTxyjzz70oinnp2995D365uP/MOX8FpbX/wfGz/4PAvDZ/+7CCn1tVbUp56cwzQEFZa421tvba7n5wxfNzc3avLn/Sd2//uu/as6cObr22ms1bdo0TZw4Ub/61a/0iU98QpL02muvac6cOVq7dq1OPPFE09/T1NSkoqIiNTY2qrAwvoOqmdc9Zs5u+vZH4/qzk4Hx+2f2Nx6T4aY7ZaZJr98arLFL4X7uJemQ6x4ztRFKk/RmAMcf9uef8Q9tNDUpbJJR50fzfF7/8Ku6/7ktcf0OEHW/WnSi5s9icgBIBDWec/kw4/mKH89ZfHi+4sdzFj/O5UcvDDV+1pLHZGhuqfSYtHG5v5+NsHyOw/SchuWab1heeyk88xhhek7DMtawjFNy+z6NpybFvdJdkjZu3Kh7771XGzdu1A9/+EOVlJTo8ccf1/Tp03X44d6tKC4oKNC8ef3vOsnPz9f48eMPPH7ppZfqqquuUnFxsQoLC/WlL31J8+fPNxdwwC+WL4B4cogP+/sAg0tWjZeCX+c37Wp1/ncAYVPf3D5yCEBgcS4PAEA0UePfYZkcjieHcD2nXPP1HvMYCIOgvE/j3rji6aef1hFHHKHnn39ev/3tb7V3715J0iuvvKKlS5d6PsCR/OAHP9A555yjT3ziEzr11FNVWlqq3/72t0kfBwAAYRe0Gi/5W+cnF3nT2g6IkpIC7/ZtBJBcQavznMsDAOANajwAl6yTiHFPNgIesm5i6Hqzw7hXul933XX61re+pauuukoFBQUHHj/ttNP0k5/8xNPBDeZPf/pTv3/PycnRHXfcoTvuuMP53w0AQJT5XeOlYNX5t5s7kv53AkFWVtS3HzuAcPK7zgepxgMAECXUeLiWly61dttysEmTbbV9ECay6R6AMLA22nDdkCPuz+yrr76qj33sYwMeLykp0c6dOz0ZFAAASD5qfH/bGpl0B97t3KPKlJ7m+p5gAK5Q5wEAiCZqPFzrMM6mWnNgIhuIqrgn3ceOHava2toBj7/00kuaMmWKJ4MCAADJR43vj/byQH+PvlKr7p4AbNIHICHUeQAAookaD9dyjP2SrTnQsh2Iqrg/sxdccIGuvfZa1dXVKRaLqaenR88++6y+9rWv6ZJLLnExRmBIOcZ3sDUHAKmMGt8fe1cD/dU2tmtdTYPfwwCQIOo8AADRRI0Pr6DsQTyS9n3e5sBKdyCq4p6KvPXWWzVnzhxNmzZNe/fuVUVFhU499VS9//3v1ze/+U0XYwSGtM+42MqaA4BURo3vb3tju99DAAKnvpnPBRBW1HkAAKKJGh9eQdmDeCSG7dzjygFAVMXd8CMrK0srVqzQDTfcoFdffVV79+7VMccco9mzZ7sYHzCstF5bMU/z+8gEAEKAGt/flCJWuiO80mLStOJcbd7V5umfSwcIILyo8wAARBM1Hq6ly3YNPt31QAAg4MyT7j09Pfr3f/93Pfroo+rs7NSHP/xhLV26VLm5uS7HB8cyJVm6vmS6HkiCrB1r6GwDwEuF2TE1dYx8N09htt8NwGyo8YOrb/Z2shJw6WeXHKfNu1q0uaFVM4rzdPH8mcrKSFNbZ7duXV2tTbtaNXN8nq5dMFdn/OBp1TW2x7VaIiaptChHJ5QXu/pPAOAIdR4AgGiixiNZWOkOeCtNtq0D2DXZLjddajN8CeU6vjvIPOl+yy236MYbb9Tpp5+u3Nxc/fCHP1R9fb1+/vOfuxwfHOvyOAcAqaDd+KVozfmNGj+4bY2dfg8BMGvp7NKlpxwy4PHcrHTdfP4R/R5burBCi1euV0y2NoX7bx9aurBC6WnhuJkIwDuo8wAARBM1HgDCyTLhHk8OUqfxybLmEmW+UeK+++7TT3/6U/3hD3/Qww8/rFWrVumBBx5QTw8ve5hZ3wDcUQMA78jPsn0rWnN+o8YPrqww2+8hAGbxtH1fMK9Md150rEoP2kKhrChHnz+1XGUHPV5alKM7LzpWC+aVeTJWAMlFnQcAIJqo8QAQTpnG9QzWHKQs4wp2ay5R5pXuW7Zs0dlnn33g308//XTFYjFt375dU6dOdTI4uEdrGAB+CHt79nlTirTmjQZTLgyo8YML5rsPGKgsgbbvC+aV6YyKUq2raVB9c7tKCvr+jPS0mK5ZMHfQxwGEE3UeAIBoosYP7rAJmXpt58ibjR42IagbqgbPxPwMvd0ycjvHifnm6SaESFZM6jS0ycvy+bJBmFq2dxn3+7PmILUZO85ac4kyfwt2dXUpJ6f/qpfMzEzt28du2QCA+IS9PXv9Xlvts+b8Ro0f3PamDr+HAJice1RZQpPi6WkxzZ813vw4gHCizgMAEE3U+ME17UuXNPJz0JeDRYtlxjWOHMIlLAs3w9Sy3fpJ4RMVPuZJ997eXn3mM59RdvY7rVbb29v1hS98Qfn5+Qce++1vf+vtCAEAkZOXGVNn98iHDXkB7aEzdWyOXqtrNuXCgBo/uIn5mXrN70EABo++UqtrFsxlNTqAQVHnAQCIJmr84MZm9arWmIPNmEyp1XAvxxiaB0RSVprUZphRD8kum4EQplX5iI950v3Tn/70gMcuuugiTwcDAEgNrR22ewqtuWR77/RxevLvb5tyYUCNH1x1baPfQwBMahvbta6mgdXpAAZFnQcAIJqo8YN77W1b1zprzqWCDKnZ0OWxwOeu7fWttjXM1hzCxTLhHk8O4VqVj/iYv67vvfdel+MAAKSQfcabia25ZKtrtp2YWXN+o8YPbm9Ab/oABlPf3O73EAAEFHUeAIBoosYPLkyTWR29MVkaSPflAABBR3cCAEDS5WTYThasuWSbNi7P0xyCKZ+2aAiRkoJwbGcBAAAAAC5ZryQF4YpTrnFbeWsOAOAvnxuTAABS0bHTi/Tsm3tMuSCaU1rgaQ7BlJ2RIcmwaRngoZikSYXZ+t4nj9bOvR2aMCZbV//Xy9rR1DHo+oeYpNKiHJ1QXpzkkQIAAABA8OSkSW2GZew5AViO2G3s8GjNQcpPl1oMbc7zuZEBGJGtF0cwbmIKCibdAQBJt9O4x5M1l2wNrZ2e5hBMTbSXR5LtP0m58dzDddKhEw48fuO5h2vxyvUDTnb255curFB6Gqc4AAAAANBpnKC25lxq67INwpqDtM84TbiPaUJgRNZvHr6h3hGA+7kAAKmmdIytb7c1l2wT8rM9zSGYxuZybyLcys3sfyheWpSjOy86VgvmlfV7fMG8Mt150bEqLcox5QEAAAAgVVkXMAdhoXOmcd7XmoOUa3yyrDkA4WCd7HY9Kc7VZAAIobC3dnlrT7unuaQL0wZhSNj8Q8frN+u3+z0MRNiXPnSojplRrPrmdpUU9LWIH2rF+oJ5ZTqjolTrahpMeQAAAABIRWFa6d5ubLBnzUFqMj5Z1pwrBZlSs2FHw4JgrkdCikiTZPmkBGF19/tmFmrtpiZTziUm3QEghMLe2mVXi22fbGsu2Xbu7fA0h2Cqb2Z7ALhV19yh+bPGm/PpabG48gAAAAAApJKwXDPt6LEtqerLAf6w3poShPuCGtptn2prLlFBuAEBAJBixufbbtO05pKtpCBn5FAcOQTTxIBub4DomFGc5/cQAAAAAACIjLA0p7TuaMjOh/BTWD5PklRivI5rzSWKSXcAKWmMceMmaw7xmTrWNhltzSXbCeXFKivKGfKAIiaprKiv9TPC6+nX3vZ7CIiwtJh08fyZfg8DAAAAAOCTLI9zruQYr49acy6FZaV7U4dtBNYc7G29g3Afw2ETbde8rTlXwvJ5kqS/bWv0NJcoJt0BpKRO4/1X1hziU7fX1jbemku29LSYli6skDTwTr79/750YQV7LYdcc0e330NAhC06pVxZGRyKAwAAAECqsl718vvq2D5j72hrDuGazAwL61W8IFztazLuaGnNQdrbafsCsuYSxZW+FGd9AwT1jZJpHJg1h9RRmGO7p82aQ3ymj8v1NOeHBfPKdOdFx6q0qP8dh6VFObrzomO1YF6ZTyODV/j8wwsH33qTFpM+f2q5lpxd4ct4AAAAgFQVpja5SFyYXudc40Vra86V/GzbEnZrzqWwzHeEaV4jLM9pWD5PkjS5yLaC3ZpzJSyvvRSc+Z4gPBehdvt58zzNJdu3zj7M01yyfe/cIzzNJdNNC2Z7mku2sL/3v3veUZ7mku1nnzzW01yyfff/He1pzi8L5pXpz9eepl8tOlE/vOBo/WrRifrztacx4R4R9376fX4PASEXU9+NOP929hxdMn+Grv/oXP395o8w4Q4AAfCVD0z1NBd13zlnrqe5VHDDmbM8zUXd98893NNcKgj7dSU/3PFx2zUeaw7BtPyjczzNufQL43UHa86Vey+x/f3WnEv/YbwWas25cvcn3+tpzqX7LjnB05wr9//riZ7mXLrNWGesOVfu+qdjPM259J2FR3qaSxST7qN01SNVnuaS7RurX/M0l2xffvhVT3PJdEPl657mku3rq2zvaWsu2f71wb94mku26x6zvaetuWSrrm3yNOen9LSY5s8ar/OOnqL5s8bTUj5CFgf084/w6JVU29iueVPG6qbz5unSUw6hpTwABMTtT7/laS7qrvn9Bk9zqeCmP270NBd11/7+b57mUkHYryv54Uu/e8XTHILpusf+7mnOpct/ZbvuYM258vkHXvA059IVv3nJ05wrn/+vFz3NuXTdo3/1NOfKlf+13tOcS5/5xfOe5ly54rfGz5Mx59JnH7J9Vqy5RHHVb5Ss3f/ZzgRRE/a9fMK+b05Te5enuWSrb273NAe40NDi965piAq+ywAAAIYX9msMCIdu40Ueaw4YrbBc3wvLOCWpw/gBtuZcCVPds14f8/s6WljGGc8Y/B5rmN6nQcGkO4CEhGk/jyjKz7Ktprbmkm1CfranOcCFMZl+jwBRUVLg7x5cAAAAAIDgyUmzTfxac67kG/fAtuZcsu7W7HZX55GF6dp6Qbbt+rI150pepm3m15pzqSDb9spac65YX9FgzkD4IwifWSBh1vmQIM6bhKmwDoYuD/7q7bEdbFtzSUfFRgi0dQX084PQiEkqK8rRCeXFfg8FAAAAABAwLcaF4dacKx37uj3NQRqT5W3Opc4u2xV+a86Vna2263jWnEvN7bYV7NacKyXGFUnWnEtBmSsM6nweYNJjnJCz5pKJSWuMRqvxYNuaS7adezs8zQEutNIbCaOw/9Bj6cIKpacF8EAEAAAAAOCrsGx50GG8PGLNuWS9FOr3JdP2btt1AmvOpZZ9tjegNQepw3h/ijXnSrPxQ23NuRSUzz6T7gi1dOP3uDUHhEVBdrqnuWSztlqmJTP8lJvh/4kN/DE2N/5Gc8X5/e+VLS3K0Z0XHasF88q8GhYAAAAAIELSjZcdrDlXcoyXF605l6wd7v3uhJ9rnLCw5lzK7LWNwZqDZL1k7/el/QLj1rXWnEvWp8r1U+r31hXAqHR6nINdZkyy3LyW6f/37aDSJVluFAvAseKgLn7fTN3+v2+YckF0QnmxyopyVNfYrsHeRjH1TVjRkhl+mlCQrb0N7X4PAz64/IOH6oipY1Xf3K4J+dm6+tevaEfT8N9XT3/9Q3px827VN7erpKDv+4sV7gCAqEiTrQsbKzsAAH4LVc2yzlH6PJeZmZEmGVqHZ2b4/6yOzUnX260jX/Ud6/MdAt3Gd2p3AN6prcZFzNacKwUZUrNhGXNBAGZFszPS1Gr4TGX7/JmKpdv+fmvOJVa6Awg1a7eYwHaVCfme4g3G/VysuWRLT4tp6cIKSQOfYloyIyj2tLEXWap6a0+b5s8ar/OOnqKTZk/QjeeO/H2VlZF24HfmzxrP9xcAIFLYHg0AEBZhqllhGWur8QKvNedSi/FSqDXnSptxS0NrzqWQ3Buijl7bdRhrzqWwtOxvMl4bteZSAZPuABJivSEsADeODSrLeDOjNZdsM4rzPM35YcG8Mt150bGaVNi/hTwtmREUE/KD+g0G1w7+7tz/fVVaxPcVAAAAAASZdcIjCBMjYbm+OsbY49qac6ko1/bKWnOuhKW9eJhkp9kmqK05l6y7Giaw+6Gn8rO8zaUCv7+vAYRUUNp1JMq6xUxQt6K5eP5M3bJ6g3qGGV9arC8XfP3/I3qD+qQj5UwuztUbO9v8HgaSbKjvzgXzynRGRanW1TTQQh4AAAAIoWmF6draNPJqvGmFzHKFWVhWj0vqa59muQzm82nnlKIsNbSOfJV3SpH/M285GemSRl7G3pfzT6dxYbA151KGbNf4/Z5sbDc+V9acS40dtuvf1pwrzcYny5pz6ZipOXrprZG3CT1mas6ImdEIwg1dAJB0HcY6YM0lW1ZGmhadUj5sZtEp5coKwF5KQ6msqtXiletV19TR7/EdTR1avHK9KqtqfRoZ0GdHUzC3Z4Bbw313pqfFaCEPAAAAhFTzPts1EmsOGK2wbN+507hZtzXn0m5jm2trzpUu42tqzblkfab8voxu7cQfgI79oRGmOZTWrkxPc4niCAJASsrNtH39WXN+WHJ2hT5/arkOnvNJi0mfP7VcS86u8GdgBt09vVq2qnrQm3n3P7ZsVbW6h1vKDzg2YYzf9+gimcLw3QkAAAAgceNybDfNWnPAaGUY32rWnCslxu33rDmXCoyL7a05V6zr7IPQdyMsrfCzjJfxrTmE57WXpMmFtg+1NZco/78FAcAHt503T1/677+ackG25OwKXX3mHN2/dpM2N7RqRnGeLp4/M9Ar3CVpXU2DahuHbvfSK6m2sV3raho0f9b45A0MeJdXtuzxewhwKC0mXbtgjrbtaQvNdycAwDt56VKrYUVGXgAuIAEAvLGn3ba80ZoDRiszTeoyHI/4vSZor3EZqzXn0rZGW9dCa86VsKwel6R9xkFYc65MKsjUVsPrOqnA7UrnKOk2vqbWnFMx491J1lyCmHQHkJJ6jBMr1pyfsjLSdOkph/g9jLjUN4+8v0o8OcCFNr/7t8GpRaeU6/MfmOX3MAAAPukwzqdYcwCA4Gsxbo5szQGj1Wk8zrDmXNll2M89npxL1qeKQzy7sDynzZ3e5iBZP9H+f/Kl7Y0dI4fiyCUq+LNJAODA2BzbHW3WHOJTUpDjaQ5wIQitkeA92sgDACQp07jAwZoDAARfZq/txmprDhitsLTDHpdru0BizSFcwtIKvzDLNu1vzUHKNZ4MWXMuTTRub2HNJYqV7gASkibb3WtBvbPniQ07zLkPzClxPJrUc0J5scqKclTX2D7ovu4xSaVFOTqhvDjZQwMOKMjNVGuzv+3GMDppMemvS8/Sf76wJVRbcAAA3AvLyrKgyM2Q2gxLWHK5ygQgwFqM3+nWHIIpTNcs9xnfa9acK23GvuHWnEsT8zL0tmHF/cQ8fw9actIky04WOQF4o+Zkpmmv4U2Y4/M+CG8bv7ytOZfy06UWw8cl3+c7Gc48vEQPvzzyPMqZh/s/f/KycZtQay5RnA4BSEhY2soMZXNDq6c5xCc9LaalCyu0eOV6xaR+E+/774tburBC6Wn+3yWH1NXMPn6ht+iUco3JyQjdFhwAAPfCfj6TbNZOy3RkBgD4LUw1vsvYVMGac6XJeH3EmnOpxbhVoDXnivWvD8LOh21dttfVmnOl3fhBseZc2jfgivhwOf/sstwZEEfOpTbj62rNJSoA98kAibO+gXmje89645rPN7gNacpYW9tyaw7xWzCvTHdedKxKi/o/x6VFObrzomO1YF6ZTyMD+uRn+z0CJIoW8gAAeIt2/ACAsAjTNcuw1NcxWbYBWHMuhWWsORm2v9+acynP+GGx5lzJNv711pxLecbX1ZpzZVye7cmy5lyyrjB3vRKdle4ItTDduRg1ZQWZ2tI4ctvlsoJg7okeM94lZs0hMQvmlemMilKtq2lQfXO7Sgr6Wsqzwh1B0Nzm/12aGFlM0qTCbF168iHaupsW8gAAuGBduBaABW5AysiS1GnMoU9+mq11fD6nEqFWOiZDW5tGbi9eOsb/qZG8TKnR8EHO8/ny6r4eW4G35lx6u8WwH04cOVd6e2yrba05l4rzMtXc2WHK+WlSYbY27xl5nJMK/V9lEzNe+rbmXPlDVb2nOZc6jR8Vay5R/lcWAKHUZDmziyOXbG/tafM0h8Slp8U0f9Z4v4cBDNDBnHvg7T/3uPHcw+mOAQAAgJTSbetM25eDJGlfzNjO1+9ZDoxK8z7b62fNudRm/CC3+fxBbjHOUllzLllH4PdIO4z3J1hzLjUaB2HNuRKWcUrh2QbBem00CNdQg/LZ5749AAkZn2+7c82aS7YZxXme5gBET24Qes2hn+KDagrbUQAAkBzWS/3+T18AqSMsbamDJDvNdqndmkMwFRrbhltzLo3JSvc050q+8fqINeeS9Zny9xmVcozLYa05lybk2wZhzbky3vj3W3Mu5RuLszXnSpi2dw7KWP1/dwEIpSnjcrRxZ6spF0RnzJmklc9vMeUApKYz5o7XI3992+9hQH0X8EuLcvT01z+kFzfvZjsKAMCoZUoaebOsvhyCs3IkTLJjUofhCcnmUAYJCtMqyaBotnzxx5FDMG2z9GuPI+fS5LHZamgbuc355LH+tsPu275t5KWsQdjmbeq4TG3ePfKHeOo4f4/y8rMz1LJv5Nc+P9v/Kbyjp4/TGztH7gZ79PRxSRjN0KaOy9NGwzinjvN/kV1nl604W3Ou5GbGTKvtcwNwh9+4bGnXyLsLaJzjr1P/P7EAQmmH8QzEmku2PR22cVlzAKKnoY3LxkGw/7B96cIKZWWksR0FAMAT1l08/d3tE2HGewyucTMMMDhrl+MAdEPWrlbbKKw5V5qNd+9Ycy41tnubc2Wv5c68OHIu7Wi23aBizblSZ/z7rTmX2o0faWvOlfYu2/vPmnOprSddlm/2vpw7/t96BCCUpo/L9TSXbCUFthX41hyA6CkryvJ7CJF0RkWJjpxaOOjPZozPVVlR/+9dWsgDAFzINl5rseaizrpig5Ud78gztti15qIuLO2Ag4RtH4DBhen7ZHyOrQZYc64U5tr+fmvOpQnGrU6tOVfG5dn+fmvOpdIC2/Uxa86VScbX1JpzKd94kmHNuRKWcUpSUa5tDNZcojgfQqgV50gNhrvSigM4b2q77yYYB4CD+cE/H6N5N/7BlAuiE8qLVVaUo7rG9kHv+t7fyviE8uJkDw1AQOwMaKeOsDlkfI6mFI/RzPF5+sbZFcr9//ei29vepa/+50vasrtN08fl6gf/fIzG5GSou6dX62oaaCEPAHCKyar4jMlJ0572kVevjfF5UiBIjp5apDVv7jblIB1WmqfqupG3sDus1P+WsEHBSvf45aRJhq8y8VUWbufMm6RHqnaYcn7buGvkVtjx5JzpMa5gt+YcmjIuR2+EYEvU/3f8FN3+PxtNOb+9tGWPpzlXqrY3eppz6ZL3z9BPnnrTlPPT41/+gE76zlOmnN8m5GeptmnkLgYT8t3eHMKkO0Ktvds2dd2XC5YwtToazJicDB05tVB/fatpyMyRUws1JieYXzPpaTEtXVihxSvXK6b+J6HvbmXMRA+Qurb53WssIqYUj9H9l75vwONjcjK04tPHD3g8PS1GC3kAgHOdxmvC1lzUtRr2cownlwrqW22N4625qNvdZvuwWXPAYKxfUXyVhVtDh+1qqjXnUlhaNzcZ9kmOJ+dSnXEBhTXnSkOLrf5bcy7tbLE9V9acK3uNB+7WnEtNbbbvH2vOlSnFucpKj6mze+jvoKz0mKYU+9/teKfxmNqaSxT37Y1SunE+zppDfIqNrUCsuWTKNr4prDk/PPrFU4ZsEXzk1EI9+sVTkjyi+CyYV6Y7LzpWpbQyBjCIoG6PETYzx7MaCQAQPGFqlRgEhcabqa25VBD2LdmSbXKRbcWhNZcKrDsTsIPBO/juTw3Wc9AgnKvmGj+g1pwrYboGH5b6O6PY9v6z5lwqMbaNt+ZcCdPxaphe/7AIyrFkoA+7li9fruOPP14FBQUqKSnR+eefr9dee61fpr29XVdccYXGjx+vMWPG6BOf+IR27Bi5fYxX7vj40Z7mku328+Z5mku2mxYc7mkumf778yd5mvPLo188RVU3nqUz5pbosNICnTG3RFU3nhX4Cff9Fswr05+vPU2/WnSifnjB0frVohP152tPY8IdSIKg1/nrPxq82hFG1y6Y6/cQAABJFvQaL0k/u+gET3NR97OLjc+XMZcKvvrhwzzNRd2N59iuO1lzqeD+z5zoaS4VPPDZ+Z7mUlXQ6/wVH5ztac6lx750qqc5V37xmYHd60aTc8l6Lcfvaz4fPWKypzmXfvovx3mac+W3i0/2NOfSgsNtcw/WnCvbGtqGXeUuSZ3dvdrW4PMWGJLu+Jf3eppLVKAn3Z9++mldccUVeu655/TEE09o3759OvPMM9XS0nIg89WvflWrVq3Sr3/9az399NPavn27Pv7xjydtjJf/5mVPc8n21UeqPM0l22cfetHTXDL96H//4WnOT/tbBP/hK6dqxaePD2xL+aHsb2V83tFTNH/WeFrKA0kS9Dr/ufvWJeXvibpXt/m/VxYAILmCXuMl6XMrbXXemou6z91vfL6MuVTwT3c/62ku6v55xf95mksFX/vty57mUsHV//2Sp7lUFfQ6f8WDtuvA1pxLdc22be2sOVeu/e0rnuZcsl7L8fuazyU/f87TnEuXP/gXT3OuPLGhztOcS//8H8bjHmPOlY/86GlPcy7d8afXPc0lKtAzY5WVlf3+/Re/+IVKSkr04osv6tRTT1VjY6PuuecePfjggzrttNMkSffee6/mzp2r5557Tiee6P5OTuvuD/7vEjE4624wbGXkvS27bXf/WHMAEDZBr/P1zZ1O//xUUe/zxQEAQPIFvcZLUotxH1drLuqa2m17H1pzqaBtn+1KkDUXdTxf8Wsw7p1rzaUC6zke54LDC3qd395oOwe15lyyni/7fV4druc0HJ/zsIwznjH4PdbNDa2e5lwKSw0P0znTpl2219WaS1SgV7ofrLGxb6VUcXGxJOnFF1/Uvn37dPrppx/IzJkzR9OnT9fatWt9GSNgNaUo29McAIRd0Or82JxQHSYFVkkB+24CQKoLWo2XxB3occrLtHUDs+ZSQZZxS2hrLuqyjYfe1lwqsG6dHIAtlgNjbK7tA2fNoU/Q6nzJGNub3ppzKTvN9qVmzblSnGOr79acSxOMr6s158r4fNt6WGvOpeI823eiNedKsbH7rjXnUpHxmqM150puhu0zbc25VGacR7PmEhWaQ9Wenh595Stf0UknnaR58/r2b6qrq1NWVpbGjh3bLztp0iTV1Q3dIqKjo0NNTU39/gGSraTQNglhzQFAmHlV572s8Ttb/L+bOMxiksqKcnRCebHfQwEA+Cio5/LWtRj+r9kIhpwM20VUay4V5KTbLj5ac1FXarwAas2lguYO26p/ay4VNLbaVgxacwjmuXzf2aiXOXdufqza05wrb+6yrWC35lw6evpYT3OuTBub52nOpenFYzzNuXL/ui2e5lzKMd51ac25kmf8+605l3YaOy1Yc4kKzaT7FVdcoaqqKj300EOj/rOWL1+uoqKiA/9MmzbNgxEC8dm2x3YQYs0BQJh5Vee9rPFt+1jaZnXwpYr9/750YYXS0/y/kAEA8A/n8tHQZJy0s+ZSQZvxjg1rLur2tNveO9ZcKujotp2vWHOpoMW4PYE1h2Cey9fvNbbCNuZc2m28wcOac6W9y/Y9Ys25tKPJ9rpac67UGt9/1pxLtc0dnuZcaTZuc2TNubS71XYAaM25srfT9pm25lzaZtzewppLVCgm3b/4xS/q97//vf73f/9XU6dOPfB4aWmpOjs7tWfPnn75HTt2qLS0dMg/b8mSJWpsbDzwz9atW10NHRjStHG5nuYAIKy8rPNe1vj8rFAcJvluXF6mJhX2X3FUWpSjOy86Vgvmlfk0KgBAEHAuHx2FxtaW1lwqyDN2LrXmom68sQe6NZcKcoytXK25VFBgbClszaW6oJ7LTzB+sVpzLoWlvuYYt4+x5lyaOtbWNdaac6Ws0NgK25hzaZrxubLmXAnTd/wE4/GMNedKsfHvt+ZcmmzshmTNJSrQZ0O9vb364he/qN/97nd66qmnVF5e3u/n733ve5WZmaknn3zywGOvvfaatmzZovnz5w/552ZnZ6uwsLDfP6nK2vTB/+YQg5taaPuCtOaSafo4W2sYaw4AwsZFnfeyxp8+tyTh300lu1v36XufPFq/WnSifnhB3//++drTmHAHgBQWhnP5ccZrLdZc1PX22lavWHMpwdrth65AkqSebtuqM2suFRwzo8jTXCq4+H3TPc2lqqCfy+8ybhVnzblUUmDcftSYc+XYqbbXw5pzKxzbC+xpta0Kt+ZcOmbGOE9zrnxg9nhPcy6de8