{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Optimize the Beale Function using `tf.train.Optimizer`\n", "\n", "* This code is implemented by [`TensorFlow`](https://www.tensorflow.org) **NOT** `numpy` in order to compare the result of my optimizer which is made by only `numpy`.\n", "* I've check that my codes are OK. ^o^\n", "* This code whose name is `optimizer.tf.version.plot.ipynb` is implemented in order to compare all optimization pathes of various optimizers at a glance." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from __future__ import absolute_import\n", "from __future__ import division\n", "from __future__ import print_function\n", "\n", "import os\n", "import time\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "from mpl_toolkits.mplot3d import Axes3D\n", "from matplotlib.colors import LogNorm\n", "from matplotlib import animation\n", "from IPython.display import HTML\n", "\n", "from itertools import zip_longest\n", "\n", "import tensorflow as tf\n", "tf.enable_eager_execution()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Define the Beale function" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def f(x, y):\n", " return (1.5 - x + x*y)**2 + (2.25 - x + x*y**2)**2 + (2.625 - x + x*y**3)**2" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "minima (1x2 row vector shape): [3. 0.5]\n", "minima (2x1 column vector shape):\n", "[[3. ]\n", " [0.5]]\n" ] } ], "source": [ "minima = np.array([3., .5])\n", "minima_ = minima.reshape(-1, 1)\n", "print(\"minima (1x2 row vector shape): {}\".format(minima))\n", "print(\"minima (2x1 column vector shape):\")\n", "print(minima_)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Create various optimizers" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "sgd = tf.train.GradientDescentOptimizer(0.01)\n", "momentum = tf.train.MomentumOptimizer(0.005, momentum=0.9, use_nesterov=False)\n", "nesterov = tf.train.MomentumOptimizer(0.005, momentum=0.9, use_nesterov=True)\n", "adagrad = tf.train.AdagradOptimizer(0.1)\n", "rmsprop = tf.train.RMSPropOptimizer(learning_rate=0.1, decay=0.9, epsilon=1e-10)\n", "adam = tf.train.AdamOptimizer(learning_rate=0.1, beta1=0.9, beta2=0.999, epsilon=1e-8)\n", "\n", "optimizers = [sgd, momentum, nesterov, adagrad, rmsprop, adam]\n", "opt_names = ['sgd', 'momentum', 'nesterov', 'adagrad', 'rmsprop', 'adam']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Training" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "sgd training done!\n", " steps: 100 z: 0.098490 x: 2.44081 y: 0.32173\n", "momentum training done!\n", " steps: 100 z: 0.008520 x: 3.25669 y: 0.55341\n", "nesterov training done!\n", " steps: 100 z: 0.004242 x: 3.17920 y: 0.54142\n", "adagrad training done!\n", " steps: 100 z: 10.390488 x: 0.59005 y: 0.68061\n", "rmsprop training done!\n", " steps: 100 z: 0.015740 x: 2.79879 y: 0.46634\n", "adam training done!\n", " steps: 100 z: 0.096163 x: 2.44514 y: 0.33627\n" ] } ], "source": [ "all_pathes = []\n", "for opt, name in zip(optimizers, opt_names):\n", " x_init = 0.8\n", " x = tf.get_variable('x', dtype=tf.float32, initializer=tf.constant(x_init))\n", " y_init = 1.6\n", " y = tf.get_variable('y', dtype=tf.float32, initializer=tf.constant(y_init))\n", "\n", " #print(\"steps: {} z: {:.6f} x: {:.5f} y: {:.5f}\".format(0, f(x, y).numpy(), x.numpy(), y.numpy()))\n", " x_history = []\n", " y_history = []\n", " z_prev = 0.0\n", " max_steps = 100\n", " for step in range(max_steps):\n", " with tf.GradientTape() as g:\n", " #g.watch([x, y])\n", " z = f(x, y)\n", " x_history.append(x.numpy())\n", " y_history.append(y.numpy())\n", " dz_dx, dz_dy = g.gradient(z, [x, y])\n", " opt.apply_gradients(zip([dz_dx, dz_dy], [x, y]))\n", "\n", " #if (step+1) % 100 == 0:\n", " # print(\"steps: {} z: {:.6f} x: {:.5f} y: {:.5f} dx: {:.5f} dy: {:.5f}\".format(step+1, f(x, y).numpy(), x.numpy(), y.numpy(), dz_dx.numpy(), dz_dy.numpy()))\n", " \n", " if np.abs(z_prev - z.numpy()) < 1e-6:\n", " break\n", " z_prev = z.numpy()\n", " print(\"{} training done!\".format(name))\n", " print(\" steps: {} z: {:.6f} x: {:.5f} y: {:.5f}\".format(step+1, f(x, y).numpy(), x.numpy(), y.numpy()))\n", " \n", " x_history = np.array(x_history)\n", " y_history = np.array(y_history)\n", " path = np.concatenate((np.expand_dims(x_history, 1), np.expand_dims(y_history, 1)), axis=1).T\n", " all_pathes.append(path)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Static contour plot with optimization path" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# putting together our points to plot in a 3D plot\n", "number_of_points = 50\n", "margin = 4.5\n", "x_min = 0. - margin\n", "x_max = 0. + margin\n", "y_min = 0. - margin\n", "y_max = 0. + margin\n", "x_points = np.linspace(x_min, x_max, number_of_points) \n", "y_points = np.linspace(y_min, y_max, number_of_points)\n", "x_mesh, y_mesh = np.meshgrid(x_points, y_points)\n", "z = np.array([f(xps, yps) for xps, yps in zip(x_mesh, y_mesh)])" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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Gl5dAy7ZH31d12Mrg9YkQ8Q507QnTvoJTz2jYMY6AIz6egilTKP7iC3BzI+Duuwl66incO3RoNB1qw1FQQNJ335H49dfkrlkDbm60vuACOt1yC+2vuAJ3P7+mVvGoKMvLY8+SJcT++it7Fi/Glp+PxWql49ChdLvoInqMGEG7wYNxO4HuRdVhsVg2ShpSq2BdLLYT5XUkz1hBQYFiY2NVUlJy3Ny1LpdLZfn5youPV9rmzUqJilJKVJQyoqOVn5iosvz8f71L1VFSopKEBOVt2qTcqCjlbd6sksTEE8oDth/DbpcjOVm2f/6RLSpK9p075apDChDDMFRSUqLY2FgVHGvKEKdT+vID6eRAMzbszUlS2XHYJbRnkzS2pxkjtmhG7fK1seE7M37o45GSo57etXXPVASRf127bHmWFNlC2jSiZs+b4ZIyeklZZ1V7OkMjlK6zqxzbonHaqJsr3+/SckVojLIVL0lao7WaqElKUrrGKEJ363cNNtbqQVeOwlwpetZlPmFfrrWaqJgqfX+oFbq3Im7sbb2r7/SDUrRNERqjFEVXyq3RJdqup6u0LdbMiti2aoL1Cx6XUq1mDFlN87Cmt7RuQLVLtYexa6b5OUR/ULvsoWz4zvSIfnPLsQfiRy2WLvOVbu0qJcTULn80/L1MGtpJ6uImTX1aauRVhiqeMi8vZT/0kJwZGY2qQ10oio3V9kmTKjdTzfP318a771buhg1Nrdox4bTbFbdihf6YONHMPGCx6AXQ1JAQzb3lFsXMnq3y4sbznNYH6ugZ+5/JwJ+ZmUmHDh3w9fXFcizegkNwlpdTkplJzu7dZGzeTO7u3ZTl5ODp50dQ5860HjCA1v36EdSxI95BQSe8lV4dhsOBLSODwu3bKYqJoTwrC/eAAPx79iRowAB8O3bE3de3qdWsRA4HzqQk7NHRuNLScAsMxKNvXzx698atDp4ui8WCr68vHTp0IDMz8+gVid4IV5wBzz0AA8Nh6TZ47KWGTV4pwcJP4eEzwFYCU5fBqDuPrc+1n8M3N0K3s+H2n+vnGYmfB5tegT53QK+bapff+zS4iqHntJq9eLbZ4IoFvwcOO2VnAw424MeYymMubBSylSBOqTy2jzX4E0rLCg9XEsn440/Z/iFwx4mVANzogpV4nAD0wJ89FFcZ8yTaUYiNFPLxw49iigmiHQD5pFbKBRNOPusxKvoC8OJsAMpZdvh1+t4DGFDyQfXzYHGDri9C8VZInVG9zMH0vBk6joS1j0HO1trlD2bwDTDyRYj6CuY/YX7PjpYhI+H15eb385Gh8M8fR99XTfznPFiyFa66FT58FS4ZDOv+avhxasCjSxdaTZ9Oh9278b/xRoo++IDkbt3ImzgRV1ZWo+lRG/49e3LSSy8xYt8+zomMpP1VV5H09dcsHzKEZUOGEDd9Oo6ioqZWs95YPTzoMmwYw195hbs3bGBCRgZXfvcdPUeNYtevvzLrqqt4PSSE7y65hH8++6wy8ey/if8ZY8zhcODjc+w3QRkG5UVFFCYnk7l9O5nR0RQkJuK02fBt1YqWPXvSdtAgWvbogV9oKO7/1mVIw8Cel0fxnj0UbN1KWVISuLnh06kTQQMH4t+9Ox5BQQ1q2B4rsttxJiZi37oVV0YGbi1a4HHyyXh0747bUbjifXx8jm5Ju7AAnn8QLguHtCR4/3v4Zqm5jNKQlBbB1Bvh/Xuh/zD4cBP0O/vY+lz5IfxwB/S6EO5ZBF71mLf8XbDsZggdAmfWYFAcTOF6SIuAsIfA76TqZSQofhmsvcH76sNOF/EBFlrgywHDr4DNGJQTjLlcVUoeaWynO2dWLg0mkEhnOpFZYWgVyA07bmQ53OiCO3EVBlQv/EikDBuuyv77Yi617SCdAAIophhfgvHEl3ySK+VCOAcnRRSyufKYO11xpyc2fj/8Wt27g/eVUPoJGMWHnwdofS20OBf2TgR7dvUy+7FY4LyZ4NUS/rgWHDX0WRMjJsFZ42D5m7Dkxfq1PZTe4fDOOgjtCM+OhEXTj62/6ggMgjc/h88XQGkxXDsMHr4ZMtIafqwa8OjShVYREXSIicHnkksoePVVkjt3Jmf8eBzx8Y2mR21Y3Nxodc45DPnyS0alpjLwgw8w7HY23XMPi9u3Z+Mdd5C5bBlyuWrv7ATELzSU/jfcwH+//poJGRncsmwZQ+69l6zt2/n1rrt4q107ZoSHs/y550havRrD6ay90ybmf8YYA47acHA5HJRmZ5O7dy/pW7aQs2sXxRkZuLm7ExgWRmi/fqb3q1MnvIOCsNQ1tuYExFlaSmliIgVbt1Kydy/OkhK82rQh8OSTCezbF+/WrXE7AcqDHIxRXo4jPt70hGVl4RYSgke/fnh064bbMRjg9f6+SLBgFgzvCzM/gJvugz93wmXXH1vsVnXs2wrjh8BfP8KtL8PLi6FF62Prc/lbMPsBOPlSuHMeeNbD22kvgqVXgtULLpwN7t5HlpcLdo0Dz7bQ9fma5cp/BedW8J8IlqpeZQd7sLEQP27HDf/K43msw4JnpWdsH2sRojtnAlBIIXnk0YmOZFCIBcgDXFj5Ks9CR9yJx4kh0RN/DGAfpZX9tyaAEPyIIQ1//CmmBAsWgulI3kHGWDDhWPAkh5VV9PbmQsr5G4NqPBB+E0B5UPZF9fNhsUCv98FVCPueqXne9uPTGoZ/BwW7YdW42uUPHevK9+D0sfDbi/DH1Pq1P5S2XeCtv+HUC+G9e2D6Y+A6DjfB4RfDHzEw/llYOAuG94HP34VGvOF69OpF6x9+oH1MDH7XX0/Rp5+S0qMHWTfdhH1rPb2UxxnPFi3oPm4cw7ds4dw1a+hwzTWk/PQTq4YPZ3GnTkRPmED+5s3mjr5/IVYPD7qedx4j33mHB/ft494tWzj3xRexeniw8pVX+PzMM3kjNJSfrr2WTZ9/TmFKSlOrXC3/XqviGDCcTsry8ihITCRz+3YytmwhPz4ee3ExPsHBBHfvTttBg2jVuzf+bdvi4e19QnmI6ourvBxbenrNy5BhYVgbwKvY0BilpTji4nBER2Pk5GANDcWzXz88unTBzbsWY6ChSdgLt46CcddBaFuYtw4mfwBBLRp2HAkWfwYPnw6lhfDqn3DDM3UPrq+JpS/DvAkw8GpzadKjHvMnQeRYyN8JF/wIAZ1qb5MaAUUboMeb4F5DjUwJiieDtRv4jDnsdDEfA574U3VZNo81BDEIK+Y17GUVrehGC9oDplcMqPCMFdECX2wWcMmKXG4EuqzYgAwMemJ6BmMPWqq0YKEvbdlBOv74YcOGAwfBhJFHEsK8aVnxIZgh5LCq8hiANxcBDsqpZhnN8wzw+A+UvG0arNXh3w/CxptLlYU1b1iqpP25cOpzEPsV7JpZu/zBuLnBddPh1BtgwVPw1/v1a38ofoHw4q9w2QMwZxo8eT5kH4ebn48vTJhshgacOhRefBguPhXWr6y9bQPi2bcvrT7/nLB9+wh86CFKf/mF1IEDybj4YmwrV55QBo7FYqHlGWcw+PPPuTgjg/Aff6TF4MHsefddlp1yCn/068fOKVMoOYE8fPXFYrHQZsAAhk2axNi//+bx7GyunjWLPldeSdLq1cy/4w7eDgvj4/79Wfr44+z780+c5eVNrTbw/8QYM1wubPn5FCQlkRUTQ/rmzeTt3UtpdjZWDw8COnSgVd++tBkwgBZduuATHPyvjP3ajyScZWWUpaZSGBNDYXQ0ZcnJJ/wyJIBcLlzZ2dh37MARE4ORl4e1TRs8+/fHvVOnI+6QPC7k58JrT8GF/WDjanjhXZi/Hgae1vBjlRXDG7fAu3fByWfBR5th4LnH1qcEC5+BRZNgyE1wy/f13z235Q3Y9zOcPhU6nF+7vCPHjBVrcQ60uaFmOftScGwA/6fBUtUb6yKTUn7Al2ux0qbyuI0MSokjmNMByCeFHOLpzn8qZRJJxAMP2tGOdAppWeFVc2FFhgVPhznWPpy0xxtfrOympMr4J9GOImw4Mf8PFFNMC8KwU0opeZVyLTkbG8mUEld5zJPTsRCIjaXVX7ffY+CKg/KFNc9N1xfAszXEjgMZNcvt59RnTaNs1f2Qt7N2+YNxs8KNM2HAf2HOg+Yu22PB6g73vw+Pfw17/oFxg8wdwMeDrj1h5mL4dA4UFcA158Cjt0JW48YMuYeF0fKttwhLTKTF5MmUr19P+jnnkH7WWZTOn4+MOnyGjYjVx4ewa6/lP/PnMzo9nUEff4xncDAxzzzDb127Enn22ez75BPKc3KaWtVjwic4mJOvuYbLIyJ4JCmJ+6KjufCNN/Br04b1773H1xdcwOstW/Lt6NH8/frrJK9di6uRsjEcyv+kMWa4XNgKCihMTiZrxw7SN20id88eSjIzsVitBLRvT0jv3rQdNIiQXr0IaNcOTz+/E84wqQ+ScBYXU5qcTOG2bRRt344tNRWLxYJPWBh3vvIKl9133wm5DAlglJVVxoM54+PB5cLasSOeAwbg3rEjlsaOzSsugncnw1ld4ZPXYdRV8OcOuP1BOB7zF78NHjwNln9rpqx4eQkEt6m93ZGQ4JfH4PcpcMadMGameaOsD8l/wPqnodu1MOCxurXZ+wy4CqDXBzUv30pQNBncOoLPLYedLiECsOPP/VWO57EOgJYV8WJ7+RsLFroytFImgUTC6IA77mRQiD/mcqxpjLlhVBhjcThxw0IP/Nh9SBB/7woDMB/zH3MRxQTTsUKHg+PGzgKoslRpwQNvzsPG74hqbsLel4FbOyg9QlyVexB0f70i7u7LmuX242aF878Fd9+K+LHS2tscjNXDNNT7joJZd8OGb+vXvjqG3wTvb4DgdvDsKPj86eOzbGmxwMj/mkuX4ybC/O/hvF7wxfuNunQJYG3ZkhbPPktYQgIt338fZ0oKmZdfTmr//hTPnIns9kbVpy54hYTQ7d57GbZqFSPi4jjplVew5+Sw+b77WNSuHasvvZT4iAhsx7LZ6QTAYrHQul8//jNhArf88QdP5OZyw4IFDLr9dvLj4/njySeJGDqUqcHBfH3RRfz1yiskrlrVaJ6zE++uXE8kUZCQgL2khPyEBBwlJThKK/4RWSx4+vnh364dXgEBePj74/Yvjvc6FBkGzqIiHPn52PPzkcMBFgvuAQF4t22LR1AQbhVGzImUF2w/MgyM3Fxc2dmouBgsFtyCg7GGhmLx928a49hmg28+hg+nQG42jLgCHpsMvfsdvzGXfgEfjgPfQHj1DxhUB+9Tbbic8PM4WDMdzh4P/32n/kudRQnw5/XQoi+cG1G3uLjCDZA6HcIeBP/+NcvZV4Djbwj8ACxVDW2DYoqJwJtRlXnF9pPHWjwJxZfuAMSxjvb0wxdzudiOnTTSOZuzKMNBITa88QEclZ6xIrsVdyBeTrBAL/xZRAYGwq1iA0Ag5rK96yDPWDfCKnRIIowBAHjRGn/6kMtKOnFrpZ7eXEQZ83CwBc+Ddn0CphfQ9w4ongKuRLDWsOzb9mZzLvc+CaH/BY/gmucTwK89nP8NLBoFq+6Dc7+sXyyjuxfcPhtmXAzf3WouZQ+8qu7tq6NjH3h3HXzyMMx6DbathKe/NwP9GxpfP3jiFbj6Vnh+PLzwIPz4GUz+CE47s+HHOwJuvr4EPvAAAffcQ8msWRS89hrZt91G7uOP4z92LAF33YVH9+6NqlNd8OvShT4TJ9L76acp2LyZpG+/JXnWLNIXLACLhZZDh9L+8stpd/nlBPTu3dTqHhOefn70uvhiel18MQAlmZkk/PUX8ZGRJERGsvzZZwFw9/Ym7Iwz6DxsGJ2HDSPsjDPwOA5hPf86y8Rlt5O8bh1r3n6bWVdfzbQOHXi3a1dKs7Mpy8nBzd0d/3btKnc9turTh8AOHfAKDPyfMMQMh4Py7GxK9u6lYMsWinfvxp6Tg7u/P35duxI0cCABvXrhFRpaaYidaFR6wbZsMb1gTifWsDA8Bwwwg/IDAhrfEHM44LvpMKwHTH4UThpkxoVNn3v8DLH8LHj1Bpg2FvoOhQ83N4whVl4MEVeYhtjwp+DKd+tviDnLzIB9wwEj5oKHf+1tZEDsA+byWrdaducVTza9Q753HHaqlO8Q+fgzvmr3uMgnqiJw3kKqtgJSAAAgAElEQVQZhRSSTnsOfD7JJGNg0JlOZFAIUBlbtt8YS3FY6IiVuIodlD3xoxQXadgq+/HGAwCj4nm1iGK8CcCHFlV2VAKEcDaFbMNObuUxL4YDlup3VQL43AEISiNqniOLxfQuOnIh7rma5Q6m4wgY/LwZP7ajDukxDsXTB+6cD51Ph69ugO1HWEqtK14+8NCn8NT3ELcF7h8E6xqg35ro1gu+WgIf/wwFeXD1WXDv1RAbc/zGrAGLhwf+N95I+61bab14MV7/+Q+Fb7xBSo8epF90ESWzZ5sP0ScYFouFFqecQv8332RkQgLn//MPfZ9/HldZGduefJLf+/RhaZ8+bHvySXJWrz7hlmGPBr/WrTnp6qsZ/f773Ld1K49nZ3Pd3LkMvvdeygsL+WvyZL46/3xeCwoiYuhQlk6YwI45cyhOT28YBeqSjOxEeXUNDNQrvr6VpYbe6dpVs2+8Ues//FDRmzf/K2tzHcq2bds0YsQIBQcHy9fXV3369NH777yjsvR0FcTE6LGxY9UqOFgBfn66+Zpr9PVnnwlQXFxcZR+JiYkaNWqUvL291blzZ82YMUNXXXWVhg0b1mTXZbhccubkyL5zp2xRUbJt2CD7nj1yFRQ06ecWExMjLfhJGtbTLLtyxVAzweTxxDCk5d9L17aSLvaQvp1sJo9tCHLipdcHmQldV350dH24nNLSa82EonFHKN9zKIlvm/UVU2ceWc72h1kaqGjaYacM2ZWmQcrU6MPO5WuTIhWuDP1mDqdNitAYpR5UEukP/aln9JxKVaq12qcxitB7ila4ItXKlSi3WIcujJeucWXpXJeZtHO7ChWuSC1T1fJAY/WVZupvPaPn9Lv+lCQt1hT9oqq1OIu0S5EKV5rmVTmeqZHK0Lk1z0POyIp6lbUkMN15n7TMKhVuPrLcfgyXtGCENN1TSv2rbm0OpTRfenOw9JiXFD2vdvm6khwr3T/ILKP06aNS+XFO3lpSLE17XurrbyaMnTBWSmvaskaOpCTlvfCCEsPCFAdK7NBBeVOmyJmd3aR61ZWShATtef99rbzgAs1xd9ds0MIOHbTlkUeUs27d/8R9uDrK8vO1a8ECLX3iCUWceaYme3lV2iIf9O2rhQ88oB1z56osr2pxe/4Xa1N28vXVwnHjtP2nn1R4SP2tmJjjlPm5kenatatGjx6t+b/8okWzZumtSZP03Lhxyo2K0pQnnpCbm5ueefJJLVmyRPfff786duxYxRgzDEOnnHKKOnbsqG+//VazZ89Wv3791L59+yYxxlw2mxxJSbJt2iRbVJTKt2yRIzVVhr2WeoaNQVGhYlb8aRphF5ws/T7/2LOR10ZWsvTcpebN6MFwKS669jZ1ZfcKaWIr6ckgafuio+vDMKTIe0xDbNPrdW+Xt0pa5i5tufTIc2iUShk9zJdxeKWCEs1SskJUVmFwHcwuvayVGiaHzEzbUfpBn+tm2XWg/ue7+kCfyqxQ8IOidLM+16vaqbOMVQpxJcuyw6WT9khPuPLUxZUiwzBUJqeGKlIfK67KeOP1gz7RX3pNb+hnzakypuOg4uKGDK3V5YrWo1XaF2mGkhWictVgRNl+M43Skuk1z5ck2XOkv1pL60+rW2Z+SSrLkX7oLX3eQso9yqLgxTnSW+HSI1Zp/VdH10d1lJdJHz5g/gbuP0VK2tVwfddETpZZK7aHp9TLx8ziX9C0dQ4Nh0Ml8+Yp7YILFAeK9/ZW1l13qXzbtibVqz6U5+Up8dtvtfryyzXX01OzQYs6dtTmBx9U5ooVMv7lFWmOhMNmU9KaNVr1+uv6esSISkfRi25umn7aafr9qae09/ff/zeNsSOVQ6rWGDPDhJv2VQ/Sk5IEaPXcucqNilJuVJQKtm9XaWqqyouK1LZtW91///1V2owaNaqKMbZw4UIBWrt2baVMfHy8rFZroxljhmHImZcn+65dphcsKkr23bvlzM8/MZ6aigulfbHSlijF/LlU+iGi4TxTNWEYZhmjK4Oky3ykn99quDENw/SCPeIuvdJbyjiGm9vap01DbO1TdW9jS5NWtpNWd5fseUeWLXzGNEBsf1R7OlOjlKbTZMhV5bhTJVqlc7VTL1UeW6AXNU+TKt9nKFMTNUmrtUaS9KqW6CnN1SOK1gXGOoU4k8V2Q0E7pI+MIoW4kpVdYdzcoCg9oqqG8VOao2n6XZ9qhj7T55KkBG1UhMYo7ZASSrF6Vat0ngwd+ExdyleyOihPj1U/F4YhZQ2WMrpLRi3FwdO/N72OiW8fWe5gCuOkr9pK33SSio+yeHRZofTB+WbppMj3jq6Pmlg9T7omRLrcT/rti+P/ICRJCfuk8WPMB7CBIVLEO41eWqk6yqOjlXXXXYr39lYcKO2CC1Tyyy8nxkNrHSnPy1P8F1/o70sv1VwvL80G/dqqlTbccYdSFyyQ8wSY5+OJs7xc8ZGRWvbcc4o480y95O6ul318/v+VQ/o3IsPAUVBgJmGNjsY9NZUObdrwyEsvsWDjRmytWxN40kn4tGtHanY26enpXHbZZVX6OPT9+vXradOmDaeffnrlsc6dOzN48ODjfz12O87UVBxbt+LcsweVlWFt186MBevRA2tTptKQoDAf9u6EvbugrATadoC27eG6sXA8Nzik7YOnLzRTVnQ/BT7eClc92jBjOu0w6174+X7oMwIeWQetex1dX5vfgM2vQt+7IXxK3doYDth+HTjzof8c8DhC3jXHNrMguM+t4DX8sNN2orGzHn/GYjnkX1MWf+CilLaY33cXDrLZRxsOXOs2tmHBwsmchBBxZNOVEDIoxwNPLIYbYKHAgHYy5z6+Im6sF/5Vco0B+OJFCXZa0II88gFoXbGhIIPdVWQDGYCLEkrYV3nMjSB8uJxSfsagmuz4Fgv4PwOuvWCbVfO8AbS+DkJGw75noSzhyLL7CegCoxZBea4Z1G8vrFu7g/EOgLsXQv8rzLQXiyZBQ8UHDb0MPtoCvU6DabfDS/+FrKSG6bsmOnWF976FBRvNuNAXHzaTOM//oeGu6yjw7NePVtOnE5aURIspU3DExJB5xRUkdexI7uOPY49p/Hi3+uLZogWdb7uN/8yfzyXZ2YTPmkXrCy8kZdYs1lxyCQtDQ1l//fUkz5r1ryzJVBtWT086n3MO5734ImNXreKJ3FxuW7Gizu2b3BizWCxWi8WyyWKxLGhqXRoDl82GLTOT4t27yd+0yQzAz87G6u2NX5cu/LZ0KR26duXeRx+lQ5cunH322WzatIn0iiDB0NDQKv0d+j49PZ3WrQ/P1F7dsYZAEq6CAhx79phlilJTsfj44N69Ox4DBuDeoUPjp6WoqiDk58DuGIjfA3Y7tO8IffpD63ZmPcDjhcsFc9+Be/tD7HoY/wm89ie079Ew/RdlwIfnm4H6FzxtZtX3CTq6vmI+gXVPmCkszvqo7rvw9j4N+X9B70/Bf0DNcjKg4G6wBEHgm9WKlPA5Fnzw5frDzqXzKz50JrBiF2M2+3DhoC19KmW2sZ3OdCKQQLIpoZhyutGKNGwId+Ryw7visnwOSm8B0Bt/srCTw4HUA754UoKdYFpQQAEuXHgTQBDtyDzMGBsEQCFVs6/7cQuimDLmVT8vXpeD+0lQ/OqR84lZLNDrI/Pv2PvrXkuy1SlmxYT8GHNDhusoUit4eMNtP8EZd5jJg2deB+Ultberk34dzB3Ed74B//wOd/WF2dOOTwqMg+l/Knz7uxnoHxAI428wy5v9XU1N0UbE2qoVLZ5+mrD4eFrPm4f30KEUvvMOqSefTOrpp1P4ySe48vObVMe64O7vT9g11xD+3XdcnJXFfxYtIuy668hatoz1113HwtBQVl9yCXHTp1OaUMeHi38ZXgEBdAgPr7N8kxtjwEPAjuPSc9MvUlb1fm3bRuG2bZQlJuKy2fAKDTWz4A8ahH/Pnni3bs3JAwYwe/Zs8vPz+eOPP7DZbFx88cWVxlTWIUVpD33ftm3baotfH1NB7MOmVRiFhTgTEswdkbt3YxQXY23bFo/+/fHo1QtrcHDT5m0zDMjJhF3bIDHO/DzCupg7I1u1MfMyHU8Sd8CEs+HTR2DAufDpdrj4nmPPpL+fpI3w1hBI/gdu+QEumXL017TtQ1h5H3S6GM7/uu79ZP4MSW9Bh/uh3c1Hli39FBxrIHAauLU67LRBAWXMxocrcaOqd62UOArZSlsuraw9mUEsAK0rPGOZZJFBJv0qdlbGk11xPpgSXLjkjuGy0LPiuUBO9wq5/TUqzd2iB3vH/PCktMIzZmBQVFHeqDW9yCT2kKz77fCk1WHGmCfhuNOLEr6ufl4sbuD3NDi3maWhjoRPZ+j2MuQsgswfjyx7MB0vgnNmQMqfEHnH0RUFt7rDdTPg8jdh6xx4/2zIayAvltUKV08wfyMDzoUZj5k593atb5j+a8JigWEjYOE/8PZXkJsFY4bD9efD8sXHVjz9WFXz8MD3sstoPXcuHVNSCJ42DZWWknvffSS3a0fWmDGU/fHHv2IXo9XLi7ajRnHqjBmMTkvjnMhIut13HwXR0Wy65x6WdOnC0t692Tx+PGm//vo/6TWrC01qjFksljDgYuAYUz6fOMgwcBQVUZaaSlFsLAWbN1O8ezflWVlYvbzw6diRwH79COrfH99Oncws+NXcoD08PDj//PN59NFHSUtLIygoiLZt2zJvXtUn7Pnz51d5f9ppp5GRkcG6desqjyUmJvLPP/8c23UdYoA5YmNx5eTgFhCAe/fuZnLWsDDcGjtD/qG4XJCZBjujISXRTNDauTv0Ohlatmo4Y6gmysvg28lm1vGUWHjiG3hpQcPmVdr4Hbx3lnkjf+hvOPW6o+8r+j34+wHofClcNBusdfRiluyEHbdD4OnQc9qRZV2pUPQUeA4Hn+qNtlJ+QJTix9jDzqWzAAtW2jC68lgGuwiiHT4EAlWXKAHiyMaKBfeKfGFluON0uhFdkZg922GhHW7EqaoxtusQY6yEcoIrjMODlyrLKaaQA1vaLVgIZAAFbKmiuwULftyCgw04qGGpyed6sHY1847VZgCEjYeAIRD7kJnyoq70vg1Omwy7v4H1E+ve7mAsFjjvMbjrV8jeC9NOg7g1R9dXdbTtYpZSevZnyM+Eh8+AD8ZBSUHDjVEdbm5w5c2wbBc8+xbExcJto+Gi/jDrC2jicjnW1q0JeuQR2m/dSruoKPzHjqVs8WIyLryQ5K5dyXvuORz79tXe0QmAxWql1TnnMODttxkZH88F27cz4O238evenYTPP2fNZZexoGVL/ho2jJ2vvELu+vX/2mLm9aWpPWPvAE9AdWmqTSwWy90Wi2WDxWLZcKgX6ESgivG1a5dpfO3ahS01FTkceLZqhX/PnrTY7/1q0wZrDXUVt27dykUXXURERATLly9nzpw5TJ06lYEDBxISEsLjjz/Op59+yvPPP8/SpUt54IEHiI6OBqjMoTZ69GgGDhzINddcw/fff8+cOXOqeNbqdW1HMsC6dcNz4EA8unc3vWBNncPNbof0ZNi5FdJTwNvHzDfUvQ8EBTd8Ie9DMQz4fSbc0Qu+fg6GXgHTY+D8GxtubJcT5j8JX98IncLhsQ0Qdkrt7Wpi69uw+iHocgVc+LNZBLwuOIsg+kpw84F+P4NbLe0KHwLZIeiTaudCiBI+x4MheDKwyjkDJxkspCVn4UlIhbxBBrG04UDSyejKJUqzDuY+cuhAMDkVnq8irBiGG/tXIVOc0AX3ypixANzpgHcVY8wXL8pwEIS59JtfYYy1qfTGxVbRNZABlJNGOVW90D5cC3gewTvmDn5PgmM92P+sXqZS1gp9PgNnDux5/Miyh3LKM2Y84ObXYPtH9Wt7MCeNhofXgJc/fHAurP/q6Ps6FIsFzroKpu+Ay8bDok/gzj4Q+ePx91R5e8Ndj8LKfaanzGqFx8fCmV3gw1fNnGVNiMViwWvIEEI+/JCwtDRCf/gBj759KXj5ZVK6dyc1PJyCN97A8S+pLWmxWAg86SR6PPwwZy5axCW5uZy9bBk9J0zAWVxMzLPPsuL001kQGsq6a68lbsYMivfuRU3osTyu1CXK/3i8gEuAjyr+PhdYUFubeu+mPA4YLpfshYUqTUlR4c6dyt2wocrOx5KEBJXn5srlqGV3VDVkZGTopptuUteuXeXl5aU2bdro+uuvV0JCgjm2YeiZZ55Rq1at5O/vrzFjxuijjz4SoLyDcpskJCRoxIgR8vb2VqdOnfTJJ5/UOc+YYRhyFRTIER9fmY7CtnGj7Hv2yJmTc2JtVTYMqbBAitstbY2StkRJ8XvM3EJ1pEG+Nxt/P5A76YEh0pYVx97noWTtld4eau5qm3Wf5DzGXVab3zB3Tf52Vf36MlzSlsvNvFc5f9YuX7bI3D1Z+HLNIlqhZIWoRD8edi5LKxSpcGVrZeWxXCUqQmMUq0hJUoYyNFGTtEbmDmJDhu7WN/pUf2mWkhWuSHV2Jsg3K0/8LvnHSOPTpAdduerrSq3s90lt15VaV/l+sbZpjCKUp2JN1CT9qWUV/bv0te7SyooUGvsp1HZFKlyZ+v2w68jR3UpRNxk6PJ2H2alNSm8vZZ9X4zxVYfeT5u7K3HrmxHM5pMWXSp9YpH1z69f2UIqzD+y0nPe4mZ+uoYndID0w2PxtPTNSSt3b8GPUhGFIfy2VbrrI3H3Zx096/kEpMa7xdKgDjqQk5b/2mlIGD1YcKA6UMmSI8qdOlf2g/JP/NsoyMpT43XeKuu02LWzfXrPBTJ0RFqb1N96ofTNmqHhvI34fjhJO9NQWwKtAMhAPpAOlwDdHatMUxphhGHKWlqosPV1FsbHK27ixqvGVmKjyvLyjMr4agjvuuEOdOnU6pj4Mw5CrqEiOhIQT3wCTJJfLzBu0a5tpgG3bJKUmHdUW9WP63iTukCZdbN4obukiLfvO1K0hMQxpzWfSE/5m/rCN3x97f+smmobY0mvqaYgZUuwjFSkW3q1d3lUgZXSWMnrXmNjUkKEsXalU9ZJxUL6w/WzROK3RaBk68PvapsWK0BgVKF2StFS/6xk9pwIVSpLSVKAxitDvitE72qOzjJUKcSXJJ71A/CZ12iFdmShNMwoV4kpWsWF+Zl8oQeGKVGHFWH8pVmMUoXQV6FW9rp80u1KH3/S6fjokZYVLDq3UOYrV1MOuw6aVSlaIinWEfF1F00zDtWxxzTL7cZZIf3eT/u4slWfVKl4Fe7E0J1ya4SUl18GgPqIedumncaZB9vEI00BraJxOae670n8DpEu9pR9elRyNnPJh+2bpkVukbu5SV6v59+4djatDHbDv3av8qVOVMmRIpWGWes45KvzsM7kKCppavaPGMAwVbN+uvR99pLXXXqsFbdpUGme/9eypzQ8+qLTFi+UsreFhpwmpqzHWZGtLkp6WFCapC3A9sEzSTU2lz8EYDgf23FxK4uMpjI6mcPt2ypKScNlseIaE4Ne9O0GDBhF40kn4duyIZ4sWjVJ8e9u2bUyaNInFixfz22+/8fDDD/PFF18wfvz42hsfgiSM0lKcyck4oqNx7NyJKyvrQAzY/iXIli1PnLqWTgdkpJrxYMnx5rGwLtB3ALQLg8aKVyvKNWvt3dsftv0Fd0yFGTvhvBsaNiatKAM+uxx+uBM6DoEnt8Kph+80rDMuB6y4HTZNgT53wvDvzALRdSXxDUh6G8IeMGOXaqPwIXAlQYsvwFL9Z2NjKeVEEsBjWKi6fJ/PJvKJIowbsRxURjee9QQTRiBtcOFiI5voRc/KJcrNmIHl/enAXkppjw9gwXBawQUBQJoTulbUnUyoWKrsUxk3ZgYQB1ToU4iNUFqRxYEwiTAGUEgaBQfFjbnhTjDh5PJ3leB+AE/OxINBFPEuooadgn73g7UPFN4DRjWpMA7G6gv9fgR7uplaxKjH7kMPPxi5EAJ7wJLLIPWvurc9TA8PuPoDM7h/93J4c7C5uaQhsVrhigfNpcvTRsMXTx8oqdRYS1YnDYRpM2FVHNz2ICz8CS44ySyzFPV3kwb7H4xHt24EPfEE7aOi6LBvHy1eeQVXejo5d95JUps2ZI0ZQ+mSJaiRC6gfK/uXNLvddx+n//gjo9PSuCAmhoHvvYdfjx7ETZ/O6lGjWBASwt+jR7P3/fcp2rXr37WkWReL7Xi/aOJlSsPlkr2gQKVJSSrYvr3S85X3zz8q2rNHtszMEyJh3b59+3TuueeqRYsW8vDwUI8ePfTGG2/UK5Gqq6xMjpQUlUdHH0jIGhsrZ3b2iecB209ZmZQUL23dYHrC9u0ylycbIElkvb43Drv0y3vS1S2lUW7Su/dIeRnHrEO1bP1FeibULEezfNqxe9zKC80SOZ8gbXix/nOX+oXpEYu+zlyqrI2yuRXLk8/UKGKoXGk6Tek6XYbsh5wztFn3aI1Gy3mQx6xEuYrQjfqnwku1Tds1UZMUowNeiilarAn6WZI0Wms0ztiuEFeyPOLLxK/SkBipc6y0yShXiCtZCyoqAeTLrnBFaqYSJUn7lKUxitAGJehXLdALmixD5rwVKlMRGqNoLayid5rmKVLhKtLhiXdLtbDG5dhKyldJqRYp/8GaZQ4m9Uvzc4l9pG7yB1OSJv3QR5rhLSUsrF2+NhLWSy90Mr+zaz479v5qYs18aWxP0yP9xHnmUmZjk50pTZ0o9WthLmGOOkWa9YX5v+oEwzAM2dauVfb99yshOFhxoITQUGXdfbdKly79VyWWrQlnaanSFi/W5vHjtaRHj0qv2cL27bX+ppsU9/nnKomPbxLdqKNn7Pi7c+qApBXAikYbz+XCWVKCs6gIZ3ExrpISc4uwxYK7nx/e7dvjERiI1c+vadMzHELXrl1Zvnx5vdsZNhtGfj5Gbi4qLQXA4u+Pe6dOuAUHY/Goh3eksZCguNBMT1FYYAb2BoeYaSm8fRpflw1LYPqjkLQTTrkA7p4GXfs3/Fi2IvjlEVgbAe0Hwrhl0O4YC5WXpsPiiyFnCwz7DPocXpz7iGQvgJ13QvAFcNLM2nOzuTKg4C5wPxX8ay5wXUIELvYRwvdYqPodzCeKAjbRgwmVhb7B9IqB6IqZ1DiKDQQSSK+KZKxlONhBOiM5mXwcZGOnf0V7w2F6xjxckAZ0kfnvb1+FpyoIDzrgzY4Kz1hgxU7MAspoTWvs2CmggBa0IIBQgulIIv/Q76Bdni05E7CQw1/4UzX5rjcjcedkingbH67CQjUeZ88zwfd+KH0ffG4AzzOOPNftboWijabHMuBUaFuPxQXftnDZX7BoJPx2OZz3DfQ4hp25nU6DxzaaBcZ/uBPi18J/3wEvv6PvszrOuBSGjIRFn8K3L8L4IXDeGLj1FXNHZmMQEgpPvAIPTIS538AX78GE22HK4zDmHrj5PjOp9AmAxWLB6/TT8Tr9dFpOm0bpwoWU/vQTJd9+S/H06bi1bInvFVfge/XV+Awf3rR5IY8Sq48PbUeOpO3IkQwEivfuJevPP8latozM334j6ZtvAPDr1o3Q4cMJPf98Qs87D+82bZpW8YM4IYyx443hcOAsLjZfRUW4KgwSAKuvL56tWuEeGIh7QABuJ8qS3DEgw0DFxRgFBRj5+ahia7bF1xdrWJi59Hii/uBsZZCXYyZqdTjM1BSt20FIa2hso9EwYP1CmPUaxKyGDr3MrffhFx+f3Zn7VsG3t0BugpnEdeQL4H6Mn1P+LvNmW5YJI+dDp9G1tzmYgtWw7VrwH2Rm2K9t56QEBXeCUQQtvwZL9fq7yKaQN/BiON5cWLULRDyf4kUb2nJ5lXNxrCOYMFrQAQcO9hHHUE7HWmHYbCMFFwan0JE9mIlJrZg671+mdHOC3Q1chhst3dz+j73zjo6q2r/4507PlEx6QhJIKAESSui9FwEBkaIgPuy9PXwWLO+noqJiQ0URRURE6SJIRxQEpPdO6C1AQvqkTMmc3x9nUklIIUBwvb3WWYGZe869cye5d99v2ZtTwoVHvoxoLBxAKtV756cps6mDFFe+RAI+HqmLmrRgH4uxk4keSTh0+ONNE5JYTwSPFDl2BRUWnieFR8hmMUbuLPkcWt6HnN/keQzYWeo5zEe9T8C2Fw4/CqYYScrKC69AGPAnrBgIf9wDznSIfrT884vDHABPrJBK/avfh2NrYOQPUKdT5dcsCRot3PEM9BwF8z6EBZ/Chvlwx3Mw4jWw+Fbt/kqD0QT3Pg4jH5OCsdMnwlfvwdcfwO3D4P5noVWH69/NXU4oej2mIUMwDRmCOzubnFWryJw/n8z587F9/z2K1Ypx0CBMw4Zh6N0bVSmd/9Ud5rp1MdetS+3HHkMIQfqBAyT++SeJf/7J+blzOTVlCgDejRoR2KMHAd264d+hA4aQkJt2zP84MiaEwG23F5Avmw13To58U1HQmM0YatRAYzajNpv/EeQLQDidknx5Bp5In8piQR0cjGK13nwNsNLgckFasiRhWZnyxmixQmiA/HmjZTNcTlg7G+aNh9MHIDgSnv4K+j4C2utAYl0OWP4m/Dke/GrDs+ugTsdrX/fiJlg5EFDBwLUQ1Lpi820HYM8A0IdD7DLQWMqekz0V7EvA+zPQxpS6WQbjEWRi5e0r3kvmbzLYTxSvoqLgfGeRwiXiaM4QAM4TTy65RBCRv81OzmJER32CmM8FABxCh0Y4EW4FcmXpHDpP3ZhOzUkKdIyiMbOaRFJw4IsOIzrSySEIKQ2TQAINPBGvWjRnL4s4x27qUvB9+dOZk3yFnUvoKfrk7cVAMogig0/x4o4rbJ8AUFnA+jWkDJDK/JY3Sz2PcnstNJ4L21rB3sHQejvoAq8+pzD0Vrh9Bfw+DNY9BvZUaFZB2Ywix6OWIsQN+8CsB2FiF+gyGvqPA10VR7VNVnhgHPR/En78P1jwCaycCvf8FwY+DbobdM1TFOjUU44zJ+DHSTDnO1g8Bxq3gAefgwHDpXxGNRe3UcYAACAASURBVIHKywvjoEEYBw1C2O1kr15N1vz5ZC1cSOaPP6JYLBgHDsQ4ZAhevXqhslbS3eMmQ1EUrI0bY23cmHrPPYfIzSVl5858cnbqu+84PnEiICNnfh064N+hA34dOmBt3PiG1Uzf8mQsOz6elK1bcQYHkxEXJ1OOHpE4Ra1GYzaj9/dHY7GgNhpvvh5WFUEIgcjOlunHtDREpowCKFotKj8/VD4+qCyW6lN8XxxCQEY6pFyWnpFCyPRjjXDw8b/xUTCAnCxY9T3M/xgSTkNkYyna2nW4VCC/Hji/B36+H+L3QLtH4M5PpR/gtUAIOPwdbHgGzLXkjdZat2Jr5JyBPX1kJKzZStCVQ6fOdRzSR0txV2PpBf5ODpLJdEw8hLaQVhjIqNhpvsVAGMEMKPJe8RTlGc4AEEEtANwIdnOWWMJRo+I4mfigJQkVJrcKhAJuj4anCeJdUFunYWshC6RoTxPAIWx0wA9vDKSTjREjZswkFCriD6QuBrw5w84SyVgSfxPqIY55UFB7omNPYWc1Bm4r+SQZ+oPhHrCNA8Mw0DYq9XwC8vtp8ivs7AT774Jmq0BVgQcHrRH6LIQ190lbLEcqtH732iI69brCy3th8Rj4awIcXAr3TofIMlKvlUFgOLwwDQY/D1Nflir+i7+EB96DLnff2Ae6WnXgvx/Df8YWpDBfeECmMAePkgKzMbHVJloGMmJm7N8fY//+iG++IWfNGjLnzyfr11/JnDkT1Gr07drh1acPXn36oGvZsvreW8qAolbj17o1fq1b02DMGHLtdlJ37iR540aSNm4kYfXq/LSmxmzGt23bfHLm164dOp+r+O9ey3GJW6jboGXz5mL5Rx+RvHUrKdu2kbJ1Kznx8QBELF9OVK1aqE0mNEYjapMJtZdXtar5ula47XZEejru9HTcGRkyogQoJhMqqxWV1YpiNFbvz5yXhkxJkhEotQZ8/SQB8zLe8AvUoUOHiA4PgcVfwaLPIe0yxHSE4a9Cm9uv3/FkJsPyN+Dvr8HkDyO+g8Z3lD2vLLiyYcPTcGQahPeBnj+Dwb9iazguw87O4LgALdZd3XMyDyIXkrpKW5/AfaAu2XFAIEhiKA72EsxW1PgVeT+JDRzgBerzBiH0L/LeUt7GQSaDGQ/ADH7mMpd5nn8DcIwE3mQJT9OVDtTlIXZhQMVpdygnHXDkaCDug1DfH+JC4YdQuOCdzqdkcFYJRa8o2HDRi408SgQPE8FYlqBBzev0YyrTcODgSR7PP6b1fMtptnEPX6P2PNsKBNsYhhc1acJnJZwDJxdpgZYoAlhQ+jnNTYTEaNBEgf8GKfhaFi7+DAf/BSEPQPT3Ff/9defChqfg0LcQ8xR0mlg1/q1xf8CshyD1HHR/EfqNlZ6X1ws7f4fvXoITeyCqFfzrzetXXlAWhJApzB+/gj+XyPKLBo0lKRs0Uj6AVlMIlwv7pk1kr1xJ9sqVOHbsACFQ+flh6N07n5xpQkNv9qFWGYQQZJ06RdLGjSRv2kTSxo2k7dmTn22yREfj26YNvq1b49uqFdbYWNRXyTopirJDCNGqrP3eUpGxtN272dBb1peYo6II7N5dnpA2bbhkteIdU3pa5FaEcLkk8UpPR6SnIxzyCV7RalF5e8thtVbPAvzCsOdAarIc9hx5QbRYZUH+zUhD5sHlgIwUuK8NZNvkxfruV6BxFde3FIY7FzZNgaWvQ3YqdHoK+o4Fk1/Zc8tC+kn4fShc3gUt3oCWb1TcrzI3E/YOgJyTELuqfEQMIPMjcP4NPj+VSsQAcliBnXVYee8KIgZwnlnoCCKIPkWXJ7lIilIgOMNZGhaKrO3iLCoUmhKOG8EJMrmDGmwmF3WujrxsZHq2/BnvgrqKBreAM7iIQosZDRF4FSniv4i04wkmiB3sQiDyPTJr0YKj/MUlDhPq8cVUUPCnC/HMw0UmGooWsCtoMfMo6byNk/1oKaVBQx0o071poyDrSzD9u9Tzmo+QeyHrKJwaC8Z6EPl62XMKQ6WGzpNBZ4U9H8kasq7fV0wCpSTU7wlj9sGiF+HPD+HgEllLVquCqfPyokVvmLgD1vwMP74Bbw6EyCYw/BXoMlzKZdwoFE5hpiTBkrmwYAa8PwY+eAU69JDE7PZhsgatGkHRaDB07oyhc2d8332X3MREsn//neyVK8lZtYqsOdIjVdukiSRm/fph6Ny5+t+TrgJFUTDVro2pdm1q3XsvAM6MDFK2bcuPnl1csoQzP/wgt9dqsTZtim+rVvi2bo1fhw5YGjascFDkliJjhvBwOn7/Pb6tWqHzLVqgmXDo+niN32jkdz6mpiJsHq0htVrWfoWEoFgsKAZD9Y5+gbTuSU3x1IF5PofJDP61pD3Rzfxjddgh9RKkJUJ2OrQbBHe9DHXKSTwqi5Ob4JdnpLl3vW4w5HMIraJ9nlgAfz0EKNB3MUQMKHPKFXDZJBFL3wZNfgHfLuWbZ18NGf8Fw91gGFnqZm4ySOM1NERh4sEr3s/gEKlspzbPoCp2aTrKX8gUpUxxXSKBLLLy68XcCDZzkgYEY0bPCTLJxk1dYeQCuQQ41bg9ZCw5B6wqiHdCL0/h/0lyifJ0dDbEwjZSEQh88OKwR0ssiGAcOEgmBX8PkQylMWq0nGZ7PhkDCKAL55lJEn8V8dTMg4n7yOATMvgMv6tZ83rdCzkzIeM10PcDTf3St81D7Tch+xic+C9ofCH8qbLnFIaiQNvxoPeVPpbZl6DXPFlbdi0weMPwb6HpUJj9MHzWHnq8DH3fBM11qO1Sq6HXfdDtHlkDOvcDGH8v/DQW7n0Duo64saQM5APoqCflOHVMpjEXzJBpzLeegzv/JRsCoq/ztaiSUAcGYh45EvPIkQghcO7dmx81S//iC9I//hjF2xuvvn0xDhyIV79+qP0rGJmvhtBaLAT16EFQjx6AjJ5lnzlDyvbtMku3fTvnZs/m5DffAKAPDMS/UycCupTzGsqtRsaCgwnu3bvsDW8hiNxc3BkZiLQ0GQHL63z08kJdo4aMfFUziY1SIQTYMgrqwNxu0BsgJFymIq9H8XtFkG2TJMyWAihg8Qd/LYz56fruNyMBFr8CW6eBNRTumw3N766alEmuHTa9CAe+hMDW0GsOeNeu+DquDNjTH9L+hpifILCUTr/icB6ClGGgiQbrlKt+pjReI5fzBLLsCikLgNN8hwZvajC46C7I5gArqElzfJDpkCMcAaA+9QDYx3kuks5QpFfn1nwfSQtO0nA4NOAC3NKeMlIDF11Q23MJPFlIiLUxFlaQwCXs+GHChp0cnNREppPOcjafjGkxUJNmnGQLbRmFykPuvGmGFxHEM79EMqbCBzOPk8GnOBldenRMUeR5TWwCqf8C/79BKeNBRlFkijI3A+KelunNsMevPqekNZq/Cl4hsP4xWNQB+i0FS2TF1ikJ0X3glQOw8D+y43L/ousbJdNoodco6RO7caGUw/jwX/Dz2zePlAFE1oPn34LRb8K2DTDzW5g7FWZMgubtYMQj0G8oWK9PjdK1QlEUdLGx6GJjsb78Mm6bjezVq8levFjKZ8ydCyoV+g4dJDEbMABtdPStcS8rA4qiYIyIwBgRQdjQoYBUMbAdPUrShg1cXr+ey+vWkbh2bbnX/GdUs99CEELgzszEFR+P4/BhHLt34zp2jNykJBSDAU2tWuiaNEHXqBGasDBUZnP1/+W150hz7sP74GQcZKTJJ8B60VC/EQSF5BOxuLg43nrrLVJTU2/MsQkBtlSpD3b2MGSmg2+I1AgLibz29MvV4M6F9V/Bew1g+wzo8RK8ehhaDK8aIpZ2HBZ2lESsyWgYtKFyRMx+EXZ1g/SN0GgWhNxTvnm5iZDSHxQD+C4BlXepm2azjCxmYWE0Oq4sn8jgEMlsIJyRaDxK+Hk4zB/YsRFbSAriMEcIJRRv5D5XchAfvGhDJABbSKEWXqR4yFF6lhacyAEEqGQ3pT8qvFE4IQqTMbnmATII8BxLMpkEE4QOHWc8Cv95qEMHckjnAgXReQWFUIaRwQEyOFjiOTHzNApW0nm/1PMGgDoMrN+CcxvY3r36tnlQ6WSHpX9/OPIExF8l+nY1NHwQbl8FmfHwa1u4tLly6xSHlxXumQqPLYPsNJjQDhb8GzKTqmb9kqBSQach8NUu+O8voDNIUvZYDPz5M+Tmlr3G9YCiQJvO8NkM2BoPb0yQ19Axj0DrEHh8KCxfAHmqANUUKrMZ0513EjB1KjXj46mxZQvW119H2GykjBlDfKNGnK9Xj6TRo8levTq/7OafAkWlwtKgAZEPP0yrH36g74kT9Dl+vNzz/0fGbgCEw0FuYiLO48dx7NmD89AhcuPjwe1GHRyMtkEDdM2aoY2KQh0UhFJdJSjyIIQsxL8UD0cPwpH9kHBBdkPWqgPRsRAWIesfipGOuLg4xo4de/3JmNsNqYlSmiL+mKwPC6wJtZtCQPi163eVhZMb4ZNWMi1Zs6XsKrvjw2vvlMzD8XmwoAWkH5ddcB0mgLoSnynzMOxoD1lHoMlvEHx3+eaJHEgZDLkXwHcRaCJK3TSXRFL5D1qaYOHFErc5zVQ0eBPKXUVed2FnH0sJpTFBnihYJpmc5RwNPRITF0hjD+foRTQa1Dhws5NU2uLLUU/E63KOJzLmIWNWRZIxRVGojaZIZKweJnQo7Ccdf0+912UyUaGiJuH5XZx5CKcZWgycYGOR14O5HTVG4plf4mdWYcXCM+SwEgfbSz1/AHgNA6/7JBlzbLr6tvk70Mt0s38/OPwYxE8r37ziCOsOd24CrRl+6wx7PgHhrtxaxRHTT0bJ2j8G67+Ed+vBmk/AZa+a9UtCdSVlAD5+8PBoWH0AftsK9z4BO/6GJ4ZKYvbyI7Bxjby+VWMoKhX6Nm3wffttQnftIvzMGfy+/hptw4ZkTJ7Mpd69ORMQQMKQIaR/+SWOgwdvLeuicqJ4OdXV8D8ydh0g7HZyk5Jwnj6NY/9+HHv34jp9GmGzobJa0dSuLcO7MTFowsOlBEV1l9wQQmqAXTgHcQfkuBQvO61qhMsah9pR8mJyMz+LywlJ8XByr5SnUKmgRh1ZvOsbfP3TEZePS6mKzzuCLREemAtP/g4h0VWzvisH1j8Nq+8GnxgYthsiB5U9rySkboAdHcCdDc3/goByCsIKAamPeAr2p4OubembIkjlBdxk4MvXKFxJGGVUbH2JUbEjrCGHdJoViorFcRSBoCENAVjFITSo6OEp5t9LOjm4aYsvR4STIKHC5VZJMubhXBYh05RCQB00+Sr8AFpUNMDC/kKRscvIusda1OQil7BTQBY06AinOefYU8STUoOZIPqRwO84SCnx/Jh4FBWBpDOu1HOYD+8vZHNE6qiyvSvzoNJD4wXg1xsOPwwXppdvXnH4NoTB26DWANj8ovS0zL5cubWKw8sKd38tH1gi28si//ejYdfc6+v5WBope7AuzBoHyRfLXuN6QVEgtjW8+RlsPgczVkLvQbBkDtzTA9rXgnEvwYHd1cYX82rQ1KyJ9xNPELx0KbWSkghatAjT8OHYd+4k+dlniW/UiLM1apB4zz1kTJmC89ixfyQ5uxqqOQOo/hAew+3chAScJ07g2LsXx759uE6exJ2cjKLXow4PR9uoEdqmTdHWro3a37/UbpMHHniAVq1asXTpUmJiYjAajfTv35/k5GSOHTtG9+7dMZlMtGrVir179+bPy8rK4rnnniMkJASDwUDr1q1ZtWpVkbW7devGsGHDmDZtGrVr18ZsNjNq1Cjsdjtbt26lTZs2mM1munXrxpkzZwpqwM6fIWfPdl5++klqNm+FvmkLYkfez7JT56FeQwiUacjIyEhefPFFJkyYQHh4OL6+vowYMSI/CrZ27VoGDhwISGsnRVGIjIwE4K233iIgIOCK86EoCl9++WX+//P28cEHH1CjRg2sVisv/Oc/iGwby37+gUbRDbHUiuLOp18kxRQENaPB4nf9W9oT4iQJe68B7JoDPcfAa4eh2V1Vt++kvbCwPRycBE1flFY2ltIjUlc/3nmwu5fUp2q5Cbxbln9uxhjI+RnM74LX1SNpWcwhh2V48ypaD3kqjjOlRMVycbKPJYTQkBAKyOxhjmDBQg1CyMLBOuJoTx2sHvuiLaSgRqEFVuJwES48f2uFImNeArIEZLglGTtDLo5CF/9GWDiCDQsGFBSS8slYLQSCc5wvcqxhNCabVFKLvR7KMAQOLvJbiZ9dhRkLo7GzHjtlGHarrOAzA3JPQPrzV9+2MNQGaLIQfHvCoQfhYiVrJA1+cNsC6DgRzv0OvzS7NpPx4qjRCB5fBk+uAp0Zpg+XDzUnyxkJrCwKk7L/WwCh9WD6f2FUTXj3Ltj1x82NRGk00OU2aVS+4xJ8OVsKyX7/GdzeHHo3honj5APyLUBgVCYTxjvuIGDKFGqeOkXYiRP4f/cdXr16kfPXXyQ99hjno6I4FxFB4gMPYJs+HdfZs2UvfKujPAaW1WVcL6PwisCdmytyMzKEMz5eOOLiRM7OnfmG2/bdu4Xj2DHhunRJ5GZmVsjAOw/333+/CAwMFC1atBC//PKLmDFjhvDx8RFDhw4VLVu2FJMnTxbLli0TsbGxIjo6On8fI0eOFGazWXzxxRdi2bJlYvDgwUKj0Yj169fnr921a1cRFhYmunbtKhYvXiy++uorodPpxKOPPiqaNm0qfvrpJ/HrL7+ImuFhok/XLkLs3yWNufduF/17dBOBAQFi0sSJYuXKleLhhx8WarVa7Nq1K3/9iIgIUbNmTdG/f3+xdOlS8c033wiTySSefPJJIYQQaWlp4uOPPxaAWLBggdi0aZPYuXOnEEKIN998U/j7+19xPgAxceLEIvsICwsTgwcPFssX/ybefW2MAMTo++8RLRo1FL9M/Vr8NO174ePjIx5//PEyz/c1/95cOCDEjyOFGK0S4kUvIRY8L0Rq/LWtWRyOTCE2jxHiG7UQPwQKcWrxta13+lMh/lCE2N5RCMflis3N+EgagKc+VabZuFOcEedFpEgQA4RblGxCny4Oib9EG3FKTL3ivUNitZgqRopzYm+hNZ1irHhXLBALhRBCLBf7xUgxVZwQifnbjBI7xONit3C73SIi97wYmZMiOCAEvwnBp0IwW4hH4oTggBCHc4SY7c4U/rnnxFF3gWHySnFJtBF/iYMiXTwrZouvxV9CCCGyRJZ4Tfyf+FOsKfY5LompYqQ4IFZe8Tl2iyfFZnFHqefALbLFBdFEXBJ98o3Ir4q0V+R3kP1r2dsWhitTiJ09hPhDJcSFmRWbWxyJO4WYWU+Ib1RCbH9biNySP1ulkeuSZuP/FyLEvxFi2t1CJB6v2n1cDWePCPHtC0Lc5S8NyR+sJ8S8j4RITSx77o1C8mUhZnwtxNBO0qy8FkJ0iBTi/54RYu0KIXJybvYRVhhut1vYDx0SaZMmiUvDhonT/v7iJIiTIM7WrSsSRo0SaZMmiZxdu4Tb6bzZh1sucCsZhV8vKGNvfuG7eLPiTyrJycls2rSJunWlavrevXv56KOPmD59Ovfdd59cVwj69+/P4cOHAZg1axbTpk3j/vvvB6BPnz40bdqUd955h5UrV+avbbPZWLRoEVaPtcXatWuZMmUKfy1cQJfG0ZCVSfx99/L0ex+SpdFiDI/gjy3bWPrnWtauXUvXrl0BuO2224iLi2PcuHHMmzcvf32tVsvChQvRaOSv1sGDB5k9ezaTJk3C29ubBg1kKql58+b5UbGKwqDTMW/CONT2TPrWH8aipcuY+NNcjh4+RO160jB6z8FDTJ8+ncmTJ1dqH2Uifh+sehf2zJPq5d1fkMNSxcazZ1fB+icg4yQ0eAjafSQjFJWByIWjL8C5zyFwKMTMAHUF7GmyfoSMl8Bwl0yZXSXiJ3CTwrOAG1++KtkUm4KoWBhFI2xuXOxlMYHULSIZcZoz2LHnWxL9wRGiCKI2MqqajIMj2HiCSC7gxobA4vJc5gpFxtSerORFjyUSwAlyqefp8ozxKPEfxUYA5vw0pRdeBBF4RRG/hSDMBHKBA8QUU9UP4y4O8gpJbCCArlecAwUDFl4ilefJYSVe9C3ttHp2NhbsK6UZu7YdqMvpp6c2QtPfZNfswX/JLsvy1ggWR0BzGLoT1j8J29+A+LXQ4ycw1ajcesWhUkO7h6H5cPjzY1jzEexbCF2ehd6vg/E6e0+G14dHP4b734UNv8DSyVJEdvrr0GkY9H8CGnW6uSr6vv7wryfkuHge/lwKfyyBOVNh+peyZrdzb+gxAHr0l41U1RyKoqBr2BBdw4Z4P/kkwu3GuW8f2WvWkLN2LdkrV5I5Y4bc1mRC36YN+vbt5WjXDnUJ2ZVbBf9LU1ZDREZG5hMxgHr1ZOFyD4/GSeHXzp8/z7Zt2xBCcNddBWkelUrFXXfdxYYNG4qs3apVK6wmk9T/OnOCej4WdFotnSLCZCg+IJh6bdoDEK/Wg9WX1WvWEBISQseOHXG5XPmjZ8+ebN9etPC4e/fu+UQMICYmhoSEBJxOZ+VPiBBSluLiKXA56NayKWq3E/xqQGRj6sU0JjIyMp+I5Z2fxMREHFXdsRO/F74fCh82hUPLpaH3G6dkcX5VErHsRPhzFCzrI70HB66BblMrT8Rys2D/cEnEaj4vO+0qQsRylkDaQ9LqyGdGmWrwmXyLgw1YeQ+Nx66oOGwcIYl1hDHiilqx4/yNjUSaMThfYBVkilKDhnrUJYUs4knN76AE2OaRtGiLL3Ee5qVxFkpTuuRFz+35dbzgkmlKoEjdmL+nti0NF/6Y8skYQE1qcpZzuCmaugqlERc4eMXr/nRGR1CphfwARkagpjbpvI+gjJSYopPium4bpD1csWJ6tQmaLgFrRzg4EhJKP6YyobNAjxlSFDZhE8yPhTMrKr9eSdCbod9b8FoctLwX1n4qi/zXfgbOG9BdqDNISYxP1sPk/dDvcdiyBF7sAo83hoVfyG7tm42QMGlWPvU32JME05bCkPtg3w5PV2YNuKMNfP62TGfeIlBUKimdMXo0wQsXUvPiRcKOHyfgp58wP/AA7rQ00saPJ2HgQM4GBnKufn0S779f1p0dPXpL1Z39j4xVQ/gU877S6XRXvJ73Wk5ODhcuXMBsNmM0GovMCw4OJisrC7vdLi04nE58tBo4tAfOngRbOjqTGYvFgqpRc4iKgRrh6Dy6NjmeVurLly9z8eJFtFptkfHWW29xtlguv6RjF0LIY6go8rqaUi5KWQpbMigqfEJryYL8gDDQGdDpdKXut8rIWEIcTB8BH8ZKa5c+b0gS1n8cmKvwaUwIODId5jSE43Ogxf/BsD0Q2q3ya+ackfZGiQug3qcQ9WnFLG6yF0DKENA2A99fQbl6t28Oa0njLQz0xUjJIrBunMTxHhqshDG8yHsuHOxiAf5EEk6zQq+72Ms+6lIHHToOeozAoyl44l9BAn5oaYCZvR4y5rRrJLVyy2FQZHMtlC5vYUCFFoVUnARiJplMXB6SFEkE2WRzgaIF3qE0xkEWiRwt8rqChlCGkcpW0in5RqigxZvXcHEAG+WI5mpjwPsjsC+TgrsVgcYMsUvBux0cGAHnv63Y/MJQFCl/MWQ7GINheT/Y+B+pf1eV8AmDkd/Di7sgvAUsfB7GRcGm7zzO7zcAkY3gqS9gZjw8PxUMJpj8b7g3FCY8Akd33JjjKAsGL+hxO4ybBBtPw4o98NI4aT034S1ZY9YjGsa/Cru3VvvOzMJQFAVtnTqY770X/y+/JHTHDmqlpRGydi0+77+PNjqa7OXLZd1Z/fqcCw8nceRIMr79FmdcXLUmZ//oNGXhFKEQAmG3I2w23DYbwmZD5Om2KIr0d7RYZGejyXRLmaDWqFEDm81GVlZWASETgkvnzmL08kJ/5jhkZ4EjB9xGCAgGbx8Zxrb6ygvqVRTx/fz8CAsLY+HChdftMxgMBkmchICsdEhPIuX86YINgiNkIb5aIzXLblR64Nwu+PMj2D0XNAbo/Zr01rseaZK047D+cTj/BwR3gK5TwPcaLb5SN8C+obJjsulvEFBBZf6sHyHtQdC2Bb9loLq6NIeTAyTzABrqe7onS/6eTvE1Ng4Tw4dXRMUOsBwbl+nMY0Xm72M/Nmy096jw7+M8ZvREIBW+T5DJRpJ5lAjUKKwXdqLRcNauxkdAggDcoFMgxyl/XvLIW9QVGo4ViowpKPigJQ0nzfEhF8El0gnDh/pEoaBwmCOEUeDJF04sarScYhvBxQzQQxnGeWZxikk05asSz4kXd5LNr6TzLga6oqUMc3Dj09ILNPN9UEeAqQLCrhoLxK6AA3fDkcch8wDU+wRUlbwl+MbA4K2w+SXYNwHi/4Ses8C3irqI8xAWC0/9Lh+Ilr4Ocx6FP8ZDv7dlSvNGdHIbTNDnITmO7pApzDUzYeVUqN9apjC7jgCDsey1rjcURXa6RzeFZ16DhIuw/BdY+St88xFM+kBG1XoPgr6DoW3Xm+uOUgmoTCYMXbti8JTQCCFwHjlCztq12P/6S5qez5oFgDokBEO3bhi6dUPftSvaBg2qjY7nP5aMCbcbkZWVT7zcNlu+sTZqNSqzGZW/vxRVNZmqv7TEVdC6dWsURWH+nDncN3gQZKQh0lOZP2cOnZrFyihIcCh4maQXZAWNaXv27Mknn3yC2WymYcOSO+LKi8IRvcIIDw4kIyOD85t+JyxAkq5VOz1RBN8QsAZe034rBCHg8EpY87G86Ost0HW0tG6xBFX9/nKdsO9T2P6W1ArrNAliHr82g2Yh4PzXcHQ0GCKh6VowVfDGmPkVpD8jU5O+C0FlvurmucRzmREoWAhgNipKJm7JbOYcP1ODoVfUUGWTxh5+oxYtqVGIjAgEG9hIEEHUoy4CwT7O04RQVB7CNovz6FExjFDsQrAZB6MwMtcOJheo3dKeUgukOSHEo8IPUA8NHfbCFgAAIABJREFUGykaRbWiJQ0XYR6yd55UwvDBjJmahHOYw/Ske/72OoyE0YRTbKUN9xYhkhpM1OIBjjOBFLbiS5srzoskgBNIoDPJPEEQv6NwFTNtRQHvLyH3LKQ/JWUvDOWUJwEZIWu6GI69BGcnSK25RrNBW0nFd40XdPoSavaFtQ/CLy2kin/sy/JBpipRvydE9YADSyQpmzFSqvn3fxcaDbxxD2tRLWH0FHjkI/hjBiz9GiY8DFNegF73S2JW89qumVWKoBC4/2k5UpNlndmKX2HeNKn87+0DPQfAbXdCt77VziuzPChcd8YTTyCEwBUXR85ff5Gzdi05a9eSOXs2AKrgYEnOunRB364duiZNbpqv5j+CjAm3G+F0kpuUhMjMxJ2VhcjKyg+/Kno9KqtVEi+z+dbwdiwv7Hai/X24Z0B/nnn2WTKOHqJuRARTFi7m8KnTfD3lOyk/AZV+auzduzd9+vShd+/ejBkzhkaNGpGens7u3bvJycnh/ffLUBAvhLwC/m+++YYRw4ZhxEGT8CD6RkfgZdDz0Gvv8MLzozkZn8Dkb6fKSTfqu3I5YOcsScIu7JfWRXd8KAUpva7Rl680XNwIG56CpD0QORg6TQRT2LWtab8Ihx+BpKVS8DNmZsVvsLb3PX6Ig8B3tlTZvwrcZHCZexBkEMgS1IUiRoXhIJkjjMVIHerw3BXv72UxuThoTVEXgBOc5CIXGcwgFBTOkEwq2TRBnqskHCznEgMJwQctf2MnG0F79Ix3Qj0n+UbhGjxkTF2IjCka5olsMoUbk4cE+6AlFSc1kN/9eQpqg6JpyEp+J5U0fCj43YigDWfYyWVOEEhB3SdADYZwjlmcZBI+tC4xaqjGH18mksRw0ngXH8pQ3Fc04DMHkrpC6t3g/xdoKyBToqhl2trUCI48CTvayZoyY73yr1EcEQNg2F7YOBq2vwlx06HD55XzS70aFAUaD4SY/jJyvfwN+G4Q1GoDA96ThO1GwewDg56FO56BfetktGzJJFj4OcR2h/5PQoc7pTVTdYGPnzQoHzJKZk7W/w6rFsLvv0nPTL1BNgD0HiR/hpVc+1ndoSgK2gYN0DZogOWxxyQ5O3ZMEjMPQcszPFe8vNC1bIm+XTs52rZFE16x4EVlccuRMSEErlOncGzfjn3bNvlzxw5y58zB5XCASoViNKIODJSpR7MZRXeTPRGrCkJI66HMDIj31GrFn4GLEUx59y3GfB7A29/9QGpaGk2aNGHJkiV06tbtmnerKAoLFizgvffe47PPPuPMmTP4+fnRrFkznn322QqtFVGzJh+Pe5svJk1m4sSJhIcEcWrjHwQ0bMov8+bx4phXuPOeUbRs2ZKZM2cSE3ONabryIDsNNn4D6z6HtHio0Vh65bW45/op9V/eBdv+C2eWgTFU6jfVHlz2vLKQ8ItMO+VmQtTnEP5MxSJsQkgSlvmBNP32+aFML0SBk2QexMVh/Jldqs+iQBDHO7iw0ZSJqItFfbJJ4zB/UJeOWCnalfc3GzFhIhZpoLzPo+eVR8bmEY8LwT2e/68XdlRADadelorZIa8kTC0kGaujgdOecqO8LsoTuGjiKd73QctRbBjQEoC5RDJ2mCO0KxTlqkULVKg5xZYryJgKHRE8ShzvcJk1BNKDkmCgJyYeIZPJGLgNA2WYDavM4LcEktpB8gDw3wSayKvPKY7Qh8ErCvYPge1toPF88Cv5+MoFUw3oPQfOPQZ/PwsrBkrB2A6fgbVu2fMrApUKWoyA2GGwbTqsGAuTekFUd7h9HNRuX7X7uxoUBZp2lSPlEqz8HpZ9A+/dLSP83UbIbszo9jdXHLs4vIxw2yA5XC7plbnyV0nOVi+W29SOgo69oFMv6NBdlrjcglAUBW1UFNqoKCyPPio5xenTOLZswb55M/YtW0j/4gv4+GMA1GFh+cRM364dupYtURmrPgWtVOeCtuKItVrFYq0Wd5LHv0ynQxcbi75VKy4++CDRjRqheHn9c6JehclXpk3+zOtK1GjAZJFpR4u1euf5XU7ITIPMVFkP5nZLkuPtJ8269RXo6qvS43JwaM92ouf2BXuGfJLu/iI07HP9onEph6QUwIn5oPeFZmOg0TOgvcZ0gDMVjj4HF2eApaWUrahoWlK4If05yPoKjI+D96QyiZxU2B9NFj/jw+eYuLfUbc8zm+NMoC4vElZM4BVgGzPZzzKG8CHWQpG1RC7zGV/Qg+75acH3WUEqWYxnCNnkcgdbaIaVjzypzf7uRJwInskMYtBZCI+HcyeBC1CzPggj3N4KFmXAxQawXzjpJhL4TvHlTkVeaD/kKKtJZBUd+JBVpJLFex4nAIFgAl/ghy8PcF+Rz7GKD0klnruYcEX0S5DLDu5F4KYVM1FKeR52k0UiPXFjI5h1qCjHjc95EJI6gKqGjJCpK5FSzz4BewdCVhzU/7LiBuMlIdcB+7+AHWNlG2vsy9DsFSkJcz3gzIGN38Lv48CWICNnPV6Cul1ujhRFbi5sXwHLv4UdK8DpAP9Q6DgUOg+DmI43x6i8PBBC2t39/QdsWA2b10onFkWBJi0lMevYC1p1BEMVp6JvIoTdjmPPHux5BG3zZlwnTsg31Wq00dHomjcvGM2aofYpOfugKMoOIcSVhrzFcGtFxlwujHfdha5VK/StW6Nr3DjfxzHh0KHrwlZvKPI8H/OIV2ZGQZ2bRgtmC5jMkoTpDTdX4+ZqEALs2ZJ8ZaZBTqZ8XaOT5MviC16Wm3P8QkBOOmRehuxU+e9GAyQJq9ni+u03/YS8GR39CTRGaPEGNP0P6Ksg/Zn8h1RWd8RD5JsQ+bqUw6gIhEvKJGT/CKaXwDK+XN9PBp+Qxc9YePGqRMxGHCf4Ej86E8qwK97PJp1DrKY27YsQMYCNbEKDhra0BsCOiyNcopdH0X8pl0jHxUhkOsEm3OzAwTOYOeopA0u3kZ+mJLegZiwxF3IF1PHooBUu4reiJR0XuQjC8OEgF3DjRoUKBYVoGrCJLeSQg6FQlC+SNmxgCkmcIoCixu0KaiJ5goOMIYFVBFNyjZcKI75MJpE+pPIivnxXajNEPrQx4PsbJPeF5N7gvwZUFZRC8aojHRkO3CMNxjMPyA7cyhb2g6yDjH0R6o2UVko734GjM6D9BGnlVdXXAa0Buj4H7R6CdROlRtmX3WTEu9PT0OpfUjLjRkGthrb95chMh61LYP18WDEFfpsobdo6DpERsyZdZJNSdYGiQMMmcjw8WgYDdm+Fv1dLcvbtx7IJQG+A1p2gY0/ZBNC4BVR3j+WrQNHrpYZZmzbgyf7kJiZKcrZlC45du8hZvTpf8wyQNoeFCVrz5qhrlF93rxp962VDGx1NwHff3ezDqDq4XJCdKZ80smzyZ56cg1YnI1555Eunr77kC2S0Kyu9IALm8kTwDCb5FGj2AZ3XzfsMzhzITIKsJFkbplKDOQh8dHDfzOu338zzsOMdODJV1vc0+Y+MhnlVgRxGbjYcf1VqhxnrQ8uN4H1lYXiZcKdB6giwrwDzO2B+vVzfUxZzyOADvBiOhTGlHybZHOK/aLHSgP+WSCoOsBwXjiIelCBNwXexm1iaYvZ0XR7hIk5yaUoYuQhmcY5GWGiGNwCbceACOit6ZtrBXw1JdvLJmDsXMlwQpJZqF4m5EKJRES7UHBMu8g7PBy0CyMBFGD44yeUyNoI8+4mmIRvYyFGO0aRQarYWLVGYyim2XkHGAPzpion6nGYqQdxWanRMRyzevEo672DgNozFJEBKhL4L+C2E5IGQ3Af8VksbpYpA4y07b4+9DGc/9RT2z6l8YX8eTKHQcyZEPwYbnoFVg2Wxf8cvwBpV9vyKQm+G3q9C13/Dztmw4UuY9yQsHgOt74dOT0HwDS6uN3lD95FyZGXAtmWSmP3+Ayz5GqwB0GGwJGax3atXjRnIDEzrjnKMflPa5W1ZV0DOxr8qt9MbpLdm607QqhO0bH/LpjXzoA4MxDhgAMYBBbWPuZcuYd+1C0ehkbVgQcGcfyoZu+XhdIAtHWw2Sb7shToKDV7yl9VolhEw3S3wVOFySuJlS4XsDEnIVCoweoPJB0zWm3sxcbshO0Uadttt8iZrsIJPOBh85LFeLKfhckWRkwS73oMDX8n0X8PHoMXr8oZUFUjfDgfvg6xDsi6s7nipsF5RuOIgeRDkHgPrt2B8tFzTclhHCv9GT2d8S0jHFcZxJpDNGZowES1X3tBzyOAgq6hNW3wo2rywlW04cdKRDvmv7eU8WtQ0IIT1JHGOHJ6kdv4xrBN29EAb9LzlgEgNJEE+Gct1AXrw9hzyRZeMktVDw/FCkTEfTx1ZKk7CPMd9jtR8MlaTmhgxcojDRciYAQs1iOEUW2nJ3VecGwWFCB7hIC9ziZWE0L/Uc2fmGXJYTSovo6UlWspRWK+/DXznS2245NvBbzmovMueV+Qg1RD1CZhiCgr7mywCU4Oy55aF0G4wdJf829j+BsxtLCNnzV+79nR9SdAZZZSs7YNwajNs+Ao2Tob1E6F+L9kpHd3vxtdwGS3QdbgcOZkylbl+vpTJWD5FPsC26ieJWet+N6+c42owW6BnfzkAEi/B9r89Y4OUz/jK0+DVoLEnetYLOva45ckZgDo4GGPfvhj7FrhmuNPTcezZg2PXLlzx8TB+fLnW+h8Zu55wOiXpsqXLJ4g88qXWgMkEPv7yp5ep+tYMFIfT4SFgKZKACWQUzztAki8vy80vTHXZJQHLvCzvvFq9FI00+l+/gvw8ODLkTWb3B+DMgKhR0PJN8L4yQlIpuB1wahycHge6EGi2Cvx6V26t7F+khpiilxEU/ZVWPSXBzt8kMwoNUfjxAwqln9ML/MZFFlGT+/H1pBmLYwszyMVJM4o2MNiwsZ6/aUB9gpH1Ty7cbOIEjaiBHg0/cpYwDHTz2CHZheAXsuiMHh0Ku3Ogux52yMkgCjL/ebf9C05oZpBkbDZZCCFQFAVfDxlLwkE0PijAaZJp4XEUUKOmIQ04wEEcONAVOg91aM8GpnCBA0XsnPLgTxfMNOQUkwmkO2pKJtIKak+6sjvJ3EcgK0uVDCkCw0DwmQWp90BSN0nI1JVwiMgv7B8K21tDw+8qb6FUGGotNB0N9UbA5pflg8uRadBqLDR48NrSoqVBUWQxf+32cOcnUjB242SYMgBCYqDbC9DqXtDchAdhgwk6DZXDng07VsKmRTKluXYWeJmh/Z2SuLW4TV5zqyMCg6HfEDlAdmnu3iobArZvgIU/w0+T5T0ito2sOWvfXUbODNWQbFYCKm9vDJ07Y+jcWb7wPzJ2gyEEOBwy9JxpkyOPfKlUMtXoFwBmb/lLV51TjsXhyJHRL1tKQf2XzgC+NcDsK5/YbvbnEUIW4dsSZC0YyOiXJUjqhF3v48tJlkXK+78AewrUuh3ajge/kjsLK4W0zXDkKbDtgpD7ZLdkZVJHwgUZr0DmJ6BtI6Mo6prlmprDnyRxHxoiCGAeKkpPgaVzgGN8iA9tiOSxErc5xTaO8zfNGYovRVvIV7AKFy5uL+TVuJ1TpJJNL6K5jJ0DZPAUkWg80ad5ZHEJN5MUM7tzINUNNfN6lJyAS6YpAbw8wuOXPP+vr2iwCcEF3ISiJgh5U07ETkt8CMOHoyQUOcbmNGMnuzjE4fxOT4A6dGAHc9nL4hLJmIJCXV5gD49yhmnU5ulSz6OGMPyYymWGkcLj+DGjVK/PIvAaBooJUodBUkfwWwmaSnQy+naB1jth/zA4MBwS5kGDr0BXBZp7xhDo8aPU1dv8Mqx7DPZ+Am3eh8g7r9/frSUYbnsder4Mu+ZKYefZD8Oy16HDkzKS5nNjJA2ugN5LymB0uFM+TO5ZC3/Nhr8XwJ8/yWtuh8GyMzO2e/WqMSsOLyO07yYHFNScrV8F61bCV+/BxHdBp4MW7aFdN0nOmrX9RzUElAfV+Fus5ihcbJ9VrNNRrZa1Xr4B8qeX8eZHiyoCITwELEUOe7Z83WCUFkR59V/VAY5sWQeWlSxrwdQasISAOfDGPOFmXoC9n8KhyeC0yYLk5q9BUCVqt0pDzhk4/gpcmgW6GtDkVwi8s+x5JSH3IqQOB8c6MD4F3p+WaW+Uh2yWk8zDaKmPP/NRU3rdm4MkDjIGHQFE826JdVHZpLOR7/GnNrHcUeS905xmF7vpSmcCCu1nFYcIwkIsYawgEYB2yCJ1txB8KWw0QUsX9HzieW6w5FUDeMhYXlmmzkPS8rTGGngiYUdwEoqaQE+kK9EjBhtFEFs4hRuRLzQbSQQ++LCTXUXImAYdMfRlB3O4zMkSa8esNCWY/pxjJsEMxFiKhyeAns5YeY80xpDO+1gppwWSoR/4/QHJ/T2EbDlom5dvbpF1akKLDXDmIzg5FlLXyG7LoOFVQ5hCOsKgDXBqEWx9FVYNgeD20PZDqNHp2tcvDWqtjIa1HAlxq6Up+Yo3YeVYiLkd2j8K0bffPMKj1kCLXnI8Mwl2/g7r5sCGebDqeymG3XkYdBkOjTpWb2IGRWvO/jMWMtJh63rZpblpDXzxDnw2VtactWgviVn7bpKc/VMkqkpBNf/mqhFcLhlyzfYU22faChXbayXpMnq6HW+1yBfIJ7CsdBnZy0oHp8dbzssMgTUlAdNWkzo2l0OSr6xkcGQV1IJZw8DL98YQ34xTsPsjWZjvdkLdEVJtvCojYS4bnBkPZ6TeDZH/B7VelsrplYFjPaTcLQv2rTPA+K9yT81mEck8jpamBDAXVQm1X3lw4+IQr+MinWZ8h7aE6JlAsInvcZBFP15HVehSlEsuv7EUK1a6FVLoP0USR7jEvbRBhYqtpOCLlihPwnEFORzDxRTFF0VR+DMLGujgciqY1WBzA66CNKXLBRZVYTImj+EwLroDJjSYUZOA/FuIIog1xBFPKuEeqQkVKprTjLX8RRppWAt91ob0ZC+L2McSulOyHl9tnuYyaznOJzTms6vW3pl4CCf7sfEZWmIwMqTUbYtA1w78N8iC/qSu4LsI9N3LnlccKi1EvgYBg+DwQ7Lj8tIcaPA16EPKnl8WFAVq3ynFYY9Mk4Kxv3WGiDug7fvXbg1W1r4b9Jbj8nHYPBW2TpMK/9ZQaPMgtHsY/Kuo3KAy0OoKujLt2bLG7K/ZBcX/Zh+Zwmx9O7TqK7s0qzss3kVrztJSYdt62LhGkrMJb8KnQt5TW3aQBK15O2jeVmaa/kH4HxkrCe5cyM6W3Y3ZnlHY6FpvKCi2N1kkY7/VyJfbDTk2DwFLh5ws+bpKLUmlb7D8477eNVblhTtXFuNnJoM9Xdaq6UzgWxOMfvIJ90Yg5bCsBzv2M6BA/Qdkd2RVClkKN1yYDideB8cFCB4Jdd8HQyUVsIWAzAmQ8TKo60DAKtA2Kff0LOaSwjPoaIM/s8qsWTrJF6SxiwaMxUz9Erc5wSZOsY1WjLgiPbmV7VzkIvcwvEgd1u8cQoearkQhEGwllVb4oEJBCMEXIoNI1AzEC6eA9VkwygrHzoG/BmxQhIxluIpaIgUoavyFiiPCmd9RGYS+EBmTN7djJOaTMZCpyjWsZTd76FpIoFWPiYb0ZD/LSOduvLny5qjDn0ge4zgTSGLdFfZQhSHtksbj4iip/BsNddERW+r2RaCNhoC/PbIXfcFnJngNLd/c4jA3ghZ/Swulk/8HW2JkyjzkX1VzHVRpIPpRqHcv7PsM9oyHeU1kLVnLt8B8ndOHAXWlgn+/sXBgKWyeAqvfk6N+bxkta3zHzb026r2g42A5sm2SmG1bBtuWw7q5cpuolh5i1g8atLk16pKtPtBroBwgLZu2rJPEbMs6mdbMMzaPrOchZu2gRTto2LR6622Wgf+RMbdbphvzo16Z8qkjr85Eq5UF9r4B8qeXUQqu3moQwpPS85CvbJv87IpSID9h9Jb/ri7EUrghJ0OmIbNTPWKxevCuIYvxtTewpuDyLllkfOIX6bPX6Blo+kLV3xhS1sGx5yFjJ3i3hSYLwNqu8uu506V+WM580A8Gn2kVkjrIZDqpvIiezvgxAxVX73a7xHLOM4cwRhBcqNarMLJIYRM/EEg9GhfrJLRhYzV/UI+6NCKm0Ot2NnKcjtTFhJ5jZJKEg7YeUrQJB9tx8qFiRaMobM6SkbDuJvg9E7zzgqW5BdUE6cX8KQHqoyGuUEelJGMyTVkDb8zoieMS3QqRTH/8iKAWe9hXhIwBNKIfB1jJfpbRgQdLPB+hDOMCv3GcCfjS9gpngsJQ0OHHNBLpTTKjCGQ1aspZu6WuCf7rpUp/6l3g/rpi5uKFodJAxEsQcIeMkh26DxLmQMNvQH+Ndl550BqhxWtSCmPXONkYc/RnaPJvKRqrv0apjbKg1kLTO+VIOQObv4ct38MPd8kyiDYPQNuHIbgKOkyvBV5mmarsPExeI0/sKSBms8fBzHfA4gct+0hy1rIP+NxAr99rgY8f9LlTDpAZqX07YPcW2LlZymn8+pN8T2+QQrR5BK1pKwiPqD73szJwC7KKSkIIeRXOyZZRoDwC5sgpIF5qDRiN0izV6CFe1bVrpSy43WDPkqQrxyZ/5v4/e+cdHkXVvv/PbLKb7KYnJCGhQ+i9KoJ0kaKiiEixgwW72FFffS2g2BAEBQTsShFsiPQOSi8JoUNISCCk92TL8/vjzCYbSIWE8v6+93Wda8nOmTNnh5k59zzlfvRFxuTJ5G8X0aXrDfTqP/DqemOy2yAvXZUoyktXFjGDmyJfXkHKGna5bi5rNhxfCAfnwJlNYPJT8WCtnwFzFT/Mco7BsZfg3GLwqAMtfoDQkZf2W61RkHqnkq3w+RC8nq/UeFnMJJ3X8KAfQcxDo+w4wSwOcYRJ+NGBBqW45QRhM19hx0oPHsNAcZfyOjZQQAG3MKiYy249hynATn+doG0jFYAuOhmbJpnUwMBInSyu1Q29N3rCyWzo5IkSFbMXBfBn2qCmBfa7KMw0xcgSl4zKEJ34gbJMRRDCET1WzRUtaM4ylpNKGgEuLlwLAUTQnSOspz1DMZfgstVwJ4IX2Mc4YvmO+pQtL+JGMIF8RxKDSOFBarAYjQqGEBgCIWiVcldnPAaOs+D9xsVfZ15NocMGiJsGxybAvy2VSGzYg1V3n5prwA2fQqunlRTGnslw4AtoOgZaPQm+DavmOGUhoC4MfAtufgMOLoets2HdJyrwP7wttBsGbe6EmpWselHVMBggor1qI1+DzBQVZ7b9L2U9W/eT+n9p2E6VbGrVQwnN+gZd2XlXFF7ecH1P1UCt6/GxsPsfRc72/Avffg6zP1bbff2hRTto2R5a6p+Nml2VFrT/TTLmsENengvpylWfdpdXYJNJBaT7BSh/tNnr2nQ3OmGzqkxHJ/nKy1YXKqhYL6fshMUXjCYmz5jFkwYTvQZWcfHei4E1T1m+ctOgIEuRYzd3Ff9l9gezb+XqK14KRODcDkXAjv6o5Cn8mqhA4uaPVI1iviusaRAzEWI/UzE5Dd6BuuMvTjPMCbFC9oeQ+TYY/FUAdwVlK5zI5DNdbPQWAplVpnwFgJU0ongZd/xoznvFYsBccYQNxLKH67j3gvqTqaSxje10oD3BFJFdBw5WEk0zalJXD9b/l1TqYyYUD6LFykryeVXzwazfv2uyoZUH5FvBJuDhQJEx0T+BTN0yttLlsdBUcyddhLM4qKkH8SdTgA0H7hhoTDB7iCWLfLxdCFBTmrKM5RzicLFalQCtGcxh1nOA5XSkZFkIfzoQTH9i+ZZQBmGmbOuSidb4M41UxpLGy/iXo/VWDJoFApZA+sOQ9abSmvObCYaL1PjS3KDOsxB0Cxwco1riAmg26+Jd6yXBtwH0+U5ZpPd+CFHTlBuz/hBo/SyEXYZyRwY3FdjfYhCkJ8Cun2DfL/DXG6rVbKFqZLYdphT/r/R64hNYpGXmcMDRXcpitm+tKma+ZIrqV78VtO6ptx7XRrwZqPNbq65qt+j3VkEBRO+FyF0QtRsO7IEfvlQcAFRlgCatFDFzErXmbRTRu4K49slYWgrs2wEevnDyqDrhBS7xXQZDkaCqpxnMZuVvvxZdja4oDLjXXY4F+uu9poGHBfxDlPna07vahVetVisGgwG3ilrYRMCaqwLwc1OLkgVMZvAJA7Pf5bWAgbKCHfkeomZAyj5wN0PD4dBsrMr0quq52NLh1KcQNwVsGVDzfmj0HnhcoiisdSekjQHbXvAcBr7TwK3iwdWCkMFEsvgUM3cSwPRSFeKdcFBANK9RQDLtmImJkkvwZHKOf/mOmjSnBf0v2L6aNWho9KFXse93Ecs5shhZWA7JwW7SGYL6XVMlEy80HtIV+vMcsDkHxgbAcV3T12BDib7qRMxk0C1jbkr+Is8BnoaiIP5DWKmpy1sIKqMyDE+XuLFE2lEkB1KDIIII5CAHLyBjfoRTj45Es5LW3IKpFE2xhjxFMhs5xse05ONyyZWF27FxgEw+wUgzvHmszP7FoBnBbx64NdIJ2T4IWAjul+Bys0RA+7Vw+gs49rKyktWbAHWeA7cqDCmo0Q76/gDXT1b3a/RMOPkrBLWFti9Co7urR6fsfPiFQe/xqqWdhv1LYM8iWPEOLH8bghtDh5HQ+T4Vh3alYTBAk06qjX5DrZOHt0PkBti3XiUC/DFd9a3dFNr1VW7Ntr2V4eJagcmk1P/buuga2mxw/LAiZlG7Vft7MfzsUtGnXiNo3hbadSlyc1qqQYS4NIjINdM6tm8vsm2TyFefijw5UqRHhEhdROoiB1YsEzm4X+TkUZEzp0VSk0XyckUcDrmWcP/990vHjh1lxYoV0rp1a7FYLNKtWzeJ3LtXJDNVJPGU2I/vl0nPPyGN6tYWk9EojRvUl68/nyKSkyFit4uIyMaNG6V79+7i4+MjPj4+0rZtW1mwYIGIiNSrV09QNoLCtnbtWhERsdvtMmnSJGnUqJGYTCZp3LixfP3118Xm2LNnT7nzzjs1k1KqAAAgAElEQVRl5syZ0rBhQzEYDHLq1CkREVm9erV06dJFPDw8JCQkRMaNGyeZmZkiDodkpSSKxWKWz9+bIBKzXeTUDpGzh0Qyzkqnjh1l9OjRl+9E6zgQuU9k64si8wJEvkRkUXuRqC9F8tKq54C2LJGT74usDxRZjci+O0Qydl/6uI5skfQXReINImfCRHIXV34IyZVkeVjiJEhS5BlxiK3cfexSIPtlvKyXLnJGlpbazyp5skRele9krGTI2Qu2H5NjMkHekL9lebHv88Uqz8kCGS8LxSrq2l4qZ6SLrJdtkiK7HflSwx4nb9qL/r+mJosQJbImS2RytAg/i/T4ToSXRXhUhP+KBP4i8vgOkTkpqu+JfLXvGYdNguxx8oUjU0RE/pEU6SLrZbukiohIrhTI/fK1fCNbL/gNf8nf8rq8KVmSdcG2c3Jc5sgo2SY/lnk+Y+VHWS9dJLacfk44xC5Jcr/ESZBkyXcV2ucC5P0tkhAkkuAlkv3txY1xPnKOi+wdoq7xzQ1EEhdX37PYmiNyYLbI/BbqHv6hgUjkDBFrbvUcrzykJ4hs+kLk8z4iz2oizyDyWXeRLbNFslOuzJwqAmuBSPQ/Igs+EHl9kMhtFpGbEbnFQ+TlPiI/TxI5tF3EVv5z4ZqAwyFy+pTIit9EprwtMu4ukRsbFXIKqW8QGdBW5NVHRebPFTkUVbi+VgbADqkAv7niBKsyraOJohN1XW2RR4aKTJ8ksnGVHIiMrPRJuhpx//33S3BwsLRt21Z+/nqu/PbdHGncoJ60bNxQHAe3iRzeIY/fN0q8vCzywbtvy8oVK+Sll14Sg8Egf/zxh4iIpKeni5+fn9x3332yYsUKWb58uXz00Ucya9YsERHZtWuX+Pn5yZgxY2Tr1q2ydetWSU9PFxGRxx9/XLy8vOSDDz6QlStXXjC2iCJjNWvWlHbt2snChQtl6dKlkp6eLpGRkWI0GmXQoEHy559/yhczZoifn5/c3KenyOm9IjHbZfgt/aTH9Z1EMhNFbAUiInLs2DEBih2jWuFwiOSni6QdlQP/LhOZ6SayYphI/MbqWzDseSKnpopsDFUL1J6BIhk7q2bsvLUiZyNE4hFJHStiT630EDZJlEQZJHESJBnyqTik/PNgF6tEyouyXrrIaVlUaj+HOGStTJM5MlpOyYXEM1/y5SP5RD6WT6VACopt+0m2ySiZI5ESX/jdg7JL7pJt4hCHDLEnSlN7vKQ71EMy2y4SelCk1wn1XzlovUizpSKtvhBhvAiPKDJW61eR+/8RWZqhyNjW7KJjNrfHyxN2tWiekVzpIuvlFzlduP0jWSFPyc8XnKMESZAJ8oZslX9KPA8b5EuZJ/dKmiSUea4i5UXZIF0lrYRzVfI+eXJOhkuc1JBsWVChfS6ALVYk6Ub9GnpAxH4hobwoJK8U+aeluuZ39RHJ3Fc145YEh13kxK8ii69TpOybUJFdk6rvxaoiSDklsmKiyHtNFSkbbxT5cqDI1jkiWclXbl4VQX6uyM4VIjPHizzWRhGzmxEZFijyzjCRpTNF4o9d6VlWPZISRVb9KfLRGyKjbxJp5VfEO1r5iYzqJzLpZZE/5oucOFIuQfvfJGN1wkVW/i5y9sKH2YEDB0o4CVe+VRg2m0h2utw/4i5xc3OTwysWq7eQwztkyexpAkj0ru1y5NAh0TTtAmvVvffeK506dRIRke3btwsgGRkZpR4uKChI3nzzzWLfHTlypNyxRRQZ8/T0lDNnzhTrd/fdd0tERITYMs6JJB0Xid0t86dPFEC2LJ0vkpkoixctEIPBIKdPFy1uEydOlICAACkoKL4QVzmsuSJZcSJJe0USt4uc2yUHdm8WyYipvmParSKnZ4tsqqMWpJ29RFI3VdHYaSJpj6gF9GxDkbzVFzVMrqyReGkucRIu2bKkQvs4xCpR8oqsly4SJ/PL7LtP/pA5Mkr2yK8lbl8qy2SCvCHH5USx709Iktwjc2WmbCj8LlLSpYuslwUSJ2d1K9ZHjvTC7ZPPKXK1MVvEahfxWSQybrtIjQ9FeFqEhxUZa/yHyLBNIrtyVP8lRUPIMPs56WVX1ju7OKSnbJSP5Wjh9rVySEbJHDku5y74LVPlc/lCZpb4O7MlVb6Rh2SFfFTm+bJKpvwrQ2WrDJJ8SSqzrxMOyZFEGSJxEiI58luF9rlwEKtIxhsi8ZpIYnORgioiTnarSOx03RpsEDk4TiT/wnNXZXA4RE6vFfmzvyJlc31FNj4pkrSn+o5ZkTmd/Ffk1xdE/ltfEbPn3EW+uFlZzDKr8XxUFZITRFZ/L/LRAyKjaxWRswcaikx5RGTDQpGMq5xgXgzsdpEj0SIL5olMeExkYHuRRsYigtbSV+SuHiL/fVbkl2+Vh85qLdy9omTs2gqcCgkr0h+5liG6wn1ett6ylOyEAPk51K8dTuP2nVXAvdmbFqJ0neKS0zi2bScGg4E77rgDm60o8rhv37789NNP2O12GjVqhLe3N6NGjWLs2LH07NkTf//y08BXr15d7tjOuLCOHTsSGqoHedqtkJvOtq2bGTawD26pJ1Wgq9mPO+99GPdn/sOmqBi6Dgpm4OBb8fb2ZuHChTzzzDMAzJ8/nzvuuANjdWS4OGyQn6IKd9ucpZx8Vfq9yR/OHQafKgwydkIccPZnOPEm5B4F3y7QfC4E9K2a+LO83yF9HDjOgNcL4PNfFZhdmSmSTwbvksUXuNOUGizESMty93Ng4xBvksQaGvIstUoJSgc4xU628zP1uY4256nsA8QSyxa20oXONKC+yzEczGEz3ngwyiUGaxHxWHBjIKH8iYqTvEmXgsiwwwfJMMALultgW7KKC+teA77IARfFCsxukG1XAfwACS7bWmJkFllYRTBqGnWxcIqcwu0dqIOGxk5O0eC8KgTtaMvfrCCJpGKVAwAs+NOO29nBz8Sxj9ouiv2ucMebFrzPHsYQzRu0YWq5cXsaZoL4nmSGk8LD+JONFyPL3OfCQdzB520w9YS00ZDUBfymgnnspV2zBneo/TiEjoATb8HpGaqaRIO3oNbjKnGlKqFpqhh5eC84t1NVyDg4G6I+h+DOKg40YiSYKlDjsyrnVK+LardNhtidsHcR7FkI8x+GhY9BRG8V+N/mDlXG7WpDYE3oM1o1EYg7pDI1d6+C9T/Bsln672wFLW6AFt3UZ1jDK5/IcCkwGCCimWp3PaC+y8+Hw1Eq9ixyl2o/zHRJEvCEFm2hZYcKH+baImPXKuy2IuKVq2c6OvPr3dyUtpd3gPr0CcS/RgjUKNKvMullIPLy8khKSsJut+PnV3JWX0JCArVr12blypW89dZbDB8+HIfDQf/+/Zk2bRoNG5aeBl7RsUEIrREIaXFKB8yaDQIJiecIrVUHQpqAhzdoBtyAoKAgUlJSAPD09GTIkCHMnz+fZ555hkOHDrF3714+/PDDyp/X0iAOKEhXBKwgHRBwM4NXbfAIBLdqlCtx2CDpN7XoZEeCdxto/RvUuLVqHkj2s5DxNOQtAPfWEPArmEouwF0WrBwhlUewsh8vxuDHW+VKVwDYyeEAr5LKPzTgKWqXseAnc5J1TKcGDejBoxcEpNuwsZhf8cWXmyle7Hw5BzhOEk/SqzBrMZUCVnKOIYThjTurJINQDLTWyxh9lgLJdnhXX8fW6mUkmztjcK0UytiY3SDLBsHuSt/VVWuspWakQOAINlpgpB5m9pNRuN0XM00JZQcxDKP4w7YtbVjOSnazl5voe8E5ackADrGWbXxHOJNKzTr1pjGNeYVD/JeTzCyzdqUTBrwJYj4pPEAaT+HgHN48VfEsSyc8+kKNvZB2L6Q/Avlr9GxL38qNcz6MgdBkKoQ/CkeegyPPwukvofEUCLr50sYuDcEdVbB/3jSVoHNwNmx8FLaOV0XKm42FkOsuL1nQNKjbSbVbJsHpPYqU7VmoSNmixyGiF7S+HZr2V8/Tq43MaBrUaabakKdUNv/h7YqYRW1WEhp/zVR9A0Kh+Q06QbsBIjqC6Sqp5nKx8PCA1h1UY4z6zpkk4CRnUbtg65oKD/k/TcZEyu9T5bBZlb5Xfq76PJnjkumInjEYqIiX2UsJl7reaOVIOAQGBuLu7s7mzZsxlFD2JyRErUTXX389f//9N7m5uaxatYrx48czatQo/vnnn8qP7XCANZcQDyucPQj5WWgF7pB5VmU9+oaB2Z+wsHASs6zgWfTQttvtJCcnExhYlGF39913c+utt3Lq1Cnmz59PcHAwffr0KfN3lwsRZfnKS1GWMLGpN31zCHgGgXs1ZwPlnYL4OZAwB/JPg6UJtPwZQu6qGlkOyYHsGZA1ESQbvN8B75dAqxyxFIQcvied19DwJJDvMDOwQvsWkEIk48niMI2ZQBhDSu2bQyqr+AQTFvoxHvcSdLDWsYFEznEf9+DpInR6jkwWsot21OZ6l5qOv3EGK8IwwrGJsJY8BmNG0zRS7PBRMtzhAx11TrkuEVr4qupZgLKM6Qm/nno2pbsGIW7FLWOtdHIXiVUnYxZWco487HjqA3SiLt+zjbNkEErR9e6LL41oyF720pfeF+iouWHkOkazik+IZhUtSxHGBQhlEOnsJZZv8aFVmer8ThjwIYifSOUJMngbO2fx4x00KnkNuoVC4N+Q/QFkvgHW7RAwH4wdKzdOSfBuCe2WQ/KfcGQ87B0AQYOh0UT18lId8AyE1k9Dq6cgcZsiZUd/VhI2ga0UKWt8r+p3OaFpULu9aoPfg/h9RRazxU+rPv51oEk/vVxTPyU4e7XB3VhEtkCVCjx1AA5shgNbVNuyRG0zmqBxJ0XQml8PER0gtP7VRzgrC3d3aNJCtaF6qTmRCpfn+58mY9UKESXJ4Eq88nMUGXPCaFIyE75Binx5eF2ywGqfPn2w2+2kp6dz0003ldvfbDZz6623EhkZyaRJkwq/N5lM5OXlFetbOHZaKjf17Ab5mZCXAflZIF7K0mT0UpYlD2+o1U65I3Vcd911LFmyhIkTJxa6MxcvXozNZqN796Jiv/3798ff358FCxYwf/58hg0bVnFZDFeIAwoylPWrIE3ViERTytweNZQ7sjpvcLFD8l9weiYkLwMEAm9WBZSDbqma9HrJh5zZkPWeckma+oPvFFXeppJwkEoq48njDzzoSQCf43ae1ldpyCWO/TxDAedoyWSCKL14s40CVvEp+WQxmP9gcSkd5MQZzrCeDbSjLU1d1OwFYS5bAHiQGwqtOjaExSTQBX8aYOFf8klH6KspEvdREmQ64L/6OmV1wMYkuL8+nMkqnBhOTmJ2gzM6STtfhT8Cd0xAlF4WqT4WBIgll8a6fEZHnYzt5BSDKF6PtD3tWMgvnOIU9V1cr07UoQPhtGI3v9CIbniWUV4qgvFkc5iDvEk7ZuNN41L7OqFhIoCZGAghm5k4OEcAn5erFXfhQAbwfhVMN0LqSEjqCj7vgdezShrjUqBpyloc2F8Jxp54G7a1VfdP3RchoE/13LuaBqHXqdb1Uzj2M0TPhi3Pwr8vQ4M7ocn9EN778pVYc51brbaqDXoHko7DoZVweKWSzdg2T/Wr1a6ojmaD7uoF/2qDmxs0aK3aYF1yJeUMRG/Vydlm+H0q/KLX3fUOUKTMtYVHXJ46w9WJSlzDV4yMaZrmCWwAPPR5LBKRN6/UfMqE3aZiuvJzlZXLSbycNbKcFi+Lr9Iw87Co5lb1p7dp06Y89thjjBgxgpdeeolOnTqRl5dHVFQUhw8f5quvvmLp0qXMnTuX22+/nbp163L69GlmzpxZzPrUrFkzli5dyoABA/A2e9K0QS2ahnrx2H0jGHH33bz02L10at2cPAdEHYvj8Ik4vpo7VxEMdw/1oDIUJ1Cvv/467du35/bbb2fcuHHExcXx8ssvc/PNN9O1a9fCfkajkaFDh/LJJ5+QkJDAjBkzKn4C7FZFvArSFRHDoRYNo58SZDX5V7/GUF6csoDFfwX5cWCqCfVegfCHwVy/ao4hVsj9Rgm3OmLB1AN8FqiF8SKQzyZSeRw75/DlLbx5vMLWkkyiieQ5BAdtmI4vpde1FBxs5EuSOE5fniWoBDJix84v/IoZM4PPs8ptJ4Z9nOYerqMGRSKMm0jmLPk8j9JrWi35uAG98CDRplyUI3yhtW5g25kC2TboHQIJursSK+hGLzwNajtAmHtxy5hR02gmRqJQL1Z1dfdtjAsZC8GXugSwg5gLyFgLmmPCxG72lkjGNDSu415+5VV2sajUMkkABjxowWR28yBRvEB75mKifLV0DQN+vIsboWTwNg6SCeTrcuuKlghTdwjeA2ljVX3T3O/Ab4b6/lJh8IC6L0DYQ0qfLG4a7OkHPh2gzgvKslxd97PJR9XAbP4wJO+F6K+UK/PojyqcocFQaHjXlSFmADUaQo1HodujKqwldqdOzlbB+ilK/d/dAxp2VzUzI3pBnQ5XZq4VQWDNonqaoNbSE/uVEK2z/fYZWPW3JLM3NGpfnKDVblrtuplXClfSMpYP9BGRLE3TjMAmTdOWiUjpfrTLAbtNEa3C4Prs4tYug5siXL41ioiXyXxZGfz06dNp0qQJs2fP5j//+Q++vr60aNGCMWOU7zoiIgJN05gwYQKJiYkEBwdzyy23MHHiRDWAw86H7/yHJ54Zz+BBg8jJzWXtz1/S64ZOTJ/0Ok2aNGb29/P5zyezio9dzkOxZcuWLFu2jAkTJjB06FB8fX0ZOXIkkydPvqDviBEjmDNnDuHh4dx4YzkEw25Vrsf8lKIgfIMJPGsoAmb0qX6FfhFI3wSnPoGk3wGHeqtv/Jl6w6+qIGQRFQ+W+RrYj4HxOvCfC6aLC/wXCshgMll8hjsNCebviheXBpLZSDRvYMSf1nyGhXplHEvYwc+c4F86MYJ6dCqx3wY2Ek88IxiOxUUANR8bP7KN2gTQnyLLnyD8SBw18aC7TkRWkEdnTPhpBp46B3kCb7l4b/4+oz57BsOM4/qX9qLtHgYVwA/KMrbfRScalKtyBXmICHU1Mxpw0iWIH6AT9VjCHtLJxc8l3s6EiRY0J5IoBjOwWLFzJwKoTTP6cpBVNKV3iaS1cK4E05KP2MsjRPEirZmKO+WrhWto+PA0BoJJ41mSGEIQ3+PGRQgLG4IgYDHk/wbpT0PyjWB+AHwmg1sVuM2MgVD/NajzPJz5DmI/hgOj4Pir6kUn7EFF3KoLQW2h+zS4/kOIWw7HFiir2cGvVJhDw+GqUHlwpyvjTjO4FSUA9H8N8rPh2IYiy9mfr6h+Jgs07FFUJeBqEJstDSZPaNpZNSdsVuXedCVoy2arNRmUt6l+a2h2vXKJNu/6v+HiBDS5IoFV501C0yzAJmCciPxbWr9OnTrJjh07StwWHR1N8+aVdN04HMri5Uq8ClxcdybPIiuXh1n97X4NlkwSgYIc5XLMS4eC7CJftoePcjmavNWNbLg0N2qVwWkBy08Fqx487WbRXZD+KiC/Cv4fyr1u7NmQuAjipkPmdnAPVBawWo+AuYpr4uWvU5YH63YVnO8zETwGX/TvtHKQVMZhZT8W7sGPdzFUYBEHZeE6xTximIU3zWjJx3iclx1YvL+wje+J4m+a0ZeuPFhi4HgUB/iRn2lLG+7izmJ9fmAbfxHJBAbS0sV9uph4PuAoLxPBUMLZLvkMlCQ+0PxomONN3xh4PAA+13c5lgVt/lZWsT97wPBFsD0eTm4EfIF6cH9fmJ8AucPgtUSYnAT5zcGgT2eWZDFB0onUalJTc2M426mLhY9csk1Pk8ZLLGYEnbj1vMzIU8Qyk9n0oy+9S4n1yieLxbyMBxZu490S4+pckcR6onkVb5pVmJA5kcdKUhiLhhdBfIupFKJcITiyIettyP4ENF/w/QDMD1XtC5E4IOlPiJkEGf+o7Od6r0DY2KpV8y8LtjydmM2HE0vAnqfiy5o8AI3vActVVDIo8ywc2wjH1sPBFSpLHCC4CbQYrIhZoxuVJe1ag92uMjeP7VZF0I/uhEPbVDIcFCUINO+qWuOOar2+SqBp2k4RKfeGu6JkTNM0N2AnEAFMF5GXS+jzCPAIQN26dTvGxMSUOFa5i6rDrlu8corcjE45CVAuRU+v4q0a3IyXBeJQ5Cs/U2U7FmQVuVRNFhVg7+lbmPF41cCWp7sg08DqrGPjoYJqPQJViaIqRqnXTeYuiJ8NZ34EewZYmkLtZyDs/kurG1kSrJGQ+QrkLwVDHfB5B8z3qJp/FwEH6WQwmWzmYMAffz7BzKAK728nh0O8TRJrCWEAjXkVN0pfAAUHW5jHIdbQgpu5jntLJGJxnOYr5hJGTR7iAYwUWROPkMh/WUpvmjCGbi775HIPO2mNL1NpjYbGQ45kNpDPHmrS6bgBB7C7IXgZwCHQey3sSYOoAVDbAg2nQqdwWDifQjL2aH+YGQOO4TA9FZ46A2ebQIh+y2+RfG6TJOZrQfTVPHmbQ2whhWVcX+y3vc1S0sjhI4ZhOO83f8+PHOcEL/BcMQugK06zn+W8TzP6cgMPlft/owjZBLxoTGumYnRJHigPVg6SzD3YicefT/BiRIX3LXnAKMgYBwUbwXgD+H0JxtJd2BcFEUhdrWLK0jeCKQzqvQThj1T9fVgW8tOUtezQPEj8R3kJ6gyCpg9AnQHV8my6JJw7CtHL4MBfcHQt2PJVslWTfoqYNe0PQfWv9CwvHnY7xESq+LPorarFH1Xb3I3KvdmksyJmER2hXosrtp5XlIxdUbYhInagnaZp/sASTdNaiUjkeX1mAbNAWcYqNLDNqsd4uZAvV4uXk3h5+Surl6fl2rR4OeFwKGtXfqbeshUhAzCawRKkLGCePldXPIEI2HJ0C1ga2HWNFjcLWMKr1AJWIdjSFfmKnw1Zu8HgqWJWwh8Gv+5VP4+CbZA9BfLmg+YDPh+A11OgXdyDXbCTw3dkMAkHKVi4F18m4FaGRet85HKaA7xENsdpyDPUYmSZ0ggO7GxiNkfZSBtuoyPDS+yfRhrf8QPeeDGakcWIWAE2ZrGJQCyF9ScB7AjvcAg3NF6nCRoaMWLjT/J4Cm9OFhg4VACzwhQRA5hxFDacgzmdFRFLyoETaTCuEyx0mY+n3j/PDuH6UzDeVkTGmuiPxmPY6Au0woelnCWePGq5uCT70owZrOcA8bQ6r7h3f/oxlemsYwODSsmarEVrWjGYSJZSizalunadqEFPWvABB3iF/TxJa6ZhpGLF6400I5gVpPAQaTyJjSh8ebNcDbPSB2wJgev12MYXIak9eD0H3m+CoYqKLmsaBPZTLXWdImVHnoOT70LNB5SF2tKkvFEuHR7+0OIR1VKj4dDXcORbiPkd3L2g7kAV/F93kEocutIIjoDgp6DHU2o9OLpWEbMDSyHyN9UnoB5E9FSxZhG9ILD+tbMGurlBw7aq3TJOfZeWCNH/FJGzVd8U1do0eUKDNoqcNeqgPuu1VG7PqwRXhelHRNI0TVsLDAAiy+tfiOwM5V8+GQlBzZUpsyCv5IxGn8Ai4uVmvHYuupJgt+rkSydgTrejBhgt4F2jyP14NZEv0LNQM4sImEMP1jT6gGcdnYBdZlN62iYVjJ+4ABy54N1WZUSGjgZj+WK5lYLYIG+JImHWLYqEeY0H71dUXM5FIp+NpPE6NqIwcQN+vIepjED7kpDKNqJ5DYDWTCGA68rs78DGemZwgn/pwDDacUeJ/fLI41t+wIqVMTyA93nutV/ZQzxpvEx/LC7xVT9zmj1k8CZNCdUtc7MkCwMwVvNmXqbqd4s+3LEseHkvDAyDB3VFjJ3x6rPTeUmjnrrRMdeVjFmhnW4ADMSAETgrdtCglW6B2k9GMTLWmXp448FqDl1AxkIIoT3t+Id/uYHr8afka6kjw0kgik3MpgYN8Sql0LoTQXSnJZOJ4mX28QRt+BxjKWOfDzcCqcFC0nmDLL7AyiEC+BK3co5ZKjQNLA+A562Q8QpkfwS585VYrMeQqn3OBvRSLW0TxE2FuM9UbFlAH6j1GNQYomJJqxsBzeH6D6DLexC/Dk4shpNL4PgidfzaN6ng/3q3gbniL0LVBg8vaHmLaiJwNhqOrIGj6xRB2/6t6hdQV5GyRjpBC2pwba2T/iHQ9TbVQBkpTh9Rbs2ju+DITljzA/z5hdrujD+L6AgR7dW/67cCr4q93FQ1rmQ2ZTBg1YmYGbgJ+KDMnTJTYO4rinydjIREF5flq3+DIxAsfnp8l1l9XuuZFw6bcjkWZOstp0g4SUNJTfiEFsV9XW2uVRGw5SoCZs1Q7kexAxqY/MAjXH1WtQp3eXBYwZoM+fGwqx+4+UDN+yB8LPh0rPqHkCMVcr6C7GkqO9KtEfh+poKgL0FM00YM6bxJHn/iRh0CmYsnt1ZK6NOBjVi+JoY5WKhPSz7ETO0y97FjZS1TOcUuOjOK1gwuZX42fmYB53Q9sRCKK4ufIIk/2E9PGtPG5ZjHyeZLTtCDIAbq+2SIg+/J4Q7MhGlu/JEFnT0hzKjck2O2gbsBZrnEWG/XyVgHJxnTv3eSsTwHhOuXXrxLRqVB0wgWN86iLMyN8MKMgUgyGUBRrJAJd24kghUcII0c/M9zR/alN/vYz2rWcmcpZNUNd3rxBL/xOhv4kgG8Um6mayA30JIPOcBL7OMJWjMNUwUJlYYRf97HSAvSeJlEuuPPxxXWmysRhiDwn62IWfo4SL1DxTv6vAPG9hc/bknw765a/hlImAfxsyByOBhDIHyMntXcoPxxLhUGd6jdT7Xun8PZrYqYnVgMp5aqMIOwnoqYNbgdvGqVP2Z1Q9OgZgvVbnxSEZaz0YqYHV2nXJtOcuZfRydnPVTiQOiVc/VdFAwGqNNUtd6j1HcOByQcKyJnR3fCxgWqeoATwXWKiJnzs07zaheqvWIxY5qmtQG+QckwGoAFIvJ2Wft08tNkx41GdWLqt1JlF+qrFp2SS/MWLS7H1KsPDgGW2kIAACAASURBVAdYzyNeVhf3qruH8vubLEWfV0vAvRMiKtDVmgEFmTr50lc5g4dKJzf5gdH38s5dBBx5YEtTza6yMqOPZ9I85KRyR7pXkWvFFbZDkD0Vcr9Wwq2m3kqnyWPwRceEATjIIpPPyGIGGm748CzejKuQir4rsjjMId4mmyOEMIAIXsIdrzL3KSCHtUzlNPvpygM0P089v2iODhaxmL3s4w6G0InigqE27LzB72SQx2SG4qUHsNtwMJY9JJDPj3QkSLeWfS6ZvCUZrNaCCbWbCD8MbwfD68Hw+RF4apdyTz7kkldx+3w4mAQHn4B3f4F3V0F+GEy6HV6NhqODoY4XeEQrjbL/uCQG3uRIxB8DCw3KuvE4e8nGzjfnqe7Hk86L/MJwOjKkhEzVv/ibLWzlaZ64gIy64jDr2MRsOjGCNlSs7Fsq24nieTwJpw3TKyR74QorkaTyJFYiMTMcfyZiqKCVrVSIVV3zWW+DZKhr3fs1MHUtf9+LOp4dUlYovb+kPyjU+6v1aNXp/VVqPgLJe+D4L4qYpUWr70OuV+7M8D5K9f9q81pAkeXMSc6OroOsc2qbyQK1OypiVqez+ryWXJulQQTOxqgYtJORcHK/+oyNLvKyGdygVmMXctZMyWyEN1betjJwTQTwVxad2rSSHbt2l2jtuqhsyisFEWXdsuaANbeo2fJcEgqM5xGvqzShoJB8Zerux0wX8mVS8RNGH9WqswxRiXNzgD1LxYLZ0sCh6xe4WcDdH9wDiD58suqvGxEoWKVckfl/ASYwjwavZ8BYcVmJEofGQS4LSedtHJzFzHD8eKPC4q1OOLByinnE8jVG/Ing5QopvGeQyCo+Ip0EujOWxqXsI0ghCelPP3rS44I+i9nNL+xmPP3oSFF90K+IYTYxTKI5fVDsyCpCJzlLfdz4zRDMnFQYmwB7GoK3TWVP9giGv3oUXxtqfQq968P3ulHqp0gYtRg+vROei4T9N0Mrfwg5BHf6whcup/EeRzKnsLHBoCxhX3CC74hjDTcUKvE78S5/kUI2HzPsAqtkDjl8xKc0pAH3MKrUcysIa5lKDDu5lbeoQcWyddPYSSTj8SCUNkzHg8pJTQgFZPIxmUzBQDABTMGTfpUao0Q40iB7OmR/CpIMpj7g/TqYelXfAp4Xp0IOEr5SlTA8akHYGKg5+vLElpWE1GiVjXlyiaqViag4s7AeUKsv1OqjpDWupmQqJ0Tg3BE4tR1ObVOfcbtUQgCAV43i5Kxu56uzQsDFwGZVbk4nOYuJVLpoZ44XL+8TUhdq6+TM2eo0VSUNNe3aCOCvNEye157b0W5zIVwu5MtVMNbNQxeNDVAxXyYvlVBwNcJhV1pf1mywZel1KV3Jl677ZfK5/LFfoNy69gzdApau3po1Ddx8lTiru1/1xZXY4yH3e2UFs0WDIRS8/wuWR1V5mUuAIOSzhgw+wMoujHQgiG8uSqIgk4Mc5h2yOUoIg2jEsxUKAk8gijVMRRBu5hXCyygqvoGNbGErN9CVHlyoI3eKFH5lLzfQsBgRO0wWcznFAEIKiRjAH+RyGjuTNTXP3zOhrhFamaDvFuWenN25+Bofn6laZxdZLecz1DVmDFTcWLxLqClAKAa2625KUHFjdoRosmh/3vnqTgSz2cRxkmh0HhmyYOFGurOK1cRwinouv9cVGhrdGMs5jrGOzxnCRIxlZLE64U9HWjOFSMazj3E6Iav49aZhwpdX8WQgqTxJMiOwMFqXQrmEYtoGf/B5Tb2E5MyC7A8hpY/KvPR+HTwGVD0p86wNDd+C+q9D8lKInwkn34GTb4N3Owi5G0KHV70sTVkIaK5ahwmqXFv8Oji9GuLXwD8v6PMOUuKytfoqy5lf46vD4qRpqjZmSBPoNFp9ZyuAhEhFzmK2Qex25d503lz+dVSVANd2rcWfgeIa9Vqo1vPuou/zciD+CMQeVHHqzrZyXpHcBqgY9TrNKn64Kpz6/8Fhd3ExnhffBcpcbjKrtwmjuahdba5GVzhrPjoV752iq6D0fjz81VueUSdfV+KGc9h08pUKtgxAVF1K9wBFvtx9L8klWCbEAQWrIftzyP8TcICxK/jNA/NI0C6NkCoStpoMJmFlL27UIoDpmLmr0vUGHRQQw1xi+RYTgbTk4zLLGrnO4QDL2caP+BFKP57Hl5ql9t/MFlawira0YSA3l2ApKuAL1uOFifu4vvB7Gw4mcQRf3BlPkVhlgQifSSaNcOcmPEm3w8psGOMPkw/CepfsSVf8onuHXIP3HS6FwsGFjBnhtEvMGECo5kayOCgQwaRptNKJyT7SLyBjnanHXLawhWMXkDGAbnTlH/7lb5bzMGMuqFnphAde9GQcf/Eem/mKnjxRofg/P9rTis+I5Bn28CgtmYw3lbMEmWhHCKt1keBp5LMOf6bgSe9KjXMBDN7gPR68HoecuareZeogMHZSNVY9bq7654bBHYKHqJYXB+cWwdn5SkT2+Kvge72KLwu5G9wvgXBWFp6B0HCoagDZp+H0GtXiV6skAADvelDvVpWdGd7r6pLOcDcppf86HaCbXuooL1NZzE5tU4XPT+9RmZvOrH6zP9TvCg26qYoBdTsrr8+1CE9LUSanK0QgJUERMydRy0wBdlVo2P8jYxcLUcWzVVajHudlc9Etc/dQQfXeliLSdS1kcYqAPV+P+cpQrkfRVyx3L7CEqdgqo9flj8VwRUkEzGACU4giYW5e1XuuHRkqpT97OtgPgSEYvF5WAczuVeMOyWcjGUyigG24UQ9/PsPCXZWvMQhkEMlh3iWHE4QymIY8WyGNqgJy2MQsTrKdunSgB+MwlaKZJQgrWMUGNtKSFgzl9gtIhxU7U1hNHGm8wE34uFh+5nKKA2TyHs3xc5G+eEcyiMLGt1ogBk1jSgrkCozwhn6bYUitouxJJ+ZHwbPLoW8DuN4lF8Gmrw1e+qWbr/9dyx12Fy/VSh3dFRmHnYa4E4CJJnixiRTuP8+65YUHnajHBo4ynE54nPdoNWHiZm7iF5awnZ1c5yLhcT5q0pyO3MVOFuBLGB24s9S+rvCjDW2YThQvsYexRPAiNSsYe+aEhgd+vIGZgaTyFMncpQsGv42hEppmJQ/uqQiZZawqqZT1LqQOBGM38HkXPHpd2vilwbM21HlWtdwYlTWdMA8OPgxHnlWELHwM+Ha9/M9nr1rQ5F7VRCDjqLKanfoLDs2BqM/VS294bxVvVmcQ+F2FqvqePrpMhkvYQkEunImEuN0QuwNObFYWNNCTHzpAgxugrl5ZIKjh1b8+lgVNg6Bw1dq6vMC89F2Fdv8/MlYROBzF3YzO7EanWdbNXbkWLQFXd3xXSRBR+l7WLD3uK0svuI0iNx4BRa7HK0m+QM2rkIBlctkJGID1AORMh9xvQbJUuSLv78B81yVbwZzIZxsZTKSATbgRjj8fYWHURZEwO3nEMIs4fsKDYFoxhUAqFkidTAxr+YxMztGZkbRicKlWGjt2fuV3drGbLnTmVgZfQMQcCF+wgSgSeIwbaeuSPbmPdOZxikGE0M/FsrRC8viCLMbixSDNTKodPkmGO3wgIU3phD3bpPh/+5KDMHoxdKsDv90Nbi7TyNffKyz6pVygk7E6RjhrgwIBkz5WPf3xeBIbDfV/96QGXxFDMgWFiQVO3ERz/uUEWzlOrxKsUu1pxx72spwVNKMJfmW4httwGxmcZQ+L8SGExiW4ekuCDy3owLcc5A0O8y4Z7CeC5zGUo+5/Pkx0IoS1upXsc/JZgz+f4knfSo1TIjQTWMaA+V5lKct6B1J6K4uy1zPgOfTSC5GXBnM9qPeiqoeZ8Q/Ez4HE+ZAwFyzNFCkLHQ0elYvBrBJomnJP+jWGFo+pGOKEDYqYxf4Fm58Gnlbb6wxS5CysJ7hfpooElYXJrCxgdTuj67ZDdgqc3ArHNylytuVLVWcTwBJYRMzq6vFnPqUnvPyv4RphDJcRdquexagr9FtzigfWGwy6lleIIl0eXiow/Qoz+ho1avDkk0/y1ltvld1RHC5SE85sR32FMpiKgu2r2e1Y4fk6rDr5chIw9KzMUDAGgMFS/ederMoFmf05FKwBPMA8AixPgKl0C0dlUcAeMniffFZhIAQ/JuLFfWgViBsqCWns5AiTyCWWMO6gAU9WuITOYdaxla8x4cVAXqMmpcc+FFDAzyzgEIfpS2960+sC0iYI3/Ev/3KCkXTmRhoXbsvCxpscoiaePE9E4ffxYudJSaU1Rt7SY8U+TYYMh6pD+cFuqOEB3V2knP46AncvUnFiS0eC13n8tUC/1L31td5pGavtrm7x01ZooO/TwIWMOdGLGswmhg0kc8d5SRPNCKU2Aawkmp40vuAcaGjczm1MZTq/8yf3MKpUcquhcQMPkUUSm5mNN4GElRGj5woTgbRmKieZRSxfk8VBmvM+5krWpNTwxI//YOYW3Up2N2aG4ssruFcwuaDsA5jA6zGw3K/LvkyFtBFgqKUsaOaHq6buZYnH1sCvq2qNp+jWsjlw9EU4+hL43QDBQ1Uz16+eOZQHd0+o0181pkD6UYhdBqeWQfRMiPwM3C0qxqzOAOXODGh+dSYCOOEVCC0HqwZqvU2I0pMD9ASBFe8WuTcD6hUnZ+FtwVLF2o9XCf7/JWMOm5KNsOYpcuIkXnaXwBF3k65grwfWG83K/XgtmVIdVp1QZuvWryxwBiW7eSrLl9Fbt3xdeVJZlAGZqQLx7c7C4J6qFIoxAAyXQZVfCiB/FeQtgrxfQVL1UkWTwDymShcJKwfI4H3y+AuNAHz5D16MwVCOxERpyGA/J5lFGtvwIIzWTCeggoH+NvLZyjccYT1htKQXT2Auw4KTQw7f8QOxxDGEW+lSivvtd/axggMMpCWDaVVs2ycc4wx5fElbvPVHkk2ERyWFfITZWgCemkaKHaakwDAfaGaEPxNgWG0VvA+w8hgMXQCtQ2HZaPApwRiUr9/eXudZxmrr5CzOhYyF6vakk7rwK0AjLNTGk/UkXUDGNDRuohnz2MpRztG4BBmLQALpRx+WsZx97KfteTUtXeGGO314hqX8l5V8TH9epiZNS+1ffC5uNGAcvrTiIG+xm/tpxlsEupSaqihMdCCENWTyCVnMIJffsDASH17AvRw9uopN1qwqT1iegPxlkP0ZZL4GmW/rWchPX3IWcplw94bwh1TLPgiJC+HcYjj6vGo+HYqImdcVzNj3iwC/p6DVU2rNil9XZDU79afq4xEINbtBzRsh7Eao0eHyZ7FXBm5GqN1OtRt061l+dlH8WYxO0va41M8IqKtIWa22EN5G/btGo6s79roC+N8mYyIupEuXjrDmqr/tLqlTmqaIlqefCip0Eq9rxdXohDiKguyt2arUkMMlgcDNDJ41isjXRerc5ObmYjZXUUCpCDhyVNyXPUMRsUL3r7cShXUPUGSs2glYPuSvhLyFkPcbSLoqhOw5BDzvAo+BKjGgKg5FAXmsJIcfyGMlGt748ArePHrRGWwZRBHDbFLZipEAGvIMYQwts66kK9JJYA2fkUos7biDdgwtNdAcII10vuZbUkllJHfTkpJ1/tZwiAXspBuNGEWXYtag1ZxjKWd5kLq0dSF9H0kmWylghhZAhO6y+jgZshzwZjCsSYQMKwzVucD6kzBkPjQJghWjwb+Un+y0jHk5LWP633X0v2PPE36tJ+7EuFjGNDR6UoP5nCYLWyF5dKIbEfzEDlYSXSIZA7iBrkQSxR8spQH18S0jFssDLwYwgWW8ywomM4BXCHGxKpaHIG6kA99ygFeIZDx1eYh6jEWjcguXhge+vIoXD5LJFLL5hhwW4MUD+PAMbpXI3iz9IAbwHKya9QDkTFPhALlzwdRTuTA9bqu+ZBwAr2bQ4A3Vco5B0hJIXAzHX1fN0lyRspCh4N3+yr28upuVm7LuQJCpkHEczmyEhI1wZhPE/FHUL+S6InIW2lU9/69meHipouaNXFzzmYkQuxPi98LpvZCwD6L/UklzoNbtmq2KE7SaLZUl7hrBVWzPrATyMlTWYk4KZCRA8kk4e1DP6tgLiYcg9RRkJ6n4L09f8K+l6neFtVKBhDVbqPRbn1C9huOVIWJbt27ltttuIywsDC8vL9q1a8cPP/xQrM+GDRto27YNnp6edGzfhi0rFypXY84ZSD8M2adZ+tdybhr2OCEtBuDbqA/X3/oEK3acBp+6KqNHJ2ILFy6kcePGmM1mevfuze7du9E0ja+//rrwePXr1+f555/nnXfeoXbt2vj6+lZ4rkXzbavm27EjWzauBQSsKZC1B7KjlSaQ2JSKtjkCfNqrB6NHeDXXpxTI+x3S7oWzIZB6q/rb83YI+BNCE8H/W1XupQqImJUDpPE6Z2hNCvdTwF58GE9NduHLCxdFxDKJJpLx7OEhMjlAA56kC0uozagKETHBwSHW8juvk0MqN/EiHRhWJhE7SyKzmE0GGTzAvaUSsXUcZi6baUMtHqF7sWLaZ8nnfY7QEh/GugTEb5R8PiaTEVgYrqlkgSQbTE2B4b7QyhMWx4G3O/QNhS2xMPgnqOcPq+6FoDKStJzky/t8y5j+d+x58hb1cCvmpgToRRA2hM2kXDC+GSM9iOBfTpBObolzMGDgToZixcqv/I4UxkCUDAv+DOQ1LPiznPdJ5GiZ/S+cUy3aMZtQbuEUc9nPs1hJq9QYTrhRE3/eJ5RtWLiLbOZwls667l3qRY1ZIowtwO8LCIkDnw/BfhJSh8K5RpD1ITguPPdVDksjFVvWaQt0i1Ml0jzCIGYSbO8IWxuqOplJS4tCKK4ENE0F9Td9AHrNgRGH4N4zcNMiaPaI0n7c/R4s7Q/z/OGXTrDpSTg4D5L3FTdMXK3wCYEWA6HfK3D/T/BKFHyQBc/vgJFz4fqHFSHbuwh+eQqm9YDXguD1UJjWExY8Bus/g+jligs4paWuIlxbpp+CHNg1H5KOqKr0SUeVIF1WIty1DJL0i8rNqNyJlkAweirf+zWSzRgTE0O3bt147LHH8PT0ZPOmjTz44IMYbNmMvHMg8bEnGTjwZrq0b8miOZOIP3OO0WOfJSc3T2l7+TUBdwsnkv/h1juG88IrTTEYDCxbtoyBAweyYcMGunVTroodO3YwYsQIhg0bxrRp04iOjubuu+8ucV4//vgjLVu2ZMaMGdhstpLnunmzmqvBwMiRIwGIPx3LwIED6dKpHYt+mEr86VhG33MPOTnZKhbLPUBJT7j5XL6SSGJTyuCONLDHQuoQ0ALA807dAtZXxbNUERykkcNicvgRK3sAI54MwItReND7ogs1Z3GIGGaTzEbc8aU+4wjnrnIV9F2RzEm2MI9zHKUmzejBOLzLKSwezUEWsRgjRh5hDDVLkblYz2G+YhOtqcVz9MXdxRrj0IuAW3HwFs1w14lfsth5TFJohDvvay6WsmTI1q1idgf8dhoGh0HkWRj4I4T5wOp7IaScn15gB5MbeOhTccaM+biBn0G5KV3RAHe2UICIoOnPjlb4EoSJdSRxcwnWr340ZwXRrONwiYr8AMHU4GZuYinL2MVuOp6n6n8+LAQwkAn8xbus4AMG8GqFRWEB3PCkKW/gS1uO8iG7uI/mTMT3PJdxReFOHQL4DB+eLpTCyGYe3v+PvfMOj6pM3//nTE+vpJCQ0CEQepMOUkWqiCKC4NpdV921rq66ouuq67q6gqgUdRVEwUKTKlV6LyF0SChphLTJlEx5f3+8ZzKTkAoBwd/3vq73OpMzZ86cmZw5732e537uh8cI5LGr8yfzhSYMAp+VDcjti6WurOh5KPqbjFT73aPeKF1jmwRjHMT/UY6Si3BxsUxlnp8BZz+Q0bqgrhA+QPbKDO4uZSC/FfyjofFYOUASsqytMnqW+Ssc+xJS1CbaWhNEtIXITlCvk1yGtbqx05sg5/YGneTwQAgoOA8XDkDmYdlNIPsI7PsOLD43C4YAiGoB0UkQ3RKiWkJkUxmgMf42kcObi4xlpcL/xsvHIXHyy0seAZHNpOtvTJIkYZ7c8bwbgHhNqGGHA+EGl43xowdJR3unFeGw0CdpCOdO7GfmrJncM6wzH8z4HJPRxLKfvsM/OAJ0/gTEtGbixImq2aqMWj3xxBOlu3a73fTv35+UlBRmz55dSsbeeecdkpKSmD9/PoqiMHToUBwOBy+88EKFh7h06VJMJu8FZvz48d7DF4I+vXtz7uwZZn72MfeM7gFuMx+8+w4mo55l376Df2AoaAMICKnPxCmPSxH+9RDHCgGiWCVghbIKEmSkSwmA8BXSHbwOK7gEbuxswsJcrCwD7OhoTQj/wI870daybY0vzBwnjVnksh4dQSTyCHHcVWNxPkjLij0sIJXVGAmiN4/SlF5Velq5cLGK1fzKFuoTywTGE0ZYhdtu4Bgz+ZVklYgZyl1qvuE8O8nnJZqR4NPC6XlRwCXczFciCFSFyNlOmHYJ7gmGJCP8mgPZdmlpMXYBhJkkEatfg/m/PBkr8blBjteXTVMCJCo6ioXgIm7qqWRSg0JfIlhOFjZcl7nxxxFKa2L5hSOMoE2lEcZb6MZhUlnGcprQhNBqjHcDiOA2XuZn3mQF/2QoLxFJ7XowxjKSQJpzmBfZzyM04WliK+gaUFPoaEI4n+LgaQp5myLepZhZBPInVfdYRyRJ0YJpjByO/dJWxvot2BfJ37BxlCyqMQ6p0xupCmGI9GrMXFYo2AJ5ayHvFzjzFpx5U8oqQnpCmErOgjr9ttXohiCfYgDkfFNwXHYEuLgHLu6GE3PhsNpEW2PwErTIjrJDQHgbKeG5kaEoEBovR6th3vVCyLZOWanqOCKXJzfC7nLZnOAYyS08o14z79J07Tzpbi4yFtkEnv9R+pEYy90Cp6bePCZynhZCpdou1aMMQV5+Ia+9+xmLVmzkfEY2LpfMq8TF1YfIDuw4cIpBg4fgH+m9Kx4z5vIGxOfOnePll19mzZo1ZGRk4Gl75SFiADt37uSee+4pveMHGDlyZIVkbMCAAWWIGEBeXh6vvfo3Fi1ezPnzGd5jrR8FzkugDWDH3uMMGjQA/6hbSi9GY8ZNhimPX+GXV0MIIUmXO0+K74Ua8lACQBsrtWBKIGiOgLF649OawsUlrHyHmdm4OI1CKAFMxJ8J6Gl7xZMegIUzpPM52axASwCJPEQcd6OrRRRCIDjNNrbzNTYKaMlAOjIOYzXRtFwusYCFnOUc3ejKMIaiq+DyIRAsJ4V57CCZOP5SARHbTh4zOE1fIhjpE1WbL4pZhJWXlGDaqBOqEPB8lvQV8/SNnH0KDBqIFJBeAP8bDQnVNxAAZJrSqJWv9/ztQQPd5WnKhirROoWzlIwB9CWCH8hgM5cYUIHJ6yCS+IC1bOYUvX0qRH2hQcMdjOYjPuZbvuN+JmOoxr4kkEiVkL3BCt5iIH8hhtqJyoNoSUe+5Civc4L3yGUzTXm+1tWWvtCTRARfUsJeCnmbQl7HzCcE8QT+3HfFxSgVv1k70L8v05clm8D2DVgXgm0eaCLBb4r0MtPVrNjhqqD1k9Gw8AHAP2TXj/xNkpjlrYVTL6nHHAERIyDydggbCPrfuCJQ0UBoCzmaqS26hBsKT3oJWs5uOPmtrNwEef2OaA/RPdUigR43RvPzmkBRZKozKKqsFxqA3SwzbBdPeDNuF0/A0VWw44uy20Y0gti2UL+N1KjFJsvuBHXQZ/TmImN+ofJLuJkghBTRl5IutbLRU7qraKSZql806PyY8sBktm3fySuvvEKrVq0IDg5mxowZLFq0CBSFzMxM2rYtW4Hl7+9PYKA3KuJ2uxk5ciRFRUVMnTqVpk2bEhAQwKuvvkp2dnbpdpmZmdSrV3YiKf+3B9HRqkDXXQKuInAWMWXi/WzbeYBXnn+AVi2bEhwaxYzZC1i0ZKVsPaIoZGbn0bZ9lzJ3heWPt87giYC5L/kQMEW2ZdGGqgSs7lOhMgq2EQtfY+VnoAQDXQjmRfy4/YqtKTwoIpWzfMFFNqDBQAPuI55JNTJt9UUhmWzhcy5wiEgaM4hnq42sCAT72M9ilqJBw3juok0lqS0nbr5kK2s5Shca8jh9LiNiu8nnOVJIxJ+XaV5KTncKO38R+fTGyJM+Eb5pefBlAbwSCS2MsCEbvjgDz7WEHw+DSQejajHnmksg0AB6lRM7fQLXDQ2wo7Ds9q1V89lDOOjm49XVmTBiMbKACxWSsU4k0IRI5rKD9sSXMbf1RTjhjGUM8/mO+XzHvdyDthpxfRD1GMbfWMW7rOBt+vAojWvoHeeBnhBa8x4XWMAZPmE340ngAeK5F81VTAsGOhDJt9jZSiFvU8ArFPEBgTyiRspqyJprAkUrjWKN/SB4GthXgfVz2RO2+D0w9AH/h6X8QLlOKUNdCEQOlwOgJBvy1sHFpXDxJ8j8Qh53cA+IGAoRt5VeK39zKBqvz1lTNeshBBSdgdz9kLMTMjfDkc+krQbITgExPSG6h1yGt7n5qhqNgRDfQY7ysBdD7klJ0rJSIeOg1KEfXuotHtDqZcrTQ848I7yRtMKqIW4uMlZb1DRFWFcQblmx6bLISJfTKk9iT+9GFOkLY4yU4V5dgMzXqz9Em83G0mXLmT59Oo8++mjpbt0+YsOYmJgyhArAYrFgNnt7Yp04cYK9e/eyfPlyhg4dWrreai0rKI6JiSEnJ6fMuvJ/y2pMN4qrEMwHS5tt2+xOlq7YyPQP3+LRx54o9ftyz16kflSlxsd7VRAuNf1YIKsfSwlYCGjDQQm5ZtVXTs5hYR4WvsHFWTUKNpkA7kV/hVocDwSCAnaTzpfkswMtgSQwhfrcjaGS1GBlcOHgAEs4wGI06LiFybRkYJUCfQAbNhaxhAMcpCGJjGMsoVR8R1+Mnf+yjkNcYCRtGUenMmJ9gP0U8AyHqI+JabQpddm/IFxMFpeIQ8tsJQydeu6sLYY/Z8LIQOkrZnPBQzuhf3HaBgAAIABJREFUcQD8tQU0XQWjW0BwLfxMC+3S8kJTARlrpIdLLihwQYh6ysShJRIN+4UD34+jQ+Eu4viQUxyhiJblopMaNDxIL/7GIuayg0craJTuQTKtGcHtLGYpP7KIsYypNoIaRBTD+TtreJ/1TMPMRdowvFaRVwUNcdxNJP04yfuc4WOyWUEzXiSkEq1bTWGkO/VYhJ0dFPE+hbxFER8RwIME8gjaanSJtYai91ZiujJlGtMyE/IngvInaSTrN67O5QjVwhAF0XfL4XZKo9nc5XKcelkOQwyED5XkLHywtO+5UaAoENxIjkaj5TqXA3L3SWKWtRkurIMT8+Rz+iCZ1vRoz+p1Uvts3qS1gsYAtTqznAWN0y4LAzMOeUf6dtg737uN3k+Sshri903GrhWEUM1IrWWJl8uG1x1WkWXFxlBJwHQB8u8qTkq73Y7b7cZo9M4uRUVFLF68uDSV2KVLF+bMmYPFYsHfX6Zlf/zxxzL78ZAu3/2kpaWxefPmMlG1Ll26sGTJEt566y25fyFY/NP38smSi17yJZxyqfGT1Y66IOzuEnmsAVHS+b6CY63p8dYKQoCwqsSrENxmZC9KrYx8aUNBCb1mBExgx8pyLMzFznpAYKQvwbyCH8OuOgomcJPLJs7yJUWkoCecRjxBLGNqpQnzIIMUNvM5hWTQiFvoxkT8a0Dm0khnAQspoJCBDKAvvSslb1kU8h6ryaKIh+lF3wrc5w9RyNMcoh5GptOWMDUdZxFuJopcLAh+UCIJV/9vp0tg3DkZDfsqTpKnN1LguBlW94X1Z+CSFe6r3KarQhTZIUi109Mp3vZI4PUXO+2A9urpoygK7YSefZRctq+RxDCTNL7hPK9XYIqbQDjDacsi9tOTJrSh8pRON7pSTDG/sI5AAhjKkGo/i5FAhvAim/iMXcyniGy6MwVNLW0rjETTinfIZRMneI/9PEwMo2jEH2vUQL7qfXfFyHxKOEARH2DmA4r5FH8mEcQTaLkGTvfaGAh8AQKeg5L10uXf9h1YZ4MSLiulSwt1riMx0+ggtJccTf4B9ky4tFISs4uLZNQMDYTcAuG3Qfgg6XF2vQqbagqtHqK6yMHTqh4rTZKzzC1wcZcsDnDJG3dJ0DpAvc6/D4IGUpteEUmzm2XhgIegmbOBnTXbZd0f5e8InhSjy6ZGvGyl4npvtAspdvQQL62ffOwT8aopQkJC6NKlC1OnTiU4OBiNRsPbb79NSEgIhYUyf/L0008zffp0hg8fzl/+8hcuXLjAP//5zzK+Xy1btiQ+Pr7UjqKoqIjXXnuNuDifyUAIXnj2abr16MP4cSO5f+JIUlOPMHOWNNfTCKskX4YoecHS1wN/r/YlJNS/2mOt6fFW/3/wVD8W+kS/kBVU2mg1+hVwTX/cDg5TzFysLMDNJbTEEcQz+DMBXbk+hVcCN05yWMVZvsLCKUzUpykvEMPttW5lA7JK8gCLOc12gohiMM8TX4NohwsX69nIOtYTRigP8QAJNKh0+6Nk8R9+wY2bvzKEpAom11SKeIqDhKNnOm1L2wgJIXhS5HMQB18r4bRUJ0azG0adlU29FzWAYC0cyJdNwSc3hIExcMdGiA6AQbVs01dU4vUg02kuj4yBJILtfTh1OwyspwirEPj5/KYD0TGCGBZygSdoRL0K/k+jaccOTjObzbzNGExUPrH2px9mitnEZgIIoHcNmrjrMNCPxwkikgMsoZhL9OdP6K/gpiCC3oTSiTRmcY755LKRxjxFFEOvSusIYKAtEczBwTGK+JBiZlHM5/gzniCeREfDq9p/hVA0YLxVDmFT05jfSR9B6xy1gnr0NamgrhGMMRA7WQ63E4p2QO4KSc5OvyKHxg+Cu0JILwjtKas0f2u9WXkoCgQ1lKPZvXKdywH5h6XuLGe3LBBI+VgNWOAlaBEdIDxZjrBWpQVoNy2MgbJjQGJX77r7Lrd7qgj/R8agtJKxLOFSl/jcOitaSbaMoSrh8pfLOqySmTdvHo888gj33XcfERERPPHEE1gsFqZNmwZAXFwcP//8M08++SRjx44lKSmJr7/+mlGjRpXuw2g08sMPP/DHP/6RO++8k/j4eF7+6wusX7+WQykpYDkGLgudk4x8M/tNXpr6MYuWrqJzx7bMmPYBg4aNJTgq2Yd8KRUSy+qOtabHexmEU61+NIO7yKf6UY1+aUJAE3xNL54CG3a2YmMNNlbj4hSgx49h+HMvRvrW2jizIriwkcVSzvI1djLwpwkteJ0oBtba8kIguMBBDrKMCxxCh4l2jKYdo9DVoK9lHnks4HvSSKc97RjB7ZiqmNQ3c5LP2EQkgTzLIGIriKLsUjViIeiYTluifAjLfzDzE1ZeVYIZokhy7hYw5Tyk2GF5AjQ1SCuLB3dCmAH+3R5yLbD0GDzRxeu+X1MU2qGBer3Xlo+MechYORF/e0WPS0AKDjqX+x7vpj7fcZ6FXOCxCvR3BnQ8QC/e5Ge+Zy/30vWybTxQUBjOMCxYWMEq/PGv1vJCvk5DZ8YTSD228jnLeJ1+/InQKxDka/GnMU8SxVCO8zZH+TtZLKMZz+NXBzcdepoTznScPK/aYczDwlz8uINAHkRPx6smfhVCMYFppBweYmZbALbvpc5MCfMxdx5QZ31mawyNTrZgCukBjadKrVn+Rsj/FQo2Q/rbkOYCFAhIltG1kJ6SpJkSbgzNmS+0elmBGdEOWv5BrnM5ID/VS85ydsORWVJD7UFgIoS3hrBkL0kLbSnn2d85FE+V3c2Azp07i127dlX4XGpqKklJVVQVuZ0ybOoZbrtKvOzextgeaIzSm0zrM3Qm1QrhBjvpy8PtBLdVHap+zW0rG8nT+oEmQKYXtQGqu72c1b7++msmTZrEqVOnaNSodmXzVwQhABu4VfIlzPJi6YHiL8lXafSrbr9/3/PGSTo21mBnDXZ+RWABTBjpiYlB+DG6TrQubhzksY1sVpPLRtxYCSKZBKYQTk+UWnoxu3Fyim0cYhmXSMePUFozlBbcWm2VJMho2E52s4rVAIxkOO2riKK5cfM9e/mJ/SQRw9MMILCCqNAv5PAaR4jHjw9pQ7TPNj8LK/eJS4zFj0+UsNLU9nsX4blseC8anlHdPz44Cn/eB/NugXsSYcYuePxn2PMQpJ6A8EAYWoH2tiI0+AAGNYY5IyH0Bxlp+1DlO0JAyFGYHAIf+QT4zgsn7