{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 03 - Linear Regression\n", "\n", "by [Alejandro Correa Bahnsen](albahnsen.com/) and [Jesus Solano](https://github.com/jesugome)\n", "\n", "version 1.4, January 2019\n", "\n", "## Part of the class [Practical Machine Learning](https://github.com/albahnsen/PracticalMachineLearningClass)\n", "\n", "\n", "\n", "This notebook is licensed under a [Creative Commons Attribution-ShareAlike 3.0 Unported License](http://creativecommons.org/licenses/by-sa/3.0/deed.en_US). Special thanks goes to [Rick Muller](http://www.cs.sandia.gov/~rmuller/), Sandia National Laboratories(https://github.com/justmarkham)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Import libraries.\n", "\n", "import pandas as pd\n", "import numpy as np\n", "\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits.mplot3d import Axes3D\n", "from matplotlib import cm\n", "import itertools\n", "\n", "plt.style.use('ggplot')" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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areabedroomprice
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" ], "text/plain": [ " area bedroom price\n", "0 2104 3 399900\n", "1 1600 3 329900\n", "2 2400 3 369000\n", "3 1416 2 232000\n", "4 3000 4 539900" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Download and load the update dataset.\n", "urlDataset = 'https://github.com/albahnsen/PracticalMachineLearningClass/raw/master/datasets/houses_prices_prediction.csv.zip'\n", "data = pd.read_csv(urlDataset)\n", "data.head()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['area', 'bedroom', ' price'], dtype='object')" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data.columns" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.style.use('bmh')\n", "y = data[' price'].values\n", "X = data['area'].values\n", "plt.scatter(X, y)\n", "plt.xlabel('Area')\n", "plt.ylabel('Price')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Normalize data\n", "\n", "## $$ x = \\frac{x -\\overline x}{\\sigma_x} $$ " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Price')" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "y_mean, y_std = y.mean(), y.std()\n", "X_mean, X_std = X.mean(), X.std()\n", "\n", "y = (y - y_mean)/ y_std\n", "X = (X - X_mean)/ X_std\n", "\n", "plt.scatter(X, y)\n", "plt.xlabel('Area')\n", "plt.ylabel('Price')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Form of linear regression\n", "\n", "## $$h_\\beta(x) = \\beta_0 + \\beta_1x_1 + \\beta_2x_2 + ... + \\beta_nx_n$$\n", "\n", "- $h_\\beta(x)$ is the response\n", "- $\\beta_0$ is the intercept\n", "- $\\beta_1$ is the coefficient for $x_1$ (the first feature)\n", "- $\\beta_n$ is the coefficient for $x_n$ (the nth feature)\n", "\n", "The $\\beta$ values are called the **model coefficients**:\n", "\n", "- These values are estimated (or \"learned\") during the model fitting process using the **least squares criterion**.\n", "- Specifically, we are find the line (mathematically) which minimizes the **sum of squared residuals** (or \"sum of squared errors\").\n", "- And once we've learned these coefficients, we can use the model to predict the response.\n", "\n", "![Estimating coefficients](https://raw.githubusercontent.com/justmarkham/DAT8/master/notebooks/images/estimating_coefficients.png)\n", "\n", "In the diagram above:\n", "\n", "- The black dots are the **observed values** of x and y.\n", "- The blue line is our **least squares line**.\n", "- The red lines are the **residuals**, which are the vertical distances between the observed values and the least squares line." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cost function\n", "\n", "The goal became to estimate the parameters $\\beta$ that minimisse the sum of squared residuals\n", "\n", "## $$J(\\beta_0, \\beta_1)=\\frac{1}{2n}\\sum_{i=1}^n (h_\\beta(x_i)-y_i)^2$$" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# create X and y\n", "n_samples = X.shape[0]\n", "X_ = np.c_[np.ones(n_samples), X]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets suppose the following betas" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "beta_ini = np.array([-1, 1])" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# h\n", "def lr_h(beta,x):\n", " return np.dot(beta, x.T)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# scatter plot\n", "plt.scatter(X, y)\n", "\n", "# Plot the linear regression\n", "x = np.c_[np.ones(2), [X.min(), X.max()]]\n", "plt.plot(x[:, 1], lr_h(beta_ini, x), 'r', lw=5)\n", "plt.xlabel('Area')\n", "plt.ylabel('Price')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets calculate the error of such regression" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.6450124071218747" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Cost function\n", "def lr_cost_func(beta, x, y):\n", " # Can be vectorized\n", " res = 0\n", " for i in range(x.shape[0]):\n", " res += (lr_h(beta,x[i, :]) - y[i]) ** 2\n", " res *= 1 / (2*x.shape[0])\n", " return res\n", "lr_cost_func(beta_ini, X_, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Understanding the cost function\n", "\n", "Lets see how the cost function looks like for different values of $\\beta$" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "beta0 = np.arange(-15, 20, 1)\n", "beta1 = 2" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'J(beta)')" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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f0nS0s/mo5gva2Somct7S3sfLLemeRe85ucFiq4kxEmOrUtlPgTuAe8Zs+xPweSnlkBDim8Dngc9m9u2RUq4yU+hY7gftJFRzVs0XtLNVjOecSqW466V0z6KrVjY4ou1gBMeOQ5BSPg30HLHtcSnlUObp88AcK1xGOFb7QTsN1ZxV8wXtbBXjOT9/IMy2jgi+smLeZfO4gyMxEmOnpLMPAveOeb5QCLEZCANfklL+daIXbtiwgeLiYpLJJKtWrWL9+vUEAgEqKipwu92Ew2H8fj89PT2kUin8fj/BYJChoSG6u7vp7++noaGBzs5OXC4XtbW1dHZ2Ul1dTTKZJBKJ0NjYSCAQoKSkBJ/PR1dXFz6fj3g8TjQaHd3v8Xioqqqiu7ubmpoaotEosVhsdH9ZWRler5fe3l7q6uro6+sjHo+P7vd6vXg8HkKhEPX19YRCIRKJxOj+RCJBb2/vhGWqrKwEcFSZ4vE4hw4dmrBMU71PVpcpEokQDAan9T5ZXaZIJEJ7e7upn718lykSidDW1mbr31OuZRoYGKClpWW0TJVVVfzohXTbgVhRR2d7i+3fEWPLVFRUREtLy7hlmghXKpUy8P2dO5m2gYdH2hDGbP8icBrwLillSghRClRKKbuFEKcCvweWSynDR55z48aNqdWrVxvyCYfDVFdXG3qtXWhn81HNF7SzVRzpvHF3D998qpmZlSXcdfWJeNzO6qMzWYw3bdrE2rVrXUdut7UEQojrSTc2v19KmQKQUg5KKbszj18h3eC8NN/X7u3tzfcpTUc7m49qvqCdrWKscyI5zD2vpNsOrlk9y3HJAIzF2LZSCCEuBj4DvFNKOTBmu18I4c48XgQsAfbm+/p1dXX5PqXpaGfzUc0XtLNVjHV+dEc37X1x5vpKWbe41kariTESY0sSghDiV8BzwDIhRIsQ4gbSvY6qgD8JIV4VQnw/c/h5wBYhxKvAb4CbpJQ94554GvT19eX7lKajnc1HNV/QzlYx4hwbGuYXr6YbbK8/rQl30VF3XhyBkRhb0qgspXzfOJt/PMGxvwV+a67Rsb9Ah1NQzVk1X9DOVjHi/MDWTnoGhlhaX845C5y78pteICcHjpV+0E5HNWfVfEE7W0VjYyP9g0PILUEAPnDaLFwuZ9YOwMHjEJzIsdIP2umo5qyaL2hnqwgEAty3pYO+wSQnz6pk9Wxnz9iq10PIAa/Xa7dCzmhn81HNF7SzVQy6PNy/tROAD57e5OjaARiLccEmhGN1gQ6noZqzar6gna3i4T0DDA4Ns2a+jxNmVtitMyV6gZwcCIVCdivkjHY2H9V8QTtbQXvfIH/aG8YFXH/qLLt1ssJIjAs2IfhqnNl3eDLq6+vtVsgZ1ZxV8wXtbAU/2xQgmYK1i2tYWKvG7S4jMS64hBCKDXHbU/v5/OPNDFs0bUe+UO1XFajnrJovaGez2d8bZeOuHtwuuEaR2gHoGkJWeNwuNrX2sedQgqf2qDV8PpFI2K2QM6o5q+YL2tlsfvhCGyngvDmlzKoqtVsna4zEuOASgrfEzfWnNQHw45faGBwattkoe1Ttu60SqvmCdjaTl1vCvNQSprykiBvOmm+3Tk7ocQhZ8vYltcytctMZSXD/Gx1262SNqn23VUI1X9DOZpEcTvGDF1oB+IdTGoke6rLZKDf0OIQscRe5uHZlulH5168F6RlQo/paUeH8rm5Hopqzar6gnc3ijzu6ae6N0Vjl4YrlfiWcx2LEtyATAsDKxgrWzPMRTQxzd2YaW6fjdrvtVsgZ1ZxV8wXtbAaReHL0e+FDZzThcRc53vlIjPgWbEIIh8N8+Mwm3K70VLZ7ugemfpHNhMNHrRHkeFRzVs0XtLMZ/PrVAKHYEMsbKjh3wQzA+c5HYsQ364QghKgUQswRQky+Bpsi+P1+5vjKeOeJflLAnS+0YtXqcUbx+521Zms2qOasmi9o53zT3jfI/W+kp6i46azZo1NUONl5PIz4Tjr9tRBiBXAj8A5gPuACUkKI/cAfgR9IKV/P+aoOoKenh/Lyct5/SiNP7O5hc1s/LxwMc9Y8505nO+KsEqo5q+YL2jnf3PVSG4nhFGsX17DM//f78E52Hg8jvhPWEIQQvwZ+CbQD/w+oBzyZ/68BWoFfZI5TjpHaQHVZMe8/Jd09684XWhkadm4twek1mPFQzVk1X9DO+WRrsJ+/7D2Ex+3iA5nu6SM41XkijPhOVkP4uZTy4XG29wLPZv59Qwhxac5XdQBjq1OXnVDPQ9u6aAkN8vD2Lq5Y7syqoWpVVlDPWTVf0M75YjiV4vvPp7uZXnXSTGZWHj45nBOdJ8OI74Q1hAmSgeHjnEYwGBx9XOIu4sNnpn8N/GxTO32DQ3ZpTcpYZ1VQzVk1X9DO+eIve3vZ0TlArbeY95zccNR+JzpPhhHfrJfQFEI0AGeQvmU0OhG4lPKuLF9/F3Ap0CGlXJHZVgvcCywA9gNCStkrhHAB/wNcAgwA10spN2Xrmg2VlYe3ja+Z5+PkWZW81t7PLzcHuPGsOfm8XF440lkFVHNWzRe0cz4YHBrmxy+1Ael1kr0lR3fZdJrzVBjxzaqXkRDiCmAP8BXgB8A/Zf6/Jodr/RS4+IhtnwM2SimXABszzwHWA0sy/z4CfC+H6xjC5XJx45mzcQEPbOuiNRQz+5IajcYh3P9GBx39CRbVenn7EvVmQs4X2XY7/Q/gA1LKU4BI5v+PAK9keyEp5dNAzxGbLwfuzjy+G7hizPZ7pJQpKeXzwAwhRF6nGezv7z9q2+L6ci5cWsvQcIofvdiWz8vlhfGcnY5qzqr5gnaeLj0DCX79Wvr2yo1nzcZdNP5KaE5yzgYjvtkmhHlSyvuO2HY3cG3OVzycBinlyDDhADBy4242cHDMcS2ZbXmjoeHoe4QA15/aRFlxEX9rDrGlvS+fl5w2Ezk7GdWcVfMF7Txd7n6lnWhimDXzfJzSNPE6yU5yzgYjvtm2IXQIIRqklEFgvxBiDdAF5G0st5QyJYTIuZ/Uhg0bKC4uJplMsmrVKtavX08gEKCiogK32004HMbv99PT00MqlcLv9xMMBonFYtTX19Pf309DQwOdnZ24XC5qa2u5aH4pD+yJcsczzXz+9EqaZs0iEAhQUlKCz+ejq6sLn89HPB4nGo3S2NhIIBDA4/FQVVVFd3c3NTU1RKNRYrHY6P6ysjK8Xi+9vb3U1dXR19dHPB4f3e/1evF4PIRCIerr6wmFQiQSidH90WiUhoaGCcs0cs9wvDJ1dnZSXV1NMpkkEomMntPsMo2ca6IyTfU+WV2mXbt2MXPmzGm9T1aXadeuXdTX15v62ct3mXbt2kVdXZ2tf08VFRUc7Evy6I5u3C64dF4RBw8enLBMu3fvZsaMGbb+PeXyPiWTSTwez7jv00S4sumrKoT4LLBbSvlbIcS1wJ3AMPAtKeWXsv3yFkIsAB4e06i8AzhfStmeuSX0lJRymRDiB5nHvzryuLHn27hxY2r16tXZXv4wWlpamDNn/Ibj2NAwN9y3jc5Ign96yxwuO9EZ3c0mc3Yqqjmr5gva2SjDqRQ3P7yLrcEIVyz389E1k/s4wTkXJvPdtGkTa9euPereWFa3jKSU35RS/jbz+B5gKXBqLslgAh4Erss8vg54YMz2a4UQLiHEWUDoyGQwXWprJ244Kisu4qZML6OfvNxOb9QZs6FO5uxUVHNWzRe0s1Ge2NXD1mCEGm8x12WxEpoTnHPBiG+2vYweGPtcSnlASrldCHF/thcSQvwKeA5YJoRoEULcANwKvF0IsQtYl3kO8AiwF9gN/BD4aLbXyZbOzs5J95+zwMdpc6rojyf5sUMamKdydiKqOavmC9rZCH2DQ/ww83f94TNmU+GZ+u633c65YsQ32zaECybYfn62F5JSvm+CXWvHOTYFfCzbcxuhurp60v0ul4uPrZnDR377Jo/v6mH9sjqWN9rbD3kqZyeimrNqvqCdjfCTl9sJxYZY2VjJ2sU1Wb3GbudcMeI71eR2X8k89Ix5PMIioDnnKzqEZDI55TGzfWWIkxv4xeYA33n2IN+94vgJu6RZQTbOTkM1Z9V8QTvnys7OAf6wvQu3Cz5+9pzR2UynQrU4G/Gd6pbR3My/ojGP5wJzSHcLvTrnKzqESCSS1XHvPbmBxioPe3tiPLDN3ipjts5OQjVn1XxBO+dCcjjFd549SAq4csVMFtR4s36tanE24jtpDUFK+QEAIcSzUsofGvRyJNkuQF1aXMRH18zhy4/v5Z5X2nnrwhrqKkpMthsfVRYmH4tqzqr5gnbOhT/u6GZH5wD15SVcszo3B9XibMQ3215GPxRCHC+E+DchxB0AQohlQoiVOV/RIeSyAPVZ83ysmedjIDHMnS+2mmg1OSosTH4kqjmr5gvaOVsORRP85OV0Q/JNZ80ed76iyVAtzkZ8s+1ldDXwV9KjhUdGJ1cB38r5ig6hpCS3X/n/uGY2pW4XT+7pZXObPSOYc3V2Aqo5q+YL2jlbfvxSG32DSVbPruLchTNyfr1qcTbim+3UFV8B1kkpbwJGWipeA07O+YoOwefLbWW0xqpS3rcqXQW7428HSSSHzdCalFydnYBqzqr5gnbOhq2Bfh7b2UNJkYuPvyX7huSxqBZnI77ZJoSZwJbM49SY/9VaQmgMXV1dOb/mqpUzmeMr5WDo72uuWokRZ7tRzVk1X9DOUzHSkAwjf8Nlhs6jWpyN+GabEF7h6Kmu3wu8mPMVHYKR7OlxF/GxzPD2n28O0NEfz7fWpKj2CwXUc1bNF7TzVDy4rZO9PTEaKj2jtXwjqBZnM2sInwD+QwjxF6BCCPEY8FXgn3O+okOIx419mZ86p5rzFs5gcGiY7z/fkmeryTHqbCeqOavmC9p5MroHEtz9SnrWm4+umUNZcbZfeUejWpyN+Gbby+hN4Hjgu8CXgJ8AJ0kpd+V8RYcQjUYNv/bGs2ZTVlzEM/tDvHQwnEeryZmOs12o5qyaL2jnybjzhVYGEsOcObeaNfOn9wtftTgb8c06XUopB4C/AU8Bf5VSqrVaxBFMp0+xv8Iz2of5jmcPEhuypoFZtX7QoJ6zar6gnSdic2sfT+7pxeN28dG3TH+WUtXibNo4BCHEPCHEX0mve/wH0msi/FUIMT/nKzqE6fYpvnLFTBbWlNHeF+eeV/I6EeuEqNYPGtRzVs0XtPN4RBNJvv3MAQD+YVUjs6pKp31O1eJs2jgE0qujvQLMkFLOBGqAl/n78pfK4fF4pvX64iIXN583nyJXej3W7R3mD2ufrrMdqOasmi9o5/H4ycvtBPriHFfnRZycn5XOVIuzEd9sE8KpwL9KKSMAmdtFn81sV5KqqomXysuWpf5yrjppJsMp+NbTB4ibPDYhH85Wo5qzar6gnY9ka6CfB7Z2UuSCm8+dR3GeJqRULc5GfLNNCM8DZxyx7TTS6xsoSXd3d17Oc83qWczxldJ8KMYvN5tbpcyXs5Wo5qyaL2jnscSHhrn9rwdIAe9Z2cDi+vK8nVu1OBvxnXByuyOmu94DPCKE+APpWU7nApcAv8z5ig6hpia7OdCnorS4iE+fO4+bH97Fva8FOXfhDI6ry9+HcCz5crYS1ZxV8wXtPJafbQ7QEhpkrq+U95+S30Zg1eJsxHeyGsLY6a7LgPuBQdKjlgeB32W2K0k+u5CtaKzknSfWk0zB7U8fYGjYnAHcqnV7A/WcVfMF7TzCrq4B7tsSxAXcfN58PNMYczAeqsXZiO+ENYSRqa+PVWKxWF7P98HTm3j+QJjd3VHu2xKc1ojIici3sxWo5qyaL2hngERymNufbmY4BVeu8HNiQ0Vezw/qxdmI72S3jBqklMGpTpDtcRO8dhlw75hNi4AvAzOADwMjEwZ9QUr5iJFrTES++xR7S9x86py5fP7RPfx8c4Cz589gXk1+K1Cq9YMG9ZxV8wXtDHDvlg729sSYVeXh+lNn5fXcI6gWZyO+ky2Q8+fMVBU/A16QUo52oRFCFJFuZL4WOA9YkfOVASnlDmBV5pxuoJX0ragPAN+WUv6XkfNmQyAQYP78/A6jOHVONRcvrePRnd18668HuP3SJXldctMMZ7NRzVk1X9DO+3ujox06PnXuvJzXOcjHbZq6AAAgAElEQVQW1eJsxHeym2ynANuAHwJ9QojXhRDPCiFeB8LA94E3gNUGfY9kLbBHSmnJOs1lZeY0f3zkzCbqykvY1hHhwTwvuWmWs5mo5qyaLxS2c3I4Ndpud8nxdZzSZF7XUNXibMR3sjaEOHAHcIcQYi5wEulbOb3AFillvpcOey/wqzHPPy6EuJb0ALibpZS9+byY15v9Wqq5UFlazCfOnsuGP+3lrpfbOWuej1nV0x8lCeY5m4lqzqr5QmE7/+6NjvSSmBUlfPiM2Xk550SoFmcjvpOuqSyE+OA4m2cBs4QQkF4PoRvYLKU8mPPV/34dD/BO4POZTd8jPZtqKvP/7cB4LmzYsIHi4mKSySSrVq1i/fr1BAIBKioqcLvdhMNh/H4/PT09pFIp/H4/wWCQaDRKIpGgv7+fhoYGOjs7cblc1NbW0tnZSXV1NclkkkgkQmNjI4FAgJKSEnw+H11dXfh8PuLxONFodHS/x+OhqqqKJg5xzrxKnjnQzzee2MltlywhGAxSVlaG1+ult7eXuro6+vr6iMfjo6/3er14PB5CoRD19fWEQiESicTo/oGBAZLJ5IRlqqysBDClTN3d3dTU1BCNRonFYqP7pypTJBKhqalpwjJN9T5ZXab9+/fT0NAwrffJ6jLt378fv98/rffJ6jLt37+f+vr6aX32QslifvpKuhZ+46l+wt0ddJlYpubmZmpqamz9e8qlTIlEgnA4PG6ZJsKVSk3cRVII8eRUX+ZANemZUD8jpfxuFsePd53LgY9JKS8cZ98C4GEp5VHtFBs3bkytXm3sjlV/f/+UwZkOh6IJPvzbNwnFhvjUOXO55Pj6aZ/TbGczUM1ZNV8oTOfhVIrP/GE3WwL9rF1cw2fPX5A/uQlQLc6T+W7atIm1a9ce1cA5aQ1BSnlBNhcWQiwHHiU9PbYR3seY20VCiFlSypEZ464k3VaRV/r6+kx9c2d4S/jYmjl8/cn9/OCFVlY1VdE0zVtHZjubgWrOqvlCYTr/fmsnWwL9zCgr5h/Pmv5MptmgWpyN+OZl5IaUcivwCyOvFUJUAG8nPfBthNsyjdhbgAswYSEeKxa7eOuiGZy3cAbRxDDffGo/yWkOWFNtgQ5Qz1k1Xyg8573dUX78YhsAnzp3LtVlk/6uzRuqxdmI76S3jJzOdG4ZDQ4OUlqan8beyQjHhrjpd2/SFUnw/05p5Npp9JG2yjmfqOasmi8UlvPg0DAff2AHzb0x3nF8HZ88Z54JdhNcW7E4T+Y70S2j/I7tVgir5javLivmM2+djwv45asBtgaNryuk2nzsoJ6zar5QWM4/erGN5t4Yc3ylfORMc3sVHYlqcTZzPYRjDiu7kK1qqkKsTE+TfeuTzUTiSUPnUa3bG6jnrJovFI7ziwdDPLCtk+IiF5+/YIFpA9AmQrU4G/Et2IRg9WIX1546i8V1XoL9cb77rLEeuqot0AHqOavmC4Xh3BtN8F9/Sa+Adv2ps1iSx2mts0W1OJu5QM4xRygUsvR6Je4iPnfBAkrdLp7Y3cuTe3IfZ2e1cz5QzVk1Xzj2nVOpFN96+gCHYkOcPKuSq1bONNFsYlSLsxHfgk0I9fXTHxeQK/NmlHFjpovc//7tIB39ufUCsMN5uqjmrJovHPvOD23v4oWDYapK3fzrW+dT5Mrf/GC5oFqcjfgWbEKwK9u/4/g61szzEYkn+eZTzTl1RVXtFwqo56yaLxzbzs29Ue58IT1LzifPnsvMSvtu26gWZ11DyIFEImHLdV0uF/987lxqvcW8HuhHbsl+5nC7nKeDas6q+cKx6xxPDvONJ5uJJ1NctLSW8xbZu2KZanE24luwCcHOuc1neEv4l7emp6W955V2dnRGsnqdavOxg3rOqvnCsev805fb2dsTpanaY9lo5MlQLc5GfAs2Idjdp/i0OdVcucJPMtMVNZqYuiuq3c5GUM1ZNV84Np03tYb5zesdFLngs+cvoNxjbRfT8VAtznocQg5UVOR/ib1cueG0JhbWlNEaHuT/nmuZ8ngnOOeKas6q+cKx53womuC2v6SXRblm9SxOmOmM8qkWZyO+BZsQ3G77f3F4itNdUT1uF4/t7OHRHd2THu8E51xRzVk1Xzi2nJPDKb7x5H56BoZY0VDBe09usNhsYlSLsxHfgk0I4XDYbgUAFtZ6+aez5wLwnWcPsqtrYMJjneKcC6o5q+YLx5bz3a+0s7ktPYvpF962IK9L0E4X1eJsxLdgE4Lf77dbYZSLltaxflkdiWSKrzyxj3BsaNzjnOScLao5q+YLx47zs82H+PVrQYpc8IW3LaC+wlkjg1WLsxHfgk0IPT09discxsfWzGFpfTnB/jjffKqZ4XFmoXWaczao5qyaLxwbzq2hGLc9lW43+ODpTawycW1ko6gWZyO+BZsQnDbtt6e4iH9bu5CqUjcvtYT5xeajewg4zTkbVHNWzRfUd44mknzliX0MJIY5Z4GPq0+yZ2qKqVAtzkZ8CzYhOLH611Dl4fMXLMAF/HxTgBcPHj7S0InOU6Gas2q+oLZzKpXif/92kH2ZKa1vPm8+LpumppgK1eKsbxnlQDCY/QhhKzltTjXXnjqLFPDNp5pp7xsc3edU58lQzVk1X1Db+aHtXWzc3UtpcRFfXreQCgeMN5gI1eJsxLdgE4KT10Z936oGzpxbTd9gkq8+sY/40DDgbOeJUM1ZNV9Q13l7R4TvP5+ep+jT585jQY2z1xtQLc5GfAs2ITiZIpeLz5w/n1lVHnZ3R7nj2akHrWk0KhEaTPLVjfsYGk5xxXI/Fxxn7zxFmjTWrE49BUKI/UAfkASGpJSnCSFqgXuBBcB+QEgpc19EYAL6+/upq6vL1+nyTlVpMV9et5BPPriTR3d2c8LMck70RhztPB5Oj/ORqOYL6jknh1P89/NBuiJDLG+o4MNnNNmtlBWqxdmIr5NqCBdIKVdJKU/LPP8csFFKuQTYmHmeNxoanDMCciKOqyvnE5lBa3c810JfcbXNRrmjQpzHopovqOf801faebNniBpvMV9620JK3E76GpoY1eJsxNfJ78TlwN2Zx3cDV+Tz5J2dnfk8nWlcuLSOdxyfHrT21ScP0B1RawpeVeI8gmq+oJbzk3t6uDcz+OyLb1tAXUWJ3UpZo1KcwZivUxJCCnhcCPGKEOIjmW0NUsr2zOMAkNf07NSubePxj2vmcOLMCnpjw/zb43uymhnVKagUZ1DPF9RxfiPQP7ou8nuWVbBylvMGn02GKnEewYivI9oQgHOklK1CiJnAn4QQb47dKaVMCSHGHWWxYcMGiouLSSaTrFq1ivXr1xMIBKioqMDtdhMOh/H7/fT09JBKpfD7/QSDQUpKSuju7qa/v5+GhgY6OztxuVzU1tbS2dlJdXU1yWSSSCRCY2MjgUCAkpISfD4fXV1d+Hw+4vE40Wh0dL/H46Gqqoru7m5qamqIRqPEYrHR/WVlZXi9Xnp7e6mrq6Ovr494PD663+v14vF4CIVC1NfXEwqFSCQSNDY28qETSri1383u7ihf/sN2vrxuIaFDvYeVaaRXgZPK5Ha7OXTo0LhlyuZ9srpMsViMYDBo+H2yo0yxWIz29nbTPnv5KFPE5eXLT7WTGE5x6bIazmlI0NbWZtvfk5EyxeNxWlpaHPsdcWSZqqqqaGlpGbdME+Fy2ug7IcQtQD/wYeB8KWW7EGIW8JSUctnYYzdu3JhavXq1oes0Nzczf/786epaygvb9nLbK/30DSa5Yrmfj66xf9GQqVAtzqr5gvOdw7EhPvngTlrDg5w5t5pb3r6IloMHHO08Hk6P85FM5rtp0ybWrl17VBXC9ltGQogKIUTVyGPgQuAN4EHgusxh1wEP5PO61dXqNdAunVXDhnWLKC5y8futnfzujQ67laZEtTir5gvOdo4nh7nlT3tpDQ+yuM47OoOpk50nQjVnI762JwTSbQPPCCFeA14E/iClfBS4FXi7EGIXsC7zPG8kk+rchx8hmUyyclYlnz53HgA/eKGV55qdvfC3anFWzRec65xKpbj96QO8EYxQX17CVy5chLckPRLZqc6ToZqzEV/b2xCklHuBk8fZ3g2sNeu6kUiE+vp6s05vCiPO65bU0t43yM82Bfj6k/v51qVLWFJfbrfeuKgWZ9V8wbnO92wK8OSeXrwlRXz1okWHTWftVOfJUM3ZiK8Tagi2oNqC2XC48/87pZF1i2sYHEr3POroj9toNjGqxVk1X3Cm8+M7u/nF5sBo99Lj6g7/weJE56lQzdmIb8EmBNUWzIbDnV0uF586dx4rGyvpGRji3x7bQyTuvCqtanFWzRec5/xqWx///cxBAD66Zg5nzPUddYzTnLNBNWcjvgWbEEpK1BkQM8KRzh53eobIOb5S9vXG+Nqf95EcdlavMdXirJovOMv5wKEYX3kiPUfRu1f4eeeJ40/B7CTnbFHN2YhvwSYEn+/oXy1OZzzn6rJi/uOi4/CVFfNySx//+7eDjlrIQ7U4q+YLznHujiT40mN76I8nect8Hx86Y/aExzrFORdUczbiW7AJoaury26FnJnIuam6lFvevhCP28Ufd3TzvedbHZMUVIuzar7gDOfeaILPPLKLQF+cpfXlfPb8+biLJh4p6wTnXFHN2YhvwSYE1bI9TO68vKHysDEKd73c7oikoFqcVfMF+53DsSE+/8fdHAwNsqCmjK9ffNxo99KJsNvZCKo56xpCDsTjzuyVMxlTOZ8+t5ovvm0BRS6497Ugv3zV/hWeVIuzar5gr3MknuQLj+5hb096Ccxvrl9MddnUvdl1nM3HiG/BJoRoNGq3Qs5k43z2ghl89vx0Urj7lXZ+s8XepKBanFXzBfuco4kkX3psDzu7Bmis8vDNSxZTU55dQ6aOs/kY8S3YhKBan2LI3vmC42pGRzPf+WIbD26zb9pe1eKsmi/Y4zw4NMyGP+1lazBCfUUJt12yGP+YgWdToeNsPnocQg6o1qcYcnO+cGkd//SW9OR3dzzbwmM7u83SmhTV4qyaL1jvnEgO89WN+3i1rZ9abzH/ecliGqtKczqHjrP56HEIOeDxZP9rxink6nzZiX4+cma669+3nj7Ak3t6zNCaFNXirJovWOucHE7x9T/v58WDYXxlxdx6yWJm+8pyPo+Os/kY8S3YhFBVpdbiHGDM+aqTZnL9qbNIAd98qpln9h/Kv9gkqBZn1XzBOufkcIrb/tLM35pDVHrcfOPi41hQ4zV0Lh1n8zHiW7AJobvbnlso08Go8z+c0sj7Tm5gOAVf//N+Xjhg3QypqsVZNV+wxjk5nOK/nzkwOlnd1y4+jsXTmFBRx9l8jPgWbEKoqamxWyFnpuN8/WmzuHKFn6HhFLf8aa9lt49Ui7NqvmC+czw5zK1P7uexnT2Uul189cLjOGFmxbTOqeNsPkZ8CzYhqNaFDKbn7HK5uOnM2Vx10kySKbj1yWYe2Gp+7yPV4qyaL5jrHE0k+bfH9vKXfYcoz9QMVs6afBnGrM6r42w6uttpDsRiMbsVcma6zi6Xi4+cOZsPndFECvjucy3c84q5I5pVi7NqvmCecyg2xGce2c3mtj5qvMXcfukSVs7Kz310HWfzMeJbsAlBtT7FkD9nsbKBm8+bR5ELfr45wHeebTFtllTV4qyaL5jj3NEf59MP7WRHZ3rQ2bcvW3rUmgbTQcfZfPQ4hBxQrU8x5Nf5oqV1fHndQkrcLh7e3sWtT+4nnhzO2/lHUC3OqvlC/p0P9Mb41EM7ORgaZFFtGd++bClN1bmNM5gKHWfzMeJr6xKaQoi5wD2k11VOAXdKKf9HCHEL8GFg5Cb3F6SUj+Tz2mVlufedtpt8O79l/gy+cfFxfPnx9D3i8GCSDesWUu6ZfGKyXFAtzqr5Qn6dt3dE+NJje+gbTLKioYKvXLiIytL8f00UepytwIiv3TWEIeBmKeWJwFnAx4QQJ2b2fVtKuSrzL6/JAMDrNdZ/2k7McF45q4r/escSZpQVs7mtj8/+cTeh2FDezq9anFXzhfw5v9wS5rOP7KZvMMmZc6v5+vrFpiQDKOw4W4URX1sTgpSyXUq5KfO4D9gOTLyqRh7p7e214jJ5xSznxfXlfPuypTRWedjROcA/P7STYF9+ZnZULc6q+UJ+nJ/c08uXH99LbGiYdUtq2fD2RZQVm/f1UKhxthIjvnbXEEYRQiwATgFeyGz6uBBiixDiLiFE3jsA19XV5fuUpmOm82xfKd++bCkLa8poCQ3y8Qd2sKW9b9rnVS3OqvnC9JyTwyl+8nIb33hyP0PDKa46aSb/ct48iidZ3CYfFFqc7cCIr/uWW27Jv0mOCCEqgT8CX5RSvnrfffdtB24Fvg+cDrz76quvfuDI1+3bt++W73//+zzzzDM8+eSTHDp0iIULF9La2srQ0BCDg4N0dHTg8XgIBoOEQiFKS0tpbW0lHA6TSqXo7OykrKyM9vZ2+vr6KC4upq2tjVQqRSQSobOzE6/XS2trKwMDAxQVFdHe3g5AOBymq6trdH80GsXlctHe3k5RURGHDh2iu7t7dP/g4CDDw8MEAgGKi4vp7u6mp6dndH88HieRSBAMBikpKaGrq+uw/aFQiKKiognLlEwmiUajhsvkLSnitJkl7OmJ0dI3xBO7e0jGIhw3o4RAIGCoTIcOHcLtdk9Ypqnep+mWKdf3ad++faRSqWm9T1aXad++fSSTyZw/eweDXfz3C108vqsXF3DtylouaEji8XhML9O+ffsYGhqy9e8p1zLt37+fwcFBR39HjC1TNBqlv79/3DKFQiEWLVr070d+p7rsXlVLCFECPAw8JqX81jj7FwAPSylXHLlv48aNqdWrVxu6bnNzM/Pnzzf0Wruwyjk5nOKnL7dx75YOAN52XA2fOneeoVsIqsVZNV8w5ryvJ8q/P7GXtnCc6lI3X3jbAlbPrjbJ8GgKJc52Mpnvpk2bWLt27VHVQFtvGQkhXMCPge1jk4EQYtaYw64E3sj3tVXrUwzWObuLXNxwxmy++LYFlBUX8ec9vfzzQzsJ9A3mfC7V4qyaL+Tu/Je9vXziwZ20heMsrvNyxxXLLE0GUBhxthsjvrZ2OwXOBq4BXhdCvJrZ9gXgfUKIVaS7ou4Hbsz3hQOBgFLZHqx3fuuiGubNKOPfn9jLnu4oH/v9Dr5wwQJOnZP9l4dqcVbNF7J3Tg6nuOulNu57PV3zW7e4hk+eM49SExuPJ+JYjrNTMOJra0KQUj4DjNd6lfdupkeiWhcysMd5Ya2X71y+jG8+1cyLB8N88bE9fPC0Jq5eOROXa+qGR9XirJovZOccig3x9T/vY3NbP0UuuOmsOVx+Yn1W76EZHKtxdhLKdTu1E9UWuwD7nKtKi/nKhYt4/ymNDKfgRy+18bU/7yeaSE75WtXirJovTO28q2uAj/9+B5vb+plRVsxtlyzmiuV+25IBHJtxdhp6gZwcCIWsWxMgX9jpXORycd2ps9IjmUuKeHrfIW66/022tPdP+jrV4qyaL0zsnBxO8atXA3zywZ0E++Ms85fz3SuX5W2CuulwLMXZqRjxtbsNwTbq6+vtVsgZJzifvWAGc2eU8fU/72NvT4x//cMurlju5wOnN43bC8kJzrmgmi+M79zcG+W/nj7Ajs4BAC49oZ6bzpyNx4b2gvE4VuLsZIz4OuPTYQOqZXtwjvO8GWV85/JlvP+URlwu+N3WTv7x/jfZGjy6tuAU52xRzRcOd04Op5Bbgnz09zvY0TmAv6KEr198HJ84e65jkgGoH2cV0DWEHEgkEnYr5IyTnEvcRVx36izWzPfxn39pprk3xqcf2sW7M2s4j3z5OMk5G1Tzhb87HzwU4/anD7CtIwLARUtruemsOVTkcbLCfKFynFXBiK/tA9Omw3QGpg0ODlJamt8pfc3Gqc7x5DA/2xTgvi1BhlMw11fKv751PsfPrHCs80So5gsQjcV4ZFeYn7zcRjyZoq68hH8+dy5nzPXZrTYhKsZZNefJfB05MM1OVJvbHJzr7HEXccPpTXz7sqXM8ZVyMDTIpx7ayV0vtXGwtd1uvZxwaownojU0yL88vIsfvNBKPJli3ZJa7nz38Y5OBqBenEE9Z+XWQ7CTiorpLRJuB053PmFmBd+78njufqWd377ewa9fC7Kx3M0Nwz2cf1wNRTZ2c8wWp8d4hHBsiF+9GuDBbV0khlPUeIv55Dlzecv8GXarZYUqcR6Las5GfAs2IbjdzruvOhUqOJcWF/GRM2dz9nwf//O3g+zvjXHrU8389o0OPnLGbE5usr/L42Q4Pcbx5DAPbu3kV68F6RtMjwM5b14FnzhvEdVl6vw5Oz3O46GasxHfgr1lFA6H7VbIGZWclzdW8r0rj+faEyuoLS9mV1eUf31kN//22B6ae6N2602IU2M8nErx5J4ebrhvO3e+2EbfYJJTmir5vyuWcc2yUqWSATg3zpOhmrMRX7U+RXnE7/fbrZAzqjm7i1y8a9Uc3n16Kfe/0YncEuSFg2Feaglz8bI6rlk9i7ryErs1D8OJMd7S3sedL7Sxsys9pmBBTRkfOqOJ0+dU43K5GCh3nvNUODHOU6GasxHfgk0IPT09lJeX262RE6o6z5kzh/ef0sgly+r42eYAj7zZxSNvdvPn3b1cddJM3rXCb9pSjbnipBjv64nyk5fbeP5A+pdebXkx153axIVLanGPWcDGSc7Zop3Nx4ivM/4KbUDF7raqO9eUl/CJs+dyxXI/P36pjeeaQ/x8c4DfvN7BuiW1XHGin3k19i5kbneMk8Mpnj8Q4oFtnbzalh7o5y0p4uqVDbx7hR9vydH3he12NoJ2Nh8jvgWbEFSr/sGx4zxvRhn//vZFbGnv5+eb23m1rZ+Ht3fx8PYuVs+u4vIT/Zwxt/qwX8F2+lpBODbEozu7eWhbF8H+9HrWZcVFXLS0ln9Y1UjNJLfWjpXPhdNRzVnfMsqBYDCo1NzmcOw5r5xVyW2zlrCvJ8qD2zp5Yncvm1r72NTax6wqD5ed6OfipbWW3k6yOsb7eqI8sK2Tjbt6GEymf9HNqvJw+XI/Fy7JruzH2ufCqajmbMS3YBNCZWWl3Qo5c6w6L6z18slz5vHB05t4bEc3D27vor0vzp0vtHL3K+28fXEt5x83g+UNlabXGqyIcd/gEC8eDPPojm5eGzNb7Kmzq7hiuZ/T51bnNGbjWP1cOA3VnI34FmxC0DiPqtJirlrZwJUrZvLiwTC/39rB5rZ+Hn6zi4ff7KKq1M2Zc6tZM38Gp86uotyBc/RMRHt4kOcOhHiuOcTrgX6GM7d3y4qLuHBpLe880c+8Gfa2n2g0BZsQ+vv7qaurs1sjJwrF2V3kYs18H2vm+9jfG+XxnT081xyiNTzIE7t7eWJ3LyVFLk5uquQt82dw1rxq6ivys3hJvmI8nEqxs3OA55pDPHcgxP7e2Oi+Ihesaqrk7PkzWLekdtqTzxXK58JuVHM24luwk9vFYjHKytT6RVbIzqlUioOhQZ5vDvFsc4jtHRHGfnIX13lZ5i9nUa2XRXVeFtZ4DdUgjPimUim6BhLs7Y6ytyfK3u4orwf76RkYGj2mvKSI0+dWs2aej9PnVlOVx3aRQv5cWIlqzpP5TjS5naNrCEKIi4H/AdzAj6SUt+br3J2dncydOzdfp7OEQnZ2uVzMm1HGvBlliJMb6I0mePFgmGebQ2xqCbO7O8ru7sNHQDdVe1hYk04Qi2q9LKgpo7qsmPIS94RtEZP5xpPDRAaTdA8k2NsTZU/my39vT3R0GomxzKwsYc08H2fN87FyViUlbnMmBijkz4WVqOZsxNexCUEI4Qa+C7wdaAFeEkI8KKXclo/z27merFG089+p8ZZw0dI6Llpax+DQMNs6In//hd4T5UBvjLZwnLZwnL81H71QSHlJERUeN5UeNxVj/g0NRnHt3Ed/PEkknhz9PxJPEk9OXJuuKnWP1k6Oq/WypL6cBTVllrxn+nNhDao5G/F1bEIAzgB2Syn3Agghfg1cDuQlIdTW1ubjNJaincentLiIU5qqOGXMxHlDwykOHoqxZ0ySaA0Njn7BDySGGUgM0xkZbxGR2DjbwO2CytJifGXFLKwpG615LKrzUl9eYtsXhv5cWINqzkZ8nZwQZgMHxzxvAc488qANGzZQXFxMMplk1apVrF+/nkAgQEVFBW63m3A4jN/vp6enh1Qqhd/vJxgMEo1G8fv99Pf309DQQGdnJy6Xi9raWjo7O6muriaZTBKJRGhsbCQQCFBSUoLP56Orqwufz0c8HicajY7u93g8VFVV0d3dTU1NDdFolFgsNrq/rKwMr9dLb28vdXV19PX1EY/HR/d7vV48Hg+hUIj6+npCoRCJRGJ0/8DAAI2NjROWaaSbmZPKFIlEaGpqmrBMU71P0ylTUV8Xp/l9rPSVEG0corFxLoFAgOKSEorLKmjt6Ka4vIqeviihgUE8FdUcaGunoXYGMypKGY5FaKqvZTg+QHFqiHlNjQSDwcPfp7oqQqEuDnRZU6bx3qfdu3fj9/tN/ezlu0y7d++mvr7e1r+nXMu0Z88eampqHP0dMbZMiUSCsrKyccs0EY5tVBZCXAVcLKX8UOb5NcCZUsqPjxwznUbl3t5eampq8uJqFdrZfFTzBe1sFao5T+ar4opprcDYFpE5mW15IZk8uhHQ6Whn81HNF7SzVajmbMTXyQnhJWCJEGKhEMIDvBd4MF8nj0Qi+TqVZWhn81HNF7SzVajmbMTXsQlBSjkEfBx4DNie3iS35uv8jY2N+TqVZWhn81HNF7SzVajmbMTXyY3KSCkfAR4x49yBQECpiapAO1uBar6gna1CNWcjvo6tIZjNli1b7FbIGe1sPqr5gna2CtWcjfgWbEJ49dVX7VbIGe1sPqr5gna2CtWcjfgWbEIYGhqa+iCHoZ3NRzVf0M5WoZqzEV/HjkPIho0bN20JhxAAAAZHSURBVKorr9FoNDYy3jgEpROCRqPRaPJHwd4y0mg0Gs3h6ISg0Wg0GsDh4xDMQAhxNXALcAJwhpTy5cz2BaQHwO3IHPq8lPImOxzHMpFvZt/ngRuAJPAJKeVjtkhOghDiFuDDQGdm0xcy40sch5nrb5iFEGI/0Ef6MzAkpTzNXqOjEULcBVwKdEgpV2S21QL3AguA/YCQUvba5TiWCXxvwcGfYyHEXOAeoAFIAXdKKf8n1zgXXEIA3gDeBfxgnH17pJSrLPaZinF9hRAnkp7OYznQBDwhhFgqpXTihCvfllL+l90Sk2H2+hsmc4GUsstuiUn4KXAH6S+sET4HbJRS3iqE+Fzm+WdtcBuPn3K0Lzj7czwE3Cyl3CSEqAJeEUL8CbieHOJccLeMpJTbpZQ7pj7SGUzieznwaynloJRyH7Cb9BoSGmOMrr8hpYwDI+tvaKaJlPJpoOeIzZcDd2ce3w1cYanUJEzg62iklO1Syk2Zx32k73bMJsc4F2INYTIWCiE2A2HgS1LKv9otNAmzgefHPG/JbHMiHxdCXAu8TPpXjCNuDRxBVutvOJAU8LgQIgX8QEp5p91CWdIgpWzPPA6QvtXhdFT4HI/c/j4FeIEc43xMJgQhxBPAeDM7fVFK+cAEL2sH5kkpu4UQpwK/F0Isl1KGTRPNYNDXMUzmD3wP+CrpL66vArcDH7TO7pjnHCllqxBiJvAnIcSbmV+4yiClTGUSmpNR4nMshKgEfgt8SkoZFkKM7ssmzsdkQpBSrjPwmkFgMPP4FSHEHmAp6V8DpmLEF5PXi8iFbP2FED8EHjZZxyiOiWcuSClbM/93CCF+R/rWlwoJISiEmCWlbBdCzAI67BaaDCllcOSxUz/HQogS0sngF1LK+zObc4pzwbUhTIQQwp9pWEQIsQhYAuy112pSHgTeK4QoFUIsJO37os1OR5H5EI5wJelGcidi6vobZiCEqMg0ICKEqAAuxLnxPZIHgesyj68DHF0TdvrnWAjhAn4MbJdSfmvMrpziXHAjlYUQVwLfAfzAIeBVKeVFQoh3A18BEsAwsEFK+ZB9pmkm8s3s+yLpausQ6SriH20TnQAhxM+AVaSr2vuBG8fc03QUQohLgP8m3e30Linl12xWmpTMD5ffZZ4WA790orMQ4lfA+UA9EAQ2AL8HJDAPaCbdHdIRDbkT+J6Pgz/HQohzgL8Cr5P+/gL4Aul2hKzjXHAJQaPRaDTjo28ZaTQajQbQCUGj0Wg0GXRC0Gg0Gg2gE4JGo9FoMuiEoNFoNBpAJwSNRqPRZNAJQaPJIITYL4QwMmpcozkmOCanrtBorCSzJsGHpJRPTPM8LuBW4EOZTT8CPiel1IOFNJagE4JG4xw+Qnp64pNJj4j9E7AP+L6dUprCQScEjeZwThdC/C8wi/T0Cv8opYwJIS4F/oP0ylPbgJuklFsyU3PMAx4SQiSBr0gpbxNC3AecC3iB1zLn2TrFta8DbpdStgAIIW4nvUqXTggaS9BtCBrN4bwfuAg4jvRst18SQpwC3AXcCNSRXr3uQSFEqZTyGuAAcJmUslJKeVvmPH8kPeHgTGAT8Issrr2cdPIY4bXMNo3GEnRC0GgO5w4p5cHMBGBfA95H+lbOD6SUL0gpk1LKu0lPlX7WRCeRUt4lpezLTKt+C3CyEMI3xbUrgdCY5yGgMtO2oNGYjr5lpNEczthV05pJr1c9H7hOCPFPY/Z5MvuOIjON+teAq0nPUjsy+2Q9h3/hH0k/UD3meTXQrxuVNVahE4JGczhjF8mZB7SRThJfm2Rq6SO/sP+B9Fq260hPlewDeoGpfulvJd2gPLKuxcmZbRqNJeiEoNEczseEEA8DA6SXAL0XuB/4XWap0BeBctLz4z+dWdA8CCwac44q0reUujPHfj3La98DfFoI8QjpJHMz6bUwNBpL0G0IGs3h/BJ4nPRqeXuA/5BSvky6t88dpH/p7wauH/Oab5BufD4khPgX0l/szaSX4NwGPJ/ltX8APER6kZM3gD9ktmk0lqAXyNFoNBoNoGsIGo1Go8mg2xA0GgsRQmwl3WvpSG6UUmYzVkGjMQ19y0ij0Wg0gL5lpNFoNJoMOiFoNBqNBtAJQaPRaDQZdELQaDQaDaATgkaj0Wgy/H9sUJduRqvRhwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cost_func=[]\n", "for beta_0 in beta0:\n", " cost_func.append(lr_cost_func(np.array([beta_0, beta1]), X_, y) )\n", "\n", "plt.plot(beta0, cost_func)\n", "plt.xlabel('beta_0')\n", "plt.ylabel('J(beta)')" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "beta0 = 0\n", "beta1 = np.arange(-15, 20, 1)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'J(beta)')" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cost_func=[]\n", "for beta_1 in beta1:\n", " cost_func.append(lr_cost_func(np.array([beta0, beta_1]), X_, y) )\n", "\n", "plt.plot(beta1, cost_func)\n", "plt.xlabel('beta_1')\n", "plt.ylabel('J(beta)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Analyzing both at the same time" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "beta0 = np.arange(-5, 7, 0.2)\n", "beta1 = np.arange(-5, 7, 0.2)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "cost_func = pd.DataFrame(index=beta0, columns=beta1)\n", "\n", "for beta_0 in beta0:\n", " for beta_1 in beta1:\n", " cost_func.loc[beta_0, beta_1] = lr_cost_func(np.array([beta_0, beta_1]), X_, y) " ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "betas = np.transpose([np.tile(beta0, beta1.shape[0]), np.repeat(beta1, beta0.shape[0])])\n", "fig = plt.figure(figsize=(10, 10))\n", "ax = fig.gca(projection='3d')\n", "ax.plot_trisurf(betas[:, 0], betas[:, 1], cost_func.T.values.flatten().astype('float'), cmap=cm.jet, linewidth=0.1)\n", "ax.set_xlabel('beta_0')\n", "ax.set_ylabel('beta_1')\n", "ax.set_zlabel('J(beta)')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It can also be seen as a contour plot" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'beta_1')" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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u51DwMOGLJv1CcwHLnamPuchcOOpJye/3Z1QACCHoT0RpjQzQEh6gMxqkKxake2jfFw+jj0EJkQC7YsI6pL3blJTmbpVVVFlGliQUKaXpy0hEo1GsNlvaIjCEQBMGmrhgSVy8jxs6A8kYA8nLcx2uBJuiUmx1UWR1UWRzUmx1UW73UOHIotzmwaZm3k04Eg8dip3V7pS7SDM0GqKNHAoe4Wj4GJ2JLjp9XTzr20KppYTVrpWsdK3EMwOivISUT8z0eeLivVi1H2E2tgxFDT1DTPkgCeWdM+a7nCxk+lu8EmYtABHCqv8Us/4EEhoCC3HlT4krHyAUZkYkn/iTA+wL7mfP4N5hPv0CUwErhjS4Ysv4CkmFQqFJoVEIgTce4XTIR2PQy5lQP+fCA7REBghrI6d05Fns5Fsc5J7XsIf22WYrbpMVz0XauFO1II9B4x4rfQlDT1sb5y2PgWSM/nj0gnWSiOCNR+iNh69JW6HVyRx7FnMd2cx35TLfmUu1M2dSBcN4eHhBGKTchueT+yQkFthruMm9hsWOWkwzJLcjHjpIjvkn6bIqBsVE1UfR5DtmVGb9RDBZ3+KlmLUArgQhMBnPYdW+i0w/AomEvJmY+rF0Ykow2DVtAkAXOsfDJ3g9sIuGSGM6Pt+tuFnlWsEq90pKzSUTdj8Eg8Ex0yiEoCM6yPFALycGezkdTE36V9OaXaqFiiGtuMzmpsjmotjqotjmotDqxCxnrmDaWOkzy0razTOq+yfjdMWCdA1ZNF3RIG2RAK2RAdojg/TEQvTEQuzpb09fIwHl9izmu3JZ4Mqj1lPADe4CXKbxabTj4aEqq9Q6bqDWcQOaoXE8cpL9g/s5PhQxdirSgF22scq1ivWeteNWMCYL/cEiLEXfRRW7sGrfRRHNOLT/iyatJqp+bsK1hmYCxsPHieJNKQBk4zQ27Zuo4jAAmrSUqPpZDHnRsPOmo0GDPznAzsFd7A7sIaAPAqlwzSWOxdzoXs0Ce82kVpgcDY3BZJzDA90cC/RwItDL8cEeAsn4Zee5VEtKy3XlMs+Zy1xHSvPNMlmnzU+eaR66TBZcJgs1rsvbcmqGQVcsyLmwnzMhP00hL6eDPs6GB2iNpLatPRdqVVfYs6j1FFDrLmBpVhE1rjxU+dqZ5BOlUZVVljmXsMy5hJAe5kDwIHsG99Ie7+DVwA5eDeygylrJzZ51LHMuRZWnftpIJBIgSWjSOkKmNZiNp7FoP0QV+3AmU0lmMeVhkN64bSOnY755c7mARAir/iPM+q+R0DHIJqY+OhTSefmHNlWxx0IITkUa2RF4jRPhk2ltv8CUz3rPOta4V1+zHsx4cSUavfEwB/ydHPR3ccjfRVPIx6WjJMdso9ZdwA2eAha685nvzKXQ6pz2BdFLMRPjxxOGzrmwn8agl1ODfRwP9NIQ9JIwhteltismlmQVsjyrmBXZJSzxFGJRLp98M0Vje7yDnYFd7Bs8kF48dsh2bnSv4Zas9eSacif9mVfDlWiURACL9oOhhWKBQT4x9dMk5U1vSLfQdOQBvGkEgKq/gk37JjJ9CGQSyjuIKR8ZsUhbS0tLRuNyNUNjf+ggL/tfoSuRqhyqoLDUuYSbPeuotlVlfEJtaWmhsKyUg/5Odvra2OVt5UzYP+wckyRzgyellda6C1nsKZiRk/2VkGkeThaShk5zqJ9jgR6OB3o5PNBFayQw7ByzrLA8q5h1eeWsy62g2pmDJEkZpzFmxDgQPMRrgdfpiHcCqbWCZc6l3JG9kQprRcaefR4j0agYJ7Bq/4wqTgKQlNcRVb8w7Y3sx4pM8fFNLQAkMYBV+xZm448AaFItUfULGHLNNa/t7e2loGDyY6UjeoTXA7vYPrCDwSE3j0dxc0vWzax134hLzXzl0NbwAK96W3ils4njYS/xi7RPm6KyLKuYldklrMgu5gZ3wRU1z6mGIQThZIJQIklUSxLVtIu2JJpxUQ6AYaAJweDgIFkeD7IkoUoSylCkkEVRsKoqNlXFppqwqSp21YTLbMaqTj+tAN54hEP+Lg4NdHLA38np4HBLLN/iYG1uObUmD/dWL8GpZraevBCC1ngbrw68xoHgwXT572pbFbdnbeQGx6KMVX295rcodMzGU1i17yMRRGAnpj5KQn5oxhdkPI9MzTdvTgEgBCZjK1btW8j4EViJKZ8gobwDRulDHxgYICsra5xvfDkC2iAv+1/htcBOEiLl7ys2F3N79kZWupajZjDPwBCCY4EeXuk9y/a+c5y9RMtf6MpnXV45a3PLWZpVhCmDC7MXQwhBfyxGbyRMXzSCNxKhLxqhLxLBF4sSiMcZiMcJxOMEE/ExhYyOFxZFwWOxpDazlSyrhXybnXy7nXybnbyhvwvtDuymqYuS8Sei7Pa1s9Pbyi5fG77EhTBgVZJZnVPKxvxKNhTMociaWSViIDnA9sAOXg/sSkcQFZgKuDPnDla5Vkx6J7TRfouS8GHT/hmT8TIAmrSKiOlvEFLppL5PJjDZ8815vOkEgCT6sWn/NOFBMFkm2UBygBf9L7FrcA+aSNU7WWCv4fasjSyw12TMlaILg4P+Lp7vOs0rfWfpT1wo7exSLazPq2Ch5OD+muXkjDLqZTwQQtAbidAc8NM6OEh7cJD2YJDOUJCOUIiYro36Xg6TCafJPKS5X9DerWoqD0CVL8oDkGXCwSAOpxNNiAuWgWGQMHSimkZsyIKIaEmiSY3BRJykceXGNldCjtVKidNFqdNFmctFmctNpdtDVVY2jgwKByEEp0M+dnrbeLG9gYaoH+Mi+2ChK59NhVXcUzyfElvmYstjeoxdg3t4eWA7A9oAADlqNnflbOJG95pJEwRj+haFQDVeGnL5Xqz8vXNGWwOzLqARMFoBoOo7sGn/MMR4O1H1kyTlh8a1KBQOh3E4xh9VENACvNj/Eq8P7kIXKRfLUscS7srZRLn1yk1EJgohBKeCfWzpOs0L3U30xS+UhSixuthYUMmt+XNZkV2MKisTpvFSBBMJGvp9NPr7aR7wcyYwQPOAn3Dy6hm8brOZQocjpWXb7ORdpGlnndfELVbcFgumUUTFXIyx0ieEIKZpDCRSVkcgHsMfi+GNRumNhPFGI/RFovRGw/SEwyMKiyKHg2pPNlVZWVRnZbMwJ5dKT9aoInvGgnA4TMIk81pfC6/0nWWnt42YcUGoLs0q4t6i+dxZWJ0xQa8LnX3BA7zY/1K6OF2Oms3dOXeyxr16woJgPOM05f79f5iNFwBISjcSNf0dQppZWc/nMdnf4nm8OQSAiGPVv4dFrwdAk1YTMf3thBaCOjs7KSkpGfN1YT3CVv9LvDqwg6TQkJBY7lzG3Tl3ZiyeujsW5PedDTzb2UhrZCD9e6nNzT1F87mrqJp5ztzLrI3x0ggQSSY57vNy8vzW76MtOHjFcz0WC9WebOZ6PClN2emm1OWi1OnEZc5clM5E6LsWDCHoi0ToDAVpCwWHLJtBzgQGOBcIXFE4WBSF+dk5LMrJZVFuHjfk5lGdlT2m5LZLcSmNcV1jt6+dF7pP83Lv2bQwUCSJm3LKeaB0ARvzKzOyrmMIg0Ohw2zx/ZHeZC8A+aY8NufeyzLn0nGvEUyEj6kAkG8g48fAQ1T9Eppy67julUlkaqxe94lgsnEGu/a3KKIJgUpM+TgJ5T0TNveSI2itV0LCSLB9YAdb/duIDnXSWupYwr25d1NiKb7G1WNHwtB5pfcsT3ecZJevLe0AyDHbuKtoHvcWzWexZ+SyEGOhsTsc4nBvL4f7ejjc18tpf/9lPnmTLDM/O4cF2TnMy86hypPSfnOs05MLMFYejgWyJFHocFDocLCicLhg1wyD9mCQMwE/TQN+mvx+TvV76QiFOObt45j3Qglnp8nM0vx8luYXsiy/gCV5+djG4D66lEaLonJrwVxuLZhLVEvySt85tnQ1stPXxuu+Vl73teJWLdxbXMOflC5koXvyNGJZklnpWsFy5zIOBg+xpf8F+pJeHu/+H8otZTyQt5kF9msHYFyKifBRUzYSkhdjS34Vk9iNQ/s/xI23E1M/CdLMKYaYybF6NbyxLQAhMBlPYdO+jUQcXSonon7tsoSu8WK0cbmGMNgX3M8fvM+lk7fm2+bxlrzNGQmRa4sE+N+2Y/yh81Q6IcskydxWUMlbShdxY07ZqN0MI9E4GI+zp7uTXZ0d7O7qpDMcGnZckSRqsnOozctn4ZBGW+3JwqRMzQLyaDDT8gAC8Tin+r2c6vdxwuflaF8fPZHhje8USaI2L5+1xSWsLS6lNi9/RH6OlsaBRJTnu5t4puMUp4IXBFCNK493lNeyubgGqzK56xa60Nk1uIfnfX9MR7wtsNfwYN5bxqQUTQofhYFZfwKr/j0kNHSpioj6jzOmg99sHsAIuEwAiBg27RuYjS0AJOS3EFU/C9Lk+ThHsyhzLtrCk32/pS2eSvUvs5TyQO7mSV/cFUKwp7+dX7UcYYe3Ja3t17jyeLB0EfcWz8djGrs2czGNhhAc9/axo6OdXV0dnPB5MS4aH+c11WX5hSwrKGRxbt6YNNXpwBshD6A7HOJIXy+HhqyrSy0rp8nMmqJi1paUsqG0nMJL/MTjobFh0MsznSd5rqsxrUS4VQsPld1AXfliimyTG0WUMBK8MvAqW/3biBkxJCRu9qzjvtx7R5XkOJl8lI2GIY9BCwIbUfWLJJV7JuXeE8HsIvAIuFgAyKIde/Kvh1w+VqLqF0gq9036M71eL3l5l6f4AwS1IM/4nmXPYKo4lUf18EDuZla5VkxqLHRMT/JsVyO/ajnKmXA/kEoIuqdoPnUVi1nknljccHtPN82JBK+0t/Jqeyv9sQv1fFRZZll+AWuLS1lXUsqCnNwJ+aqnAyPxcKYinEyyv7uLXV0d7OrqoGVw+LrKwpxcNpZVcGt5BQuyc/D5fOOmMa5rbOs9wxOtRzka6AFARuK2gkrePWcpy7OKJ1WRCelhnve9wGuBnRgYOGQ7D+Rt5ib3jSN+N5PORxHBpv1TWoGMK+8ipjw6rSXfMzVWrysBoOqvY9f+DongkMvnnzNWCMrv95OdnT3sN13o7Ai8znO+54kZMRQUbs/eyF05mya1neJAIsYTrUeobztGYKjIWr7FwTvKa3lbWS3Z5vG3+QslErzc1sLW1nPs6uwgcdFiZbHDya1l5awrKWNVYdGUxrlnAlfi4RsNnaEgu7o6ea2jjV2dncPCZgvtDtbmF/KWBQtZVlA4IQF9LNDDr1qO8MeeZnSRGhM3uPP5s7krub2wEmUSFZuueDdP9v2WpmiqFlK5pYy3F7yVudYra8AZ4aMQmI0nsWrfRkJHk1YQMX0dIU1diYuLkamxet0IgLVLj2HVv4+EIClvIKJ+BaTMVc+71CRri7XzRO//0h7vAGChfQFvy39oUptp+OIR/qflEL9uO0Z06EOvdRfw7jnL2FRYNe4EraSu81pnO8+dbebV9jbi+oXM39rcPDaWV3BrWQXzsrLfECUeRos3ggtoLIhpGnu7u9je3sr29la80Qu5HUUOB/fMreK+ymrmZ4+/9WNfLMyv24/xZNvxdIXXSkc2D1et4q7CeZMWxiqE4GDoME95nyGgBZCQWO9Zy1ty78eqDHdnZpKPinEEe/KLyHgxKCBs+iaGvDAjzxoJsy6gEbB161Zxe+3HAYgpHyGufCjjSR2RSAS73Y5maGzpf4GX/C9jYJCtZvO2/AdZ7KidtMnSGw/z+NmD/Kb9BPGhsL11ueV8qHIVK7LHZ4YLITju8/J0UyN/bDnL4EXVBlcWFHHX3ErW5hVQkTs9Gs9U4DwPr0cYQnDC52VL82leam8btpg8Lyub+6vm8UDVPHJs47MWY3qSpztO8d/nDtIdSwUAlNs9PFy5ivuKayZNEMSNOC/0v8g2/ysYGGSpWfxpwTtZ5FiQPifTfJSED3vyC6jiCAILEfXLaMqmjD3vSsgUjdeNALit9rNE1K+gKbdNyTPb29vR8nR+2fMEPYleJCRuzbqFzbn3Tpq7ZyAR47/PHeSJ1qPpif/W/Lk8UrWKWk/h+O4Zj/HcmWZ+19RI08CFkg/zs7O5r7Kae+ZWUeRIWU7t7e2UlWUmKW0m4HqnD1I0lpSWcri3h+frRP2EAAAgAElEQVTONvNiyzkCidTCriJJbCyv4KF5NawtLkUZx6SdNHT+0NnAY2cP0BFNrUdU2LP42Lw13Fk4b9LWhTrjXfyy54l0QMVN7ht5MO8t2BXb1PBRJIbWBX4PQEz5OHHlA1NWWTRTNF43AmD1cjeGPG9Knpc0kjxx7n/Zrx9EIMg35fPuwjqqbJMTMhbVkvy89TA/O3co3VXq9oJK/rxqDQvcY18IEkJwqLeH/208yUutLekkpCyLlfurqvmT6hrmXcG/2NbWRnl5+cSImcG43umDy2k87+57qqmR1zra0xFFhXYHfzJvPm+fv5D8cWiammGwpbuRHzfvo31IENS4cvnL+etYl1s+KdawLnS2+V9hS/8LaELDo7ipK3wH7n7X1PBRCMz6L7Dq30VCkJD/hKj611OyOJypsXrdCICpaAoP0BXv4r+7f05XohsJiduzN3Jvzj2YJ6E9ni4Mft/ZwA+b9qTLNKzNLefj824cl8afNAxebDnLz08c42S/D0h1nFpXUspD8xZwa1n5iHH5sVgMq3XmJMNcDCEE4ViC/nCMgVAMfzhKfyhKKJogHE8STSQJx5NEYgmiCY2krqMbAk1P1fvRDQPDEKiKjCKf3yRURcaiKtgtpqHNjN1iwmEx4XFYyXZYyXbaUnuHFbNpZudLjsTDvkiEZ5pP81RzI+3BIJCK7rpnbhXvXVTLgpyxu/80Q+fpzlP8uHkfvUNj+MacMj69YP0VG+OMBz2JXn7R8wQtsRYAbnLcyNuL3jop3+BooOovDwWbxEnKtxBRv57xpLFMfYuzAmCUEELw+uAuftf3FEmhkUUWHyx//1UjE8aKwwNdfPPkjnQSzg3ufD5Zs57VOWOvVDgYj/PbpgaeOHUy7fvNslh5e80C3jp/AcWO0S2OT/ciaSAco9UboHsgRLc/lNoPbX2DYZLa6AuzZQpOq5nCLAdFWc4LW7aTkhw3ZTmuaRcQo+GhIQQHerp5ouEEL7e1pvM71hQV895Fi7m5tGzMrpy4rlHfdpSfnjlAUIsjAW8rq+Xj824iyzzxicwQBi8PbOcPvufQhU6xuYg/K3rflLWnVIxj2JOfRSaAJi0lYvoWQvJk7Hmzi8AjINMCIKJHeKL3fzkcOgqk/I+3KRsozpt4CYe+WJh/O72T57oagVSj8Efnr+Xuovlj/uj6IhH+5+Qxnmw8RVRLrRnMdXt47w2L2VxZPeZa9j6fj9wpWAQejMQ53eXjbO8ArX0DtPQFaOkbIBC5vLXkxbCZ1SFt3Ea2M6WRu2wWnFYztiGt3W4xYTebMKlKWsNXhiqDDgQCuN2edBVQXU9VBI0ndcLxBJF4yoqIxpOEYgkCkRj+IWvj/F43rv6NyJJEcbaTOflZVOR7mJPvobooh7n5WZjUqcmIHisP24OD/OrUCZ5qaiQyNIYqPVl8sHYJ91RWj7ng3kAixk/O7KO+7Ri6MHCrFj4+7ybeWnbDpCwUt8c7eKz9cXxGPybJxFvzH2Sd+6YpiVaTjXM4kp9EpgddqiRs+td0z/DJRqa+xVkBcA20xlp5rOtn+DU/FtlCXcE7WOVaMWGGaIbBr1qP8KPmvUT0JGZZ4c/mruCDlSvGnHLfF4nw2LEj/PZ0Q7p14E1FJbz3hlrWlYxdezuPTAy6aCJJQ4eXUx0+TnV4aejw0j0QuuK5NrNKRZ6HkhxXWrM+r2XnexzYzBMz+SdKnxCCQCROz3nLZMhK6fKH6OgfpLM/OCxb+jxMikxVYTYLSvNYWJrHwrI85uRlIcuTP2mNl8ZgIs5vTzfyq1Mn0lZkqdPJI0uWc3/V2MM9z4b6+eapHezpTy3i1rhy+eKijSzJmrjG3uXtYpv2CnuC+wBY7lzGuwrfiVXOvPtSEj04kp9GEWcwKCJs/ncMafIXa2cFwAjIlAB4LbCT3/T9Dl3oVFjK+bOi95JnTvkxJ2KSnRrs42vHt9EQ9AKwMb+SzyxYT5l9bCakLxrl8eNH+HXjqXTs/h0Vc3h48TIW5U7c3zoZZmc4luBoay9HznVz+FwPDZ3ey7Rmi0mhujCH6qJsKvKzmJPvYU5+Fvlue0Y1uUy7uBKaTodvMG3RnOsboLmrnzbf5VVR3TYLS+YUsGxuEcvmFlFdlD2uqJxLMVEak4bBc2eb+a9jh9NZx+UuNx9eupx751aN6R2FELzce5bvNLxGZyyIBLyjfDF/OX8tjgl0LDtP4/7BA9T3PUnciFNgyufhkg9SZM6MRn4xJBHAnvwcqjiKQSFh8/cnXQjMuoBGwGQLAE1oPNn7O3YO7gJgg+dmHsx/y7CuXONZlEkaOj85s5/Hzh5AFwbFVhd/vWgDt+TPHdN9wskk/3PiKD87cSzt6rmjYg4fWbpiQkk+l2I8NGq6wYm2PvY0dbCvqYPTXf3DtGBZkqguymZRWX5aA56T50FRpr4Zx3QtcodjCRo7hyygTi/H2/rwDkaGneOwmFg2t4g180u5cV4pJTnjq78zWTTqhsHz587yn0cO0jpU1rvKk8WjK1ezoXRsUT4xPclPzuznv88dSn8HX6q9jZtyxxflcjGNvYk+Hut6nK5ENxbZwvsL38NiZ+247jsmiDCO5KdRxZGMCIHZReARMJkCIKgF+WnX45yNnUOVVP604J2sca+67LyxhmWdCPTy1eMv0RxK1ez504ol/MW8tdjV0bsxNMPgd02N/OjwQXyxVJbnrWXlfHTZShaOI2LjWhgtjd7BCLtPt7PndAf7z3QSjl0oXavIEgtL81g6p5Blc4uorSjAac1sf9rRYqaEgQoh6PKHOHyumyMtPRw+102Xf7hbrDzXnRYGK6qKMY9yDWGyadSGLIIfHT6YrgC7qrCIT61cQ23e2LLeG4NevnrspbQl/NbSG/hUzTqcprHl0VxKY9yI88ueeg6FDiMhcV/uPdyVvSnz6wIZFAKzYaAjYLIEQFe8ix91/gS/NoBH9fBI8QepsF75P320iRmaYfCTM/v46dn96EJQbvfwd7W3syJ7bM0ddnd18K29uzkTSDV0WZKXz6dWrWFFQeaiHkai0R+K8sqJFrYdPcvR1h4uHirleW5uml/GmnklLJlTOGFffaYwkxPBegNh9jV3sud0B/uaO4YJVYfFxM2LKrhjcSWrqktQR7CeMkVjQtf5deMpfnzkUDqx7P6qeTy6YvWY8gg0Q+fxcwf5cfM+ksKgyOrk7xffycqc0X8fV6JRCMGL/pd41rcFgWClcwXvLqzDlOlQ0WFCoIiQ+T8m1HjqPN70iWB1dXUKsA/oqK+vf+DiY5MhAE6FG/iv7p8RM2LMsc7hkeIP4Fav3i91NKnZndFB/ubIH9OVFN8zZxmfmHfjmBZ5e8JhvrVvFy+1pmKeS50uPrVyDXdUzMm4RnMpjcFonFeOt7Dt2FkOne1Ou3ZMqsya6lJunJ/airMz23R8svBGKQWh6wYn2vvYc7qDXY3tNHX3p4+5bRY23FDB7YsrWV5ZdJlPPtM0BhNxHjt2hF+cPE7SMLCrKh9dtpJ3LRxblE9zqJ+vHtvKicE+JOCDlSv5aPWNo7rHSDQeD53gv7t/TlzEqbJW8nDJB3Eqk99acRhEGEfyU6jiKLpUQdj0wwkXkXvTl4Koq6v7LLAacE+2ANgd2MMTvb/GwGC5cynvKXz3NZNKrrUos63nDH9/fBtBLU6BxcFXF29iTe7oJbhmGNQ3nOQHh/YT0TRsqsojS5bx3kWLMU9RU5WWlhbKysvZ39zFloOn2XGylaSeir1XFZk11SXcvqSS9QvKccwQt85YMN15DuNFmzfAtmPn2HbsLOd6L7T4zHfbuWf5PO5dMY/S3JTyMlU0tgUH+c6+PbzS3gpATXYO//em9SzJH31Jcs3Q+c8z+3jszAEMBMuzivmHpXdSZB1ZobgWjR3xTn7U+RMCWoA8Ux4fK/nzdDBHxiCCOJMfRxGn0aUFhEzfn1Bxyjf1InBdXV0Z8DjwdeCzkyUAzpuJf/A9B8Cm7Du4P/feUdXsv1p51qSh8y+Nr/NEaypnYEPeHL68eNOYkl9O+rx8bddrNAxl795RMYe/Wr32smYfmUS3P8iTrx3llVPt9A0tUEoSrKws5o6lVWxYVIHLNnO6aY0WQqSygXXdoL/fT25uDqoiI8vSG7LS6dleP9uOnmPrkTN0+oPp35fOKWTzqvksK82iKH/qeh682t7GP+/ZSWc4hAS8vWYhj65YjdM8egVhX38HXzr6R7zxCB6Tha8u3jRioMRoSiUPaAF+3PlT2uMdOBUnHyv5MGXWsSdZjgWS6MeR/DCKaEeTVhM2fQek8SlKb+py0HV1db8GvgG4gL+6kgB46qmnUFUVXddZvnw59913H93d3TgcDhRFYXBwkPz8fPr7+xFCkJeXx5Odv2WfcQCAO5SN3F1yF319fUiSRE5ODn19fbjdbnRdJxwOU1RURHd3NyaTCcMw0HUdj8dDIpEgGo2iZLv4/KEtNMYGUCWZ9+ct5H1VK4jFYsRisfT1VqsVm82G3+8nNzeXYDBIIpEgJz+ff9uzk9+1p7Ix8yxW/mrlGmrtDpLJZPr6q9GUn59PT08PTmdK0wiFQhQWFo6aJrfbzc7jzWxt6GZPU1e6s1i+y8pti8q4d2UNSjJKdnY20Wh0VDSdP26z2TCbzQQCAfLy8ggEAhOiqbunh1A4iY6Zc609xJISvoEwA4EIBgr+gRDRuE4srhOOxNF0ga4bIyZunRcENqsJi0nG6TDjtFswqZDtcWK3yjjtKpUVxQg9QlGBhyy3g8HBwUmhabR88ng8eL3eYWOvoLCQ7YdO8VpTL3vO9hBPpsKCHWaVOxaV8u7bVpAIBaaETzFd47ETx3i6vRV9aBx/YfVNVCnqqGnqDg7wI/8pdg3lDXygbCkP2MvIzcm5bOwlk0kKCgquSVPfQB9bpD/SnDiDBTOPFH4Ii9+cUT4F/CeYn/d3qFI//dFb0Wxfo7u7B7PZjMvlwufzjep76urqwmw2T/r31NLSMrMFQF1d3QPA5vr6+k/U1dXdxlUEwFgsAEMY/LbvaV4N7EBG5n1F72Gla/mY3utSk+yQv4u/PrwFXyJKodXJPy27h8VjqN/T5Pfzpdde5rTfjwS8Z1EtH1+2ckraKuq6wfaTLdS/dpxTHamIDJMis3puPnW3rmDpnMKMJCldC0II+vrDdHQH6OwJ0NEToKNnkM6eAL3e0BWTrEYDRZFQFQUQCAGaZoz7XlaLSkmBm5JCD6VFHkoK3ZQWeigvzsJumx63WCSeZNuxszyzt4GGzpQVaVJkNi2tom59LZWFU9MEp8nv5+93vspxX2pM1S1YxCdXrsE2yox0QwgeP3uAHzTtwUBwS94c/mHJnZdFCY3FPaIJjZ91/4LDoSOYJTMfLnmY+fbMFpGUjQacyY8gESOmfJS4+vCY7/GmdQHV1dV9A3g/oAFWwA38pr6+/n3nzxmLADCEQX3vk+wa3I0iKXyo6M/GFSd8cZPmZzpO8fUTL6MJgzU5pfzj0rtH3ZXLEIJfnTrBdw/sI2HolLlcfHX9rSwvyHwCSyyh8fv9jfx653F6BlLZnm6bhQdvXMBDNy7EYVamrGm6bhh0dAc40+qjudXHmaEtFElc9Zost43cLDu52Q5ys+3kZjnIcltx2i047Ob03m4zYzErKIqMqshpV8/FPNSNlFtI0wxicY1wJEE4GicUThCKJgiF4/QPRPANRPD5w0NbhGg8edX3K853UVWRS1VFLtVz8qgqzyXbM/5ubWOFEIIDzR08tbeRHada05Faa+aV8K5blrCisijjbi/NMPjZiaP88PBBNMOg0pPF126+dUyJiru8rfzN0T8SSMapdGTznRWbhyVNjrVhui50ftlTz77gfkySysPFHxrWXyATUPXt2LXPIyGIqF8jqdw9putnm8IDE7UADGHwi55fsS94AJNk4s+LP8QCR8243qWlpYXyigr+/fQuHj93EIB3VSzh0zU3jzr6oT8a5e9e387OzlQXsYfm1fC51TdlvNViIqnx9N4GfvHqUfzhVFenslw371h3A/csn4fVnNLQMrmAqGkGTS1ejjZ0cayhi5NNvVecTF1OCxUl2ZQOadYlhR5KCz0U5bswmSa2GD4Z9AVDcTp7U9ZJZ88gHd2pv9u6BtCuUKyuIM/J4ppiliwoYunCYgpyMxsxdZ7GDt8gT+46wXMHmoglU8mDSyoKeOTOlSybm/kCaqf6fXxpxyucDQygyjJ/sXwV779h8agFUEdkkM8cfJYz4X48Jgv/b/lmlmenanGNh4+GMPjf3t+wc3DXhBTBscCs/RKb/i8IzIRN30eXl4z62jetBXAxJiIAhBDU9z7JzsFdWCQLHyl9mGpb9bjfpaW9nR/7T/Jc12kUSebzCzfw9vLRD6ADPd188dVteKNRPBYLf7v2Fm6vyGy0hq4bbDnUxOPbDqUXdheW5vHeW5eyfkH5ZW6ezs5OSkrGlq8wEjp7Btl7pJUDxzs4ebrnsgk/P8eR0pQrcqkuT2nOudmZKwcx2fRdDE0zaOsaoLnVm7ZmzrT1E40Np7kgz8nSBcWsXlLOitrSSXcbXUrjYCTOU3tO8eudJxiMpuL318wr4ZE7V7KgJLOLxTFN498O7OOJhhNAKonxK+tvxTNKzTakJfjSkT+yw9uCWVb4hyV3ckdh9bj5KITgt96n2T7wKoqk8NGSP6fGPn/M9xnDA7Fq38RiPIlBPiHz46MOD83UWH1DCYCrYTQC4Bnvs2z1v4RJUvloyYeZZx//5B/SEnxu/x/YH+jCpqj887J7WZdXMaprhRD84uRx/vXAXnQhWFFQyD9uuI0Ce+YifIQQbD/Rwo9fPED7UB2a6qJsHtm0krU1ZVedYMPhMI4JRB5pmsGJpm72Hm5j79E2OroDw46XFnpYPKQJ19YUkZs1dVFOMHH6xgrdMDjX3s+xhu6U5dPYTfgiF5eqyNTWFLFmaTlrllZQUnj1PJTR4mo0RuJJfr3zBPWvHSM8JIg31s7hw3euSoeQZgqvtLXy5de3E0wkKHU6+dbGTdSMMpNdFwb/fPJVnmw/jgT81cINPJBbNW4+CiF4su+37Ai8jkWy8BdlH6XCOrpveXwP1HAk/wJVHEKTVhE2/duoGspkaqy+KQTA1v5tPOP7AzIyj5R8kFrHDeN+li8e4dEDv6cx6CXXbONfVt7PIvfoYp2jmsbXd73Gc2ebAfhA7RI+sXzVpPVPvRIaO338+3N7ONKSSkYrzXHx8KYV3FZbec2F3fGYnZpmcPhUJ9v3nGH3wRbC0QsTnMNuZtXiMlYvKWfpouJJm/A1TcfXH8brDREIRAmF44RCccKhoX0kQSKhpZrBaAaapqd8/bE4drsVVZFRVRlVVVBVGYvFhNNpwemw4HRacDgtuJwWsrMd5Oc5cbutk9PhakggHDzewb4jbZxs6h22GF1enMWGNZVsuLGKsqKscT3jWjwMRGL88tWj/Hb3KRKajqrIvH3tIt63cVlGS3Z0hoJ8/pWXONnvw6IofHndBu6prBrVtUIIHjt7gO837QbgbTnVfHHV3ePmiSEMft7zS/YHD+KQ7Txa9gmKMthXQBJenIn3I9NPTPkAcfUT17xm1gU0AkYSAHsG9/KLnieQkHhf4btZ5R5/wpg3HuYje5+iNTJAqcXFv6/5k1FX8PRGI3xm24uc8HmxqSpfWb+BO+dMTgvJKyEUjfOfLx7gmX0NCAEeu4UP3bGC+1fVjFg64GIMDAyQlXXtiUcIwZk2Hy+93sT23c0MBGPpY+XFWSmNdlk5i6oLx130TTcMenuDtLb209bup6NjgL6+IH19Ifr7w+OO4hkPzGaVgnwn+fkuCgpclJdlU1GRQ0V5Di7X+At2BUNx9h9vZ+/hVvYfax9mHcyfm8em9fPZcGMVbufonzFaHvYNhvnp1oM8f6gJISDbaeXj96zhzqVVGXPBxTSNb+x+nd+faQLgkSXL+PiylaN+3u87TvG1Ey+jC4N3VSzhcwtuGfe76kLnJ53/xYnISTyqh8+Uf5IsNXMNXhTjAI7kXyBhEFa/g6asH/H80fJxrLiuBUBj5DQ/7PhPDAzelv8Qt2bdMu5neOMRPrr3d7REBqhx5fLVOeuZXzK64kxNfj+f2vYC3eEwpU4n377triv24J0MCCF48cgZfrBlL/5wDEWWePvaG3j/xqU4x5i41dvbS0HB1a2baCzJy7ubee7lk5xtu1CeoLTIw8abqtmwpnJcmquuG7S29dPQ2ENTU+/QpD9AIqFd8XxJgpwcB3l5TrI8dlxDWvt5Ld7hsGA2K2kN3zS09w/48bizhiyDlFWQTOrE4xqhUJxQKJa2JoLBOL7+EF5viHB4hMikLDvl5dlUzsmlpqaQmppCcnPGbulomsGRIUvq9QPn0msHqiJz04o53H/7IhbXXDuK51o8vBQNnV6+9+wejrX2ArCisphPv2UtFXmZmQyFENQ3nORb+3ZjCMG9c6v4u/W3YFFGFyr6at85/s+hLWjC4N0VS/nsgpvHLQQSRpIfdvyIM7GzlJhL+GT5JzLaU8Ci/RdW/QcY5BAy/xwhXb2S71j5OFpctwKgK97Nv7Z/j5gR4/asjTyY/5Zx398bj/Cxfb/jXDg1+X9/1YMEunpGZZLt6uzg89tfIpxMsjS/gG/ftolsa2ZCAXsDYb711GvsbeoEUlEen3nLunHHfV/N7GzvHuDZbSfZ+vppItHUxORyWLj1xiruWD+f+XPzxvQRRmNJTpzo4tSpLhpO99Lc1Essfvlkn5PjoKI8m4ryHErLsikscJGf7yI31zGuDlvjNavDkTh9fSH6+oJ0dw/S1u6nta2fttb+K753Xq6TmpoCauYXUltbwtw5uWPKq4jFNXYfauGlnU0cOt6RtnbmlGaz+bZF3LauGvtV3DXjipAxBM8fauKHL+xjMBLHpMh84PblvOvmxRkr2/1aRxtf2L6NiKaxLL+Ab99+J1mW0U2+vzm+l2927icpDN4zZxmfqVk/biEQ1sP8S9t36Ut6WWhfwIdLHkaRMlR6Reg4kn+JKg6QlNcTUb+d0maugFkX0Ai4VAAEtSDfbvs3/JqfZc4lfKDo/aMq73Al+OIRPrbvKc6G/cxz5vDD1Q+SZbaNKi73ubPNfPm17ehCcNecSr6yfsOY2zKOBkIInj1wmu9v2UsknsRlM/Pxe9Zwz/J5E0rguphGIQT7j7XzuxeOcfhkZ/qcRdUFbL59ETevqhx1WKYQgrPnfBw82MrhI+00NPSg6cNDJgsL3dTMT02alZW5lJfl4HRObhz0ZMdWG4bA6w3R0uqj+UwfjY29nD7dSyQ63GJwu60sWVzK8uXlrFxeTlbW6It8efvDbNl+iue3NzAwmCoJbrOa2LR+Pg/dvZjCvOFhpROhMRCJ8R8v7Oe5A6cBWFCSy1+/7RYqCzJjvTb2+/j0thfpiYSZ6/bwvTvvGVX/6ng8zp7BrrQl8L45y/jUBISAN+HlO+3fJayHucWznncUvG1c9xkNJNGDM/E+ZAaJqp8jodRd8bzZPIARcLEAMITBDzr+g9PRZios5fxl2SeuWdjtaggl43xk3+9oDPqoHpr8zyd4XUsiP9XUyNd27kAA779hMZ9cuWbcrRlHQiAS41tPvc6Ok6kiXLcsquAzD6wlxzXxyoEtLS1UVFRw4HgHv3z6AA1nUg3rzWaF226qZvPti6iuGF3ooGEIGhq72bGjiT17z9Hvv9AARZYkqufls7i2hAU1hcyfVzCmSXG8mIpCaYYhaO/w03i6l4ZT3Rw52oHXN7zW//x5BaxbW8XN66vJyxtdwbCkprPzwDn+sO0kJ06nFvhVRebOW2p45+ZlFOReSPWfKI17mzr41lOv0xsIY1YVPn7vGh5csyAjawO9kTCPbn2BpgE/JQ4n/3H3fZQ4R1cMbnvvOT5/OCUEPlq9hg9Xrxn3e5yNnuPfO36IJjTeXVDHTZ4bx32va0HVX8KhfRGBhZDpfzDky6OQZi2AEXCxAPiD9zn+6N+KS3HxVxWfxjPOhZyEofPo/mfY7++kwu7hx2veSo7lwqTU1dVFcfGVm8L/pvEUX9/9OgB/uWIVH1q8bFzvcC0cONPFN558FW8wgsNi4lMPrJ20RTshBFt3HOX5HS2cak75gz0uK2+7Zwl3b1iA03FtbUQIQfMZL6+91sRrO5vx+cLpYznZdlauqGD58nKWLC6ddO1+NBiJh5mCEILOrgCHD7dz4GArx453khyq2wOwaGERN6+vZt3aqlELwbNtPn7z/FG27z6DIQSqInPXhhrqNi8nGR+cFBrDsQTfe24PWw6mFmzXLyjn/zx0M1mOyfeRBxNxHt36Ake9fRTaHfzH3fdR7rp6aOrFfHypp5kvHH4BA8EXF20cU27Opdgd2MMve+sxSSqfLv8kpZbM5IwA2JJfwWw8hyYtJ2z6AVziscjUWL2uBMDx8An+s/OnSEh8ovSj467xYQjB3x59kee7T5NnsfPTG99GiW34AAyFQumCShejvuEk/7RnJwCfXrWG998w+my/Ub+fIfjZK4d5/OVDCAG15QV86R0bKJqkOvwnTvfwX0/u5WRTSrN0O628/d4lbL59EVbLta0p/0CEbdsa2LrtFN3dF/rf5uU5uWV9NevXV1NVObZ1gtEgmdAY8EcIBmIMBs7vo4QGYyQSGsmkjpbU0/tEPInFZsZkUjCZFP4/e+cdHmW5rf3f1PTeeyOQkEAIEErovUonoti74lZUxG2vqFtFcbthS7VRQxGl94AQAoSEAKmk996TSaZ+f0xASqZkEs8539nnvq65xLxl3jXP8z5rPavcSyzRBootLKXY2Jlja2eBjZ0FtrYW2NhbYGtn0eOcSO3tCpKvFHH2XA6XLxcg71AGQoGA/v29mDghlKjBfoiNiHEUldWzY/8VzlzMQaMBsVjIhOFBPDwvCjubnok7nbqex8rf42lpU+Bsa9xKqxAAACAASURBVMkHMWMJ8+354GSzXM5LJ4+SUlWJq6UlaydNw9e2c2Pu7nfx1+I0VqTFIUTA15HTGeliuuW8rSKWC40XcZY485rPy1iI/pr4nUDTgLV8EUJqkYnfQC660+2ka73pLv7XKAD/fv58VfgNrWoZM52mM9FxvMn3W30jgR/ykrAUSVgfNZc+tve6OTrbksVmpvGPi9o+wq8NHsqDoT1fWt7cJueTnWe4cKMYgQAeGh3Bo2MjeiQ4V1XbzMbYi5xLzAPA0kLCgmkRzBzfFwtz/Qu/RqMhPaOcg4euc/FSPqoOn769nQXRw4MYMSKI3sHdJ5XTaDRUlDVQmFtNWUk95R2firIG6mpa+CunrEQiwsXdFndPO9y97HH3ssfT2wH/Xi5YdyP98yZkMjmXEgs4ey6blJTiW3ERezsLJk4MZerkvjg4GM4oKiytY/u+ZM4m5qHRaMfxgfsimTk+DLG4+/Okor6Zj3eeIbWoEpFQwIvThzJnSEi373s3WhQKXj55lOTKCpwtLFg/eXqnSqCzd/H77ItsyE3EQiRmfdRcQmy71q7yJuRqBauKvqNUXkp/q3487vHIX5YWK1Edx1L5NhqsaJLuQCP485n/zwWkBydOnNCcdTlPblseYVahPOnxuMlB32Pl2bx59SgigYBVkTN0Vvg2NjZia/vnruBgbg7vnjsNwBtDhhHTx/RiM10oqW3k7S0nKKhqwNbSjLfnj2ZIcPc5zZVKNb8fv862fcm0tSuRSkXMm9KficP9cHPVX6GpUqk5ey6bfQeukZenZX0UCgUMHuTHxAmhDBjgfU+Xqq6gqqKRnMwKcm9UkptVSd6NSlqa2zs9VygUYO9oha29BTa25lrr3U77bzNziTYNtMPal0hEtLW3IZVItTuCjhRQpUKFrEVOY4OMpkYZjfW3/7et0+8FcPO0IzDYVfvp7UpgbzcsLE0vpGpqauP0Hzc4djyd4uI6QOvjjx4eyKxZEQT4G4695BfXsn77ea5mlAPg7+XAcw9FExbc/SInpUrN2qOJ7DqvpXWYMySEF6cN6fEsIZlCwdJTx0msKMPDypofps68p+Xk3e8iaA2FD66f5EBZJu7m1vwybKHRBI13o0pezcqiVbSp27jfdSHD7YaaLI9eaDRYKpchUZ9FLpyGTPLBrUOdydgT+F+jAH622YqtyIblfstMbvmW1VTNExf20KZWsqzPSBb59dd5bkVFBW5uWsbOi2Wl/O3kUZRq9V/m9knJL+e97adobG3H39WezxZP6BGXz7XMMv69JZ6iUm1nqehB/jx1/1BcHK3vkPFuKJQqTp+5wZ5fk6mo0Lp5bG3MmTQplCmTw0zKfQeor23h+pViricXkXqlmKqKxnvOsXe0JKCXK+5e9nh0WOJunnY4u9p0aQHSJ19naJPJqShrpKK0/tbuo7iglvycKhRy1R3nCoUCgkLcCI/wITzSm+C+HkilXc8A02g0pKWXceDgdS5dyr+VAho12I8F8wfRK0i/ZVtRUUFhRTtrtyZQUa1tGDM+OpgnFvaMW+hYSg5f7j2HQqVmcJAn78eM6XK9iSG0KhQ8f/ww16ur6O3gyPrJ0+9oMKNrHOVqFc9e2su1hgoGOXiyetB9iIWmpXRebkzil4qtSAUSXvd9FRepaTsKQxBoSrCRL0KAnGbJelRC7RrU1blqLP5XKYBnPZ82mda1Xt7GIwk7KW1rYqZnH94PG693q3dzS5ZVW8NTRw/SolCwODSMVwf3vHVwODmblb/Ho1SpGRrsxbsLx3S7BaOsTcEPuy5yKC4D0FIXP7s4mkHhf7at7GzbqVCoOBWXyZ69yVRVabNZPDzsmDN7AKNH9uryIqdWqclILeXSuVyuJRVSXFB7x3ErGzOCQ9wJ7O3WYVm74ujUM77QntpWq1Rqigtqyc2qIDerkpysCvKzq1Df1nxGIhXRJ8yTyCg/okYE4erR9eSEysomDhy8xtHj6beK4iIjfVg4fyB9endu1d+UsV2uZOfBFHYfvopSqcbW2pznFg9nVJRx9Av6cL2wkne3naS+pQ0fZ1s+f2gSno49y3Ja19bGE4f3U9jUyFB3T74dPwlJR2tUfeNY1dbCQwk7qZG3ssi3H8tCRpn8DD+XbSGpORlfMx9e9nnxL6sPMFN+j7nqB5SCEFokm0Ag+j8XkD6cOHFCU+pbzkzn6SZdr9ZoeClpPwk1RfS1dWF91FyDlYjt7e00qlQ8fPB3qmStTPYLYMWosT2e6rkzPpU1hy8BsGB4X56bPLjb2+ysvCq+XHeK8qomxCIhC6ZHsHB6f6SSO2W+uw7gXHwOm7deuLXwe3nZs2DeQEZEB3XpmTQaDdkZFcTHZXH+dBb1tX+mhJqZiQnp50X4AG/CI33wC3RG+BcVH/1VudUAslY56ddKbu1kCnKr7zjeK8SN6HF9GD46GAenru2W6utb+X3/VQ4fSaW9o/Bs0EBfHns0Gs+7FMvdMpZWNLD6l3NczSgDYMzQIF54KLrbLKTldU28teUEeZX1OFpbsPKxKfi79ix1QXFTI08cPkBNm4xZQcG8N1xL/WBoHFPqy3j20m8oNWo+7jeRaR6mUcC3qmR8UbiSemU9M5ymMclxgqmi6IdGho08BiGVtIrfRiGa9X91APrQ3abwP+cl888b57GXmLN5+EKDTagBsvPyWJGZytWqSiJd3VgzcWqPN2vffvY6a48mAvC36UOZNyy0W/dTqzXsPXqNn39NRKXSEODjyCtPjCHAp/MS9JtWR3FxHRs2neXadW0BmLe3AzELBjJsWGCX/Pt1NS2cPJTK6WNpVJb96dpx9bBl6MheDBwaQHCoO+Ju8vwbi//KpvCN9a1cSy4iMT6XpAv5tHdQOwiEAsIjvBk/PYyo6KAuyd7QKGP//qscPHSdtnYlYrGQ2bMimD83ErOObK3OZNRoNBw+ncHG2Iu0y5V4uNiw7Jlx9A7onlujpU3Ou9tOkpxXjoOVOSsfm9Lj3cfSa6p58sgB2lUqlkcN4/6QvkaN4+6iVD5LP42lSMLW4TFGc3jdjczWLP5dsg6JQMwbfq/jLDGOxbSrkKiOYKl8DzUuNEl3UVBoHPNAV/EfrwCymqp5JGEXSo2aVZHT9TafvgmNRsPbp45zpKQIN0srNk+fhaNFz6aHbTlzlQ3HkxAI4LVZ0cwYZJrVchN1DTJWbTpNUqq2+cysiWE8Nj9Kb/VuQWEJZ84Use/ANVQqNTY25jz04BDGjetj9MKv0WhIu1rCsX1XuXQu91Z2kIOjFcPGBDNyfB8Ce7v+tzRk/6v8qobQ3qbgckIe8aeySL6Uj6qjcYy9oyXjp4UzYXoYTi7Gu1Dq61vZsu0iJ09lAuDiYs0Tj40garAflZWVOmUsLq/ny7WnyC2qRSQS8Mi8KOZMCu9e9bhCyTtbT5KYU4qdpRkrH5tCkLtujhtTcDQ/lzf/iEMkELBm4lR8BEKD46jRaHjz6lGOV+TQ396ddYPnmMzC+0v5Vi43JRFi2YdnPZ/6a+auRo214lFEmixkohcpqpn8Xx4DEH3wwQc9/oV/BfLy8j4wpUiiXaXkb5f3UyNvZYF3GA/6G9cXeGdWBj9lpGImErF64hSd+cmm4ue4FDadSEYggNdnj2B6Nxf/jJxK3ll5iNyiWmytzVn+7DhmTQzT67ZJuJDLqn+e4UpKMaBh0sRQ3nh9CqEhHka5ueTtSo4duMb3Xx1j/65kigtqEQggakQQjz4/hseXjCFyiD+Oztb/JYu/Wq1B3q6ktbmd5gYZDTXN1Ne2oFJqUMhVqFVqBAJt8Pavfh6xWISPvxPR43ozZVZ/HF2sqa5sorK8kfRrJRzem0J+dhV2Dpa4uhvO/DA3lzAkyp+I/t7k5lZTWtrAufgcsnOq6B3siqMOf7yttTkTR/RG1q4gI6eSK2kl5BXVMLifj8nd1sQiIWPD/MgqrSG3oo646/kM7uWJUw9Upt9EkL0D7SolyZUVnC0pZqKfP04GqoUFAgFRTt4cLssit6UOiVDIQAfTCrsCzf1JaLxIubwcD6n7X0MdLRCgFnggVR9GpMmgTTAbM7Oe7x5XVlZGYGDgh50+wv/2HcDNfH9fS3u2Dl+IuchwkVNGbQ2PHtqHUq3mk5FjmBZgemOZznDT5y8UCHhj7kgmD+je/eMv57NyQxxyhYqwYDdef2YcTnpyyWVtCjZsOEvcmSwAggKdefqpUQT3Mq7YR6lUEXc4jd1bLlLXUfnr4GjF+OlhTJgejqORVAddgVqtoaqsnqLsKqpK66mtaqausonaqibqqpqor2655XIxBIEArGzMcXC1wdHFBgcXGxxdrXFwscHTzwmfXi5Y2/Z8MZBGoyHjWilH913l4tmcWzulfpE+LHoimqA+xll/KpWaI0fT2Lb9Eq0yOWZmIp5/dgyjRurvdHXxSiFfbzpNS6ucAB9H3n95crf6NciVKt7ffoqErGLsLM347qnp+PQgo6hKrWbpqWPEl5YQbGPL5lnzjLLoL9QUseTyPkQCIVuGLaSXjWkunHMN59lZuRs7sR1v+72BVPgX9E7QaLBSvIBYk0RF8wLMnV7v8a/4j3UBZTfVsDhhJ2qNmo1D5tHf3rAWb1cpeejA7+Q21DM3sBfvjBht6iN3iuNXc1mx6wwAb8wdydRI0yqZb+L349fZsOMCGg1MHRPCsw8M11sIlJ9fw8pVxyktrUcqFXP/wgHcd1+kUe4etVrD+dNZ7PwpgfJSbecv/14uzFk0mMHRgUZVshoDlVJNXmY5OddLKcyupCiniqKcKtplhhd4iZkYqZkYM3MJEjMxAgGoFGrk7cqOj+KWO0YfHF1t8AlywSfIBd/ervSJ8MHFhKweXaivbeH4gesc3JNMawf19JCRQdz/2HC8fI1zp9TVt7Jx0znOJ+QCMH5cH558fATmegr6Sisa+eifRympaMDZ0YoPXp6Cn5fpPnyFUsU7W09yMbsEN3srVj89o0d3Ao3t7Szav5eK1haejxjIU/2N28F/nnaaXcWp9LdzY8OQeSYlbqg1ar4u+pbi9hKmO01lsuPELt/DGIjUyVgrnkOtsaHJbB8Ietb4+I9UAGqNhicv7uFaQwULfcJ5I9S4hfzrxAtsSU/Fz9aOlYOGEuDtbfgiI3E1v4JlPx1BoVLz/JTBxIwIN/learWGTTsv8NuxVAAemTeYBdP663RtaDQajhxN48efz6NQqPDxceDVpRORiNuN4h+5cimfbRvjb2W6eHjbE/PoMIaOCu525a9SoSI3vYz0pELSkwrJulpCW+u9fPz2ztb4BLng7uuAk6stDi7WODjb4OBqg4OzNRZW0nvk74xfRaVU09wgo7ZKu4Oor2qmtqqJmvJGivOqKcmt7nQ34exhR9+BvoQM9CV0oA+unvbddiU1N7bxW+xlDu+9gkKuQiAUMHpiCAsfGYazq2F3gEajYdeeBPbsSUWuUOHtZc9rr0zCV48SaWxu45PvjpGeU4mVhZS3l0ykX4jpHDQyuYLXfjxCenE1vT2dWPXEVCykppEzdoaLZaU8f/wwIoGAn6bdR6iT4QK5ZkU7C+K3Ud3eyt9DR7PAx7R3Lav1BmtK1mImMOMd/79jI+55F412F/AUYs11ZKJXkIsX9ejt/yMVwM7C6/wj4wwuZlbsjF6EtcRwelVieRnPHjuESCDgh6kzsW5p7bGofElNIy+sO0CjrJ25Q0N5aYbptQQKpYqvN5zmbGIeYpGQlx4bxbjhuncSsjYFq9fE3bIUJ04I4YnHojEzkxjMrqitaWbTP+NIPK+91tHZmgUPD2HM5L7dSlVVyJVcOZfDuSNppJzPuce6d/dxIGSAD769XfHt5Yp3kAu2JrCHmsqVX1lSR1G2dueRk1ZGZkoxrU13Vgm7eNgxdEIII6aG4RvcvSB3bU0ze7Zc4tShVFQqNWZmYhY8MowZ8wYYTJEtKCgAgTUrvzlOSUk9UomIp58exfixuutl2uVKVm44zfmkfMRiIa8+OaZb9QL1LW0sWXeA0romRoT48NGi8T3KqfTeyWMcKCnC39aOrTNnG9VM5kRFDm+kHMFKLGVX9AO4mJvm7lpfupHUlnSibYcR47bApHsYglh1GivlctS40STdY1QPYWPxH6cAGhRtzP1jC43Kdv4RMYUJboZ97O0qJYv27aWwqZFn+0fyTERkj+XltiuUvLDuALkVdQzv7c3HD443mTpBpVbz5bo4ziXmYWkh4a0XJhIRqjvQVVvbworPDpFfUIOFhYTnnx3NiOg/lYUuGTUaDX+cyOCnNWdoaW7HwlLCvAeHMGV2BFIz0yanWq0hI7mQc4dTuXAy844F1SvAiZBIX0IH+hIa6YNDFzJk9KGnxlCtUlOYU0X65QLSk4rISC6k+TbaCO9AZ0ZMDSN6Sli3XEXlJfVs2xTPhT+0jJzBfd15ftkkPL11u2luytjWpmDjpnOcjNNmCs2ZFcFDi4fqVEwqtZpNsRf5/XgqQoGAvz8/nuED/U1+9sKqepasP0hzm5ynJg5k8WjdVfZdRWNLC0+cOEJeQz1P9x/AcxGG1wKNRsOrVw7xR1U+93mG8H64adxhFfJKPi/4EgEC3vZ/A6e/Ii1Uo8ZKfj9iCmkRf4pS1HP1B/9xCmBlxlm2FV4lytGLNYNmGWWZrUtJZu3VZALt7Nk6YzYSUc9V5n2x9xyHkm7g7WTL98/ONLnCV6PR8N1PZzl2NgtLCwmfvDaNYH/ded2lpfV8vOIglVVNeHjY8eYbU/HyvLNwpzMZ62tbWP/tSS6f1xLGDRzqz1NLx5tcndvcKOPUbykc25VEdVnDrb/79XZjxNQwhk0MwdnduEVT3qagsqSOmrIGqjs+NeXaj6xFjrxNgbxNQXubArlMgUKhxMxcgpmFFKm5BDNzCVJzCdb2Fjh72OHkboezpz3O7nY4e9rh6GaL0Jh4iEpN1tUS4o+mknA8g+YG2a1j/Yb6M/X+KCKig0y2gpMv5rN+1Qlqq1uQSEUsejyaaXMiOt0N3D2Gx46ns37jWVQqNWPH9Ob5Z0frjc/88msisQdSEIuFvP/SZAb0NZ17KiGrmDc3H0coEPDVo5OJDOwZeuOCggJqLcx46shBJEIh22fOxd/O8Jwpam1g4bltqDRqfhm20GTCuM3l20hsusww26Esclto0j0MoblqLV62m1AKBtIi/XeP3fc/SgEUtTaw4Nw21Bo1m4fFdMryeTcKGxuI2fcrCrWa9ZOnM9BNGyzuiR6dB5Nu8OXec5hJRKx+eobJ+dIajYZNsRfZe+w6UqmIj5ZOJUwHNQBAdnYlKz47RGNTG8HBrrz1xlRsO8lsuVvGhDM32PDtKZqb2rC0kvLo82MYPSnEJPdGSX4NR3Zc4o8D12/51J097BgxJYwRU8PwDtQ/Nm2t7RRkVpCXVkp+ehl5aWWU5FWhVv11c9bC2gz/EHcC+nriH+pBQF8PPPyc9CoFpULF1YRczh1J5fLpG8g7KnfdfRyYEjOY0TP7YWFEb4W70dLczs/fn+H00XQA+oR7smT55HvSRjubp8lXivhq5VHa2pUMjPTltVcm6gwOazQa1m1LYP/JNMzNxHz86lRCgkzPR994PInNZ67iYGXOuudn4Wzb/aDwTRk/On+W37KziHL34N8Tpxo1L7/JPMeWghQGOXjy/eDZJs3lSnkVnxV8gRAh7/i/iYOk55u3V1fmE2j3GAJkNEm2oRZ2n8ID/sMUwNtXj3Gk/EaXtnxLjh8hoayEWUHBvB/9J49IfX099vamD3ReZR3Pfb8fuVLV7YyfPYev8sOuS4hFQt7526Q7+HzuRkZGOR9/epC2NgWRkT4se2WSzpf/poxqlZotG85xYHcyABGD/XjmlfFdKla6iaKcKnZ+f4bE01m3/hY+xJ9piwxbxRXFtSSezCDxRAZZKUVo1HfOT4FQgKu3A84edrh42uPkboeThx1O7rZY2ZjfYeWbWUhoam7CysJauyNoU9AuU9Auk9NY20J1ecMdO4nK4joaa1vueSZLG3MGjAomanwIESN7YW6pezG/tdvZeZnqjj4JltZmTHsgihmLh2JuAnvo5YQ81q86QX1tK1Y2ZrzyznTCI31uHdc1T290GAFNTW2Ehrjz9lvTdVJ+q9Uavv3hDCfPZ2NlKeWrt+7D2920ua9Sq1n+8zGScsuI8Hfj68emdjsecFPG+vY25v22m4b2dlaMHMNUI1K0GxVtzOlwCX83cKZO9l9D+KlsM8nNVxhjP4q5LrNNuoc+1NfX4261FjP1HtqFC2mTLOuR+/7HKIDClnoWnNuGUCBg78jFuFsYXrzOl5bw4okjWEuk7J2zAAfzPznfu+MCUqnULFl/gMzSGqYNDGb5nBEm3QfgYkohn/zrGBoNLH9mHKOG6LYMbmRX8uHH+5HJFIwa2YsXXxird/tfUFCAm6sH331+hMvn8xCJhTzy3Cgm36c7o0gXmhtk7Fx3huO7k9GoNUjMxIyaHs7UmMF462C01Gg0FGZVcOl4OomnMijMqrh1TCgS4BPsRkCoBwGhHviHeuDb2w2zLnDadHUM66qayM/Q7jby08vITS2l9ja2UolURPiwIKImhDBwbB9sddRbqJRqLp/J4tC2S2SmFAPg4GLNAy+OY8TUsK7/to1trPnyKEkX8hGJhDy9dDxjp/Q1KGNJaT0ffXyA6ppmwsM8eevNaZjpIPNTqdR89u8TXLhSiJebHV+9dZ9RXeE6Q12zjKfW/E5ts4wlU6NYEN29vhm3y7j3RhYfJ5zF08qa3bPnG0XP8mNeEv+6kUCkvQfrh8w16RmK20v4qvAbzIXmfBjwLmbCnuXtKSgoIMCnHRvFw6ixpUl6EATdz6b6j6kE/u7GedKbqrjPK4QZnoYZQ9UaDX//4xQ1MhnPRkQy3PNO36dEIkEqNc1fHxufypErObjZWfHJg+ORmpgjX1BSx4ffHkWhVPPQnIFMH6e7B0FuXjUffbKf1lYFI6KDeOlv4xEbeDmaG+V88d4B0q+WYGVjxvKPZzF8TO8uLVBqlZrje5L5ZvluMpKLEAoFTFwwkKWfz2PElDBsO6GNlrW0c+b3K2z4cB+7/x1H+uUCGmpasLCSEjUhlHnPjuap92cxbfEwBo0LISjcCyd3uy5zCHV1DC2szPDwcyJ0sD/Dp4Yz/ZHhjJjRDyd3O9plCqpL6ykrqOFyXCaHt1ygOKcKWwdLnD3s7vjNhEIBXgHOjJ0VQd9BfpTkVVOaX8uluCyuXcjDL9i1S4FuqZmY4WN7096mJDO1lMTzuSjkSsIG+CCV6pbR1sacQYP8SLiQS2FhLTk5VUQP75zYTygUENXfl0tXiygqqye3qIbRQwJNst4tpBK8nWw5eS2PawWVTOgfgE03KKRvH8dgBwdOFuZT2NSIvZk5/VwMu2l72TixuyiVgtZ6hjh6G2Uc3g1bsS2ZrVlUK6pxkDjga+5j+KIuQCKRIDHzQKKOQ0QZKkEIaqF/t++rrxL4f40CqGxr5sPUU2jQsKL/ZOylhrs3nSjMZ3tGGi4Wlnwycsw9VYbV1dXY2HR9opTWNvFhbBwqtYb3YsaYTJbV3NLOO18dpK5RxsjBATzzwHCdC3N5RSPvf7iPpqZ2hg7xZ+lLEwwu/vk5Vaz4+29UlDbg7mnHu1/OI6h313y/GclFrFy2m9P7riJvV9J3kB+vfjmfsfdFdNospehGBbvWxPH9O3u5dDyd+upmrO0sGHlfBDEvjufxd2YyfGo43r1ckZjArX83TB3D22FtZ0nvAb6MnTuQCQsH4e7nhEqhoryolqIblZz57QoJR1JRKVV4Bbnc89wuHnaMnRWBi6cd2ddKKS2o4dRvV6ipaCK4nxdmFsZZeQKBgP6DfLF3tOLKpXwyrpdSXFCLby9b7O11B0RtbMwZGOlL/PkcCgprKS2rZ9jQzvtKS8QiBoV7E5eQQ0FJnTaGoMfdqA++znYUVTdwo6yWourGbvWyvn0chQIBbpZWHMnPJbO2hoW9Q27RRuuCVChCplKQXFdGrVzGVBPZQiVCCVebr1GnqGOEne730RTcklHTikRzEQEKFKJJ3b6vPgXQc8mm/83YUXgNpUbNRLcg/KwM+y41Gg3rr14B4Ml+EZiL7/0pFArjqAXuxurDF2lXqJjQP5AhwaYXkv17SzxlVU0E+jrx8uOjdU62tjYFn39xmIYGGf37efHKyxMNVuXmZlXyyRt7aG2RExLuyavvz8DWzvgKRLVKza71f7B3UzwAzu62PLR0AlHj+nT6nGX51WxbdZzEkxm3/tYn0pcJMYMZMjEUqRF9iO+GvE1BWX41pbmVlOVV09Ioo62lHVlzG7JmObKWNlqaWrF1sMHS2gxzKzMsrM2xsDLD3sUGzyAXPANdcfKwMyrzB8De2YYJCwYzYcFgqsvqObUniVN7kijNq+aXL4+w+/s4ZjwazYxHopHe5m8XCgWMmdmfqLG9+XXjOQ5vTyTu9xSunMvmpU/nEhJpvDU5cUY4ru62fPPxQS78kU1NdT3vfRmjt0+Dt7cD770zg/fe30f8+Vx8fZJYuGBQp+e6Odvw1gsTeHvlQfYeu05kmJfJSmDJtCFcyi7hYnYJf6QXMrqvaS7Vu9/FUd4+hDk5k1pTza4bGUY1aFrk25/N+SmcrS4gt7mWQOuuJ2REWPdjr8iGMnk5eW35BFoEdPkeunBTRoVoKuaqNYjV50DTDIKep1a5if8RMYCYmBgf4GfADdAA62JjY7+9/Rx9MQC5WsX00z9Rr2hjk5GUDwmlJSw5cQQnCwv2z43p1I9oSg55Sn45SzcdxlwqZsvL83A0sSz+fHI+n64+gZlUzHcfzMXDtXPCMI1Gwz//dYozf9zAy8uez1fMxdJAoLG0uI4PXtlFY4OMwdEBvPzWtC5Z2031rax+73euJuQhEAqY/ehwZj8ejVknAcaWRhl71p7m6LaLqJRqJGZixs6JZNL93484DQAAIABJREFUUXgbyT0E0C6Tk3k5n9SEHAozyijNqaKqpI6emL9ScwkeAS54BroQPMCX8OheeAe7GW3dKRUqks9kcXhLAumJBYA22+mBVyYxbErn/v6S/Bo2fnqIjCtFCEUCFr80nqmLorpkURbl17Di779SX9vKkJFBLH17msGiseQrRaz47CAA7749g4j+uhf2nQdT+HlPIs6OVqz+cJ7J/QT2Xszg2/0JeDvZ8sOLcxCbUEDY2bt4priQV04dx83Sit/nLjSKJ+jTtDj2FKd1q3HM79X7OVkX1+OFYbfLaCV/DrEmmVbxxyhEk7t1X30xgP8pOwAl8FpsbGxSTEyMDXA5JibmWGxsbJoxF5+syKVe0UZvGyf62RnnwtiSfh2ARX366gwilZeXdymAqNFo+P6Iltt/0Yhwkxf/puZ21vyitawfmTdY5+IPcOxEOmf+uIGZmZhlr04yuPjX1jTz6Zt7aWyQETHYj7kPh3dp8c/LKGfVG3uoKmvAxt6Cv30yh/Ah/vecp1KqOLUniZ2rT9FU14pAAOPmDWThi+OwdzbsklGr1GSnFHI9PpvUhByykgpQKu5qySgS4uHnjGegC+7+Ltg6WmFhbYZFh6VvbmVGTW0V9raOtLW009rcfmuHUFPWQGluJaW5VdRXNVGQXkpBeinnD6QAYOdsTdiwXoQND6JfdC9cvHVbi2KJiKgJoURNCCXtUh6/fHGYgswKvlu+i6PbLvLwG1MJ7HtnsZ6XvxNvr3mQHWvi2L/5Ar98c4Kc1DKeensa5kYutD7+Trz12Rzef2UnF8/msPG7OJ56eZxeJRI5wIeYBYPYsfMyq749wVdfzMdJR33HvCn9OJ+Uz438an7YdYklD5uWyDBzUG/2nE+jqKaR/ZezTGou39m7ONLLBz9bOwoaGzhZmM9kf8Npk/O8w9hTnMb+0kxeDB5mFDnk3RhsM4iTdXFcaU5hnsscxMKeWUZvl1EhHINYlYxYfbrbCkAf/kcogNjY2DKgrOPfTTExMemAF2CUAthdpF3M53kbl12RU19HfGkJ5iIx83vrnoxWVl0rHY9LzSejpBpHawtiRpie9bBhRwL1jTL6Brsxc7z+oO/GTecAeO6Z0fjqaPpyE60t7Xz25m9UVzTRK8SNV96dTnNLg95rbsfZQ9dZv+IgCrmKwL4eLP18bqcFXDnXS1j33m8UZVcCEDLIj0eWT8U/1HBRUE1ZPUe3nOfMr5epr2y69XeBQEBAmBdhw3vRO9IXzyBX3HwcERtQXtXVtjg76683aGmUUZZbRWFWOekXc7l+Ppv6yibi918hfr/WTRgc6cuERcOInhGBRE8ldN+oAFZsf5a4X5OJ/e4EmcmFvPvAOsbMieTh5VPvqAcQiYU8+NJ4gsI8WfvxAeKPplGYXcnrXy/ExdO4FEzfAGeeWzaGf31+ihMHr2PvaMnCR4bpvWb+/IFkZFWQklLMym+O89EH93XqMhSJhLz8+CiWfvQbh09nMHJwgN6qc10Qi4Q8PWkQ720/xU+nrjA5IgjLLrr8OnsXhQIBi0PD+PRCPJvTrjPJL8Dg+x9i60K4nRvXGyo4Up7NbK+uN2DyNPPAU+pJqbyUtNZ0+lv3TH/w22VUiMZgoVqFRB2PTCMHwV/ARMr/EAVwO2JiYvyBSODC3cfef/99xGIxKpWKAQMGMG3aNK4U5pJcX4a5UEy40oLW1lZqa2vRaDS4uLhQUVGBtbXWwmlubsbNzY2fk7RW+hRff+rLy1Hb2qJSqWhpacHd3Z3y8nIkEgkCgYCCggLs7OyQy+XIZLJbx6VSKTY2NtTU1ODg4EBraysbOzp7zYrwpbGuFoWFBXV1dTg5OdHU1IRcLr91vYWFBVKplIaGBpydnWloaEChUNDQKuLk+WwkYiGPzY2gqKgQFxeXe2QyN7dk1T9PoFSqmTC+NwH+5hQXF+Po6EhVVRW2d8lUVlbGlrWXKcqvwcXdmudeH0NjUx11dXXY2Nh0KpNMJqOtrQ13d3d2b4xj/49JAAyZ1ItHX5tMW3srBQX1d8h0+fgNtn51ApVSjYObDdMeH8zEeUOpqKiguroakUhEY2PjHTI5Oztz8WQKF/alkRKXdavQy9HDlj5D/IgcHYqTvzUePq63ZHJ2t+NGVg5V+fXUFjWSc70QRYuSlkYZLY0y5DIlLQ2tKNtVWNiYY2YpwdreEjNLKVJLMZ7+bth6WBIQ5oVfqDcSBw1DpvcldJQPM9qHoWkVc+H4FfJSyshMLORGsvaz+fN9DJ0Zxn1PjqNN2YKVlVWnMkXPDMOrry1nf00jbncKcb8mk3WliMVvjcPFy+6OcQqKcOb5FZPYvuo8xbnVvPvEj7y2ch5Sa41Rc8/F05wHnxnML2susnvzRRycpQwZ2Uvv3Hv8kcF88FE1mVkVbNl6jrFj/G4dv1umaaMD2Xcqm++3xPP6k4Ows7W9432qqqpCIBDonHvl5eUE2okJ9XIivaSG2D+uML2/n16Zbp975eXlqFQqpFLpPTJN9PLhn2IxqTXVJBYW4IrgjvepM5nuc+3F9YYKduelMMUpoNM1wpBMQaoASiklsT4Juxpbo8bpbpnMzc2xuG2NaGhouO03U9DHxR8zUT415Ucwtx2vV6bO1oibMunD/4gYwE3ExMRYA6eBFbGxsXtuP6YrBvBD7mVWZ19gqnswn/Q3HDFXqFRM2b2dhvZ2Nk+fpZdZsCs55DdL4J1tLdm6dD4SE9I+NRoNyz/fT0ZOJTEzInh47mCd5+7ancS2HZdwd7Pl668W3GoPqAsHdifzy9o/sLCU8tnqRbh7aS1MY2Q8EpvIT18dA+DhVyYw7YEh95yjVKjYsvIoR7Zq9fak+6NY/NrkOwKhneHqH1nErjpCzlVtrrxILGTo1P5MeXg4wZF+tyw6jUZD8Y0KLh9LJTu5gIL0UqpL6vTe21iIJCK8g93w7+tFWHQvIsf3xfo24rm2VjkJB1M4/NM5Cjr67IokIkbNjmThy5NxNEBjUZJXxapXYynJqcLSxpy/fbGAiBH3FgW2Nrezctku0pMKsXey4t21D+FhBDX0zTHctzOJLevPYmkl5bM1D+BmgJPoSkoRH684iFQiYuVXC+/pNXwTCoWK59/dTUV1Ey8+MoIpo7vuwgG4kFXM3zcfx9nGkq2vdO0d0TdPv7iYwI7MNBaF9OX1KP27H4BmpZzJcT+gUKs4MPoRXM27HmStklezouBzLIQWfBL4QY80j79bRnPlt5ipttImeox28fMm3/f/hxgAMTExEmA3sOXuxV8fjlVoSbMmuRtXZXu2pJiG9nZ62TsQ4qif1MnFxXjekO1nrwGwYFhfkxZ/0DZ2ycipxN7GnPnTdBNpFZfUsXP3ZQCee3a0wcU/M7WUrRu0rqLnl026tfiDYRlP7796a/F/6q1pjJ9zLx97Y10L/1y2k7RL+YjEQp54ewbj5neeYXITRVnlbPnHAVI6mtJYO1gycdFQJj04/NaCqlapyUzKI/HodS4fS6U8/86m61JzCT59PPDv64lvqAcOrnZY2lpgaWuOlZ0FlrYWKJRyBGoRrY0yWjt2By0NMioKayhIK6EgvZTyvGoK0kopSCvl9K5LCEVCQoYEEjU5nEGTwnDxdmTsgijGzB9M+sU8Dv10lsvH04jblUj8/hRmPjma+54eg7mOoimvABc+2vwUa97aw+VTmXyxZAuLXp7IzMei73BZWFqb8caqGL58bRepl/L57MVtvLfuIYM8STfHcOaCSLJSS7kUn8s3Hx/ko1UL9WYGDYjwYezo3sSdyeL7taf58P37Ok8NlYh4dP5gvlh7is17kxg1JBBLE/ishgR7EeBqT15lPSeu5TI1Un8Dm85k7Az3BfViR2Yah/NyWTowymBKqLVYyghnX05V5nG8IocH/SKMfo5bzyN1xk3qSoW8klxZHsGW3evrAffKqBQMwoytiNWXae/23TvH/wgFEBMTIwA2AumxsbFfG3tdfksdWU01WIulRpd378+9AcDMoF4G/YW1tbVYWhoO5GaWVJOSX4GVmYSZg03LL1ap1Py0+xIAD84eqPcF2/RjPEqlmvHj+tAvXD9xV2tLO9+uOIRKpWbmgoEMGXln6bw+GZPPZbPuE23GyENLJ3S6+FeV1PHJUz9RVVKPvbM1S7+OofcA3WOhaFey89uj7N94Bo1ag4W1GXOeH8+Uh6NvVfi2tbZz+Ic/OPLjWeqr/owD2DhaMXBCX/qN7I1/mBceAS4Gs16Ki2vx9vbGXk/Rlay5jaLMMnJSikg6kUb6hRzSzmeTdj6bnz7cS+9B/sx7aRL9R/eh79BA+g4NpCy/mu1fHeLikevsWX2CU7su8cynCxgwuvMCRAsrM1755n72fH+aPd+fZts3xyjLr+ap9++7IwVVai7htS/n89nftnPjWgmfvbidj398FEtr3XUtN8dQIBDw3LJJFL64nfzsKrauP8djS8bo/X0ee3Q4SVcKSU0r4+y5HEaN7HwhGzk4gN+OXSczt4q9R67z4Oyud+cTCATcPzKcz/ecZce5VKYMMPwO3i1jZwhxdCLI3oGc+jrOlhQzztfwrn2yezCnKvM4Wp5tkgIACLcKo0JeyfWW1B5RAHfLqBQOQIMIkSYNNK0g6LlGOzdhOqF7B2JiYiQxMTEnu3mbEcDDwPiYmJgrHZ/phi46W6VNuRvl4o9UaNjqlimVnC/VNkyf6m+YQ8RY99jBJK1SmTYw2GSmz/jL+ZRVNeHhasvkUbqrmDOzyklJKcbSQsojDxne7u7dnkhtdQu9QtxY9MTwe47rkrGqtJ417+9Do9Yw98kRTH/wXrdPdVk9Hz/5I1Ul9QT09eCTbc/oXfwLMsp4e/537Ft/GoDJDw1n1fHlzHpmLGYWUpQKFce3nOeVMZ+x48tD1Fc14errxPSnxvB+7BK+v/QBz325iBGzB+LVy03n4q9oV1Jb3kBBWgn510oozamgqa4FtbrzTmAW1ub0HhTAtCdG8/aW5/j+8ocsWfUgQ2dEYGYpJetyPp8/up4Vi78nJ6UQAA9/Z17518O8v+05gvp7U1fRyD+e3MTG93/ttJkNgFAoZMEL43jlm/uRmouJ+zWZDR/uu2cMzC2lLF8Vg08vF8oKa1n78UG9c/H2Y1bWZix9ZxpCoYAj+65SlFej8zrQFoktflDbm2Ln7suo1Z1/j0Ag4LEFUQDsP5lGW7tpNTLjwwNwsDYnv7Ke9OIqo6/TJ79AIGB6ByfQqaICo+430tkPqVBEakMFdXKZ4Qs6QV8rrSvsRmu2SdffjXtkFFijEgQjQIVIk9H5Rd1ET+wAhIB+M8MAYmNjzwJdLqlLqCkCINpI6/9iWSntKhVhTs64GGHZG+MCkitVnLqupU3uDtnbb8e1mUxzJoXrbbSye4+WrG3q1DBsbPRXO1eWNXCw4/zHl3TOCdSZjAq5km/f2ktLYxuRI3sx/+l786Vbm9r44oUtVJc20Ku/N3//90NY6nme8wdT+PfyWBTtStz9nHj+y/vpHam11DQaDRcPX2PHlwcpy9UuCoH9fVi0fDrhI4J1Wok1pfVkJuaSdSmPnJRC6qsaaaptoa2l8w2zQCjA2s4SG0crXH2d6D04gD6DAwmK9L2D4M3azpKRcwYxcs4g2lrbOfZLPL+tPkFqfDbvzP6WYTMiiFk2DY8AF0IGB/BR7BL2bTjNzm+PcXxrAjeSCnh93WM4eXSeyRM1IZTlqxfzxZItxP2ajIOrDQuX3ElcaGVjziv/mMfbj/zIpVOZHN5+qdPYC9w7hgG9XJk4sx9Hf7/K5vV/8Oanczq97ibGjg5m1+7LlJTUc+FiHsOHdZ5OGRbsTu8AF7LyqjgZn830cV3PoJGIRUzsH8TO+FSOpeTS18e4WhBD7+IYH1++S07kbEkRKrXaYL8NC7GEAfYeXKwt5kJNMVM9jHdH3YSvmS9igZgyeTktqlasRN2z0DuTUSXoi1iTgUidhkrY9V2XIRilAGJiYnL1HO72LsIUtKuUJNeVAjDU0bgqxdPFWuttjI9xCqOiosJggPRSdglNMjmBbg4mUz3fyK8iM7cKK0sp46N1T8TcvGouJxViZiZm5gzDqWdbN8WjVKgZOaGPzobjncm4+dsT5KaV4eJhx/Pvz7yHC0apUPLNqzsozqnCK9CZ5WsW61z8NRoNv645yc5VRwEYM38wj70765a/vCC9lA1v7iT7inZs3P2duf/16Qydfi8ZnVwmJ/73JK6eySQrMU9nEFgkFmLjaI21gyUINShlKprqWmhpkNFU10JTXQulOZVcOZV+63y/MC/6RAUybMYA+tzWGcvc0oz7nh3HuEVD+X3NSQ7/8AcJB1K4dOQaEx+KZtHy6ZhbmjH72XFEjOrDty9voSCjjHfm/4tl3z9KUP/OK3z7RgWwdOX9fPXSVn5dewYXLwfGzom84xx3H0eee28G37yxh63/PEVQmCe9Oync6mwMFzw8lLMnMkhJLCT5Yj6RndRq3IRYLGLO7AGs33CWXbuTGDa083RKgUDA7ElhfLkujgOn0pg21jSa8In9A9kZn0pcaj5Lpg0xqjDM0Lvob2uHj40tRU2NXK2uJNLVcDHocGefDgVQZJICkAgl+Jn7kiPLJVeWSz9r01u8QucyqoShoAaRJr1b99YFY3cAjsAyIK+TY1Jgf489kZG41lBBu1pFsLUTjmaGNa9Go+FsiXbHMNrbOAVgTBpV3PV8ACb0M70k/MgZbQenSSN7Y64nx3zf/qva8yaGYtcJt//tyMuuJOH0DaRmYhY9Hq3zvLtlTDmfy7GdSYglIl7+bC7WndBD7Fx9itQLedg5WbF89WKs9TxL7DdH2fvvkwgEAhb/fTrTHx91a9G4ciqdVS/8TLtMjp2zDfNfnsy4RUPvIXyTtyk4sSWe39ccp+42Zk4LG3N6D/Snd1QgvQf74+LtpC0GszG/9R01NTU4OWmD/Sqliub6VhprminKKCPzUi6ZiXkUpJWQm1JEbkoRhzacJiw6mAWvTSN06J9uQms7Sx58cyZTHh3BrlVHOb3rEkd+PEt2cgHLNz2FrZM1/n09+XjnEr7522bSEnL45JF1vLflOQLCOo/TDBgVzGNvTmfTJwfY+NE+AkI98Otz58IVNa4PMxYP4cCWi6x+93e+3PH0PZlVnc1TWzsL5i8ewi/rzrJ9UzwDovz0Ltbjx/Zh1+4k8gtquHqtRGeF8PCB/jjYWVBYWk9mbqVJfQOCPRzxdbajsLqBK3nlDO5luLbA0LsoEAgY7e3DlvRUzhYXG6UAojoMx8TaEuMevBMEWQR2KIC8biuAzmRUCbS7LJH6v1cBJAGy2NjYE3cfiImJMcME9013kdagLTKKMIL2AaC4uYkamQwHM3N62ZtGznY31GoNiTnaXciIUNM4xlVqNQnJWr/l+OG6rRCZTE7CBa3+nT7N8EQ79Ku2onXC9HCjmouDNutmy7faIV747GgC+95buJV9rZj9P8YjEApY+vX9uHjp/i2P/BLP3n+fRCgS8vK3ixky5c/nPrM7kbXLd6BWqRk1bzBPfDzvniwaeZuCk9vO89u/jlNXoS1Y8w/3ZvwDw+gTFYhPHw+DQeDbIRKLsHO2wc7ZBp8+HkR3BDJlzW1kJxdw7Y9Mjm+OJzX+BqnxNwgf2ZsFr04lZMifisDJ04Fnv7ifqY+N4uvnfiQnpYgPFv6LN396BhcfR6ztLXlz4xOsfn0HCQev8vmTm/hoxwu4+XWecTYxJoqCzApO7Exk7bt7+WjL0/cowPuXjOXahXwKsys5vCORWY/eG8vpDJNn9ef3nUkU5FaTdrWEsAjdO2WpVMzkiaHs2HmZ02eydCoAiVjEmCFB7D12nXOX801SAAKBgOgQHwrPNpCYU2qUAjAGUe6ebElP5UpVheGTgWAbJyxEYsramqhtbzXKkLwbvmbaHV5Je2mXrzUGaoE/GkQIKQVNGwgMk1x2Bca+PR8BWTqOyYFxPfM4xiO9UasAQu2M8yGmVGonRX8X45t3Nzc36z2eW1lHfUsbzraW+Dqb1gc2PbuChqY2PFxt8dfT9/X8hTzkciV9Qz1w00MNAdBQ10p8XCYCAUydoz/D4XYZ44+mUZxbjbOHHVMX3VuDoJArWfveb2jUGqY/PJw+kbqVXsKhq/z08e8APP3JvDsW//3rTvHv17ahVqmZ/cIEnl+56I7FX6PRcHZPIktHfsyP7+6mrqIB/zAvlm18is8OLWPyo6Pw6+tl1OJvaAxBGwTuN6oPD741i+/Ov8eCV6diaWvB9bNZfDDvn6x4cA1luZV3XOPX15MPd72IX6gnZblVvDf/OwrStYuAWCpmyZf3Ex7di8aaZj57YiP11U2dfTUAi1+bhIunPfkZ5ez/4dw9x8ViEYtf1sYI9v2SQGvznc3pdckokYqZOEP7ux/em2Lwdxg9WpvBlnAhD1mb7iDvzb7B55MKTOZiGhykXfQv5xi3cBozjv07aKHTqquRq1QGzgaRQEiIjdbvnt5ofED6dniaaY2kUnmZSdffjk5lFEhQC7wRoEGoKez2d9wNoxRAbGxsXGxs7CUdxzSxsbGnb/5/TEzMAz31cPqQ1jFgfY3s8Xm1SvsCD3A13mJxc9N/7uVs7eQdHORpMi3s+SSt9R89UP8WPa6ju9aYMYbTTI8fuI5SoWbgsACDxUA3ZVQqVexa9wcAC54e2Sk/0K9rT1OSU4WHnxMLl+jW+WkXcln92nY0Gg33vzqFsR3ZIwBbP9vPlk+1HsNH3pvNouXT75BbLpPz3Ys/86+XfqG2vAG/vl68tuFJPjv8OoOn9Ovy72xoDO+GlZ0lC16dxnfn32P+0ilY2Jhz7Uwmf5/6JWf3JN5xrr2rLe/teIG+w4Kor2zko5jVZF3W7tLEUjGvrn6EgDAvKgpr+OKpH3RmB5lbmvH0B7MA2P19HEU37rVgw4f403eQLy2NbRzYctFoGSfN7IdILCTxfC6V5Y06zwNwd7MlNMSd9nYlCQm6w34hQa442FlQUd1EXlGt3nvqQj9fV6RiEdnltdQ1G87CMWYc7czMCLSzR65WkVmrP/vpJm4akKYqAAexA+ZCc5pVzTQq9f++hqBLRrVAGxcQaYzLcOoK/ooA7tq/4J53oEUpp0TWiFQoIsDKuMBreseECHc2vrirqkr/pLhWqH1RIwNMb3x9+bq2AnboAN0BrqamNtLSShGLhQwfpj/WoNFo+OO41l84ZZbh/OabMib9kU1lST0efo6M7MTF1FDTzIGftAR1z3w0W2eFr1KhYt1bu1AqVEx+OJrZz/2pKOJiL7Jv7SlEEhEvfruYaU+MvuNaeZuClU9vIv63JMwspTzz5SI+O7yMqKld706maFdQnFnGhaNJ1JR2nTXUys6Shcum8138e0TPHkh7q5zVL28mLvZOhhJLWwve+PFphkzrT2tTG18/+xN1ldqFwMLajOUbHsfN14m81BL2bzjd2VcBED4skPELBqFSqtm15tQ9xwUCAQuf0ybbHdt5+Q5iPH3z1N7RiuGjg9GoNZw7mWlQ7tGjtG7ICxc7C/dpIRQKGBKh3f3dnL9dhVQiJqwjA+h6YaWBsw2/izfRr+P9Tq+tNnCmFqEdBmRmk3Hn3w2BQICHVOuGLpcb53rSBV0y3lQAQk1Rt+7fGf6KQrC/PB5Q3Kp9wbwtbI2igNVoNBQ0an3IAXbG9zk1tOhkl2utn96e+iuKdaGxuY2S8gakEhG9/HVTUqSmlaLRQJ/ebljp6UcLUFZcT3lpA9Y25oQPMJwddVPGc4e0aajj50R26lo5su0iCrmKQWP76HX9nN6dSEVhDe7+zjzy1sxb968orOGH97QF3k+tWMCIuwqJlHIlq577gZS4dGwcrXgv9kV8QozzDTfVNnP+9ySKM8spy62kLKeS6pLaO/oJm1lIcQtwwSPIFc9AV4IHBxA5IcygG8nawYqXVj9KQLg3W1b8ztrXtiESCRk1/89djdRcwsv/ephPH15Lanw23y/bzt9/ehqBQIC9sw3PfraAjxav5cCmM0x+KLrTDmkA858fy5nfrpB4MoOy/Go87poTfSK88enlQlF2FSnncxk0WrtYG5qnw0b34uzJTJIu5DH3wSi95w6I0Pq0U9PK9KZThgW7c+RMJpm5hhdvXejt6URyXhk55bWMMtAnwFgDwL/j/c5vMM4a97XU7pBLZMaTIt4NJ4kTeW351Cq6R02iS0a1QLszEGhM/6114a/YAfzl5EJFrdrB8rI0zu9eLZPRolBgJzW7o+evITg66t5dNMnaqahvQSoW4eOk3yevC1kdOe+9/J310kdcT9W6msLDDC+ISR2B4gFD/IzykTs6OtLcICPpbDYCoYDoyffmdrfL5BzfofUAznhMd0aRvE3B7n8dByBm6WREHTJpNBo2vbMbeZuC6FmRjI25M59dqVDx7Qs/kXQ8FWt7S97ZvsSoxb84s4x1y7bywsB32PjGDo5sOs3VuHSqirS7PTc/ZwL6+2DjZE27TE5hWgkX9iXz67dH+OLh71k6/EMOrjuF7C6feme47/kJ3P/GDDQaDWte2UL870l3HBeKhLy4ajFWdhZcPZPJ+X1Xbh0LHRJIxOjetLXI+W3tvdb9TTi42DByZn80Gjj4S0Kn54ycqt2d/XHw+q2/6ZunAOGRPkgkIrIzymmoa9V7rqurDa4uNrS2ysnP1+1GCQnSWu8ZOZUmxwF6eWifO6fC8MJpSMab8LfVrgk3DT5D8O5YQ4paG0yWw1Gijd3VKk1zh926jw4Z1Wh/ayH/fyiAvxzFHdrax0gFcHMy+Nl1LVCrb9uZU66dtAGu9noLt/Qho8N6CgnUH8hOTdUGmMK6oAAGDjUuLbWqqooLJzNQKdWER/l12qf2wrE0mhtkBIZ76rX+j29LoK6iEb9QT4ZO+7NOIfHIda6eycTK1oKH3519z3Ub34zl0uGrWNlZ8PaeRJWEAAAgAElEQVS2F/Drq5/eor1VzpqXfua10Z9w4pdzyGUKBozvy8MfzmP5z8/x9dl32Vywin9e/JDnNzzAhrR/sDHzS1Ycep0XVz/K3KVTcfV1oqKgmp/e3cXzA97+f+S9dXhUV9f+/5mZTNw9JIQIBAmQ4E5xL9JCKPWn7kLlqdAW6kLdjba0UJqW4lJcA0GDBxKI+0RnkvE5vz/OTIiMZeB539/3fe7r4gIyZ07OOnvvtdZee617cbBNfN8a5jw+iZufnoJgEvji8V85dzCn1eeB4f4seGEGAMtfX4em6WpB2vyFUwDY/tuh5hCRNUy7U8zwObjpdKvvWzB8ci8kEjh5IKf5MNhReMTTy51eKTEIApw8mu9QToujcfas7QPayDA/Avw8qVdqKK+yfcBtD4mRouLMLXOsOJ0NAVnWuLMGIEDuib+bB2qjgWoXK4KD3UTFXaO/NgNgS0ZBYjYA/4/sAP7jqNQ0AhDhJItfRZN4fZRPx1j//P1te/alteKkjw1zLfsHoKisDoD4WNshJL3BSHFxLRIJdHPQQctkErh8UZwkvZ1sMejv78+F42J2waAx1ikoTmdcBmD0zFS7W/GMjWKmyZxHxrXit9n5u+jN3vzUpHacPHlniti96jByDzdeWvEw8X3sP3dlgYJXZixl7x+ZyD3lTLx7FB8deIUXf3+UGQ+NZ8DkPkR3i2zuE2AZQ99Ab7r2j2PU3MHc8uKNfHp4Mc/+9AA9h3VFrdTw2cM/sfy11RgN9rNH5i6cwvQHx2Iymli+ZE07r3Hs/MHE946hXqHk5M6r7Szik6PpP7Ynep2BY9vP2bx/TGI4Ccmd0DTpyDnVPr4eEuFPYnIn9DojuWYFbW+eWmCZD1cuOo5TJ5n7QhcU2t4BSCQS4s39JyzzuKPoHBKARAIV9SqMRus0HRY4IyNAJ/Mar2xqxOSkRx/pJX6nSus408gaAtzEZ1MaXfu+BbZkNEnE9ywRXHvP9vCfMADXP1epDer1oucTJHcunFOjES17cAfCPwBGO6lk1Q3iVjrMv2NNY1qislqcMBE2OjIBVFWpMAkCoaG+dpkdAaqrlGg1egKCvJ3u72s0Gsm7WA5gNe8fINdM1WzP+6+vVnHlTDFuchkpLQjRGmpUnDlwCZmblBGz25eyb/p+DwAT7xxJop2DcICasjoWTVtKwbkSohLCeeef57nvvVuI7ma7FsTWGEplUgZNS+G1NU9xz7vzkblJ2fTNLr564leHvDPzn5tOUEQABedLOHuwdXa0VCpl9M1iCm1GizAQwMCJYnOfrL32D2Mt7znntPUD1gRzY518szK3N08t6BwnKpHiQsdeapQ5c6y8wn4cPcLc2a2q2jXF5yaTEuTjhSBATaN979sZGQHkMhm+cneMgkCDzjkOzUC5uFbqdY5DgdbgbaaAaDLaD685gi0ZBUQdI+HaDIw1uGQA0tLS/NLS0uLT0tISLH8sn6Wnp19bOZwTqNOLkyXQ3TklV6sRBzbY0/mm5wCNjY02P1MoxcEOcbHtI1xdOOF2DEB5ubiVjXRACQxQXCAu7hgnOOQtqFHUUV5Yg8xNSufE9hlS9dUqKotr8fCSE2PlcwtO7buIIAj0GpKAZ4u2lEe2nMFkNNF7RBL+wa3lrFcoObzxJBKJhCltMoLawmgw8ulDy6hXKOk5rCtvbX3OqXMCe2MIokKf/K/RvPr3k3h4u3Ng9VF2/to+F78l3D3lTDC3R9z284F2nw8201hk7blAU8NVxZZi5tE/eygXnZ08+67mIqycU9azPuJ7igbvygXRcDuSESDGXIhWUuCEAYgUPdFyB2mjYebxrHTRAMDV9aNosK88nZHRAoujZ1n3jhDgLl5fp3fRAEhFvdJkci2EZIFtGb0RkCJBDYLhmn5HW3TIAKSlpfVKS0s7CdQDueY/OeY//2OoN1v2ALlzDdvrzBMhsIMN3iMjbXuWNebc5RC/jhkVC3R6A/VKjegFBdg2IhVmLywywvEWuKxYPJeIjnW+0lmnlCII0DkxzGru/xXzAXRi7+jmQ11rOJshMiKm3tC6Wcjx7eJh5bAZ7VNSM9adwKAz0n9CMuGd7WdS7fvzCNmHLxMUGcDT39+Hj5131hL2xrAlegzpyv0fiCUsv7z6F5pG+8pg/K3DkMllHNt2BlVt64UbHBFAzyEJGHRGTu3NbvFzf+J6dUKn0XPppO2c7m7mit3LZ61TFMT3EGUqMNcLOCNjSJgvHp5y6uvUqJT2ZQsK8sFdLqO+Xm23IMziuFTVXIsBENdPtdK+AXB2HIHmRI86Jw1AoDmSUOfiDsDLvANQX+MOwKaMEik07wKcN4TOoKM7gK+A3YjcQA1AEGLe/13X9akcQGcSraCHk82Yteatladbx7Jey8vLbX6m0YnP4NWBhuqtvq8Vv+/p4daObK0lLAvQx0azkZZoVImG0c/J8A9AcZEoY2Co9V2Isk6c1MEODJCFtz8qofUuodq8g4lLbp+SqigRvdEeQxxTc+efEb3haQ+MJcAOt39b2BvDthg1dzAx3SPRqfWUXrZ/4BYY7k9UQhiCSaCmvP2Bo+Ugu6ZNGCUqXkztrFfYVprB5krvxnq11XBUoFnxNjaICssZGSUSCX7+oqJrarRekGaBVCrB27yL09gxAN5eYi2IZS67Asv60erth3g6Mo4e5oYwWifDRh5mKnmdybnr20IuEWUwCK593wJ7MgrNGfv/izsAIAX4d3p6eh0gSU9PrweeA964rk/lAEbzopA5mRtsud6ZmoGWkMttd9oymrnlHdHO2oLBIH7fGkWz9esc/x5LcZBc7nxHMsucdbfRVUyrFhWAh5f9rmMWCmZv39aGyhIC8fZvf/6irBG9Gb8gx958RYFYqBMV7xz1hwX2xtAaIs33r8h3XBjkFyh6ZRY5WsIib8sQEIi0E4Dd1FOpTIrcXYYgiL0N2sLdU1QGls+clVHuLs4LgwNlC1fnpcHOoXjzNQ4OcO3+HnMGncFGrwYLOjKOlnVuFJx7LqlEvN7kYga7BMv3XX8P4