wUT3Ou/O7ykz3NuRSU79PgzUS+yxVXXKEHH3xQjzzyiAoKCg7s+VJUVKTc3FwVFRXp0ksv1VVXXaXi4mIVFhbqS1/6kubPn68TTzzR59GHg7VZUlCbKu3dZyuO1lwybW+ytbGw5gAgbIJe599u4YKe1c69HTrvaH9PBAAAwRH0Gi9JHT3psuzY3pdDc4dtMt2aSwWtxjab1lzU7W63PQ/WXCrY1WJrOWvNpYKGNts5njWXqoJe5/cY9+2w5lx6u8XWNt6ac2Vnm212wJpz6a09bZ7mXNnRbHtNrTmXdjTZJv6tOVes1/GCcL1vp3HbAGvOlYnGTgvWnEvbjW3jrblEBXrS/c4775QkffCDH+z3+L333qvPfOYzkqQf/OAHSktL0yc+8Ql1dHTorLPO0k9/+tMkjzS8stIky5ZrQe2wW5gdk6U+FmYHb9J9mnEFuzUHAGET9DofgOPF0PD7rnsAQLAEvcZLUkF2mlr3jXyxvSA7oCfDSTYmS7JsJzsmy/1YwmJMdoYaDE/amOxAX5pLmqJsma7vOO4IGioTx2ToNWMOfSbkGNv5GnOpKuh1fmxuuqnGj831/8a6iWMyVWuYAJo4xt/35KSCLL1WZ8v5bepY21at1pwrk4yv/SSfX3tJmphne12tOVfCtJ1vSYHtgMaac+Vt440Ubzd1+D7xPqnQ9v6z5hIV6KMuS1uynJwc3XHHHbrjjjuSMKLosUy4x5NLtm17bHf6WHPJNKe0wNMcAIRN0Ov86qqdSf87wyamvv3bTygv9nsoAIAACXqNl6T6vbZVQ9Zc1LXuM67aNuZSQXqvbRWVNRd1+3psN7hYc6ng5S17PM2lgofW2/YJf2j9Vn35rMMcjya8gl7nx+dnaXvTyNeCx+f7P0Fc32hbbW3NubJtd6unOaesW934vCXO2PxsSc3GnL8e+es2c+5LZ7zH8WiGNr3YuJ2vMefSk9WGu1j+/9wXT5vteDRD+9hP/2zO/fm6DzsezfBe3rzH01yiOFJFqFmbAPnfLGighlbbjQDWHADAW1wyHt7+HjJLF1Yonb1IAQAhY63zHA/0adtnuxPfmksFLV22S27WXNTtMbbztuZSQZvxJhdrLhXsaTW+z4w5BNNO4+tnzbnUZNyWxZpzZZexHbc159JbxtbR1pwrtcYVxNacSzuNN6Fac64Epb24RV2zbc7HmnOlwbi1hTXn0k7jGKy5RHFkj1DLMF7jt+aSydqKl5a9AIBkys3sf3hYVpSjz59arrKi/vWotChHd150rBbMK0vm8AAA8IT1FDGAp5K+yDH2SbTmUoG11T4t+fuMzbW9eay5VHDwcftoc6mgyNhO3JpDME3Is31PWHMuFRm/06w5VyYai5U151KZcR8Sa86VycZW3NacS8XGz4o150qY2stbt2Lwe8uGscbX1JpzabxxDNZcovx/JuCrvMyYqf1bXmYwLzXMLsnThh0jt62ZXeJ/y5CDnVBerLKiHNU1tg+6eoKWvQDgrzklOfp7vf93vybbC/92hl7d1qj65naVFPTVofS0mK5ZMFfrahoGPA4AQBgV5aRpT/vIq7KLcpiskkLTqTVQCnKyVd8y8vWKghz/L6YHwfxDi/Wb9bWmHPrMHJ+rqtoWUw59Zk8ao9qmBlMO4bWrxbYy1Jpz6aRZ4/XfL2035fz09bPm6LKVL5pyfttpXBlszUEak22bRrTmXJlTWuhpzqWxxjtVrTlXLjh2mr7/v2+Ycn6bMj5PG3eNvBXHlPFu5wqZdE9xHV22M2JrLtksF0niySVTelpMSxdWaPHK9Yqpf9tCWvYCgP8a/e/glXRnVJRoTE6G5g9yQp+eFhv0cQAAwog9yuPTYdyzzZpLBbtaba0rrbmoq2+2PQ/WXCrY1Wr7wFlzqWCH8f1jzSGY9rTZ3vPWnEs79tomfq05V9q6bM+VNefSNmPrcGvOle3GtvHWnEtvG9txW3OuhGk731pjK35rzpWd7caW7cacSzuajN+nxlyiuGU7xeUY+65bc8lWZmyvYs0l24J5ZbrzomNVSsteAAic4tzUOkw6o6JEKy453u9hAACQFGOybHXemou6/Gxbq2VrLhUUG9tTW3NRV1pka59qzaWCicaWs9ZcKigZY1t/Zs0hmMblZXqac6nU+Pm05lwZm2N7rqw5l6aOtW3Vas25Ms3491tzLpUY33/WnCtjc43vU2POpSnG4xlrzpUpY23dcqw5l6YYt4yw5hLFEUSK6zTetW/NJdvlH5ytz93/F1MuqBbMK9MZFaW07AWAgHlz58jtQMMoJmnimEydeXiZNje0aub4PH3j7ArlZnHBFwCQOg6fUqQ1b4zcYvjwKUVJGE3wXfL+6frJUzWmHPq07rOt9rPmom7jjr2e5lJBzLifgzWXCjbW287xrDkE0/87fopu/5+NppzfXtqyx9OcK09s2GHOfWBOiePRDO+46eP05N/fNuX8dMyMcfofwziPmeHvOCVpnHGS2ppz5Y/VdebcBw7z9306qdA2SW3NuWKdoQrCTNbEAttkujWXKCbdU1yXx7lka9lnG5k15xda9gJA8LQHu3QkZP9B8E3nH0E3FQBASqs3tmq05qKuqc22ZZs1lwqajNvcWXNRV2ts9WnNpQK+x+K3p812kmfNIZgaWmyvnzXn0k5jO25rzpXNDbYbUaw5l2qbbe3YrTlXdhjbxltzLtU2G2u0MefKloaR9/OOJ+fSW3ts2xtYc668tcf2XFlzLm037hNqzSWKPmkpLtP4DrDmkq04z9Zew5oDAGC/oG6tEo/i/P53GbN9CQAAfSYV2FbiWHNRV2rcss2aSwVjjW2LrbmoC/v2gX6YOMb23rHmUsHYXNv6M2sOwRSmmhWWz/EUY4tza86lsjHGemLMuRKm53RKkXGsxpwrU40tzq05l2YU53mac2Vyoe01teZcmjne9lxZc4kK6FQqkiVM7SEG8/e6Jk9zAADsd8h4/0/AExWTVFaUo+eWnK5fLTpRP7zgaP1q0Yn687WnMeEOAICk1+uaPc1F3Yubd3uaSwUnHjLW01zUfdjYjtiaSwUt7baVr9ZcKpg10TbRYs0hmP6yeeTtY+LJuXTuUZM9zbmyo8m2itWac+kvW23HItacKzHjjIs159IE417t1pwrvbJtp2LNuXTGnEme5lzZsrvF05xL3zi7wtNcorhtL8V1GruYWXPJtnW3rZBbcwAA7NfgbwenhO0/HVu6sEJZGWlsXwIAwCAajS29rbmoC0sLzCB5e6+tbbE1F3U79tpa0lpzqWBXa7enuVRQ32J7Lqw5BNO2PbbWwdacS28b28Zbc65sb7R991pzLoXlmCVMbbtrje24rTlXthlfU2vOpT0dts+0NefK1t2258qacyk3K11HTi3UX98aegHukVMLlZuV7nQcrHRPcbnGvvHWXLKFpQ0HACB8Sn2+QzdRtJAHAGBkB2/BMtpc1E02tuC15lJBUFpchsUUY6tXay4VlBjPV6y5VDDN2KbZmkMwTRtnfJ2NOZemjbN9p1lzrkw3/v3WnEthGeu0cbb6b825NKPY9lxZc66E5fMkSSUFtu8fa86VMB3Pdvf06u3m4W/8ebu5U909bjsdBHMmNURK8m13RVhzyVZ55Qc8zSXbxfNnKm2EDitpsb4cAADxeM+kAr+HMKKY+vahe+Bz76OFPAAAcfjd5Sd7mou6MLXrDIqgtLgMi5jxrWPNpYKHLnu/p7lU8C/vm+lpDsF04QkzPM25NKe00NOcKz/452M8zbkUlrHOMV5zsuZcOmNuqac5V6Ybb1Cw5lw6obxYZUU5Q24esH/byBPKi5M5rAHCdDy7rqZBtY3Dr7ivbWzXuhq3W4sw6T5K1q5WQe1+NX2C8YvImEu2rIw0LTqlfNjMolPKlZXBWx0AEJ/tTf63mnu3gw/E9//7jecerpMOnaDzjp6i+bPGK32ku9EAAIAmGldkW3NRV9tku6hhzaWC3Kx0nVEx/P7jZ1SUOG9xGRZvNRrb7BpzqaB4TNaInSlzM9NUPIaV7vs1G9v0WnMIpqYO27Yd1pxLDa22umnNuTImJ0Mzxg+/OnjG+FyNyfF/N+OwjLWhzfjaG3Mu7Wk3tkI35lzZ3mRrcW7NuZSeFtPShX0T1UNd71u6sML3a3xhOp6tb7a9rtZcopiJHKWCbNtTaM0lW2Or7YvQmvPDkrMr9PlTyweseE+LSZ8/tVxLAnCXDQAgfMqS3IZxxvjcIWvZXRcdq9Ki/i2laCMPAEDi3jbeXGfNRd2UItvNB9ZcqlhxyfFDXqg8o6JEKy45PskjCi62D4xfZ1ePOrp6hs10dPWoc4RMKpkwxvYdZc0hmIrzbOfy1pxLYRlrd0+vOruGbzXS2dXrvG2zRVjGGpb24pI0Id/43WnMuTK50PZcWXOuLZhXpjtDcL0vLMezY3Nt24JZc4ny/9ajkOvo6vY0l2yf/cU6c+43l5/keDSJW3J2ha4+c47uX7tJmxtaNaM4TxfPn8kKdwBAwtZv2ePsz/7nY6coKytdm3a1aub4PH3j7ArlZqWrs6tnyFp2RkWp1tU0qL65XSUFfS2m/L7jFQCAsPrYT/9szv35ug87Hk3whenCcNCsuOR47W3v0lf/8yVt2d2m6eNy9YN/Psb3FXZBc/H8mbpl9QYNNwfC9oH93b9207DPlyT19PblLj3lkOQMKuisc2z+zxtiFP5e12TOnfKeiY5HM/IYrDk/xxpP2+b5s8YnaVSDC8tY97cXr2tsH/QrJ6a+yVe/24tLGrgUe7Q5R7bsbvU0lwwL5pWF4npfGI5n/1hdZ8594LDhV++PRnCekZBq3Wc7CrPmkm37CAUo3pyfsjLSOIkAAHhmZ4u7Li/bmzt0/6XvG/D4cLUsPS3m+8krAABR0WCs89Zc1G0zXhOw5lJJZVWtlq2qPjAB8Fpds874wdNaurAiMCuYgmD/9oF3P1MzZIbtA/vb3GCbNLDmUsHOFlv3EmsOwbR1t20bCmvOpbCMNShtm70cg99j3d9efPHK9Yqp/70+QWovLkk79xq/O405V8LyeTpYGK73heF4dkuD7XW15hLFkeooFRrv5LDmkm1ykbHlhjEHAEBUlDhsLz9zPG0xAQDwU3G+ra2gNRd11mMXjnH6q6yq1eKV6wesuKtrbNfiletVWVXr08iC6c2dLaP6eaqhJX/86NqRGsL02QjLWMP02QnTWMPSXjwszynHq26E5Xg2KK8/k+6j9LOLT/A0l2w//4xtXNYcAABRce9nBq5E98rXzpzj7M8GAAAj+8/L3u9pLuquXTDX01wq6O7p1bJV1YO2jN3/2LJV1b7vKRsUbZ3deqK6ftjME9X1ausM5vaNfrh4/kyNtACSlvz9vXfGONNz9t4Z45IzIDgRps9GWMYaps9ORVmhpznXFswr09Nf/5Cu/+hcXTJ/hq7/6Fw9/fUPBWbCXQrP68/xqvfCdDz7jbMrPM0likn3Ufrc/bY90a25ZCvKy9SM8bnDZmaMz1VRHnf3AwBSy13PvOHsz/7vF7c6+7MBAMDIKv9mW5FhzUXdq9saPc2lgpH2lO3VO3vKQrp1dbWnuVSwvyX/cGjJ39+Lm3drpHmBnt6+HMIrTJ+NsIw1TJ+dr/36ZU9zrlVW1eoD//6/uvmxDbpv7Wbd/NgGfeDf/zcwq4el8Lz+HK96L0zHs7lZ6TqjYvi92s+oKFFuVrrTcfhfWUKuqb3L05wflnxk+Dt7Rvo5AABRtGmXu70P2VcRAAB/sRdyfMKyP2qQ8JzFx3rs7fIYPYyWnF2hz59aPmAFYlpM+vyp5VrieDVX2PC5TB1h+myEYaxh+uxsMe7Xbc25FJa23WF5/cMyzjAJ23O64pLjh5x4P6OiRCsuOd75GIK50XiIFGRnaNf/196dh0VVvv8Dfw8gww6uLCKLILiCu6EVuQXm19DMyMgwtcz0I65pn1Jcc9cyl8r6aC6FaepPcSUXSjO3QE2JzNxKzDJxF5S5f394MTlscwYHzgy8X9fldTnnPHPOfR7OnPt5znOW2/cUlbNE+Y+HKI4GDx4P0bmhF2yNPUOEiIioAvHxKLt3UdWpyvdHERERqcnXo+QnvplarqKzlnd5WpIazlqzlqvo/Ks54TuF5cjQ2880xMin62PF/rM4989t+FdzQp+IANXvjLVENVwU/i4VliPLZk2/DUuPtZqTvVnLlaU6VR2ReemGonJqMvbYbksal7GWNg3bq+ZnjXW65JVWuHn3PoavTsP5q3fgV9UR82KbwcWhfMZoLXMk2Io09HLGd79lKypniUx5PEREUPXyC4yIiEhlf18vu6s063u6ltmyiYiIyDgp8hRn6ctVdK0Dq8Hb3aHE8wfe7g5oHVitHKOycErPj/P+BgBA5waeWHngvKJyVJi9nQ36P1FX7TAsn9JDOg/9FYY1/TYsOdafL11XXO6JkJplHE3J4lr54ZuMy4rKqcmqxmWspE2T3169dO1ukYdxDQAvtldNYo11uu2nLEzcdFL/+8q8dAOd56UisVtDRDf2LvP1W8alUlbs8u08s5Yrb9b2eAgiIqLy8vu1nDJb9j93csts2URERGTcH9nK+rhKy1V0tjYaPBte8kmqZ8O9Vb8Ty5L8fVNZW1JpuYou+67xp0iaUo6oKH/fUvi7VFiOqLK4oPBR7ErLlaXruQpfB6ywXFmxpnEZa2nT2NpokNjtwesYCrZI8z8ndmvI9qoJrK1OLeGVDRx0f0RKH0Oi9uNKimONj4cgIiIqD2WZu5lXiYiI1KX0EdV8lPUDeTrBxqMln6TaeDQLeTreHpqP51tMw/qi8sD9jKh0rKndZC2/c2uJ05QYLCHW6MbeWPxyc3i5G8bi5e6AxS83L5c7nSsaa6lTY69sAB68sqGs+yt8vPwjimup8HElLdV9XElxrPHxEEREROVBaY7/OLYZ9p67grNXHrx3bceJLPx18x7zKhERkQXrExGAqVsyUNI5FxvNg3Jk/BGogAU9AtVC8HyLaVhfVB64nxGVjjW1m6zld24tcQLWFSvwYJC4c0MvHDzzDy7fuItarg9is5S7sa2RNdSppbyygXe6P6Lr9xQ+rkRhufJmbY+HICIiKi9Kc/ddjWBy9yZY0b8NpvRogkndmwBgXiUiIrJk9nY2eO2JwBLLvPZEIOzteNoEsK5HoFoKnm8xDeuLygP3M6LSsaZ2k7X8zq0lTsC6Ys1na6NBRFB1xDStjYig6hYVm7Wy9Dq1lP6K+kdBK2dNj9YojrU8HoKIiKg8lTbHM68SERFZh7efaYiBTwai4PkiGw0w8MlAvP1MQ3UCs0AV4dyHGtguNA3ri8oD9zOi0rGmdpO1/M6tJU7AumKlyslS+isaEan0L9y6fv063N3dce3aNbi5uZn03Tyd4PEZu4w+WmPvmA4Wd+VHQXk6sejHQxARVQaPkpOoMDVzPPMqERE9jDne/MxVp7n3dVix/yzO/fPgVTF9IgIs4k4tS1KRzn2oge1C07C+qDyYez9jnjcv1qflsqZ2k7XkE2uJE7CuWKlyKcv+iik5ie90f0T5j9YYtPJHaACDP6alPlqjOPmPhyAiIqJHz/HMq0RERNbB3s4G/Z+oq3YYFq0inftQA9uFpmF9UXngfkZUOtbUbrKW37m1xAlYV6xUuVhKf8UyL0GyMny0BhERUcXEHE9ERET0ANtFRERERERkqSyhv8I73c0kurE3Ojf04qM1iIiIKhjmeCIiIqIH2C4iIiIiIiJLpXZ/hYPuZsRHaxAREVVMzPFERERED7BdRERERERElkrN/gofL09ERERERERERERERERERFRKHHQnIiIiIiIiIiIiIiIiIiIqJQ66ExERERERERERERERERERlRIH3YmIiIiIiIiIiIiIiIiIiEqJg+5ERERERERERERERERERESlxEF3IiIiIiIiIiIiIiIiIiKiUrJTOwBLICIAgOvXr6scCRERVXb5uSg/N9GjYY4nIiJLwRxvfszzRERkKZjnzYs5noiILIUpOZ6D7gBu3LgBAKhTp47KkRARET1w48YNuLu7qx2G1WOOJyIiS8Mcbz7M80REZGmY582DOZ6IiCyNkhyvEV5+B51Oh4sXL8LV1RUajeaRlnX9+nXUqVMHFy5cgJubm5kiLD+MXz3WHDvA+NXG+NVlzvhFBDdu3ICPjw9sbPgWmEfFHG9erAPWAcA6AFgHAOsAML0OmOPNj3lePawv07HOTMP6Mh3rzHTsy1su5njLxjo1P9ap+bFOza+y1qkpOZ53ugOwsbGBr6+vWZfp5uZm1Tsd41ePNccOMH61MX51mSt+XhVvPszxZYN1wDoAWAcA6wBgHQCm1QFzvHkxz6uP9WU61plpWF+mY52Zjn15y8Mcbx1Yp+bHOjU/1qn5VcY6VZrjedkdERERERERERERERERERFRKXHQnYiIiIiIiIiIiIiIiIiIqJQ46G5mWq0WiYmJ0Gq1aodSKoxfPdYcO8D41cb41WXt8ZMy/DuzDgDWAcA6AFgHAOsAYB1UNPx7mob1ZTrWmWlYX6ZjnZmOdVY58O9sfqxT82Odmh/r1PxYp8ZpRETUDoKIiIiIiIiIiIiIiIiIiMga8U53IiIiIiIiIiIiIiIiIiKiUuKgOxERERERERERERERERERUSlx0J2IiIiIiIiIiIiIiIiIiKiUOOhORERERERERERERERERERUShx0N5Nvv/0W3bp1g4+PDzQaDTZs2KB2SIpNmzYNrVq1gqurK2rVqoXu3bsjMzNT7bAUW7x4McLCwuDm5gY3NzdERERg69ataodVatOnT4dGo8GwYcPUDkWRCRMmQKPRGPyrX7++2mGZ5I8//sDLL7+M6tWrw9HREU2aNMHhw4fVDkuRgICAQvWv0WgwePBgtUMzKi8vD+PGjUNgYCAcHR0RFBSEyZMnQ0TUDk2xGzduYNiwYfD394ejoyPatm2LQ4cOqR0WmVFRx+S7d+9i8ODBqF69OlxcXNCzZ0/8+eef6gVpZsaO6xV9+/MZyw0igvHjx8Pb2xuOjo7o1KkTTp06pWLE5mUsv1SG/UBJnqro+wFgPNdVtDow1q9Tsr3//PMP4uLi4ObmBg8PD/Tv3x83b94sx62g0rK2vpgaKkL/r7xZc39TDdbcx1VLRehblzf25SuXhQsXIiAgAA4ODmjTpg0OHjyodkhWy9rHEawB26PmwfaXebGtoRwH3c3k1q1bCA8Px8KFC9UOxWSpqakYPHgwfvjhB6SkpODevXt4+umncevWLbVDU8TX1xfTp0/HkSNHcPjwYXTo0AExMTE4ceKE2qGZ7NChQ/j4448RFhamdigmadSoEbKysvT/9u7dq3ZIil29ehXt2rVDlSpVsHXrVpw8eRJz5sxB1apV1Q5NkUOHDhnUfUpKCgCgV69eKkdm3IwZM7B48WIsWLAAGRkZmDFjBmbOnIkPP/xQ7dAUGzBgAFJSUrBixQocP34cTz/9NDp16oQ//vhD7dDIDIo7Jg8fPhybNm3CmjVrkJqaiosXL+K5555TKcqyUdJxvTJsv5LcMHPmTMyfPx8fffQRDhw4AGdnZ0RFReHu3bsqRm4+xvJLZdgPlOSpir4fAMZzXUWrA2P9OiXbGxcXhxMnTiAlJQXJycn49ttv8frrr5fXJlApWWtfTA3W3P8rb9be31SDNfdx1VIR+tbljX35ymP16tUYMWIEEhMT8eOPPyI8PBxRUVG4fPmy2qFZJWsfR7B0bI+aB9tf5se2hgmEzA6ArF+/Xu0wSu3y5csCQFJTU9UOpdSqVq0qn376qdphmOTGjRtSr149SUlJkcjISElISFA7JEUSExMlPDxc7TBKbcyYMfL444+rHYbZJCQkSFBQkOh0OrVDMapr167Sr18/g2nPPfecxMXFqRSRaW7fvi22traSnJxsML158+byzjvvqBQVmUtxx+Ts7GypUqWKrFmzRl82IyNDAMj+/ftVita8SjquV4btFzGeG3Q6nXh5ecmsWbP007Kzs0Wr1cqXX35ZHiGWu4fzS2XZD4zlqcqwHxjLdRW9Dgr265Rs78mTJwWAHDp0SF9m69atotFo5I8//ii32Mk01toXU4O19//KW0Xrb6rBmvq4arH2vnV5Y1++cmndurUMHjxY/zkvL098fHxk2rRpKkZVcVSEcQRLwfao+bD9ZX5sayjHO92pkGvXrgEAqlWrpnIkpsvLy0NSUhJu3bqFiIgItcMxyeDBg9G1a1d06tRJ7VBMdurUKfj4+KBu3bqIi4vD+fPn1Q5JsY0bN6Jly5bo1asXatWqhWbNmmHJkiVqh1Uqubm5WLlyJfr16weNRqN2OEa1bdsWO3fuxC+//AIAOHr0KPbu3YsuXbqoHJky9+/fR15eHhwcHAymOzo68m6fCqC4Y/KRI0dw7949g+n169eHn58f9u/fX95hlpnijuuVZfuN5YYzZ87g0qVLBvXg7u6ONm3aVKh6yFcwv1SW/cBYnqoM+4GxXFcZ6uBhSrZ3//798PDwQMuWLfVlOnXqBBsbGxw4cKDcYyZlrLkvpgZr7v+Vt4rU31SDtfVx1WLtfevyxr585ZGbm4sjR44Y5HcbGxt06tSpQrZV1WDN4wiWhu1R82H7y/zY1lDOTu0AyLLodDoMGzYM7dq1Q+PGjdUOR7Hjx48jIiICd+/ehYuLC9avX4+GDRuqHZZiSUlJ+PHHH63y/VFt2rTBsmXLEBoaiqysLEycOBFPPPEEfvrpJ7i6uqodnlG//fYbFi9ejBEjRuC///0vDh06hKFDh8Le3h7x8fFqh2eSDRs2IDs7G3379lU7FEXGjh2L69evo379+rC1tUVeXh6mTp2KuLg4tUNTxNXVFREREZg8eTIaNGgAT09PfPnll9i/fz+Cg4PVDo8eQUnH5EuXLsHe3h4eHh4G0z09PXHp0qVyirBslXRcrwzbDxjPDfnb6unpafC9ilYP+Qrml8qyHxjLU5VhPzCW6ypDHTxMyfZeunQJtWrVMphvZ2eHatWqVcg6qQisuS+mBmvv/5W3itTfVIO19XHVYu196/LGvnzl8ffffyMvL6/IttvPP/+sUlQVh7WOI1gitkfNi+0v82NbQzkOupOBwYMH46effrK6KztDQ0ORnp6Oa9euYe3atYiPj0dqaqpVDLxfuHABCQkJSElJKXSVrTV4+GqmsLAwtGnTBv7+/vjqq6/Qv39/FSNTRqfToWXLlnjvvfcAAM2aNcNPP/2Ejz76yOqS8GeffYYuXbrAx8dH7VAU+eqrr7Bq1Sp88cUXaNSoEdLT0zFs2DD4+PhYTd2vWLEC/fr1Q+3atWFra4vmzZujd+/eOHLkiNqhUSlZ+zHZHEo6rjs6OqoYWfmpSLnBHKwtv5hLRchT5sBcRxUZ877prL3/V97Ypng0lbUNYiq2WUzH9g3Ro7PWcQRLw/ao+bH9ZX5sayjHx8uT3pAhQ5CcnIzdu3fD19dX7XBMYm9vj+DgYLRo0QLTpk1DeHg4PvjgA7XDUuTIkSO4fPkymjdvDjs7O9jZ2SE1NRXz58+HnZ0d8vLy1A7RJB4eHggJCcGvv/6qdiiKeHt7F7o4o0GDBlb3iMRz587hm2++wYABA9QORbHRo0dj7NixePHFF9GkSRP06dMHw4cPx7Rp09QOTbGgoCCkpqbi5s2buHDhAg4ePIh79+6hbt26aodGpWTsmOzp6Ync3FxkZ2cbfO/PP/+El5eXOkGXsYeP615eXpVi+43lhvxt/fPPPw3KVLR6AIrOL5VlPzCWpyrLflBSrqssdZBPyfZ6eXnh8uXLBvPv37+Pf/75p0LWibWraH0xNVhb/6+8VZT+phqssY+rlorQty5v7MtXDjVq1ICtrW2laauWJ2seR7A0bI+aH9tf5se2hnIcdCeICIYMGYL169dj165dCAwMVDukR6bT6ZCTk6N2GIp07NgRx48fR3p6uv5fy5YtERcXh/T0dNja2qodoklu3ryJ06dPw9vbW+1QFGnXrh0yMzMNpv3yyy/w9/dXKaLSWbp0KWrVqoWuXbuqHYpit2/fho2NYRqytbWFTqdTKaLSc3Z2hre3N65evYrt27cjJiZG7ZColIwdk1u2bIkqVapg586d+u9kZmbi/PnziIiIUDHysvPwcb1FixaVYvuN5YbAwEB4eXkZ1MP169dx4MCBClUPQNH5pbLsB8byVGXaD4Cic11lqwMl2xsREYHs7GyDO+V27doFnU6HNm3alHvMVLKK1hdTg7X1/8pbRelvqsEa+7hqqUh96/LGvnzFZm9vjxYtWhi03XQ6HXbu3Fkh26rloSKOI6iN7VHzY/vL/NjWMIGQWdy4cUPS0tIkLS1NAMjcuXMlLS1Nzp07p3ZoRg0aNEjc3d1lz549kpWVpf93+/ZttUNTZOzYsZKamipnzpyRY8eOydixY0Wj0ciOHTvUDq3UIiMjJSEhQe0wFBk5cqTs2bNHzpw5I/v27ZNOnTpJjRo15PLly2qHpsjBgwfFzs5Opk6dKqdOnZJVq1aJk5OTrFy5Uu3QFMvLyxM/Pz8ZM2aM2qGYJD4+XmrXri3Jycly5swZWbdundSoUUPeeusttUNTbNu2bbJ161b57bffZMeOHRIeHi5t2rSR3NxctUMjMyp4TH7jjTfEz89Pdu3aJYcPH5aIiAiJiIhQL0AzM3Zcr+jbL6IsN0yfPl08PDzk//2//yfHjh2TmJgYCQwMlDt37qgYuXmVlF8qw36gJE9Vhv3AWK6raHVgrF+nZHujo6OlWbNmcuDAAdm7d6/Uq1dPevfurdYmkYmsqS+mBmvv/5W3itDfVIO19nHVUhH61uWNffnKIykpSbRarSxbtkxOnjwpr7/+unh4eMilS5fUDs0qWfs4grVge/TRsP1lfmxrKMdBdzPZvXu3ACj0Lz4+Xu3QjCoqbgCydOlStUNTpF+/fuLv7y/29vZSs2ZN6dixo1UPuItYV2KNjY0Vb29vsbe3l9q1a0tsbKz8+uuvaodlkk2bNknjxo1Fq9VK/fr15ZNPPlE7JJNs375dAEhmZqbaoZjk+vXrkpCQIH5+fuLg4CB169aVd955R3JyctQOTbHVq1dL3bp1xd7eXry8vGTw4MGSnZ2tdlhkZgWPyXfu3JE333xTqlatKk5OTtKjRw/JyspSL0AzM3Zcr+jbn89YbtDpdDJu3Djx9PQUrVYrHTt2tLrjsDEl5ZfKsB8oyVOVYT8wlusqWh0Y69cp2d4rV65I7969xcXFRdzc3OTVV1+VGzduqLA1VBrW1BdTQ0Xo/5U3a+9vqsFa+7hqqQh96/LGvnzl8uGHH4qfn5/Y29tL69at5YcfflA7JKtl7eMI1oLt0UfH9pd5sa2hnEZEpJxuqiciIiIiIiIiIiIiIiIiIqpQ+E53IiIiIiIiIiIiIiIiIiKiUuKgOxERERERERERERERERERUSlx0J2IiIiIiIiIiIiIiIiIiKiUOOhORERERERERERERERERERUShx0JyIiIiIiIiIiIiIiIiIiKiUOuhMREREREREREREREREREZUSB92JiIiIiIiIiIiIiIiIiIhKiYPuRGRVAgIC8P777+s/azQabNiw4ZGW2bdvX3Tv3v2RlkFERKS2ZcuWwcPDQ+0wiIiIyETm6NcSERFVZJUhV06YMAFNmzZVOwwqpfI4J8PzPpaPg+5EFqS4wd89e/ZAo9EgOzu73GMy5syZM3jppZfg4+MDBwcH+Pr6IiYmBj///DMA4OzZs9BoNEhPTy+T9WdlZaFLly5lsmwiIqLS6Nu3LzQaDTQaDezt7REcHIxJkybh/v37Zbre2NhY/PLLL2W6DmP++usvDBo0CH5+ftBqtfDy8kJUVBT27dunalxERERqsabc+NRTT2HYsGGFpvMELxFRxWdN+epRfP7552jVqhWcnJzg6uqKyMhIJCcnl3scRV1EMGrUKOzcubPM1x0QEKA/Z+Hs7IzmzZtjzZo1Zb7esqDWthS8MRCwjHMypD4OuhOR3r1790wu37lzZ1y7dg3r1q1DZmYmVq9ejSZNmpTbBQJeXl7QarXlsi4iIiKloqOjkZWVhVOnTmHkyJGYMGECZs2aVWTZ3Nxcs6zT0dERtWrVMsuySqtnz55IS0vD559/jl9++QUbN27EU089hStXrpTZOs1Vf0RERGVBjdxojUSkzC9QJCKi4lWGfDVq1CgMHDgQsbGxOHbsGA4ePIjHH38cMTExWLBggdrhwcXFBdWrVy+XdU2aNAlZWVlIS0tDq1atEBsbi++//75c1l2UR2kHmLItZXn+wBLOyZD6OOhOZKW+/vprNGrUCFqtFgEBAZgzZ47B/KKulvPw8MCyZcsA/HsH+urVqxEZGQkHBwesWrUK586dQ7du3VC1alU4OzujUaNG2LJlS5ExnDhxAqdPn8aiRYvw2GOPwd/fH+3atcOUKVPw2GOPAQACAwMBAM2aNYNGo8FTTz0FoOgr6Lt3746+ffvqP1++fBndunWDo6MjAgMDsWrVqkIxFNzOCxcu4IUXXoCHhweqVauGmJgYnD17Vj8/Ly8PI0aMgIeHB6pXr4633noLIlJMLRMREZVO/p0B/v7+GDRoEDp16oSNGzcC+PfJNlOnToWPjw9CQ0MBlJzDduzYAQcHh0IXtSUkJKBDhw4Air4LbfHixQgKCoK9vT1CQ0OxYsUK/byinkaTnZ0NjUaDPXv2AACuXr2KuLg41KxZE46OjqhXrx6WLl1a5DZnZ2fju+++w4wZM9C+fXv4+/ujdevWePvtt/Hss88alBs4cCA8PT3h4OCAxo0bG9xZYKyNExAQgMmTJ+OVV16Bm5sbXn/9dQDA3r178cQTT8DR0RF16tTB0KFDcevWLf33Fi1ahHr16sHBwQGenp54/vnni9wOIiIic1GaGwsy1q8FgE8//RQNGjSAg4MD6tevj0WLFunn5ef4pKQktG3bVp9vU1NTzbZtj9rGyH+i39atW9GiRQtotVrs3bsXR48eRfv27eHq6go3Nze0aNEChw8fNlvcRERUmNJ8NXfuXDRp0gTOzs6oU6cO3nzzTdy8eVM/P79PmpycjNDQUDg5OeH555/H7du38fnnnyMgIABVq1bF0KFDkZeXp/9efh+vd+/ecHZ2Ru3atbFw4cISY1aSKx/2ww8/YM6cOZg1axZGjRqF4OBgNGjQAFOnTsWwYcMwYsQIXLhwAUDRj3l///33ERAQYDCtpFycm5uLIUOGwNvbGw4ODvD398e0adP02wsAPXr0gEaj0X8uuF6dTodJkybB19cXWq0WTZs2xbZt2/Tz8/PtunXr0L59ezg5OSE8PBz79+8vse4AwNXVFV5eXggJCcHChQvh6OiITZs2IS8vD/3790dgYCAcHR0RGhqKDz74wOC7+ec0Jk6ciJo1a8LNzQ1vvPGGwYC2TqfDtGnT9MsJDw/H2rVr9fPN2Q4oblvy67qo8wdjxoxBSEgInJycULduXYwbN67QDYmbNm1Cq1at4ODggBo1aqBHjx4AHoxrnDt3DsOHD9ffZQ8UfU6muGUAQE5ODkaNGoXatWvD2dkZbdq00beT8i1btgx+fn5wcnJCjx49KtRFMBUVB92JrNCRI0fwwgsv4MUXX8Tx48cxYcIEjBs3Tj+gboqxY8ciISEBGRkZiIqKwuDBg5GTk4Nvv/0Wx48fx4wZM+Di4lLkd2vWrAkbGxusXbvWoKH0sIMHDwIAvvnmG2RlZWHdunWKY+vbty8uXLiA3bt3Y+3atVi0aBEuX75cbPl79+4hKioKrq6u+O6777Bv3z64uLggOjpan/TnzJmDZcuW4X//+x/27t2Lf/75B+vXr1ccExERUWk4OjoadEB37tyJzMxMpKSkIDk52WgO69ixIzw8PPD111/rl5GXl4fVq1cjLi6uyHWuX78eCQkJGDlyJH766ScMHDgQr776Knbv3q047nHjxuHkyZPYunUrMjIysHjxYtSoUaPIsi4uLnBxccGGDRuQk5NTZBmdTocuXbpg3759WLlyJU6ePInp06fD1tYWgPI2zuzZsxEeHo60tDSMGzcOp0+fRnR0NHr27Iljx45h9erV2Lt3L4YMGQIAOHz4MIYOHYpJkyYhMzMT27Ztw5NPPqm4HoiIiEpDSW4sSEm/dtWqVRg/fjymTp2KjIwMvPfeexg3bhw+//xzg2WNHj0aI0eORFpaGiIiItCtWzeznKw1Rxsj39ixYzF9+nRkZGQgLCwMcXFx8PX1xaFDh3DkyBGMHTsWVapUeeSYiYioeErzlY2NDebPn48TJ07g888/x65du/DWW28ZlLl9+zbmz5+PpKQkbNu2DXv27EGPHj2wZcsWbNmyBStWrMDHH39sMAALALNmzdL38fLPV6ekpBQZh5JcWdCXX34JFxcXDBw4sNC8kSNH4t69ewb9bWOM5eL58+dj48aN+Oqrr5CZmYlVq1bpB9cPHToEAFi6dCmysrL0nwv64IMPMGfOHMyePRvHjh1DVFQUnn32WZw6dcqg3DvvvINRo0YhPT0dISEh6N27t0l3jdvZ2aFKlSrIzc2FTqeDr68v1qxZg5MnT2L8+PH473//i6+++srgOzt37kRGRgb27NmDL7/8EuvWrcPEiRP186dNm4bly5fjo48+wokTJzB8+HC8/PLLhS4ANHc74OFtyVfw/AHwYKB+2bJlOHnyJD744AMsWbIE8+bN039n8+bN6NGjB5555hmkpaVh586daN26NQBg3bp18PX11d9hn5WVVWQsJS0DAIYMGYL9+/cjKSkJx44dQ69evRAdHa3/+x44cAD9+/fHkCFDkJ6ejvbt22PKlCmK64JUIkRkMeLj48XW1lacnZ0N/jk4OAgAuXr1qoiIvPTSS9K5c2eD744ePVoaNmyo/wxA1q9fb1DG3d1dli5dKiIiZ86cEQDy/vvvG5Rp0qSJTJgwQXHMCxYsECcnJ3F1dZX27dvLpEmT5PTp0/r5+etJS0sz+F5kZKQkJCQYTIuJiZH4+HgREcnMzBQAcvDgQf38jIwMASDz5s0rcjtXrFghoaGhotPp9PNzcnLE0dFRtm/fLiIi3t7eMnPmTP38e/fuia+vr8TExCjeZiIiopLEx8fr84pOp5OUlBTRarUyatQo/XxPT0/JycnRf0dJDktISJAOHTro52/fvl20Wq2+fbB06VJxd3fXz2/btq289tprBrH16tVLnnnmGREpOkdfvXpVAMju3btFRKRbt27y6quvKt72tWvXStWqVcXBwUHatm0rb7/9thw9etQgZhsbG8nMzCzy+0raOP7+/tK9e3eDMv3795fXX3/dYNp3330nNjY2cufOHfn666/Fzc1Nrl+/rnhbiIiIzMFYbhQxvV8bFBQkX3zxhcEyJk+eLBERESLyb46fPn26fn5+33fGjBnFxhoZGSlVqlQpdE5Cq9WavY2xe/duASAbNmwwWI6rq6ssW7as2BiJiKhsKMlXBa1Zs0aqV6+u/7x06VIBIL/++qt+2sCBA8XJyUlu3LihnxYVFSUDBw7Uf/b395fo6GiDZcfGxkqXLl30n03NlQVFR0dLeHh4sdvi5uYmgwYNEhGRxMTEQmXnzZsn/v7++s/GcvF//vMf6dChg0GMDyvq3H3B9fr4+MjUqVMNyrRq1UrefPNNEfk333766af6+SdOnBAAkpGRUey2+vv768+v5+TkyHvvvScAJDk5ucjygwcPlp49e+o/x8fHS7Vq1eTWrVv6aYsXLxYXFxfJy8uTu3fvipOTk3z//fcGy+nfv7/07t1bRMzXDjC2LUWdPyjKrFmzpEWLFvrPEREREhcXp2i9+QqekylpGefOnRNbW1v5448/DKZ37NhR3n77bRER6d27t75tlS82NtZgHWR5eKc7kYVp37490tPTDf59+umnBmUyMjLQrl07g2nt2rXDqVOnir3jvDgtW7Y0+Dx06FBMmTIF7dq1Q2JiIo4dO1bi9wcPHoxLly5h1apViIiIwJo1a9CoUaNir0RUKiMjA3Z2dmjRooV+Wv369Qs9ouVhR48exa+//gpXV1f9FZrVqlXD3bt3cfr0aVy7dg1ZWVlo06aN/jt2dnaF6oCIiOhRJScnw8XFBQ4ODujSpQtiY2MxYcIE/fwmTZrA3t5e/9lYDgOAuLg47NmzBxcvXgTw4Mr6rl27Fpsbi2svZGRkKN6OQYMGISkpCU2bNsVbb71l9B1vPXv2xMWLF7Fx40ZER0djz549aN68uf5O9fT0dPj6+iIkJMSkmAu2cQrm7qNHj2LZsmX6unNxcUFUVBR0Oh3OnDmDzp07w9/fH3Xr1kWfPn2watUq3L59W3E9EBERlZax3FiQsTbBrVu3cPr0afTv398g702ZMkXfZsgXERGh/39+39dYOyAuLq7QOYlJkyYZlDFHGyNfwZw+YsQIDBgwAJ06dcL06dMLbRMREZUNJfnqm2++QceOHVG7dm24urqiT58+uHLlikHfysnJCUFBQfrPnp6eCAgIMHiSqqenZ6GnmT6cs/I/F5dXlPSfiyJGXjH6cB+9JEpycd++fZGeno7Q0FAMHToUO3bsULTsfNevX8fFixcV5duwsDD9/729vQGgxKfFAg8er+7i4gInJyfMmDED06dPR9euXQEACxcuRIsWLVCzZk24uLjgk08+wfnz5w2+Hx4eDicnJ/3niIgI3Lx5ExcuXMCvv/6K27dvo3Pnzgb1s3z58kJ/H3O0A0ralqLWAQCrV69Gu3bt4OXlBRcXF7z77rsG25ieno6OHTsaXXdJSlrG8ePHkZeXh5CQEIM6Sk1N1W9zRkaGwTgGUPh3QpbHTu0AiMiQs7MzgoODDab9/vvvJi9Ho9EUakgUfC9J/voeNmDAAERFRWHz5s3YsWMHpk2bhjlz5uA///lPsetydXVFt27d0K1bN0yZMgVRUVGYMmUKOnfuXOx3bGxsFMVnips3b6JFixZFvvu9Zs2aj7RsIiIiU7Rv3x6LFy+Gvb09fHx8YGdn2OwumH+V5LBWrVohKCgISUlJGDRoENavX1+qV8vks7F5cP3tw/m4YC7u0qULzp07hy1btiAlJQUdO3bE4MGDMXv27GKX6+DggM6dO6Nz584YN24cBgwYgMTERPTt2xeOjo6ljvdhRdXfwIEDMXTo0EJl/fz8YG9vjx9//BF79uzBjh07MH78eEyYMAGHDh0q8YI+IiIicygpNxZkrE2Q/+7cJUuWFDoRm/+6lkfh7u5e6JxErVq1TFqGkjZGvoI5fcKECXjppZewefNmbN26FYmJiUhKSjJ4ByoREZWNkvLV2bNn8X//938YNGgQpk6dimrVqmHv3r3o378/cnNz9QOwBR8FrtFoipym0+lKHWdpzgHXq1cPe/fuRW5ubqHB9YsXL+L69ev6i8ONnbdWkoubN2+OM2fOYOvWrfjmm2/wwgsvoFOnToUeq28OD9dv/vvFjdXv6NGj0bdvX7i4uMDT01P/vaSkJIwaNQpz5sxBREQEXF1dMWvWLBw4cEBxPPn1s3nzZtSuXdtgnlarNfhsjnZAcdtS3Dr279+PuLg4TJw4EVFRUXB3d0dSUhLmzJmjL2OOcxclLePmzZuwtbXFkSNHCrXfinvVL1kH3ulOZIUaNGiAffv2GUzbt28fQkJC9AfpmjVrGrxP5NSpU4rv6KpTpw7eeOMNrFu3DiNHjsSSJUsUx6bRaFC/fn3cunULwL9XCBa8A79gfHl5efjpp5/0n+vXr4/79+/jyJEj+mmZmZnIzs4udt3NmzfHqVOnUKtWLQQHBxv8c3d3h7u7O7y9vQ0aCQXXQUREZA75F9H5+fkVGnAvirEcli8uLg6rVq3Cpk2bYGNjY3D1dkHFtRcaNmwI4N+TEQ/n4/T09ELLqVmzJuLj47Fy5Uq8//77+OSTT4xuz8MaNmyobxeEhYXh999/xy+//GJSzA+3cYrSvHlznDx5slDdBQcH69sidnZ26NSpE2bOnIljx47h7Nmz2LVrl0nbQkREZA4P58aCjLUJPD094ePjg99++63Q/MDAQINl/fDDD/r/5/d9GzRo8Mjxm6uNUZyQkBAMHz4cO3bswHPPPYelS5c+csxERGS6h/PVkSNHoNPpMGfOHDz22GMICQnRP4XNHB7OWfmfi8tZSvvPD+vduzdu3ryJjz/+uNC82bNnw8HBAbGxsQAe5LFLly4ZDLw/nMeU5mI3NzfExsZiyZIlWL16Nb7++mv8888/AB4MlJf0xFo3Nzf4+PiUmG8fRY0aNRAcHAwvLy+DQep9+/ahbdu2ePPNN9GsWTMEBwcXebf50aNHcefOHf3nH374AS4uLqhTpw4aNmwIrVaL8+fPF6qfOnXqGI3N1HZAcdtSnO+//x7+/v5455130LJlS9SrVw/nzp0zKBMWFoadO3cWuwx7e3ujTxwuaRnNmjVDXl4eLl++XKiOvLy8ADxobxW82KHg74QsD+90J7JCI0eORKtWrTB58mTExsZi//79WLBgARYtWqQv06FDByxYsAARERHIy8vDmDFjCl1VWJRhw4ahS5cuCAkJwdWrV7F79+5iGzjp6elITExEnz590LBhQ9jb2yM1NRX/+9//MGbMGAAProh3dHTEtm3b4OvrCwcHB7i7u6NDhw4YMWIENm/ejKCgIMydO9dgQD00NBTR0dEYOHAgFi9eDDs7OwwbNqzEK8Ti4uIwa9YsxMTEYNKkSfD19cW5c+ewbt06vPXWW/D19UVCQgKmT5+OevXqoX79+oXWS0REpAYlOSy/3IQJEzB16lQ8//zzha4Sf9jo0aPxwgsvoFmzZujUqRM2bdqEdevW4ZtvvgHw4Krrxx57DNOnT0dgYCAuX76Md99912AZ48ePR4sWLdCoUSPk5OQgOTm52HbBlStX0KtXL/Tr1w9hYWFwdXXF4cOHMXPmTMTExAAAIiMj8eSTT6Jnz56YO3cugoOD8fPPP0Oj0SA6OlpRG6coY8aMwWOPPYYhQ4ZgwIABcHZ2xsmTJ5GSkoIFCxYgOTkZv/32G5588klUrVoVW7ZsgU6nQ2hoqOK/ERERkamU5MaClLQJJk6ciKFDh8Ld3R3R0dHIycnB4cOHcfXqVYwYMUK/rIULF6JevXpo0KAB5s2bh6tXr6Jfv36PvF3maGMU5c6dOxg9ejSef/55BAYG4vfff8ehQ4fQs2fPR46ZiIiKpyRfBQcH4969e/jwww/RrVs37Nu3Dx999JHZYti3bx9mzpyJ7t27IyUlBWvWrMHmzZuLLKu0//ywiIgIJCQkYPTo0cjNzUX37t1x7949rFy5EvPnz8eyZctQvXp1AMBTTz2Fv/76CzNnzsTzzz+Pbdu2YevWrXBzc9Mvz1gunjt3Lry9vdGsWTPY2NhgzZo18PLy0j9pLSAgADt37kS7du2g1WpRtWrVQjGPHj0aiYmJCAoKQtOmTbF06VKkp6cXeYe/udSrVw/Lly/H9u3bERgYiBUrVuDQoUOFLuzLzc1F//798e677+Ls2bNITEzEkCFDYGNjA1dXV4waNQrDhw+HTqfD448/jmvXrmHfvn1wc3NDfHx8kesur3ZAvXr1cP78eSQlJaFVq1bYvHkz1q9fb1AmMTERHTt2RFBQEF588UXcv38fW7Zs0Y95BAQE4Ntvv8WLL74IrVaLGjVqFFpPScsICQlBXFwcXnnlFcyZMwfNmjXDX3/9hZ07dyIsLAxdu3bF0KFD0a5dO8yePRsxMTHYvn07tm3bZta6oDKg4vvkiaiA+Ph4iYmJKTR99+7dAkCuXr2qn7Z27Vpp2LChVKlSRfz8/GTWrFkG3/njjz/k6aefFmdnZ6lXr55s2bJF3N3dZenSpSIicubMGQEgaWlpBt8bMmSIBAUFiVarlZo1a0qfPn3k77//LjLev/76S4YOHSqNGzcWFxcXcXV1lSZNmsjs2bMlLy9PX27JkiVSp04dsbGxkcjISBERyc3NlUGDBkm1atWkVq1aMm3aNImJiZH4+Hj997KysqRr166i1WrFz89Pli9fLv7+/jJv3jx9GQCyfv16g++88sorUqNGDdFqtVK3bl157bXX5Nq1ayIicu/ePUlISBA3Nzfx8PCQESNGyCuvvFJkvRMREZVGcfnc2HxjOSxf69atBYDs2rXLYPrSpUvF3d3dYNqiRYukbt26UqVKFQkJCZHly5cbzD958qRERESIo6OjNG3aVHbs2CEAZPfu3SIiMnnyZGnQoIE4OjpKtWrVJCYmRn777bcit+vu3bsyduxYad68ubi7u4uTk5OEhobKu+++K7dv39aXu3Llirz66qtSvXp1cXBwkMaNG0tycrJ+vrE2TsG2QL6DBw9K586dxcXFRZydnSUsLEymTp0qIiLfffedREZGStWqVcXR0VHCwsJk9erVRW4HERGRuSjNjab2a0VEVq1aJU2bNhV7e3upWrWqPPnkk7Ju3ToR+be//8UXX0jr1q3F3t5eGjZsWKjtUFBkZKQkJCQUml4WbYyiznPk5OTIiy++KHXq1BF7e3vx8fGRIUOGyJ07d0qMm4iIHo3SfDV37lzx9vYWR0dHiYqKkuXLlxscy4vKF4mJiRIeHm4wrWCf2N/fXyZOnCi9evUSJycn8fLykg8++MDgO6XJlUX57LPPpEWLFuLg4CAAxN7eXlJTUwuVW7x4sdSpU0ecnZ3llVdekalTp4q/v79BmZJy8SeffCJNmzYVZ2dncXNzk44dO8qPP/6o/+7GjRslODhY7Ozs9MstWFd5eXkyYcIEqV27tlSpUkXCw8Nl69at+vlFnd+/evWqQb4tSnF9apEH+0Lfvn3F3d1dPDw8ZNCgQTJ27FiDuPL/fuPHj5fq1auLi4uLvPbaa3L37l19GZ1OJ++//76EhoZKlSpVpGbNmhIVFaWva3O1A0ralpLmjx49Wh97bGyszJs3r9C++/XXX+v/vjVq1JDnnntOP2///v0SFhYmWq1W8odZi9r/S1pGbm6ujB8/XgICAqRKlSri7e0tPXr0kGPHjunLfPbZZ+Lr6yuOjo7SrVs3mT17dqF1kGXRiBR4OQURERERERERERFZpbNnzyIwMBBpaWlo2rSp2uEQERGVKCAgAMOGDcOwYcPKdb1nz55FZGQkIiIisGrVqhJfaUb/6tu3L7Kzs7Fhwwa1QyGyOHynOxEREREREREREREREVUaAQEB2LNnD+rXr2/wznYiotLiO92JiIiIiIiIiIiIiIioUgkMDMSECRPUDoOIKgg+Xp6IiIiIiIiIiIiIiIiIiKiU+Hh5IiIiIiIiIiIiIiIiIiKiUuKgOxERERERERERERERERERUSlx0J2IiIiIiIiIiIiIiIiIiKiUOOhORERERERERERERERERERUShx0JyIiIiIiIiIiIiIiIiIiKiUOuhMREREREREREREREREREZUSB92JiIiIiIiIiIiIiIiIiIhKiYPuREREREREREREREREREREpcRBdyIiIiIiIiIiIiIiIiIiolL6/5NkEDbZ/4xJAAAAAElFTkSuQmCC\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "Vamos a graficar un subgrupo de los datos dada una condición." ], "metadata": { "id": "4IuqRnJuLpOK" } }, { "cell_type": "code", "source": [ "def plot_data_condicion_HsEstudio(x,y, fijo):\n", " # set up the figure size in inches\n", " fig = plt.figure(figsize=(25, 4))\n", " etiquetas = x.columns\n", " for i in range(len(etiquetas)):\n", " plt.subplot(1, len(etiquetas), i+1)\n", " plt.scatter(x[x[fijo]==1][etiquetas[i]], y[x[fijo]==1])\n", " plt.xlabel(etiquetas[i])\n", " plt.ylabel('Performance Index')\n", "\n", "etiquetas = dfx.columns\n", "fijo= etiquetas[0]\n", "plot_data_condicion_HsEstudio(dfx,dfy, fijo)\n", "dfx.columns" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Index(['Hours Studied', 'Previous Scores', 'Sleep Hours',\n", " 'Sample Question Papers Practiced'],\n", " dtype='object')" ] }, "metadata": {}, "execution_count": 75 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ], "metadata": { "id": "LrFDdmvkLpOK", "outputId": "7b01ee7e-4413-462c-f87f-8f84108eb0a1", "colab": { "base_uri": "https://localhost:8080/", "height": 323 } }, "execution_count": 75 }, { "cell_type": "markdown", "source": [ "Si queremos usar otra condición..." ], "metadata": { "id": "4Ehc_-FYLpOK" } }, { "cell_type": "code", "source": [ "def plot_data_condicion_HsSueno(x,y, fijo):\n", " # set up the figure size in inches\n", " fig = plt.figure(figsize=(25, 3))\n", " etiquetas = x.columns\n", " for i in range(len(etiquetas)):\n", " plt.subplot(1, len(etiquetas), i+1)\n", " plt.scatter(x[x[fijo]>7][etiquetas[i]], y[x[fijo]>7])\n", " plt.xlabel(etiquetas[i])\n", " plt.ylabel('Performance Index')\n", "\n", "etiquetas = dfx.columns\n", "fijo= etiquetas[2]\n", "plot_data_condicion_HsSueno(dfx,dfy, fijo)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 215 }, "id": "ux5g3H2UJsmy", "outputId": "eee77c5f-3f86-43f2-9aac-c7e5ad67ec4a" }, "execution_count": 76, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "Visualicemos las correlaciones de Pearson de las variables de entrada, para ver si hay variables de entrada correlacionadas linealmente." ], "metadata": { "id": "MRex8yG6x-wn" } }, { "cell_type": "code", "source": [ "import seaborn as sns\n", "sns.heatmap(dfx.corr(), annot=True, cmap=\"crest\")\n", "plt.tight_layout()\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 487 }, "id": "mxHFa0C6x_oZ", "outputId": "0f43455d-1d66-4ced-b692-439e36603ff4" }, "execution_count": 77, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "## Realizar regresión y visualizar resultado" ], "metadata": { "id": "aToOqYBXMQxG" } }, { "cell_type": "markdown", "source": [ "Para realizar el aprendizaje tenemos que tener en cuenta los pasos. Separamos conjunto de datos en entrenamiento y validación. Realizamos el entrenamiento del modelo con el conjunto de entrenamiento. Validamos el modelo con el conjunto de validación.