UQWbyshPKhcnip+gRT2UMASul1mc+HBbDazjmNMZQSNqzmHnDj5irmc4jQTGE9SFX1By+Ms+9jIDJyU0JUJtGTgFZMbgYsMfuI0H+OmhASm0IBJaK6gYX1lcJFBEdOx8D8EFrQ0wp+x+HEn+kqqUOsUwu5DzBbJCDx+YOgtI2qGW0Hf8dq6/tcETjMU7oAClZwVbJWFVCA90EJ6SvuMoA6yM4ChjjV51wrCDUVpcOkQ5B2Sy0uHIP+It3uMooHgphDWWlZ/hjSH0OZyaYq84edkRVF2CyGq7Uf3+yFjhw+T1Lyxmla0e5culXQJV9kXaPSyEbbGKJcewqUx3hzVIMKlEkqrD/mylm1/pGhlmFujpk01AaqbvffzPfbYYwwaNIiwsDD27NnDm2++Sc+ePVm6dOm1O25h8SFexV6iqGil3YQSqBKvgGt6ERS4SU3dT1zSj9hYg5NjAGhJxMRATAzEQM868UoSOMlnDzms5iLrcFKEjmAi6U80txFM+1pPmg6sHGUdKaygmFxCiSOZ22lCD7RVpMO8xyRI4TCrWEMuuTSmEWMYTXgVmrJMCvmEjRwnmz404wF6lDFz9WAhF3iPE7QhmPdoXSrWBzgsHNwmcmiOjsVKvdLU33YL9DoDo4JgQby8xp4phuQV0LceLO0t13WfDWYHbJwI0Q+CwwV/HQNv3A3aak6X0Hdgcjv4cChE/gjjE2Caj2dk+5PSb2ypTxBICEGSyGQQJj7SXP7d7KWAR9nPCzTljkqiURZKeI7vCcGPqYwsNbmtDHbszOYLssjifu6jYS3SeBby2MRnnOcA8bSnNw9X2V+0Oti5yCn+Qw5rMBJLPPcSw4gat9mqCdwUYGUpVhZi51dAoKc9/tyJH2Pqpt1SdfC0Q7OvgpK14EyR65UQ2Y7JQ850rX97vZNwSU1vwa+QvxkKt4Itzfu8Md5LzII6ysfGBjc8cSmFywGFJyAvxUvQ8lKk9YZv8MQQ6iVmnhHaXGrSbpC2T79PMtYhWez66W3JpM1p3qU5jdQWn5PUqNzdQCnRKjduFsIFaqRLjW6VGb6CYkUlWyrx0virmrXqG3/fddddbNy4kdzcXCIiIhg9ejTvvvtuacujq4Jwq2TL4rP0jXqZypGva9t/UiAQWBGYEZhxY+ZoaibhSVMw0gMTAzAyEB1N6yRVIhAUcpAcVpHDGhzkocWfCPoQxWBC6YqmBqSpPCzkkcJKjvILJViIIYk23E487WocVUsjjRWsIp2zRFGPIQymhY/VRHm4EawhlfnsQouGKXSnB40v214g+Iw05pBOb8J5k6Qy0aJc4WKQyMGOYI0SRaxKtvNd0OGULH/Z2xjCtDJSNWwjbLoIh4dCQgAcz4Xm0+GdARDrhPumwdD2sGIfDGoL3zwNEZXYrgkBujfhpV7wRn+IWQSj4+ATn8vkmLNwrARSymnRxrsvcgEXGzWXkwKBYAp7seFmPp0q/Q53kcZ/+IXxdGZEFQ3CPSimmM+YjRkzD3A/9WshdhcIUlnNTuahx49ePEgCnap/YRXIYztpzKKQA+gJI47x1GdsrXzuagIXGVj4ASsLcXAQ0GCkN37ciR/D687dv9oDyZQFAPa1kpy5Tsr1mnpg6C+JmXEg6GopXLxWcORC0T4w74UidViOUiq10YVLUhbUQdppBLaTjc9/66hfbeB2ynm/4Jgc+ce8j83pZbf1i4bgJhDcuOwyrBUYr1/F6u+TjCUqYpfqoYfGAIEJqnAwkdTQB0hq0UwlYAYZ+fqt715qC+GSaUVXsUzbuSylVhKA/DwaU7nhd32aaNcEwq0SrkIQRd5KR5BFAIq/Ojzk69pLFiUBM+OmAEEBAnlXpWBAIYhjqTm0TGqO5goqFSuDkyKyWE4GP2DhNBqMhNOTegwinB5XHFEwk0sKyznCGtw4SaQLbRhOPWo+GeSTzwpWcZBDBBHEQG6lA+2r9LbKoYiZ/EoKGbQljofoRXgF6U8rLt7kGGvIYSQxvEAzdD7EJFe4GCdyOYqDJUo9Oqqav0IXjDgLmy2wqSF0VwORbx2Glw/CBx3gqeZS33XHd7DsOKQ9BQ99BIfOQtrH8Pk6eHwWTOoDsx6r5PsrgaC3JZF7vifEL4YhMTDbR8b1TCbMyANzS6/9BcA/3YX8hyJOKLEEV3BdWUYmUznGByTTncqbE3/AWvZxlqmMIKGK7TzIJ5/PmIUNO3czjhYVVKpWhTzOsYGPuUQazehLNyZiuIpIr7Rc2cdZviSPregIIo57VPPhuo9EODiGle+x8D0uzqAQgD/j8GfSVZso1xrONChZJ4mZ/RdwX5DrtS3ANAyMw2R683rrzaqCq1hG0Ir2QtEeSdTMB0GoN/PaYFm9Gdxd1ax1k15pNyOcVig44SVnhSfVcQrMZ/E6HSDNasPbQHhbuYxoo7YSrHtt2u+TjLVpLHatmSdFfv7RZchWtZqxGwlCyB+DyyqjXi6LmmL0IV4ag5pW9JdD46cSmhuAdHlQSr7MKgEz+5jZ+qki+yCVgF2/SiWBG0ERbgpwUwBI4auGIBRC1KU8nro6b9yUcIktZLOSS2zGjZ0gWhPLaCK59aomqmyOk8Jyzqgl0k3pRTtGEVxJT8iKUEIJm/iVTWxGIOhDL3rTq0rHd4FgLUeZxw4A7qUr/WlR4QR4FisvkMJpLDxKQ+6jQZntMoSLO8VF0nDyuRLBINWE85ILhqbBXpu0sBivzgOfnIDHdsOEBPjqFrnu/kXwvwMw7TYYWB9aPg2v3wWvjpPP93lVEqj1r1f8ec7kQ6P/wuwR8IcO0GAxDIqBOT5k7LM8eCQDzjSFRJ+vZruwc7u4yEwljDEV9EF04GYsO4nGyGe0q5QkFGDlr/xEIEamMqLK6koP8snna+aRSRZDGUxPetSKhLhwspcfOMhi/AmnFw8Td5U+eODpjTqLXDaiI5h47iWOu9DWVQskHwgEJezEwv+w8BNgQ0dzNY05Fh2Jdf6eVR+QANcxsK8E+89gXw/Y5Y2mYaBKzm4Dbfz1Pa6awO2QRVxFe2R6s2CLJGi4KS0QCOnuLSjwa3pjzTtXApddmtcWeFKfB2WT9PxUn7SnIqNnYa0gNEkuw1rJAgLDlUdjf59k7GoE/L8VhFsSrfLEy1fDpjGponoP8fK/8bxlhABK1ArHYm/asTTyZVIrHYPUyNf1PX5BCW7MCApwU4S8sGjREIyGEBSCKqx+vJrzRuAin73ksJIc1uLCjJ4w6jGIaG4nqBbC6/Jw4+Q0O0hhBRc5iQF/WtCfJAYRWIHje+XHKDjIIVawigIKaEMyQxlcqXmrBzmYmcWvHOICrYnlIXpTrxJC+Su5vMYRNCi8SRLdymnO0oWTseIi2biZq0TQS40cZDphUBocL5EasRHq9W5+OkzYCsNi4cde0g/sz6vgw+3wRj/4Wx94YhbM/AXSZ0C0+lHG/RtSzsLhDyr+TLsuQJdZsPhuGNECEpbAgCj4vJt3m43F0DdNVnIO9fm4LiFoJTLpj5FPNBVHtBZygX9xgum0oXMVuruDnOcdVtKZhjxJ/8vMcStCCSV8z48cIoUOtGcUI9DXMsWdzQk28QkFZNCSgXThniuywCiPIlJJYyaX2IyeUOKZSH3uRMu1qYBzk4eVn7DwPSVsA8BAVzWNOeqq+r5e+UEVy6iZ/WewLwOXmjLTtZURM9Mw0He/LtmAK4KzUC0Q2CJH4TbZ2glkK6dAVXcW1FEOvyY3X+apIrgcMop26ZAkZnmH5TL/aFltWmADCG0FYUmSqHl0af71qyWqNSVjN+iZcRNCuNTqRevl+i4PFI1qnBquEi6/ywT1NwxK9V6eKsdiH38vjUwzaqJ9Uo7Xm3w5VPLlGZ6ooh4N4SoBC6h1ZWL17yswc4RsVpLDakq4qOrA+hHFEMLoXGtLCl/YKOIoa0llNRbyCCaW7kyhKb1rPXGe5SzLWUka6cQSy12MrVYILhCs4xhz2YFAcD89GFBJNMyNYA7pzCKN5gTyNq2oX+4Ytwg7fxCXcKimrp3UCGm6AwamwXkHLGsAA1TiszYLJm2DXvVgQQ/Qa+CNjZKIPd0NXu4N+cXwxXq4p6eXiAFEhcDaQ5V/thy1gj5SDdwolElcALIROcARe1kyplUUBgkTK7DiFKK0S4AvRhDD56Qzm/QqyVgb4riHLsxjJz+yl7E1sK8wYOBuxhFFFGtZx0Uuci/3EFQL/VQUTRnFW+zmO1JYwXkO0JtHiLmKmwaAIJJI5n0KOUQaMznNNM4xlwZMIprhV20cWx4awgjgfgK4HyfpWPkBCwsp4HkKeAkj/fHnTkwMrduemFUeVACYhsshBDhTJSmz/yxbMxW/Lc2oDX3A0BMMvUDf6cZJaeqCIXygHCCv/8WpKjHbLtObZ//jnQO0QVJ35iFnQR3AP+m3bYZ+JdDqpZVGeOuy691Omd7MO+wlaHmHIXWTbGnogc5fVnqGNPW2kgpuJv/2j61VRPEm++Z+YwghT8YyZMtDvnztMRS1SMBPtrbwiOo1xhsz3CucarrR6rOUjcsBecFQgkDjIV7+1/1zCJylontJvjwkV4NCIFoiUAhEwe+a6EgspJPDKrJZiZV0FPSE04MohhBOz6uuLMvjHIdZyQl+xUUJ9UmmJw8ST9taEUoHDg5yiO3s4BznCSCA0YyiEx2qbX+Ui5lZbOYA59VoWC/qVTLZm3Hyd46wiUvcRhQv0qyMUF8IwWyK+ZsooCE6vlLCaaYS9uN2GJgu2w6tToQeKjk6aYZxW6B5ECzpBX46mLYDXl0vKyD/PViedrPXQrEdnrq97DFFh8AlMzicoK/gypajXkPrqfNzRWSsng4itJBq5zIMVUzMFxa2U0LPCqw8jGiYRAP+w0n2kk+HKqKPw0jmLHn8wD7iCaNbNT1CQbZYGkB/ooliIT8wg0+5lwnE1cJPTIeBbkwkkc5s4lN+5k0a050O3EHIVbrhB5NMGz6kgP2kMZNT/JfTzCCSvkQzgjC61Ik3ny90JBDE0wTyFE5SsLAQKz+Qx2oUAjAxDH/GYqTXVXfHqDEUBfSt5Ah8TrZqs68B+3LZ2Ny+WN3QCIauoFfJmaEHVFCt+5tA0UBgazniHpLr3CVQnOLVnxXtgQszZcYHZIYnoA0EtoGAVupofXNVcXqg0cnoV2hzbxsokCTVnA4Fx1V92nE58lIgbUlZHqALkK+vIf6PjJWHEGoLINWLzHcIm5quU+GJdGmDQe8jptcYbswQrsfTqwzpsnjvdkDVpfn9xlEvmRIVWHFTrJIvT19NDQoBaAlTyZf/NSFfDvLJZzf57CSPndg4ByiE0JF4JhJJ/1o36i6PEiyc4wDHWc95DqJFTxN60ZohhFXhel8RLnGJHexkF3uwYqUekQxnGB1oX6VxK4AVB2tIZRH7cSOYQncG0LLS9NkO8niH42Rg51maciexZf4HNiF4TuTzDRaGYGKGElYqej9kg0Hp0vl+bSJ0VDNZhQ4YsUk+XtwbQgww9yD8aYVsBD5rhNSDuVwwbTn0ToIO5fhLlBqAySmE+hVkEi96yJgnMlbJadPSAKmXdz+iH0YMwEpho2clEY3RxPAl6cwhnY+qIGMKCg/Qs9QqJIogGtXQwy6Z1oQTzlzmMZPZ3MFo2tKmRq/1IIaWjOaf7OMnUlnFabbSlN60YwzBRNVqX+URQjvaMg0zR8lkKdmsUG0xoonmdqIZjl8VraGuBAoKepIJIZlgXqWELSoxW4KVBSj4YeAWjPTFRD90tKrzqHml0ISA31g5AFzZ4NgCJb/K4YmcAeiSZeRM3wsMt4C28Y0zl2gM3mpMVCNX4fLqzzwkLXcZZMzxvk4bKKNmAa3LkjRTwo3z2WoKRePtNhA/qOxzbpcPUTsurTnsecDemu36/zvNWGl0q0SK6N1279IzfKFoZGRI4zvUSsYbTVDvgXBLMolVLoVVJZK+HQUUVefl51Pl6PcbES8HAgturAgsqtmqR1OnoBCAhkAf8lV3P2DPeePCQgF7yWMX+eykmOOAdCQPoSNhdCGSWzFe5URVTC7p7CGd3WRwGDcu/AkjiUG04FZMtUg7uXFzjONsZwfHOYGCQiuS6EYXGtGoWpJajJ2VHGYFKRRTQjvimcItRFVCMrOw819OsYYc4jHxCi1oXy4FJZt+57IXB88RxHNKEBr1N7LLCkPSwajAmkRopfIZlxtG/QorMmFVX7g1Wjrsj/4W+iTCzxPApN42/rgd7ngPFj4DY28pe3ye5/a+C+0rCDRN/gmWHoeLz8qfbaOl0DsS/lduPw9dgEVFkN3i8n3c5b7IGZzs0FRePPE1Z/mI08yiPW2qIewFWHmFxQjgDUYQWgvxuxkz85hPGun0oy8D6F9t9LMiWCngAEvUKl03zehDe0bVSptYFdzYyWUTmSwlj22AIIROxDCcSG6tU7+y8hDYsbMBG+uxs77US1BDPYz0wUg/TPS7Nj0ya3yQFijZASWbwfErlGxRzWeROlx9O9B1AL06dK2u+3W61nDkQvFhdaR4lyWZ3m00/uDfQnZ68WsmCwX81aUh+sacW68A//8K+IVLhgpFiQ/hKlEjXerj8skJReslWoqpLPG6YQmXAJw+JMvmfSzKE0qDmmr0Bzzky3Td70q8xMuqki+LGvHydgeQaUY/lXT5o2C6JnewAjcurKSmpuBKmkkRKQhcKOgJpi1hdCGUzgSRdFUaMIHgEmmlBCyXMwAEE0MCnUigE1E0q9UkWkwxu9nDDnaSRz5BBNGFTnSmMyE1iNYVYmU5KawiFRsOOpHAKNrRpJLJ14mbbzjPbNJwA5NpwEQaYCx3zFtVfZgVwcdKGMMUr4B7UzHcflamAH9JhMY+lYov7od3jsD0jvB4M9iYBkPmQut6sPY+CPYJQvV7Dc7kwImPQFcu47XlKPT8G6x4GYa0L/ucW0Ds+zCwEcy9Q65rvBR6RnqrNT14PxeeyYKLzSGi3L9+jjDzvChgqxJVmnYtDwsuxrCDJAL5oAYRqzPkMpVlNCCMl7kNQy3ONydOFrOU3ewhiSTGcQfGK+hlKo87j/0s5ihrAUFz+tOOUQTUwIKjprCRRTY/k8kSbJxHSwD1GEQMIwii9TW3qnBxARsbsLMeOxtxkwOAjuYY6auOntfPy6wiCBc4D4FjJzj2yuHcrxZMARik8azel6C1kzKSGx2OS1KL5iFnlqNgPQG202WL2rSBZcmZXzNJ2kyNwBh7Y+qsK8HvV8Bvv6D+A0+D/Zx3iGegyE6Ztj8eKHoZYtX6gy5MTSMaVMJluLH/saWO9TbA7kO27F4bCQA0KsHyB02EKgw1qeuu/+fzGqxaENjUxza8ES9QMKEh2Id8+V2z1IHAhVMlgC6suLAhlWjFgIt4JhJKZ4Jpe9V36gI3maRyhl2ks5ticgGFKJrSmfEk0ImQcqm96vcpOMVpdrOHQ6TgwkVjGjGUISTRskqfMA/ysbCUg6zlKCU46UojRtOuSr+r3eTzL05wGgu9COcZmlC/XJWcEII5FPOyKCARHYuUcJr7EJXlRTD2HCToZUQs3ofDfH1GErFHmsBjTeFgFoyYDw1DYfmEskRs/xnYcBj+NelyIgYQpfLQ7ILLn9uTAdnFcJtPh52KNGMg05QgU5W9yl0hB2PieQpYiY1mlVQz+qPlHuKYwRlSKSKpmom9IRE8Sh8+ZC1z2MIj9K7xuaFDxxhGEUM0P7OCT5nFRCZU2UWhMvgTRncm04bh7OcnjrKO42ygBQMDOmwqAAAgAElEQVRox8ircvH3wEQ0CdxPAyZTwD6y1DRmJj9hIo5I+hLJgGtGzLTUJ4B7COAeBG6cHFajZhso5iuKmQlo0NMKA90w0A0jfa9vhaaildEwvU9LMuEC13GVnO2TS/ti2fC89MM1kiRNlwz6ZNB3AW2zGyuYoA+XDc9De5Zd73bIDgLWE2A5LpfW49LENufHsvO6ogdToiRmfg3VZSM1FdpSzus3IW6uyFgLrdg1w112pT4KTPGkGt4nqUVDNQqk9yFcN6h+qzyEjBp5dVxyuJwWXC43BoMemVo0qkRLXSoq4aJ6t/26hNVqxc/POylLby8LgmJVZF+MNyWqUSNcfurSE/G6lq2OBG5KcGHGiRkXnoIEBS0mtPihwZ/jqem0Smpd3e5q9H4XOcVptnOabRSTixYDcSSTQCca0OGKJjMbNvayn+1sJ4eLGDHSgfZ0owtRNUyZWijhZw7xM4dw4KInTRhJW+pXoWnKx8F/OcUysojFyDM0pXcFE1KBcPMXkc8irAzGxCc++jCHgNey4e1caGeClQkQ5UNuPjsJj++GXpGwup9017/1f6DVwLY/QAOfr+vwWRjxjtSDpX0MYRUEATLyoP7DMO0B+OPQss/9YxP8bR1kP+MV8DddBt3CYW73stueKYFGJ+DTWHi4Ak7T352NANYp9Up7apaHGSdj2EEsJmbS/rIoYkX4gb18z14G0pLJdK+R5YUvjnOC+XyHQDCYgXSlyxWlLT0oIod9/MgJNqFFTzLDSGbYVZnGVgQnZnJYy0XWks9OBE78aUg0w4liKMY6SpdWB4GNEnZgZysl7KCEXep1TMFAZ4wMxMQA1Wz2BphThAD3eZWc7ZPRNGcKOI9Qmm1QwqX2TN8dDN0lQdPUQXeV6wm300vUbGdkIMZ22vvYkePdVtHKKJpHn+YhaP4tZDDmN0BNI2MIIW6a0Sk5Soiz04TIXS2E5ZQQLpvw4PDhw+KmgbtECFehEM4sIRxnhHCkClGyRwj7TjF50u2iU8ck8eOCD0SrVk2FTqcTU19/SQBi965dom/fvsLPz0+0a9dO7N69W5jNZjFlyhQRHBwsGjVqJObNm1fmrTZt2iR69eolgoKCRFBQkGjXrp347rvvSp9PTEwUzzzzjJg6daqIjo4WAQEBYsKECSI/P790m3Xr1glArFixQowYMUIEBASI+/8wWTjFJVFQfFz88U+TRHR0hDAaDaJT51Zi2cpZwiHShVPkCrewib59+4qxY8eKTz/9VCQmJgqTySSGDRsmzp07V7dfq3AJhygSVpEhzOK4KBSHRaE4LMzipLCJLOEQZuEWrjKvuZrzxi3c4qI4LXaKb8R34mkxW0wQc8QksVK8K06IzcIhbNXvpBJkiSyxSCwRfxdviJfEK2KG+FTsFftEiSip8T5KhFMsF4fEI2KumCBmi/+KtSJD5Ff5Grdwi0UiQwwUm0V3sVFMF6eEVTgr3Han2y46uDJEtOuc+NBdKFxud+lzp+1CdD8lBClCPHBeCLPP1+5yC/H8PiGYL8RtG4QoLBFif6YQ9f4lROy/hUjNKfs+K/YKETxJiOgHhNh2rPJjX39ICO6U25fH4K+EaDOj7LqGS4SYtLWC78AtRHCqEI9fqPh95rrNIsJ1TvzitlZ+MEKIjeKi6Co2iDfF0Sq3K31f4RbzxA4xQcwWH4v1wlnuXK0JckWumCO+EC+JV8R08Yk4Lyr5ELVAvsgQa8WHYraYIL4SD4rtYq4oEjnVv/AK4BBF4oL4SewVD4oNoqvYIG4RB8RTIlusFq6r+D1dCdzCIexitygQ74gsMUicE5HinIgQF0SSuCSeEBbxk3BV83v6TeC2C1FyQIjimULk/UGI7FZCXEAdihDZbeR68zQh7FuEcJl/6yO+OjjNQhQdECJzvhAn/ybE/tFCbGkqxC8aIX7BOzYnCrF3qBDHnhbi3KdCXNoghD37mh8esEvUgN/cXJGxm830VXg0XR6rCI+Q3rd6UYvUcfmBYmLKH/7C0mUrCQ8P59VXXyUmJoZt27bxyiuvkJyczBNPPEFCQgIvvvgiRUVFdO3alSZNmtCvXz/mzJnDwoULOX36NPHx8RQWFpKQkMCoUaOYOHEiQggOHjxIcHAwDz0ky5UbNmyIw+GgadOmPPvss2RkZPD8888zaNAgFixYAMC69au5tf9g4uJiue/+O+jbvz0mk47uPdoz+d6XWLp4A2+89SLNmiYxe+ZclixZyrp16+jVqxcA/fr14/jx44SHh/P6669js9l44YUXiImJYefOnVf+9aq6LxcWdXijXzoC0BKIjgA0VbjM1/a8EQjyOFsaASskEwUN9UmmEd1IpDPGK3Tbd+HiCEfZxnZOcRodOtqQzC10I74W1Wd5WFjHUdZylDwstCaW8XShcTXVeqex8A7H2UsB7QjmRZrRuAKfJrsQzMDM26KQ+mj5TAmns0+HhYWF8OAFGRf9LNbrqg9gdcLkHbDgLDzaBD7qCAeyYNDX4K+HtZOgmU8AbtpyeOpzaJMAi1+AhCqCJDNWypZI6TOggc9Hdbgg7F2Y0l6693uQsAQGRpd14Peg7xlZ8bm5gkIAuxB0Epk0Q8+Pmqq/0084zeec5SWaMaoGInGBYBH7WcAeupDIH+mHvpYRZIHgAAdZxnIsWOjBLQzg1ivWknlwkdMcZCln1I4MjehGMsOIpPFV7bcyWEknk5/JYhklZKMjWNWXDSeQpOvbCglwkYOdddhYjY11CPKRKc1kDHTHSA8MdENbw6rY6wp3Pji2Q8k2cGwFx25wX1Sf1ICuBeg6gr6jV4emqdoY+oaHy6amPVOh+IjP8oi0pPJAHyEjZ35NpZmtZ+nfVPbzvMqM0+9XM1YLvK5U0hflOuI1u2qGpGiQpCtErcRUCRjlCgQUPbm5uaxZs4b27aUK+dy5cwA8++yzTJ48GZARzdtvv51+/frxj3/8A4CuXbuycOFClixZwmOPPcaxY8coKChg2rRpBAVJ3crgwYMvO0ar1cqyZcsICAwASvALUJg86REOpq6iRVJ9nKQBcMe4W3n9jT+V6ruOpKbz7Tcr+Pzzz0uP67Yhd9C2bVveeOMNVq5cWfoe2dnZbN26lYSEBAASExPp1asXK1asYOjQoZcdU0Vw41I1Xx7dl/cHpcGEnlB0BKKt44pL2Y/vAqfZxmm2kc8FFBRiaEUyt9OQLrWqgiwPM2Z2sZsd7KKAAkIJYQiD6ERHAmpoWikQHCGT1RxhF2dwIWhLHA/TmzbUr3LiOkUx33KepWThj5aXacZwYi5LkzmF4Fss/EsUcQ4Xo/DjfSWUEDUtaXXDn7Pg0zzoaoJv4ssK9XNssmpyay78qx080wJ2nJdi/VATrLsPGqlpQYcTnv4CPl4JIzvD3CchsBpD98PnIMgP4stlU/dmQrED+pbrmOMSoK3ka2lvgtl5UvivKbeNUVF4lED+LgrZK0roUEWrr4doSApFvMcJmhNYrX5MQWE07TGh5yu28z5reJoBGGtxqVZQaEdbmtOMVaxhC9s4RArDuZ1WXPkNaySN6M+fMJPDYVZxlHWcYivRtCCZYTSg41WlRcvDjwQa8SgNeYh8dpPFMrJYSgbf40cDwulFOD0JoT2aWnYjuBJoqYc/d+HPXQiclLAbO+uws41ivqSYTwFZDCDJmSRo2lr4wF0zaELBOEQO8Elx7lHHXijZALa53tdoG6vFAe1B31pWcWqb3LhdBMpDa4LAZDl8IdxgOyvJmeWILCiwHIW8tZD5v7Lb6kLLErTSZSMw1q9TPfZN8q3exNA1VUlXzTVdcXFxpUTMFwMGDCh93LSpVCLfeuutpetCQkKoV68e58+fB6BJkyYEBgYyYcIEHnzwQfr27UtoaKhPVaO0uhg4qCfGwAs41L9HjElGCMHOnXtISmqBRr3TG3H7fejx1vvv3vkzQgjGjRtXuk6j0TBu3DjefffdMsfesWPHUiIG0LNnT6KiotixY0eFZEwWADhwYSuNfLlLXfal7stABFr80eJXp/oz6bKfQwapZJJKBodLRfgxtKQ7g2lI16sSNBdQyDGOcZRjHOM4Llw0oTHDGUZLWtR4UrNQwmZOsoZUzpGPPwYG04qBJBFTRWWlG8F28viG82wnDyMaRhDDwyQSXi6S6BaCxVj5pyjiJE46oOdDJZQ+GEs1Uyk2GH8eDtnhuQh4MwoMPqf7sSIYthHOW2FhDxjbADanw23zpIZr3X2QoH6d+cWytdGag/DcSPjnBNDW4N+bchZaxV/+M9sg7yXonVB2fVVkrJ0RigWcLIFmFQSUJhPA+xTxkShijlK5uFuLwhskMZk9/JXDfElHQmpAHIbSGhN6ZvEr77CSZxmEfxUR3orghx+jGEEH2rOIxczlG1rSkuEMI6yadlhVIZB6dOVe2jOG42wghRX8wn8IIprWDKUZfeqkzZIHClrC6EoYXXHyHDms4SLruMD3nOcbtPgTShfC6Uk43a/afqZmx6TDSDeMyF5aghJK2EcJ27CzRe0K8CUAWhJVj7PuGOiIjuZXVaFdJ1AU2TdTGw+mkd71rmxwqhWcHqJm+97nhQbQNZfETNdKLRhopc5z16//8FVB0YBfohwR5eYel1Xq0SwnwHpSLSQ4AUW7IGdh2YpPRQfGeDA1VAsKPMtEWVhgjJea9Rri/8jYtcYVhHqjo6MrXB8a6t2XwWC4bJ1nvc0m3elDw0JZtXoZf//7VO666y7cbjeDBvfk/Y9eoHFjT8rESWRUENLfOxwFE8H+fgQGBpKToaAjES2nAYiJLptmycjIIDAwEH//ssLI6OhoLBYLdrsdo1HOZFFRl18go6KiyMjIUMX2dtzYcWHDrQ7hUwCgxQ8DwWjxU8lX3Ua+isghk8OlBEySLzARRAxJtGUEiXTG/wqq1EB6gp3jHEdVApaB9NsJIYSudKErXYiqhVD5LHmsIZVfOYENJw2J4CF60Z3GVUZRrLhYThbfcp4zWInEwGM0ZDSxhJYjCUIIVmPnLVHIIRwkoeN/Sji3YSolYULArHx4KhOCNLAiAYaUy9Kuy4I7t0jis64f3BIJ68/A8G8gLlimJuNU3pieA0P+ASczYfZj8IdbqTEOn4NhFXQW2pgGLSIgptxxVRcZA9hnr5iMBSka7hcB/Bczp4STxlVEC0LR809a8TD7eJUjvE8y2hqk2PrRHCM6ZrCBV1nMn+hP4hVU9SXQgMd5lC1s5RfW8SEfMYD+9KB7japwK4MBf1pzG0kMJo1dpLCcbXzJHhbQggG0YhABdVyFqCOQWEYTy2hcWMlnF5fYwiU2k8sGAAJophKzHgSTfE0LhTxQMGCkK0a6EsSTCFw4SKGErdjZip1fsPKturVJrdZsi750JKFcZRq5TqCNAq1PBA3AbZZFAc7D3uHYDbYFeOuRdaBrBrok0DaX5EzbVC41sTdHER3I9oQeY9rycDvAlq4WEqTJAgLPMm+NdHooU5+tSGPbGuJ3TcZec78KuKTXGKrnGA6fvx3qslyFpqJFViuq/lyUW15jq4jKKrQqgowg2UsHuHCTj4NUBCV0uiWYJSvew2q18cuanbzwl38zecLLbNm2Um0PYiA324Ueb82/xWLBbDYTG1uWfJU/rtjYWMxmMxaLpQwhy8rKwt/fv5SIgUxTyuN14cKOGxvZ2ZlExJowcxTvSSyjXjqC0WBCiwkNpjrVhwj1UunEjo0ivuMpH/IVTAxJtGE4sbQilLgrfm8rVo5zojT6ZcGCgkICDRjMQFrQgmiiarx/Gw72cpY1HOEImejRcguNGEhLmlCvyv1kYWchF/iJDApx0pJAXqcFA6iHvgJi+6uw8w9RyE5KaISWT5QwxuCH1uccyHfBwxmwoBAGBsBXcRDjc0WxueDlA/CfY9AiCJb1gcaBsOYUjJwvU5K/TPKSpIw8GDBVWlOsfgX61qLINbcIsgqgdbnGBS43bEqHuyvYl9NdORlrZQQNMuI3rpIA48NKIDOEmemiiH8rVZP0VgTxDE15m+PMIo1HqukR6kF3GhOCH9NZz2ssZSJdGUDLWp+TWrT0phfJJLOUZaxgFfvYzyhGklDLbg/loUFLI7rRiG5kc5xDLOcQSznEUqJpSUO6kkjnOvUrA9DiRwS9iaA3AoGFU6XE7CxfcZYv0BFMGN0IoQPBtCWAxteJnGkx0BYDbQnkEQQCJydwsB8HByjhABZ+QPCF+godepJUYtZGXbZCc4X60zqFJhAMneXwhbCC86gPQTsMjhSwLQF82wOaQNfES858l9oGN7a1lC80evBvIkdFcJfI9KcvUXMVAh/UaPc3JxkTAkQeuDL4f+ydd3wc1dW/n9m+q957tSRblguuGBuDMT2AgQReTChJSCAEE0IAU0MPGAgtENNLKAFCTA3dFBdcMC64yrJkWVbvXdq+8/vj3m3qkuX2vr+zn6s7Ws3uzo52Z54553vOwVMj51xwV0jAcopZdeAvrxBgigGh1ZIaLmQZDB+AHTm7RZVfYwA3zbjpRMWJU+q4XJThpDDgER7AI8tIRKBgRMFIuNnI+eccS9GOTpYsWYI2wAuzfPlyOjs7CQ0VX/wPPvgARVGYPn1gzeGMGTNQFIVly5Zx+eWXi+1VVZYtW8ac4+fgokt6vBxs3ryZwvKVpKYLD9n6NZupr29k+swpGIhCI6FLg+GggZcLh2/2fi7cOIgjh0mcQyL5BwRfLlxUUU0ZZeyhmHIq8ODBjJk8chlLHrnkYBlGaYBmuthCBZspZyc1OHETRygLmc488ggbJBy0g3beoYpvaUAF5hHLQlKYRHif73Oz6uABtZ2V2ElCw2NKJL/Egr4HiK/vhouroMIJS+Lh5phgbdWmZrj8B9jVDn8YA49MhlA9fFYMP38XxsbC15f6y0w0tMEp9wkgW34nHNdH9fuBbJeQVTI+Nfj+7fXQZheV/HvaQJ4xkway9H23RfJagqLlItXCO3RzsxpOwiAnlfNIZAftvEI5BYRx/BC9RuNJ4kHO4zlW8Srr2EENVzKHkBF4UqKI5FJ+yS4K+YTPeIGXGMc45jKbdNIP+LsXTy7zyaWDevawkv1sYD2vsZ7XiCeXDGaQyUzCRrlchejTMYYQxpDGZbjooIUNNLOGFtbTwHJAdNQIYwLhTCKciYQzAd0hAB7RrikXPbnABYD32LTfB2dOtmHjS7rx67a0pKIjDx156OWsIw/tKIPtiEwxg/4YMQJNdYtzsbsEXCXBs/1L8PUVBtDKcGlGj5Hun5VBxKJHimkM/cDa/0YYc+2G+kxw14JPPyRN/Rw8ErK8oKXxgpYeP3AdeRX1VdzSs+UtjurASTFC1+XETTUAbipxY0H82wSgaQhHS5oPukCPhmh0ZPLpp5/yyiuvcN5555Genk5VVRXPP/98kM4MwGw2c9ZZZ7F48WJqampYvHgx559/PuPH9+GqDbD8/HwWXnwR1157LS0d1WSOSeWVF99k9+7dPPbsLVgpl+/PRWxcNBeedTV33nsLDpub22+5h6lTp3LeGZeP6r5048KJVUKXF7y8XjcNOgyYCEWHER1GQrAznetG9Foi9FjFHvZQxn4qqMQl/y+JJDKX4xlLHmmkDkvYXE8Ha9jLZsopRWQ8xRHKyYxlKunkkzjg83Xi4lPq+Iw6dtNJCFouIpULSSa5H3jbrjr4m9rBZ9iIQcP9SgS/IQRTj+9KmQP+0gBvtUGGHr7PhFkBbOn0wJJCuH8nxJvgixPgdOlg/WA3XLQMJibAV5dAjHxcU4cITZbWwWe3Dx/EoH8Y8+rFTugjWuBWQTfAoSDfCLv6aBgeaIuUUN5Uu3lR7eQvysAaQgWFxeRQTBf3UMQLTO4zW7Uvi8DMYk7jM3bwLhu5g0YWMY/cEeijFBQKGE8OY1jN96xnA4UUkkYqczmefMYdsBA/jHimcSHTuJBWqihjA2X8yI+8xY+8RQyZZDKTMRxP6EEoqKojjDhOJo6TUVGxUU0722hnO+1so5xXEBdkAuLCmUgEU4hiFvpRKG47FFNQ0JGJjkzMCN2WkGzU4GArLgpxsgcXRXSzLqA/r2jnpCMXPWPRkY+BY9BTcGSEOhUt6DLFMJ4S/DfVA55qCWfF4CoD934xHCvBXUkvB4omPgDQvJA2FnTjJKwdJSHQQezogjE0YJgrYtCaJNAGzC1O2bPryAKtQAuGLtHCSCw7Atax4q1SrxCCggGN1CmJq6MoFLTo5dWclph+q0Pn5OSgKAq333479fX1xMXFcfbZZ/Pggw8Grbdw4ULCwsL47W9/S2dnJwsWLODZZ5/t9Xwe3Ljowo0VDzbc2HjixcWE3aLhgfsepa21nYKJ43j/k9eZd/wZaDCgwYAWC3Nmz+WUU05h8fV30dDQwLx583jhhRcOeJ+6ceHChlMOt9yXig+8wtFhQIcRLfoDvvJ346aMMnZSyC4K6aADBYUkkpjJDDLJIIN0Qod5te3EzUb2s4I97KAaBcghnouYxlTSSSFy0G2vwMq7MiuyGzdjCeVGxnAWCYT081XfJiHsc2yEoXCbEsZVhBLW4wDX6YGHGuHRJhG+WxwDt8VCZIAzaGcb/OoH2NQCF6fD0mkQZRChwrtXwAPfw7Ep8MUlInsSYEMxXPg41LbCB4vhpB6JT0O1tUUQGQLpPaoKfLsPsqOCC8h6zaWCboDj+AQjfNkJNo/wlPVlOYqec1QTL9HF1WoosYN4x0xoeYh8fsdWfs9WnmACE4bYcF6DwtlMZCwJ/IMV3MunnMskzmcKuhHAkxEjp3AyJzCXzfzEGtbyFu8QTzwncSITKBiV7MhIUjiG8zmG82mnjv38SBkb2MS7bOI/pDCBXE4knanoDgJMKCiYScFMCgmI2iYuOulglw/Q6vmKGj4ANIQxjkimE8E0IpiMlkPnmVFQ0JKMmWTAX4dFlPGpwMUeCWhidPMeKrKPJXr0jEPPZAxMRs/kIwfQvKZo/IkDzOv9d9UF7io/oLnL/cvOnWD/AtSugAeYZFmOcT1Gnmz/d/TY/68zNsrmz1R0BOi4ekOX+NoZZSV6k9RvmVAwHNLqzpmZmVxwwQU8+uijPd6H2yemF7MVT4AOQIMeDWafpks7QEX9efPmERsby7Jlyw5oW1XZwMQZAF/+bdKgx4geMwbMaIcY7hzK58aOnVL2sYtCCtmNFSt69OSRy3jyGUse5hEcsFVU9tHEGvbyPSV0YieWUOaRxwnkEDMEoFNR2UQb71DJ9zSjReE04riIFMYNUEZhq4SwL7ARgcIflFCuItRXPd9rHhX+1Qa31kO1Cy6JgIfig1sauTzwWBHctQPC9fDcNJEtCfBTLVzzGayrhCtknS+zXigNnvkS/vxPSI6G/9wAM3IYkbncEP9bOGsqvBHg5HS4IeZvcNkkeOZnwY/xqKB9F+4pgLv7AcAP2+H8SlibCccNcFzfozo5Xq3nSkJ4YIgJO5VYuY7tNOFgCeOZPcywUzcOXmc9qykhkxj+wAmkjjC5xGsePGxnB9+xkgYaiCWWeZzAJCYekNC/P+ugnmJWU8xKumhCh5FUJpPBDNI4ZtQr/Q9kKm462E0L62hhg+xV60JBRxgTiGS6bJdWMGDdwkNtItRZiZMtONiKk6042IpKi1zjKAC04Ziqivpo7iKZVBAw3PsI8qppUnto1cb450PYheD/1xk7iNY3cHlF9D11al7osviyFQ8HdA1kAnDafBmNYvjBS0EvRfWRso2QEc0h+Oh49V5ObD7vl0eGAYV30IiecHSY0I2i1syJk3IqKKWUUvZRSRUePJgwMY6xvhCPYQQHZRdudlHDJsrZRDktdKNDwzQyOIk8CkgeUhscOx6+op53qKKELqLQcwXp/JwkYgc40P4kIexLCWG3Sk9YTwgDoQv7Uy1ssMEMEyxL7Q0lRe3CG/ZDM/w8FZ6dJsKTrTa4awUs/RFizPDGeXDpJPGYTitc+Ty8swZ+NgXe+CNEH0Bf5lW7oKULzj82+P61FdDpgNP70NvaZIa6eQDGOFby9XrrwDCWp+i5RLXwMl1cooYwvp8G4oGWipkXOYY/s4Ob2MlfyONn9J1F3ZdZMHA1JzCNdF5mLX/hYy5iGqdTMOw2Sl7ToGEyk5jIBHayixWsZBnv8y0rOJETmMLkUYWyMOKZyi+YwvnUUEgZG9jPRsrYgAYdKUwkgxmkM/WA6vgNxRS0hFNAOAVk8DvcWGljK21sopWNlPMK5byEBiPhTCaSaUQynTDGHdYyFSLUmYaOtKBQp5sKCWY/4WQrVj6lmzflo/ToyJEhznHoGYeOsejIOvwlNwYzRQFtnBiG44P/ptpE+NO1G1yFfq2a/ROw1gWvq4mTkCZhTZstwp+6TNAkHxbd+GHb84qipAGvAwkIUc8Lqqr+/XBtT6AJ2HJJsHJKyHLK3x39AJdIANAQJkHLq+EaXUH6SE3FgweHHH7oUnHiog2b1KWJ0KIJHRESvEyHELwcQSJ7Nw5feQsBX6Kwqx7TqIQcvebCRSVVlLKPUkp92i8NGlJIZi5zyCabTDLQjWBfdGHnJyrZRDlbqcSGEyM6JpHCNNI5hrRBhfhea8LBe1TzPjW04CSHEO4gj9OJH7D/4RYJYV9JCLtNCePKfiCsyik8YW+2iezIfybDZRHBAn23B54qhtu3C6B5axYslLqs17fC4q+hsRv+MB3unwdREmx2VcAvHoM91fDAxXDreaAJ2ASbHdZshvmzhq44+GADmPRw+uTg+7/cK8KQ8zN7P8YqYcw0AFsk6YUubr21/3W8dqcSzqeqjcVqK/8lFs0QNj4GA88wiVvYxb0U0YKTS0gd9HGBNoNM8kjgJb7nTTawiXJ+z1ziDgBeNGiYyAQKGM9uiviOFXzAh3zHCmYzi4lMJHwU4Uh0sCggmQKO41fUU0wZP7KfH6lgCwoaEsn3ZWVaDqBG2lBNi5loZhHNLABcdNDGFlrZSCubKEPIODSYCWOcLBTEExIAACAASURBVOc7jjDGYyL1sB7zBaCloyMdM+cAPQFtKy524WALVj4MeKTBp0MTgDZOJgxkHZIM1AM2xSQbpPfh6vZ0gHsvuPZKSJOzfSV4/kVwSYqeSQWZvZMLlIMQTj9cYUpFUZKAJFVVNyuKEgZsAs5TVXVXf48ZrTCl0G6JrEv/7AiALSe9szC1ErL0gPEIBi7xXgR0OfHI9xXo6QIvdBkDZqPMZDz43joPHglefujqS2jv1XrpJRCO1j4We8mJAwe7C3fzaf4XOHEiquonMoYsssgikwxMIyxe2Ugnm6X3q5Aa3KhEYGYKaUwjnQkkYxgC2IlQZjdrZNL+VtrxoHI80SwkhWmDaMkCISxShiP7gzCrBx5rgiWNQrV4Q7TQhYUFHIfdHvikBh4uFJX0z0mG56dDklm0NVr0GXxfAbNSYOnPYGpAdZS3VguPWKgJ3v4TzJ/YY1t3waW3wK698O7jcOEQGjOoKqT/AaZlw4c3B/9tygsQYYQVv+r9uMpuSPsvvDAdruwnUx1gYSWss8L+3MG35W21iz+qrTypRHKpMjRhPoADD3ezm29p5BJSuZasYXu3VFRWUczr/IAHD/MZy9lMImoUQn0qKnsoZgUrKacCBYVsspjMJAoYP+LvyFBet4kyn/i/nRpAIZ5c0plKIvnEknlILhZ7moMW2thMG1vooJAuin1FqXWE+eBMzOMxknBEnCN6mocuqUMrwsVunOzGRRFuKgLWMqAjAx3ZaMlCR7YcWWhJPTpAbSBTbQEatTJw7Q/4fb/oVNBXUoEmFbQpfg2cpseyRshMhhqmPGI0Y4qifAT8Q1XV5f2tMxiMjcsfh/BoOQn2bDl7wJe7j2fwwpYB5By8fPg/cKq8vlFxSuhyBni7vO/NbwoamQBgkBqvQwddqpScunH2GsEhUK0PunQY0GIYVa+XWwY6A2/ejEeAysIq6vMbyJb4NZyyE17zoFJLG8U0UEI9xdRTITUbyUQwjXSmkcEY4oZ0krXiZiOtrJUAVisP8jmEMJtoziGR9H40aqqqUoKLr7HzhWplDQ4iUbhGCeNKQnoJ8wEqnfBuOzzVDPud8PMw+FtCcCujRju8VArPlcD+bkgxwwMT4fJMaLfD3SvhHxuEB+zhk0UfSK8nze6EG14TGrE5Y+Hff4aUgJwTlwsefgnueQbiogRgTciF5S8Pvu9/LIGZt8E/F8Gv5vnvr+2EpMfhwflw2/G9H1fSAbmfwRvHwqWZ/T//k02ixVNVLiQPEn1UVZVz1EaKcLJOSRhUzB9oblQeo4T3qOFnxHMHeSMS5TfQyfts4XtK0KAwjzzOYRKxo1S+oZ4GtrGNrWynmWZ06BhLnq/9kv4gtSVSUYOyMltkprYOI3HkkMhYEhlHHDkHJQlgMPPgoptSOiikg110UkgXJajyXKMnilDGEUouFrLkyDykyQHDMQ+dAZC2Bxf7cLEPN/tQ6Q5YUy8LgwdCWhpa0tCSiuYgh5cPialOkeUZCGzuKvBUymSDSlCbez9OiQBtBkr8tqMHxhRFyQRWARNUVW3v8bergKsAsnMSp20vXoqHetzU+2Y3dTQU3kVefn8p0joU9BKu9NK7FTwfGbDlkYDl6gFcTt/9we5UATMa6bHT+MDL4HtPB/tqzCP9TH1Bl0pwKFeLHi36gOxGA5pR2kZVphw4ceHE4QMvdwB4a9GiD7gZMLCncM+wEz86sbNXglcJDZTQQLdMzjCjZwxxTCCZaWSQPIQ0eRWVCqw+79cW2nCiYkHLDCKZTTTHEU1CPycZu6qyFjvLVdHCeJ98z2PRcYFi4Xd9QFiDSzT0frsdVstj60wTPJQAJwU4dX5sgqUl8E452D1wUjxcmwsLkkWNrn9th5uWQ30XXD0d/noSRMvzi6qKEOLtb0FRNdx4jmhtpA9wZBSXweW3wfqtsPBnsPQv8Mw7cOdTUPIFjBmkgPXtb8EjH0H9S8G6s9e3wq8+gs1XwpQ++nNvb4VJX8J/ZsMFA9Q8/aEbZpXBe6nw8yFofnerTuap9VyIhac1wxPUq6i8QjkvsJ/ZRPMg+ZhHeFyqp52P2cYqSgCYSw7nMon4IWZuDmVbK6lkK9vZxna66MKEiQLGM5mJZJE1qn0qe1o3rdRRRB27qaWIZsoBFQ1aYskmgbG+YRxi+ZDRNg92OimhUwJaB7uxsh/VdzGoYCJJglk2FrII8UHakZkJKC6yayWclfpmt4Q1la6g9RWi0JEq4SwtYDkVLeloiDoiPYbDNtUqwawnpHWhRL1ydMCYoiihwErgAVVV3x9o3cnTdepnG716AQNa4tEQj5Z4agv/wLj8bARc6fDDlu6wC+UFZLlQcUnQcvXze2+PnYIOjXwvGvnegn8/uBApYMslPVouueyfe26zBp0PugLHaIUZxdb0fVMDQFWHLgi89Oj7FB8PFt624aSCFvbTJMGrnhqZSq6gkEYkY4gjh3hyiCOZyEG9Xyoq5VhlxaN2NtFKpSyEmImF2UQxm2gmE4Ghn89ujepmOTaWqzZWYacLFRNwPEZOU0ycgon0HiLUVjd82AFvt8E3XcI/nG+AiyNgYbi/7Y/NDe+WCwjb0AyhOuEBuyYHCiRbbq+DRZ+L6vYzk0VIcnpAP+QVO+HWf8EPxZCfAo9eHtyqSFXh2Xdg8aNg1MMzdwkYA6iqg/ST4eYrYMkN/e/HLhtMuAGyE+Cbu4P/9sv34Zt9UHND70bfABua4Niv4ZO5cNYAfZztHggvgj9FwyND1Nff72nj73TykRLLnBFoSz6ghkcoZjxhPM6EIfWy7M8a6eQTtrOCPbjxMIcxLGDykC4Shmpu3OxjHz+xjV0UYsdOGGFMpICx5JFBxkHzmHnNThf1FEs4200jpXhwI3AgjTiyiSGTGDKJJgPdYcqI9ODCRgVd7KObfXRTSjdldLM/KLJhJAkLmZhJwUQqZtIwk4qJ5CMqmzPQBKjV4aYSFxW45RDLlbip6APWzGhIREsiWpJ8QxP0e8LRm/3JURKmVBRFD3wCfKmq6uODrT9t+jh1/caP0BKP0kMrc7hKW3gr5PfUZ4lwYv+Q5ZVZCkjxj2DgOjQg6S0Y4Zb6rYFgyxtYFNAltlMrAUyEQkdne72eLoe8eYHL3WN7tGjRBdy84DXU7Qj83HhQKaeZHVRTQj3ltFBPuw/xwjH5oCuHeLKJxTzEk0w1NlbQyEZa2UE7bfLqOBQtk4hgNtHMJoqUAcIWe1UXy9RuvsDGdnngTkXLqZg4VTFxPAYsPTxgqgrLu+CZFvi8ExyqqCy/MFxA2ASjXyjf4oDHi+C5vSIsOS4MFuUKEAuXb3NtBTywGj4vESHJh06G307xA09RFfz5Nfh8C6REw30XweUngi6Ag10uWLAIPl8Npx8PL98PKT1A59xF8MM2qPgW9H3sYlWFy5+Gf30PX98ZrD/zqJDwGJyZA6+f1/e+XFUPJ34HX8+DkweBrOP2iUyn1VkDr+e1btXD8Wo9JhS+VuJ6/U+GYt/RyF0UkoyJJ5hA8gGGs1ro5hO28y27ceJmFlmczxRSRlkM78RJEXv4iW3sYQ9u3OjRk0Um+eRTQD4hh8BT5cJBAyXSe1ZEE2XY6ACEfCOSZGLIIoGxJDGesGG0JTsYpuLCShXd7KOLUropxUo5VipxBwGMgpEECWaphJJDKOMIIeeIDXl6TZXB5kBQc1ONmxo5anFTS3CFfmEaYiSkJaAlQXrZvKHRLF8tziPRjvjSFopodPgyUDgUEANQCEXPCMpzH6CJD1FPnZYfvoLDcUivlU6GC80SqvQ9wOvghxD7eh/Cr+QXzQv4CtSa+WHLiMUHWxrfODjbLcDLK6sXSx5fJqWCDh0GjAHQpUOL9oDhz41HFlqtYic1tMsDQQLhpBPNXHJII4oMookldFjvfT/dfEcj39JIEZ0AZGLmBGKYRDgTCCcTy4CetAbVzYdY+Y/azWacKMAsDNylhHMaJsai67OXaZcH3muHJ5rhJ5vIirwmSgDYDFNwpmKtVQDYU8XQ6oAFKfDHXJgf719vVwPc/i18VAQJIXDXCfDHmf4q+nYnPPwhPPA+WIzwyKVw7Rlg7uOCtq0TNss0ncpa+PAbuGwBhEtZk6pCZzd0WQVY9WXPL4c3V8O9/9M7EWD5XpHJefYAovtOGSkKGYJj+USLSGyod0H8EI6YFkXD34hkodrEFWozrxODYZjFqE8ilr8zkZvZxeVs4VZyOZnYEX/3orBwGceygEl8xg6WU8h6yphDNmcxkfRRaq+jR88ECphAAQ4c7KOMYoopopiP+Jj/8gljyGYSExlP/kET/+swkMR4khBdRFRUumimiX00UUYT+6hiGyWsBiCEGJIpIJHxJDKO0APY1yMxBR0WMrCQQWxAMVRxqd+GlQqsVGKlEpucG/mWWl82pIKZVEIYg4UcQskhhDGYSDkiJDggjuMKURiIAib1uY4X2IIBTSx7qMFNHU524KGux3NHSjjL8kGalgx0pKMh8bBHx4ZihzOb8nhgNbAdf6rC7aqqftbfYw5W0Ve/MN4LWYFard6ZiID0XPk1WsFarcMbAxfSeSduGV70AldPHZcGPTr0aGXm4miL5/uzwGxGL4AFerx06DFITZfX0zVaujInbl+jJCtOygpLeC5/O5GYKSCZiSQzgZQRZaHZ8bCddjbSwkqaKJVC1wmEcRKxnETsgJ4vr3WpHj7HxjK1m++w4wYmoOcCxczPsZDcjzBcVYX+67U2Icjv9MA4A9wcK4q1Gnrsws3N8PdieLtcFG49JxnumwCTAy4yq9qFOP/VnyDUALfMhj8dCyEBkZLVhXDV87C7ChbOgSd+BYkBz+HxgNsd7OHqtsK/Pxf6sI07IMQMl5wNf1go9GN/uA+euxt+f1Hv9/ljCRx/J8yfAJ/eFlwaA0Tvy9XlUHk9GPuBpzfL4LIfoOhnkDeIxninDSaUwhMJcP0wOve8pnZxo9rKuZh5QYkKarI+VKvCyu0UsptOphPJjYwZcgulgawdK5+wneUU4sDNWBI4lXxmkIHuIJy8VVRqqGU729nODlpoRYuWPHKZyATGMRbjIQ5Fqai0UUMNO+UoxC4vmsxE+sQH8eQQS/ZhSQwYyFRU7NTTyW462UM3JXSxFyuVeLXFGoxYyJZ9O3PkGIPhSOhteQCmYsVFuU+35tWsieUKgrMf9bLHZ7r0qKVL3VoGOtLQkHBQYe2oCFMO10YCY0JH5C354PKBll+v5c3uG0gY79doifuOBB2a6tNy9c5WdAWt6w0paiVwecHrYApsvdvowiXzF52+OTCbUYtWQpcfvUZru9x4sMtysV4A8/gOUgomdFQXlhGXn07qENoN9TQnHnbSISsPifCjAxUNcAwRnEQsJxLbr/A+0Fyqykrs/Eft5nNsdKGSipZfYOYCxUL+AIVEyxzwehu81gqlTgjVwIXh8OsION7Suz7YR9Xw5B5Y3QAhOrgiS3jCcgOgpNUGD6+BJ38Q3qlF0+H2uRAbwKgtnXDLm/DiN5ARB89eCWdO8f+9swtefh+eeA3MJlj3FkT2oR/fuEPox97+DKwyQnHKcfDVS71rjTV1wFRZwmLzIxDTA6SqOyD9SbhhFjxyav/7++k9cN0WaDgPYodwjp1ZCnYVfsoeXse1f6gd3KO2cwkWnlQi+/RiDmZuVD6ghucpowsXF5LClWQQOgqBjQ5srKKYr9lNPR1EYOYk8pjP2CF1gBiJecX/29nBNnbQQQd69GSTxRiyyWEM8YchbKjioZkK6tlDvcyNbpceGAUN0aQTT66EtNzDHtrsz9xYZbhTwJkYJTh9VflBRwQW0jH7Rppv1h4kb+WhMhUHLspxyyHCouXyvgo81Pd4hAEtKWhJDpiDh4aYEf+v/0/AmBsbDppw0EhFoYe8/Iwewnin/L1nzbBAYbwuALQOnTB+MPOWhggUz/u1XE4pTvX/78bGTufKa3/NHffcGiCa986HC7qCt1Erw4v6APQarYreIg/VJeHLhV0GOr1mQCsrlokiGnoZbh2OR9WFSiEdbJLwtY12bHhQgDxCmUYE04jkGCKGdKLsVD1sxsEXqo0PsNKAhwgUzpUANgtDv8VDO2UY8p+tsEJmQ863wK8jRdZfSI9/easDXi6Fp4tFaYrMEAFgV2RBZICXy+YSVfMfWC2A7JKJcP9JkBkgLbI74T/r4KbXoaEdbjgb7vkfCJHH8JoGePpNePbf0NoOsybDxp1w1gnw/lO9PVlea2mD1z6ChBiYOw1SE4P/7vHA2Q/BN9vh+/v7bp90/ypR+b/4WsgZ4OL/3h1wz05wXjhwf0qvPdMMi2phcxZMGaY0Z4mnncfo4GpCuF+JGBGQAbTi5DnK+JAaItGziCzOImHEFfcDzYPKdqpYTiE/yVpiU0nnVPIpIOmgQYcHD+WUs52dlFBCI00AhBLqA7Nssok8RM27e5qV9h5503txSSmDiXDiyCaKdKJII5o0Ikg6LHXPhmIOmnxwZmU/3ZRjpRwHDUHrCU1aIKSlYSIZE0lHvC5tKOahGzdVEtD2B+jXanwaNno4NMAowSxJzgkB+jXvcmKfpTyOeM3YSMxGNVu5xgdgbulSBghjCXZJ9F5hvAYjCiE+yAoGsMMp1hSoJbIT3T7I8sOXq98yFgJoTD0E9HoUNJgIJ4z4g7LNHt+WemX0gZL6vqHLhBl9gLh+NKDQC13ewKvDV87CD15aFIzoCZPgZRzBa3tQqcZGMV0U00khnfxEG90ynDoGCwtIZBqRTCFiSBlvtaqbH3CwQbWzHgc7cOIGjMBpmLhQsXAyJoz9nKztHlhjhddbRVmKLhXG6OH+OFEhP6OPJKs9HfDUHvhnGXS54MQ4eGKKLE0RsEscbnh7B9z5HVS0wxljYMnJcIwEIqcLvt0hWhh9sAHaukWh1c9uh6nZYp1dJfDoq/CvT0S/yJ+fAjf9Bo6dDH9/A65fIuqJ3XZV3/snKgKuv7z//ffA+yIx4Nkr+wYxtwde3AynZA0MYgDNDpGUMBQQA6G1+3MdvNo2fBi7VQmjQ/XwHF2Eo+HmEZaXiETPreRyHok8yl7+yh4+oIabyGH8AdZz0qAwmVQmk0oDHXzDbr5jDxvZTxIRnMI45pJDyCiH6jRoyJQ3gFZa2UspeymlhL1sZRsAscT64CyLzBH1gh2JmQknnamkI1KBPXhopVLCWTENlFLJdl+ikwYtESQTLQHNO0KIPuxeNAMxGIghiplB97vplnq0ch+gWSmnga9wyaQHr+mJwkQSRpJ8gOadjSQeFV41DRY05KKnb1GpODfXByQXVMllMRxswE0dyPqPgSZ4Iz4A0hJ7v0A/dlTBmBsrKk5CyCKKGRiI9Y0aLISQe1iE8V7zQ5YbD25UOQeDlrtP0AI/bIkwYkgAcIn5YIZGvbAVeAuELg89kxQ0MvCpRzvK0OVV8AUGYfuCLgV8irdQ6e0yyi0YzmfAipsSCV1iFg5+L3hpgHQsnEE804hkKhFED5Je7lFVinGxXsLXDzgok89nRmEqeq4njJmKgZkY+izGWuuCdd2w1gpru2GjTWRDhmkEHPw6Emabg8NmnU5RGf/7RlhZDysbwKCBi9PhT3kwRWq5VFWI8peXirGiDLqcojzFP8+F+VlC5/WdBLD3fhAhwnAznD8TLpoDp00SXq4VGwSEfbpShCOvvBD+fHlwjbDrLhVasL88BTMmwCmzh/zvAeCrrXD3u3DpXPh9P+HHL0oESD5+2uDP1+KA6GFUCIjSwnlhomn63+LBOIyPuKIo/JUIOlSVR9QOwtDwB2XkIcBxhPECk/mCep6mlCvYwjkkcg2ZRI1C2YM4wljIDH7OFH6gjOUU8gY/8C6bmE4GE0lhEilEHAQgiiSSaUxlGlNRUamjjhL2spdSNrOFH9iAgkISiaSQQjLJpJBMAvGMpFXZcE0jw5XRpDOO+QC4cdFGNS1U0EwFLVRQy272ssb3OAMWoqTnLJxEORIIJ+Gwa9G0WAglj1Dygu4PTB6wUSNHNXZq6KKYJlbRs9C4nmiMJGAkHiNxGIj3LRuJx0D8EQ9sChpZaqN/kFKl4tBNHW7q8MhMULEs7nOwHdg89Nc9msOUgXawSlt4w4UCrDwBgNUTuNy9Qod+U3yZiFo5a/qYFRTWrVvHkiVL+PHHH2lvbyc3N5fFixdzySWX+J5t1apV/PGPf6SoqIiCggKefvppFixYwLXXXss999wDwKeffsqTTz7J1q1bsdls5I/P58777uSk0+b7YGvJPQ/y8j9e5rVPX+eORbdTtLOISdMm8fc3/o4lxMItV93C6q9Xk5KWwuNLH2f+/JMlFh44cHn9gs4ewVeXhMDgcrH4KpYZfCkHWl+ocSgWnKKh+jp0lhYWcXO+v3xFCFpyCCGXUHIJIVdKX00DhFPbVQ97cFGEkz2qmDfhoEU+axwaZmLgWMXALIxMQN8ru86twk47rAmAr1J5nDMoMN0Esy0wxwynhYJF7v4GmwCv1Q1ibGkVz6VR4JhI4QH7/RhINIvCrF+X+gGsSl705sXAqdlwVg6clg3riwWALVsPta0QYoQF0wWAnT4ZTAZRnuL95fC3V4XmKy4arv0lXHMxxPaTZd7ZBccuhPpm2LwM0vooxtqXlTfA1FsgKRLWP+gPh/a0c96GH6uh4nrQDxL9PnsV1Nhg0xDAzWufd8DPKoZeALanuVSVK9Vm/ott2C2T+rNOXLxMOf+mCjMariKTX5CMbpQvSPfRyNfsZhPldMgwXQbRPjDLIwH9QZZ2uHBRQSUl7KWccqqpwSa3RYuWeOIlnvkB7WDXNxvI7HTRIuFMjEraqMFGUF1zLEQFwJkf1MKIR38Eg4uKBwdNQZBmowY79dipx0F9L88agI5wCWZx0pkSEzCiMRCDnhi0WA67N3E07P+EZizQBoMx1XdzS++VJwCw/JDl92x5fOv2Z0Lk33Poet2vDMNT884777B//34mTpyIyWRizZo13H///bz22mtcfPHFVFdXk5uby8yZM7n+xuuprK7kb0v+Rn1dPX+6+U/cfM8teHDzwj9exO1xkTU2G41G4bvPv+Plv7/Me6veY8acGWjQ8Pg9j7P0kaVk52Zz/c3XExYSxk3X3UR6ejomo4kzzzyTSZMm8cgjj7BlyxYqKiqwWAbPMvQHYPuehcct+HOnAV+agb5XEHZo0KXibXzlCYIu77Knx2vq0VBfuJdd+RE+8ErC1O9rNapuX3OQParTB2C1AZ8RI5CDjmMkfB2LkWy0QTohhwq77bDDDtttsMkmmlF3yKdJ0MIci4Cv2WaYahKeGFWFfV3wfQOslgBWJI91Ji0cGw1z48SYFQN64PtyAV5flcJWmQ0ebYaTswR4nZoNcWZYtwc+2wzvroPKJtF4+6ypAsDOmirKVTS2wLfrYfk6+OJ7UZYiNwNu/DVcfq7wig1mRftgxv9AfjasegOMgzhyHE444W7YVQkbH4K8fgq0VrRB5lMi2/PBkwffjtlfi+SF5fMGX9drbhXSi8X/47+DdAboz+yqyuVqE99i53YlnD8ROqSm4oPZPrp5nBI20EoGZi4kmTNJGBWRf6B5UNlPE9uoYjtV7KEONypGdOST6IOzJCIO+olURaWZFqrlrYpqqqnBiujsrkHjA7QE4oknjjjiiSD8sJ7kHXTTTh3t1MpR55t7gpqRUEKJJYQYQokhJGA5lFjMRBz2ZLKBzI0VOw0+OAsENTE34aCZ3r2gQYPJB2l6H6RFoicKPRFyjvTNR6pW73+lZqwvc+Ggm2bcOLHR4Tvde3ATrvjdjIq8cag/uMNk3YULF+Jr7aM6mXrCVPZW7uWZF5/h5ItP5oEnH8BgMvDipy9itpiZznQ8IR6uu/Q67NixYUWDliuv/Z30xGnAo3DWSWexb+c+Pnz5QxbMWYAGDSGEYLVaWfrUUk488UQAmqqbWLRoEffeey833XQTAKmpqRQUFLBy5UrOPPNMQGQqBoYPHb4ArKcX9IDQpHh9gBYZ3AwELo3v/zOUXSqqu9lwY8WNPSBXNvCVhUdNFB2xyEIk3nxYkdag4ETP78jo9RoNqpu1OFir2tmGk724aA44YISgkIeOeZjIU3TkoSMPPRloe5Uw6HDDV13wSQf8aIMiu18eqgMKjHBphACvORbI1PtDjzVWeL4E/lsNm1pEeA0gUg9zYuE3WQK+pkWBUStKUbz6E/xlD/xUC04P6DUwOw0eOEnA19Qkoel6YxVc8ihsKAGnW3iTzjgGHrpEeMLCzEI0/9qH8PS/YEuheO2IMDhpJjx9OyyY378gvy8bmwUv3QcX3Qh3PAmP3tz/uqoK170qqvgvu7F/EAN4YbNY/8qp/a8TaC0OSB1m9RKtIrR5jzZBlRNSRuB0MSoKrxLN9WorD6jtbMTBk0QSN4w+ln1ZFhaeYiIraOI1ynmUvSxlH2eQwEJSyByl9joaFLKIJYtYzmUyVpwUUsM2qthGFT9RCUAMIUwhjSmkMZ4kDAfhVKOgEEM0MUQzkQmAODa00BoEaIXsZlNAuMiIkXjiSCKJdNJIJ43oQ6jpMmCRe7B3FeFAUOuggS6a6KSRDuqoYSfOHgVRNWixEE0osYSTQATJRJJMBCmEEnvQk7cGMy1mLKRjof+rFxU3Ttpw0ISTZgloAtLEfU1Y2U8bm6Wnre+Tqo4wCWeRvnCpiUSMcphIRE/UEQuvRxWMWWljPa/LD2gTXTT5riQmcjWdMivE65k6Us2vLPNqs7zqLDeNLY08cvcjfPXRl9RW1eJ2C51RUkoSGrRs3bCV+afOJ8GS4IOty86/jOu4jjDCSELEfiorK7njjjv4+uuvqampwesBnTNnTtAX1GAwMHfuXN/vOTlCGT1/vtBDePCQmiNgpaiqlGNo84UWvaYBX8UyE/o+A7EHclBw4cGKBytubLixSR8mCOAyocWMt2qav/qbbhiAV6e6WYudtaqDNdjZcngdsQAAIABJREFUI3EpBIXJ6DkbE3mKnrEI8Eru4e3qaRVO+G+HGN92C29YlEbA1oJQmGiCiUbIM/au/9Voh/cq4N8VsKJeHHoKwuGCVKH5mhMLEyL8JStcHvisGF7aAp8Wi1IUc9JEeYe56XBipqgRBtBhhSc/hcf/C9UtMDFdZEPOK4A54wSAeW1nsaj3tXoTTB0P918nSk5MLwDdCI8cO4rhYdkAXDvAV1RVYfEborjrLefCL2b1v25tpyjBcd44yBpCIW5VhSornDp0ba3ProqCJ5vh2lp4P3V4ZS68ZlE0PC9Vr3erbcxV63mUSM5WDkyDpaD46tntooP3qOZTavmAGo4nmotJZdooe6zM6KW8XZxs62lnG9Vsp5LVlPA1uzGio4AkppDGMaQRfRAr8CsoRBNFNFFMoMB3fxdd1FNPPQ1y1LOVbWzgRwBCCCGNNNJJJZUUkkjCchj6Qw4EaiBgrZPGgHNgI50S2CrYwh5W+NbVoiecJCJ9gJZMJCmEk8jhagfVlyloZXhy8NpnKi6ctOOkFSctcg5cbsFJG1bKaWEDHukl9b+WXmragkHNr3GLQ0fYYfGcHlUw1kUzxawkhBhCiCGGTOm6jcZOOJGkoZVhwSPFrFh7iOHdMkjXtyD+z7++nk3rN3HLnbdSMH48UeFRPP/s83z80cfEEkNjbSNTJ00lLCB7ymQxERrqrw7v8XhYsGABHR0d3HfffeTk5BASEsJdd91FfX1wjZWwsDAUjeKvUmYQkOOK1FFOs4Au+b1ts3XgxoMJvU+zZRiBYL4/8wRoubzDhmjK5DUjGsLQYUaDCS3GEby2qgrZaRcemlUPszx1lATA13EYWKhYmIORSejRD+GMW+GE77uF5mt1N2yTiTY5Brg2ChaECRDT9fNUrQ74sAr+XQ7L60RILC8M7iqAi9Ihvw+NUlkrvLwFXvlJ1NdKDBVhut9OgTE9jmsNbfD05/CPL6ClC04qgH8uglMm9QaKrm64/zl47J8QHiLaFf36/OF5wHqayyUyKe99RtQa+88TcMHpfa+rqnDbv+Cx/4oq/ksu6Xs9r93xLdhd8PAQwpMgYLfDBWNGoKHPNojs1ZvrRZP1X46w4oKiKFxJKHMxskht4ddqMxeoZh5SIokcQfuknjaeMMYzlkVk8T41LKOaRWxjLKFcTAqnEIf+IBwn4wnnFMI5hXE4cLGbWrZQwRYq2EwFILRmXq9ZNnGjUppjMAshhCx585rImWugnAoqqKCccnaz2/f3SCJIkrdkOR/uEKcBiy+BoC+z00kr1bRRTStVtFFNI6Xs4wfwXcAqhBBDGAmEESfneJ9O7XA1Vh+KKeiGAW4qLjqwU4udOuzUYpOznTpa2ICDRnp62jQYMRAn4SzWl4gQvBw96okIRxWMxZDBZbzc598KKUTXU6x5EORwPb1avW+eXqUeQHwBtLKFj1EijNaXPSna+thsNr765CuWLl3K1Vdf7Xvsc57nfMuJiYm9gKq7u5vOTn+Zj5KSErZs2cLnn3/OGWecAYgDT5e1Gw8qrXTjwkMHNjyolNHk29o26QZ34cYkS1QYpJcxmhBSR6EHWF/QJUKNwZmSIryo9Xm+TDKcOazXUlVsqFgDhg1/x00rKllouSQAvnSDwJdbFXqvNd0CwL7vhgpvex0FZlng4QgBYGMNfXtP3B7Y1S4yHz+rgc9rwOER9b9uGgsL02FyZO/HOtzwcZEo4bC8VNx3Zg4sPRPOyu0tXC9vEFDz4jdgdcB5M+DW8+HYfloFfbICrv0r7K+GK34OD9/YvyB/qLajGH5zhxD6X3g6LL1TCP77MlWFO9+Bhz+Cq0+Fp64Y2Pu0uUaEZW+YBblDrI6/V35VRgJjADfEwPsd8MdamB8iWk2N1MYper4gjifp4DG1g+9VO08SxSnK6BzoozHwOzK4lFS+pJ63qOIeiljKPi4kmfNJIvwgidwN6JhEKpNI5XJmUUWrD8w+YhsfspVwTEwmlSmkkU8i4YewjpUGDYkkkEgCMxGSnm66ZYCzhhpqqaaG3RShyiOkBQtJJPrgLIlEook+JJmcQzEjoSSQR0KPzEgXDtqokZBWTQd1tFNHOZt76dQMhEgwi/MBm9CqRRNKDPqjpNaYgoKecPSE98oU9ZoHl9Sv1WGnEQcNOGiQOrcGOiikiVV4+ihjocUSpGcLXvYnIgzVjoxP0BDtYHm8vIDlvbmlgN8dtOQX9ve1ZVp5M8hgnbbHTTMED47dbsfj8WA0+lOdOzo6+Pjjj30hsRkzZvDKK6/Q3d3tE9O/98H7ADhx04GNOmszAF1GF5W04MZD+f5y1q1Zy9hJ42mmGw0KKgJ6IjD7OlAmyKrbiUQQ36Me0nCuCN2Izp3BTaX89wWaAQ0mNESgw4gGowwzDuf1vN4uWw/osgVAsQYwoRCJBjOK0JEpWt7WxA743E0u4enywtc6K7TLt5CsE1XubzKLeZKpb+9XiwPWN8G6RgFgPzQJ7wxAshmuyREANjM6GD7sLgEcaytFk+6V+6HJCmnhoj/kFVMgPcA74/HAjgpYtQu+2wkfy3yXS+fCzedCfmrvbevqFmUnlr4NH3wNBTmw6nWYO6jkdGDrtsJfnxMZl5Fh8O7jcOEZ/a/f3AGLXhaZnL87GZb+bmAQszrhms9EV4A7Txj6dpXKvsvZI3QAaBV4NRmOKYWra+CDEYYrvaZXFBYjeo0uUltYqDZxmWrhPiWiz5InIzETWs4liXNIZD0tvEUlz1DGK5Qzm2hOIIbZRA+pXt5ITEEhlShSieIcJtGJnW1USo9ZOaspASCeMHKIYwxx5BJPOtEHPUsz0CxYyJE3r9mxU0sdNdRISKthLevxtnDToCGKKGKJIY44YoklTg7LEZIRqMNADBnE9KGPdWKlgwbaqaODejnqaKKMMjYGXLoKM2AhhFhCifZFqfwJBjFYiEJ7GLNYh2MadLJOWv+CVK+HzQtpAtgC9W3NdFFKKz/2yh5VhhEOPqpgbKjWG64GWvJIwOq7JIXAKK30Xhl8v3sRa6igNRSLiIhgxowZ3HfffYSHh4NG4eGHHiI8IoL29nbasfKr669i6dKlnHb2GVx5wzVUV1fzzJK/YzKb6cROA53EjksjKTWZe268g1vu/wvWji4euftBklOSMaAlg2i0aAiXmYOBGo6hVMT31wHzN5bqCVw9RfxaKZo3B0CXV9s1VG+Xqqo4AAcqdjkcIOfgwK8e0aI9QoKXCQUj9NJ5Kb7nhmoX7LJDoR0KHXK2Q73bv26BUYSm5kj4ytD3PhF7VNjVJqBrnQSw3fI7qlFgYgRckgHHxcBxsZAT6n+O2k5YJ8FrbQVsrBHeMIDsKOEFu3gCnD5GFG11umBDMawqFAC2eje0SthIi4FFpwtNWHqcf/uaW2HNFli1UejBNu0SYUSzCR66QdQIMxygpOTL7+Ga+6G0An59Hvxt8cAetuVb4TfPQF0b/HUh3DZIWNThhguXwYYq+PcFEDEMR5LXM5Z1ANGYcUb4axwsroe32kXvzwO1yYqBb4jnEbWdp+lkpWrnKaI4Xhm9OlQaFGYTzWyi2UMn71PDKpr4lka0wGQiOIEY5hJD6kH0gIRiZDZjmM0Y3HhkCdV6SqinkFrWIty+OjRkEkOObEI0hjjiCD2kgGPESAbpZASEBl24aKCRWmpppJEGGmmkkb2UBrV7M2OWeCbgLMp3izxiQE2Pud/Qpwc33TTTSTNdUqcdqNmup8TXzzPQjIRiJhILkViIClq2EIlZzkeSdq0/C/SwhTBmwHU9OHDQ7AM1N93AAFegAXZUwZgNGxvZjJVurL6f4jaB8dRSi0eiWH+mSDG5Vmq0NDKvThuAWd7Zn4E5OubxhTj9s9sHh2L5ibee5+bfX89ll19OZEwUl137W2zdVt74x8s00oUlJYpXPnube6+7nat+8Sty88fywpuvcOm5FxGKkVQi0Rk1fPT+hyxatIgrL7ic1NRU7rjjDlasWMGOHTtEhmUf5oUsACsu2nD6mksBNOGghE5cPqd94H7F10gqQpan8Hf2FAU+Bt0/0rvllHDlXRbgJZZ7ZksaUDCiEIaCQUKXGaXPUKOqglMVYnqHKiraN7rg2FLY7fB7uwAiNTDeCOeEQb5RQNixZlH802vNduHh2tMBezqhuEMsF3eKavcAMQZRZuLSTAFfM6IhTC+2pb4LSprh6yIJX5VQKtvHGbQwPQmumykyIY9LFZowm0NkPy75QMDX2iLokh70vCS4YBackA8njBf9IgGq60VTbi98bd8jX0MPMyfCzVeI9kOzp0D4AbYjrG2AGx6Btz+FvEz49lU46dj+17fa4dZ/wVOfQ34KfHyLv6J/f+bywKUfiGSF58+CC8cPbxv3dkKKGcwHePT7szdcWSNaUSWNgjPAqCjcqURwhiq8ZOepjVylhnCHEk5If16yDXvp7nJjOanvUEx/lkcot5LLzeRQSAeraWIVTTxJKU9SShYWH5gVEHbQtF1aNIwlgbEk+O4TjXv8jYi+pYgv2AVAOCayiCVVStNT5LAcwhO7Dh1JJJLUozCoqNDf6oMz71xMCZvZErSuAQORRBJFpG+Okr8dKbCmQUsocYQS1+86Tmx0BcBaNy1000o3rVhpoYYarLTi6eFhA+FlMxGGiXBMRGAmHBPhPeYITIRhJOywZ4cOZhoMmGTm5nDtqKozljQ9Wb1i4+8A4Ro2Y8aCGTNmphYew5j8HIlawtviR6vAew/sw63ibz3ur0QWXK2s97IXwPrf195qZFqJgYHZiIEVy7TDeA9eLHXL7fQOV8Dsktvmva+vLRQ1wER2oreTZ1/L/W2XR1VxIWDKLWcnSODyQ1fvr6p4baMELoNc9gKYnmBPlycAtPoadrW3/7OluJCHwvMZbxTQ5R0JWnCporRElRUqugVk7enwj2ZHwP9PEZ6WvDDIDRVZj7NiIBTY2yKgq6QZSgKWOwIenxgqMiCPS4VpiRCpQEUj7K2Dkhox762DsnpRhkJRRCakF7ymZ4HDCmVV/rGvSui09grdNCFmmDNVgNcJ0wWImUbJ6eLxwEvL4JbHRXjy9qvg1isHriO2aS9c+jTsroLrzhQlNcyDbI9Hhd9+DP/cCo+dCjccN/xtnfuN8FCunD/8x/a0IrsIV54WAh+mHVi4sqd1qx7+qrbzAl1EonApIfxWCSFN8VOk2mmjI62a7e1VRC6xUnDzMKrY9mNVWFlNM6to5CfacAP/j703j4/rrO7/3/fOPpJGqyXLS7zFiZ3FjhOTjewQQgKENSxhCXsphcIX+qMbBUoKLS2UtlCgtCwByh4IKSRkh+yJnYQsTpzY8RbZ1i7NSJr93uf3x3nu3GeuRrIky7ZsdPw6Puc8z3OXkUZzP3POec5pIcL5tHIWzZxCio7DXDW+jEsXQxVwtpsB9pPRDcWEmklWgJnJDXOkcGqePMMMM6R5mCGti8wHylZEiJCigQYaSJEipaVpN9BwRAvbTpUULgXGKkAtV5FpcmTIkyGv9QIjEzyJLGLUEaOeGPUaoNXS64nRQIw6otQRJnZEQe0xWfR1/cb16nebf0+SBFGiVT/gqVTgVxoQeaxq6E7FtxZk11g7OXnAyoN/fulXH1BV65N74Hxw54Mrz3Y0iAkCLucA92rp+5QStV4NMKsCrCSsaFVq7Xv3p5Rcr1y5JhrUmbJ6bCI/ZRgqXUMjFR3tURMbLMrao1VGZEkJUCph6IqaYC5iSemIIIcBS8FzW5/h8eRa9mrQZXJvfjx4W5IQwHV8PRynPWVxF1QJekakqv3eEdg5LIAra3QLCduwoglWNUNHAhrDEHOBAvT3w45eAVxdA9XXTCVgRTssbICmuHjbIkXo6fOBV3d/4HWH4bhOOGW1AK8LNsJpa2ZekmIyemob/Mln4P7H4KIz4RuflnpiE1HZgS/cAJ/5GbSnZFfnpesPfB2l4MO/lUbmn7kQPn3hzO538Y3wsg74ziQeu+nQlwbgL3rge4vg7U0HXj9dekQV+U81wm90BuQVxHmfVc+GYYddpzzCSfukNM3+8B6++t47+dzX3zlr185Q4gGGuJsBHmCQMf1XtoAop5LiFFKcSgMn0kDsMHstZDfkKHsZZi9D7COt9WEKRqiwgXglHb1ds+iS9TRRpOBwU44cw6Q1OBsiQ4YMI1XSDIF6lCBBigbqqaeOOv1/XcAWK3oUhAVdXIqMkSNNnowB1jLkGaHAKAVGq/RyjQR7j2xCRDUwi5E09DqiJCsyQpIoSaIktC3yYMHcMQnGghX4XRSj5AVjP7OPlWtXj6v4boKrqb5SuwKmTLZrjgWB13SLl5aNJHcz2b08BUDlkQesJmeqQJcJsKruSYcKvZwsLwm+iA++JruPMGhAN7GMaOlVHncV5BVkXchpWdAgayIgF0KAVtgSGUH0IOhylIQMR8siC64UQvV+pv07nuHy5wXEt8VgURwWJyWMZXJLBHb2wu3Pw70vQFemGmh51ByHRQ2S33V8szSs7kjA08/DrY/As3uhLzP+uI5GOH4hrFoIqzpg+QJ4ZivceAvs6ZJWQiZ5YGv5YoMX+fpjm+HKKyf5ZRl03XfhHZM06K5Fris9Kb93ozQGb6yHf/1LePuVk3uHfr9F6odteh7edC587b3QMoUe1yUHPnoLfG0z/MU58M8vnZkXKluGuuvh2lPgkycfeP1UyFFw4S54NA8/WgKvPrie3eNoz717AAi9eBHfVmN8jzGGUCx5apS/+tISXvvjJLGiRT/9/ObEm7hm6zR/mVOkEi7bGOMpMjxJhqcYYZ/25oSxWEM9Z9LM2TRzMqlZb8k0VXJRDDJWAWb7GK6kpQ8wVhWhCGHRRj2LaWYZLSyjhaW00E79nAuJKRR58hVgNsIIaS0zjDDGKGP6/8IE4CRChHrqSJGqCo16wdFGUnNmZ+h0qEyxAswKjJBnlAJjFDWLnq2pT5bWBJLa5AGzGHUkadIh1VrcRDQQXj4mwdiKjWvVRzZ/lSHD2el1MfzAM6eyeK18HTfDfEGQdCB9OmDqQORiJrhXAy5PBimEVSlY6gEpGzOM6Umq7OlQEHAVdU5WrUR4M0wYxgN0GOBO9LC+p8kKoYIArJwLWQ26sq4AMe8nYSF9F2MaZIWpDbrsGpdRCvKOAK/RMow5YlfOG4a4LRXpI7acb/e2Z2havpbOhLQU8qg/K3lc92netE+SxhtjcPFy8XAtTgnwWqy5swGSOmJQLMFv/wDX/R5+/QgUy3DKUimsuqQVlrRoqfX6hP8abrwT/vrL8MwO2HgKnHsaLF0ISxbCkg4BW50LJi+a+uCDcM4Um3Hf8lt42QGiW0pJMv7vNgkIu+NB2N8nOWZvfSV89sOTJ+hvfh7+9kfS8HtRM3zxHfCW86Z2f/tG4I0/l9/Dx8+Gf7l05uHAu3vhwrvgxvPgVYtndo5a1FuGK/ZIa6tPtMLn2ieuKTcdyqfzfGP9Nzjzw2dy7sflF/rw/z7OV+/ewfY/O5vnTnFp32/ztq/ZnPTbJzjvywtpu+DUg7/wFGmAIlsY4UkyPEaaLWRwgXpCbKSJ9TSyjhQnUn9I6ppNlxxcBhijlxH6KvsGM7zAMPtJV776RgjpOvZNLKFZyybaj4K8JYASpQow8/6NGmAtTZphhkmTqaoQYGGRoqEqd62JJhpJkaKRFA3EJ2kZd7SROEQKFBijRE6DtGyVXiRHScsCIzq0KiHVWu4Jm3Al1y1JMy+z/uLYa4c0SoH9pGkiyUl0VvZmNJMkzihLaa6E/Q4luUa+Vbmi+3ZJ27VyxLw8qwQhUjrhPWLI2bh3NWEivA+4JkuEjxkczMuaCpV1flZee7jyhm2+dSMWJCxoDEHSgoQNcevAD1qlBBjlXAFbOc15R7wUIA/C+rCE9OrD0oewFoDrCcHyOtg26AOve/fAszpUGLHhDJ1If8XxcN5xtZtQKwU7eqTJ9r3PSJPt/hFob5Qdje+4ENYvn/y1PfAH+MQX4d5HJfn9F/8Br3nJzIDH2WeDmvwL36SkFOzsEuB118MCwrq6Za6jFS58EbzuUrjy4ol7UuYKcMMm+M5dcNsT0NogIOyDLztwbphHv98Fb7pe8ut++DrZSXowdHefvN/PmzgfeUbUHoZ7l8NHe+CfB+ChHPx4ycHVIAO46c9uIr07TdfmLkb+Z4T7HryXh771MH/FVaz+Zhs/eOl2vvlxl3+9tonwp9bw1kg971Ml1liHJ4+olSgX0MoFup5ShhKbGOYhhtjEML9D/pBi2KylnnU0sp4Up5I6ZGU0JqMQdiVUGaQCUgpIWLxqz9JT2dkJAtI6KyBNctLadcnUxBzK3YoQ0TBq8ri5g0OGjM5h8/PXhhlmF7t4nMy42EyUaCVnrVHDNA+qeZlsdSSntDP/SJPslIzPqCG7lwfng7M0edJktcyRnjR8Ou5ejibP2IEaha9Zs2bawAH8XYTB5PaJZC2QJSE6qyrR3bNNwHWw3ygc5ediBZPgTeAVJBsfcMWq9OkDLiewK9FLjvdAVzlw+aglnq64JQ2vE5Z4vyJTAF0ld3LQBQK8EiHxbNWFBXzF7NogxjtnvgxjRcVzz27lqt+tpS8r881x2b344qVw3lLYuAgSNT5jR3MSanvgOXjwOQFhXvixLgaXb4BrLoLL1ktIcTJ6dif8zb/BL24ToPOZP4P3vB4ih/GzXSnJPauAr4fhBQ2+2lvhohdJPthFL4I1KycGiErJDs/v/g5+ej9kcnBcG7zvpZKkn5pihxml4EsPwF/dId0EfnEVnNx+8K/zZb+Dnjw8PrXd5jOi7w1L/bHGEPx0MZw/wxIaT/7oSX5xtdQQbFvQxnsH3sOT7lNsZzuNNPIkT3In67iNS1l/9S+54Psv4WdkKQCrCXMFca6wEmwgMivNyGdC/RR4XIc1nyDDVkYrO7aXk2AdjZxKivWkWErikH+RngnlKLGPYQ3Qhirhz75ASYcU8UpeWkclPy1FOw00k5yTr+1A5IG1DBnSFc3XvTBpsP6mhUWSJPXU62w2UzZU7DrqSJA4KryNM6VjMkw5GRjbvn07nYs6iSeTNRLcgzw+4X0iqk5y92UQdIVmCLT8hHhvp6Gf/F6iGnhNlAwvvSHN5PfxifBTCSEqnQRfMsBWEHSVGA+2IAC4LAkHxrReyyMFkitWciWPqxjggiPSvJQJuhIhX48E/o6VkvIH+bKcJ1+W4qme7XonLWXZ+cI+ft1/POcdJwBsTdv4+y2VJbH+oW0++Hpyj3+eExfBOSfA2SeIPHnJxCHE0THYsh2e3CaJ708+B7/fLJ6i/+/d8LFroP4wdSN5Yb8Ar7segjsfgj37ZXxBiw++Lj5zcvDl0e4++N7vhbd3QzImZTbeeRFceNL0WillCvCuX8EvtsLr1sB3Xg2pWdi8V3Kh+ZfwruXwlTMO/nyT0ZN5eH0X7CjCP7XDx1un5+Ec3j3MN9Z/g0K6gIXFO3knx+k6UA/yIP/HndzIlTzFKcTbnqDn2eWkWlL0KYcbyXGTynOfTmNfiM3lJLjCivNiYkSPEDADyOPwDCM8rsHZkzotHSCBzUrqWEGSVdSxkiQrqWNBYLPWXKE8JfaTruSjeSHPXkboZ6zKoxQhxALqaaWeFpK6iV9dpWxqC3WHtTTHbJKLyyhjFaA2wiijjGg5qi2RtTYgeMAtSZI6knr7QV1FTxpjXgWFiHZtHA10TIKx5RvXqY9s/iUjlBmlXCU7My5X9dTRsXgRViJaE3h4uVbB5HZ7AsA1HYDlgSof6FEFsnw5fmwiqpX0HtYAyxuPTgK0PHDl6J2IlV2JgZ2IZUOv9W7wEuMjjE+Q93YrmgDG0WCo5ElTVz7gKtVAlhEbogbH7GrQpZQuYeHo8xqy6PjgyzVeiAXEwhALQTwM0ZDCdnL0d+9lcWcHiWSKrgHY1ae5t1p2Dfjna0xKK6GzVwvwOvP42gnopRI8u8sHXE9tEwC2s8tfk0xItfsLzhAg1jF5I4CDpu4+Db40ANsueeG0NvnA6+IzYe2qqQGH0Rxc/xBc9zup9g9w0clwzYXS2NtsOj4VUgp+ux0+eis8PwhfeKm0OZot7PDwAJx1O/z0XLhq6eycczLKOPCufVKL7HUN8O1F4i07ELmOy3UXX8eee+QXdAEXcDEXV+bTjPBOytxAM9hFfvo/d3HVu8Y3+hxWLreS52aV406dqtyAxaXEucKK8xLis1bhf6bkothNjidJs40xdpBlB2MM4u+OaSBcAWartFxOkpY5/EAu4zLAqFHTPlPZQDDIGGly4z5r40QMcJakhTpSxGkiSaPOQGokQVwXEjrayNuA4IGzEUYYI1vJactWdJE5chNuXwsTriptlSBJMmAniJMgXvV/jNhh36BwTIKxuo1r1Jmbv0UDYRoIU09IS7EXZVxW9JaJlFxsvF2R6AT9CXYPYtYOIyCVrytzTsZNPtCeR+8eJPHevzcbATIhY8zTLe/+lHEtVX3dim2MO4Y+8f3o6+hrhyz/3kLGmG1eXwMhJ2C7BuhzlKyvRbalz60T8kOWlHvwrmMFr+H653RcX9Y6v2VJRfqILecM29WJ/q4rx7r6HJl8hF8+3s4tW1JVYMs715IWWN4Oy9pEruoQ4LWsFfqHoGfA4H6RvYMiu/vh+T3iUQPxkp24HE49QUpNnLpa5IolB9d8+0A0lBaP110Pw50PyoYAgMYGuHCjFGO9+Ey5r6neR7EEtz8JP7kfrn9QCs6u7BAA9o4L5Wc1XVIKfv0cfPYe2LwPljXCda+GC5dP/1yT0T8+DX/zJOy/EhYepvZ6SsGXB+ETPbAiCtcvkZZZk9E9n7uHOz95JwCLWcy7eTc2NlmyPMETfJ0IP2QdZSK8/NJvcfOt7zngfeSU4m7y3KTy3EKeflyiwAXEOMuKsZ4I64nQas2NPJ8hihVgtoMsz2s5YnhW4th06mY2iytNbXyum8Mp0WUchsg8YUgBAAAgAElEQVTp2vbZSsnUQaN8app8zedKjHCNfXxSOtVjqbQl1beic/jnMBm5uOTIjQNoXsH3rFH23bRred9MihAxIFr1v5j+FydWZQfHwtMAxMckGFu/8Qx146aHyKHIavb6EGZxq22lGMNj19Cr7ewBYZRQBGjApgGLBmwakR6HjdiksGiyRK9TNjFlEXVtwq5NWNlYjk3JtRhxYdSlIk3dk2kX0o4vs1O4uZQNLSGfW0OQsqDeksT4uIKYgqiCkAOWDttlSsLpgMyUYbgoRU0LkyC6qC0J8s1RKf3QFIaGsDTLjlsQURCSwmg4RRgrQroAgznprziQFTlanPgayQi0J6EtDo06GT9p69figlWCcgGyeRgalaT53rTkb5UmcDs2JKClDlrrob0emhJSFT9hQ0TXDBsZg+EMDI9AegQG0wK0RsZqnzNVL/leHa3i4Vp9nAZeJ0jNrcmKn842bdkG//4D+P6NkC9Isdfzz4BLzhIAtmHt5Dsxg+QBsJ89IAn5w2NS++yqcyQM+eI1M/NeuQp+9Sxcezc81i07VP/2fHj7OulAMJtUdmHVb2SzxmwUe50u3ZuFN3bBsANf74RrJsir3rd5H1vP2srj7uPkyfN+3s8wwzzGY2xla6Uf4ih1bEot4uuPbeDEFSdiT8PD5SjFwxS5SeW5lTzPGw+vJYRYT4TTrOicA2gKRT9FnmeMPeTYR5595NmrZTYQZ2gkXAFm7cRoI6o5xgKtz2XA5uIyQoHhSkq4XybV5GFyjE6SKB4jXAFmHlCr1+VTzUpbwepbR6sHrkSJLFny5MmRr/zLjfu/erxAkQKFA4I5kKLzUaLEiOp/Ma3HKmMegLvEuvjYA2PhjetV08M3TWltFKjHJolFQkmbnLiyJWldSRX3sKvzvpRFyLWxXQvLtUDZ4Fi4ro3rWJRcm6JrkVOSTJ5TMKbLMoyZussUfo0+RYA6ndAeRwBMHCTBXukyDi6EFVguWA4oB1wHnLJ4XoolqZ00GmB3ir/WhBcG1HleUXQpCQUhBbZ2sbllKJeEC0XZKTemAVZxslir91ptfX4deozin99ywC2BU4JiHvJ5yOUgm2Vy954+byws5/VKYHg/L7coQK1UgEIW8lmpUn8g9B0JQyIqHIvo84chqccSEeFYWIc9bfHqOY72vrkSgmxqEm5u9vUgH2wPSI9cF26+B/79+3Db/VJZ/+1XwjWvlkr7090MUAuANSbh1S8SEHbpOvnZzOheFVz/jICwJ3ulFtsnz4erT6m9U3U26Cd74M0PwK/OgytnsaTFdKinDG/pgruy8N4m+Id26DCwQHGsyC/X/Jw3dL2JIYZ4iIfYznaGGa46j4PNVut4Hr3ya+xYfx/RSJSXrHwJP379j2mITb/IWUa5PE6JxynyuBK5wwA2HkBbb0U5mTAnEOE4QoSOYO5ZkBSKDOUKMPOBWo79FOijQL7Gh0mSUAWkLdBArZUozUQMFjs6h5PMHdxKha2RSklU0b2qWyPG2CgFchQn/SgMYZHUZVL9EqgiE4ZMBmScSEXGiRDRCT9HC5V1sYsCBfL6/3xlRKwiRQoUtZR//lihMhcixKesvz32wNjyjaerf9x0D7ayyJZtRh2LdNliuGwxWLLoK1n0lCz2FS0GHIv8Qb40GwFKCbtaJm0BUUlLS8N2HW+nHmSKMJSHnizsGxOvULmMGducMlnITsFkSOplJUKiN0SgTu8idB3IFmA4B/2j0D0Co3kBUpUYq2NcfxKgYwH10QBHBAQOj0LPoHii3JJxLsc4f1Aar9W2xDtVH/d5Xzd09wrYrHmfwXMHzptMSBJ8fRJ27zDmgvHkINe63kRhVr1D05kC+JwO7d8HC6fQyqxYlNpeO/dKza8dXZKDtqMLtu2GgWFY1A4fuhred9Xkdb9MUgr2DcLju/2doQ9tk52QswXAAPaPwPeegG89JqVE1rQJCHvTyRJWPlSULsK5d0hO5DOXT7yh5HBQWcHf9cIXBiTX8k0p+FALvCgBN731R5z5w0tpQ5IHN7GJm/C/fPaygMfYwOOsI/vKj8HGbwJwyYpL+MkbfkJbcvaSDg8E0OLAyUQ4nSgbrCgbiLCK8BHbtXkgUijGcOinSD8F+ihqXbiPQkUvTPDBmCJcCYuaodEOYnQQm9NetlrkosgFyqKaMmvM5SuVtkpG1a1gt+DaFMKijti47pONJCoeu5QRYq0jdlTuPK1FLi4hK3TsgbHEqRtV7GebSdf4W0nZsCgMiyOwOCx1fxKW7/GJT6LHagCuhI0u+eBfw3GhrwBdOdg5BrvGYOco7Mr6Mh94ULfHYHWDtNDpiGsvlF29G9CTcQ2wPMBlyqgGAq6C7lFpKP3cgIR3HuuGx3v8cF/YhpMWwGkdUow0EZGmyMmIz+PsSLUdC8n1xvLiIfn1I/CbR2H/kIyfo3cONiTEW1QXkx10nvcoadjJwFw8Oj6s9dOb4b2fkjDgqqXw528TYJWIS5gtGRfAZcpEXGQ85p/PceDqt8JPfzprbzsiEfFgFYuSmD+bdOml8LOfwdCIAK19vSIrer8/1j9UfWwoJFX4Vy6R/LNLzoI3vGxiL5hS0DMMW7pgywvCT70AT3eJ5wsEqKxbJhsUXnHGwQOw7lG4fQf8ZAvcvF3y/s4/Dv7sRfCGtZLndygpW4bLfg8PDsCvz4fLOg/t9aZKzxXgPwbhurSkJ6zLdPP6z+f4xC0riOu/413s4pboLdy08Dke3fNRulgCWHD8zfDWK8CCj539Mb5w6RcI24ceCGSUy1ZKPEeZrarE45R4ghJj+oHcgMVpCDDbYEU5jQhLCM2o3NCRIg+0DVFiiKKWwn0U2Eee/drrFvQrNRCuADOPF1b0OO1ECc9h79p0SaEoUNYAzS+NmteAzZM5SoxRIFNpcCRNjnLU/jC1sHSnybgGabGqXDi/O2XU0GOE52hds2MyZ6x53Ub1tls2VwCXJxeFoeEgfg/ZMnTnhffntDT1nNi9hfHhv5ao5KGsqBsvl9WJx2q6lM5Lb8MdQ9Vy5zDsHJIdgx7VR2F9B2xYCKctFHnSAgmfzehnUZDSBPduFQB251NQKEmO0GWnwavOgJefBgsaZ3b+yairGz54LfzfXXDGyfA/n4XTJm83OmUqlaCvD7q7oadHekEODurQoqMT/J2J2XUhHvc5Fqu243EdcrRkd6dXIqTowEgWBoehf1i8V/1DWmo7PTL+fkMhqbLfuQA628Tj1blA5IrFsHKpVOWv1WuyVIYXBqR909a9Puja8gIMGqWRWhukDMfJS4VPWQpnrPS7AcyERotw924BYLfthKd6ZbyzHq5ZD+86DU5onfn5p0MFB668F27vgR+dDW887vBcd8qkIPNciW/2XM+XRy9n3/JGWgcVl/+8i3P+8DBnvXU5b9z2EXb8x2+goP/g4oPwwVOItwzx36/6b9627m1H9CU4SvEcZR6jyGOqxGMU2UKp8pitw2I1YU4gzAlWhBMIs5owKwgTPopAWpBcFAMU2UeeHgoV7qZALwW6yZMOJK1YQBORSli0pZLDFqVVs2fH5yiwmE0qUq6ETTOVEGp1eNXjjA611qrx6VGMcBVYq9OdJpNGV0qvM2W1fmjz445JMDZZnTGQB19aJ6IPFWGgCP0FkQMFQ/fGtZ2rEXayLeiIQWcCOuMiF8ZFX5z0QVdqil4DV0nievco9IxCz5hwt6ePQvcY7EnLOpMaY9LrcGWzJDl78vgW0acbdskVpG7W9m7Ytl+z1vcO+uuOXyjg65VnwHlrIHoYipAqBT+/BT78OQErL94ALzkbmlOaG0U2Nfh6fIY1qEolGMtJ8n82V1sfy/l2egTSoyIzYwF7VMYmC2HWJ6WMRFuzlk0iF7RosKVB16J2WTPRDkelZJPCzl6p+m/Knb0CxBzDe9xUVw26Tl4qdkfTwZeNKLuwaS/cvlMA2ANdAkZjIfGAXboSXrpSvigczvBg2YU3PQC/6IJvvQjevfLwXXsq5JQcQl8ZQd18D7fu+AMLdrySG8/v5bY/7+DBtevBsrggPMzv/nIH3HC6f+Ab3sTScx/ghjffwOmdp098gSNIBaXYgnjOtinxpD1HmX1GmDMCrPRAGhFWW2GWE2YpIdqxjypv2kSUx6kANAFrefopMqDDoQMUGaBUs85lkhCtRGkiQpPOXTNlcOyPAbwpFDlKuuuk34myWi9W2oh7YdYsxarG8bXIwtJ5cONz45KBHLlEJTcuXMmLC+bIVZ37WARjnSdvVK+5bjPDJdntly5RpWcneRBayK6/tpjsAGyNQZuWrVEBWgsN4NUWrR1CcVxpzTKYg6Gc5IQN5UUfrGEP5gVo9WXlARGkiA0L66GjHjrqYGnKB1we6GqeoqeiWKreTWhyb1oA2Lb90DVYXR6irQFWdxq8EDasgBMWTe26h4KG0vCpr8Bv7/XrYU1E8ZgP0ADKjuby5Pp03/rhsDTEbmzwZaqu2m6sl52VrU3VwKu1aWo7KpWCdFZqm3UNyO+qog8I0NrVJx5MkxY2wYp2KTNhyhM6obN59mp1DefhiR4Jjd+1SzhTkL+v0zvhpSsEgJ27tHbngsNBroJ3PgTf3w3/tgE+csKRuY+JSCnFna/4CZfc/mqsUoK+xHZ63/MaTnzHawhv/Cy7SzbfGIIv7clRqkvA88CtwOBdvPiyf+EXr/8u7XWz0I7gMNOIctlGmW2UebYC0krsqnQYFooBiwmxVIOzpZboSwhxHCEWEjqqvWomuSjSlBigRD8FA6iVGKTIsA6RenKiAuVxbFKESRHR0tcbtN1o2F5JqDpdpOFYpzJuJT9OOk4KcPNCqGM6vOrnxQVl6YCAzqMQdgWoNRDn89Zrjj0wZq/aqNq+tJnGCDRFoClKTb1R280RSayP2VJmIV+GbEnvAixpXdsjRRgpSNL9SEHsjCkLIscOkDMUDUlLnZaEyOaEgKyOumrQtVDLprj/oCyVYSQnidOZnDyUM9kJ7CwMjVUDrnR2gp+bBW0peTivXiiA6/iFPvhqOkwV32dKpZKUmBjKCEgbyhhs2OlR3ZYqDOGQ7Ir09HBovB6LQF1S56HpXLRgflpdojpH7WCeAcUSdA/DviHJvds3JInz+4YEZHmAaywAtCwLOhr9puLLTdDVLnZyFirUm+QqCYk/3iP8B52XuDvtr1nR5Hu+LlkOrVNsdXQoSSn40KPwte1w7SnwyZOP9B2Np0c//SU6P3s1negEtrpB+KdN8CG/cOvWm3aw9g2dcGkC3gisUxCysFGsi1ucl4DzksKL505LxBlRQSl2UGY3ZbpweEE5IrXdG0ioDwELtQetQ8t2QrRbYntjCwiROEZAG4hnaFTns6UrIK1YAWsZyppFH6FMmtIB9kxK54N6Dc7qdf3OoJ4kRJIQdVV6qKIn/whAXRm3AtjyOicumB/n5dB5cwB/al147IGx9tUb1Su+uJlcGXIlKjLvVNueLEziKatF0ZC0XWkwdg/WecnuYZ1kH/YT8GO65U/EkjINYSVel0IJ8iXIFSFflIdrtjC5HCuIt+ZAZFmSv9WYFF6Q8rm9sdr2uKX+0BYX/WMnx4GetIR49w2J3G8ALQ98eb0rTQrZ4tVa2qrBVqsPujy9s+nQhYiV3hCybRC29vvA64lef0OIbUme1/qOal6cOjT3dDD010/APz0Dn1gD/7Ru9jyCB036bztz61+w5cpXck75IgoU6F9+Bx1fqiP82gvxnmXlXInTO7by5MiplcM/9Jff4cpPvov7snBvDh7MSlkdgOUReHGSCkA7KXZkd4zONuWUYi9lXsDhBRy6lMM+HHo1UOvFoW+CbKIUFu2EaMWmGZsWLVst324xxpuxicyZN83sUB6nAtRGKJE2uteM4RjdbBzGjK42YziMUKY8xW3/MewKOEtU2Db02nacEDEt43o+Hhg/moHeMRmmDC3eqBo+tFlqSVlGpXh0FXcln2eWErbN0gbKr9Hllv1aXeWSgKBSAYpl4cIs7ZiLau9MXHth4rpeVSwsc1FP6lY/lZpZIWONrectmQ+hq8jrHote4nlF13WuXNdYp3XvV23+yifSQyEJ/8WjWgb0RMzX65OwdqU0lD7WKF+Uvot7+qvB1t5BAVt7B8XbFdzYYVsCsha1CJha1AKLmsfbbQ3TK8A6E1IK+rMCuLYNyi5cT98+WF10NxWDde2S4+WBrpPbZYftXCevwv4HVsHXzphDQAzgi6Aif8kd/1nHCdveyROhzdjn/4KNn/8g7eecW7X02kvu4lN3+e2PXnfKb7n+yerO5mUFj+elmOy9GqB16yhK0oLjo9W8Sssl4WMLqHlUVop+Dcx6tOzFpVeJHMBhCJdBzROXSIV6LFK6sHdKF/VO6QLfjVg0WH6x7xQ29VjUY1OHVdFjHLgX8NFACkURRZYyWRzGNGdxKmPV42XyuGRxyOs5z85prlXv7UAUxiKOTYwQUSxiGqjV5hBRw45W2Kro1ePCET0f0WsjxvjBJPcfk2DMatmoeImRwK/v3fJeghK2DH0iVhqoqcqYVd0LqRYH59waujl2GChk+62AbM1h/YHr2d4a0ztmfk6YbzNvvOxIcdd8QRL+3Sn8/Sxsg3UnwinHS3PpNSvg3A2HHmzMlBwHRvLitdod6Evp2d3D449rroPFLQKoFmte1Fw91p46vK87X4aujIQWdw7DLr37dvsQbBuQGncehSxY0QyrW6r5xDZpRXQ0PkO+ug0+/Ci8bRlcd9bcAhzOIw722Q7Ktbg99ksSr/oKZ1yxl+TVf4BItXvxke8/zdnvWE0ZQb/LI7t4ck8b9QvrJ72GUrCzJMDs0Tw8X4TtRdhRgqLxWRSzYGXEB2irorA0IiBtSQTaQ0fn7386pJR0XvHA2RAuA1oO4jKsXEZQpHHJaDmCSxpFBndKmUMhBNTVVcCa6EmsKk5gkbS0NOYTBsc1JypgzzqqgZ6LIo+rgZmAM1+KXqga8+cKes7joqEXKseJXcKlNEsP4kgAnEVqyLBhh7VMEuJvrROPQTAW26hYtLm6MGdQTqRPtm4ma6Zy/HTOP12yakitf+UrcNwyP1m9pBPWvYr9pbLkYVXZgbmiwYWS7Cj0dhBmRiU/K5c/8G1+7Br40l9O/+WVHbluruhztmDoE4yP5aXQrRf6Hc3LWEUv+GvyNTygkRAcp/tRLl8AyxaIPK5NhwybZz8/qxZlS9IuqtI6ymgfVdl9q3fg9oxWgy2QWnPLGmUTyAmt1aBredOhq3R/uGnbCPz9Fvjf3fDaxdIE/FAWkJ025WFs0U7qhlYAoE6/Aeujn4W33Avh6iS7dF+ak1b0sG9MdhzYONz9tS28+E/XzfjyjoK9ZQFmJntgLdhuLWnBSs+bFvE9aquicFxEIhJ/zOQBuYwGZhlcRnVrvVHdZm8UxagydGM8W2G30tZvkm5wNckGGrG0d87WbfnES9eARcqyqzx6Xgs/z05hEz+Kwdx0yEVR1KBN2Lc9MFeqgDd/rqTXliq2MsZdyihKer6EoqxlKSAjWPzYetExCsY6Jy5tcXAnh3HIKPh+Ddh2SLuiD7AOa3IMd9jJogq8WTqcGomIVy2kE9892xwLheR1h8La8xYCy/DKYcvrGhqB0RycdZokvhdKOgRs5NTli2Lni9ou+bozfU82IMn5dTHh+jjUxSexE9AQl3Ci1xS8c5KSElMlpTeLpAtSMy5T0LreBJLOG3pBdih6QMsDX/lJvn43xvwNIOamkMUNklS/oln0Q11Q9UhQwYF7+uDm/XDTftg6IvmbHz0BPn2ylNSYE+QCNpSu+BaRm9/DKKPkTv8xC97/I3jfrfKHE6Dzz/wx9256c8X+q7Pv4h8fuHjcutkipaDHga6S8Atl2KGB2vMlkQXjQyqMeM/MGo+e9MYXhSWXdp6mTmWlyFUBNd/Oa92To7hklHjrhnFJa49dWgPDEQ0MD0QRqIRUq2VAt2zt1RPPXZ323NUZnr56PTaX2mPNJTomw5Tx1o1qyWUzAGNWDbMGYKo4mQJep6r3mDFmrqs6Z4315jrlycC8Gd2sipDqQVf5tjJsLyfMVfJNuJIvpnPIHEM/HBSLGLlxYcPWMh7ROXQeRycfS8Z0VX+jun8ioHtzU0l0V0oe6t5mj2xJ9KxpB8a9nbejRZ8ns2uVMQlSMiLAqikOrQnZgduaFL01oJtzsaOr68pB054xH3zd0QtjZcmlvKgdLl8oxVwXHUSh2lmn22B48zB3fPGHnDFyMc+33cnx7/w3lp1ZhNfsBqSbg9mX9MdfuIO3/NXFoCu0x9qeYGj7ahKNR+6FuQr2lTU40560PWXYWxJv297SeM8aQFtIA7MILAgJt4W1HpZ5b6zJPvbDooebykoxgmJEh1k9D17GGBtVbsVrN2p48EaRYz19Oo+MOFRCrQkzDBuQCQ3kEpYffvXDsdQMz5r20Qb6pgrGjqqP9YKSb2xHmio5WhqQ2Zafo2WhvUSWPx8ybNu07cCctqfDYVu8QSEtw7ahh/w1IVt7v/R4LRkJy1pPRsOiR/VxkZA/VtH1cTENtixLwF/JhZIjoKTkaqntoiNjRUfGquzAeNGBUQcGHCgWoDAmYwUnIMsi82WD9Xg+wNPdZetRyKru1Vmnd9x21MGqZm1HZQduKiZAqzEOqajIxpgej4ucU+G0OURFB+7t9wHY03oX6rIkvGMZXLEILm6fWXeLQ07DwLsh1ZUixnFcx09589U/ZNmGQXjNQGXZBz8I//mf0skh05Xh3f9wPB4Qwy7ylc89R6Jx5uHJ2SDbEo/XkghcWKP8jVKQdg1wpgFal5b7y7ClAP3l2qAN5AHUpgFaS0jAWVNIsw3Nhm6ON4agwZ4Pm9aisGXRjEXzZK2XpvBzU8rzxvkeuzEdcs0a42O4IpV45XKax3QodhiX/QGPXxY1btPTVCmiIGaAs5gGcb4uHK1IKnYMi5hlEUPO4XEUKvMiJU/Mm4sZx3trQ8zuJo25+HE2IZ2wGP77C4EdgMZ8rXHLCxFWBnzvkmUebxie5yp4fs9WyvBKqRqequCY8j1X5pqKHZiveLhMO+j9MsY9z5eLbxddyCvDK2bKoshywHNWDqwru7W51pwHtA61n9VCA79Q9a5Tz47r3avNCV+vYn2MZwd7dVZkcNzo1zlPB0dKSeeLXWOwW/d43Z317e2jUsA5YsMFC+A9K+HyTljTMPd//uUPlAl3hbGxWctadjffz+KVPfC6vsqavn0lvvOdCCefDP/v/8HrL72P3Ojllfn1L/ka73v/R4/E7U+LLMsHSAcq55Z1oa8M/Q70OQLQ+pzqsSEHdpfg8QIMO9TsQRykuCWgrIpDvl6vZZ3HFiQnsZPaDs3x99nhIMvyNhpM9YCpn1spyZXzgFveCMVOZOdQFFAUlKdDwRzX+jAueWO+qI8Xyaw9pCwgqtC7NC0ioKUAtggWqWn8UI4qMPbcIFz4gyN9F3ODbA0YQ/qDw5O2VT1mW/645yELBXTTjtkQishYRHvaPPbWBdlbG9G2d5xpR4z1Uc/LpufM8h6VOa/chwZaHuia9ybNTSq70oJsqASDhYAsQnfOB1y7xsZ3y2gIw3LdYuyidrikAy5ph4ajoKQGI0ADcAOEfxJmF7t4NPQg533241zTnKb+LZvkjwpgxw5u/PjTuO4rufZaqNv5ELdv9YFYaMn9/PpHbzgiL+NQUtKGZVFYNo1jHAUjrgCzIQeGtT7sQtqRuSrWY31l2GGMj87gS2IESNiQsETGrWrblDFLak/GPD0wZtpR5DM2qseiVrUelHNpV/BskmV4p5qmffDMr6uUogQV8FaEClArVCSUjPmCTtYvQGVdCUVRoRP7ZV3RGzeOn059tKMKjK1qhn95o+hVqViGEUzX8uZq6WaOmDVNWQlDGraFH5o0dTuwvsoOzJlhy5BVO7xpvpZ5mqepUtmFgivh27wDeUMvuNKjdawMo2WRY2UYc3x9NDA2XBSgNVSCzAHSB1qiEmY8sQFetlBA17KklnXSOeOofE+XgdcDH4HS5hK/Wvl1tuwYwnJdzsGl/vS3QpPR7f6Xv+T6/zsFgKEh+JOvnOXPRUb5m08/xJLW6rpjf6wUMjxvyw/iPEpBTol3bsyVkOmYp7tSPLeiu7I250lT19GGnAtDxnhByd9SQcn8bKbm2ggoi1gBWWO8wogM1xirjOPPhy0BAuHAXHA8jP5Cbup6PmSsCxlzIWOuSjfmgvJQAlDL8sOMDQd9sqktm6r/6IiCMcuyvg28EuhVSp1yoPVNcXjtmkN/X/N0bJAZKnb1h2RVmDdgO3qsyg5Ik721VWOGXlZGOHgyW+fYjZMulNR4WXIlDF10J9aLem3BAF3ODN3zYUvys+rDIutCIhcn4dQmaTvWEhPA5emmbIqKl/OYpH8BbgMegR+0/4A9O4ZoaM5w3qvuoXN5N5z1X1XL0z/5Lbc7H655qqWXf55Pvfuzh/6e/8jIsvzwY9thuF5Zg7KCBm8eSMu7UvOtqMdqyeBYSXOxlsQ/xluXcyGj5DtCSQVY31vJ+8zR9mHa1zUtmgyshSwBqVW6AeRC+GN2YL09yTo7sE4XB6g6xhyrqQfs+DQ+9460Z+y7wFeB701lcX8BvrXDf8hC9e7CyphhV6rOB9ZO5dipnutA562pH2h+gutPRXdneFxQd40xcyenW2vNROOTzLnGeC0ZzK8zjxmXexc4zps/2shCh3StiWVUh4CjBteFfd2bi1i6hZdu3eXpcbvGmB6vC48HXtG5Ui5irtHTwGeAKDiXOZR+Ku5B17V50aWbYfk7qpZ///f/gdq8gBK1O8b33vIPnLbO5vjj4X3vg1e84tDe/jwdGgpbUG9JvtrRQK6Sbl0VoKZ103aM8SrdWGuOOcZclW6cywmsnap0DdsloAelsb7yOjFyrAPrXIxniDFfNYbxrJngOE+vO1rAmFLqbsuylk91/e4svF7IxcoAACAASURBVHfTobufg6VxoVCM0OYM9emeywxjHuw92AFZ0Y3xUHDNRMcE5uwa5w+Gcb3jQ/qadmCu6jyWv9YOrJ1IN78RhQJjVbahm1z5RhYct3y3fCXXbiJbS68d1rGaI3JM0Y3Ay4C/Az4FvA/u++Z97Hf2A4p15/0By1Zw7nVVh/37vV8i3/IlGBh/SoBCwWbLFrj8crjsstpr5mmeZpu8z8WIBXOpQsyxQlP9SD/SnrEDkmVZ7wfeD7B42Qruf2U1cJA1BwYwBOypHjulc80/QOdpnv44qAt4G3AK8DvwnFxjfWN6gUX7kt5xhw3mBnkk2weZy8fNeZSw8/zPRT/g6k+8GsILZve+52nWqaanfwqe+5nIyaIeU42EmFEMGL+GGscwybxpm+erdcxkY5PZk64110wyZ84HzzmRXeuYydZONB6ZBjaY82BMKfVN4JsAKzdsVPeXa8SQGT9WSRhUgaRCNXlSoSlt5oHWPM3TPGlSwIeQ3ZNjwFZAlwIzGwlHY7p9wtZvwJoPAPC7J26E5y+DUo2CXcBx7OaG+mvY8NefhAVHBxBzleQkFvTGkIquZTCX0cx3NGVJiV52jZCXWy1LNebMvEszF7PWuJnfaeZ1BnNFq0oKUTvH1Bub6KE8T/PkUf00ENacB2Mm7SzBW/Ye3mtOBNRq7TQJ6t5ac8eKucslTLUenDN3yIyzrdo7asydNbV23Zg8HxKbp3maAingWSRHLA/cCryUqvhD8/HNFf25P6zmpLOehkc/WAFjd9z7PXjmXTVPfzF38pO1f8+CX38HVq6c1VsvOpAuQaYsO149Tnt6GbJlKTWSLcuO2qzj28HxnAG4yocQjYR1SL/ymapzIL0xM8Rvhv/N8ZhdPW6mFZhpB8H0hKpd7NTY2W6MWdROgaiME9h1T/X8ZNLcpR8cn2xsqiks1FhDjeMr62rMM8H5ah1Ta54J1physrlalRRqzQXPV9Ou8Tyc6BE54XiNa3ZMsDZIRxUYOzkGP101s8Q/M2EwmFRYa64cOK5cY72Z6DiRXlKyK8bcvVIzURJjl4ueO9QUYjxAMzlmcFR/uMVqjMf1XFzrZn0ds8aOOR+s1zMdd+48zdNhpZ8BfwL8EPht7SWnXn0qd33yLgqZAk/dfyqXXHUHqZZRuPvNcMGPub37MXj2F+OOs878N5655O+4dOkKztryBb667KtEQrWLq7lKSon05KE3Dz0FLfPQW/DH+4s+6CpMYaucBSTDkAxJn89kyLcbwtAR9+cSeuNHLChrjJkbTCL6b7yiB8Yjhu7lgM7TPM1VGrdTX01c4H2qdKRLW/wIuAhosyyrC/i0UupbE62PW3BS7HDd3ZElpcFfcGuyCdiKgfGa25+Vsf0ZXw/OBbngsa6fk3F1o28VYD1/sOAxhA/OzAKLSVtXyDZ129+q7ul1eq7e4AZDT85/wM/TTGgU+Dji0tiFfLrWeB8lW5OsuGQFW2/YilIW13/1Kt76iR8Q7foJ/Q+fzHPdZ0LBKG8ZysOr3o867ft0A52hMH9/8d+jiPB0Gp7JCG8dga0Z2JuDvkLt8iQhCxbEBDS1x2BlPTRGIBXxZSocsI3x+HxniT9aUspvXReUXis7T690W3EZ34Glxphj6mry8UonGFXdAWZc95hJpBs4PtippqpMUcCeqNvNRDxVkFVfe+N0TTrSuynfciSvP5fJsvww5tGww8UxAFpe19fJ17A9PVhMcSKZ1bJf62bhxuI0vnZYCGBrCIC1RhtSIS1t6XnnSXOs0ZY+eSl7/sH1R0EKeAy4B/gI8AGgfvJDXv3dVzN6xShd93ex59llPLNpLaee+xSt2z7Fe+y3UPmWmXoBrn4rLM9B9O0sa7+cxUvfwEV3R9g+Wg24lialDdSGZgFaHXFoj0OHobdE51MO5jK5CnKl8f1x82W/d27FNvrrev12g/13J+rLO1mP31p26SBqD84GeaHeqm4w9sRjE8rgcRF/rGqn/CS2ZVWHokN2YBe+wd5aM+QKjNt1YCH38zdT/HlYaqItA3OQVm48XX1x072VTu5mV3dTl+afzGoTz3mae1TW4MysqD3mSvuTUddvhTJaY8xrlZJxpbWKJw/k4QshoKxZNzZutkW2GGMtIWl83B4WXhAST988HUV0E/Aq4CfANLoTPf3zp7n+LdcTjRcojIVYtmY3b/74jwjFy/ztI5/ln0feDucMQHI9WPKmCFuK1Q0Wa1MCvNamhE9skEb083ToSCnIlmCkCKNFGCnAWAnGiiKzJd/29OBYrixgK1cO6FoWnQPfx1TIaxs3UV/eYFu5YGs5cz4SkOEaY2Zbu0jIyOMz5qrYe9wqcF1Qro7weNKRcU+WNDgslav1sjt+rORA2fHnqnRX7Moaxx/zdMewK565gO2tcWrp7vjxqVBDAka+bz2ilNp4oLVHFRgLb1yvmh6+aUprLSChwVnCAGzJSexEpTGq2EnsylxdZazatucB3zFDSnvv0i5knGqZdqU/3qDjS1Mf0vMT/TXV29Ae8sFZe9i328NwXASWR6AzzHyT4iNJ3wP+DehGkvT/HlgxvVMUMgX+a8N/0bc7zZZzT8F+X5k7Iy9hyGrBVg5u7kEYu5Urly/nH8+/htUN9rHboeAwUL4ML6RhTxq6xyCdh3QBMgWR6byArZECjJZEeuBrtCieq6lSxIZkBOqiUBeBRETy6xIRiIchofUqaehxzTFPhoyxUPWcB7RiYbnudB81+SL0pqE3IzKdhUIJ8poLJd8ep5d9u6j1YtnncbaWhwNO2BZEwlT1Y7YIeK8MG8TLBYEkf+VLpaX3Aa402FJK68rXXS09sOma0hXpcSwMw7ceg2Bs3cYz1M83PTiuq7uvU9Hzyu/4Pp5d8kAWlxyKrD6mMIN7qsMHcHUVaVeN1WFTj0W9ZVHv6eY4/ngd1rxH7yglVwO5QQf6y9DrSNPiXgd6Ddnn2eXxnrgIGphFBZxVWNuLwvMhqUNGBaAJ2TGZQIqzzjBH4Mfff46P9Taxf0k7HaqbS/J38qrw/3GZfQspNcRPF/4pV7/ka7N268cyFcqwaxh2DMFOQ+7JCADrHat9XMSGxjg0xqAhBg1R4froxHa95rqID7qSEd+OHMFuFK4LQ2MaYKWhJyBN4NWbhkxuaucNa8AXj4qMRTTrsagGiFE9Fw37HLRNjoS0DNrGeER778IhKBRgZBQyo5DOwPAIDKdhaBiGMtA/CL2D0NMv0pmBxzEclmtFPBkRWRkL+3ZIS3MsrEFgJOzPmzJkQ6kE+RzksgLOfvOdqYGxo2o3ZRSLE6wp+u1n8MBylAAzD7RlDenrLlkUYyiySktzTHM/TmXM46lk/VlAg7JowCaFL+tN2/LHG7FpxKZJc2oe0B0xsi0/hLlqCombSsGwC91l2FOCXSXYVdSyBL8ZlTmTohacGJWdxSavis571A6KHgDuBU4FNgEvZkafjgUHrn0a/il2AqFmRce3dnLxyvdywc0nkDphhJZ3DYEFV/d8HW55HC67b1ZfxtFISgmgen5IgJYJunYMw95M9UdnPAzLm2BZI2xYCMelYFmTyIX10sO4MS7r5jqVHejPQPewgKqeNPQM+7I348u+jKwPkm1BawN0NEJ7I2xcBe0p0TuafL0xCYkoxCPVwMueZa+s68JwBgaGYSCt5SD0DsOgZ2vuH4K+IegblJBjLUrEYUEzLGiBxe1w+lroaIWFbdDRJrK1CaIRDfBMjvhAK3QQG1UKBRgchKEhkfv2QVcX7N0rcude0ffuFTDmUWwaGw6PKs/Yxo0b1ebNm4/0bcyIPKA3imIUV8saulKM4DKCIoNLBrEzel1Ge/UmozBokGZVgFojNs3YtGDTbGlJtUzNh13nHOVcAWo7NVDbUYKnC7ClIIDNo5gFa0yQFhe5MjLvSTsgDQInAT3ABiRUuZwDJuwH6eEBePfDsCUDVzbBja8HxqCJYV628F84Le1y6Vtu46Qzn6ZUjNDYmgFCcM4PYMWbZ/UlzUUqu7BzCLb2wzP9sHXA14cDH2qLG2Bls/CKJq1rubB+bm+iUQqGx2D/EOwfFtmtZU9aAy8NuPpHaof24hEBUh7A8qSpe7K1XoDGbJPripfKA1CDaZ9NO6gPZeTYWmTb0JwS8NTaBG3NPtAyZZuh1yUP7nUoBdksZDLjOZ325eCg9sIN+aDL03MTeBmTSVi8GJYs0XJxtS18DIYpj2YwNptU1IAtjSKtgdqw1odxySjf9ngYxZCenyj3MAQ0aXDWVuEQbdgssAxdzzVhz4O3I0ijLjyjgdmWAjyVF/mC8Q2zyYZzk3C+5o1xqQE1T5rywI+AjwHDwInAk0i8eBr0uSfhU8/Aojh880Vw/d/Bt7ztk3aRtr/dyM3v/jYtv/pvNv0gzcD+Vt71qe+QqNef8rFOeMWTEG+dpRd25KjswrP98IceA3j1w7bB6mT2hfWwphXWLoATW2F1i4Ct5U1z06ullORddQ3A3kGfTbC1f1j0Qmn88YkoLNQAa2GTD7Yq0tAbErMHOJWCkbFqj9Rk4GoqoAogVQ8tjcKtTdW6xxVby6bU1Dxx5TKMjEzMo6OBsaCt2QNdUwlp1tVBSws0Nwu3tEBzU42xZli0SABXY+OBf0+WNQ/G5qkGuUqRRjGIyxButVQuAzgM4TKAS7/mQdyaEdYQ0KrB2UJCdBASaZm2TTshovOg7bBRxhHv2VMFeDgH92Rha1HmYhacmYDzEgLOzklC0xHMgzni9BkkSd8G/hT4IOIlmwZ9fxe84yG4KAY3XAGFYTjuOEWhIO/5hpP/lz/cfTYrW1Yxsn+EH778u3Q/McjS1Xt4+19/n7FMHQ3NGUJhF9pfCi+9bTZf4SGlogNP98Gj++HRbnhkHzzeI7sIQULnq1oEdK1pg7VtIte0SThxrpBSEgbc3Sdgq2sQ9hqgq0vLbI3E4pZ66GyGziYBWZ3NBhtjswGwlIL0iIT1+nWYr8LD4wGXB7ImCgGCD6pMQGXapifLm2tOSQjQvK9CwQc/HhAyQVFQz0wCsPIHCv9oCoWgoaE2p1KQ8uQUODqNmmDToXkwNk+zRmUl4E3AmVMBaf3KpQ+HXlx6cOjReq0vIa3YdGjQ1kmIJVaIJYRYTJilhFhEiNg8YDtk1FeG+7ICzO7NwqN52TxgAeticF4SLqqDl9fLzs8/CtqGNP1+WNs3ARP38a5J9/XBJb+D1n7Ifwo2PQj/+7/w6U/7a+5Y+3ou+fzb4bTToKMDFY8zvHOYHdf9B6GeX/L0QycTjRd53Qd/gR1yAQte9HVY/Sez8SpnjQpleKJHQJcHvp7o8b1dDVHJ4Tq9E87ohNMWircrNge8XGVHwNTuPs39IvcYMlesPiYSgkUtsLgFlmi5uNXQW2Q+dhDlR5SCobQkpJvJ6b0DIj2Q1a/zqgbS4jWqRbFotVfK80gFvVUmNzUIoBkZgeFhCdcFpRfKy2QEQJnhPZNLNbyBQbIsqK/3wZIHnLyx+jpFIgHxhCIeU0SiimgUIhFFJOwSiShJqA+7hEIKpRSlkqJYhGJRGQzlssJxwHE8WXvMcRRKicfOti0tx9uWJXYoBPX1FqmUbfB4u6HBJhSyjk0wtmzjOvWFzTfTSJhGIjQRqeh1hLBmkrU/T7NKjlIM4NKNQ7cGad049ChvzGGfBm1BasdmCT5IW2KFWEqIFYRZRoik9ceCEg49jbnwUM4HZw9kYUxJ94PL6+GqFLyyHhqOZa/ZG4DrERfvnwP/Or3Dd47CmbdDcwQ6vwZ33wRr18K+3hzpAdmGed4FDvfcZcFNNwlCu+AC+PKXK+fYc98evnvBt1GuxbrzHufVf3IDtq0o5iNE39YH0cbZerXTppIDm/bBnTvhrl1wf5eUkQDxap3RCacb4GtVy5HNTxzLw/M9sL1b836RO3rF2xWsDdXeCMvaYNkCOE7LZQtgaasArQVTDKkFSSnJtdrfN557B6FnwAdbvYO1wZVlCYgyc6i8/KqgvqAZGuqgmBcA5eU5BXmsd5S33/Vurl3xbfaP1FcA18gEeWsmxWKQSinq6yWcV1eniMcVsRhEIwKSQiGFZbnYtgLLRSkX13FxXUW57FAquRQKLrmcIpt1yWYVuZwin/d5IqA5Uwp5uxxDAqLCYV/3pdQkVUpVlaVw3dq240A2OzXc1NJiMzi47NgDY/Ub16iTN3+z5lwIixThCkBr0mCtmQhNRGmu6L6MMP9wP1JUUIp9OHTh0EVZpHLYq8f24pALBEcXYrOcMCsJs8IKs1wDtRWEaZwHagdFJSWA7GcZuH4E9pclpPlyDcxeVS+dCo4Z2gGciyTth4Eupt7RF+n7eO7t0qbooUvhig3w/PPj133+G9v4wBtXM/Klb6I+9zmWsQfuvBMuvljOszfDC/e9QNc9z9B12x10HreHs1/+AL/65mu4+t7PE2tbePCvdYpUduGx/QK87twF9+6R4qYA6zrgkuXw4qUCvJY3HZkk+mwBnt0nvL0bnu/2wVf3cPXa9kZY1SG8vF2DrTYfcCVm0Fovm4OuHujq9uX+Ptjf7wOu7n7I1QizxWOy86+9BdpbZUegp7e3aLsVGpLglmBoEAYGoL9fZIUHfd2bGx2d/L6TScVV0V/x3aHX8ufLfsmDHa/UXiYX2/LBk1N2KJVdikWHfN4hm3XIjpUZG1NTBiAehcOKcFhpwCMgzbJcQFipanZdX3ccF9d1cF0Z150g8YuBmbqaYPzAZNsQDttEozYNDWFSqTANDWEaGiJaemO+3dgYYdGiOO3tCVKpOLkcjIy4ZDKKTMY1WFEuK669tuXYA2MbN25Ud2x+gDQl0pS1FH3Y0L3xIS0nyt1r0KDNA2otGrS1EaWdmOYoTUTmvW6HmZQOje7GYRdlduGwU5XZiXBPwLPWgs0KQqwizGorwjoibCBCi3UsIYjDQ66C+3MCzH6egX0amF1WB9c0wWsb5vZutinRfwIf0vobkUr7UyRXwSvvgdu64bcXwkVtkEhMHqYJhRS/+fwTXPbI5+HRR+GRR+CJJ+Dcc6vcL+V9D/Gdl/6Kfc/EWHL2Et5681uJH8LkqnQevvcE3LYDfr9bCqWC5HZdsgIuXg4XLoO2g9zRNhMay8Otj8OD2+DpLuGdvdVenEXNcPxCzZ2+vqoDUjO857Es3PcYbHoSXjBA1wvdkn8VpMYG6Fyguc3QA5yql3t/6im47z544QXo64PePujt9XkyYPX/s3fe4VGU6/v/zJbspvdeSEISUiD0GlroRZCmCFbsWI+9HPWIYjnqsaGe81WPYAFEpQrSeyeYAAkkhEASAum9bd/5/fFuGgQI7fxEc1/Xe72zm5nZmc3uzj3Pcz/34+YGnp7g6SnSeEaTBdlqsZEZG5EyWNDpzdTXW6itETPAfJ7lbpaygKncywct9qtUyiiVVpRKK5JkRZbNWK0WLBYLZrOZBgIlOiZfarn5OJcktUas2jLgfJLVlmWJc6xeL/CconFIkhJQIknisUqlRpKUGAyXtt2PiXFmw4YEgoKaPnx/yjTllWjGrMjUYKbCRs4qMVGBsdlywzBSbnvu3HfEDglvNPg2EjQNfmjwR9s429N+0f9fok4WRC0bM6cwkyObOYWFk5jJb0a/Q1HSHTt6SHb0QE0X1O3pzsuAVYZ9zYjZGTP0tYcPfIXO7IbFLcAvtuXPEcL9NmJjIYzaDp92h8ejhM9QcPDFt/niC5g92/agsBAWL4YPP4THHoMXXmhcr/pMNcvvXM6ZfWcw68349/Tnzg13Ul9aT3lWOZHjIi/jJC8MgxnmHYC5O4VLfYSHiHwlhsLQUFHp+P8D5TXw6++w/IAgYjqjMAjtFACxQWLEBEF0AHT0A4criG6dC5MJktJg4x7YtBf2H2kSvHu5Q7AfBPlBkO/5ywE+4HARY2CjUXDvnTth5y7YtUukDEGkzLy9wcdHDG9v8Gn22MurgXgJ8nU2V8f+381s26Zn2zY9RUWCHCgU4OamwN1dgZvb+cPJCSrKdbz5n864mCopxQVvFgNWNBoZZ2clLi5KnJxUFJmyqZaLMamqscoWIuy6kHVYh9VqQZJk7Owk7OwktFoFZcYCrCodDg4q4oM64eJsh6OjGkdHJQ4OSrRaFXZ2SjQaFRrN+bOdnRK1WolarUCpVKBSNQ2lUmq2LGaFQkKSbE74Nt5iNFqoqNBTWamnokJHRUXTXFpaT3FxHSUl9ZSU1FFR0TxcKSH0CUpEaFzZylA0LoeFeVFTY6G0tEFYqGq2Xct58GA//P0dKS+3YrHAli3+7WTsSmBBpgIjxRgpxtA4ihqXxfPmcyibKyr80OKPBr9mJM0fLYFocbqx/HVvaNTIVg5jIhkjKbKRZEyctRE0JRBri5r1luwYiIZgqf1/0xZYZPiuCl4pFtGy+93gEz9wuBG57SRgpW15ITCz7Zs+kAQ/noaSSaBVigvsoEEXXv+ppwTvaoTBADNmwPLl4kq6aVNj2rIBVrOV0uOlFKYUYjFbSFuURs7WHCZ/P5nOt3Vu+8GeA1mGFcfhuY3CZHV8JMwZAj0DrniXV42SKvh5HyzbD9uOCm1XkCdM6g2T+8CgGGHaea0gy5B+UhCvTftg2wFh/SBJ0DMOhvUVI6E7ODle3r5ra2HvXkG+du2GffuaPKoiI2HwICEbHDQIQkMvHGGWZZmMDFMj8dq+vYl8BQYqGTpUS5xPDVMeCCSykx2KZmI9i0UmObmCLVtK2Ly5hF27ygjTZbOfF3HCgFFtz9H5m+h8az/Uzfpw7c3dz4DXp8PxTpAZBWVeAKg6FLB+9SwS4/o0mom/tOkl3t39buO2KoUK06ttUPBfAGazlfJyHaWl9ZSV1VNaWm9b1rVYbiBdlZWCgNXVNX/NBoKkbrasQq22Q6lUI0kqZFmB2azAbD73jVc0bidJajQaO+zs7FCp7FAo1IAak0mJwaBAr79wWkCSwN1dhZOTGnt7NY6OCpKT3f98Dvz/CyiR8EKDFxpicW51HSsypRgpRE8BBgrRU4iBAvTkoGMfFejPSaO5oiIIewLREoQ9QWgJtM2e2LWnQa8hnCUFA9EwEE1jFLpQtpCCkRTZRApGVqLjO7kegFBZSQIaBkpiG//21GarUEowyw1udYE3S+C9MlGhuSQIuvyBbArahObRjFW0mYyZrLD8DEwMEEQMICfnwutPnAjvv3/OkxoNfPON+OOPP8Kdd8KBA5CRAfHx4OWFQqXAJ84HnzgfqvKqWP+39VjNVpbOXIq+Uk+vh3shyzK1hbU4+7f+O3UuDhXCU+thWy7EecP622FUx7ad97VGnR5WJsHCnaIRgcUK0YHw/M2CgPXqeG1T4fnFsHmfjYDtFY8BOgbDzPEwcgAk9gEPt8vbb3GxIOO7donIV0qKEHgrFKJ49sEHBPFKSAC/C8j/ZFnmzBkLBw8aSEoycvCggYMHjVRUiGtIUKCSfp3NyEV7eeKbvgy7pwOSJPHDmPVUbYlCjurN0aPVNvJVzLZtpVRVCZISF+fCAw+E8kBlEo5LAAPYKWW6F+wB9QAqKnSsXZvFvxb8SvLOGtDPAqUZh8hi1IN3UxWShNm9knX5Lpy1ZPLM+mco0ZWcdw5mq5mDZw/SK/B8zmEwmMnLqyYnp5Lc3ErbXEVOTiUFBbWUldWfE7VqCXt7Ne7uzmi1jtjZaVAonHB2VqHVKjAYJGprZWpqLK16iTk5qfDw0ODs7IBWq0Wl0iKIlYr6eiU1NRJlZS2tNGRZPNbrhQDfy0uJr68Cd3cVGo0ahUKFVVZiMinR6RTUVEtUVCooKxOfh/IKiXJb9FN7Gb+L7ZGx6wAZmSrMFKCnAD1n0XMGXeNchKEFVdOiaCRpIdjTAQdCcaAD9rhcrvtkO9oEqyyTgZldGNgpG9iDgSpbtDMClSBzkh0JaPBuJ2etYlMt3JkPlRb40Bcedr+BtGR7EC2PQIRLdwL9L73ZhkIYvR2+6VnBhAALXg5ezJ0Lr756/rrdu8OOHaJs/6IoKYE1a+Dvf4eOHWHjxhZ9VEqOlZCzPYeSoyWUHC2hOK2Yfk/3I3ZaLAvHLuT2327HM+rCZrGFtfDqVvhvCnjYw5uJ8EAPUP2PI5pmC2w8IgjYigNQZxBC+pkD4fZB0KXDtXstvQF2HIR1u2D9LjhmK67wcofh/WBEfzGHBbV9n1ar4Mt79sDuPWLOzBR/02qhb18YmCDIV//+wrqhNRQVWRoJV1KSgYMHDY1RL5UKunSxo3dvO3p2U2FYuR1fZyOyxUr68gzcEsJxSIymTO3AT6/vo0RhT5naAb1ebB8W5sCwYd4MH+5DYqI3fn42NtC7NzS7dhYExXBb+PPs3n0ai0VGcqpHjjgOUZlsnvMV372bwLff2mxWmuMfigu2Grw//iGG1D3CsWMl5xCumhY6P4VCIijIhdBQNwICnPHyssfLywFXV3uMRhU1NRKlpRby841kZ+s4caK28fwa4OFhR0CAtnF4e9ujUGjR6+2oqFBSUACFhYLkNpDaBkgS+PkpCQ5WEhysIjhYRWCgEjc3JbKsQq9XUlOjoLRUwek8iexsccNVXs55+/HxAX9/MQL8m5Ybho8PdOzYrhn7w8KElQIMnEXHGXScQW9bFmStuWrNHXUjMROzA6HY44cWRXs07ZrBIsukYWIXBnbJBvZipNb2f4hGxWA0jJHsGYAdqhuGcVx/FJvhrrOwvg6mOMPXAaI35x8eJmAYoh8lgAZYBEy5+GYNKcoFsWv4b/LnrJ65mvvuk1kwv+VJBwbK7N8vERjYhmORZXjpJfjnP8Xju++G+fMvymxri2r5NvFbStNLcfByYMbqGQT1bcks9Gb4eB+8tUssP9EHXh38vzVblWXYf0IQsCV7hLGqmyPc2l8QsIHR16Y3oixDZk4T+dqWJCoaNXYwuBeMGiAIWHyntr9efb0IWDaQr717m/Renp4i2jWgvyBfPXue34dQxw28wQAAIABJREFUlmUKCiykpBhJSTGSnCyiXnl5IoSjUEBMjJrevTX06mVHr14aunZVo9UqOHuqink3ryA1rZpitLahQd8smeWECR/0dOvhzr/4gtDk9Rc8F6OkxE5uCh0ZUKK5YGkbLGUK01h6/h9C1sG9rZjxFfoirZyCXOCLSqUgOFiQrQ4d3AgNdW227EZgoDMgsXZtIbt2lZGRUUN6eg2nTtU1Ov5LEnTo4EBMjDMxMc5ERzvTqZMznp5aqqqUZGVZOHbMyLFjJo4eNZGdbW4kfCoVREaq6dhRZSNbSkJCmpadnFRkZkqkpiJGGhw/LqJazaHVilRyaCiENcxhYg4MFERLpRLWJLn5cCJXfAZP5MKJ02KurYfiXe1k7IaEBZl89ORSTw715KIjx7ZcTZMJiwYFIdgTgWOL0Z7yvDYwyzKHm5GzfRjRIeOBgtFoGS9pGYoWbTsxwyrDh2XwUjEEqGFxoGjB9IdHHtAVqGj23EjgLaD3+aubrOC3Esb4QRfLu7y0+SXmJs5l4XN3k36giQhp7E3s26OmW7fLOJa6OmF5sWaNGI8+Cs8/D2+/Da+8ct7q5VnlfDfiO6pyRXmf2kHNLT/fQuS4SFIWHOJop2heTdKSUwkTo+D9kXCR4Nk1R04xfLMFFu0S3l8aNUzoKQjY2O5XZ5TagOpa2LLPRsB2Q85Z8XynMBgzEEYnwJDeFxfYN0dhodB67d4tyNehQ00eYDExkDBAFL8mJAj9V/OvvizLZGebSU5uIl4pKU0RL4DISBW9emno3VsQr27d1FRUGBrJSPNRUtJk9a/Bgg96vNHjih4tBiT06LFQCVRJEORezycV39NRLsWJK9du1eJIJlFMZwlZnFssIsOrClrUqpmVsHMQ7ByE5KDnp/n3MHlyNEpl64z3yJEq5s/PZeHCPEpKDKjVElFRzo2kq4l4OeHgoKKmxsqmTTrWrNGxdau+BelSq6FTJzWxsWpiY+2IixPLERFq7OwkTCZBspqTriNH4PTppuNxdoYuXSAmGsLDmwhXWJggW82Je70OjmTCoXTIbEa8ss+07HDg7AiRHZrG3CfbydifDpWYbAStnhx0ZFNHFnWU0GQd7Yb6PIIWhgPa9mrPq0K9bGUrBlbLOtajpxoZRyRG2IjZSLQ4/8WrNA/oYMYZyDXBG97wgpfQmf2hcRYYDxxu9pwfEAG8ikhl2kTcDSnK5QmwNOlOfjjyAwpJAZ+ewFoWLlaSLKxYATdPvIrvmyyLq8dDDwkF+Lx5ouryHFjNVipzKinLLKMss4yKUxXoenTk+YOOnPQJJNbVzKcTVAwPv/JDuRxYrSIN+fk6WJ0snhvWWRCwKX3A9TLF8K3hRA6s2Axrdgj7CbMZnBxE1Gt0Aowe2LbUoyzDqVO2KsedsGMnZGWJv9nbQ58+TeSrf3/Rk7AB9UYdH61ZjnflCDJSVbbIl4GqKnEtVakgLk5N9+4aevSwIz5ejbOzidzcloQrI6OGurqm6JS7u5qwUHuclUbk6ipq88uor62mHhNVQDXnu2c5AG6AmwTBXvY8E5tF4t7vUZiNKC7WWPIcmFFgQMOrzOVj/oZ8jgenSgXubwRTYjzT9OTZAKSVk5CLfVB2TWPhl3cyvc/E8/ZdWmpg8eIzzJ+fQ0pKFWq1xIQJ/sya1YHRo31bFBEAZGWZWLNGx+rV9WzfrsdkAhcXiREj7OnWzY7YWDVxcWo6dlSjVjf9wFRUCFnAtm2wfYewEGmwm1GpoFMnQbziu4i5SxcICWk9AF1VA4cyIPkYpKSLOf1UU69Oe20zwhXStBwVKrzimu+z3driL4QqTGTZiFnDOEldozJNAQRjTxRORONENM50wgnn9vqNK4JRltmFgTWyjrXoKcaKHTAEDeMle8agxesvqjOrssBDBbCkGoY7wvcB4P9Hlz0agE+BV4DmLXGCgFLgcWAUPKCGH0tFFWXCf3uSXJAMVgnm6sEqGtuNf3wjn7wejlW2olQoCXe/QiZ07BiMGAEFBeKXfdEiuO02oSpuRRUsy/DFQXh6rRVVnY5hm7cwIDudmSum02FQB8wGM6Z6E/bubQwTXQYq62DBNvhiPZwoEM71DwyHh0ZCiPfV7VuWxYVwxWZYvgmO2ghT104wdhCMGQT9u166r6DVKi7ODRYTO3aItxYE0Ro4EAYNFCnHrfp/kVuTRQ//HnTz646LLprUQ5JN32Xk99+biJfSzkhErJmh/bzp3k2Dn58Vs7meLzesojzXCVOhHxkZtS08qnx97fDzU+PsLKNQGNHpaiktrSAvrxyzuWk9CXBGkC3XVmZX4NzT7jqrK/G3xuD/1G1IWSfQmusu+R7XKdXkuHlQ9/lGfPt1uSBByavK4/Zlt7Pz5F7YNhT2DEDrZubn7+7mppuiWqxrMllZt66IBQty+fXXAkwmmR493Ljnng7MmBGEl1dTTtdolNm1S99IwDIzRZgpOlrNTTfZM368PQkJ2hbEC0RLpgbytXWbiGTKsvh69O8PfXo3ka7o6At/RiqqhLVJA+lKPgZZzaJnAT7QIxa6x0CPGDEH+7ct3S3aLLWTsb80LMicRU8WtWRRxwnqOE4tRTSFv4PQEo0z3XAlAXcCuPY/1H92WGSZJIyskfWsQcdpLCiAQWiYLTkxQrrRygyvHrIM31TC44Wiz+XSIBh0DaIi1x2FwE+IiFh1s+cdwaQHv//AGBf4YY/MqNpRbAreBNUB8KEtP9b7Mxj3OEggIbFwykJmdJlx5cdTXg7bt4urze7d8M47Yg4LE7oyG/RmmLkMlmdAf1UFD2TuQT5RRPnJcvSVeiYtmIR/D38WT1jMjNUz8Iy8NvnKyjp4aSF8t0M44/ePgkfHwLR+V5+GLKuEd76En9YJs1WFQmi/Jg2HScOgQxu0eLIMK1fCN/Nb+nsFBtrsJQaKOSam5YX1t/TNjH96IWQNhvwuUC/eL4XKTFBUDWGxtWw3fgaBh0EvQcpwVKXhUBKM2dDsJsylBDvvcnzVPthbNRQXl1NZWQXNyrc8POwJD3e3DTfCw90JC3WjPimftPd2Y6pqpTP5JVCJK7lu8XSt3MbzvI89F65U1Kkg+9GZxH74/QXZhSzLnD1bQ1paMQdScvjk3zsoz1MSNaKWPUtex9PDEb3eQnp6DUeOVHHwYAU//3yWoiID3t4a7rgjmHvu6UB8vGjtVVJi4fBhI0eOGNmzx8CGDTpqakQPysRELePHOzB+vD3h4U0fIoMB0tPh8GExduwUlatWq9Dq9e8PQ4cIh5g+fS5cxVhWCamZYhzKgL2HRMSrAWFBNuIV3UTA/NpwQyHLUFQJR23mxGmnISUbiqsh99/tZKwdraACI8epJcM20qmh0EbQQrFnAB4MwINuuLa3i7pMyLJMKiZWy3p+pp48LAxHw5uSK1HSHz08dO1xzACT8qDaAqkdwftGCcTqgSPAv4AVQHc4UgBd34OFX8LMLZDjmsO6iHUMPjmaDyrDWBW2Ed9Rz5Dum4askPl83Oc80vsynGTbgp07BXtQKOCHH4RXGfD4WvgsCd4fAU/3b9kf0lhnpCK7giWTllBxsgKtu5Zbl95KWGLYVR1Kai5M+QBySuDuIYKEdb+6XQLiorbwV3jqn1BZA+MGCQI2IVFUQrYVx47Bk38TFm4dOsDIESLqpQ7bx3HzetRKFWqlGpVChUqhQq1Qo0DFka1BLPjAl/oSD/DJEIQr4AgEpjJmQDiPD3gQF40L0//7KPkrB8PhIWBfB/6ncAupIS7OmcTeEcw9NhtS42DzcLAosQsuo3fXUMb160dkR09WFi3g8JlSXhn5LFMGx6FWi3OfM0dYYCQmQoBrLV9M3IA+KfWK3stIjjOJFTigu+A69fZq5O++xXGa+CzV1hpJSyvmyJGixpGaWkxlZROhCwvzZtas/qhUDhw5UsWRI1UcP16LxSK4hFarYMwYX+64I4SOHT05dszM4cNGGwEzUVDQlJoNDlYyZow948c7MHy4FicnBdXVgnClpEDKITEfO9aUctRoROVqA/nq1+988qU3iAraBuKVekLMBc1cObzcoW88DOgm5u4xbbM2Ka4SZOvoGTiWJ+ajeVDerHOCuyN0CxXfiQ/vaSdj7WgjTqNjD+XsoZxkWw8CR5QMxIOheNEfj/YOA5cJoyzzNbV8INdQh8y9OPK85IL7X0xXlqqHXtkw3gmWXcKl/g8JPXAcfvkBbukFyfOg+2447XyakJoQANIVeuq90+lZ1J0f434k64ssXhn0ygUtAK4YX38Nb7wh+ugolbBkCSvipjL5J3iqL3w4uvXNKk5V8P3I76k4JUJDCpWC8f8eT4/7e5D8dTLBA4Lxjm17PnHxLrj/P+DqAD8/DQnR1+Lk4ORpmP2GcMLvGw9fvQFdoi69XXNUVsLrr8Nnnwtx9ptvwMMPC80QQL2pnmHfDmP/2f0tNzw1AIftc6jPjSA82kD5oGepDFyNl4MX93e/nwd7PkiYexgVFUb+/noy//4iFwmJHpMKeeqFIEZEJ+DrJJqb7k3KZvgtH6PL9YCOWTB+DdTGoC7pQ1yYB+O79+D9tKcxpo2B9Z+gUJnoEg+vvqzmscdAXXiaAXYHibHPRa6qvuKP0WTNaroYfke6SJ9GWZI4FD+auR1nceRIESdPljcK5J2c7IiI8MfV1R2wp6oKcnIMVFY2FQh06OBAfLwLnTu74urqQlWVhvx8iSNHTBw9asRoS/ur1RAbq6ZrVzu6drUjPl7MFotSkK4UOGQjYA3aPRAi+u7doXs34dvWtStERDT9P0HoBo+dhAOpooVVUpogXw3FFxo7iO0oKmm7RIrPVJco0Sf0YvVXsgynSyH5FCRni0hXcjYUNCv4cXOEuCCICxYj1rbs16x3a7tmrB1XBB0WDlLJDsrYQRmVmNCgoB/uDMWLgXi0e59dBkplC+/KNXxHHa5IvCC5cDeOqP9CVZjvl8LzxbA8CCZdwHvpj453jsHLqVAdB/u/2sT95kfZtPg3Iio68lH3r3ji0L0oZSXV7tU4lzkjHZLgbWAu0Ak4CVwrg9WzZ2H/fk7/nkU3+ycJLzrO7pDNaJ576oKbGKoNVOVVUXW6aXjHerPl5S3oynVMWTiFThM7XfRlTWZ44Qf4aI2wpPjpafC/jGjVhWA2w78WwOufC6f9d56Ch6cLvtlWWCzCDeSll0Xj7AcfgDffFC2GmiO7IpuIeRFYZVuqsCAWxeaXsGYNJCREyZtvutNr9FkeXHMfs3vNZlrsNDQqDXq9hXnzTvL228epqjIx444A3pkbT0hIU9lwba2R11/fxscf78POycqUxzwYO7EjQc4hnEgK5YG7hTmvo7MZY9+3MLkdhdX/h1vM13R12sewsq7IxyXhgHvVkHmO91pExawKBWaFCoXZhKoZQSvFnoTIf9Il3g9vbw+MRi1nzlj4/fdqysoEm3J0VBIf72obLnTq5ILRaE9yspmdO/Xs3m2gtlbs09dX0YJwde1qR3S0GpVK4uTJJoH99u3ivqIB4eGCeHXraiNg3YVXV8uqVUHak9Js5Mum9aq3naabC/SKg96dRaSrSxREhLQkb63BahV6x+RsQb5ScsRcYZPcKSRBtLqHidElRDz2b4O3YjsZa8dVw4zMYarYRilbKaUEI0okeuPGULwYjCee50lI29EajsomXpGr2ImBKFTMlVwZ9hfRk5lk6HUKyi1wrCM434BB1ln74ZcT8K962Ol1Fz8sMsLy7wlzP0F2yF7mOBZyV/7thHwWgmKsAn4AXkMUATyN6H3ZA2GboQEygJsR0TMrXK4iwGyFxG/hUK6elHmdiSg/KaJmr7wi2I1SeUmFcdb6LBaOWdj4OPHNRAb9fRD6Sj0VJysI6NXUI6mqTqQlt6TBE2Phg7uuTYuirFy46yWh3Zk0HD57BQJ9L28fe/bAE0+K3usDB8InH8sERhWTVZ5FVnkWJ8pPkFWexamKUzze53FWZa7il137YevTkDoJN3eZV1/x4JFHnNFqFZgsJtRKccNpscj88MNpXn31GHl5OsaO9eXddzs36p8asHp1Jo8++hunT1fRs2cPfv99BA1tHqZNEy4lEyfCXXeB/6jvWLVsAZG7OuN52hm7SvUF7YhkZFROKvy7+BPYJ5D9n+3nIvZgjfCkmAf4Co3N5qIONcfx5EVpBB9rthJmLsHeLIiWUa3lyf5fs/iwS6Nzf3i4I0OGeDF4sBcDB3ri7W3Pvn1GduzQs3OnngMHDBhscrbOndUMGqRl8GANAwdqCQoSHwxZFtYS27c3ka/8fLGNjw8MGSJ82rp3F1Ev15Zvqe39h9+Piq4J2w+KyFeFTc+p1QhdV+/OttFFEK+2COtrdLA3E3alw84MSMoSJsQgeqHGd4DuodAjHHrYyJf9FfZB/VOSseheXeTNB3cSgGu7l9b/GFZkjlHTSMzOoEcCuuLCULwYhU87MbsEZFlmLXr+IVeRjYWRaHhDciXyL6An21cPA3LgSQ/46AJtYf7ISNgEhflw6m7w7P8rZeZcSLLZTTifZeKXj7D01qWUFqtwdBQpskbUAy8gyt8CgRzgPaAPInr2HYKoPYQgarlA6MWP57Wt8OZOWBiazMzTvwmRzaFDcOutMHkyfPSRCBVdpMwwa30WxanF1OTXUFtQS01+DcEJwbiFubH28bWM+