EhGy5q+NiPTFh3VXhrA8pSKtLS0WPM9XKuEchGWgZVJnHv8jl5vQYCdtFGjucjIGSpbazCYvRNHil3fAaWu03XcALhJRU/P3QYLqSVW7ai3ryUl0atN5yqLAvSxwhjabACCHWdnleeJKXIR8c5XcoP9MbSGSPP9Lb/PHvzMBV3K2vbevEXexnYGQDSQapX9A0rL+9Za8cAtxlqr0SMIgtMyWuaFXufYi3STi/NSr7et1JqVt8F1xWdxoIw2GtFY0JFxtKxzR/e8er3oSBqcNBhtITV/3+Ti9y2wL6NFT1zfMquOaq/9QJr5338BWxCbuF9rR7D/KFzte69Q2PYCnU0xswXL1x3tYTpSnNJc+doB2oSGhga7X7Gk5zmqxDTaUAIGnW2PRWfuKuWMjBZDou9gJyp7Y2gNFq+6reduD/YOdA1tPHiJecQdeeESc1jQZM27FoTm8TIZBadltIyhra5f1q51ZmyuZS04+3s6Oo7gvEdvGRNXdavkOpEfOCfj/6IBSE9PT0tPT//Z/N+XgHeA74Fbr+tTOYCXzBx7NDkXD/OWi95tk6FjysOeRfbxED3nJhdb4/maKR1UNgjCLPAze9TKBscHVAHmUEqdg2rPlojqLHq81RXWi3lCzSmBVSX2c5A7mT3n4jZEZrHmlMUrVjhjupo7gl3IvOzwOUfMEVMrN3zVjpHcLjriOTZUq9jz+yHz77Pf1N5kMjU/d1czO2ZL5Jnlje3VOlOpKEeM83ZKsL2TaVJpUNWpkXu4WQ2P1VQpEQTx3EbmJnVaxjrzjivAiZBbg9kA+tvp8qYyF6r5OXE+ZQuNGnH+W9aTLXRkHC3r3NvNubCR2ihe7+Xk9W2hM4kyyKWufd8C+zJa9ITr79oaOpoF9Kzl3+np6ab09PTf0tPTvwYeuq5P5QCWgXJWoVsmQqO+Y8pap7OtnH3NDcyVavsK3OYzecmRySSoNfrmMI81BJgPdOvqHXukQaFiSKK2A2l5/iHiAq8qs145GWlOKa1wwPoY20NU9AXZrWlxE809gnNPti8P6WPufXx2vy2m8auY8fB4ZHIZh9efoPSy86Rb9sawLbZ8vxutWke/CcnE9bZfkFZ4oRRlTSMhnQKJshKWsnQ469qmR7Ll/XTpaZtAsLJIzOaKiAlqVVBnQVWpOFZhZuPsjIwGg5H6OjUSqcShAdDrjTQ26pBKJXaTDxrMYSx/X9eVkmX9+Dropd2RcbSscx8nzw2azAbAW+aiARDEZ/OQuNYPvPk+dmSUIDqAwv+mAQBetfHzRdf6IB2Bj3mgLAPn8Hq52VvvoAFQq20rXT/zhFVpXDMAEokEf7N332DnQNBiAOrrHXv1QeaYdK3C+VQxT18xLlxdUW81jBNurvasKKyx2VQdrio0Cye+Bd3MXn7Oifx230kaEI/cQ07B+RKrmTQtEdIpiBvShiAIAj+99Cd1dugUWsLeGLbE+YwctvywB4DZT052eL2lnWSfUd3bhccaalSUXalC7uFGbItahfpqFXWVSjx93JvfqzWUm41thI16jqpScTdmMQDOyFhXI86fwEBvh9QlFu8/IMDLboaa0jxv/X1db1JiWT9+XvaVp7PjCFfXuWXdO7z+Wg2AeQfgLr02A2BTRkEALGdG19cAONsT2NKxWpaWljaW1qHrBMA1MhAX4W/O2611krsjwJz/X63pWKGGvdzjQB+z59zgel5uSKAPtfVqKhQqQoKsVxSHm7t5lZU5VniR0SITYmG+AkEQnGJQ7BwbTURMIBXFdeRll9G1d2seHl9/L0Ii/akubyDvfBmJva3z9HRLjUUikXA2I5eGahX+5lTFnkMSkcqknNqbTUVhNREtaC/cPeWkjunB0X/O8Mtrf/PUN3fbfeZZT0ziwN9HOb3nAk8OXczMxyYy/cFx7TqJtXonDvLHiy+Vs/KNtRzfdgaAvmN6tuoAZg1VxTVs/EY89ho4qX1v5h0rxDBSz8EJrbp7HdokUmV0TYm16tlbcMHM1xObZJ0fPsdMAdEpXnyXzuTIF1wR48sRnRyHUkrNu8FQG6nBFlSYm9wEB7peDKlQiuvHsp5soSN1AJZ1HuBk3Y+lAtjfybqitmg0icbVU3pt3bpsy9iIBAEBT5A4n+DhDJzdAfxo/uMJLGvx/x+Ae4HHr+tTOUC4p6gsKzXOhTqizL02y5zoKtQS9vJyO4eKudol1a43gYg1t1MsKLEdXomKDMDTU46iWkVdnQMmx0h/goJ9UNZrKC1yjpq2vLycvkPFQu6sDOux+IHjxOKuIzvOW/0cICQqkH5jemDQG9n159FWPx85uz9Gg4l1X+5o973bFs3Cy9eDzE1ZbDbTQthCZFwY72x7gQGT+qBp1JL+3kaeGraEnb8dtMnhY2sM6yrr+e7ZlTx7w5sc33YGD2935j0/nWeW3W/3GXQaPR8/uAxVXROpY3syYFLrwvcmpYbNZt7/WY+Mb/65IAhsNxuGCQuG2ry/yWTi6C5xdzFwbI92nwuCwCnzOKUMS7ArY0tcNBf0de/tuHr68mUxAyox3jZFOUBBiTjH4qKdrzxvCZVGR61Kg7ubzCGlirN1AEqdlka9Hk+Zm9OFn+VmPeIst1hbNBhEQ2jhBHIVtmSUIr5nAdfesz042xEsPj09PR5YYfm3+U9Cenr6sPT09PXX/cnsIMJDHKgKZw2AmSCqvLFjBsDd3faWLibETCN7DQYgzmwA8ktsK2upVEKCeSFevmI/S0AikdC9txiKybbD5NgS7u7upA4XPd6sDOtdoAaNFymij+y4YDdbY+LtIpPlzt8Pt1LIsx+bgEQqYd/qY1QWtSYYi4wP4+GPbwNgxVvrOX8o1+7zxiRF8vyvD/Hq30+SkBpLbUU93z2zkufHvc3qj7Zw/J8zlF2pvJq+6u6OIAgoa1RcOV3I3j8Os+zFP3hiyGJ2/noQiUTCxLtG8lnmEuY+M83ubgLg51dXc+VUEWGdg3nsszva7Vj++eUAjfVqegxOoNewrs0/P5uRS+mVKoIj/Bk4oZfN++ecKqauSkVopwDirJwTlORVoyhvwD/Im3jzuYu9eWpB9hlxPvRwwgDkWgyAHeoPk0loNgBd7LQytQeL8xQT4m831ATOyQhXnbwoX1+ndsCCIDTrkXCXDYC4Y/KXXZsBsCWjRBDfs0lyfXqZt0SHyljT09PvTEtLkwNDgU7p6el/pKWl+Zg/u741ynZgsdTlHTQApY0qp0MjAH5+titOY8w9AEpqGjAaTS5RQlsWTp4d1kUQF+L5C2Xk5FYwoL/95vM9ekdzeF8u504VM36aY1omPz8/ggeGIneXceV8GdUVDYS0qfrt3i+WwFBfKgprOH8kj+QhCVbv1XdkNyK7hFBeUM2B9VnccJOYSRMVH8bI2f3Z//dxli9Zx8Jv727Vq2Dw1BRmPjKe9V/t5MP7fuSpb++mz0jrzKQWJI9I4q0tz3Fo3QlWvb2e4ovlpL+3sdU1AaF+NCnVSKVStFYO6wdO6cuti2bZJZOzwGgwsvLt9exaeQi5h5yF39+Lb5uwXXm+gk3f7QFE5lMLBEFg7TdiH4DxC4bapdTY9ddxAIZOSrY6T4+ZW4P2HZrQrDTtzVMAdZOOKzkVSCSQZIPwr+Wz5pqroBPsZCqVVzWg0RoIDvB2+QygUGHu6+FEPw1HMlpQanbyonycI2ms12vRmgz4yOT4urkWw683t4L0v8YdgC0ZJYIYIRAk/0s7AAvS0tL6IDaH/x4xBARwA2JY6H8Mlj4AeY3OhTmCPT3xd3dHqdNR2eR8imR1tW3F7O0hJzrYD73BRG6FazzgSfFhSCUSLuVX0WTnMNnCz37suGOi1X5D4gA4nnEFtYMUUxBl9PCUM8Dca3hb+vF218jcZEyYL3aSWvHhNuu56YhMmLMfFo+LfntnYyve+7lPi/11j+84xw8v/dnuQHn+89MZNLkPjfVNvHPbN2xdts9hbrhUKmXEnIF8dOAVHv/qbqY/NI7eo7oTHhuCzE1KvUKJm4cbWrUOb38vOvfoxNCZ/Uj79wze3Pwsz/3yoFPKX1XXxHt3fcem7/Ygc5Py8Ee3Et+7NbVFdWktb932DY0NavpP6EVyC+9/1x9HOH/4Mr5B3nbDP3nnSzmw8RQyNynj5w1s97lBb2THarERzfDJV3cR9uYpQOb+XAx6E92TO+HjIGOnoLCGqioV/v6edO5s2+M8Zc5m6p7YscrslrhQLO40kqIcKzZHMlqQW2vu0+Fk57+8RnHtxvo43ymwLar04s48RH5t9bC2ZJQK4rs20bH+1s6go27r18Cr6enpPQBLSs1eYOR1fSoHiPMJxE0ipUTdgNqJVFCJREL3YHFwnG0WDRAUZH/L1TvW+Z6m1uDr7UFSQhhGo8CZNumTLdG3TzSennLy8hRUVto/b4+ICqB7705otQYyD9gPp8BVGafdKnbp2rnmJOrG9lWq0+8cRnCEP/nZ5ezbcMrm/UbfNIC+I7uhqmvi0ydXNBc8hXcO4fkf78XdU87uP47w6xvrWyl4mZuMp7+7h1mPTcBkNPHzq6v57rlVzRQT9iD3kDPy5kHcueRmXvnrCT4/+jq/FX7K16fe4tV1T/BTzlJ+ylnK0r0v8/T393Hzwql0G+Bcw5yC8yUsuvEjTu/Nxi/Yh0WrHmV4m3aWdVVK3rr9WxQltXTr14XHP7292XvPP1/KL2+KEdK7F8202Q5SEAR+/eAfBAGm3DqECCtZQod3XKCmUkl0fGhz/B8cz9O928UzhdET23d7a4sj5l7AgwfG2aU5OWmuc+ifbL95jz1Y1o1lHdmDIxktuFgrrm/LeneEyyrRAHT1dV15V+pEQxbu3rEq9bawJaNUEN+1SeL6u7aFjhqAZOA3878FaA79uEaJ6SLcpDLizBb7cqNz3ndSkLigsmudNwCOUs96x4oW2VUDAFcX0Mlz1pkfAdzd3eiXKualHzlqu1m3BTdMFA8P95kXvj1YZOya3InuKTE0qbTsWd9ewXt4ubPgqQkApH+206qRANHYPvzBfIIi/Ll4LJ+V729u/qzH4AQWfns3bu4ytv60nz8+2NLKCEhlUha8cCOPf3Encg85u1cd5unRb7Hnj8NWOXHsQSqTEhwZiE+IJ95WaCgcQVFay0+L/uLFqUspz6sitmcn3t78LD2Hdm11XUO1irfv+JayK1V06dWJ53++r/kcQVXXxMeP/Ypea2DsvEGMmNnP5u87uuMC2ccL8AvyZvYD7amxBUFg029iQ/pptw5uFR6yN08ry+q5cLoEdw83ho7uavM6CzKP5AMweLBtA2k0mjiVLZ4p9LeRFeYITVo9l8trkUkl9Ih2rDidTQO1OHiW9e4IuUrx+kRf18IrJsFElV5c/+Fy13dDYFtGKaJu+P+DAcgHWpVIpqWlDUakhf4fhcViX2xwrkS8Z4h4kHrWydZyABoHdLJ9uogDnpVX3kwO11H0N4cSMk8V2i3RH2JekPv25zgMjQwd3Q13DzfOnyqh4LJ9eVvKOO22IQCs/+UwKitUCMOn9aFr3xjqFCp+emuTzecIDPXjqc9uQ+YmZcvPB1j14dbma1Nu6METn92BVCZl3Vc7+eSR5TS1oSceMXsAr697ioSUztRW1PPNM7/z2JDXSP9gs8N6AXvyOYIgCFzIvMzHD/7EE8Ne55+f9yMIApPuGsXra58iLKa1ksg9WcBLN35MUXYZnRLDeXH5A/iaaarrq1W8ecd3VBbVEJ8czd2vtW+FaUFNRQPL3toEwNxHxlrlTTq0/QIFOZX4B3szYkqy0zL+s/40AIOGJ+Lt4IC7sLCG/IJqvLzk9LFzWHzmYhlNaj3RkQGEhzjPzNoSp/LLMQkC3aJC8HSCUdeZcaxRqylRqfCQyZwOAV1Uivqjq59rO4AafQ16wYC/zA9v2bX5wbZklJpEJlyTpD2j7rWiowbgFWBTWlraEsAjLS3tRUROoGsuBEtLS5uSlpZ2MS0tLTctLe0FR9f3CRRjt1l1tkMnLTEwQjz8OlFZjt5JmlhHucexoQFEBvpS16jhfJHzhqUlusWFER7qi6KmkTMXbcsyeHAcfn6eXL6i4FKO/UpYbx+P5gPgv347YvfaljIOGN2N7ikx1Nc0svzD9imbEomEB5bMxMNLzoGNp5sbxVtDUv84Hn5/vqjov9nNz2+sb477D5rSh6e/uQsvP0+ObDnNolmfNFMnWBDfO4Y3NyzkkU9up0uvaOoVKv7+9B8eH7qYD+75nq3L9lF0scyhMXQ0hlq1jjP7L/L7uxv498T3WHLzZ2RuykIigeGz+vPu1ue45625rbKDTEYTW5btY3Hal1SX1tGtfxdeXvkQAeYOWdVldSxZ8DUF2WVExYfyzNd32mRbNegNfPbcnzTUNJI8JJ7xc9tTUNRXN/LzB9sAmPfg6HbEfbZkrKtpZPtGsb5hxjzbuw8LNm8VezfcMKqb3e5zOzPE9h+jB1lPBnAGB7PF86yhSc4pNWfqADLLxV1Jv/BIp5h/NUYDFxqqkAC9/V3z3gu1onLu7HntytmqjEIjMooRcMMksZ8A4go6ygW0EZgMhCH2BYgF5qSnp2+7lodIS0uTAV8CU4FewIK0tDTbuXJAvyBRoWfVOmcAwry9SQwIRG0wcFrhXMjGUe6xRCJhZE9xUCwTuqOQSiWMH9YNgB0HbVMieLi7MXG8GNrZtPmsw/vOTBuA3F3G0YOXycu1LW9LGaVSCQ8smoa7hxsHtpzl6O72rQtjEsO5/7WZACx/f2tzu0hrGHFjKk9/cTtuchnbfs3g2xf+ak4PHTixN2+tf4rOPaIou1LFyzM/4adX/0bVouJZKpUyeu4g3v3nOV5b/QRDpqciCHB821l+fnU1z41/l4f6LeKzR39hx28ZnDuYQ9HFMhqqVc0H1Rb5dBo9itJarpwu4uTOc6z+eCtL5n7Ovckv8NaCr1j3xQ4Ks8vwD/Hlpicn8/nhxTzx5V3tGtTnZhWyaPanLH99HUa9kSl3j+LVVY8QHGFuo1igYPGCbyjLU9ClRxSvrnyIkCjb3ujKj7ZzKauI4Ah/Hn9vbqvsKBB3JT+8swVVvZo+Q+IYOyvV7hi2xLo/jqPTGhg0PIF4B/2klSoNe/eJin3qVNvZY01qHRnmqu5xwx2HlKzBaDKRkS0qTsv6cQRn6gAyy0QDMCTKcaorwNn6CgyCiW5+ofi6WASWrxHXfazHtStnazLKBLHmwyRJAMm1cQ1ZQ4fSQNPS0tyBm4BJQCegBJEW+lx6erpr7XREDAZy09PTr5h/zypgFmCz8ijRNxhfN3fKNErKNUoiPR1vRYdERXO5vo7DpSUMiLCfDgfg6UQP4ZE9Y/nr0Hn2XyjkwUkDnU4xbYlxw7vy+4aTZJzI56EmHT7e1tPRJk9KZu36Uxw6fAWFQmW3UjMoxIdJN/Zl0+qT/PnLYZ5/Y6bV69rKGNUlhAWPj+WXpdv54Z0tJCZ3Iji89bsdPq0POaeL+GflET55Jp0lv95LiI2WlQMnJPP89//iw4d/Yd+a4zTUNHLfG3MIiRI5dN5Y8wTpS7ew9ecDbFt+kMObTjHz4XGMXzC02euWSCT0HJJIzyGJ1JTVcXpfNmcPXOJcRg61FQ1krDtBxroTrX6vRCrBP9gHrVqPRCpBbaMLlkQiIb5PDMnDk0ge3pXeI7sjt0KNXZJbwbqvdnFgzXEEQSA4KoC7X5vDoClXK4Gz9mbz7Yt/UVelpFtqLM//8K/mkJA17FufxdYVmcjcpDy5dJ7VA+Ld605xfF8O3r4ePLBoutV8eWvztLpKyQ6z9z/3jiE2n8GCHTuy0ekMpKbEEBNt+8B1/9E8dDojvZMiiQxzLe3xfFEVtY0aooJ8SYhw7nDX0VoUBIHMMjFWPtRJA2BxHlMDHesCWyjQiJ3d4rzs97N2BtZklPVueskAACAASURBVAmiUTZKul3z/a2ho+2svga6I1b+FiDuAF4GooF7ruE5ooGWDVCLgXaz9rXXXsPNzQ2j0UhqaiopnSM5WF3I9vzzzIhIoqGhgbCwMGpqahAEgbCwMCoqKvA1VwInmknhtl25zMzQCEJCQqiqqsLf3x+j0UhjYyORkZGUl5cjl8uRyWQUFBQQEBCATqdDrVY3f+7u7o6fnx/+goZAbw9Ka5TsOHKa0ak9KC8vx9PTEy8vL2prawkJCUGpVKLT6Zq/7+Xlhbu7O/X19YSGhtI9PoSLedWs3Xaakf3C8PHxQSaTtZNpyOAuHDqcz68rMrjz9gGoVCoiIiKoqqpCIpEQHBzcLNOICXFs33iaE5n5bF57mNTBsQQEBKBQKJplqq+vJzAwsJVMSYNC6dE/huwTxbz12Ape+fY26htqWsk068ERXMwqIP98Ba/d8SN3vjKOuB6dWslUX1+PXq8naWAs97w7g59f3kzW3mwWTl7K7EfG0n9qN6RSCfOem0zSyM5s/HwfuSeK+O3N9az5fDvD5vRlwNReJPVJaJbJJDcSPzSKYbP7UVZWRm2pkuKzlZw7dJHGWi0N1SqUNSqa6jXUK1R4eLujUWqRuUnxC/HFN9AL70BPYpOiieoZQs+hXQmNDG4eJ0VNVfM4lZaUUny+ikNrT5G1MxtBEA+XR8/vz4JnZ1CnrEWhUNCgaOT397dydr9YSNe1XwwLv7md6roqtAZx7rUdpxPb8/jjE5HZdM4jI3EPNKHVapvnXkBAAJm7z7LsvT0AzPhXf3wDPSgoKGgep+rqaoKCglCr1RQUFDTPLQ8PD376/BB6vZGBw+Nw9za0+rzt3CsvV7BmrWhABw2MQKFQWJ17wcEhpG8UrxvWrxMFBQU255619WSZe+szxfeUEh2ETqdrNfdayqTRaJq/LwgCDQ0NNtdToU5LZVMTQe7uRLl7UFpail6vb/7c2nraUyoq1y5GeXMKpr311FYmk5uJIk0xEiQEaAKoVFVa1RG2ZGqrI5qamtqNU5TPSXADtT6O0irHMlnTe/Yg6QjffFpaWjWQaO4IZvlZMKL37nKVQlpa2lxgSnp6+n3m/98BDElPT3/Mcs3OnTuF/v1bp9+tLT7Pm+f3MCI0lk/7z3D4e/QmE5P//J16nZZVM2bTzUGmQEFBAV26OLbsP+44wW/7TjOuTzyvzLvB4fXWcCa7jJeWbsbH250f3k1rpotui9LSOp5cmA4CfPThPDo7qMLcsiaLX77eR1CwD+9/dyt+bQ4YbcnYUNfE4nuXU15US8rwBJ5dOg9Zm+Y1qvomPnhsJTmnivH28+SZT2+h58A4m89SXVbHL2+s5+j2c4DIIHrvktkkmemUBUHg5K4LrP1yBzknrvbMTejbmWEzUhg6PZVQO95pSxj0RlS1jeTnFdCtRyLe/l5O7c5MJhMXj+ZxaGMWmVtO02Bu3ejmLmPMvMHMeHBsM5+RQW9k6/KD/PXZdrRNOjy83Zn7xESm3DmiFQdQ2/v//tF2Ni0XaSHmPzGeWfeNandd8RUFi+9bTpNKy7RbB3P7U+PbXWNB2zHM2H2Jz97Zipe3nKXf306IgxaaK1Zm8vfaLHr1jOL1xTfafE+7MnL4eNk+osL8+OqNuU51qWuLhiYtaR+mo9UbWf7EHDqHOkfz7GgtfnQskxUXznFLj148N8h2rYUFCm0TU/f+jFwqY8eYe5ymjm6J06qzLCv7mXjPOJ7s/JjjLziANRl9dXORCUUo5T9jkjpO47WGEydOMH78eKuD2tERLAfa7mm9AOcC8bZRArTk340x/8wuRofFIQGOVBejMjguepJLpYyLFV/w9nzH6ZQhIc5lBtw4qDtSiYS95/IdNre2hT49oujTPYrGJh3rzQrSGjp1CmTihJ6YBIFflh9yeAg6eWZfuidHUVvTyPef7Gp3vS0Z/QO9ef6TNHwDvDiVcYWfl25r913fAG9e/v4uBo3vQZNSwzsP/sqhrbbPJ0KiAln41Z08993dhMUEUZhdxmvzv+a7l/6iTqFEIpHQf3wvlqx+nFdWPcKI2f3x9PHgyukiVry9kcdHvMmrN33G2i93cubAJZS1tovP3eQyAsP96Zocj0+At02lZjKZKM9XcGjDSX5evIbHhr3B6/O/YvuvGTQoVETGhTLn8Ql8uv9l7n1rLhGxIQiCwPnMK7w05zNWvLsJbZOOwZN68+HWZ5hx72ibyl+vM/DFC6vZtPyQWFD21hyryr9OoeL9p9NpUmkZNCaJW58YZ+VuLd5rizFUVCr58XOx6vi2+0Y6VP6VlUo2bhJDRXfcPsTmezIaTazacBKAW27s55LyB9h6Mget3sigrp2cVv5gfy2aBIEdBfkATOriXH3Hvqo8BGBIcIxLyh8gu0k8I+vuneTS99uirYwSoRqZUISAF6b/rRBQCyZQgF+BrWlpaZ8jhmk6A48Cy6/xOY4C3dLS0uIRFf8tONFkJtjDm5TAKLLqyjhYVcDkKMcvaVJcAmtyL7E1/zIPpfZvbudmDUql0qltVHiADyN6xrL/fAHrjmRzz/j+Dr9jDbfO6seL75exbsdZpo7pSZCN5u7z0way/0AuJ7OKyDh0hRHDbbNXSmVSHn1+Ev9+eCVHDlxm+4YzTJrZt/lzezJGdg7mmaVzefvRlez8+yTevh7Mf2RMqzi0u6ecJ5emsfz9rWz7/QifP/8X+dllzHt0nE1F2H9sT5KHJrL2691s+GEvu/88yr61Jxg0MZlxaYNJHpZIr6HiH51Gz8ndFzi0MYuTO8+Tc6Kg1e4gINSPmKQIQqODCI8NwdvXEy8/T/Fvf08aGurx9vRFrdKgVmloUmpQKzVUFddQfKmCktyKdh29QqODGDYjlWE3phKXHN2sFBsb1BzckMWuP440016HxwRz92uz6DemPXFbS1QU1/DF86u5fLYELx93nvp4Pn2Gth+3WoWK95/8A0VZPYnJUTzy+kyHPDmWMdTrDHz+7j80qrT0HxLH+On2qUAEQeD7Hw+g0xsZPbIrSd1sV5puO3CJsiolnSL8uWGIfbZUWzAYTaw9kg3A7MEd82btzdOsygoqmhqJ9PGhT5hz2Ty7K8Qw1A3hzhmMthAEgexGUZYePvZpS5xFWxllJrEexyjpDZKORuudgzN3/dHKz15q8/8HgfdcfYj09HRDWlraY8A/iN2Pl6Wnp9t2g1tgQmQiWXVlbCq96JQBGBARSYS3DyUqFZllpQzrZLu4oiNNKOYN68X+8wX8ffgCc4cl428jhGMPvZOiGNgnhmNnivnpryMsvNd6OCnA34vbbx3Cdz/s59vv99E9KcLugXB4VAD3Pj6WL97bxs9f7SWiUwApA8WdkCMZu6fE8MiSmXy+aC0blh+mqrSeh16d3qpHsFQm5a4XphLWKZCVH29nw7KDXDiazwNLZhFjI/vEw8ud+QsnM3JWP1Yt3cLxXRc4vPk0hzefJjwmmDHzBnHDTQMIjgxgyNS+DJnaF02jlpO7zpN9LI+808UUXiyjXqGkXnFtbORBEf7E944hvncMqWN6kGimtgbzQj+Wx670I2RuOdNsLHwDvZl853Bm3j/Gbr9kQRDYtz6L5e9tRa3SEhoVwDOfLaBL9/Ypf/mXKli68E9qKpVEdg7i2aXz8HDQixnEMRQEge8/2cXFs6UEhfjwwMIJDkNe/2w7z4mThfj6eHDH7bbDJvVKNctXiym/t88e4BLvFcC2U5cpq1XROcSfIUkdK2qyN0//uiQq4mnxiXYdOgsqNSoyq4txk0gZ46IBKNaWUGOoxU/mR6yH/eZBzqKtjG4msfDPIHXNoXQGHToD+N+EtTMAgDqdmil7f8EkCGwcfYdTjH4/nsniq6wT3BATy0djJ9i8TqvV4uEkpSzAc79s49jlUm4b3Zf7Jrg2aGWVDTz22t/o9EbeenYqfXtYz2gQBIF33tvK8ROFJCd34rVXptst3Qf4fVkG61Ydw8vbnTc+nUdMlxCnZczKuMznL69F3agjMTmKZz6YS6AVo5N9ooAvX1hNdXkDMjcp0+8azpwHRuPhoOFHdVkde/46xp6/jqIwNzyRSCTE944mZVQSKaO70zWlcysiNZPJRHVJHUU55VSX1FFTXkeTSvTw1UrR29dqdPj4eeHl54mXryfe5r+DIvyJSYokplskPm12Wqq6Js5k5HBq3yVO7b9IXQv6jeRhiYxLG8zAick2c/stKLlSxY9vbCT7uLhjGTS+J/cvmYmvlUKv4/ty+OKVdWjVepL6RvP0+zcTYIM2oi20Wi2b/z7NHz8dwsPDjcUfzSW+m31PuKi4luf/vRqd3sgzT09g+DDbXv3Hy/axKyOH1F6deP3pKS5luukNRu747G8q6hp5ee5oJvTtWA2BrXlarVYz7e8/MAkC62fPa6Z+t4ef807wRc5hxoYn8EHqlA49hwUbFJvYWbubkQHDmRt+k0v3aItWMgoCfrqZSKm8pvg/2D8D+H/eAAA8n7WVXZVXeKzbUO6Od6x4Feompq3+AwHYMGcekT7WJ42zh8AWnCus5LEfNuPp7saqp+cS4KDJhS2s2nCSFetOEBMZwGeL5yC3wR5ZX6/m6Wf/pL5eze23DmHO7PY54i1hMgl8+tYWMvfnEh7pzxufplHXUOW0jEWXq/hg4Z8oyuoJifDnmaU3E2fFk1U1qPnj053s+usYggBhnQK5899T6D+mffesds9oNHEmI4ddfxzh5O5s9LqrFBDefp70GdGNHgPjiYwLITIulLDoILvsmo7GUK3SUl6goDxfQXFuBWcO5pB7qgihRVV2UIQ/o2b3Z+y8QUR2sc+RD6Bu1LL+xwNs/PkgRoMJ/yBvbnt2MiNn9G0nvyAIbFpxhN8/34UgwIgpydz/8rR2xV72sGF1Biu+PYZEAs+8Np2BdkKCILZ8fOGlNeQXVDNuTHcefWSMzWvPXirjxfc3I3eT8cWSOXSKcD5u3xLrj17k4w2H6BIWwI+PznLorLSFrXFcduYUX2Ydd+jMWSAIAnMP/k5BUx0f95vGqLC4Dj2H5R5v5r9DtaGGx2MeJtHLtZBYW7SUUWrKxU9/GyaCUbpvAolruy6wbwD+M4Gl/2HMjO7BrsorrCk+zx1xqcgcvKxQL2/Gx8axrSCPVdnneWrAYKvXeXl1rLQ7OTacId2iycwp4efdWTw5w3E2gjXcPKUvew5fpri8npXrTnDXzYOsXhcQ4MVjj4zhrXe2sHLVERISQknpa7siUSqV8MhzE1FUKrl8sYK3XlzLQ8+1P4S0hc6JYbzx0118/PxqLp0u4dV7lrPg8bFMmd+6/sHX34t7X5nB6JkpLHtzIwUXK/jwyVUkpXZm7iNjSR4Sb9MQSGVSUkZ1J2VUd7RqHReOXGn2xMvyFGRuPUPm1jPN18vcpITFBBMY5kdIVCBePh54ervj4eOOp7cHGq2aU7I8NE1aNE06NI1aNE1aaioaKM9XUK9oTykuk8voPjiueecR2z3SKa9X06Rl51/HWf/jAZS1YjLA+HkDmP/kBKtef0NtE9++sYmTZtK+eQ+OZvY9wzvkYZ/IzGPVj2Jq5q33jXSo/AVB4Lvv95NfUE1khD/3/Gu4zWubNDo++/kAAHOn9nVZ+TdqdCzfkwXAXWNTO6z8wfpa1BmN/HlJ5Luam2T/DMaCE7WlFDTVEeLuzbAQ14q38jUFVBtq8Jf5Ee/pWgjJGlrKKDftA8AgHX5Nyt8R/k8YgGGhsUR7+VOibmB/VT5jwh1vL+9I7sO2gjz+upTN3b37EujR3lt3tglFS9w/cQBHL5ey/uhFpg9Momtkx7Nj5XIZT9w9ihff38TqradJ7RVNSk/roaD+/WKZMzuVNWuz+PDj7bz71hw6dbJdeerhKee5JTN4/dm/Kbyi4LM3d7HovZsIDXeO0yUg2IeXvryVXz/awc41J/n1ox0c33uJe16YQqcurbMYuqV05s3fH2D7H0dZ890+LmUV8fYDy+ncLZwptw5h+LQ+dkNDHl7upN7Qg9QbxMVdUVjN6f2XKMgua/baq8vqKc9XUFlUg8noOLOrLeTubkR0EXcTkV1C6T4wjuQhiXh1oNF5RXEN234/wp41J1GbG6UnpXbm1mcmkZTSPj4sCAIHt57jt0920lDbhLefJw8umsagsR07TDy4+yJfvb8do9HE1DmpzJjrmO5h/YbT7NpzEXd3N555egJedt7/tysPU1bZQHznYOZO62vzOkdYvucU1Uo1PWNCuaFXnEv3sLYWN17OobKpia6BQQy1c5bXEisLRG6km2J6OUUXYQ2HGsTY/ED/AUivo3JuKaPcJFKx6KVjr9v9reH/RAgIYFXBaZZePEC/wCi+HzzHqXs+vvMfMkpLuK9PKg+ntr93R0NAFny+OZO/D1+gT2w4n9471aWYKcDv60+wcv1JggK8+PTV2QTZqCo1mQQ++HAbR47mExUVwDtvzsbPz374qaZaxTsvrqMov5rgUF9eemcWMV06Roh1dPdFfnhnC8o6NW5yGTPvGsbMu4ZZDV+oG7VsXXGYbb8fob5aTN/0DfBi3NwBTJw/yGYlsSPoNHoqiqqpKa+nXqFq9vK1TTrR06+uIzQ8BE9vd7x8PfDwFncGASG+RMaFEBwZYLc/ry0IgsD5I3lsXZHJib0XsSyjpH6dufFfI+l/Q5LVcS8rrGHZe/9wztz3t9eAWB5efGO7JjyOYKnvABg1MZFHnp3mcJ4dPZbPe2bK6WcXTmTYUNuOkiXn391dxieLZtPZjlNhD/mVddz31TpMgsDXD8yge7TjEJo1tF2LepOJm9b+RWmjindGjWFSnGOnr7CxjpsPrkQulbFh1B2EeHS8l7HGqOHVvCXoBD0vdfn3NVNAt4RFRqnpCn76BZjwR+m++ZopIP7PnwEANBp0TNu3nEaDjl+G3ExygOPmCVmVFdz7zyZ85e5smDMP/zaHTI2Njfg42VmoJVRqLXd+tobaRg0v3DSSyakucqYYTSz6cAtnL5WTnBTJGwun2DwPUGv0LHplHfkF1SR1C+eVl6fjbYNSovk5lRrefXkdudkV+Pp5svC1afSyE0KyBmVdE79/vps9G0TPKrJzELc+MY4Bo7tZVUh6nYHMbefYuiKTK+Y+tVKZhOQhCfQb1Y1+o5OscuG7ClfH0BoMeiM5p4rI2p/Dsd3ZlOWL1aNuchnDpvRm8m1DSOhlfafWpNKy8bfDbPotE73OiK+/J7c+OZ4bZvTpkINgMpr4/adDbDA37rntvhGMm97DoYznzpfy5lub0emNLJg/iLk3215LVwqree7dDeh0Rh6/aySTRrmW5igIAs/8vI2TeWXcODCJhTNth5scoe04rr+cw5KM/XTxD+DPG+c4FVZ678I+/iw6y8zoHryabL+2whYO1mXwZ9XfJHol8HjMIy7dwxYsMnoYvsXTuAyddCZq+cvXfF97BkC2ePHia/4F/xPIy8tbHBVlm7PDXSqjQa/hdF05NTq1UymhkT6+nKwsJ7+hHr3RxPDo1spPoVA43Yqu1bPI3Qj09eTAhUKy8soZ1yceX8+Oh5OkUgkDesewJ/MyhaV1VFQpGdqvi1WFIXeTMWhgFw5nXqGoqJYzZ0oYOjQeDzusju4ebiT08KdWoaXgioL9O7Lx9vGga48Ip5WSpZtYrwFdyD1bSllhDYe2X+Ds0XwCQ32JiAlqdS+ZTEpsUiRjb+5P3xFd0ar1lOYpKC+o4dTBXP5ZmUnGljNUldRhMgr4h/ggd4Iu2BZcHUMQFZiitI7jey6y7of9/PjGBnb+eZxLWUWo6tQEhvoy4+7hPPruzYyckUKQlaKrJpWGrX8c44tF6zh16Aomo8Do6X145sN5dE+J6ZDyVzVo+OiNTezbno1UKuHBZyYweWaKQxlPnS7m7Xe3otMbmTC+B3fePtTm762sVvLy0i2omnRMGNGN22a1Zyd1Fmsys1l3NBt/bw/eWDAOT/n1GccmvZ7n9u6kUa/nmYFDnGr+UqVpZPG5XRgFgSW9xxPsgvdvEkysrFxFo7GRGSFT6eThOoeQNSgUCvx8ffA2vIUEFWq3xxCuQw+AsrIyEhISllj77P/MDgCgWtvErP2/oTEZnN4FXKyp5vbN65EAq2bMJiHwKtWAqyEgEJXHopW7yLhYRO/YcD751xSX86dz8xW8+MEmNFoDN0/py91zrR8KA1RUNrD49Y1UViqJ6xLCq4umE2CjoAxEGWNiOrNqWQYb/hQPE0eO7859T4zF00HqZlsY9EZ2/H2CNT8eRFkn9hPonBjG9NuHMHxSL5uFYQ21jWTtzyFrfw6nM3JpUl5tNiORQFRcKIm9o0no3YnE3tF07hruMK20pXzOjKEgCDTUNHLlfCmXz5Rw5Vwpl8+WNB/mWhAVF0K/0Un0G9WN7v272JSpplLJ1lVHzR3WxPzupL7RLHh8HN1TOk4dnJdbycevb6ayvAG/AE+efGkqvft1dijj0WP5LP1oOwaDifHjevDgA6NsestKlZbn391AcXk9fbpHseSpychtyOcIueU1PPLtRvRGE4vnj+GG5DiX7mNBSxm/PHmMZWdP0ysklF+m3uhU7r/F+x8fkch7KZNdeobzjRf4rvRHAtwCeDXuJWQS196NLRQUFJDYuQwf/ZOYiELp/vd1OQD+rwgBWfDZpUMszz/JsJDOfD7gRqfu/fbhg6zOuciQyE58OWFys3fU0TqAtqhv1HDfV+tRKJu4c0wK/xrn+JDOFo6fLeb1z7ZhMgk8dOswpo+zzZZdXa1i8esbKS2rJzo6kMWvzCDYRk55Sxkz9lzi2w93oNUaiOwUwOMvTiGxe8f7kDaptOz8+yRbVh2lzpxlExzux9QFgxg7KxVvOwesljDLyX2XyD1dTO6Zkua2ki0REOJDWKdAQqMDxb+jAvHx88TDS46Hl7v5bzkmwYRgBK1Gj1atR6vWoVXrqa9WUVVah6K0jqqSOqpK69Cq27cX9Q30omufGFJGdCV1VDeH4aniy1VsXJHJwa3nMBpESuqe/WOZcccQUocndvg8yGQS2LT6JKt+ysBoMJHQLZyFr01vdWhva54ezLjMp5/vEg+JpyRzz90jbFYV6/QGXvloK+dzKugSHcS7/55uk4/KEdQ6PQ99s5FCRf01h34ssMhYpGxg3vq/0ZtM/DRlBn2dqPwtVyuZc2AFBsHEquG3uNz968vib8hR5zIzdDrjgq7/4axWqyVQugR30040sgfRul0Lv+ZV/FcZgDqdmln7f6PRqOfrATMZFOLY26rVaJiz7i+UOh3vjR7LBDOfyLXsACw4eaWMZ375BwkS3r9zIgMSnaOqtYYdBy/x6U/7kUhg4X1jGGOnJL+uroklb2yisKiG8HA/Xn5hKjFWiOPayliUX83n72ylMK8aqVTCjHn9ufm2wU5VpLaFXmfg4D/n2fRbJiV5Yucldw83UkckMmR8D/qN6Iqng3MKvc5A4aUKLp8t4crZEi6fLaG8sKZZuV5PePl60CUpwrzbiCaxdzRh0YEOlXZFSS2ZO7LJ3JlNXrbI6S6RShg8tjsz7hhCoo1zAUcoKazhO3N1L8CkG/tw+wOj2h2yW5unW7ed48cfD2ISBGbPTOH222zz/OgNRt77ZheZWYWEBHnzwYs3EhbsuKDKGgRB4L01B/gn6zJdwgL55sEZTnX8coSCggJiY2N5avcODpQUMT0hkddHOEe8+OqZHWwuu8SUyG682XeiS7+/UFPIR0Wf4SH1YHHcIryusfuXNZQUnaJn+COACaX7WgTJ9WkC/19lAAB+vHKMr3OPkOATxMphabhJHW/V0i9e4L0jhwj29OTPmTcR6OGJQqEgNNS1rIWWWLbzJL/uPYWflztfPzCD6BDXeNQB0jdl8eua40glEp781yjGDbd91qFUanjz7c3kXq7Cy0vOY4+MYeiQ1tkS1mTU6QysWpbBljVZCAKER/lz7+Njm+kjOgqTSSDrYC6bVx7h/PGrjXPcPdxIGS4ag75D463mylu9n9FEbZWy2YOvLKmjuqwedaO2lZev0+jRanR4+Xri4Slv3h24e8rxC/QiLDqIMPMOIqxToNVWjNYgCAJlhTUc23OJwzuzyc++2sjD09udkVOTmXbrYCJdPMzW6Qys/f0Y6/44htFgIiDImweeHs+AodZzzluOoU5n4MdlB9mxS6RHmJ82kHk397ep/HV6A+99s5sjpwrx9XbnneenExfj+iH8nxnn+GrrUTzlbnz5wHSn+f4dQaFQcKShnlcO7sVHLmf1zJsJ83Ycx8+qLeO+o2uQS6T8OWIBMd6uZZt9Vfwtl9Q5jA8ay42h0126hyMYGz4l2GMleulomuQfXLf7/tcZAK3RwC2H/qCoqZ6nkoZze5z9ClkQGQUf3LaFE5XlTI1P5M2RN1BbW0tQ0LVPYJNJ4JXfxfOALmGBfHn/NHxcOBS2wJIeCnD/LUOYOcE26ZdGo+eLr/Zw6LBIfjVrZgq3LRjcfB5hT8acC2V8/8kuCvPEbJdhN3Rjwb0jCI903YBVVzRwZJfoLV86fZXwVSKVEN89guSBcfQa2IXuqTEdPoOwhus1htUVDZw7ms/ZowWcP15ATQt6CE9vd/qP6sqQ8T1JGRpvlxvIHgRB4MThPH797gDlJSIdxvhpvVlw73B87aT1WmSsrFTywYfbuJKnwF0u48EHRzNmtG2myia1jje/2MGZi2X4ervzxjNT6epEpbMtHM0t4YVfd2ASBF5LG8OY3nEu36stLpeVcf++XdTrtLwydCSzuzlm4DSYTNyZ+SeXlNXcmzCAh7s6boxjDZeacviq5Fs8pZ68EvcSPrKOHyA7hKDFV3sjMkk9KvnXGK8j/89/nQEAOFhVwJMnN+Etk/PXiAVOcQQVNTQwf+MatEYjH4+ZQBeTcM0hIAsaNToe/X4zBVV1DEuK4Y1bx7lUEWnB2m1n+DFd7Pd7y439uHVmP5teSrcw7AAAIABJREFUniAIbNh0hl9/O4zJJJCc3ImnnxxPUKC3wzCXwWBk0+qTrP7tCDqtAblcxpTZKcyaPxBff9eoLiywGIOjey6Rc6akVVhH5iYlMbkTcUkRdOkWTnRCKDEJoXj7dux3djSMJwgC1RUNFF9RUHS5isKcSnLPlVJRVNvqOr9AL/oMib9mpW/B5YsVrPzhIOdOiS02o2ODuP+p8fSw05zdgoKCAhTVEj77fBeqRi3h4X48/+wk4uNsK/N6pZrFn2wjt0BBcIA3ry+cTJdo1z3/4uoGHv52IyqNjjtuSOGe8a6fd1nDo1s2cFhRxdCoaL4YP8mps5RVhadZmn2AKE8//hxxC56yjo+RIAh8XPQZhdoipodMZWKw7b4M1wK5cT3ehrcwSrqjkv8iZj9cJ/xXGgCAZ7O2sKcyjxvC4lma6hyJ1YrzZ/no+BFCPL1YNn4yMcHXLye9pEZcJEq1jhkDk1h44zCXi8QAdhy4xOe/HMAkCIwZmsjjd43E3U6q3bnzpXz0yU7q6prw9/PkoQdH06d3BN5ObKWrKhr446dDHNglcqB7ecuZPCuF6Tf3a9dkxhVo1DounSrm3LECzh3NJ+9iRSs+HguCw/0IDvcjvFMggaG+BIX5EhjiS2CoL17e7sg93HD3cEPu7obcXYZOr8VN5o5eZ0CvNaDTGtDrDCjr1dQpGqlVKKmtUlGnUFFTqaSssAZNU3vmSS8fD3r270zywC4kD4ojJiHMIU2zM7h8sYK/fsvkZGY+AL5+ntx0+2AmzehjM8OoJbRaPT/9fJDtO8VxGdA/liceG4evnYP2gpIaXv98O5UKFVFhfry+cCqRDvoG2ENVfSNPLttCWa2KkT1jWTJ/7HV5NxZsvJzDaxn78XZzI33mTUTZ4O5qiXK1kvkZq2g06lmaOtVl1s8TypMsL1+Bn8yPRXEv4CF1PSnEJgQjvvpbkQn5NLktRi+bel1v/19rAFpOgjf7TGBKlONto9Fk4uEdWzleUU5qUAjfTbvxmjz1tsjKK+ffv25HZzBy09CePDZ18DUZgcysApZ+vweN1kD3hDBefnSCzYphgNraRj79YjdnzojhlwH9O/HowxPspoq2xOVLFaxalsGZE2IHT08vOeOmJjN5VgoRUa7FV61B1aDm8rlSCi5VUphbSUleNaUF1ZgMJozG638A3BL+Qd7EJIQSHR9Kl6QIcReSFNGuI5qrMJkETh0rYMuaLE6bz0Q8PNyYNCuFWfMH2A33tMTZc6V8+90+Ssvqkcmk3JI2kNmzUu0q3yOnCln63R7UWj3d4kJ55fGJdueLI1Qrm3hq2VaKqxvoER3Kh3dPxtsBS2pHkFdfxx2b16M2GHh12EhmdXW8hgVB4LETG8isLmZMeDwfpLjGYKo1aXm74H3qDfXMD5/HsADXQkiOIDduw9vwCjpjGGqvNde9+ft/rQGAq20jA+Qe/DF8AaFOFIBUNTVxy8a11Gk13N83lYdSri8f95GcYhat3IXeaGL+iN48OGnANRmBvKJq3vh8O1U1jYQG+fDCw+PonmA7Pc5kEti89SwrVmSi0xvx9fXgrjuGMtYJtk4LLp4rY/Vvmc0KTCKB/kPjmTo7leTUjhU4OQuT0YSivIHKkjrqqlXUVqmoVSipUzRSp1Ch1eibPXzL33qdAQ9POe4ecuTusuYdgrevB0GhfgSG+RIUYt5JhPoS2TkY/6D/QIwXUDfp2Lv9Av+sO0VZsRjj9/CUM2lmX26c2w//QOd+r1KlYfmvh9m1W/T6IyJ8efbpSSQk2KYlMJkE/tpyit/WHkcQYPTgBJ64e5TdQkFHqGvU8NSyrRRU1dE1MpiP/jUZP6/r5yE36fXcuWUDefV1jA6P5KNJztGqrCk+z1sdXPPWsFGxmR21u+jsEcPTnZ+4rrw/zWjh/Zc0PIhv2PVJ/WyJ/2oDIAgCT5zYyKHqIkaHxfFhqnOTKLOshEd3/APAJ+MmMjL6+jR9sCAju4hXV+3CaBK4bXRf7h1vO4bvDOoa1Lz91U4u5FbgJpNy182DmDkh2a43WF5ez9ff7eXsWbGjZ3JyJ+771whiY50Pe125VMnWtVlk7L2EQS965p3jQhg/vTdDR3cj8D+kTJ2FRqPB0/PaziquBYIgcCWnkgM7L7Lnn/OozeGlkDBfJs3sy7ipyU6H0EwmgT37LvHrb4dpaNDg5ibl5pv6M3VyD/z8bFNB1Nar+fSnfRw/K54v3D57AGnTU65tvjX+f+ydd3hcZ5n2f2d61Yx6l2wVy5bcm+y4Jy5xOklQCLBAIBAgmw27oWdZ2gcsLdSwQAKEhBIEIQmpbonjEndbtuSi3qVRGWlG09s53x8jybKtMhrNOCHkvq65zlw6Z+bMo/c97/vU+/Hy0BM7aOoZZFaamR/fc33U9OfjQZIkHj6wlx0tzcw2mfn1tVtIMkztpur2OHjfsNX/rQVbImIEGA99/j7+t+0HhKQQn8l9gFma2MQCL4cy9Aq64NcQyaJPegpNBLHK6eJfggpiIgiCwLKkbJ7vPE+D04pZpWV+BBXCOcYEHEN2qm2D7O9oZ112HknTpIeeDLkpJvJTzew738qZlh6GPH5WFGVH/VBq1Eo2rirE4w1wvrGXU2c7OVdvYUFJJvoJcu0NBg2z89XMLcnj/HkLHR2D7Np1nkGbm8KClEmZIkeQmKxnxZpCrr1hPlqdkq72QXq7h6g61spLfz/FudMd+LxBklMNMcnqmS46Ozsxm6MjMosWkiTRVNfLK89W8fhPXueFypM0XLAQDIQomZ/Fv31iLfc+eC3zFmSjjtBdUnO2ix/+eDc7dp7D5wtSVprJw1+6gdXlBVgs3RPKeOhUC1/78U5aOgYw6tV86dPXsXVd5JbeeOi1u/iv3+2gpc9GbkoCP7rnehINsc2Lf7z6NH+pPY9OoeD/tlxPYNA25TgGxBCfOfUSHZ4hNqUV8Mmi6NyroiTyhOUprAErK43LWWdeG60Yk0Pyog98cZj24TO0dxvjMlffMVQQi5Ysirr8erelgS+e2YlCkPHYittYYL6ykcnl6Ovv54fnqtnV2kyGXs/vt99Mija2Gu3+c618869vEAiJbFlUyOdvW4MiSsqIERw+1crPnzyA3eFFr1Vx3/tXs3HV+FWoVquV5ORkHA4vT1ceZ+euc4iihEop5/ptZdx222JM0wjyBgMhjh5o5MBrFzhzsm3UKhAEmDs/ixVrClmwNI+c/KS4uIkux4h88YbfF+RCTRenj7dy5EAD/T0X00QTk/SsXFfIxm2lzJ6gReZEuFBr4em/HKN6uBgsKVHHBz5QzoZ1F8n2xpPR7fHz2NOH2X2wHoBF87J48J51URd4jaC9387nfr+THruLgvREvv+hLSQZY/tMvNrcyMMH3kAAHtm4mfW5eRGN4w8u7OfptmrS1Xr+uPouzKroLJKD9kP8tfcZDHI9X8z/PAZ5bMgEL4c6+Hs0oV8QEopwKp/EOmCLy1x9x7iATmac5mOZH4l64Rg7Qf6wuoJE1eQLm9VqRW8ycd+uV6jp76MsOYVfb70BjSK2bRRONHbx339+Da8/yPLCLL5218YZ1QlA2CX08ycPcKQq7KO/Ztks7rt7NUmX+Zkvf7DaOwb589PHOHI0zK2vUSu4Yft8brllEcZppmC6XT5OHGrm8P56Th9vHd0MIGw5LFiax8JleSxYkospTq6ieG0AkiTR1tTPmZPtnDnRyoWaLgL+i5QVicl6ytcWUb6+iJKyrGlnxTQ09PJ05XFOVYWD7TqdiltuWsjNNy1Ec1nK6eUynjzbwaNPHaS334lKKefDdyznpmsndwdGgpq2Xh7+0x6G3D5Kc1L5zgc3R9X7ejKc7u3hk7texS+GeGh5Oe+fVwZMPY47uut5uHoXCkHG4yvew3xzdFW01sAA32v9IT7Jx4cyPshS49Q1RNFAkKwY/Xci4Map/Bkh2cq4zdV3zAbwpPFPvC+tglWm8Tt4TYWAGOK+Y89xxt7DiqRsfrb0pkmrhEdyyK0eDx9+5QW6XU425ebzv+s3Rd1MYiKc7+jjy3/cg83lpSA9kW/efS1ZSdGn5kF4kdp1oI7Hnz6CxxdAp1Vy981LuPHa0lFa6Yny5Jua+ni68jgnToY3EK1WyZbr5rFtaykZUXD3u10+Th5poepYC9Un27FfRrKWlpnArMJUZhelMasoldlFqZgj7Ik7GWJB5yGGRLo6Bmmu76OlsY/mhl5aG/txOX2XXDerKJUFS/NYvno2xfMyp73giqJE1el2Xn61hlOnhrOsNEpuumEBN9+0cMLUzhEZe60OfvvXYxw8Ht68C/OS+a97N5CXNfNCuJ1VjfzgHwcJBEXKi3P4asUGtDHM9gFoHbLz0VdfwubzcuecuXxx5cU06cnGscFh5Z6jz+AJBfn83HVU5C2I6v6iJPKLzl/R4GlkoX4B92R+KG5WqjbwbVTi8wRka3ArHwFiM1fHwztqA1AJSv4r90Ey1FO7cMZDj9fJvx3+KwN+D7fnlPKleRsmHOSxAcSGwUE+tuMlnAE/NxYU8dXVa2OaHgrhOoEv/WE37f1DGLUqvvLeDawomjkdbK/VwS//eIhjZ8KLSna6iXvvKmf5wtwpg6R1dT08XXmc02c6Rv+2ZHEu27aWsnRpXlT/A0mSaGu2Un2yjeqTbdSft+B2XZl7bzJrycg2k55lJj3TRHqWiYwsE8mpRowmDYpJegGPIJIgsCRJ+LwB7DYPvZYhejpt9HTb6em2Y+myY+m04fcFr/hcUspFK2b+4uitmKEhD6/trWXnrvP09AwB4bTQ7dvKuPWWRSRM4YKz2Z28tLeOv796Bn8ghEol5+6bl3DblgUoZpi6GgyJ/HLHMZ45HG69eMuKEv7jhvKomW0nQqfDwcd3vkyP28XqrGx+vGnLJUrWRONo9bn58JG/YfE62Z5ZzDfmb4560X7VupNXB3ZilBv5Qt5DGBSxD8gCyMVqDIF7kZDjVP4RURauUYhXwsI7ZgM4l1XLcccJMlUZ/Gfug6hk0Wkg1TYL9x1/Pmxmlqzh7vxF417X3t5Obu7F7J+q3h7u370DbyjIrUVz+O9VayKiop0OnF4/3/7bPg7VdSATBO7dvJT3rZ0fE03k+Jl2Hv/LETp77AAsX5DD9nV5rFw6b8rPNjT28eqOGg4ebMQ/zM6ZkmJg6+Z5bNpYMiHbaCQIBkN0tQ/S0tBHc0MfLQ29tDT24XFfyc45FnqDmgSzlgRT+DWS6qlQylEoZCiVclwuJ1qdnmAgRMAfCh8DIdwuPw67h6Hh13gL/FikpBvD1klhKrOLU5lVlEpikj7qcZEkidraHnbtPs/BQ40Ehv+naalGtm4p5bprS6Zc+EVRYt/RRn5TeRjbUNgaWb+ygI/cuWLGvn4IZ/p8/S97qWqxoJDLeOCGcm5ZEV1zmMnQ7XLy8R0v0+1ysig1jUev24ZWeemzffmzCGHKl08ef55qew8LTOn8cvmtqOXRuWcb3I082vlLAD6Z/XFKdFPXG0QFKYgh8BHkUj1e+YfwKe4fPTWejLHAO2YDKFtcxg/afkxfoI/VCau4K/3OqL9vxGcoQ+CRJTewNvVK06ujo4OcnEvZRI9buvmP13biC4W4o7iEL5VPr4l3JBBFid/vreLJvacB2FCWz2dvXRNVU5nLEQiGeHHPOZ5+8RRuTwBBgE2rirj7liVkpE7N8eNweHl9by07dp3DYglrq4IA8+dns35dMeUrZqHXz9wvLIoS1j4HPV1hLbyn205Pl43ebjsD/S4cDu+4lcLRQqmSk2DSkpqeQHqWifRMExlZ5vD7LFPExVlToaNjkP0HG9h/oGFU2xcEWLI4j+u3lbJ4ce6UVpUkSRw93cYfnjtJS8cAAAV5yXzi7lWUFUdnGV+Oc+29fKPyDXrsLpIMWr5210YW5MeGnXIselwuPr7zZTqdDuanpPLoddswjNP/9/JnUZIk/rt6Nzss9WRoDPy+/M6oWjwCOINOvt/2CPbQEFsSr+PGlNhW4o6FKvhntKEfD/P9Pw3CxXk13noTC7xjNoClS5fS4evkx+0/IygFeX/6XaxMmLg5ylT4deMxft14DK1cwaPLbmHhZZlBbrd7XJqEI92d/Ofru/GFQtxaWMzDq9bE3B0EcOB8G9/5+37cvgBpJj1feM9alhbEpgvRoN3Dn184yc59tYRECZlMYEN5Ie/dviii/q+iKHGmuoOdu85z4mQrwWEeH4VcxsKFOawqn83SJbkkJsYng0IUJZwOb1iLt3lwDIW1eP8YLT8YCOH1+tDpNCiUcpRKOQpV+KjVqUYthwSzFrVGGZ/iNVGiuaWf48dbefNwEx0dFzmFkhJ1rF8/hy2b55ERQU/gkChy6GQrlS9V0dweXvhTEvXccX0Z2zeVxWQOBoIhnnrjDH/cfwZRlCjNSeXr79tESkLsg/QdjiE+vftVOp1OSpNT+MXmbRhV4ysPY59FSZL4Sd2b/KH1NDq5kt+uvJ0iY3TB05AU4ledj1PnqWe2Zhb/nvOpmDd6GYEgdWL0fwABDy7FDwnKL00vnWi9mSneURsAwCH7Yf7S+zcUgoL/yLmfPE10ZpMkSXyt5jVe6q7FoFDxy+W3MjfhYjXlZEGZQ12dPLQ3vAlszp/F/1uzAaU89hOnwzrEt/62jwudYT7921fN4+Obl8WEYx3gRNV59p3sY+/hBkRRQhBg9dJZ3Lp5PvOK0iJaFJ1OH4ePNLH/QAPnznUjjplT+flJLFmUy+LFucydmzFhT+N4IV6Btclgt3uoOt1OVVU7VWc6GBryjp4z6NWsXDGL9euLKS3NjGjR9vmD7D3cyHM7q+mwhN13iSYtd1y/kO0b59Ld1RkTGZt7B/nOM/up7x5AEKDimjI+dt3SuIxZo22QT+9+lX6Ph7LkFH523TZMkzRfGjuOv2o4ymNNx5ELMh5ZvJ0141jvkeL5vhd43fYGBrmeh3L/k0RlnGpGpBD6wKdQSKfxyzbjUX7rikveDQJPgssrgSt7/sabQ4cxK0z8V+6DJCiioygOiiJfPrOT13qbMCk1/Gr5raPaxFRUwqd6LTz42i5cgQDXZGXzvfXXXuG7jAVCIZE/7q/myb1VhESJ3JQEvnT7OublTFz6HylGZLT0Ofj7q2fYdbBuVJsvyk/h5s2lrFteEHFrQLvdw5GjzRw/0UrN2S58Y3zrGrWCefMymVuSQUlJOsVFaVekNMYasaKDngz9/U5q6yxcuNDD+VoLzcPNb0aQkmJgyeJcylfOZsH8rIiC1wB9A05efv08O/bV4nCFffxpyQbuuH4hm9cWjxL/zVTGkCjyzKFzPL7nJIGgSIbZwBdvX8uiWbFxJ12Os/19PPDaTuw+H8vSM/jRpi3op3huRmR8ovkkP68/jAyB7yzaynXpEzdFmgonhk7yVM+fkCHj/pz7KNRG/11TQRV8Cm3o54ik4FT9CUm4MpMuXnP1HbkBBKUgj3b8kmZvC/maPO7P/lTUQeGAGOJzVa9yoL+VZJWWX624jVn6xIgawpy39vPve3Zi83kpS07hkU2bY14sNoLarn6+88wBWvtsyGQCd11Txr9tWDSjdLzLZbTaXLz02nle3XcBx3CaozlBy7b1JWxZO4f0lMhTUwOBEOcvdHOqqp2q0x20tQ1ccl4mE5iVn0xRYSoFBank5iSSk5M4KZPldBGrpj4Qduf09Tvo6BikvWOQpqZ+LtRasFpdl1ynUsopLc1kyeJcFi/KJTuCrmJj71Fd282rb1zgzZMtiMNxjqJZKdxyXRnrVhRckdkzExmbewb50QuHqG7rBeDGZcV8+vqVMSV0G4t9HW18ad9evKEga7Nz+e76TRHV1fT397Pb1cUPag8gAF+ffx03ZEUfkG72tPBo5y8JSkHuSH0P68xrov6uqSAT6zEE7kEggEvxI4Ly8VtkxnKujsXbegOoqKj4PnAz4AcagXsqKyttl183HheQI+jgkfafMhgcZL6+jHsyPxS1/84XCvKfp17m6EAHySotjy67BeWAMyKTrMVu54E9O+hyOUnX6Xlk02bmJsWn+tQfCPL4nlP87dBZJAlSEnR8cutyrl0wOyof9kRmp88f5I0jjbyw+ywtnRf91qXF6WxYWcia5bMxTTMwah1wceFCNxdqe6ittdDcYh1d4MbCbNaRm2MmO8tMapqR1BQDKSkGUlKMJJp108qvn65Z7fMHsfY76et30j/8svQM0dk5SEen7RKLZgR6vYo5c9KZOyds2cyZkz4tkjVJkmhuH2DvkUb2HW3EOlwjIZMJrFk2i1s2l1FSMLE7LhrXgcPj43evVfH8sQuIokSiQcPnbl3D6pLYZ6FAWManztXw05PHkIAbC4r4yqo1EbtNf3rqNZ7sC3c5+3LpBm7PKYv6t/T4e/lJ+89xi26uMa3mvam3x68qXXJjCNyDXGrBJ7sdr/ILE176L+kCqqio2Aq8VllZGayoqPguQGVl5RX/pYnI4Cw+Cz/teBS36GFVQjl3pd0Z9WB6ggEeqnqFowMdmJQafrxgGwtSIsvDt3o8fPaNPZzp60UjV/D1NetGewvHA+fa+/jpS4ep7Qp361qYn84DN5ZTlDG9/gVTNb6XJImaWguv7rvA4apW/MPVrnK5wJKyHDaWF7JiUS66KDKUvN4A9Q29NDf309JqpaNj4kV2BAq5jASTFqNRjcGgwaBXYzSo0RvUqFRyFIrhFFBF+H0oFEQQZASD4vArRDAo4vH6cTp9oy+H04fT4WXI4Z3w3jC8OeUmkpudSF5eEiUl6eRkJ0ZVZdvVM8T+Y028caSR9u6LOk9aioFrVxezbV0JKRGk1041hmMhihKvnKrnsV0nsLt9yASBW1aU8NHrlsSUyfOS3xcK8q3DB3mpqRGATy5ayr0LIiOjkySJ3zSf4JcN4eZHX5y3njtzJ+6ANxVsQTs/af8Zg0Ebpbp5fCzrI3EL+gJoA99AJb5ESJiNU/nEJVk/l2M64zgdvK03gLGoqKh4D3BnZWXlBy4/NxkbaLOnhV90/pKAFGRr0mZuSL4+6t/gCwX5/OlXOdjfhk6m4CfLbmJJYmRNvf2hEN8+8iYvNIb5V+5buIR7Fy6Oea3ACEYe5sd3n8Tm8iITBG5eUcJHNi3GHCEz43S0DrfXz5FTbew90kjVuc5R7V2hkLGwJJPyxfmsXJQX0aI1mUwjbpbOLvtFbdwa1sbtdk/U3x0J5HIZycn6MVaHgdQUI7k5iWTnmKdNhzEWoihR19zHkapWjpxuo73r4qJvNKhZt6KAjeWFzC2MLPg+gkjHsLq1h0dfOTpjpWE66HO7+dwbe6ju70MjV/DNteu5Nm9WRJ8VJYmfDmf7yICvlF3Lzdlzo/4t7pCHn3U8SrffQr4mn/uz70Mlix9BoTL0ErrgN5BQ41Q+gSgrmPT6f0kLYCwqKipeAP5SWVn5h8vPTUUHXeM8y2+6n0BC4vbU21g/Awa/gBjiv6t3s6enEbVMzjcWbI442CRJEn84X8NPTx4Pd+rKzeN/Vq+bNMNhpnB6fPzu9SqeOxo257UqBXeuLuW915RNqdV1dXWRlRXZBjcWg3YPB080s+9oExcaexg7jQpyk1g6P4cFJZnMLUqLyjqYCD5/kKEhz0XN3eEdfR8IhEY1/BFt3+F0YUowIFfIRq0DhUKORq3AYNRgNKgxGNQYDZrwMUETs5ReSZLotTo5W2fh9PkuTtZ0YBtjYei0SlYszGNDeQFLSnOirtqdagxru/p54rUqDteFq7lTEnR8attyNs2Pzm0YKU71WPjygb30ut1k6PU8snEzJRG6Rv1iiG+efZ1XuutQCDI+k72U95VGRwED4eYuv+p8nCZvM2nKNB7MvR99nEjeAGRi07Df34tb8TAB+S1TfibaZ3EqvOUbQEVFxW5gvJSChysrK58fvuZhYDlwe2Vl5RU/as+ePdLzzz+PQqEgFAqxePFitm/fjsViQa/XI5fLeXPwELtCrwGwRXEt12VeS09PDwZDuCrS6XSSnp5OX18fgiCQlJREX18fCQkJhEIhXC4XGRkZWCwWZAoFj/fU8FJ/2Gz9aNYCbjDkkpmZicViQaVSYTQasVqtJCYm4vF48Hq9o5+vdgzxveoqXMEAqVotD5UuZI7eMHpeq9WiUqmw2+2kpKRgt9sJBAKj50dkGhoaIjU1lYGBASRJIjU1dUKZOgZd/P1UK8cbw/z+WpWCrWU5/Nu1y3DaBlAqlZhMJvr7+zGZTPj9foaGhsjNzY1IJo1Gg1arZXBwcJhB1IHf70erN/PawXOcaxzgbH3faKUwhIucCnKTyM8yUFacQUlBKoi+iGWaapzGk8nj8YyeB0hOTp62TNGMU3JyMufrOmhoG6S9x01NbTeDQ5fyBSWZNCwsSWPNikJSTQJJieZpy3T5ONlsNiRJukKmqvo2Xj7byZGG8HzQKBVsLcvmjpUlJBh0MZ17Y8dJbzDwVN15/tRQhwjMTTDx8KKl5KemRSSTzKDjKxdep8bVj1am4KGspSw1pGE2m6Map47uDl6QXqYl2IoBPZ9Kvw9pSIzb3MvM0JIQvBe1oge3uJmG3o+TmJg05dyzWsOWWazXiNbW1re3BVBRUfER4D7gusrKSvd410TaEOYN236e7XsegPem3s4a8/gR90jQ0tLCXmmAn9cfBuA9OaV8Ye66SQnkxqLT4eDhA3up7u9DJgh8bMEi7l2wOOZEcpejpq2XJ147xYmm8INv0Ki4Y9U83lM+74qmHbE2O/2BIDW1FqrOd3Gu3kJ9S/8Vgd6URD2F+ckU5qdQlJ9MUX4K5gRtXLTReJnVoZBIh8VOY2s/jW1WGlr7aWqz4r0sfmHQqSibk0FZcQZL5+eQlxV5RlCkuFzG8x19/Hl/NfvPD7ebVMq5beVc7lozP+a8/Zej2+nk4QN7Od3XiwB8dP4iPr5oCcoI53y7286DJ1+kzW1KfPzJAAAgAElEQVQnVa3nR0tuYG5CatTj6Bf9PNb1W+o9DRjlRv4951Okq6ZHyT0tSEH0gQdRSMeHG7z/elK//1j8S7qAKioqrgceATZUVlb2TXTddDqC7R3cx3P9/wCYUYqXzRZuQrHb0shXa3bjE0OUJ+fw3YXbMCgjc+kERJHHTp/itzWnkYBFqWl8a+1GMg3xIZoaizMtPTzx+ilONYc1YbVSzvYlxbz3mrJRptERGeMFjzdAbVMvNXUWztZZaGy14vFdyfFj0KnIyTSTnW4iO8NEToaJjFQjKYkGDHpV1IvmTOQLhURsQx76Bpx0Wobo7LHT0W2jo8dOd+/QaL3EWKQk6ZlXmEZZcQZlczLIy4ouQDwd2Gw2EhJMHG3o5OkD1Zxu6QFApZBzy4oS7l47P+ac/eNhd2sz/+/wQRx+P6laHd9cu4EVGZFXrlcNdvNQ1SvYA17mGFP40ZIbSB/ukBXNOPpEH493/ZZ6TyNGuZH7s++LmkQyUmgC30MtPoNIEk7VE0hC5PQZ8XoW3+4bQAOgBqzDfzpcWVn5ycuvm25LyDcG9/Nsf9gSuDn5Rq5L2jTt39bb20taWlhbqLH18F9VLzPg95CrM/G/C7dRkhB5zu4xSzdfOfAGfR43eqWSzyxdwW3FJXELEI/F6RYLf95fw5H6sA9YEOCaklxuX1VKtl5GenrsOV4mgihKdPXaaWi10tgS1p6b2qy4PFeygY5ApZSTZNaRbNaRZNZhMmrR61Totarwcfi9UilHIZchl8tQKsLHwcFBzKZEgiGRYChEKCQSDIl4fUFcbn/45fHjcvtwuv0M2j0M2NwM2NzYhjyXVDVfjrQUA0X5KRTmha2YwvxkTMb4atiXw+ML8Lf9p9h1roP2/jC3kF6t5OYVJdy5upTkq7DwD3q9/PD4EV5pDrtL1+fk8j+r15EYIbOlJEn8ue0MP6k7REgSWZuSz7cWbkGvuBg7GvssRgJ3yM1jXb+l2dtCgtzI/fHW/AFV8Gm0oR8hocKl/AUh2fRoqacrY6R4W28AkSKansD7bQd5pu9ZAK5L3MRNyTfMKLui0z3E506/Sp2jH5VMzufnruPW7HkRf+eg18u3Dh/k9fZWAJamZfDwqjXMMk2fXz8aNPUM8peDNbxe3UwgFNZeM0w6bisvZeviwri7ByaCJEkM2j10Wux0DGvZnRY7/YMu+gacuD2Ts4LGC4IAJqOWZLOOrPQEcjLMYesk00R2uglNnIqlpoIkSdR2WXnxeB2vVTfh8YfdTqkJOt5TPo+bV5TEhDgwkt/xSnMjPzh+BLvPh1ou58GlK6goifyZcAZ8fOPs67zW2wTA+/MX8R/Fq69wk07HPTIUHOKXnY/R5e/GrDDxqez74r74K0J70AUfRkDCrfg6Afn0MxH/JV1AkSLapvDHh07yp56nERFZnVDOe9PuQCZE5o8cLy/XGwrygwv7ea4zzI9+Y2YJX5y3Hq0issVAkiR2tTbz/WOHGfB6Ucnk3LtwER8qXRAXLqHxMOD08MKxWv5xrJYBZzitUi4TWDM3jxuXzWFZYWQcNVcLHm9gVCu32lwMOX2jWvtYLT4QCBEMiaNa/sh7hUKOctgyUAxbBmqVAoNOhV6nvmhJaFUkmrTD1oYec4J2xnz6scSQ28fuM028dKKOpp4xxXk5Kbz3mvmsm5cXc57+idDpcPCdo29yqKsTgJUZmXx51RpyjZFTstQO9fPFMztod9vRK1T8T9mmCbPtIs2Rtwas/F/nr+kPWElVpvLp7E+QqIwvFYhcrEIfeAABP175p/EpPhzV9/zL1wFMhmg3AICzrnM80f0kASnIAv18PphxN2rZ1P/oyXbkF7su8J1z+/CJQQr0SXx30VZmGyLPp7b7fPzkxFGeH64ZKDQn8nD5NSxKu3rumFBI5IWDpzjWbuNwXceouyPNpGfT/FlsKJvF3OyUq9K7N154K8jgYgmPP8CRuk72nm3mzdp2AsNxB5NOzdbFRdywtBjBY79qMgZEkacvnOWXVafwhoIkqFT85/Jybi4oinieSJLEc53n+f6F/fjFEHOMyXx30fXk6ia2hCMZx3ZvB491/YahkIMcdTafzPp43Jq6jEAmNqMPfAIZQ/hkd+BVfC5sOkaBdy2ASTCTDQCg0dPE412/wyN6yFFnc2/mPZinYP7r7u4mM3PiIFaDw8oXTu+g1W1DLZNzf/Eq3pe3cFp+/aPdXXzryEE6HOEm4ttmzebflywnyzCzdpCRYkTGviEXO0418vLJOroHnaPn00161pfNYkNpPvNyUuMe0Iw1phrDtyPcvgCH69rZe7aVo/Ud+IbTagUBlhVkceOyOVwzNxfVMKnc1ZBRkiT2dbTzk5NHaR0Kxxq2zSrgs8vLSdJG7jrs97n59rm97OtrAeC27Hl8du46NFM0cplKxirHaf7Y8zQBKUCxtpCPZd6DRh777lpjIRPb0Ac+hYx+ArL1uBX/CzOoKo7XOL67AQzD4u/h8a7f0h+wkiA38tGsjzBLM/GO63Q6R3NpJ4Ir6OcHFw7wQleYp2RpYhb/U7aJnEm0mcvhDQb5bc1p/nCuBl8ohEom5+55pdwzfxHGcZpjxBKXyyiKEmfbe3m9poX951rpd1zMyk02allZnEN5cTbLC7Nm3Lj+aiCSMXw7oNM6xKG6Do7UdXC6xTIaowEoy01lfWk+G+fPJs10ZfFSvGW8MGDlR8ePcrwnnFacZ0zgsyvKWZM9Pd6gXZYG/vf8PuwBL3qFii/OW8/2zMg6b00koyRJ7BjYxasDOwFYaVxORdqdKGSxoUufCILUicH/SWT0EhSW4VI+EnG650SI1zi+uwGMgSvk4nfdT9LgaUQhKLg7/S6WGZeMe+10TLI3epv59rm9WP0etHIFD865hjtyyqblPul2OXn01InRbIpEtYZPLl7KbUVz4lY7MJmMoihxrqOPN862sO9cK732i6yXcpnAwvx0yotzWFaYSUF60tvSOni7uoA8vgDVbT0cre/kSH0nHdah0XOCAGW5aWwom8X60vxxF/2xiJeMfW43v6g6wQuN9UhAgkrFJxYu4c45c6cVr7L5PXz3/D529YTndXlyDl8p20SGJnIrdzwZ/WKAP/f8hVPOKgQEbkm5kY3miXt8xwqC1I3B/ylkdBMUFuFS/gSEmSdQvOsCmgSx2gAg3AXomd5neXMoXOB1XeK13JC87QpSqKGhIRISIg9q2fwevnthP7ssDQCsTMrhy6UbpmUNANT09/HI8SOc7gtT9OYnmLh3wSK2ziqI+UYQqYySJNHUM8jhYS31bHvfJSmSCVo18/PSWJCfzsL8NIozk69685fxMN0xjBfsbi/Vrb1Ut/ZQ3dZDXZeV0JgCOYNGxcribMqLc1hZnB0xlxPEXkarx8NT56r5a+0FvKEgCpmMu0rm8bEFi6dFaSJJEnt6Gvn+hf2jitFn5qzh9pzSaS/Sl8s4GBjkt92/p93XgVqm5kMZH6BMXzqt74wGgtSN3n8/cjoJCvNxKX8KQmwoJeI1V9/dAMaBJEnstx/k2b7nkZAo1BbwoYwPYFJcXKx7enqiypEfa+qqZXI+MnspH5q1ZFoNqyVJ4rW2Vn5y8hidznB8IM+YwEcXLGL77MKYbQTRyjjk9nG8May9VjVbLrEOAJQKGUUZSczJSqEkK5k5WcnMSjVftSyVEUQr30zg9Pqp77JS22Wlrqufui4rnQOOS66RyQTmZCaztCCTVXNyKM1Jjfp/EysZ+9xunjpXzd/qLuALheMOm3LzeXDpCnKnuTC1uWx8/8J+Dlnbgehco2MxVsYa51n+1PM0btFDkiKRj2d9lEx1/OM8MqkDvf9+ZFgICnNxKX8OQuxidfGaq+9uAJOg3t3AU5Y/MhRyYJDr+WD6+5mrDzeamIlJNuBz86O6N3mluw6AHG0Cn5u7btrt6wKiyCtNDfym5vRooDjbYORjCxZxw+zCGaeOxsLslCSJHpuTM629nGntoaath9Y++xXXqRRyZqeZmZVmJj/14jHDbIib+yieLiCvP0hbv53WPhstvTZa+2w099roumyxh7Ds83JSWJifzoL8dEpzUmMWQ5mpjL1uF0/UVPNsfS1+Mbzwb8jJ4+MLFzMveXoNSryhAL9rPsmTzacISCJGhZr7i8u5PadsRkWPra2t5OTl8GL/y7xuewOAUt1cPpBxd1xJ3UYQzvZ5ABl9w5r/j2O6+MO7LqBJEa8NAMKNZZ6y/Ik6Tz0CApsTr+X65K0E/cEZ5+WeGOjku+f30+QKd8PamDabh0rWkqmd3uQJiiKvNjfym+rTtDnC/uI0nY6755bxnuKSqIPF8co9dnp81HUPUNvZT123lbpOK12DVy6MEKaoyDAbyUw0kJloIMNsJCPRQJpJT5JBi1mvGc14mS6ilU+SJNy+ADaXF6vDQ7fNgWXQicXmpHsw/L53yMV4j49SLqMwI4k5w5ZPSXYKs1