\n", "Primero elegimos una variable de entrada sola, por ejemplo, previous scores." ], "metadata": { "id": "6hAHKiZWMUa6" } }, { "cell_type": "code", "source": [ "from sklearn.model_selection import train_test_split\n", "X_train, X_test, y_train, y_test = train_test_split(pd.DataFrame(dfx[etiquetas[1]]), dfy, test_size=0.3)\n", "\n", "from sklearn.linear_model import LinearRegression\n", "modelo_LR_1var= LinearRegression()\n", "modelo_LR_1var.fit(X_train, y_train)\n", "print(f'Pendiente: {modelo_LR_1var.coef_[0]:.3f}')\n", "print(f'Ordenada en el origen: {modelo_LR_1var.intercept_:.3f}')\n", "\n", "from sklearn.metrics import mean_squared_error, r2_score\n", "y_pred = modelo_LR_1var.predict(X_test)\n", "mse = mean_squared_error(y_test, y_pred)\n", "r2 = r2_score(y_test, y_pred)\n", "\n", "print(f\"MSE: {mse:.2f}\")\n", "print(f\"R² Score: {r2:.2f}\")\n", "\n", "plt.plot([0,100], [0,100], '-r')\n", "plt.scatter(y_test, y_pred)\n", "plt.xlabel('Dato')\n", "plt.ylabel('Predicción')\n", "plt.title('Dato vs predicción')\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 545 }, "id": "Ph5XBaLbN0mE", "outputId": "f0946185-1bab-468e-e47c-d969847e9164" }, "execution_count": 78, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Pendiente: 1.012\n", "Ordenada en el origen: -15.013\n", "MSE: 61.05\n", "R² Score: 0.83\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "Se puede sacar información de la estimación." ], "metadata": { "id": "4MmeCu6wvDm2" } }, { "cell_type": "code", "source": [ "X_train, X_test, y_train, y_test = train_test_split(dfx, dfy, test_size=0.3)\n", "\n", "modelo_LR_Allvar= LinearRegression()\n", "modelo_LR_Allvar.fit(X_train, y_train)\n", "print('Coeficientes:', modelo_LR_Allvar.coef_)\n", "print(f'Ordenada en el origen: {modelo_LR_Allvar.intercept_:.3f}')\n", "\n", "print(f\"R² Score training: {r2_score(y_train, modelo_LR_Allvar.predict(X_train)):.2f}\")\n", "\n", "y_pred = modelo_LR_Allvar.predict(X_test)\n", "mse = mean_squared_error(y_test, y_pred)\n", "r2 = r2_score(y_test, y_pred)\n", "\n", "print(f\"MSE: {mse:.2f}\")\n", "print(f\"R² Score: {r2:.2f}\")\n", "\n", "plt.plot([0,100], [0,0], '-r')\n", "plt.scatter(y_pred, y_pred-y_test)\n", "plt.xlabel('Dato')\n", "plt.ylabel('Residuo')\n", "plt.title('Dato vs residuo')\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 563 }, "id": "ikNMcaM4PajT", "outputId": "c578b694-0f6b-489d-c709-db07fd0bb1a3" }, "execution_count": 80, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Coeficientes: [2.85111762 1.02031499 0.47675252 0.18911352]\n", "Ordenada en el origen: -33.842\n", "R² Score training: 0.99\n", "MSE: 4.28\n", "R² Score: 0.99\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "Probemos con otro modelo lineal: RANSACR" ], "metadata": { "id": "7AyK17tCTYsd" } }, { "cell_type": "code", "source": [ "from sklearn.linear_model import RANSACRegressor\n", "# ransac = RANSACRegressor(LinearRegression(),\n", "# max_trials=100, # default value\n", "# min_samples=0.95,\n", "# residual_threshold=None, # default value\n", "# random_state=123)\n", "ransac= RANSACRegressor()\n", "\n", "ransac.fit(X_train, y_train)\n", "\n", "y_pred = ransac.predict(X_test)\n", "mse = mean_squared_error(y_test, y_pred)\n", "r2 = r2_score(y_test, y_pred)\n", "\n", "print(f\"MSE: {mse:.2f}\")\n", "print(f\"R² Score: {r2:.2f}\")\n", "\n", "plt.plot([0,100], [0,0], '-r')\n", "plt.scatter(y_pred, y_pred-y_test)\n", "plt.xlabel('Dato')\n", "plt.ylabel('Residuo')\n", "plt.title('Dato vs residuo')\n", "plt.show()\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 508 }, "id": "duWGA6xDUFnE", "outputId": "cb46ca42-e246-4898-89b6-c795b39e99fa" }, "execution_count": 81, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "MSE: 4.28\n", "R² Score: 0.99\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "inlier_mask = ransac.inlier_mask_\n", "outlier_mask = np.logical_not(inlier_mask)\n", "etiq= etiquetas[1]\n", "plt.scatter(X_train[inlier_mask][etiq], y_train[inlier_mask],\n", " c='steelblue', edgecolor='white',\n", " marker='o', label='Inliers')\n", "plt.scatter(X_train[outlier_mask][etiq], y_train[outlier_mask],\n", " c='limegreen', edgecolor='white',\n", " marker='s', label='Outliers')\n", "plt.xlabel(etiq)\n", "plt.ylabel('Student Performance')\n", "plt.legend(loc='upper left')\n", "plt.tight_layout()\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 487 }, "id": "MyoFL91JAQIr", "outputId": "3bc3eded-b0e7-47da-ae62-ec7e428e5b36" }, "execution_count": 82, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "Probemos con otro modelo lineal: Ridge\n", "\n", "\n" ], "metadata": { "id": "PfuXLeibof4l" } }, { "cell_type": "code", "source": [ "from sklearn.linear_model import Ridge\n", "from sklearn.preprocessing import MinMaxScaler\n", "\n", "ridge = Ridge(alpha=1.0)\n", "ridge.fit(X_train, y_train)\n", "y_pred = ridge.predict(X_test)\n", "mse = mean_squared_error(y_test, y_pred)\n", "r2 = r2_score(y_test, y_pred)\n", "print(f\"MSE: {mse:.2f}\")\n", "print(f\"R² Score: {r2:.2f}\")\n", "\n", "plt.plot([0,100], [0,100], '-r')\n", "plt.scatter(y_test, y_pred)\n", "plt.xlabel('Dato')\n", "plt.ylabel('Predicción')\n", "plt.title('Dato vs predicción')\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 508 }, "id": "OxWAB-3PpNCi", "outputId": "2d0a6fef-2a24-4f20-d630-c4d64f22dab6" }, "execution_count": 83, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "MSE: 4.28\n", "R² Score: 0.99\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "Probemos con otro modelo lineal: Lasso" ], "metadata": { "id": "3q_guLtDOQx-" } }, { "cell_type": "code", "source": [ "from sklearn.linear_model import Lasso\n", "lasso = Lasso(alpha=1.0)\n", "\n", "lasso.fit(X_train, y_train)\n", "\n", "y_pred = lasso.predict(X_test)\n", "mse = mean_squared_error(y_test, y_pred)\n", "r2 = r2_score(y_test, y_pred)\n", "print(f\"MSE: {mse:.2f}\")\n", "print(f\"R² Score: {r2:.2f}\")\n", "\n", "plt.plot([0,100], [0,100], '-r')\n", "plt.scatter(y_test, y_pred)\n", "plt.xlabel('Dato')\n", "plt.ylabel('Predicción')\n", "plt.title('Dato vs predicción')\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 508 }, "outputId": "ee46317e-6dc7-4f0e-8715-b114dc6e5743", "id": "4F-I3ETAOSM3" }, "execution_count": 84, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "MSE: 4.96\n", "R² Score: 0.99\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjsAAAHHCAYAAABZbpmkAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAb71JREFUeJzt3Xd0FGXfxvHvbnqAJNQUamjSu3RQ6R0ECwpKUSz0XlQEXlSaIiAIggoqYntUmhQREER6lyIg0iGhhCRASNud94+YaCAJIexuks31OSfnuLOTuX87zwN7MXczGYZhICIiIuKkzJldgIiIiIg9KeyIiIiIU1PYEREREaemsCMiIiJOTWFHREREnJrCjoiIiDg1hR0RERFxago7IiIi4tQUdkREnFBMTAzvvPMOa9euzexSRDKdwo6IiA2MHz8ek8mU7FiJEiXo2bOnXdozmUyMHz8+1feHDh3Kl19+SZ06dezSvkh2orAjks0sWrQIk8mU9OPp6UlQUBAtW7Zk1qxZ3LhxI8PX3rp1K+PHjyc8PNx2BYvDffvttyxdupTVq1fj5+eX2eWIZDrXzC5ARDLm//7v/wgODiYuLo6QkBB+/fVXBg8ezPTp01m+fDlVqlS572tu3bqVCRMm0LNnT31J2sCxY8cwm+3zb8rbt2/j6nr3X+GGYXD+/HlWr15NsWLF7NK2SHajsCOSTbVu3ZpatWolvR4zZgwbNmygXbt2dOjQgaNHj+Ll5ZWJFWYP0dHRuLu72yWUeHh42PyaiTw9PVM8bjKZGDp0qN3aFcmO1I0l4kSaNGnC2LFjOXPmDIsXL046fvDgQXr27EnJkiXx9PQkICCA3r17c+3ataRzxo8fz4gRIwAIDg5O6iY7ffo0APHx8UycOJFSpUrh4eFBiRIleO2114iJiUmzpnfffReTycSZM2fuem/MmDG4u7tz/fp1AE6cOEGXLl0ICAjA09OTIkWK0LVrVyIiItJs49FHH6VSpUrs2bOH+vXr4+XlRXBwMPPmzUt23q+//orJZOLrr7/mjTfeoHDhwnh7exMZGQnAjh07aNWqFb6+vnh7e/PII4/w+++/39Xeli1bePjhh/H09KRUqVJ89NFHKdaV0pid8PBwhgwZQokSJfDw8KBIkSI8//zzXL16Nemc6Ohoxo8fT9myZfH09CQwMJDOnTtz8uTJpHNSGrOzb98+WrdujY+PD7lz56Zp06Zs37492TmJ3aC///47Q4cOpWDBguTKlYvHH3+cK1eupHmfRbIrPdkRcTLPPfccr732Gj///DN9+vQBYN26dfz999/06tWLgIAADh8+zPz58zl8+DDbt2/HZDLRuXNnjh8/zldffcX7779PgQIFAChYsCAAL774Ip999hlPPPEEw4YNY8eOHUyaNImjR4/y448/plrPU089xciRI/n222+TwlSib7/9lhYtWpA3b15iY2Np2bIlMTExDBgwgICAAC5cuMDKlSsJDw/H19c3zc99/fp12rRpw1NPPcUzzzzDt99+y6uvvoq7uzu9e/dOdu7EiRNxd3dn+PDhxMTE4O7uzoYNG2jdujU1a9Zk3LhxmM1mFi5cSJMmTfjtt9+oXbs2AH/88QctWrSgYMGCjB8/nvj4eMaNG4e/v/89/7e5efMmjRo14ujRo/Tu3ZsaNWpw9epVli9fzvnz5ylQoAAWi4V27dqxfv16unbtyqBBg7hx4wbr1q3j0KFDlCpVKsVrHz58mEaNGuHj48PIkSNxc3Pjo48+4tFHH2XTpk13DVQeMGAAefPmZdy4cZw+fZoZM2bQv39/vvnmm3t+DpFsxxCRbGXhwoUGYOzatSvVc3x9fY3q1asnvY6KirrrnK+++soAjM2bNycdmzZtmgEYp06dSnbu/v37DcB48cUXkx0fPny4ARgbNmxIs+Z69eoZNWvWTHZs586dBmB8/vnnhmEYxr59+wzA+O6779K8VkoeeeQRAzDee++9pGMxMTFGtWrVjEKFChmxsbGGYRjGxo0bDcAoWbJksntitVqNMmXKGC1btjSsVmvS8aioKCM4ONho3rx50rFOnToZnp6expkzZ5KOHTlyxHBxcTHu/Cu1ePHiRo8ePZJev/nmmwZg/PDDD3d9hsR2P/30UwMwpk+fnuo5hmEYgDFu3Lhkdbm7uxsnT55MOnbx4kUjT548RuPGjZOOJf7/p1mzZsmuN2TIEMPFxcUIDw+/q12R7E7dWCJOKHfu3MlmZf137E50dDRXr16lbt26AOzdu/ee11u1ahXAXWNBhg0bBsBPP/2U5u8//fTT7NmzJ1k3zDfffIOHhwcdO3YESHpys3btWqKiou5Z051cXV15+eWXk167u7vz8ssvc/nyZfbs2ZPs3B49eiS7J/v37+fEiRM8++yzXLt2jatXr3L16lVu3bpF06ZN2bx5M1arFYvFwtq1a+nUqVOywb/ly5enZcuW96zx+++/p2rVqjz++ON3vZc4bf3777+nQIECDBgwINVz7mSxWPj555/p1KkTJUuWTDoeGBjIs88+y5YtW5K66hK99NJLya7XqFEjLBZLit2NItmdwo6IE7p58yZ58uRJeh0WFsagQYPw9/fHy8uLggULEhwcDHDP8TAAZ86cwWw2U7p06WTHAwIC8PPzu+cX5JNPPonZbE7qIjEMg++++y5pfAkkjBMaOnQoH3/8MQUKFKBly5bMmTMnXfUBBAUFkStXrmTHypYtC5A07ihR4mdPdOLECSAhBBUsWDDZz8cff0xMTAwRERFcuXKF27dvU6ZMmbvaf+ihh+5Z48mTJ6lUqdI9z3nooYdSnGmVmitXrhAVFZViDeXLl8dqtXLu3Llkx++cqZU3b16ApPFTIs5EY3ZEnMz58+eJiIhIFkyeeuoptm7dyogRI6hWrRq5c+fGarXSqlUrrFZruq+d2pOFewkKCqJRo0Z8++23vPbaa2zfvp2zZ88yZcqUZOe999579OzZk2XLlvHzzz8zcOBAJk2axPbt2ylSpEiG2k7JnbPUEu/BtGnTqFatWoq/kzt37nsOxs5OXFxcUjxuGIaDKxGxP4UdESfzxRdfACR1q1y/fp3169czYcIE3nzzzaTzEp9m/FdqYaZ48eJYrVZOnDhB+fLlk46HhoYSHh5O8eLF71nX008/Td++fTl27BjffPMN3t7etG/f/q7zKleuTOXKlXnjjTfYunUrDRo0YN68ebz11ltpXv/ixYvcunUr2dOd48ePAwmzotKSOOjXx8eHZs2apXpewYIF8fLySvHeHTt2LM02Ets5dOjQPc/ZsWMHcXFxuLm53fOaiXV5e3unWMOff/6J2WymaNGi6bqWiDNSN5aIE9mwYQMTJ04kODiYbt26Af/+C/7Of7HPmDHjrt9PDAp3rqDcpk2bFH9n+vTpALRt2/aetXXp0gUXFxe++uorvvvuO9q1a5csmERGRhIfH5/sdypXrozZbE7XE5X4+PhkU8BjY2P56KOPKFiwIDVr1kzzd2vWrEmpUqV49913uXnz5l3vJ07JdnFxoWXLlixdupSzZ88mvX/06NF07UHVpUsXDhw4kOLstcT/fbp06cLVq1eZPXt2qufcycXFhRYtWrBs2bJkXXahoaEsWbKEhg0bJnUXiuREerIjkk2tXr2aP//8k/j4eEJDQ9mwYQPr1q2jePHiLF++PGnROR8fHxo3bszUqVOJi4ujcOHC/Pzzz5w6dequayaGgtdff52uXbvi5uZG+/btqVq1Kj169GD+/PmEh4fzyCOPsHPnTj777DM6derEY489ds96CxUqxGOPPcb06dO5ceMGTz/9dLL3N2zYQP/+/XnyyScpW7Ys8fHxfPHFF7i4uNClS5d7Xj8oKIgpU6Zw+vRpypYtyzfffMP+/fuZP3/+PZ+QmM1mPv74Y1q3bk3FihXp1asXhQsX5sKFC2zcuBEfHx9WrFgBwIQJE1izZg2NGjWib9++xMfH88EHH1CxYkUOHjyYZjsjRozgf//7H08++SS9e/emZs2ahIWFsXz5cubNm0fVqlV5/vnn+fzzzxk6dCg7d+6kUaNG3Lp1i19++YW+ffsmDei+01tvvcW6deto2LAhffv2xdXVlY8++oiYmBimTp16z/sn4tQydS6YiNy3xKnDiT/u7u5GQECA0bx5c2PmzJlGZGTkXb9z/vx54/HHHzf8/PwMX19f48knnzQuXrx41/RlwzCMiRMnGoULFzbMZnOyaehxcXHGhAkTjODgYMPNzc0oWrSoMWbMGCM6OjrdtS9YsMAAjDx58hi3b99O9t7ff/9t9O7d2yhVqpTh6elp5MuXz3jssceMX3755Z7XfeSRR4yKFSsau3fvNurVq2d4enoaxYsXN2bPnp3svMSp56lNb9+3b5/RuXNnI3/+/IaHh4dRvHhx46mnnjLWr1+f7LxNmzYZNWvWNNzd3Y2SJUsa8+bNM8aNG3fPqeeGYRjXrl0z+vfvbxQuXNhwd3c3ihQpYvTo0cO4evVq0jlRUVHG66+/nnSvAwICjCeeeCLZtPKU/rfbu3ev0bJlSyN37tyGt7e38dhjjxlbt25Ndk5qSxck3puNGzemeG9EsjOTYWg0mohkb48++ihXr16953gYEcmZNGZHREREnJrCjoiIiDg1hR0RERFxahqzIyIiIk5NT3ZERETEqSnsiIiIiFPTooIk7Itz8eJF8uTJk+G9f0RERMSxDMPgxo0bBAUFYTan/vxGYYeEPXW0b4yIiEj2dO7cuTQ3C1bYAfLkyQMk3CztHyMiIpI9REZGUrRo0aTv8dQo7PDvTs8+Pj4KOyIiItnMvYagaICyiIiIODWFHREREXFqCjsiIiLi1BR2RERExKkp7IiIiIhTU9gRERERp6awIyIiIk5NYUdEREScmsKOiIiIODWFHREREXFqmRp2Nm/eTPv27QkKCsJkMrF06dJk7xuGwZtvvklgYCBeXl40a9aMEydOJDsnLCyMbt264ePjg5+fHy+88AI3b9504KcQERGRrCxTw86tW7eoWrUqc+bMSfH9qVOnMmvWLObNm8eOHTvIlSsXLVu2JDo6Oumcbt26cfjwYdatW8fKlSvZvHkzL730kqM+goiIiGRxJsMwjMwuAhI28frxxx/p1KkTkPBUJygoiGHDhjF8+HAAIiIi8Pf3Z9GiRXTt2pWjR49SoUIFdu3aRa1atQBYs2YNbdq04fz58wQFBaWr7cjISHx9fYmIiNBGoCIiIrYUHg4HD0Ljxja/dHq/v7PsmJ1Tp04REhJCs2bNko75+vpSp04dtm3bBsC2bdvw8/NLCjoAzZo1w2w2s2PHjlSvHRMTQ2RkZLIfERERsbFdu6BGDWjbFu4YhuJIWTbshISEAODv75/suL+/f9J7ISEhFCpUKNn7rq6u5MuXL+mclEyaNAlfX9+kn6JFi9q4ehERkRzMMGDGDGjQAE6dggIFIBPH02bZsGNPY8aMISIiIunn3LlzmV2SiIiIcwgLg06dYMgQiIuDzp1h3z6oXj3TSsqyYScgIACA0NDQZMdDQ0OT3gsICODy5cvJ3o+PjycsLCzpnJR4eHjg4+OT7EdEREQe0LZtCaFm+XJwd4fZs+F//wM/v0wtK8uGneDgYAICAli/fn3SscjISHbs2EG9evUAqFevHuHh4ezZsyfpnA0bNmC1WqlTp47DaxYREcmRrFaYNi1hEPLZs1CqVELw6dcPTKbMrg7XzGz85s2b/PXXX0mvT506xf79+8mXLx/FihVj8ODBvPXWW5QpU4bg4GDGjh1LUFBQ0oyt8uXL06pVK/r06cO8efOIi4ujf//+dO3aNd0zsUREROQBXL0KPXrAqlUJr59+GubPhyzUa5KpYWf37t089thjSa+HDh0KQI8ePVi0aBEjR47k1q1bvPTSS4SHh9OwYUPWrFmDp6dn0u98+eWX9O/fn6ZNm2I2m+nSpQuzZs1y+GcRERHJcX77DZ55Bi5cAA8PmDUL+vTJEk9z/ivLrLOTmbTOjoiIyH2wWmHyZHjzTbBYoGxZ+O47qFLFoWVk+3V2REREJAu6fBlatYLXXweLhXNtO7Pju5+xVKqc2ZWlSmFHRERE7sliNTi8eCnRFSvDunVEu3kwovUgGlXsxdNLDtFwygbWHLqU2WWmSGFHRERE0rTmwHk+bdGTcs93wfPqZY7nL0b756bzXZXmSeNzQiKieXXx3iwZeDJ1gLKIiIjYl8VqsPNUGJdvRFMojye1g/PhYk7/AOKNG/eTp1cP+pw5CMC3lZsxrtkr3Hb3THaeAZiACSuO0LxCwH21YW8KOyIiIk5qzaFLTFhxhEsR0UnHAn09Gde+Aq0qBSYduzMQVSvqx5IdZ3BZ/wvt3x1F/lvh3HLz5I0WffmxUpNU2zOASxHR7DwVRr1S+e350e6Lwo6IiIgTWnPoEq8u3sudU64Tu5vmdq9Bq0qBKQYiF6uFwVuW0G/bt5gxOFqwBP07juJk/vTtJXn5RvS9T3IghR0REREnY7EaTFhx5K6gA8m7m6xW6LckeSAKiLzKzBXTqHP+MABLqrZiQtM+xLh5pLv9Qnk8732SAynsiIiIOJmdp8KSPam5U2J30xvLDiULOo+e3M30n6aT73YkN929GNOyPysqPJLudk1AgG/CuKCsRGFHRETEyaS3GynsViwArpZ4hv/2Ba/s+B6AQ/6l6N9hJKfzFb6vdg2g68PFWHnwYoYGQ9uLwo6IiIiTuZ9upKDIy3ywbCo1L/4JwGc12vLOYy8Q4+qeobbf/+V40n+nNBg6M2idHRERESdTOzgfgb5pB5683q40O7GDVQsHUvPin0R65OKVTmMY1/zVDAedO2WVtXf0ZEdERMRJ/HcKea3ifqw4GJLieW6WON7btoQma5YAsD+wDAM6jOKcX4BN68kqa+8o7IiIiDiBlKaQp6RIeAizl0+l2qWE7qZPanVk8qM9iXNxs0tdWWHtHYUdERGRbC61NXXu1PLYVqatnolPzC0iPHIxvO0Q1pWp65AaM3PtHYUdERGRbCytNXUSucfH8drGT+i5dyUAe4MeYkCHUVzwLeSYIsnctXcUdkRERLKB1Pa4uteaOsWvX2T2silUDj0JwLzanXm38fPEuzgmAmSFtXcUdkRERLK41Pa4Gtu2PIcvRqb6e22P/sbkNbPIE3ubMC8fhrUdwsZSDzuiZCAh6ACMa18hU9fbUdgRERHJwlIbj3MpIpq+S/al+DsecTG8uWEB3favAWBnkQoMbD+SEJ8CdqvT18sVk8lEeFRc0rGALLLOjsKOiIiIA6XWHZXaufcaj3OnktfOM2fZZMpfOY0VEx/We5L3G3bDYnaxzQdIwdi25enZIBgg3Z/NkRR2REREHCS17qjUnn7cazzOnTod3sjba+eQKy6aq96+DGk3jN+Ca2S4Xg9XMzHx1nueVyCPR1Koyazp5WnRCsoiIiIOkNgddWd4SW2VYYvV4Pe/rqTr2p5x0UxZNZMZK98jV1w024pVpk3PWQ8UdIB0BR3Ieruc30lPdkREROwsre6olFYZTu8CgQClr55lzrLJPHT1LFZMzGrQlVn1u2K1UbeVn5cbEbfjUqw9K8y0Sg+FHRERETu7V3fUf1cZjrgdm64FAgGe+OMXJv48F6/4GC7nysug9sPZVryqzeoG6Fm/ODPX/4XpnzoTZZWZVumhsCMiImJHCd1RV9N1bkjEbaauPXbPoOMde5uJ6+bS5dAGAH4rXo0h7YdxNVfeB6z2bg+XyM/c7j53PWnKKjOt0kNhR0RExE7upzsK4MvtZ+557kNXTjNn6WRKh53HYjIzvWE3Pqz3JIbJPsNwr96KoWO1wjSvEJAlZ1qlh8KOiIiIHaR3v6r/2n02PPU3DYOuB9Yyfv18PONjCcmdj4EdRrKzaKUHLTVNiYOPXcymLDnTKj0UdkRERGwkcQ2dkMhoJq48fF9BJy25Y6J4Z+1sOhzdDMCvwTUZ2m4oYd6+Nmrhbtll8HF6KOyIiIikw70WA1xz6BLjlh0m9EaMTdutGHqS2csmE3z9EvEmM9MeeZ75tTvbrdsKstfg4/RQ2BEREbmHey0GuObQJV5ZvNe2jRoG3fetYuyGBXhY4rmQpyADOoxkb5Hytm0nBdlp8HF6KOyIiIikIbWxN4mLAc55tgbD/3fApm3mibnF5NWzaHvsdwDWla7NiDaDCffysWk78O9TnMHNylKigHe2G3ycHgo7IiIiKbBYDbafvMbo7/9IczHAUT8cJCrWYrN2q1w6zuxlUygWEUqs2ZUpj/bkk1odwWSf8OFsT3FSorAjIiJyh/ROGTeAG9HxtmnUMOi1ZzljNi7E3RrPOV9/+ncYyYGgh2xy+RYV/KkTnI+nHy7GN7vOciYsiuL5vHmuXgncXZ179yiFHRERkf/IyJTxB+V7+wbTVs+kxYntAKwuW59RrQcS6ZnbZm20rhyIl5uZ5u9vShbiPt5ySk92REREcoq09rCyl+oX/uSD5VMoEnmFGBdX3n7sBT6v0c7m3Va/n7jK93vPpzr2aG73Gk4beBR2RERE/nGvPaxsyWRYeXHnUkZu/gw3q4XTfoH07ziKQwGl7dLeuiMh6d6I1Nko7IiIiPzj8g3HBJ28URG8u2oGTU/uAmBluUaMbjWAmx7edmszIo2xRf/diDS7rpKcFoUdERGRfyRujWBPtc4fZtbyaQTduEqMixsTmr3Ekqqt7DbbCsDb3SVdM8YcFfYcTWFHRETkH7WD8xHo60lIRLTNx+2YDCuvbv8fQ39bjKth5WS+wvTvOIqjhUrauKW7mdMZpBwR9jKDc881ExERuQ8uZhPj2lcA/l1szxby3wrns2/HMXLz57gaVn6s8Cgdnn/fIUEH4GZMPPlyuaX6mUwkrAjtDPtgpURhR0REcjyL1WDbyWss238BXy935jxbHX8fD5tcu+7Zg6xaNJDGp/dx29WDEa0HMqTdMG7ZcXxOSh6vVhi4O8Q52z5YKVE3loiI5GgpLSDo4WomJt76QNc1Wy303/Ytg37/ChfDyon8RenbcTQnChZ/0JIzpFmFAB4OznfXZ9UKyiIiIk4stQUEHzToFLx5nRkrp9HgzEEAvq3cjHHNXuG2u23HxJjgnydQJkIjUx5nZCIh0CTud9W8QkCau7c7I4UdERHJce6179WDaHB6PzNWvEvBqHCi3Dx4vUU/fqzUxMat/Gt8h4oAvLp4LyZI9nlS6qJyMZuccnp5WhR2REQkR0nvvlf3y8VqYdCWJfTf9i1mDI4WLEH/jqM4mb+oTdtJZDZBn0bBSd1Pc7vXyJFdVOmhsCMiIjmGvfa98r9xlVkr3qXOuUMALKnakglNXyLG7cEHOVcp4sPB85F3HTcMmL/5FNWL5aVVpUBaVQrMkV1U6aGwIyIiTs1iNdh5KoyQyGgmrjxs86DzyN97mL7yPfLfjuSmuxevtezP8gqP2Oz6f4XeSvF4Sts85MQuqvRQ2BEREadlry4rAFdLPMN+W8yrO/4HwOFCJenXcRSn8xW2aTtRcamvfOzs2zzYisKOiIg4JXt1WQEERl7hg+VTqXXhKACfV2/L201eIMbV3Q6t3ZuzbvNgKwo7IiLidCxWgwkrjtgl6DT9awfv/jSDvNE3iHT3ZlTrgawu19AOLaWfs27zYCsKOyIi4nR2ngqzedeVmyWOkZs+o8+upQAcCChD/46jOOcXYNN27sd/19CR1CnsiIiIU7FYDbb8dcWm1ywSHsLs5VOpduk4AJ/U6siUR3oS6+pm03buR07Y5sFWFHZERMRprDl0iXHLDhN6I8Zm12x5fCvTVs3EJ+YWER65GN52COvK1LXZ9TNKa+ikn8KOiIg4hTWHLvHK4r02u557fBxjfv2UXntWALA36CEGdBjFBd9CNmsjI/y83ZjzTA3qlsqvJzrppLAjIiLZnsVqMPTbAza7XrHrl5i9fApVQv4C4KPanZnW+HniXTLvazMx1kzuXJkGZQpkWh3ZkcKOiIhkCYmL/2Vk9d+tf10lKjb19WjuR9ujvzF5zSzyxN4mzMuHYW2HsLHUwza59oNQt1XGKeyIiEimS2nxv8AUvtxj4618se00Z8KiKJ7Pm2frFGf/uXBm/HL8gWvwiI9l7PoFdN+/GoBdhSswoMNIQnzs9xTl9TblKOznxcSfjt712ce2LU/eXB7a+sEGTIZh2GMZApuwWCyMHz+exYsXExISQlBQED179uSNN97AZEr4H9wwDMaNG8eCBQsIDw+nQYMGzJ07lzJlyqS7ncjISHx9fYmIiMDHx8deH0dERFKQ2uJ/iV/rc7vXoFWlQCatOsKC305htcO3VnDYBeYsm0yFy6cAmFP3SaY36o7F7GL7xv7h5+3Gnjea42I2PdBTrZwsvd/fWfrJzpQpU5g7dy6fffYZFStWZPfu3fTq1QtfX18GDhwIwNSpU5k1axafffYZwcHBjB07lpYtW3LkyBE8PbXIkohIVpbW4n//3ftpz5nrLPjtlF1q6Hh4I++snUOuuGiuevsytO1QNpesaZe2/mty58pJgUZ7WtlXln6y065dO/z9/fnkk0+SjnXp0gUvLy8WL16MYRgEBQUxbNgwhg8fDkBERAT+/v4sWrSIrl27pqsdPdkREckc205e45kF2zOlbc+4aMb/Mp+uB39OqKVYZQa1G87lPPYNHQE+HozvUFFjb2zAKZ7s1K9fn/nz53P8+HHKli3LgQMH2LJlC9OnTwfg1KlThISE0KxZs6Tf8fX1pU6dOmzbti3VsBMTE0NMzL9rMERGRtr3g4iISIoya0+n0lfPMmfZZB66ehYrJj6o35WZDbpitWO3VceqgXStXVxdVJkgS4ed0aNHExkZSbly5XBxccFisfD222/TrVs3AEJCQgDw9/dP9nv+/v5J76Vk0qRJTJgwwX6Fi4hIMqmNSSmQ28PhtTzxxy/837q5eMfFcCWXHwPbj2Bb8ap2b7dIXm91VWWSLB12vv32W7788kuWLFlCxYoV2b9/P4MHDyYoKIgePXpk+Lpjxoxh6NChSa8jIyMpWrSoLUoWEZE7pDXTKo+H47Zb8I69zcR1c+lyaAMAvxWvxpD2w7iaK69D2k+cWCOOl6XDzogRIxg9enRSd1TlypU5c+YMkyZNokePHgQEJGy+FhoaSmDgv32foaGhVKtWLdXrenh44OHh+H9NiIjkNKnNtAqJiObVxXvpWb+EQ+p46Mpp5iydTOmw81hMZt5v+Cwf1n3Srt1Wd9JTncxjzuwC0hIVFYXZnLxEFxcXrFYrAMHBwQQEBLB+/fqk9yMjI9mxYwf16tVzaK0iIpLcvWZaAXy/97x9izAMnj6wlmWfD6V02HlCcufj2a5vM7u+fcfn3Cmvtxt1SyrsZJYs/WSnffv2vP322xQrVoyKFSuyb98+pk+fTu/evYGER4KDBw/mrbfeokyZMklTz4OCgujUqVPmFi8iksPtPBWWrOvqTgYQGR1vt/ZzxUTxzto5dDy6CYBfg2sytN1Qwrx97dZmaib9Z5q5OF6WDjsffPABY8eOpW/fvly+fJmgoCBefvll3nzzzaRzRo4cya1bt3jppZcIDw+nYcOGrFmzRmvsiIhkssyaaQVQIfRvZi+bTMnrF4k3mXm38fN8VKczhsmxHRoprQItjpel19lxFK2zIyJie5myho5h0H3/asauX4CHJY4LeQoyoMNI9hYp79g6gH6PlmJoi4f0RMeOnGKdHRERyb5qB+cj0NeTkIjoFMftAHi6moiOt82/ufPE3GLS6g9od2wLAOtK12ZEm8GEe2XOP2Lz5XJX0MkisvQAZRERyb5czCbGta+QatABbBZ0Kl86wcpFg2h3bAtxZhcmPvYCfTqPtUvQcUvnN2e+XO42b1syRmFHRESyL8Og5+7lfL94BMXDQzjvU4gnu03lk9qPg53WtenfJH0bTQf4etmlfbl/6sYSEZEHktrqyBarwegf/rBbuz7RN5m2agYtTySMC1pTth4jWw8i0jO33doEKFMoN4G+nmnONAv0TbgPkjUo7IiISIaluTqypxvhUXF2abfaxWPMXjaFIpGXiXFx5Z3HXuCzGu3s9jQnkQmY+NNRxratQL8ldy+WmHjOuPYVNF4nC1HYERGRdPvvU5zTV2/x/i8n7jrn0j+rI7es6J/CFR6MybDywq6ljNr0GW5WC2f8AujXcTSHAkrbvK2UGCR8vry53JnbvUaqQU9TzbMWhR0REUmXlJ7ipMYAfj1+xabt+92O5L2f3qfpyV0ArCzXiDGt+nPDI5dN20mPyzei6VitMM0rBKTYhSdZi8KOiIjcU2p7XKUlOs5qs/Zrnj/CB8unEnTjKjEubvxf0z58Wa213butUlMoT8LCtS5mk/a8ygYUdkREJE1p7XFlbybDyis7vmfY5i9wNayczFeY/h1HcbRQyUyoJmE8ToAGH2c7CjsiIpKme+1xZS/5b4Uz/afpPHJqLwA/VniUN1r05ZaHt8NrgYSgAxp8nB0p7IiISJoyY4+rOmf/YNaKafjfDOO2qwfjmr3Mt1WaO6zbKq+3GwYkm00WoMHH2ZbCjohIDpXa+jh3Shyf4ghmq4V+275l8O9f4WJYOZG/KP06juJ4wRIOq6H/Y6UZ0rwsgAYfOwmFHRGRHCit9XHufHJROzgfft72WzMnUcGb13l/5bs0PHMAgO8qNePN5q9w291xYQugQekCSaFGg4+dg8KOiEgOk9rMqpB/1seZ271GUuCxWA22/32N2HjbzaxKSf3T+5m58l0K3gonys2DN1r05YdKTe3a5p00+Nh5KeyIiOQgac2sMkj4wp+w4gjNKwSw7khIutfVySgXq4WBv3/FgK3fYMbgzwLF6ddxNCcLFLVbmynR4GPnprAjIpKD3GtmVeIKwbM3/MWMX47bdbp5oRvX+GDFNOqcOwTAkqotmdD0JWLcPOzWZrc6RakXXIC3Vx9Ndh80+Ni5KeyIiOQg6Z1ZtfD3U3YNOo/8vYfpK98j/+1Ibrp78VrLfiyv8KgdW0xQOzg/7aoF0bpKoAYf5yAKOyIiOUh6Z1aF37bPYGQXq4Vhv31B3+3/A+BwoZL07ziKU/kK26W9O2nl45xJYUdEJAepHZyPQF9PQiKiU31y4+3uQlSsxeZtB0ZeYdbyaTx84QgAn1dvy9tNXiDG1d3mbd1Jg49zNnNmFyAiIo7jYjYxrn0F4N9BuXeyR9Bp8tdOVi0cyMMXjhDp7k3fjqN5s8WrDgs6oMHHOZnCjohIDtOqUiBzu9cgwNf+69e4WeJ4bcMnfPr9/5E3+gYHA0rTrudMVpVraPO2GpbKzwfPVCfwjs8V4OuZbDq95DzqxhIRyQHuXC25eYUAHilbiLd/OsJXO89iscNo5CIRoXywbCrVLx0D4NOaHZj8aC9iXd1s3xhQrZgf7asG0aayBh9Lcgo7IiJOLqXVkr3dXbgdZ8Gw05SrFse3MW3VDHxjbhHhkYsRbQbzc9l69mnsH/VKFgA0+FjuprAjIuLEUlst2R7jcgDc4+MY8+un9NqzAoB9gQ8xoONIzvv626W9RH7ebtRVwJFUKOyIiDiptFZLtodi1y8xe/kUqoT8BcD8hx9n2iPPE+din26r/5rcubK6qiRVCjsiIk7qXqsl21KbP7cwefUsfGKjuO6Zh2Fth7ChdG27txvg48H4DhU1+FjSpLAjIuKk0rta8oPwiI/ljQ0f89y+VQDsKlyBgR1GcMmnoF3bfbxaEE89XEyDjyVdFHZERLK5O2daJQaA9K6WnFHBYReYs2wyFS6fAmBO3SeZ3qg7FrOLXdsFaPxQIQ1ClnRT2BERycZSmmkV+M+mlk3K+WMyYZcZVx2O/Mo7a+eQO/Y2V719Gdp2KJtL1rR9Q6kI8LH/GkHiPBR2RESyqdRmWoVERPPq4r0Malra5kHHMy6acb/M55mDPwOwvWglBrYfweU8jnvKEqhtH+Q+KeyIiGRDac20Sjw2d9NfNm2z1NVzzFk2mXJXz2DFxAf1uzKrQVeHdFuBtn2QjFPYERHJwlIbj5OemVYx8baro8sf65m47kO842K4ksuPQe2Gs7VENds1kA4B/3TPaeaV3C+FHRGRLCqt8Tgx8VaH1OAVG83EdXN54tB6ALYUr8qQdsO5kjuvQ9pPNLZteXo2CNYTHckQhR0RkSzoXuNxOlcPsnsNZa+cZs6yKZS5dg6LycyMBs8wp95TWB3UbZUo0NdTQUceiMKOiEgWk57xON/vu2i/AgyDpw/+zIRfPsIzPpaQ3PkY1H4EO4pVtl+bqTChMTry4BR2RESyGEeufHynXDFRvP3zHDod2QTAr8E1GdpuKGHevja5fqdqQcRbDVb9cQnrf9KcCfByd0m2Z1egxuiIjSjsiIhkMY5Y+TglFUL/5oPlUygVdoF4k5l3Gz/PR3U6Y5jMNrm+2QRTn6iKu6uZ2HgrX2w7zZmwKIrn8+a5eiWSBl7fORhb5EEp7IiIZDH2Xvn4LoZB9/2rGbt+AR6WOC7mKcCADiPZU6SCTZvp0ygYd9eE4OTuauaFRiXvOkerIos9KOyIiGQhFqtBvMWKCRyyW3memFtMWjObdn/+BsAvpR5meNshhHv52KwNsykh6IxpY9vwJJJeCjsiIllESlPN7alSyF/MWTaZ4uEhxJldmPxITz55uBOYbNt1VDC3B9WLOXaqush/2aYjVkREHkjiVHOHBB3DoMeeFXy/eDjFw0M471OIJ7tN5ZPaj9s86ABcvhHDq4v3subQJZtfWyQ99GRHRCSTpTXV3NZ8om8ydfVMWh3fBsDaMnUZ0WYwkZ657damQcJsqwkrjtC8QoAGHYvDKeyIiGQyR001r3bxGB8sn0rRiFBiza6881hvFtVsb5enOXcygEsR0ew8FaZByOJwCjsiIpksJNLOQccweGHXUkZvWoSb1cIZvwD6dxjFH4Fl7NtuCjJrWr3kbAo7IiKZJHGTz03HLtutDb/bkbz70/s0O7kLgJUPNWRM6wHc8MhltzbT4vBp9SIo7IiIZIo1hy4xfvlhQiJj7NZGzfNHmLV8GoVvXCHGxY2JTfuwuFprh3Rb3clEwq7ltYPzObxtEYUdEREHW3PoEq8s3mu365sMK6/s+J5hm7/A1bDyd94g+ncczRH/uxfxs5X8udxpXzWQRVvP3LVGUGK00h5XklkUdkREHMhiNRj9wx92u36+qAimr5zOo6f2ALC0wiO83qIftzy87dYmwLVbsbSsGEjdkvnvWisoQHtcSSZT2BERsYPE8Th37vO0/eQ1wqPi7NJm7XOHmLV8KgE3w4h2defNZq/wbZXmDuu2unwjmo7VCtO8QoD2uJIsRWFHRMTGUloJOXEH70MXImzentlqoe/27xiyZQkuhpW/8hWhb6fRHC9YwuZtpSVx8LGL2aTp5ZKlKOyIiNhQ4krIdy4QGBIRzauL9/JwCdtum1Dg1nVmrHiXhmcOAPC/Sk0Z2/xVbrs7btaTBh9LVqewIyJyn1LrokprJeTEYztPX7dZHfVP72fmyncpeCucKDcPxjbvy/eVm9rs+umhwceSHSjsiIjch7S6qHy93B2yErLZamHQ718zYOvXmDH4s0Bx+nccxV8Fitm97Ttp8LFkBwo7IiLpdK8uqufrFbd7DYVuXGPmynepdzZhRtdXVVowodlLRLvZttuqYlAe+j1amok/HU0+s8rHg2dqF6NEgVwafCzZhsKOiEg6pKeL6uudZ+1aQ+O/9zD9p+kUiIrgprsXr7Xsx/IKj9qlrVIFc9OmShAtKwVqZpVkewo7IiLpkJ7NOmMs9tm33MVqYdhvX9B3+/8AOFIomH4dR3MqX2G7tAcQ5OeV0LZmVokTUNgREbkHi9Xg97+uZkrbgZFXmLV8Gg9fOALAF9Xb8FaTF4lxdbdru/lzedj1+iKOZM7sAu7lwoULdO/enfz58+Pl5UXlypXZvXt30vuGYfDmm28SGBiIl5cXzZo148SJE5lYsYg4kzWHLtFwygZmb/zL4W0/dnIXqxYO5OELR4h096Zfh1GMbdHX7kEHoEAehR1xHlk67Fy/fp0GDRrg5ubG6tWrOXLkCO+99x558/67TsXUqVOZNWsW8+bNY8eOHeTKlYuWLVsSHW3/GREi4twSByQ7YobVf7la4hmz8VMW/m8CeaNvcDCgNO16zuSn8o0cVkMhhR1xIlm6G2vKlCkULVqUhQsXJh0LDg5O+m/DMJgxYwZvvPEGHTt2BODzzz/H39+fpUuX0rVr1xSvGxMTQ0zMvzsNR0ZG2ukTiEh2ldaAZHsqHHGZ2cumUP3SMQAW1mzPpEd7E+vq5thCHP3BRewoSz/ZWb58ObVq1eLJJ5+kUKFCVK9enQULFiS9f+rUKUJCQmjWrFnSMV9fX+rUqcO2bdtSve6kSZPw9fVN+ilatKhdP4eIZD/pGZBsay2Ob2PVwgFUv3SMCI9cvPz4a0xo9rLjgw5w9VbMvU8SySaydNj5+++/mTt3LmXKlGHt2rW8+uqrDBw4kM8++wyAkJAQAPz9/ZP9nr+/f9J7KRkzZgwRERFJP+fOnbPfhxCRbOnyDccFHTdLHG/+Mp/5P76Nb8wt9geWpW2vWawtW99hNdwpcZ8rEWfwQN1YsbGxXL58GavVmux4sWK2WcXTarVSq1Yt3nnnHQCqV6/OoUOHmDdvHj169MjwdT08PPDwUH+0iKTOUV/2RcNDmL1sClVDEiZWzH/4caY98jxxLo5/mgPa50qcU4bCzokTJ+jduzdbt25NdtwwDEwmExaLxSbFBQYGUqFChWTHypcvz/fffw9AQEAAAKGhoQQG/rtUeWhoKNWqVbNJDSLiPFLb0yqlc0IibpMvlzvXb8XabfhK6z+3MGX1LHxio7jumYfhbQezvnQdO7V2b9rnSpxVhsJOz549cXV1ZeXKlQQGBmIy2ecPRYMGDTh27FiyY8ePH6d48YQl2YODgwkICGD9+vVJ4SYyMpIdO3bw6quv2qUmEcme0trTKnFfp5TOsQeP+Fhe3/AJz+/7CYBdhSswsMMILvkUtGu7/5XX2w0DCI+KSzqmfa7EWWUo7Ozfv589e/ZQrlw5W9eTzJAhQ6hfvz7vvPMOTz31FDt37mT+/PnMnz8fAJPJxODBg3nrrbcoU6YMwcHBjB07lqCgIDp16mTX2kQk+7jXnlZzu9cASPEcWysRdoE5y6ZQ8fLfAHxY9wmmN+xOvItjJsf6ebsx55ka1P1nVWRtBSE5QYb+dFWoUIGrV+2/mujDDz/Mjz/+yJgxY/i///s/goODmTFjBt26dUs6Z+TIkdy6dYuXXnqJ8PBwGjZsyJo1a/D01OA6Ebn3nlYmSHjfMOwedDoc2cQ7a2eTO/Y217x8GNpuGJtK1rRzq8mFR8VhNpuSQo22gpCcwGQYxn3/+d6wYQNvvPEG77zzDpUrV8bNLflAOh8fH5sV6AiRkZH4+voSERGR7WoXkbRtO3mNZxZsz9QaPOJiGLd+Ps8eWAvAjqKVGNh+OKF5CmRKPTO7VqNjNfvtqyXiKOn9/s7Qk53EdW2aNm2a7LitByiLiDwoR04hT0mpa+eYs3Qy5a6ewYqJD+o/zawGz2Axu2RaTZpWLjlNhsLOxo0bbV2HiIhdZOYXe+dD63nr5w/xjovhSi4/Brcbzu8lqmVaPZpWLjlVhsLOI488Yus6RETsonZwPrzdXYiKddwTZ6/YaP5v3TyePPQLAL8Xr8LgdiO4kjvvPX7zwXWpUZjv917ARPIdHzStXHKyDA//Dw8P55NPPuHo0aMAVKxYkd69e+Pr62uz4kREHpTFanA7znFBp8yVM8xZNoWy185iMZmZ0eAZ5tR7CquDuq06VStM8wr+d02h17RyycnSFXb+/vtvSpYsmfR69+7dtGzZEi8vL2rXrg3A9OnTefvtt/n555+pUaOGfaoVEblPX2w7zf1Pw8gAw+Cpg+uY8MtHeMXHEJo7H4PaD2d7sSoOaPxfO05dY3jLcjSvEKBp5SL/SFfY+frrrzl58iQLFizAbDYzZMgQOnTowIIFC3B1TbhEfHw8L774IoMHD2bz5s12LVpEnFt6VjpOrzNhUTau7m65YqJ46+cPefzIrwBsCq7B0LZDuZbLz+5t3y3hPrmYTZpWLvKPdIWdYcOGMWDAANq0acOaNWvYvXt3sqAD4OrqysiRI6lVq5bdihUR55eelY7vR/F83rYs7y7lL//N7GVTKBV2gXiTmfcaP8e8Ol0wTJmzz7ICjsjd0vWn0cPDg/nz5/P8888DCevonD179q7zzp07R548eWxboYjkGIkrHd+5XUPiSsdrDl2672s+W6e4rcpLzjB4dv9qln4+jFJhF7iYpwBdn53E3LpP2i3o5PZI+9+neb3dqFtSYUfkTvf1J/LZZ58F4Omnn+aFF17gm2++4dy5c5w7d46vv/6aF198kWeeecYuhYqIc7vXSseQsNKxxXp/A3D2nr3+wLXdKXdMFLOXT+WdtXPwsMSxvtTDtOk1i91FKtq8rUR5vd2Y2iXt8T+TOlfWuByRFGRoNta7776LyWTi+eefJz4+HgA3NzdeffVVJk+ebNMCRSRn2HkqLM0NOA3gUkQ0O0+F3VdXzbaT12xQ3b8qhfzF7GVTKBF+iTizC1Me6cEnD3eye7fVpM6VaVUpkHnmGoxffoSQSNt084nkBBkKO+7u7sycOZNJkyZx8uRJAEqVKoW3t337xkXEeaV3pePUzkt9ULONpmIZBj32ruS1jZ/gYYnnvE8hBnQYyb7C9t0Q+c4g06pSoGZaidynB9pm19vbm8qVK9uqFhHJwdK70nHief8NN6ev3uKrnWcJiYxJOi8xJNQpkZ/ZnHyg2nyibzJl9SxaH98KwNoydRnRZjCRnrkf6Lpp6ftoKRqVKZhikNFMK5H7k+6w07lzZxYtWoSPjw+dO3dO89wffvjhgQsTkZyldnA+An09CYmITvFZzH+3OkhpxtadQiKieWXxXqoUfrDNfatePMbs5VMpGhFKrNmVdx7rzaKa7cFkvycpft5uDGvxkJ7WiNhIusOOr68vpn/+cGuVZBGxNReziXHtK/Dq4r1pbnWw7kgIry7ee8/OqcT3D16IzFhBhsELu5YyetMi3KwWzvgF0L/DKP4ILJOx692HyRpoLGJTJsNwyNqiWVp6t4gXEftLa52d5hUCaDhlQ5pPdGzB9/YN3l31Ps3/2gnATw81YHTrgdzwyGXXdgN8PBjfoaIGGoukU3q/vzM0ZufUqVPEx8dTpkzyf+GcOHECNzc3SpQokZHLioikOQB328lrdg86Nc4f5YPlUyl84woxLm5MbNqHxdVa27XbCqBj1UCmP11dT3RE7CBDYadnz5707t37rrCzY8cOPv74Y3799Vdb1CYiOVRqA3DTO2MrI0yGlZd2/sCITZ/jalj5O28Q/TuO5oh/yXv/sg1cvRmroCNiJxkKO/v27aNBgwZ3Ha9bty79+/d/4KJERFKS3hlb9ytfVATv/TSdx/7eA8Cy8o/wWst+3PJw3HIa3u6O2RVdJCfKUNgxmUzcuHHjruMRERFYLJYHLkpEJCU1i+fFbIL7XEQ5TbXPHWLW8qkE3Awj2tWdcc1e5psqLezebXVXHcGaSi5iLxkKO40bN2bSpEl89dVXuLgk/GvEYrEwadIkGjZsaNMCRcS5pWeH88Rzfv/ris2Cjtlqoe/27xiyZQkuhpW/8hWhX6fRHCtYwjYN3AeTCXrUd3y7IjlFhsLOlClTaNy4MQ899BCNGjUC4LfffiMyMpINGzbYtEARcV6pzbwa27YCeXO5Jy0YuHjbKa7cirdZuwVuXef9Fe/R6Mx+AL6v1ISxzV8lyt3LZm3cj5caBePumjm7pIvkBBmeen7x4kVmz57NgQMH8PLyokqVKvTv3598+fLZuka709RzEcdL3OHc0Wtf1DtzgJkr3qXQretEuXnwZvNX+V/lZg6uIoHZBH0aBTOmTYVMaV8ku0vv97fW2UFhR8SRLFaD7Sev0W/JXsJvxzmsXbPVwqDfv2bA1q8xY3CsQDH6dRzNXwWKOaZ9E/RqUIIgXy/OhEVRPJ83z9UroSc6Ig/AruvsLFy4kNy5c/Pkk08mO/7dd98RFRVFjx49MnJZEXFy6dnmwR4K3bjGzJXvUu/sHwB8VaUFE5q9RLSbfWZ3/Ze3uwtDmpWhR311VYlklgz9yZs0aRIFChS463ihQoV45513HrgoEXE+id1Wjg46jU7tZdWigdQ7+wc33b0Y2H44Y1oPtHvQMf3zM/2pqvRpXEpBRyQTZejJztmzZwkODr7rePHixTl79uwDFyUizsViNZiw4ohDx+e4WC0M2fIlfbd9hxmDI4WC6ddxNKfyFXZI+wH/bHGhrR9EMl+Gwk6hQoU4ePDgXdtCHDhwgPz5tVaEiCS381SYQ5/oBEReZdaKqdQ+fwSAxdVaM7FpH2Jc3e3abrsqgTSv4J/qFHoRyRwZCjvPPPMMAwcOJE+ePDRu3BiATZs2MWjQILp27WrTAkUk+0pcH2f1oUsOa/PRk7uY/tP75LsdyQ13L0a3GshP5Rs5pO09Z64zs6v2txLJajIUdiZOnMjp06dp2rQprq4Jl7BarTz//PMasyMigOMHI7ta4hm++XNe2fkDAH/4l6Jfx9Gczeu4bqRLEdHsPBWW4r5eIpJ5MhR23N3d+eabb5g4cWLSOjuVK1emePHitq5PRLIhR6+hUzjiMh8sn0KNi8cAWFizPZMe7U2sq5uDKvhXSKRjB2CLyL1lKOwkKlu2LGXLlrVVLSLiBBw9GLn5ie1MWzUDv+ibRHrkYkTrQax9qL6DWr9b2M2YTGtbRFKW7rAzdOhQJk6cSK5cuRg6dGia506fPv2BCxOR7MlRg5HdLHGM2biQ3nuWA7A/sCz9O4zkvF+A3dtOS75c9h0ELSL3L91hZ9++fcTFxSX9d2pMDt4pWESylss37B90ioaHMHvZFKqGnABg/sOPM+2R54lzcXy31Z0CfDNnfy0RSV26w87GjRtT/G8Rkf8qlMe+i/W1OvY7U1fNxCc2iuueeRjedjDrS9exa5vpFeibMOVcRLKWBxqzIyLyX7HxVg5diMDbzYWoOItNr+0RH8trGz+hx96fANhduDwDO4zgok8hm7aTUSZgXPsKmnYukgWlO+x07tw53Rf94YcfMlSMiGQfiWvoXL4RTaE8nmz4M5RPtpzCaoeRySXCLjB7+VQqhZ4EYG6dJ3ivUXfiXbLGv9cCtVqySJaW7r8pfH19k/7bMAx+/PFHfH19qVWrFgB79uwhPDz8vkKRiGRPaw5dYvzyw4RE2n/mUfsjm3hn7WzyxN7mmpcPQ9sNY1PJmnZv18/LjYalC7Dyj9QXRGxariAvNiql1ZJFsrh0h52FCxcm/feoUaN46qmnmDdvHi4uLgBYLBb69u2b5hbrIpL9rTl0iVcW77V7Ox5xMYxbv4BnD6wBYEfRSgxsP5zQPHdvQmwP4bfj6Fa3OIXzerLgt+RPrMwm6NMomDFtKjikFhF5MCbDMO77oXPBggXZsmULDz30ULLjx44do379+ly7ds1mBTpCZGQkvr6+REREKKyJpMFiNaj51jrCo+Ls2k6pa+eYvWwK5a+cxoqJ2fWeYmbDZ7GYXeza7p1mdq1Gx2qFiY238sW205wJi6J4Pm+eq1dCu5iLZAHp/f7OUId3fHw8f/75511h588//8RqtWbkkiKSDWw/ec3uQefxQxt46+cPyRUXzRVvPwa3H87vJarZtc3UJM4sc3c180KjkplSg4g8uAyFnV69evHCCy9w8uRJateuDcCOHTuYPHkyvXr1smmBIpJ1bP7rst2u7RUbzYRf5vHUH78A8HvxKgxuN5wruR0/ldsEBGgauYjTyFDYeffddwkICOC9997j0qWEwXuBgYGMGDGCYcOG2bRAEckaYuOtLN13wS7XLnPlDHOWTaHstbNYTGZmNniG2fWewurgbitICDqgaeQiziRDY3b+KzIyEiBbj3XRmB2RtE1adeSuQbo2YRg8+cc6/m/dR3jFxxCaOx+D2g9ne7EqNm4oZXm93TAgWdecppGLZB92HbMDCeN2fv31V06ePMmzzz4LwMWLF/Hx8SF37twZvayIZAG3Yy28s+oIp69FcfVmDEcv3bB5G96xt3nr5w/pfDhhRfbNJaozpN0wruXys3lbd8rl7sL852pRt1R+gGTrBWkauYjzyVDYOXPmDK1ateLs2bPExMTQvHlz8uTJw5QpU4iJiWHevHm2rlNEHKTP57tYd8R+Y3MAyl0+xZxlkykVdoF4k5npjbozt+4TGCbHzHC6FWvBbDYlhZp6/4QeEXFOGQo7gwYNolatWhw4cID8+f/9S+Lxxx+nT58+NitORBwjcTXkd1Yd4Y8LkfZryDB49sAaxv0yHw9LHJdy52dAx5HsLlLRfm2mwhEblopI1pChsPPbb7+xdetW3N3dkx0vUaIEFy7YZwCjiNjHmkOXmLDiCJci7PvlnzsmiklrPqD9n78BsL7UwwxvM5jr3r73+E37sPeGpSKSdWQo7FitViyWuzf5O3/+PHny5HngokTEMdYcusSri/dih+2skqkY8hezl08h+Pol4swuTG3cg49rd3JYt9WdzCaoWTxvprQtIo6Xob9pWrRowYwZM5Jem0wmbt68ybhx42jTpo2tahMRO7JYDSasOGLfoGMYPL9nBT8sHk7w9Uuc9ynIU89OYUGdzpkWdACsBuw5cz3T2hcRx8rwOjutWrWiQoUKREdH8+yzz3LixAkKFCjAV199ZesaRcQOdp4Ks2vXlU/0TSavnkWb41sB+LlMXUa0HkSEV9Z4+qsxOyI5R4bCTtGiRTlw4ADffPMNBw4c4ObNm7zwwgt069YNLy8vW9coInYQEmm/L/uqF48xe/lUikaEEmt2ZdJjvVhYswOYss6Ubo3ZEck57jvsxMXFUa5cOVauXEm3bt3o1q2bPeoSETu7eiPG9hc1DF7YvYxRvy7C3RrPWV9/+nccxcHAsrZvKw15PF25GR2fYhedtoIQyXnuu9Pczc2N6Gg9/hXJ7q5H2Tbs+N6+wYIf3mLsho9xt8bz00MNaNtrlkODjomEFZCndK6S9PrO90FbQYjkNBkaIdivXz+mTJlCfHy8resRERuLjbfyyW9/8+ayQ3zy29/cjrWw7eQ1/rp8y2Zt1LhwlFULB9L8rx3EuLjyRvNX6ddxNDc8ctmsjXv5b5BpUyWQud1rEOCbvKsqwNeTud1raCsIkRwmQ3tjPf7446xfv57cuXNTuXJlcuVK/hfaDz/8YLMCHUF7Y4mzstueVv8wGVZe2vkDIzZ9jqth5VTeQPp3HM1h/1L2aTANKe1plbhYoraCEHFOdt0by8/Pjy5dumS4OBGxv0mrjvDR5lN2u37eqAim/zSdx/7eA8Cy8o/wWst+3PLwtlubiQJ8PHizXUXy5nJPM8i4mE3aCkJE7i/sWK1Wpk2bxvHjx4mNjaVJkyaMHz/eYTOwJk+ezJgxYxg0aFDSOj/R0dEMGzaMr7/+mpiYGFq2bMmHH36Iv7+/Q2oSyYpi460s+M1+Qefhc4eYtXwagTevEe3qzvimL/F11ZYOmW31epvy9G4YrCc0IpJu9zVm5+233+a1114jd+7cFC5cmFmzZtGvXz971ZbMrl27+Oijj6hSpUqy40OGDGHFihV89913bNq0iYsXL9K5c2eH1CSS2SxWg20nr7Fs/wW2nbyG5Z/+qi+2nbZL15XJsNJv6zd8/dVrBN68xsl8Rej03Ht8Xa2VQ4JOXm83BR0RuW/39WTn888/58MPP+Tll18G4JdffqFt27Z8/PHHmM32Ww315s2bdOvWjQULFvDWW28lHY+IiOCTTz5hyZIlNGnSBICFCxdSvnx5tm/fTt26de1Wk0hmS2lPqwAfT56pXYzdZ8Js3l6BW9eZvnI6jU/vA+D7io8xtkVfotwdt7bWpM6VFXRE5L7dV0I5e/Zssu0gmjVrhslk4uLFizYv7L/69etH27ZtadasWbLje/bsIS4uLtnxcuXKUaxYMbZt25bq9WJiYoiMjEz2I5KdJO5pdecKyCGR0bz/y3F+O3HVpu3VO3OQVQsH0vj0Pm67ejC8zWCGtRvmsKAT6OvJPM2iEpEMuq8nO/Hx8Xh6Jp/K6ebmRlxcnE2L+q+vv/6avXv3smvXrrveCwkJwd3dHT8/v2TH/f39CQkJSfWakyZNYsKECbYuVcQhHLKn1T/MVgsDtn7DwK1f42JYOVagGP06juavAsUc0Dr0fbQUjcoU1CwqEXkg9xV2DMOgZ8+eeHh4JB2Ljo7mlVdeSTb93FZTz8+dO8egQYNYt27dXSHrQYwZM4ahQ4cmvY6MjKRo0aI2u76IPdl7T6tEBW+GMXPFu9Q/exCAr6u0YHyzl4h2c9w2Cw8F5NFsKhF5YPcVdnr06HHXse7du9usmDvt2bOHy5cvU6NGjaRjFouFzZs3M3v2bNauXUtsbCzh4eHJnu6EhoYSEBCQ6nU9PDySBTaR7MQRG1g2PLWP91e+R8GocG65efJay34sq/iY3du9k/avEhFbuK+ws3DhQnvVkaKmTZvyxx9/JDvWq1cvypUrx6hRoyhatChubm6sX78+ad2fY8eOcfbsWerVq+fQWkVsKa3F8Arksl9Qd7FaGLxlCf22fYsZg6MFS9Cv42j+zl/Ebm2mRPtXiYgtZWhRQUfJkycPlSpVSnYsV65c5M+fP+n4Cy+8wNChQ8mXLx8+Pj4MGDCAevXqaSaWZFspzbIK9PVkbNsK5M3lzuYTV+zSbkDkVWaumEad84cBWFytNRObvEiMm2Ofgmr/KhGxtSwddtLj/fffx2w206VLl2SLCopkR4mzrO4cfHwpIpq+S/bard1HT+5i+k/vk+92JDfcvRjTagAryze2W3tpCUhh2wcRkQeRob2xnI32xpKswGI1aDhlg0MGHydytcQzfPPnvLIzYVLBH/6l6N9xFGfyBjmshkBfT7o+XIwSBby1f5WI3Be77o0lIrbnqFlWiYIiL/PBsqnUvPgnAAtrtmfSo72JdXWze9tDmpWhRIFcCjci4hAKOyIOltrg45BIxwWdZid28O6q9/GLvkmkRy5GtB7E2ofq273dAB8PxneoqC4qEXEohR0RB0pt8PG49hUIuxlj9/bdLHGM+nURL+5eBsD+wDL07zCK836pL9VgK52qBfHeU9X0FEdEHE5hR8RBUht8HBIRzauL9/JcPfuuSlwkPITZy6dQ7dIJABY83Impj/QgzsX+3VYAT9YsqqAjIplCYUfEAdLa4sEgYbr1j3sv2K39lse2Mm31THxibhHumZthbYewvnQdu7V3Jz9vN+pqJWQRySQKOyIOcK/BxwZwI8Zi83Y94mMZs/FTeu5dCcCeoHIM6DiSiz6FbN5WWiZrt3IRyUQKOyIO4IgtHu5U/PpF5iybQqXQkwDMq9OFdxs9R7yL4/7Ya0CyiGQFCjsiDuDoPZ7aHd3MpDUfkCf2Nte8fBjWdii/lqrlsPb7P1aKBqW1W7mIZA0KOyIOUDs4H37eboRHxdm1HY+4GN7csIBu+9cAsKNIRQZ2GEFongJ2bfdOZfy1W7mIZB0KOyIOEhtvtev1S147z5xlkyl/5TRWTMyu9xQzGz6Lxexi13ZTot3KRSQrUdgRsaHUFgzcfvIaUbG2H4CcqNPhjby9dg654qK54u3HkHbD2BJc3W7tpUa7lYtIVqSwI2Ijaw5dYvzyw4RE/rs4YOIA3UMXIuzSpmdcNBPWfcTTf6wDYGuxKgxqP5wruR0fNrRbuYhkVQo7Ijaw5tAlXll8967kIZExvLJ4L0Xzetm8zdJXz/Lh0smUvXYWi8nMzAbPMLveU1gzodsKtFu5iGRdCjsiD8hiNRj9wx9pnnPu+m3bNWgYPPnHL/zfunl4xcdwOVdeBnYYwfZiVWzXxn3w83JjTrca1C2ZX090RCRLUtgReUDbT16z+yyrRN6xt5n484d0ObwRgM0lqjOk3TCu5fJzSPv/lRhrJnepTIPSjp3tJSJyPxR2RB7QlpNXHNJOucunmLNsCqXCzmMxmXmvUXfm1n0Cw2S2e9smE3i5uSQbZK1uKxHJLhR2RB6AxWrw23E7hx3D4JkDaxm3fj6e8bFcyp2fgR1GsKtoJfu2C3i4mBjeshw96pfAxWxKcaaZiEhWp7AjkkFrDl1iwoojae559aByx0TxztrZdDi6GYANJWsxrO0Qrnv72q3N//LycKV3w+CkUKOFAkUkO1LYEcmANYcu8erivSnuYm4rFUNPMnvZZIKvXyLO7MK0xs+zoPbjDum2ShQeFcei30/Rs0GwnuKISLZlMgzDnn9fZwuRkZH4+voSERGBj49PZpcjWVRsvJUvtp3m9LVbLN1/kRvR8fZpyDB4bt9PvLHhYzws8Zz3KcjADiPZW7i8fdpLh0CNzxGRLCi93996siOSDpNWHWHBb6ew2vmfBj7RN5m05gPaHvsdgHWl6zC8zWAivPLYt+F7CImI5tXFe5nbvYYCj4hkOwo7IqS+zQMkBJ2PNp+yew1VLh1n9rIpFIsIJdbsyqTHerGwZoeEqVA24OFqJiaD+3MZJEw1n7DiCM0rBKhLS0SyFYUdyfFSGmic2G3TpJw/C36zc9AxDHrvXs7oXxfibo3nrK8//TuO4mBgWZs206RcQVYfCs3w7xvApYhodp4K00BlEclWFHYkR0ttoPGliGheWbyXKoV97Np15Xv7BtNWz6TFie0ArCpbn9GtBxLpmdvmbZUqmId53QszbtlhQm/8u3+Xn5crmEzpXhjx8g37zT4TEbEHhR3JsSxWgwkrjqQ5o+rghUi7tV/9wp98sHwKRSKvEOPiyltNXuSL6m1t1m11p3ql8tOgdAGaVwi4q8sOYNHvp5j409F7XqdQHk+71CciYi8KO5Jj7TwVZtc1clJjMqz02fkjIzZ/jpvVwqm8gfTvOJrD/qXs1mZebzfqlkzoenIxm1LshurZIJiPt5wiJCI6xQBoImHV5MRwJCKSXThuwQ6RLCYkwoabc6ZT3qgIPvnf//Harwtxs1pYXr4x7XvMtGvQAZjUufI9BxW7mE2Ma18B+Hffq0SJr8e1r6DBySKS7SjsSI519WbMvU+yoYfPHWLVwoE0+Xs30a7ujGnZn4HtR3DTw/uBr933kVIMaVYG/zweyY4H+noy7z6mi7eqFMjc7jUI8E3eVRXg66lp5yKSbakbS3KssFuO2ancZFh5dfv/GPrbYlwNKyfzFaFfx1H8WSjYJtfP5eHCsJYP4WI20b9JmQfev6pVpcAUx/XoiY6IZFcKO5IjWawGB86F2b2d/LfCeX/lezQ+vQ+A7ys+xtgWfYly97JZG+89WTUpiKQ2Hud+2eo6IiJZgcKO5DiO2MAToO7Zg8xc8S7+N8O47erBm81f4bvKzWw220pbOIiIpI/CjuQojtjA02y1MGDrNwzc+jUuhpXj+YvRt9No/ipQzCbXb1AqP/2blFHXkohIOinsSI6RnnV1HlTBm9eZsXIaDc4cBOCbys0Z1/xlot1stzZNyYK51MUkInIfFHYkx7D3ujoNTu9nxop3KRgVzi03T15v2Y+lFR+zeTtVCvva/JoiIs5MYUdyDHttc+BitTB4yxL6bfsWMwZHC5agf8dRnMxf1C7tRUbH2+W6IiLOSmFHcowCuTzufdJ98r9xlVkr3qXOuUMAfFmtFf/XpA8xbrZvK1G+3Pa7toiIM1LYEadjsRoprxFj47G8j57czXs/TSf/7UhuuHvxWsv+rKjwiG0bSUGAj/amEhG5Hwo74lRSmlbun8eDRmUKEmqjbixXSzzDf/uCV3Z8D8Ah/1L06ziKM3mDHui67q4m8nl7EBKZep2B2ptKROS+KeyI00htWnnojRj+t/e8TdoIirzMrOXTqHUhYXfwRTXaMemx3sS4uj/wtd3MZt5sV4F+S/YCJPsc2ptKRCTjFHYky0q1OyqVc+09rbzpXzt476f38Yu+SaRHLka2HsiahxrY7Pq3Yi34ersxt3uNu55OBWgBQRGRDFPYkSwppe6otFYMtue0cjdLHCM3fUafXUsB2B9Yhv4dRnHeL8DmbW07eY3hLR/S3lQiIjaksCNZTmrdUSER0by6eG+Ku2+nNc7lQRQJD2H28qlUu3QcgI9rdWTKoz2Jc3GzS3uJnVfam0pExHYUdiRLSas7yiBh7MqEFUdoXiEg2ZOOsJsxNq+l5bGtTFs9E5+YW4R75mZ4myH8UqaOzdv5r3olC9j1+iIiOZHCjmQp9+qOMoBLEdHsPBVGvVL5k8b1nL52y2Y1uMfH8drGT+i5dyUAe4LKMbDDSC74FrJZGynx83ajrp7miIjYnMKOZCnpXeX48o1ou+xeXvz6RWYvm0Ll0JMAzKvThXcbPUe8i/3/qEzuXFnjckRE7EBhR7KUQnnSt2DemkOXWH0o1KZttz36G5PXzCJP7G3CvHwY2nYIv5Z62KZtpCTAx4PxHSpqppWIiJ0o7EiWUjs4H4G+noRERKc5jdyWQccjLoaxGz6m+/7VAOwsUoGB7UcS4mOf8TOBvp50fbgYJQp4a6aViIgDKOxIluJiNjGufQVeWbzXIe2VvHaeOcsmU/7KaayYmFPvKWY0fBaL2cXmbfV/rDQNShdQuBERcTCFHcmxOh7eyDtr55ArLpor3n4MaTeMLcHVbd6OiYRFAYc0L6uQIyKSCRR2JEtJnHpuT55x0Yz/ZT5dD/4MwNZiVRjUfjhXctt+zylt8yAikvkUdiTLsFgNFv1+ym4rIQOUvnqWOcsm89DVs1gxMbPBM3xQ/2msD9ht1aJCISoG+fHVzrPJFjjUNg8iIplPYUeyBHtMI7/TE3/8wv+tm4t3XAyXc+VlUPsRbCtexSbX7lE/mAalC9C/SWlt8yAiksUo7IhDpLWpZ2rbQ9iKd+xtJq6bS5dDGwDYXKI6Q9sN5WquvDZro0axhGtpmwcRkaxHYUfsLqWnNgE+njxTuxjF8nkx8aejdgs6D105zZylkykddh6Lycx7jbozt+4TGCazTdtZsuMMLzQqadNrioiIbSjsiF2luqlnZDTv/3Lcfg0bBl0PrGX8+vl4xsdyKXd+BnYYwa6ilezS3JmwKLtcV0REHpzCjthNWpt62lOumCjeWTuHjkc3AbCxZE2Gth3KdW9fu7VZPJ+33a4tIiIPxrbP8m1s0qRJPPzww+TJk4dChQrRqVMnjh07luyc6Oho+vXrR/78+cmdOzddunQhNNS22whIxtxrU097qBh6kpWfDaLj0U3Em8y882gvej8xzq5Bx2yC5+qVsNv1RUTkwWTpsLNp0yb69evH9u3bWbduHXFxcbRo0YJbt/7d4XrIkCGsWLGC7777jk2bNnHx4kU6d+6ciVVLoovhtx3XmGHQfe9P/PDFcIKvX+K8T0Ge6jaF+XW62Hx8zp36NArG3TVL/1ESEcnRTIZhOLqXIcOuXLlCoUKF2LRpE40bNyYiIoKCBQuyZMkSnnjiCQD+/PNPypcvz7Zt26hbt266rhsZGYmvry8RERH4+PjY8yPkKGOX/sEX28/avZ08MbeYvHoWbY/9DsC60nUY3mYwEV557Nqu2ZQQdMa0qWDXdkREJGXp/f7OVmN2IiIiAMiXL2Gl2z179hAXF0ezZs2SzilXrhzFihVLM+zExMQQExOT9DoyMtKOVedcVgfk6MqXTjBn2WSKRYQSa3Zl8qO9+LRWBzDZfm2bQF9PGpTKj7eHK8XzefNcvRJ6oiMikg1km7BjtVoZPHgwDRo0oFKlhBk1ISEhuLu74+fnl+xcf39/QkJCUr3WpEmTmDBhgj3LFcBsh8CRxDDotWc5YzYuxN0azzlff/p1HMXBwLI2b0obeIqIZG/ZJuz069ePQ4cOsWXLlge+1pgxYxg6dGjS68jISIoWLfrA182pUlswsHrRvHbpxvKJvsm0VTNoeWI7AKvL1mdU64FEeua2eVuB2sBTRCTbyxZhp3///qxcuZLNmzdTpEiRpOMBAQHExsYSHh6e7OlOaGgoAQEBqV7Pw8MDDw8Pe5acY6S0YGDgP/tBBfp52by96hf+5IPlUykSeZkYF1feavIiX1Rvm+5uq9fblKewnycTVhwh9EZMmuea0AaeIiLOIEuHHcMwGDBgAD/++CO//vorwcHByd6vWbMmbm5urF+/ni5dugBw7Ngxzp49S7169TKj5Bwl1QUDI6J5dfFeZj1THbMJrDYYumMyrLy4cykjN3+Gm9XCab9A+nUcxeGA0vd1nUI+HrSpEkTLSoFJT6NOX731zwae/4afQG3gKSLiNLJ02OnXrx9Llixh2bJl5MmTJ2kcjq+vL15eXvj6+vLCCy8wdOhQ8uXLh4+PDwMGDKBevXrpnoklGZPWgoEGCU9Fxi8/bJOg43c7kvd+ep+mJ3cBsKJcI8a0GsBNj/tfyK9QHk/g7j2s+jcpow08RUScVJYOO3PnzgXg0UcfTXZ84cKF9OzZE4D3338fs9lMly5diImJoWXLlnz44YcOrjTnudeCgQZw7VbsA7dT6/xhZi2fRtCNq8S4uDG+2ct8VbXlfc+2MgEBvgkhJiXawFNExHll6bCTniWAPD09mTNnDnPmzHFARTlPaoOPL9+w78rIJsPKq9v/x9DfFuNqWDmZrwj9Oo7iz0LB9/7lFBho/I2ISE6VpcOOZK60Bh8ndgfdiwnue2+s/LfCeX/lezQ+vQ+AHyo+xhst+hLlbvsBzyIi4vy0IpqkKHHw8Z1dVYmDj6/fiiHQN+3Akz+X+30HnbpnD7Jq0UAan97HbVcPRrQexNC2Qx846JiACSuOYLHFICIREclWFHbkLvcafAww8aejtKuS9kylakXTv/mm2Wph4O9f8eXXb+B/M4zj+YvR4fnpfFeluU1WQzaASxHR7DwV9sDXEhGR7EXdWHKX9Aw+vhQRzfd7z6d5nb1nr6ervYI3rzNj5TQanDkIwLeVmzGu2Svcdk9fV9n9sPdYIxERyXoUduQu6Q0EYbfi0nz/elT8Pa/R4PR+Zqx8l4K3wrnl5skbLfryY6Um6Wo/I9I71khERJyHwo7cxRGBwMVqYdCWJfTf9i1mDI4WLEH/jqM4mT9923bk9XYjPCou3WOC7jX1XEREnJfG7MhdagfnI9DXk7RGyng8wG7f/jeusuTr1xm47RvMGCyp2opOz72X7qAD0Kl6YYA0a0yUeI6mnouI5EwKO3IXF7OJce0rpPnUJCbemqFrP/L3HlYtHEidc4e46e7FgPYjeK1Vf2Lc7m+vsiBfL+Z2r0HAHTPC8nq74eftluxYgK8nc7vX0NYPIiI5lLqxxCFcLfEM3bKYvtv/B8Ah/1L07zCS0/kKZ+h616Ni6dO4JM0rBNy16CGgrR9ERCSJwo7cJXHqua0ERl7hg+VTqXXhKACf1WjLO4+9QIyre4avmZhdUtvmQVs/iIhIIoUducu9pp7fjyZ/7eS9n94nb/QNIj1yMbL1QNY81OCBr1uvZAEbVCciIjmBwo7cxRZr0bhZ4hi56TP67FoKwP7AMgzoMIpzfgH3/F0PV3OaY4L8vN2oqyc3IiKSThqgLHd50KnnRSJC+e7LUUlB55NaHXmy29R7Bh0TCXtvvf9U1TTPm9y5ssbgiIhIuunJjtwlcep5SET0fe9t1fL4VqaumolvzC0iPHIxvO0Q1pWpe8/f++/08FaVAplnNjF++WFCImOSzgnw8WB8h4qaVSUiIvfFZBhGjt8ZMTIyEl9fXyIiIvDx8cnscrKExI1AIX27lrvHxzHm10/ptWcFAHuDHmJAh1Fc8C2UrvYSd1P/b5CxWA3NqhIRkVSl9/tbYQeFndSsOXSJCSuO3HOwcrHrl5i9fApVQv4CYF7tzrzb+Hly5/bCZCLNlY79vNyY060GdUvmV5AREZH7kt7vb3VjSapaVQpMto7N6au3+HL7aS7f/HdPrDZ/bmHy6ln4xEYR5uXDsLZD+LXUwwBM7lIZgFcX78VE8idEibFmcpfKNCitmVUiImI/erKDnuzcj8SupatXw3l41tsELFkIwM4iFRjYfiQhPgXu6pJK6QlRSt1WIiIi90NPdsQuXMwm6lmuwctPwYEDYDJhHT0aS49BjLkdn+LYmjufEGn8jYiIOJLCjtyfJUvg5Zfh5k0oWBAWL8bcogX17vFrqa10LCIiYm9aZ0fSJyoK+vSBbt0Sgs6jjyY82WnRIrMrExERSZPCjtzb0aNQpw58/DGYTDBuHPzyCwRqvI2IiGR96saStH32GfTtm/BkJyAAvvwSmjTJ7KpERETSTU92JGW3bkGPHtCzZ0LQadYM9u9X0BERkWxHYUfu9scfUKsWfP45mM3w1luwdi34+2d2ZSIiIvdN3VjyL8OATz6BAQMgOhqCguCrr6Bx48yuTEREJMMUdiTBjRvwyisJU8sBWrVKeLJTsGDm1iUiIvKA1I0lCWNxatZMCDouLjBlCvz0k4KOiIg4BT3ZyckMA+bNgyFDICYGihaFr7+G+vUzuzIRERGbUdjJqSIiEhYJ/O67hNft28OiRZAvX6aWJSIiYmvqxsqJdu+GGjUSgo6bG0yfDsuWKeiIiIhT0pOdnMQw4IMPYPhwiIuDEiXgm2+gdu3MrkxERMRuFHZyiuvX4YUX4McfE1537pwwzdzPL1PLEhERsTd1Y+UEO3ZA9eoJQcfdPeHpzv/+p6AjIiI5gsKOMzMMeO89aNgQzpyBUqVg61bo3z9hQ08REZEcQN1YzuratYR9rVauTHj91FOwYAH4+GRqWSIiIo6mJzvO6PffoVq1hKDj4ZGwls7XXyvoiIhIjqSw40ysVpg8GR55BM6fh7JlE8brvPyyuq1ERCTHUjeWs7hyBZ5/HtasSXjdvTvMnQu5c2duXSIiIplMYccZbNoEzz4LFy+ClxfMng29eulpjoiICOrGyt4sFpg4EZo0SQg65cvDrl3Qu7eCjoiIyD/0ZCe7CglJ6Kpavz7hda9eCevn5MqVuXWJiIhkMQo72dH69dCtG4SGgrd3wmyr557L7KpERESyJHVjZScWC7z5JjRvnhB0KleGPXsUdERERNKgJzvZxcWLCYOQN21KeN2nD8ycmTAgWURERFKlsJMdrF2bMD7n6tWEqeTz58Mzz2R2VSIiItmCurGysvh4GDMGWrVKCDrVqsHevQo6IiIi90FPdrKqc+cSQs3vvye87tcP3n0XPD0zty4REZFsRmEnK/rpp4TVkMPCEvaz+uQTeOKJzK5KREQkW1I3VlYSFwfDh0O7dglBp1Yt2LdPQUdEROQBKOxkFadPQ6NG8N57Ca8HD4YtW6BkycysSkREJNtTN1ZWsHRpwgrI4eHg5weLFkHHjplbk4iIiJPQk53MFBOT8ATn8ccTgk7durB/v4KOiIiIDSnsZJaTJ6FBg4SFASFhrM7mzVC8eObWJSIi4mTUjZUZvvsOXnwRIiMhf3747DNo2zazqxIREXFKerLjSNHR0LcvPPVUQtBp2DCh20pBR0RExG6cJuzMmTOHEiVK4OnpSZ06ddi5c2dml5TciRNQrx7MnZvweswY2LgRihTJ3LpEREScnFOEnW+++YahQ4cybtw49u7dS9WqVWnZsiWXL1/O7NISfPUV1KiR8BSnYEFYswbeeQdc1YsoIiJib04RdqZPn06fPn3o1asXFSpUYN68eXh7e/Ppp59mbmG3byfsTv7ss3DzJjz6aELgadkyc+sSERHJQbJ92ImNjWXPnj00a9Ys6ZjZbKZZs2Zs27Ytxd+JiYkhMjIy2Y/NhYVB7drw8cdgMsGbb8Ivv0BQkO3bEhERkVRl+7Bz9epVLBYL/v7+yY77+/sTEhKS4u9MmjQJX1/fpJ+iRYvavrC8eeGhh8DfPyHkTJgALi62b0dERETSlO3DTkaMGTOGiIiIpJ9z587ZvhGTKeGpzv790KSJ7a8vIiIi6ZLtR8gWKFAAFxcXQkNDkx0PDQ0lICAgxd/x8PDAw8PD/sX5+dm/DREREUlTtn+y4+7uTs2aNVm/fn3SMavVyvr166lXr14mViYiIiJZQbZ/sgMwdOhQevToQa1atahduzYzZszg1q1b9OrVK7NLExERkUzmFGHn6aef5sqVK7z55puEhIRQrVo11qxZc9egZREREcl5TIZhGJldRGaLjIzE19eXiIgIfHx8MrscERERSYf0fn9n+zE7IiIiImlR2BERERGnprAjIiIiTk1hR0RERJyawo6IiIg4NYUdERERcWoKOyIiIuLUFHZERETEqSnsiIiIiFNziu0iHlTiItKRkZGZXImIiIikV+L39r02g1DYAW7cuAFA0aJFM7kSERERuV83btzA19c31fe1NxZgtVq5ePEiefLkwWQy2ey6kZGRFC1alHPnzmnPLTvSfXYc3WvH0H12DN1nx7DnfTYMgxs3bhAUFITZnPrIHD3ZAcxmM0WKFLHb9X18fPQHyQF0nx1H99oxdJ8dQ/fZMex1n9N6opNIA5RFRETEqSnsiIiIiFNT2LEjDw8Pxo0bh4eHR2aX4tR0nx1H99oxdJ8dQ/fZMbLCfdYAZREREXFqerIjIiIiTk1hR0RERJyawo6IiIg4NYUdERERcWoKO3Y0Z84cSpQogaenJ3Xq1GHnzp2ZXVK2NmnSJB5++GHy5MlDoUKF6NSpE8eOHUt2TnR0NP369SN//vzkzp2bLl26EBoamkkVZ3+TJ0/GZDIxePDgpGO6x7Zz4cIFunfvTv78+fHy8qJy5crs3r076X3DMHjzzTcJDAzEy8uLZs2aceLEiUysOPuxWCyMHTuW4OBgvLy8KFWqFBMnTky2l5Lu8/3bvHkz7du3JygoCJPJxNKlS5O9n557GhYWRrdu3fDx8cHPz48XXniBmzdv2qdgQ+zi66+/Ntzd3Y1PP/3UOHz4sNGnTx/Dz8/PCA0NzezSsq2WLVsaCxcuNA4dOmTs37/faNOmjVGsWDHj5s2bSee88sorRtGiRY3169cbu3fvNurWrWvUr18/E6vOvnbu3GmUKFHCqFKlijFo0KCk47rHthEWFmYUL17c6Nmzp7Fjxw7j77//NtauXWv89ddfSedMnjzZ8PX1NZYuXWocOHDA6NChgxEcHGzcvn07EyvPXt5++20jf/78xsqVK41Tp04Z3333nZE7d25j5syZSefoPt+/VatWGa+//rrxww8/GIDx448/Jns/Pfe0VatWRtWqVY3t27cbv/32m1G6dGnjmWeesUu9Cjt2Urt2baNfv35Jry0WixEUFGRMmjQpE6tyLpcvXzYAY9OmTYZhGEZ4eLjh5uZmfPfdd0nnHD161ACMbdu2ZVaZ2dKNGzeMMmXKGOvWrTMeeeSRpLCje2w7o0aNMho2bJjq+1ar1QgICDCmTZuWdCw8PNzw8PAwvvrqK0eU6BTatm1r9O7dO9mxzp07G926dTMMQ/fZFu4MO+m5p0eOHDEAY9euXUnnrF692jCZTMaFCxdsXqO6sewgNjaWPXv20KxZs6RjZrOZZs2asW3btkyszLlEREQAkC9fPgD27NlDXFxcsvterlw5ihUrpvt+n/r160fbtm2T3UvQPbal5cuXU6tWLZ588kkKFSpE9erVWbBgQdL7p06dIiQkJNm99vX1pU6dOrrX96F+/fqsX7+e48ePA3DgwAG2bNlC69atAd1ne0jPPd22bRt+fn7UqlUr6ZxmzZphNpvZsWOHzWvSRqB2cPXqVSwWC/7+/smO+/v78+eff2ZSVc7FarUyePBgGjRoQKVKlQAICQnB3d0dPz+/ZOf6+/sTEhKSCVVmT19//TV79+5l165dd72ne2w7f//9N3PnzmXo0KG89tpr7Nq1i4EDB+Lu7k6PHj2S7mdKf4/oXqff6NGjiYyMpFy5cri4uGCxWHj77bfp1q0bgO6zHaTnnoaEhFCoUKFk77u6upIvXz673HeFHcmW+vXrx6FDh9iyZUtml+JUzp07x6BBg1i3bh2enp6ZXY5Ts1qt1KpVi3feeQeA6tWrc+jQIebNm0ePHj0yuTrn8e233/Lll1+yZMkSKlasyP79+xk8eDBBQUG6zzmIurHsoECBAri4uNw1QyU0NJSAgIBMqsp59O/fn5UrV7Jx40aKFCmSdDwgIIDY2FjCw8OTna/7nn579uzh8uXL1KhRA1dXV1xdXdm0aROzZs3C1dUVf39/3WMbCQwMpEKFCsmOlS9fnrNnzwIk3U/9PfJgRowYwejRo+natSuVK1fmueeeY8iQIUyaNAnQfbaH9NzTgIAALl++nOz9+Ph4wsLC7HLfFXbswN3dnZo1a7J+/fqkY1arlfXr11OvXr1MrCx7MwyD/v378+OPP7JhwwaCg4OTvV+zZk3c3NyS3fdjx45x9uxZ3fd0atq0KX/88Qf79+9P+qlVqxbdunVL+m/dY9to0KDBXUsnHD9+nOLFiwMQHBxMQEBAsnsdGRnJjh07dK/vQ1RUFGZz8q86FxcXrFYroPtsD+m5p/Xq1SM8PJw9e/YknbNhwwasVit16tSxfVE2H/IshmEkTD338PAwFi1aZBw5csR46aWXDD8/PyMkJCSzS8u2Xn31VcPX19f49ddfjUuXLiX9REVFJZ3zyiuvGMWKFTM2bNhg7N6926hXr55Rr169TKw6+/vvbCzD0D22lZ07dxqurq7G22+/bZw4ccL48ssvDW9vb2Px4sVJ50yePNnw8/Mzli1bZhw8eNDo2LGjpkTfpx49ehiFCxdOmnr+ww8/GAUKFDBGjhyZdI7u8/27ceOGsW/fPmPfvn0GYEyfPt3Yt2+fcebMGcMw0ndPW7VqZVSvXt3YsWOHsWXLFqNMmTKaep4dffDBB0axYsUMd3d3o3bt2sb27dszu6RsDUjxZ+HChUnn3L592+jbt6+RN29ew9vb23j88ceNS5cuZV7RTuDOsKN7bDsrVqwwKlWqZHh4eBjlypUz5s+fn+x9q9VqjB071vD39zc8PDyMpk2bGseOHcukarOnyMhIY9CgQUaxYsUMT09Po2TJksbrr79uxMTEJJ2j+3z/Nm7cmOLfxz169DAMI3339Nq1a8Yzzzxj5M6d2/Dx8TF69epl3Lhxwy71mgzjP8tIioiIiDgZjdkRERERp6awIyIiIk5NYUdEREScmsKOiIiIODWFHREREXFqCjsiIiLi1BR2RERExKkp7IiIiIhTU9gRERERp6awIyJZXs+ePTGZTJhMJtzc3PD396d58+Z8+umnSRs6pseiRYvw8/OzX6EikiUp7IhIttCqVSsuXbrE6dOnWb16NY899hiDBg2iXbt2xMfHZ3Z5IpKFKeyISLbg4eFBQEAAhQsXpkaNGrz22mssW7aM1atXs2jRIgCmT59O5cqVyZUrF0WLFqVv377cvHkTgF9//ZVevXoRERGR9JRo/PjxAFy/fp3nn3+evHnz4u3tTevWrTlx4kQmfVIRsTWFHRHJtpo0aULVqlX54YcfADCbzcyaNYvDhw/z2WefsWHDBkaOHAlA/fr1mTFjBj4+Ply6dIlLly4xfPhwIKGbbPfu3Sxfvpxt27ZhGAZt2rQhLi4u0z6biNiOa2YXICLyIMqVK8fBgwcBGDx4cNLxEiVK8NZbb/HKK6/w4Ycf4u7ujq+vLyaTiYCAgKTzTpw4wfLly/n999+pX78+AF9++SVFixZl6dKlPPnkkw79PCJiewo7IpKtGYaByWQC4JdffmHSpEn8+eefREZGEh8fT3R0NFFRUXh7e6f4+0ePHsXV1ZU6deokHcufPz8PPfQQR48edchnEBH7UjeWiGRrR48eJTg4mNOnT9OuXTuqVKnC999/z549e5gzZw4AsbGxmVyliGQmhR0RybY2bNjAH3/8QZcuXdizZw9Wq5X33nuPunXrUrZsWS5evJjsfHd3dywWS7Jj5cuXJz4+nh07diQdu3btGseOHaNChQoO+RwiYl8KOyKSLcTExBASEsKFCxfYu3cv77zzDh07dqRdu3Y8//zzlC5dmri4OD744AP+/vtvvvjiC+bNm5fsGiVKlODmzZusX7+eq1evEhUVRZkyZejYsSN9+vRhy5YtHDhwgO7du1O4cGE6duyYSZ9WRGxJYUdEsoU1a9YQGBhIiRIlaNWqFRs3bmTWrFksW7YMFxcXqlatyvTp05kyZQqVKlXiyy+/ZNKkScmuUb9+fV555RWefvppChYsyNSpUwFYuHAhNWvWpF27dtSrVw/DMFi1ahVubm6Z8VFFxMZMhmEYmV2EiIiIiL3oyY6IiIg4NYUdERERcWoKOyIiIuLUFHZERETEqSnsiIiIiFNT2BERERGnprAjIiIiTk1hR0RERJyawo6IiIg4NYUdERERcWoKOyIiIuLU/h9sl+VGWC2QCwAAAABJRU5ErkJggg==\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "Probemos con otro modelo lineal: SGD\n" ], "metadata": { "id": "6jTABqXrO6v4" } }, { "cell_type": "code", "source": [ "from sklearn.linear_model import SGDRegressor\n", "from sklearn.preprocessing import MinMaxScaler\n", "SGDR = SGDRegressor(max_iter=1000, tol=1e-3)\n", "scaler = MinMaxScaler()\n", "X_train_scaled = scaler.fit_transform(X_train)\n", "X_test_scaled = scaler.transform(X_test)\n", "y_train_scaled = scaler.fit_transform(y_train.values.reshape(-1, 1))\n", "y_test_scaled = scaler.transform(y_test.values.reshape(-1, 1))\n", "SGDR.fit(X_train_scaled, y_train_scaled)\n", "print(f\"Pendiente estimado: {ransac.estimator_.coef_[0]:.3f}\")\n", "print(f\"Ordenada en el origen: {ransac.estimator_.intercept_:.3f}\")\n", "y_pred = SGDR.predict(X_test_scaled)\n", "mse = mean_squared_error(y_test_scaled, y_pred)\n", "r2 = r2_score(y_test_scaled, y_pred)\n", "print(f\"MSE: {mse:.2f}\")\n", "print(f\"R² Score: {r2:.2f}\")\n", "\n", "plt.plot([0,1], [0,1], '-r')\n", "plt.scatter(y_test_scaled, y_pred)\n", "plt.xlabel('Dato')\n", "plt.ylabel('Predicción')\n", "plt.title('Dato vs predicción')\n" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 619 }, "id": "4O3Ee7uCO7Si", "outputId": "f595270b-1313-450e-8b55-96bf4a900ef7" }, "execution_count": 85, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Pendiente estimado: 2.850\n", "Ordenada en el origen: -33.816\n", "MSE: 0.00\n", "R² Score: 0.99\n" ] }, { "output_type": "stream", "name": "stderr", "text": [ "/usr/local/lib/python3.11/dist-packages/sklearn/utils/validation.py:1408: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n", " y = column_or_1d(y, warn=True)\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "Text(0.5, 1.0, 'Dato vs predicción')" ] }, "metadata": {}, "execution_count": 85 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "from sklearn.linear_model import SGDRegressor\n", "SGDR = SGDRegressor(max_iter=1000, tol=None, )\n", "SGDR.fit(X_train, y_train)\n", "\n", "y_pred = SGDR.predict(X_test)\n", "mse = mean_squared_error(y_test, y_pred)\n", "r2 = r2_score(y_test, y_pred)\n", "print(f\"MSE: {mse:.2f}\")\n", "print(f\"R² Score: {r2:.2f}\")\n", "\n", "plt.plot([0,100], [0,100], '-r')\n", "plt.scatter(y_test, y_pred)\n", "plt.xlabel('Dato')\n", "plt.ylabel('Predicción')\n", "plt.title('Dato vs predicción')\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 508 }, "id": "0sopFl9LGxQP", "outputId": "9f7f3828-5dff-4d06-d175-8f8c9aa75afc" }, "execution_count": 86, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "MSE: 4.35\n", "R² Score: 0.99\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "## Realizar análisis estadístico" ], "metadata": { "id": "NKtPrZ92uq9s" } }, { "cell_type": "markdown", "source": [ "En la regresión lineal podemos utilizar test estadísticos para evaluar la bondad del modelo y el uso de las variables de entrada con importancia estadística.\n", "En este ejemplo vamos a volver al modelo clásico basado en mínimos cuadrados." ], "metadata": { "id": "PbyTDIbXu2_j" } }, { "cell_type": "code", "source": [ "from scipy import stats\n", "params = np.append(modelo_LR_Allvar.intercept_,modelo_LR_Allvar.coef_)\n", "predictions = modelo_LR_Allvar.predict(X_train)\n", "\n", "Constantes = pd.DataFrame({\"Constant\":np.ones(X_train.shape[0])})\n", "Constantes.index = X_train.index\n", "newX = Constantes.join(X_train)\n", "MSE = (sum((y_train-predictions)**2))/(len(newX)-len(newX.columns))\n", "\n", "var_b = MSE*(np.linalg.inv(np.dot(newX.T,newX)).diagonal())\n", "sd_b = np.sqrt(var_b)\n", "ts_b = params/ sd_b\n", "\n", "p_values =np.asarray([2*(1-stats.t.cdf(np.abs(i),(newX.shape[0]-newX.shape[1]))) for i in ts_b]).flatten()\n", "print(pd.DataFrame({'Coeficientes':newX.columns.tolist(), 'p-valores':p_values, 'p-valor > alfa':p_values>.05} ) )\n", "\n", "p_values*1e5" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "zqjrmPciKFJr", "outputId": "db481280-b92b-42d2-9e10-7f7a2cfeaf9e" }, "execution_count": 87, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " Coeficientes p-valores p-valor > alfa\n", "0 Constant 0.0 False\n", "1 Hours Studied 0.0 False\n", "2 Previous Scores 0.0 False\n", "3 Sleep Hours 0.0 False\n", "4 Sample Question Papers Practiced 0.0 False\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "array([0., 0., 0., 0., 0.])" ] }, "metadata": {}, "execution_count": 87 } ] }, { "cell_type": "markdown", "source": [ "Otra forma es usar **statsmodels.api**.\n", "Hace la regresión lineal y realiza los cálculos estadísticos." ], "metadata": { "id": "D6gfef0IvYuC" } }, { "cell_type": "code", "source": [ "import statsmodels.api as sm\n", "X2 = sm.add_constant(X_train)\n", "est = sm.OLS(y_train, X2)\n", "est2 = est.fit()\n", "print(est2.summary())" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "9p5wLvaKG0L1", "outputId": "1f04fa1c-69ba-458d-c405-2c9fc4b1859a" }, "execution_count": 88, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " OLS Regression Results \n", "==============================================================================\n", "Dep. Variable: Performance Index R-squared: 0.989\n", "Model: OLS Adj. R-squared: 0.989\n", "Method: Least Squares F-statistic: 1.512e+05\n", "Date: Thu, 05 Jun 2025 Prob (F-statistic): 0.00\n", "Time: 00:13:53 Log-Likelihood: -14980.\n", "No. Observations: 7000 AIC: 2.997e+04\n", "Df Residuals: 6995 BIC: 3.001e+04\n", "Df Model: 4 \n", "Covariance Type: nonrobust \n", "====================================================================================================\n", " coef std err t P>|t| [0.025 0.975]\n", "----------------------------------------------------------------------------------------------------\n", "const -33.8419 0.152 -222.023 0.000 -34.141 -33.543\n", "Hours Studied 2.8511 0.010 299.824 0.000 2.832 2.870\n", "Previous Scores 1.0203 0.001 721.080 0.000 1.018 1.023\n", "Sleep Hours 0.4768 0.015 32.864 0.000 0.448 0.505\n", "Sample Question Papers Practiced 0.1891 0.009 21.997 0.000 0.172 0.206\n", "==============================================================================\n", "Omnibus: 3.178 Durbin-Watson: 2.008\n", "Prob(Omnibus): 0.204 Jarque-Bera (JB): 3.329\n", "Skew: 0.009 Prob(JB): 0.189\n", "Kurtosis: 3.105 Cond. No. 450.\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n" ] } ] }, { "cell_type": "markdown", "source": [ "**Tarea: utiliza un conjunto de datos que pertenece al paquete sciki-learn de Python.**\n", "Analiza los datos y realiza regresión lineal." ], "metadata": { "id": "iZMjyMGLLpOH" } }, { "cell_type": "markdown", "source": [ "Se importará el [dataset de diabetes](https://scikit-learn.org/stable/modules/generated/sklearn.datasets.load_diabetes.html#sklearn.datasets.load_diabetes) y muestra algunas de sus instancias. Es un conjunto de 442 datos, con 10 variables de entrada y una variable de salida.\n", "Variables de entrada:\n", "* age, age in years\n", "* sex\n", "* bmi, body mass index\n", "* bp, average blood pressure\n", "* s1 tc, total serum cholesterol\n", "* s2 ldl, low-density lipoproteins\n", "* s3 hdl, high-density lipoproteins\n", "* s4 tch, total cholesterol / HDL\n", "* s5 ltg, possibly log of serum triglycerides level\n", "* s6 glu, blood sugar level" ], "metadata": { "id": "_Ub35IpqLpOI" } }, { "cell_type": "code", "source": [ "from sklearn import datasets\n", "diabetes = datasets.load_diabetes(as_frame=True, scaled=False)\n", "dfx= diabetes.data\n", "dfy= diabetes.target\n", "\n", "# Mostramos la primera instancia y su correspondiente salida\n", "print('valores de entrada\\n', dfx.iloc[0])\n", "print('valor de salida' , dfy[0])" ], "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "valores de entrada\n", " age 59.0000\n", "sex 2.0000\n", "bmi 32.1000\n", "bp 101.0000\n", "s1 157.0000\n", "s2 93.2000\n", "s3 38.0000\n", "s4 4.0000\n", "s5 4.8598\n", "s6 87.0000\n", "Name: 0, dtype: float64\n", "valor de salida 151.0\n" ] } ], "metadata": { "id": "2_w-6iRkLpOI", "outputId": "a11a051d-545b-4c28-f897-f0d14b2a8807", "colab": { "base_uri": "https://localhost:8080/" } }, "execution_count": 89 }, { "cell_type": "markdown", "source": [ "Estudio de variables de entradas" ], "metadata": { "id": "AqKx9SfJP0H2" } }, { "cell_type": "code", "source": [ "plt.figure()\n", "sns.pairplot(dfx, diag_kind= 'kde', corner=True)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "P_-vSN18PxRN", "outputId": "ea238008-8833-4247-fa67-1dc1737d2a8c" }, "execution_count": 90, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 90 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ] }, "metadata": {} }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "def plot_data(x,y):\n", " # set up the figure size in inches\n", " fig = plt.figure(figsize=(25, 4))\n", " etiquetas = x.columns\n", " for i in range(len(etiquetas)):\n", " plt.subplot(1, len(etiquetas), i+1)\n", " plt.scatter(x[etiquetas[i]], y)\n", " plt.xlabel(etiquetas[i])\n", " plt.ylabel('Performance Index')\n", "\n", "plot_data(dfx,dfy)" ], "metadata": { "id": "4-SJr-5nx3Ja", "colab": { "base_uri": "https://localhost:8080/", "height": 266 }, "outputId": "fdd00ce7-308f-475d-e9ab-05c0b365bd6a" }, "execution_count": 91, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "sns.heatmap(dfx.corr(), annot=True, cmap=\"crest\")\n", "plt.tight_layout()\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 486 }, "id": "qaoR8Hn7QX_R", "outputId": "1820fb90-0ed6-425f-867a-fe8cd1307c82" }, "execution_count": 92, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "plt.scatter(dfx[[\"s1\"]], dfx[[\"s2\"]])" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 449 }, "id": "reWs22coRABc", "outputId": "262a44c1-2825-441a-9266-e4e9981ec7e7" }, "execution_count": 48, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 48 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "dfx_nuevo= dfx.drop(['s2'], axis=1) # inplace=True\n", "dfx_nuevo" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 423 }, "id": "CO7foWIbRYt5", "outputId": "32e9a7fe-0dec-4f55-dfb7-3accd5124fc1" }, "execution_count": 93, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ " age sex bmi bp s1 s3 s4 s5 s6\n", "0 59.0 2.0 32.1 101.00 157.0 38.0 4.00 4.8598 87.0\n", "1 48.0 1.0 21.6 87.00 183.0 70.0 3.00 3.8918 69.0\n", "2 72.0 2.0 30.5 93.00 156.0 41.0 4.00 4.6728 85.0\n", "3 24.0 1.0 25.3 84.00 198.0 40.0 5.00 4.8903 89.0\n", "4 50.0 1.0 23.0 101.00 192.0 52.0 4.00 4.2905 80.0\n", ".. ... ... ... ... ... ... ... ... ...\n", "437 60.0 2.0 28.2 112.00 185.0 42.0 4.00 4.9836 93.0\n", "438 47.0 2.0 24.9 75.00 225.0 42.0 5.00 4.4427 102.0\n", "439 60.0 2.0 24.9 99.67 162.0 43.0 3.77 4.1271 95.0\n", "440 36.0 1.0 30.0 95.00 201.0 42.0 4.79 5.1299 85.0\n", "441 36.0 1.0 19.6 71.00 250.0 97.0 3.00 4.5951 92.0\n", "\n", "[442 rows x 9 columns]" ], "text/html": [ "\n", "
\n", "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
agesexbmibps1s3s4s5s6
059.02.032.1101.00157.038.04.004.859887.0
148.01.021.687.00183.070.03.003.891869.0
272.02.030.593.00156.041.04.004.672885.0
324.01.025.384.00198.040.05.004.890389.0
450.01.023.0101.00192.052.04.004.290580.0
..............................
43760.02.028.2112.00185.042.04.004.983693.0
43847.02.024.975.00225.042.05.004.4427102.0
43960.02.024.999.67162.043.03.774.127195.0
44036.01.030.095.00201.042.04.795.129985.0
44136.01.019.671.00250.097.03.004.595192.0
\n", "

442 rows × 9 columns

\n", "
\n", "
\n", "\n", "
\n", " \n", "\n", " \n", "\n", " \n", "
\n", "\n", "\n", "
\n", " \n", "\n", "\n", "\n", " \n", "
\n", "\n", "
\n", " \n", " \n", " \n", "
\n", "\n", "
\n", "
\n" ], "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe", "variable_name": "dfx_nuevo", "summary": "{\n \"name\": \"dfx_nuevo\",\n \"rows\": 442,\n \"fields\": [\n {\n \"column\": \"age\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 13.109027822041087,\n \"min\": 19.0,\n \"max\": 79.0,\n \"num_unique_values\": 58,\n \"samples\": [\n 59.0,\n 23.0,\n 54.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"sex\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.49956117043535386,\n \"min\": 1.0,\n \"max\": 2.0,\n \"num_unique_values\": 2,\n \"samples\": [\n 1.0,\n 2.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"bmi\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 4.4181215606157735,\n \"min\": 18.0,\n \"max\": 42.2,\n \"num_unique_values\": 163,\n \"samples\": [\n 27.2,\n 21.3\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"bp\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 13.831283419783,\n \"min\": 62.0,\n \"max\": 133.0,\n \"num_unique_values\": 100,\n \"samples\": [\n 104.33,\n 102.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"s1\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 34.60805167504308,\n \"min\": 97.0,\n \"max\": 301.0,\n \"num_unique_values\": 141,\n \"samples\": [\n 219.0,\n 250.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"s3\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 12.934202154863332,\n \"min\": 22.0,\n \"max\": 99.0,\n \"num_unique_values\": 63,\n \"samples\": [\n 75.0,\n 93.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"s4\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1.2904498966082774,\n \"min\": 2.0,\n \"max\": 9.09,\n \"num_unique_values\": 66,\n \"samples\": [\n 6.42,\n 3.4\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"s5\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.5223905610694908,\n \"min\": 3.2581,\n \"max\": 6.107,\n \"num_unique_values\": 184,\n \"samples\": [\n 3.8501,\n 4.4067\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"s6\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 11.496334739334165,\n \"min\": 58.0,\n \"max\": 124.0,\n \"num_unique_values\": 56,\n \"samples\": [\n 87.0,\n 68.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}" } }, "metadata": {}, "execution_count": 93 } ] }, { "cell_type": "markdown", "source": [ "Entrenamiento" ], "metadata": { "id": "t-gdhiX4TDGY" } }, { "cell_type": "code", "source": [ "X_train, X_test, y_train, y_test = train_test_split(dfx_nuevo, dfy, test_size=0.3, random_state=1234)\n", "\n", "estimator = LinearRegression()\n", "estimator.fit(X_train, y_train)\n", "\n", "y_pred = estimator.predict(X_test)\n", "mse = mean_squared_error(y_test, y_pred)\n", "r2 = r2_score(y_test, y_pred)\n", "print(f\"MSE: {mse:.2f}\")\n", "print(f\"R² Score: {r2:.2f}\")\n", "plt.plot([0,350], [0,350], '-r')\n", "plt.scatter(y_test, y_pred)\n", "plt.xlabel('Dato')\n", "plt.ylabel('Predicción')\n", "plt.title('Dato vs predicción')\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 508 }, "id": "Oj0s08lJTCmT", "outputId": "3b55056f-775e-4629-d88c-22c071234d5e" }, "execution_count": 94, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "MSE: 2871.43\n", "R² Score: 0.49\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "estimator = RANSACRegressor(random_state=24)\n", "estimator.fit(X_train, y_train)\n", "\n", "y_pred = estimator.predict(X_test)\n", "mse = mean_squared_error(y_test, y_pred)\n", "r2 = r2_score(y_test, y_pred)\n", "print(f\"MSE: {mse:.2f}\")\n", "print(f\"R² Score: {r2:.2f}\")\n", "plt.plot([0,350], [0,350], '-r')\n", "plt.scatter(y_test, y_pred)\n", "plt.xlabel('Dato')\n", "plt.ylabel('Predicción')\n", "plt.title('Dato vs predicción')\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 508 }, "id": "gFy7saQ7WKM8", "outputId": "d202aaec-2a3c-422a-bff3-8a32ba70aa41" }, "execution_count": 95, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "MSE: 4155.46\n", "R² Score: 0.25\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": "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\n" }, "metadata": {} } ] } ] }