3wcPe7rQWEFjH0b0vLg64fh7qGX//6dC1mGL3+Cp98DOzV88SrMGH95+8jPhxdeFPK5wEB47h/FLJEmk1acSo2xpsW6WpWWRVMWMdBrIs+/mseCr03YqRU8/Td3XnjBFTe3lncIsiyzdm0RL76YRmpqNb16ufHee11ITGwZasvLq2b27HWsWZNOSIg3t067iYFHQ5DXQ7ACvPtCyJdQG2Bg97wUSg+cJHtLNhb9hRmVWWPmrO9ZTkScIDU+lSq3KsZEjOGZ/s/w4vcvMuatMahNLX8zZEThbzZwCpjELv7BVlRYMUkqPozqzavdSnlr+otosvrj+PVn3Jn5FXaYMaHkU6+7OTVlNkOGeDN4sCdBQQ6cOGFi0aI6fv21npQUI1ar4Pg9e9rZyJeWhAQNnp7Kxv9pRgZs3QrbtotKx6IicXz+/oJ8DRks5ujo1iNKDea9DW2rtiVBpY18dYmCfl2byFdchEh/tgVFlbArA3ami3EoR/gjKiQR6RrQSZCuHuEQE3h1NxpGCyQXwO48yKmEz8b9CcmYZ69QeczB13BCQyQ+ROFDJ3wJwwu7dpuG/xlkZE5S30jMsqhDCfTHg3H4MghP7NrF/xeEQZb5ilr+JdegQ+YBnHhJcsbhT64ne6QA/q8CksKgxw1WuOuzAjrrYGsrPSwdArN56LZgtmxSYTAIi7CLpkX2Iqo1AwBfoAtQBfRDRNFmAbchrDYUCA+0kTRq0LZmw/Dv4Z5u8M25tk41NULV/PvvMHo0/PJLG/oxtcT8QfM5vUvU9vvfO5B/aodRWCXxzS2VTL/5Mps3toKCErj/Vfhth+gJ+c1cCLoMgm4wwMcfw5tzhaj72WdEAwMnJ1ievpwpP7Vso+Bp78mSiavZ/VM0779fhU4nc/vdKt5504+AgPP/UUlJ5Tz/fBrbtpXSsaMjb78dx7RpgS2acRcV1fLeewf5+OO9WK1WtAzmIAOIRXlemKBWWcXHzMPSWvNEQFJKeER4EHtLLAFTAthp3Ymb1g13e3fctG6NI6cyhyELhhCaEsqtv9wKQCXwO3AIaKCfrsBuviSaAlK9FCx87WZ87f/GN/NzyNzvhMUi07mzC9O61vHE7pdxO52B1LMnHDhAYaGZJUvqWbiwlqQkI5IECQkaEhMF+erXT4OTU9PvlCwLy5CffoKffxGRMICgIBg6tIl8RURcOJ1XUAKbbU3bN+2FszYC1yFAfD6G9xON230uowj4ZCHssBGvXRkiBQlgbwf9IkWafVAM9IsC56v8LarQwZ48Qb525UFSvqhwBujoDiefaBsZu6EYTBDuPMBAMikik2JSEAlnFQrC8CIKH6LwJQofXNptGq4bJKRGQ9n76UA29fxGEWspYhfluKBiJN6Mx5dYnNujmOdAI0k8hjPTceBtuZp/U8t6Wcc83OkrXWEs/AbA2z6wvEb4kO0LuwEMYW2oMEKJASKdYWsrf68/G8ZH/xLLP/98aX1Kix6YZiAdcEeQrRSE4exZRDWnH/AckAi8I9oJ3b4Pojxg3hhEW6fm0YH6emEjXlUlelwOGwarV8Py5TBypBDmXAT1pfX4dPHBwcuBYxUani3rh6w08MMt5eS/uJztRzoz6OVBKC7gsH4p/LIeHp4DdTr49GV4dObltUPasgVmPyJ6Qt58M/zrA9HOswF7zuxpsX6ocwR3WdYyc4gdxcWVTJ3qwFtvudOp0/khlbS0KubMyeCXX87i7a1h3ryuPPhgGHZ2imbrFPPRR3v54YdUjEYLTk6d6FQ7iv14XLDESWXRoECBpVl+0TnQmQ6DOxA5LpLOt3VG0axRaDStV0Tk1+QzPW46oQPCOJtrx/YkPbbWmIQrLAyxKglHfJRUOPHf8H5sS3yNjW+YKS0tISDAk+eeC2HWrA5ERdlCt5ab0L/7ESU/b+a+UYVs3qzHaoXu3e344AN3pk93bEw7NqDBk/jnn5sImEIhyNeTT4h7gLCwC5MviwX2pAjvuHXN+oZ6ugnS1dA3NDy47b1u6w2w7SisTYF1hyCrUDzv4SSI14MjxNwjTERirxSyDNmVsOt0E/k6ZqvQVCmghx/M7gkJIZAQDH5OID3Rtn3fUJGxczVj1ejIpNg2isimFLPNw8UfF6LxIwZ/YvDDgxvB6OjGhgWZJCpYQxHbKcOAlVAcGI8vY/DBhz8v0bga7JQNPClXkIeF2TjxkuSC/Z9U4P9jFcw4C/P84DGPS6//R8CBMui7CeZ1gMcv0ky8Z09ISrrGzdI3IhigH1h94abDsEUJ+1dD1ycRual0YA5Cn1aIiLZJiBBSVpbwBZgxQ7ibrlwpTJkuga1pcPN74OYAG16FqmX7WffEOgDCR4Yz5YcpOPo4UnioEL9ulw5rVVbDY3Nh4Wro1Rm+fxeiL8MPt6gInn1OpCQ7doTP5sGYMVBjqGFbzjY2nNxASmEK7498n0Wpi/jswGd0LH4ENj7PySyZIUM0vPuuO/36na/TTE2t4o03BAlzdlbxt79F8Oyzkbi4iKu20Sjz2WdZfPXVPjIyTqFQqFAouvH3v/flrkQ3OgxVtoiHychYsGDCRBVVrGc9ucocvDp503FsR/o+3he3DpcfYays1PPtt4f44ouDZGaW4ShBdxlGd/Nk4o+D2XfHPk4dLCIVN1JwpwAH1GqJm28OYNasDowa5YPKRvqMRpm1a3UsWlTLqlU69HqZsDAVM2c6cvvtjsTEtExvNydgP/0syHADAbtlGkyZInRgF4LeAJv3CePeVVuhpFyQoiG9YWR/QcC6XkafUlmGzHxYe0gQsO3HwGASka/EOBjTHYZ3hujAq+99erYatuTAlmwxnxYdyHDVwIBgQboSgqFPIDi0QvT+lJqxSwn4jZjJppRMismgiOMUorMJGH1xoStBDCKCMDzbozXXGbWY2UQJayjiCNUogL648whhRHF5aZO/AmpkK3PkahZQRwQqfpQ8CZVuqMB1myDLMPY07NFBZgT43QCnuDAH7tgPewdA/5ALr7dhgwg+XS/MOwBPrIPPg+GRLgjS9SSwHNEX5w2EYCgFoUkbCBwFTmyApx4STfnUavjuO+jdW4SZ7rvvvNfZeBhuehci/GD9KxDoIXNg3gHyduehr9Sjr9SjdlCT8GICG57ZQGDfQMZ+OhY7x9b1aeknYdQDIh31ykPw94farvUBWLcOZswUQb/nnrMy+u5kduSvZ8OpDezJ24PZasZeZc+Wu7fQL6gfe04eYsKEYsrTo4iJUfPee+6MH2+P1ApLvvfe35k/PxdnZxVPPtmRp56KxMOj6TxOnCjj5pt/JD29FOGH3wdJ6snXCT/Sa/9nhJrW44IXIEhYAQV8xVcAKDDjTyHdE12I+flNHDwvv2Frfn4NmzefYuPGUyxdmk59vYn+/YN49NHeDIzyZNGw70j4YCxnnD1ZvvwsK5aexSxLBDuYeeqNbtx5d4dGt/v6eiubN+tZubKeZcvqqaiw4uWlYPp0QcD69dO0eI9kWcgQly4VEbDLJWA1dbBmOyzbCGt3iqbZzo4wfghMHg5jB4vHbYXRJEjXyiRYkyw87kAQrrHdBAEbHAPaq5Qu682wLQfWnICNp+B4mXjewx4SQ8UYHAJxPi09/S6EvyQZOxdWrORSTjqFpFNAKvmYsBCEG4OIJIGOuHMjdDS+sXEaHb9RxHIKqMbENAKYTRgO7d5l52G7rOc+uRwflKyTvHH5E+rI0g0QexI+9oUn/4fNq68U/0yHF49AzRRwdTRiNZ3/a5+YCJs3X+OoWDNYZQj7FMLdYMtdzV4nA5GX8kQ0cB4GHAN8gAeAbcB+4E1gpglWloAiF757W6QvH3sMPvxQsCOrFZNVQexToFLC7jfBw/m8Q2nEibUnWDRuEQCeUZ5M/XEq/t39OfzdYbrc3gWFUoHZDP1niibea/4NfeIv77zLyyEmFnx9Zfo8+QHLS9+lXFfeYh0JiWXTlzEpehIAb75TxGsv6/j0Uw9mz3ZGpbpApaIso1AsZ8IEPxYs6NWChDXg0KFCBg9eQE2NAQUJhBLMo/wfOuwJJZaZzGy8sc8iiyUsIIgz9I3XEbblv2g8237jaTRaSEsr5uDBfA4ezGfnztNkZJQC4Olpz6RJ0Tz6aG86d/Zl795y1q8vYuWSXI6d0iPL4OOj4ZZpAXSjgjveGoDWTUtRkYXVq+tZtaqejRv16HQyLi4SEyY4cPvtjowYYd+izZAsi+juL7/AL0shO1uI9ocMaRsBK68Uka+lG4VfnMEIvp5w8zCYPAIS+wrfr7ZCb4T1h+FMmolGAAAgAElEQVSXvfDr71BVL6JfI+NFw/kx3SD0IsfTVuRVwW9ZgoBtzoZ6E9irBPEaHgbDwiDet23k61y0k7FWUIeBfWSzkyxOUIyERDyBDCaCnnRA3U4OriuqMfEfclhGAX5oeJFI+nGD5Kr+h9gpG7hFLmUQGhZLnqj+hCnL+JPgoYRtof+/j+TSeOEwfJIJumng4FOIvvT8tNy+fcIV/HphazYM+x4WTYEZnS+wkoywyVA2e3wncAbwRhC1xUCSDJ1+A/NbkBcKkS7ww9/gtdf4fOpXPPaLK2tegnE9Ln5M2Vuyyf89H1OdCWOdEavZineMNxue3YBfNz8mfTuJr7a488K/4KcP4ZYxl3/e998PC76F3w9CREwdty29jdWZq1usM2/sPB7rIypb9XorYWFniYtTs2nTpdOnkrSM116LZs6cWOAcO4btsH2jgdDq3aiMy9mBF57ABESx69/4G64IPwYTRk4Me5rI1R+htr902M9stnLsWEkj8Tp4MJ/Dh4swGoWuzN1dS9++QQwfHsaIEeE4OjqycWMx69cXs3VrCTU1ZpRKiX79PBg92odRo3zp3dsdSYJjx0ysWlXPqlU69u83IMsQEqLk5psdmDjRgcGDtdjZNf2mWK2wd6+IgC1dJgKoKpVojTptqtDmeXld+FzqdYKALVwtNGBmM4T4w5SRMHUk9O92eZ5xOoNIPzYQsFq9cLS/uTdM7gMj4sHhGiheMkphWToszRDVjwChbjA+Em6KhKGhoL0Gkfu2krEbIElw7eCIhuFEM5xo8qliFyfYyUnmsQ1ntAwhkmF0wpcb1JnyDw4X1DxPJKPx4S0yeZI0xuPLk4Tj2m4k24hBkob3ceMpuZJX5Crela6+gu2PhsnOMLcUSsx//DZJZQZQU82n++fTIegujpe2/PvkydeXiAF8dwRcNDDpYr6sErS4n5QQfmcNsCJsM6Il8BoPsePhY0Q53h0Z1BxOY45ewVDPWsZ2cxKsJKrTBTsJhA0LI2xYyx5I+z7eh7HGyOmdp3mjx098EfQAwzvVoFq8FV2f0dh7tL2wats2+O838MLzwnndbNVwtPhoi3We7f9sIxED+PbbOgoLLfzww0XYQzMoFGC1ioCExQJPPw2ffgoqTHTmKJPYjQ8lgBfBwBpgAdAHNY/aLp8yMurP7Yh95LMW+zaZLBQX11FUVEdRUS35+TUcPlzEwYP5HDpUiE4nSu5cXDT07OnPk0/2pVevAHr1CsDb24ktW0pYv76IqVMPc+qUcB8NDXVg5sxgRo/2ITHRGzc3OywWmZ079TzzTAWrVtVz6pTYb69edsyZ48bEiQ7Ex6tbpCAtFtGv85dfYNlyYRNiZyfE92++ARMmgPtFDH3NZtiyXxCwZRtFCjLQF566C24dAz3jLi9KXKeH31IEAVuTLDy/vJxhRgJM6y90YFfrayfLcKQIltoIWIPwvl8g/HM43BQFMZdw5b+e+EtFxlqDFStpFLCZDJI5jRWZeAIZTjTdCUbZbtFwXWDAynxy+Y48XFDzHBEMw6tdy9cMr1mr+IJa3pVcuV/6c+nsDumh+yn42h/uuwYu7tcTE3aYWZOTgZzdBX5cBhmTG/+mUAhhc2zs9Xv9OiP4fQjT4+DrCddwx1ZExaYMFB7lHyUSb+hj2b8Z+vgXQcHt0OUNuL0f3CsJomeSuJidoElnwmK0YNJbGfGohszTEnPdllO6MQ1HX0fGfzGe6MnR7P9kP71m90Klaf0Kq9dD127CuuLwYQu7CzeyImMFiaGJrDmxhu+PfM/0uOksmroIhS2VbzbLdOp0Fk9PBfv3+7eqETsXavVynn8+irfeisM6921+fTeN7+umEEEW9pzfpNuZcpJ97VlS7IibrGUK0YQp3Sl8rLaRdDXMZWXn94R0cFDTo4c/vXr5NxKvyEhPFAqJ8nIjq1YVsGzZWTZsKMZgsOLoqGTYMG9GjfJl9GhfIiIcG8/r5EkTCxbUsmBBLWfOWNBoYPhweyZOdOCmm+wJDDz/vU1Lg//8R2jAiotFT8dx42DqFLjpJnC5SBxCloUB68LVsHgNFJWBqzNMGwV3TBCN3C9HLF+rg9XJgoD9lgI6I/i4wpQ+goANiRXp8quBLAuriaXpsCwDsspFqnFQCEyNgcnREHSdYy/tacorQDl1bCWTrRyngno8cCSRKBLp1K4tu07IpJa5ZHKcWobgyXNE4N1edQmARZa5Sy5nI3p+lDz/VI79sgzhWRCrgTUXEcX/ERD7awnppcfg9FBY/TkcbGoAfs89wlv1emJhKtyxHLbfDYM7XJ/XKKyAiMdhnAf8NARI2w6fvgYV34McAhH1ghE6PgfDNPAEoAUqEJq1c/DFYnj0TVjwtpW4wmSMdUYkSUJSSCg1StY+vhaPjh6M+2Ic4cPDyVydSeS4SCSbKOe114SP2Ix3F7BT/Spnqs+w9NalTImZwvHS4zy4+kHW37EerarpO7F4cS0zZ5ayfLk3kya1TRlup17GnY6pdKmqpBRP1K3Y29tTT2SQjh7/9xAdxsWBGVLVRTzMGo5RQiV6nJzs8PV1xM/PCV9fJ3x9HW3DqcUcGuqGspktSEGBjhUrCli2LJ+tW0uwWGRCQuyZMiWQiRP9SUjwbGGtUVdnZenSer75pobt2w1IEowebc899zgxfrx9Cw+wBhiNsGwZfPFv0WteoxHdAG6ZBmPHXtqG7uRpWLRGkLDj2aIKcvwQQcDGDRZO+JeD30/Cl5tg0S6RgvRzg6l9BQEbFH15Kc3WIMvC9+vndJGGzKsWthPDQgUBmxQNPtfZXCG3Dn7Kg9/LYUlCOxm7YliwkkIem8gglbMokOhJCCOIJpYAFO3Rm2sKMzKLOcNX5KJG4knCmYBfe5QMqJWt3CSXkouZdZI3nf5Ebv3PFMJnFVASBS5/ILmmwWxAo2q6wrgtyaOqJgnOTsVl3/tUr3sWEGmdzEzocJ0IUgNG/wCZ5XDy8SsTELcFj3wFX22G9I8gwt/2pBHYA7jLsHI+/ONZkHJAdoHQWngsF/4bB9OA5xHdA85AmTtEjoFuMbD5m/PTPjnbckj5bwoqexUqrYrghGBW3bsKr2gvhr4/lGWlGbw8cxxy3GKYchcA93e/n68miirFelM9erMeD/smvaksy3Trlo/ZDKmpAS0MWptDV6GjcsMBtj6/lhN59rwpx9GbCsaQ32wtKyAR4VZCl+fGEvPU6JY6sPuB/4r0ZDk67CvUOLi1/XuZnV3H8uX5LF16lr17RWPuqCgnpk4NYMqUQHr2dDunqlFm3z4D33xTy5IlddTUyEREqJg1y4m77nI6zwesAadPw5dfwldfiyhYeDjMfhhmzQLPSxTOmEzCB+yLH2HbAfHc0D5w+01CB+beSuuii6G6XpCvrzaJ/o/2djB9AMxKhIROV0/AQFhOfHcYFhyGkxWgUcLojoKATYgC9+tsPXqmHn7OgyWnYb+txqS3BySNateMXTGUKOhFB3rRgSKq2cxxtpNJErn44cJwohlKFA7t7X+uCVRI3EkwQ/DibTJ5ixOsp4SXiCToL27e6yQpWIgHI+USZsplrMcbL+kPxFyuApNd4MNyWFsL0y/zx/16Ykv2FlIKU3h50MvozXqqzSqwiF/X3lFBbBZ2W8yeff2JWEkdbMqGlxKuHxHLzBeRiodHNiNiINKRQwEk8BwF43dCWS44GODt1+DZU6BNgoUOsDoPng+CWTL/6FFPVa0Ln9whIWUD5/iJhQ4NJXRoaOPj8pPlhE4O5VDNIX55exm7D72D1mLklsLD7DkRQUc6cp/ffaQtSWPrq1sJHRrK8HeGs/WdrbiFuRE9KZoF7+Vy5IiWz/+p5fiKDHy7+pK9OVukTQ0WTi45iLYwl/R8Vxyoox5HZHFmKGhozG0lUFtO/MzORL8xA5fAVvJXNYAtEioh4TnRAS4h6bRaZZKTK1m3rohly86SkiKMqrp1c2XOnBimTg0kJsb5vLRqQYGZ77+vY/78WjIyTDg6StxyiyP33uvEwIGaVtOwVits2iSiYL/+KqJEN90Ej8yGUaMunUY8Uwhf/Qxf/gyFpRAaKBq3334TBPtffNtzIcui5+OXm2DxbmHMGt8BPr8fZg4Et2sQnaozwvIMQcC2ZIuMe2IovDZYpCCdr3OSpUAHv+TBkjzYbdOSdneDd+PhlmAId7qg5PI8tEfG2ggjZpLIZRPpZFKMFhVDiGIUsfi1C/6vGazIrKCAeWRjQWY2oUwn8C8fjUyWjUyUS+iKHcskLzR/ggpLiwwBmTDUEZYE/f8+miasOr6Km3+8mX8M+Qc9/XsxMXkkVHwMJS/yTnAqL93XGScnOHny4mX+1wLfpMB9v0LyA9D9Mi+GbcW0D4R9QNY88G1LrYgsw+7dQsWtUAhH1ltvBa9ppNY8Tbewvsx2L+ezut8hbTjMqodn9JDsBQMUENbaLmXWZa1j1mv7KFoyhw7xr6OJXYzOVcffc/5Oxd4KLEYLZpvovdPEThxfJXrvRE+N4bmlodRIDvwjfBtVJ8vwCHOmPFs0CJKwIqNonJvjLeKIRcfnE/Pp/MmDuIZeQsAYizDZBdGqqhxo5UYiP1/Hhg3FrF9fxMaNxZSViabc/ft7MGWKiICFh5/PRgwGmV9/refbb2tZu1aHxQIDB2qYNcuJW25xxNm5dTZVXg4LFsC//yN8fr294f774MEHRUOGi0GWYcs+EQVbuUUQunGD4ZHbYPTAy49aVdXBwl3w5UY4nCsqH2ckCBf83hdpi9RWyLJwv19wGH46CjVGCHODe7rCXV1FReT1RLEelp4REbAdJYIAdnGF6SGCgEWdYwfTXk15jWGHigQ6kkBHsillHUfZRAYbOEY/wrmTvrj+xaM41wIKJKYQQAKevMcJPuYU+6ngn8Sh+QsXU/SQ7PgMd+6XK5gjV/H2n6DCUinBJGdYVA0GK2j+IP9ek0UYRc/ZPgc/lwgIOAGWcrwdvEnsHAPAk0+ZcXY3wXX+zq84Dh1coQ0m91eE5FOwdD+8fmsbiRiIq+nAgU2Pi4tFo/LVq3nxP+W4WSp4w/Ux2GsF9kFaBMQvBvOXoPKDqE0wVQdHhsCDZ2FEJJLBjhiXPhSvHIAyZDu5k+aABO+NeI+7O9+NxkXDhmc2sO+jfQT0CsAlRNwAS0qJwyl68vBhhHwQXXYRoKI+uwhsOl8naqnBBQ/KKMeTAnzp7XgcU3x3zPvssHb2oGTWcDR+l7ipvpkmIgbwDOAKRqOV1NQqkpIqSEqqYP/+Co4eFd2tfX01jBvnx+jRPowc6YOPz/m6T4NBZvNmHcuWNZmxBgQoee45V2bNciIqqvUUqNUq7De+mS+qIvV68W95Y47wA9NcIipUUwffroDPFgktmKcbPHMPPDwdwq7g5ig1Fz75TaQjdUbRgPs/Dwoi5nINJNflOnFz8n/JQojvqIZb4wQJGxhy/SLHACYrrM6HL0/ChiLh+xftDK/FCRIWcw3iMe1k7AoQhhezGcJt9GYDx/iNNNLI5x760Zewdq3TNYAvGj4gjmUU8B5ZvE4Gc4lppQ3vXweTJAd2ygbmU8ejshOBfwKH/mGO8GUlHDdC/B+kPsFsNTcuF9bVigVrNVqVlpf234PC8ROWOI/kJXnHdT+W5AJhOnm9AqHrDon58SvwAGuEj48YISHsXqLl9oBkPF56BNYNAX4G5xFg3gY8DE5WOJYJ6YP/H3vnHdbU2b/xzwkk7KEsGSIoguBCxb33nq2jy2qHbe2wVavv77V72W2Hra32rbW21Vq17lVX3QO3OBAVZIqCzAQSyPP74wmCVStgwlDu6zrXSZ4zCSfn3PmO+wYxCFY6QNgsjGfbkVQ3G5E3iE/jOuO4ah5ru8xiytQgVO7fQt0Y+mZl0XlAPqqUTRhXpePpWAeH3FRyL1jzDS05TiBTjXMwYE8wZ0jFizj8OUpzdtOZSCIwoOHT9/J4YoYtOh1EvhTF8uUXGT58H46O1nTv7k7Tpi5YWSkYDEb0eiP6XCOGpQJ9mhE9RgwY0TsZ0UcZudpWz7FjmeTny1Rn7doaWrd2ZexYf/r29aRZM5dbphNzc41s2KBj2TIta9Zoyc4uFmMdO9aRnj1tsbqNeWtcHCxYIPXXLl6UHZDjHodnn5USIHdCdCzM/hV+WiEJWZum8POHMLJv2YvxCwulFMUXa2FblKwFe7QzPNMbWjW48/alQVQqfHkAFh6X6vid/eH1zjAiFBwtXCkUlwvzLsCPFyA5D3zt4D+NYIw/NHEx7/eyUu/miqL0A75ENk3/IIT4sDLPp6yohT2jiaAjDfienXzNdvYRy3ja10TJzAAFhQfwIR8jX3KBzznPVBrc12T3FcWJX4WW2SKHmfdAdKyx6eZ/Mr/qkDGD0VD8RmX6Hhu1xGfFE1+4GKWzGwvGfI2DRqaZCgvNU4D8T+ToITEbQizoUnAwBoK9/11pv7TItHIl0wCBIztAF2S0LCkJ/Pxk26k+VjpIrzoHzjmQqSHP2sh8BxVuIfOol26LoxBcRMX7J0fz6PF6qAp7A3nAQOAX7DmDlF19jAjOIO0GYAej6MGvTOAd/mY0AfbXiPPszmtXPyA2p1hz7IknYPJ/5YVmZwfz5jXm229D2bbtCn/8kcjOnVdZvVq6TGs0KtRGBU2BCg0q1Mi5xkqF2l9Bc1mFs7OaF15oQOvWtWjduhaBgfa3ldS4dq2QNWtkBGzDBukHWWRHNGKEPT162GFjc5vGAx2sWCGjYFu2yFRdz55SE2z4cLC/Q+RJCNi2H2b9DGu2S82u0f3hxUfK7ooAsiB//jb4aj1cuAx13eCjR+GpHua5lowCNsTAF/ulJZGtNTzWDF5oLZXwLYkCI6xNhu/PwwaTGGx/b/iuAQzwlp2ZlkClkTFFUayAb4DeSI3og4qirBJCnKqscyov/KjFWwxiHSdZxhGmkczjtKM99e9r4mAuPIwfV9HzKwl4oGEcVVwLwYLwU6wZLexZSC6vCCc8q3kxf7CNvAlF3SzpVGkoSlMCkBUs50IHZwfC3sm4K6GsnO1N6/ekQKiNjXQVMjfOmTzxQkqnX1ouHIiB7rdT9C8j4kwNifV8TAPNmskJoKjWNyUFHn+c3Lp1+H7xVD61PUSyRo+b9kmitzclKKU3MbiQZfMGPjk9S+z9XcDbNC0D+gJGUM+Egqk0r32Uzd6n6XGmPd1r7+LvD/zoHWpN89chYytkAF26wJw5N0cz1GoVfXp60aeuF2KIoHCrwGq1gnJBkQVBJdEG2E2pnpxCCE6eNLBunY5167Ts3p1PYSH4+lrx9NOOjBhhT6dOtv9i1yQ/tvnz4bdFkJkpG0befAMef/zOtWAg7YgWrYUvfoZjZ8GjNrzxHDw3Bup43Hn7f+J8Cny9Hn7cBtk66BACHz4ilfHvVhMM5A+Qn4/JSFh0Gvg4wQc94OmW4G5hdal4LfxwAf53ARJ14G0LM8LgqfpQz8JSGFCKS0pRlBeBX4QQ18x87DZAjBDiguk4i5FZ+WpHxkB2YA6mGS3x53t28g1/s5+LjKcDrjUaZXeNFwgkDT1ziMUNDYOxUBFNNcBLihOLhJY5Ioc3lSrUhlgOaBRoqKlaZKxkmhIrU7hu97OQeBxie3AFWL9edqudPi39ti2BIoPiYAs5hiWlQ9I1aG2mdNJNZOwWyHS1Y7b7aWZtm0Cac9r18Zmj5lL73cdpMCSfkzHgM2cAJLrAxpMQkAvXbGCeAK88aNoKNiFZlcsMuAqktaVFZlv+Ksin15UUuj+Vwt/U4Zc61jgCe2yh3TFQ9QRSkB2QGchWtxRABxTIaLz1rX5A2wGfAhNvXlQS2dlGtmzRsW6djvXrdSQkSN2y8HAN06a5MGyYPRERmttKb4AkXQsWSEmKkyelMOsDD8D4cdIDtTTCqlfS4bvf4ZvfpDhr4yD44V3ZFVnWVKQQsO2kTEWuOSwjQ6M7wKSBEGGma+dSJsw+APOOQEYetPaR1l8PhoLagr83hYBNKTA7BtYly/d96sDXLWGQD6grsI61NJExL2TU6jDwI7BRmKcF0xeIL/E+AbjJVERRlAnABAB//6ofEfHFlbcYyHqi+IPDTGM5T9CBdv/s765BmaBC4TWCuYaBmURTCzWdqAYu0xZAA8WaYcKOH8nlJeFErWpuJt7EFg7fLFZeabghTeliEgyK7gEne1wfPnFCzlUqaN3aMucRnSa5QpCFyNiRi3Le0ky3pkumlI7/Lbo+07RpfLHvC74+8DWZ+Zk3LIvwieCJFk+AyoqgcA2rtkFhj94y9TuuxIpfAHl2cNVOehJ5K7KbcSbkRIBVJEQU2PCDqMOTpNCdFLan1MERa9rrQckDdpXhD1IhZTnGA9PhVtbFQgjOnDGwfr0kYDt25GEwgJOTQu/edrz1lh39+t1aDf+fiIqCb76BnxdCbq68rr6bA6NHg2spKxKizsEXC+GX1ZCXD/06weRx0Kt92eubDAVSkuLTVXDikrQnem0EPNcXvM3gmiEE7E2QqcjlpsaIB0Lh5bbQzs+ytkT5hbDoEnx2Fk5mgpctTG8ET9eHwEoyO7njFSKEeE1RlNeBPsjLcraiKEuA/wkhzlv6BIUQc4G5IKUtLH08c0CFioE0pQX+fMfffM12jpLAWNrVaJPdBdSomEkoEznOfznNNzSj6X0qK/KK4sRyoWOuyGG6Ur0/g8Y2sDQLtEawrwK88oY0ZVHNmP7W6zZrdmcF8/LibBr4u0ApfKfLhWNxct7MTL9x45LARgOet/iN5KBxoIlnE4LdgjmYdPD6uILCNwO+wUolmU5QkBQcjY+/RRrO1jS5Au/JoYsX4YHlcHwnNAaaAIew4ZtmXkw8c5keNilsd6+Dd3NrWAM0RHZEuiMjaq5I7TBPpJOAm2mdoUArZMigBLRaI0eP6omM1BMZmc/OnfnExspIauPGal5+2ZkBA+zo0OFGM+7bwWCAlSvhm2+lF6eNDTz0EDw/ESLuKIYgIQRs2g2fL5BzWxsYOwReHguh5Yhc5Rvgp+3w0Qq4mApN/eHHibIr0tYMjy+jgDXR8MEu2J8IrrYwpT0831pe75bENb2sBfsqWhbkN3GBn9rIgnybSq74KFXNmBBCKIqSggzoFiAv26WKovwlhJhWzmMnAnVLvPczjd0z8MGFNxjECo6ygmOcIYWJdCUYC1cg3sNwwJpZNOFpjjKZk8wjnID7MA0cqqgZKGyZSw4ThSNO1Tg61thGluaczodWVaDv5YY0pSKvLRU6jLdoymnf3nLnEZ1u2eL9Y7EQ4AEuZqqHiUuSUbFbpdFsrW0Z2XgkH+z64IbxJ1s8SRvfNtffBwXJeUxM6WqiAgPh5VdkDdVx5PTss/DIt7YE7vGib9/LdFOnMKaZAz79rPGpY4W3ixU+flZ4ulph7ayAmlsqc+bnC44flKTroGkeFWXAaNKIrVPHirZtNUyf7kz//vbUq1f6EuzLl2HePPjue0hMlLVgH30oGwzcS1kjqNfD4vXwyY9w8hx4e8B7L8Ezo8G9HJErbb5UyP9kFSSmQ5sg+HI8DGplnihVgRH+OCVJ2MlUqQc2uz883tzyXZGxufDFWfjhIuQWQG8vmN9GpiSrimRjaWrGJgFjkb8jfgBeFUIYFEVRAeeQRhjlwUGgoaIogUgSNgZ4uJz7qrKwRsWDtKQZvnzL37zDOobRnGGEY30f62bdDWqj4Uua8hRHmcQJfiD8vvSzfEVxYq3IYz65vIQZWpgqCUUdlVFVhIzdqpuyT/cCNkTfvG6HDpY5ByHg7FX5oLIUjl+C5gHm218RGbsdkrKTmNR2EnMi53BVe5XMvExm9pp5wzoNTJGc8+ehV69/P54QcPas1Nvy9JRyZz16yKYKRYGOHW1Zt86LsWOv8M47mTdtryjg5WWFt7cVPj5y7u1txeXLhURG6jlxQo/BdCm4u6uIiLBh6FB7IiJsaN1ag49P2frfhIB9+2QUbMkSGRXr0we+/QYGDix9R25WjlTJn/UzJF6GJg3hpw/goQHSoqusyNLCnE3w2Wq4kiUNun96Hno2NQ9RyS+QshQf7pY2RaHu8PMweKiJ5ToTi3AwDT49C0sTZNb5IX+YEgLNzZBmNTdKczXVBkYIIeJKDgohjIqiDCrvgYUQBYqivABsRGbjfxRCRJV3f1UdwXjxAcP4mX38yVFOkcwUeuFwH5IIc8APO76gCc9xnClE8T/CUd9n5DZc0dBT2PCtyOFZHNFUlZ94ZUSQRhbyV5Ui/hvSlIokY0895MSG729e11KRsdRcqSwebKHIWJ5e2iCNbGe+fcanQO9bkFOdQcdnez9j9oHZnJx4kvHh45m8cTIN3Rribn9jGMjXVxasr1wlo122/5A7ycuTQqdr18rJ2loSnFGjoGVL+OMPUJdI63bpYktsbF0MBsHly4UkJRWSnFxIcnLB9ddJSXKKjMwnNdWIi4uKiAgNU6a4EBGhISLCBn9/q9tKVvwbhIDjx2Uqctly+drZWXpETpwIISGl31dMHHyzCH5cLglZ97Yw723o17l8pCk1E75aB99shIxc6BcOM0ZAp9Cy7+tWyNHDvMPw2V4p0dLKG5aPgqEhlhVoNQpYmyRJ2I4r4KyGqSHwYkPwq8JJlNLUjL35L8tO325ZaSCEWAesu5t9VCfYo+FZutAUX+ayk3dYx3T6UJsK6Ju9B9EIJ94ihGmcYgHxPIWFjQKrIJ5QHHhEpLOLfHpQRYS6ygi1Av5qiDPced2KQMk0ZSPPcM4AHdtAcLA0Bi+Ch4c0X7YEUnPl3MdCAU9tvnxouZux3NDXC2JLFJoIIVh+ejlT/5pKbEYs0ztOv06+nmv9HA1q3VzQpFJJBflp06Fbd1i+TJKrFStgzRrpu6jVynVr15ZErJYpyrF5sxy7FdRqBT8/69uaahehoEBgZUW5iFfxPmDnTknAVq6C2FhJltq3hznfwqOPlr7O0GiUdcauZuQAACAASURBVGBf/wrrd8ro2ci+MPlxiCinJMn5FFmU/9N2GbUa3gb+b7j5OiOvauHrA3K6lgfd6sH/BkOfBpZNCRqM8FscfHwGTmWBvz18Fi6lKZwtVHdpTlR/Ce9qiI40wBU7Pmczb7OW6fTF51YGZzW4I7riTh88mM8luuNOg/uM2HbDFkcUVgkdPZTqScYA/KwhoYqQsaI0pautK2OaPMZbp0GjgvHj4f/+r3i99uXoUCstMvLk3NVCgXOjqRXKnBGKDuHSYNpggDPpJ5i0YRLbYrcB4KB2YEr7KdfXDXYLvu1+Xn1V1o49NhYiWsOiRVI7dtWq4nXUali+HBo2LB7zM4O/6e00v+6EnBzYuFGSr7VrpVekjQ307g0z/guDB4NXGUqFs3Lgpz+lVdG5OKjjLvXBnhkta8PKgxNx8OEKWLxbaoI93hWmDIYQ3ztvWxokZcPHe2Q0TGuAYSEwvaPsjLQkcgukPthnZ6VWWBMXWNhW2hRVpDTFP6E1wh5t6devIWOVhMb48BoD+JhNvMNaptGH+lhQ3fEexhSCOEgG7xHNPMJvrRN0j8JGUegrbFlHHp8KgXU1TVX6qmF3GW5clkRRmnJ2/9kka6SmgFoFY8fCjBlcL+C2ZPH+dTJmIX59nYyZ8WHVsQV8uRAe+t9H/Jn6X4zCeH3Z862fx8Oh9Cxi+HDYuweGDpN1VY89euPy77+Hrl3NdeblQ0ICbNgAK1bKqFx+vozMDRoEQ4fI8y5rp+25WBkFm/8n5GihXXN463l4sE/56sEADpyD95fDqkhwtJUE7JVB5pGnAEnCPtoN3x+CQgGPNoVpHSC0nKSxtLiaD1+fg9nnIF0PnT3gu1ZSLb8yb4NXCmB2OnxzDbIKS79dDRmrRATizpsM5EM28j7reIWeNPlnL3UN7ghX1EyhAa9xhsUk8OgNTbr3PoYodiwTOvaQT5dqmqr0s4ZEgyQJlqwnKQ0KjAU8GPYgDzd9mJmmQgyNCnx8oF8/WGcqrLBU8T5Ahql+zmJkzMSTzPlZX7L+HRjNsp1JEFxMxOzV9kztMLXM+/PyglenwtvvwP9+hM6dZVpy8mQZpaxoZGXJerW//oK/NsOZM3I8IEDWgA0dKo26rcv4VBUCNu+VRHbdDhm1Gt0fXnoUWjct37kWCbV+8CdsOQG1HKQZ/Iv9zGNXBDeTsHHN4b+dINDCxfFxuTIK9sMF0BXCEB+YHgodKjmWEaOHz9NgfgbkCRjsCK+6SWew0qCGjFUy6uDCmwziYzbyMX8xkS41ArHlQC882Egqc4mjO+743kfeoD2wxQGF1SKPLtU0VemnBgNwpRC8Kvmu5G7vzowuM1AUBYOJUxSlO8aPl2TM2rr0OlDlQUVFxswZQZjYdQgfeWjJSO+Gga+uj5c2KmYwSLK1YYOcDh+W41OnymVffiUlIKaWndeVCwYDHDggydfmLfLcCgulp2XXrvDUkzL61aRJ+T5HrQ4WroKvfoFT56U+2+vPwrNjyp+KFALWHIIPlsO+c1DHFT4dCxN6gZOZbomVRcJOZMh6sEWXpBLJI/VgWiMIq+QKn/1a+CQNlmfL+tfHXGCKG4SWscSghoxVAdTCntcYwGdsZjZ/k08BXbl9TUUNboaCwqsEMYZDfMg5vqLpfeMLaqco9BK2rEXHh8IFq2qYqiwSKE80VB4Z23pxK29ufxMvBy8+2PkBM3vOxCBsUCnFEaTBg2UqKjDwzubMd4MiMuZiITImLFAzZqe2o3WzTNbvaSuF45TSR8WOHpXyDklJN46PGgUffSTTqc2bw7PPQdt28MtCaNWq/Km7WyE3VzZo7Nolyde2bZCdLY8dEQHTp8kasPbtZT1YeXEpSXZFzvsDrmVByzBYMFNGw2zK+fcUFsKSvTDzT6mWH+ABc56Gcd3MI9QKN5KwAiOMC5ckrL6FSdjRa/BOFPyZCA7WsitycgjUrcTOSKOAdTmShO3QgqsK/uMGL9YG73I2C9SQsSoCB2yYTl++YAtz2UUeBfQlrLJPq1rBC1smEsinxLCeVAbcR+K6gxVbVgod+9HToRrKpfiZbmAJBdCyAo97OecyXo7yOolOi2bXJemXo1ap+azPZxiMMkVZBBsb2Q1nNN64HyHMG2XKyJNCmJbSYbJEAb8Qglp+pxG6dnzYYREfH32eJ1s8iaeD5x23DQ+H6dNh0qTisQ4dpEejqkRUMjQUho+ADh3leGCgLOIPbmiaB8u5v/+tdbsKC2V3Y3S01CiLjoaz0XKekFC8XoMG8MjDUuusR4/ijs3yfzaw65CMgv25RY4N7wmTHoOOLct/7egNsHCHLMyPSYEwP1j4IozpaB7jbqg8EnbsGrxtImEuanijMbzUENwq8famF/BrJnxyFU7rZRf4LC940hWc7vLzriFjVQg2WDOZXsxmOz+zjzwMDMWCqo/3IB7Am42k8gXnaU8tat0n9lO9sMUWWC10dFCqIRkrERmrSEzfPB0fJx9e7/I6iVnFugw+Tj4oioLeCGpFkKvX4qCRnbrjx8OpU1LCwNpaShg4O0sTZ3MhI89yKUowfwF/am4qE1ZPINZYC2iHv2EMT7U4wpQOU+64rRDSlxFktFGrld2UK1ferDPWrh0cPybTmOfOQfQ5Od+1S3Y0FkGjkYQqOBjq+kFCoiRf589L5foiuLpKra/u3SEkWK4fESFJnjmQliFTkfP+kKnIWs4wdTxMHAP+/2Kofifo8uF/W+HjlRCfBq3qw/KpMLS1+f6nKTlSqPW7yIolYcczJAlbniAlKd5sDC8Hg2sl3sq1Rph3DT5Nkz8Ym9vAL74wylmmJs2BGjJWxaDGipfozvfsZAmHyCGfh2iN6j5Jud0tVCj8l4Y8xmFmcZ53MJOCYRWHo6Kih7BlNTreFy6oqlmq0tNaKj8nFNxxVbOisUdjpm2exh+n/rhBgLSOYx02xmxk7TnILWyDjbWsetbpZC3TwoVyeuklGDkSFi8273ll5IGLBTl1UZrSHFhxZgUTVk/givYK8wcv5MVlsPZv+HHmu2isbv0ETUiALVtkF+LmzbIWbMsWGDZMireuX397WyAPD3jssZv/npQUE0GLvpGobdsmZS9CQmDIYEm4QkLk3N3d/J13GVmwciv8sVFqhBkKoG0z+OFdqZJvfxe1W9FJ8P1fsOBvSMuGTo1g3rPQp7n5/o5DSfD1QVh8UpKwsc3htc6WJWEFRliTBN/GwF+XJQl7w0TCalUiCTueJ0nYL5mQYYQu9jDPB/o6mP+6qSFjVRBWqHiWLjigYR0nSSeXZ+mCmkp2Mq0mqI8D4/FnHnH0wpMuWNDgrwphsGLHOpHHIfS0rmapSisFvK0rPjIWXiccgJj0GGLSY66P70/cT79f+4HXdzi6deTKZWs8PWV68qWXZH2RSiXNnQ2GG6My5kCuARwsKFRZ2yS5kJZd/n1k5mUyacMkFhxbIPdpV5vRTR/g5ChpWj1lnIYWJSottm6FP/+U5KuoExFkWnH1anBwkJGx9euLPSpLC0UBb285dSlt+5oZcSsC5u8tOyIfGwLNG5V/33oD/HlAkrBtUTL9OKw1vNgfupipkiW/AJaehtkHYF+ivPaebAGvtIOg2wjpmgOX82RX5PfnpUaYnx281xQmBlUeCcsxwuJMScIO5El3kAec4Pna0NGCdWo1ZKyKQoXCWNrhjiO/cZBMdLxCzxr7pFLiceqyjat8xDnCccaZaiDBfJfoiy1qYLXIo3U1TFX6qiGxgiNjRWTsdlBUNjhr7Pj1Vyn4WreEaorRKO15wPxkTGcAOwtesk52YKeBlIzybb/t4jbGrRzHpcxL18fGNR+HndqO156FBSth8sew5cfitFlIiCRhJYmYp6dMOXqYugcVBVq3LucfVcHIyIJV22DJhpsJ2Mi+0KbZ3UVPLlyGuX/B/O3SuijAAz54GMZ3gzpmilIlZsF3h2DuYen6EOwGX/WDsc0s1zwCcDgdPo+GJfFSOb+3F3zVAgb5WN6v8lYQAiJNUbBFWZKQhdnIerDHXMCtAphSDRmrwlBQGEhTauPAd+zgbZM4rDtlVBK8D6FGxesE8wRH+IILvEEZTOCqKZwVFV2FDavR8bZwvitLl8qArzWcrmB/Sg8HD3ydfEnMTrzl8nquDcDKismTpcTBpk233o/ZyVgBuFlQnUVRpOhn8rWybacz6JixdQaz9s26admEVhMAcHWG9yfBM2/BqMnw80yZmvPxgcwSft0ODlImxFKWUpZAyhUZAVu+Gbbul3WD5iRgRiNsPCY9IzcclQ0WgyPg2d7Qu1npzcT/DULAzksw+yAsPy3rBwcFwwutoVd9y+n8FXlGfh4N21PByRomNoDngiDEjLZcZYHWCAszYU46HMsHOwVGO8PTtaC9XcWKx9aQsWqA9tTHBTtmsYU3Wc2r9CHgPkm93Q0a4cRY6jKfeHriQUcsGG+vIhii2PGSyOAYBsKrWfOCrxo251b8cVt4t7gtGQtya0RcnozuLFgg5RVSU29eL9fM560rsGxkDKQGVVkjYzvidnA59zKeDp6k5hZ/EN0DuhPiXvyD5+mRkKuDKR/DidPQtzFcSYbXX4fff5fT0qVSnqKq42IC/LlZErA9RySZCfKX/pAjet09AQPI1sGC7fD1eohOlv+bN0fCUz3Bz0y3+gIj/HFKWhYdTYFatjIN+VyEZevBtAXwcyzMiobobClJ8Wlz6RnpUkm3qHgDfJMOc6/BNSOE28K3deBhF3CppGqgGjJWTRCGN28ykI/ZxLus42V60LRGrf+OeIJ6/E0aM4lmMRE43uOXfD9ssUJ2VYYr1YyMWUOWUaYIHCswVRHuFc6a6DU3j9cJx8XWHbWp+65OHfj5Z6nC/09YJE1p4UvV2xVOJdx5vZLoG9SXbgHdaPh1wxvGn414FpCWQPv3y6L5rVtBlQjRhRATC39+BYP7yk7H3r1v/TlWBQgBp2Ik+Vr+Fxw1pVXDG0lrohG9oXGQeaIm51Ng9gb4cStk6aBNEPz6EjzYDjRmIuM6A8w/Cp/uhYsZ0Mgd5g6CR5qCvQUJf7IOvomBOTHSrqh1bVjcHh7wq7xU5B4dfJkOy7OkFN5wJ5hUGzrZV66FEtSQsWoFP2rxFoP4hE18wiaeohNdaHjnDe9jaFDxOiE8yRG+5AIz7nEx3dqKFZ1NqcrXqlmqsqTwa0gFlrzdrm7s+dbPszpXucFsuG9fqQD/6ac3rmuJNGVFRMa2nCz7dmorNW92fZN5h+fhqHHkROoJhjUahtEIb7wBn3xyY7emrQLOYfDIDFhkA/16lt0yyNLIy5c6YBt3yzqw6Fj5cG4fDp++CsN7QX0zuawJAVtPwpdrYc1hsFLByHYwaSC0NePt/JoOvo2EL/fDFS2084VZfWFwsGUtx45nwKyz8NslWQ82zFeKtHa0QOdqaaAXsCRTkrDIPCnQ+oobvFAL6lWh36tV7CtRgzuhNg68zkC+ZCvfs5Ns8hhIOQ3M7hOE4cSj1OVn4umJO+3u8XTlIMWOqSKD0xQQVo0aF3xMp5pUULFkrIV3i5vGXG1debjpw/y5F6z/8QB5/33ZRRkZWTxmbjKmrYDIWJ1akJELefrSq7Tn6nMZt3IcYxqPYe+Te9mbsJfVZ1dfl7CYNk2mIOPi5PrW1rDyd2gSDoMnwtAX4PPpssaqMn8nCAEnz8Ffe2DTHvj7oCRkamvo1gZeGQtDe5bfluhW0ObDLzvgq/UQFQ8ezjBjBDzXB3zMeEtKzIIv9svC/Bw99A+C/3SEzv6W+8yFgC2XpV3RX5fB3gom1IdJwRBkJi/MsiK1AL6/Bt9eg5QCCNHIVORYV3CohMjcnVBDxqoh7NHwKr2Zww5+4yDZ5DOaVveN/U958BT12MFVZnKOX2l1T6crB2DLq8AqoSNMqT5krGRkrCIR4BqAs40zWflZ18fGh4/HXm2PwcgNkTGQabZFi6BFi2ISVl3TlCDrxgLuLJJPXEYcQxcP5czVM8wfOh9FUehQtwNhHmEUFMChQ3DyJDRqJPXYUlNlnV2fPnL7HT/Do9Ph5Zlw9iLM+k/57X/Kg8TLsP2AJF9/7YHkK3I8tD48Mwr6dICurcHBzPIFZxJh3maYvw2u5UJ4AMyfKFXyzWVVBHD6Cny2D34+Jj0jxzSGaR2geR3zHeOf0BfCikT46AwcvgbetjCzmSRitSuhoVsIWYj/VTr8lgn5Avo5wCQf6ONg2Yjg3eLefSLd47DGiufpij0aVnOci1zlSTrgSSW1pVRx2KDiNUJ4mqO8xRk+JAxrquDPIzPAU7GivdCwDC2vCqdq41VZZIkUX8HyFipFRXidcHbE7bg+9lzEcwAYxM1kDKQO1pw5xeKj5iRjRgH5hZZPUxZFYxLS7kzGdsbt5IElD3BFe4WBDQdib+3IkSNFtWGu7NghH4Tbt0uHghdekKKqDz9cvA8He1j2JfzfLPj4f/DbWmkJNGYA9Gx396lLoxGupMOl5BunC/EQGQVJpn4DN1fo3UGSr94dwM/MZKWwEPbHwMqDsCpSkjFrKxjeRmqDdWpkvgjV+XRYckpOR1PA1homtIIp7Sxn3J1fKKNfS+NhZSJkGCDYCeZFwGMBYFPBBfAFAvZoYWW2nM4bwF6B8a6yHqxRNVH5qSFj1RgqVDxBB+rhxiIO8h9WMJKW9CUM1T1KNO4GTXFmKkF8QgzvcJa3aHTPOhs8rTgyXqSzGh3DqERH3TLAQQV1rOGc/s7rmhvhXsVkrF9QPxq6yeKd/EJpTnwrPPqolLv4+WfzkrFc09/vZOGoUXiAnO88A53+xahi3qF5PL/ueQxGAxRak7f6QzxehPT04nXUailTUdQd+corUsz1n1Cp4KMp0Lcj/LxKFsn/tALca0HDemBvK2UwHOxMr20lifvna70B4lNKkK4k+V7/j6iqvR3U84bubaBNU+kD2SLUfJZBRdDmw1/HYdVBWH0IrmRJAtYtDCb2lQX53mYiR3EZknz9HgWHkuVYO1+Y1QcebgqeDuY5TknoCmBjCixNgNVJkGWQfpFDfWFkXehfR9a+VRRyjbApR5KvNTmQVijFWXvYw1Q3GOUCtauZRnoNGavmUFDoRSNaUJf57OEXDrCXCzxNZ+piYROxaogH8SGHAuYQiyPWvErQPZneHYAtDbDmS5HDUOyqTSF/iAaiK1hrDG4s4n++9fPXX+cbofa/PGRmz4Y9e26WtsjNlTpa5UF2ERmz8C9671rS03B1JPzf8JuXGwoNTN44mdkHZ18fU6wK+fhNL/puLl5PUeCXX6SpdhFuRcRKokc7OX33JmzYKc2zk6+ANk/6OWrz5JSrlfP8WxB0lQp8PKXOV+um8EAfqFtHvi+aarlYrk7qSqaMfK08KIlYngFc7GFACxjSGvqFg6uZiFFClpSl+D0K9ptUWFr7wCe9YFRj8Hcxz3FKQl8I61NgURysSYbcAqitgQf94MG60NMTNBVIeC4XwGpT9GtzLuQJWYw/0AmGOkmLIucqRMCEECRRWOr1a8jYPQI3HJhCL/ZxkQXsYwYrGUozhtC8xkbpHxiHPzkUsJAEPLFhHP6VfUpmh5Wi8AKOvCIy2Ek+XbCgnLYZEayBP+/Coqe8KCriD3ANoH9Q/+vj+YWg+Rcy5uQkfSkfeqh4rLAQxoyBVavKRwSyTWTU0pExgCER8NYfcDkDvFyLx9O0aYxaOoqtF7fesH47347kpHrc0C355ZcwalT5jm9rA8N6yenfUFhoImg6ObcyEbGK7sq8kgnLD8Afe2HbSZlSrucBE3pJAta5kfkkKVJyYKmJgO2Kl2Mt6sDMHpKAWUIbTAiITJe6YIsuQZoe3G3gEX9JwLp53jptbymkF8KyLFiUCdu1Uo6inhom1JIErLO9+Yy6zYECIdiHnvVCx3ryyMBY6m1ryNg9BAWF9tSnCT4sZD/LOcp+YnmaTjSkFBW69xEmEsgV9MwhFk9sGIBXZZ+S2TESe2aSxWyRQxel+pCxq4XyJlyRaYYwjzDUKjXPRTyHlar4wPnGO9fAtGoFr70GK1fK94mJsGYNnDgBzZqV/VyKImOOFUTG3lwCaw/DEz2Kx1edXYWXgxce9h5cSXCEC73hfG+OJQ0g9Qc4cAAmTIB27eDFFy1/nlZW4OQgp4pGaqb0hlyyB7ZHSQIW7C2jiQ+2g+YB5ou+6Qth5VmYdxg2X5Dko4knvNtNErBgC2l9X8qFX+JgYSycyQYblZSkGBsAvetULAHLNcKqbEnANuSAAXlfeN0dRjhDM5vK1wQriVxhZDv5rBd5bETHNQQ2QBds6K/Y8Xgp91NDxu5BOGHLRLrSgfr8yB7eZg19CWMkrUzuhTVQofAawaSh5z2iqY36npO8sFUUnsGRd0UWJ4WBJtWgszLYlJqLzod2FVjqprHS0MqnFU+0eOKG8XyjfDD9G9LSpAH2ihXSazHfFNnauLF8ZCyngmrGQBKJum4yVVmSjPleGY/dhkdJW54A6YHXxye9l8qDD8p/zJQpVVe49W6RmgnL98sI2D8J2KgO0NTMMhHRaZKALTgmNcH8XeC1zjCmCYSZUV6jJLINsCxBRsG2p0ri19kDpoTIKJhrBXa66gVszJEEbGU2aIXsrn6ptlTFb2FbtQjYVVHIJvJYJ/LYTh55gCsKvbFlgGJHd2xwVOSNo4aM1YBw6vIRI/idSDZwiqMkMJGuNMBC3+5qBjUqPiSMZznG/3GaOTSjEZUkimMhjMOBz8lmtsjmO6Xqk80Q0wPgrL5iyZgQgsntJnP88nFa+7TGycaJ8+nnyTHUxUb1708lBwc4dUq+LmmVtGkTvPpq2c/lepqyArrAFJP34U/bb9QbCw2FY0esMZYgYrV6zOeDGeOvv+/fn3sKtyNg/x0BI9ubn4DlFcCy05KE/R0nVekHB8OEltC7vmUK4o0mPbAFsbA8AXSF0MAR3moCj9aD+hVoe1woYKdWSlAszZK2RLWt4DFXeNhZquJXJSmKFFHIanSsFDoOoMcI+GHFYzjQX7GjPRrUd3GB1JCxexx2qBlHe9oSwBx28BZrGE44Q2mOVU3HJY5YM4smPMVRJhPFD4TjU03qq0oDF0XF48KB78lhhiigrlK1v/L1NfKmdNbCRfxp2jRcbV2xUllx8dpFms5pSq5BVuFve3wbF69d5KUNLyEapt82TblqFcyaBcnJEB9/8/KdO0GrBfsyksrsCoyMAQxuBd9ulKrwA1rKMQ9PIzEpqYDUfRjxoIHOkyuhmM/CSLlWXAO245TlCRhAVCrMOwILj0O6DhrUknVg48KhjoXIUJIO5l+EHy5AbC64quHxAJmGbOdWsVGn6HxYkAk/Z0BCATgoMMwZHnKG3o6yK7Kq4EoJArYHPQIIxZopONFfsaUparM1R1XtO3MNzIZQvJnJMBawj2Uc4RgJTKAzvrjeeeN7HB7YMIsmTOAYL3OCuYTjeg+lc59RHJgrcvhO5PC+UrX/32oFGmhkZMySSM5JpvG3jRkaMpQhIUPQGrTXl41fOZ7YjFgAbITVbdOUgwfDwYPw3nu3Xp6fDzt2lD2VV1HdlEXo3gQcbWHZXtBfghUrjPx97hCZA55jYMZGsi+78etCNTY2FVAcZmEIAdFJsPmEiYCdlmONfKUa/sj20MQCBCwlB9bHwA+HYU+CrMEaEQpPt4DugZaJAGXqYVuqJGFrk2UkqoenFGUd5gu2FVSTKQTEGmBTLizIgL06UAH9HOETFxjiBPZVJC5gFILzFLAHPauEjp3kYwQaYs1UnBiu2BFsoXKPGjJ2H8EBGybSlRbU5Uf2MI3lhONHPxrTBJ97UuKhtKiPA5/QmJc4zjgO8y6hNL1HBHR9FWseFPYsIJfxwoGgKl47FmYDxy0cGWvi2YQ2vm2Ye3gucw/PvWFZERGzUlmjNyq3fWgpCrz7Lvj7w3PPyY6/f2LTprKTsawK7KZMSpLNBs450qz6x8PgoL1K7uP9sXfV8UwzVzp1BFtboBreH3Lz4NAF2HMWdp+FvdGQZgrwhfrC6w9IAta4rnkJWJoWtsfBtljYehFOX5XjIW7waW8Y2ww8zNyMkKmHXVdl/df2VDicISN9XrbwaiN4MrBirIkKBBzNg91a2KWF3TpINgk5h9nAJ57wiAt4V4HbULIo5BB6Dgk9R9BzDAPZyFbhQKx4GSeGKXaEYm1xeaBqRcZyyCGJZLypc18Th7tFe+oThjdbOMNmzvAhG/HDlX40piMN0FSvy8JsaIEL3xPODE7zDMd4jgAewe+eEIZ9TXFmg9AxSWSwCvcqrcrf3k7KW1wuAC8LXor/6fQfVkevvu3yANdGnEe5rehrEZ5+Gvz8YOTIm/XGNm0q+3mlaaV+k6W7KY1G+PVXePttk9BsOyACcu3Wgf01Wvt0ZvCg6iOLYzTC2STYdw72m6YTl6DQpC4Q4gNDI6BDiFTBD/E137Ez82DnJUm8tsXBsRRZEO+glp6Q48OhRwC09DYf6TMYYV8abEiWiviHrknypVHJ1ONrYdDNAzp5WLYb0iAgUgdbc2GbFvZpIdckfVJPDd3tZf1XZ3toXImdkPlCcBw9kRiIFHoi0ZNo0gHTAI1R8yD2tFDUtEJDcAUQsJJQREnBmCoO7wgf8UTkU7jgQiNCCKURgQRgfZ+SB3PAQCH7uMB6oogjHUds6EkjehNKrWqi3G5uZFPA+0Szjat0oDZvEnJPpC2XCC0TxTXeV1x4RqnASt0yYp8W2sfCUj94wMLBya4/db3BBqkkegaNZov1Yr5qAS8G33lfhw/DwIGQknLjeHy8JGulxVOrZUor8ZXSb1NeJCVBYCDo9YDKCA+uAeMQcFzHyw/uZ9bAty1/EuXElUxpO7QvWhKvg+ch05RtdraDtg2Lp3YNwd2M11KBEfbEy//T1osQmSyJkI0VdKwL3QOgR6AUZlWbkc/G5sLGZKmGvyVVKuFbKdC2NvT0kjpgft6kqgAAIABJREFU7d0s62tqFHAsD7ZqJQHboYUcE+FtbgNdHKCjHXS0L7Y4q2gIIUigkEj014nXCQwUVT/UxYoINEQoGiLQ0AQ1NhYiXoqiHBJCRNxxvepExlpGtBRzI3/gDGeJIQYDBmywoSFBhNKIYBpif58SiLuFQHCGFDYQxSEuYY0VPQhhMM3uS1ImECwjmS84jytq3qURLap5fZ0QgodFGrvQ87fiSf0qWsyvF+B6Rgo7fmFBk2OADTEb6P/rrdsCx0W8xU85b/K/1vBE/dLtLy5OdhmePl089uOP0q+xtBj2O1zMgGPPlH6bsuLKFfjtN7h8GRo3y2fCK1fQNv0COn4G6RMgaTZ+Hnlsf8OJBhb+H5QG+QY4clGSrqLI10VT56qVShbatytBvkJ8zG95lJ0Pmy7AqrOw9hyk6WQHZFtfGfXqHgDt60p/SHNBWwB/X5HRr40pcNaUYvW3h751oJ+3rAOzpAyFEHBGL4nX1lwpvppuSsk30kAPBzl1tQf3SrqlCCG4SCG7yGe3yGc3+aSYBFftUAhHTQQaWisaWqKhjlJxEd97koxFRESIyMhIAAwYOM8FznCWM5wlm2wUFOrhTyiNCKURblhIIe8ex2WyWMVxdnAOK1T0NJEy1/uQlEWTw385TSI6XqYBo6p5bV2yKKSjuExj1KxU3FFV0XRl91jINkJkKUlQeSGEoNXcVhxJOXLTsv/r8Qszkx5hcXsYXQaThmvXYPhw+Ptv+X7MGFi0qPTbd5ovIyxbxpZ+m9JAr4e1a2HBAjl3c4M9B3N5etsQtq6pDWFLi8vCcrrhemULKkXFsqnQrbF5z+XfIAScT5FRr/3nZOTraCwYTATAzw3aBkG7YEm8WtUHews1OyRmwepoWBUNWy5KUdbadjCwIQwJhj4NwNnMx07SwbJ46QG544rUurO1kinHvnWgrzc0crJsui/H5P24Ohs25EKKqearnhp6mshXd3vwqcTIVyyF7DaRr13kk2wiX56o6IgN7RUNrdAQhvquJCfuFvc8GSsJI0aSSOY0ZzjDGVK4DIA33jSjCU1pSq1qHtWoDKSSxQqOsZMYrFDRi0YMphku2FX2qVUocingLc6ygzSGUodXCUJdjWVBfhW5TBIZfKS48GQVTVe+kQrvX4WMEHCy8I/YJVFLGL109E3jXwzbw8tn2rO6MwzyKds+8/NlNGzRIkl6Ll+WKvJFSEoCn9vss9E30NwLfn+wbMf8N5w+LVOoFy8Wj23aBJ266UjJSeFg0sEbPoNA10A2jbrA4I8gJgW+eRIm9Dbf+RRBCIi/ClEJcDBGRr0OxBQX2TvYQESD4lRj24bgY0G5PCHgRKpUwV8VDZFJcrxBLRgaIglYR38ZETMnknVSgHVJPOy6IuvNQp2hnyn61dndsqlHgHgDrMmW6vdbtaYItUp2PfYyEbDAChSC/SfiRAG7yWeXyGd3iXovDxP56qjY0AkNQRVc63UnlJaMVc08RRmhQoUfvvjhS296co0MTnGKE5xkI3+xkb/wpy7NaEoTGuN0jwl7WgqeODOBzgyhOSs5xkZOsYUz9CKUQTS9b0iZA9Z8RBjfE8tPxHMJHR8SVm3ryB7GnpXoeEdk0Qtb6lXBdGUnezAi2+D7WJgvPhD6AA1rN+Rc+rkbxt0cZDjMoRxk0MZGmmfXqwcffghHjkCE6XZ89Ch88AEsWXLrba9qwd3MQejQUNlg8PHH8v306dC7N4AdgbUCMQojA4IGkJ6XTnJ2Mu3rtifIG/a9D2O+gGfmwsl4+PxxsC7H5yEEJKZDVHyJKQFOJUC2Tq6jKBDmJ4vsi9KNjeuW73hlPbfjl2FxFCw5BReuyQBhW1+p/zUkBELdLSB3oZPCq0viZQRMAE1c4O0mMLIuNLJwvaRRwOE8Gf1alSM7IAGCNPBCLRjsJOu+Ksv7UScEu8lni8hjM3lcNJEvdxP5mqRo6IQNDasY+Sov7onI2L8hnXROcJLjnCSFFBQUAgmgGU1pTFhNjVkZkEIWKzjKLs6jwcpEyprgfJ+QMoCNpPIeZ3FDw2c0oQGVYJZnBiSKAjqKVFqgYbniVuVuZtmF4HoW/usO71aAreoPh3/g6dVPX39vrbJm6fg8hu224kAvaH0XFQ/ffQeZmVLiwt8fpk2TdWTnz0NAwI3rFhpB/R683gXe7lb+Y5aE0SitmgwGWLcOzp6VgrTqEr8llkQtwc7ajh6BPTiQeIBTV07xfJvn5TkVwqsLYdZaWRjv6iB1yRxtwcnONLe9eQzgdKIkXqcSiovrATycJdFq7CfnYX7QIhCcK/B2fOaqNOFeHCVfWynQqz48GAqDgi0jwHo5TxKwP+JlLZhRyAjY6LqSgIW5mP+YJZFvhC250nJoTQ4kFUjNrw52knwNcZIuGJVxOxAmja8tJgK2h3zykDVfHdHQQ7GlCzaEVHHylYmBo2RyiEwS0fG50vT+SVOWFqlc4TgnOMEJrpKGChVBNCCUUPzxwxNPVNU4/VRRSCaTPznKHi5cJ2XdCMYHC99JqgiiyGIap9BSyAyC6Yl7tawjWyBymSIy+Fhx4YkqmK6MuACOKtgeYPlj5RfkU/+r+iRly7xUUO0g3ht6jjF7Iarf3T8k58+HF16Ali3h0CHQ6WDyZPjssxvXu6oFj0/hy77wUtu7O6bRKD0z3zY1RB4+DJcuyQdtYLHLEZsvbGbArwM4OfEkwW6ybTS/IB8b6xuLof7YC39HQU6enLKL5roSYzrIMxRv4+5kIl0mwlVEwDwq4VahM8ChZNgRJyNgxy7LCFjXetIDckQj82t/FRjhRCbsvSrTkNtNBCzESdYhjqoLjS34WRQI6WZxKE96P67JgSyj/F71dZDka4Bj5RTe5wlBDAWcwcBBoWcLecSaol9BWNMTG3oqtrTHBrsqSr4yMXAJHfHoOEMOh8kghlwEYIOKZjjzjdK8hozdDgJBMinXiVkGmQBo0JjSnX7UNU01Kc3bI4lMVnCUPZxHAP7Uph2BtCMQr3tEMPV2SCWf6ZziFNm0wIWXqE9YNbtWhBCMFGnsJp+Fihu9lKplAzUlBWZfg6vBlq8bA/h87+dM2TQFgP5B/RnRbh1PR0LcIPC/i4d0VJQ0DDcabxx3dpayF84lvipnrkLot/DLcHikafmOV5KEnTghx7ZsgR49bl43MimSbj91Q1+oRztDi7Xq7p/KBYWSmBmNULsSvxKJWbArHnZdgn2JcDRFkiOAdr6SgI0MAx8znaMQkKCD/WlS/2t/mtT+0pkaD4IcYYyJgDVxMX/0SS8gKk+mHoumY3mgMz3i3axgmBOMcJJF+LdzljA3imQmojBwigJOCQOnMHCeAop0ku1R6IQNvRQbemBLQBUqnTBgJB4dsWiJM83jTQQsi4Lr6xWRr5a40BJXwnBCg+r+KuC/GwgEaaSTQALxJBBPPMmkYDR1ZtTCtQQ5q4sP3jW6Zv9AOrkcIJZ9XOQcst88EDfaUZ+2BOBRzUhKaVGAkZWkMI84rmGgDx48R2C18rbMFEaGiaucw8BixZ1OSgV58JQCf+dCtzj43RdGVUAkJTs/m3pf1ONa3jVebPMi/oFf8eoxyBwBzndRHpiaCg88ALt23bxs1ix4+eXi93vioeN82PAw9A0q3/GEgL/+kgX7BQUwYgQsW3bzetFp0XT8sSNXtVcJ8wgjamJU+Q5YBSCEJLK74qX46q5LUh4EwF4NbXygnR+095O1YF5mCARrCyTh2p9umqdBsqnuSqOClrWk/ldbNzkFOpiPgBVZDO3RwR4t7NPBiTwoCko6q6CFLbQsmuxk+tHKwgGmbGHkFAaiMHBaFHAKSbyKVO0B6mFFGGrCUNNIsaYRahpgjaaSo1/ZFJgIl5ZYtMSaiFcSOkqaa3iioR721MUOf+yoa5p8sL1lY9d9VcB/N1BQcMcNd9wIpzkgZTOSSDKRswQuEc8JTgJghRU+eBNIIPUJwB9/bKg6D7DKQG0c6Edj+tGYq+Swn4vs4yKLOMgiDtIAD9oRSFsCcKPqpcPKC2tUPIAP/fBkIQn8RgLbuMpIfHkCf5yqwdfLRVGxFDeGiKs8ItJYiwdNqohdUid7cLeSavwVQcacbJx4sc2LvLPjHRrWbshlg/QMdCrnv3HXLnjmGTh16vbrfPklvPhicadlmqmuqvZdlGEqCjg5wZQpsHAhfPrpzeskZiXSZ2EfrmqlT0+oe2j5D1gJMBTC4WQT8TJFv9JMjQAe9lL1/sU2ct7cyzzCqwVGGenachk2X4bdV0FvirQFOUIPr2Ly1dyV2xrMlwf5RjiSJ8nXbq2cF8lNOKmgrR1McZOkq6UtBKot43dZEnlCcBIDR9BzWOg5goGYEpEiZxTCUDMSe8IUNY2RxMtJqdxSID1GLqIlhhxiyCWGXM6jJY1iQ1xrFPyxIwgHeuFOAPbUM032WCZMf99HxkqLLLKuR87iuEQCiRgxokKFLz415OwWSCX7OjGLJQ2AhnjShSA60ADbatqNeDukks/3xLKWy7ijYRoN6VJNtO6SRSF9RCoqFDYpHnhVoCjiv+GpJFiSBVeCKyatkqZNw/8Lf5aOXMqarP4svgRpwyE5OxlvJ+8y72/zZpgw4UZJiX9i6VIZOQNYcAzGrYTzL0L9WmU/f6MRPvoI9u6FVasgMrK4i7MI6bp0uszvQtSV4kjYjM4zeK/HbRzPqwjiMqTY6upo+DsOdKbnflBt6FRXEq9O/tCwtnkiUEJIkdXNJvK1PRUyTaGn5q7Qywu6e0rrITcz3/LTCmCntjjyFZkH+aZHdX01dLCXKvcdTBZDlo54FQpBNAUcRs8RYeAwek5huE69vFDREg3hipqmaGiMNT5YVWqhvUBwBT3nyL2BeMWhvR7pskFFfeypjwOBJrIVgD0+2GJtpjrgmjSlhaFHzyUucYFYLnLxFuQsgEACqVdDzgBIIZN9XGQvF0ggAzvUdKYhvWiE7z2mAXeabN4jmhhy6YMHUwiqFjIYx4WeQeIqjbBmpeJRJYpm12bDoHhYVxf6V1C2+5UNr/B8m+d542wDDqQr/NB4O/MOz+PXEb+Wa3+5ufDWW/D55zfXjQF07Ficwvx8L0z5C65NA9cyZruTk+Gxx2R92OLFMPpm6TS0Bi29F/ZmT/yeG8Z/Gf4LjzR7pGwHtDAKjXAwSZKv1dFS/wsk+eofBF38pfWQtxmvixSd9HksImBJpmhbgIMkX0UEzNPMlQgGIW3ANuXKQvvIPCl1oVEgwlaSrg520N4e6lRAwD1HGDmInt0in/3oOY7BVJYuI17haGiJmhYmRXvvSv7xJhCkkM8psjlNNqfI5hy5N9R01cGGhjgQhANBOBKEA37YmY103Q5VmowpijISeAsIBdoIIUrFsKoSGfsn/p+9845vq776//talmTLe8t7xnZ2nAUJhIQ9wyY8oRRKKau0/dFC+3RQWqB0QNdDaSmjzNJSIA0lEFYgYSUEsknseO8p25K15/3+/rjXipwdW7aVlOPXzZV0FenaGvd9z/mczwmFsxZaaKcjCGeFFFDOFMopJ4vM47LzLlwhENTTxzr2splm/MhMxcjZTGUehUSfIN2sPmSeo52naCOBaO6i7LjoulwrXFwvBrmYWJ6QUibdod8tQ0YdrEyEx4/ReHW0saFlA8/vfJ7XnDeTnTyH7t15FCQVsPXmrWN63C1b4MYbYdeuA7dt3gwLF8JP3offfAK+u48tu9PTAxddpHRqJiUp12P2AwZfwMflL13O2w1v45N9I7ZtuWkL83LmjeK3Cm8Mjxx6vU7JgpmcStbn1AJYXg4XTYGK9PA+57Dh6svt8JHq95WmU2Y9npWlrEvGQV3R7FXA6211zJBVBg1wciycG6+I7OfFTExG2CZkNuNlozpKaKea9YoGZqEMzq6SdFSp+q7J/l4YxBsCXnZqsGFWFXPRSEwhjgrig9BVRtykyUYiHcamong6PgbcdSLA2P6hwFk7jTRRRz09KNODk0iknHLKmUIpJf/VWTMrLj6gnvfYiwk7ycRyOhWcTgVpx6l/1/7RiINfUEc1NpaSxg8oIz3CX/NHhI2fCyt3ksCPoia/K/bqDtjggK7y8S/HvFL9Cle9fJVypeATYjQy7uYlJOoTsfyvZcxlF59P0XDde6/i0j8cwyOTbnsDVtVA313H/tivvgrf/77SNfnYYwduF0IgSRJml5mCPxZg99qD2+w/shOnm5zPXKcVVu9VHO83tIBPhpQYJfu1vBzOLYWUMFsZHgzApicqXl8X5yplyHBrruyy8j4eBrB6VaJUoFVsJs6LV1zukycgyWQVMpvwsFF42ajClwxogbnoWIyOUyQ989ERP8kaLw8y1djYjZU9KoD1oHx4JKAYA1NJYJq6lBGHLoJO6iMaxoJPLkkbOEFhbP8Ywko99dRRTwONePCgQUMRhcGsWcZxkDkZj5CR2Ukn66hhJx1ISMylgLOpZBo5RB3nfxM/ghfp4HFa0RHFHZRwIVkR+1oLIbhDWHgBJ3+RUlghTa4x8otDsLITPipSRP3hjhZLC83mZmK1sXgDXs567iwlc1S8Bzx7oGsFAKbvm0g3hCctU1cHN90EH36oXNdooKkJ7vpMcYPfe/uxPZ7LBT/+MfzqV8rjTJt26PsKIXhq+1OsbVjL8vLl/GzDz2i9o3X0v8woosWiQOeqGtjUodxWma5kvpaXw+L88Rs5dDAAGy/D1W4frLHDqzbFbNUrIFaCZXEKgJ0bPzEmq14h+BwvG4Sb9XjYpcKXDgW+lHFCOuajwzDJ8GXGyy6s7MTKLqzUYMOvlkhziQkBr3gqSBg3QX244stuygiLJBKZzzzmMw8/ftpop446aqnnTd7mTd4mhWSmMIU8cskmm0wy/itsNKKIoop8qsinDxvvs5cN1LOFVrJJ5HQqqKKAbBIjFmAOF9FIXEs+p5HGL6jjfup4FxO3UURlBNp+SJLEQyTTKvzcIczkouGUSbS8uCBe0c6sto4PjKXEpLD8reXs7ts9coMmBWRL8GrjYGPYYKy8HNavhyefVLJZVis88ggMzoQ0NQv00ktw+umQkXH4xxJCaRJwu5XS5OFADOC12teoG6hj1QrF7yJJP/6tqkNu2NypWHe8Xq+YrwJUGeGB0+GKqeEvPzr8sGUQNg3Am937AGxGEvxcHTk0NYyJXyGg3a90PW51KfqvzarmrEQLt6co7+VTDRAzjrzjF4IW/NThZy9+tggvn+DBgUADLEDH90gIZr4mSxvqJkA7Ljpx046LZpx8gZU2lD+aFompJLCSXGaRxCwSI15768TLAA4GsNOPA1dIh+aRYtwyY5IkrQOMB9n0EyHEf9T7bOAImTFJkm4GbgYoKCiY19o6sWdwExEWLNRRTy11NNGMV30BNWjIJINssskhm2yyMZJFzHHkYzXa8OLnM1p4h2oaUdrvs0ikijyqyKcSI9ERfkZ0sJARrKKLv9CCkwALSeZ68pnPKFrnxjnMQuYCYaKLAH+X0lgyiUB2UZtiYNk6ZXxa9tuH2jn5bycHHfgBKHeD+Y9g+iEAL1z+AtfMvCbsz93VBbffrsDZrN+DkOCjG5TZkTNmKF5kh4uHHlJGLH3nO4pVxuHivab3uOAfF/DXC//KDVU3hO+XCAkhlPmOH7YpWa9NHbCnTwEhCViQA1dOUwBsNB2jh3rOVqfidL+xXwGwHRYIqIe3mUlwZX74AGzY52uzSzFX3a6arA6qbXpRKBYTlyQoRqvT9eHPfgkh6EZmF1724GOv8FOn2kuEVMApQcMyYlgm6VmCfkKtJfwIunHThos21Sy1Vb3ctx+opKBlBgnMVsGrkgT0EVRuFAisuOnDRj92+rEzgENdK/Dl3O930hPN09L1X5Ypj8eQkRlkkC666aZbXffgwBG8TxqpQUDLJ588ctGhm8S9Ht/ox84O2tlOO3voxkeAGLTMJIcq8plD/nE3tNyOn9V08yKd9ONlESl8hxJKIkwr1ysCXCH6acHPs1IaZ06SS/8/h+CaTlhfqJR4xiN29uxkydNLsHltEJUE5Rbo/R6YFRq6b9l9/HTpT8fluYWAf/8bft8GuwbgxUVw8cUQHa2UNAsLD/7/enth5UoF5H79a2UA+KFiU/smzn7+bBw+B5/f9Dnzc454fDjqfW8yw4ZWRfO1oRU6rMq25BjF7X7RsOFqHiSGgendAdhmVuFrQFkPG67GRcPCVFicDovSwmM9Mezz9YlqNRHq86WTYKZeMVkdNlqdFQOGMHJEQAia8LMLH18IH7vx8QU+BtjXnluAhnLVy6tCiqYCLVOInhD4chKgEQdNOFTYctGOkw7cwRIjQALRFBBLIbEUYCCPGPKJJY9Y4iOgCuQjgAk7fVjpw0YfNnrVtQkbnpDuTAADOtKJJ5040ognjTj