LNKOJk/UQrY8PgIE+dq+bVliaCYjjofG1ePvcuWBwxa+cIJEliX18LP7xwgC5veJxvzprLA8WrSFLPvBrZ4rLw54G/0uptRYaMm1K2s9G8IeKanplALp5HF3gQGXaCwhJcyh/GzO0zFu/WAUyCeG4AAKIksmtgD68O7ERCYrZmFptC61k4a+GMvzsohni6rZpfNx7DHQqglsm5O38hH561FGOEnEIXv0tkZ0szv6s5TZM9zCevUyi4uXAO75s7j7yE6ZnYVzNIOuT20dJro6UvrC239tpo7bNfkmk0EfQaJYn68GZg1KjQaVToVAp0aiU6dfi9QiFHLhNQyGTIZTIUcgFrv5XE5GRC4nBhmCgREkV8gRBuXwC3z4/bHxx9b3f7sLm8DLo8ozn3E0EuE8hJNjErzUR+qnn4ZSIvxXRV4x/TGUNRkjjQ0c6fL5zlqCWc1SMTBK7Lm8XHFiyiOHH6vQEuDPXxs/pDHLGGqUbmGJP5wrz1LDLHxi1z0lHFXyx/xYcPs8LMhzM+yGztrJh891RQiIfRBb6EgJuA7Brciu/MONtnIrxrAUyCeG8AI6h3N/AHy5+wh4ZQoeTWtFu4JmFVTDIL+rwuflz3Jjss4eKvBIWaj8xeSkXeginzoC+HKEkc7OzgqXPVnOixjP59TVYOd8yZy5rsnIjiBG+Fj/xyOL1+LIMOukc1bCeWQQdWp4cBh4dBl+eSgOnVglalGN10MhINZJgNZCaGLZWMRAPpJkPctPrpIJIxHPR6eKGxgWfqL4y6EjVyBbcUFfP+eWXTquAdQbvbzi8ajowmPRgUKj5ZuJI7c+fHJEblCrn4W++znHJWAVCmn8f70993VVw+AMrQC2iD30EghF92PR7FV0CIX3rpuzGASXC1NgAIT7y/9j5DlfMMACW6ObwvrYLEKQrHIkWNrYef1R/ixGAXAOlqPZ8oWsmNmSVRPTh1A1aerj3PK02Noz7cVK2OW4qKua1ozqRFZW+XLJnJIEkSDo8fm8vDgNOL0+vH4w/g8gXw+AJh7d0fGNbww1r+yHufP4BGrUIuk4WtA3nYOlAp5OjVSrQq5bAVEX6ZdGoS9RrMei2aafT1fSsx0RiKksRxSzd/r6/l9fbWUTdPlt5Axdx53FY0B6Nq+i6Hfp+bxxuP8WzneUKSiEompyJ3Ph+ZvQyzKjbacbWzhsreZ3CEHKgEFdsMm7k2fdPVqUqXJNSh36AJPQaAV/4hfPJPQZzdTe9mAU2CPXv2SCsXuQjK1121e+5s2s0b0j5cohuNTMNtKbdQnrAiJpNQkiQOWdv5ef0h6hxhItTZ+kQ+VrCcLRmFyKOYbINeLy821fNsfe1otaYArMrK5pbCYtbl5KFVXLqovV3z5GOFd7p8cKWMXU4HrzY38Xxj3ai2LxME1mTl8J7iEtZm50TF9TTgc/OnttM83VqNVwwiQ+DGrBLuK1xBxjRjWhPBFXLxbN8/OO44AUChtoC70+/C1eW8OuMo+dEGv4dKfAEJGV7FQ/jld8b/vrzrApoUe/bskTaVfQqv/OP45B+N+24M4co8USNS2fsMNa6zABRri6hIu4NUVWpM7iFKEjss9fyy4SidnvCinasz8aFZS7gxqwRVhM1nxkKSJE72Wvh7XS2vtbWOWgVahYINOXlsm1XA6qxslHL5P02lbLR4p8sHYRm9chm7WprZ2drMmeH6EYB0nZ7biudwa+Ec0vXRuU4sHgdPtVbxXMc5fMNzaX3qLO4vXkXhNPivJoMkSZx0VvFs3/M4Q06UgpKbkm9gnXkNMkF2VcZRkPrRBb6EQjqDhBq34psE5Rvies+xeLcSeBLs2bNH2lj2aQQkArINuBVfjUskfixGuDkkSeKE4xTP9j2HS3QjF+Rcl7iJzYnXoZLFhhI4IIZ4sauWJ5pPjm4EqWo9H5y1mNuzSyNmG70cNp+Xl5sa2dHSRE3/xX47RpWKa/NmscSQwLbSMlRXiYn0auOfkQsoUvS53ezraOPFulpqbAOjhXkauYINublsn13ENVnZUTO7trgG+X3zKV7uriMkhd1H61Jn8bHZy5hvjp2vusffy996/069JxxLKNQWcFfae0kbo2TFexzlYg26wBeR0YdIGm7l9wjJ5sXtfuPhXS6gSRB2AXnRBb+CgJOQMBu34nuIsry43fNyk8wZdPIP60scHToGQLIiidtTb6PMELsKxKAosrunkd81n6DRGU4dTVCouT23lIrcBaRpotcQOhxD7GxpZmdrE/WDF+mEdQoFa7Jz2Zibx5rs3LjzD11NvNNcQC12O3vbW9nb3kr1mA1dKZNxTVYO188uYF12LlpldAqDJEmcGOzij62nOdDXggTIENiaUcRHZi+lyDi99NDJ4Bf97BzYzeuDbxAihE6m4+aUGylPWHFFemc8xzEc7P0uAgGCwmLcym8jCbGTM1K86wKaBCNBYJnYhi74OeRSCxIG3IqvE5Svjcs9J8rLbfI089fev9PtD6fRzdeXcVvKzaSoplc0MxlESeJAXytPNJ/gjD3c4k8uyNicXkhF3nwWmjJmFItosg2yu7WF19paqLdd3AwUMhlL09Ipz8ymPDOLOYlJb6veANNFvHKrrxacfj8neywcsXRxqKuT1qGLBXZquZxVmdmszcxiS0FhVAHdEXhDQXZY6vlLWzV1jn4AVDI5N2aW8OHZS6Ku4B0PkiRxxlnNc/0vMBgMz71VCeXclHIDhgkyfOIyjpIfTfDHqMVnwveQ3YlX8RkQ3ppGP+/WAUyCS7KAJBe64NdRiuGKQJ/8/Xjln475wE22I4ekEPttB3nFugOf5EOOnLXmNWxNui7maWpnbBb+1Hqa13qaEAmPV4kxhdtzytiWWYxBEb3G3traijI5ib3tbbzR3sapXguhMXPCpFKzPCOT8swsVmRkkmtM+KfqD/DPZgH4QkHO9fdz1NLFke4uavr7rhiPdTm5bMjNY3VmNlqlckYyNjsHeL7zPC90XcAe8AGQqNTy3rz53JlTFpMirrFo8bTyj/4XafI2A5ClyuK9abdPmdcf63EMK5L/jVyqRUKJR/E5AvJbY/b90eBdC2ASXJEGKomoQn9EE/o/BEIEhXl4lN9EFKZHUTsZIunRaQ/aebH/FY47TiAhoZFp2JJ4HevMa2MWHxiBxePgmY6zPNtxDlvAC4BGpmBLRhG35cyLyiq4XEabz8vR7i6OdocXoC6X85LrkzQaFqelszg1nUVp6ZQkJaN8G1sI8eqzGivYfT5O9/VQ1Rt+nbP2ExAvFqDJBYH5KamszMyiPCOLBalpV6QKT1dGTzDA7p5Gnus8x2nbxRqS0oRUKvIWsCW9aFq8VZGgz9/Hi9ZXOD2cWq2X69metI3VpvIrSBjHQyzHURl6BW3wewi4EcnCrfwWIVn8ieSmwrs9gSfBRHUAcrEaXeAryOhGQodH8UUC8m0xuafNZsNsjiz3v8PXyQv9L1HrDnP/mBVmbkjexnLjspiXq/tCQfb0NPJc53lODtcSQDiN9NbseVyfWUyKOjIrZDIZJUmiw+kY3QxO9VoY8HovuUYjVzA3OZnSpBTmJadQmpxCXkLCVWl2HwmmM4bxhicQoG5wgHPW/tFXy9ClnEkCUGBOZEVGJuUZWSxNz8AwRUwmEhklSaLG3sMLXRfY0V2PKxTus6yTK9maUcRtOaXMN8W+CMkZdLJjYBcH7YcQEVEKCjaaN3Bt4ka08sgplGMyjpIbbfAHqMSXAPDLNuNRfAmEt0eWWLzm6jt6AwBAcqALfgul+DoAftl2PIrPznhgozHJLrhq+Uf/S3T5wwtzhiqdLUmbWWJYFBfeklaXjX90nufFrgtY/eH+vgKwLDGbrZlFXJtWgFk18YM2HRklSaLD4eBUryWssfb1jNYbjIVOoWC2yUxxYhKF5kRmm8wUmMyk6XRX3X30VriA/KEQbUNDNNkHabbbaLLbaLTZaLHbuPxpU8nklKWkhK2qtHQWpqSRME0/8EQySpJEvdPKTks9O7sbRjl6ABaa0rk1p5Qt6UXooswwmwyOoIO9tn3stx3EL/kREFiZsILtSVun7MQ3HmY6jnLxHNrg/yCX2pFQ41E8REB2S9TtG+OBd11Ak2DKSmBJQiU+iyb4YwR8iGTgVj5MSLYy6nu6XC70UeROi5LIccdJXrG+ymAwzNeTpkxlS9JmlhoXR2TyThdBMcT+vlZe6q7lYF8rgeG0Pbkgozwph80ZhaxLnUXiZZtBtDKOYNDr4bzVyjlrP+cH+jlvtdLjdiHAFYudXqkkz5hAjjGBbIORHKNx9Jiq08fFlTRT+Sb83kCAbqeTDucQnQ4HHU7H8HGIDofjEr/9COSCQKE5cdRSKk1OocicOOMU3LEyjiz6r/c0saungRaXbfS6FLWObRnF3Jw1N6bZPGMxFBzi9cE3OGh/E78UtjJKdXO5KeVGsmZA2Rz1OEoB1KHfoA49iUCIkFCIW/H/EGUFUf+WeCFec/VfYwMYhkxsQRv8GgrpPAA+2XvwKh6Iqmagq6uLrKysaX9uBEEpyLGhE+we2IM1GE7pTFEmsyXxOpYnLIvLRgDgCPh4o7eZnZYGjgy0jy5GMgQWJ2ayIW02G1Nnk61LmLGM42HQ66F+8KL222y30WSzMejzTvgZAUjUaEjV6UnT6kjT6UjR6jBr1JhUGkxqNSa1GrNag0GlQqtQRESbEYl8kiThF0O4A0GG/D7sPh82n3f0OOj10u9x0+sOv/rcLtzB4ITfJxMEsg1GCkzmsPVjDltABWZzzH3rAO2dHfRqBfb2NvNGb/Mlmr5ZqWFzeiFbMopYnJgZVYV5JLAH7ewZ3Msh+yECUvh/U6afx9akLeRrZp6qHc08lYkX0AW/iVxqQELAL38fXvmnQHh7ZoXF41mEf7ENAAApiDr0B9ShxxAIIpI5bA2smNY9Y2WShaQQxx0n2TWwm/5AmPbBrDCzwbyO1QnlcW1ebfN7eK23ib09zRwd6CAoXQwwFhuSWaAys61gPgvNGSijqDqeDga9HtodDjqGNeVOh4NOZ/jV7/Fc0mEsEihlMnQKJRqFAq1CgVIuQy7IkAtCmPtHEPD7fCjV6jBHkBRmAg1KEv5QCE8wgCcYxBMMTvvearmcDL2eHEPCqCWTPXzMNSagUcSXR2jQ7+GItYND/W3s623CMezTB0hWaVmfNptr0wpYkRQZKWC06PZZ2Gvbx/GhE4QIVwkv0M9na9JmcjU5MbvPtJ5FKYA69DvUoSfCWj85eJT/TUg2fuvXtwvedQFNgmjI4GRi/bAGUAuAX3YzXsUDSEJkOc2xzssNSSFOOarYObCH3kC4XF8tU7MqoZz15rUkK2NTVj8RnAEfB/vb2NvXzJt9raOBQACtXMHSxCzKk3MpT86lQJ94Vf31QVFkwOuhb0TL9rjod3uw+X3Yh7XxkZcz4I9q0Z4MSpkMrUJBglqNSRW2NMZaHWk6Xdg60elI1eowqlRX9f/jDQU4bbNwxNrBYWv7aK7+CHJ1JjamzWZj2mwWmDLiGoSXJIkL7lr22vaNJj0ICCw0LGBr0may1bHXYiN9FuViNdrgt5FLTeHPySuGU8Rn3rM33ni3DmASRM0GKgVRh55EHfotAgFEEvEqHiAgu2HKAFC8dmRREjnnOs/rtjdo9IQnavgBms9a0xqKtIVxX1z8YogTA53saD7L+YB9tOp4BGalhiWJmSxJzGJpYhbFxuS4uQ+iwVi3jTcYxB0MjGr5weGjKEl0WbrJzsgctQhGjkqZHJ0ybDloFMq3XSqrM+jn9GA3p2xdnBzs5py99xLrTS2TsyQxi/LkHGb5lawtLov7nPGKXo4PneSA/SAWf7g4USkoWZmwnI3m9THjxxoPUz2LgmRHE3wUlfg8ACEhB4/iy4Rky+L2m2KNdy2ASTBTOmiZ2Iw2+D0U0kkAgsISPIrPTxoM6u/vJyUldtW946Hd28Ebtn2cdFQhEn7A05RprDVfwwrjsmmlykWDERn7vC6ODLRzxNrOsYFO+n2XNmnRK1QsNKVTZkpnvimNMlP6FQHltyOuxhjOFKIk0eoa5Ky9lxp7DzX2Xuoc/aNFfxCOkcwxprAyOYdVybksNmeOxhPiLWO3r5uD9kMcGzqBTwoXi5nkCawzr2W1aRV6eWyLxcbDhDJKEkrxJTTBnyHDhoQCn/wDw4SR8XOtxgPxGsd3N4ARSBJK8RU0wZ8iYxAJOX753XjlHx03SDw4OEhiYuLM7hkh7EE7b9oPc9h+BHsonFqpEpQsNS5lVcJK8jV5cdHwxpNRkiQ6PUOcHOzi1GA3Jwe7RgnqxiJbm0BpQipzjCkUG5MpMiSTrjG8rSqFr+YYRgK/GKLFNUiDw0q900rtUD9nh3pxBf2XXCcXZJQlpLIkMYsliVksNmdgmKB7XDxk9Ik+qp01vGk/PFq1C1Cgmc0a8zUsMixAEcfmKJdjPBllYh3a4A9RSOGGMUFh6bBSN/uq/a5YIkTjRGIAABYGSURBVF5z9Z9iA6ioqHgI+AGQWllZ2X/5+Vg2hBEkO+rg/6ESn0NAQiQZr+KTBGQ3wpjMnLcihzwkhahxnuWA/c1RdkSAVGUqKxKWscK4jERl7CZJpDL2eJ1U23o4a++hxt7D+aE+vOKVmTAGhYoiQzKFhiTy9WbydWby9WYytca3xIX0VlFBuIMB2tw22tw2Wl02ml2DNDgGaHXbRpk1xyJNrR+2rtIpM6VRlpAWMQNsrGQUJZFGTxPHHCc47Tgzqu2rBTUrEpaxxrSazBmkcs4EY2UUJCvq4K9Rif9AQBx26/4HAdn2t1Ve/3TxL+sCqqioyAUeB+YCy+K9AYxALp5DE/whCqkGgJBQhEfx4GjtgNvtRqeLv3k7EXr8vRy2H+GE4yRDoYupfcXaQpYnLGeRfsGMM4iilTEoijS5Bjg/1EeDw0qD00q9wzpKUXE5lIKMHJ2JHJ2JTI2RLK2RjOFjptaIWamJi+UQrzEMiiF6vC66vQ66PY7RY5dniHa3nV6fa9zPCUCuzkyRIYkiYzJzjMmUJqTNiOV1pjL2+vs47jjBsaETo+RsAPmafMoTVrDUuBiN7K11p7jdbnRaGerQ06hDv0fAPWzB34lXfi8Ib++udpEgXnN1sg3g7dLz7kfA54Hnr+ZNQ7JSXMrHUIq70AR/gVxqwBB4gIDsGrzyBxgYUL2lG0C6Ko1bU2/mppQbqHXXcWzoBDWuGuo9jdR7Gvmr8AylurksNi6mTD8PtWz6GQQDAwNRyaiQyZhjTGGO8aLPUpIkrH4PDU4rTc4BWl0XNeBen4tm1yDNrsHxv0+QkazWkazSkaLWjb5PUKrDL4Vm9L1eoUIrV6CRK1EKskk3jqnkEyUJXyiIVwziCQVwBPwMBbwMBX0MBcIvW8CD1eem3+fG6g8f7RNsdCNQCjJydSbyxlhBRYZkCgyJaOSxrbyNZgytASunHKc55ayi03eRTiRRYWa5cRkrEpZfwsf/lkISCbmewyh/Ghnh4HNAtg6v/N8RZbPe2t8WQ0T7LM4Eb/kGUFFRcSvQWVlZebqiouLq/wBBRkC+jYBsA+rQX1CHnkApvolCPEKmYSOC9ACS8NY2FJELckr18yjVz8MT8lDlPMNxxwmaPM2ccdVwxlWDUlBSqp/LQsNC5unmoosweBxLC1AQBFLU4QV8VfKlpHwjLpFOzxDdHgcWr4Ou4WO3x4kj6KPH66TH65zg28eHDAGNXIFaFi4MkwkCCiF8lCEQCgaRtSgQpZHMIJEQEgExhDcUHO1wNV3ICMuaoTWSpQlbMZlaI5kaI7k6ExkaY1zz78cikjGUJIneQB/VzhpOO8/Q7usYPaeRaVion8+KhOUUagviQlkSFSQJhfgmmtCvMCWEU7lDwpxhK335W/zjYo+3whtzVTaAioqK3UDGOKceBr4MbI3ke7761a+iUCgIhUIsXryY7du3Y7FY0Ov1yOVyhoaGSE1NZWBgAEmSSE1NpaenZ7TNmtPpJD09nb6+PgRBICkpib6+PhISEgiFQrhcG8nM2IbM/XOStHtI0u5B9O3FFdpOn/tOnG4dGRkZWCwWVCoVRqMRq9VKYmIiHo8Hr9c7el6j0aDVahkcHCQ5ORmHw4Hf7x89r9VqUalU2O12UlJSsNvtBAKB0fOTyZRly+D9hrtwqB2ccpymWd5Cm7+d085qTjurkSEjT5lLsaKQnGA2czPnYrFYUCqVmEwm+vv7MZlM+P1+/H4/Pp8v7jL1WSyk6PWkq5IY8ipIzZtziUxt3V0E1AoGAh66HTZCOhUdNisuMYBfLtDvduBFwhny4wz6CSDiCQUJSiLuUAD3mJqGK+Cf+BSARiZHJcjRypVoZXL0goJkvRFlQMSs0mJSa9EGJfKT0lD5ghhRUJydS19P76XjlDQ8Tp4hgqlqOqc191yj/8fxxsnj8Uw49wRBoLW19Ypx6h/ox2l0ccZRQ0OgARsXieeUKCmQzWaFeRlp3lQkn0SGPIP2tvYYPk/RymRGCBwiUfUH9Kp6AAKhJBziPXRYV5CcnIrD0R2z5+nqyDT18wRcMo6xkmkyvKUxgIqKigXAHmAk5zAH6AJWVlZWWsZeG48YwGSQiW0Eh36KWXsAAQkJFX75e/DJP/yWdAuaCraAjdPOaqpdNTR5mkdTSiGcVlqmn8dcXQkF2tkox9BU/7Px5V+OoCjiE4N4QkFCkogoSYTGaPsdXV3kZmcjQxitEpYJAiqZHI1ciVomf1tlLUWDsWNoD9qpdddx/v+3d+/BcVX3Ace/97UPvW0jbMu2jG2CiTFQiktoCZRnaxpwQkrOFAINZEihpbQZSDsktDOZTmgYUtqQkExpPDAkoZRDA6E845AE0s4Yg0N5+1Hjhyw/hWzJkqXdvfee0z/ulSzbYi1Lu3tX2vOZ2bH3arV7fnNX93fOPa+DG1g/sIFBNTj8unq7jo/Xf5wzG05ncd3iki9XXgqOeoNM8ODwyB7FNPLOn7JpxzLa55+ScOnKq2Y7gYcIIbYCyyrVCXws3d3dtE47QDpcSUq9BIAmTcH5LHnnWrRVnevMD4QDrBvYwLv977FuYD05deh+tWe5LMouYnHdKSyu+xipvlTVj5OfiO7u7uHa1VSUV3ne2vM2u9zdrB/YOLxL3ZATvRNZ2rCE0+qXcFJmftnWn5oQrXH0b8gED+PqtQAomig415F3PgdW3ZQ/j1C+7+pk6ASuWspewKB9N3l1A5nwB3jqFdLhY6TCJ/Dty8k711VdR1SdU8fZjWdxduNZhDpk8+AW1g9sYMPARjrzO1g/ENUOAbJWhkWFRSzMLmBhdgHz0nOr8yJhAHAwHGDL4BY+GNzM5twWtuc6D2vtpSyPk7Mns7j+FJbUnVrW2bkTpkNc9Qrp8Ee4+v3oEPXknWvJO39SNev0T2VV1QIoJokWwGhNMlttJB0+gqd+iYVCYxHYF5B3rie0T69o+cajL+hjw8D/sWFgAxsHN9EbHL4hScrymJ+Zz/xM+/CjyZ28Q+wm8y0upRW7C3vYlutgW66Drbmtw0swDLGwaLVaOb3lNE6tW8yCzEm4dpXX63QeT71IOvwxju4AQNFCwRHkHQFW41G/MpnP41jV/C2gYpJIALlcjkxm9PHPtt5OKniUlHoOK+5lDKylFJxr8O0LoYKzJMdLa82ug7voVDvZHNcqu/yuo143zW2hPdNOe3oec9JtzE3PocGdHLWzYuewmiit6PI/ZEd+B535HXTktrM91zk8GWuIa7m0p+exKLuQhdmFLMjMB59JEaOlu0mFT5IKf4JNNBxYMZu8+3kK9pVFl26YLOdxIsoVo7kFNE5dXV3Mmzf6HsPKmkfOu5O8/hKp8HFS4VO4+l3c4C4Us8g7V+M7K8a88mgSLMsi3B9yzrxlnNMUDavrC/rYktvGtlwHHbltdOQ62R/0sL+/Z3g/V4Bmt5k5qTba0rOZlZrJzNRMTky1jmsuQjkVO4dJ0FpzIDzAnsJe9hT2squwm535nezM76Kgjx6uNM2ddlhrbF567mGd+ADbd26vqhiPZKv1pEOJp1ZhEY3WCq1TyDvX4duXjKmyVG3nsRySiNEkgCLGMjpEWzPIu39B3rmRlHqOVPg4ju4gGz5AJvwBvn0ZBecqQuu0qpymfmSMjW4jZzQs5YyGpUBUM91T2Mu2XAed+U52xBer3qCX3qCX9wfWHfb7LW5zlAy8VmZ4MzjBm8EMbzrTvemJJIckRvhorekP+/nQ76bb30e3382H/ofsKexlr991WKf8SC1uC3PSbcxJt9Gensf8TDuN7tG3Q45UlaOYdA5P/TKuGEUVB42Fb19A3rmG0DrruP4eqjLGEksiRpMAipg+/TjW57eyFJyrKdifxVWrSYVP4OnVpNSzpNSzhNbJFJyrKNjLq6pz61gx2pbN7PQsZqdnAdESGUoruv3uKBkUdsW12T10+R/SE/TSE/SygY1HvVej08h0bxotbjPNbgstbnP8/2aanEbqnQaydmmXhDiuczgGoQ45GB6kP+ynN+ijN+gZjrkn6KEn6GGfv3/U2vyQOruOmakT48dM5qTbaEu30eCMbzvAUsc4EbbaTEo9RSp8AYto+RJNAwXnSgrOH6Os8dVwqynGckkiRpMAiujq6jr+ThnLJnDOI3DOw1YdpNTTeOGzOHoT2eBbZPguvn0pBWcFoXVG4q2C8cRoWzatqVZaU638FmcOHw91yD5/f5wMuuj29w3XgvcF++gL++gL+9hW5L0dHBrcBhqdBuqderJ2hoydJWtnyDpZMnaGtJ3GszxSlodne3hW9HAsBxsLy7KxiWYD79i7k7a22Sg0CoXWCoUm1AG+9ikoH1/7+MqnoH1yKsegGoz+DQcZjJ/3h/30B/0cVANFSn9InZ1lRtz6if6dwcxUKzO9mdQ79SVNcuP6npaSHsBTvyIV/nS4tg8QWEsoOFfh25eCNbElDhKPsQKSiNEkgCKamiY2+kXZ7eTs28g5N+OpV+I/kLWHWgXMxXeW4zvLx10zmqiJxjiSYzm0pk6gNXX0vAKlFb3BAfYH++kdrjH3Dteg+8N++sJ+8io/fHupZIplnONkYVHv1NHgNNDkNNEct2KiRwvNbjPTvWnUVWCN/CGlPIdjpkNc/Tpe+CKeehmLaMKZpo6CvZyC8xmUvbhkH5dIjBWWRIwmARQRhuNbJ+YoVgrfuQzfuQxbdeCpZ0iFz+PQiROuJBOuJLBOj5KBfTHaqlxTsGQxHoNt2UzzWpjmtRR9na98+uNbLP1hP4MqN6I2Hj0KqkAhrrX72h+uyStClNZDdf1o3R8V4tlu3CqwsCwLGxvHckhZqcNaEJ7txS2ODNkRrY6snaXBiVoldU5d9ayVE6vUOURrbL2elFqFF67C5tB8zcA6g4JzZUlq+6OpWIwJSiJGkwCKOHjwYMlnySq7nbx9K3nnFly9Fi98AU+9jKvfwQ3eIcN9BNYyfOcSAvuiso8iKkeME+HZHtPsYyeKsaqF8eNlPYdaY+tNeOolPPUSjj60iFzUgr08bsGWbgP40VTb97QckojRJIAiZs0abf26ErEcAusTBPYnGNSDeOoVPLUKV63B06/hBa+huZfAOgffuZjA/mRZWgZljbEKTPX4oAwxao2tN8bfyV/g6K3DP1JMx7cvxneWE1pLK9aHZc5jeZgEUMTu3bsrU3u0ssN9AegDeOplvPAX0T1WvRovWI3GIrSWEtjn49vno6wFJfnjq1iMCZnq8UGJYtQFXP0GbvhrPPU/w+vuQzRL17cvwncujYdvVn6pEHMey8MkgCLefvvtyn/prCZ8ZwW+swJL9+CqX+GFr+DqtdFtovAdMuH3CZlL4PwegXUugX32uDfATiTGCprq8cH4Y7T0Hly1Gk+txlWvYXFohJPiBHz7kwTORQTWssRntpvzWB7V1ZtVZd58881EP19bLfjOVQykvs2B1M846N5Dwf4UimYcOkmHkvrgdpoKl1FX+CtSwWPYagscx/IeScdYblM9PjiOGHUeR71OJrifhsI1NBVWUBd8Mx7FM0BonUzOuZF+72H6Us+Q875KYJ+b+MUfzHksl+TPbBULgqM3PU+MVR/VxpyLQIc4+l1ctRpXvYqr1+HpNXjhGgij2tuAd8+YFqerqhjLYKrHB2OLMR18n3T42PC6VRAN2QzsZQT27+Lb56KttnIWc0LMeSyPSbUYXNJlMAzDmIwm/WqghmEYRmmZPgDDMIwaZRKAYRhGjTKdwGMkhLgD+CegdbQ9iycrIcS3gCuBAvABcKOUsifZUpWGEGI5cD/gACullPckXKSSEkLMA34IzAQ08G9SyvuTLVXpCSEcYC2wQ0p5RdLlKTUhRAuwElhKdB6/KKVcXYnPNi2AMYj/0P4A6Ei6LGXwc2CplPIMYCPw1YTLUxLxReN7wOXAEuAaIcSSZEtVcgFwh5RyCXAucOsUjBHgr4F1x3zV5HU/8KKU8lTgTCoYq2kBjM2/AH8LPJ10QUpNSrlqxNNXgauTKkuJnQNsklJuBhBC/AfwaeD9REtVQlLKXcCu+P99Qoh1wBymUIxCiLnAp4C7gdsTLk7JCSGagQuAGwCklAXgozeTKDHTAjgGIcSniZqebyVdlgr4IvBC0oUokTnA9hHPO+NjU5IQ4iTgLGBNwkUptW8TVb5U0gUpkwVAF/CwEOJ/hRArhRDj2xloHEwLABBCvASMthLTXcDXiG7/TFrF4pNSPh2/5i6iWwqPVrJsxsQJIRqAnwBfllIeSLo8pSKEuALYK6X8jRDiwqTLUyYu8NvAbVLKNUKI+4E7gb+v1IfXPCnlpaMdF0KcTpSh3xJCAMwF3hBCnCOl3F3BIk7IR8U3RAhxA3AFcImUcqpMDNkBjNxlZ258bEoRQnhEF/9HpZRPJl2eEjsPWCGE+CMgAzQJIX4spbwu4XKVUifQKaUcarn9J1ECqAgzEew4CCG2Asum2Cig5cA/A78vpexKujylIoRwiTq1LyG68L8OXCulfC/RgpWQEMICHgH2SSm/nHR5yiluAXxlio4C+m/gJinlBiHE14F6KeXfVOKzTQvAeABIAz+PWzmvSilvSbZIEyelDIQQfwn8jGgY6ENT6eIfOw+4HnhHCDG0ktjXpJTPJ1gm4/jdBjwqhEgBm4EbK/XBpgVgGIZRo8woIMMwjBplEoBhGEaNMgnAMAyjRpkEYBiGUaNMAjAMw6hRJgEYhmHUKJMAjJolhNgqhCg6S9owpjIzEcwwjlM8I/wmKeVLE3wfC7gHuCk+tBK4cwotx2FUOZMADCM5fwZ8hmgNeE20N8MW4F+TLJRRO0wCMGrd7wghvgPMBn4K/LmUMhevRPkN4CSi9fVvkVK+LYT4EdAOPCOECIF/kFLeK4R4AjgfyAJvxe9zrKUnvgDcJ6XsBBBC3Ad8CZMAjAoxfQBGrfs88IfAIuAU4O+EEGcBDwE3AzOAB4H/EkKkpZTXE+0Md6WUskFKeW/8Pi8AHwNOBN5gbMtqn0aULIa8FR8zjIowCcCodQ9IKbdLKfcR7Tp1DdGtmQellGuklKGU8hEgT7Tt4qiklA9JKfuklHng68CZ8W5PxTQAvSOe9wINcd+AYZSduQVk1LqRu4ZtA9qA+cAXhBC3jfhZKv7ZUeL9h+8GPge0cmj3qhM4/AJ/pH6gacTzJqDfdAIblWISgFHrRm4a0w7sJEoKd0sp7/6I3znyAn0t0X7DlwJbgWZgP3Csmvx7RB3Ar8XPz4yPGUZFmARg1LpbhRDPAgNEW4A+DjwJPBVvpfkaUAdcCPxaStkH7AEWjniPRqJbRN3xa/9xjJ/9Q+B2IcTzREnlDuC7Ew3IMMbK9AEYte7fgVVEG3F8AHxDSrmWaDTOA0Q1+U3ADSN+55tEncU9QoivEF3ItxHtPPY+8OoYP/tB4BngHeBd4Ln4mGFUhNkQxjAMo0aZFoBhGEaNMn0AhlFGQoj3iEYVHelmKeVY5goYRtmYW0CGYRg1ytwCMgzDqFEmARiGYdQokwAMwzBqlEkAhmEYNcokAMMwjBr1/97EJV45gQbzAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "contour_levels = [0, 0.1, 0.25, 0.5, 0.75, 1, 1.5, 2, 3, 4, 5, 7, 10, 12, 15, 20]\n", "plt.contour(beta0, beta1, cost_func.T.values, contour_levels)\n", "plt.xlabel('beta_0')\n", "plt.ylabel('beta_1')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets understand how different values of betas are observed on the contour plot" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "betas = np.array([[0, 0],\n", " [-1, -1],\n", " [-5, 5],\n", " [3, -2]])" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Linear Regression with betas [0 0]\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Linear Regression with betas [-1 -1]\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Linear Regression with betas [-5 5]\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Linear Regression with betas [ 3 -2]\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for beta in betas:\n", " print('\\n\\nLinear Regression with betas ', beta)\n", " f, (ax1, ax2) = plt.subplots(1,2, figsize=(12, 6))\n", " ax2.contour(beta0, beta1, cost_func.T.values, contour_levels)\n", " ax2.set_xlabel('beta_0')\n", " ax2.set_ylabel('beta_1')\n", " ax2.scatter(beta[0], beta[1], s=50)\n", "\n", " # scatter plot\n", " ax1.scatter(X, y)\n", "\n", " # Plot the linear regression\n", " x = np.c_[np.ones(2), [X.min(), X.max()]]\n", " ax1.plot(x[:, 1], lr_h(beta, x), 'r', lw=5)\n", " ax1.set_xlabel('Area')\n", " ax1.set_ylabel('Price')\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Gradient descent\n", "\n", "Have some function $J(\\beta_0, \\beta_1)$\n", "\n", "Want $\\min_{\\beta_0, \\beta_1}J(\\beta_0, \\beta_1)$\n", "\n", "Process:\n", "\n", "* Start with some $\\beta_0, \\beta_1$\n", "\n", "* Keep changing $\\beta_0, \\beta_1$ to reduce $J(\\beta_0, \\beta_1)$\n", "until hopefully end up at a minimum" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Gradient descent algorithm\n", "\n", "Repeat until convergence{\n", "\n", "## $$ \\beta_j := \\beta_j - \\alpha \\frac{\\partial }{\\partial \\beta_j} J(\\beta_0, \\beta_1)$$\n", "\n", "\n", "}\n", "\n", "while simuntaneously update j=0 and j=1\n", "\n", "$\\alpha$ is refered as the learning rate" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For the particular case of linear regression with one variable and one intercept the gradient is calculated as:\n", "\n", "\n", "### $$\\frac{\\partial }{\\partial \\beta_j} J(\\beta_0, \\beta_1) = \\frac{\\partial }{\\partial \\beta_j} \\frac{1}{2n}\\sum_{i=1}^n (h_\\beta(x_i)-y_i)^2$$\n", "\n", "### $$\\frac{\\partial }{\\partial \\beta_j} J(\\beta_0, \\beta_1) = \\frac{\\partial }{\\partial \\beta_j} \\frac{1}{2n}\\sum_{i=1}^n (\\beta_0 + \\beta_1x_i-y_i)^2$$\n", "\n", "### $ j = 0: \\frac{\\partial }{\\partial \\beta_0} = \\frac{1}{n}\\sum_{i=1}^n (\\beta_0 + \\beta_1x_i-y_i)$\n", "\n", "### $ j = 1: \\frac{\\partial }{\\partial \\beta_1} = \\frac{1}{n}\\sum_{i=1}^n (\\beta_0 + \\beta_1x_i-y_i) \\cdot x_i$\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Gradient descent algorithm\n", "\n", "Repeat until convergence{\n", "\n", "### $ \\beta_0 := \\beta_0- \\alpha \\frac{1}{n}\\sum_{i=1}^n (\\beta_0 + \\beta_1x_i-y_i)$\n", "\n", "### $ \\beta_1 := \\beta_1- \\alpha \\frac{1}{n}\\sum_{i=1}^n (\\beta_0 + \\beta_1x_i-y_i) \\cdot x_i$\n", "}\n", "\n", "simultaneously!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Calculate gradient" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([-1.5 , -0.85498759])" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# gradient calculation\n", "beta_ini = np.array([-1.5, 0.])\n", "\n", "def gradient(beta, x, y):\n", " # Not vectorized\n", " gradient_0 = 1 / x.shape[0] * ((lr_h(beta, x) - y).sum())\n", " gradient_1 = 1 / x.shape[0] * ((lr_h(beta, x) - y)* x[:, 1]).sum()\n", "\n", " return np.array([gradient_0, gradient_1])\n", "\n", "gradient(beta_ini, X_, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Gradient descent algorithm" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "def gradient_descent(x, y, beta_ini, alpha, iters): \n", " betas = np.zeros((iters, beta_ini.shape[0] + 1))\n", "\n", " beta = beta_ini\n", " for iter_ in range(iters):\n", "\n", " betas[iter_, :-1] = beta\n", " betas[iter_, -1] = lr_cost_func(beta, x, y)\n", " beta -= alpha * gradient(beta, x, y)\n", " \n", " return betas" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "iters = 100\n", "alpha = 0.05\n", "beta_ini = np.array([-4., -4.])\n", "\n", "betas = gradient_descent(X_, y, beta_ini, alpha, iters)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets see the evolution of the cost per iteration" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'J(beta)')" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(range(iters), betas[:, -1])\n", "plt.xlabel('iteration')\n", "plt.ylabel('J(beta)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Understanding what it is doing in each iteration" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Linear Regression with betas [-4. -4.]\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Linear Regression with betas [-2.39494776 -2.05187282]\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Linear Regression with betas [-1.43394369 -0.88545711]\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Linear Regression with betas [-0.85855506 -0.18708094]\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Linear Regression with betas [-0.51404863 0.23106267]\n" ] }, { "data": { "image/png": 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IHMFbkfWNJAUuwCvfQkia3eOlMenTR6LtYibPBmO32we6ClHF9I1vEsk3kVwNQgamA9eWlZWtLi0tvRu4Efj9t9908803I8syqqoydepUFi1aRF1dHU6nE0mSaG9vJzs7m5aWFnRdJzs7m/r6+u5tp9xuN7m5uTQ2NiIIAhkZGTQ2NpKSkoKqqrhcLtLS0qirq0NRFFJTU2lqaiI1NRVJ/Zw8xz+QxQ4CajY17htQHDNobq4iPT0dr9eLz+cjLy+Puro6bDYbdrud1tZWMjMz6ejoIBAIdP/ebrdjsVhwuVxkZWXhcrkIBoPdvzfCqdPfyVu73+ZraRt7A1Xdf8csIZMpjsmMEUdj9VvIs+dRV1OHz+IjOTmZ5ubmmHSSZZmmpiY6Ozu7y/xunAKBAF6vt/v3Foslak6js0eRpWYy13IUDc5GPm/9kkp9D1s8W9ni2UqKlMJ4xjJZnkSWLZPKysruthdbTiNQpHtJE/9Oim0tjuD1NLT9AJw/pb6+8YBxCgQCJCcn7/c8xZZT79ue0+lk7969B+wj+urUE4Ku6wb0oZFn2bJl+vTp0we6GofkYHtaxiumb3yTSL6Rdl27di0LFiyIre/U+0FpaWke8FlZWVnxvv+eC9xYVla2+Jv3RKPfPmDcdB2r+j+s6gMIaASFI/Eqtw7oFnSHoinYzIdtH7G6bTX+fbNfbKKNw5JncmTqERRYB+cC1cHYh7hDbr7oWMMnrs9oDDYCXVvgDReKWVRwAiPtJTE3PaYbXcOqPoFVfRABnaA4B498ywFPJhyMsTkYkXDpqc82R54NJjOzf5uWDzZM3/gmkXwTydUIysrK6kpLS/eWlpaOKSsr2wYsALZEux7fi5veiSP0RxRtBQA+6VL80mUxOU1D13UqfJWsaFvJRvcmdLoGs4bZhnFU6iymJU3BIg7uI5QH43OVJCdxTPp8jk6bx07vLj5xfcZG91fs1su5t/oBCq0FHJ02n2nJU5B7uTgvaggifvkSVHEc9uDvUbSPSApcjEf5O5o4cr+3DsbYHIxou8RY1Ac/HR0dcXNiT28wfeObRPJNJFcDuRZ4et9OG7uBS6JdgW/HTdBrcAZ/haTvQicJj3wLIWlutKt0SDRdY6P7K5a3raTStwcACYnpydOYEBrH1KIpA1xD4xjMz5UgCIxyjGSUYyQdoQ6WVr/HenUj1f4anq5/liVNbzI3bTZzUo/CLsXWtK+QOAu35Qmcwd8g6dtJCv4Ej3wrIWle93sGc2y+S7RdzOTZYAKBqC82H1BM3/gmkXwTydUoysrK1gMzB7IO38RN0tbhCN6ISBuqUIxH/ieaOHQgq/Y9VF1lXcd63m1ZRkOwAQCH6GB26pHMSZtNqpxCZWXlANfSWOLluUqWkzmMGZxWfAprOtaxom0ldYF63mx+m2Wty5mXNof5afNwGnQyoxHoQgFu5WHsob9i0ZbiCP0av34lfumiru3u4iQ2EP12ZibPBhNP+yb2BtM3vkkk30RyjSfy8vJQ1Lewh/6CQIigcCQe5c8xc+gJdI00r+tYzzst73XPoU2X0zk2/WgOT5m53yl/8dYO48knLy8PRVSYlXo4R6QcxlbPdj5o/YAd3l282/I+K9tWcXTaPOanzcMRKyPRgg2vfCuaOgKbej829X5EvRKvfFPcxSaamMmzwcTTvom9wfSNbxLJN5Fc4wZdR3ffgyPpRQD80rn4pJ/FzPxmXdfZ0vk1S5rfpC5QD0CmksnC9AUcljKjewu0bzMY26Gu6/jUEAFdJaRpBPf9b0jXqK2ppbhoCIooIgsSiihik2QkQRzoaofNt2MjCALjnGMY5xzDbm85S1veY5tnO0tb3mNl2yqOSz+WeWlz+3wUuKEIAn75YlRhOI7QH7BobyEG66iqv4aioRMGunaGYO7zPMhJtO2uTN/4JpF8E8k1LtBD2EN/JTXpTXREfPL1BKSzB7pW3ez1VfFa0xJ2encBXSPNJ2QsPGjS/A2x1A49oSA13nbqfG4a/G4afJ3U+9w0+z24gj46Qn7ag346QgFUXTt4QeXffylJtpAiW0lWrKQoVtItdnKtSeTYnOTaksixJZFvSybDYo+ZnS0OFpsR9uH8tPBydnvLebt5KTu8O3mj+S0+cn3C4sxFzEiehhgDHxZC0nzcwgM4g9cj62sZmXUzfv3emDwsKFyi/dyYybPBWCyDe2V0uJi+8U0i+SaS66BH9+EI3YSifYymW/EqfyUkzRnoWgHQEmzhzeZ3WNOxFuia03xCxkJmpx3Zq50ZBqIddgT9bOtoYqe7mcrOtn0/rdT7e3/ejVWUsYoSsiiiCCKyKCEJIqoaQhUguG8kOqipeNUg7lAAdygAvo4ey02SLRQ70yl2pjHMkcbwpHTGJmeTa0uKelJ9qNiMsA/n6qIr2da5ndea3qAm0LWwcGXbh5yadTKjHaOiVNODo4njcFsewxn8OVapHCVwGZ3KPWji8IGuWr+I9nNjJs8G882G/YmC6RvfJJJvIrkOZgTdhSN4PbL+FRqp7Gr5NTkFA584B7QA77d+wAetKwjpISRBYl7qHBZmLMARxiKySLdDnxpik6ueza4GtrY38HV7I1Xe9gO+VxFECh0pXSPB1iTy9o0IZ1sdpCg2UhQryXLXyLEiHng0/UD776q6RmcosG/U2o8r6KfF76HB3zWy/c1PtbcddyjAJlc9m1z1+5WRptgYl5LN2JRsxqfkMCUtjwxrZBfr9TY2Y5yj+ZXj53zZsYY3m9+hyl/NfdUPMtE5gTOyTyVTGdgt4nQhj07lQST3tTgt23AGL8ej3IEqThrQevWHaPffZvJsMFlZWQNdhahi+sY3ieSbSK6DFUGvxxn8GZJegUYunco9OFOzB7pabHJv5qXGV2kNtQIwPWkai7MWkalkhF2W0e3Qp4bY2FbHly3VrGmtZrOrgdB3plhYRImRSZmMSs5k+L5R3mJnOvn25H7PTT6QjySI+5Lvno9U1nWdloCXis5WKjrbqPS0sbOjma3tjbQFfXzavJdPm/d2v7/YmcaM9EJmZBQwI72QTIOT6XBiIwoih6ccxtSkKaxsW8X7LR+wqXMz2zzbWJB+LMelH4ssDlwKpguptIt3YhH/hqKtwhm8Go/8t0Me6R2rRLv/NpNng3G5XDidzoGuRtQwfeObRPJNJNfBiKhX4Qxcg0gtqjCCTuUudCEXl6tmwOLWGmzj5cZX+apzEwAFlgLOzjmDEfa+fwVuRDus83XwUWMlHzZW8GVLNQFN7f6dAIxOzmJyai5jU7IZl5JDSVI68kFGjvtLf3wEQSDT6iDT6mBGRmH367quU+vr4Ov2Rra2N7LJVc/GtnoqOtuo6GzjparNAIxJzmJedjFzs4sZm5KN2M9pHn1xsYgWFmYs4PCUw3i96Q3WdKzlnZZ3Wduxjh/knMUox8hDFxIh2lx+HPm3YQ/dhkVbgiN0A17+SFA6bsDq1Fei3X+bybPBBIPBga5CVDF945tE8k0k18GGqO3BGbwKkUZCwgQ8yp3dR20PRNw0XeNj16e80fQWft2PVbByUuaJzEk7qsfFgL2hLz66rrPT3cz79btY1VjB9o7m/X4/JjmLGRmFzEwvZGp63iFHfI0kEvERBIECewoF9hQW5JZ03UdT+bq9kTUt1XzZWs361jq2dTSxraOJh3d/SZbVwdysYo7OGc4RmUV9+rDQH5dUOYUL8s5jVsrhvNDwMg3BBu6tfoDDk2dyevZpA7K1XTAYBEHGK/8OXU3Bqj6NPfR7QCUonRD1+vSHaPcDgq7rUb1hX1m2bJk+ffr0ga7GIfH7/Vit1kO/MU4wfeObRPKNtOvatWtZsGBBbGwbECWM6Lf3T5yn0qncAcL/H2GKdhttDjbzbH1Z9y4ak50TOTP7dNIUY+ZbhuOz1+Niad0O3q3dwe7O1u7X7ZLMrMwhzMkuZk7WMMOnL4TDQPUhPjXEly3VrGqs4KPGiv0WP6YpNhbklnB83kimpRf0ekTaKJeQFmJZ63Lea11GSA+RKqdyTs7ZjHeO63fZ4bCfj65jVR/Gpj6KjohX/gNBaVFU69MfItHOeuqzzZFngxmMe3T2B9M3vkkk30RyHSyIWuW+xLmJkDCdTuV2EPZPBKMVN03X+MT1Ka83vUlAD5AkOTk7+0ymJht7lPahfNqDPt6u3cGbNVvZ0t7Y/XqqYuXYnBKOyR3BjPQCrFJs/PM+UM+VTZKZkz2MOdnD0PV5bO9oZmVjOe/W7eie2vFS1WZyrE5OyB/FaYXjKHam91imUS6yKHNC5kKmJk/hmfrnqPTt4aGaRzk85TBOzzo1aqPQ+/kIAn75ckDEpj6MPXQroBOUTopKXfqLuc/zICfR5kyavvFNIvkmkutgQNQq9iXOzfsS5ztA+H5SEY24tQRbeLa+jB3enQBMTZrM2dlnkiQbf4rhgXx0XWdtaw2vVn/NB/W78O+bw+yQFI7OGc7xeaOY1cepCJEmFp4rQRAYk5LFmJQsfjJiJjvczbxbt4N3a3dS4+vgyYr1PFmxnmlp+ZxeNJ4FuSXYDvDhw2iXXEsO1xVdw/LWlbzdspTP279gm2c75+b8gHHOsYbe60AcyMcvXwYI2NSHsIf+SFcCvTjidekv0W5nZvJsMJIUe51XJDF945tE8k0k11jn/0/VaCYkzNiXOB94nm6k47bB/RXP1j+PT/PhlJz8IAKjzd/m2z4+NciS6m08v3cjFZ1t3a8fkVnEaYXjmJc9/IBJXiwRa8+VIAiMTs5idHIWV4+cxUZXHa9Xb+Xduh2sa6tlXVst/9r6EacWjuWHQyeTZ0/uvjYSLqIgsiDjGCYkjeeZuufY49/LgzWPcEzafE7OOqnfc+h74mA+fvnHdI1AP4A99CdAiPkR6Gi3s9h+6gYh7e3tpKf3/NVPPGH6xjeJ5JtIrrFM13Z01/QqcYbIxS2khXitaQmrXB8DMNE5gXNyziZZTj7Elf2jvb0dnDbK9nxF2d5NuII+ALKsDk4rHMepBeModKREtA5GEsvPlSAITEnLZ0paPr8cM5v36nbyctUWtrQ38HTlBp7bs5Hj80ZyQfE0RidnRdQlz5LLdUOu4YPWFbzdvJTlbSvZ7SvnorzzyejDloe9oScfv3wJXSPQ92MP/QkdByHp6IjUwwii3c7M5NlgsrMHfs/RaGL6xjeJ5JtIrrGKoLfhDP4MkXpCwqR9c5x73hkiEnFrCjTxRN1T7PVXISFxavbJzEudE/ET7ao8Lp507eTtHe90T82YkJLDBcVTOTpneExOywiqKq6An45AgICqEtS6ThEMqhohTSOkqTTX16GIYtfpg6KE06KQZrFik+WYOXrbKVs4vWg8pxeN5+v2Bp6u2MB79Tt5u3YHb9fu4IjMIs7JH89QXY9YnSVBYmHGAkbaS3ii7ikqfXv45547OS/3HCYlTTT8fod6dvzyxYAfm/oYjtDv6RTuRBVnGl4PI4h2/20mzwbT0tKCwzFwK5ujjekb3ySSbyK5xiR6J47gL5D0ClSh5KBznL+L0XHb0LGRZxvK8Gk+MuUMLso/n6G2oYaVfyCqPe08Wv4lb9ZsQ923A9bcrGFcUDyNaen5A5Zgtvv97Olop7bTTa3bTV2nm9pONw0eDy6/H5ffhycU6nP5FlEixWoh1Wojy2Ynz+kkLymJfGfXT1FyMrkOZ9T9x6Xk8OfJC7naO4tnKjfwavUWVjdXsbq5islVeVxZcjiHZRRGrF7D7cXcMPQXPFP/PJs7t/Bo7ePMT5vLqVknGzqNozfPjl+6HEF3YdVewhm8AbdyH5oY3V1BekO0+28zeTaYwbL1n1GYvvFNIvkmkmvMoQdwBn+DrG9Bo4BO5W4Qejc1wai4abrGG81v8UHrCgCmJE3inJzSiO58UOvt4LHda3i9ZiuqriEJAsekFvHTCXMYkRSZr+oPRFBV2d7awrbWFna3tbK7rY1drlaavN5DXisJAikWK8kWC1ZZwiJK3SPMsiji8XqRLErXiLSqEtA0OoMBXH4/flWlyeulyetlF60HLN+pKAxPTaMkNY0RaemMTEtnQlYWyZbIb3+Xb0/m+rFz+EnJTF7cu5kny9eysa2Oq9a8zvT0Aq4oOWy/w1uMxCk5uSz/Elat01fkAAAgAElEQVS0fciSpjdZ2baKvb4qLsm/0LCpQ716dgQBn/wrhFA7Fu09nMGf06k8hCbG1s5E0e6/zX2eDcbn82GzRW8D+oHG9I1vEsk30q7mPs8HQVdxhP4PRfsAjQw6LQ+hCUN6fQ8j4tapevhf3VNs82xHROTUrJOZnzY3YiOLrQEvD+36gleqthDSNUQEFuWP5rKSmWSL1og/c01eDxsaGtjQWM9XTY1sbW7e7xTCb7BJMsNSU8l3OrtHg/OcSeQ6naRZraRabTgVpcd9knuKjzcUon3fCHaj10NtZ2fX6La7a4R7b0c7LT7fAa8tTkllUnYOk7NzmJqdw/DUtIiPULe4O3itYTtPVqynPeQHYGZ6IT8bfSTjU3Midt9ybwWP1/4Pl9pOqpzKpfkXMcyAb0PCenb0II7gr1D0z9DIw215GF2InHO4RKL/Nvd5jiL19fUJtVes6RvfJJJvIrnGEjb1LhTtA3SS6FTuDitxhv7HrT7QwMM1j9EUbCJJcnJx3oWMdJT0ubyeCGkqZXs38dCuL3CHAgjAovxRXDbiMIY5uw5ZqaysNLwdBlSV9Q31fFpTzae1Vexo/f4ob3FKKuMysyhJS6MkNZ2StHTyk5L6faR1T/GxyzJ2WSbX6WQ0mQd8T6vPy662Nna7WtnV1sa2lma2tbRQ0e6iot3Fkl07AMi2O5hVUMiR+YUcUVBAmtX4DyAdzS1cMmIGPxg6iecqN/J05Qa+bK3motUvckrhWK4eOSsiB9IMtxdz/dCf83jtk+z2lfOfqvv4Ye45TE+e1q9yw3p2BAWPchvO4DXI+iacwV/gVh4EwfjtGvtCtPtvM3k2mKSk2GhI0cL0jW8SyTeRXGMFi/oCVrUMHYVO5R9o4uiwy+hP3LZ2buPxuifxaT4KrQVcln8J6UpkVux/1rSH27d9TPm+kwCPzBzCL8bM/t70DKPaocvvZ+XeSj7YU8kXdbX41P8/N9kmyUzJyWFqdi4Ts7OZmJlNSoROAeyvT7rNzsw8OzPz8rtf+2aaycbGBjY2NrC2oY5Gr4clu3awZNcOBGB8ZhbzhwxlwdDhFKem9tOii29ckmQLl5XM5Jyhk3isfA3PVm7k9eqtLKvbxWUlMzl36GQUgxd3psgpXFV0BS81vMKn7av5X93T1AXqOTHjeERB7FOZYcdGsONR7sAZ/AmSvhNH6P/wyP8CYeBTyWj33wNvbGJiYmKScMjaZ9hCdwDglX+HKs6I6v0/c62mrOElNDQmOyfyo7wfYhWNTyBrvR38c+sqPmysAGCII5VfjpnNnKxhhk8zaPV5Wb53D8sqK/iirqZ78SHAqPR0jswv4siCQqbm5GKJsf2Xw0GRJCZkZTMhK5sfjpuAruvsbGvtGlmvqWJdQz2bm5vY3NzEfevXUpKWznFDi1kwrJiSNOM+HCUrVq4bfRSnF47nzm0f81FTJXdv/5RXqrbw63HzmJUZ3rcoh0IWZEpzzibPmserja/zbsv7NAWaOS/3HGQxOumcLqTSqdxJUuBSFO1TbOrd+OTro3LvWMJMng3G7XaTmXngr5/iEdM3vkkk30RyHWhEbTeO4E0IaPikSwhKi/pcVrhx03Wdd1reZWnLewAsSD+WxZkn9nn07mCENI3n9mzkgZ2f49NCOCSFH4+YyQ+HTcbSw6hkuD4BVWVV1V5e37WDT2uquhNmSRA4Ir+ABUOLmVc0lOwB2kkmGs+VIAiMSs9gVHoGF06YhDcY5Iu6WpbtqWBl1R52tbWyq62VBzeuY2RaOqeWjOKkESWk28JbDHowl2HONO6avpiPGyu5Y9vHVHrauGbNEhblj+aXY2aTbjFu0akgCMxPm0uOks3jtU+y1r2ODrWdS/IvDntxa19jowuFeJS/4wxeg1UtQxOKCUhnhV2OkUS7/zYXDBpMIi2wAtM33kkkX3PBoPEcqN8W9FaSApciUkNAXIBX/jP0I3ENJ26qrlLW8BKr2z9HQODs7DOYnXZUn+99MLa2N/LnzSvY2tEIwMLcEq4fO4cs66GPEO6tz9aWZl7fuYN3Knbh8nctXpMEgVkFhRw3tJh5Q4ZGZN5vuAx0HxJU1e5Eevneyv3+VnOLhnBKyShmFw5BEQ/dBnvjEtRUnq7cwMO7vsCvqaQqVn4xejaLC8YY/k1Dla+ah2oeoV3tIN+Sx+UFl5GupPX6+v7GRlHfwhG6FR0Jj3InIfGIPpfVX6K9YNBMng1m7969DBli7Fc1sYzpG98kkm+kXc3kGdCD+xYcrSckjKdTuf+Qh6Acit7GLaAFeLz2f2zxbEURFC7KO5+JSRP6de/v30PlwZ2f82TFejR08mxJ3DhuHnOyi3tdRk8+qqaxYu8envp6ExsbG7pfH52ewSklo1g0vIT0GPuwG0t9SFBVWVW9l9d37uCTb43S5zgcnDt2PGeOGtPjFnjhuFR5XPx1y0o+b6kC4PCMIn4/4Rjy7caeUNkSbOHBmkeoDzSQJqdyZeHl5Flye3WtEbGxhu7Hpj6OThJu5b9oYmT3RD8YkWhn5m4bUSRWTkuKFqZvfJNIvonkOlDYQnci6+vRyMaj/LPfiTP0Lm5e1cvDNY+x21eOU3Twk8IfU2wzdmX+bncL//fVe2zvaEZE4IdDJ/PTkUfgkJWwyjmQjzcY5PVdO3j6681UuzsASLFYWDR8JKeOHMXYjNidbhRLz5UiSRw7tJhjhxbT5PXw1u5dvLZzOxXtLu5Z+yWPbFzPaSNHc964CRQkfT/JDcelyJHKvTNO4e3a7dy+7WM+b6nih58+z2/HzeeE/FGGOWUoGfys6Boerfkvu33l/HvvvVxZeDlDbEWHvNaI2PilK5D0ChRtBY7QDbiVRwdkB45otzNz5NlgPB5PQp1SZvrGN4nkG2nXRB95VtQ3cYT+uG9njQdQRWOOGz5U3DyqlweqH2KPf2/YI3O9Qdd1Xty7mbu2f4xfUxniSOWPExcwKS2vT+V926fd7+eZrZt5fusW2gMBAAqTkvnRuAmcWjIKuxJeYj4QxHofous6n9ZU8+SWr/i8rhYAURBYOKyYyyZNZcS3Fhj21aXZ7+GvW1aysrEcgMX5Y7hh3FySZIsxEuz/zYpNtHFl4U8O+QHRsNjonSQFf4yklxMUj8Yj3wZRTmYj0c566rONXSFhQmNj40BXIaqYvvFNIvkmkmu0EbUd2EN/B8Ar/8qwxBl6jlun6uG+6gfY499LhpzOtUVXGZo4twa8/HL92/x964f4NZVTCsby9KzSPifO0OXTEfDz4Ia1nPLKCzy8cT3tgQBTsnP45/xjeeW0szhn7PhBkThD7D9XgiBwVGER9y9cxDOLT2PxiBIEYGlFOaVLXuGmVcspd7UBfXfJtDr419QT+e24+VhFmTdrt/GjT8v4qq3OMA+LaOHHBZcwJWkSPs3H/dUPUe6t6PEaw2IjOPHI/0DHiaKtwKI+a0y5YRDtdmYmzwaTktK7I2XjBdM3vkkk30RyjSq6G0foRgT8BMTFBMXTDC3+YHFzq53cW/UAVf5qspRMri26ikzFuOkNnzdXce4nz7OqsYIk2cLfJh/PzROPDXuaxrfpCAR4ra6Gk19+gYc2rscdDHBEXgGPnHASj514MscOLUbqxcK2WGIwPVdjMjL54+z5LDmjlNIx45BFkaUV5fzg9Ze5adUK2sS+j6YKgsBZQybw1KyzGZ2cRbW3ncu+eIVHd3+JZtAMAEmQuDDvfKYlTcWv+Xmg+mF2eXcd9P1GxkYTh+KRfw+ATf0PkrbesLJ7Q7Tb2eB6CgcBqvr9I07jGdM3vkkk30RyjSaO0J+Q9CpUYRRe+deGf517oLi5Q27urXqAmkAN2UoW1xRdZdjhJ5qu89juNVyzZgnNAQ/T0vJ57shzWJg3ss9lhjSN57du4bRXX+CJ7V/jDgY4LC+fR44/ifsWnsi0nL6PZA80g/G5ynU6+c3hR/Lq6Wdz9uixSKLI0ordXLbiff7y2ce0eL19Lnt4UgaPH3EW5w+bgqrr3L/zc36x7k3agwc+hjxcJEHi/LwfMiN5On7dz4PVj7DDs/OA7zU6NiHpGPzSjxBQcQR/h6A3G1p+T0S7nZnJs8F0dnYOdBWiiukb3ySSbyK5RhNFW4GOE4/yN0MWCH6X78ata6rGg9QGaslRcrim6CrSZGNOmPOEgty4YSn37VyNhs5lI2bywGGnkdePHRQ+r63hvDdf4x9ffIbL72d8ShoPHb+IBxYuYlru4E2av2EwP1d5ziR+e8RRvHr62Zw1agwg8PKObZzx2ks88/VmgprWp3ItosTPx8zm7mmLSVWsfNy0hws/e5Fd7hZD6i0JEj/KPZfDk2cS0IM8XPMou73l33tfJGLjk64iJExFpAl78FbQ+/Y3CpdotzMzeTaYvLzB39mFg+kb3ySSbyK5RhuP/Ds0ITLblX07bn7Nz0M1j1ITqCVHyeaaoitJlY35OrfK4+LSz1/ig4bdOGULd007iStHHo7Uxz2qa9wd/HrlB/z0/XfY1dZKYVIy/5q/gIdPOIkZufmHLmCQEA/PVb4ziZtmzeapExdzVEEh7mCA279czXlvvMrq2uo+lzs7exhPzSplTHIWVd52Lln9EisadhtSZ1EQOTe3tDuBfqjmUar9Nfu9JyKxEWQ8yp/RSEXRV2NRnzb+Hgcg2u3MTJ4Npq7OuAUAgwHTN75JJN9Eco0mfvEMQtKCiJX/TdxCeoj/1v6PSl8l6XIaVxVeQYpBifPnzVVc+NmL7HS3UOxM44kjzgpr7+ZvE9I0ntzyFWe//jLL9lRgk2SunjqDF049g2OGDqO+vt6QOscK8fRc2Txe7jn2eO485jiKkpPZ7WrjqveXctOqFbT6+jaVI9+ezKOHn8EJeaPwqEF+tf4dHtr1BUbshPZNAj0laTI+zccD1Q/TFGjq/n2kYqML2XjlPwBgU+9H0jZF5D7fJtrtzEyeDUYZJCugjcL0jW8SyTeRXKOJT/55RMtXFAVN13i67jm2erbhlJz8tPAK0sI4aa0nXqv+mmvXvkF7yM/c7GIeP/wsip19mz+9raWZi99ewl1rvsCvqhw/bDgvn3YWl06aglWSu33iiXjyURQFQRCYVzSUF045k6unzsAqSSyt2M1Zr7/Mm7t39inptUkKf550HD8bdSQiAg/t+oI/bHqfgNb/ebyiIHJB7nmMto+iQ+3g/uqHcIXau30iRUiag186FwEVe/Bm0CM7rSLa7cxMng0mNdWYuXWDBdM3vkkk30RyjSoRmOf8bVJSUni58VXWuddjFaxcWfATcizZ/S5X13Xu27GaP21ejqprXFA8ldunLiJJOfgJdAfDFwrx77VfcsFbr/N1SzO5Did3H7uQv807hlzn/kd2x1s7jCefb7tYJIlLJ02h7JQzOCKvAJffzx8+/pBrlr1LdUdH2GULgsCFw6dxx7STsEsyb9fu4Jo1S3AZsJBQFmUuLbiIIdYimkMtPFD9MB7VE/HY+KSrUYWRSFRhD90V0XtFu52ZybPBNDU1HfpNcYTpG98kkm8iucYTbzW8w0euT5AEicsKLunVyWqHIqSp/GHTMh4rX4MkCPx23HyuG30UYh92Cvm6uYnz3nyVxzdvRNN1zh07nhdOPZM5hQeeAx5v7TCefA7kUpScwr3HncAtR80lxWLhs9pqSpe8wsvbt/ZpFHpO9jAePuwMsq1O1rbWcOnql6n1hp+MfxebaOOKwp+Qo2RTG6jlkZr/UtcY4akOggWP/Cd0LFi015HVlRG7VbTbmXk8t8HE06fs3mD6xjeJ5JtIrvHCmva1fKJ+hoDAhXnnM8rR9+3ivsEbCvKbDUv5pHkPdknmtsknMDs7/KO8dV3n2a1buHvtF4Q0jRGpafzhyDlMys7p8bpYbocuj4+qpnZq29y0ub20dvq6ftxeXB4f/qBKUFUJhLp+giENUQCrshqLLHX/JNkspCfZSXPayNj3vzmpTooyU8hOcSL2Yz/lSHKw2AiCwCkloziqoIh/ffEZ71aW85fVn7C6rob/mzWbZEt431aMTcnm8SPO4rq1b7DT3cKPP3+Zf884hZKkjH7VP0ly8tPCy7mr6j/s9pWz3LqSEfqIiB5trYkj8ElXYVfvwh66Dbc4FV0wvo1H+7kxk2eDCew7QjVRMH3jm0TyTSTXeKDCV8mzDWUAnJ59KlOSJvW7zI6gn+vWvsFGVz1pio17pp/M+NSek90D0erzcesnq1hVvReA0jHj+PmMw7rnNfdELLRDjz/I9pomtlU3s7uhlaqmdqqa22n3+vtWoLf3ThZZojAjmaKsVIZlpTKmMJMxhVlkJTsimuT1hkPFJtNu52/zjmHu7iH8bfUnvF9ZwZamJv469+hDfmj6Lrm2JB4+7AyuX/82a1tr+Mnnr3DPjJOZmNq/EzLTlXSuKPgxd1fdyyb/Ft5teZ8TMhf2q8xDEZDOQdFWIOvrsYXuwKvcavw9ovzcmMmzwXj7sXn6YMT0jW8SyTeRXAc7rcE2Hq15nJAeYrI4iflpc/tdpivo45o1S/i6vZE8WxL3zjiVYc7wFx2ura/jdx+toMHjIdli4Q9HzuHYocW9vj7a7VDXdapbOlizq4bNexvZVt3E3mYXB5pxYLfIFGWmUJCRTEaSg3SnrXsEOc1pw6Z0jSwr+0aYZUmkcs9ecvLyCYZUgqqGPxiiw+vfN2Lto63TS4vbR32bm73NLlrdPsob2ihvaGPVt+6dkWRnbGEWYwuzmDYin7GFWchSdGee9jY2J40YycSsbH67agVbW5r58dI3uWbaTM4fPzGsqT/JipV7pp/M7za+x8rGcq7+8nXunn4yU9P7t5VhgbWAC/N+xMM1j/F2y1LyLLlMSZ7crzJ7RBDxKv9HUuBHWLR3CKrHEpLmG3qLaD83ghHboUSDZcuW6dOnTx/oahwSv9+P1Rr+gpLBiukb3ySSb6Rd165dy4IFC2Lz++gIEYl+26/5+XfVfVT5qxllL+GSrItw2Bz9KrM14OWqL19nh7uZInsK9888jfwwDz7RdZ3HN2/kvvVr0XSdKdk5/GXO0eQnJYVVTjSeuVa3lzW7a1mzq4a1u2tpcO2/E4IsiZTkpjOmMIuR+RkMzUqlKDOFjCR72KO/4fp0+gJUtbRT1dTO7vpWtlU3sa2mGbdv/5FFh1VhyrBcppcUMKMkn+LstIiPTIfrElBV/r32S57ZuhmAOYVD+POceWFP4whpKr/ftIz36nZil2TunLaYmRmFYZVxIN5tfJ+32t7BIij8rOgaimz9L7MnLKHnsat3oJGB2/KcodM3IvHc9NRnmyPPBlNXV8ewYeHPjxusmL7xTSL5JpLrYEXTNZ6pf54qfzVZSiYX519IY1Vjv+LW5Pdw1ZevsbuzlWGONO6feSo5tvASXk8wyC2frGLZngoALpk4mSumTEcRwx8ZjVQ7bGr3sGJzBR9urmDT3ob9RpZTHFamj8hnSnEeYwuzGJGbjkWWDLlvuD5Om4UxBVmMKcjim93Bvxkd31bdxFd7Gli7u4a9Te18ur2KT7dXAVCQkcy88cM4ZuJwRuVnRCSRDtfFIklcf9gRHJaXzy2frOKj6r1c8NYSbj96ASVpvd/uUBYl/jzpOCyCxJu127hu7RvcPnURs7KG9kWjm9GdI2lMnskXHV/ySO1j/HLIdYbtjX4gAtIPULTlyPo6w6dvRLv/NpNng7FYLANdhahi+sY3ieSbSK6DlWWty9ng3ohNtHFZwaU4JSftlvY+l9fi9/DTL1+jvLOVkqQM7ptxKpnW8Eax6zrd/GL5+2xvbcGpKPx59nzmDel7UmNkO3T7AnzwVTnLvypnQ2Vdd8KsSCJTivOYWVLA9JJ8SnIzIrZIzwgfQRAoykyhKDOFBZNHANDg6mTt7hrW7Krly1011LR08NxHm3juo00UZaZwzMRiTpg6ksJM45LBvrrMGzKUJ086lRtWLmNbawuXvPMGf5t7NLMPsuPKgZAEkZsnHosiirxa/TXXr3+bO6ct5vDMvu8uY7VaOSfnbJqCTZT7Kni89kmuLroSSTDmg9P36J6+cR4W7R0C2mJU8XBDio52/y3dcsstUb1hXykvL78lPz/2jywVBCGh/hE2feObRPKNtGttbS0jRowwfqVMDGNkv73Ns51n67sWCF6SdyEj7MOBvsetPejjp1++zq7OFkqSMnhg5mlkhJk4b2pq5Mr336Gqo4OhySk8uPAkpuT0b0GXEe1wW3UTjy9fx99f+ZiPvt5DXZsbRRY5aswQLjx6Cr867SgWzxzNxKE5ZEZ4IV6kniunzcLI/EzmjR/GD44az7Th+dgsMg1tbhpcnWysrOfl1V+zqbIeq9I1V7u/HxD645JitXLSiJHs7Whna0szSyvKSVYsTMzK7vXfXxAE5mQX0xzwsMnVwLL6XUxPLyAvzClG3y7PZrUxwTmOtR3rqAvW49P8jHOO7VN5vUEXUgARWf8CSd9MQDwdDEjWI9HOeuqzzZFng2lubiYpzDlugxnTN75JJN9Ech1suEIunqx7Gh2dEzIWMiFpfPfv+hI3nxrkF+veYoe7mWGONO6bcSrpFntYZSyrrOD3H6/Er6rMzM3nH/OPJdWAOZd9bYf+YIj3N+7m9S+2sb2mufv1qcV5nDBtJHPGDSXJFv0PwtF4riRRZOrwPKYOz+PaRYezvqKO9zbsYvmmiq653btryUiyc9L0UZxy2BhyUp2HLvQA9NfFLsv8de7RFKem8vDG9fzry9VUtru44bBZSL2c4iMKAjeOm09Q01hSs5VfrHuLhw87nZHJmWHX5xufZDmZi/Mv5D9V9/Nh2ypK7CMM2b3mYPil81C0t5D0CqzqM/jli/tdZrT7bzN5Npj09L4d2zpYMX3Do7bdzxNramn2BMl0KFw0I5/8lNhdkJdI8U0k18GEqqv8r+5p3Gono+2jOCFj/221wo1bSFP5zYalbGirI9fq5N4Zp4Q9VaNs2xb+8fln6MAZI0fzmyOO6tP85gMRrk+H189rn2/lpc++pq2z6zS6ZLuFE6aO5JSZoxmabcwx5X0l2s+VJInMKClgRkkBVy86nHc37GLJF9uobHTx1Icbefajrzhu8gjOnTOJ4pzw/jZGuIiCwJVTplOcksqtn3zEC9u30uT18uc587HJvUvJREHgd+OPpiPkZ0VDOdesXcKjh51JoSO8KSrf9hluL+bUrJN5pek1nq1/nkJrAVlK+Al5rxAUvPINJAWvxqo+RkA6Hl0o6FeR0W5n5gmDBpNo212Zvr2ntt3PjW/v5INdrWyodfPBrlZufHsnte193Ds1CiRSfBPJdTCxtOU9dnl3kyIlc0HeeYjC/v9shRM3Tde5dfNyPm7aQ6pi4z8zTgnrK29d17lv3Rr+vi9xvnrqDH43a7ZhiTP03qfR1cl973zBObe/wKPL1tHW6WN0QSa/PXMuL/yqlKsXHT7giTMM7HOVbLdy1qzx/Pea07n70kUcM7EYXYel63dxyX9e5XfPLGPTnoZel2eky4nDS7hv4QkkWyws31vJNcuW0u7v/b8Fsijyl0kLmZFeQJPfw9VrXqfZ7wmrDt/1mZc2h0nOifg0H/+rfYqQHgqrvHBQxZkExOMR8GMP3dHv8qLdzszk2WB8vv6fQz+YMH17zxNraqnt2H+7pdqOAE+sqe1vtSJGIsU3kVwHC9s9O3ivZRkCAhfk/Yhk+fuJbjhxu3v7J7xdux27JHP39MUMD+PENlXT+MtnH/Popg1IgsDNR87h0klTDJ8vfCgfl8fHPW+u5ry7XuKFTzbjDYSYWVLA7RefwANXnMzxU0uwKrHzpXIsPFeCIDC5OJc/lB7Nk9edyWmHj8UiS3yydS/XPvIWv/zvUnbUNh+yHKNdpuXk8cjxi8lxOFjXUM9l775Fk7f3CbBVkrl92kmMTc6mytvOz9a+QWeo94eFfNdHEAR+mFtKupzOHv9eljS91euy+oJPvg4dB4q2Cln9qH9lRbmdmcmzweTl5Q10FaKK6dt7mj3BsF6PBRIpvonkOhjoVD08Xf8cOjrHZxx30KO3exu3sj1f8XTlBiRB5J9TF4V1UltI0/jDxx/yys7tWCWJfx29gFNHju719eFwMJ9ASKXs402cf9fLvLL6a1RN4+iJxTx45Sn886LjmT4if8BP4DsQsfZcFWQk8/OTZ/HcL8/m/HmTSbJZWFdeyxUPLOHvr3xEY3vnQa+NhMvI9HQeO/FkilNS2dXWyk+WvkVdp7vX1yfJFu6ZvpghjlS2dTRx08Z3CWlar649kI9DcnBR/vmIiKxs+5Btndt7XZdw0YUsfNLlANjUu0Hv+7+F0W5nZvJsMHV1dQNdhahi+vaeTIcS1uuxQCLFN5FcYx1d13mh4UVcIRfFtmEcn3HcQd/bm7h92rSHf23tGtn6/fijmZXZ+y3CQprG7z5awTsVu3HIMv9ecDzzivq3v25PfNdH13VWbq7gkn+/yv1Lv8TtCzCzpIBHrjqNm0uPZnRBhOalGkSsPlfpSXZ+fNx0nv75WZx95HgkUeSddTu58O5XePyDdXgD30/kIuWS70zikRNOYkx6Bns62vnJ0reoDSOBzrA6uHvaYlIVGx837eHO7R/36rqD+RTbhnFi5vEAPFP/HJ3qwT9Q9JeA9ANUYRiSvgeL+mKfy4l2O4uJ5Lm0tHRIaWnp8tLS0i2lpaWbS0tLrxvoOvUVm8020FWIKqZv77loRj75yfuvds9PtnDRjNjdgjGR4ptIrkZRWloqlZaWristLX3DyHK/6FjDevdGrIKV8/PO63Hf2UPFrbKzjd9ufBcNnR+PmMHJhb3fhkvdN+L8fmUFSYqF+447kRm5kX1ev+2zp8nFL/+7lFueX0FNawfDslO57fzj+MeFCxmROzgWuMb6c5XisHL1osN5/JrTmTt+GL5giCdWbODCe15h1ZbK/d4bSZd0m50HFi5iQmYWNZ1urhhcCXkAACAASURBVHzvbRo8vU9ahzrTuH3qIhRB5Pk9X/Fq1ZZDXtOTz3HpxzLcVoxLbaes4UUidhq1IOOTftZVH/URBN3Vp2Ki3c5iInkGQsD1ZWVl44FZwNWlpaXjD3FNTGK3h7fd0WDH9O09+SlWbls0kmNL0pmSn8SxJenctmhkTO+2kUjxTSRXA7kO+NrIAluDbbzc+CoAZ+acfsgV/z3FzR3088t1b+EOBTgmZzhXlPT+QAZN17n1049YWrEbp6LwnwXHMyk7p9fX9xW73U4gpPLE8vVcdu9rrK+oI8Vh5ecnz+LRq07jiNFFMTk942AMlueqMDOFP557DHddeiKj8jNpavfwh+eW83/PLOs+vjzSLilWK/cedwJjMzKp6ujgyvfeDmsO9NT0fG4cPx+A277+kPWtPa+n6clHFETOz/shVtHKBvdXrOlY1+t6hEtInE1QOBwBN1b1v30qI9rtLCaS57KystqysrK1+/5/B12dcWQPWY8Qra2tA12FqGL6hkd+ipUbjynmn4tHceMxxTGdOENixTeRXI2gtLS0CFgMPGJUmbqu81xDGT7Nx0TnBA5PnnnIaw4WN1XXuOmr96j0tFGSlMGtE/8fe2cdHdXV9eHnjsbd3SFBkuAQXIvXgAotdXe3t1AvFepuX5WWQou7BIcQSALEiLu7TUa/P1Io0CQzmUwgJHnWYrHW3HPPvb+cc8/s2XefvaciMtDo1Op0vHHkIJsy0zGXSPho8rRLYjgDHEnO4u7P1/N/e+JRabTMHBLMT49cw/wR/RGLu8VXdoe40p6rcD83vrh3No/MHomFXMrBlDxu++Rv1hxJoqKissuvby2T8/nUqwixdyCntpb7d2ylsgOZJOZ7hnKDzyDUOi3PJGyluKmuzbb6xsZR6sg1TvMAWFP2NzVq47zCehEEFJKH0SEg0/yJoCvocBeXep51ny25/7Bw4UI/IBI4eplvxSgcHbt3/Jmp6dPbs+lNenuTVhPxIfAMYFx5s1aIqYsltfEMFiILFrpcZ5CHta1x+yYjlkP/pKRbETELC4lhewt0Oh0fnTjG2n82B344aRqRLl2/GUmp1vDNjuOsPtzyut3byYYn5o4hwr97bbgDUDSrqaxuoKKqkYp//q+qbUTRrEap0qBUqmlWaVCrNIAOc/N05FIxMpkYmVSCjbUZjnYWONpbtvxvZ4mVpazbeNTFIhHXjAxlbH8fPtl8lP3JuXy6OYYwL0f+t8ARN3uTTflWsZXL+XzqDO7dvoWMmmoe3r2dr6bNxMrACnqPhUSRWV9FTGU+zyRs49sR1yAT/Tf0yZA1b6TNCBLqT5HcmMKa0r+5w+O2jsoxCK0oBJVoJjLtZszUX9Mk7Vgx1ku9fncr43nhwoVWwBrgsVWrVtVefHzp0qVIJBI0Gg0RERHMnDmT4uJiLC0tEYvF1NbW4uzsTGVlJTqdDmdnZ0pKSs5Vnamvr8fV1ZWysjIEQcDBwYGysjJsbGzQaDQ0NDTg5uZGcXExUqkUW1tbysvLsbW1RalU0tTUdO64TCbD2tqaiooK7O3taWpqQqFQIBKJqKiowMzMDHNzc6qqqnB0dKSurg6lUnnufHNzc2QyGTU1NTg5OVFTU4NKpTp3vDtpOnu8NU2VlZUEBQX1KE3tjVN+fj7m5uY9SlN74wRQXV3dozS1NU5VVVVIpdIu09STWLhw4RygdNWqVccXLlw4sb22hq7beRX5/K1YB8A4IQpVjYoKKvTOs5KSknNr0Nkx2Z6dxLcFsYiAx1zDcRLLycnJMWierc3P5Zek00gEES8MjsS5WUlzc3OXrnFNSHljzX5yKuoRCQJzwn24a8ZIKsvLKCwsvGzPTkFBIdX1WgpL68nIKaO8RklOfhVVtaZPC2Yul+DrZY+znRxvD1uC/VyxMtfi4eZ8WdYDgMb6el64Zgxbvez4vwMpJOVXcOdn63hoRiTD/V27dI1T1NXxQuhAXj4dT0plBY/s2MLbo8bSVF9vkKaHnAbyZF0FSbWlvBq7lccDR/1n7tXX1+Pr66t3jYtSjSZDyORkw2l2Ze1mrEdUl8y90rr5BNptQ6rdRlbBNCTy/gY/T4IgUFVVZdJ1uz2ELgsC7yALFy6UAhuBbatWrfpPxuxdu3bphgwZculvrIPk5OTg6+t7uW/jktGn17R0twqEvWl8u1rriRMnmDJlSvdwrXWShQsXvgXcQst+FTPABvhr1apVi89v15F1++fi3zhed4J+FiHc53G3wV7Ii8etuKmOm4+sokbVzP1BI7gzQH/ox1m2ZWXywoFoBODNcROZ7hdg8LnGsvNkJivWH6JJqcbD3pq7xoUwaVjXlUZuD5VKw5nsMk6nFnP6TBEpGaUomv9bKEMiEeFoZ4mjvQUOthbn/jeTS5HLJMhkYuRSCRKpiKKiEuzsHGhWqVEqNTQr1dTUKaiobqSyqoGK6kbKqxpoUvw3u4VIEPD3dmBgPzcGhrgzINgNa6vLsx7WNCpY9tsO4nNbjKqrR/Tn/hnDkHVxTu38ulru2LaJiqYmZvkH8mrUeIOfjcSaEu6K+RuVTsvrg6ZxlXvwBcc7subtrz7AmrK12IpteN73GczEXbNBz0z1LnLtalSiSTRK3zb4vK5Yv9tbs7uF8bxw4UIB+BGoXLVq1WOttblSjOfm5mbk8u4dx2pK+vSajrMVCM8vpOJuLbusmwp70/h2tdaeZDyfzz+e56dWrVo15+Jjhq7byQ2pfFX4DVJByrO+T3WoLPD546bWark3di0J1cVEOfnwQeRsg+Oc40tLuH/HVpRaDY8PHcHisIEG34MxNClVfLI5hi0n0gCYONCPJ+eNQSroLukzV1ndyNH4HI7E5XA6rRilUnPBcXdna/y8HfHztMfXyx4/TwfcXKwRG1hV0ZDnSqfTUV3bRHZ+Fdn5lWQXVJGTX0lOQRVqzb85iwUB/L0cGBHhy+hIX/y9HS5pqIdCoWBjXCZfbY9FrdES5ObAywsn4O1k26XXTa2s4M5tm2hSq7l7cAT3hRtuC63OO83byfuwFEv5dfRCvCz+vdeOrHlanZaP8j8lR5HLWNsxXO9ybYd1GIKgK8daeS0CzdRJf0QrMiw7Tles3+2t2d0lbCOKFi/GqYULF8b/89kLq1at6tryNl1AcXFxr/HUQZ9eU9JeBcLnJvl1yTX10ZvGtzdp7U4otUpWl64BYIbDtA4ZznDhuH2bGUtCdTHOckteGTjFYMM5r7aWJ6J3otRqWBDSn5tDB3RMRAfJr6jlfyt3k11ajUwi5qFZI5gzNARBEC7J257isloOHc/mcFwOqZmlnO9D8/awY2CIG4NC3BkQ4oaDnUXnrmXAcyUIAva2FtjbWhA54N9cAYpmNamZpZxKLeL0mWJSM0vJzKskM6+S3zfE4epkzahIH0YP8SM00BWRqGsN6ZKSEq4fHcYgHxde/XMv6cWV3PPlBp67ZiwTBvh12XX7OTjy1rhJPBG9k29OxuNlZc2cwGD9JwLXeQ0gtrKAnSUZvHByO9+NuBbpP/HPHVnzRIKIRS7X817uhxysOcxQ6yH4m/sZK6lNdIITSvH1yDW/Yqb5ikbRBwadd6nX725hPK9ateoA0CM8MldKWh5T0afXdHTHCoS9aXx7k1ZTsmrVqmgg2tjzt1XuoEJdiYfMnUn2Ezp8/tlxO1FZyHeZsQjAa4OmYiczbDzrlM08umc7Nc3NRHl48dTwUV3qzTyRWcTS3/dQr1Di42TL0kUTL8jZ3FXzUK3WcjQ+h83RyZxM+TeFmVQiJnKAJ6MjfRk22Bs7G9NevzN6zOQSwkM9CA/1AECpUnMqtZjDJ7I5Gp9LSXkd63Yksm5HIu7O1lw1MZSpUcHYWHVNSMFZLf08nfj6vrms2HCY3aeyWPZHNEsmhrNkUkSXzZ1xXt48PXwky2OO8NqRg3hYWTPEVf9mUkEQeDFsIok1pSTVlvFFegyPhIy+QI+heMg9mGQ/gV1Ve1hVupqnfB5vNwe7sTSLb0Gm+Rup9hBi7Uk0osF6z7nU63e3MJ57EjIDd8P2FPr0mo7uWIGwq/R2t9hu6H1zuTtQpiwnumofAgILXa836otYJpPRoFbySuJudMAd/kMZ5mBYplONVsuL+/eSU1tLsL09b42fhMTAcARj2BqXznvrDqLR6ojq780L143HQn7h823qeVhR3cC2vals25dKZU3jP9cQMyrClzFD/Bgy0Atzs65bY0ypRyaVMHSgF0MHenH/Yi2pGWUcjsvmwLEsisrq+OHPGH75+zjjRgQwe2IoIQHOJrs2XKjF0kzGS9ePp7+nE19ui+XH6AQKq+p5ev4YpBLTG5QAC/uFkVdbx28piTyzdze/zJ6Hm6WV3vOspXJeHzyVu2PW8nN2HOOd/YiwdzdqbGY4TCO+LoEiZTGHag4zzm6sMVLaRSfY0yxehJnmB+Sa72kUfaj3nEu9fvcZzyampqYGOzu7y30bl4w+vaZjyVB3kksb/hPzfDkrEHaF3tZiu5NLGy57wZjeNpe7AxvKN6JBwwjrYfiZGffKtaamhl8L4yloqqWftRN3Bxq+QfCLhBMcLMzHVi5nxcSpWEq7xojU6XT8sDuen/cmALAoagD3TBvWapiBqeZhUWktf25OYPfhNDSalrgMLzdbZk0KZfLoYCwtLo2x0VXPlVgkIizYlbBgV267fjjHT+azKTqZuMR8dh9KY/ehNAYEu7JoTiQRYR4m8QhfrEUQBBaMGYCXow2v/rmXHQkZlNU08OqNk7A275q17NGhw8moruJocSFPRe/i2xmzMZPoN+XC7dxZ4h/JD1knWHZ6FytHLzJqbGQiGfOd5/J90Y9srdjOUOshWIg7F9rTGkrxDcg1vyPVHkakTUUr6tdu+0u9fouXLVt2yS7WGbKyspa5u3ffMsZnkUqlvcqD1afXdFjLJYzysaVWocbGTMIAV0ueGu97WQ3KrtD72aF8ThVfWHa2XqmhVqFmrP/lM167ei4XFRUREBDQseSlVzjtrdtpjelsrNiMTJByp8ftmImMe9UeV1/KxxlHkQoiPh4yB2czS4POi87LYXnMEcSCwIqJU+nv6GTU9fWhUmtYvvYAfx9NQSQIPDJnFIsnhLdpzHV2HuYXV/PdH0f59OeDZORUICAweqgf9908mjsWjKBfgAsyadd4RlvjUnxHiAQBTzdbJo0KYuKoIKQSMXlF1RSU1LLnSDonEvNxsLXA3cWmU0Z0W1q8nWwZEeTJ4dQ8skqrOZiSx+gQL6y6wIAWCQJRXl7syskis6aGSkUTE7x9DDo3wt6dfaXZZDdWU69WMtE9yKixcZG6kN6UQYmqFK1OS3/L9g1boxDMEKhGojuNQD1q8eR2m3fFPGtvze7zPJuYmpoaLC0NW7x7An16TcvZCoTdha7Q2x1ju6H3zeXLiVanZV35BgAm20/CVmJctoJalYK3zhwA4N6gEQRZG7bZsKCujmWH9gPwUOQwRrh7GHV9fSiUapb9sYejaQWYySS8vGACo/t5t3uOsfOwsKSGX9edYP+xTHQ6EIsFpkYFs2BWOB6uXZcNQqfT0diopLKqkWaFimalmuZmNUplS2q6uroaXF2dkcslLWns5BJsbcywtbXokg1+7i423L5gBIvmRLBpTzJrt58mNbOMVz7eTpCvEzfPH8LQQcaVOG9vbEI8HPns7tk8/8tOskqrefi7Lby3ZDq+zqZ3CNjJzXhvwhSWbNnI2vQzRLq4GrSBUCYS88qgKdx6ZDV/5p1mkNiGWSERHb6+IAhc7TSPFXkfsa/6AGNsR+MsM/2Pz2bxjcg0q5Bqd6HQ3Y9OaDsc61Kv333Gs4lRqS6vAXCp6dPbs+kKvd0xtht639heTo7VHSe/uQA7iS2T7Sca3c+K1INUqhUMtnXlFj/DjAClRsNz+/dQp1QywcuHW7ooJV2DQskLv+7iZE4JNhZy3rllGv089RsYHZ2H9Y3N/L4hjk27k1FrtEjEIqZEBXP9zHDcnE1XCa+xUUlWdjkZmeXk51dRXl5PeUU9FRUNKFrJ0awPiViEg4Mljo6WODpa4e5uQ4C/M4GBzjjYW3Q6zMLCXMaCWeHMnRLG1r0prNl6ivSccl75eDsRYR7ctWgkvp4OHepT39i42lnx8V2zePGfcX/0uy28c+t0QjxMX/0uxMGRZ0aM4vUjB3nr6GFCHZ0ItNNfjCnE2ol7AofzefpRPs4/wYSAMCwlHffYept5Mdx6KDF1sWwo38QdHkuMkdEuOsEVlegqZNpNyNW/opA+02bbS71+9xnPJsbNrfuVUu1K+vT2bLpCb3eM7YbeN7aXC6VWxeaKrQDMcZyFTGTcq9bYygI2FqYiE8QsHTgFsWDYRr9P42JJqijHw9KKZWPGdUl2hMZmFc/+vJPEvFKcrC14d8l0/FwM80AaOg91Oh3RRzL4ftVRqusUCAJMGxvCjfMicXbQv4lMH6VldcTH55GcXER6ZjlFRdW0VRbCTC7BwcESc3MpsrMeZpkEqVSMSqVGrdbRrFSjbG7xSldXN1Jbp6C0rI7Ssrr/9GdnZ0FggBMhwa5EhHsREOBstJfaTC7l6umDmDkxlC3Ryfy+MZ74pEIeeWUt86YO4MZ5kViYGTYHDRkbKzMZy2+Zdu6Nw5P/t433b5vRJQb01UEhxJUWsykzg+f37eHn2fOQi/Wbdbf6RRJdmklSbRlfpsfwZH/jNv3NdppJfH0CJxtOkdmURYC5v1H9tEezeDEy7SZk2o006+5BJ7T+HF3q9btbFEkxhCulSEpvqsgGfXp7Ol2ltztm2+irMGh6Wlu391RFs658I55yD570fgyRgUbv+ai1Gm48vIqshipudArhySFTDTrvaFEBD+zchlgQ+G7GbAY5u3T42vpoalbx7M87OJVbiqutJStuvwoPB8M9wIbMw/ziaj776SCnzxQDEBrkyr03jSLQx/hX5yqVhqTkIuLi84iLyyW/oPqC4xKxCF8/RwL9nfD1dcTZ2QpHRyucHK2wtJS1+SOkLT3NSjUVFQ1UVNRTXl5Pfn4VmVnlZGSW0dBwYb57G2szIsK9iIz0ITzcC9tOpNOrqVPw67rjbN2bgk4HjvYW3HPDaMYM9dN7bkfWCJVaw6t/7uVAci7W5jJW3DaDIHfTG9BNKhU3b15HTm0tN/YP46nhoww6L6W2jFuP/IkgCPw6aqHBIU8Xs7liK9srdxJoHsBDnvd3yY9RC9XjSLWHUIjvp1lyW6ttLnWFwT7Ps4npbTGTfXp7Nl2lt7vFdkPvG9vLgUKjYGflbgBmO840ynAGWJl7kqyGKrwtbLnRy7BS1jXNzSw92BLnfPfgyK4xnJUqnvtlJ6dyS3G2seiw4Qztz0OtVsfG3Un8uOYYSpUGGyszbl8wnMmjg43yzGq1OpJTiti3L41DRzJpbPzXaDU3lzJ4kCeDB3sRHOSCj7cDUiM2GralRy6T4OFui4f7hfHYOp2OkpJa0jPKSEws5ER8HuXl9ew7kM6+A+mIBIHBgz2ZOCGEEcP9kMs7Fu5la23GA4ujmDY2hC9+OURadjlvfbGLiSMDuffm0VhZtP0jviNrhFQi5uUFE1i2KppDKXk8+eN2Vtw2g0C3joWK6MNcKuX1sRO5bcsGVqYkEeXpzWgP/aka+9s4M8c5iPVl6SxP3sfXw682yvCdZDeBA9WHyGjKJKXxDKFdsHlQKV6EVHsImWY1zeLFIPzXdL3U63ef8WxixOJLt4u5O9Cnt2fTm/T2Jq2Xiz3Ve2nQNhJg5k+ohWFldy+mRFHP1xnHAHi6/zjMxfpfuet0Ot44cpCypkbCnV24faD+ogsdRa3Rsuz3aE7mlOBkbcEHRhjO0PY8LKus56Mf9pOQXAjA5NFB3LVoFNZWHX9jU1hUw969Z9i3P+2CsAkfHweGRPowJNKbfiGuSEyQr7ijz5UgCLi52eLmZsvYqCB0Oh0FBdUtHvH4PBITC4lPyCc+IR8zMymjR/kzYXwIAwd0LB1dsJ8z774wly3RKfywOobooxmcPlPMo7ePIyKsdeOzo1qkEjFLF05k6e97OHImn6d/2s6nd802al60R5ijE/eGR/J5/AmWHdrH73Ouwd5Mf/aa273C2V9dQFx1EVuKzjDLo+OGr7nYnKkOk1hfvolNFZvpbxFicu+zWhiJRvBDrMtGqo1GJf7vm6ZLvX73Gc8mpra2Fnt7/UH7PYU+vT2b3qS3N2m9HDRoGoiu2ge0xEoa+wX74ZlDNGnUTHIJYIyTDzk5OXrHbUtWJrtys7GUSnk1arzJC6FotTqW/32AmPQCbC3kvH/7DDwdbYzq6+J5qNPp2HMkna9/O0JDkxIbKzMeujWK0UP8OtSvTqfjdGIhGzae5PiJ3HOfOzpaMn5cMBPGh+DtZfr539nnShAEvLzs8fKyZ+6cwdTWNnHwUAZ796eRllbKnugz7Ik+03J89iDGjwtGJjPMtBGLRMyZHEZkmCcffL+X1Mwy/rdiK3Mmh7HkuuGYyS/sxxgtMomYVxZN5Plfd3Eis4inf9rOJ3fOxMHatLmRbxswmEOFBcSXlrA85jBvj5+k9xxto4JHQ0azLHE3H505xHhnP6ykHf8xNtZ2LHur9pPfXEBC/UkirMONkdA2goBSvBBz9TvINH+0ajxf6vW7L8+ziZHJZEi7KNF+d6RPb8+mN+ntaq29Pc/z9sqdpDWl09+iH9MdDItRvphjFfl8nHYYuUjCh5GzsJLK9Y5bRVMTj+3ZTrNGw3MjxnRJWrovtsWyMfYM5jIJ7y3p3Kv58/UomtV8+P0+/tgYj0qtYUS4D8sem0Gwv+GV87RaHUeOZvHRp3tYuy6eoqIaZFIx48YFc9uS0dxxWxThgzsXR2yoHlMgl0sJDnJh6pRQxkUFYWkhp7i4hpLSOmKP57BjZzJajQ4fXwdkUsOMaBsrM6aMCUYiEZOYVkxqZhmHT2QTEeZxQalvY7WIxSLGhfoSm1FIdmk1JzKLmDo4wKSVCEWCwDBXd9amnyG1qpIgO3sC9BQNkclkhDq4EVOZT1ZDNc1aDWOcDMsZfT5iQYxUkJLUmEyxsoQxtqNN7n3WCP7INWsQk4daNBadcOEz0BXrd3trdtfVIe2lVFZWXu5buKT06e3Z9Ca9vUnrpaZJ08SBmkMAXOU43ag+NDotK1IPAnBHwBDczFtefesbtw+Ox1CrVDLK3ZP5Qfpz4XaU9cdS+PNQIhKxiNdunGxQOrr2OKunoqqB59/dxL6YTMzlUh65bRwvPTQVe1vDjFydTkfs8Rwef3IV763YQVZWOba25ixaOIwvv7iZhx+cxKCBnl2Sa/l8uvK58vCw48YbhvP5Zzfx6MOT8fd3orZWwa8rY7jvgd/46+84lEq1QX2JxSIWzYngvRfm4e1hR35xDU+9uYG4xIJzbTqjxUIuZfkt0/BytCG9uJLX/9yLRqs1ur/W8LS25pEhLRU23z12hHqlst32lZWViASBZ0PHI0JgVd5pchqq2z2nLUbZjMBOYkexsoSkhmSj+mgXwRyleC4AMs2a/xy+1Ot3n/FsYq6U7CWmok9vz6Y36e1NWi81B2sOo9AqCDYPNLoM96bCVNLqK3Azs+Jm339zOrc3bjFFhWzJykAuFvP8SNN7w45nFPLRpqMAPDlvNEMDO+/V1ul0pGWX8cQb60nPLsfVyZp3X5jLtLGGx5Lm5lby2hubeWv5VvILqnFysuLuO8fy5Wc3sfD6oV3mZW6NS/FcSSVixo8L5t23r+Xll2YzYIAHjY1Kfl0Zw6OPr+LQ4QyD7yPI14n3X5jHqEhfGhqVLPtoG5t2JwGd12JnacZbi6diYy7n8Jl8vtp+vFP9tcb1IaEMdHKmrKmRLxNOtNv2rJ4QayfmefZHo9Py8ZnDRl1XIpIw0W48ADurdnfJuCtF1wAg1e4AXf0Fxy71+t1nPJsYZ2fDX6f1BPr09mx6k97epPVSotKq2FvdkuVisn37JXbbQqFR81V6DAAPBo/C7Lxctm2Nm1Kj4e2YFm/3XYMi8LI2Lga5LXLLqln6xx60Wh03jRvEVZGm8Wqn5TXy3PJNVFY3MiDYlfdfnIevp2GxnDW1TXz1zX6efHo1CSfzsbSUcfttY/j04xu4asYAg2OBTcmlfK4EQSB8sBevLp3L0v/NxsfHgdKyOt7/YCf/W7qejMwyg/oxN5Py/P1TWDArHK1Wx5e/HebzXw5i79D5VHNejja8csMkJGIRfx5KZENsaqf7PB+RIPDCyDGIBIE/UpNJrihvs+35Y3Nf0AjMxRL2lmWRUF1k1LVH247EQmROtiKHTEWWUX20h1bkg1oYgoACmXb7Bccu9frdF/NsYgoKCrDTE2fUk+jT27O5UvUW1Tbz2aF81iWVcaKgjkBHc6zl7RsOXa21t8Y851rmE1cfj6fcg3lOc4zy/v6ee5JdpZmEWDvxTP8LC5u0NW7fnz7Jrtxs/GxseS1qPGITbhJsUCh58v+2UV7XxLgwX56Y23mvtk6n4/eN8Xzz+1E0Wh3TxobwzH2TsTDXn01Eq9WxY2cyb7+zjZTUYgSRwMwZA3nmqekMGuhpUu3n09jQTEFeFWeSikk4nsupE7nEH8sm9nAmR/enc3BPKof2ppByqpikhAJSEwvJPFNKaVENiiYVEokIuZm0S3IDu7raMG1qKA4OlqSllVJQUM2OnclUVjYQFuauNx5aEATCQz1wd7Yh9lQ+qZllnE4tJGpYIDIjUvadj5u9Fc42FhxMySMmrYAhAR642Jou1ZqTuQV1zUpOlpeSWlnBvMBgRK38jc9/diwkMpq1auKqishrqGGuR/8Oj4tEkNCsU5LRlEm9up6hNl1Rm0OCVBuNoKtEJb763KddsX63t2b3ZdswMVZWna/sdCXRp7dncyXqLapt5rkt6RdUMEwubeDtmUHtFmK5ErVeCeyuigZgiv0ko4ykelUzP2S1vN5+MGjkrtYVEgAAIABJREFUf4yA1sYtr7aW708lAPD8yDFITZjGSqvV8fbfB8irqMXfxY7nrx3b6bjhFu/mIbZEpyAIcMeCkcyfNsCgv1dxSS1ffLmX04ktKewiI7y57dbReJkwc4ZOp6Mov5rUxELSkovJziijtKiW+jqFgT3ktXlEJpfg4maDp48DwaFuhIS5ExDsgqSTBiq0ZNOYPjWMqDGB/PVXHBs3n2LnrhROxOVx3z3jGDpEfwjRpNFBuLtY88anO0nNquSFdzex7LGrDI49b4uZQ4LJLKli9eEklv2xh6/vm2vSDBz3RQxhZ24WiRXl/JWWyoJ+of9pc/Gzc4tvBKvzThNXXcSh8lyinDseYjXedix7qvaS1JhMUXMR7nLTOj1VoonosEKiS0akTUMrannjc6nX7z7juY8++uhR/Hi86ALDGaCoTsmPx4u6XWGW3kC5qhxHiQPhVsblVv4t9yQ1qmaG2HsYnAngvdijKLUaZgcEMczNtF/eqw8ncSA5F0szKa/dOBlzWed2+Gu1Oj75cT87D6YhlYi576ahTB8/UO95Op2OvfvS+Oa7AygUKmxszLj7zrGMGR3Yqfs5S21NE8cOZpAQm0Pq6UJqqpv+0+as4eviZoOTqw0WljLMzKTIz/2TUF1Vi0Qio1mhplmhQtGkoqK8nrLiWkqLaqirVZCfU0l+TiVH96ef6zeovysDwr0YOS4IL9/OhUtYWsi5ZfEoJk7sx2dfRJOWVsqbb29lxvQwltwySm+hlf6Brrz34jxefG8TmXktBvSbT8/C3rZzxu6904dxprCCkzklvL56H+8umW6ytwSWUilPDRvFM/t282nccab6+uvN/WwllXO7/1A+PHOIL9JjGOPk0+EfvFYSK0bZjGB/zUF2V+3lZrcbOiPjvwhmKEUzkGvXINNuRCF63LT9G0if8Wxi6uvrcXQ0fQnO7kqf3p7Nlai3olHVoc/PciVqvVIYbzcOsdBxT2K9WsnKnJMA3Bc4otUv8ovH7UhhAQcK8rCUSnl0yHDjb7oV0ooq+GZnixf8uWvGGp3L+SznG85ymYSXH5mGrXn78xSgobGZr785wIGDLcbm6FEB3HPXWGw6uRHwrMF8ZG8aiQn5aLX/bsKytTOn30AP+oW5E9DPFXdPO2ztLfQaV/rKJjc2NFNSVENORjlnkopITSykILeKpIQCkhIK+POno3j5OjBqfDCjxnfOkPb2sueN1+azYeNJVq48xrbtSSQmFvL4o1Px82u/X1cnax67dShf/XGK7IIqXnh3c6cNaIlYxNKFE7jr8/XEZRXzx4HT3DTedAV8Jvv4MtLdg6NFhXxzMo5nRoy+4Hhra9713gP5OTuOlLoyDpbnMtYI7/ME+/EcqDlEXH0889VzsJKY1iusEs9Grl2DVLMDhfgREMSXfP3uM55NjKur6+W+hUtKn96ezZWo19GidS9SW5+f5UrUeiUgF+SMtDHOiP0z9xR16hav8xCH1jNZnD9uWp2Oj+NiAbh94GAczU2XVaJJqeK1P/ei1miZN7wfY0ONyxpylosN56WPTGdQf3cUivZDIfILqlj+zjYKi2owk0u4844oJk3sZ3TcsFar49SJXLauSyDhWM45g1ksFhE+zIfhUYGEhXvi7mln1DX0PVcWlnL8g1zwD3Jh4owwoMWITzlVyImjWRw7lEF+TiWrfz7K6p+P4uPvyNQ5gxg/tT9mBsSDX4xYJOLqeREMHuTFhx/vIr+gmudfWsuD909gbFRQu+cGBXjz+lNevPTeFrILqnjxvS288dTMThnQDtYWPHvNWJ77ZSff744jMsCdUC/TbH4TBIHHh47gxo1rWX0mhRtDB+B93sbZ1sbGTCxhsV8EH505zHeZsUQZ4X12kjoSZtmfxIZkDtceZZrDlE5rOR+NEIZG8EKsy0eii0UtjLzk63ffhkETU1RUhK2t7eW+jUtGn14DzzNiA1t34Eoc30BHc47m1lCv1Jz7zN1axlPjfdv9m3e11t66YdDS2ZLB1oM6fG6TWsXzJ7ej0Kp5ccBEvCxaH5vzx217dharUpNxNrfg9bETkZpwo9yHG45wPKMIPxe7c9kSjEWr1fHpTwf+YzhD+/Pw+Ikc3nhzC5VVjfj6OrDs5bkMHuRllFHb1Khk95bTfPHODrb8HU9xQTUikYjBQ324+oZh3PvEVKbMGkhAiAvWNuZGG+fGPFdyMymePg4MGxPA7OsiCQlzRyIVU1ZaS3lJHXEx2WzfcJLamibcPO2wstZfivpi7O0tmDypH1VVjaRnlHHkaBZKpYaBAz1a3Vx3VouLsyNRw/w4cTqf3MJqYk/lM2aoP+ZmxofveDna0KBQkphXRlxmMVdFBiEzUQEVR3NzCurrSK2qpEqhYIqv37ljbY1NsJUTf+UnkdtYQ4S9e5vPXntYiayIrTtOqaqM8XZjEQkm3LQqCAi6WiS6E4AItXhCl6zffUVSLiFdsWu4O9OnVz9nN7Dtzqgioaie3RlVLRvaapu74A5Ny5U4vu42ct6eGcTkQHvC3a2YHGivd7MgXJlarwTG2kUZdd6a/ESqVQoG2roy0sGrzXZnx02l0fB5QktIxb3hkZhLTPfjNPp0NptPpCGViPjfggnIDaxc1xY/rI5hx4EzyGTiCwxnaH0e6nQ6/vo7jreWb6WxScnoUQG8+drVeLh33Fiormrk56/288BN3/PDp3spzK/C0dmKG+8Ywxcr7+D5N+cz6aoBWNl03CBtjc4+VxKJmIjhftz35FS++v0uHn3xKvoNcKexQcmmNXE8dtuPvLt0AxmpJR3uWy6X8sD9E7jzjihEIoG16+J5a/lWGhpaX5vParG1Nuf1p2bi62lPXlE1yz7aRmNT+wVJ9HH3tKEEuTlQWFXHR5uOdKqvi7kvYggykZht2ZmkVFac+7ytsbGQSLnZt6XE9neZxuWiDrEIxkXqQo26hpP1p4zqoz1UohkASLV7QKe45Ot3n+fZxEgkkl5Tzhj69BrCZ4fyOVXccMFn9UoNtQo1Y/27dxq4K3V8reUSxvrbMT3EkbH+dgZ5+btaa2/1PAd7tf8qvDWaNWqeP7mdJo2KF8Im4GvZduaIs+O2Ji2VLVkZ+NnY8uKoqDa9hx2lsq6RZ3/ZgVKt4aGZIxjTz7tT/f297RQrN8QhEYt46eFpRIR5XnD84nmoUmn4+NM9bNp8CkGAG28Yzp23RyHtYDYKRZOKv1ce4+M3tpB8qhC1SkPoIA9uuXccdz4yidDBnsg74T1tC1M+VyKxCG8/RyZdNYAhI/1RqTQU5FZSkFPF7i2J5GaVExDi2iFPtCAIBAe5ENrfjeMncsnJqeRoTBZDIr2xsrqwn/O1mMmljB7ix5H4HPIKq0nLLmfciACjN/yJRSIi/FzZGpfOmcIK/F3s8HMxzfeDtUxGrbKZU+VlFNbXMzsg6D96LibYypE1+UnkNFYz3MET938qehrKWWM2uTGFek290aFbbaETbJFoDyKmCK0QjEgW0lee+0qmrMywJOw9hT69+jF2A1t3oDeNb2/S2t3ZUnSGCmUjIdZORDm1H1tcVlaGUqPhh9MtqekeiBiKxIThGp9vi6WuScmwQA+uHtG/U33FxOfyw+qWYi+P3TGeIQP+61E/fx42N6t44+0tHDiYjrm5lGefnsH11w7pkJdNp9NxcE8qT9z5M2t+iaG5Wc3Q0f689fkNLH3/ekaOC0LciRAUfXTVcxUQ4sIDT0/js1/uYN6iocjkEmIOZPDkXT+z8vtDNDV2zBM8aKAny9+6Bl9fBwqLanjhf+vIzb2w5PPFWuxtzXn18RnY2ZiTkFzIV78d7lSlOx9nO+6ZPhSATzfH0KDonDf7fO4YFI6lVMqRogJOlpUC7Y+NlVTOIp+WcKufs+ONuuZwm6HIBBkZTZmUKU0/D/71Pu+85Ot3n/FsYmxsTFvFqrvTp1c/xm5g6w70pvHtTVq7MzqdjpW5LRk2bvGL0Gso2tjYsD4jjdLGRoLt7Znk07mNfOdzPKOQXSczkUnEPDGvc4VQcgoqee+baHQ6WHz1ECaMbD2l3Nl5qFCoePPtrZw6VYCdnQWvvzKf4cP8OnTNgtxKlj2xmk/e2kZleT1+Qc4sff86nn5lLv5BLkZr6Qhd/VzZ2ltw051RfPjDrYyb2h+1Ssu632N5/I6fOLIvrUN9ubrY8Mar8xk8yJOamiaWvrrhAgO6NS1uzja89NBUpBIx2/alsmlPcqf0zB/en1AvJ8rrGvlhd1yn+jofO7kZN/Rr2ZD57ckWY1jf2CzwHohMJGZ/WTZ5jTUdvqaZyOxcisqY2tgOn68PlXgSABLtYWxtOr55tDP0Gc8mRqPR6G/Ug+jTq58lQ91xt77wwXa3lrFkaPcPQ+pN49ubtHZnjlcVklFfiaPMgqmu+nMWK1Sqc17nOwdFmCxcQ6lS8+HGltjTWyaE427fsdfW51NT18Srn+ygqVnF+BEBLJwd0WZbjUbTYjgv38rpxELs7Cx4ZekcvanUzker1bFp9Qmeu38lqYlF2NqZc8/jU3jzk0WEDvLU34EJuVTPlYOTFQ8+M53XPlpAYD9Xqisb+fD1LXz85lbqaw0t5gLm5jKee/YqIsK9qK1VsPSVDeTktsQJt6WlX4ALj9w+DoBvfj9CXGKB0TpEIoEn5o5GJAj8fTSFtKIK/ScZyI2hAzCXSDhYmE9SRbnesXGUWzDDLRgdsCrXuLjlETbDADhWdxytTmtUH22hE9xQC2EIKJALx0zatz76jGcT09DQoL9RD6JPr36M3cDWHehN49ubtHZn/vjnS/o67wFIRfrjejdnZlDc0IC/rR1TfPxMdh8rD5wmv6IWX2dbFkUNMLoflVrDW5/vorS8nmA/Jx65bVy7HuzKqhreXL6VxMRC7O0teHXZXLw8Da8WWFJUw2tPr+Hnrw+gUmmYOCOMD364lckzByDqwvCMtrjUz1VwqDuvfbSQOx6eiFwu4VD0GZ6+51fiYrIN7kMuk/Ds0zNaDOg6Bcte2Uh2TkW7WiaODGTh7HC0Wh3Lv9xNfnG10RqC3B25dlQoWp2OFesPo9Gaxui0NzNjQUhLpcFvT8YbNDZnQzc2FKbQqO54qGGgeQAOEnuq1dWkN2V0+Hx9qEQt3mc5e03ed3v0Gc8mxs3N7XLfwiWlT69huNvIeW6SH+/ODua5SX5XhOEMvWt8e5PW7kpxUx17S7MQCyKu9QrT216t1bK2sKX0852Dwk3mdS6oqOXX/S2hI4/NGY20E2nD/m/1MRLTSnC0t+DFh6Yil7W9eVWhUPHTz6fOGc6vLJ2Lp4dhm8Z0Oh07N57imXt/I/lUIbb2Fjz9yhzue3IqFpaXb725HM+VSCQwfe5gln91E/0GelBV2cDyl9bz9Qe7DI6Flv1jQEdGeLcY0K9uRKlsPzTg5vlDGR3pS0OTkrc+34Wi2fh9LbdPjsTJxoKUgnI2xp4xup+LWRw2ELlYzN78XOrM9M+L/jbODLZzo16tZHNRaoevJxJEDP/H+xxTa3rvsFo0EQBb8zjQmS5GXB/dP9HsFUZxcXG71ZR6Gn16eza9SW9v0tpd+Ss/CS06ZrgG4SS31Nt+R04WhQ31+FjbMN3X32T38emWGFRqLTMiAonwN974i4nPZf3ORCRiEc/fPwVHu7Y1aTRa3nl/O8kpJTj8Yzh7GGg4q1Uavv5wN/t2tMTbjpoQzJ0PT8S6kxUH20On01FVVk9eRil5GeUU5VTQUKegsb6ZxvpmmuqbaWpUIhKDjZ0lFlZyzC3lWFjJcXK3xTvQGe9AZ9y8HRBLusaP5+Zhx9J3r2Xz3/H88cNhdm9J5ExSEc++Pg9nV/2x2DKZhGeems677+/gRFwur7+5lXeWX4erS+vnikQCj985gbzX15FbWM23fxzloVvHGnXvFnIpD80cwbI/ovl25wkmDvTD1qLz6QMdzc25Lrg/v6Uk8nVcLB9fNUfvOQu9B3GyupjVeae5zmtAh2P/h9sMY1vlDhLqT7FA24xcZLofc1qRDxohCLEuHYnuOGphtP6TTECf8WxirsS0Xp2hT2/Ppjfp7U1auyManZaNhSkABnmdAf5ISQLglrCBRqcIu5jjGYUcOZOPhVzKvdOHGd1PTV0Tn/y4H4Bbrx1Gv4D2N+j9+PNhEhLysbKSdchwbqhvZsWrm0iMz0cul3DPE1OImtTP6PtuC61GS0ZSEfGHMkg+kUteRhkNBsYSV5bUt3lMIhXj6edI4EAPIsYEMnC4H2YWptv8JRKLmHP9EMKH+fLRG1vIz6nkf4+u4plX5xEQon/T5FkD+q3lW0k4mc/by7fx5uvzMW+juqG5mZTn7p/M46+tZ9u+VEZG+DB8sI9R9z4+zJdhgR7EZhTyc3QCD80aaVQ/F7M4bCB/pCZxpLyM0sYGXCza/6E6xTWA91LMSK+vJLm2jDDbjm02dZI64m/mR5Yim8SGZIZYtx3zbwwq0TjEmnQk2kOoRX3G8xXJlVaNrbP06e3Z9Ca9vUlrd+RoRT6lzQ14W9gyxL71Utznk1xRzqnyMqykUmYGdDyXdGtotTq+2t6SFeCmcYOwtzLOc6vT6fjsp4NU1ykYGOLG/GkD222/c3cKmzafRiIW8dgjEw02nMtL63j7xXXk51Ria2/BM6/NJTDEdGWKG+sVxB/MIO5gBgmHM6mvabrguKWNWYsHOcgZTz8nbOwsMLdq8S5bWMkxs5BRU10HWhFN/3ikG+oUFOdVkZdRRl5GGeVFNeSklZKTVsruv+ORSMWEDvEmYkwgQ8YF4+pleLx3e3j7OfLKBwtY8comEhPyeeXJ1Tzy4kyGjtL/xkIqFfPkE1N59rm/yM2r5ONP9/D0k9MRiVr3wPp6OnDLNUP5/s8YPv6/A3z6yrXYGlEFURAE7p0xjONfrGdtTArXjArF06Hz2UtcLS2Z6O3Lrtxs/kpL5b7wIe22l4rEzPLox285CawvSO6w8QwQYR1OliKb+Lp4kxvPatFo0PyARGva4jLt0Wc8m5jy8nIsLfW/buwp9Ont2fQmvb1Ja3dkfUFLyMFcj/4GvRZeldrSfpKLu8mqCe5LyiGtqBInGwuuH22Y97s19hxJ53BcDuZmUh67Y3ybRhZASkox33zT4qG+5+5xONgb5kHPSi/lnZc2UFXZgKePPc++Ph8XN9OkhctMKmLnX3Ec3p5Es+LfuF1nDzsiowIZPMof//5u2DlZ6R2rekVVu+FQjfXN5GeWkXgsh/hDGaSfLuDU0WxOHc3m5w92MWC4H1OvjWTohGAknSxZbWkl5/k35/PVB7vYvzOF95Zt5PYHJzB97mD951rIWXJrOJ98dpSYY9n88WcsNy5qu/DHvGkDOJqQS+KZYr745SDP3jfZqFSHQW4OzIgIYmtcOj/uieeF68Z3uI/WWNgv9JzxfOfAcKTi9v+28zz681tOAluL03isXxRm4o49c+FWg1lbtp6kxhQUWgVmItNUsATQCANQay2RiHIRdAXohK7PKNNnPJuY3ua96tPbs+lNenuT1u5GtbKJ6NIsRAjM9tAfclDdrGBbdiYAC/p1rnDJWTQaLd/vPgG0pKYztgR3aUU9X/12GIB7bhiFq1PbKe7Kyut45/3tqDVaZs0cyJTJ/amu1p+lISE2hxWvbqZZoSIs3JMnXp7doap6raFoUnJ4WxI7/4ojK6X43Of9I70ZOj6EiKhAPHwdOmwA6nuuLKzkhAz2ImSwF9fcGUVtdSMnj2QSfyCD2L1nSDyWTeKxbOwcLZk4L5xJV0fgbERZ8rNIpGIeeHoaLm42rPklhu8/iaa8tI4b7xijV1twkAdPPDaVN97cwuo1J/DxdiBqTOvpFMUiEY/dPp5Hlv3NwePZ7D2awcRRxr0hWTIxnJ0nM9l5MpMbxw7C37Xz3vihrm74WduQXVfLnrwcpvsFtNs+yNqRMBsXkmpLiS7N5Cr3kA5dz05ii7+ZH5mKLE7XJzHMpn1vd4cQJDRrhyAR7UeqPYxSfL3p+m6DvmwbJkapvHS7PbsDfXp7Nr1Jb2/S2t3YWpSGWqdllJM3rmZWetuvT0+jWaMhysMLZ6lp4mN3nMwgr7wWD3trZg0JNqoPnU7HRz/so7FJxcgIH6ZEtd1Ps1LN8ne3U1PTxOBBntx2a0uspr55mBCbw7tLN9CsUDF2Sj+ef2N+pwxnjVrLtj9ieWTe53zz5hayUoqxtDFj1k0jeP/Pe3j5q8XMvnkEnn6ORnlOO/pc2dhZMPaqgTz0+nw+2/wwS56chqe/E9UVDaz94RCPXfMF37y5hZpK41PgCYLAgltHcd+TUxGLRaz/4zi/fH1Ab3VApVJJRLg3t94yCoBPP48mK7u8zfZuztbcdUNLnPKXvx6m3Mh7drO3Zu6wEHQ6TFY4RRAEZnu1xGL/kWpYYZd5ni0/VNcVGFcIJvKfcI24euMqFrZHvTISaCmYcinoM55NTFNTk/5GPYg+vT2b3qS3N2ntbmwuaknFNddDvxdZp9OxNr0lZdb1/fqbZNw0Wi2/7mvJL71kUgQSI/MhRx/J4GRKETZWZjx069h2jc2ffjpMVlY5bq42PPH41HMlstvTk55SzIpXNqFWaZk+bzAPPjMdaTup7/SReCyb5xd/x4/v76C+ponAAe7cv2wOn218iMWPTcHd1/DCLG3RmfGxtDZjxqJhvPP7Xbz81WLGTA9DEGDP2nievP4rtvx+DLXa+CIsE2eE8cTLsxBLRGxaE8f6P4632/6sljmzBzFpYghKpZoVH+ykSdF2SrppY0MYPtibhiYl3646avS9Lh4/GLlUzP7kXLJKqozu53zGODhiKZUSX1pCVo3+Nx4z3IKRicTEVhZQpuj4D4Fwq0EICKQ2nqFZ22zMLbdJRX1LmJVEewJ0apP23Rp9xrOJ6W25Yvv09mx6k97epLU7kd9YQ1JtKeZiCeOc9acKPFVeRk5tLU7m5ozx8DLJuB1IziW/ohZ3eyumDDIu5Z2iWcWPf7Xksb39+uHYtZMm7kRcLlu3JyGRiHjyiWlYW/3rOW5LT2FeFcv/t57mZjXjp4Vy+4MTjC4XXlZUw4fP/c0bD64kP7McZw87Hn/nOl79fgnjZg1CZta5zDNarZaG2ibKi6qxkNugVnWuyqAgCPSP9Oah1+ezfOXdDB7lT2N9Mz+v2MkLi7/ndAcKoFzM0NEBPPzcDAQBVn5/iOhtSW22PTs2giBw913j8Pa2p7Cohp9/aXujmiAI3L94DDKZmIOxWSSeKW6zbXs4WFswM7LlTcbvB08b1cfF+Ht6MfWfFI8bM9L1treWyhnj5IMO2Fmiv/3F2Ehs8DHzRq1Tc6axY6XT9eHkEoZG8EGgEbEuxaR9t0ZfzLOJ6W25Yvv09mx6k97epLU7saO45Ut4grM/ZmL9RtuGjJYv3Vn+QUhEIgo6OW46nY7fD7QYIwvGDDjnAe4of209RUVVI4E+jkwe03a4RkNDM198tQ+AG28YToC/0wXHW5uHlRX1vPnCWupqFESO8OOex43bfKbT6Yhel8BPK3bSrFAhN5My/7bRzLp5JDJ5x8wBRWMzOaklZCcXkZVcRH56KXXVjTT+k+tZp70wBMLMQoaFtRmWNma4ejvgF+qOf6g7fqHu2DsbXvrc08+RZz9axIkD6fy8Yif5meW8+dBKJs4L59YnphqV5m7U+GCqqxr5v8/28vUHu7C2NW81C8f5YyOXSXjskSk8+9xfbNuexOhRAQwa2PpGNWcHK66bMZiVG+L49o+jvP/ivHY3kbbFwqgBrI9NZdfJTO6YHImrnf4Qp/YoLi5mbmAQ69LPsCkznQcihuhN+TjdLYjo0iy2F6dzo294h685wDKMHEUupxuSGGTVfhaajlBcXIytxxDEulwk2uNoRKbruzX6jGcTI5OZLj/llUCf3p5Nb9Lbm7R2J3b848Ga5qZ/M5VCrT63UXBOYEv7zo5bfFYxKQXl2FrIz3n2Okp5ZQNrtrVUJLz7hlHtGkb/9+NhKisbCAl2Ye6c/2Z5uFhPY0Mzb7+4nvKSOoL6u/LoizONyjpRX9PEN29u4dielpCXkVP6s/ixKTgaUCwEWvI8p8blErMziVOHMynKLqe9EGFzSxnmlnIUTUqaGpQoGlv+VZbUkpdWSuzuf72Ddk5WhET6MGJqKJHjQzDXUxFREASGjgtm0Ah/tqyM4a9vDxC9PoHU+DwefG0eAaHuBmk6n6vmh1Nd2cDalbF89MYWXlp+DSFhF/Zz8dj4+Tpy/XVD+H1VLJ99Ec0H7y1oM//ztVcNYvuBVNJzytlzOL3dePi2cLe3ZuIAP3afymL14SQenDmiw32cj0wmI8LZFS9ra/Lr6jhaXMgYD692zxnn5IeZSMKpmhIKm2rxMO9YhpeBlmFsrthKckMyOp3O6LcnFyOTydCIhoJ2LWLtCWCJSfptiz7j2cRYWxv+C7on0Ke3Z9Ob9PYmrd2FnIZqztRVYCmRMdpJfyGJ6LwcGlQqBjg6EWjXknGgs+O28kBLrPM1I0MxMzJ++Me/jqFUaoga6seAkLbDSI6fyGV3dCpSqZgHH5jYqpfvfD0ajZYVr24mN7McDy97nnltHmbmHQ+pSDqew+dLN1BZWoe5pYzbn53B2Kv0e+a0Gi2Jx7KI2ZHEsV0p1J634U0sEeEV5HLOe+wT4oqdk1WLd9naDPE/Bn59fT0WFhYoGpU01Cqor26kIKu8xWOdVEh2SjHV5fXE7EgiZkcSUpmYwWOCGD41lGGT+mPRzmZImVzC/NvGMGRcMJ++tI68jDKW3vkTC++fwOybR3bYu7vottFUVzYSvS2Jd/63gTc+XYTreZk9Wptr11wdQcyxbDKzyvnpl6Pce/e4Vvs2k0u59dphfPDdPn76K5YxQ/0wNyI85oaxA9l9KouNx8+weMLgTlUdtLa2RhAE5gYE80XCCTZmpOk1ns0lUsY5+7KjJIPdJZks9utYzmZ6sIRMAAAgAElEQVR3mTt2Eluq1TXkNxfgbdb+9QzF2toataglg4dEl9AS9yx0nYnbZzybmIqKCqysOvcq5UqiT2/Ppjfp7U1auwt7Slu8yOOd/ZCJ9HtTN2W2eKnnBP7rtevMuGWWVHEsvRAzqYSrRxqX8i4jt5zoIxlIJCJuu75tT6BCoeKrb1rCNW5YNAwvz9bTjZ2vZ9WPRzgdl4etvQXPvzUfG9uOFW3R6XRs/i2G3z7Zg06rI2igBw++Ng/XNq59Fq1Wy5Gtiaz+Yg/FOZXnPnfxsmfE1FCGTe6Pf5iHQZsVz+qxsDLDwsoMZw87/MM8GDt78LlrleRWEr8/jZidyZyJz+V4dCrHo1Mxs5Ax85ZRzL51TLtGtHegM6/9sISVn+5h26rjrPxkD6nxeTzwyjwsrAwvBS0IAnc/NpmaqkbiYrL54NVNvPbRwnM6W5trEomYhx6cyDPP/sX2HUmMGxtEWBue74kjg9i4K4m07HLW7jjNjXMjDb63swS7O56rOrjhWCqLJ3Q8dOIsZ/XMDgziy4QT7MnNpV6pxErP25wproH/GM8ZHTaeBUEg1CKUw7VHSG5MMZnx3KLFF43gh1iXjViXjEYYZJK+W6Nvw6CJsbc3TTWkK4U+vT2b3qS3N2ntLhwsywFa4p31UdPczNGiQsSCwDTff9t3ZtzWxbSEDsyIDDLag7dyfUvqsDmTwnBrJ3b3r7VxVFQ0EODv1Gq4xlnO6kk6mc/6P2IRRAKPvTQTZwPDK86i0+n45cNd/PrRbnRaHfNvG8PSr29p13DW6XTE7knh+QVf8ulzayjOqcTZw46r7x7Hm6vu5YNNj3DTE9MJifAxOMuHvvERiUS4+zkx85bRLP3xDj7d+SS3vzCL/kN9UTQq+furfTw680PWf7cfRWPbae9kZlKWPDWdp1cswNLGjBP703nzwd/+UxVRH2KxiIefn4GLuw3ZGeWs+vHfzYBtafH1ceSaa1qMyO++P4hGq21Dq8DtC1p+YK3bcZr6RuMyTiwYMwCAjbFn2ryWIZzV425pRaSLG0qthv0FeXrPG+Pki0QQcaqmhGqlYSXaz6efRcuP37TGjm86bIuzWjRCy48JsfaUyfpujT7j2cT0tnRXfXp7Nr1Jb2/S2h2oUzVzsqYYsSAwylG/92lvfi4anY5hru7Ym/1r6Bo7bk3NKnaebPF8zx+uvzBLa2TklnM0PheZTMy1V7VtEBcX17BufQIAd94R1e6mrKamJurrFHy2fDs6HVxz43BCB3WsYppWq+P75dvYsvIYYomIR968mkUPTEAsafu6iTFZvHzzt6x49Hfy0kpxdLPh7qVzeX/Dwyx8eAp+/d2Nik/t6PjYO1sz7YYRvPzD7bz8f7cTOsyXhloFv3+0i8dnf8S2346iaSc9XeTYIF77YQkunnZkJhfz+v2/dTgntIWlnIeenYFIJLBx9QlOx+Xp1XLN/AicnKzIzqlg5862sz0M6ufO4P7uNDQq2bCr7cwe7TEs0AMPB2tKahqISSswqg+4UM8UXz8Adv0/e+cdHUd5dvHfbNOqrHq3ZbnIvdu4YIML3aZjWHpLICQQCJCEHvpHSEJNIJQEAqYvHUy3sTG49yo3ySpW73WlbfP9MTNquzM7KwsbS7rn6IB33pmdu8+8M3ee9yn5eUH3izCZmRKXjgisrQoutrsiK0LKV8hrycPj65mycgoXj5woaBR7piKJGvrFcw+jpSX0t7BjGcca35L6Vh5fnsefv9jP48vzKKkP7c3/WON7uOhLfPsS118C1lUV4hVFJsamEWUOvrSuPNRPkh/yCrprtxW78mhudTM2I7nbHdsUr/PCeaOJ0wipeG3xWjweH3PnDGfUSO3Sek6nk1f+uZyqikaGjUzhgsvVW0AHgs/r4+VHv2DZR1swh5n44xMXMvOU0arjmxtb+M9Dn/F/171Ozs4iYhIiuerOM3hqyS3MXzQVk/nwWmIfzrwaNSWT+165hrtfupKh49Kpq2ri9ce/4oGrXuHQgXLV/VIz4rn/pStIy4yn4EA5j/7uLWoqGkL67hFj0rjg8umIIvz7H9/SWN+iySUszNzW6Obtd9fT0Kg+9hI5XKO73meDQeCsqVKHvy83d7/kW0c+Jw2SqoisLj6E061et1rBLDlHYVVlfsjfG2WMJN2Shlv0kNcS+v6BoHDxCpJ4NvV7no8t9LVasccS35L6Vu766gDf59SwraSR73NquOurAyEJ6GOJb0+gL/HtS1x/CVhVWQC0P4S10OR2s76kGAGYl9F5fHftpoiOhVO7V2Gjk9f5dHWv8/Ydh9iwMQ+r1cwVl80Ietzc7AbW/LCfMKuZm+86PaTKGh6Pl+fu/4yVS3YQZjVzx1MXMUmlfTTAjjU53HnBv1n+4WZMZiMX3jSfp7/4A2dcPvOwmq90xOHOK0EQGH/8MB5563pue+ZiElKjyd1ZzD0Xv8Sn//1R1Qsdn2zj/hevICMriaKDVTx8w5tUlNSF9N3nXzaN4WNSqa5s4uVnlpGSkqI5fuaMIYwbm05jYyuO99UbrvSE9/m0ScMwGATW7C2kurF7qy8dbZMcEcn4xCRavV7WlAT3Zs+W5+2aygJ8QTozBoLifd7v7JnQDYWLTxiMSBQGyhHEsh45diD0i+ceRmlp9wqgH6s4lvi+vqmEkobOMXMlDS5e31Si+xjHEt+eQF/i25e4Hm34RJHVsnierUM8ryk+hMvnZUJSMonhEZ22dcduBZV17CwoJ9xiYv7YwSHvD+D4QgrDWDhX3essiiJvviV1lbvgvEnEx0dqHrO8pI7XX/gRgGtunEPqgFjd5+P1+PjXPZ+w9rtswiMt3PnPixk7bXDAsa5WN688soS/3vAGVaX1DB2bzmPv3cAFN8ztVp1kLfTUvBIEgWknjeZvH93I/EVT8Li9vPfPZTxw1SuUFVYH3CcmIZL7/n0Zg0elUnaolkdueJOK4uCd9BQYjQZ+f+fphEeYWf9TDks+Wh/0HK+9ZhaCAN9+u5vSsnrVsR29z80tobUwB0iwRTBz+EC8PpFvt+aEvD/422ZehuR9XlEY3Bs8ODKONKuNWncLu+vVVwHUMDxceqnrqbjnNi6CAY8gxYQbfT9f6Ea/eO5hWK3dLxtzLOJY4lvVHHgpSu3zQDiW+PYE+hLfvsT1aCO3sZoqVzNJYZFkRQVvAf1T0SEA5gz0F9rdsdvSbVKs89yxgwkPC71cWEV1I2s352MyGjj/dPWM/s1bCsjJrSQuLoKzzgye+f+/f/9Aa4uH6ScMY97pY0I6p7f+uYwNK/YRYbNy93OXMmpSRsBxtZUNPHjVqyx7fyMms5GLbzmZh974NQOzkkP6PgU+n4/8PSUse3cdH/zrO1598BOeuflNHrrsRf688CleuOUj/nHDa7x8zwe899TXfPXaT+xcfQCXRktrLUREWbn+gXO468Ur2rzQ917yEjvX5gYcb4uN4N7nL2X4+AFUltbzj9vfp8WpX6ympMVwzY3zAPjCsYv62mbN8YMzE5hz4nA8Xh+ffLpVddz4kWmMHpZMU7OLH9YFPvdgWDBF8t4u3d498dx17syVV3V+KjoU1JssCELbqtG6bsQ9DwsfioBAfmtBj8Q9d+SiNEgxidmHfVw19Jeq62GEh4dWSuhYx7HENyEi8ENS7fNAOJb49gT6Et++xPVoY1NNMQBT49KDJqGJosg6eRl5Vrp/4lyodhNFkR925QFwUjdbcX/34z58osjsKYOJj41QHffJp5J3+uwzJxAWRKRv31TAlnV5WCPM/Orm+SEl5635bjdfv7sRo8nAHU9fRNbY9IDjKktqeew3iynNryZ5YBy3PmVn8KjQGoqIokhpXiU71+Swa+0Bdq/NpaFGOyEvf7e/99lsMTF8SiZjZw5j3PHDGDo+I6T46gmzsvjbhzfy4l8+YeP3e/j7TW/xhycuYup8/5KDkTYrdz5r5y/Xvs6h3Er++9hX3PTwObp/4zmnjuKn7/ewY3MhH761nmtvmqc5/oLzJ7Pyx/2s+GEfF9uPI07lGlk4fzTZOeV8/cMezpgzMuSEzOlZA4gIM5NTWsOhqnoGJoRWkaXr3BkcHUNqZCSlTU3sra5idEKiyp4Spsan8+GhXWyuKebXIX0zRBgjSLEkU+oqo8hVTKY1+AqUFjpy8QpSArDBt/ewjqmFfvHcw6ipqSE6OrQL+FjGscT36qlpZJc3dQrdSLNZuHqq/ofHscS3J9CX+PYlrj0Bu92eASwGUgAReNnhcDyrZ9/NiniOD15FIq++jvLmZuKtVrLi4v22h2q3vIpaCirriA4PY/KQ0DvReb0+vvtpHwCnz1GvDb1vXxm7s0uIiLBwqkbCHkhJfm/+5ycA5i8YTmycuiDviqKDlbz86JcAXHHryYyYELhySUl+FX/9zWIqS+rIHJXKXS9cQUyC/vrYrlY3a77YzjeLV3FwV+eY2PjUGMbMGErSgDiiE6KISYgiOiGKqNgI8nPzCTfbqK9qpK6qkZryeg5sLSA/u4Tda3PYvTaH95+B6IQoTrl0BqdcOpO4ZH32jLBZufUpO6//9Su+e28DT9/+Hjf+3wXMWujv5Y+IsnLb3xbxl2tfY/U3uxk5cSCnXjhV1/cIgsBVN8zhjt++xdIlOzn93ImkD1RPMh04II5pxw1m/YY8vvxyB5erxLrPmjqYl99ZS25BFQfyKxk+OEnX+SiwmE3MGpnB0u25/LArj8vnqMfeB0LXuSMIAjPSBvDpgX2sKykOKp6nxEnzd3ttKR6fF5OOWu0dkWnNpNRVRp4z/7DFc0cuXoOUTGkU94EoQg91MeyIfvHcw0hICL4E2ZtwLPFNiw7j8QVZvL6phKpmNwkRZq6emkZatP4i+scS355AX+Lbl7j2EDzAHx0Ox2a73W4DNtnt9u8cDodmBpQoimyulsTzlLjAHtKOWFssCbXpqekYAjwEQ7XbDzvzADhh9CBMxtAjFzftOERlTRNpydFM0PDafiwv2Z9x2hgigsQRr1y2h4LcShKTbZxz0XG6z8XZ1MrTd35Eq9PNrNPGcNpFgcVgwb4y/nrDYuqqmhg+cSB3PH85kdH6PPbVZfUsfXsNy95d19ZhMDImnPGzhzN25jDGHp9FamaCqtc0YaAtYBObhpomstcfZOeaA+xYtZ/SvEo+em4Zn760gpkLJnDGVbPJmhg49KQjDAYD19yzEGukhc9fXcXzd39Iq9PF/EX+v8XAoYlcf+9CnrvvUxY/tZTBI1MZrrMMYMaQBE44eQQ/Lt3HO6+s5o8PnKk5/vxzpc6DX3+7m/PPmxzwGrCYTZw0K4tPv9vF1z/sCVk8gxR61F3xHGjuzExLl8VzEdeM0z5eYlgEmRGx5DfXkl1fwfjY0JJDB1sHsa5+PXkt+cwlcGdGvejIRSQVH9EYqEWgApHuhSRpoV889zAaGhr6VJeyY41vWnQYd80f3O39jzW+h4u+xLcvce0JOByOEqBE/v8Gu92eDQwANMXzwaYaatxOEiwRDIqI0RoKwNoSSWjPCBCyAaHbbcUuKRlq3rjBuvfpiK9XSjV8tZbZDxXVsGFjHmazkTMDeEE7orXFjeO1NQBccu3xtLQ6geCJgqIo8p//+4rivCoGDk3kunsXBDyfnJ1F/O13b9JY52TsjCH88dlLsEYEdxjUVzXy7lNfs/KjTXg9UiOOzNHpLLh6NsefNRGLzlhxNfvY4iKZfvo4pp8+DlEUyV5/kG8Wr2LD0l2s+mwLqz7bwogpmVx13zkMG69dB1wQBC699VQioqy8989l/Oehz3E2u1h45fF+Y2edNob9O4r45r2NPHv3xzz2xq+I1unpP/nsEaz/MZcNq3LYs7OYUePUX/5GjEhhzOg0dmeX8N3SbM49J3AnwNPnjOLT73axcn0uv7bPICI8tITN6VnpRISZ2V9STVF1PQPi9a/CBLLNtNR0BGBLeRlOj4dwk7ZMnBKfTn5zLZtqikMWz5lWKUExvwfK1XXiIgj4hBEYxI0YffvwGHtePPcnDPYwXK7Qs2aPZfTz7d3oS3z7Eteeht1uHwxMBtYFG6uEbEyJDx7v7Pb52FQmVcOZmRZYqIRit4KKWvIrarsdslFV08SmHYcwGQ2cPFu9xN3nS7YjijB/7ghiNWKiAb75bDvVlU0MyUpi1vyRuvl8/8lW1i7Nxhph4da/XYA1gOgqyq3gsd8sprHOyZS5I/jzc5fpEs6bl2fz54VPsdyxAZ9PZMYZ43ng7d/y109vYe6i43QJZ4/LQ3VpHQ21jUHHCoLAmBlDue35K3n2+zs567q5REaHs29zPn+58Dnef+ZbzcYoCs697kSuvmsBAG/+4xuWOjYEHHf5LScxfPwAqssbePHhJYg6S62FRxg566IpALz931VB9zvvXKnr4JIvtuP1Bu4EmJEWy9gRqbS0eli5PvTEQSV0A2DlrtBEaKBrLc5qZVR8Am6fj63lwUu9TZVXj5R5HQpSLSmECWFUe2po8IRWh7srunJpD934eeKe+z3PPYy+Viu2n2/vRl/i25e49iTsdnsU8CFwq8Ph8KvN9cADD2AymfB6vUyaNIntQ6RybVkmGzU1NdTX15OUlER1dTWiKJKUlERZWRlRUVHsq6vF6fEwMCqK1qpqDlXXEB8fT0VFBdHR0Xi9XrxeL62trZSWlmI2m4mJiaGyspKYmBhcLhdOp5PU1FRKS0v5Llt6wI8bEEtzUyNOp5OWlpa27VarlfDwcGpqakhISKChoQGXy9W2/afNJfhEkfFZiZgMPoqLi3G73W3bIyMjcbt9rPxRqiF93NRkCgsLO3ECaGxsJCUlheLiUj53bARg/plZ1NXVYrFYyM/PbztmIE6lh6p469nvAVj0u5lEJ4SRn59PXFxcG6e42ASeuOUtnI2tTJ6bxQW3Ho/L3UpVdWUnTuHh4VgsFurq6oixxfLW377gp4+kRMehE9O57O4FpA9Nor6+HqfT6Wcno2hi95pcdq0+gLPORWVxNfWVTTTVttcetkZasCVEkpgWhzXazKAxacxcOBnB6vWzU7OnnpOumszp18zA8ew3/PTBNj56fhkbl+/k5qcuw2tq1bTTqNmpXHz7PN57agWvP/4V6cPiiU0L97PT1XfO59Eb3mPrqhw+f/tHJs8ZomqniooKBEEgJiaGiTM8fP2JhX27S/hh6RaOnzNW1U4J8T7S0qIpKaln2ffbmHX8cKqqqjrZKTU1lcmj4tm1r5QVa/czenB4wGuvo50SExOpq6tr4zQiMZylwKrsPGYNiladT105ATQ3N3eaT01NTUxKTCa7uoqfcg8wISZWdT5ZLBayzJKne2dtKaWlpbS2tuqeT+Hh4aSYkilwF3KgLoeU1mQ/OxmNRs17hMIpLi6OwsJCBEEgPj6e+sZYMmLA3bKX/Crt+dSVk81mo6qqSvO+1y+eexilpaVkZmYe7dM4Yujn27vRl/j2Ja49BbvdbkYSzm85HI6PAo156KGHOv377VXvAjA9fQhxsXHExUmJVxER7R5axQ75FZLna1JyKhkZGX7bAZqamggLC+v0WWSkfz3lzMxM9q6QvFDzJo4gOjq6U7JUx/2VzzsuaWdmZvLc29sBOH3uOCIjIzt9j7L/0u/34HJ5GT06lalTR/lth/b4zNzsRhrqWxmclcSpC49DEATy8/PbxqpxeuvJn2hpdjF1znAW2mchCELbuSrn/tL9n1BWUEva4ARu/ttFbR7nrpwUNFS08NiVr1K4rxSjycDFt5/Bmb8+EYPcSryjnaqKa1jp2MjG73axe20OXre/V1gwCNjiI2mud9LS5KKlyUVFQQ0AW77by6fPriBjVBrHnTqWqaeOY+j4QQiC0OmcbnzsMuadO4Pn//guBbvLuH/Rv/nVQ+dzwrmTNe2UeU0m1UVNfPfeBl7+yxIee+8GImzWTpwTE+Gq207l5Ue/5IvXN3PyOdOxWq0B7aRce/n5+YwYOYwzzqvgwzfXs27lIeadOkXz2jv15DoWv7mWzVvKOO3UyX52AjjzlCm8+8Uesg9UEB2bTFRUuKqdYmNj/b7njBkTeHH5bvYUV5OUKoVxBJpPXTnl5+cTERHRaXtiYiJTBJF39mVz0On0u867HlMUReLM4dS4nXiiw8mMSPX7TjU7AWSWD6KgrpAqoZrJ6ZMCnrPWPULh1HHeABitU8ANEZbSoPMp0DGjoqI0BXS/eO5h9LVyV/18ezf6Et++xLUnYLfbBeAVINvhcDylZ59mj5u8phqMgoERNu1MfoDtsniemKze2U2v3VrdHrbnS8c7bljwRMWuKK9qZE9OORaLkeMmqCeyLVsm1ZY9OUDJtI7weX0skbvQnXPR1LYQlmB8dm/KZ8PyvYRZzVx7x+kBQ19WfrqVHz7ZisVq4g9P2IOGauxYtZ8nb1xMa7OL1MGJ3Pz0pQwd5x9nnLujkPef+oaty9vr5woGgVHThzLl5DGkDU0iPjWGuJQYYhKiMBgNlJWVEWm1UVNWT01ZHZVFNez4cR/bfthD4Z4SCveU8PG/lpI2NIlFfziN48+ahKFDIueYGcP425Lb+M+9H7L+2508/6d3Kcopw35bYO4KLv/TaezfVkjenlJefuBT/vCk3W/83LMnsPKLHezZUshH//2JK287RfN3Umxz+rkT+fz9zWxZl0fhwSoyhqgnrc6bO4K33lnPps0FVFc3BWyUExURxuSxA9iwvZA1m/NYOF+7OktX2MLDGD0wkV2FFWw5WMLsUfoqV6hdaxOSpBjhHZXleH0+jAb1CF9BEBgTk8SqygJ215czUEceQ0ekh0lzsbhVf7OyQOjKxStIQtgg5oPoA6Fno5T7Y557GBZLz3Zn+qWjn2/vRl/i25e49hBmA1cCJ9nt9q3y30KtHfbUV+BDJCsqnjBjcN/Ntgqpc9nEJPWEH71225ZXisvjZUR6AnFRob8ord50EIBp4zMItwaO+S0orGbf/nIiwi0cP3Oo5vHWr8qhtLiO5NRoZszJavtci4/P6+ONp5YCcM7VxxOfbPMbcyinnP/93xcAXHP3QgaN0G4pve7rHfz9+v/R2uzi+DMn8tdPbvETzvnZxTz5m/9x79nPsHV5NharmelnjOd3T17Kixsf5AHHTZx9w3yOO3UcQ8dnEJcc3SaAw8LCiIqJIGNEKhNOHMlJl8zkD89fxUubHubuxb/h1CtnEZ8aQ0luBc/94S3uOOMJ1n25DZ+vPUY4KjaCW5+7gl89dD4Go4FPXljOK/d/jE8ljhjAEmbmD0/aCY8KY/3SbL591787oCAIXHX7KVJHQMcmivO1l+oV20THhDP/DKmJzWcabbgBYmLCOW5qJj6fyIof9qmOO2GaVHP8p40HNY+nhmlZUkLt+v3BW2srULvWEsMjGBBlo9njIae2JuhxxkRL83N3XeidBgeESbkHxa7QY6Y7wo+LEI2POARaEKg4rGMHQr947mHU1dUd7VM4oujn27vRl/j2Ja49AYfD8ZPD4RAcDscEh8MxSf77UmsfpY3vmJjg2e9lTU2UNjURZbYwJEa9+oReu204ID2cFZERKhRRc8I0dVG8XA4LOWH2MKwqAhukpe7P3pNE11kXTsHYwdOqxWfF59vJ319OYmo0Z14+3W+7q8XNs396n9YWNyecNYG5503W5LTigw08+4e38Li9nHHVbH7/1CVYI9u91NWldfzz5je4a8GTbPx2JxarmbNumMe/Vt/HbS9ew5xFxxEdr13pRI2POczEhDkj+dUji/jnT/fym7/bSRwQR9H+Mp65cTH3nPk0u9e2d84TBIFTL5vJ7c9fiTnMxLJ31/Gv29/RTCRMyYjn+gfPAeCtJ74ld7e/QBs8MpV550zE6/Xx1jPLdHM5c9EUDAaB1cv3UVmunex28knSKsTyFXtVkwxnTMzEZDKwc18JNXXaXQwDQbmuNxwo0p0AqXWtKS+sygusFsbK83l3fegiNdWShoBAuasCt697XSchMBef7H02inndPq4a+sVzDyMxMfhSZG9Cd/iW1Lfy+PI8/vzFfh5fnkdJfevPcGY/D/rt23vRl7geLextkB6uiqdKC7uqpLHjEpMC1ndWoNdum3OlZeHjhoVeZaOmrpm9uRVSyIZK2TRRFFkjt4ieO2eE5vHycirI3V+OLdrq14ZbjY/H4+XjV1YBcMnv52MJIM4/+c9KinIqSB+SyK/uO1MzrGHTst28fO+HiD6Ri249javuO7stvhng4M5D3HPW06z5fCsmi5EzrjmRZ1few+V3nx1UMOvh0xFGk5H59hk8vfwufvXoIuJTY8jPLubRS1/g28U/dRo79eQx3P3qrwmPCmPtl9t57eHPNMXizNPGcuol0/C4vfznwc8Cim37b+cSHmlhy6occgII7EBcklOjmTl3OF6vj+Vf79LkN2niQGJiwikuqaOgsDrgmMgIC1PGDkQUYf22As3jBcLIAQnYwi2U1DRSpqPCCWjbZrwsnndWBhfEynzeW1+hW7grsBjMJJmT8OGjzB2651pBIC6+ttCN0H/PYOgXzz2Mvua9CpVvSX0rd311gO9zathW0sj3OTXc9dWBY0ZA99u396IvcT1ayGmUhENWlH+nwK7YVyONHRmvPVaP3ZpaXBwsr8FoEBg9MPRGFFt2S0vh40akYVUp03aoqJaKikaio62MCBIqsXqFVI3j+HkjsIR1Dl9R47P6m91UldUzYEgiMwN0LCzJq2TJa6sB+M3D52rGOedsL+Rft72N6BNZdPMpXHDTyZ2E9rYf9vDwxf+mrrKBsbOyeGbF3Vz94HnE6uz8p4dPIJgsJk69YhZPr7ib835/CqIo8r/7P+adx5d0CuMYPX0od73yK8wWE0vfWcvnL/+gedzLbjuVxPQY8veUslSubtIRMQmRnHKBVILu88VrdXOZe6pkhzU/7NcUjUajgamTpTjkTZvVhdxUOVxmi4aAV/0Og4ExAyURu6xFtqUAACAASURBVKtQnwdYyzYj5W6e+2sCi/2OiA+LIM4cTpPXTVmLPuHeEckWaU5WuLofXhHY8yzFUxtE//bwh4t+8dzDcLu7v+xwLCJUvq9vKunUHhugpMHF65sOL1ngSKHfvr0XfYnr0YBX9JHXVAvAED3iuVp6aI8I0JK7I/TYbU9RJaIIw9MSCDOHnie/VRYzk8eoJxpu2izV2J0yaRAGg7rHVxRF1qyQYl9nzfP3UAfi4/OJLHlDEnVnXTkj4PHffXYZHreXuedNYoRGZ77qsnr+/pvXaHW6mXvBVBbd3DlJ7of31/P3X71CS1MrJ5w/lbteu56EdPVW1CB1C/zp4418+PTXvPjHt3n4on9x8/EPcfng27j/9H9x71lP8eyNr/H2Y5+x9M1VFO3XFjMWq5mL/7SA3/7jYowmA5+9uJx/3/4OHpenbcyIKYO56clLEASBd574ivXf7FQ9Xli4havulOo/f/jCCpobWvzGnHHJcZjMRjYs30uJSuxzV9uMnTQQW4yV4sIaCnIrNTlNmSKJ581b1MXzpDFyu+vsYrw+9XhuNYwbJIlQveJZa+5kyfMut64Wt45zGRolXSPKC3IoaBPPbu3fUAsB540grTIJYs/ri/5qGz2MvlYrNlS+Vc2BJ6va591FSX3rYbXhVkO/fXsv+hLXo4Gi5npcPi8p1iiiTMGT/BSPVzDxrMdu2Yekh3J3vM6iKLJ9jySeJ45Wj5feLHsUFZGkhv3ZpVSWNxCfGMmIMf4hJIH4bFudw6HcSuKTbcw+fazf9pydRWxYlo3FasL++5NUv9vn8/HCHe9RX9XI2OOHcd2ji9o8zqIo8vFzS3n/ya8BOOd3J3HJHQtVQz98Xh/bftjDD451bPx2Bx5X4NjjxppmGmvyydnauYFH1uRM5l08g1nnTCFCpVX43IumE5sczdO/e51Vn2ymrqKB2168pq3s3IwzxnPZHQt4629f8vI9HzBswkAS0gLHx0+dN5JRUwaxZ3MBXy5ew4U3ze+0PS7JxgkLxrHis2188fZ6rrt7gd8xutrGZDIy48ThLF2yg9Ur9pE5TP36mjBhAEajgb17y2hsbCUqyv95lJZsIzkhivKqRg4WVpOVGVoomXJ97ynSJ5615k6k2cxAm41DDQ3k1dUyPMg8HBoVz6aaYnKbqpmdFFrJz2SzdN7lru6HbQTioohnw88gnvs9zz2M0tKeXx74JSNUvgkRgZc81T7vDn7O0JB++/Ze9CWuRwO5TVLW/tBIbS8mQIPLRXFTIxaDkUHR2qWv9NhNEROjB3YjR6O8nqqaZqKjrGQOCHzuTc2tZO8pxWAQmDRRu5X0atnrfPzcEQE9yIH4KKEECy6dhsls9Nvu+JeU6Hb6pTOI0wit+PLVH9m5+gC2uEhueuKStmNJ4REf8f6TXyMIAtc+fD6X3hk4Zrq6tI53Hv+cm6Y/yN+ueom1S7bi9fgYP2ck5950Ctc9fjF3v/U7nl55L4v3/4N7PrmeBz+6hZuevYKL/rSQE86fSrjNyoEt+fz3Lgc3TP4Lz928mH2bAleZmDh3FA84biIm0cbOVft52P489dXtoQFn/noOk+eNoqneyfN/ek+1AocgCNhvOVn6Hd5YQ311k9+Ys66cgSDAj1/soLbSP/wgkG1mzZM6Ta5eoR26ERkRxuhRqfh8Ilu3Faqe44RRkuDbsSd0wTcyXSqZd6CkGreOjozB5s7wWP2hG0MjpbEHm4JX5+iKJIsinrsfthGIS58Qz3a7/VW73V5ut9vV116OAQQqvN2bESrfq6emkWbr7HVKs1m4emroSTxq+DlDQ/rt23vRl7geDeTJD9XBOsTzgVrpYT00NhaTRo1Z0Ge3PUXd9zzv2CvdN8aPTFUNx9i+vQifT2TUyFQiI9VXuERRZN3KAwAcPzdwe++ufHJ2F7NnayERNisnnTfJb/yezfnsWJNLeFQYZ107W/W7i3LKefepbwD47eMXdRLZX76yku/eWI05zMRtL1zNaVedEPAYO37cy59P/iufPreUmrI6UgcncsldZ/H8uge59+0bufTusznlillMnDuKtKHJWMItpA9OZdT0YZy4aBqLbj2d3//rKl7c/Ag3PXsFY2cPx93q5qePN3H/uc/w/hNfdoptVjBk3EAe/vhm0oYmkZ9dzLM3Lm4bJwgCNzx+ETGJUWSvz+XrxatUf4NRUzKZdOJwWppdLHnNf1x6ZgJT54zA7fLy7Qf+JegCXWujxqYTFx9JRVk9ufu0PadTdYRujFfE897Qn1dR4WEMSozB7fWRWxZcxAabO8qqzz4d4nmIHLaR1xi6eFY8z4cTthGIi0gCImYM1IDoDLBX9/GLEc/Aa8AZR/skDhdGo79XIFQcS9UoQuWbFh3G4wuyOGlYHBPTojhpWByPL8jqkZAKBT9naEhP2PdYQl/i25e4Hg0UNUuduzN0NFHIr5PGapWoUxDMbnXNLVQ1OLFaTKTH+ddFDob9edIDfdQw9STAbNlLOH68dhm8wrwqaqqbiEuIZNjIwMfryufHLyR/0tyzxhMeQJgvfW8DAKdfOh1bbITfdgXvPvEVXreX+RdNY8pJ7QmHRQfKeO/vUoXBm/95BdPOGB9w/29e+5G/XvEiTXVOJs4dxYMf3cLTP97Heb8/lXiVUIlAfECKQT5x0TT+8t7v+efq+zn7dycjGAQ+fOYbnv3d67Q6XX77JGck8Jd3byQ6MYrda3P4toNIjkmI4vpHFwHw0fPLaNQo9XbBDXMBWPHxFlyt/s+EMy45DoCfvtqFz9fZkxyIi8FoYOosqXzh9k3aVR0myJVasveoe3zHZEnXxf6DoVeuAMhKk2OVdYjnYHNniNzNsKC+PuixBkZIL2NFzuBjuyLKGIVZMOP0OWnx+sej60FALoIBEUmYG8SerfX8ixHPDodjJRB6pPkvDPU6LjItHGvVKLrDNy06jLvmD+YfZw7nrvmDe1Q4w88bGnK49j3W0Jf49iWuRwMlLVIt3PTw4AK2sEGyxSBb8OoOwexWUCFl4Wcmxmgm8qkhR04eG5ap3kVun+xxHBmkysbOLdJy/bjJGaqxxB35+Hwi67/fAxAw1rm+pon1S7MRBJi/aKrq9+7ZcJCNS3cTFmHBftvp7cf3+njxT+/idnmYe9E0pp3uL5w9bi+v3OPgf/d9gM/r49ybTuHON25g1PRhmqXwAvEJhORBCVx+7znc8dpvCLdZWffFVh684Fmqimv9xsYlR3PdoxcC8M7jX1Ca1+6pnHLSaMYeP4ymOiefvrhC9fuGjR9A5qhUGuucbFia7bd91ORBxCfbqCyp86sLrcZl3CRJFCv2VUPGoDisVjPl5Q3U1gYW+CmJNiLDLdQ2tFDdjXrPmUmS4M2vCF7lJJhtMuT5p8xHLSSFRWIUDFS5nLR4PUHHd4QgCMSapJfqWm/3qh6pcfEJUqiWgHYDnFDxixHPvQVJSaEvC3bEsVaN4nD5/hz4OUNDfol8f070Jb59ievRQLFTEs+p1uDi+VCj9CAcqEM8B7NbXoUkwjKTg3uxu8Lj8ZFXJIeQZAQWz60uD7kHKxEEGJ6lXb+6TTxPUq+G0ZHPgZ1F1FY1kZgWw5DR/glRP362DY/by8QThpOUHpifKIq89Tep4+BZ180hNqn991/ynxUc2FpAfGoMV953rt++jTVN/PWKF/hu8SrMYSZuevYKLr27cz3oYNA7ryafNIZHPr2NlMxEDu44xL1nPcn+zXl+46adMZ7Z507G1eLmpTve6xS+cdkdUoPLbxavoqIosOdVEAROvlB60VgWIDTDYBA4bq5UBWXDis4dAdW4jJ00EEGAfbtLcLWqC0ejwcDwLOkYe/eVqZ7f0EHStZZbELrgy0ySRGh+hf/LR1cEs83AKOlaKWpswBfEC24UDKRapfrfpS3aTWMCQRHPde7uiWc1LqIgeeINYs+K52Oq2sYDDzyAyWTC6/UyadIkFixYQGlpKZGRkRiNRurr60lKSqK6uhpRFElKSqKsrIyoKMmgjY2NpKSkUFFRgSAIxMfHU1FRQXR0NF6vl6amJlJTUyktLcVsNhMTE0NlZSUxMTG4XC6cTmfbdovFgs1mo6qqiri4OJxOJy0tLYiiiCAIWK1WwsPDqampISEhgYaGBlwuV9v+4eHhWCwW6urqSExMpK6uDrfbTUVjYA9zcU0DhYWFR4WTsj0Qp8rKSkaMGKHJSdn/SNnJ5XTy8MmD+O/aAupdIok2KwsGCkTSSllZbVBOWnbKz88nMjLyiHM6XDvpufYCcfL5fJjN5l7FSc1OVVVVhIWF/Wycfkmw2+1m4BuHw6FemqEHIYoiZfIDNU2X51kam2ELPra6upqICPVwhfxySUQMTgpdPBeW1ODx+EhLjiYyInCFkNzcCrxeH4MGxROhMgbA6/WRvUOuFz1ZPamwIx9FvE2bO8LPyyuKIt/L4u+kC9W9zuu+3sGBbYXEJEZx1q/mtH1edKCMD+QY6Ov/ehGRMZ0rXjQ3tPCw/TkKsouJSbLxp/9ex/Cpg1W/Rw+fYBg4IpVHl9zO0795ld1rDvCI/Tn+4vg9w6d0/t6rHzyfnasOsGd9Lt+89hMLZF5Dxw1k9tmTWPX5VhxPf8NNT1wS8HtmLRzPW09+y55N+RTlVjBgaGfhNW3+SL59fxMbV+zjkpvmtf32alxs0eFkDksi70AFe3cVM16j4sqIESns2FnMvn1lzJg+JOCYYYMS2LG3hJz8KqZN0K7e0hWD5ZfEAh2e52C2ibJYiLdaqW5poby5idRI7eY4qdYoipz1lDobdOU2dESMSTrvWk9w0R8Ialx8yJ7nviyeH3roIb/PMjPbS6IoD6iOP2DH7QkJ0ttcRkZGwO1Kh5qOnwUKQu+4XRES0dHy8kZhYafjK58r47ruHyvHFCnfk5SbB2X+SzXpcba24x5pTl23d+Tk8XgICwvT5NR1/yNlp0fO8l/m1MMp0HaFk80W2A6/hGuvu5y07FRYWMjAgQMDbj9WOUFgOzU3N7dx+Tk4/cJgAOYeqS+rcjlp9XmJMYcRGaRMnSiKHGrQ73kOFheqLF8PSgoea90VbSEbg9RDNhQPYrCQjZy9ZTib3aQNjCUhSf2lQOEjiiIb5XbfxwWoB717Qx4l+VXEJ9uYfGLg5EOPy8O7T0il5y685dS21ts+r48X/iiFa8yzT2fS/M5NV3xeH8/+9n8UZBeTNjSZe9+9kcQgtZ6D8dELW1wk97x9Iy/96R1+/HAD/7j2Pzy65HaSO3j+bXGRXPfYhTz5m//x7t+/ZNL80aQNkQSw/bbTWff1Dn76dAsLrz2RIWP949AjoqzMWjie5R9u5vsPNnHlHZ3TrUZNyiAqJpySgmqKDlYxcGhiUC7jJmWQd6CCnVsKNcWzcp3s3R/Y8wztIUI53fA8D4iPxmgQKKltoMXlwWpRl3l6bDPQFk11SwtFjQ1BxXN6eDSbaoopPgzPc62ne55nNS6iIP2WAt1PRgyE/rCNHsbhLv0eiWoUPYm+ttTdz7f3ordxtdvtuWp/wN4jeS6K1znFGvxFotHtosntJtxkIjYseD5EMLsVVsniOTF08ayEbAzJUK9xmys3xwgWsrF3pxQ/OzZIKTuFT3lRLWWHaomKCWdkgH1Wf7UDgDnnTcZoCpz4tXn5HsoKqkgfmsT8i6a1fb72i23kbFPCNc7x22/Z26vZ9sMeohOiuOuNG7otnDvyCQUms5EbnriU8XNGUl/VyCt3v+8njo47bRyzz5uCq8XNB09/0/Z5ckY8p11xPABfvd65tXdHKKEba77e6Xdso8nAlBOyANi2JlcXl7Fy3POeXdohliOGS+I5N7fSLyFRwRD5RSHvUOhpYCajgfR4G6IIRdXascp6bJMuC+bixuCdA5Wwje50GYwxSS/Kdd0Uz2pcfLJ4Nog9m1L3ixHPdrv9HWANMNJutx+y2+2/Ptrn1B2Ulam/TerBkahG0ZM4XL7HGvr59l70Qq7xwGPA9QH+fnckT6TGJZWJSrAEX76vdEpjk8IjdCWkadnN6/NRWS+t5KXEhF6KsLRCEv0DUtSFd1GRtMyckaEtMPMPSiJ7yHBtka3w2b9TCvEYOXEgBmPnR7UoiuxYnQPAcfNHqh5r/bdSpY55F05rE9iiKPL5S8sBOP/mU/0alDTUNPGeHCN93V/tpITYqAOkWOmNX2/H8fclLPnvUkrzQq8cYTIb+f0/ryQiOpxtK7LZ9J1/FdtL/rwQo8nA2i+2UV7Y7qU96eIZAGz+PhuPO3C94yFj0olLtlFb2UhBgPjjUZOl1aecXe1Jg1rXmmLXgtxKTa42m5WYmHBaWz1UVQcWmWnJ0spEeVUjXpW61VpIiZFEbHmdfy3rjtBzz0uUV+mqW4KXeouX53e1K/SycJFG6ZybfKEnSYI6FxHptxQI3RuuhV9M2IbD4bj0aJ9DT6AnlmiVahTHAn6hS9I/G/r59l70Qq6bAafD4VjWdYPdbg8DQi890U0oD9M4S+BOch1RJYvn+PDgY0HbbjWNLXh9IrGRVizdaMutiOcUlTALn0+kuETylA1QSdhToLRvHjREW4wqfA7skETb8ADl70ryqqgsqcMWF8Hg0YFXJT0uD5u/3w3AtNPaQ9j2bcojb1cR0YlRzFl0nN9+7/1tCY21zYw/cQTTFkzQPNeO37Xh6+3sXr2f7DUHKNzTuUrF+498RVxKDKNmZjH6+CxmnDmR2OTgKwExiTbsf1rIa/d/yOIHP2bCiSOxhLevzCYOiOP4syfz08ebWPrmGi67+ywABgxLZsCwZIpyyslen8v42f5hLYIgMP74Yaz8dCvbV+eQObJzQmbWOOl3PyC/xID2tRYbF0FMbDh1tU4qyhpITlUPORqQHktdnZPi4jqSEv2vLYvZREJcBFU1zVRUN5GqEeYTCEnyi2JFvbZ41nPPS7BK81CZl1pQ5ndtt8SzJLybvdrnrAY1LqIg2UEQe1Y8h+R5ttvtp9rt9lfsdvvn8r+Ps9vtRyThpB99B8dSnet+9OMXjIeBfSrbXMB8lW09jhqXVLs1PgTxrDy0DweK5y0pOnSvsyiKbeJZTbxUVjXicnmIjQnXbI7icXspKqhBECBjsHr8dEcoom3Y2HS/bdtXS41Wxs8cqlr5YufaHJyNrWSMTCW1g/f4h/fXAzB30TQs1s7lO3O3F7LsrTUYTQaueXiRLs9/cU4Z9535BM9c/wrf/m8lhXuKMYeZGDVzGGf97mQmnjwaW3wkNWV1rPl0E6/e9R63n/AI65Zs0fU7nHrVbAaNSqO8oIrPX/zeb/spl0shGj9+tBFvh656004bB7R73wNhwqxhQPvv2RHpgxMIjwyjsrSemgp9wmuQHBtdcFA7vjY9XXpxUFYtAiFVFtVllaGLvuRoSYhWdKPUXVckyC+xlbrEs9Q2vVueZ4M0R5u8h3/OHdHuee7ZUqS6xbPdbr8ZeAHYDygpu07g0R49o2McjTrignoTeprvL73Odb99ey96G1eHw7HC4XBsUNkmOhyOH5R/2+32n3Xlr8YlPRDjdIRtVMnLw4k6Pc9adlM8b0kx+qo9dERtvZNWlwdbZBhREYGFcbFcizg9iNe5qLAGr9dHSnos1nDtevONjY24Wtzk7ytHMAgMDVCibtc6qZX1eFn8BcIGWTROl0UkQEtzK2u/2AbA3A4x0AA+n4//3fcBoiiy4NfzGDDc/3s7QhRFlr+zhrtOeZyD2wtJykjgkrvP5sFPb+PVfU/w0Ke3c+WDF3D5X8/m5V2P8+TK+7juH5cw7sSRNNU5eerX/+XlP75NS5P2vd1oMnLNI1Jt50+eW9opPANgxNTBpA1Noraige0/tr8rTj9d4r1x6a6AXQsBxh8v/X77thT4NUwxGASGjZW8+gfkePVg94g28ZyrLZ6VVYqiALWsFaQmSR7T0orQRZ/ieS4P4nnWc88LxfOsvBwrL8uhINKoiOfueZ7VuIiCLJ6Pouf5VuAUh8PxOKBciXsA9YCrPoiUFO2M696Gnub7S69z3W/f3ou+xDUAXvo5D94etmENOrYtbEOn51nLbhWy5zm5G57nYCEbAMXFcsjGAL0hG8G9zikpKRzcW4bX6yNjaJJfV0FRFNmzOR+AMdMClzoTRZGNS5WQjXbxvOm7XTgbWxk+OZMBWZ1/t7Wfb2X/5jxik6O54NbTCYb3Hl/Ci7e+SWuzi9kXHMffv7+b8289g9Ezszp5tFNSUjAYDAwcmcapV53Ife/fzLWPXYQ5zMSyN1fx0AXP4ArQUbAjxhyfxaxzp+BudfPu40s6bRMEgTmLpBeBHz/c2Pb54DHpJA6Io7a8gZxtgZuX2GIjyBiejNvlJXdnsd/2rHGS118Rz8HuEZlD9HmeletFWzxL111JeeiiT1lpqQgS86znnqd4nqt0xDwrL8c1hxG20d2YZzUuP1fMcyji2QYoV6ASDW9GWv7rh4yKip5tAflLR0/z/Tlba/cE+u3be9GXuAbAzxr/3OiRHhPR5uCJzw0uyRMZraPSBmjbra5ZOlZsZHDR3hVKd7cEjZbXVVWStysxUTt2tKJM8h6mBRHZIPEpKZAqA2Rk+VcQqK1spKm+hajYcNXGKJVFNdRXNRIdH8mgDrG82eukyhGBWnD/+KG0SHH+LacRYdP+vTZ+vZ2Pn/kag9HAjf+8kpv/fY1f4mFHPh0hCAJn/Hoe//fVHSRlJJC7tYDX7vtA8/sALr37bAA2fL3Dz1s9Q47Nzl7fXhlDEATGz5YqZuRsP6R63CFjJIFclOt/HQ0aJiUBKvYIdo9Ile1bUaYt1JQ45+pqdXGbECcJ4Jr60IVofJRkP+X6V4Oee16MPA+VeakFm1mKR2/0tIacIGoxWDBgwCN68IihdSgELS7S/BVohm60O1dDKOJ5JXBXl89uAZb32Nn0AuiJEetN6Gm+P2dr7Z5Av317L/oS1wDouadKADi90stvuDH4PG5yS2MjzfrmvJbdGlsk0W4LD71aUaMs0KKj1IVkfb20PB0bo+0lr5VFUlxC8AQtQRColJMQE1P9k+rKCiUhlzJQvXxewd5SAAaNSuv0++RsKwAga1LnOsStThc7ftqLIAjMOHOi5vmVF1Tx71sWA3DJPecw9+KZmjZQ25Y5dgB//N/1bR7ole+v0/zepIHxDJ86GHerm+0r93TaljokkcjocGrL66kubS91NmiEFHZRsE995TJFrpJSfsi/I2FimhQ6USkfM9g9IjZeFrxV2h7fGPl6Ua6fQLDJKw4NjaGHQERZZRHbou3b1HPPCzdJ87DZHdyBZRQMhBlMiECrL3QBbDFI5+3yhe4sU+UiGBHbamP0nK83FPF8M3C+3W7PA2x2u30vYAdu77Gz6QWIj1e/ofVG9DTfX3qd63779l70Ja5HGs0e6WEYoUM8t4016RPPWnZTxEOkNfSX73q526tNIxGwTvYKxgQRz4qYio0PHnsdHx/fJtYU8dYRishLHqheGq9wnySeM0a0e51dLW4K95YgGASGjOtcN3rvhlw8Li+Dxw0gNkm7Mc3/7nHQVOdk6mnjOfvGk3XxUcOQ8Rlc+392AF69y0FTkAS3iXNHAbBr1f5OnwuCwJAJEqecrQVtn2fIXvdC+WUiEJSXEOWlpCOUlxflZSbYPSJOtm9dTbNqDWeAKFsYggANDS2qpehsUbJ4DhITHvD4OsWznntehEkSns0eT9AW3dA+x5V5HAosgiyexdBFrjYX5QW453KndItnh8NRAkxDEsyXAVcD0x0Oh/pV2QfR15Z+e5rvL73Odb99ey/6EtcjjZ/T86xltyZZPChiIhQooiVKQzwrnsMYlZAFBTUheJ4rKiqoKpXCPAJ5nssLJfGcolFXWvE8dxTP+buL8Xp8DMhKaes0qGDXakmMjpkVuFOhgsI9xWz+bidmq5kbnrpctdJHVz5aOOmKWYydPQJnYwtLF6s3NQEYK5/frjX7/bYNk9tY52xvj29W+BfuL1NNGlReQgJ5nqPjIzFbjDTWt9DS7ArKxWwxEWWz4vX6aKhTD7cwGgzY5BWNhobAnuV2z3Pogi8izIIgQHOrG68Kb9B3zzMaDFiNkoB2eoJ7k5WX3mZvN8Rzm+c5dPGsxUVE+i2FoyGe7Xb7JGCgw+FY73A43nc4HGuBAXa7XXuNp4+hY1vhvoCfg69S5/ofZw7nrvmDfzHCGfrt25vRl7gGQEHwId2H8iDV401WlocjdIpnLbs1Ho54lpfLo6M0PM+yQIqO1o4RVjzPcTo8z9HR0R08zwHEc5F+z3PHeGclZGPYxAy/8bvlUm1jg4jnz1+QSobPu2QmMTprDwebV4IgcM7vTwHgq/+swN2qLrqyJg/GHGbm0N5S6rqUcFN45Wxvv5Sj4yOJTbLR2uyiIoA4BkiWX0LKDtX4xekaDAIJKUroRr2ue4SyulCjEc8MEC2vVtSpxDTb5Dj9+qbQwzYMBoGIMFnEavyeeu95yousntCNcEVod0c8C90Xz9pcjqJ4Bt5EShDsCAvwRo+dTS+A1xu4m1FvRT/f3o2+xLe3c7Xb7Ta73T7EbrcPVf6UbQ6HY5zWvoeLFq/ksbIagjcqUbxbynJxMGjZrUkWDoqQCAVNzbLwVilTB+0C2xYkwa5eFtkxccHFs9frpaZCSkSMT/L3VFe1CWv15MPSPKnaw4Bh7d0MD8mCevDYzk1XRFEkd4fkrR01Xb30nSiKrPtcqs185g362zvomVcT549hwIhUasrq2Nsh6a8rzGEmsiZnAlJN6o5QeB3qEqIxQG6bXpofuAKGLTaCMKsZZ2MrzgAhEvFyt7+aigZdXBQb19Voh6DYbLJnuSGwoIuKlISkch2GisgweX8N8az3nhduVkI3ggtiq7y65PSGHvNsNkj7didsQ4uLKItyxKMjngc5HI5OV7XD4cgBBvfY2fQCNDV1r0bhsYp+vr0bfYlvb+Vqt9vH2DKr1gAAIABJREFU2O32LUAdcED+2y//HREosZJGHcv8oYwFbbt55bhTk85jBdzXpL6v1yMtiZvMRs1jKS2izZbgLwRNTU24XZLwCAsQq+1ulbep1Iv2erx43F4Eg0BYRLvHvUWuvBDZpea1q8WN1+3FHGbSrLLR2txKS1MrZquZ1CH+VUC0+ASDIAgMGiVVvagt165rHCNXNnF2SaRTeLV0EZvhcniEyxlY+AmCgEX+LZXftiOUsntul0cXF4tsY49Hu622SW6XrhbzbJJbsvt8YsiVKwCMBimBTitsQ+89zyjI56LjPIxy4p6esV1hkIv+iN3IX9bmoszP0FudqyGUO8ohu90+peMH8r/9iyP2YaSmaheW723o59u70Zf49mKu/0aqihQP1ANxSHWdrz5SJ+CTH4YGHRXxvKL+saBtN58oPSwNhtArqSiiRmtfRWAbNcb4vD5EEQRB33kkJyVL4w0CBqP/I9otC3E1wa4IQEuYqVMFglZZPHYV3a2y2LRqeNgB6mRveExiVEiVafTOq2i5fFvXcIyuUOK1W7uIZEXktjpdncSm8sLiCiCM28bIv6XyktMRbSLX49PFxSjbzBtMPCvjVMSzIAgYFCGqkXyoBj376rWNIQRBrMzb7ohnoW3Oh76vNpfuH1cNoYjnp4FP7Xb7zXa7faHccfBj4KkeO5tegNLSvpU/2c+3d6Mv8e3FXCcCdzocjlpAcDgcdcCfgUeO1AkoYkaP6Gofq+/YWnZThIOhG2UIg3nARVHsILA1vNPyGKOGB7sjig5J/ig1j7cniHhWRKK5S6iK0ojE0iX+W6mZHKaRGAlQXyWJWkXk6oXeeaXEUDdUaXe9U0R+11rPJrMRo9mI6BPxuNpFsCVMFs8t6iEHRg3xrNjN4/Hq4mIwKqJVWzwrL1Jq4rnzsbohng3BRaxe2yhXoh5BrMxxXzeEqnAYXmttLgqDoyCeHQ7Hf5DK0p0J/EP+7x8dDsfLPXY2vQBmnUkuvQX9fHs3+hLfXsy1hfZ8lUq73T4I6d4fvN1dDyEUz7MyVlkqDgYtuykP4Z/D89x2bEHQ9k4r4lln6IggSEJOTRy3iWeVEBAl4U4RjQoUUW3pEgqiiFBrpHZSZX2lJGqjdVQM6Qi980o5bjDPc5h8ni0BGoAo3DoKZXOHsAs1mLQ8zx226eGieKqDhW0YO4RlqMGgI/RCdV8h+PH12kY5Dz3hI22hF0c4bEObizI/ey5sQ19GhgyHw/E+8H6PfXsvREyMf3Z0b0Y/396NvsS3F3P9EanE6GvAB8BXSAVPvz9SJ9AuNPWP1ess1rKbIhyM3fE8+7SFt8+rT5h75XF6Pc+RkZKINAYI2QDwyCIwmOe5q7hubfM8dxHPsggNC9JIps3znBCa51nvvFLEc30wz7PsIW8JUMItzGrG2dBCq9NFpFzNQo/nWQntCCSw28WzTxcXxc4+DY8ydAjv0BgnvXB5u+V5bot51hCxem2jiFqtY7WNleeatzueZ9mf2x3hrcVFlI8rHCnxbLfbr3Q4HG/I//8rtXEOh+PVHjujYxyVlZVERkYe7dM4Yujn27vRl/j2Vq4Oh8Pe4Z/3ADsBG/D6kTqHtgeqroQj/clJoG23NoHSHfHRJm4C79vRK+jziaoiWjlOME+kgvr6WqA9trkrzIoYVKmiENYh9rfT5+GSx7Zrop0SBtFUq508ZouXxG3pwdDqoeudV8pxle9RQ2ONdJ7WLiUERVHE2ai8CHRMlAz80tARrbKwDpTQqcSQmy1GXVwU73WgePVO4zzSOLWXJEBXWJDqvrK3WitZVq9tlHmrJ/HWK+cZGHXmLHSETxa3Bp2rTh2hxUURzWJIkcraCHakSzv8/5Uqf1f02Nn0AvRi71VA9PPt3ehLfHsrV7vd/ifl/x0Oh8/hcLzpcDheAH57pM7BIpeoc/uCl8ayGCVPX6vOMlpadrPKJbZa3KGXzbLKIrVFRaQajQbCwkyIIrRqlAMLs5owGg24Wj2aoQMKklISMJoMtDrdAZPcouMkgdBQHbgUWmySDYPRQF1lY6fqEckZUge28i6d9NKGJiMYBMoKqjS9s2NPGIHRbGT/poM0VGt7hztC77zavHQnAJNPHqM5rmh/GQADslI6fV5X2djmcY7s0PGxqkR6GUkI0HBGQYMsyGMS/MVXg9z10BYbrotLsxwGE6lRHxygWU7gjIgIHC7j9fpwub0IAoRZtKu5BIJyzVs1KsHotY1LnovK3NSCMsf1jO0Kjyids1EIfV9tLso86LnQPE3Ps8PhWAhgt9sF4NdAgcPhCP0u1IfgcvVc7/RjAf18ezf6Et9ezPV+4IkAn9/HEUr4thhkQaxDPIfJD12XTvGsZbcwWTi0dkM8h8sJd04NYRwebqG11YPT6SY8PLAIEgSBiCgLDXUtNDW5iA1Srs7tdmOLCae2qonGOmdbnWEF0fGSwKtXacJhMBqIS7ZRVVJHTXl9m2hOHiSFuJcXVHUabw4zkTIogdK8SkoPVjBodHpgrlFWRs/MYuePe9m2PJsTFk3T5KFAz7xqrG1m34aDGE0Gxs8ZpTm26IAsnod3rq6g8FJ4KqiWuzUmqNTFdrs8NDe0YjQZApbqa6iTPPVRMeH6uDToE88t8spAuIpHvEV+8bGGmUOqbqKgVfaAh5nVrze997zWEMSzMseVOR8KFPFsEkKKKAaCcVHm8BESzwocDodot9t3IC319UMDTqd6S87eiH6+vRt9iW9v42q325VOFka73T4fOq2jDgW0M7N6EMqD9OfwPGvZrd3zHHoDHKssalpa1IV3eLiZ2lpodrqIR335OzLKSkNdC82NrcQGaZTidDqxxUZQW9VEQ22zqniu0+hgF58aQ1VJHVUlte3iWf5vRRfPM8CAEamU5lVSdKBMVTwDTDllHDt/3MuWZbt0i2c982rHD9n4vD7GzBpOhEar85bmVioP1WA0GUjJTOy0reKQxEvhqUDxPMereJ6VlxBbXETA8IjGWtnzHBOB01kXlEuonudwFc+zsuIR3o0GP9DR86wu8/Te85S5GKZDELd5nnU0ROqKwxHPWlwEUfotRaHnxHMoASBbgBE99s29FL24VmxA9PPt3ehLfHsh11fkPyvwaod//xdpJfHmI3Ui3fE86xXPWnZTvG7d8Ty3hW1ohFpEyDWTnSoNOBQoQqopQJJbV6SmphIlhx001vkLgmCeZ2gXitWl7WKvzfNcWOU3XgmBKNqvXbps8iljAdi2fHfQhDgFeubV5qW7Oh1fDSU55YiiSOqQJL+EyTLF85zR7nl2NrbS3NCCOcyETeWlRfkdlXCYrmiQbRAVE66LS3OjPvHsbNbpebaGLiRFUWy75i0aYRt673kuuVtgmI6un4fjefaKchx4N8I2tLkoczj031INoRxpBfC13W5/DSikQ8G8/oTBdpSWlpKZmXm0T+OIoZ9v70Zf4tvbuDocjiEAdrt9scPhuOponkuY7IVq1dGyVxHPLR59glfLblY5RKJZI/RCDRGyqGl2qi8HK/GqjUFEsSKkGuqDe/pKS0uxxUpCryZA5QklLrdaoxNfUnocACUdWlKnyOK5OKccj9vbSXwOHJEGwP7N+ZrnljYsmZTBiZTlVfLGgx9x5UMXBE1mCzavNn+3kzWfbQZg8sna4nn/Fun8uoZsQHtb7pTMdvGstOROSItVDX2oLpcWYALFOzubWml1ujGZjYRHWigoKNDk4vP62sI2IjTEsyiKbW231WKem+TrztoNz3Or24sogtlk0CyRqOeeJ4piSGEbrsMQz+7D8Dxrc1Hm8NHxPM8GDgJzkZIE+xMGA8Bi0a6V2dvQz7d3oy/x7a1cHQ7HVXa73Wy320+02+0XA9jt9ki73X7ESotEmaTftsET3PNqs8hC0xV8LGjbLSZCimGtbW5RHaOGWLndc3Vt4MQ8gAS5vFpVkPJqyanRAJQVB1/2t1gspA+WQg+Kcv29xBlZyQDk71X3EmdNGgRA9vqDbZ/FJkczICsFZ2Mrezcc7DR+0vzRGE0Gtq/cQ1kHwd0VgiBw5YMXYDQb+fLl5Tz/+8VtpfO0+Khhxbtr+MfVL+FucXPKVSeQMUo9ZEQURb5/azUAx502vtM2j9vL9pV7ARg7a3jb59nrcwEYPnmQ6nGV33Gg/Lt2xKFc6bdIz0yQ2ngHuUdUVjTi9fqIi49sa9MdCPX1LbjdXiIjLW3hQV2hXHfxMephLGqobZJe0mIj1Nutg757XpPbjVcUiTCZMOuotlHvluatzaTteQ+EFp80T8MN2ucdCFpcBKTfUkQ7ZCoUBJX3drs9AimxpBHYDDzmcDj03dX6IGy2vhUW3s+3d6Mv8e2tXO12+3jgM6TazgOB95CcIFcDFx+Jc4g2y4LYHfzRERsmja1t1feY0bJbXKT0EK5pDF08J8rL/FU16uERSUmSeC6v0A4fTx0gJauVFtcG/V6bzUbGsCQACnPK/bZnjpS8roX7yvw8yApGTx8KSJ5kV6sbi+y9nHLyGIoOlLFp6S7GzspqGx+dEMXs86ay8oMNLHnpe379mN3vmAqmLZjInW/+jievfZmfPtxAfVUjf3z1OqyRgQVPIPuIoshnz33H249+CsB5t5zGJfeco/qdANtW7CFvVxGxydHMPGtSp217Nxykqd5J+rBkUge3x0LvXieJ57EzhqkeN39PCQBDRqf5bTuUI5XPGzgsUZVLR5QWSfZNHaBdxUK5XpKT1I9XJZcOTFAJJ9FCtXy9x0VpC28997w6eR7GhAUXtC6fl1afB5NgINwYmvfYJ/po9ckNe7ohnlW5iC4E3IiYgJ5zkOjxPD8PnA1kA4sInLXdDxlVVf6egt6Mfr69G32Jby/m+gJwv8PhGEV72vkPwAlH6gQU8Vyvw/McLYvnOp3iWctuinioaQw9GTQhVhItlVriWW5VXVGh7XluE89FwcVzVVUVGcMkL2hhjr8XODI6nJSMONwuL8UqNZej4yPJHJWG2+XhwNaCts+nnCKVgdu8bJdfI4pzbjwFgBXvraNWIyQEYOK80Tzw8a1EJ0SxfUU2D1/wT+pVOgN2tY/P52Px/R/y9qOfIggC1zx6IZfee27QihKfPvcdAAuvm+dXs3nzsl2d+IEUQqF4nsfMVBfPB7Ml8Tw4gHgukMXzINkrHewe0S6eA1f2UFAhi+dEjVbnVTWSt7Q74rlG9jzHRWqLZz33vDp5BUiZl1pQvM7R5rCQK4S0+loREQkzhHWrzrMal05e525ULVGDnjM8AzjN4XDcASwAzuqxb++FiIuLO9qncETRz7d3oy/x7cVcxwJvyv8vAjgcjiYg9PXgbsKmiGcdnucYiyKe9XmLteymeJ5rm0L3PCconmeNsI1kuRJGRZCW0qnpkieyRId4jouLI3VQHCazkYriWpxN/r+ZIvRydxWrHkcRjLvW5LR9NmLKYKLiIijLr6K4i1d74IhUpp0xAXerhy/+syLoeQ6blMnDS/5IUkYCOVvzuf/sp1j7+WaaGzq/qCj28Xq8ZK89wNPXvcKXLy/HaDZy8wvXsOD6+UG/a++GXLLX5RAZE84pV87utE0URTYv2w3A1A4x0wd3F9Pc0EJyRjxJAwJfI/U1TVQW12GxmkgfnOi3vfCAJJ6VlYBg9wjFvv/P3lmHR3F2bfw3uxt394QIkGABgjvFvbSQOrR96+6l3r5t37p+1N3b0OJa3DVIgLgnxDbusrvz/THZEFkNKYWQ+7pyle4+Mzv3npmd+zlzP+d4+xoTz9Jky9NTf0MY7RMPN2fzrQba893F3nAG15TfvPLm69DZ0hTxLI292JYNMMRFe/12rUvNFPFsFxMTkw8QExOTA3TPTgJdhO5W7soYevh2b1xJfLsx10wgqvUL0dHRI4DUi3UAjgozxHPz42FTM8+G4qbNPJd2IvPsaG+NQiGjpraROj3NQzzcJfGjLDLiefZxQhBAWVjV0oFOH+rq6lAo5Pg2L3zT+m5bI3SAHwApcbl696MVz2cOng+zTC5jyOQIAI5uOdNhm6sfkLLP237aZzT7DFKDlVc3PE5Qfz/y04v44I5vuCPiaZZNe5MvHvuFH1/6i99eXcN/r/mIOyKe5uUFH3Bkw0ms7axY9st9jF04zOhniKLIn+9vAmD6reM71GI+l1pIQWYx9s629B56fsHY2Wbe/Q1knVObv7+Qfr4dOgKKothim/FvFs/GfiO0thxjmWetbcPDQOZZ+8TDvTOZ5+bz3dWIbcOU37zztg3zMs/mok4jHYuNrHNzen1cBFH6HkWha8WzKaYURbsaoe3/n5iYmB1delSXMerrzc9wXM7o4du9cSXx7cZcXwA2REdHfw5YRUdHPwPcC9xxsQ7AxbJZxDbqz+Jq4WYjiaOSetMEr6G4eThKWbuiCsOtp3VBEAS83Bw4V1hBgbKS4AC3DmPc3e1RKGQUl1RTW9uot3KCpaUCbz9n8nPLycooJrSPl85xcJ5PSIQ32alFJJ7MofdAvzZj+g3vBcCJPclo1BqdraD7jQjB0tqC5ONZFGaXtFTbGDVnMHtXxvL3j/uYedu4lvbcIGWTh1zVjxM74ln+0E88+8u9RttMu3g58fKaR9n6wz5it8SRfCyDjLgcMuJyOoz1DvYgavpAptwyVmfFDF3Y9M1uTu9NxtbRhlm3T+zw/trPJPkxfOZA5ArJ/y2KIvvWngAgckJfvfuO3SktMoxo/j5bIy+rlKryOhycbXBvXvBp6FwTRZHMlGaPdJCr3nEAubllAPj46M9F5jdPXjzdDbcr14XC5vPd3dFw1tqU37ySZlHqamNc1Gqvb2dL8wVwtVo6Zlt55xb16eMiIH2PIuZ/j4ZgSua5iLY1QkvoWDO0B83ohrViDaKHb/fGlcS3u3KNiYlZD8wAPICdQCCwMCYm5u+LdQweVlLWp6jeuIj1spVucgU1prWANhQ3D0c7LBQySqvrDHYK1IfA5sfvWXoW+ikUcgKbm3JkZhn2j/ZutlqkxBuupazlM2BkMACnD2d0GBPczxevABfKldUkxOouL2frYM3IWVJVih1/HGl5ffDkcEIGBVBWWMm6z3d22O7Ot6/H0c2eM/uSWfPJNgBkWVkotm5FlqXvs2xY8MA0/rvucb5NfoeXVj/C0lcXseS/13LNYzN46sd7+PTEa3x48CWW/Pdak4Vz2qlsfnl9LQD3vHsDjm5tBVDqiSz2roxFYSlnwb1XtbyecjKbnKQCHF3tiLoqQue+VU0qjmyT7B6jZwzo8P6Z5u994IjgFv+uoXOtuKiKstIa7B2s8fHXb4cQRZGMTOlpQnBwR6sIQG19I8rSGhQKGT4ejnr3pQ/nSqTMtp+r4QWBpvzmaa9DL1vjmduiBun69rQyP8tbpZKO2VFuPl/Qz0UQpWtXFAw/DTAXRsVzTExMr5iYmGADfyFdekSXOQoKDP8wdjf08O3euJL4dleu0dHRlsA1wHTgKmAqcHV0dHTnzIWdgKe1dDNVNpggnu2ksYW1tWjaLWrTBUNxk8kEfF0kAXGuzPyGioHNXtnsc2V6x2gFUEaG/hJvAH36SeI5OT7f4DgtnwEjeiEIkHQyh8Z2thFBEBg9UxJ8Bzd3tF9oMfWGUQBs//0wdc21qGUyGUteXADAui92tnTm08LV24n7P5Iq0Ma8u5HM6TfiMG0aDtddh8O0adgtWgSV+i0dtg429Bvdm9l3TWbO3Vcx6vpIomYMxM3XxaxFZLWVdXx03/eom9TMuHU8I2ZHtnlfo9HwwyurAZh9+4Q2HQc3fL0HgEmLh6PQUzIu7kAaNZX1BPT21FmmLk4rnkcFt7xm6FzTxrV3P29kMv08lcpqamoacXS0xlVP45ac5smav7czciOZf13IK5Xi4+dqWIia8ptXWCtds952xgWxsnly7GFtvniuVEvXp4Oic1WP9HGRIV27Grp2TYv5UemBQVhbX7T70SUBfXzzKxt4c2cmT25I4c2dmeRXdo/qhj3x7b7oxlw/QxLNDwLDmv87Cfj0Yh2Ap3VzSTcTxLONQoGTlRUqjablkbEhGItbi3guMe7hbY8AHylblZ2nXzyHaMVzpjHxLGXGkhMMi2ctH0dnW3r19aapUU3iyY4WCK14PrI1HpWeDop9hgTRd1gvairr2P7H4ZbX+w4LZsz8ITQ1qPj1jfUdtoucFMH8+6YgakTePWNLcYn0OF5WXIzljh3Y3X67QQ66+JgDVZOazx79haKsEnr19+Om5xd0GLN/zQlST2bj7OHQ4tUGOJdWxNGtZ1FYyJm5ZGyH7bTQTjq032P7z49vzugPHHFePBvion2i0EdH1Y7W0J4nIcHueicT2c3iOdDIwkNdaGxSUVRZg0wm4OVs2KpgSmwKaqRr1pzMs5eV+RaJKrU289w58ayPy7+Wee6BebAxwRfUnaCLb35lA8s2pbIjrYxT+dXsSCtj2abUbiGge+LbfdGNuV4NzI2JidkUExMTHxMTsxlY0Pz6RYGjwgormZwaVSO1KuP2CW87060bxuLm5yZl3/JKO5F5bu7Ul5Ovv0pGcLDkJc7IMGzb8A90xcbWkuLCKkqL9fNqzWegAetGQG8v/EM9qK6o4/TBdL37m3/XJAA2freXpobzIvvGZXOwtLbg0IZTJB7puP310f3pJyulWGbHE1YzOCecFzWKuDi9Fg5DfExBY30TH937PUe3nMbG3oqHPru1Q2m6+toGfn9rAwDXPTkbm1ZVJdZ9uQtRFJl4TRQunrozrw11jRzbkQjoFs8pp8/RUNeEX7A7rp7neRvios08aydJ+pCeYdiyAecna50Rz/nl1YgieDvZozCStTYlNtprUHtNGsIFZZ5VF5Z51sdFEKXvUhQM+9DNRY947mKUlenPUHRH6OL7Q2w++VVtW9rmVzXyQ6zhjMvlgJ74dl90Y64F0KG1lg1w0S5IQRBass+F9cZFrG/zjTqv2rh4NhY332bfZ3ax8e5+7eHv7YRMJlBQVKW34kZQoBsyQSAnt4x6PWNAqnTRO0ISVgmnz+kd15qPVjwf35vaoS4zwJhmT/OuVcf17m/IpHACw30oK6xk0/f7Wl5383Vh3j1SmbgvnvqDmoq2WX7LjHRerf6bCLWSQpk9D1jPZps8GBEpAy1LSdH7mfr4GEN2Qh7PzXmPo5vjsHOy4bnf7sc3pKOl4sdXVlNaUEHwQH8mLDpfsSMrIY99a08gyATm3tlxcaEWh/4+S0NdEyEDfPEK6Ciqju+TKnUMGhnc5nV9XGprGshMUyKTCYT21b8YFCCtuXZ0sI7SeFpkNltptJM3c5BTLD1h8TXidwbjsalraqK0vh6FTIa7CUK7sKG5BF8nPM+VKum4O5t51sdFhvRdivRkni9puLl1XJHdnaGLb0mt7huIvtcvJ/TEt/uiO3GNjo6+SvsH/ARsjo6OvjM6OnpWdHT0XcBG4MeLeUx+NlIWMKfWuH0iyFGqQpBZabwusrG4hXpJ4iitwPzJkYWFnGB/VzSiSEqm7oYk1tYWhIS4o1ZrSEg07CGNjJLaRMce6phJ1qI1n/DBATi52pGfXUqKDsE9ceEQFBZyju1I5JyehimCIHDjU7MA+PP/tlLQqv32/HuuIqifLwWZxXz6+K9oNJqW9zR9+mDr7sT/GrYxTpVFrWDJO1bjeNNyHJVu3mh69+7wWcb46INGo2Hj17t4ds675CTl4xPiyYsrHiRsSFCHsdt/O8TOP45gYaXgrjejkTW3jNaoNXz53F+oVRqm3jAK7yDd4lSj0bD+u/0ATL9uRIf3VSo1+zdJlo6RU8NN4nLySBYajUjfAb5Y2+jvYtekUpPQbNvpF6E7Q63WaEhujmWfYA+9+9KHtAJJLIZ6GxfexmKTWSlNOAMdHJEbac2t0mjIq5Mmxr425i/6K1VJx+1i0Tlvsj4ugih9lxrB/O/SEHrEcxejqsr8R4OXM3TxdbO10DFS/+uXE3ri233Rzbh+0+rvbsABeBbJ5/wM4Nj8+gUhOjp6ZnR0dFJ0dHRqdHT0MkNjA2wlQZxda1wQhzhLWaL0CuNjjcVNKyIyi8pQqTUGx+pCRJiUSUxI7dgqW4sBzXWXT5/Rn1EGiBojra8/eSQTlUp3vefWfOQKGRPmStnlbX91zC67eDgwYcFgRBE2fH9A7+dGju/L+KuH0tSg4qvnV7ZksS2tLXj081uxc7Th+LZ4Vn+yvWUbTVAQqkGDsEXF8417eKzhANZiE7sUwdyrnszG7VnUVhkvdWYoPhqNhthtZ3h18XJ+fHkVqkY1U28ewxubnyCon1+H8akns/n+pZUA3PG/xfTqf37M5h/3k346F1dvJ65/fKbezzy+O5lz6cW4eTsyZnZHy8axXcmUl9TgF+zeoUSgPi7HDkm2l2GjDddPSE0tor5Bhb+fMy566jfn5JVTW9eEp5t9p7oLpuRL9qFQb+M2BWPXTkbz9RfsZDxrm19fhVrU4GVtj3UnWnOXNUmf5aronL1CHxeZWCh9hmD4iYC5MI9hD4yisbHR+KBuBF18l0b5kFBU08a64eNgydIowwspLgf0xLf7ojtxjYmJCTY+6sIQHR0tBz4BpgG5wNHo6Oi1MTEx8brGa8VzTq1x+0RI8806o9y4eDYWNztrS3xdHcgrrSJTWU6YCaKiNSLCPFm/I57EtEK9YwYN9GP1mpOcMSKevX2d8Q9yJTerlITTeQwcEtBhTHs+UxYOYf1Phzi0LZGbH5mKY7sKDXNvHcPOlcfZu+4U1947CTdv3bWDb35mLid3JxF/KI1dfx5j8uLhAHgFunH/Rzfxzu3fsOK9zdg72zK9uYtfzbffwu23o4iLY0ZxGv1tmnhLPprkGku+f/Evfn9rPRMXj2DGbePxDdUtTnTFp6aill1/HGbLD3spai7x5+Bix13vXM/wmYN07icrPo+3bvuqRWBPuPa8XUOZW0rMB1sA+M8rCzs0UtFCFEWPxP41AAAgAElEQVTWfr0XgDlLx6Cw6CiBtJOUaYuGdljQp4uLSqXm5JFMAKJGG77sTjc/PRg4sOPEQIuE5sYs4aEd7SqmIDVfyuD29jGe8Td27Wgnr9rJrCFk10hjA2zM76NXoapEjRpHuQOWss4l2XRyEVUIFCMiINK1mece8dzF6K61YvVBF18fRyvenBXGD7H5lNQ24WZrwdIoH3wcze86dKmhJ77dF1cS1y7CCCA1JiYmHSA6Ovp3pIWIOsVzoBniuVezbSOrqpImjQYLA4+MTYlbbx9X8kqrSM0vNVs8hzeLwsS0IjQaUWcZsvC+XigUMtIziqmqrsfBQFvkqFHB5GaVEnswXad4bs/H08+ZwWNCObE/jV1rTzF/6ei24wPdGDm9H4c2n2XTz4e4+YkZOj/X0dWOpc/PY/njv/PLmxsYMikcZw/JXzpkcgRLXlzAD6+s5rsXVoIoMn3JOHB0pObPP5FlZSFLScGhd29e8vMn9u8zbPp2DwmHUtny/V62fL+XgeP70CcqGK9eHvgEe+AV7I6Dix0uTq5kJ+RRkKGkILOYnKR8jmw8RUOdJHY8AlyZvnQ8k68fhb2eVtRZ8Xm8dtNnVJfVMnhyBEtfPF99QxRFvn5xFQ11TYyeM4iheuo6AyQcyyT19DnsnW2YtHBoh/dz04uJj83GysaCcbM6ZqV1nWsJp/OorWnEP8jVaFvuuObJ1cAB+sVzYqo0SdM+8TAHlbUNFFbUYGUhJ8DduHXC2LWT3jx5DTEh85xTJ13XAXbmi+eSJmkC5WbReeucLi4CJQho0OAGQtc++e4Rz12MgoICgoI6+rS6K/Tx9XG0YtnkXhf9eP5p9MS3++JK4tpF8ANa11DLBUbqGxxg21z2zQTbho2FBb529uTVVJNbVWnwsbEpcQvzdmP32SxS80tgSJjRz28ND1c73FxsKSmrJbegXOciLisrC/r28eJsfD5nzuQxepT+x/fDxoSw5o9Yjh1MZ+m9EzpkN3XxmbpoKCf2p7Ft5Qnm3DQSuaLtZGL+beM4tPks21ccY/7t43B01f24f8y8wexbe4KTu5P48tk/efyzJS1d+WbeNh4E+OHl1Xz34ipqq+pZcN8UBEFAExSEpvmY5MCI2ZGMmB1JVvw5tny/l30rj3F6bzKn9yYb/T61GDi+DzNum8DQKf0NdjGMP5TGB/d8T3V5LUOn9OORT5e2qd289ZeDxO1Nxs7JhiXPzzf4mWuas84zbxyJtY5ukFv/jAVg3KwB2Np3TPboik3sAcmyEWXEslFf30RKchEyQaB/P1+94xKaxXNnMs+pzX7nEC8Xox5lMH7tmGPb0E6KtZNkc3BePHe+IoYuLjJRyuJ3tWUDesRzl6Mbl7vSiR6+3RtXEt8rievFxEsvvYRCoaBJo0Y+ypOC+moS0lPxcHRGLpdTWVmJh4cHpaWliKKIh4cHhYWFBDaL5/3JSfgMjESpVCIIAq6uriiVShwdHVGr1dTU1NDQ0EBBQQEWFhY4OTlRXFyMk5MTjY2N1NXVEdJcsuxE+jmqq6spKSnBxcWFuro66uvr8fb2pqCgAGtra2xsbCgrK8PNzY2qqioaGxuJCPVk37FMdh9KZN5VEVRUVODu7k5FRQVNTU14e3sTFGTP2XjYfyAZXx+5Tk729vY4u1vg6GxNcWEVe3acJLSvRxtOKpWKrKyslmOysLAgbJA3bj4OFOdXsOH3/USOD2x539LSEvcAB/oO8yfpWC5fvbqGRY+M1ctp7v1jSTyWwYldibx977fc+so8bGytqaioYPzioVRWVbLqvR388c4mzhxKZumrC7B3stUZJ+xUXPv0NGbeM45jf5+mrrSR7KRzFOeWU5JbjsJSTl1VPe7+Lrj4OhLY1w8bZwvCR4XQZ3AoxcXFVFZVtsSpNSd7e3vWfL6dTZ/vQ6MWiRgTzL0fXk9ewbkWTtv+OMif70jtuefeNxYbB0uysrKwsbHB0tKyTZyO70zm9MF0rGwtiJoWSllZWRtOpUXV7FxzCoAR00IpKSmhuroaLy+vlnNPLpeTlZXVcu5VVFSxf5fU4ju4jyM1NTUdzj0tp7PxxajUGgIDndBoGigsLO9w7lVUq8lXVmFjbYG1vKHNeaCLk/bcKygowM7OjthkqXxgiKcTubm5Hc49oA2nuro6amtrO1xP3t7eZOTmklNViUKQIZRXUC7IdMbJwcGBkpISksoloWpb09RyPeq7ntpzSimRqptY1Vu14WxnZ2fwN6I1J4VCQU5OTpvfCB+XFOytoLrOgUbR8G+ELk6G0COeuxiWlvpX2nZH9PDt3riS+F5JXLsI54DWvgP/5tfa4JVXXmn5d/rBFSRWKal3scXdRaqG4OIiZXJtbc8/sg8KCiKyopRDRQUUCVIDhICAgDbva6FQKLCysmrzml27bmieDU3IZQKZxVUICsuWsY6O5x9tt95e+7r25jx6qIp9xzKJTy3llmuccW72gLb+nFkzhrJxUwqn4vJ5+KFpWCjkHThpMXnmANb8foyzsUomThnS5n1BEFr233qb6++dzCcvrmXrH3HMXDwaSytFm/fvemkhzyz+jNjtyYyfM5igICudnPoP6ctz39/J/279mrhdqfz5zk4WPTeOUlUONk0Koh+cQ2hELz599FfO7k3j/dt+ZOlLCxk8KVxnnADc3CDwHv8237koijTUNlJTV42bu+7H8e3jpN1nYVYxXzy6gthtZwGYf89kop+YhVwhx95B2mbv6uP8+c5ORBFueGIW82+f1OE7036PTXUa1n4hNYm58ZFpBIVK51Lrc2/TDxtRNakZNS2CgVG9m3lJx60998rLy1v2CZCWUE5VRT3+Qa6MHNsfQRD0cvprlVTab9KECBwdHXWeewdPnQZg+KAA/P39OrzfmlPrz9G+n1ggZc6HhQXg7++vc/vWnMrLy7G1tW3zvru7dF1W29kiAr1dXAgL7ujlbn+9paVJrdzHh/brcD22v57ab19bUwe10NstjCCHoA7v6/uNaM2pfWyCgoKwUm0FNVjb9UVQGP6NaL9Pe3t7gwK6p9pGF6Oiwvxaopczevh2b1xJfK8krl2Eo0Dv6Ojo4OYW4NcDaw1t0NdRujEnVRnuxgfQ300ae7bE8FhT4mZjZUG4nzsajUhclv6Ff/owdIA/crlAfEohldW6K0z4+joTGOhKbW0jcXGGFw5OntEPgIN7UqiubLs/fXxGT+9HQJgHJYWVbF91osP7PkFu3PDoNAC+eXU9FSX6a2SHDQ5k2Xf/wcrWkgPrT/LUra/w1oqHef6npfwv5gEixgfy2tpHCOjrTUFGMW/d+hVv3PIF2YmmlwYXBAFrOyuqTWh0o0V1RS0/vbaWx6e+Tey2s1jbWfHo50u5YdncFnsJwL41J/js6RhEUeS6x2cy/+5JevcpiiJfvbyO6vI6Bo4OYep1wzuMyc8qYff6OGRygcV3jde7r/ax2bZBEruTZ/Y32Hq8oVFFbHPHwlGj9C8qPHQyG4CRgwP1jtGHRpWaM9lS9ndwsGnrNwxdO/HN110/d+ML7fLrq6hSNeBiYYNHJ2o8FzRKJR69rTq/7kQXF5mYC4BG6Li24ELRI567GNpZ25WCHr7dG1cS3yuJa1cgJiZGBTwAbAESpJdizhrapo9Ds3iuNC6e+7lJN+3EkhJUGv0l5kyN2+BgqdrPyQzDtZh1wd7WioF9fNCIIsdOd2yVrcWYZq/zgQNpBvfn7efMoKhAmhrV7Nzc9ivTx0cmE4i+V2r8sea7A9TXdqwuMO264fQfGUxVWS1fv7JOZ2MVLfoMCcLv5gpEhQpVkhvs7k9lTRlxmQf5cM0z+AR78PraR7np2bnYOlgTtzeZZbPf46tnVlBeZHqrc1Pio2pUsenbPTw68Q02fr0bjUrDxEXDeW/704xoV31j/7qTfPrUH4gakcWPTOfq5kYv+rBr1QlO7EnG1sGau15ZoFPk/vnVXjRqkYlzB+ETpH/RWmsu57JLOX08B0srBROn6V+kCHD8eDb1DSpCQ9zx0tP1sKKqnoSUQuRygagB5ou9hFwljSo1wZ7OONuZ1hLdUGzOlkj1kbWTWEPQXs99HN0MTiJ0oUHTQKmqDDlyPCw6/xusi8t58ezf4b0LRY947mJcadmrHr7dG1cS3yuJa1chJiZmY0xMTJ+YmJjQmJiY142N79ssnpNNyDy7WFvja2dPvVrVsnBJF0yN25DmbNyJTohngJHNDTsON2cHdWHsWGkx4uGjGTQ0GG4KNWNBJAB/rzuNplX9aUN8ho4LI2yAL5VltWz67WiH92UyGfe8ejW2DlbE7kpiz9qTevdVWJ6L0joeZp5EVKgQUn1gd39QycgsTKSo/BwWVgrm3jWZD3Y/w/SlYxEEgR2/HeKRiW/w8YM/cXhTHLWVdXo/wxAftUpN4tF0fn59LQ9P/B8//ncN1eW19BsVyuvrHuGed6/HtV3Zvd0rY/nkid8RNSLXPjSVa+6fYvCzlefK+OntzQDc+uxsnWX8MpMLOfh3AgoLOdfcMc5kLlvWxgEw7qq+2DsaFqt790mWjXHj9DeWORaXg0YUGdjHBzsdixmNQTsp1E4STYHBzHNxc+bZBPGsvZ77OphfDq6wUXoS5GnpgVyQGxmtH7ozz9JE958Qzz2e5y5GU9Pl30XPHPTw7d64kvheSVz/LfR2cEMA0qpLaVCrsDLSTKG/uwd5NdWcKVbS20X3SnxT49Y/wBMLuYzUghIqaupxMjE7p8WIyEC++PUgx8/kUt/QhLVVx9JXvj5OhIV6kJqm5NDhDCZO6KN3f0OGB+Hp40hRfiWH96UyemIfo3wEQeC6+ybx+n2/sv7nQ0yYOxA3r7aZTDdvJ5Y8PYvPn1/N9//bSHCED4F9Oj4OzyvJpLKuDHyQBPTmIQipPojFjlSOjyevNBNPZ8l36+hqz22vXMP0W8by65vrOb4tnoPrTnJw3Ump7fjQIEIHBRA80B9nDwec3B1w8nDA3tmW6ooaChqLKVdWUqGsorSggsQj6ZzZn9KmyYpPiAc3PjOXqKkdLRDlyiq+e2U1R7ZInf+ueWAKix6cpvd7Amisb+KjJ1dQX9vIiGn9GDt7YIcxGo3Izx9IjWGmXTu0w3fZHtrYVJbXsvvvBABmXh1pcJuKyjpij2cjCDBuTKjecQdPZALnJ2nmIjYtDzg/STQF+s610ro68mqqsZYrTKq0kVDZ3BHRwfzMcV5Ds2XD8sJKhXbgIlYhoxwRK0S6/qlij3juYlxptWJ7+HZvXEl8rySu/xbsFJaE2LuSVl1KQqWSwS6Gs2SDPb3YmpXB8cICFvbuq3OMqXGztlQQ2cubY2l5HEzOZaaZJes83ewJD/UkMa2IA8czuWq07izi1CkRpKYp2bjpDBPG99b7GFsmlzFvcRTffLyTP386zMhxYcjkMqN8+g8LYtjEPhzbncxnL6/n2eXXdyj1Nn5eJGcOpbNvfRzvPvQbr/5yJ05u9m3G+LkF42jj0iygy2HuMcRdAxDK7WDdMA7aZhH+zDCs7c6XbPML8+LJr/9DYXYJhzec4viOeFKOZ5F0NIOkox1bjguCYNA64hPiQeTEcEbNiaT30KCWVttaiKLInpWx/PTGemoq6rC2s+TmZXO5Skdb7fbbffHiGtLP5OHh58x/XpirMw6bfz9KfGwWDs42LLh9jMF9wvlzbW3McRrqmxg8PIjAYMPCbOvWBFQqDcOignDVU0KwoqqOY6dzkMkExkb1MnocHbavqedsjhKFXMbQENMzz/rOtdgiSdBGeniiMFLyThRFTldI4wc6mV8SLrdBslb4Wekv32cK2nORi1IJQY3QC4SuN1n02Da6GAUFnXskeLmih2/3xpXE90ri+m9ikLN0k4srN/59R3lJY2MLC/SKMHPiNjZCWoh1IFG/9cIQrhojCeYdB1L1jpkwPgx7eytS05SkpOhv6Q3SwkEPL0fOZZexf6dUI9kUPv9ZNhNHV1viY7NY//PhDu8LgsAdL80jbKAfxXkVvPPAr9S0s1d4OvvRyyv8/AseVbDwMOLgDJDBnj9O8eScDzi5O7HDd+8V6Mb8e6/i5RUP8OXx//Lo50tZ/PhMRs8dTL9RofiGemLnaIMoilhYKfAMcKX3kCCGTR/AlBtHc/tr1/LR3md5f8cylr50NX2HBXcQzoXZJbx5+zd8vmwFNRV1RE7ow9sbHmPK9SMN+mpFUeTX9/7m4OYzWNta8uT/3YiDjuYrmUkF/LZ8JwB3PjcbRz0NWlqjoKCA8tIa/l4nWTYWLx1lcLxKpWbz35KnfY6OVuBa7D6chlotMrS/Hy5Oxo+jPQ4mS5aPIcHe2FmbbvnQd67FFkgLQ6NMmJhm1ZZT0dSAm6UtvjYOJn+2Ftn1krUi0PrCFvW15yJrFs9qwXD97c6iJ/PcxdBV/qQ7o4dv98aVxPdK4vpvItLZm1W58ZwyQTyHOrvgbGVNYW0NudVVBDh0fKxuTtzG9g3go/WHOJqaR0OTCisd7ZkNYfzwYL767RBxiXkoS6vxcLXvMMbKyoKpUyJYveYk6zee5rE++rNxCgs51948gs/f28ZfPx9m9KTeJvFxcrPj7hfm8M6jK1jx+R76Dw8itF3jDUsrCx798HpeWfot6WfzeOven1n2xS3Ytup++MiCN/hwzTNkFiZSWVeGo4MTvRZ7cs3zd/LDixvJjM/jrTu+o/fgQObdOZGoqf06iFw7JxtGzBzEiJkdj1OtUlNaVirVhDYR2Un5rPtqNwfWn0Kj1mDvbMuS5+YxbsEQo4vRRFHkj4+3s+HHg8gVMh56ZzH+YR2bjdTXNbL8hbWoVRqmXjuEYRP122taw87OjtW/H6OxQcXwMSGEGogtwMFDGZSV1eLv72Kwq+D25snYlLGmHUd77E+UBOjYcPOqdOg712ILpWtzmJfxLPbJMkloRzp7m71YUCWqyGuUtve3ujBfcnsuco20aFct6LfKXAh6Ms9dDLm884b3rkJ+ZQNv7szkyQ0pvLkzk/zKhn/ssy4234vJTRcuhfheTFxJfK8krv8mBjtLN+S4cv3ZZC1kgnA++6wnS2ZO3Dyc7Ojj60Z9k4rj6aaXXdPC3taKkYMDEUXYeVB/9nnmjH7IZAKHDmdQUlpjcJ/jp4bj7edMQV4Fe7YmmsxnyNgwZlw3DLVaw/IX1uqsvuHi4cBzXy/F3deJ1NPnePv+X6ivPf+baWvlwLPRy3ntlh9YtuhjXrvlB56NXk54ZG9e++sBbnxqNvYutqSczOb9+3/iyVnvs3PFEZoaVCYdo1whR6EwPkERRZH4w+m8dce3PD33Q/atkUrxjV84lHc2Pcb4q4eaJMz+/HQna7/Zh0wu8NA7ixk8Xre15ucPt5OXWYJfsDs3PWx40WFrVJTVt5SnW7TEcNYZYOMmaeycWQP0Hn9mbinp2SXY2VoyItL87GtDk4pjqZLfeUy4edvrOtdK6+pIryjHWq4wabFgXLNlI9KIBUsXChoKUYkqPCzcsZVfWJOq9lzkonR9amTm2bNMRY947mJUVppewuefQH5lA8s2pbIjrYxT+dXsSCtj2abUf0xkXky+F5ubLvzb8b3YuJL4GuTa0IBi/36sX38dh2nTUOzYcfEOrJvBz8YRN0sbyprqyK41XilDK56PFeoWu+aeo9rs3P5OWjemtLJu6BP/Hu4OjBwRjFqtYcvfBqv3IZfLWHSz5OFd+esRSkrKTD6WGx6YTECYB4U5ZXz71hadx+Ph68xzXy/F1cuR5BM5vH3fL1TrsHAMDhnbskAQJOE7786J/N+uZ1j6wnzc/VzIS1fy5bN/8cDEN1j+2G9s/fUQOSkFaAyUEtQXn7KiSg5tiuP7/67h6bkf8urNX3BydxJWNhbMXDKWD7c/xX1vX4ezu3ErgCiKxCzfwaov9iDIBB54axHDp+guH3d4eyI7Vp3EwlLOg68twMq648JPfVjzRyyqJg2jJvYmKMSwsExJLSI5pQg7O0sm6BHxANsPSJU4JgwPwdLMJyEAsWn51Dep6OvrhoejeU/PdMVGe51FenpiYcJE7lRZs3h2Nn/NSE6DlDEPsLrwOsxtuIgiMvGfzTz32Da6GOY8nvon8ENsPvlVbTMQ+VWN/BCbz7LJvbr88y4m34vNTRf+7fhebFxJfNtw1WiQJySg2LULi127UBw8iFBb2/K2xc6dqK666l84yssfgiAQ6ezDjqJ0jpWeI8jO8Gr+4d5SRutw/jk0ooisXQbP3HN0fEQg3+04wd74bB6eMwoLhXlPHIb098PV2ZZzhRWcSshjcD/dj+Pnzh7IwUPpbNp8lvlzI7G3t9I5DmDMpD6s+SOWnMwSYvflExZmmk/T0krBg68u4Plbv2ffpjMEhHkw75aOGVEvf1ee/2Ypr97+PYnHs3llyTc89clNePi5GP0Ma1tLZi4Zy9QbRnFoYxxrv9pFTlIB+9edZP86qRSevbMtPsHuBIX74uBii6OrPQ4uttg521JZVkXy/nyqSqupKquloqSK9NPnKMxu273N3sWWGbeMYfpNY3DUs7BOF1RNKr56eR17151CkAnc9/pCRk3vr3NsekI+n728DoAbHpxMYO+Olg59yEgp4ui+bGQygcW3jDQ6/s+/jgMwbUoE1noEen2Diu37JfE8tZOWjR1npIWa4yLMb6yi69o5lCc1+DHFsqGsryGrthxrmaKlDKU5yKiXGsdcqN8Z2nIRKEBGJRqcEPln7mE94rmLUVpa2qaF5MVGSa3u0jP6Xr9QXEy+F5ubLvzb8b3YuJL4Vp09i3NSEha7d6PYsweZUql3rGL37ot4ZN0PI9z82VGUzpHSXK4N0C10tAh2csbHzp78mmriS4oZ0K7jmbnnaLCXCyFeLqQXlnE45ZzZokMulzF7UgQ/r45lzbazesVzeLg3Awf4cvpMHus2xHGDjs52WsjkMm69bwKvPrWKdStOMGFaf3z8jJcIA/AP9eDel+fx0TOr+H35Tjx9nRk5JbzDOO9AN17+8T+8ff8vnEtT8tz1X3Lny/P1ZmjbQ2EhZ9yCIYydP5jspAKSYjNJPJpB0rEMSgsrST9zjpQTpmfzre0s6T04iPBhvQgfHkzY4EAsdZT/M4T8zGI+eWYl6WfzsLK24IG3FxE1SXdVFmV+Be898SeNDSomzB3IjOhhJn+OWq3h6493ImpEZl0zGL9A3WUTtUhNLeJYbBZWVgrmz9Nfym7XoVSqahroE+xBnxDzRV5tQxP7EiQBOmWQ+Qvj2l87GlFkX55U/WK8v3FBe6RUGjvU1RcLmfm2t/Q6SfiH2OjvumgqWnORa+IBUAv9wEwftqnoEc9dDGMevn8abra6f3z0vX6huJh8LzY3Xfi343ux0Z35ChUVKPbuRbF7Nxa7d+OSqt/D2h6KM2cQlErEKygz35UY5SbdmI+W5KIWNcgNlJISBIFxfv6sSE5k37mcDuK5M+fotMhQvvj7GFtPpXUqYzdzYl/+WH+SY3E5nCuowE9H8w2A66KHcfrMWjZsPM3cOQNxsNdfW7r/4ADGTw1n77ZEPn9vGy+9ey0ymWk3/pFTwrnuvon88elulj+/BoWlnCgdVgEPX2de/uF2li/7i1P7Uvng0T+YfM1QbnlqBta2+jPjrSEIAkHhPgSF+zD9ptGIokjxuTJyU4tQ5pZSWVZDVVktVaXVVJfXIQpqPP3ccXS1w8FF+vML8yQo3KdNy21zIIoiu1ad4Mc3N9FQ34S7rxOPvBdNSH/dE5mSwkpeu/dXypTVhA8J4I5nZpm1uG39iuOkJRXi5GLDIhOyzn+siAVg1oz+ODnp9vKKosja7ZKlZ/5UwxNIfdibkEVDk5qBgZ74uJhf6aL9tZNUWkJJXR1etnaEORt/KnG4RLJdjHQzP3NcoaqkuKkYK8HqgsvUQVsuCrFZPMtMmxh2Bj3iuYvxbz/mXhrlQ0JRTRt7g4+DJUujzDfzm4KLyfdic9OFfzu+Fxvdim9DA4qjRyWxvGsX8hMnEAx4NY1BcegQTfPmdeEBXjnwt3XCz8aRc3WVJFYq6W+kPuw4/wBJPOfmcE/k0DbvdeYcnTIwmC+3HuNgUg7VdQ3Y25gmHLVwcrBh0qhQtu5LZvXWM9x/y1id4yLCfYgc5M+puFzWrj3FTTcaFl5L75lAXGwWSWfy2LzmFLMXDjb5mOYvHU11RR0bfjnCR8tW8fi7i4gc3TEbaedow1Of3MTfvx3h1/f/ZufK4yTEZvLAm9fqFZ+GIAgCHv6uePjrzsbW19djbW1eQxpDqCqXWo8f3S41KRkzeyC3PzcHWwfdn1FWXM3r9/2KMq+ckAhvnnhvEQoL00V7blYJK346BMAdD0/C1s7wuZKcUsjxE9lYW1uwYL7+rHPs6Vxy8spxdbZlbFTnMq/bTknl2KZGds7X2/7a2XtOEsPj/PxNqmyizTyPdDW/UkZ6nXTsvWyCLqizoBatubTJPP9D6Fkw2MUoLCz8Vz/fx9GKN2eFcVWoC5E+9lwV6sKbs8LwcTTv5mAqLibfi81NF/7t+F5sXNZ8NRrkZ85gtXw59osX4xwaisP8+di89x6K2FizhbPGxYXGBQuoef99Ko4f7xHOF4gRbtIN93BJrtGxw7x8sJLLSSgtQdnKew6dO0c9nOwYEuxDk1rDrrNZZm8PsHD6QAQBtu1PprS8Vu+465vtARs2naHUSOUNe0drrr5R6oT3+7cHKDinvy15ewiCwI0PXcWM6ChUTWref+ovzh7N1Dt2xo0jee23uwgI86Qgq5SXbvmGVV/upqGuY9WOC0FX/YaIokjsriSeWfQZR7cnYGNvxX1vXMMDb16rVzhXltXyv/t/oyCnjKA+Xiz7+Po2pfqMQa3W8Nm721A1aZg8sx+efoZrKIuiyE/NdbdnzxqAo6P+ChJ/bjoFwIJpA1AozJdixZW1HE/Px0IuY/KAXmZvDx1jsy+3WTybYAdUulMAACAASURBVNlIqy6luKEWdytbQu0N21h0QWvZCLXpmjrMLVxEDXIxEQC1rEc8Xzawt+9Y9/Niw8fRimWTe/HOnN4sm9zrHxWXF5vvxeSmC5dCfC8mLje+Qm4ulj//jN2dd+IUEYHjhAnYvvgiFtu3t1nwZwpEKyuaJk6k9uWXqdy5k4qUFGq++47GW29F06vXP0PgCsJIV+kGfaj50a8hWCsUjPCWHu3uyW3rq+3sOTotUrppbz5hul2nNQJ8nRk1OAiVSsPKLXF6x/Xp48XIEcE0NKj46ZeODU3aY8S43oyb0pfGBhX/9+YWVE1qk49JEASWPD6NqxYOpqlBxduPreDY7mT9HHp78epvdzLzppGoVRpWLN/Jw7M+Yu23+6itrte7nTm40N8QjUbD0e0JPH/Dl7z30G+UFlXRZ0gAb8Tcw7g5g/Rup8wr55W7fuJcRjH+Ie48s/x67PVYKPRh5S9HSEsqxNXdnlvuHm+Uy8FD6cQn5OPgYM3VC/RnnU8n5XM2pRA7W0tmTtDt0TaGrafS0Igio/r442DmkxMtWvMpqq0hvqQYS5mc4d7GbRTa63a4q/EstS6kNWeeQ6wv3O8M57nIxEwEatHgiSi4dcm+daFHPPegBz24bCFUVGCxfj02Tz6J4/DhOA8ahN1DD2H5118GF/zpgigIqAYPpu6RR6hatYry9HSqV62i4aGHUEdGgpE2tT0wDyPd/JELMk6W5VPeaFyoTQnqBcDmjPQu+fyJ/XphZ2XB2ZwikvNKjG+gA9fNk2wVG3YmUFRSpXfckptHYmkhZ8/eFE7FGc+033rvRNw9HUhLKuTnr/aZdUyCIHD70zOZsnAITQ0qPnh6JZt+P6rXG25pZcGSp2fx3FdLCOnvS2VpDb9/uI2HZ37In5/upLrCvElnV0GtUrN/QxzLrv2MDx79g4z4fBxd7bjlyRm88M2tePrr9+SmnjnHS//5kfysUgLDPHl2+Q0mdRBsjVPHslj5yxEEAe59cppRu0ZNTQPffHcAgBuvH46dHg+5KIr88NdRQMo629qY3hFQC7Vaw5ojUnZ11lD9ZfDMwZbMdERgnL8/NibU5t6jzARgnHuQ2Z9VqaokrzEfC8GCIGvz1xwYglyUMvoqmf6JVVeg527Qxaiurv63D+Gioodv98Ylx7ehAcW+fVK95alTcQoNxX7JEqy/+QZ5WprZu1MHB9Nw661Uf/cdZ3bsoGrHDupffBHVxIlgc2FF+3tgGA4WVkS5+KJBZF9xptHxkwOCsJLLOV5UQEHN+fOys+eojZUFs6Ok8mB/HjRci1kfQgPdmTAiBJVKwy/NjT10wdvbicWLowD44qu9NDTorxBUXV2NvaM1jzw/C7lCxubVpzhoIHusCzKZwO3LZrDorvGIGpGf3t/Gx8+uprZaf038/iNDePXXO3n6s5sJHxpITWU9Kz/fzV3j3+ajJ2I4si2exnrzKxuZEx9RFEmNy+Wntzfz0MwP+eSZleSmKXH1cmTpM7P4ePMjzLpltN6FhqIosun3o7xy18+Ul9TQLyqQF7+8CWd387LfxUVVLH9zC6IIi24ZxcAhAUa5/PzLYcrLawnv681UAxVMDh7PIildibODNVdP09+y2xD2JmRTWFGDv5sjI3t3vjNfaz7aSemsYOP+6fLGOk6W5aMQZIx1N1/8JtdK5fnCbEKxkHXNgn8tF4VGKp+olpm+XqAz6Fkw2MXw8jK88KW7oYdv98a/zlejQR4fj2LnTqmE3MGDCHV1xrfTtztXV1QTJtA0cSKqSZPQBJ3PmrjXd81j6h6YjomewRwpzWV3USZzfTuWV2sNe0tLxvsHsC0rky2Z6SztL2WWLuQcvWZkOH8djGfnmUzumjYMd0fzyzLefHUU+2Mz2HkwhYXTB9BLz8K5+XMHsXdfKtnZpaz46zg361k8qOUTFu7NknvG893y3Xzx/nb8A90ICDb9MbQgCFxzxzh8e7nx1esbObw9kczkQh55YyFBetpKC4JA5NgwIseGkXAsk82/HCZ2VyKH/47n8N/x2NhZEjU5nJHT+9N3SAD2Tsa/L2PxaWpUkZVYwLGdiRzcdAZl3nmft3eQK/NuG8f4eYNQGGkgUltdzxevbuToziQAZl0/nBsenGzW4kCAxkYVH762karKeiKHBbLwxvMlBvVxSUjM5+9tCSjkMu6+a7zeKilqtYYfVx0D4Pp5Q7Axo0FLa/x5UFoQd82oCJMrsuiClk9GRTmJpSXYW1gy1s+4GN+nzEKDyHBXP+wtzLeMJNZKk8G+tp2rba0LWi4KTXPmWdBvm+kK9IjnLoZSqSQg4MILfl9s5Fc28ENsPiW1TbjZWrA0ysckP/Hlyrez6OH7z0PIzcVCK5b37EFWXNzpfYnW1qhGjaJp0iRUEyeiHjhQr/3iSovtpYCJHr14J3Evh0qyqVersJYbviXN7BXKtqxMNmWktYjnC4mbt4sD4yIC2ROfxZojifxn6lDjG7WDj6cjsyZGsH5HPD+uPMaLD03XOU6hkHPv3RN49vnVrFl7inFjw+gV1FEMt+Yzfd4gks7mc2BnMm+9uJbXPr4OZxfzBP6oqREE9fHi42dWkZVSxIv/+ZFbH5/GpAWRBr2qEcN6ETGsFyUFFRzacpaDm8+QfjaPfevj2Lde8nh7BbgQ3N+X0P5+BPfzwdndAXsnG2wdrFtEq1KpxM/Pj7rqBqor66gqqyUnpYj0s3mknz1HdnIhatX5xbsung6MmtGf0TMHEDrAzyQ/bUZiAR89s4qic+XY2Flx9wuzGXGV4cmYLmg0Ip+9s5XUxELcPR24/+kZbcSprnOtSaXm8y/3AnD1gsEEBuhfPLdtfzLnCirw8XBgeie9zgm5Ss7mFGFvbcnMwRfWelrLZ1OG9NRuSmAQVkauQYDdSmmx30QP8/3KoiiS1Cyew7tQPCuVSgL9LZGRj4g9mn+os6AWPeK5i9EZ4/y/DW3b69Yl4BKKagxWstCK7byyKnxT1SaL7csdl2N8LwQXg69QXt6m3nJn7BdaiIKAevBgKbM8cSKqkSPBxDJZV1psLwV42zgQ4ehBQqWSQyU5TPI0fDMe6+ePg6UlKWVlpJaVEebicsFxWzS6H3vis1h7LImbJgzC2tL822L0nMFs25/M0bgcziTnM6CP7vKZfXp7MXNGfzZtPsvnX+zh9VcXIJe3ncy15iMIAvc8NpWi/ApSEwt558V1vPD2Qqx1+GTLS2spVVbj6mGPs2tbge0T6Mor3yzhh/e3sXP1Sb763yZOHcrgpocm4+FruBmLm7cTc5aOYc7SMRRkl3Bo81lO7kshIyGfwpwyCnPKOLS5o+3Fxs4SG3tr6msbqKtpRNTo9lwLAviFuBMxrBejZw6g79BAZCauL2iob2LTr0dY9e1+mhrV9OrrxcNvLMTLgB/aEP74/iAHd6dgY2vBU6/Ow7HdAkNd59rq1SfJzS3Dx8eJa68Zonff9Q1N/LpWsvbcvDDK7M6WWmizznOH9cHGzKYy7SEIAqIotlg2Zppg2ahTNXGgWFosONHI9aoLeY35VKmrcFI44WXZdU82BUFosWyoZIOgC8rfGUKPeO5iuLqaX7Ll34a5ba/bi+3E0jK9YruzGe1LFZdjfC8E/wjfhgYUR46cr7d88uQF1VtWBwejmjhREswTJiC6dO7GeaXF9lLBVZ4hJFQq+bsgxah4tpTLmRYUzMqUJNamJfPYsJEXHLcBgZ6E+7mTeK6Y9ceSWDTG/IYVLk42LJw+kN/WneCLXw/x4QsdRbEWN14/gsNHMklJLeKvVSeIXhTV5v32fCytFDzxyjxeeCiGtKRC3nlxPU+/Nh9LK+n23VDfxLrfTlGYV0FdTRM2dhZ4+Tox74ZIrFrZAiytLbjz2VmED/bn2ze3cGRHIsf3pjAjOooFt43B3kBZNS28A924+q4JXH3XBNQqNblpStLPnCPtbB7ZyYVUlddSU1lHTWU9dTWN1NWcv6/Y2Fli52SDnaMNPkFuhPT3JXSAH70ifLAxshivPTRqDXs2nuHPL/ZQWiQt1JyycAi3PDa15XsxF6t/O8qa348hyAQefm4WgcEd2023j01qahErmttw333neCwNTLxiNpyitLyW0EA3xg3rXHm2nOIKdp3JRC4TuHqE+Zn19nB1deV4UQHnqqvwsLElysvb6Da7lRk0aFQMdPLCy9r8SipnayTxH27bt0sTFq6urig0UnMalaB/EtNV6BHPXQylUklQkPmrT/9NmNv22lSx3ZmM9qWOyzG+F4Iu4avRID97FsWuXV3rW262Ymi6KB5XWmwvFcz06cMnqYfZXZRBdVODUQ/l1WF9WJmSxPq0VO4fEnXBcRMEgZsnDuL5X3fw274zzBveFysj/lpduGbmILYfTCEzt5R12+O5erruxWC2tpY8eP8kXnl1AytWxBLe14tBA8/7THXxcXax5dk3r+a/j//F2VO5vPfKBp54eQ4WlgrW/XaKzJTz1qa6miYyU4pZ99spFt3WsQX1+NkDCR8SSMxnu9m/+SwbfjnCrnVxXH3bWKYvHoqFiZl3uUJOUF9vgvp6M/nathMAjUZDXXUDtVX1FJUU0TcizGzvsT6cOpjOr/+3g5xUqZpOr3BvbnpwMv2H9+r0PjeuPMHv3x1EEOD+J6cxWM++Wsemqqqedz/YilqtYe7sgQwcoL/BTE5eOau2nAbgnpvGdNqn/POeODSiyOwhvfFyvvAyokqlkr+yJQvGgrA+yE3I+G/MkywXs3w6Z7k4VS1ZfgbZd26xpD4olUV4eR8BQCUbbmT0heOSqbYRHR09Mzo6Oik6Ojo1Ojp62b99PJ2Fo6Pjv30IZsPcttemim1DIvtyxeUY3wtBZ/nKcnKw/Okn7O64A6fwcBwnTsT2pZew2LHDbOEsWlvTNGmSVG951y4qkpOp+fZbGpcs6TLhDFdebC8V+Ng4MNTFlwaNmu1FxsvQ9XNzp6+rGxWNDezIzuqSuI3pG0BvH1dKq+tYH2teZQstrK0U3H3DaAB+Wn2M/KJKvWMHDfRn0TVD0YgiH3y4neLi81UP9PHx8XPmubeuxsHJmlPHsvjo9c2UFFVTmFehc3xhXgXlpbrLzHn4OHH/f+fz2g+30i8qiJrKen75aDuPXvM5a74/QKWBpi+mQCaTYedog4efC74BnhcsnFUqNQf+juel//zIWw//QU6qEndvR+777zxe+/7WCxLO29af5sfPJc/ynY9MYdwU/RldbWzUGg0ffrwdpbKasFAPbr5Jf+dItUbDR9/vQaXWMGNCX8JDPTt1nOdKKtkWl45MJnDThK4pwyZaW7EjOxMBuLq3cTFc3FDLoZIc5IKM6d7m+62Lm0o415CHlcyKPjZdU2JPC1enGmTko8ERjdA5P7k5uCTEc3R0tBz4BJgF9ANuiI6O/udaw/yDUKtNL2h/qWBplA8+Dm09dIbaXpsqts3NaF8OuBzjeyEwla9QXo7FunXYPPEEjsOG4RQZid3DD2O5cqXZC/5EQUA1ZAh1jz5K1erVUr3llSulesuDBv1j9ZavtNheSpjdnMXamJdkdKwgCFzTW7o5rkpJ6pK4CYLAkknS6vzf956hsUnVqf2MiAxkwogQGhvVLP9xn97aygDR0VFERvpTWVXPu+9vpam5GYohPv5Bbjz/5kLsHKw4djCdj9/YTHWl7vJzdTVNlCkNdzQMifDhuU9v4MkPFhMQ6kFpURV/fLqbB+cu54tXN5CZVGACa8O4kPhUlNSw8ut9PDT/U5Y/v4aU0+ewdbDmhgcn8+6Kuxk3c8AFVZvY8Odxvv54JwC3PTCRq2YZtuxouaz4M5aTp3JxcLDmicenYWFgcrBuWzxJ6UpcnW25bdGITh/rz3vi0GhEpkeG4uvq0On9tMaW7CyaNBrG+PnjY2c8k72lIAUNImPdA3G2NL+U5+lqKfvezzaiy0rUaWElSFVMVLLhIPzz0vZSsW2MAFJjYmLSAaKjo38HFgDx/+pRdQI1NTW4u3f0Sl3K0La9NtWbvDTKh4SimjZZZV1i29yM9uWAyzG+FwK9fP8J3/KkSZJvefz4TvuWLwRXWmwvJUz1CuWdxL3EluVRUFeFt41hcTCzVwgfHDtCbGEBycqiLonb2PBAwrxdSS0oZcPxFBaO1F+r1xDuumE0pxLyiEvMZ8ueJGZO1J3JlMtkPPrQFJ54+i9SUov49vsD3H3neKPnYVCoB8+9sZA3nl1N0tk8HB1tCAnxRdFuAZqNnQUuHnZGj1cQBIaMDSNydCinD2fwd8wxTh5IY/e6OHaviyNsgC/DJ/dl6LgwfHu5me1TNfe6qiyr5dTBNGL3pHB8b2pLh0W/YHdmREcxbtYArG3NbyzSGqIo8tu3B1j7h+SRXXLvBGbMN17arKamhqzsGlb8eRyZIPDow1PwcNd/ruYXVfLTaknU3X/LWOw6edznSiv5+1QaMplkMeoKiKLIhizJsqGdjBqDdnI726dzmd246jMARNoP7NT2hmCJVjx3foJiDi4V8ewHtO7Rmgvofw5yCcPb27jh/lKEtu21qWO1YltZ3YCHvZVOsW2qyL6ccLnGt7No4dvat7xrF4pDhy7Mt+zmdr7echf6li8EV1psLyXYW1gxwaMXWwvTWJ+fxB0hHb26bcZbWjIjOIQ1qcnsqyhnTBccgzb7/OLvO/l1z2lmDgnDxtL8ib6TgzV33zCat7/cybcxR4iM8MXHU7cVw8HBmicfn85zL6zm763x9ApyY9JE4xUPQvp48vL7i/jfM6spUVaTmJhNWJgf1tbnxZmXr1OHqhuGIJMJRI4OIXJ0CAU5pWxdcZxd6+JIPZNH6pk8fvu/nbh6OjBoZDB9BgcQ1s8H70BXo5YMQ9eVKIqUFFaSm15M4okc4g5nkJl4PtstCBA1oTczrxtGv2FBXbLArKG+iS/e386BXcnI5TLueXwq46eatvhOpbbmw483AnDD9cOJHKS/JrJareGDb/fQ2Khm4shQRkR2vpPej7tOodGIzBwShp9r19jLjhUWcK6uFg8bW8b5GS/1mFpVQlJVMfYKS8Z7mP97Xa6qIKM+EwtBQYTdhS92bANRhYO1lGu90sSzSXjppZdQKBSo1WoGDx7MrFmzKCgowM7ODrlcTmVlJR4eHpSWliKKIh4eHhQWFrb0PK+ursbLywulUokgCLi6uqJUKnF0dEStVlNTU4O3tzcFBQVYWFjg5OREcXExTk5ONDY2UldX1/K+paUlDg4OlJSU4OLiQl1dHfX19ajVauRyOdbW1tjY2FBWVoabmxtVVVU0Nja2bG9jY4OlpSUVFRW4u7tTUVFBU1NTy/uXEift++05LQ23QqmspG/fXhQUFFBU35aTWF3Bg4Os2ZJnTUF5LW52llw/wIXGsgJqFZcmJ2NxysjIwMHB4bKKU2fPvbrERGz378f6+HHsDx9GUVbW6WtXY2VF48iRlAwdClOmUB0aSl1Dw3lO+fkXhZOhOCmVSmxsbP6xOPXAMOb7RbC1MI01uQncFjwUuZFHr9F9I1iTmsza9BTuHToMB8sLy0aClH3u6+tGUl4Jv+453am6zwDjhgez/3gm+49l8PaXO3l72Vy9pcnCQj24+64JfPLpLr7+Zh8aTS2zZhqePAD4Bbry3w8X8+Zza8nJLCEhIZuQEB+8fZ1bqm10Ft4Brtzy2FQW3zOBkwfSOL43hbhDGZQWVbFr3f+zd97hUVbZH/+809J7LxCSkAYkgRAIPYHQRJoNe1nXtf3svYu6urbVdXddddVVUUSjqPQOIXRIAkkIIb33Xiczk5n5/RECAVOmJSSGz/Pw7GMy75179t735rznPed7Uonf1Fn0JRILuI9yxMvXGU8fp06NZysZFlZmWFjLMLOQUVpSho2VPfJWBfJWBW0tCqpKGijJr6GsoJb2tovrYqQyMcGTRhExO4DI6ECc3ExXi1Bb3czfV28hL7sKcwspj754FZOmjtHp2vqGNv72znba2pRMi/Jl5Yq+O9it23SSjJxKHO0s+ctN0wye85niKnaeykUqFpks6gzwfUZnFPjawCAkOqTCrS/plCNc7B6gkxb0pSQ3d8r0hViGYCYyrWCAWJuKiBbUgg9awdOkY/eG0FdO1mCxatWq6cDquLi4Ref++3mAuLi4v3V9Zs+ePdqICMMOssGkrKwMT8/BWbyhwBV7/zgIDQ1IEhI6FTH270ec13/xVm9oBQH1pEkX9JanTtVZb/lyMdBrm5ycTGxs7IgSk9bn3NZotVxzcC2l8ib+MelqZukQ3bp351aSKit4NGIKd4w3zavg00VVPPzFVqRiEV89vNLgSF9Lq4JHXvuV6rpWrl0Uyp9u6Dsitu6HE/z8SzIymZhXX15KcJBub0La5Uo+fncXJw7lIggCy1dN5sa7piHqRSrPUDQaLUU5VaQdzacgq4K8M+VUlTZgrAth62iJt68zvsHuhEb5EjxxFDIDO+/1RVpyER+/u5OGujZcPWx5+rVljBqjW8fGlhYFq1/fRH5BLYEBrqx+dRlmfaiSpJ0t58W/d0ao//rkVYQFG3auaDRaHvzvZjLLarlldih/WTC5/4t0IL+xges3/oJUJGLrtTfiaNF3/nJbh4qr9n9Nq1rFuumrCLDRP03q3cIPKFOWcbfHnYSZOG3DvOMjzNTfoxDfSrvkEZON29eZPVQizyeAgFWrVvkCpcBNwC2Xd0qGYWdnd7mnMKhcsXcY095+IW95/37EJ08iGPGXUO3nd0Fv+TLlLRvDH2pthyEiQeAa73H8O/so60vSdXKebx8XSlJlBd9npHNT8DhkYuPl0CaMdmVBuD+7UnL5z7YTvHlrrEHjWFuZ8fS9c3nu3S38siON8BBPIib0/pr/phsjqaltIX5/Fm++tY3Vry7F38+l3+8xt5Dx+MtL+PnbY/yy9jgbfkwk60wZ//fsIpxdTVNYBp1pHWMC3RjTrbW3sl1FWVEdJXnVVBTVI285F11uVSJvVdDepkQsEbCysTgfjbawMsPZzRZvPxc8fZ2wtde/Jbo+qJQd/PD1Ebb83Bn5HB/uzWMvX4WNDrrWAG1tSv761lbyC2pxc7PhuWcW9+k4N7W08/cv49FqYdXV4QY7zgDbTmaTWVaLs60lt5lIYQPg2/TOwr3Fo8f06zgD7KzIplWtIsze3SDHuVxRTpmyDAuRBeMsDasl6BWtFok6AQCVaLZpx+6DIeE8x8XFdaxateohYAcgBv4XFxf3+5ZFw4CamhqsrPov0jAVA9WERNdxjbV3uDVRGez1NSkaDeLTpy/oLZsqb7lLb3m04Tl9Q4FhvbZ/EJZ7BvNpznEOVRfqVDg4y8ub0ZZWFLW1si0/lxVjTdPu976Fkzl0tojDmcUcyyohKrB3p7cvQsa6ccvyCL77LYn3v4jnHy+vwNWpZ5sEQeDB+6Opr28iJbWC1/+6hTdWL2f06P6bwIhEAqvunEbQeA8+eX8XGWllPHPfWu55dB4zYkzXAvlSZObS3znUl1JYWHjZ9NNLi+r419+2U5Bbg0gkcP3tUay8KVLnqLxCoeKtd7aRnVOFq4sN994TgZ1d786mWqPh/c/jqa1vI8TflVuWG/62vEWu4PNdnQWN9y+MNLqbYBdVba1syc9FJAgsdtGtw19XysZ13vo3EAJIPJeyMdE6DInItG6nSJuPmBI6NDaoBdM9YPTHkHCeAeLi4rYCWy/3PIxlMKNXA9WERJ9xjbF3ODZRGW7RSVFR0QVnOSEBUW2twWNpzc3pmD6901mOiUE9fvyAycZdDobb2v4RcTSzZK6bH7sqcvi19AwPjO27blwQBG4NCuFvJxP5Jj2VpX5jdWr00B9ONpbcER3OpzsT+fe240zy80BmYDvl65eEcSankuTTJbz18R7efnYp5r10wROLRTx4/yw+//IEiUmFrH5jM6+/ugxvHdtNh0f68O6nt/DZh3tIOpLPP9/azsnjBdxx/2ydI62m5nLcVxq1hp2b0lj7xUFUSjWuHrY8/NxiAkJ0LwpWKFS8895OMjIqcHS04tVXlmJu1rei0Le/JHEyvRRba3Oeundur10mdeGrfadobFMQ5uPGvFD922D3xtqMdDo0Ghb4+BLs3n/x/pnGKjKaqrGTmhHr1n8x66VotBqSmju7MEbamj71VqrpjDq3a6YNeEvu7vxx/vINEZRKZf8fMhED1YREn3GNsXc4NlEZzPU1BKG+HunGjVg++SS2kydjN3EiVo89huzXX/V2nLWCgDw0FPkTT9C8YUOn3vL69Sgefhh1aOgfynGGob+2I4Xrz0W3fi05g0Ldv97yTGdXPK2sKWxqYuc56S1TcO20EEY521JS28TahFSDxxGLRDx1TwzuLjbkFtXy9y/iUfch66jRqHny8fmEh3nT2Cjn5Vc3kpdXrfP32dpb8tTqpfz5kbnIzCQc2H2Wx+5aw6afklEqDdOvNobBvK+0Wi0njxfw7APr+Po/+1Ep1cxZEMI7n9yil+Pc1qbkjbe2kpJagp2dBa++fDXubrZ92rIjIZP121MRiQSevX8urk6GdwA8U1zNb8fOIhIEHl4y1WRtrGvkbfyUmQHAneNDdVqbH4o69/5Sz2DMDSgUzJbn0NDRgIPEHl9z0z0EdCHV7AWgSTE4Khtd/LH++g0B5Ea8BteXgWpCos+4xtg7HJuoDOb66kR7O5KEBMzfeAOb2Fjsxo7F+q67MPvqK8T5+jsSaj8/2u++m5ZvvqExN5fMNWtof+klOmbPHvIFf8Yy5NZ2hBLh4EmQjTN1Sjlby/vv9qdUKLgnrFP54LOUk3QYoTfeHalEzJPLO0Xw1iakkltRZ/BYNtZmvPLwQqwsZRw9WcgXPxzrtYGKXC5HJpPw7NMLmTRpFE3N7bz62mZSUkt0/j5BEFiwNJS3P7mZ0EmjaG1RsPbzgzxx97cc2H0WjWbwhAIG677Ky6rir8/+yjsvdaqPL0ekggAAIABJREFUOLvZ8MQrV/Pg0wuw0ENfua6ulVdf23Q+4vz6q8vw9uqM/PdmS9LpEv7z3SEAHrh1hlF5zqoONe9tOIRGq+WGGeMZ66FbUaMufH06FYVaTbT3aEKcnPtdmwp5MzsqchAhcONow4r8jjQeAyDKdioiEzcvEWmKEGsz0WJFbbOJc6n7++5B/bYRwGBqxQ5UExJ9xjXG3uHYROWyawFrNIhTUzH75z+xvvZa7P38sFm5EosPP0RiQMGfxskJ5bXX0vrRRzSeOkVTYiLy999HtWwZWnv7y2/vIDKSbB3KCILAnb6TAFhTcBK1tm9n2N3dnav9xjLKxpbi5ia25OWYbC7hY9xZPiUItUbLe78dQq023DEf5WnPSw/NRyIRsXnvGTbs6rmsp2sfmplJefbpRcyY7kebvLNobecu/fqGeXo78MLbK3n+rRWM9nWipqqZj9/dyQsP/UDysfxBcaIH+r7qzGvewQsP/UD6qRKsbMy4/d5ZfPjl7UydpV+aQV5eNc++8Ct5+TW4udny19eXX5Qy05MtuUU1vPPJXjQaLTcsCe+1KY6ufH8gjYKqBrwcbbhrbt9yePpQ0drCz1lnAXhgYmf6RH9rs7YwBbVWw0L3sXha6K8609LRQlrLaQQEomxNHxmWanYDoBLNwc19cGturjjPJqaiwvh2prqib1vtgRjXGHsHav4DyWCubxeioiJk33yD1d13YxcYiG1MDJarVyONj0dob9drLK2FBap582h77TWa9u+nMTOT1i++QHn77T0W/F0Oey8XI8nWoc48V3+8LGwpbmtkX2XfkokVFRVIRCLuC+90uD9PPYXKhK3W710wGRdbSzLLall38LRRY00I9OCxP80B4H8/HeNQ4u/fDnXfh1KJmMcfnc81Kyei0Wj57PMDfPX14T7TPi5FEATCI314+z83c/9T83F0tqIgp5p3X97E0/d+x95tpwc0nWMg7iutVkv6qWLeeXkjT97zHYf2ZSKVill2QwQffX0nV18fgbQPRYyeOH6igJde3UhdXSshwe68/eZK3C5pbnOpLVW1Lbz+0S7kChXRUf7cfo1xUnJZZbV8uz8FgKdWzMRcTxv64n9pKag0Ghb6+BLg0FmE2tfaNCjb+bWk82HtjnMPs/pyvDkRNWpCLINwkNobNEZfXHCe5w/6+T1kCgb/KMhMINSvK/q21R6IcY2xd6DmP5AMxvoK9fUX6y0bkH7RhVYkQj1x4nlFjI6pU8FM9/9/B3M/X25Gkq2DSbmiHA8z/R6IJSIRt4+ZyNsZCXydf5JYN/9e8z671m2hjy9fpaWQ29jAbzlZ3BBkmte4VuYynl45k2fW7OLrfSeJCvQiwIhX6dFR/lTXtfDN+kTe/yIeCwspEeMvqHlcug9FIoHbbonC09Oezz5LYPPWNMorGnn80VgsLHTfsyKxiJiF45gRHciOjals+/UkpUX1/PfDvfzwvyMsWBZK7NUTcDQiV7cnTHlfqZQdHE3IYcv6ZApya4DOpipz5oew8uZIXAxoqKLVatm4KZVv1x5Fq4WYOYHcf98cpD10TuxuS31jGy9/sI26xjZCgzx49K7ZRuUmK1UdvLX+AGqNlmuigpnoa7qIfUlzE7/lZCESBO4Nv+AI97U2ccVptGs6mOE8mkAD5Ok0Wg2HG48AMMNuuv6T7geRJg+xNhcNtnSIopDJakz+HX1xxXk2MTY2ptPV1AV92moPxLjG2jtQ8x8oBmR929uRHDt2QW/51Cnj9Jb9/S80J5k9G6294U/8g72fLycjydbB5GDjYW5wvU7v65Z6BvPf3BOcba7mSG0xM5x7fi3btW5ikYj7J0bw9P69fJF2iqV+Y7GQmiYFbMpYL66JCubXY2f5608JfHrfUqOkw65bHEZdQxub9pzhzX/v5sX/m39eA7q3fTgvJgg3VxvefX8nSclFPPfibzz+aCxjfPRz5GVmEpbdEMFV14R3OqI/J5OfU836746z/rvjhIR5MWWmP1Nn+ptEJ9rY+0repuTUiQKOH8zl1IkC5OdqYuzsLVi4PJwFSycYrBXd2qrg8y8PcuBgZ6rPrTdP5ZqVE3t1grtsqW1o5eW/b6essgm/UY688GBsj862Pny6M5HC6gZGOdty74L+O0zqw2cpJ1FrtSz1G4uv3YW/B72tTWuHkh/PFQreOcawqHNmWxY1qlocJPaMszJ9PrJUsxOADlE0CNJBP7+vOM8mpra29nxLZlMzFDWRa2tradZIh9y8BgqTrK9GgzgtrdNZjo/v1FvWM/3iouGcnS/WWx41yrj5dWMg9/NQYyTZOpgcb0pkidNirMT6aWibiyXc6jORf2Uf4dOc40x3GtWjU9N93eaO8mG8kzPptTV8nZ52PrfTFNy7IJLkvAoKqxv4cPNRnr92lsGRRkEQuOfGaag6NGzff5Y3/r2LZ+6by/RJY/rch+PHefL2W9fw9jvbKSmp59nnfuHGGyNZsSxcb1k0iUTMrHlBzJwbSEZaKbu3nObYgRwyUkvJSC1lzScJ+AW4Mnm6L8ETPPEPcsfcQv8HBn3vK41aQ3FBLZnp5aQkFpKaVIRKdSENZ8xYFxYtD2PmvCBkRqQ1pKSW8PEn8dTWtmJmJuHh/5vL9Gl+/drS2q7lpb9vo6K6GR8vB15/YjHWVsb9vYs/XcCvx84iFYt48fo5Jk3XSK+pZmt+LlKRiHvDLnaEe1ubdUWpNKoUhNu7E+FgWPFjfEOnhNxMuxkmLxREq0Gm3g6AUrwIGPzz+4rzbGIcBqir2lDVRFZKrXhlCM6rO6Z86DB0fUWFhRfrLdcZXrmvtbC4WG953LgBk40bqP08FBlJtg4mKq2Kw41HWeCof6e+VaMmsLbwFGeaqjhYU8hslzG/+0z3dRMEgScio/jzji2sSU9jmf9YvG0Ma699KeYyCa/dFMP9n25mV0ouYT5uLI00vAGJSCTw4G0zkEnFbNydztuf7OWJP0czKaTvroIe7na8/bdrWfPtUXbuOsPa749z4kQBDz80D08P/TWVBUFgXJg348K8aXtEQfKxAk4cyuXU8QLysqvIy646P18fP2cCx3sQEOyOu5c9bp52WNuY9/kQ0dd9pVR0UFneSGV5I/nZVWSll5N9toJ2+QXFJUGAoPEeTJ3pz5SZ/rgaYGN32ttVfLv2GNt3dBZsBox15aH/izmvqNHntSoJq9/dQk1dK2N9nHnt8UXYWhunQlRc08h7G84pdSyeQpCn/ikSvaHRannneGfqxC0h4/G6JDrb09o0qxSsLejMu35gbJRBD4hlijIy27KQCTJm2E0zYOZ9I9aeREQ5GtxRC5155oN9fl9xnk2MXC7H1tY0h3V3+tJEvpxpD9+l1AzJeXVh6ocOXddXqKtDcuBAp7McH4+4oEDv7+pCKxKhnjTpQt7ylCl65S0bw0Dt56HISLJ1sDnQcJC59tF6dxezkEi50zeCDzMP8WnOcWY5+/zuj/ml6zbR1Y0lvv5szc/lg8TjfDB3vklsAPBxseeJ5dN5a/0B/rn1KMFeTkZJiXVGoKMwN5MQtyWFv38Rz+0rwrhh6ZQ+r7Mwl3LfX2YzdcoY/vPpfrKyq3jy6Z+5/bYoFi8cj0hkWETc0sqMWfOCmDUvCKWig9TkIk4nF5N1ppyC3Gryczr/7diQ2u0aGW4edri422JlbYa5hQwzcwnm5lJk5lIa6hqQSs1pl6tQtKuQt6morW6msryR+trWHufh6m5L4HgPgid4ETndF3tH03T+PJtZwb8+3kdFRRMSsYgbbpjMNSsm6hS1Lyip4/V/76OpRUHIWDdefaRTetAYFKoOVv8YT5tCRcyEMaycapxSx6Vsys0mvbYGFwtL/hz6e+WOns687wtTaO5QMNnBk0hHL4O+d199Z9Q5ynYqlmLTt1+XqbcAoBRfBeei2oN9fl9xnk1MuxGv3/tiqGoi1w3ReXVh6oeOXtf3XN6yND6+s8gvJcX4vOUuZ3nWLKPylo1hoPbzUGQk2TqYeMo8KFOWk9Rykijbvp3CnrjOezzfFZwis7mGfVV5zLuky1lP6/ZIxBTiiwvZX1LEodJiZnqZLpVpQbg/KQWVbEnKYvWP8Xx6/zKszQ13ogRB4PZrIjE3k7Lml0TW/JaKSi3m5uWT+o36TZo4ig/fv4EvvzpEwoFsvvzfIQ4ezOGeu2fi59d3BLs/ZGYSIqf7ETm9M5WhXa4iN6uSrDPl5GdXUVnWGTFua1Wed6r1RSwW4eJmg5unHd4+TgSN9yAgxAMHJ9M4y100Ncn5/ocT7N6TgVYLo0c78shDc/Edo1uUNyWjjL/9Zw+tciUTQzx58aH5mJugXfa/th4jr7Iebydbnlo+w2TNUACaFAr+lZwIwGOTp2DVQ/7/pfdOg7Kd7wsvRJ0NobGjieTmkwgIRNvPMmiMPtG2nW+MohItOf/jwT6/rzjPJmagNC2Hqiayu70lmfVNv/v55Z5XF6Z+6Di/vl15y/HxnQ7zsWPG5y1HR58v9DNl3rIxjCTt45Fk62AS4zCH7yt/JL5+P1NtIvV2EMzFEv7kG8G7Zw/wWe4Jol19EXfLoexp3VwsLbk3fBL/SDrBeyeOMcXdE5nYdK17H14ylbOl1eRW1PO39Qd4/ea5RrcFv2FJOFYWMj77/gjrNp2kvLqJh++chUza959pa2szHn14HlFTx/D5l4fIzKrkmed/YX5sCDeuisTBwGK6SzG3kDI+3Jvx4ReUQbRaLU0NcirLG6mpbEYuV56PMLe3q1C2dyCItFhamWNuIcPcQoqZuQQHRyvcPOxwcrUxqoV1f6g61OzalcGPcYm0tCoQi0WsWBbGqhsidS7w23Uwi4+/PYharSVq4iieuW9ev2uiC5sSM9mSlI1UIuLVG2OwMuIBrCc+TUmmXtHOZDd3Fo3pOZf70nvnu8KTtKpVTHMaxUQHwyRjDzYcQo2aMKtQnGWmS0HpQqqJR0BOhxCGRnShiHiwz+8rzrOJqaiowMfHx+Tj3jnZg4yq1ouiqENBE3mRJ2TVyIbcvLow5UOHqLAQ1fr1OKalITlwwPi85RkzOp3lAc5bNoaB2s9DkZFk62ASYTOJzTXbKFdWcKY1g/HW4/QeY6X3ONYUnCS3pY7NZZms8LpQvd/but0UPJ4NOdnkNzbwZVqKSYsHzaQSXrtpLg98tpnDmcV8vO04Dy8xLD+0O0vmhqDpaOWb39KJP5pLSUUjLzwYi4tj/4VQ06L8CAv15qefk9iy7TS7dmdw4EA2y5aFsXxpOJZGphj0hCAI2DlYYudgSeC4ns/8wsLCQb+vNBotR47m8f2641RUdgZ3wsO8ufuuGRc1PekLVYeaL348xtZ9ne2sr1kUytwpriZxnI9llfCPzUcBeGLZDMa6Oxo9ZnfSqquIy8xALAg8PWVar/uy+71TIW9mXWEaAPf7G9bQRK6Wc6CxM397rkO0QWP0h0z9GwBK8dUX/Xywz+8rzrOJMR+gFsZDVRN5lKM1b1/lPeTm1YUxDx1CXd3FessFBRhaqnI585aNYaD281BkJNk6mEgECXMdotlQs4md9bsZZxWit5MpE4l5KGAaL6Xt5j/ZR4l188da0ukM9rZuUpGIF6NmcM/OrXx1OoX5PmPON4cwBV6Otrxx8zye/mYnvx47i5udNTfOmmD0uFPCRjE+2Jc3P95DTkENj7+xgWfvm0docP9nlqWljDvvmE5sbDDfrT3OicQCfvo5mS1bT7N44TiWLAk1WSRaVwbzvlKp1CQcyGbDphRKSxsA8PS05/Zbo5gS+ft8+d6ob2zjb5/sJSOnEolExAO3zmDh7CAqKyuNnmNmWQ2r4+LRaLTcNieMxZPGGj1md1RqNW8cPYQWuG3chD73fPe1+Sj7CApNBwvc/Jlg72bQdx9sPEy7ph1/Cz98LcYYNEZfiDTZSLQpaLFEJVpw0e8G+/y+4jybGAsLiwEbeyhqIltYWGA7BOfVhV4PHXJ5Z95yl7NsbN7y2LEX6y3bGVclfjkYyP081BhJtg42M+ymsbt+L4XtRWS1ZRNkpb9KxSL3AOKKT5PaUMGXuYk8GjQD6HvdJrm5c31gMD9nneWNIwf5avFSo9MruhM+xp3nr5vN63H7+XRnIs62lsSG9S131h8WFha4udnywUvLee+/+zh1poyXPtjGTcsmsWqJbpJ03l4OPPfMIjLOlrN23XEyMir45bdTbNycSkx0ICuWhePpOTh1FINxX7W2Kdi1K4PNW9Oor28DwNnJmuuunUTsvGC9UkOST5fw4f8SaGiS4+RgyQsPzCfwXP64sbaU1zfz/He7aVd2sHCiP3fHGqah3BdfpaeS21DPKBvb30nTXUqXPcl1ZeyqyMFMJOHRwBkGfa9CoyC+fj8AixwX9PNpw5CpfwZAKboahIvz4gf7/L7iPJuY+vr6His+h6JG86XoOsfunzPXKnlwztCRpeuJ3h46yhvk7P55H55JRwjPSMQ/MwWRwjR5y6qYGLTe3v1fNMTpbT//ERlJtg42ZiIzYuznsKV2GzvqdhFoGaB39FkQBJ4OnsUdR39mXVEqK73H4WNl3++6PTwpkgMlxaTX1rDu7BluG2d8dLg7cyf4Ut3Yxic7TvD2rwdxtLZgkp/haWtd9tham7P6sUV892sSP29L5fsNyZxML+XJe6Jxc9atIURIsAd/fW0FmVkVbNiYwvETBezec5Y9e88SMWk0c2OCiIz0QSoxXT54b/aYGq1WS25uNfviM0k4kEObvPPt4ujRjqxcHs7MGf5I9LBLqergm/WJbNzdKWEXGuTB0/fOxcHuglNmjC2Nbe08u2YX9S3tTPbzMHmBIEBeQz1fpnUW/L00bSbmkr5dvPr6eqxsrHk/8wAAd/pOwt3CsGYjhxqP0Kppw8fchwAL00bTAdA2I9N0aTv/vunSYJ/fV5xnE9DdmbSVCdzjoLjImRyqGs3d0XWOPX2uaFvOkLKlL0QFBUji4+nYsw/v+P080vr7Ykdd0VpaXqy3HBIyJPOWjcHJyXAZruHGSLL1cjDbbib76veT155PtjyHQMsAvccIsXVluVcIG0oz+CDzIB9FLO133axlMp6Lms7j+3bzn1NJzPIaxRgTvwW6YcY4qhpbWH80g5d/2Ms//7wEPzfDdGe72yMWibjzuilMHOfFB1/uJyOnkkde+5UHb5tJdJR/H6NcTFCgO8885U5pWQMbN6YQn5BFUnIRSclF2NiYM3vWWObGBOE7xsnkDp2p76v6hjYSErLZtz+T4uL68z8fP96TlcvDmTSx52Y6fVFYWs/7n8dTUFKHWCxw64rJXLs49HdvKQy1RaHq4MW1eymubcLPzYHXbppr8geWDo2GVw8foEOj4ZqxgUS69/8A5+TkxG8lGWQ11+Jubs0dY34vZ6cLCo2CvfX7AFjkON/kewg65ekE2ukQItGIfH/3+8E+v684z0bSkzOZU3exMzlUNZq7o+sch4Mt3bkobzk+HnFhocFjaUUi5BMmICxYQEdMDB2RkcMib9kYmpubR0zXvZFk6+XAXGzOXIdottRuY0vtdgIsxhr0R/bBsVHsrszlUE0RCVUFBKjN+l23Od6judpvLFvycnjl0H6+XLwUqQkfdAVB4IHFU6huaiPhTCFPfbODv9+1CF9X/R3onvZheIgn/1p9Df/65iBHTxby/ufxHD1ZyF9umoajHjnMXp72PHB/NLfcPJWEA9nsjc+kqKiOrdtOs3XbaZydrJkyxYfwMG8mjPfEwsL4IkNj7yu1WkNubjWnUktITS0hM7MSzbl0Oltbc+bMDmBuTJDebcqhsyhww67TfL/hJKoONR6utjz1lxgCfXuW+TPElnZlBy+v20t6cRWudla8fft8kytrAHyZdooztTW4W1nx2GTdCv5K62v4T84xAB4LnIG52DCVrISGg7SoW/ExH02IpWm1qoHOjoKa9QAoxNf3+JHBPr+vOM9GooszOVQ1mruj6xyHvC3d85bj4xGnphqXtxwQcCFvedYsChoaRpQig1Kp7P9DfxBGkq2Xi9n2M9nfcIDC9kJSW08Tbh2q9xhOZpbc6z+FDzMP8e7ZBN4fNRNdkiSenhJFUmU56bU1fHIqiUci9Nec7guxSMSL182mpV1Jcl45j/9vO+/ftUhvJYXe9qGttTkvPBjLjoRMvow7xsHEfJLSSli1NJwV8yfoLL0GYGdnwbKlYSy9OpT8/Br2xWdx7EQ+NbUtbNuezrbt6YjFIgIDXQkd74W/vwt+vs44OFjq/cCj730llyvJL6glL7+GjIxy0k6X0tp6YQyJWMTkST7MmxvEpEmjDI7gJqYV88UPxyitbARgwaxA/nLTNCzMe3cg9bZFoeKFtXs4VVCBg5U579y+ABdb02pYAyRVlvNFWgoC8Or02VjLdHPOvyxNpVHVTqSDF7Fuur/J6E6LupU956LOS5wWD0jUWaI5iFhbhAZ3OkSze/zMYJ/fV5xnI9HFmRyqGs3d0XWOQ84WtfqC3vL+/UiOHkVQKAwertnOEdmCeedzly/NW3YfYYoMI0n7eCTZaiyrVq16D1gGKIFc4E9xcXEN/V1nLjJnseMCfq7+lc01W5hgNQ6xoL/zc+OoULaVZXG2uZot8lKC6f8Pv43MjDdnxXDvzq18k55GpJsHM7xMW5cgk0p469ZYXlm3j+M5pTzx1Xbeu2MhQV666932tQ8FQWBxdDATx3nxxY9HOXaqiG/WJ7LzQBZ/uSmKKWGje722t/H8/Fzw83Phrjunk51TRUpKCSmpJWRnV5GRUUFGRsX5z9vZWeDn64yPjxNurjY4O1vj7GSNs7N1r1J4PdmjUqmprWulpqaFmpoWqqubKS6pJz+/hrLyxh7GsGVimDfh4aMYP94DK0vD3/iVVTby+Y/HSEwtBsDLzY57b55GxIT+94I+Z0RLu5Lnvt1NenEVTjYWfHDXIka7mL5Is769nRcP7Eej1fLnCeFM9fDU6brEulL2NpUgE4l5fly0wU7vzrrdtGvaCbYMIsjS8Hb1fWGm/h4AhfgmEHp2W6/oPA8zdHEmh6pGc3d0neNQsKUrb1kaH9+pt1xf3/9FvSCXmpPsF8bxgAjyw6O4/55FeNj17iCPNC3gkWTvSLLVBOwCno+Li+tYtWrVO8DzwLO6XDjdbhr7Gw5QrarhSONRZtnP1PvLJSIRL46P5s6j6/mxJJ2rvUMItu2/o95EVzfuD4/g41NJvHIogXVLV+JiaVrpNjOphDdumcdrP8ZzOLOYJ7/ewbt3LGDcKFedrtdlH7q72PDSQwtITi/h83VHKalo5PV/7mLyBG/+dMMUfLz0l+QTi0UEB7kTHOTOjasiaW1VkHa6lMzMSvLya8gvqKGxUc7JU8WcPFX8u+stLKRYWMiQycSYmUkwk0mQySS0traBIEGh6ECp7ECh6KClpZ3eXghKxCJGj3bEz9cZ/7EuhId54+ZqfCFYc4uCn7elsHF3Oh1qDRbmUm5eNomlseN0jl7rekY0yxU8s2YXZ0trcLG15IM/LcbbaWCKJlcfPkC1vI1wF1fuDddNvUOh7uBvZzqVMe72nYyPlWFOfY2yhkMNhxEQWOZ8df8XGIBYcwaJ9iRarFGKl/f6uSs6z8MMXZzJoarR3B1d53jp56xEau6b6Tugtgi1tRfrLRuZt6yOiEAVHU3llBn8F2+qVJ0PO/frsCYjTc5sJNk7kmw1lri4uJ3d/vMo0HMiYg+IBTFLna/mq/Jv2F63k0jbyZiL9H+jE2Lryo2jQ1lXlMrr6ftYE3UdElH/TtCd40M5UVHG8YpyXj60n49jF5lUvg5AJhGz+sYY/vpzQmcO9Nc7eCbEg6lTxmHp03dkUJ99GDHem3+tvpYt+87w/cZkkk6XkJxewszJvty8fBKjPQ0rWgSwsjJjWpQf06I6pfe0Wi1V1c3k5dVQXFJ/IWp87n/lchVyuW7peyKRgJOTFS7OnVFrZ2drPNzt8PNzxtvbwaTFdC2tCn7bdZqNu9ORt3fOb/7MAO64NhIHO/0enHRZm8bWdp5es5Ps8jrc7a354E+L8HAwTMGiP9adPcPB0mJsZDLenB2DRMd9/EVeIoVtDYwys+EOX8Pl8rbUbkeNmik2kXiZ6Rbx1heZei0ASvHK38nTdeeKVN0w41Jn0kai5S/TfXp0OodiQV13dJ1j9881NDRgb2rHWS5HcvToBWfZxHnLXXrLdsDTeo4l0zGX7I/CSLJ3JNlqYu4GftTngjCrCYwx96GgvZC99fEscVps0Bc/ODaKfZW5ZDXX8FV+Mn/x7z+PWSwS8frMaG7e/BsnKsr5Oj2VP4capjLQF1KJmOcXT6bp6ClO2TrwZnIBKz/7kSgna8L/+wZS256Lm/TdhxKJiBULJhAd5c+Pm0+xPeEsBxPzOZSUz+wpfqy6OtygSPSlCIKAm6stbq62TL/kd1qtltZWJQqFCoWiA8W5CHPnPzlOTvadkehzEWlra7MBbcsN0NTSzuY9Z9i4O53WczJ2E8d5cvs1kb0WBPZHf2tTVtfMc9/uori2CS9HGz7402Jc7Uyf4wxwpraGj5JPAPDK9Fl4WOlWLJfRVMWagpMIwFN+05Dp8MDZE4XtRZxsOYVEkBh8//aHoC1HqtmHFjEK8ao+PzvY5/cV59kEdHcmCwsLh1REuT+M1Z9ubGzE3r7/Vz59fo9ajTg1Fcn+/SbJW9a4uJxve62aM8ekesu62vtHYSTZO5Js1YVVq1btBnpKJHwxLi5uw7nPvAh0AGt7G+fVV19FIpGgVquZOHEiV111FRUVFUSbzaagvZA9dfsIl4ahbdKg1WpxcXGhsrLyfOV8S0sLbm5uVFdXIwgCjo6OVFdXY2tri1qt5nZLX95TnOaL3EQCsSTSfQw1NTXY2dmhVCqRy+W4u7tTUVGBTCbDxsaGttpanpsUybNHD/LJqWR8rW3wF0kwNzfHwsKC+vp6nJyjXXclAAAgAElEQVScaG5uRqlUnr/ewsICmUxGY2Mjzs7ONDY2olKpzv/eysoKsVhMU1MTLi4uJP/pWRYcTUU7axYpISH8PH0mVceP03bHU0z94R892lRRUUFjY+P5MaVSKXZ2dv3a1Fhfy81LxzMn0oNNezM5crKMhON5JBzPY0KgG1GhrsRMD0IubzPKprq6uj7Xqa2tHqlEwM210ya5XI2drUBraxN2tp1jtrbqZlNtbS0ODg7I5XLa29vP/763dXJzc+P4ySyOplRyPLUUhVINQLCfE1fN8WXmlGAqKiqoqanRy6audWpvb6exsfH83mttbT0/p5zqZv65K5UmuZIxzrY8uzQSeUMNCnOJUTb1tE5YWfH43p10aDRc6x+Av1bQyaZ2TQfPpW9HrdWyzNEX24Z22pzaLrqfutvU295zdXPlh5I4AKZbRtFU1ojYQWSUTT3tPR/HNQgyNfXy2bSrbairK+l1nTo6Omhubu7xjNDFpp72Xl8IWiMieoPJnj17tBEREZd7Gv3S2tqKldXAPGmamp5k9jxsZHppNuti7+++R6tlkqKG1eJCnI8dMjpvWWtpSceMGahiYlDFxKAJCYEBqPiF4bW+pmAk2TvQtiYnJxMbGzswG/MysGrVqruA+4DYuLi4tp4+09+5/U35d5xsOUW4dSh/8rjToHm0trbySXEyPxSlMdrSnrXTbsBColsB8+epp/g0JRlLiYSvFi9jrIPhaQ6X0lZYypElf0FV24AWOBYezv6pU0EQmFBYwBuv/Bl7/1E92mOKfVhV28KvO9LYeTAT5Tkn0t7GnNiZgSycHYSn2+A0lBiMM6S1Tcn+Y7nsSDhLXnHd+Z9HjPfihqvDmRBompqc3mzZkpTFPzYfpUOtISrAi5duiMZ6AOToANo7Orhv1zZO11QT7uLKpwuuQibWLXr8TkYCPxWfxtfKgW+n3YC6XWHQ2pxoSmJt5TpsxTa84PMs5mLTF9IL2ipslNchoKRZ+j0aUd9FwQOxz/o6s69Enk1MY2PjsHE2TKHZrIu93ySV01ZRzfyck0zNTmZqdhJe9RV9XtMX5/OWzzUn6YiMhEF6ZTOc1tcUjCR7R5KtxrJq1arFwDNAdG+Osy4sd15Kems6KS1pnG3NJNgqSO8xGhsbeShgOsdrS8lrrePDrEO8MC5Gp2vvCQ0nv7GeHQX5PL5vF99ctQxHE+VOtmQXoqrtFCARgGkpKTg1NLBp3jxO+4zhmV8P8fb9K3C0vvj7TLUPXZ2sue+W6dy6IoJ9R3PYvv8sRWUNrN+eyvrtqYwPcGPGZF9mRIzB2XHg9v1A3VftChWJaSUcTsrneEoxCmUHADbWZsTOCGDRnCC83U37JulSW9QaDZ/tTOKnw51dCa+fPo77F0WaPIe+C61Wy+tHDnK6phoPK2vej47V2XE+UF3AT8WnkQgi/hq6AHOxhLLGKr3Xpk0tZ0PNJgCWOi8ZEMcZwKxjDQJKVKJ5/TrOMPjn9xXn2cSoVENE71gHTKHZ3Ku9XXnL8fE8uHEnPoWZhkzxPOqAgE5nOToa1axZcJnaKA+n9TUFI8nekWSrCfg3YAbsWrVqFcDRuLi4+/UdxEFqz0LHBWyu3crP1b/yrMWTSEX6yV6qVCrMxRLeDJvPHUd/5peSM8xw9iHG9fddyC5FEARemT6bkuZm0mtreGr/Hr0ieX1hHTAGqZP9eQcaIKCwkNs2bGD9VVeRDdz36SZeXRXDhNEXlDhMvQ+trcxYFjuepfPGcTa3iu0JmRw8kUd6diXp2ZV8/sNRgvxcmDnZl6iJPni42phUq9eU9jS3KEhKL+FwUgFJp4vPR9Shs532ojlBzIgYo5fmtT50t6WhtZ03f04gMbcMsUjg8WXTuXrywEi1dfFlWgo7CvKwlEj4cO58nR/0ahVtvH66U4v5wbFRBNl2SicasjZba7fRom7Bz9yXSJvJel+vC4K2CpnmNwDaxX/W6ZrBPr+vOM8mZjhpxZpCs/m8vefylqXx8Uj270dy7Nj5vGVDxGM0rq7ni/xMnbdsDMNpfU3BSLJ3JNlqLHFxcWNNNVaMwxwSm5OoUFayp34fi50W6nV917oF2DjzfwHT+EfWYf6avo8Jdm44m/WvpmAukfD3mPncsW0jKdVVvHn0EKtnzDbagbT08cQuNIia+GMX/dy1ro7HKgr4Ze5cThdV8dj/tnHvgkhumDEOQRAGbB8KgkDIWDdCxrpx383TOJ5afN4JzcyrJjOvmv/9dBxnBytCgz0IC/IgNNgDN2fjlCKMsae1TUl6VgWpmWWknS0nv6TuIom7Lqd/esQY3F0GRtGiO122pBVW8vpP+6lpasPeypxXV8Uw0Xdgz489hQV8kpKMALw5O4YAB92KQLVaLa+n76VeJSfSwYvburXg1ndtitqLOdR4BBEibnC9FpEwMBH2zqizCqUoFo1It6Pmis7zMGc4acUapdms1SIqKEC1fj2OaWmdecsN/fZI6H04K6vOvOXo6AHPWzaG4bS+pmAk2TuSbB1KSAQJN7hey79KPmF3/V4m2UzETaabJjJcvG63+IRzuKaI43UlvJK2m39GLNVJvsvF0pIP5y7gz9u3sDkvBx9bO+4ODTfYpi7C//sGKfe+TGNaJqraBqRO9tiFBhH+yavMtrLk811JxB1O55MdJ0gpqODplTNprKkc8H1oaSEjJsqfmCh/2hUqktJKOJSUz6mMMmrqW9l3JId9R3IAsLaUEejrwmhPB0Z7OeDj6YC3px2WOub06nJfdXRoKK9qoqisnqKyegpL6ykqa6C0ovF8K27oVBYJ8Xdj2iSfAU836YmysnIOFTXy1b5TaDRaJox25ZVV0QPSNbA7p2uqeflQpy7zo5OnMMdb92Y464pSOVRThI3EjNWh8xB1+7uqz5mn1qqJq/oZLVrmOkTjYTYwvR0EbeX5qLNCx6gzXNF5HvYMp5xJffWnhdraC4oY+/cjLirCzsDv1orF5/WWBztv2RiG0/qagpFk70iydajhb+HPVNspHG86wY+VP/GQ9wM6R7W6r5tIEFg9YR63HvmJ43Ul/CfnGI8EXiqs1jPBjk68MWsOz+zfy8enkrA1M+P6wGCD7OlCamtN5A8f0lZYRmtuIVb+PhfpPD+weAqhPq68/etBDmcWc/fHv/HAvDAG8xnO3EzKzEhfZkb6otFoKSytJ/VsGWmZ5aRnVdCu6CA5vZTk9NKLrrO0kOJoZ4mTgxWO9pY42FpgbiZBJpUgk4mRScVIpWIaGpo4nduKUqVGqepAoVTT1NJObUMbdfWt1DW00dhL0xSxWCBkjGtnJDzYk2B/V8xkl8dtqWho4b0dqWSUdRYk3jhzAvfMj0AywJJ7OfX1PLJnJwq1mhVjA7ktZILO1ybWlfJR1mEAXhofg7v5xdF5fc68ffX7KVGU4iCxZ5HjAp2v0xfzjs/PRZ3n65Tr3MVgn99XnGcTIzZBrtxg0qe2s1yO5MiR886yJDXVqO8aKnnLxjDc1tdYRpK9I8nWochK52WcbT1LXns+hxoPM9t+lk7XXbpurubWvB2+kAeTNrKm4CQhti4scNft1e+80WN4Zup03jl+hLePHcZSImGJn/EZKpY+nr02R5kV4sOXHk68tf4AqYWVvLXxOMnFdTy4eAo2FoMreyoSCfiOcsR3lCMrFkxAo9FSUd1EYVk9RaUNnZHh0npKK5tok6tokzdSUvH7dtp6f68g4OJkdS6ybc9oLwdGezowysP+sjnLXWg0WjacOMt/dyXRruzA0dqC566dxZSxXgP+3UVNjTy4ezuNSgWzvUbxfNQMndOJKtqbeT5lJ2qtljvHTCLW7feOqK5nXqWyiu11nX2RbnS9ATPRwOxLkSYPqWbLOV3n+/S6drDP7yvOs4lpamrCwYRyR4OKWo04JeWCs9wtb9kQzuctd+ktew38YTPQDOv1NYCRZO9IsnUoYim25HrX6/hf+ddsqtnKOKtxOEn7z+vsad0mO3rxWOAM/p55iNdO78XXyoGxNk46zWNVUAjyDhX/TE5k9eEDmEskzBs9xhCTdMbtXCe6Hw+e5qt9p9h+Modj2SU8evU05ozzMWkBnz6IRAKebnZ4utkxvVsjOq1WS0urkrrG1s4IckMb9Y1yFMoOlCo1KpUahbIDlUqNvL0NRwc7zKQSpFIxZjIxttbmONpbnv9nb2Mx4E1TDKGwuoH3fjtMenEVAJFjXHjxxljsrQZGYaI75a0t3L9rO7Xtcqa4e/BO9FykOqp4KNQdPHNqO/UqOVFO3jwYENXj53Q58zRaDT9UxtGh7WCq7RSDFHF0xVz9KQIaFKJr0Yh0T02BwT+/rzjPJsbFxbDORZcFrRZRfn5nKkZ8vOnylmNiUEVHD9m8ZWMYVutrAkaSvSPJ1qFKmPUEJllP5GTLKX6s/IkHvO7t13Hsbd1uGh3GmaZqtpVn8dSpbayZdj22Ut2cnjvHh9GqUvFlWgrPH4jnw7nzmeE5sEXLYpGIW+aEEenryr93JJNWVMXqH+OZFTKaR6+ehrOtfq2kBxJBELCxNsPG2qzf7oVtbW1YWg6dueuCqkPNDwdP8+3+FFRqDY7WFjy2dBqTx7hgaTnwjnONvI0Hdm2nsq2VcBdXPoiZj5lYN3dNq9XydkYCZ5qq8TS34c3QhYh7SYHS5cw72HiY/PYCbMW2rHReppcd+iDWpCHV7EeLOQqJ7rnOXQz2+X3FeTYxdXV1Q/qgEGpqkCQkdEaX4+MRFxcbPJZWLKZtwgRECxd25i1Pnjws8paNYaivr6kZSfaOJFuHMte5rCSrLYsseTaHG48w035Gn5/vbd0EQeDFcdHktdSR2VzDS2m7+XDSkl4diUt5IDyCNpWKdWfP8FT8Hv4du4gIt4Gv6LcUOvjH3VexKTGTz3YmcjCjiJN55dwRM5GVUcHIJMMrvWg43VdarZYTOWV8suMEBVWdgaQlEQHcvygSGwszSkpKBtyWBkU7D+7eQXFzE0GOTnw0bwGWUt0VsH4uTmdT2VnMRBLem3gV9rLenf3+1qZaWc3mmi0A3OB6LZbiAbJdq8W842MAFOKb0QrOeg8x2PvsivNsYoZcx8a2tk695XPOsiQtzajh1AEBqObO7cxbnjmT4sZGRo36fZesPypDbn0HmJFk70iydShjLbHmetdr+abiO36r2YS/hR/uZr07rX2tm7lYynsTF3P70Z85XFPER1lHeCJopk7zEASBJyOjaOvoYENOFo/s3ckHMfOZ6tFz7rKp0Gq1iEQCK6YGMz1oFP/YdIQjWSV8suMEvx7L4O7YScSG+iESDY+3esPlvsoqq+WznYkk55UD4Olow5PLZxDhd0FVYqBtqZG38dCeHeQ21ONrZ8/HsQuxkemeX3y0tpj3Mw8A8PL4mPN6zr3Rlz0d2g7WVKxFqVUx2SaCUGvdCxX1RaLZh0R7Eg22KMS3GTTGYO+zK86zibnsr3678pa76y0rlf1f1wsaN7eL9ZYvyVt2+YNHmi/lsq/vIDOS7B1Jtg51JtlMJL01g8TmJL6pWMsTox7ptXlKf+vmaWHLO+GLeChpE98XpuBmbs2tPrrJ0AmCwItRM1BrNGzOy+GRvTt5a3bMgOZAd7fH1c6KN2+N5Vh2KZ/tTKSgqoG31h/gp8Pp3Lsgksn+HpctH1pXhvp9VV7fzJd7TrInNQ8AK3Mpt84O47ppIcikF7tIA2lLaXMzD+7ZTklzMz62dnwyfzEO5rp3uzzbVM0zp7aj1mq5Y8wkFnv037ClL3u21GyjWFGCg8SB61yu0XkeeqNtx6LjIwAUkvtAsDZomCtpG8OcysqB1+i8iK685fj4C3nLjYZXP2utrFDNnNnpLOuQtzzo9l5mrtj7x2Uk2TocuN71GgraCylXlrOxZjPXufb8B1yXdYt09GL1hHmdqRuZh3CWWbLII0CneYhFIl6dMRsrqYwfM8/wbMI+Xpo2kxVjB6ab3KX2CILAtEBvpoz1ZMepXL7ae5Ls8jqeXrOTCaNduXVOGFEBXkPWiR6q91VRTSPrDqSxKyUXtUaLVCzimqgQbp0Thq1lz9HegbIlp76e/9uznRq5nGBHJ/4du1Avx7m0rYlHkzfTplax2D2AhwKm6XRdb/ZktGayr2E/IkTc4X4rlmLTtKzvCTP1GkRUoBYCUYoMd9IHe59dcZ5NjLW1YU9N+iDU1Fyst2xk3rJ68uQLest65i0Phr1DiSv2/nEZSbYOB8xF5tzpfhv/KP4XBxoPEWgZ0OOrY13XbbFHINWKVj7KOsKrp/fgKLNgipNuRYAiQeDpKVHYm5nxWepJXj9ykEaFgjvGh+plky70Zo9YJGJJRACxob78cjSDHw6e5nRRFc9/t5sAD0dunRPGrJDRiHVUZBgshtp9lVNey3cJaSScKUCr7VzbhRP9+dO8Sbjb9z3XgbAlrbqKR/bupEmpZLKbOx/EzMdaj7/BDUo5DydvolYpZ6qjN69OuLgRSl/0ZE9TRxNrK9cBcJXTInwtxug8F30RtKWYqb8FQC55EgTD8/kHe59dcZ4HiPImhc7NR/qlre1ivWVj85YDAy/oLc+cqbPeck82jaykjStc4QqDyShzb5Y6L2FDzSbWVcYxyswbe6m9wePd5jORqvZW1hWl8tSpbXw+9RoCbXQrThIEgXvDJ2FrZsZ7J47yUfIJGhUKHpo0eVCjvmZSCTfPDmXF1GA2ncgk7nA62eV1rP4xntHOdlw3PYT5Yf5YmuleZPZHR6PRkphbyi9HMziW3dnsRSoWsWjSWG6aNQEvx8vTc+BoWSlPxu+hXd1BtPdo3podg7lEd7dM3qHisZNbKWprJNDGmXcnLkYqMtwB1Wg1rK38gRZ1CwEW/sQ6zDV4LF2w6PgHAkqUosWoRRP7v2AIccV5NjEtLS0opdY8ty3norbXGVWtvH3VWN0caLUa8alTF+stmyJvuUtv2VP/gpfyJkWPNj0cZo6Tk276qX8EWlpartj7B2Uk2TqciLafTWZbFmfbMllTsZb/874fcbcIlT7rJggCjwfNpEbZxq6KHB5O2syXU6/B21L3Xqk3BY/DVmbG6sMJfJ2eSmVbKy9Nm6mX09MXutpjaSblxlkTuCYqmG0nc/jh4GmKahr5cNNRPt2RyLxQP5ZGBhLk6XRZUzou531V3dTKjpM5bE3Opry+BQBzqYSlkYGsmjle77baprTl1+xM3j5+hA6Nhqv9xvLK9Fk6tZLvQqVR81zqDk43VuJpbsM/I67GWqJfOOtSe/bV7yezLQsrkSW3ut+ic5dPQ5BojiDVJKDFknbJQ0aPN9j77IrzbGLc3Nz4x5Hyi5xMgPJmJd8klffczU+rRZSXd7Hesinylrv0loOD9dZbvjTKLFepe7RpR6k5kSEGT3XY4ebmdrmnMKiMJHtHkq3DCZEg4la3m3iv6APy2vPZWLOZa1xWnP+9vusmEgRemxBLg1LOibpS7k/cwH+nrMTTQvfo4xI/f2xkMp5L2Me2/FwKmxr5e0wsrpbGtwjW1x6ZVMKKqcFcPTmQhDMFbDieSWphJVuSstiSlIWfmwMLw/2JHu+Du4NN/wOamMG+r9oUKg5nFrM3NY9j2aVozqkwuNlbsTwyiKsnB2JnYJMTU9ii0mj4IPEYcZkZANw2bgKPRkzROdUCoEOj5oXUXRyqKcJOas4/Jy/F2Uz/vdfdnszWLDbXbgXgFrebsJfo/kCpN9p2LFTvAtAu/jNawfhiv8HeZ1ecZxNTXV1NbZuqx991/7lQXX2x3nJJicHfqRWLUUdGooqORhUTgzoiwii95Z6izNJeZJEqG9sM/p7hSHV19YiS5htJ9o4kW4cbNhIb7vK4g49LPmV/wwG8zLyYahsJGLZuMpGY9ydexcNJm0htrOTeE7/xWeRKvCx1d6Bne4/i66uW8sS+3ZypreG2rRt5PzqWMBdXveZyKYbuQ4lYxLxQP+aF+lFY3cCWpGx2nMohr7KeT3cm8unORIK9nIkeP4bo8T54DJIjPRj3VWu7ksOZxexPL+B4TimqDg0AYpFA9DgflkQEMtnfw+h8cGNtqW9v59mEvSRVViAViXghagbL9Sw8VWnUvJC6k31V+dhIzPh48jLGWBnWWa/LnhplDd9UfIsWLQscYhlvPc6g8XTFTP0lIspQC2NRim8yyZiDfX5fcZ5NjCAIOFn+PtfMTNnO9MwMLI6u6UzFOH3aqO85n7ccE4Nqxgyj8pYvTSX5Jun3kXOVpmcNRXvz4SXYbyxDtaJ9oBhJ9o4kW4cjfha+XOu6kp+q1hNX9TNuMld8zEcbvG5WEhn/nLyMR8450Pcl/sankSv0SuEIcHBkzZLlPJewj8TKcu7duZXno2YYpcRhin3o42LPg4uncM/8CI5kFhOfXsDRzBLOltZwtrSGz3Ym4ufmQKS/J5FjPQnzccNMOjDuwEDcVxqNltzKOhJzykjMLSOtsBKVWnPu+yDMx405432YN8EXB2vTKUUYY0t2fR1P7NtNWWsLThYW/D06llA9H7RUGjXPp+4k/pzj/J/IZQTbGh61FQQBhUbBl+Vf06aRM95qHFc5LTJ4PF0QabIxU69Fi4Bc8hwIptl3g31+X3GedUTXAkBHR0funCwms6IJu4x0orKTmJqdRHjRGaQdPUekdUHj7n6x3rIJ85YvzcXuLXIuEwso1RecaA8bGXdNGdiGAUMNR8e+W9H+0RhJ9o4kW4crM+2mU6oo43DjEf5X/g1PjnrUqHWz7nKgkzeT2lDBfYkb+ExPB9rB3Jx/z1/Eh4nH+DEzg9ePHORMbQ1PRE7VuaVyd0y5D2US8blI8xjalR0cyy4h4UwhhzOLyausJ6+ynrjD6UglIsJGuzHR14MQb2eCvJyxNjdNObgp7FF1qMmrqudsSQ2phZUk55XT0Np+/vddDnPMhDHMDvEZsFbmhtqyNS+Xt44dQt7RwXgnZ943IMVHpVHzXMpO9lfnYysx4+PIZYTYGveWw97BnrUVP1CurMBV6srtbgOb54y2A4uOvyKgRiG6DrXIdGo1g31+X3GedUAnp/Nc3rLml18Ym5bG+oQDiJsMz1tulVmQHjSJ0dcsxmJRrEF5y5fSU0S5p1zsniLnAJM9bbCQiS96gFDWVwCGV78PN6qrq4ekZulAMZLsHUm2DmeudVlBhaKCvPZ8vipfw1L1EvzH+Bk8nrVExr8ilvJwlwN94jc+m7JSLwdaKhLxzNTpBDo48f/tnXd4HNXVh9+Z2b7Sqjdb7r1jG2xTTe81CZOQEEghAcIHJITkIyQESAghJCEBQgsl1BAGPlqoxoApxjT3bsu2ZKv3tto6O98fuxYukrWStki7930ePba2zJyfzp27Z8+ce+4dn3/CC9u2sL6xgTuOPZ7Rrv7VjsZrHNospu5A2h8IsmFPA1+WVfHljhq21zSxcmcNKyO76wGMzs9iamk+4wtzGFOYTWmei+LsDExK/4Kr/ugxDIOmDg9Vze1UNrWzq66FLVWNbKtp6i7F2EthlpP5E0Zw+IQRzB9fMuA65v7QX994gkH++sWnvFS2DYCzxk/k14uO6veXKn9I54a1b/NhQzkuk5X7Dz93UBnnvbxe9ybr9PXYZBuXjfg+NiW+f0OL/iwmYwshivGarorpsRM9f4vgOQp6CzpfeG8j1+m7unfzUyorGWiJvS4rrB89jc8nzuPzSfPYMHoaumLixAk53DBt7KA1QO8Z5QMfv3R+CZvr3ftpLsm0cMWRpQdl21v05LT4SRauKMtjUoV00ptOWoczJsnE90su4a97/s4ubzkfWD9ivDFuULdtnZEA+ppVr7G2tZYffv4S98w7u8/tjQ/k/EmTmZKby/9++D5bm5v49uuv8MsjFnHOhElR25eIcWgxm5g3voR540v4MdDq9rJqZzUbdjewpaqBsppmdje2sbtx/wSQLEsUZ2cwIieTnAw7OU4b2fv8WExK94/ZpGBSZFr94Ktuwh/UCQR1ArpOu8dPa6eHFreX1shPbWsn1c0deAPBHm0elediamk+00oLmD++hFH5WQm/Vd8f32xtbuLXH3/ArrZWLLLCLxYs4oKJk/ttc2fQzy/XvMXnzZUxDZxXd6xhhf4ZEhKXFH+HQkt8d+iTQzux6f8EwGP+FUiDX1y7L4mev0XwHAV7g0ub38PcXetZsH0VC7avYnLNjkEdV58yJVyKccIJ3NBRyGetvZ87FvSWUT7w8RKXlTvOmBhVmYqu6zGzbzgg9KYu6aR1uJNpyuSykh9wT+U/WOdbz1vNSwZdq+k0Wbhn3tlcv+ZNvmiu4kdfvMSdh53Oorz+LUKalpfPM2edx+2fLmdJxS5uXfExy6sruXHh0WRZ+25VmoxxmO20dS82hEiZRF0Lm6sa2d3QRkVDK1XN7dS3ualu7qC6uSNutmQ5rIzMdTEyz8Xo/KxwGcmIPDLsA9wnIYZE45uQYfDM5g38Y/VKgqEQ47Kyuf2YxUzO7X8btQavm2tXv8a2jiZyLXbunXdOv7/Q9cROzy6eqfsPAOfmn8V0Z5xbZhlBHMFbIj2dzyEoR7cDYn9I9HUjgudDoesoq1fzjTde5orPljO7YhMWPUZ1y4sXY5SUdD/nfL8cWlsOeo/DLHPH++W9BrH92Yylt4zypfNLDnpticvac1u9A3C73eTnD/5iHi4IvalLOmlNBUptI7mk+GIerXmct5vfwWVycXTWkYM6ptNk4e55Z3PLhndZUlvGtate56YZx3P2iKn9Ok6mxcLtxx7P0SNL+dPnK1haUc6a+jpuXHg0i0eNPuR7h8I4NJsUpowM1z7viz8QpKa1k5qWzu6Mcas7nEFuc/vwB4P4gyEC+t4sc4iQHsRpt2FWFMwmGbOikGm3kO2MZK4zbOQ4beS7nIzMzSRzCATJvdGXb3a3t/G7FR+zur4OgG9MnspP5y/APoAe4Ds7m7lm1WvUejsZ7cjinnln96uUqIZLyzMAACAASURBVDdqfLU8XP0YQSPILHkmx2cvHvQx+8KqP4ZibCVECR7TT+NyjkRfNyJ43hfDQN6x46vNST78ELm9ndMHeriMjP37LU+Z0mvdck+BbaHTTFljFw1dX93G2rfWOtoFgHvpT0Y5WoqLiwf83uGI0Ju6pJPWVGFmxgwuyD2XF5tf4YX6F8lUMpndwxbe/cEiK9w26xSKbZk8Wb6aWza8R73XzffHzevXLXdJkjh7wiTmFBZx8/IPWdtQz3XLlnLa2PH84ohF5Nh6ri8dyuPQYjYxpiCbMQXRr3Px+XxYo8i4Dwd6840eCvHvLRt5YM0qfLpOrs3GbxYd0+cXpd5Y1VzNz9e8SUfQx+ysIu6aeybZlsF3DWkJtPJQ9cN4Qh5mOmdwUa4a99IXJbQRq/44BhJd5t+CFJ9ttBN93aR98Nzdb3nZMszLliFXVQ34WLqsUDZ+OrvnH8XEC88k+9hFYI5ui9SeAluPX2fFnvb9XrfvAr9oFwAeeJ5oMsoH0luGu7a2Nq0WWQm9qUs6aU0lxnSO5vTcU3mreQlP1T7NlSMvZ7x93KCOKUsS10w+kiJbBn/Z8hH3l31GrbeDX049rl+7wAGMynTx8Kln8tzWzdy3eiVvl+/k85pqfrlgEaeMObhWO9XGYSrp6UnLztYWbl3xMRsaGwA4a/wErjt8IdnWgS2+e6e2jN+uX0rACHF84Thum3UKtgF0bTmQLr2Lh6ofpjXYxjjbWC4pvpiaPdXx9Y3hxR68NdxdQ/k2ujwvbqdK9DhLv+DZ7ca0YkX35iSmjRsHdTh96lRajzyG++wTea94Om5buAi+pMHCHZ4QJdHFzuH3HBDY/uL17T2+bm8ddLQLAAfLoTLc5ii/HKQKQm/qkk5aE4rhjvnioH0xm82clnsKbcF2VrR/ysPVj3F16ZWMsA6+jeY3R8+iwOrgpvVLebFyE3u62rh99qnk9DMLqMgy3542g+NKR/H7Fcv5sq6GX320jDd27uC6wxfs15Ej1cZhKunZV4s7EODxDWt5atMGAqEQRQ4nNy46imNGDmyjDt0I8fCOL3lk55cAXDhqJtdPPQYlBq3j/CE/j1T/i1p/HUWWQi4b8QMssjnuvrEF70YxKtClcXiVK+J6rkSPs9QPnoNBlDVrujtimD7/HCkwyLrl44//qt9ySQl3vl/Oezv2r1fuKwMcDX0t8It2AeBgOVSG++oF8V2hO9TIyorjlqVDkHTSm05aE4k9+Cc8plsH3WqzN7Kywl0XvlF4AZ16J+vdG3ig6mGuLv1JTDoInFg0gXyrs3sh4cWfPs+dc05jRlb/twMuzXTxwCmn8/L2rfx91Rd8VLWHFTVVfHPKNC6bdRguqzXlxmEq6cnKyiJkGLy2Yzv/WLOSJo8HgAsmTuba+QvIHODOvm0BLzetW8onTbuRkbh68iIuHnNYTEoqgqEgj9U8wU7vLrJMWVwx4kc4FUe3nnhh1t/BGnoRAzNdpltBim/pTqLHWWoGz2431mefDQfLH32E3N7e93t6wcjIIHDMMd2L/HqqW45XBrivBX79WQA4GA6lr7GxEaczflmloYbQm7qkk9ZEYgm9TTA0l4ByQVyOv9dviqRwSfF3eLj6MbZ5tnNf1YP8z8grKbAMfhHR7Oxinlp0ITesfZv1bXVc9vlL/O+04zi/tP/bGMuSxNcmT+XY0tE8sGYlr+7YzjObN/LazjKumDOPw602xjsHV3YylEil6+qDsu08XVnB1uYmAGbmF/DzwxcOakv2re2N/HLtW1R52sky27h99iks7GeHl94IhoL8q/YJtnRtJUNx8pORl5Nj/mor73j5Rg7txh68HQCv6aeE5CkxP8eBJHqcpWbwrCjYf/tbJK+379cegGEyETz88O5gWZ8/v8+65VhkgHurKT7UAr94LADsj448hzmlsgrRIPSmLumkNdHYg3ehSzMIyQPftro39vWbWTbzwxHf46GqR9jp3cU/qh6IWQBdZMvgoSPO564tH/NC5UZu27SMjW31XD/1mAHtJFjgcPDbo45FnTqdu778jJV1tfzp8xWMzsjkJxKcNHoscgpsGZ8K19X2lmYeWLOKDyp3A1DkcHL1vMM5bez4Qfno9eqt3L5pGb6QzjRXAXfOOZ0Se2ZMbN4bOG90b8YhO7hy5OUUWfYP8uPiG8OLI3gjEl345ZPxy1+P/Tl6QGSeY4HNRnDRIszLlkX1cn3q1HALueOPJ3DUUZDZv8HbUwbYokh4/Do17b4+g9m+umYcqvRjoAsA+8OhMtx+78B3URyO+P3+vl+UQqST3nTSmkj88nlYQq/gCN5Ip/nxmK+2P9BvVtnK5SMv6w6g74sE0PkxCKAtssIN0xczM6uIP27+gJeqNrGxvY7bZ5/KWGdO3wfogam5eTx0yhm8v6eCv6/8gt2dHdzw4ftMzsnlyjnzOLZ0VMI3A4klw/m62tXWyj/XrmZJxS4ArIrC92bO5rvTZw2o/dxePMEAd275iP9WbwHgvJHT+OXUYwf0JawnwoHzk92B81WlVzCyhzUA8fCNLfg3FGM7ujQKj+lXcSvXOpBEj7M4bmKeXALHH9/rc6GSEnzf+hbuBx+kddMm2j/5BM8f/0jgtNP6HTjDVxngI0e7MEXGiV83WLGnPRwUt/sO+f5D1RQPBfbqO3FCDnNKMjhxQk53YO+J1HylC0Jv6pJOWhOJx3QdujQRxdiDPfhHMIzYHr8Hv+0NoMfbxtEabOMfVQ/Q6G+M2TnPHjmVRxd8jVGOLLZ1NHHxiud5tWozxgC1SZLEiaPH8n/nfo3LJ06hwO5gW0szP1u2lEvf/C+fVFUO+NjJZjheV7vb2/jt8g9R//sSSyp2YZZlLpo6nfuPOJIfz547qMB5W0cjF3/6PP+t3oJVVvjN9OO5acYJcQicN+GQHfyk9PIeA2eIvW/M+ttYQy9jYKHLdHvc2tL1RKLHWWpmnoHg4q8af3fXLe/ttzx5csy/DZW4rNjNCsED5rdoFg4mqmvGYOgtwz2Ue5LGA6E3dUknrQlFstFl+iMZgUuxhJai67Pxm74Zs8P35jerbOXHI3/IP6seZad3F/dW3s+VpZdTbOn/Qr+emOoq4OlFF3LH5g95s2Ybv9v4Ph83VHDj9MUD7slrVhQunXc4lxyxkBe3b+VfG9aysamRq99bwoSsbC6aNoMzxk3ANojgLdEMl+vKMAy+rKvl35s38FHlHgxAkSS+PmkKP5g1h2JnBj7foRNhh0I3QjxdvpYHyj4jaIQY78zlj3NOZUJGbsw0+EMBHqt5nC1dW8OB88jLKbWO7PX1sfSNHCoLfzkGvKafxaVE61AkepylbOZZnzULz29+Q/ubb9K6Ywfuf/8b349/fMiNSgbLQIPgRHXNiAe1tbXJNiGhCL2pSzppTTQheTRdpt8AYNPvRgl9EbNjH8pvNtnGj0f+kAn28bTp7dy75z7KvRUxO7fTZOH3s07m1pkn4VTMvFe/k29+8hwf1O8a8DFra2uxmUx8e9oMXj3/Qq6eezj5djs72lq57dPlnPWixv1rVtLQ1RUzHfFkqF9XPj3Iq2XbuOj1l7ninTf5sHIPZlnhvImTefG8r3PjoqMpdoYzqAPVsqerjSu+eIV7t68gaIS4cNRMnlz0jZgGzm69iweqHmJL11acipOflF5Oqa33wBli5xvJaMUZuB4JD375dPxyfBYHH4pEj7Ph8/W1v8gy3uuuS+gpBxoEJ6prRjywDLA1z3BF6E1d0klrMggqJ+E1LsWmP4EjcCNu86OE5IHtwLYvffnNJtu4fMRlPF7zFJu6NnN/5YN8r+QSpjunDfrcezlrxBTm5pRwy4b3WNUS3h3ulKIJXD/1WPKsjn4da189drOZ782czXemzeCdinL+vXkDm5ubeHT9Wh7fsI7Fo0Zz3sTJHFkyEqWfm7ckiqF6XZW1tPBK2TZe31VGWySjnGezc+GUaXx90hRy7QffPeivlmAoxDMVa/nnjs/xhXTyLA5unnkiR+UPftzvy96dA2v9dWSbsrhi5I+jusMSE98YARyBXyFTQ1CaltA6531J9DhTbrnlloSecKDs2rXrlpKSoR1MTsizs6KiBbc/1P1YSaaF648bQ6a19+8pmVYTi0Zn0e4N4rKZmFHk5PrjxsS8a0Y8kCRpyE6O8UDoTV3irbWmpobx48ffGrcTDEEOnLd1aT6KsQ2TsR2T8QV++QyQBvc3j8ZviqRwWOYcWgOt7PZVsrpjLdnm7EPe0u4vmWYrZ46YTJbZyuqWGrZ1NvHf6s3kWRxMysyLetFfT3oUWWZSTi4XTJrCgpIRuAMBdrW3sbOtlbd27eSVHdto9/koycjANcS2wh5Kc0in389rO7bzx88+4f61q1jf2IBP15mSk8s18w7npiOPYUHJCOy9dNjqj5Yt7Q38bPUbvFGzDd0wOKtkCn+deyaTMvNiKYlaXy33VT1AY6CJYktRvxbHDto3hoEt+GcsxvuEyMdtuQ+k5HRXicc4O9ScnbqZ5yRQ4rJy7RwHS2uVfreOS0TXjHjQ1NRERkbiFgUkG6E3dUknrUlDkuky3UpG4Ecoxg4cgd/QZf4rSMqADxmt3xRJ4aKib+IyuVja8h7P1j1HR7CDk3JOiFk3C0WSuWjMHBYXjuP2TR/wadMebtn4Hm/VbudX0xYz0uHq8xiH0iNJEnMLi5lbWExDVxf/3bGdV3Zso7Kjg0c3rOXRDWuZXVDIKWPGcdLosRQNgf7Kyb6uPIEAH1dX8k75Lj6u2oNP1wFwms2cPnY8502czPS8/KjGQDRavHqAR3Z+yVPla9ANg2JbBr+efjxHxjjbDLDLU87D1Y/SFfIwzjaWy0b8oHsDlGgYrG8soRewhl4KLxA034khDbzf9WBJ9DiTkr2CV1XVC4FbgGnAAk3Tvuzpde+++64xb1789kWPFe3t7bhcfU+QqYLQm9qkk954a121ahUnnXTS8O05NgB6m7clo5oM//eQacOnXITX9NMBn2Mgfvuw9WNeangFA4Njs47m/IJzUQYRwPeEYRi8Xr2Vu7Yupz3owyorfHfsXC4ZOxeHqfdSvv7qMQyDVfW1vFK2jaUV5d3BIcCcgkIWjxrNcaWjGevKSkrLu2TMIS1eDyuqq1m2p4LlVZV49WD3c/MKizlv4iROGjOu310zDqXFMAyW1u3gnm0rqPF2IBHe3v0nExcd0t8DZW3HOp6u+zcBI8hM5wwuKb4Yi9y/8wzGN0roc5yBnyKh02W6lYBy+oCOEyviMc4ONWcPhczzBuBrwEPJNiQWeDyetAk2QOhNddJJbzppTTaGNIIu8x04A1dj1Z8lJI3Er1w4oGMNxG/HZR9DppLB03XP8lHbcmr9dXyv5Ls4ldhlaiVJ4uyRUzkyfzR/27qct2q388jOL3m5ahNXTVzEWSOm9LjBRn/1SJLE/KIS5heVcMOCo/i4ag/vVOxieVUlaxvqWdtQzz2rvqTI4WRhyYjunxzbwDqC9JdEXFc+Pcja+no+rani05rq7h0A9zK7oJCTR4/lpDFjuxf/DYTetGxoq+OurctZ1xpetDYpI49fTV/M7OzYd4AIGSHebn6Ht5vfAeBI10K+Ufi1AX35G6hv5NAOnIEbkNDxKpckPXCGxM/fSQ+eNU3bDKCqarJNiQneAexqOJwRelObdNKbTlqHAro8D4/pRhzB32EL3kWIAoLK8f0+zkD9NjfzMLJMWfyr5km2e8q4a/fd/HDE9xlhje3amjyrg9tmn8KFo2dy15blbGyv59aN7/Gf3ev42ZSjOTx3/7rrwYxDh9nMqWPHc+rY8XQFAnxSXcnHVZUsr9pDXZebV3ds59Ud2wGYkJ3D7PwCZhUUMrugkDGurLjsaBiP66rJ42FdQz3rG+tZ11DPpqbG/TLuFllhbmERx40azfGjRg8qYN6XA7XUeDq4v+xT3qwJ/01zLXaumLiA80ZOQ5Fiv4DTG/LydO2zbHBvRELi3PyzOD578YDvKAzEN5JRF8k4u/HLJ+FTrhzQuWNNoufvpAfPqUZ/eg32tiX3cGK49PCMFUJv6pJOWocKAeUsvEYNNv1hHMGbcEv3oMtz+3WMwfhtvH0c1426lsdqHmePr5K/77mX7xR9izmZswd8zN6Yk13CvxZ+nbdrt/OPbSvY2tHIFV++woLcUq6cuIBZkSxlrMahw2zm5DHjOHnMOEKGwfaWZj6rqebTmipW19Wxo7WFHa0tvFS2DYBMi4XpuflMyM6J/GQzPjsHZy+L56JlMHoCoRCVHe2URWzd0drClqYmqt2dB712ck4ui0pGsrBkBIcVFsWlF/ZeLQ1eN4/tWslLlZsIGiEsssK3x8zme+Pmk2GKz+LIBn8jj9b8i1p/HXbZzqXFFzPVOWVQx+yvbySjDWfgGmTqCUpz8Jh+C3H4kjAQEj1/JyR4VlV1KdCTsl9rmvZKtMe5+eabMZlM6LrOYYcdxhlnnEFtbS1OpxNFUWhvb6egoIDm5mYMw6CgoIC6urruIvLOzk6KiopoaGhAkiRyc3NpaGjA5XKh6zput5vi4mJqa2sxm81kZWXR2NhIVlYWfr8fj8fT/bzFYiEzM5OmpiZycnLweDx4vV50XUdRFGw2G3a7nZaWFvLy8ujo6MDv93e/vyNk4k+fNlPn/qoWa311G7efNh7czUNK097ne9LU0NDAlClTqK2txW63Y7FYaGtrIz8/n7a2NgKBQPf7h4umff10oKZdu3aRmZmZUpoO5adAIIDNZkspTb35qaGhAbvdHjdNgp7xKT9EMpqwhl7EGbieTvNDhOSJUb+/traWMWPGDPj8OeZsri69Cq3+eb7sWMW/ap/kVP/JnJ57KnKMAwNZkjijZDInFI7jmYq1PFW+hs+bK/n880qOyR/DFRMXYG/pGpSe3s47JTePKbl5XDJjFj49yJamJtY11rO+oYF1DfU0eLr4rLaaz2qr93tvkcPJiIwMRmRkUOzMYIQzkyKnk2yrlWyrjSyrFbvJ1Gv2szf/BHSdVp+PNp+PNr+Xhq4uqjs7qXV3Uu3upKazk6rODgKh0EHvdZhMzMgvYHZ+IbMKCpmZX0COzRabP9Yh2FpZwfvBRrQ96/GFdCTg9OJJXDlxYVSLQQfKFvdWnqx9mq6QhyJLIZeV/ICCGGw3369rx/DiCFyPYpSjS+Nxm/8CUvz/5tEy2HmgvyR9weBeVFVdBlw/3BcM1tXVUVTUd3/FO94v570dLQc9fuKEnGHVdSNavamC0Ju6xFurWDB4CAwdR/BGzKFlhCig0/IwhhRd+USs/GYYBstaP+DVxtcxMJjimMx3i75Nhil+K/jbA16eKl/Df3avwxNZ1HZU1giumHoU07MS17nAMAxqu9xsb27+Ksvb1sKutjaCPQSvB2KWZVxWK1ZZwawomGUZsyxjkmV8fj8oCoFQCL+uEwjpdPr9dAWDfR4XYIQzY59seA6TcnIYn5Wd0L7Wjb4untu9jv9UrMMTCtt9QuF4Lp9wBBNj3HpuX0JGiCXNS3m7+R0MDGY6Z3Bx0UXYlNgErVFfO0YQR/AGzKGPCFEUuT6H1udCPObvob5gMKWw99BYvSeGw5bc0RCt3lRB6E1d0knrkENS6DL9DmfgWkzGapyBa3CbH8SQ+g5MYuU3SZI4Ied4RlhG8GTdM2zt2sadu+/i4uKLmOyYFJNzHIjLbOOqSYu4aPRsnihfzfN7NvBJWzWffPYCc7NL+M7Ywzi2YExc6mf3RZIkSpwZlDgzOG7UVy3VAqEQtZ2d1Lg7qY78W+PupM7tps3vDWeNfT58uk6Tx9OvcyqSRJbVSpbVhstiId/uoCQjgxERO0oyMhiZkYljkGUjg6Gso4lnKtbyVs02Akb4S8TR+aO5YuICprni++WmNdjG07X/psyzAwmJ03NP5dTck2N6NySqa8cIYQ/eHgmcXbjNdw+5wBkSP38nPXhWVfUC4F6gAHhdVdU1mqadlmSzBkxLS0tUKz6H85bc+xKt3lRB6E1d0knrkESy4jb/mYzAT1CMbZEA+n6MPjZdiLXfpjgnc/2on/FU7TPs9O7igap/cnLOiZyed2rM29ntJdfq4GdTjubiMYfx4PqPeLejktWtNaxeU8MoRxbfGj2bs0omk2FO7JoYsywzyuViVB9/X28wSIffj1/X8Yd0gqEQgVCIgK7TUFfHqJEjw9noSFbaabaQYTYnpXVeX+hGiBWNu3l29zo+a6oEQAJOKBzHqbYSTpl6WNxt2NC5kWfrnsMd6iJDyeC7Rd9minNyzM/T57VjGNiCf8ESeh0DO13muwjJ42JuRyxI9Pw9ZMo2+mK4lG10dnZG1ai7pt3HDW+WHbQl9x1nTBxWiwaj1ZsqCL2pS7y1irKN6JCMZpyBK1CMCnRpCm7zvYcMoOPlN93QWdK8lCXNSzEwGGsbw8VFF0W9e9tA6ezsRLJZeLVqM89WrKPa2wGATTZxaslEvjZyBjOyCodk4NkTw2UOqfd28krVZl6u2kydN7wg0a6YOHfkNC4aPZtSR1bctfhDfv7b+AYftX0MwFTHFL5T9C0yTZlxOd8h9RgGNv0urLqGgQW3+S50+Yi42BEL4uEbUbaRQDo6OqJyYInLyh1nTBz23Tai1ZsqCL2pSzppHcoYUi5u8z9wBq5EMbbiCFyD23wvSD1nleLlN0VSOCPvNCbZJ/JU3b8p91Zw5+6/cm7+ORyddWTcgteOjg5KMkq4aMwcLhw1i2X1u3hhzwa+bKni1aotvFq1hcmZeZw/cjqnFk8i2zJ0Fm31xFC+roIhnU8a9/By1SY+bqggRDiZONLu4mulM7igdBou81d/33hqKfdW8Eztf2gINKCgcHb+GSzOPi7mi1b3pVc9hoFNvzsSOJvpMv1pSAfOkPhxJoLnGFPV2sUTW8qjCoiH65bc++L3+/t+UQoh9KYu6aR1qGNIhbjN9+P0/wSTsQVn4Frc5ntAOjgDF2+/TXRM4Jejf87/1b/Eqs7VvNDwIuvdG7ioUCXbnB3z8+2rxyTLnFw8gZOLJ1DhbuXlyk38t3oL2zqauHPLR9y1dTlH5o/m9OJJLC4ci00ZemV/Q+26ChkG61prebNmG0vrdtAWCPcHViSZkwvHc0HpdI7ILe2x53U8tASNIG83vcPSlvcwMCi2FPGdoosYZSuN+bkOpEc9hoFNvxer/iwGJrpMdxBUjoq7LYMl0eNMlG3EkJp2H//7xnZqO79a9NefUozh2PfZ5/NhtQ5tG2OJ0Ju6xFurKNvoP5JRR4b/CmSqCUozcJvvPiiATuQYXdOxlufr/w93qAubbOOCgvNYkHl4TLPQfenxh3SW1e/k1aotfN5U2Z0tdShmjisYy3GFYzkybzSZCa6P7o2hMIcEQzprWmv5uKGcd+t2UhMphQEY78zhzBFTOGfEVPKsjkMeJ9ZaKr1V/LvuOar91UhInJCzmDNyT8Pcz222B8pBegwDm34fVv0pDJRI4HxcQmwZLPEYZ6JsI0E8sbJmv8AZoKbDzxMra/rMMPdUA7253j3ka6AT3Vsx2Qi9qUs6aR0uGFIRnZb7yfBficnYSEbgKtzmezCkrzK+ifTbYZlzGG8fx3P1L7DRvYln657ji/Yv+Ubh1yi2xKYDQV96LLLCqcWTOLV4Ek2+Lt6pK+Otmu1saKvjrdrtvFW7HUWSmJNdwtH5YzimYAzjnTlJq5FO1nXV7Ovik8bdfNxYwadNe+gMfvXZWmTL4LTiSZxRMomJGXlR/21ipcWre3mj+W0+av0YA4M8cx7fKfoW4+2JXYy3nx4jhE3/O1b9uUjgfPuwCZwh8eNMBM8xZDDt555YWbNf4AzRB97JJN3aewm9qUs6aR1OGFIJnZYHcfqvQjG24gxcHgmgw8Fqov3mMrm4rOT7rOxYxUuNr1Lm2cGdFX/lhJzFnJp7MlZ5cMmO/ujJszr41ujZfGv0bCq72nivbicfN1awtrWGVS3VrGqp5t7tKyiwOpmXM4L5uSOYlzOCMY7shAXTifJPi9/DqpZqVjZXs6qlirLO5v2eH+vM5pj8MSwuHMec7JIBbUU+WC2GYbC6cw0vN/yXdr0dCYnF2cdyZt7pgx43A6FbjxHEHvwDltAbkRrn4RU4Qxq2qkslBtN+brj2fbZY4rMV6VBF6E1d0klrrFBV9efAX4ACTdMa43UeQyrGbXkIZ+AaFGMHGf4f4TbfS5W7mM1NQabZfZRkJi74kCSJw13zmeacxuuNb7Ci/TPebXmfVR2ruaDgfGY5Zww4OB3oOCx1ZHHJuLlcMm4uHQEfnzbt4eOGCj5p3E2Dz83btdt5u3Y7AHkWB7Ozi5nuKmBaViHTXAVkmeOz8DAe15U/pLO9o5HN7Q1saq9nQ2sdO937bzpmkRXm54zg6IIxHJM/hlLHoVseRsNgtNT563mh/kW2e8oAGGMbw4WFX6PUOnLQdg0Ui8US3jkw+BvMoY8wsNFl/hNBeVHSbBooiZ6/RfAcQy6dX8L66jYaPF/tyFSSaeHS+X3vlDVc+z63tbWRnR37RTNDFaE3dUknrbFAVdVRwKnA7kScz5Dy6TQ/iDNwHSZjPbh/yL0fXMuXtaVk2ZqYmGfnNyeNw2mJTy/mnnAqDtSib7Ag6wheqH+RSl8Vj9U8zhTHZM7PP4cSa3S7JO5LLMZhptnKKcUTOaV4IiHDYJe7hZXNVd3Z6CZ/F+/X7+T9+p3d7xlpdzE5M59xzhzGOrMZ68xhrDMHh2lwn0GD0RMM6VR62il3t1LubqHc3UJZRzNlnU0Ejf13PrTKCrOzi8MZ9pyRzMgqxKrENsQZiJYuvYslzUv5qHU5OjoO2cG5+WexwHVEXDtpRENHew0jHXdjMlYTwkWX+S50eVZSbRooiZ6/RfAcQ0pcVn538mie39TW70V/l84vYXO9+6C+z9EE3skkPz++PU+HGkJv6pJOWmPE34BfAq8k7IySYvct0wAAHBRJREFUC7f5XiprrmFG3jruXPwXfrHsSlbWTWFlVQe3vbuLP54xMWHm7GWsbQzXjbqW5W2f8HrTW927Ex7pWsgZeaf1q09vrMehLElMyMhlQkYu6uhZGIZBubuFje31bG5vYHNbPVs7GqnytFPlaef9A+2xOiiyZlBk++on3+og22In02TBZbaRabKSYbJg6mHL7AP1GIaBWw/QEfDREfTRHvDREfDR5O+izttJrbeTushPrbcT3Th4e3AJGOfMYZqrgOmuQqZlFTDNVYhFju8Xp/74Rjd0PmlbwVtNS3CHupCQWORawNn5Z5GhOONoZXRIRjOTC2/DZJQRogC3+R5C8vhkmzVgEj1/i+A5xth1z4BqlIdr3+e2tjaczuRPBIlC6E1d0knrYFFV9TygStO0taqqJvTcNR0yv3j/J/x0/iOcOu5L/n7Svfz+k0tZUn4EZU0eajoSW8KxF1mSOTb7GOZmzuXtpiUsb1vBJ+2f8mXHKk7IWcwJOYuxyX2XRsR7HEqSxLiMXMZl5HL2iKkABEMhdrqb2dnZzC53C+XuVnZ1trCnq5VGXxeNvi42ttf3eWxFkjBJcvhHVjBJMkE9iC6FzxEwQj0Gw4eixJbJOGcOYyLZ8PEZOUzOzMdpSnyZVTS+CRkh1nWu57WmN2kMhCuZJtoncH7+uZTakleisS9yqAJH4DoUqRJdKo1sRDQi2WYNikTP3yJ4jjGBwMBrlIdj3+fB6B2OCL2pSzppjQZVVZcCxT089WvgRsIlG31y8803YzKZ0HWdww47jDPOOIPa2lqcTieKotDe3k5BQQHNzc0YhkFBQQF1dXXdGx50dnZSVFREQ0MDkiSx02OhyQM3L/8Brb4M1KnL+P2xjzLaVcsj686mrLYVf7OXrKws/H4/Ho+H4uJiamtrsVgsZGZm0tTURE5ODh6PB6/X2/28zWbDbrfT0tJCXl4eHR0d+P3+7uftdjsWi4W2tjby8/Npa2sjEAh0P79X0+GeecwvnMd/G19nR2gnbze/wwfNH3GkfSFH2OYTcAf205Sbm0tDQwMul+ugY5rNZrKysmhsbIyrJmubm2PzRzLbyCBgLqZ4ajFVNdV4zDLNuo+KtkZ8VhO725toC/rwyAYtHjceQ6dDD9Cl+9ENA93Q8aGD3vv1ZJdNZJgs2FHIstpwSiYyJBNjsguw+YIU2TIZk52P2e2jOC//K02FYZs7/S3oMfBTf8ee1+uloqICl8uFruu43e7uY5pMJiqt1bzTupRGowmAHLI5J/8scttyUFpkOjM74z72+tKEfwVjc/6GLHXS6R2N2/w36moCuFwtB2lK1NiLhZ+CwSB79uw56HoajKZDIfo8x5ih0NMykQi9qU066RV9nqNDVdVZwLtAV+ShUqAaWKBpWu2+r43HvF3T4eOaV7bR5g0CBt+c+h7Xzn8BRTZ4f/cCRhT/geLMnncjTAY7PDt4rfFNdnnLAXDIDk7IWcyxWUdjUw7ORA/Xa84wDHTDIGiECIZ0gkaIQCiEHgjgtNkxSTJmWUaR5GGztfiB9OSbvZnmt5uXUuOvASBLcXFq7sksylqIIiWuBr8vLPqL2IJ/QUInIC+mJXQjVmtqrPMQfZ6HOenWK1boTW3SSW86aR0MmqatBwr3/q6qajlweDy7bexLSaaViXl2VlZ1ABLPbTmJyo5Cfn/sI5ww+nOC0k/pMv6MIeUlwpw+mWCfwDWlV7HNs523mpawy1vO601v8n7LMo7LPpZjso/erwZ2uI5DSZIwSRImZNhnoV5FXQXFY1IjQNvXN7qhs6ZjLUtb3qPGH/7OmGXK4uScE1nkWpCwjU6iwtCx6fdg1f8DgFe5BJ9yJbW79zAmBX2TCFI6eE7Gjn3pVjMp9KY26aQ3nbQOd35z0jhue3cXZU0e2rxBNjTN5W+rbuGGhXeHN1Px/wC3+c+E5MnJNhUIB5ZTHJOZbJ/Edk8ZbzUtYad3F281L+HdlvdZ6DqCxdnHUWDJT7lxmEp6nE4n3pCXT9s+54PWD2kJtgKQ3R00L8QkD7GwyujEEbwZc+hjDEx4TDcQUM4BUs83iWSIeTl2JGvHPkUZOrdoEoHQm9qkk9500hpLNE0bm+hzOi0KfzxjIjUdPrZUNjK1NJ+SzFl0GXNwBH6JydhARuBHeEy/JqBEVZqdECRJYrJjEpPsEynz7OD9lmVs6trCx22fsLxtBbOcM5lrmkOeEf2ud0OdVLmumgJNvOtdxupda/CGvAAUmgs4IWcxR2QePvSCZkAO7cIRvAHFKI+0ovsTuvxVGVWq+AYSr2XoeTtGJGvHvvb2dnJycuJ2/KGG0JvapJPedNKaKpRkWvE7gt3dNQwpD7f5fuzBO7CE3sARvAlfaB1e07UgDZ3b6JIkMckxkUmOidT4anm/9QNWtq9inXs961jPm11vc2TWQo7IPJwMU0ayzR0Uw/m6ChpBNnRuZEX7Z2zt2tb9+AT7eE7IXsx057Sk92ruDbO+BHvwdiQ86NJ4usx3EpJG7fea4eybA0m0lpQNnpO1Y19BQUFcjz/UEHpTm3TSm05aU4mD/CZZ8Zh+ix6aiS34N6yh51ECm+gy344h9dQ8JLmUWIv5dtE3OSvvDJa3fcKK1s+oDzTwSuNrvNb4JrMyZnKkayGTHBOHbKB2KIbjdVXnr+fTts/4ouNLOnU3ACbJxEzbDE7MX8xo2+gkW3gIjAC24N1YQ88D4JdPw2O6ASTHQS8djr7pjURrSdngOVk79jU3N+NwHDxIUxWhN7VJJ73ppDWV6NFvkoRf+Tq6NA1H4FeROuhL8JhvJSgfmRxD+yDL5OLMvNOZ2TWdtpx2VrR9xuauLazpXMuazrW4FBdzMw9jfuZcRllLh01Zx3C5rlqDbazuWM3KjtVU+qq6Hy+xFLMoayGHZ86npaaZUltpEq08NJJRgyPwa0zGRgxMeE0/wy9/HXoZK8PFN9GQaC0pGzwna8e+4dL6L1YIvalNOulNJ62pxKH8psvT6bQ8iT14M+bQCpyBn+JTvoNXuXJIlXHsi4TErIyZzMqYSUuglc/aP+fLjpU0Bpr4oPVDPmj9kAJzAfMz5zI7YxYlluIhHUgP5euqI9jBBvdGVnWspsyzE4OwrTbZxpyM2RzpWsgY2+juv2+zcejev8nEpL+HI3g7Eh2EKKbLfDu6POOQ7xnKvukvidaSssFzf3fsi1VnjlS6DRINQm9qk05600lrKtGX3wwpiy7TXVj1J7Hq/8SqP4MSWonH9HtC8tC7/b6vnhxzNqfnncppuadQ4dvNqo7VrOpYQ0Oggbeal/BW8xLyzHnMdM5gdsYMxtrGDqm+wjD0rqt6fwMb3BtY37mRcm9Fd8CsSAozHNOZnzmX6c5pPbaaG2paADC8kfKklwEIyMfiMd2EIWX1+dYhqWeAiLKNGBLtjn2x7MxRV1c3LHt0DhShN7VJJ73ppDWViMpvkozP9D2C8nwcgZswGVvICFyCx/QzAvK5vd7WTgY96ZEkibG2MYy1jeG8/HPY3lXG6s61bHRvpGmfjLRDdjDJMZHJ9olMckyiwJyf9Kx0sq+rTt1NWVcZ2zxlbOva3r1lNoTrmCfbJzE7YxazM2bhUOyHPFaytRyIHNqMI3gLilGOgQWv6Rr88jeiHs9DTc9gSLSWlA6eoyWWnTm6t8BME4Te1Cad9KaT1lSiP37T5Vl0WJ6KdONYiiN4OwH5IzymGzCk/DhaGT196VEkhanOKUx1TiFkhCj3VrC+cwMb3JtoCDSwtnMdazvXAeH+w5PsExlvH89Y2xiKLIUJX3SY6OuqLdhGuaeCXd5ytnvKqPJV7/e8Q7YzzTmNWc4ZTHVOwSYfvMtjbwyZOcIIYtWfwKo/ioSOLo2ly/T7fvc1HzJ6YkCitYjgmeR15hAIBAJBgpEy8ZhuIxg6DnvwTsyhjzD510Sy0GcOqSx0X8iSzHj7OMbbx3FewTk0+BvZ5tnO9q4ytnvKaA228UXHSr7oWAmEa3nH2EYzxjaa0dZRlFhLyDXlJD07PVDcuptqXw1VvmrKvRWUeytojWxcsheTZGKcbWwkIz+JUbbSIVfa0h/k0DYcwd+hGNsB8CkqXuUqkKL/EiAYPCJ4JradOTo7O8nLGxrbwiYCoTe1SSe96aQ1lRiQ3ySJgHIaQfkw7ME7MIc+wRH8HQF5aSQLXRQfY6NgMOOwwJJPgSWfo7OOJGSEqPXXsq2rjHJvBRXeClqCrWzt2rZfz2KbbKPEUswIawnFlmLyzfnkm/PINefEJMgc7HVlGAbtegdNgSYaAo3U++up9tVQ7a+hLdh20Ov3/YIw0T6BsbaxWGK0VXZS5wgjgFV/DKv+BBI6IUbQZf41unz4gA+ZSnNeorWI4JnYduYoKkrepJsMhN7UJp30ppPWVGIwfjOkIrpMd2EOvYk9eBfm0CeY/BfhMV2btFroWI1DWZIZYR3BCOuI7sfagm2Ue3dT4a2gyldNta+GDr2DXd5ydnnL938/MrnmHHJNuWSZXLhMWbhMmWQpLlwmF3bZhk22Y1dsWCVrr9nr3vQEQgE8IQ+ekBdPyIM76KZNb6c92E5bsJ12vY2WQCuNgSb8hr/HY1gkMyXWEkZYSiIBc3xLU5I1RyihTdiDt6EYO4C92eYre+zd3B9Sac5LtBYRPNP/zhyHoqGhgVGjRvX9whRB6E1t0klvOmlNJQbtN0kioJxJUF4QyUJ/hCN4O0HpDTymXxCSJ8bO2CiI5zjMMmUxJ2MWczJmdT/WEeyg2l9Dta+aen8DjYFGGgJNtAbDgWtjoO/2bBISNtmGIinhH+Tu//sCfmSTjG7ohAydoKHjM3zohh613U7ZQb4lnBHPN+eHvxRYSsgz5ya0hjvhc4TRgS34EJbQC0gY6FIpHtNv0OW5MTl8Ks15idYigucI0Xbm6IvhWjs2UITe1Cad9KaT1lQiVn4zpHy6TH/GHFqCLfg3TMYaMgKX4Fe+gVf5MUiJWZCU6HGYacpkiimTKY79F5sFQgGags00B5ppD7bTrnfQFmyjPdhBu96BN+TBq4ezxn4jnEXulR6WDyko2JVI9lq24VScuEwushRXJNPtItuURb45H4cyNDbySJhvjBDm0OvYgvch04KBgk/5VmQcxq62OZXmvERrEcFzjMnNzU22CQlF6E1t0klvOmlNJWLqt0gtdEA+MpLxexGr/hxm/R28pqsJyKdDnDOdQ2UcmmUzxZYiii193w7XDR1vyIduBNGNEDp6d6bZ5/XjtDtRpEg2GgWLbMUsmYZd8JYI38ihLdiDf8ZkbAAgKB0WtzsgQ2WsxYJEa0lsz5o0oKGhIdkmJBShN7VJJ73ppDWViIvfJBde8y/oND9BUJqNTDOO4K04Az9ECa2O/fn2YTiOQ0VScCoOXCYXOeZs8s15FFkKKbGWILWGFzLmmnPJMmWRYcrAIpuHXeAM8fWNZNRjD/yOjMD3MBkbCJFHl+lW3OYH41Y6NBzHWm8kWovIPMcYl8uVbBMSitCb2qST3nTSmkrE028heTJu8z8xh97EFrwPk7GJjMAVBOTj8Zr+h5AU+xrLVBuHqaQnLlqMLqz6U1j1Z5DwYWCKLAj8YdxLhYRvBo4InmOMrke/CCIVEHpTm3TSm05aU4m4+y2yoDAgn4BVfxqr/jTm0DJM/o/xK9/Ap3wfQ8qO2elSbRymkp6YajGCmENvYAs+iEx4UWZAPhGv6SpCUmnsznMIhG8GjijbiDFutzvZJiQUoTe1SSe96aQ1lUiY3yQ7PtOP6LA8j18+G9Cx6v8h038B1uADSMbBPYcHQqqNw1TSExMtRhCz/gYZgW/iCP4BmSaC0gw6zQ/RZf5jwgJnEL4ZDCLzHGOKi4uTbUJCEXpTm3TSm05aU4lE+82QCvGYb8IXUrHpD2AOrcCmP45V1/Ap38SvXIQhZQ34+Kk2DlNJz6C0GEHMoSVY9cdQjD0A6FIpPuXHBORT4r4QtSeEbwaOyDzHmNra2mSbkFCE3tQmnfSmk9ZUIll+C8lT6DL/nU7zIwSkRUh0YdP/Rab/fKzB+5CMvvsj90SqjcNU0jMgLYYfs/4qGYGLcARvRTH2oFNKl+lmOs3PEVBOS0rgDMI3g0EEzzFm3bp1yTYhoQi9qU066U0nralEsv2my7PostwdCaIXRoLoJ8n0n48t8EfkSJYxWpKtJ9akkp5+aTE6sQSfJtP/NRzBP6AYu9EZSZfpJjotzxFQzgQpuTf/09Y3MUAEzzFmzZo1yTYhoQi9qU066U0nranEUPFbOIi+h07zowTk44EA1tDLZPhV7IEbUUIbozrOUNETK1JJTzRaJKMBa/B+XP7zsOv3ItOALk2ky3QLnRaNgHJ20oPmvaSbb2LJ0PBgChEMBpNtQkIRelObdNKbTlpTiaHmN12eSZf8J+RQeaQzx5tYQu9iCb2LXz4Dj/mWQ75/qOkZLKmkpy8tZv1t7MFbkQh3fghKc/Ep3yUoHwVDsK91Ovkm1kiGYST0hAPl3XffHR6GCgQCQS+cdNJJQ+8TNI6IeVsgEAxnepuzh03wLBAIBAKBQCAQJBtR8ywQCAQCgUAgEESJCJ4FAoFAIBAIBIIoEQsG44CqqhcCtwDTgAWapn2ZXIvig6qqpwN3AwrwiKZpdyTZpLihqupjwNlAvaZpM5NtTzxRVXUU8CRQBBjAPzVNuzu5VsUPVVVtwIeAlfCc+IKmaTcn1yrBQFBV9efAX4ACTdMak23PQFFV9c/AOYAf2AF8X9O01uRa1T9S6fMhFedEVVUV4EugStO0s5Ntz2BQVTUbeASYSdg/P9A0bUU8zykyz/FhA/A1wh/IKUnkwrsPOAOYDlykqur05FoVVx4HTk+2EQkiCPxc07TpwCLgqhT3rQ84UdO0OcBhwOmqqi5Ksk2CfhIJcE4FdifblhjwDjBT07TZwDbgV0m2p1+k4OdDKs6J1wKbk21EjLgbeEvTtKnAHBKgS2Se44CmaZsBVFVNtinxZAFQpmnaTgBVVf8DnAdsSqpVcULTtA9VVR2bbDsSgaZpNUBN5P8dqqpuBkaSur41gM7Ir+bIj1hJPfz4G/BL4JVkGzJYNE1bss+vnwLfSJYtAySlPh9SbU5UVbUUOAv4A3Bdks0ZFKqqZgHHAd8D0DTNT/iOTVwRwbNgoIwE9t06qxJYmCRbBHEi8oVhLvBZkk2JK5FM2UpgInCfpmkprTfVUFX1PMK3n9emYNLiB8BzyTain6Ts50OKzIl/J/xFMzPZhsSAcUAD8C9VVecQnsev1TTNHc+TiuB5gKiquhQo7uGpX2uaNuwzHwKBqqoZwP8BP9U0rT3Z9sQTTdN04LBI7dxLqqrO1DRtQ7LtEnzFoeZc4EbCJRvDhmg+Q1RV/TXhkoFnEmmboGdSYU5UVXXv2p2Vqqoen2x7YoAJmAdcrWnaZ6qq3g3cANwU75MKBoCmaScn24YkUwWM2uf30shjghRAVVUz4Q+JZzRNezHZ9iQKTdNaVVV9n3B9uwiehxC9zbmqqs4inH3am3UuBVapqrpA07TaBJrYL/r6DFFV9XuEFymfFCktGk6k3OdDCs2JRwPnqqp6JmADXKqqPq1p2sVJtmugVAKV+9wtfIFw8BxXRPAsGChfAJNUVR1HeFL8FvDt5JokiAWqqkrAo8BmTdPuSrY98UZV1QIgEAmc7cApwJ+SbJYgSjRNWw8U7v1dVdVy4PBh3m3jdMK31RdrmtaVbHsGQEp9PqTSnKhp2q+ILECNZJ6vH8aBM5qm1aqqukdV1Smapm0FTiIBteii20YcUFX1AlVVK4EjgddVVX072TbFGk3TgsD/AG8TXtmqaZq2MblWxQ9VVZ8FVgBTVFWtVFX1h8m2KY4cDXwXOFFV1TWRnzOTbVQcKQHeV1V1HeEP/Xc0TXstyTYJ0pt/EK5HfSdy/T2YbIP6Qwp+PqTbnDjcuBp4JjKHHwbcHu8Tiu25BQKBQCAQCASCKBGZZ4FAIBAIBAKBIEpE8CwQCAQCgUAgEESJCJ4FAoFAIBAIBIIoEcGzQCAQCAQCgUAQJSJ4FggEAoFAIBAIokQEzwKBQCAQCAQCQZSITVIEKY2qqsuAOUCxpmm+JJsjEAgEaU1kE5vLNE1bmmxbBIKBIoJnQcqiqupY4FigDTgXeL6X1ymapukJNE0gEAgE/SBWQXdkt8A7gMsiDz0C3DAMt0AXJBERPAtSmUuAT4HPgEuJBM+qqj4OeIAxwGLgPFVVPwL+AKiAFXgJ+JmmaR5VVXOAp4CFhK+Z5cAVmqZVJlSNQCAQCAbLj4HzCd+RNIB3gF3AsNrFUZBcRPAsSGUuAe4iHDx/qqpqkaZpdZHnvg2cCZwNWAhnIiYQ3tozAPwb+C3wK8JrA/5FOLBWgMcIb597fsKUCAQCQepwhKqq9wAlwMvAlZqmeVVVPRu4DRgLbCKcpFinqupTwGjgv6qq6sDvNE27U1XV5wnfXbQDayPH6Wsb8EuBv+5Nfqiq+lfgR4jgWdAPxIJBQUqiquoxhDPLmqZpK4EdhAPmvbyiadpyTdNCgI9wNuJnmqY1a5rWAdwOfIvwAZo0Tfs/TdO6Is/9gXDGWiAQCAT95zvAaYQTFpOB36iqOpdwYuJyIA94CHhVVVWrpmnfBXYD52ialqFp2p2R47wJTAIKgVXAM1GcewbhQHsvayOPCQRRIzLPglTlUmCJpmmNkd//HXnsb5Hf9+zz2gLAAaxUVXXvYxLhLDOqqjoi7zsdyIk8nylqpQUCgWBA/EPTtD0Aqqr+AbiXSMCsadpnkdc8oarqjcAi4IOeDqJp2mN7/6+q6i1Ai6qqWZqmtR3i3BmE18HspQ3IUFVVEnXPgmgRwbMg5VBV1U6kxEJV1drIw1YgW1XVOZHf950kGwnXQM/QNK2qh0P+HJgCLNQ0rVZV1cOA1YQDbIFAIBD0j32TFxXACMJ3Ci9VVfXqfZ6zRJ47CFVVFcJ3AS8knAAJRZ7KZ//g+EA6Adc+v7uAThE4C/qDCJ4Fqcj5gA7MAvz7PK4RroPeD03TQqqqPgz8TVXV/9E0rV5V1ZHATE3T3gYyCQfXraqq5gI3x12BQCAQpC6j9vn/aKCacED9B03T/tDLew4Mbr8NnAecDJQDWUALfSc1NhJeLPh55Pc5kccEgqgRwbMgFbkU+Jemabv3fVBV1X8A9wA9tTr6X8ILBD9VVTUfqAIeAN4G/k647KOR8CT/V8RiQYFAIBgoV6mq+hrQBfwaeA54EXhJVdWlhANbB3A88GFkrUkdMH6fY2QSXq/SFHnt7VGe+0ngOlVV3yAckP+ccNmIQBA1kmGIOxUCgUAgEAjiT6Rf80PAdwmXZLxCuEtGl6qqpwO/J7wI0AN8DPxA07QOVVXPIxzkugh35HiQ8ALBE4Fm4CbgCWCSpmllhzi/BPyJ/fs8/68o2xD0BxE8CwQCgUAgEAgEUSJa1QkEAoFAIBAIBFEiap4FAoFAIBCkDKqqbiTcveNALtc0LZpe0ALBIRFlGwKBQCAQCAQCQZSIsg2BQCAQCAQCgSBKRPAsEAgEAoFAIBBEiQieBQKBQCAQCASCKBHBs0AgEAgEAoFAECUieBYIBAKBQCAQCKLk/wGuxIeNct2DeQAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Linear Regression with betas [-0.3077799 0.48142069]\n" ] }, { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Linear Regression with betas [-0.11033476 0.72106912]\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Linear Regression with betas [-0.0660615 0.77480566]\n" ] }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "betas_ = betas[range(0, iters, 10), :-1]\n", "for i, beta in enumerate(betas_):\n", " print('\\n\\nLinear Regression with betas ', beta)\n", " f, (ax1, ax2) = plt.subplots(1,2, figsize=(12, 6))\n", " ax2.contour(beta0, beta1, cost_func.T.values, contour_levels)\n", " ax2.set_xlabel('beta_0')\n", " ax2.set_ylabel('beta_1')\n", " ax2.scatter(beta[0], beta[1], c='r', s=50)\n", " \n", " if i > 0:\n", " for beta_ in betas_[:i]:\n", " ax2.scatter(beta_[0], beta_[1], s=50)\n", "\n", " # scatter plot\n", " ax1.scatter(X, y)\n", "\n", " # Plot the linear regression\n", " x = np.c_[np.ones(2), [X.min(), X.max()]]\n", " ax1.plot(x[:, 1], lr_h(beta, x), 'r', lw=5)\n", " ax1.set_xlabel('Area')\n", " ax1.set_ylabel('Price')\n", " plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Estimated Betas" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([-0.02492854, 0.82473065])" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "betas[-1, :-1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Normal equations (aka OLS)\n", "\n", "## $$ \\beta = (X^T X)^{-1} X^T Y $$\n" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "beta = np.dot(np.linalg.inv(np.dot(X_.T, X_)),np.dot(X_.T, y))" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "array([-6.75111258e-17, 8.54987593e-01])" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "beta" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Estimating the regression using sklearn" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Using OLS" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "# import\n", "from sklearn.linear_model import LinearRegression" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "# Initialize\n", "linreg = LinearRegression(fit_intercept=False)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "LinearRegression(copy_X=True, fit_intercept=False, n_jobs=None,\n", " normalize=False)" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Fit\n", "linreg.fit(X_, y)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([-9.71656032e-17, 8.54987593e-01])" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "linreg.coef_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Using (Stochastic) Gradient Descent*\n", "\n", "*Differs from normal gradient descent by updating the weights with each example. This converges faster for large datasets" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "# import\n", "from sklearn.linear_model import SGDRegressor" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "# Initialize\n", "linreg2 = SGDRegressor(fit_intercept=False, max_iter=500,tol = 0.0000001)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "SGDRegressor(alpha=0.0001, average=False, early_stopping=False, epsilon=0.1,\n", " eta0=0.01, fit_intercept=False, l1_ratio=0.15,\n", " learning_rate='invscaling', loss='squared_loss', max_iter=500,\n", " n_iter=None, n_iter_no_change=5, penalty='l2', power_t=0.25,\n", " random_state=None, shuffle=True, tol=1e-07, validation_fraction=0.1,\n", " verbose=0, warm_start=False)" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Fit\n", "linreg2.fit(X_, y)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1.82493731e-04, 8.54304344e-01])" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "linreg2.coef_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Comparing OLS and GD" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "|Gradient Descent|Normal Equation|\n", "| :------------- | :------------- |\n", "| Need to choose $\\alpha$| No need to choose $\\alpha$|\n", "|Needs many iterations | Don't need to iterate|\n", "|Works weel even when $k$ is large |Slow if $k$ is very large |\n", "||Need to compute $(X^TX)^{-1}$|" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Linear regression with multiple variables" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets create a new freature $ area^2 $" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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areabedroompricearea2
0210433999004426816
1160033299002560000
2240033690005760000
3141622320002005056
4300045399009000000
\n", "
" ], "text/plain": [ " area bedroom price area2\n", "0 2104 3 399900 4426816\n", "1 1600 3 329900 2560000\n", "2 2400 3 369000 5760000\n", "3 1416 2 232000 2005056\n", "4 3000 4 539900 9000000" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data['area2'] = data['area'] ** 2\n", "data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Notation review" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " * n = n_samples = number of examples\n", " * k = number of features\n", " * y = price\n", " * $x^{(i)}$ = features of the $i$ example" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "area 2400\n", "area2 5760000\n", "Name: 2, dtype: int64" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "i = 2\n", "data.loc[2, ['area', 'area2']]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* $x_j^{(i)}$ = value of the $j$ feature of the $i$ example" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "5760000" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "i = 2\n", "j = 2\n", "data.loc[2, 'area2']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Hypothesis:\n", "\n", "* Previously:\n", "\n", "### $$ h_\\beta(x) = \\beta_0 + \\beta_1 x_1 $$\n", "\n", "where $x_1$ = area\n", "\n", "* New:\n", "\n", "### $$ h_\\beta(x) = \\beta_0 + \\beta_1 x_1 + \\beta_2 x_2$$\n", "where $x_2$ = $area^2$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Create new matrix X and scale" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 2104, 4426816],\n", " [ 1600, 2560000],\n", " [ 2400, 5760000],\n", " [ 1416, 2005056],\n", " [ 3000, 9000000]])" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X = data[['area', 'area2']].values\n", "X[0:5]" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([2.00068085e+03, 4.62083843e+06]),\n", " array([7.86202619e+02, 4.05394589e+06]))" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.preprocessing import StandardScaler\n", "ss = StandardScaler(with_mean=True, with_std=True)\n", "ss.fit(X.astype(np.float))\n", "X = ss.transform(X.astype(np.float))\n", "ss.mean_, ss.scale_" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0.13141542, -0.04786014],\n", " [-0.5096407 , -0.50835371],\n", " [ 0.5079087 , 0.28100069],\n", " [-0.74367706, -0.64524355],\n", " [ 1.27107075, 1.08022201]])" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X[0:5]" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 1. , 0.13141542, -0.04786014],\n", " [ 1. , -0.5096407 , -0.50835371],\n", " [ 1. , 0.5079087 , 0.28100069],\n", " [ 1. , -0.74367706, -0.64524355],\n", " [ 1. , 1.27107075, 1.08022201]])" ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_ = np.c_[np.ones(n_samples), X]\n", "X_[0:5]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Cost function\n", "\n", "The goal became to estimate the parameters $\\beta$ that minimize the sum of squared residuals\n", "\n", "### $$J(\\beta)=\\frac{1}{2n}\\sum_{i=1}^n (h_\\beta(x^{(i)})-y_i)^2$$\n", "\n", "\n", "### $$h_\\beta(x^{(i)}) = \\sum_{j=0}^k \\beta_j x_j^{(i)}$$\n", "\n", "\n", "### $$J(\\beta)=\\frac{1}{2n}\\sum_{i=1}^n \\left( \\left( \\sum_{j=0}^k \\beta_j x_j^{(i)}\\right) -y_i \\right)^2$$\n", "\n", "Note that $x^0$ is refering to the column of ones" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Gradient descent algorithm\n", "\n", "Repeat until convergence{\n", "\n", "### $$ \\beta_j := \\beta_j - \\alpha \\frac{\\partial }{\\partial \\beta_j} J(\\beta)$$\n", "\n", "\n", "}\n", "\n", "while simuntaneously update j=0..k\n", "\n", "$\\alpha$ is refered as the learning rate" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 9.44870659e-17, -8.54987593e-01, -8.33162685e-01])" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "beta_ini = np.array([0., 0., 0.])\n", "\n", "# gradient calculation\n", "def gradient(beta, x, y):\n", " return 1 / x.shape[0] * np.dot((lr_h(beta, x) - y).T, x)\n", "\n", "gradient(beta_ini, X_, y)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'J(beta)')" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" }, { 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "beta_ini = np.array([0., 0., 0.])\n", "alpha = 0.005\n", "iters = 100\n", "betas = gradient_descent(X_, y, beta_ini, alpha, iters)\n", "\n", "# Print iteration vs J\n", "plt.plot(range(iters), betas[:, -1])\n", "plt.xlabel('iteration')\n", "plt.ylabel('J(beta)')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Aparently the cost function is not converging \n", "\n", "Lets change alpha and increase the number of iterations" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'J(beta)')" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "beta_ini = np.array([0., 0., 0.])\n", "alpha = 0.5\n", "iters = 1000\n", "betas = gradient_descent(X_, y, beta_ini, alpha, iters)\n", "\n", "# Print iteration vs J\n", "plt.plot(range(1,iters), betas[1:, -1])\n", "plt.xlabel('iteration')\n", "plt.ylabel('J(beta)')" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "betas using gradient descent\n", " [-9.21248893e-17 8.91147493e-01 -3.70307030e-02]\n" ] } ], "source": [ "print('betas using gradient descent\\n', betas[-1, :-1])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Using the normal equations" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([-8.21301897e-17, 8.91150925e-01, -3.70341353e-02])" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "betas_ols = np.dot(np.linalg.inv(np.dot(X_.T, X_)),np.dot(X_.T, y))\n", "betas_ols" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Difference" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([ 9.99469961e-18, 3.43234288e-06, -3.43234289e-06])" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "betas_ols - betas[-1, :-1]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Making predictions\n", "\n", "Predict the price when the area is 3000\n", "\n", "Note: remeber the matrix X is scaled" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[1. , 1.27107075, 1.08022201]])" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x = np.array([3000., 3000.**2])\n", "\n", "# scale\n", "x_scaled = ss.transform(x.reshape(1, -1))\n", "x_ = np.c_[1, x_scaled]\n", "x_" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1.09271078])" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_pred = lr_h(betas_ols, x_)\n", "y_pred" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([475583.75451797])" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_pred = y_pred * y_std + y_mean\n", "y_pred" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Using sklearn" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [], "source": [ "from sklearn.linear_model import SGDRegressor\n", "from sklearn.linear_model import LinearRegression\n", "\n", "clf1 = LinearRegression()\n", "clf2 = SGDRegressor( max_iter=10000,tol=None)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "When using sklearn there is no need to create the intercept\n", "\n", "Also sklearn works with pandas" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None,\n", " normalize=False)" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clf1.fit(data[['area', 'area2']], data[' price'])" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/jesus/.local/lib/python3.6/site-packages/sklearn/linear_model/stochastic_gradient.py:183: FutureWarning: max_iter and tol parameters have been added in SGDRegressor in 0.19. If max_iter is set but tol is left unset, the default value for tol in 0.19 and 0.20 will be None (which is equivalent to -infinity, so it has no effect) but will change in 0.21 to 1e-3. Specify tol to silence this warning.\n", " FutureWarning)\n" ] }, { "data": { "text/plain": [ "SGDRegressor(alpha=0.0001, average=False, early_stopping=False, epsilon=0.1,\n", " eta0=0.01, fit_intercept=True, l1_ratio=0.15,\n", " learning_rate='invscaling', loss='squared_loss', max_iter=10000,\n", " n_iter=None, n_iter_no_change=5, penalty='l2', power_t=0.25,\n", " random_state=None, shuffle=True, tol=None, validation_fraction=0.1,\n", " verbose=0, warm_start=False)" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clf2.fit(X, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Making predictions" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([475583.75451797])" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clf1.predict(x.reshape(1, -1))" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([475465.40017581])" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clf2.predict(x_scaled.reshape(1, -1)) * y_std + y_mean" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Evaluation metrics for regression problems\n", "\n", "Evaluation metrics for classification problems, such as **accuracy**, are not useful for regression problems. We need evaluation metrics designed for comparing **continuous values**.\n", "\n", "Here are three common evaluation metrics for regression problems:\n", "\n", "**Mean Absolute Error** (MAE) is the mean of the absolute value of the errors:\n", "\n", "$$\\frac 1n\\sum_{i=1}^n|y_i-\\hat{y}_i|$$\n", "\n", "**Mean Squared Error** (MSE) is the mean of the squared errors:\n", "\n", "$$\\frac 1n\\sum_{i=1}^n(y_i-\\hat{y}_i)^2$$\n", "\n", "**Root Mean Squared Error** (RMSE) is the square root of the mean of the squared errors:\n", "\n", "$$\\sqrt{\\frac 1n\\sum_{i=1}^n(y_i-\\hat{y}_i)^2}$$" ] }, { "cell_type": "code", "execution_count": 58, "metadata": {}, "outputs": [], "source": [ "y_pred = clf1.predict(data[['area', 'area2']])" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MAE: 51990.96151069319\n", "MSE: 4115290102.059942\n", "RMSE: 64150.52690399309\n" ] } ], "source": [ "from sklearn import metrics\n", "import numpy as np\n", "print('MAE:', metrics.mean_absolute_error(data[' price'], y_pred))\n", "print('MSE:', metrics.mean_squared_error(data[' price'], y_pred))\n", "print('RMSE:', np.sqrt(metrics.mean_squared_error(data[' price'], y_pred)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comparing these metrics:\n", "\n", "- **MAE** is the easiest to understand, because it's the average error.\n", "- **MSE** is more popular than MAE, because MSE \"punishes\" larger errors, which tends to be useful in the real world.\n", "- **RMSE** is even more popular than MSE, because RMSE is interpretable in the \"y\" units.\n", "\n", "All of these are **loss functions**, because we want to minimize them.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Comparing linear regression with other models\n", "\n", "Advantages of linear regression:\n", "\n", "- Simple to explain\n", "- Highly interpretable\n", "- Model training and prediction are fast\n", "- No tuning is required (excluding regularization)\n", "- Features don't need scaling\n", "- Can perform well with a small number of observations\n", "- Well-understood\n", "\n", "Disadvantages of linear regression:\n", "\n", "- Presumes a linear relationship between the features and the response\n", "- Performance is (generally) not competitive with the best supervised learning methods due to high bias\n", "- Can't automatically learn feature interactions" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.7" } }, "nbformat": 4, "nbformat_minor": 1 }