1unI5mVg0kuZLGDtRQiCwYQsCWjc9dNPNIGZAKfNlkUUB+RSoeJZK6nFZ0jtSuPFRTTfbVTgzo7hklpBOFfmcTMlxNSPTi8zLdPGU6n5zMUZupoi0CILrARHgSjFALT6elFK5QJp48HXKkFUHVyfCk+PYVflO4ztc+I8L8WsKoLQRuq4D6/MAXD/7ep659Jlxe263G6bdAc0ZQIjl1/XXwzOHedrt26G/H+LiYPHig99nR88OTn/2dCxuCxIS9h/bMWhHV/M9HHxlxsGyQlhWpFhPTM0IXyaz0Q5rOuG1rpGGq8Vx+8BrcbqSBRur3qzPD5tU8PpkP5+vYi2colpNnBwL02MUIAtXBISgRvX0+kL4+AIv1fhxqlCjAyrRMhMtMyVlPW2CzFT9CNpw0oiDRhw0qJe7cAfvo0NSXekNFKgu9cPwlUT0pB+XAsj0YaObIboZooshelT4MgcNPJTQE00GCWSqSxYJZJBABvGkEofhKL6nI1rAL0nSZcCfgAzAAuwQQpx7pP83b/48sXXL2NrLT6Rw4gxOCFB+OoIlzjjiyCdPhbMTM3smELQyGMyaNWJCAKVkcBplnEwJ8RHeuTgcQ/j4G228Qhd6ovgqeVxDHjERUoq1CJkVop9d+HhMSuWSSQCyr3Uqbvy95eOruXl6+9N8/Z0/Q9EW6FgO9tcBOCX/FD7++kFmGoUpenpg5k3QvwD4NajSGSRJscOYMePg/+8nP1E6KM888+Dba/trWfL0EkxOEwBTUqdQ9+26Y9q3IbfS7fhO46Hha1mhIsIPVzkuICujhl7rhDVdUK0+57REOD8bTlEBzBiGt6ItAOscsNYOHzj3dTpqgXmxCnidYoBFsZAdZtmSU8hsx8dmvGwWHj7DGxwflIDEDLTMQssM1VC1fIJGB9nxU4ONvdiD8NWME5+6bxogHwNlxFGKgVLVQsJIDJoISATYcI8AruHLvVgJhCBXIjEYSSSLRDJU4BqGryRixwyPEQ1jo42i+Wnit1tuIJV8UsgnlQJSKCCBdKQIqi1PVsjI9NFHG+1BQOtXne+HzWhLKaGUEgooOOGaA8w42UgjH9JAB2aiiWIuBSyhjFnkHRceZm24+DNNbGCADHTcRhHnkxURHaU2IbNSDPAZXh6ZhC7LdXY4uw1ezoMrx9lx47q3n+N5y3XQugRcCoAZ441039k9Ls9XW6s48f9lA3QtAf4M6phXAC65RLGu2D8CAaWEeeutcPfdB25vtbRy6tOn0mHtCN52+dTLg+L9w4XNowDYS3vgrUbwBsYXvgDsPsV09bVOeKMbTB6IluC0DMVyYnlO+Dy/Gr2KqfDrKoB5hTLTcZlBzXwZFMPVcIP/gAio4OVls2orMez6NpVoTkLPSWpnYyGaCfH08iBTj51q1TC1Ghutw2cDQAY6SokLAlcpcRRhiAhNlwc/HZhpx0w7g+rajDUkW6chCiOJZJNENknkhKzjxvmE/YSEsWnzS8WftnwbM21Y6QOVbqPRh8BZvgprBegjTH8zGeHEGYSzJpropAsZGS1aCimglBJKKCGHbKIi4IMVjhjOmH1EPRtpwoqbRGJYTClLKKPwOCjhbsfC/9FEDXYqiOc7lDA/AiYVOITMtWKQj/Hw5wkGsoCA/HpYGAuv5o/vc73cJlixSYLmmeDZ12U5Hn5cAwPKsPAXXgCRB3wDeB5oGHm/jRth0aKRt731Fpx/PlxwAbzxxsht3bZuljy9hEZz44jbf7b0Z/x82c8Pui92r2K4+lI1rK0HTwByE2DFNFgxHRbmhr+BwuxV7CZe7YT3exV9VrIWLsiG5blwnhGSw5DU9wml5Pi6Dd6ww141+1Wpgwvj4aIEBcK0Yf79bELmQzy8J9xswku9qjsatpU4CR0nSXoWoCNlAkqNAQStOIPQtQcbDTiC2q5UtEwP8e2qJCEiuhhltbzYFgJdbZjpwxrMc+mJJpdk8kkhl2RySCabJDKIRzNJx7cTEsZCNWM+3FjoZJA2zLQxSDuDtOENEbonkEU6RaRTQjrFpFGMjsn1TJrscOOmmRYaaaKRJvrU0+9YYimhmBJKKKOENNIiHliOJvzI7KSDj2hgO234kcknhSWUcSplES38lxG8i4m/0EwPHpaQyrcooWiS38MuIbhGDLAJDy9KaSybQFH/XT3w8CB0l0PaOCZ2n2yEm7bAEu9X+KjpH8Hbd926i5lZM8flObdvh+/cAx8vAP4DbBu5/bTTYMOGkZmoRx5RvMWmToV33x257a2Gt6gx1fDinhf5rPOz4O2vXPUKV0y7Injd4YW1DUoG7I16ZeZjdjxcNU2BsEX54QewgKyMG3qmBVZ3KABWFq9kvi7OVUqQ2jAcOy0BWKNmv962w5Cs6LuWGuCieLgwAUrDrN4Q6hzHd3GzTrj5FC9+lJLjIvScLCkANhsdMROQ9fIjsxc72xliG0PsZAiHOp3RgIapxDOdRHWdQCb6Sf/ulxH0MEQT/cGljcGggF4CjCSSF0y9KGmYTBIioooQGic8jB0sBAInZgZpY5BWBmimn2bsqjUCQCIq7P8FAAAgAElEQVTZpFMcXNIoQhvBB+TxDis2mlQwa6SJIYYASCaJcsqpoJwSik8IvZkdD5/SxIc00IgJDVGcRBHnMI0yMib9C+hQ4UHmX3TyDG24CXAt+XyDwkl1mbYKmeXCRCsB1kjpzJQm5v2xww1VTfCoEW5NHb/n+e1e+P5O6LjQygV/X8KuXmWG0eqrV3Np5aXj9rweP8T8EozV0POvA7evXatkwkLjjTcUUIuPP3jJ8I637uCRzx5hYe5CNnVsovZbtcRpy3m3SYGwN+rB6YOsuH0AdkrB+FiI1Nng2WZ4rgU6XJCqg2sK4IZiqEoJT8nTLisA9uIQvKUarRqjlezXhfFwVhwkhFmK6RAyH+FhnfCwDjcdKuxMJ5ozieEsKYYF6NBOAHz5VMf6YfjaxRAuteuykFiqVOuIaSRSSOykw4sy0NtGI/00q+DVzAButXirJ5oi0igmjQJSySeVXJLRHycym/9KGDtUuLHt9zI34WBQ3SqRTLaqPcsiMdgzkUkcKf9VWjSBYIBBGmlU5wQ04cVLNNEUUUgeeeSolhrJJEcsvBxNdGHhPfbyAfW48FFEGidTTBX55Ebo72bGy59o5g16KcLAtynmlEksuXaLAOcJEz4Eb0oZFErj/+UoBMxsgqQo+KR4/J7n7i/g1zXguwo6bR2c/OTJdNo6eejsh7hr8ShmFR1DZPwWTi+C5S746U8h1Fpx9mzYtg2iQr6WfvtbGByEX/7ywMdqNjfzxLYnuKj8FprNOfxk/ZvE65azx6S8Z4zxcFmlAmBLCkAT5q+7gAzbLUoWbE2nYkMRJSmlxxuKlUyYfoxg5BOq7YQTPnLCW3ZwCciJVrpvr06EBbHhg0shBO0E2IGPXcLLdnxswoMXiENiKXrOkmI4ixhyxnmAtgUfTaqwvkXtbNyNDY8KXyUYqCKJuSRTRdKkdmk78QYtIoZtI3qw0sIAdtUZLZooCkmlhAyK1ZpWLkkRLaERCDx4GMK634+NAAGukC77EsYOFy6GQgCtCQud2OlHhPi2RBGtNrIqcJYY0uCaiBHNcULmow0/flpooZY6GmjChAmhVudjiSUb4wi/s1RSIhJiDhdufHxMI+uppUVtdsggnioKqCKfqRjRRkhH43BsZJCHaKALN9NJ4BaKWDhJALlX+LhImEgkiteljHE/+AD8uh9+1AeNZVAyTseW27fCv9qg/zLl+q7eXSx5egnXzLiGRy96dMR9Wy2tFCYfwghsFHHL6/D4NvhGFfzuDHjir/DAA2BWnGx44QW4JsR79p574De/gT17oKwMZAE1Jvjdps08v6uJlNiLMDmVSQ8GrWBxnsQ5pcrMx5mZ4TcjNXv3WVC836dcB5iVBNcUwleLIGcMxQhrQIGujS4FwD5zKfAFUKhVsl//k6jov8YKYMPGqjvwskP4lDU+BtXjRDSKzcQS9Jwt6TkJPfpxyH4N4aMJJ804aMJJk7o2s2/geyxRFGJgFonMJZk5JJIygfAlIxjAMcKjK3Sxj7CihTh0ZJJAEWmUkE4JGeSRHHFm3h48WBjCEvzZH7tsQReD0DBgIIlEvi3d/iWMHWvI+LEzGGLzpqyt6mVfSHeGRBQJZB6kNyObGBKOOyg5mvDho4feEYa0vfTiV+v4ip1GPgWqpUbucWanMYCDnapNxm668BJATzQzyWUu+Syg6Kh8ZSYi/Mi8Ti9P0UYvHuaQyM0UMW8SRP7bhZfLRT+ZaFgjpZM5zkDW5oPCerg/A+4+wqig0cbKTcoonfoL9922rmkdf/z0j6xZuQa7106CPoEB5wBnPncm227ZRlSYxNeygHvWwwMfK15dr1wF0V5FG/bww5CbC5/vhB4XbKyGf6yF9VshdzoUz4E9JhmzW9kXiT4uqUhlaWE0pxbA7CzQjsPLY3IrAvxVHfBeL/gF5MbCOUY4KwvOzIKsUUoLhYA9HsV24k07fOwEP4q1QlWMAl2nGOCUWMgZo868XwTYGgJeO/HRp4KXBpiKltlomSPpmKP6e4UTvgIIWlRxfT0OmnHQiJOBkIO9AQ3FGCjGQIlqK1GMYcK0Xh78IZYRFrqCXl1DeNXyLIAGiXTiR/h0hS7j3cV4NCEQuHAxiHkEbIVedoV0lYIyGSeBBBJJIDH4k0ASScHbEkhAqzY9fFmmDHMoqUg7NvpCHEuUt6OVHgIhZyh64kfA2XCHp+E46OI71ggQoA8T7Yew0zBiDDGjzSclQkuA+4cX/whz2QEcaNEwn0JOo4wZ5ERE6tyLzH/o4Rna6MfLfJK5hUJmTbDx7Wbh4SoxQCEa/iOlkzrOQLasRXFArykdnyHL530Ag1747OyRt7/V8BbP7XyOFksLH3ztA+7/8H7u//B+Nly/gaVFS8O6D//cDV9/TSklXlwOrUPQYFIWz/5/XhmSgPwMKy3WN7B73wY+5qaqM3n84sfCul/D0eWCf3coAPahSYHIkji4Ih+uyIMFqaPPTNllZbD2m3ZYa1NmPgLM0ivzHc+JV7pq48b4EbQLmU/x8oHw8CFu9qgnllFAOdHMQcccScscdExHG9Y5jgJBF261q9FONVZqsQf1XTFEBYFreF2CAeMEQZcLH20M0oFZBS4L3QzRjz3YvSgBGSSMSEdkkUQmCaRimLQOxtCQkbFhY5BBBhhUf8wMMMAgZtwhSRYAPXqSSSKJJJJJJoVk9Ue5Hk/8MX33fwljExgyMg76sdCFlW71XEGBNRf7Bg3rMAS90fZZcOSjPcFmTTpwjDCj7aAzmMaNJ55iiiijjDJKST4O3PIFgib6+YgGNtKIAy8pGDhFtcrIi4C5km4CrKabZ2nHjI9FpHAzRUybwEHkHwo3K8UAlWhZLaWTOI5t+k+a4aZu+LwY5o9D/81J7yp2Cm+H8FWTuYmL/nERNf01AHyj6hu8XP0yQ54hrpt9Hc9e+mzY9+PzTlixCvqdUJikLskw1Aar/gZRVkiS4MM3/PzgqVd5TX81stgntdj8jc0szF0Ytv1pccCqdgXANinnXExNVODrijyYnTw6OBYCar0qfNnhQ9X3KyFKEdxfEA/nxUPeGDNfPiHYjpcP8PCB8LAVLz5ADyxEz1JJz0nomImW+DC/fwfwBq0katRlKGhzITGF+KCdxFQSJkxcLxAM4qSVAVqD7W+D9GIN3kdP9AiPrlzVMsJIIroIkes4cGCiHxMmTPSrsKWAlz9kjFEUUaSQTKr6k0YqKSpypZBMDDFhhd0vYSxCwoMjxI5un0OKP4TGE8gM+qSlUkgGJSdUFi1AgF76gtmzRpqwYQMgg/QgmBVThD4CUteHCx8BttPOh9Szkw5kBCWks4QyFlFCwiSDtYsAr9DF87QzhJ+zyOBOSkmdoPLqu8LNdWKAKnS8JKWF/YA2HJaAMh7pthT4ozH8j1/+BsxNgRdDxgtZ3BbmPz7/AN8uAIPWQM+dPSToww+/w1/Rw5AjhCLa/8EP9t0n96Kn6NxwPlx6PZS9C8CMzBnsunUX0hizObKA17vgob3wsdqYPjsZrsxTsmBjGbzd64enLfCUZZ/r/XQ9nB+vANgphrGNGhq2mdiAhw+Fh0/wYEcgAbPQslQFsIXow5r1ArDhZxsWtmDhcyw0q6PbooAS4lToUgCslDi0E5BFkhF0YaGZAVoZCIJXqJ4riwQKSKOQVArV7sU04ia96xKUxMcQQ0Ho6sNEP/30YcKp/n0BookmTUWtNFJC1qkkkYRmAnVpX8JYBIdAxk7/AYBmpTtEIJ+sShpL1J6SEmImMMsxniEQ9NFHPQ000EgLrfjwoUFDAfmUUUoZZRFvRDuES3X8r6cNMxqimEs+pzGF2eRNaoregZ9/0MGztGNAw52Ucc4E2XesES5uFIMsRsc/pfSwH+SG48p2RcjdWa64tIcz0lfDinz4y35fodu6t3HSkyfhl/0H/J8nlz/JjXNvDO+OHCSefRa++U1w7jv2oNMLDDlNWDqy4PozIO9z/nDuH7jj5DtG/TzeAPyjTYGwaisUGuC2MrgyH0rH4IIvC3jfAY+Z4VWbov9aalBE9+fHQ2EYzhvqhY/VuFgtXEGT1WI0LCWGpZKeU9GH3WDVTYBdWPlcBbC92JABPVHMIYkFJDOTRCqIJ3aCYMCJlwZM1NNHPX00YsKpVim0aFSPrlQVvNLIJyVidLFOnHTTQw896rqXfvpD5hUoIvkM0skgI2SdQXIEdWB+CWPHYfjxMkgr/TRhUrs8h+hmeNJAPBkqnJUGjWxPhBKnDx9ttFFPIw000o0yciaWWMooZRpTKWcKMRH8u7YwECxjWnGTRhznMZ1llE/ql1sTDn5BHXuwcRpp/C9lpE9A9vEl4eR2YeZM9DwrpY1Lh9mrVrisA94sUEpY4QohQPsy/G8lPDBLKU/+buPv2N6znZ29O3H6nAf9f+M9uzI0TCb4wx8U01ebkmQmMdOCtS+ZqLgBom5cSvevNpBuSD/mx7b54Ikm+EOt4gU2Kwn+dypclT82I9Y+PzxjgScs0OCFVA1cnwQ3p0BlGN6SbcLPqyqAfYEPCViMjkukWM4ihoIwW68EEFRjUzNfZr7AiheBBonpJLCAZBaQzHQSJ8QTUCDowUodfTSo8NWBGYGi7conhTIymUImJaSTTVLEaLoGGaQ7CF3Kz1BImTSBBIxkkakiV6YKXnHHwZSdL2HsBAkvTgZoDsJZP01BE1sJiVQK1Y9XOVmUE8+xf/lGWtix00gT9TRQRz0OHGjQUEIx05jGNCqJJ4xH3zCGH5nttPEW1eylhxi0nE455zGd9Ena5wCCf9LB47SiI4rvUsIFZI17luw54eB7wsKFxPA3KZXoMAOZR4bsOrggAf6eG77Htfog6d/w0Gy4q1IpdT2/63luX3s7dq/9sP+39lu1lKeVh29nDhFml5nPOj/j/eodrHoml+a3liO7kigs8XLuNfX0T32AVdf848gPFBK9bni4Dv7SABYfLMtUgPRc4+ibJISA9U4lC7baCj5giQFuSYErEsY+97FbBHgNF6uFky1qxmQ+Wi6TDFxMLNlhbiSx4edTBvmYQTYyiFXNuk0hjgUkM58U5pBI3AToqALItDBADT3U0kMdfcFyowEdZWQwRT06lJIRERmv4YavTjrpVPvye+gNZruiiCKDdIwYVeskI0aMEft9f6jw42GIbhwMUijNO/FgbPp8o3h1y3fRk4WeTHWtXI6KgDfaRMWwR5qJBnqpw0QDfvVDGEcqKeSrMkulxyWZHGJIPC41aDIybbRTQw3V1DCIGQmJXHIooCDYpRmJjQBN9LOWL9hMCwBzyedkSqgin5hJmPXWhpNfUMdOrJxECv+PEkrH+czycWHnx2KIK4jlUSkl7EOPb+qCF63QWw6GMJ3ktzqg6HV4cgHcWLLv9obBBlauWsmWrkOfEP7o1B/xyzMP4r46hgjIAfaY9vBpx6d82vEpmzo2sbd/b3B7nDaOVRevY92zJ/PEE2C1ClZcb+HFp4/cWCIL+KAPnm2BF9vAK8NleQqELUwb3f4KoXh/vWJTypANXkiJguuSlSzYtDFkwdxCsBkPHwkPG/HyOV4EMBMtl0mxXEJs2MyHZQTtuFSxvT0ovg8gSCKaxaRyCqnMJ3lc/bwEgiFcdDJEJ2Y6sdCp6r6GXeqzSaScrCB85ZA8aRovP34sWDBjZlBdK5cH6cMUFNPHEDMCuLLJJpMMoiOkIeBQ4ceLEwtOzAdd7PSrCROBBi1fk5498WBs2vw08eSWufhD0pfDoSUlBM6UJYZsYsghhhyij1MYOZqQCTBIm5qYrsdCJ0N0EwjxptFhIJlcUtQOTmXJO650aAJBL31UU00DjXTSFfxgJ5JIAfkUUUQpJWSQHjGvtwk771LNJzRiwYUODVUqmM0hb0K7kWQEr9DF47TiwM9FGLmZQjLGsXT5R2HjF8LKbcRzf1R4oXmDA05vhedz4NowWaztNMOcd+CVxYpAPTS8AS/3rL+HBz95MKjvDI3chFxa72hFExW+jMza+rVct/o6BlwDB2yLjY5l7VfWsqxoGUNDkKz+DXJyoLPz0I/p8sPfmuH3tdDsgIRoWFkA36uAilEI8oWAXR5lBNGLVmjxgRZYGgfXJcGViRA7ClgeFuCvx8N64WYjXlwIooHZaDmDGC6XYpkijf3kZgAvOxhiNzb2YmMvdpyqb5aeKCqIZw5JLCGV6SSiGYfvFzc+WhmkhQHaGQyClyPkuzwWLbkkU0gaUzFSiZGUCZ5X68ePGQv9atei8q/Sv2jFOuKzoUFDCsmkkEIWmeSSSw45pJISMbqu4ZAJ4MSCg4ERiz14eRD3QfhDgxYDKeqSqo4ozyWZXFKl/BMPxobLlAFceOjDQ2/IMvJ6gJG6Dg1xQTA72KKJYD3SaEIg42BQteNT7DYsdDBI+4hh6rEkk0JeENBSySeZXKIjvKsRlC+EHnqDXZpttGFRZ2smkEApJZRSQgnFJE+CGer+ISNTSx+f0sRntGDFTQzRLKCIc5lG8QSWmIfw8TRtvEwX0Uh8hTyuJR/DOAiLhRD8WAzxBA7ukxL5phS+EwBZQGmDMux5XZhM8D/og2XrYd0yxaz0YPFe03t8dfVX6bZ3H7Dtza+8yXll5x3y8btsXdg8NjLjMkmOST6qbsf/7P0Pl/3rshEHOb1Gz5qVazi7dJ8Z2q23wssvw4MPwo0H6SWw+uDRBgXC+jywOA1unwKX5oJhFOcEtR4Fvl4cgr1exRj17Dj4nyS4NAGSRvF2MguZD3CzXnhYj4cuFYjKiOYM9CyTYliMbsydugN42YaFbeoMxxb1mDFsM1FJPFNVm4kiDESHGb7seGhhYMTSw1DwFY5HTx4pQSuJPPV0OpnYCTnRFAis2DDRF4StfnWxYEEOmVZjwECa2rOoGEakBAEsgYSIgS6ZAA4GsY8YzGTCjgkHgzgxj5jCA6AlljjSiCOVeNKJIxUDqRhIIU4FMB1xh3xN/us1Yz6seOjGTddBlm7k/UYz6EgnlgJiyVeX4ct5J1QJdHiYupmOoOWGmQ4sdIQY10okYQx2cWZQSiqFREf430HxyzEHB5830YxDBc80UikJgbPJFn4GkKmhh09pYhNNuPFTTibnMZ35FE6YsLYDF4/SwjpMpKPjp5RzMuGfwB0QgpvEIK/h5jEphSuk8J3J32tSluay8HTivdYJl3wMn58N8w/zpzA5TNz42o2sqVsz4vYV01fwrysPMuVbjV57L/Men0enrZPoqGjSDelkGDLIiMtQ1qGX1fUb9W/w0MaHgo+hjdKy+urVXFh+4QGPL8sjZ1cCDHjg/+rgT/WKHuxcI/x4KpyWeXR/k9Bo8cK/rAqE7XAr4vClBgXArkiA9GOEOiEE2/HxjnCzHjfb8SEDieqcx9OlGE5HT/4Yy48mPCp4WdjOEK2qs7oBDbPVEUJzSaKC+LDbTDjxUkcvzSp0tTKAiX36wzTiKCaNQtLUodjpEwZdAG7c9NJLD330Bn/6RrjP69CRRhrppB2wNkxwZu5w4cWJlR6swUk6CmzZ6MPOACJkSoBEFHGkkUCGClxpIeClXNaN8Xf7r4exw4VA4GNwBKC5aA8uPswh945CTxaGIJwVEEshcRSjIzNiSmFjDcWluE+FszYGaMVEY9C0VkJDKvkjAC2ZXKIibI5YaMjI9GGikUYaaaKFVjwqhBsxUs4UZjKDbIyT+jo68fIB9bxDNX3YSCOOc5jG6ZRP2MiQL7DyS+powsk15HEbRWHvAHMLwQrRz+d4+ZeUxmlSeLLRLV4oboB7M+CeMIxHer4FrtsMdRfAlMMk8WQh89iWx9jatZXndj2HT1ZOZnQaHd13dpMae2iS29yxmdOeOQ1v4MCZdqEREx3Dd0/+Lt9e+G1+88lveKX6FXrsPbx81ctcNvWyI/4uXS743V54rAkcfrg8D3409fCQebDwCnhW9QP7VD0+nxyr2FFclTi6MURDQuYlnDwnHNTgJwqYi5bTieEMSU8VujE1ffiQ+RwLG+hnG0O0q2ARh4Y5JFFFEvNIppz4sGe9bLippZcaethLD60MBrOa2SSGQJcCYBPlTygjY6KfbrrpDQGv4YoCKA70WWSSRZbawZhJOmkkRNCYPxm/Og2nJ2iwbg0arQ+NuG8MiSFDmUau40glapxlIl/C2BjCjy0IZk7a1MttuGgjEFLi0xAfHFRhoFgdVlGCLoL0SmMNB4MhVhuN9NOEV03na9CRRhEZlKrKhanoI7jVOECATrrUrJkCZzIyaaQygxnMZAbGCegyPFTIyGyjnbfYQw096IlmCWWcy3RyJqBBwU2AP9HMK3RRQTz3U0lhmM94h4TMRcJEOwHWSOnMlMKTbT2zBZp90FA29uHQj9TDt7dB3yWQcYRj5Iu7X2TlqpUH3L4obxGXVl7KlNQpTEmbQmlKKUOeIYzxRoQQzP7rbL7o++KQjysh8bU5X+O+0+8jLzEvePvCJxZy1+K7WDF9xWH3q8kOD+6Fp5shIOCaAvjhVJh2jG8jv4Dnh+A+k6IDm6mHa5Lg6kQoHsVLJ4RgC16eFU7+gwsXgiq0XCfFsZxYksdYevSrALYOEx8wgA0/cWiYSxJzSaaKJMqJD7vey4KTvfSo8NVLh3pCr0XDFDKpJItKjBSTPmFdjYrw30oHHXTQqf7bFZyGokFDOukYyQrCVxZZJJMUMccvPx4sdDJIOxY6guBlo29EOTGGBBKDMwKyScRIIlkkkIGWcRjRcQzxJYyNQwxn1Jy04qQJB004acZJE76QsUfRJIwY4xpPOXFMITqCQeVoQ9ER9NJPYxDQBmhRS5wSqRSQzVSymUYWlRENZw4cVLOX3eymiWZkZNJJU8FsOlmTCGYtDPA21WykET8ys8njPKYzk5xx36cPGeAX1OJB5nuUcnGYM4ddIsB5woQfwVtSRlj8n/5uga92wfpCWDbGt9wD1XD3F+C5EnRHkfi99t/X8sIXLxzxftooLYvzF3NJxSW8VP0Sn3Z8etD7nV92Pr8+69fMypp1wLYdPTuYY5xzyOdosMG9e+CfbaCR4OvF8P1KKDlGZ4CAUMqQ95oUZ/z5MXBfhuLnNppk1ZCQeVnNglXjJx6JKzFwnWRg1hiB3I/MlhAAs6oAdhppnEUGC0kJe5bXiZcv6GQXndTSQ7cq6o4hmnIVvCoxUkI62gmqHrhw0UlXEL7a6cCulkI1aMjGSB555JFLDtmkkRYxnYtKZaaHwRDpjJl2rPQy7LOpQUsiRhW2hsFLua6PYOuLL2FsgsPLoApozeq6ESfNIZ2fErHkE0/FiEUbgZYMxxoBfJhopIcauqmhj7ognKVRiDEIZxURC2cOHOyhJghmAkE66cxkOjOZQeYklaSHcPEee1nHXoZwkUsylzGHkyge19Z1Ex7upZbPsXA66fyIKSSF0Y5jr/BxoTCRgYa1YRgs7lQ9xy5NgGfH4DkmC5kf7JT4c4OE68oj3/+H637I7zf9PliiPFLcOu9WHrngER7d8iiv173O241vB7dVGat46OyHOLPkzGPeb3cAflUDv65RphHcWgp3VkLOMSYFZAGrbPBzE1R7lMHc92XCxaOAMCEEW/HxrHDwqpoFm6NmwS4ndkwC/GEAe49+NtCPFT+GEAA7aRwArA8r22hnO+3U0EMAGQO6YNarEiNFpE2Y3tOChRZaaaaFFlrpV/0nAdJJJ4/cIHxlY4wY8PLhYoAW+mlhkFbMtGOhM6hZlpBIwEhqsLGsgBTySCArYhoBjiW+hLEICIHASz92atWlDju1eNjXgaUnm3jKg3CWwFR0jNLgJ0LCj5d+Gummhm6qMdEwAs5ymE4us8iiAs0k+G0dKezYg2DWTAsCQSYZVDGHOcwhcRLsQHwE+JQmXmc3HZgpJJWrmc8scscNEmUEL9DBX2khFS33UsncMHalbhIerhT9zELHKikNwxhLVDd3wQtD0FMOCaNku05rJ5WrPsShO528voXE6+JJ0Ccoa93IdVJMEk6fk199/KvDPmZOfA55SXl81vkZ5WnlVH+zGk2Uhp+89xN++fEvKUwq5IEzHmDlzJVEjeJv8HY33L4NGu2KPcXv5kD2MUKYEPCaHe7pUywqpurg3kxFkH+sZV+PELyMkyeEnT34iUPiCmK5Xopj9hiyYEJ1vH+dXtZhGgFgZ6oApg/jwTqATAN9QQDrVKsfOSQzl3yqyGcKmRMCXwKBGTPNtKjw1YJZ3Z8YYihUPReH816xk1yaGw7FtLyFfpoZoJl+WrDSw3C2K5ZkUkOsllIoULv5I7tZbP8QBHDTo1bKWnDSgosWfNhYKL30JYxFavgYUsFsbxDSXLQx/AbVkhLS1blviSHvuCx1+vFiopFuqumhmj7qkQmomrNCtXdIkbNGWlOADRt7qGEnO2mjnSiiKCCfCsqpoHzCM2YyMhtp4hW2YcJOGRmcz3QWUDRuB4UabPyUvXTg4hryuJlCYsL0Gr0uXNwgBrmQGJ6WUsc01HqTExa3wFM5cMMYmPGc982s6+xDNFUe8j6nFpzKI+c/QttQGz9d/1N29+0mIEK7tCTidHEHdex/5apXuGLaFVzwwgWcWXwmty+8nZjoYxdw97rh/22Df7VDeQL8Zd6hrTgOFW4Z/mmF/xuAnR6YooOfZSjCfM0xvhS7hY9/CSercNKHzAy03KBmwRJGCdpuAmxniI0Msgkz7bjQE8VSNQN2MqlhA7DhjkdlhmN/cI6jBolKjFRRwFzyyWIMk9GPIrx41c5GpaOxjz566QuWHA0YKKKQYoooogjjJGeMfLgYokftYOwJsYzow8E+b7w40kZ816dTTOxxUBkSyHgZHGGd5cWEB1Nw7aEPEeIFpyVFlSoVUS798ESEsXliy5atk70b4xJ+HDiox0YNDhpx04GLdrwhqWcALanEkhfs7FQaB4qJIRcpgiDmcOHDpWbN9qhnTC3BCQIadKRSQDrFpFGsdm3mIEVAetpEP7JufwMAACAASURBVDvYwV7q6KEHgGSSKFfBrIRidBN0RucnwAbqWMtuetUOzHOZxrJx6sB0EuBhmlhNNwXE8lPKmRWmL9I/Cxs/E1Z+LiXyrTF4kAkBJQ0wQw9rCka/Pxn/3Ey/JwpaFx6wLTs+m9+e81tWzlgZBMe6gToqHqkAFF3YV2d9lYsrLua6V6/D6jnQIHJBzgI2f2MzNq+NRP2xH9iFgGea4c6dSofk3dPgB5WgP4aPv1/A42alHGkKKH+zO9Pg2qRjG7reKwK8gpOXhJM9+NEC5xDDDVIcS9GPCq7bcLGJQTYxyDaG8CCjJ4q5JLGUdM4mg/gwlNxsuNmrdjvupZdWBtQ5jhL5pFBKOjPIYRZ54ya6V4ZhdwcHA3XRTT/9wc5LLVoyySCLLHLJoZgiMsiYcPjy4w3aRVjVDsbh664QvTSAgRS1YzGTRIzqd3lRxIKXHxtuukfAlns/8BKqufhwRKFHRwZ6MtCRjp5MYinEQBEGikbIj07IMuXs+Vrx9papaChAQz7R6lpDAdHkoyEX6ThLbx4pArhwqWA2DGiuIKiZgveT0GGgIKSzU2kgiCUXKUK0AocKGRkr3SGp7GYGaMWPGwA98WSFyGLTKBz3duQjxRBD1FFPLfU00ogXL9FEU0wRFZQzjWkkjfMZNBy8A3MpUziX6RjH4fk/w8wvqaMHDzdRyNcpGHNmUAjBjWKQN3DzbymdU6TRw+R3e+BRM/RXQPwxHq98AR9r6tZw++4Z9Ng6of2M4DZtlJbvnvxd7j7tbhL0I4HxVx/9il989AtumXcLd5x0B3afnXcb3+XxbY9Tbao+6HO9d917nFF8xkG3HS4abHDLFni/D5ZkwOPzofIYX+Z1dvhuL+z2wDKDkglbajh6TZhLCN7ExUvCyft4kFEsKf5HMnApsces/wsg+BwzH6sA1qF+7vOJZREpLCaVKpLGnI01qx2Pw12Pw2XHkR2P2ZSSPi7jyiwM0aViVxc9dNPNUIgNQxKJZKs/OWRjJItkkicUvJTuxS7MtKki+g4sdI7IcAHEkqR2LBpVUb0x2MEYaYbhMl7c9OCmU7Wy6hxha+XHNuL+EtEHjFtU1sbg5WOZ6HNCwljV/Dzx/pZL8dNGgHYCdMIIt1wJDdkhsFasLiVEU0IUR57VdjyFHwcuWkd0dTpoHqFJk9ASSwFxFBOnatMSqEQbAY70hwuBzBA9mKinh1p6qVW1BqgflSlkUYGRSjIom1SNgR8/LbRSRx211NNPPxISUyhjHnOppGJCxLMtDPAWe9hIEzIyVRRwMbOYwiicPQ8TDvw8SANv0ce5ZPATKsZcKrIJmbOFCSsy70mZox7wPDwe6ZU8uOIoIaXZ3MwT257gqe1PsWL6Ct4TD+L3tFK3SylTnlN6Dg+f9zAV6RUH/f+rqlexrGgZqbGp3P/h/fxsw8+O+Jxnl5zNO19956h/L5+suOb/fA/oouDBWXBT6bHpuRq8cGePog0r0cJvs5SGh6OFsO3CyzPCwWu4sCHIRcMKYlkhGUY1jqgXN2vo5TV66MWDnijmk8wiUlhEKnlj1D158bObLrbSRg099AY7HrVUkBUU3peQTnSYqwoCQT/9NNNKK6200BL08pKQSCedbIzkBPHLOKFG1DIBrGr3oiXEANxKH6Hdi8MjffbZRSjANVYj1HCHjAcXHThpDdpQuejETadaXdrHORK6EaMSY8lFT3YQvnSkhrUSc0LC2P6aMYGPAN0EaMNPOwEV0hRYayVAFyNfhOQQQCsmmlI06uUo0iLGW2WsEcCligibg6DmoHG/xoEsdeDHcGdnJfoJHMczmnBippc6taiwl0HaAUEUGtIpIYtK8phNFuWTqjvrp5/t7GA7OxjCSiyxzGE2c6kih+xxf34LTtapHZg23CyhjJUsICmMol6B4FnaeZQWZpLIg0wjdYxAXCt8nCNMzEDLq1I62lGUuPwCsurgwnh47ii6Kp/Z8Qw3rbkJv+ynIq2Cbbdso+pdAxrPTlxtl/KHc//AJRWXHFO5bWP7Rm574zZ29e467P223ryVudlzj/h4WwfhG5/DDgtclgt/mgu5x3AsHArAL/oVXZg+Cu5Oh/+XCjFHebxpFH4eEEO8hps4JJYTy9WSgVPQHfPgdz+CTxjgVXr4lEFkYCHJXEo2p5I2Zqj34GcXHXxGC9tox40PAzqmqd2OlRgpIDXs+soAAXroVaX1rbTSFpz+EU88RRRSRCG55GIka8LkDKCAl4VOTKpPZD9NmOlAVktvEhKJGEeMxUshP+K6FwUyHnpx0ab6f7bhohUnbXhCmgIAdGQQS95BRh/moiNtQmUv/xUwdqQQuPHTip8m/DQToBk/zfhpIkAHoVk1iRS0lBPNFLRUEE050VSopc8TA9J8WHFQp47AVTo8QxsHdKQFAS2BaSQyK6KtNzw46AvCWS0mmhAE0BFHPnPIZy55zJq0szgZmUYa2cp2qqkhQIBssplHFbOZNe4jRNz4eJWdrGU3OjRcwVzOZirRYfwieg8T91JLKlp+xwxKx3h2v0o4uUWY+YGUwA+k0ZVZv9YJr9mgtwK0R/joWtwWyh4uw+K2sOnGTSzIXUDuazDT0MbqpRnEakcHsH7Zz8ObH+ae9ffg8DkOep8jjU0SAv7cAN/dDhl6eGSe4qB/tBEQimP+3X2KLuyGZHggE4xHmaTtEwF+K2w8hwM9Et8knm9K8aMS43fh4jV6WEMv/XhJR8dysrgYIzljPElw42MH7XxGCzvowIOfBGKYTwELKWYa2WF9z4NyMtJFN/XU00IrbbQHp3ukkkIhhaq8vpA0UifsGCIQ2OhTjboV+ArV5OowkE4JaRSSrM4iTiInoroXh10IHDTioEGt+DTgpGXEGEMNhuBEHGVCToGqoy5AE0GZuy9h7Agh8KgZNAXOfNTjpxY/9cgh9XGJOKIpI5oKFdbK0VKBhuKIEJWPNYYbB+zUBiHNSTPDoGqgmERmk8RsEplNzASYjo42fLjo5Ava1GZ0D3a1cD1V7YOaSwJhmJczinDiZBdfsJVtdNGNBg1TqWQuVUyhbFzPQLsZ4jk+ZRed5JHC9ZzMtDBm6KqxcRd7cBHgl0xl0RhnW94mD7IaF29JGcwZhRXCq1a4rAPeK4QzjoINV9es5ubXb+bq6VdzXtl5fOWLC7mhWOKPR05aHTE6rB3c8dYdrKpZdcC2KCmK2m/VUpZadsA2h1/Rhr3QChflwHMnQcox/Ck+cMAdvcrsyFNi4f+MMO8omccuZB7FziPCjhvBdcRxl5RA1jGWjn3IfMgA/6GHzzAjAYtI5RKMnELamEYQOfGyXQWwnXTgI0ASsSygkIUUUYkx7NkvP36aaKaGveylFqta9swiMwhehRROiFZ03z556KWeXvYG4csTNHrVkkZRcHxdOiUkkhVRxy0/dhW6GnGqaweNIf6cytzoOEpVPXQhsRQSS4Ga4YrMY1FofAljY4gA/fipw08dPnXtp04teyohEYeWaWiZgZbpaJlBNFOJOg6tJ/aPAG7s1DDETqzsZIhdBNQPuI70EXAWT1lENggoM9jqaWMbbWxjSH3tUsgPglkGJZPyxdRND9vYxg524cRJMkksZhHzmYd+nMSvAsFW2niezfRjZxHFrGQhaWF6v/bi5i720ICD71HKVYzeedUiZE4VvSQTxTopk5hjLIU5ZEivhZtS4GHj0f2fJ7Y+wc2v36xcqfBTJL/I/TME18669hj3/uCxtn4t31r7LZotzSNuv2XeLfz1or+OuK3eBpd/AnuG4L4Z8ONpR68Na/PB93oU49YCLTyYCSsSj04X5hOCv+PkIWGlD5nlxPATKZGyY9SD2fDzEp28TBdmfGSh52KMLCeLrDHMYJSR2U0X66n7/+zdd3xdd30//ufVli0Pee+99x5x4uwBCRkQCKuMQssoobRAv7RQRn8FWmhDWW0pUEbDTApZkO0sO95b3kPeW9Zed53fH+do2LFkyZZthfJ6PM7jXFvnSke6957P67zfr9frbZ0DktIKdTHXCPOMMF6/Dr+pqVZtp1222W6X3eLicuQYa4yJJhhn7GXVeiXUOWG3Y7Y6aptT9khLiYnpaUgj6eprtEJDrrjRqTnCSKft0U3/NpW2nyGdydRFV2OiyTVjdDVaV6M7dXemNQRS0o7Lig3+IxnraKRVStolYZuEosYtaHRjxGQZFRG0JpKWYeDrgsG3hEBajeJm5Gxj44coUxfdTNHTbD3NVmBip7oANKDcMQcjYnbcDoG0LgqNNN9IC/U1+rK/RklJ2+2w3Ar77Jcnz3xzLbRAt0sULBuX9LhNHrdZhph7zPAGkztEwFwj5fO2e0WJew3yV0ZfcPXj+aDOfUGJjynwxYz2X4zvOsD6OvaPbbtA/W+f+1v/9Oq/Mb5WfumX7HjHnxraY2i7f3ZLqEnU+MorX/G1ZV9rTOzPzcy17xP7DCgIWeOjh8Mh5Vkxfr6AW9tRwPxFOR85SiLgM334VG/y28BNgiDwO3X+v6DCHkkL5PhCrLu57XS1lor7ZUTCqqUs0su9Bpmv8KJmQZao8pJdXrRTiWrd5FlklPlGGqNfh06iCARKnLbddttst98BgUA33Uw0wQTjjTJS9mUKq26ZfGXoY6QBkRquv3GdSlR/JvEKt7pmxYw8Q3QzQVfjGklXbgePXbtcCNRKKo4KNzuiIs4uSXvE5Bgc2/dHMnY5EAikHDyDnCVskbK/8ZiYrjINl2VEZBwYERkHRsg0pFNWls6HOsdVNJKzDartRuje7GpU5Nwcp8DYaC5n55kdVq/KIRsVW+WQDdKS8vUw0CSDTDHIFAWX2cxw0EGvWGarbTJkGG+c2WYZa4zMS2BGOKHC/1hlnQP66eZesyw06qIXtpTAdxX7mUMWKvQVk3S5wPP/ZLrUT9V4OtbXrHa2K/+7lA8cZcMoprexGJMO0u55+M89lv6Bccnv+KtxWXae3ikzlikzI1NWRpbMWLTPyGz18dAeQ90y+pZz/pztp7b7yO8+4sV9L4LPLPqMr970VT/cGwr1Zxfy8CJGtLHgUpPmY8f4URlX5fM/gxnVhj9XAwl7IKi0ScI4Wf4+1t1t8tpsWAgENqnwW0ctcUpc2o36eq+hxl3gZz4QOKzMWgesdcCeKMJnikFuMN4swzps3mMgcNppe+1TrFixfY3txwEGmGiCiSYYdBluqOtUNov2CUcFNbgbm5OvgSbqb9wVH4CdUheJ6A9GLsb9UfTSwTPajHkGKzBBNxMbNcnZl7GVezEIJCOT4KHGBIekQ1KOSDsa7U83e0YsWuvHNsqaCmLv/iMZu5JIq5CwRcLWyDCwLzIP7KeZCJGss2I4Rke6tHGvq4paXKly61TaqspO1XaeMTw9/ECO1dW4yBwwRdYVGCt0NuJqHLDWYZsdsaUxwLC7/o3EbKBJl20Q7SklVlllg02qVStQYKbpZpml3yXQu210yC+tdkCpEXr7kGsMu0jNF/zWUV+3yxgFHjBZnwtov1YGafOD44bI9FSsb7ucewcSDN/FN/vz8XZMF9tVXmfcU3l+MJd3D6v3hRe/4Ouvfl06SJ//yRH6dunrpfe9ZGLfiS0eEwSBn23+mU8+80l1yTrffdsR713T1c39eeRq8trINXbUc+8httSHLsnP921baOvuIOFTQZml4kbK9IlYN/fpIquNf+MKCU864RFH7VWjq0y36edtBhtxARWalLQdjlsbCQtORN2GUfqYZZhFRuvXAdeLhspXA/FqTr4KFDSm2o83TuEljP+pUaYkIl2n7FOi+Iwsr2766WW4Xobqa6z+xl4R8hVIq3OsmXOxgXDtV+/4Gcfm6h+J6IfKN0RXYzv9/OXQ5NeQvnBI0uFG0hXujzozPosMvWQaLNOgZtuwyPg3Wuys1+mPmrFOikBa2rHI4blP0r5mLs/iZi1PYgpkGdtIzhqcnpmGd/pqWvO5nKFBYKcqO9U51HhMaA6Yprspupsq3/ArKi4NBMocdkSRI4ocs01CHWL6GGm4uUZaoHsH53adC0lJO+2y1no77ZSWNtQQs80yw/QObZOkBZbb6+dWqVLvbWZ7gykXXSVb5rTP2qqnbA+YYtQFaGt+HdT4aFDqW7Ge3hlr3/OH72JeHg+1o9O4q5Jxv+fB+bxrRPh/yw8u995H3mvX6V3nfX5hXqEX3vuC6QOmt+nnldaWet8zP/b7uvvN6Z3luevo2saP9q/K+eBR8mL8bDC3tOF+oT4IfFulbwSVcsV8Ltbde3WV2QYSFggUqfRbRz3npHppk3RzjwFu1k/+BVSrjqmwxA4v26VSnWyZJhtktqFmGqawA1pvJUrsjcjXXsUqo2tsgQKjjDTSCCON1OcSCcKT6qNW43Yl9jpl3xmp9d0NbBwR1NsIvY2QewW0x0mVqu1WbbeqaF9tj7TaxmMydY1E9A3OxeGNBCyzk8zDPBtppdH6ui8qiuxrfBySreYcKCsiWoNlGtIYJh+Gyw+RaVC7deF/mGRs1pBgzbIHyBpD5mguQEvSmREIpJ1o1nNuMhGko8DTEDmyjJZtnGxTI33aVJnaOZjuCiCpSqVtKmxSYbNKWxpL2lm662ZyRNCm6mbSFZ3FmZZ00l5HFDlog1P2gD5GGWm+EeZfFndmpUobbLTOeiec1E0317vWbLM6NEy2Up0fWGaN/SYa4MMW63ORFcFtKv21Imn8p+lGtnNxDYLA7cEpeyWtjPXXox2xCu8+HKbNHx3Xdt3Y5jKmPc3DV/GWZiSuJlHjb5/7W99a9a1Wn9+nSx/vmfYe/3rrv7bp560vZfGStG6xMvcPeMj4wr7ePPHNrT6nPs1fH+ffS0On5C+HMKQN3Hx5UO+vgzK7JN0l35djPQxoo0Nyo3LftNcWlbpEVbC7DTT+At4fSWnrHPC87YockSFmdlT9mmpwh6Tfn3BSkSKbbXHCCVw+8hXqvHY6GmX9NxfZ9zA4cjiGxKuXYZdd6xVIqnWwGeEKt/pma0yW7pGIPhTSN8RHZF/GmI72IK1G0h5Ju5pteyXtFzSbcgAZ+skyUqYRkXRoePR4qAz9Onys4B8mGZseC9Y81ew/MvqGpCxrDJljztzHerX9Cvw6QFpFZB7Y2YykbT9Dm5ahXzPzQEjQsozq1DMrA2m19quwuXELozUgQ4GxCs1XaIHupsm4TMLZc6HSSfusUmyFU/aCPkZHJoD5l1xnFggU2+c5z9vvgEI9Xe86M0zvMF1ZIPCyXX5qhQwZ3mehRUZf1Pc8oNaHbJAp5r/MMKidjrpNQdyNwUl/rqsvZ7S9dfS9Uj58lJ2jGdvGLunqEuY9x+PXhJESZ+OF4he8/9H321++/7VfjHDn+Ds9+vZHpdIpiXRCPBWXSCXOeBxPxe2uinnf+tGSqSqVO6cLkgfdP+9+37ztmy1qtorjvPUQa+tCgf5X+p0/S600SPtiUO5nagyV6Wuxnm6Ote01OKrOdxV71kl95fhTw9ym/wXpAE+q8oIdXrJTmVq9dXW98a4zrkMqYCedslmRIkWOOyEmZrhhpphsrDF6XyLyFVfTGEYdkq9iwRki+4kGRDqvKyGyr3dchSKVtqiwRZVtjXldMZnyjdDVGAWN5GuMHH07HekKixUnG8lWWLDYHSUdHGx2ZEY0InFUpMtuIF0jZBp+2RMP/jDJ2JxZwZrlPya5m9Tupn1qD6kwjb0RsZ5kTYi2idE2gcyRxDp3i689SCuPtGlFEjZH++0I3VoxXWSZJMcU2WbJMTfqa3eerJmzkVARXTg2K7NWpc0CKZm66Gm2QgsUWij/IuITLhaVTii2UrGVSiLy2NcYIy0wwjwF2iFUaicCgd12e9bzDjuij95udIMpJneYtf+ECv/hZTudsNBI73fVRQ0g363aR2zUXZbvmd5uDdmn0mX+R7UXY/1MbGPUwtZ6Ju/hhwP50zZOQnvlJIuX8Oy13NRCLEZFfYVPPfMp31/3/XN+/dtv+LaVh1d6cNODLf+grIEMW0ZGAQeuJr4TfHrhp33tlq+d8ymPVfLew+HjHw/mrvNIqIIg8LBafx+UK5X2EQU+HeumaxuqizVSfuqgn0eygncb4k8MbXcrMi1tg0Oet8PGaMGcYagbTTDd4It+v55yymZbFClyzPEzCNhkk3S/BELxUPS/335rHLJRiWJBs0kgTeTr8uu8UmpV2qbSFpWKVNjSOMM4JluB8bqbrMCEKEZihIxOFPjagLDStT1a27Y0rmtBs/ZuuLaNjgLax8o2NpL1jBK7iAiVjsYfKBlrRTMW1JEsbkbSdpHcRnI76TNbfLLGNSNpzfaxztnzbi8CcUk7xRsJ2uYogiNsB8b0lGNOtM2VY5aMTiCmbwlJVcqsVWqF05Y3xmrkGaKXhQot0NOsK5a6XOG4Yivts1KJfWCgySa62TCzLtlopkBgm+2e87zjTuivn5vcaKIJHXJXm5b2uM3+1zrd5fuwxaY4R7mojdiswv02GSTPf5iuRzuqnKeDlPnBcZOiUUltcfsFAX138qYCftRG3v7sMW55iVdu4OrzdKCf3PWkDz7+QUcqQ8v+bWNu82ez/qxxTuVTu5/ykd99xL6yfWc+MaOQYS+SPZKD11O3tvFLmz+y2ZR+U844PBHwdyf4lxJm5/HQEEaeZ/0sDpL+JijzgnozZXsg1tPUNjhS0wJPOeHfFTsp7lZ9fdRIA9q5uFWq85ztXrBDiWo95bvOONcZr+9Ftr5Lldpok822OBa11kICNsVkky5J6Gpa2gk77LfGfmtVOYmYfsYaaJIBJupnjOzLTALiSpRZo9x6FYpU24sUGuIjJutuim4mKzC20xGvMI3gsIQiSVsbiVfSXg3FlTDTc7IsEyORfEi6Mg3q1EWFBvzfI2OtIV1KckdEziKCltxGaq8mp0QGWePJmkb2tKZ9xtA/iHZnIC1pt7jV0bZG0g7hGz4my8Rm5GyOLGM6XZma8MNb66BSK5Rarsw6aXVisvQwQ2/X6O06edqY9tnBKHdMseV2eEG1El31Mt4NxrtB/iVyFYVhmFs8b4lTSgw2yM1uNKaDXsNip/y7lxxR7jaT3We2nAvUqq1R6q8UGavAt03VtR3f50dBtU8HZX4QK3R3rG3E++6DFNWxe2zbfsbjh7lzKatvZk4bTKWltaU+/tTHPbjpQZP6TrLlo1vO+Hp1vNqXXvqSB5Y/IBWkyOzH0GfImcChN1KzBGTGMuVl5Vn/ofXG9m462dOp8Hd4pYaPFvJA/3C+ZEtIBIHvqvIvQYWsSKD//jYK9Dcp9w17bVVpsm7+ymhT20lsKtX5vSLP2KpO0hSD3GSCmYZd1EiitLSddllplV12CwSGGWqKyaaYrMcl+GwlxR1RZL81DlqnTqUMWQabYri5hpp5yT7TLSGhXLl1yqxVZk2jpCNT1zOIVzeT5WhjOfgyISReByRsELde3AYJm8/QdGUaEeVzNgSqT4oMa52fdLWEP5KxtiCoJ7mL5FaSRSQ2kdxEqllKdqznmeQsa2qkSev9uidpaeXi1jWSs7g1jdWzDL3lWCDXVXLMl22i2CVKh78YpMWV26jUcqctVxNpuQpM1Md1elusi5GXnVimpRy03jbPOqJIhkzDzTPRTfobf0nOJyVlg42WeFGZMsMNc6ubDTf8or93vaRfWO1Z2wzR00dca8QFtmJfVuIztpihh2+Y2ubh0KkgcFNwUom05bF+bWq3/WsJnzrOkbEMbEMh7uGDvPVVNt/KlHYkG/xm2298/MmP2/eJfbIyXkswNxzb4L1P/L1Nuf9K1mAO3UXN82cck52RrewzZbpkh0TzQILb9rMnwY8G8c7zrPuHg6Q/DU5bK+EOeb4a62lgGwT6xyJd2DORLuyjRrqtnWGqVeo9qchTtqqXsMBId5thyEUSgnIV1llntbXKleummzlmmW32JYmeaMggbGhBJtXLlm+oGYaba4hpl7X1mFCuUpEya5RZq8pOBDLk6WGGnuboaY4C4zqVNjiQiipeWyLytUHChmajBnMi0jWtMRw928RO3aE5L9JVpA6Q2hlyisRWglNivZ/+Ixm7YKQrInK2MSRnDSQtqGo6JtY9MguMjkwEo5vMBBmDuYBhulcaYfVsV0TOVqr3ajODQFbUl5/c7MMzqdM5OGsdcMpLTnlBpbBKka1QT7P1MEtPs+QbcVnJWbmjtnvOLi+Lq1Ggj5EWGmWBXoZ3+LkkJa21zgteUqnSFJPd4ia9O0DHttEh/+UVler9iflu1nKWVmt4ynFftMOt+vliO8jpqqDeG4NT/j7W3V/Gzn/hXlnDgn08PIS3tKHI8+A+/mQlO9/I2HauCyeqTyjIKWgkU81Rk2TOM4F9VXEO3a628vnXHHPTyJs8+55nwZEEV++jJMVjQ7n2PJrj1UG99wSn1Qp8M1borjZILqokfd9+v3FETOyCdGGHlXnaVkvtVi9pvhHebOZFkbBy5bbYqsgWBxwUCIw2ynzzTDC+Q0OQk+KO29kYZxPKDAL5ehpmluHmGmiSzMsQJdTgNA/1XltV2d6Y5RWTrbupjeSrm0lX1MzUgECthN3Nkud3RqL6Yk15mhmyTJBjphwzZJsh26ROeXPfIoKA9ImwUJPaF5Gus7ag9MznZA4ja5JY76c6LxmLxWJfx5sQxx68PwiCstafdYVzxoI0qf0hSUvtIbkn0qftCV+cSDAfIjc0CmSNjgjb+CYTQUa/11VFLemwuNXNevlbzpjRmaGvbFPkmBkZBGbLvELDuM9GveNOW9FY1m8QsjaQs57m6uVquZcpbT+hzj6rFVvusCKBlB4GGm3RJWljxsUttcwrlklJmWeu61170bP0KtX5T6/Y4KA3mOyd5l6QEPsH9vu+/f7OWHe1Y3D5m9On7JG0Ntb/vCGltWm6bufzffhiG+LhflzM+1dRfEfbE/Dbgg+v4Xt7QmPAhC6H3P/k/R7Z/kjj1x9/x+MGnWmyWAAAIABJREFUFAwwZ9Acp1Ms3sf+BEuGM/c8vOo3QY37g1KDZPp5rLexbTA4rFbqH+10Qr07DPABw9qsC0sLbHLI07ba5LBsmRYZ7TaTDb1AElamXJEiW2x1IBL6D9DfZJNNM1WfDjLEpKWdts/hiHydsFNKQoZM/YxtDHrue4lNTmlxVXapslWFrSptVRvpTSHfsCitfpxuJupmiswrKEoPRwE2kK0dEnZI2hXdrDdwiMwouHxMJKxvCDCf+vqY2ZyuiMhWcaQ/39v079Q+gpozj4/1DAlX4zY02o8maxIZ4d1cp25TxmKxW7AkCIJkLBb7ZwiC4P+d73mdNvQ1SIVuzkZyFm3JyOkZVDcdGys8yzgQbZnDaWPmz5VGymnJRpfLlsggsE2DcDTTMDkRMQsJ2rTXpBJfbgQCdQ4rs065tWeQs24m6+0avVyt62XSytWptM8qey13zDYZsoyy0CS36mNkh/6sSpWe94I11sqR4zqLLbTgooJj09IetMrTtpptmI+6tt35UCmBT9hsg3I/NLPN43N+H9R6T3Daj2O93NGGCtC43UzL5eE2hL/+YA9/toYDb2JoB/lBfnOItyzj0xP4WrMs2Ee2P+Jjv/+Yw5WH/e/b/tebJ75ZdZqb9rOujieHcUMra1gQBP5FpX8OKi2Q4yexXnqf5xpSK+W7ij3kiGHyfd74NuvC6iS8YrenbXVUuZ7y3WyiG4zX/QI+34HAXsWWW2G7HQKBgQaaYpIpJuvTQTdJFY47YnNU/doqLrweFxraSL4GmHBJxff1TkTO8KLGKSWBJMjWS/dI59XNJAUmXrFxQU3j/TZJ2Cxuo6StZ9yAhzmXY6Ig8vGN+9DF2LkMAq9BujIy9+0Mt8bHuwlOn3lsrHtYVMkcSdbIpseZI0PSldG20nmnJmNnnEAsdg/uDYLgXec7ttOSsdYQBKQPNTMPNDMQpE80OzAvcnlOIXsG2dPJmk5m52oDtoS0agmbxK0Vt07CWimRD1+WbJMicjZbrgWyjLiSpysQqLFHiVeUeKWxpZlrYGQCuEYPMy9LK6DcEVs9Y5eXJdXrZ5zJbjPcnA51Yp5wwlOescNOPfRwsxtNN+2i4gWessWDVhmhl0+6ud15UafFvcc6uTL8xCwFbWgHpYLAnOC4YTI9mnH+KuybD4YxF9vHnP98vrebD6/lyJ0M7ID7h4M1TH+a0V1ZdiM5Z72cFfUVPrfkc3rm9fS56/7Bmw7wXHXYVr2nlfW4Pgh8Iij1kFpvk+8bsUK556kSblLuS3Y4pM59BvuoEfLa8P4KBJbZ4xdWK1NrlD5uM9l8Iy5owHxc3EabLLfCcSd00cU8c8wys0Na6VCj1F4r7LG00eHcVS+DTDXIZANN1uUSjjtqcICXWa3U6saqV6Yu0ZzGkHh1M1muflfELBVISdorYWN0Q71J3OZm8RGZUWVrimwTXj8TYIJEVAjZ8VrSdUaygqiSNS7KKB1J5qgm4hUr7JAu1uuJjD2OXwVBcM5Qnlgs9uf4cxg2bNjs/ftbDlt83SF9+iyCtpXE5pC8NSBjQETMZjTts8a+LrLSUo5FBoGQnMWtFwh1d5mGyXWNXIvlukbmZRgx1BrqnXLaMiVeUWaVtHqZuuploV6u0cvCSz5jLa7GTi/Z6mlVTuqqlwluNt718jpQ2LpXsSc97YgjBhroDW4x+iKCXdc54DteVCDXp93S7lbVeuX+wkbX6ePLJrZpYfpWUOkfggqvtCF37PMn+PIpqieQdx7e+d1dfGwdJ+6i70UWSlJpbnyRNaWsv6V1DdqpmlJ/cbrQryvOn4tWEqS8Nzhthbi/i3X3Vwpajfqol/Zf9vmZQwbI9ffGm91GInLAaT+23A7HjdbHu8w37gLJQ6kyK62yxlq1ag00wFUWmmpKh4z3Sqi1z2p7LHPUFoFAbyONdpWhZupuwCUjPWlxFTYrtVqZVSptQzoS2s/U0xyF5kaV9yvTAUk5qt5KcaskbJCwRaCha5Mr20TZpskxVbbpkWmrE8c9BamopVhEYku4T24J19LmsqGMfmSOjYod4yLyNS6UEV2GOKsrTsZisdhznDNf4LNBEDwaHfNZzMGbgzacyJwpfYI1j3+CrhPDLX8MGZ28LHohSJeE5oHERpIbov1WTW+wPLKnkDWTnPlkLwhbnZ3cNBDeie1Ub5l6L6u3tNG9mWVSM3J21RV11aTUKbO6sWqWcFpMpt4WG+BOheZf0gtqWtoh623xtKO2yJRjtEUmuUUvwzrsZ2xW5BnPKVNmnLFuc4v+F2jIKHbKv3hWvaSPu8G0dgby/o+DvqPYp4z21jY893SQMi045j5d/GtG6+Tv1+Xcd5j1o5hxHoL1zZ18Yj0ld9PrIvXFX97K5zbzo3m8r5XOcxDwkWPhxICv9+NTrXTndgUJ7whKHJPynTZEfGxT6Ut2KFbjbgN83Kg2xYnUiPtf6z1jqy5yvN0c1xrX7nmlgcA++yy30lbbxMRMMtFCCww37KLJUVrSIZvsscwB66TEFehrjKuNcpWeF5GLdz7U2BfdvK1WbkOUap+pu0l6mqunubqbckWyvUIz1k5xK9RbJW5loxkrJj9yMU6Xbaoc02QZJ9YJDAEtInWUxPomwpUoitbEuqZjMoeHnaWsydE2MSxctGNqx6XAFSdj5/3Bsdj78CHcGARnK+POjTkTcoI1/96M8cYyQ0LWJSJnjfsJZF1csGCnQxAPK2jNCVpiHQ2+h1g3sueRPZ+cBeE+88pWm86HQErCxoiYvazeSqILWo5ZETG7Vo55V6wsHkirtNVJzzvh9xLK5OhngDv09yb5l/BiD6UO2uJpeyyVkjDQZDPdY8AFuhjPRkLCCiu96GVxcTe43rWuuaDWZYkqX/esw8q831VuML7Nz00LfNoWK5T6vhkmtYGM/2W61G/V2hQboGcrNyLb6pm0h/8ZxLvPc11+YAef3ED5m+l+EWvTilNcvYS3DuXnC1rvdnwuqtx9pjdfbYULvxzUeV9wWq6YB2O9zW4lxDUp7UcO+JEDesnxWeMsdP7gtEBgadSSrFDrBhO8zWwF7XS+JSVtiFqRxxyTL99cc8w3V8+LbA8GAifssscyxVaoVyVXgZEWGONqfS+R7jOUNux10hKnLGmM0eliVFT5mqeHmbIuMtT2ws6tTtwGcSsjJ/yqxnZjhr5yzJdrfhRTNLXzEq8GWU9iHYm1Tfvm7cWMQSHZym4gXlPOEMx3NnRqMhaLxW7DA7g2CIKTbX3enDlzgjUrXqRmBzXbqN7WtK/dTZBsOjh3GAVTw63rNAqm0WUcGZ30TXghCNJhLzy+gsTKcJ/cpEFIL3NkWDVrqJ5lz6QNKdxXCuEFZZU6r6j3koQNSIsplOdm+W6T6/orVjVLSyjximMeU2oFAj3NM8Cb9HGtjEto1a5TaacXbfW0GqWGmGGO+zqsUlajxuN+Z5PNRhjurd5yQYtmjbhve8Emh91hqvvMaXM1pVzCe6wTw/+Yrdt5CPimIO6G4KR/iHX30VZiLhIBBdv5q17803kKf1/bxv/bRNVb6HqB/L88zsxnSAdsuJWerXzkvlESDv3+s558b2DLpO2nQbW/CcqMleVnsd6GtSJT2KPal+ywQ5Xb9PNJo3Vvw+J7dkvyfa4yqp0i+nD80UbPe0GZMv31d5UFppt20a3IhFq7vGKbZ5U7IlOOYWYb7SpDTJNxCW7YAoFqOyMC9oJa+xHTw0x93KCPxXKvQLxP043sS+q8JG6VMJyALGPkmB/lRM6TaVSnDPAWBGFCQQPpSkb7dAMlyAirW9mzyZ4VdoKyp4YTLF5H6OxkbDdyaUyAWxEEwYfP97xWBfzpOLV7mhG0rVRtDh83kLRYTtTinBqSs66TyB9N3ggyO88sq4tCUBO+uZsTtHSDkD4/JGY5V5N9VahBy2hlBbjCSCtX70W1nlbnWYFS5Mh1tTy3ybU4mrN5+c+/zjHHPeGYJ9Q7Kkt3/dymvzcq6KBxROdCUtxWT9vkMXG1RrvKTG/RvQMWhEBgg40e84QMGe52p6mmnP+JZyEl7SdWeN5284zwEYvbnNhfpMKf2+Bm/XzJhPMef0f6pCNSVsf6t5oyP30PQ7L53Xm461e38nebqbuX3AvsRL97Bb88wMs3cFUrXOYnZbzvCPd245dDyDzH6QdB4EtBhe+ocqNcP4j10q2FKmAg8LAjvmmvAlk+Y6zr2kCmqtX7jfWese2CW5JpaVtt85wlTjoZTYG4yZgO+HyWOmi7JXZ7WUKdPkab6EYjzLskAaxpSZW2KPGKU5aocxiZepoVEbBr5VzC2bPnQiAhaYd6q6IuwiuNyfXZpsh1jRwL5Zgn8zJF9bQLQTqMh0huI7GGxKpwS5+KDsiKql2zmshX9nTaOGmjM6NTk7ELxQW5KdPxsJJWtSkkZ9XRvv7QmcflDglbnvlj6DKm6XH+6Nd/yzN1KCRl8aUkloa994YxUBl9oukC05vtJxLrXOQ0kIyqZk+p9aRUNAYkQz+5FsqxUK6Fsky6rOQskFZmtWMec8pLAgm5BurnFv3doUsHVa7ORr1qmzxmq6elpYxylenu1LMDhqeXOO0hDzvokFlmusMb5baz6hcIPGmLn1tlggE+6Wb5bayMfN8+P3DA1022+DyL3hNBrfe1IebiHYdYWcve84xF+sct/H0R8beSfQESzLWnmfMsX5jMF1vhsWtqWVjMdV15Yui5RxwFQeCLQYXvqvJ+XX011qPFXLWUwL/Z49eOuFovnzNO4Xm0SmmB5233sHWq1V9QSzIlZaNNXrbUSSf11dfNbjSpjUaMllDllL2W2+NVpQ7IkGWkBSa5Rd+LMJu0hDrHnLbMacuiEWu1YjL1NK+xApZ9Cd2XzREIJO2JTE8bogT7zRr0UZmGyHVttF3TaXIdEc2I3tmUGNBoTtuhSd8Vi4jXPLLnRuRraqdbc9qMZBV1xdTto7Y4fFy7L9ynqsWu2v1HMtYqEqep2R7+8Wr3hlW12t3hFj9+5rE5A84kal3Ghfq0LmPJeB2lCDcgXRmVhRumC2wMBZFqowMywx589tzwA5MzL+zLtyFM8nIgvFjtFveqeivEvdoYo5Ghnzw3yHWDPNfLuIzz2RLKlXjJSUuUWoWU7qbp73Z93XRJtCQ1Sm32O9s9LyVhhHmmu0vvixyBlJKyxIte8rJeernPWw2+AH3cMnv8p5eN1tffuk1uGypkCWnvs165hF+a02rcRTIIzA6OGyXLbzNargj83XG+XkLdxHNXoBrQQMYSbyXrAsjYpzbwrV0cu7NlA0BVmpl7qUuzcTS9WqjA/WtQ4atBpQ9GRKwlx2SdlC/Y7kUl3mmw+406b1WrVI3/8JItjppkoHeZ167xVnFxa6y11KvKlRtggGtdY7JJF5yQX69KsZX2etUx20FfY4y2yEjzOzQUOZBUoSgiYK+qthvkGazQgsak+8uR9xVISNgcXctCzVdaWDEKh2RPlW1GlGA/S+ZlniBy7pMOwo5L45SaaJ/coWnecyzK6GqeqTkhvOnvpPqucyIIiB+hZle41e4OOUPdvpBwJUrOPD6jC/kjw45b/kix8d/5Ixm7YCQrm8hZze4mkla7m/rDTcfFMsPKWZeJYcvz9WwgCFJhaG0jOVtLfDVBwxstL9ScNZCz7LnhdIFO0uJMOhi5NJeo80LU0syQbZY8N8hzk2zTL5utvN4pJzzluCfUKJYhV2/XGeB2Pc3p8POoVWGLp2zztIQ6Q80y3V36aUO4VisoVuwh/6tKtZvdaJGr2i3uX2Wfb3nBDEP8lRtltuH5W1T4gA3ebKC/0Xo569+CSv8YVHg11s+4Fm4Y/vN06Fg8ODZsV7aEiyFj6YDhjzOjkMevOfcxQcA7DvNQRZiu39KYo/8KqvxdUO4++b4dK5TRwuesTMKnbFGkwieM9vY2VEbXO+h7XhGX9B4LXGtsmxf3GjVWWGm5lWrUGGG4xa4xrh3f42ycsMtmTzhovbSUHgYZ7SqjLNK9AyNvEsqVWqHEMqWWS6oQk6m76Xq7Wi+L5F+C8WRnI62y2ci5FRLWCaIb4UwjI6H9PDnmyTL2ys+cDGqj2KWNzhgR2DwkNXNks/nNkyPSNe6yREd0CIIgLMLUNhCu5vvdpJt5DGM55I8gb2QT6cob2fR/2X3OWBf/2Ka8VEhVhy9Sc21azTZqdr7WQNA1ImkF0ymYEf779RTFEQRhjktDfz++KqyoNVTQYoUhKcuZR8615FzVKXr8obh1gzrPq/O8hHXC4bq95LpOnpvkuu6yZJsFAlW2O+ZxJz0rqUKOfvp7o/5u7/A2Zr1q2zxji6fUqzLULAu9V8FF6Ehq1HjEY7bYarRR7vUW3dtponjOdj/yqmuN9WeubtOC9w17/NJh/2W66a1URU5FMRd/oqt/bsHG/mQlbzzI0hEsauUtejFkbOlJrlnCg/N514hzH/PNEj5xnK/0429beEl+EVS7Pyhzuzw/jPVqsTV5WK2/VOS4Ol8ywQ3naVclpPzSGk/ZYphePuY6g9vYeouLe9FLllspLm6C8Ra7xvALfP8GAodttsljjtkmV4ExrjHaIr07sPJT77gTnlbiFRWKkJatUC9X6WWRQvMvufsxUKfeMnWeF7dcwhZh9SgzGiW3oJGAZZ4zDeoyIkhHuq4VxFeGuuNkkcZqV6wrWVMj0jU9krVMIePSZjB2GII0dfup3hKu3Q37mu2kms+eziJ/FPnjwg5Y/timfd6Qdk3L+SMZu9xIJ8JqWgNBq97W9CKnG8hLNl0nh8SsW0TQCqaT/TpyhwTJKOelgZytJrlZ+GHNiQwC15NzQxixEbvybdyU0+q9qM7z6i2RjsYg5Zgr31t1cc9laWem1Sux1HFPOG0F0rqbZoC79HNrh6b9J9Ta6hkbPQpme5uJbrngtP1AYI21fudJ2bK9xT0mtCO6Ah62zm9tcJfp3mb2eY+vkfJOa+TK8FOz5bZy7h9Nn/Y7dYpiA84pcN9az+Q9/Hww72hl3bgYzdjH1vLD4jAwtts5XsqlNVy/j9u78ZshZJyDbzwe1PpAcNpiuX4W691iqv5Wlf5akZTAv5jcKlmFo8p9x4v2KXGLSd5hTptNFTvt8pjHlSoz3TTXuuaC8+jS0vZbbZPHlNini0JT3W6c6ztsHFEgqcQyxzzqtOVIKzBeL4v0skg3ky7p3ElIOaLOM+o8G4nta8TkRxWv0OmYY5aMKxCDceaJHo+MXhHxSqwiqAy/Fits6oI0hI5njur0eZYISVdtMTVbqdoS7hvW5eZVrpxBYcGk64QziVfecDI6xp37RzLWWRCkwkpa1QaqNlK5IXwcb5abkjc8ImYz6D6b7vPJ6dwZYWcgXRGaA+IvhFujQSAvrJblXE/u9eGH+gpHawTSEorUe06N30rahmx5btHF2+S5SewSRlQ0oN7JZm3MfXINNNR7DHBHh4ZEVjrpVf/tsE36GGWRD16UnuyEk37lIcccc53FbnJjm6sYgcAPLfOCnd5rgVtMOu9zVjjtLxX5U8N8qJURWuuCuFuCk/451sMHYq9d4KrSdNvOV/vxmVaKhA1Bre0lY8k0gx9jcV8eWvTarx9LMmsvXTNYM5Ie57ixXhLUeVdQYqYcD8V669rCordUic/aplC2b5pqeCsjqAKBl+32E8tly/Qh15jVxmpWpUq/86TNivTVx13uNPICx5ilJO2x1CZPqHBUdwNNc4fRrpbZQZEUtY445lHHPSHulBx99HeHAe6U3wHGltYQSIlbG5GvZyUUIZw0kudmeW6Ra5HYFRz2LQjCdmN8CfFXw+pXal/0xaywzdiQUZkzP0ytfz0Qr1Qd1UVUrqdqfbTGbjyTdOUODgshXSfRZRIFk0NZ0WUohPyRjHV21B8L3zBVG5rePDXNxI95o+gxn+4L6LEgrKC9XswC6TLiL4fErP6FUING2MLMvprcW8i7IxxLcQU1Z4FAQpFav1bjf6WdEFOoi7t1cZ9ssy+5fiQQKLXcfj9QaYsc/QzzHgPc2WG5ZYFAsRVW+Kl6Vaa43Uz3yLrA75+U9JgnrLXOTDPc4642i7ZT0v7NEusdcL/rzW/DUPQv2u4ZJ/3ULGO0PDn7pvQJNQLLYv3OKXbvvYO3dec/Brb8sy6UjD1/nJte5OGreMtZA8kTQTj8e3UtK0cy9Rzr8cqg3r1BiTGyPBLro0cLi+BvHfU1u4xT4AFT9G6FuNeI+2+vWm6viQb4qGv1auXv14C0tDXWedozEhKus9hi18i6ANKUUGenFxT5vWqn9TbCNHcabu5FzURtOteEEi876hFlViFDLwsNcJfeFl3SsOi0SnWejQjY89JOCwOr50UE7NYo2f4K6mqTxcSfp35JSMLSkTktY0hEvBpyKGd1ConJeZEoi9bMZsSrZmtY9IDM7nSLChsN8VVdJ5F15dqof5hkbObUYM3aDWRcYUHjpUKqhsp1VKygfAUVK5siOGI5dJsVErPuEUnLG95pBPStIl1C/UtR5WxJNMZCaADIvT0kZjmLr2jVLJBU7yU1fqXOkwK1Mo3Sxdt08VZZF+lOPP/PD5RZZb8fqLBJjj6G+hMD3C2zg+6m61VZ7Rd2elE3/VzlTw029YLP9wUvet4Lxhjtnd7e5viLeklf9ZRip3zGrSZqhR0JRer3WWOwPN83Q2YLi9svg2ofC8r8JtbH4nO0x2ftZWBW61ljF0LGUmne8mpIyE7cRf5Z6/8nj/HAaR4czLvOsSZsCuLuCk7pL9PjsT76nkOPEgh8zz4/ctBVevmyibq0QoD3OOnbXlCi2lvMdGcbB8KfcMIjHrPfASONcJc79b0AvWFcjS2estXT6lUZYIJp7jLY1A4hJzX2R1Ww30solWuAAd5kgDdd0hDWtGp1nlHrt+o8j/pIi3pjRMBukHGZIjDOidTx8BpbvyQkYakwAkjGgFA6kntjuM8aceXOsa1I1VC5lopV0bY6dC82IGcg3WZSMDPazwgF9Z2smveHScaGx4I1f59H4WR6TaXXFHqModsouo8i+/x3fa871B0KSVnFCspXUrmmSYOW058ei+hxVZP+LKcTBv6djeR+6n9P/RPUhxc0sW7k3kzubSExu4JVs7RKtR5X49filoIcC3TxLvlul3EJ7e6BQLm19vuhcutk62WIdxno7g4TGh+11TL/rcJRo11tnnfJv8Dfaa11HvGY/vp5rz/RrY3C/ir1vuR3SlX7vNsNO8+onqed8Hnb/bXR7muh5VQXBKYFx1wlx48zXhvTcPdBdscpaiWmqr1krD7Ffct59DD/OJXPntV5fbiCtx7iY4V8+xycc1eQcEdwSr6Y38X6GHyOZP2ktC/b6fdOuMsAf2OsrBYITVrgdzZ7yFo9dfEx1xnXBnKSkPCil71iqRw53ug2M81oN3FKitthiY0eUafSUDNNc6f+xrXr+5wLaUmnLXPEr5VZE82LvcYAdys075K5DtNK1XlJnSfUeUagRob+8t0l351yzL1yjsfUkShD8uWQfCXD9qhYD3Kui8jXjVF2ZCe+cY+fbDLFNRCw6qKmilfeCLrPpWBWWPnqNjNc/14H+MMkY1NGBmu+/2ZOb6ZkE7Vn5YHl96f76JCYdR9Nj7H0GBfuc6/ssNAOQzpB9eawclb+KuXLwryTBuQMCsuzBdOb9p15DFS6OrqT+x11TzRNC8joF04KyFlMzs1X7GKSdEith1X7uZS9yJXnRvnukecWGW1o+1woyqxzwH8rs1qmLgZ4k0Hu6xD9S1LcJo/Z5DFZ8szxduNdd0HC5p12+YVf6aG7D3h/mwlZiSpf8IR82b7srlYF5YHAXyqyXaXHzJfXwuL3hXS576myIzbwNa2+jx/jx2VUtBLs/5WtfLYdCfyf3cRXtvGtmdx/Ft+oTzNyN0OyWDqSnLPevokgcEtw0lEpv4v1NfocRCwl8HnbPeekPzfcn7YyXDsu6T+8bJV95hnhgxbp2oZq5XY7POH3SpWaYbo3uk3Xdr6vUxJ2eskmj6p22kCTzfUOfdrQhj4fqu1xzBNOeFJCqRz9DHKvAe64JEn4YcD0usaYnIRQA5uht3xvku9uORZefgIW1IZu9vjKyO24gvTB6It54fWygXxlz2qX4++yIVkehq5XbQrXsaotIQFLnGo6JquQ7vPO3F5PGuqz8IdJxs7WjNWdpnIv5XvCfcUeKvaGW9UBNPvd8vrSc1xEzsY1I2pjyHqdZKG0hPjxaMLAxqZ99TaCaKh6LCcUL3af0/Tm7jKpw9wiHYYgILWT+CtNW2OZfVCoNcu9mZybLvsQ9FBftk6N36j1iLTjYrrIc2tEzG68ZML/Stsc9ksnPSsQ6O92I3xIbgckb5c57FU/csw2/Yx1rb/Q7QK+b7F9fupBPfTwQe9X0MYq3maH/ZOnvcFk7za/1WPXKfMRm3zWOHe2EAGwKqj3xuCUH8QK3X2WBuZbJfzlcQ6PZVAL9yYNsymr30KX83w8NpUx+xneOZyfnOPUf1DKnx3l2WHcdI4/x9eDCv8cVPpprJc3niOPKRD4mt1+46iPG+VdhrR4LjXiHvCcbY55p7neaMp5q1pVqvzWY7bbrq++7nS7UUa1/kufhZSkXV620SOqlehnnFneYqDJF9WOTKp0wjOOe0KlrY1VsP7epJcFHa4FC9Sq87xaj6qzJBo11JBTeL1cN8gx85Jq0M48oYDU3ibSlVhBYgOi+KTMEZHeK9J9Zc/oFM71RqQTYdxTI+lqmHxzoOmYrJ50ndIUAdWQ05k7tHNX8VpDqj7kH+U7Kd9FXYnYgn/6P0DGWkOyLiJquyjbGf1xoq3m2JnHFgyl58Sw7Vk4OdomkfM6Sgk+G41joCKCVrmBytUky8KvZ3Sh2+wz7z46owYtuZ/4s9Q/S/1zTUGDWTOituYt4R3hZRylETqnVqj1W7Uel1Yiprt8b5TvHrkWi3VgTEUD6p0vAqbUAAAgAElEQVR0yM8c8ZCYLEO80xDvlnWR1blAYLelVvopYq71EUPNbPf3KbbPT/yPQj19oB2E7Ede9bztPusNrerHAoF3WwceNOuci30qCEwMjrlJrn/POLP1ubSGa/bx+FDuaOGj/cAOPrmB8jfTvZWXMJVm0fPsqWbbG+hz1jqYCpi4h+4ZrB752o9VUZBwU3DC3fL9Z8a5W7Q/tN9/2e89hvqLVipMpWp8zTMOK/Uhiy1qw7igffb7pV+rVetG17vKwnYJ9NOSdltqg9+qckpfY8zyFoMuQhPWNFrsCSVeklavqzH6u0M/t8np4PiZkIAtUeuRqP1YLUMfeW6NpngsvqwTPKSOhte4eHStSx8N/z/WNRodtKDJ7ZjZiVp0qbpQVF+xOlxjqjZFxYBwcLlYVki0ChpmQkf73MGdb71pC9KpsNjTyCmacYyq/WGsRgO6DBB7z7H/42SsNcQrwz9gwx+zbCdlWyndFr6xGlAwLNKnRSSt1+SQtL1etWlBEE4RaBRErgodKen68OvZfZuIWY+FoR4tsxM5bIJUGJsRfyYkZ/FlSAhL9NdELs17yOr42XUtnpKkeq9ExOwJgQoZeuniHQp8WOZ5xOkXglqH7fPvTnpOtl6G+zMD3XnRd+0Vjlvi35x2wHR3menedjveihX7iQcVKvQB72sTIauT8HcelZb2Vfe0OsPyMUd92S7/YZpZLQilP5o+7Tn1tsUGnDE8vCpN9+18oW+4nQvf2slfrqfk7pbHGcG3d/Lx9S0HvDZoxR4awr1nyfEa2pPHpSyN9dPrHO2kRxz1Vbu8UT+fN75FgnNMhX/ylAp1PuEG01qpnhES2qWWecZzCvX0Dm83sB1Bo2kpuy210SMqndDHKLPca7BpF0zCEioc8WvHPK7eMVm6N852LTChQ92IgbqIgD2qzlMRAestzx26uEuOqy5f9StdFWm9opvN5Jbw/zP6hNX/nOvIWRgm2neWlmOQonp7uHZURqL6qo1Ngec5A0I9VwPhKphGl/Gvr7DzBqSTYZWrdEu4nd5C6VbKtofFjgZkdzuz29az4fFYcgv/j7QpOxrpVFhNO73lzBfgjD9+LNSk9ZlJn1n0nknfWeS/Tnva6XhYPm4gZ5WrwrsaQRhS230+hdfR8/qQoGV2opbuGRezZ5pcmtlzyXs7+W8js/XFqSMRqI8u9A+r9TgydXGvAh+T3c6A1LagQpG9vqXCRl2MMNL9ell0ke2huBV+YqcXDTTZdf6i3TMB9yr2Uw/qpdAHvL9N+qOdjvsHv29M6G8JdVLeZKVZevrnFnLKHglqfDAo9ftYH/POat1M2s2YHB5rwVH53V18bB3H76JfC8XWgzVMepJFfXhy8Wtv7oOAucVUpNk2+rWzML+SrvCAltuTLyvx/2wxX6F/MVlWC4S42Clf84wAn3az0edpL9eq9b9+a5vtJpvkze6W10anbkM8yjoPqXBcbyPMcq8hFyDyb0BSlcN+5ZCfS6lSaL7+3qSPxR0W6xKee706L0QE7EmBKhl6yXO7fHdH+V+XgYAFKRJrohvJZ4kvF95M5kY3kzeHW9b0zuMIrD8S6pIb3IyVa5uS6jO7h6L67nObbuJzL22e2yVBS+t++Y6w7diAbiOaumY9xzcRsPz+rVb4/kjGOhLpZKhHa3ixTm/i1LqQNTeg6+CQmPWZ1UTUCl6nve9kRWgOKH2BshepWIN0qD3rsSAkZoXXhfEamVcwxPBsJPdT9xB1vwxnaxJe5PLeTt69l1VnlrRflf9Q42cCtfLcosDH5ZjfwXf6gRIvK/YdtQ7oYZZRPq6biRf1fXd6yXI/kqvA9e7Xv51kcq+9fupneunlA97XJkL2S6s9brNPudlMQ1s87ruKPeig35hn4DnIRHmQNj446mMKfO6sMS1/cpgl1Rxuwdz3vd18eC2H72TQOe47goA7l7LkOFvewIhz/FrPVnHLAb4/kA+e1eVaGtS7Jzjlnbr4ZsZrW2AblbvfZqN19V3TWoyvKHLYNzyvQJ7/51aDzkOYDzviF36lXLk3uNVCC9r8Pqx22qt+5KB1ehlmlnsNbaFN3Bak1DriYQf9VFKF3hYb7s8VnGcGaXuRsEu1H6nxS4EKMYXyzyBgl8HUFMRDx3jdQ9Q92kxmMbOJfOUs6jwzHOsPU/pSeN0vfTGczUgUrTQzJF7dGnTHr5NQ2OZI1XO6iFPrw61kPSUbSTYLiC0YHnbBGohX4WQKJ5J9YW72P5Kxy4H6Mko2hMTs1Ppw//+zd95hUZ3b9//MDL33JgIqYlfsPdbY0tT0m14s6cX03m/qN4kpV6MmN91UjcaSGGs0NuwgoILSQXqHaef3xz6TGXBAQBDM767neZ/ROWfOnBnmnHe9e6+9dkmSNWfs7CekLGg4BI+AoBHgegFYT9SHsQxK/lQv0M1iuIcZtC7gNRJ8J4D/NNGgdZSL03gcqr8TYmZMALTir+N6HbjMBjsTYVvARCGVLKOSpZgpwomheHAfLkxr1ZYsZozksoI0lmKghCCmEcV8XM4hTVpIGpt5n3LyGcr19GF6sybgFFL5gq/wx79JhMyAiWdZRTk1vM4sPBuI2uRSw2z28C/CubcBwflMcz5FmNmmrautebcQHs6DnBgIsRMMWZYKd+6F9Mugs50M/ffpYmXxTiw83AA/nXQKEvVwMhqcbf7ExYqZi5Q83NCyUROIR71rJZVK5nEIbxxZwgB8GzB03UUqH7ONMLx5nKn4nsWBfy9xrGEd7rhxHdcQ0UQHfgWF42xjD19hwsBgrqE301ps1mqmlhxWkM7nGCjCl5FEMe+cFw51z9lEDb9TyTJq2QI44crluHENzow9jwRsgw0BKwGNF7hcDs6Xyn1Id+7FN62C2iwhXcVboGSrlXw5eIPPReAzHnzGqqbjF1iqUV8GBQeFcFnIV8lRCa6ApBf9YyV44h9rlSG1slb8f2SsvWCoUiNnKjkr2Cc2HBa/FK9oCB5pJWf+/TteVePZYCiB0j+FmBVvFs0ACjgGCSnznwF+UzpOz01DPNR8B9XfgikFcATnqeB6A7jMPC/ifzNVVPEtFXyEiXQciMaDe3DjmlatwjRSQQZfksW3KCh05gYiuL3FLZb0VPEni0kjjiiGMoa5ODUy+ddHCil8wdcEEsAc7jirMewpCnmOVYyiG/O5qMH9nuQocZSwiuG42okefayU85xSxgFNMJ1tLCO2VcK4NFjTGWbYued+fhJu3QOpl0CXegvhYj30WgfhrrBrsv1G4nuqYfhJeCsIHrFZdymKwq1KEb9Tw3pNIAPqGRznUcudHMAELGUAYdiPlPzOUb5gFzEEs4DJjVpX6NHzC6s5yCG6E83VXNlky4oK8tnBMrI4Qgg9Gc0cvFvYxNqMgVxWk86n6MnHhyFEMg9v+rfoePZgoogqvqKSzzCRgY4w3LkVN25Ex3mIiCu19QhYqXh9uVwBLldLBKwjVDvqT0PRH9asR/UJed7Bx0q+fMeL1quj6NSaAmO1EK/8PXBaHWUnrNtdg1XSNVDNXA0UudF5CB78j4x1JBgqIX8fnN4Jebsgb6fVI83BDQKHQOAw8O8Hfv0lNKq7gFYh+nwo+g0K10HhejAWyYXsNVJImc9YCWu3dzGAooBxP1Qvl6iZOUOa4bpeDy7XqumCtr0BKRipZhUVfICBI2gJwoN5uHNbq5rJ1pDHKT7mNOtxowsxPIMXfVt4zgrxrCWO5XgSxCQexLeRNGJ9HOM4X/I13ejKTdxw1tZJP7CPlRziMaYwoAFB+gFKmc8hnqA7s+xE/44rBkYqp8/oVVluAu9keDEQnrUTnPj6FNy4G47NgO71yNrcvfDpSYi7GGIbWGdcmSFp0LTu4GXzMb9QKnlYKeFFjRf3aOoeuAIjczhILrUsZgAxDRQ9WBqtDyaCexnfqC9bPgV8w7fkU8AkJjCOi5oU0VIwk8Qm9vItoDCU6+nJpBZFcc3oyWMd6XxGLTl40Z9I5uHLWeelJkHBjJ6dVPEtVawAanFiDB7cqUae23iRay4UrWrtWqhZBUoZaHxkgedyNThPbvdevNRmqZ6UO6F4o1Q9gkq+xsm4kMiXosjcWXxURlE85O+VAIgl4uXeCQKHyrxqIWDurV9I1VT8j4x1ZCiKlMDm7ZJxeqewekuRgNZRwqX+AyAgFvwGyL8vhBSnYhKxZ+FaGeUHkGIAB0ljeo9RCwLGgUM7WocoZmnPVPUp1PwM1EjLEJfZoi9zGivn3FZvj0It26hgIbVsRYMn7tyGB/PQtWI7lyJ2cpx/U0s+nbiOKOa1uL1SLslsZiEGqrmIu4hiaJNfu5c4VrKKsYxhGlMa3deAiadYiQkzbzAbRzvkzWJz4YyWT+3YcCiKwmAlj1gc+bSeG3+PE9DXGX6ywye/S4frdkL8NOhjI8PSm8B7BdwcCYsb+NjFJghMhof84S2bP2GpYmawkktfHPlZE4C2no70LU7wE9l8QD+GNmClsJrDLCeOcXTnDkaja4QcJXOM7/gBBxy4hquIboLVBUApuexgCbkkEUZfRnNnizznFIzksIp0lqGnAA96EcU8fJuhU2sMRlKp5Buq+RETmWhwx41rcOcOHGnE0bc1YEwW4lW7Wq3mNoPGz4aATWw/AmaqrtdOb1fddnreo2Rx7DdFXOw7OvnSl1kN3osOy7+Lj0JtsXUfJx8hXUHDhIAFDRUy1oHwzyRjPcKVuB8+gOBeENANdB3UVb4lMBvFbqPwsOjQCg/JY1WOdR/3TpLb9lfJWcBASXt25CIBQ4naKWA7lGyXak1zrRAdrxHgdzH4TRZRaHula80V6ur2R+kEoFSBNlBsMlyukhJzTdv91vQcooKFagWmI+5cjwf34NAK7uUgqcuTfEQOP+NCODE8hQ+DW3SsKorZyLvkk8JQ/kU/Lmnya39hNXvYy3VcQ7+zROksZrDXMpjLGWB3n6/I4ANO8gNDibCT1rvDXMR+9BzQ1k2vXZUBh2vhWPSZx1yZCbN2wP4pMNCGF+0rgiEb4LuRcE0DkquvSuCmbNgVBcNtgsCvmkt5lwo2aQLpX2+iTqCMOzjIVYTxCHZOCNhEEsv4i1F05S7GoW2E0OzgL9bxG6GEcAPX49OEPolmTMSzlgP8hA5HhnEj3bmoRcSpiF2k8j5VpOJFLJHcgQ9Dz5mEyeLlTypZRA0bAA3OTMCNq3Fhett1wlCMoN8u5KtmNZgsmqoBVg2Y4+D2ITYWLW/xZtF7VRy0Wky4dFH7GKu9jD1jQdsB0qT2YDapBXKHrcSr8BCUn7Lu4+SjtkC0VDP2lke3kI49//FPJWPBGiXuevU/WgcIiIaQXhDUUwhacE/5t8sFbNZaH9WnVWJ2SKJnRYfED82iQXP2q1sgEDSsY7d+MtWolZp/QNEGKZVGkTJp3/FCznwnizdNe1xk5kqoXa8Ss9WgVILGX4iZ2zxwap0Uiz0YSaGcj6hiOWDElSvUCsyWNfOujxL2cYzXqCGTUGbRhXtb1O/SiJ4/WcRJdjOQ2cQyu0mTrREjy/iMXPKYzxyCzxIB/D/+IJ5s3uEquyL109RyObu5jQjmEXXG9g+Vcl5QykjUhNRpvv1ivozynuBeL8C0LgdmbIO/JsFIm0D0x8fhnv1w6lKIbGDevzoDdlRDZnfQql9HrmJimJLHVFxYUs/c1YjCbeynCAPfMQQPO2m1A2TwDn8wgE48xOQGbS5sG7f3oTdXMRunJugEC0ljO0so5CSRDGEkt+LWAqPTKk6SwvsUsxMXwunKffgzrhVIWDVV/EgFn2AkES0BuHMr7tyKroUatrPCXKLeA1ZD7TpQigEniXo5XwYul4KuaUUQrQpTlXrv3KQWUu2VeUDrLKTLe7RKwIZ33PZBZpNEtyzaroIDUBwvmi8QUuvTQ+Q6/v2tj+7hHZ50NYR/JhkbPEiJW7EY8pIgLxFOJ0FuIhScsOaLAbw7QUhvCO0HYf1lBPcCxw5kw3AuMNbID7pgH5zeLanO4qP83f7Jp6cQs2B1+PbpuEUChiK5uRRtEGFpjWoX4hwupMxSENAeKU2lWjQh1T9A7UohZo7Dwe1ecL26zQS5JnKpYDGVfIZCBc5MwpP7VUPKc7shmaghjcVkshwnAojhCfwY3ezjmDGzgyUcZxv9uIQhXN+kcyujjI9YhDNO3MU8XBsQqgOcpozHWMEworibcXb3eYAjpFDJSoadQVT+Umq5XCngG40/U2yKNH4ugyszYU8XGFrv7TfnwcQtsHkCjLeZz27ZDb/lQs7l9ueEGjMEJMONPrDIRp7ymLmEL6jkL00wXeulvb8lk/dI5TV6MclOOvAUhbzEGkLx5llm4NJAJaCCwnp+Zzs7GEgss7jirLo8BYUk/mAXX+KMOyO5lSiGNfv3ZaCENJaQzQp0uBLJ7YRxdYsLRiwwkUMFy6jiC8wU4Ug/3JmLG7PQtDDN3igUvQjvq5eJFQVGMV91vlQImPPFoD3P9yCzHsp2W8lX6U45T42DaHB9J3ZM/0cLLHKc0zai+oJ9VhsJJx/Vq3OAEC7/ASLPcfgHzNMmA5w+BiUZaHpP/weSsYY0YyYDFKQIQbMQtdwEyDsKBtVRX6uDoB4Q2t9K0ML6g8+Fy7jrQF8Gp/fCaYsObTfU5Ms2B3fJpYdcBJ0mCkHTddCQdXWqkLKiDSI4NRaLhYb/dAi6BvwvBYeW+b2cE8ylUP0FVH4EpmRJY7rOAff5oGu6mL1Zb0kplXxGBYsxk48jQ/DkflyaaTFhD2XEc4xXqSKVIKbTjYdwbKa5q4KZnXxOEn/Qi4sZwc1NEnqnkcZSPiOabtzEDY0Ky78njl84zPNcQoydSNp2CllAgl1CU6GY6arksABPHtdaiyNO6KH7CVgWCrfXCwL9VSBtjtZfBFNtSFXPtdDDE34Za/8815bDJRmwLgKmqT/PVMXIKCWPm3DnLW3daHUeNVxLHLF4866dPpJFVPIcq9Gg4SUua9C+woyZ1axhD3sZzjAuZcZZhfpG9OzkvxxnK50ZyFjm4dLE5u7W9zWQzQ+k8ylGqghlJpHMOeeWRXr2UcEiNWVvwoXpeDCvVRYidmFMhqqlUP05mPNB2xlc/yUpSMfh5z/9qM+HglWQv0IImLkK0IDnICFfvhNEd9ueetuGoC+D3L9k7snfI/ORZQ7SOQvxChwm2ZugoR1fYtMUKAoUp0POEciJl8fsIxIoMhnA0QXN2zX/H5GxhmAyStQs+3DdUZxm3cfVR0hZp4EQMVRGQDRoO4hfVkuhKFB+0krM8v4Sqw3FLI3Rg0cLMes0SS6Sjhg5U0wSlj/9A5z+EfQ57U/MFAX0G6HyQ0ljgoh33e5VtWWtf3NRqKbyb1uMNJwYgQ9v4tiAA31TYUZPOv8lg//igBfRPEogk5p5bgp7+ZZ41tCdcYzmziZV7e1iD6v5lQmMY3Ij71mDgUf4CR9ceYnLz9BLmVC4ir0E48wiO9qyMeY8wtGxXGvNOZoV8EyCOb7wXr1Ml0Ub9ssYuFzVARfrwW8FvNoPnmrgK78jG34og/wYq7fYXHMR66lhjyaYkHqT+mMksItiljP4DBuLGgy8zFpyKeU5LiGSugUI1s9u4mdWcpBDXMQYpnDxWQlLJYVs5D0KSCWWWQxkdrMqJS0mw6kspIZMfBlJV+7HvZkNxuse06xWGP8HA/vQ4IkbN+DBnTjYST+fM5RqqP4JqpdIBw8cJPrlNkdaqp1vAlZ9CgpWCgEr2Q6YwSUKAi4D30liOdFRbIJsUVsCudsheyvkbLHOL2hE2xU4VBXWDxO914Wu8dZXQdZByDwgPMJCwGrLrfv4RkhGLrQfhPaFsH5oOg34HxlrEFUlkBtvJWdZhyD7EBjUvLWLN3QeDJ2HCDnrPAT8OmAT7eaithRytkLWJsjeJNUpAE5eEDoOwiYKQfPr23HMWy1QzNKWoyMRM+MpqFokK2ulEBx6g9s94HpTm6Q0FIxU8Q1lvIKZUtyZgxePo21mVKM+KjjGMV6lgiTCuIauPIC2GbYACgoH+JmD/ExXRnIR88/6egWFn1nJfg5wA9fTuxHjzx2k8DFbmcMYxnOmdf6XZPAhJ/mawUTXE3LfZy5mAzUkakLQ2Fy/w1LBUwsbo+oeK74E+v0G34+Cq9WA5++5MHUr/DEeJtmRuR2pgYGp4rZvSVEeUfRMUPJ5CA+ertcFYAsFPM5R7iaKW+oZsJox8y4bOUAmjzCZ2AYsRIwY+Z4fSeAok5nE+CYI7nNJZBMLMaHnIu4ispkWExUcJ4V3KWUfbnShKw/gx8hmHcMWIsrfTBkvY+AIOrrgwVzcuO6cf9N2YTgMVUug+isxYtV1A7c7wfVW0LWR/sweFAUqE4R85a+Q/sAg/RwDZ8nwGNDx5pvaYsj5E7K3yDxSeFDuy1onybaEjpMRNKzVjVPPO2orhHhl7JORuV8ybhZDdzc/K+EK7Qdh/SCkD7iemV34Z2rG2tLawmSUtGb6XkiPg4y9QtRMBtnuHmAlZxFDIWoEeHQQF+WWovq0XFhZmyBro9UkzyVAImadp8lwO483qqbgb2L2PZz+qS4xC74RAi49v27RSo34llV9IG2YNJ7gNhfcF4Cu9f1tTBRRxqtU8QVaAvHmJVy58pzSOApGUvmQLL7Fm0H04rVmp5wOs5o4lhPJEMZzL7qzuJ0bMLCEZRRQyF3MIxD71i0KCi+xhlzKeJsrzzA6LcXAZexmBsE8Ua+lzqdKBY8ppWeYv96RDavK4XRM3TnveDnErIUvh8ONUfLcywnwfDwUzwLvej8rswIXnYIkPSR3A3/1La41F7APPfs0IXjbLGxKMHAdcQTixKcMxLFeVOordrOOBG5hBFMaiHzq0fMNyznOCWYwjdGMsruf7feXyAZ28xWeBDGZh/Ch6eX/CkYy+JI0luCAJ5HMJZQrzsnHS89+SnkJPdvREYkXT6i/4VZeBCpVYvZc9QkY9gBO4HKlRMGcxp2/RaeiiP4r/2chYNUnAI3ovQJnQcBMcLNfTdtu0JfL/JC9SR4LVXNvnbMYl4eOg7DxUkDm0AE1a01FbYWQLVvidTpJ/mYAXiEQPlgN0AyG8EGiS28iWf4fGWsNGGuFkKXHCUnLiBMtmoUdB3SDzkOFFVtCkxdyBK08HbI3CzHL2gBVufJ8wECJmoWMgZDR4NqBSKhigpIdkG+JmOWCgx8EXwMBs0RjoT1P4XFFkRt+5UJpw4QjuN0K7g+CQ+v7H+nZTwmPYeAgTozCh3/jSJ9zOmYe6zjOv3HEhz68jYedSFRjOMpv7OILwollEg+hO8uEXUIJH7EId9y5m3kNVgCepIBnWcV0+nIDw87Y/grJbCCfXxmBp817HlD0XKzks0zjxxU2/f/eL4QH7bRFSq+EyF9h6VC4Q828XfYnpFTA0elnntfnJXBrdl39maVw4HmNF/fVM3h9mkS2UMDnDDojireZZJayg2n05iZG2P0eDBj4nC85RRpXcDlDz2JRYsLIX3z6tz5sHHc3q4NCNekk8SLlxBPIFKJ5pNnawrrnn0gZb1HDKrQE4MkC3LkFzTkK/s+AMVk8BKuWSj9Ih95CwFxvAq39tG+rw6wX64nCtZD/E9Skifjed6JKwK4A5/YzIz0DVbnWgrDc7aI/Nhul/3DwKAgbB6HjJfJ1IYrszWYoOiVBlxxVU565H3KPWud077B6xGsweJ/b3+h/ZKytUFspf8C0XXBqJ2Tsr6tBc/aUcKWFoIX1h06xdsOXHRqKWTxfMtbLOL3L2sHeO0YlZio58+7eMQio2SiWGTmfQ+FqMFWK03TAZXLz85t6/roAGFOg4g0R/VMLztOElDlNadXvSsFEFV9SyqsolOLOLXjyJDr8zv7iBlBOEgk8iokKevFKs6stk9nEDpYRzVjGMu+sEbsTpPAZnzOecVzciH7sY7ayj3Q+4rozKgvjVb+uZ4nhUhvLg1pFobOSzcN48oSNiP+PCrg4HTZGwkQbTpRfA0G/wAeD4F41yNZ9DQz2heX1AlAmBXqmgLdWKjMtdhb3mYtZQzUJmlBcbf7WcRRzD0eYQyR3ElnnWMVU8Qg/EU0gjzPFru7OjJnv+IEEjnIVs4ltwH/t789OJZt4jxyONlsfpqCQwwpSeR8tTkTzGEFc3KTX2oOBBMp4mxpWo8EDD+bjwT2tm440V0o7oqplYNgO6KQdkdsDqonzebhH1WapnUjWShGSqUIMV/0mQdC1QsAcO4D1kKlWbCXydlmLvirUeUzrIDrisEkQfjGEjOq4BV/2oChCunLihWhZivnyEkX3ZYF3J5mfI4apcqTBEgVrZTSVjHVA1XYHh7M7dBsrw4KaMvnDZx+xivoO/QQ7l1j3CYiW8KaFcXcaCO4tnzDbHBqtuP8HxMLAJ+Tizd8vK6bc7ZD2CyR/Kvu6BklaM3yKXLzt5YCsdVCtMKaJG3XRBkkLFKyG3C9B6yrbAmeLxqwtb4oO3cDnE/B8FaoWQ9VHUDQNHHrJ5OB2E2jOnRhq0OHOrbhyBWW8QSWfUcUKvHgcd25rUSrJk54M5FMSWEA8jxDNI4RxZZNf34OJVFPKfn7EHX8Gc3Wj+0fTjVgG8CfbGUgsAQ0I1ifTkx2ksIuTZ2jH+uBJKM5soqAOGXPWaAhXdKRirLN/L3VuSaytS8bc1K+rSt1dUSCzGmba+UmvKpfKzO/DrUTMoCiso5ppuNQhYkYU3iWVUJy5yY4O7Fv2YsTEbYxqsADid/4gngSmM/WsRKycfDbwJmXkcRHziaaBMlA7qKWAY7xCMTvxZTgxPINzC/s7GohXSdivaPDAkwV4MB/tOVZd/g1LNLpqmUSjlXLQxYDnG+B6c9trwRSTuN1bOo5Y2g05d4aQG8WWx3ci6NrIlLapMFRB3g7I2izZj4J9YFYlOB4RYoXU7wFJOQYMvHDSjka9EK6sg5B1QH08BDWl1n28O0mAZORceW3UGcEAACAASURBVAzpI1ZXbh2AFNvgf2SsNeDiBV1GybBAUaAsR34YWQckF522Gw5+b93Hv4uEQS0kLXwQeHTQlkc6ZwgZKYNH5fOVJAsxy9kKmRvgxLeyr29vlZhNgdCLwLEdbkQ6Vwi8XIbZACXbrILZ/BWSLvCbCmFz5YbZVtWkukDwfAY8HoPq76HqPSibD+VPqrqye1rFGkOLLz68jju3UMrTlPIklXyOD2/ifBZNkT04E8gAFpHIs5zgTWrIpAv3NTmyMoCZVFDAIVbigT89mNjo/tOYQiJJ/MoabuEmu9G07gTRCR82kXwGGdOgYQKBfE8W5RjrpCq74nAGGQtzEAF/Um3d93BVC+mqVE/lQj3UmCDcDm9+pxCiHGGWTXDnL2opQeFSTd3JbCU5nKCS1+mNc73vMJEcdpDCLGIJaaA/6W728ifbGc6ws2rE8knhD97BhIGpPEFoM6pu89nEcV7HTA3RPEIoV7VIi2jgBGW8TA1r0ODZ+iTMXCBC/KqlYEyQhY3LNeB2BziObtsomGKW9GPul3IvsfTi9R4N3V4H/0vAvU/7ZguMNRLxspCv07vkPqh1kCrHfg+K7itoOLiHtd95NgdVJVJol3XQWtWYd9Sq63Zyg7ABMPhf8hjWX/xGL5Cs1P/IWFtBo5H8s3cY9LYRm1QWqmLB/ZCpigUP/Wjd7t8VuoyW0XU0BPfumDYbGg349pTR6041NHwEMn8XYnZ0ERx5T4T0IaOt5Cwg9vxXamodJU3gNwliFkLZXomY5X4JR64ApzAIuwNC7wDXyLMfryXQOIHbjeB6Axj+gsr3oPItqHxbmpR7vgIO597+yJFe+PMTNayjlGcp4Ao8eBAvHkNzFkF9fehwow9vksK7ZPINNWTTgxeb1NtSg4ZR3EYVxfzFZ7jhS2c7PSQt8MSTyUxiDWtJ4Ch97WjfNGiYSA++ZDfpFBFRLxU7iQC+IZM/KWSGjSdZVxz4kSoURfm7olKjgZ5OkKiv+x5aDbjorGQsU81qhNcLFOysErf994PBwWbO/VWpwQ0N422KDEoxsJhTDMab8fWifkbM/JedBOLBZfS3+90kc4zV/EoPYrjkLB5zGRxgEwtxxZvpPN1kob6RCk7wDqdZiye96cELuNH8a0FBTzkLKeddNDjhyaN4MA9tE9oyNe1EU6DiZaj+BjCA4zDw/kSuIa19IttqqEyWe0beV6L/0rmLLjXgMun32J7pR5NeGmZnb5aCrLyd0u1Eo5WUY7+HIGwChI4Bx3bwaWwuTEbJMp3apUqCdkH+Met2rxAIi4Ve00UGFD5QNNzaDt5vsxH8TzPWEVBVLCw/c5/86E7ugPI82ebqA1EjrQQtcpisADo6jNUSNcvcIASt8JA87xIAEZdAt2ug02TQtVNTXZCVYuEayP4ECtfLc/7TIGyerG7b2nvNmCYVmJUfAyZwfwA8ngJt69zUzVRSytNU8RWODMKPRTi00A8qi+Wk8B6e9KYPb+HUQCqxPgzUsJaXKSWXy3gRX8Ib3NeEif+wmCqqeID7cOZMnUoFtdzLciYQwy31bBUUFK5gD91x5x2b3peLlAqeUUpJ0oQQYOMhdUsW/FEJWfVqFAJWwHUR8OFg+DVbBPy7J8Mwm498VQZsrISMGPBQ1xZmRaGvkstwnPjMRiT+Dif4kWy+YBDd67WfWsMRvmEvDzOZwfVsLgDyyGMRSwjAnzu53e53YkE6+9jE+/gSwRQexbWJQvsS9pHMS9SSTwS3EcFtzbI2saCWXZTwMEaO4cpMvHm19ZreG1Oh4hVVg+koYny3ueDYeI/Tc4Y+H/KWCwkr3wtopWVbyE0QOLN90481hZC+Bk6ulHussVKe9x8gBVdhEyB0bMduj2dBaXZd4pURZ7Wa8gyGyBEy94UPEvLVBtqutsI/U8Af5KbELZgN0YPUMRDcL4wQZLOgKFCYCqk7hJid3CEiRBCCED5QjZyNgegJHVt7ZkFVHmT9IcUAaatBXyrtMKJmqsRsUvsSs+o0yFkG2ctAnw1OoTbRsqi2fW9TJpQ/IxONxg88X5A+mK3UnLyaVRTzEGDEmzdw49oWpZ4K2EoSz+KIH/14F7cmNjKvpJBfeAYn3LiMl3BupKlzGul8wlIuYgxTmWJ3n4/YwkEy+ZDrcK5HGt4jhR/JZj0j/+71+LtSw7+UQtZqAhhm08Lq9QJ48jSU9gAvmwV1xGqYHAyfDoP/nIC790HW5RCmRsdSVAf/J/zhNRuusUepZYZSwGKNL1eqesBUKrmRfcwklMfq2W4UUcmj/EQvQnnEjji+iio+ZjFGjNzFPLwbSGHK9xbHZhbiRyRTeaLR79gCMwZO8TGZfIsr4fTgBbzO0sDd/nFKKeUlqvgcHZ3x4U1czkHsXwfGNJWE/RfQgftd4P5422rBTDXigp/7JRStl+bbHrFCwIKvb98KyLKTcOoXOLVSFruKSTS6kZdBp4ul4tHlPFWLthRms0S9jm+GU38J+SrJkG06JyFcUSMgcriQsAvZoYB/KhkL81HiJnpAQZb1ybBoG3I2WAiaVwf/MbYEVcVSvXlyh5C09D2yctBoRHcWMwliJgtJc+rg4kuTXiJmqT/ITcVCzLrMgq5Xty8xMxtFiJv9iTyCaMs6zZN0RFu6cxsOQNkC0G8GXQ/welOcwVvhRmQki2Lmo2cnrszCh7fRtsCioJxE4nkYM3r68jbejaQebZFLMut4lXD6MZkFjWrPfmIFBznEfdxDkJ2ejYnk8ArrmM9YxtYjOEco404O8gI9mK5GZU4oBkYop/lQ48N1GitJWVkGszJhdxcYZnPJ9FwLsT5SPfn0YXgjCWqvAp16yvfmwCfFkNYdQm348nPmUpZSQbImFE+NFgWF+zlCIhX8yFB86qWJP2QzcaTzJrMIqke0TJj4L1+QRjp3cjsRDZi/gi0Ri2IqjzeJiBko5ShPUMp+QrmSrtyHrpE+ofagoFDDKkp4EjMFeDAfTx5H24T3PytM6VDxmthToJHFiccToGtDfVPFYcj8GE4vB2MpOHeC4BuEhHm0cQSuISiKONtbCJjFqNuvL0ReAVFXQODgjmfSbQtFkWDC8c1wYjOc2ApVRbLNN1IyP1EjhHiFx4LDBVS52QT8M6spw6LhqzgozoOUA3BiPxzfB8l7YJuNMD4oUshZj2Eyug++8CNobr7Qe4YMENFi+l44thGO/QFb/g82viE/5K5jhJjFTJYoWkfLo+ucIPISGaZayPwDUr+Hkz9D8mfg7AtRtsTsPLbR0DpYhf816ZD9KeQshSOzwLUbdH4YQm9tG4sMx4HgtxFqf4WyR6H4CnCaAF7vyLZzgAOdCGAlFbxPGW+gJw5f/oNzA35WDcGTXgzkU47wIEd4iH682yRCFkIPRnAzO/mM/fzUaIXlNKZwlERW8yu3c+sZUbyehBCKF5tIPoOM9cGTIJzYSMHfZCwSB3RAqmLC9lCWisqk2rpkzM1WM1YtETELESs0wqcl0hDclogpisIaqrkIZzzVifFPithDCQ/T7QwilkA2OznJbAaeQcQA1rGeVE5yJbOaTMSm8USTPMSqOEU8C6gljx68QDB2DNTOAiMZlPAYtWzAkQH48y1OZ6nwbBJMmVDxbxHmo0g60uNJ0DWc3j4nmA3SiijzQyny0bpC0NUQcjP4jj//rZFAFoQ52+R+eOoXqMwUshU8Gka+IyTMu9v5P6+mQlGkR/SJzXBii4wKtUelbyT0vVwyOt0ngG/b9PVtN9RUQepBOBYHx+OgMLvJL72wImONacbKi+CEStBO7JcvIlt1lNdooFMMdOkPkX1kRPUVcqe7sPhog6itgJQ/hZgd+0PMakFIXJcxsvLoMlo8VTpq5MxUKxGzlO/FOkNfBs5+svqLmikaM8d20MuZjVDwC6S/JS7ajgEQdqdoy9oqhakYxDW84gUwF4LrjeDxEjic+/vpiaOI+ZhIx5NH8GQBGpo36egp5BB3U0se/fkAL/qd9TUKCjtYyjG2MJkFRDCowX13s4dV/Mq1XE1/O8e2aK3eZDad6onD3yWFn8jmN0birq43h5pz6Y8Ty7TWlL5BAbdEeMQf/m2Tbhy7EZy0sHECTNoM1Sb4a7Jss6Q247tCH5s6Bkv7o/c1PtygcceEwjXsxREtXzEIB5tIoBEzT7ISIybeYBZO9dbEBzjIj/zMKEZySSNEKZNDbOAdAohiahOJWAn7SOAxtDjSh7ea9HezhYKBCj6hnDcB8OIJ3JlzTm78gGjCKt9WI2EmqYr0eAp0Z+roWgWVSZD7hXgS6rPBpQuE3wOht4FjO8g+akvk3pexTnRg1afFXiJ8itz7Ii7pWGbbttBXicbrb83XTihTDcN9wq3EK3q8OAj8E6CvhezjkH4U0hPVR3WYVQNZ3xCIGYLmpV//gWnK5gr4y4uEoSbvEXKWlgA5KdY2B45O0KmHELMu/aHbQOgWC76tJDptT5TnwbFNQsxO7oDTyfK8zlHaOnVVvdKiRnVMzZmpFjJ+h5TlcnPSl6o3p6lCziIuBdfzbAOiKFC6HdLfEe8yFBH6h98tqcy2SBWYSyVdU7kQmaTmg+eLoD03iwAz5ZTwKNX8iBOj8WMROpqnhdFTyEHmYqSMWJbg1oSmziYMrOY5qiljNm82mFIzY+ZD/oMRIw9wL7p6ZLGEKu5lObMZyOx6kbk9FHMfR3ifvoxQKy5nmwuoRmGdtu6E1uuERMh+tlmgT9sqzcF3Xwz91kO0B6wYI9vGnoRaBfbUq4P4P6Wc15QyEjUhBGp07KaY+znCq/Ricr1U628c5Qt28RCTGFKvYrGMct7nA4IJ4g5uO+NzW1BKNqt5Hg8CmaHq8c6GAraSyDO4EkZf3sOl2X/v/RTzEEYScGEK3ryJQyMFGU2CKQ8qXhIvPnTgeouQsFZYdJwBQ5Eqxv8cyvZI1MtvKnS6Wwp3zmcUTFGkqCljHaSvg7y/RP/l5CMErNvV0HlG+yw+G4OiQEGKlXSd2iV2E2Y1lBzQTbRe0eOFhAV0u6D1XphMkJsKJ4/AKXWcPCI8wvKZNRoI6QoRvaxyqZgh4B+mbv4nasZao5qypgoykiAtXshZWoJ8wafTrfv4hggp6xprfQyLBl0HS/c1B5VFqt7sT0jdLisZiz9LaF8hZ13HSoqzo4WOTXrxMjv1S92wfcgYIWbtEbavSYesTySFqc8Dl67Qab6srJ3agCSastRJaxloA8F7kbiLnwMUFKpYTimPo8EVXz5stvC6miwOcgdaXIhlCc52NF71UcgpVvEs0YxhLPMa3O8oiXzNt1zJLAbZSYW+wK8YMPEqdb+HKkxMZgc3E8F8lSDebS5iJ3oOaOsKvy9Ph5MGOGLz87l6BySUSfujTqtgWggsGwbVZvBJhgf84E2b9ZpZUbhIOY0LGv7QBqnnlsSfFLKWkXV8xUpUp/1uBPIEU+ukYBUUvmY5xznOfdxNQAO9OmupZDXPo6eSy3kZjwb2s0UuqznGa3jSi76826yWRgpmKviIMl5BRzDe/BsXZpxTL1TMlVD5f1D5JijVUhnp8Uzra8IUk1RK5/xXRPmKXhpyh94iejDn81iVV1sqbebS10ohU1WOPB8wEDpPlxE8ou2ruJuD2kprhaPlsbJAtjl7SKYlaoToviKHX9j9mkvyVbJ12Eq+0hKgVvW30WiEB0T1k+xa514Q2Vuybs4NZ5v+mZqx1oCLG3QfJMMW5cXyR0g9CCkH5fHnd8CoEhZnNzV6FmvVo0X2uXDSnO5+0PcyGSCh5bQ9cHK7pDfjvoQd/5FtvpESVu45DXpc3P6RM52TOPuHXwyjP6graN25QIZfXwnnR98g3mdtDZcI6PYKdHlOjB+zPoaUx+DksxB0DUQ8Ah72faNaBF0n8F4skbGS26B4pngreX0gxrItgAYN7lyPE4Mp4k4K+RdevIgHdzV5onWlE315j8PcRTwPMoDFONC4j5E/UfTjMg7zC10YSXgD/lq96EkYoWxiCwPof0aUaCiRfMNe8ikn0Katjhs6YvDgEFYX7mB05GGq4zUG0N0JNlRKw2+Li76nI5Srl32xHvzUWpJd1aBXYFy9YMVaakjCyCKNRCurMbGFAqYQdIbB6zfsxYCJWxl5xnccTwKJJDKVixskYmbMbOFDyjnNdJ5qEhHL5GtSWYgPw+jDG+ia0ZvSRBHF3EMtG3DhMnx5H20jVZ1nhWKE6s+g/Hkw54DLbPB8DRx6tPyY9mCqkWrIjLeh6hg4BkKnu4SEecSev2iNoVKqx098IwTMbLBGvyKmS6TfvQP1pzQZZF6waJHTdlkX7UE9oc9lKvkaIU72HU2P3BQoihQBnthn1XalHBAtugU+QUK6ZsyVeT+qH0T0Fv7QRrhAmMR5gKcv9B8nwwKDHjISreQs5SBsXQ5rFsl2F3foPgR6Docew+UxoJ1aATUXTm7QfbwMEJO97EMSNUv9E+J/gT3/lQhU5HAx1+s1XcqO29OEVqOR6qHAwTD0JShLtUbMDrwG+1+BkLFiRNvlqrYP82udIPhaGRXxkLVItCi5X0kZfJcXwS269d7PcSAE7JW+lxUvgX6jEDKXa1s8wTgSQxC/UcTdlPEcJtLx5tUm68g86UlvXieeh0jgUfqp/QwbQywzSWMvO1jKLF63m2bToGESE/mSr9nHAYZRd3E5WCVjcaQzvZ5J7AC8WUEOBsw4oiVEo0OvQDFm/Gw+V4wz1CiQaYQIVWPv6QDlRnHerzaBr/pRtlWJ/n+MzakqisLbSjndcGCWWo24lQKqMTO9Xguho6rT/kwGEFovMlVJJatZQyfCGnXY38d3ZHGYUdxOCI0vOhQUTvExGXxBAJPoyQtn/bvYopa9FHMnJvLx5nXcuaPl0TBFkcKU8sfBmAiOo8D3R3BqfneIRmEokWsw833Q54LnYOjznfSm1Z6nQiCTQXy/TnwrC0ZjpdhP9L1fFowdKfplsZk4thGOb4SUbaI/1mikZd+4ByXdGDVC9McXIgpz6hKv43FW4qXVSVBlyHQr6erSr12kSu3yi9BoNC8DVwBm4DRwq6IoTS87OF9wdIKuA2RwizynKJCTCkm7IGk3JO+GFe9aI2gBnazErMdwyR27tHNfsqZA52DtmznuAcmHp+2BxHWQtB7WPw/rnpMwdM+pQsx6TGn/9k1eXaH/QzKqcuHYF5C0FDbfAjvuk0hZzzshsGGxeKvBoy/0+BC6vixi/4z34fT34lXW5VkplW8NaBylxZLLLCi9HUquB+fl4P0f0LVsla3BFT+WUcYLVPAxJjLxZXGTbQqkh+FzJPM8SbxAL15p1L7CASfGMpdfeZE4vmMUt9ndrwcxdCacLWxlELE42NyyQvAiEj92cMIOGfNiOVkkU0FfvAhRCVhuPTLWXeUmx2ttyJijkLEi1Z3fEhnbWgmxLuBtw1HXU0M8Bj7S+KJTyfB6ThOKMwNsCJcR099O+1fYqTpcwzpqqGE2tzaoE0thB0f4lZ5MpmcjDdVBGsgf5w1y+YVQZhHNo00m1woKFXxMGS+joxOBrMGpiRYmdqHfA+WPgX6r9I30/RmcZ7ZudKo2CzLeg6zFYCoXR/yIr6Qv5PmIgilmyN0hEbDUH8SQ1dkXut8A0f8S89WOYj9ReAqSf1cJ2CZr2jEwBobcJDZJ0ePB/QK0iKqpEo14wnY4trduRaNWK6nFwdNkXo4eLHN7G0a7moP2oudvKYryLIBGo7kfeA6Y307n0jxoNBDWTcbEG+Q5fa1EzpJ2C0lL3g07fpZtWp1Ya/QfL6PPGHDzbOjoHQdaHXQZKWPGS1B+Wi7gxHUy4r6S7yJimBCz/rNFe9aeYk23EIh9DAY8KqXhSUvFKuPof6QlSM875cbo3MY2J46+0O01CL8fTr0inmW5n0P4vRD5BDi20k3OsQ/4q62Vyp+B/N7g9a6IoFvwd9CgxZuX0NGZUp6igJn48zW6JjaJDmYaBgpJZSEp+NONhxuNpATRnT5MJYH1dGEEofSyc04aJjORz/iCvexjJMPrbB9PDJ+zi5MU0MUmZWchQocoU8mYTIS5mOhtYzMRYyFjev6mN54OkrbMVg3AfZ2g1gw7q2G+TXBAURTeUsqJQseValSsED27KeYWOqO1+ezrSCCLEhYw+YzqySSSOcRhJjKekAYc6wtIZTtLCKEnw7mpgW9UYEZPEs9RwGY6cxtRzGtyRMtMMcXcSw2/4cKlalqyhdeLMQXKn4aa70AbBF4fg9udrWZmDEhVZPpbkpJUTCIRiHwMPM/NCqZJsIjwT3wjhUYVGeDgJjrW6H9JKrI9jaxtzzPzgGQ7jqy0Vtp7h8m9O2aSDJ82sg9pSxTnQcIOIV9Hd4iTgkntQxveA/pPEOLVfYhIjFw7biuodiFjiqKU2fzXHbhwqgjswclZImE9hwP3y3Ml+cLQE3fCka0SPfvhzTPJWe/R4N7GPdVaA55BMORGGWaTND63ELPfXoT1L0BQDxhwlYxOA9qPmGk04kQdNg5GL4TjX0PiEth+N+xaIP5lPedIz8y2PEfnEImURSyAky9IFWbWYtGTdX4IHFqBlGt04LEAXC6H0jug9DaoWS79+lpoC+DBHHR0oph55DMdf5bjWM/PqyGEcwO15JPFtzgTSGdubnT/QVxNOvvZzhJm8W8c7LT76UY3oohkK9sYwiAcbcjUaLrxDXvZzLE6ZMwfJ8Jx4RCl3EA4wX9Hxkx1jh3mAK4aOGbTo9JTvSumqd1l/Jxgb42kM231Yhuo5TAG3tf44KD+jn7nNGZgmg2pKqSCFRxkEBEMqtfyqIYafmE1wQQxjovsfkdVlPAH/4cr3kzgAXSN3LZNVJHA45Swh648SDjXN7hvfYjlyZ2YyMOb11TLihZcH0qtuOZXvCHEy+M5cH8EtK24CC3dCWlviOWM1gXC5kLEw+DasnZfzYK+XAjY0UVQeFDtijIVhr0OUZd3jN6PJoOkHI+shCO/iMO9RisFWle8I36VQT0urEpHRYHMZIhXiVfCdqt9laOz6LivelTm1N4jwbMDugQ0gnarptRoNK8CNwOlwARFUfIb2G8uMBcgIiJicFpa2vk7ydZETZUQs8NbZCTvltSmVivhUgs56zv2woic2aI8Dw6vkIbnxzdLyD4gWkhZ7FWiM2vvi15RoGAfJC6VG6mhHHx7Q78HofuNYpvR1qhIEIF//grxKot8SkTFurM33m4SFDNU/Ud0OWjA8021rVLL0iN69lPIDSgY8OdLnOv1gmzwNDCTxHPks4EYniOESxrdP4cE1vEafZnBMG6wu89JTrKUz5jOVMYwus62RWxjL2l8xHW42BC1l0lmO0WsZwQ1CnRWsnlK48XDmrrX14AUSVGuVnnSl6fg5t3wTiwsOAhxF8N6EzyTDwUx4O8gUbGpSj4FmNmtCcZR/X3fzH60wH9tPNTeYxOHyOBNZtcpNABYySri2Md85hJup6m3CSPreIUi0rmE5/BvxD7ERDVHeJAyjtCDZwhmRoP72kLSkv+hjJfQEYYfS3FqxAOuUej3yILAeBRcbwLPN1qcOreLsj2Q8iQUbwIHX4k2h98HTuehiq/wEBxdDMe/kvuHX3/oPQ+6XdsxWhDVlEPSb0LAjq6B6hJwdBU5Sb+Z0OeSC6va0WwW365Dm2XOjN8GpWpK1ctfsky9R8tj9CAJinRAtLu1hUaj+QOwVzf8tKIov9js9yTgoijK82c75j+qUXhNlaQ0LeQsaZdKznQSTu05QkavkRDatf3JTFNRkS8rsYM/iCDUbALfCAmH95wGMRPBpZ0jgYZKMZaNXygrW2c/iLkZes0RgtbWKNsDKU9B8UZwDhdSFjan9US9xlNQOhf0G8DpYvD9BrQt0/YZOUUh12EkHT+W4trECd6MnngepoT99GchPjR+L9rBMo6xmct4mYAGel5+yn/JJY/HWFBHO5ZMLi+xlrmMZZxNBG8VubzKMb5nCJG4EW3OZjZuvFmvEftVGXCkFpLVOouVmTBrB9zfHRYeh5RL4O5CyDJaLTC2KTXMVgr5P40PN6stlk5RxbXE8TDduFYlVgnk8BrruIbBZ2jFTpHGEpYxhtFMZ6rdz7yLLznKesZzH10b6ZZgxkgCCyhmD714mUAmN7hv3deVq2nJNbgwA18Woq1notskKNVSIVn5DmjDpPLXpWm/lSahLA5OvSz2FI6Bku4PmwsObRyFqsqDlO+EgOXvlYVTt2uh93wIGt6+92VFgZx4Vdf7mxRfmfSi9epzmRCwHhdLsdaFgKJc0XlZRvIe8QoF6apjCVb0GS0pyAtkTmx3MtZUaDSaCGCtoihnbf41pH8/Je7AwQvb76shWMjZwU2QtFN+iNUVss07oC45ixl6YUTPKguFmB39FZL/gNpyIRzR40Rj1m+m6BbaC4oCOX9CwodS9WQ2QPAoIWVdr2n7SsyijXDyeSjdAe69Ifpd8LffHLvZUBRx8C97AHTB4PMjOA1t0aHMFFPAtRg4jB+f4MrlTXqdkQoOcAdGShnE5zg3oIcC0FPFDzyEP1FM40m7+yRzjC/4ihu4nt42+jIFhYf4gVC8edyG1ByjgpvYz2v0YhKBjDDn0QfHOi78AE/kwf8VQnUv0Glgcx5M3AJXhsNPmZA/EwamwQR3+EINXj1oLmYF1SRrQnFRJ4VvyeQ9UvmFYYQg0c532UgyeSzkmjpaMQWFpXxKIUU8zAM42alyzOAAG3ib3kxlRCPpXgWFY7xMHmvoztOENvnvc1Il2qfw4vlmWZrUgX47lNwOpuPgOge83gJtK+kyS3fDqZekT6yDr6T3Oz/YOin+hmColOrs419JVaRiEi+w7jdBzC3g0o7pr5oyuZdaJCKlap/m0H7Qc4q0Gooa1fEtlyxC+6RdVvKVrzYL12ohoo/Mc33HiO4rJKpdT/dc0KF9xjQaTXdFUY6r/70CSGrSC5PjoY8X9OwHvQbI6B0r//e4n4k6MgAAIABJREFUAMhJY3Bxg9iJMkCcf9MS1KrNXZLi3P2rbNNoILIv9B4lq4UBEzpm1wB3fxhxuwyjXhybj64VIemP98iIHAH9Z8kIbJouqdWg0UDYRTKqT0slZuIS2HIb/PUARN8oxCwgtm3e32+SVHsVrITjj8ChqeB/KXR/B9xizu3YGg24zwPHwVByJRSOAe+PREDdTGjxJYCfKOQ6ipiDL3rcuOqsr3PAgz68zgFuJ5Gn6c8itA3ccpxwYwAz2cNXZBNPGGeuzaLphjvuHOJwHTKmQcMwurCeeCqpxV3VnUXgihZIpZJJBOKPlsJ6mjGAbk5gADIMEOUEPiovyrR4PWrF+sIi9jcpCuup4WJc/iZiAHspIQLXv4lYEZXsJ50Z9D1DtH+CFE6RxmVcYpeIVVHMnyzGjwiGcJ3d78yCNJaSxxoiuKPJREzPEQq5FgUDAfyMc73Ub5NgroDyp6DqQ9BFgt8f4Nx4lWeTUbJDSFjR71Lw0vU1aVfk0IZR9YIDcGShVEMaK8EjAgY8JhWRfn3O/vq2gKKI9cRRlXyd3CHt2Vy8JOrVa7pUt3d08X1pgei84reL1uvEPqsDQWg3STfGDIUeQyXleCE4ELQy2os+v67RaHog1hZpNLWSMjwSrp8JRw/Br9/DN59Yt0VFWwlan1ghaaHhF0wo8wzodNC1v4wZc+W58mJrUUDSLtjyLaxdLNsi+wgpGzBRvNI6mnjRwUkiYtHj4PI3IDcRDv8MR1bA6sdlhPaFfrMkana+CwBcg2DAI9B/gUTLkpZA8jI4+jEEDoFec2Vl7NBK+i4LNBrxQPKfIVYYp16B3X1EBxP1HDi2IGVkC6chELAPiv8FpXNAvwu8PwRN8z6HFk/8+Y5CbqCYu1Aw4n4WkgDgRhe68xRJPEMai+nCPQ3u25NJJLCOOL7jMvqcEaXRoaMffYljHzXU4IL1MwwnijUcIY70v1OVLugIw4VUhFX5o+UUxjPeN1rlQil6IWPequwss1oiZRnqSyxkbA96CjBzic13aMDMfkqYYRP928IxzChMpK6hqYLCBjbigzdDGHzG+SiY2cYiDNQynntxaMQbLJdVpLOUYC4hkjkN7meLWrZTyE1o8SKAlTjSAuJfuxFK7wRTGrjdB56vgrYVUobFW4WEFW+SdGS3N0VX2VbpSLNRomBH3ofcP8HBHaKvl2s9dEz72FEY9ZJ2jP8FEtdbo19hA2DCI9B7ujje686Tb1pzoSiQe1JIV8J2iP9Tut6A2EV1HwqzF4jWq9cI0X/9U6AokJUO8ftl5DXdsau9qimvbNELfQPg+fcsB4HsDEg8BAkH5THxEKz7ybp/YDAMGKaOoTJ8OhhJaQ48fWHIVBkgJbwn9ovA8eAm+O1TWPWhTPBdYyXK1n+C5Nk7WsVmSC8IeRqmPA1FaSI6PfwzbHgVfn8Z/KKElA24SgwHzxcxs42WjV4oqYrEJbBtLux7EWKfhJ53tD4p0zpLSX7IzZD6jHgm5X4pnmVhc86tb542APzWQcXzUPEqGA+Cz0/gEHn219oeBg/8+ZYibqaEewEF9yZU6wVxMSXsJYMv8GYwfg1onxxwYhBX8SeLOckuutopGBhAf3axm6Mk1mmR1JUAAvBgDyfr6Ma64s5JlYz5oSUO8xnH7GYhYwaxt/BR57isaiFmx9UFfIyqD/5VqcYJmGxDBuMppxozwxHvCxNmNnOMfnQiuJ5j/VESySKLWcyso32zHmst2cQzijvwsSPqt6CIXRzjdXwYRneealKKsZpfKWIeDkTizw84NHJ8uzCXQtkjUL1UPMP8t4HTmOYdwx6Kt0jKvmQbOAVD9DvQaR7o2ihCUlssxTwJH0JFOnhGwch3oMft4HyOC6CWwGwWs+1938ChH6CqGFy8rdGvXtPaV9JxNuRnwL7f4cAGOLINitRWT+7eEvWafIuQr5gh4NTK9872gtkM6alW4mUZxYWy/f+xd97hVZRbF/+d9EAoIXQQkN5bINIFUbqK2LGByr327vUKgtiwXlERFRXsgigKKNKkhF5C772F9JDeTlvfH+8hhXRIw8/1PPME5rwzZ86cOe+s2Xvttd3doWXRI6rlrhkrDook4E9OgoN7zEnZvRV2boFj2bKgTZpnI2dB0L4L+JRBJV1ZwGY1kbNdKw1BO7DBrHNzNz+C7sOgxw3G6K6iRgyTo2HvQkPMDv1lBKl12kCPB6H7veVjMivB2ZWwbTJErDNu2qVFys4jaQccecrcnCp3gBYfQI1rLn2/6Qsh/h7AE/xng3fxelECiHRiuYcM1lCDr/FlaKHbOEhnB2OxEUcgP+BF3k/DTpwsZAJW0hjFO7miQkK8zwf448/9jMnx2g9sYSn7+ZQ7M1OVn3KC7wglmN685UxiOsmEWerjlu36dwgqHczqOWl3gufP5rUGvvBIT5gQDUmtobJFdFUkrfFgdraiiBmc5GtOs4xeVMGD7Zzmf/zFU1xD92wVkDZsfMTHeODBYzySy+A1huP8zmQa0ZVreDJfgpXMIXbxED40oBOfFdqCCiCFb4nnOTzpSgA/4k4xH0zTl5homDPcWFVUmQyWS5w7M87CkWeMObJXfWj8gnn4cC+lOTnugCncOfwt2FOhfn9o/yQ0vr7sW/tIcHanIWA75kB8KHhVhg43QtfRhoh5VACfsryQkWYsm7YtNcvpA2Z9jXpZfprt+5qMTXl2bClJhIfC9o2wfZPhF/u2Q5LLpcvTE1p1gPZdoUOg+du6A/j4Xj4C/uLgoqspExNgzzbYtcWQs91bzYkFw15bdYBuvSGor1nqVOAnkOIgI82kNHeuhJ1/GaImQa0r4KrrDTHr2L/ClgSTngg7f4FNXxq9mbunSWP2HActrin7H7kEYasg5OWyIWUSRP8KR5+D9JNQcyQ0f/fS2yvZj0DcKLDvgyqvQ+X/Fjsd4ySZGG7Gxj5qMhfvAlr4nEcKx9nBGKrSkQ58mK8j/Fn2spQ36c6ddGBErteXs4Jg1vAfnqNqNquIo0TxMn/wEH3p64qOLSGSlznEbAIJkYVHFEewpTbtLjAebXMU2nrDvCvM/6vOMy78rapAj06mf+XZlrBLVgYqmg8t1bnLVUXpRNxJCFXw5EuMvvBdlnGKc3zAbXhk60QQzBqW8RdjuY/m5GxubyOdBYzHgY2RvIl3PgQrnXB28gAWPOjMzEKbsxvriqkkMgVvrqUGM4vcWcHswGFabyW/Ch7toNpXF10MkgmnHc5+DMcnmebdjSdAo+dLzuYlO+SEM0tNKjJ0Kbh7G1PWDk9CQO5uCKWO6KOwfbYhYVEHTVFTmyEQeJepgvSugHopyWiYz5OvPWvAlmH8vTr0g8DB0HUQNCln4++SQkYG7NvhIl+u5Txn8PY2Mqh2XbPIV8t24JU3cf6HjBWGyDDY5Yqc7dpiTnaqy+WxcTNDyrq7yFmT5n+PCyw+CrYsgk0LTUg5I9U4EgcOMcQsaFjFzd+H74VNM2Hrt5B6DgKuhKsegKAxUL2M+4FmkrLJRmdSqT50edE4/JcGKXOkw5mpcGoKOK1w5WRz47oUKwxnitGQpc8G7xuh+jfFroBzcI4YRuAgnFr8jmceovsLEc4CjjCFJjxMowsiW9mxjHeJ4jC38D4+F3hzRRPNB0xjGENy9HEU4knm0pgaPIuJ+J2vqHyDNrSSP10UyVuWajxoyUl0RpyGUBvsdPGjKxYazVigP3i1AG8LrGoCbzoTmUoSByx1CXCljtcSy3Ps41VaM5jaRJPE0/zMSDpzSza/rkQSmcpHNKMpdzM612deywyOspahTKBuHt0IAGwksotxZBBDZ76gMgWbnAonCUwghS/w5Vb8+QgLxdAaOc9B/F2QsQR8x0C1Ty49GpawEQ49DMm7oMYQaPkxVGpW+HbFhdNuPAV3TIH4Q1CpHrR7BNr8G3zL2G8rJRZCfoBtP8DpLWZds34mAtb5lorZeigt2dwntvwB25eZ5toAjdoY8hU4GNr3qzDthC4JkWGwbSNs22C4wL7thpABNGgEXXtCYC/zt02nfIlXXviHjBUXdrthwlvWwta15u/53G+tulnk7Kp+0Kr95W+vkZFmImabFsLm302O383N5Pd73AA9b4QGZVzdWBTY0o2+bOMXpq+axQ3aDoeeD0KbYWVb0l3WpCwj3KQuo+ZC1R7Q9luodAnfkQSp0yDxWXBvAv6/gWfhhCo77JwlhmEIG7VYhEc+HmGZb4k4yESiWUknPqVaHn0aAeIIZT4v0ppr6Xm+L2w2TOdTwMKjF9T+fM9mlnOATxlNJbxIx8EA1nM/jRhHEzo7IwjEK5e9xZMRMDPOpCItFuiwBPYmwNW1YG8DuLkKzKgPvZ2R1MSNBW5ZN/N/s5NIMviF7njgxlxCWMgePuRWArJFt37hV3azhyd5jIAL0rTH2chqPqYzN9E1n0pVJ1b28CSJ7KYDHxbq3SasxPEYafyKHw9TlVcK7BeaC7adJoLqCIWqH7kMhC/hodQWC0f/C+Ffmj6tLT6EWqNK/kH3PAnb9hokHoWAzqZFWtNbyrY9kQRHg2Hj50Z2Yc+Ahl0MAetyO/hfUXbHUlTEhsGm32HTAti5wshc/KpD52tdBGwQ1L64zh4VBhKcOAKb15h7/eY1EHrSvOblBR26GdLVtScE9rzkTFmFtraokPDwyBL5j3vGiPOOHswiZlvWwCKXkKRSZejYLaf2rEGjyyt65u0LVw03i/NTOLLNkLJNC+HL583SoIWJmgUOhk79K0a5sacPdL3DLNFHYfMs2PIV7Psd/GqbUH+PB6BeGZSiWyzQ4BqoPyCLlK1/HHa8YUri2z5csqTMux60/wkib4JDj8CWTi6h80MXd+1ZLFD5CfDsCnG3QmwP8F9QLHsCDxoQwC/EMJwYbqM2K3Ejf5sZCxZa8F+S2M9BXqYbc3An9znypyGtGMBBVtCeoVS5oD9mJzqymKXEEpuD2ATRhMXsYydn6EWzzIrK8yL+nnixmgwkYcl2zpp5QoogygF1PLJE/F6eEOswFZcnZecQdu6zZEUQD5DEThJ5mmZ44IYTEcwRutAwBxELJ4Id7KQffXIRsQyS2cAsatOCztyU77k7ynsksJ3WvFokInaOsaSzlKpMwo/Hi+chljYX4seAWw2XSD9/w9lCISeEzYTjL4I9Hq54Fq58ueS9wuxpcOhr2P0eJB43KchBv5lekWU1N5+3otg226Qi406Bb3Ujreg5Dup3LJvjKCpSEmB3sCFeO1eYVCQYo/ERj5oH8/Z9Kr5vWX6QjMh+d4iRKu3ZZvReifHm9YBa0K0PjHncRL7adTFpyHLAZXqGywBubtCyrVnu+rdZF3rKELOdm43u7KsPwepqalezdk5y1qk7+FfA0HNecHMz/i6tusO9r0LESUPMQpbA0i9h4TRTktyuL3RzkbOKoA2o1RxGTIGhrxj/sq3fwrqPIXiqaWB+1f2GtPmWcmPwHKRsNWx/HTY+A3umQuBk4+5fUu76AHXugOp94cADcPgR40reZiZ4X+QTnFcfY39xbjCcGw7+v4BPbq1WfvCkBTX4hhhGEs9T+PNlgTd+D/xoyXh28yhn+YlGeUS+ADoxkkOsZh9L6XFBc+y2tGExSznMEXpmIzfNqYUvnhwggl4uTVYDfAnHpBx6WLz5WWkcw07zbOm68xWVx62GjNU4H0BxfW1XeMI2zG+9V7b+mb8TgTdujHBZWpzmHPGkEXRB26K1rMMLL/rRN9fn3McSrKTSmwdwy0dHF81fRLCAK7iX2vm49Z+HsBPHw6SzlGq8gx/3Fzg+58aC5FfM4tkb/OcZ0+CLReIWOPQYJG2Fan1Nr1a/EiYkGXGwb7rxCEuPhtpB0ON/pk9kWVlTxBwz5Gv7bIjY7yqaug6Gvw4dbwavClIkZreZxto7lhvydXirCTx4+xrR/cB7IGgENG5b/vP7xSAqAnZsMqnG3SE5iZeXl9GHj7jNBFO694VmFcfJ/x8yVhw0bGyWUXeb/1utcHB3VlHAzi2wcpGZ0MBozzoFQfc+Jr3Zou3lUVlStwnc+LhZrOnGqG/bUti2JCtqFlA/SzfQ9bry9TVz9zQVSB1uNNWYIT/A5pnw80Mw/2ljj3HV/UajUZrn32KBBgPMEroCtrwIwQ/Arneh+xtw5U0l98P3bgCdFsPZT43Af3MHaP0Z1L714vbnXh8CVsO5IRB3E1T/HnxvL/rh0JOqjCeR1/CmD5UZW+D46nSjBn05w9fU5Xq88qjsq0wNmtGLw6yiC6PwziY6r0ENAqjBEY7SM5tVhhtutKA2h4jMXFcXbw5juln0dFVnbsKaJxk7ZoWelbLImFwzZD0PWCEb3kAr17SZgZPlRDOAmvi51u3F+Aq1z2YZEUc8e9hLT3rgS86bspVU9rOUxnTHn7zTVumEcZg3qUI7GvPvvE+oC8JJHE+QxgKq8VoxiVgqxI+F9Lnge59paWS5yCiB7RwcfQHCZxqrirbfQ53RJXvjSz4Du6fCgc+NSesVQ6HzC1CvX9ncYM/PNdtnZ+nAmvaFWz4xOrCK0gcy6RxsXZz1gJ2SYMhiqyC4fTx0Hmg6u1TUQq78YLMZO6tt2UT259ONnp5G23X97a7qxkAjLyqG1qus8Q8ZuxR4eRmG3TFbyiAp0bDx85WbW9bAwtnmNf8AV8VmP0PO2nQy6dGKDC8f6HqtWca9C9GhRswZsgQ2zIdlX5kfdqcB0O826HWTad9UXvCrBf2fgqufhDMhsGkWbP8RQr6DgKaGlAXdV/qO1Q0HQoPNps3Slgmw/Gao1R2C3jSvlQQsFmj4CPgPhP33wN7boM5dRhB9MWaxbgFQYwXEjYD4O0EpUKnoN3M/HieDDcTzEp4E4kXBEZCmPEYIoznFl7TgP3mOac8wjrKWg6yg0wXu8s1pznZ2YMeew6+rNXWZyzaSSKcKPtTFmzhspOOgBR4E4MYmWbnbkkXumrh42XGXp1iA675kdwWq6nrALqy0wzOzKfg6YknEzvBsRq97OEtD/PEnS9S8gQ0A9MrDN20/S7GSSmdG5vn5hZ2DvAw4ac1r+XYwMGNFAi+SxlyqMh4/Hs53bC44zkLcjWDbbhrMV37u4glN3GpzPVrDTfuiK18uWef8hCOw/Q04+oN58G12B3T+DwSUUQrwzDZYM83YUdgzoGFXuOHdiqMDkyD0kNF+bfnDRMKcDqheG3qPMpX0nQdWPO/JwhAdmbO6cXcIpKeZ1+rUNxqv+x4zf9t3BZ/Ly8+sgjOByxBVqkLP/mYB88M4c9KQsk3B5u/S+eY1vyoQ2NsQs6B+JrVZgZk7ALUawuD7zeJwmDD35t9hzVz48F8w7WHzQ7/6dug1svwiZhYLNOpulpH/MwLazbPgz5dg8SRoNQh6P2RKyUsrWmaxmGhY4+vh8HfGp2zRtdBgoCFltS/RHuA8KreCwPWm2vLkaxAfDG2+uThfMreqUGOJEW4nPABKNrqyIsCCG/5MJ4oBnOOBQvVjlWhCfW4ijN9owK1UykP8X4NGNKAD+1lKe4bini2a1YLmbGYLpzhFs2w2Ea1c5OgQkXSjcWZ7oiisNLL40kNebHKlLc/Dxw0aeJg0JWRFxtJdl0ZtD7EbG7dkI1m/E0EdvAl0Nda2YucQkVxL68wxqaSylW10oiPVyZkut5HGPpZwBZ0JuCCteR6n+ZpEdtOaV/EtxKA1mWmkMBM/HqUKzxQ4NgesIRB3AygJ/OeDT9FaKuWC0wYnJsOpN8G3OQRugqqF6paLjox42PYq7JsGbl7Q9hHo+AxUKZ558UXBboVdv8Daj43Njldlo03t/UjZ6FMLPT6bcbrf/IeZj8OOmvVXdoTb/gs9rjfthi6HzMx5xMXCxtWwYaVZzvuFenoabdfof2UJ7etfUWHSjReLf8hYacNigUZXmuUWlzYm4qzRnm1eA5uD4Z3xZr23j4mcXT0E+g+F5q0r9gXm7m7aWbTpAfe9Dsd3QfBPsHYuTH0APvq3SWH2vc1UZ1bxL5/j9KoE3e42S8xx2PK1Ef3PHAl128G1L5qn2tISqbp5QOux0GI07P/MaMp+C4IrR0H318E/bxuD4r2Hp4lABAyD/XfDzoGmoXLTKcU30LRUMkL+uDtNo3Elg9/4Im3qTk1q8LlLP/Y0/nxRoH6sEQ8SyWKOM432vJ/nmPYMZylvcZwNtODqzPVNuRJ33DnMkRxkrCk18cCNw5lkzIS5IkinEb70sHizSOmEy0G9bJ0NmnllRcbOk7EEga8FYi0OkhCdXP5k0WSwmTju4wrcXZ/vIJHYcNAhG2nazFZs2OiTR+/HA/xFBsl0yke0n8BuTjGT2gwpVCeWyjwSeRVfbqIqLxc4NgfS5kL8fUYXVmMDeHYo+rY5DuAo7L/LaMTq3W8qJUuqhZHTYdqTbZ0I6bHG16/761CpDPrxJoTDhhmwcQYkRpj+uTd9aKLrpa1FLQxOpzFeXfE9rJ9n0o+e3qbzyk1Pw1UjLq/Kx+Qkc188T7727zTBjEqVTbDitrEmeNGh69/HqD0b/iFj5YG6DeCGO8wCEBsNW9cZYrZmGbz+rFkaNjbE7Ooh0HtgxW6GbrFAs85mGTvFtGlaM9cs748FD09jCtjvNug5svxC5DWbwrBXYfAk2DkXlk+B7+820bJr/gNXjQGPUtJOuHsbo8lW9xtx/673TBqz1f1w1VvgUwIFH1W7Q/cdcOwF01IpbjV0mA++xYweWLzBfy4k3A9JE8CZBFWmFOnhwOjHXiSR1136sTH5jvXCn0aM5QQfE8dW/MkdLaxPe/xpxB7+pDn9MsmdN940oyl72MtgBuHmsm3wwoNm1OKgSzeWRcZcIn6XbmwjGYzKFulq6gnLXFaD55uFJ2NSlLstVhB0ckXmlhCFExhO3czt93AWD9xo7Vpnw8ZGNtGSFtQlJ3Gwk8Fe/qQ+7alNbhNfO8kcZBI+1KU5z+d7/gAyWEscj+FFL/z5uOj2FSkfQuJTLqH+r+Beu/BtLoQEEd/C4cfA4gHt5168bjEvnF0JG56Cc3uMFqzXB1CzS+HbXQokE/1a+zHs/NlYZbQdBn0fNxH18o4undwLK7+HlT9ATKjxiuw9ykhEulxr/n85ID3d+HqdJ1+7tphsi7c3dO0Fz7wKva4xGSPPCtqHswRxWZExZ2ws1r178WzbFkt5/yBKEgG1YMhNZgFTtRm8xCzzf4AfZhhtWbc+MGCoIWetO1TcqJnFAi0CzXL/WyaVeZ6YbVkE3pWg760waKxxby6Pz+HuAYGjocsdxhZj+RtG8L/0FdOMt9e/wLuUJjWvKhA4yaRZdkwxaZeTC8yNpvmdl34+3CtBy2nGUHP/XRDSHdr/Av79ircfiwdU+xoslSHlLZPGqvpRkSrU/HjCpR+b4NKP5R9xacBthDGP43xIV77J5cxvwUIHhrGGzzjLbhpm8ybrShfmMJfjnMjhaN+KOixiD+nYqI03FkxkDKADnlTGwiZZGWXJRsa8ICwB0pxQ2XUIqRZo5QG7XOL91ngixB9E0ImqXJFNkL+Xs7SiDt6uaXUHO0khhb55RMUOsZJ0EvO1sjjKu2QQRWdmFNjqyMYBYrkPD5oSwLdYKOKDRPIUQ7K9bzJtsS5GqG+LN+atUXOgej8j0vcpIc1UwjHY9Jx5WKnSBK77Ga68uXTnCocNts+B4A8gdLvpDdn3cejziKncLk/EnIXVsw0JO77L6HS7DYEH3zX2E5eL8erpE7DqT1i92BCw9DSTYekUBA//15CvwJ5/y8hXYbisTF87WixaCLhVr453z5549+5tlq5dcat6mYkRiwqr1Tw9rF5syNmB3WZ9nfomlXnt9eYCrshRs/NwOuHgJlj+DQTPhtQkqNfMkLJr7zVtmsoLkjGRXf4GHFkFlWpAvyeh72NQuZR1b7G7IfhBiN4KVwyBvp+aG1BJIOUQ7LkB0o4bgtbgocK3uRASJP0HUt5zVdl9aYhaIXAQQxT9sVCJ2qwoUD8WxTIOMpGWvERdrs9jX3Z+5imqUZ+hZKVMbdh4i3dpTStu5ebM9Ts5w7ssZzxDaEd9RrCJIPyZRCsAbnXGEImDNW5ZEasfE+Cus7C/GYTFw7WroVIbGOIP9gbRpCKWu9VmL4k8wE4m0IIbqAdAPKk8yhxuJ5Ab6IQTJx8wDR+8eZh/50jV2rHyM09TjXoM46U8zsVSDjKJxoyjMQ8WcH7DiWYIwk4tluJBEYpSJEgab8i1792mtVERvstciF9viH5GKFz5qukpeSnN7M/DmmjE+Xs+MKn3LuONLqy0esACWNOMbGHFO8YXrG5bQ8K63V16D2RFQUoCrP/NELBdK8131/oquOZu6Hc7VK8g1ZoFIT0NQtbDShcBO6/7atwMBgyDfoONZvpyuH9dBGS34+bp+fczffVs356azz1H+vr1ZKxfT9rixZmveTRvjleXLnh16YJ31654de2Ke63L4GItDF5eWQUBL75t9GbBS82F/efP8NNMl2FtkCFlvQcaQWM5GdcVCDc3aNvLLP+eCuvmwbJZ8M1LZmnbG/rfAX1ugRp1C99fScJigZYDzXJiI/z1Jix5GVa+bVouXf2U0YuUBgI6wsiNxitpy3iY2w66vWpSmpfqT1a5FQRuhv2jTRQj9TA0f694/ksWi6mws1SF5EmABarNKjRKYfRjX7j0Yy9Qg0/yHVuL6zjLHE4yg9oMxu2CBuHueNCWwYQwh3jCqI7xVPPEkw60Zye7uJHr8XJt15I6WIDDRNGO+tTFh8hsov0eFi/eUhIJclLNdS6aujIhx6zQyhVocLpDHQ+xFBsjXVGwZUTjjRvXZOsJuY9wgEy92FGOEUsst3NrLs3cIVaSRjxX51HtaCOeo7xLVToW2C5K2IllLE7iqckfRSNiYL6/lLeg0kNQdXrxfbjkgJNTjFDfpwl0XQ/VrirePvKCw2Z0YSGTjVdYy/sgaApULsWEAFXaAAAgAElEQVQ+wYkRsO4TWP8ppMRAk55wy3STkiyvrENKImxcAMFzjBeY3WYeWEdPgmvuqphdUbIjNcUEDzYFG9nNri0moODtDT36w90PGRJ2ZQX/HBcBZ1IS1p07se7YQcb27Vh37MAZHV3k7S8rMmbx9sbvvvvwu88I4R3nzpGxaRNW1we3hoSQ+vPPmePdGzfGOyjILN274xUYiJvfZZJPzw91G8Dt95vFajVas/V/wfoVMH0KTHvdFAJ072OIWe+Bpsy3orVv8qkE195jlrBjZvIJngOfPA6fPQkdrjZPf31uLnurjCt7wriFELYbVk+FjV+aCbvraBjycumQMjd36PAENBkJ6x41KZqjP0C/z6HWJVakeVaHjr/DkWdNj8v009D2u+IJ+y0WqDIRcELyZHCrCVXfLXQzb3pShadJ4j3SGI4vw/PePRYa8y/28iSRLKYeN+Ya04zehDCHk2zJYQXRgXZsJYQjHKUdbQGohBe1qcIZ4gAIwJMzpGVu0x0vBGzHygBXtWVTF/87YYMRNWDHIOgaDpU9RAKimSuCtJ14OlE101sM4ADhVMKLxi6/tH3sxwsv2l7QY9JGOrtYQD3aUo/cVXin+BI7qbTgRSwFTM/JfISNEPz5vMAUcA6kfATJr4Pvg1D1k+ITjoww2HcXxK82nmGtPi0Zy4qIjcaPL/6A0YX1WFRylcZ54ewu87vePttUgLa7Hvo/Y3wIy4OEZaQZ+UbwHPPXmm6E9zc+aea/1ldVXEmKw2GsnNYsg7XLjOWEzWbuNx0CYeyThoT1uNoI8f8mcMTEGM6xfTsZrr/2o0czPUbd6tQxQaERI2DKlCLt87IiYxfCvUYNKg0bRqVhwzLXOeLiDDvdto2MrVuxbtmSRdDc3PBs2xbvoCC8unc3fzt0wHK5igO9vKD3NWYBSEwwTyMbVhpy9vaLZn3VauYHMWAYDBxxyb22Shz1m8GdE8xyaj+s+clUZU57CD593AhTh/7LeJmVpVawfkcY/RWMeNNM3mtd3kLd7oXBE02z8pJGlUYwZCGcmAfrn4DfroL2T0D318DzEh4kLO7Q8gPwaQxHn4Wd4dBhAXgVk+j6TQJntElZutUHv6cL3aQKz5LOUuJ5Fi+uwp2839Ofq/CjNWf4lroMz0VGKlOD2rTgFFtzkLEmNMEXX/ZzIJOMATTEP5OM+ePFLhIzX+uCFxYgJBsZq+UOlS1Z9hZXVgWFA5521/t4kIiNo6QwjqyCCBsOtnKK9tTHDTecODnAQVrRMof/GcA+FpNOIoHclitilspJwviVeowssAG4lV0k8g6+3EQlRuU7LgfSfjCVsT6joNpnxb+5J26F3deDPQnafAV177t0gmBLhZCJxrjV7woYPB8a31A6xMPphP2LTHeOI6tMhXXPccaPsLQi3gXBZoXty40ObNMC05Tbvw4MGQf97zQV6hWVgIWegrXLDflavwLiz5n17brAA0+7dF+9/japR2d6uiFdmzZlLo4zZzJf92jSBK8uXfC7916TnevaFY969bJ28P+BjOUFd39/fAcMwHfAgMx1juhoMrZuJWPLFkPOFi4kedYsACw+Pnh17ox379749O2Ld58+uAdcJm2MLkTVanDdDWYBY5K3cZX5waxbDssWmPWdusO1rnEVrRCgcVu45xW4ezKc2G30ZX99Y8T/9ZrB0HFGY1b9Iiq/LhZV68INb8OAZ+Cvt0yULOQ74zN03YSSN3q0WExT4wbXGRf/PR8actZ7OjTJracqFho9bUTW+++Gbb2Mi3+lZoVvl/3Yqn4EznBIehY8moNPwcdkwRN/PiGKgcTzHDX4Kk+7CwsWGjGW/bxAFMuow7BcYxrTna38SBJRmf0q3XGnDa3Zz4EcBrAN8WcHZ7DhoDqeJGDDgXDHQhWLG63lwTZZOX8oFouJjp0nY3EO89fm7nC9twc7SURA12yeYVs4STIZXOPSo53hDCmk5IqKpZPEHhbRiEBqk5sAHGca7vjQmHH5nkuRRhyP4EZNqvNOvuNyvvFi02fSqz9U/6H42q6oecbE1asOdPsL/IrXTD5PRKyH1WONgWvbh+Cqt8GrFHS/9gxj/Bz8AUQfNmbP179tiFilMrbacThg92oTAVs3D5LjwM8frr7DELAOV1e8DAYYy4lNq7OiX8cPm/V16pt7SN9BJgNTswzn5FKCJOwnT+YgXtYdO0y0D0O8vHv1wrtbN7y6dsWrc2fca5SQpljSZbMEBgaqJOB0OmU9flzJc+Yo9plnFNanj054e+sE6AQotF07xTz0kJJ+/FG2M2dK5D3LHU6ndHCPNO0N6carpEaYpVdjadLj0trlUkZGeR9l3shIk1b+ID3XTxqMNNxTev1WadtyyeEo++OJC5V+fkR6xlN6xkv65TEpPqz03i98vfRTO+kzpKU3S6mRl77PuHVScA1pTS0pYXPxt3emSNGBUnhlybqzSJsk6kOFKkAp+jn/3cqhEN2tzRolh2x57CNSMzVau/VHjvUHdFDjNVGHdThz3QYd02jN1CnF6ieFKkjBOqesa/xJxzk1c5yV0+nMXHfjaan9UfPv7akS+6RxqYkKcIQq0enQBzqmPlqjdGVdd6/oDz2tuXLI7OdPLdZETVaa0nIc42b9oJm6S+eUe045p80KVpBO69t8z40kxWm8QhWgNK0scFwmMjZIYb5SVBfJkVC0bc7D6ZROviWtQNraQ8oogevOmiKtf1r6zCJ931g689el7zMvOBzS1u+kyY2lJ5H+FyRtmy3ZraXzfgUhNlz6brJ0Zz0zf430k966S9r0h2StoHNuZLj03afS6Gulph7mXtHSV7p3qPTlVOnQPnN9XOZwZmQobd06xb35piJuvFGn6tTJ5AEnK1VS2NVXK/aFF5Qyf75s4eEX9R5AiIrAby6raspu3bopJCSkVPbtTE/HunUr6WvXkr5mDRkbNqCkJAA8rrwS77598enXD5++ffFo0QJLRYomXQyiImDFH/DXQhNyzkg33QP6DzVRswHDoNpFtNQpbZw5CIu/MNGyxFio19SE9q8bU/ai/3OnYNnrphLL3dO4cQ98AaqUwhOiw2p8yba/Ct41YOBsqH914dsVhNTDsHOoaVvTbg7UKqbzuiMMYoIAN6i5GdzrFThcOIhhBDYOU4d1uJP3+FjWsY9nacH4PLVjC5iAO56MYHLmOhs2pvA2nejISFfbpFDieIHfeISrSaUKL3GQ2QTS1NXj8nul8JTi2WSpTXOXmeszETAjDpJbw+pUuOYU3NE8ju0e6Rxyq8cYtuODO5+57DXOv8eddGcEHRDifT4kgBqM4d7M40shll94livpQT9yVrQKB9u5FwepdGMObvnYU2SwhhhGUZkHqM7bBZ5rc1L2QWxf0+YqYF3xGn47rabgI3wW1L7dpCaLax58IcLXwur7IfGosXW56i1j81LSOLQcfn8BQndAwy5w/TumMKes5+xDW2D+R8YE224zVhSDH4DuwyqmFcXZ07D0N1g8z2iRJSO0H3yTsVMK7FUxC8OKAVmtZISEkL56NemrVpGxfj1KM1pSjxYtjEtDjx549+hhJEwl0K7QYrEUqZqy3KNdxVlKKjJWFDhtNqWHhCh+6lRFjhqlUzVrZjLm0/XqKeree5X03XcXzZYrFFJTpGULpOcfkLrWNk9Bzb2kcSOlP+ZKaanlfYS5kZEmrfxRer6/edoc5iG9drO0Z03ZP7FFH5W+v096yk16vrK08L9SyrnSea+YndLsltIMNynkFclhv7T9ZURKW7pLK9ykMx8Xf3vrdim8khTd3UTLCoFNR3VWDRWt2+VU3t+TU05t11ht0vVyKHfkYId+00yNVopynuPZ+klv6C05XFErm+y6R19ptrZqq+IUpGBtVVzm+ANOqwIcoZqT7binxZpoWIRNmpdg/j3IFq3rHJFKlk09FKxPdSJz/NfaqHv1lRJkfiMRitB4TdRmbclxbGv1hb7SPUpUVK7PE6b5ClaQopR/lMiheIWroyIUJIcKP8+ynZQiGkgR9STb8cLHZ4f1nLRtgImIHZsoOS8x+mxNltY9aaJhPzSRQosY1SsuzmyXPrnORMJeaSKF/FD2kXNrhrTie+mJIDMv3VRF+uQJ6cyhsj2OouLEEemTt6Tru2dlSwZ1kKZONpmUyzz65bRalbZhg+KmTFH4oEE6WalSVgasQwfFPP64kn/9Vfbo6FI7BooYGSt3glWcpSzJ2IVwOp3KOHBAiTNmKPL223UqICDrS+3YUbHPPafUZcvkSK2AxKU4cDikkA3SK09L3eqZH2cbP+npe6XVSyRb7tRRueP0Qenz56RbA8wE+GQPae08yX6JRKW4iDgofXOn9JRFGl9T2vhl6dwMrEnSirtN2nLhNVLKJT4Q2JOlXTeYm+/Jt4q/fdp8KcwinbulSDfuJH2hUAUouYCU3Pm0Xajm5notTqGaqdHap6U51u/WHo3XRJ3IRpb+o1/1rpbpmJIVpGAtU1aqzeF0qonjrJ5zZBG0RYmGgG1IkWaeM//uZA/Xg45YbVCsghSszS4SmCarHtR3+lirMrdfoVWaoElKVGLmuniFaZbu1kZ9neuz2JSsDRqiHXowX3IqSbF6WKGqrQxty3dMJuxRUmRLKby6ZN1d+PjsSDkibWwlrfSSwgpOmRYJZ4OlH5uZa3Xto+baLWnEnpS+u9uQsBdrSKvel2zpJf8+BSEmTPr2ZemOumYOeqCVtGCalJJY6KZljsP7pQ9ekQZ3zCJgI7pJ09+UjlVQ0lhEOB0OpW/frvi331b44ME6Wbly1n26fXvFPPaYkn/5pVTJ14X4h4yVMpwOh9JDQgzjHjBAJzw9zZfu7a3w665T/DvvKH3rVjkrInkpKux2ad0KEzFrX838aLvUkl56VNqytuzJTmFIS5EWTpfGNDUT4v0tpD8+M+vLEqE7pQ/7ZGlVTm0t+fdwOqUDM6UvfaVvaktnll/a/hw2ae+dhpCdeKP42ye9K4UhJU4odKhTDkXpRp1VI9l0Kp8xTu3UQ9qoobJfoL2SpHl6Tn8q53GmK12T9Ir+0J+Z66ZplZ7QTzqnDAUpWD8pNMc2oxzR6u/IImgH0g0B+z5eei9GYp9Tdeyhes0Rr+k6rp5ao1SZ636VDmm0ZuqAssjwx/pEn+nzHO+xUh/pG41VquJzfY7j+kTBClKC9uZ3upSqhQpVgBL0Zr5jMuFIlKK7SWE+UsbawsdnR9xaaU2AWeLWFG/bC2FNkdY9bkjYj02ls6subX95ITlGmv+s0W0+5+OKSMcVvl1JwemU9m2Q3hptdKxDLNLE4dLWJeWjZS0Ip45Jn74tDelk5vHGFmlUb+mL96UzJ8v76C4aTqdT1mPHlDhrlqLuvFOnatXKIl9t2yrmkUeU/PPPskeWgN7xIvEPGStjOJKTlfLnn4p96imFtm2bJQL081P44MGKe/NNpW3cKKe1HASkJYH0dGnJb9LDt0otfLKI2fMPSH/9bl6vKLDbpeC50mPdDCm72d9EzsKOld0xOJ3Slm+ll+qYSNmP90uJESX/PrF7pZ/amhRQyKuXllJy2KS9dxlCdvrD4m3rdEpxDxhCll44MbTptM6qkWI0Nt8x8dquYAXpbB7Rsa36SbN0lzIuSNl9o+/0P03N/P9v2qHRmqkUZegqBeuzbFEzSZriSFBtR6hSXOctzWHI2CtR0kuRkvshmwIcoframayHtFNjtD1z29e0SM/pl8yIVqISNV4TFawsIpPgKjjYqp9yfQar4rVWfbVfL+V7DuyKVphaKlLXyKlC5g6nQ4odIYW5S2kLCx57IaIWSKu8pY0tTXTsUhB/WJrbwRCxdY+bNGVJIi1BWjxZeqGq+W39MFaKK8NCq/RUaclM6eFOrlRkVemzp6Szl3jeShJOp7R7m/TexJwRsBuvkmZ9KEWUYsFRKeK8fCjhgw8UecstOl2vXua99lSdOoq6+24lffutbGEV5/MVlYz97awtygtulStTaehQKg0dCoD97FnS164lY+1a0oODiX/ReH5ZKlc2Nhr9++PTvz/e3bpdHj5n3t4weKRZkhJNB4Bl87O6AFStDkNGwY13Gk+zEhA+XjTc3aHfrdD3Fti3DhZMg9+mwq//g6ARcMNjpqFuaXqWWSzQ/R7ocCMsfQ3WfGiaDg+eBP2eAA+vwvdRFNRoBzdtgbUPQcgkiNwI13wPPhdRbu3mAW2+BkcKHHkSPGtC3dFF29ZigWrTwLoWEsZBzT3glr8vmgdX4MdDJPE/bBzA8wIbCICqdMaP1i7vrVty2GE0oB27WUAkh7mCzpnrm3IlhzhMEklUoQq1XS2YzpGCHx4kY8/xHp0tnjgE+7DRHW983KCBh7G38HcHP08nAHVw4wSp9MXY3qSQwSEiGUGHzOM6xWnA+J6dxzHWARZac02uzxfOfJxk0Ij78j1PCfwXJ0nUZDoWCpknkiZCxh9Q9eNC7UZyHsh3cHAs+HWFzovB8xKsfU7Mh9X3mVZGw5bCFYMufl8XQjK9Ixc8Y9zzO46Coa9CvdzmuaWCqNPwx6ew5AtTPNSkAzwxw9hSVKoAnlo2G2xeA8sXmLk57IyZ47r1hpf+Z+buRvn711VEyG43gvsVK0hfvZqMjRtRSgpgTN19BgzAu08ffPr0wbNdu8u6Z/U/ZKyU4NGgAX533IHfHXcAxussfc0aU8WxejXx401/PUulSjnJWffuFZ+cVakK199uFqvV+JgtnG2I2dxZxm9m+G1ww53QtUfZGrVmh8UC7fuaJeYsLPoMFn8OE36Hhq3gpqdg0P3gWULEKC/4VIUb3zW+RvOfgYXPw8Yv4Kappu1KScCzMgz4Fur0gg1PwbyuMGge1Aos/r7cPKDdbNg1BA7cB541IGBI0ba1+EL1WaaCL+m/UO3jAof78RDJzCCJ96jBzNy7w0J9buYwb5DITqrRJfO1WrTADQ8i2J+DjDWmEWCIUXvaUctFxmJIxg93ki4kY672STtdZAxcXmM2aGUBH08HdsAXJ3HYaIqpgttLGE5EZ7I85k5zGg88qO+qEhXiKOuoR1v8LjC6dWInjJ+pThCVybsJdRqLSGM+VRmPJ60LPJek/QQpU8B3HFR6pOCx2XFmGhx5AvyvgQ7zweMiSYXTDlsmwK53oFZ309i7SuPCtysqIg7AvEeNYesV3eCBBdA4qOT2nx8k2LMGFk6DDb+ZdT1Hwo1PQIdycuzPDrvdVMMv+NFUxyfGmw4s/QbB068Yk++Ay6ctoCRse/eSvnIlaStWkB4cjBKNWbNnx474jRljyFfv3nhcUY69jEsB/5CxMoJ7rVpUvvlmKt9smhk7YmJykrMJEwCwVK2K76BB+A4bhu/QoXjULWO7huLCywsGDDVLepppCPv7HJjzJXzzMTRoBNffYZZ2nctv8qrZAO57De58Cdb+DAs+gmkPw9y34a5JMPAecC/Fn0PtlvCvP2D/YvjtKfh8uCFjI6ea1y4VFgu0e9gQsOW3wvxe0HsatBlX/HPu7gMdF8D2/rDnZuiyAqr1KNq2Xr2h0hOQ+iH43Are+dtvuOGPH/8iianYOJgn4ajFII7zEWHMy0HGPPCiFs0I50CO8fWpjyeenOQU7WlHTUx0LookquQRGatncaeO3NiRzfy1mScsT4GGHuDt6cQOpJEOwJUuMraDM1TGi+bZ+lOe4jQNaZBpOhvFYZKIzNEt4DxiWIGVaFrw3zzPjZM44nkeTzrgx+P5nkMAbDshfix49jYEuKjf9+mpcPQZqDnSEHD3i2zGnRoJK+6AsNXQ9mHoNRXcS8gCISMFlr0Gq98Hr8pw66fmwcatlM1R01Nh1Y+GhJ3YDVVqwC3Pw/CHoU4JksyLxf5dMO9bWPCDMfeu5g+DboRBI6HvdZdV6yHbiRMm8rViBWkrV+KMigJMv+nKd96J78CB+PTv//foNV0A/iFj5QT3mjWpPGoUlUeZdibnyVnakiWk/fknqb/8AoBXYKAhZsOGmahZRXRoPg8fXxh2s1mSEmH5QhMx+/J9+OwdaNbKRMtG3VN+4XIvbxh4t2m6u20pfDMR3r8ffnoT7nrZuGGX5jluO9R4Hq2dBktfhbfbm754QyaD50XeDLOjdhCM2gYr74a1/4bordDnE+ODVhx4VIPOS2Bbb9g1HALXQuW2hW8HUOUNyPgdEh6AWrvBkr+nUuUc0bEvc73ujg91GE4Yv2AlFi+yUmh1acNuFmIlFS8XSXLHnStoyClOAVAdXzxxJ4ZkquBN4gVkDExrpJ3YMv/f1AvOJkC0Azx8TZoyPhsZcyJ2EUpHGuKOifpasRJGOH3pnbmfo6zDA2+akDOCI8RZ5uBLI2rQK8/zEs9LODlHAD8VnJ50REPcjcZLzH8eWIoY5Q2dbohYrVsMEbvYhvQR6w35t8ab6GzLey5uPxdCgj0L4LcnIe40BI0xzvml4eGXHdFn4Pfpxssw6Rxc2RGe+hIGjAbvS/RZu1RERZgI2K/fGjLm6QnXDIdR95q/XqUY4S9BONPTTeTr999JW7oU+4kTALjXq4fvddfhM3AgvgMH4tGoUTkfaRmjKMKyirK0qVVLJ2bNUvKxYzlcs/9ucDqdyti1S3FTppjuAG5uRqBYs6YRKP74o+yxseV9mEVHbLT0wwzptv6miqexRbpvmPTXH+Vfkel0ShvmSw91NGLccW2ltb+UTTVUYoQR9j+J9GY745NUUnDYpc0TjIh60ZCLtxRIPSatrSutayCl5V35mCfSVxkxf8JThQ6N12sKVU1ZdTDP11N0UsEK0il9lWP9We3RTI3Wae3IsX65/tIETVK6TFHJs/pFH2iF/qO9ulO5K1vfdSaopsthXzKVlOyT6h6SmsfFqYnjrN7VEfXXOjnl1FFFabRmap2OZu7jmI5rvCbqgOsz2JSh7/SgVuuTPD7vTldhQt6dCNK0zFU9OSWfM+aC0yrF9HNVThajYvfsF6ZIY9cNkuMiC4qcTmn3B9LnHtKPzaWYXRe3n7wQfUyaMcz8Lt7qIB0rZlXoxSDmrDTtEVMVOdTdeBbuDi5/n620VGnBbON838TNiPBvCJK+/tjMq5cJ7FFRSvzqK0XedFOm3cRJPz9FjhyphGnTlLF//9/2ns7fsZqyubu75oHmgf5s2FBb7rpLxz//XImHDv1tv0hJssfGKmn2bEXdc0+W+aybm8L69FH81KmynSrGTbK8EXZGev/lLA+zXk2M6WBMbjPMMoXDIQX/JD3Y2pCyRzpLGxeWzWS8f4k0qb70tIe09HXJXoJ2KPu/kGa4S790vXg/sqRdUnA14z+VUYzvKf4R4z+Wsb7AYXbF6KwaKVYP5jtmlx7TJl0vp7LIu03p+kr3aIt+yDH2iI64WiOZ6ra3tEQTNF+v6qBGaGOufS93pinAEap1TkPeNqYYMsY+qUVSrLo7wvWwdmqsq5LyF23TXZqpxGyWGyu1WuM1USmu6s7j2qSZGq1Q7cnzs2zQYNmV25PQoQSFqb0i1FtOFVKhHP+IIbyp3xc8LjvCvpVWWKQdQyTHRVZAZyRKy24zRH/JjVJ6CdlJWNOkxa9Iz3pL//EzfmGl3b4oPtpUWl/vY4yjP/y3FFnO86nTKW1dL/3nQaldVTNP9rhCenu8dORA+R5bEXHelzP+7bcV1ru3TlgsxjC9YUPFPPKIUpcskbMiVeCXMOxpaYpavVrHP//870nGAgMDlbB3r45On65Nt92mP+rUySRnf9Stq0233aaj06crYe/evy05c9rtSt+0SecmTVJox46ZZb1ng4IU/847sh4rQ/uGS4HVKv3xs3T7gCzH/6fukbZtLN+nUbtdWv6tNKaZIWVPBEkhS0v/mJJjpa/vMNGA93tIUYcL36aoOLVI+rKScT+Pyzv6VCji1kirfKQt3SRbEY0sHUlSZGMpspXkLNgMOV6vuqJjeZtORmulghWkGAXnWL9YU/Szns5hmJqudE3QJC13Odp/qXX6l77XVB1Vf63LvW+nXQGOUH3sNJ8r0pZFxpqlRmm4I0pDtEGvuqJeL2mBXtbvOfbxpWbpA32U+f9lekdz9FhmN4Csz2nsOs5cQCDP45yeUqhqFW7umjLDFXl8vuBx2RExx3Ra2H6NZL9Ic+pz+6U5bUwHiB1vXbo7/3nsXyK91sxc/1/fbvq/liaS46VvJxmH/KFu0rv3lq31TV5ISZZ+/Fwa0tnMia0rS8/cZ7weK5pvWR5w2u1KCw5W7LPP6kyLFln3pi5ddO7ll5W+ffvf9r58nnztnzxZwf376zdvb80D/ebl9fclY9nhdDqVePCgjs+YoS2jR2tRgwaZ5Oz3mjW16dZbdeyTTxS3c6ec5Z0OKyVYDx9W3Jtv6mxgYNbF37Wr4t54Qxm7dl0eF/+hfdLEx6S2VcwkNLSLSWsmFrOxcUnCZpUWfynd08iQsmf7Sgc2lf77bpstvegvPV9JWju95Ehg1FZjDvtVDdN4/GIQvVBa6S5tv1ZyFLHBcfpyF2n4T4HDsqJj/8rzdads2qjh2q0ncqw/pFWaqdGKVs4b6cf6RF9opiRpoXZptGZqpo4rSMGKy8Ovq7MjXA84TOrf6ZQq7zdkrHFGhO52RChIwfpOpxWvVI3WTP2WLTV6TnGaoEn6SyskSamK1yzdra2anet9durhfI1s0xSsUAUoXpMLOlVSxjopzFOKHSI5izivRc03311IX9Nx4WJw7Bdppp+5jkqqpVF6kjRnnCFhb7SSDl6ieXFhSEmU5rxpvAcHI712i3RyX+m+Z2E4uEd6+YmsKNjgjtL3n0nJpdCtoIThSE1VyuLFinnoIZ2qXdvcgzw9FT54sBKmT5ft9OnyPsRSQca5c4pYskT7Xn45B/maZ7FoRdeu2vXMMwpbuFAZ5879/yBjF8LpdCr52DGdmDVLW++9Nwc5W+DnpzXXXKO9EyYofNEiZVxOmqsiwnr8uOLfe09hPVafKKIAACAASURBVHpk9dFs0EDR48Yp+bff5EguYfPFkkZykpmEBnUwk1JLXxMt276p/KJlGenG1f+OOlmTd2gJRq3yQvxZ6dMh5gb16RApvoQMDBOOSbNbmCjZxd5Mw74yeqP9DxT9O4kbZ4xIrQVr4uL1skJVSzblPYGf0AwF6yplKCZzXbqSNUv3aIt+zDF2of7QZL0mhxxar6MarZlapdMKUrAWK7f57hhHjLo5stK4HY8aMlbPFqZ/OUIVpGCtVYw26JhGa6aOKUuvcz5Fec7VJumgVmimRiv2gu4CCdrtiorlPFbJdByI1NUKVzc580hfZg1MlSKbSpHNJEcR04MJISaqufWqokc1L8Sej42x8G89peQSilod32CiYU9ZpIUvlG4Lo+R46cfXpVtqmN/xS8OkIyWo0Swu4mKN7mt4oJnrmnlKj4+Wtqwrf51aIbCeOKGE6dMVMXy4Tvr6Gv1XpUqKvPVWJc+ZI0dCOT5ElwKcDocS9u3T8c8/19YxY7S0ZctMXjHPzU0rAgOzyFdc7t/k/0syluskusjZqe+/145HH9WKrl31azbd2dJWrbR1zBgdnzFDiQcOXB5RpCLCdvasEmfOVOTNN+tklSrmB+Pjo8iRI5X07beynyulRtYlAadT2rFZGv9QVrRseKA096vya1qekmh6z91Y2WhLPn5UiivFFhtOp4mMPecrjQ+Qds4rmf2mREg/tZO+8JFOLy18fF44OsHl0v9R4WMlyXFOiqhj2vQUEMmxKVShqp1vZChJhxSsIIVrQY71izVFv+jZHOu2aKvGa6JiFat9CtNozdRuhWqwNugl7c+17/ediQpwhCrBlXa7+bTEPqdq2kP1sOOkghSsI0rWD9qs+/S1bNm0ax9ommboi8z/r9RH+lGP5Oo1uV/jtU7XyJ5Ho+/zov3kPIhaDiSMd3U5WFXwuPNIDzfFF+samabwxYXTKW2dnKUPs+WO6BUbdqu0aKL0lJs0ubF09BJbLxWElETpu8nSzdUNCZs0Qjq4ufTeryDY7dLKP00Xk+ZeZl4b0kma+UH5a2YLgDMjQ6krVij22WcV2qZN5oP+maZNFfP440pZvPjy78mcDbbkZEWtXKkDr7+udUOHamH16jkybhtuuEEHp0xR5F9/yVoE4vkPGcsHtuRkRa1erYNTpmj99dfr95o1c+jONt9xh4599tnfqijAabUqdcUKxTz+uE43aGB+TB4eCh80SImffSZb+CU2mi5NJCVK334iDWxrJq+ONaQ3npdOHS+f44kNlz56yFRcjfSTvn9FSi3FdELEAem9biZK9sMY0wrmUpEaJf3cSfrcSzr5R/G3dzqkXddLKz2kuNwarLzfc44hEckFt1mK0VidVTM58iAsTjm1Sddrr57LsX6/lmmmRisuW9/JUzqt8Zqofdqvs4rLrH58RQd1rdbLdgFR+usCEf8LERL7HQpwhOoh5xEFKViJsuk1LdLEbGQwXBEar4naqE2uY3ToBz2k1ZqeY/9pilCweuqYPsjzc0dpuMLVUU4VkP617jPpybh78x+THY50aWsPaVUlKXFH4eMvhNMhrX3MELGVY0y7rEtF5CHpf93N9fz9fSVzPecFp1P66zvpznqGhL0yUjocUjrvVRjiz5kipasamjmsU4BJS+69iO+kjOBITVXyvHmKvP32zIf5E15epu/y1Kmy/o3uj6lhYTozZ452Pv64VgQG5gjYLGvbVtvGjdPJr75S0uHDF/WZ/yFjRYTT6VTS4cM6/sUX2nLXXVpUv37mF7Gofn1tGT1axz//XElHjvwtLj6nw6H0zZsV+8ILOtO8ufmRWSymMvP992U9caK8DzFvOJ3ShlXSv2+WrnQ39hhjR0iry6kp7+mD0qujzER/R13TkLwkqyCzw26VFr1kIgmvNCmZxuNpsdK8btLnntLxX4u/vTVO2tBcWlvPRF8Kg9NpNE7hfpI9fx1JujYqVAFKyhZpyo7Deltr1U+ObJWGyYrVTI3WTs3Ptp90jddErdRqJStdozVTf2qP/lKUghSsHRc07Y50ifg/cRpi/XGs5ObqS/mg84D6a53scugBfatZytLcLdUyvaSXlSSzXaxOaaZG67BW59j/cX2sYPVQmnKnnLM+8+e5XsuE02lsLML9JXsRoihOp7RvjIlgRv5S+PgLYbdKf91piNiGZy9dqO90Sus+NZHeF2tIO/K29SgRHA6Rnu5lfpuPdy8brWdeOHnUaGFbVTIk7M6B0p/zpIwi6i3LGI60tP9r77zDoyjXPvwOHQELAVREBI/oQcF2NAqIikdFFMUKGEBBwEI5CAhi6DaaH0UUaaFKJyS0gISWQg0tEHpCEkjvve3O3N8f72aTkE1Pdjcw93VxXWR2dvadzWbnN0/5PaS5uRHz6adm+4nQpk2JHTyY9K1bUVPtv4atNGQnJBDu5sbpYcPY07at+XrvfscdeHfpIkuZPDzIrqTskS7GyolZnC1axLFPP2XHffflibMHHuB4nz4EL1tGhh0NIi0vmqaRfe4ciVOnEvbUUwUaAJKmT8cQHm7rJVom4gbMmgDPNpNfci8/AkvnQFIltdiXhfOHYGQn+cU/6N9wyK3qaj6uHZZpndF14djKih8vKwm2vCitL66uL/vzU8/Cgfpw8uXS+VUZrkFEfYh/v8hdNDRieLvIKFE8h/HCkfibuiK3MpGtTCywbRazWccGNDQ+ZwVrOU4qBjrgzR8Ujqy2UyP42lTE75YMNQNzcFDD6Kf50ws/Ikgy1Z5dNq91FrNZxgrzMc7hgQtOpOarazOSwSFe5zzjLJ5zLL2I4DGL0UAz6ctlZDHdskgtROhsKcSCJpdu//zkpMPOblKInZ5e8c9zShQsekdGwxa8KWsiq4LEaJgzCN5SoFcz+GeZ9W/UNA2O+8DgD+QN479qy47IC5Xow1aJqJmZpLu7E+PkREjDhlKAOTgQ++WXZOzdi2aoohtMK2JITydqzx7Off89+557DtcaNcziy/ett7g8cyYJfn6oOVVjo6KLsUoit2MzaOFCjvXuXcBOY9+zzxIwYQJxhw/fEt2aOYGBJM2aldcAUKMGUd26kbZpk316wmRlgdsa+KCjFGWP3QFTR0K0ldOuucaxAx+TomxkR7hcCdErS6TGwh9d5IXNdUTFfZiyU8C9s7QquLyq7M+P/Fte9K+MKt3+qTOkqMh0K3KXvPqpwvYPKtn48ipXmF5g+xncccGJNPIac1bxt9luYjjr+ctki/ENZyyavzqpcXRQZXF/lAFqXcvCQQ3jQ82PEZw1NwKEml4jNxV6krxC8D3MZBMF34twNuOFI0mcKfSa2ZwlDAdS+L8i3w/UWIh0gNhOpYtQxe2WFhZnPyx7RCsrAdw6ys/DhWIidaXlrDs4N4Hv6oHX71Ujjgw54DYXPrxL1nMuGiUL9q2JwQDb1sO7z+eVU8wcD1H2d9OuZWWRvnUrMX37mlOQoY0bEztoEBl79lR7AaYZjcQdPsyFH3/E65VXcKtTB1ch2FKrFgdfeonzkycT6+2NaqUIpS7GqghN00jy9+fStGkc7NzZnF/e3rgxx52cCP37b7Jiq48zclHkXL1KwvjxXG/RwvzHGjd8OFmn7bTO4dwp2XnZqga0qQdTRlj/i9BogJ2LZNqyWw1YPBoyi4l2lPt1cqQQGyGkMEut4OctJw22vSa75coTIbs8XAqyqA0l76vlQMyTEPUAqJY7+2Rn4atE4VjA5DWX84zlCN0LFMgnEoYLTlwgzxrhHzyZwGQMGJjIVqaxG4C/uYEjXkTeZC8xw+TEn2YSMB5aBg5qGP/VDvMLl1nNUT5nBUaTd9h2djKJqWSajqNiYCVfcMhkqSHPReU4H3OK/oUK+gHiGUg4D6FSjHhIHAARtSCnsIFsIdIuSYPeY0+CoYxppbRw2NhO1hIGlSO1mZ+sNFg3SH5GZz4NkVVkH3HSU07N6CrAuStct7IpanISLPoNOrSUIuzVR2H1X5BRBX/3FUDTNLL8/IgbMoTQu++W3+n33EPswIFk/PMPWhVFhaxFdmIiN9av53jfvmx3cDDbTOx95hnOfvcdkbt2YbBRmlUXY1YiOyGBGxs24Pf55+xo1sz8ITjw4otc+PFHEk6cQKsGhn1FoRmNZOzeTXSvXgTXrSvTmE8/TfK8eRjj4ko+gLUJvgqj+8u6sjZ1YdJwiKxiA8mbSU2EuV/KC0T/h+H0vqp5nWMrZMpyykNwo4IiOSddRsgW15ImsWVBzYYTHeFgA0grxUU3+6h05k/6X5G7ZOBOGA5k5KsDyyWS7XjhSGq+8UkaGpsYzW6mmbf5cxZnJhJJJL/hyThkNC6EdBzxYjMF02W7TOLrmKmIf72WThNV2mG4EMKP7GQS2wAwYuRXZrAmn5dYFJdxwYlr5NUoxeOLF45Em4RgfgwEEUZTkpha9HtlHiv1fdH7mA+YCkfagncTyAgpef/8JF2FNa2lj1hYBT+vsUFyjNG3CmwbB4YqiEBEXoOpH+T9jVlrWkYucTEw7fu8bu+er4LnNrszZzXGxJA0ezZh7dubO+pjnJxI9/Co1gJM0zSSz5/n8syZeL38cl5QxMGB4337cn3dOrLs5PpULcSYEGK0EAIhRJPS7G+PYiw/mqqS4OfHhalT2e/oiKuimBsBTn31FeFubuQkWTl8XokY4+NJ/uOPPIPZ2rWJ/ugj0t3d0eytKDUkEL77Ik+UTRwGN8p4gaooZw7AgEfkBWP2QEipAjuR0OMw6QFZGH2yHFGt/GQlybFJS+pBRBnnAWaFg8+9cOTR0nlZJQ01jUqynM7VMBLFC0TzaqGIUjbxePECITcV+R9nLcvoRxbSTy+KaJyZyGnOsBRfvjHZRmhofMgxvr1pVFGEqYh/iamIf5GWyr1qMI54sZ0IvmAlKzgMwFUCcWYi5wgwP/80W3ChD5nknb8/wzjCO6gUTv1It/3mGC34nsmFZkL0o9JXTCsh0qJpcK6nTE/Gl1FMxZ2FlffCiibSHLgiXN4rC/R/uAcultM6pTiys6RVRfe68N4dsO5XyK4Eu43SEhUhu7n/3UDWhA3rDWdt1KVZBOZOyA8/JLhWLfOEluS//sJowQerumAuvB86lF2tWpnLhfY+9RQBzs52Wy5k92JMCPGgEOIfIUTorSLGbiYrJoaQlSs58tFHbG3YUOata9bkQMeOnJ88mbhDh1CraX4+++xZ4keOJLRpU3PRZ9ywYWT5+dlX12loEIwZCA/XksLs237S8dpaZGXA0rHSCqP3fXIIeWWTEgVzO8mU0D8/VSxCkBED6x6FFQ7SJLYsJBww1Y+NLnFX1CSIagrxbxe5Sxp/E4YDWRbmSZ5iAGf4qsC2SC7hghMhpnowI0bGM4k97GUjJ+jDMlSTsPuNq3TGh6x844o0TeMxNYLhqhTNs7RkHlClrcUebuCEC/tN0bgdeDCJqeTkc/PfzTS25CvSzyIaLxwLiUYAlUTCeIAERhb9HqVOM3mKFY6qFSJssXzvg6eVvG9+4gOkCFv9ACRUMMV3eImcrzrtCYgNLHn/snL+cF5K8tdeEHOj8l+jKIKvwrgvpT9YqxrSoPVKYb86W6Hl5JC+cycx/frl1YE1a0b86NFkBwSUfAA7RDUYiPP15fzEiQWCG+533MGhd98laOFC0quBw391EGObhRBPCSFCblUxlh81O5tYLy8Cxo8v8MHaeuedHH7/fQL//LNa2mdoBgPpHh4F0phhjz9O0owZ9tWNGX5dFvf/u4FMKwzoLp39rcWVkzDkGZPn0QcQV8nvjSELVveVgmx1v4q5mSddheX3wIbHZbSsLFwYJMfupJZC8Kb8JMVGzlmLD6ukEc5DJDC00GOBzMaHzgUiTkZyWMHnHMtX+D+L/2MDm/DgHE64kG7q0PQhDke8OE7BaOXHaiyvqtIcdYqaxL/USzjihQdXccKFC8jmkPn5xi2BjLatZhC+LDVvC2cTXjiSRmFRm8oiwnAgG8vnjjECIhtAfA/Lj+cn7ZL0Ejv1etkK9pOuyojYqvshqQJTJVRVOujndktmVHL0PyMV/hwuuyT7PghHy+GNV17OnoQhPU21qHWlEXVIFQjNcpLt70/c8OGENm4sBdjdd8s6ME/PalmInxYcTNDChRz54AO23nmn2eX+QIcOVi+8ryzsWowJIXoIIeaZ/n9biLGbyY6PJ2zTJk4OHsyuhx7KmwrQpg1nv/uOOF9fuwy5FocxMZGURYuI6NAhrxvzrbdIXbfOfhyaE+Jg7lRpvNhSSDdsa325Gg2wcQa8Ww8+uFMW+1dmjYmmwa6p8qL4+8uQVoGaibD9sn5s51tlM/vMjgWvxtLuoqQbCzVeCo7EfkXuksAowmmBSkFz0Bg88cKRlJvc9HcwlW1MMv+8lGUsZDEHuYITLkSbUojpGOloweJiqprEfWoY2ZrGGDWRJ9QLOOKFq2m+ZQLpZJBRYBYlQBKRuODEZQ6Yt/kzjON8XCjNqqERRSeieb3o9yaxvzR4NVwteh+Qxq7HngFvB5kqLi3pUbD2YRkBTahAhCc7A5Z9LD9zG76qfK89v11yPuxbCvw5TDrqVzWaJodz931Tfkc8cSdMH2f9Lu0iUJOTSVm4kPDnnzebsUb36kX6tm322fVeDIbUVCK2b+fM8OEFxgx5PPggJwcNImzTpkrz+7IVNhdjQoi9QogAC/96CCGOCSHuohRiTAjxpRDihBDiRMuWLavyPbMZud5mgX/8gU/XrmypXVtOBGjWjJODBhGxfTvGTCvWRVQCOZcvy27MBx+UhaN33UXs4MFk+vraR/QvLRVmT5Z2GP+qDVO/lULNGoRdgTGvyijZd6/AjcuVe/wTa2BUHfi5DcRUIOJxYbH0mvIdUbbn5abMIleXvG/yt7JT0Bhq8eFsTppsLpYV2J5FFF44EkbBDk4/1rGcfhhMprCuuPErMzhBKE64cC3fTMmvOUM/ThZ4vquWjoMaxlktmyFqPM+qATjixQqOMICVaGhc5BLOTCQoX8QrEN8C8yhzSMabDlzjj0LnlGvymkYRViLZx0s1XB2Aq9/J9zpma8n7mo+fImsDl94BURWIDqdEwewXZKH+/t8qt4A+KRam95F/I4PbSj+/qkbTYM/WPHuK/9wrnfOTbV/nq2kamb6+xPbvT8gdd8gMRLt2JM+da5+NVMWQGRlJ0F9/4fPGG+ZrnXv9+vh268bVuXNvudGENhdjRb6gEO2FEDEmERYihDAKIa4LIe4r6bmPt25Nor06xFciOUlJ3Fi/nmO9e7O1USP5YW3QgCMffUToqlXVasi5pqpk7Nsnaxlyv0SeeIIUFxf7uIuLCoexg2Qaot3dsHAWWEP4ahp4LJHeSO/VlwaVlfkFFOQr/Z3GN4PwChhOHvpWCrLzC0v/HE2VQ6l97pVO/cVhDJVDxJMt107JKNLLRPPfQo8doTsXGF9g23VO4YITEaaIWe4Q73NcxwkXzuUbmbScUBzxIj6fuewVTRq9rtHS+FyN40XNn9fwZSZ7zN2Yu9jNRKYUqBc7wkpWMgDVVIMWxU68cCSZwvU6cfQlnEdQsdBqr2kQ20HO8lRLGBUU7ymF2KWvi98vP8Zs2P66NPotzyisXCLPy2kQ39UH/6I948qMpsH+NdCzCbxTG1ZNkkX7VY2/H3zyshRhnf8Ffy+0zvdACRijo0maNYsbjz0mb2obNiR28GCyjh2rVoIlPTSUq3PmcLBzZ3OJTm4WKNrTs9oFG8qC3YqxQgsoQ5ryfiGYIgTzHn6YbYMHc279etJi7HfAamVgzMoiavduTn3zjXlU05aaNfF+7TUC588nM6qITiw7RE1JIcXFhbAnn5T1DffeS+KPP2K0B1+2S+fgs27yy7hjK3Bfa5029bhwGNtFRgBm9qvcOZdRl2Sn5Q/3QEg5hyOrRunGvrhW2SwPUk7CPkV6kJVEYl+ZrlQtpyNSWWyxvuo8P3CUgjVVWaThghOnTcLpDP44MxF/U83XkXzRrAuk4IgXu8kboK1qGi3VcMapiXysxtJJO8WHHGM0m5ljSksuYGGBweAaGq58hwe/mLcFMIYjvINGwc9QDpcIw4Hkm0xrzWSsMTntu1h+PJfsWDmK6khbMJbS00pTYa+TFNeXlpfuOZa45Anf3wkT76uc0Vy5RIfChLfl38KIFyDYCo024ddhRF/5d/9MU+kRZuNaK03TyPD0JPqjj8zdkBEdO5KybFm1GkmUeuUKl6ZPZ//zz5vTj57t23NhyhSSzp2rVmKyrGiqSsTJk5xZterWFGNPPfEER3//nXU9ejDtrruYYhJnfz31FLtHjeLKzp1kV6MPa1nRVJX448cJcHZmz+OPm4sbfd58k5CVK0s1Qd4eyP2yierWzex9E/vVV+RculTyk6saH09462n55fzu83DUq+pf02iUA8e71ZAu/kGVODol7hr8+DCMbQSB5TyX7GRZzL/8HkgsQ0r10hBptZByqvj9cs5KAZLys8WHVRIIozmJFPTausFavHAki4Jifgtj2W0SO6GE4sxE/Ew1X3vJ6xg0ovEGh5hKwc9dNzWGd9QY3lZj6Kz58QWn6Mdy1uFHFllMYDJ78pnLxhGMC05cZK/puJn40JmrzCx0LvEMIZwHMWIhtaSmSTPc2P8UX4ivaeDfA/bXgZTCrv5FcniUFGKnfi39cwodw9QxOb09JFhOLZcZTYNtf8L7DaVdhdtc+TdRlaSmwAxnaRDdpq6sCUux7fenlpVFyvLlZk+w0CZNZDfkBfvp2iyJpHPnuDBlCp7t25sF2P7nn+fS9OmkXqlAyUQ1ICk0lJNLl7KpVy9mNmnCFCH4sVat6iPGyvIvfwG/ajBw4+hRvH/5hRVduvBTnTrmk1/20kscmDKFG0eOoFazIviykHz+PAHjx7OrdWtchcCtXj2O9uxJuLs7RntIAZaC7IAAYgcNMndiRnXvTsb+/ba9a1JV2LwSXmghRdmgHhBoBaF45gB8er/0UNqxsPLSlolh8Mu/ZUrpQilsEiyRHCQtENY9KkfmlIacBPBuCn4dSu7yi+8GUc1As9zoEc+XhPMwGnmPJ3MWLxyJZX+BfQ/hwioGoqKSSirOTMSbQzjhgvtNI4mcucDbHClQZD9WTeQhNZzOahQvaUcZwQnzTMorXMGZiVwlr7D+OGtYRj+zv1gsB/DCkQSOF3gtA9cJ414Scbb8HqRMkqI029fy47mE/SXTk6Gzi98vP2d+k0LMZ1j5PleaBtt/kIX6f70FmZUkXFLiYfJ7Mhr2w5sQGVw5xy0Kg0GmIHPn2g53sr7/4E0Y4+JI/Plnrt93n7kWLGXZMvso4ygF6SEhXPr1VzzbtTObnh/s3Jmrc+eSHlpJgt0OyUxK4qKbGzuHDmX+o4+ag0O/3X8/W/r148yqVaRERNz6YuxmcjIyCPL0xHPcOBY/9xxTFIUpQjD9nnvY+PHHHPvjD6LPnavWbvhFoWkacYcPc3rYMHY0bYqrEGy75x5ODBxIxI4d1UKYGaOiSJg8mdAmTaRJ4TPPyLC8LbswMzPgj1+ly/bDteDn7+QddVWSGC0vSrleSpXVPZYaI8fSjKoD57aV7xgR3rC4tqw5Ukt5kxOxQgqH8BLSbrlO82mWa9Oy8CIMB9LZaN6mko03nQhkboF9c4vp4whGQ2MyP7IDD/qzgjUUTNduJRJHvAg0GcUCrNLScFDDcFDD6KgdYhxHzbYW/7CHCUwm21RnpqGynmHsYZb5+ReZzCFeL2T0msgPhHEvBixMhDBeh4h6kNC7+Pcp7ZIczn76zdLbWFxdJ4XYnk9K/3vLj6bB5mFSiK3/svI6Ji8elZ2S79SW0bCqvAHTNNi7A15/QoqwDzvB6XKm7iuJ7HPniPv6a0Lq1ydYCCLffFOOJqoG6bv0kBBZA/bSS+YI2MFOnQj8889qVTpTFrJSUri6axd7f/iBpR06MLVmTaYIwS8NGrDm7bc5MmcO0QEBhX5/t50Yu5n0uDjOrV+P+4ABzG7RwqxaZzg4sP6DDzgyZw4Rp07dcpEzNSeHyF27ON63r9mnZWvDhhzr1YswV1e7L5RUMzJIWbyYsMcfN5vJJkyahNGWtYGx0dI4tqWA55vD1nVVe+FQVeksnpu2DK4k08b0BPi/5+UIpSv7S97fEhdd5IX9+KSS9wX5Pp3oBN7NwFBMV5qmQcyzEPOUxfdWQyWS9sTxeYHt/gzlOD0LbEsmqoDNxGzmsZb1DGEtiyk4WSCSTBzxYl0+gXRGyzaLsRc0bybggxMuxJLKMlbwBwvM+8YQiAtOXMXbtE6NI7xTqLFAJZ1wWhF/k1Ft3qLHykYGQwlRmjPvyNmTWaWcu5pwEZY2APdOYCjH376mgev/pBBzH105n3tNg63zpQj7rBVcOl7ycyrCqaPQ85W84vydm607OikfWnY2aevXE9G5s7SlqFuX2P79yT5bhN+cnaBpGskBAVz86Sf2PftsXg1Yu3Zc/OUX0q5dK/kg1YzMpCQu79jBnjFjWPz882bx9WOtWix54QX2jR9P8MGDGEvwPbvtxVh+NE0j4do1Ti9fjnv//sxt3doszqbffTdru3fnyNy5xFy4UC3uSkqLMSuLSA8PTg4ebJ6bufXOO/Hr35+oPXvs2v1f0zQyDhwg6r33zHVlcUOGkBNoQ8PFk0fg7Wfll3qvLnC5ip2t/Q9C73tlHc3eUthElIa0OOmQPrZh+Yv69/eXQ8VveJa8L0CynyzmvzKqhLUtMJnAWh4vk8BIwnkILV/3Yxgb8cKRdPJEjIbKSgZwhJUALMGFRSxhNJv4ncIiVBbo5/0uszSN+9Qw81zKCeynDy4YUPmVGWxmi3nfE2xkWb4RSBmE44Uj4Wwq8BrprDdNE7Bg0aBlQGRjSPi4+Pcnfo8pPTmr+P1yMWTAxvYyvZxWjvmsmgZbRkoh5jaqcgRMRir82ltGfid1r5oRYbkkxsuRyeO/ggAAHglJREFUaC2FTEuu/BNsNI/RGBtLwqRJ5lTkjdatSZo50z6al4pA0zQST53i3PffF/AAO/Dii1yeOZPUqyV44FUzMhISuLR1K7tHjWLRs88ytUYNKb5q12bZSy+xb8IEgjw9yU5LK/lg+dDFWAkkXb+O/+rVbB00iN8fecQszmY/+CBbBw4kYMMGMqqRhURJqAYDUXv24Ne/vzlituPeezkzfDjxR47YtQjNvnCB2IEDCa5Th+AaNYj+5BOyjlfx3XRRGI2y46r9PTJ1+dPoqk1dxkXAdy/Li9fvX1dOm39SOPzYWs4QjCiHoMxJg/VtYdV9cnxSabgwCPbXgrRiRu6oiRBRH5IsWzVk4EEYDmSS14iQSSReOHL9Js+ubUzEA9kQsJ6NzGI2E9jKTArPS/yVy3TBF0O+urEuajTN1BAc8cKZf/iGtaSRhjMT8SGvpsuNcezIN+g7Cg/TEPOCjQ4xdCeS5wsZwAKQvtQ09qiYBgvNCEfbwaGHpdFraTg4WEYxQ3eVbv8Cr6fB1jFSiLn+r3KEWOgF6RnWrYaM/FZVyYimgdsa2R3ZuqYc6J1mm8YuQ3g48aNGmW19ot5+m/SdO+3a0Dv9xg0uTZ+O5xNPyO79WrXwef11ghYsIMOepqpUEENWFkF79/LP6NEsfPppc2nTT3XrsvyVV9g/aRLX9u8np4KlMroYKyOJwcGcWLSIDR99lNepqSgscXRk34QJhPr4YKzGU+7zY8zMJMzVlSMffYRb3bq4CsGu1q0JcHYm2Y7nmBkiIkgYN46Qu+6SNRZdupDu4WEbIRkfK/3JHlLgufulFUZVrcNogCVjpCAb9lzlzOSLDYKJ98Ok5rLjsqzE+cOSuuDxdunOOztaptdOv1n8/on9IPJOi4OxVdII436SmFBg+0n6cZqBBbb5sJi/+RINjZ3sYhJT+YmdTKWwt9YeonHEi/P5BnwPVRO4T72GI16MYTvOuBNIUIHi/VRiccGJs2w3P+8K0/ClCxp5F9scrhKGAynMK3y+mgYxT0NM++Lfl1wj3ehSzja9ulYKsaPjSt7X0ppyi/U3flM5n+sD66BHA+jVDM6UM0VeGkKD8pzz33OE82XoNq1EcoKDifvmG3kDWbMmMX37kn3+vE3WUhpykpMJWb4c79deM/uAHejQgaAFC8iqZqayxZEQFMTxP/9kbffu/HLHHVJ81anDii5dODh1KsEHD2Ko5FIeXYxVANVg4PrhwxyYMgWXjh3N4cpfGzViXY8e+C1cSEpEKWs27JycpCRCVqzA5803ca1Rw+wFc3nmTLLsNISuJieT9NtvXG/RQnYftW9P6sqVaLaYWXb6GHR/Tn7593ylaoeQH3aHDxqBU3MIPF3x40Wckx5kPz4MSeX4PJ+bLy/4Z+eWvC/A9Tklu8Vne5t8thZbfDiWj4nihQLbQliKFy+Qnc8uIoBduOBEOgl444MzE5nJLrNxa37iyMYRL1aSN3R4npZCczUQR7z4H5uZxR4OcRhnJpJqMmu9wB5ccCKRvGiBH59ylv8VOH4SUwijGUYsFDZn+xR7vgAYkmXN3YmXSieMEi+DS0NZJ1aWUVa5eEzKK9avaPQqJ1uOMeoqYGQniC1HurRUr5MDf82AR+tD24awfH7V22NYWsalS8T27y/9wWrXJnbwYNuWVhSDajAQuXMnx3r3xr1+fVyFYPe//sWFKVNItdM1l5WcjAyueHjg8b//8XubNuYM2NzWrdkxZAiXtm2rcjssXYxVIpmJiVxwdWX7V18xt1Urc9RsaYcO+M6cSfwtkjvPjIoicP58DnToIK0y6tTheJ8+ck6mHaYxtexsUleuJKxdO4KF4HqLFiT/9ReatSOYRqNsl3+ysUyLTB1ZdanLa2flsOT3G8KxnRU/XvBRGNMApreDtDKm5TUNdr0Li+tAbAleYgBqjjQpPfQwGIu4+zQX8re12C2YO2DbkG+mZCpX8MKRiHxCK4LzuOBEGP5m49e57GTETeOTcvkUP4bnM5XdrWXQQr2CI14M4m+W4osrbvySz6x1N9PZxEhz6jGHZLx4gZACA8RziKAtcfS1fL4JPSHybukxVhSBP0gRm1yK1LwhEzY9BcsbQ+r1kve/mdzZpmu/qLgQi7kuzVu7Clg0CgxV9Hd5+hh0fVLeEA1+HyIqIXJcRrL9/Ynu2ZNgRSGkfn3iRozAcMP66ygNiadOcWbECHMd8fbGjTn1zTfEHT5sl9/zZSUxJISj8+axumtXfq5XjylC8HO9evzdrRtH580j7vJlq56nLsaqCE3TiA4IwOunn1j07LNmpb2gXTv2TZhAxMmTt8QHOjkggNPDhpnryzzbtyfwzz/t0lhW0zTSPTyI6NRJFse2aUPahg3WtzFJiINxX8rUZcdWcMy7al4nLhyGPitrb3b8VfHjXd4rLS9mvwBZZStOJSMWVjWX/mM5pbjDzC1CDy7GeDTjbxktyvQo9JCBIMJwIJW8SJKGxjHe5xzfmrdlkmJKIe4gyJRe/INtfMUaiy/5G1fpjA85Jsd8g6YxWA3BkYM44cJmTrGAhSw1zcjMIYPlfMZR8hor4vHFC0cSyWtAyGAnYTiQgQV/N2OYnMuZPLqY9yIIDtSFgCLE3M14D5HRyvKMOtrzqxRif39ecSF25gB84iAjuT6lTK2WldQUmDRc/r093xx2bSn5OZVM1rFjeU1GjRqRMG4cxujokp9oZYwZGYQsX85+R0fzjfaRDz8k3M0N1RYZhUqkqGvy/MceY9e333J19+4K131VBF2MWYnEkBCOzJ3L8ldeMacz5zz0ELtGjCD44MFqb51hSEvj2pIl5nZm9wYNOPnllySeroQ0WSWjaRrp27YR9sQT0qvsP/8hw7OUHX+Vid8h2UL/kAK/joWq8HnLSIWJ78iow5IxFb94+rvBtzVgyXtl96IK2y+7Kw98UcrXeh8O3AGZRUQOtGzpRB/3usWHo3Ak9iY7i0Dm4E0nDPn8wtYyBC/+IoYYnJnIArbwGcstHvMgsTjixSny7DfciaAje3HChX1cNPmVyWhkMMdNMzDz6oCusQBvOmAkL+oXS28ieBwNC+nClIkQoYAhqPBjufi/DwcbQFYp0nvX3KQQO1xC16ol9s2UQmxVn/J5keXHc5W0rRjcFm6UYWJDWfjHXZoyP6TAhKFWd8/PPnuWqHfekfY7jRuTOHUqxoQq7AwtJymXL+M/ciTb7rkHVyHY8+9/c3XevGo139gSmqpy48gR9owdWyD9uPTFF/GdMYM4O3L718WYDUiPjeXUsmWsffddfqpblylCMLNJE9z79+f85s1k2WFUqbRomkb88eOcGDAAt3r15JiLF14gaOFCshNLGAZtZTSjkdQVK7jesqUs9P/vf8k8csS6i0hLlVGylkKmUKqilsxogPlDpCD7paesz6kI3vPlBXnLtyXvezPHxkshEFSKKEhutOd8v6L3SZ1msrko7L+UyHjCaI5Ker5tp/DCkRjTSCKQaUQ3fiCTTJyZiAuuOOFCGIU/rykYeBEvFhNs3raa67zMbpxwwYdzprFKJwHwZhGrGVTA2PUMX3GKAeafjUQQRlOSsDDmScuWw8Djuxf9HuQOAg+eVvQ+uaSFy3FVm/8jh4GXBa/f5e99Re+KGbpqmuyS7Crg+9cgtQq+FxLjYUhP+Xf1RjtpN2NFcq5eJaZvX4IVhdC77yZx2jTUlCo2gi4jhvR0QletwrtLF3M35NGePYk5cKBaZ20yk5I4v3kzWwcN4v+aNzd7fq164w2OL1hAip12eupizMZkp6ZyftMmXJ2cmH7PPWa/klWvv87RefNICCrmbtjOyU5I4OqcOebWZ7d69TgxYAAJfpU4NLgS0LKySJozh9CmTc1t5VknLHtYVRl7t0uPozZ1Yemcym/n1zTYNEteAJ27QmYZ04w3k2vweXxVyfvmx5gDm5+B1S2k9UVJXBkF+2tCRojlx9V4iKgDSf8r9FAm/5g8u/IsJjQM+PIqV5hh3naEVaxkACoqE5mCGzvowzI2mwTVzXzGSb7ONy5pEcF0YSdOuOCFH85MJMTkZ7aRkewlbxyRhooPr3A1nxN/GssJw4EcLNh5ZG41pWK3F34MZL3c8WfhUKuSrSw0DTy6w5J6ZZsdCnB6I3yrwNL3Ky7Ecjt+p/ep+I2BJXz2guMD0lLm95+t6hmWExxM7BdfEFyzJiH16xM/dqxdRcI0TSPO15cTAweytVEjWYz/8MNc/PlnMiMjbb28cpMQFMSROXNY0aWL2XR12p13suGjj/BfvZoMO/odFIUuxuwI1WAgxNubPWPG8EfbtuaQ6h9t27JnzBhCvLzs2oC1KHKjZSe//BL3Bg3MQ2FDli/HaMsxRjehpqaSOG0aoffcQ7AQRH/wgXUdr2Oj4Yt35d18nzcgqgru4Ha7yBqykZ0qFpEw5sD8V+G7enC9jMI1wrv07vyZoVKMFWcEm9BTmqFqBcWIkXiLVhFnGY4fn5p/Ps9uXHAigySmMdNUgO/BaDZZ9PuaSyAv4U2WqW5sLkF0YwdOuOCJN85MJJkUMkguZGmRTgheOBKZb1scfYjkacveYgkfQVRT0IoQFFEbZFQsohSi+PJq+b77l2FWJUCQr5zGMLcTZFfg79VohLmDpRD7Y2jl33BkZUk/v5YCujwGZ613Q2UIC5MWFbVrE1y3rizMtyNxk52YyJXZs/mnTRtzGcmJAQOI9fKqllEwTVW5cfQoe52dWdCuXYGa7L0//FAtLaZ0MWbHxAcGcnTePFa98QY/1q5tnqG5+dNPCdi40abFhuUlJymJwPnz2dO2rXk25tnRo+3KpVlNSiJxyhRC7ryTYEUhpm9fDNayKNE02XH5aH3ZdbmzCoqavTfJWp0hT8sZl+UlNQYmPwhTWsr/lwXP3jJCk1JExCs/AZ/CwUbSusESWbtl9ChjU6GHInmeOAqmOUNwwQtHckx1X9c5hQtORHGZecxnNWvZxyWccOEahW1bvInDES9OmtKY07hCD7bjhAvb8WASU9HQCOUkLjgRmS/iFc0/BcxeNbII50ESGVP4vNQEU9RvhOXzVnPgcBtp8qqVUL+VFiHTk24dylbrFRcM45vCz23kVIbykpMtZ6h2FbB8fOV77V06l9cp6fwNZBT2n6sKjFFRxH/7LcF16xJcuzZxX39tV92RyRcucHrIEPNN8MFOnQhZvhxDFds0VAU5GRlc2raNrYMGMevee5kiBFNr1mRFly4cmTu3WmeRQBdj1YaslBQuuLriPmAAs5o1k35mDRvi2qcPl3fsKHHulb2haRoxBw5w9JNP2FKrFq5C4NO1K+Fbt9qN67QxPp74778nuE4dQho1Imn2bOvZYQReyvMlG92/8guP/XbDe/Xhi0chOrT8x7l+QkbH5r8qo2WlJfU6LK0Pe0oY7QOmMUkCQv/P8uOaEaJaQHy3Qg/F8w0RtC0QdUrkJF44EmeaE5lIuGlupA9LcGExS0kli34sLzQwHGTd2At4scSUipzERT5hK5+zgr9ZyxxTJM6PDSyjHwbyInZB/I43ncw1ZJkcME0LKOz4T9rvxY59ImyRfF9iSxjormmwu4c03028VPy++clMllYm4+6GqDI8r9Bx0mHC21KIbZxZ/uNYQlXBZa5M7z/TVKb7rYAxLo74sWOlY37NmsQOGECOncxd1FSViO3bpSekqSPSr39/Ek5aTrvbM1nJyZxZuZJ1PXrwc/365vTjpl69OLtmTbVIP5YWXYxVQ1SjkWv79rFt8GBzndmMxo3ZNngw1/bvr3admRnh4VyYOpWdzZvjKgQeLVty8eefybLl0O985Fy5QlS3btI4tl07Mr2KGUdTqS+cAzPHQ6sa0Km17L6sTAJ84cO7pB9ZRbrZjq8qX0H/iR9l2iysFE7rJzqDb8uizUlTxkNEDWkDkY9UXEx+Y3mC00gm3nQkiN8BMJCNC304xWbWsI65pu2z2MMw1qNaSB/24yTfmOrGxhCAE1sYyjrms4AVppFLHvyC+02DwE8ziJP5hpgn4lyoyQCQtWDRj0Dsi5bP15gOPs3hRMeSo0y5LvunyyCEVCMsegdG1oRLFeg0TkuWY7reUmDnovIfxxJR4Xku+gO6Q4wFs9xKRjMaSf7zT0LvvltGzZ2cyLlcRZ2gZSQnKYmrc+aw+1//wlUIdjZvLmvB7NBCoziM2dlc2raNTb16mf2/5rRsyc5hwwjy9Kx2gYfSoouxao4xO5vLO3bg2qcPvzRowBQh+O3++9k1YgQ3jh6tVvUAqsFA2JYt+Lz+uqxrqF+fMyNGkG4HYX9N00h3d+f6Qw8RLAQxffpYL3V53Ef6kT1cSzqGV+bvNPC0HD3z6f0QVoE2b9cRZS/oN2TA3w/BxidLdoCPcZdRoCjLZqwYrsooUmpBX7Js/AnDgXRcC2w/zUBOkWexsZ5hePEXW3DnV1Nxvy+BOOHCRQrX/swmkM74kI3KMPzpy2bGsYUf+YWtbEdFZSVfcDifRUY2cSaz1yXmbZbsNwBZsB8hIGO95fMNmSHfj8QSPOrSo2CFA2x5oWzpSbdR8vfpWwF/uqRYGPYfeLuWHHNUmezaAk85yHT+3wurbsRYPjIPHyb8mWdk5/Vrr5F9rgqnaJSBlIsXOT10qDkVeaBjR26sX49ajWqmNFUl1MeH7V9/zYzGjc0OAzuHDuX6LWIyWxK6GLuFyElPJ2DjRtZ/8IHZMmNu69bsdXYmzk7u3kpL8oUL+H3+OVtq1mRL7dqcHDzYLkZvqOnpJEycaP3UZXKSvPtvKWDU51CZc9FCzkPPptCnBUSUs+7CmAO/v2Iq6C9DOiRok4zaBCwofj/NCIcfAT/Hoi+8cS/LaFK+xzUMhNOCRJwLvizzC3h97eRHtjOF3exhApPR0Mgkh/6sYBmFI5L5/cYGcprPWM/PbMOZiXjjQzyhuOBEYL5OznBc8cKRNOTn2JIxbd65/FemXi0V7uckgNfdcObt4t8zgH8+kpMPEsow7/DwEinENg8v/XNuJjZM+oe9Ww+OlsNYtijSUuG7L+TfwTv/ken8KsYYEyM7JIXgevPm0ijaDsRB3KFDHHrnnbxU5Gef2V2neknEnD/PXmdn88San+vXZ/Onn8rSm2okJisDXYzdomQmJXF6xQpWd+1qNpl16diRk0uWVCsfs7TgYE59840cVF6jBsf79LGLIeU5V6/mpS6feILMgwer/kVVFWZPlhei7s9BeDnG2BRFkD983Bj6PQRRIeU7Rkp02Qv6NQ22vSrH8mSWYDB5409TNMjX8uPpK2Q0KbtgtCiG7kTzZoFtcfgUcMH3ZhFrGWKeT5lpEmnz2M/XrMFIwc6/JHJ4AS+WEoITJ/iMNfzGVpyZSADnucg+XHAiOd+cSX+GcZyPzfVrqSw2pVBvEsA5Z01RvulYJHfsUUoJw60DN0qhe6oU/mO5XNkPI2vBX13Lb2ERHgiftZKu+v6V+Hdx6Ry8/Ig0cJ3hDFWcriqQkqxVi/gxY2zuFaZpGtGenni9+qocUeTgwIUpU8iMqvoUbWWRGhnJod9+Y+HTT8si/Bo1WN21K2dWrSLLzrzYrElpxVgNoVOtqHfXXeLpzz8XfXfvFiPDwsTrM2aIzIQEsX3wYPHPqFG2Xl6padCqlXhmwQLRNThYtBk5UkS4u4tDb78tUFWbrqv2I4+IZjt3imbu7kJLSxOxvXsLLSural+0Rg0hRk4RYulWIa5dFmL1gso79sNPCvGrpxAZyUL4bi7fMRo1E2KgmxAZCUIE+ZTuOYoiRMd58v/x/sXve//nQtRtKUTGZcuP1/tYiJothTCGFthcV3QWNURDgcC87U7xpKgnWgijSBNCCNFYtBSNRFNxt7hLPCCaC6MwCiGE6CgeFo1EPREv0gsc8y5RWzwr7hKaQDwo6ouG4g7RRNwh7hP3CQfRWGjCaDpmMyGEEAhVCKGJJuK/QhGKaVumqC3+I2qJhwueh/GSEDXuF+KOwYXPEYRIvyjEvU5CNHqq+Pcr4oAQTZ8T4qnvit8vP6c3CNG0jRCfbxCiZq3SPy8/+1YLkZEixPT9Qjz5SvmOYYk/fhUiPU2IDQeFGPuLEHXqVN6xLZBz8qRIGDpU1HnmGdHc3180njlT1GjUqEpfsyQyb9wQvl27irQrV0T72bPFW6Ghou3kyaLevffadF1lYX2PHsLzu+9Ejdq1xVvz5olRERGi7+7d4ql+/URdG7+/1QFFCrfqgaIosUKI0BJ3rBqaCCHibPTatkQ/79sL/bxvL/Tzvr3Qz9v6PAQ0LWmnaiXGbImiKCeA52y9Dmujn/fthX7etxf6ed9e6Odtv+hpSh0dHR0dHR0dG6KLMR0dHR0dHR0dG6KLsdKz2NYLsBH6ed9e6Od9e6Gf9+2Fft52il4zpqOjo6Ojo6NjQ/TImI6Ojo6Ojo6ODdHFmI6Ojo6Ojo6ODdHFWDlQFGW0oigoitLE1muxBoqi/KQoyllFUc4oirJHUZTmtl6TNVAUZZaiKJdM5+6mKMrdtl6TNVAU5RNFUc4riqIpimLX7eAVRVGUtxRFuawoSqCiKONsvR5roSjKMkVRYhRFCbD1WqyJoigPKopyQFGUC6bP+Ahbr8kaKIpST1GU44qi+JvOe6qt12QtFEWpqSjKaUVRdth6LcWhi7EyoijKg0KIN4UQ1229FisyC3gSeFoIsUMIMcnWC7ISnkKIdsCTQogrQogfbLweaxEghPhQCOFt64VUJYqi1BRC/CmE6CaEeFwI8amiKI/bdlVWY4UQ4i1bL8IGGIUQo4HHhRAvCiGG3ia/82whxGvAU0KIp4UQbymK8qKN12QtRgghLtp6ESWhi7GyM0cIMVYIcdt0PgAp+X5sIG6Tcwf2AEbTj0eFEC1suR5rAVwEiphNdEvhKIQIBK4BOUKI9UKIHjZek1UAvIUQCbZeh7UBIoFTpv+nCnmRfsC2q6p6TGMS00w/1jb9u+W/xxVFaSGEeEcIsdTWaykJXYyVAUVRegghwoEShu3deiiK8ouiKDeEEH3E7RMZy88XQohdtl6ETqXygBDiRr6fw8RtcGHWkSiK0koI8YwQ4phtV2IdTOm6M0KIGCGEJ3A7nPdcIYMnmq0XUhLlnBh766Ioyl4hxH0WHhovhHAWMkV5y1HceQNbgfFCiPGKovwghBgmhJhs1QVWESWdt2mf8UKmN9ZYc21VSWnOW0fnVkVRlIZCCFchxLc3Rf5vWQBVCPG0qfbVTVGUdsAtWzOoKEp3IUQMcFJRlFdtvZ6S0MXYTQCvW9quKEp7IURrIYS/oihCyJTVKUVRHIEoKy6xSijqvC2wRgjhIW4RMVbSeSuK0l8I0V0I8V9uIVO+Mvy+b2XChRAP5vu5hWmbzi2Moii1hRRia4Attl6PtQGSFEU5IGTN4C0rxoQQnYQQ7ymK8rYQop4Q4k5FUf4G+tp4XRbR05SlBDgHNANaAa2ETGk8eysIsZJQFKVNvh97CCEu2Wot1kRRlLeEDHG/B2TYej06lY6fEKKNoiitFUWpI4ToLYTYZuM16VQhiryTdhFCXARm23o91kJRlKa53eCKotQXQrwhbvHvceAHoIXpet1bCLHfXoWYELoY0ykd0xVFCVAU5ayQadrboh1cCPGHEKKREMLTZOux0NYLsgaKonygKEqYEKKDEGKnoij/2HpNVYGpOWOYEOIfIQu5NwLnbbsq66AoyjohxBEhxGOKooQpijLQ1muyEp2EEP2EEK+Z/qbPmCIntzr3CyEOmL7D/YSsGbNrq4fbDX0cko6Ojo6Ojo6ODdEjYzo6Ojo6Ojo6NkQXYzo6Ojo6Ojo6NkQXYzo6Ojo6Ojo6NkQXYzo6Ojo6Ojo6NkQXYzo6Ojo6Ojo6NkQXYzo6Ojo6Ojo6NkQXYzo6Ojo6Ojo6NkQXYzo6OrcliqI8ryjKWUVR6imK0kBRlPOKorSz9bp0dHRuP3TTVx0dndsWRVF+FnJuXX0hRBgwzcZL0tHRuQ3RxZiOjs5ti2kmpZ8QIksI0RFQbbwkHR2d2xA9Tamjo3M74yCEaCjkDNJ6Nl6Ljo7ObYoeGdPR0bltURRlmxBivRCitRDifmCYjZeko6NzG1LL1gvQ0dHRsQWKonwmhDAAaxVFqSmEOKwoymvAfluvTUdH5/ZCj4zp6Ojo6Ojo6NgQvWZMR0dHR0dHR8eG6GJMR0dHR0dHR8eG6GJMR0dHR0dHR8eG6GJMR0dHR0dHR8eG6GJMR0dHR0dHR8eG6GJMR0dHR0dHR8eG6GJMR0dHR0dHR8eG/D9ZRE+6KaKsfgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10, 8))\n", "\n", "ax.contour(x_mesh, y_mesh, z, levels=np.logspace(-0.5, 5, 25), norm=LogNorm(), cmap=plt.cm.jet)\n", "ax.plot(*minima, 'r*', markersize=20)\n", "colors = ['red', 'green', 'blue', 'orange', 'purple', 'magenta']\n", "for name, path, color in zip(opt_names, all_pathes, colors):\n", " ax.quiver(path[0,:-1], path[1,:-1], path[0,1:]-path[0,:-1], path[1,1:]-path[1,:-1],\n", " scale_units='xy', angles='xy', scale=1, color=color, lw=3)\n", " ax.plot([], [], color=color, label=name, lw=3)\n", "\n", "ax.set_xlabel('x')\n", "ax.set_ylabel('y')\n", "\n", "ax.set_xlim((x_min, x_max))\n", "ax.set_ylim((y_min, y_max))\n", "\n", "ax.legend(loc='upper left', prop={'size': 15})\n", "\n", "plt.savefig('allplot.png', dpi=150, quality=100)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Animiating contour plot with optimization path" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "class TrajectoryAnimation(animation.FuncAnimation):\n", " def __init__(self, *paths, labels=[], colors=[], fig=None, ax=None, frames=None, \n", " interval=60, repeat_delay=5, blit=True, **kwargs):\n", " if fig is None:\n", " if ax is None:\n", " fig, ax = plt.subplots()\n", " else:\n", " fig = ax.get_figure()\n", " else:\n", " if ax is None:\n", " ax = fig.gca()\n", "\n", " self.fig = fig\n", " self.ax = ax\n", "\n", " self.paths = paths\n", "\n", " if frames is None:\n", " frames = max(path.shape[1] for path in paths)\n", "\n", " self.lines = [ax.plot([], [], label=label, color=color, lw=3)[0] \n", " for _, label, color in zip_longest(paths, labels, colors)]\n", " self.points = [ax.plot([], [], 'o', color=line.get_color())[0] \n", " for line in self.lines]\n", "\n", " super(TrajectoryAnimation, self).__init__(fig, self.animate, init_func=self.init_anim,\n", " frames=frames, interval=interval, blit=blit,\n", " repeat_delay=repeat_delay, **kwargs)\n", "\n", " def init_anim(self):\n", " for line, point in zip(self.lines, self.points):\n", " line.set_data([], [])\n", " point.set_data([], [])\n", " return self.lines + self.points\n", "\n", " def animate(self, i):\n", " for line, point, path in zip(self.lines, self.points, self.paths):\n", " line.set_data(*path[::,:i])\n", " point.set_data(*path[::,i-1:i])\n", " return self.lines + self.points" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10, 8))\n", "\n", "ax.contour(x_mesh, y_mesh, z, levels=np.logspace(-0.5, 5, 25), norm=LogNorm(), cmap=plt.cm.jet)\n", "ax.plot(*minima, 'r*', markersize=20)\n", "\n", "ax.set_xlabel('x')\n", "ax.set_ylabel('y')\n", "\n", "ax.set_xlim((x_min, x_max))\n", "ax.set_ylim((y_min, y_max))\n", "\n", "path_animation = TrajectoryAnimation(*all_pathes, labels=opt_names, colors=colors, ax=ax)\n", "\n", "ax.legend(loc='upper left', prop={'size': 15})" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "HTML(path_animation.to_html5_video())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Save to `mp4` file" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "path_animation.save('allplot.animation.mp4')\n", "# if you want to convert mp4 to gif\n", "# !ffmpeg -i allplot.animation.mp4 -s 1500x1200 allplot.gif" ] } ], "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": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }