{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Interdepndent Network Restoration Decision-making (toy example)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook finds restoration plans for a toy disrupted interdependent network using various methods, including Interdependent Network Design Problem (INDP), Judgment Call (JC) method with and without Auction-based resource allocations, and Interdependent Network Restoration Simultaneous Games (INRSG) and Bayesian Games (INRBG). The performance of the restoration plans is compared using relative performance measures as well as resource allocation gaps." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Can't change the Current Working Directory\n" ] } ], "source": [ "import run_main\n", "import dindputils\n", "import plots\n", "import itertools" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Set parameters \n", "layers=[1,2]\n", "auction_type = [\"MCA\", \"UNIFORM\"]#, \"MAA\", \"MDA\"\n", "valuation_type = [\"DTC\"]\n", "judge_types = [\"OPTIMISTIC\"]#\"PESSIMISTIC\"," ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--Running INDP (T=1) or iterative INDP.\n", "Num iters= 7\n", "\n", "--------------------------------------------\n", "Warning: your license will expire in 11 days\n", "--------------------------------------------\n", "\n", "Using license file /home/hesam/gurobi.lic\n", "Academic license - for non-commercial use only\n", "-Time Step (iINDP) 1 / 7\n", "-Time Step (iINDP) 2 / 7\n", "-Time Step (iINDP) 3 / 7\n", "-Time Step (iINDP) 4 / 7\n", "-Time Step (iINDP) 5 / 7\n", "-Time Step (iINDP) 6 / 7\n", "-Time Step (iINDP) 7 / 7\n", "\n", "\n", "Plot restoration plan by INDP\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "findfont: Font family ['CMU Serif'] not found. Falling back to DejaVu Sans.\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "--Running JC: OPTIMISTIC, resource allocation: AUCTION\n", "auction type: MCA, valuation: DTC\n", "-Time Step (JC) 1 / 7\n", "-Time Step (JC) 2 / 7\n", "-Time Step (JC) 3 / 7\n", "-Time Step (JC) 4 / 7\n", "-Time Step (JC) 5 / 7\n", "-Time Step (JC) 6 / 7\n", "-Time Step (JC) 7 / 7\n", "--Running JC: OPTIMISTIC, resource allocation: UNIFORM\n", "-Time Step (JC) 1 / 7\n", "-Time Step (JC) 2 / 7\n", "-Time Step (JC) 3 / 7\n", "-Time Step (JC) 4 / 7\n", "-Time Step (JC) 5 / 7\n", "-Time Step (JC) 6 / 7\n", "-Time Step (JC) 7 / 7\n", "\n", "\n", "Plot restoration plan by JC OPTIMISTIC MCA DTC\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Plot restoration plan by JC OPTIMISTIC UNIFORM DTC\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "--Running Game: NORMALGAME, resource allocation: AUCTION\n", "auction type: MCA, valuation: DTC\n", "-Time Step 1 / 7\n", "-Time Step 2 / 7\n", "-Time Step 3 / 7\n", "-Time Step 4 / 7\n", "-Time Step 5 / 7\n", "-Time Step 6 / 7\n", "-Time Step 7 / 7\n", "--Running Game: NORMALGAME, resource allocation: UNIFORM\n", "-Time Step 1 / 7\n", "-Time Step 2 / 7\n", "-Time Step 3 / 7\n", "-Time Step 4 / 7\n", "-Time Step 5 / 7\n", "-Time Step 6 / 7\n", "-Time Step 7 / 7\n", "\n", "\n", "Plot restoration plan by Game OPTIMISTIC MCA DTC\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Plot restoration plan by Game OPTIMISTIC UNIFORM DTC\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABFwAAAIxCAYAAABww6x3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOydd3wc1bn+n5nt0u6qa9VdJOOObTDYQKjGJoEAiWkh1FAuJjhAuDfJTS7hZ0xISANCQkJoCaaGXgIYRDEx4IaNe5Nky7J6X2lX22d+f6xX0kq70vY9Z/R+P58E2HJm9n3OPprz7jMzgizLMgiCIAiCIAiCIAiCIIiEIaZ7BwiCIAiCIAiCIAiCIJQGNVwIgiAIgiAIgiAIgiASDDVcCIIgCIIgCIIgCIIgEgw1XAiCIAiCIAiCIAiCIBIMNVwIgiAIgiAIgiAIgiASDDVcCIIgCIIgCIIgCIIgEgw1XDhj06ZNmD59OlpbW9O9KwRBKBzyG4IgUgX5DUEQqYQ8h0gVgizLcrp3gvAzffr0MZ8vLS3F2rVrYbVakZeXB1Hks19ms9nwwAMPoLq6Gi6XCwsXLsQ999yDioqKdO8aQUwYJorf3H///di+fTsOHjwIj8eDvXv3pnuXCGLCMRH85sCBA3jyySexdetWdHR0oKCgAEuWLMGPfvQjmM3mdO8eQUwoJoLnOJ1O3HHHHThw4AC6urpgMpkwf/583HXXXaiqqkr37hHDoIYLQ3R0dAz++86dO/HDH/4Qr7zyCoqLiwEAKpUKubm56dq9hPHDH/4QBw4cwP333w+z2Yw//vGPqK+vx7vvvgu9Xp/u3SOICcFE8Zv77rsPFRUVaG1txTPPPEMNF4JIAxPBb9544w1s374d5513HsrLy1FfX497770XkydPxpNPPpnu3SOICcVE8ByXy4WXXnoJ8+bNQ0FBAbq7u/GXv/wFe/bswccffwydTpfuXSSOwV87T8EUFBQM/i8rKwsAkJubO/hYbm7uqPhb4L8/++wzXHHFFTj++OOxfPly1NTUoKamBldeeSXmzZuHSy+9FLW1tUHb2717N2644QYsWLAAixcvxsqVK9HU1JTUz3j48GF8/PHHuPfee7F48WLMmjULDz74INra2vDee+8lddsEQQwxEfwGAH75y1/iuuuuw7Rp05K+LYIgQjMR/Oa73/0u7r33Xpx66qkoLy/H6aefjp/85Cf4/PPPYbPZkrptgiCCmQieo9PpcN1112H+/PkoLS3F3Llz8eMf/xgdHR04fPhwUrdNRAc1XBTCQw89hDvvvBOvv/46NBoN7rrrLqxatQq333774GM///nPB19fW1uLa665BvPnz8err76KZ555BqIo4oYbboDL5Qq7nXvuuQcLFiwY839vv/122Pdv27YNGo0Gp5xyyuBjWVlZOP7447F169bEFIMgiKTCi98QBME/PPtNf38/9Ho9pXcJgiN49RybzYZXXnkFFosFkyZNiqsGRGJRp3sHiMSwcuXKwSbG9ddfjzvvvBOPPPLI4GM33HADVq5cCbvdjszMTDz55JM466yzcPvttw+O8Yc//AEnnXQS1q9fj3PPPTfkdu644w7ceOONY+5LXl5e2Oc6OjqQnZ0NlUoV9Hh+fn5Q/I8gCHbhxW8IguAfXv2mo6MDf/7zn3HllVdCrabDbYLgBd485/e//z1eeOEFDAwMYOrUqXj22WdhMBgi/bhECqC/AAph+MWhCgoKRj2Wn58PAOju7kZmZiZ27dqFI0eOYMGCBUHjuFwu1NfXh91OXl5e0hY4giAkZVyCIBKLEvyGIAg+4NFvurq6cMMNN2D69Om46667EjImQRCpgTfPufHGG3HZZZehra0NTz/9NFauXIkXX3wRRqMx7rGJxEANF4Wg0WhGPTb8F5VAM0OSpMF/Xnzxxfiv//qvUe/Lzs4Ou5177rkH77zzzpj7cu+99+Kiiy4K+VxBQQF6e3vh8/mCUi5dXV2YPHnymOMSBMEGvPgNQRD8w5vftLa24gc/+AEmTZqERx55JOT+EwTBLrx5Tm5uLnJzczF58mQsWLAAixYtwjvvvIMrr7xyzPcRqYMaLhOUOXPm4MCBA6ioqIgqWRJv/O2EE06Ax+PBxo0bcdpppwEA+vr6sGPHDlxyySUR7wdBEPyQLr8hCGLikU6/aWhowPXXX4/Zs2fjwQcfpGYLQUwAWDzGcbvdMb2PSA7UcJmgrFixApdeein+53/+B9dddx1ycnLQ1NSEjz76CNdddx3Ky8tDvi/e+NuUKVOwZMkSrFq1Cvfffz9MJhMefPBBWCwWnH/++TGPSxAEu6TLbwDgyJEjGBgYQHNzMwBg3759AICKigpkZmbGNTZBEOyRLr+pra3F9ddfj+nTp+Puu+9Gb2/v4HO5ubmjrl1HEIQySJfnbNq0CXV1dTjhhBNgNpvR0tKCJ554AoIgYOnSpTGPSyQearhMUCorK/HSSy/h4Ycfxo033giXywWLxYLFixfDZDIlddu/+93v8Jvf/AYrV66Ey+XCwoUL8fTTT9NV/AlCoaTTb+6++25s3rx58L+/853vAADWrFmDRYsWJXXbBEGknnT5zfvvv4+Ojg50dHTgjDPOCHru448/RllZWdK2TRBE+kiX5+j1erz33nv405/+BLvdjoKCApx44ol4+eWXUVJSkrTtEtEjyLIsp3snCIIgCIIgCIIgCIIglISY7h0gCIIgCIIgCIIgCIJQGtRwIQiCIAiCIAiCIAiCSDDUcCEIgiAIgiAIgiAIgkgw1HAhCIIgCIIgCIIgCIJIMNRwIQiCIAiCIAiCIAiCSDDUcCEIgiAIgiAIgiAIgkgw1HAhCIIgCIIgCIIgCIJIMNRwIQiCIAiCIAiCIAiCSDDUcCEIgiAIgiAIgiAIgkgwimi4OByOqB4nUgPpEgzVQzmQlgTr0BxVDqQlwTo0R5UDaUmwDo9zlPuGy5o1azBjxgxUV1cHPV5dXY0ZM2ZgzZo1adqziQ3pEgzVQzmQlgTr0BxVDqQlwTo0R5UDaUmwDrdzVOaYZ555Rq6srJRLSkrkqVOnyh9++KEsy7L84YcfylOnTpVLSkrkyspK+Zlnnknznk4sSJdgqB7KgbQkWIfmqHIgLQnWoTmqHEhLgnV4nqOqVatWrUp30ycW1qxZg9WrVw/Gh7xeL9auXQuHw4HVq1fD6XQOPv7ll18iOzsb8+bNS+cuTwhIl2CoHsqBtCRYh+aociAtCdahOaocSEuCdXifo4Isy3K6dyJaHA4HZsyYAa/XO+o5nU4Hl8s16nG1Wo39+/fDYDAAAPodbtS296G2zYpOmxNurw9atQr5Rj2mWbJQWWiGyaBN+mdREqRLMPHWQ0m14B3SUpkoSReao8qBtFQmStKFjveUA/mNMlGSLkrwGy4bLoD/XK0VK1YMdrTGQq/X47HHHsPib5yJD3cfxfMba9HQZYNGFOHxSYDgv5iNBAAyoFGJ8EgSKvKMuGpxFZbNKedmUqYb0iWYaOvx0CN/gafwOEXWgndIS2XQ73CT34DmKOuQlsqA/MbPRDje4xnyG2VAfuOHRb/htuECRFb8gDEcFIvx2leH4fXJyNSpYdSpIQhC2PfJsgybywu7ywuNSsDyhVNwy1mzmJ+QLEC6BBNpPc67+Wf42lOg6FrwDmnJL/0ON/6+bi/5DWiO8gJpyS/kN0NMpOM9niG/4RfymyFY9Rtur+ECAJWVlXA4HNixYwd8Pt+o53U6HS647Cq8by/FV/WdyMnQIcughU6tGrPoACAIAnRqFYx6DTQqEVvqO/HO9iOYXpSN0pzMZH0kRUC6BDNePTRaLczHn4O2gnmKrwXvkJZ8sqmuDSue+Zz8BjRHeYK05BPymyEm2vEez5Df8An5zRAs+w3XDZfq6mqsXr065LlbAODz+bBvz26oc0tQXFYBlTh2scOhEgUYdRrYXR68ua0eAy4vFlUWjiveRIV0CWa8ekg+HxztR1BYNgUZecUxbYOXWvAOackXsizjTx/uwgPvbocoAHlGPfkNzVFuIC35gvxmNBPteI9nyG/4gvxmNCz7DbcNl4jP5ZIl2A/vQEZBOfS5RXFtU6dRIUOrwhe1bejsc+L06cXMTcZ0Q7oEE3E9JAm9tV/HXQ+Wa8E7pCVfSJKMX7+zDS9troPFbIBBq07IuCzrQnNUOZCWfEF+MwYT5HiPZ8hv+IL8ZgwY9RsuGy4OhwPLli2D2+0e9ZxOpxsdM5Ik9BzcCsvCZRBU8U1KURBg1Gqwpb4DLo8PiystcY2nJEiXYMaqh0qjgSxJwQ8mqB4s1oJ3SEv++NOHu/DS5joUmzOgEsWEjs2iLjRHlQNpyR/kN0NMxOM9niG/4Q/ymyF48RsuGy4ajQZ5eXn48ssvg24RpdfrccFlV2Hfnt2APGQQglqL8rOvgLG0KiHbFwQBmVo1NtS1Y35FPrPnuqUa0iWYcPXQ6nTQzTwT3q6jgJScerBWC94hLfliU10bHnh3OyxmQ8IPRgKwpgvNUeVAWvIF+Q0d7/EM+Q1fkN/w6TdcNlwAYN68ecjOzh4sfuCqxO/bS6HOLYH98A5AkiCotSg76zIUzD87odsXBQGyLGP9wVZ8Z8Fk6DSqhI7PK6RLMKHqYTnvZuQcfwayiyejt/brpNWDtVrwDmnJB/0ON1Y88zlUIqDXJCZmGw7WdKE5qhxISz4gv6HjPSVAfsMH5Df8+g23DRdgqPifffYZHn/8ceyVLfjqcCeKyyqQUVCOnoNbUX72FQkvegCdRoUOmxNOjxenTovvPDElQboEM7we37rl52jUVyDPqIc+tyjp9WCtFrxDWrLPnz/aha8OdyLPqE/J9ljTheaociAt2Yf8ho73lAL5DfuQ3/DrN4Isy3JS9iqFOBwOeKHCeX94F2aDFhqVP2IleVwQNbqkbtvjk9DncOOD/7mA6XuXpwPSJZj2biu+8+gnQbUAkl8PFmvBO6Qlm/Q73KP8JhWwqAvNUeVAWrIJ+c0QdLynHMhv2IT8Zgge/SZ1iiURg8GAD3cfhccnB03CZBcdADQqER6fjOo9jUnfFm+QLsGsr+scVQsg+fVgsRa8Q1qySSi/SQUs6kJzVDmQlmxCfjMEHe8pB/IbNiG/GYJHv1FEwwUAnt9Yi0zd2OezLZlVijfv+CZevm0pynJjuwDQ0tllePm2pXjnx99CcVYGACBTp8ZzG2piGk/pRKJLgFj0+dUlJ+O1Hy3Dby9fNOo51nSJphYj+fWl/s/5m8tGf85QlGRn4OXbluLNO76JZXPKmKsF70SqZTI8h7QMD/nNEPH4DRCf51x+8lSmasE75DdsQn4TDB3jKAPyGzYhvwmGN79J7hV3UkS/w42GLhuKzAa8fNvSoOe0ahXe23EEj6/bBwA40NKDn728KexYJdkZ+MEZMzCzOAeiCNS0WvH4un1o6rEDAKr3NKJ6TyPe+fG3Bt9j1KnR0GVDv8PNTNyKBYbrMpyy3EysOHs2qixmWB1u/OM/B7Cxrg3AaH0q8oy48YwZqLJkwWzQ4sKH3g8a6+7XNmPJrFIsm1M2avss6RKoxU1nzMCS2WWYnGfCfw404+EPdwEA1KKA/zl/PqoKzbBkZeDnr2zC7sbuoDH+/ulefLh7dEe1ODsDf7nmG/iiphUPrt0JAGjuHcDlj1bj15eeDICtWvDOyHmdas8hLUNDfjPE8FpcMK8i5Z6jU4vM1IJ3yG/YhPwmGDrGUQbkN2xCfhMMj36jiIRLbXsfNKIIQRBw+aPVg/+75u+fwO314Yua1ojHytRpsLmuHSv++R9c8/dPcLDVirsvOiHkaxua2+FyeyAIAjQqEXXtfYn6SIpguC4BREHA3RediC2H2/H9v32ERz/ajf/+1vEoyc4IOYZPkvH5wVY8cuxLFA0s6RKoRbfdhZc31YaMou1t6sGDa3ei2+6Mauxbz5mNmjbrmK9hqRa8M3Jep8JzJMl/qa0Bp4u0DAP5zRDDa5EOz2GpFryTDr8JXNrParOTlmEgvwmGjnGUQVr85tg/u639pGMYyG+C4dFvlNFwabPC45NGPX7acUWwOtzY09QT8Vg1bVZU72mEzeWBT5Lx1rZ6lOUaYdJrAAAerw/76/zC9gzI6Ort9z/uk8YVaKIRSpey3EzkZurw1rZ6SDKw82g39jX34uyZpSHHaOqxo3pPIxq6bDHtAyu6BGqxobYNG+va0e90Bz3vlWS8/XU99jb3QBo9lcNy+nHFsLs82NHQNe5rWakF74TzGyDxniNJMmrrW7Blz1EAQFeP39xJy9GQ3wwxvBbp8hxWasE7qfQbWZZR39iGzbsbAAAd3XR8Ew7ym2DoGEcZpNRvADS1dmLzrnoAQGuHXzvScTTkN8Hw6DeKOKWo0+YEhNGPnzOzFJ/sbYpr7DllOei2O9Hv9KCnz46DDb2AMNSnauvsQ4/VDrtXxmP/+gRfrv0sru0piZ1WH472S+juGBLHa8+BJMnYU3MUpUV5yDb5O7GT8o1otQ4kZT+6ba6kjBsN4eZoPBi0alx16jTc/epmLA0RAQwFC7XgnbG0TKTnNHZYsf9IDyAIgOhv+FptLrQ2dZPfhID8Zohk+A0QveewUAveSZXftHT1Y8+hTkAUAdEfkR5welHffpT8JgTkN8HQMY4ySJXftPfasLOmHRBVgOi/0KlHErCnhvwmFOQ3wfDoN4pouLi9vlFRnQKTHnPKcvHn6uijUwHyjHqsOGc2nvpsPwBAJYoYqbAsD8VvPZIMXzStNIXjOXYaxPA7j9e29KLL5sB/nXs8qve3YEFFPuaU5WLX0fG7ibEgAnB6vUkZOxpCzdF4ufrUaaje3eg3nghgpRa8E07LRHuOKA7fijz4/+Q3oSG/GSIZfgNE5zms1IJ3UuU3gigcO7wZeYxDfhMK8ptg6BhHGaTMb4TQq2Xym9CQ3wTDo98oouGiVasw8mt59sxS7GvuQVufY8z3Dr8g1G1r1qOj319os0GL1ctPwns7GvCfAy3+x4wGnDBDi9r6lsH3FBWYUVKYixbrAK46YyZuOWdWYj6UAvjbJ3vw1H/2D97NKcDv39+JW86ehR9+6wTUtlnx+cGWsBHGeJEA6NXpn+ah5mg8TCkwYX5FHu547ouI38NKLXgnnJaJ9hxTph4LZxXjUEMruvt9AIBsow755DchIb8ZItF+A0TvOazUgndS5TeZBh1Onl2K+sZ2tPf6f7XL0Ksxx1JBfhMC8ptg6BhHGaTKb/Q6LU6eW46m1k40dfgvoKsRZcw5jvwmFOQ3wfDoN2xULk7yjfqhqy4d45xZpXh1y6Fx33v5o9WjHsvUqbF6+UnYfKgNL2+uC3pOo1ZhZpU/apRtECBrTYPP5RqTf/9vngilCwDUd/bj568MXTn7d1csjjumOBYs6BKuFrEytywPhWYDnr7pbACAXqOCKAqoyDXizhe+DPs+FmrBO+G0TIbnqEQR0yaXDP7Sk5tjQp/r2L+TlkGQ3wyRaL8BYvMcFmrBO6n0G0EQMKXcgsll/g0W5Jow4O/1kpYjIL8Jho5xlEFK/QZAWVE+SovyAQCWfDMCV+IgHYMhvwmGR79RRMOlypIFjWooXDSjOBt5Rh2+ONgyxrtCY9D6jWFfcw+e+fzgmK+dVFqIlmPnyWlUIqZZsqLenpIZqUuAyfkmNPXYIQrA+fMmITdTh4/2NuHM6cUhx9GoRKiPjaNRiZABeCPs4LKiS6AWoiBAJQoQBQGi6L/KtU+SIcky1CpxMMytEUVoVGLYTvUHuxrwnwPNg/+9/MQpKMzKwF8/3hN2H1ipBe+EmtfJ9hzVsdOLMvV69LkGSMsQkN8MMbwW6fIcVmrBO+nwm0DcP8uYiQEr+U0oyG+CoWMcZZAWvzn2z7xsM1rIb0JCfhMMj36jjIZLoRkeSYIsyxAEAUtmlWJDbRscHl/UY51SZcFxRdmoyDNiyayhKz0Pj8aNRJZleHwSKgvNMX8GJTJSlwBnzyzBsjnlUIkC9jb14JevbQn7hS80G/DUjWcN/vfrt5+HNusAbnp6/ItpsaRLoBZXLKrE90+ZNvj42TNL8cKGGry4sRaPXXc6LMfigqsvOQkAcONT69AeIsLp8kpweYeuyu3w+OD2+tDncI96LcBWLXgn1LxOpeeQlqEhvxlieC2uWFyVcs9hqRa8Q37DJuQ3wdAxjjIgv2ET8ptgePQbRTRcTAYtKvKM6La5YNJr8GiYjpQky6gszMKLt56Ln/xrAxq77aNe88nepjHjWEtmleKmM2fC7fVBOpZnsrm8qMgzwmTQJuYDKYSRugT4x/oD+Mf6A6NeH0qf9j4HLnzo/bDbWL38JEwvzkZNa++o51jSJVCLx9ftw4sba0O+ZizT80oybjxzJs6cUYL/e3XzqOdHjlmcnYEHrzwVGpWIj/c2MVUL3gk1r1PpOaRlaMhvhhheixc31qbcc97d0cBMLXiH/IZNyG+CoWMcZUB+wybkN8Hw6DeCPPySxxzz2pY6PPDuDhRlGVK+7VarAz//9gIsXzgl5dtmHdJlCKqFciAt2YR0GYJqoRxISzYhXYKheigD0pFNSJdgeKtHMu4cmRaWzSmHRiUk7erM4fD4JGhUApbOLh3/xROQaHSRJDlh10BiUZdoaiEjcdeDYrEWvEN+wyZR+Y1MfjMcJdeCd8hv2IT8JphI6yFD+cd7PEN+wyaJ9ptIv3+s6sKb/yqm4WIyaLF84RR02V1jvs7aZ8fu2hZIUmJK32V3YfnCKczErFgjUl1aO7qx91ArxrIASZZhG4js/ugs6hJpLQDgcEMbrH0DCdkui7XgnUi1dDhd2F3bArfHm5DtkpZjE/HfgX479ta1QZLC/6GWZBl9tsi+gyzqEo3fHG3pRC/5DbNEqqXb48We2hYMOMfXPBJIy7GJVBeny429dW3wesNfA0OSZfT28+s3QOT1aG7tPHa8lxhYrQevRKqjT5Kwt7YZ/faxbxUdKaTj2ESlS10rXK7Q1x8BjvlNhH/zWdUl0np09/Zjb10rEnVCT6z1UEzDBQBuOWsWcjJ0YS9yc6SpHfsbejHgFuAYdkDS19+PAUf0B5t9DjdyM3W45Sy6V/xYjKcLABxttUKvBgQMXQyqra0N0rAvSEdXL/bUtg3eIjccLOsSSS1cbg/arS4gAXeZZ7kWvDOeli3t3dhZ04EBt4Du3v7Bx+12O2w2W9TbIy0jI5Lv2KGjHRAkz+DdnwCgo7MTXu9QY8xmc2Dv4U443Z4xt8eyLpHUQpJkNHfY4XBG1sweC5ZrwTvjadnZ04ev9zfD7hbQ0t4z+LjT6URfX1/U2yMtIyOS71jtkVZ43E5o1KrBx7q7u+FyD73H7fFgf30n+sZpurCuy3j1kAE0ddiQoR1+tBc7rNeDV8bTsc82gK/2HIXNLeJIU8fg4x6PB71Wa9TbIx0jI6Ljm4ZWOBxO6HVDDQGr1QqHY6gxJssyDtZ3oK2jJ9QQg7CuSyT1qG/qggo+iEL8jhNPPRTVcDEZtLhv+ULY3d6gRblPkrB93xG09nggCCJkSRq8D5nP58OWzZuxceOmoMX9ePgkCXa3F/ctP4m5rh9rhNMlQGtHNyRZxJQKS9Dj+/bvh2/YAsiSnwNRkHC4oS3stljXZbxaAP6DM61KQrbZGNe2WK8F74TTUpZl7Dl4FA3tDgiiCrIkQRT9hiNDxpYtW7Bx0yZ4vJGnXkjLyBnvO2btt8PlE1E5uSjo8bra2qADErMpAzqVhLr68L/Esq5LJH5z6GgrREFCSWFuXNtivRa8E9ZvABw83Iy6pj5A1ECWpcHbfgLA1m3bsGnz5qC5PR6kZeSM9x1zutywuYCp5QVBjzc0NKBv2MJUr9XCqAMOHW0Puy0edBmvHs2tnZBlYHK5JcS7o4OHevDKWDoeaWrHvsPdgKgFZDmokbhr925s2bIlqqYL6Rg5432/fJKE7j4Pyouygx5vbmlBZ1fX4H+rRBE5Jg0aQlwgd/hYrOsyXj26e/vh9omonFQU4t3REW89FNVwAYBFlRZcfco0tPY5Bk8bOtrcAZekAYTAxx1qrBw9etR/vQxJQktz8+gBQyBJMlr7HLjm1Gk4eWphgj+BMgmlS4CjrVbkmbVBvzaHo8ySha4+d8gvFi+6jFULl9uDfqeMqWX5cW2Dl1rwTigt2zt7YXOrAEE41tgdmqttbe2Dc7fhyJGItkFaRs9Y37FDRztg0gnQazVh3j3ElLIC9LvkkCkXXnQZqxaSJKPL6kapJSuubfBSC94JpWW/bQA9dhkQRP/tQuUhv+m19sJ5LLlUV1cX0TZIy+gZ6ztWe6QVOpWELFPmuONUTSqC0yeGTLnwpEu4egTSLQXZ+rh/beapHrwSSkeP14fWbjcg+v1GHuY3DocDPT3+xERNTU1E2yAdo2fM45sG/w8oRQU5445TOakIkiyGTLnwpMtY9ahv6kJWhgitJr6bMieiHopruADAHcvmYvkJU9DSNwCfJGFymQXlBTpAlo6dw+U3ep/Ph8P19ZBlGZIso7aubtyUi0+S0NI3gOUnTMHtS+em4NMoh5G6AOHTLeEoLswNmXLhTZdQtQASk27hrRa8M1JLS0EOKkuMgBTwG7/NypBRU1MD6djjRxoaxk25kJaxE+o7Fi7dEo5sc2bIlAtvuoTzm0SkW3irBe+M1NJszMD0imxA8vr9Rhg6rDt4sGbwOkVt7e3jplxIy9gJ9R0Ll24Jh14XOuXCoy6h6pGodAuP9eCVkTpq1CrMqcyHIHmAEX5TW1vrP4MAQH9/37gpF9IxdkJ9v8KlW8IRLuXCoy6h6pGodEui6qFatWrVqrj2hEEEQcDp04vh8viwoa4dsiyjv38AA04XKiyZGHAMoNSSg9bWFnR0dEA81qn1eb0wGo0wGkMvdvscbvQOuHHtacfhJ+fP9/+aRERMKF0ONXQg16xDfo551OvrjxxBRXk5VCpV0OOiIKO1y4HiAjNEQeBSl1C1gCzhSFs/plXkBZ17GQ081oJ3Qmnpcjlh7XdiSokJ9gE7Sgpz0GftRVNjo99v4D/1SKvVIjsrdLqAtIyPkH5zpA0ZWhElhaN//WlsbERhYSF0Ol3Q4wadBs1dA8jPyYBapeJSl1C10DQNIOMAACAASURBVKhE1B7tRlmRGabM2G6ryGMteCfc346OXgcqi00YsNthyTfD5/Wgtq4uKDkqyzLy80OnJ0nL+Aily+GGVgiQMLls9C+ira2tMJvNyMwMTr6YjQY0dtphztBAp9Nwq0vIejR2oSBbj9xsU8zj8loPXgn9t0NAS5cdkyyZcDkGkJdjhFarxt49eyCKor8RA8DtcqGoKPRil3SMj1C6NDa3w+X2YvqU4lGv7+zshFarRZY5eK2VnZWJpvZ+aEQZxkwDt7qEXl+2w2hQoaggsgZUKBJZD0U2XAB/8RdXWjCvPA+fHWjBvqNdKM3PRFlRPooLsiGKIvQGA3JyciD5fDCbzaiqqkJOTs6oU1s8PgkdNidMBi3+eOUpuGThVG4mIWsM1+XVL/ehw+7BzKlFQeecBwjXcDFlGtDS3gO7wwmvSs2tLsNrsb6mFTtqm6GChKnl0cfVaI6ml5Fa7jrUjjyTFpNKClBckA2NRg2tTofsnByoVCpotVocN3068vJyoVYFRx1Jy8QxXJd3t9WhqceFmVMsIeOl4Rouep0WHV096LXaIWu13Ooyco7uPtQCn9eLmVNLoh6L5mh6Gf23owVGrYAp5RYUFWTDoNdBrVYjJzsber0ekiRh5syZKCgogEZNfpMshutSvbsBh9vtmFaeiwy9btRrwzVc1GoVeq1WdPTYIOh1XOsyvB4vf74HXQMezJxaDHUEp4+PhOZp+gh1rKqGhOMmF6OoIBvGTANElYic7BwYTSYMDAxg9pw5sFgs0GqDfzwkHRPHcF3W7W/CgSYrJlnMMBtH/4ASruEiCgIGBgbQ2mWH2qDnWpfh9Xjnqxo0W92YNcUSdI2hSEnGPI3vpCYOWFRpwdIsD5pECZlmE1qtDmTq1DDq1NBqNMjPy0NPTw80ajXy8/IG3yfLMmwuLwbcXqhFAVecPBW3nDWL2QsH8caiSgtKrd0oKclGr8uL3gHPoC5jTeqALsasTLT3OvCDpZOw8ty5XOuyqNKCR69YiPNXNUJfmB00RyOpBc1RdlhUacF1xxlRvxfIycsJ0lKtUiE/Lw+OgQEIgkB+k0IWVVowqa8D6hwNXD4Ztii/Y1m5WWhq78e1M4vwkwsXcq3LokoLnr/5LJz24zXIyMkkv+GYRZUW/N9ZU3DTvkaYC3ODtBRFEXl5efBJEmw2G/lNCllUacEsVyf69T5ApYn6O5aVl436pl58oyILq793Ove6nDSlAKV9VkyuyEGn04Men5s8h0MWVVrwp0sX4KL7GmEIcayam5sLtUaDluZm8psUsqjSglN1A2hVe6HPzIjab4w5WWjr78ScLBUeuWUp97osqrSgzNoBQ54BDq+EPkaOcRTfcHF7vPh0azN+cf4MXHz+6aje04jnNtSgocsGjUqExyeh3ytALQMtVv+FygKPV+QZcfspc7F0din3E5A13nj/c/gkDd745RXwykJIXbyaDLT3OyGq/BesDNJl6Rl46sl3IDQcgslwYpo/Tfw8+o93cZLZg8fuuSRkLQD/lUACV1+gOcouL7+/A9efUISVN347pJZWtwyXTyS/SSFbdx5Ez4AGL993CYwmU0hdXKIenXY3bFIIXZbOxb+eexd9+/bBdPmpaf408fPU8+9hhs6D5+6/kvyGc5544VOcX6HHfT+9OLTfOHxwQEN+k0KaWztxqE3GUyuXoqpqUkhdHNCgx+mDN5QuS+fig7c+Qvfu/TAZlqT508TPS299CsgiXr37e3B5JfIcjvnrP9/D4mwvHg1zrOpwuOESdeQ3KWTA4cTmvT24/9IFOOeMk0LqYvOp4HPLUIfxm23/2Yg9B48oQpsvNu+CzanFa/deDq1ez4zfKL7h8tiad6EWJHz/u2dDFEUsXzgVyxdORb/Djbr2PtS0WfHcK4eh0Wdg6RkzkWvUYZolC5WFZkVMPFZ55u1tOPP4IhiORW1D6XLHupdx6feXIS/LHFIXuW0+nnhrN+5wugbH4ZHWjm7sbfLiV7eeC5NBG7IW3TYXnF4v9Go1zVGGeeP9z+H0aXDnTRfDoA+t5b+rP0Vzmx2Xkt+kjIf/WY2ZJXoUF/p/dQulyz1ff4BvzzoBU8rLQ+pSoVmK//vrZ2hp7xoch0dcLjc+3d6BGy+aT37DOVt3HkS7XYPf/e93wmq5fvM2bPrqIG4441ukZYr47WNvotDowYK50wCE9psHH92I+ZMnYf6c0H8HTi79Dm5c9Sa2767F/DlV6fw4cSFJEl78YC+WnVQGrUYNrSZ0Pchz2KexpQMHWiQ8sHJZWL/ZeaAOr9RswM1nXEw6poiHnnwLBrUHF593GoDQ36+nntuP3IIMnHlaaL/55uxiLL/jH3j7wy9x0TK+f1T68/PrMG+yCXnHrg3Kit8ouuHi9njx/qZGXHXeLP+FnIZhMmgxf1I+5k/Kx8FqF7KzDbjlnFlp2tOJxfBF6UiG63Jv5x6sOPM45OaGvoPGJRecgWf/vR1/eupt/O9tlyV7t5PGb//2JvIz3Dhp/oygx4fXguCDkY3EAMO1tO35D2oHbOQ3KWL4onQkw3V5fOAwrj6xFHPmhNZl4bzpKMioxm//9iYe/n83Jnu3k8bDT70FncqLy759RtDj5Df8MbKRGGC4lqbuGti2tZHfpIjm1k7sP7YoHclwXf79aDu+OyMLy8LoUlZcgOOKBDz0jw/wzB/5bbi89Nan8Eoibrv+wlHPkefwxe/+/hYswxqJAYbrOF1vx5bn68hvUsSAw4n1u7px6yWjk/7Dddn2hg3Ty0txfRhdMgx6nDY7B/948yuuGy5fbN6FHocWj966fNRz6fYbRd4WOsDwdAvBDv5FaV5CUinXfHs+1u3ogMPpSsCepZ5AuuXO685N964QcTJWI5FIH/5FqSohqZQ7r1+Kfc0+tLR3JWDPUk8g3XL1BfPTvStEnAQaiT+7dXQjkUgfI9Mt8fCzFRej1abF9t21Cdiz1DOUbikJeaFygh8C6ZYfXz+6kUikj5Hplnj47//6DhxeDd7+8MsE7Fl68KdbdIPpFpZQbMMlkG65YtnodAuRPhK9KL3kgjOgV3nxp6feTsh4qSZcuoXgj0Q2EonEkOhFqT/l4sZv//ZmQsZLNeHSLQR/JLKRSCSGQLrlrgQtSoenXHhkrHQLwRfh0i1E+gikW66/ODHXsRyecuGRQLrlZyHSLSyg2E4EpVvYJBmLUl5TLpRuUQ6UbmGTZCxKeU25ULpFOVC6hU0SmW4JwGvKhdItyoHSLWySyHRLAJ5TLiynWwCFNlwo3cImyVqU8ppyoXSLcqB0C3ska1HKa8qF0i3KgdIt7JHodEsAXlMulG5RDpRuYY9Ep1sC8JpyYT3dAii04ULpFjZJ5qKUt5QLpVuUA6Vb2CSZi1LeUi6UblEOlG5hk2SkWwLwlnKhdIty8KdbZEq3MEYy0i0BeEy5sJ5uARTYcAmkWy5fOpPSLQyR7EUpbykXSrcoB0q3sEeyF6W8pVwo3aIcKN3CHslKtwTgLeVC6Rbl8Lu/v4VCo5vSLQyRrHRLAN5SLjykWwAFNlwC6Zarlp+T7l0hhpGKRSkvKRdKtygHSrewSSoWpbykXCjdohwo3cImyUy3BOAl5ULpFuUQSLckq5FIxEYy0y0BeEq58JBuARTWcKF0C5ukalHKS8qF0i3KgdIt7JGqRSkvKRdKtygHSrewR7LTLQF4SblQukU5ULqFPZKdbgnAS8qFl3QLoLCGC6Vb2CSVi1LWUy6UblEOlG5hk1QuSllPuVC6RTlQuoVNUpFuCcB6yoXSLcqB0i1skop0SwAeUi68pFsABTVcKN3CJqlelLKecqF0i3KgdAt7pHpRynrKhdItyoHSLeyRqnRLANZTLpRuUQ6UbmGPVKVbArCecuEp3QIoqOFC6RY2Scei9NoLFzCZcqF0i3KgdAubpGNRymrKhdItyoHSLWySynRLAFZTLoF0y9KTiindwjmUbmGTVKZbArCccuEp3QIopOFC6RY2SdeidPn5pzOZcqF0i3KgdAt7pGtRunDedBRkspdyoXSLcqB0C3ukOt0SgNWUy7/eXgevJGLl9Rele1eIOKF0C3ukOt0SIMOgxzfmsJdy4S3dAiik4ULpFjZJ56KUtZQLpVuUA6Vb2CSdi9I7r2Mr5ULpFuVA6RY2SUe6JQBrKRdJkvDi2j2UblEAlG5hk3SkWwLcdTN7KRfe0i2AAhoulG5hk3QvSllLuVC6RTlQuoU90r0oZS3lQukW5UDpFvZIV7olAGspl3+9vQ4eSrcoAkq3sEe60i0BWEu58JhuARTQcKF0C5uwsChlJeVC6RblkO5GIhEaFhalrKRcKN2iHNLdSCRCk850SwBWUi6UblEOlG5hk3SmWwKwlHLhMd0CcN5woXQLm7CyKGUl5ULpFuXAQiORCIaVRSkrKRdKtygHFhqJRDDpTrcEYCXlQukW5UDpFvZId7olACspF17TLQDnDRdKt7AJS4vSdKdcKN2iHFhpJBLBsLQoTXfKhdItyoGVRiIRDAvplgDpTrlQukU5ULqFTVhItwRgIeXCa7oF4LjhQukWNmFtUZrulAulW5QDS41Ewg9ri9J0p1wo3aIcWGokEn5YSbcESHfKhdItyoHSLezBSrolQLpTLjynWwCOGy6UbmETFhel6Uq5ULpFObDWSCT8sLgoTVfKhdItyoG1RiLhh6V0S4B0pVwo3aIcmls7Kd3CICylWwKkM+XCc7oF4LTh4vZ4sXZTIy49dwalWxiC1UVpulIulG5RDs+8vQ1nHJ/LVCNxosPqojRdKRdKtyiHh/9ZjRnFIlONxIkOa+mWAOlKuVC6RTn89rE3UZhJ6RaWYC3dEiBdKRfe0y0Apw2Xx559FypBwjWXLEn3rhDDYDHdEiDVKRdKtyiHQCPxxzextbCf6LCYbgmQ6pQLpVuUQ6CR+L8//G66d4UYBovplgCpTrlQukU5DDYSf8BWI3Giw2K6JUA6Ui68p1sADhsubo8XazfStVtYg9V0S4BUp1wo3aIcWG4kTlRYTbcESHXKhdItyoHlRuJEhdV0S4BUp1wo3aIcWG4kTlRYTbcESHXKRQnpFoDDhksg3ULXbmELHhalqUq5ULpFObDeSJyo8LAoTVXKhdItyoH1RuJEhYdFaapSLpRuUQ6sNxInKiynWwKkMuWihHQLwFnDhdItbMLLojRVKRdKtygHHhqJEw1eFqWpSrlQukU58NBInGjwsihNVcqF0i3KgYdG4kSD9XRLgFSlXJSSbgE4a7hQuoVNeFqUJjvlQukW5cBLI3GiwdOiNNkpF0q3KAdeGokTDZ4WpclOuVC6RTnw0kicaPCQbgmQipSLUtItAEcNF0q3sAlvi9Jkp1wo3aIceGokThR4W5QmO+VC6RblwFMjcaLA26I02SkXSrcoB54aiRMFXtItAZKdclFSugXgqOFC6RY24XFRmqyUC6VblANvjcSJAo+L0mSlXCjdohx4ayROFHhclCYr5ULpFuXAWyNxosBTuiVAMlMuSkq3AJw0XCjdwia8LkqTlXKhdIty4LGRqHR4XZQmK+VC6RblwGMjUenwuihNVsqF0i3KgcdGotLhLd0SIFkpF6WlW4AENFwcDkdUj8cCpVvYhJdFaai5eO2FC/DJtuaEpVwo3ZIaUuE3vDYSlQ4vi9JQc/HO65Ziz1FnwlIulG5JDanwG14biUqHl0VpqLn4sxUXo9mKhKVcKN2SGlLhN7w2EpUOL+mWUHPxrpu/A7sLCU25KC3dAsTZcFmzZg1mzJiB6urqoMerq6sxY8YMrFmzJq6dAyjdwiq8LErDzVGTxom9H/wBN93204Rsh9ItyScVfgPw00icSPCyKA03R3vaG7Bv7QO4+Ue/SMh2KN2SfFLlN7w0EicSvCxKw83Rfbu3Y9/aB3DXL36TkO1QuiX5pMpveGkkTiR4SbeEm6NffL4e+z78PR546ImEbEeJ6RYgjobLmjVrsHr1ani9XqxYsWJQgOrqaqxYsQJerxerV6+O2yQo3cImPCxKx5ujsizhsw/fxJNPPRXXdijdknxS5Te8NBInGjwsSiPxm+0bPsCf//LXuLZD6Zbkkyq/4aWRONHgYVEaid8c3P4x7n/gD3Fth9ItySdVfsNLI3GiwUO6Zbw5KkkSGnZ/gv/+3/8X97aUmG4BgJjcM1D4QLTI6XRixYoVuPnmm/HEE0/A6XQC8EePVq9eDQC49tpro95OIN1y5TJKt7AED4vSSOeoLHlx3+r7oNVoYpqjAKVbkk2q/AYINBKLmG4kTjQCi9Lf/S+7i9KI/cbnwe9/9ztkmY0xz1FKtySXVPqNv5GoZ7qRONEILEofWMnuojQav3nsr39GeUlhzHOU0i3JJZV+w0MjcaIRSLfcegm76ZZo1lMvv/BPzJtVGfMcDaRbHlVYugWIoeHicDjwy1/+El6vN+hxp9OJxx9/HC6XK+TrL7vsMhgMBvQ73Kht70NtmxWdNifcXh+0ahXyjXpMs2ShstAMk0ELgNItqSQaXVhflEY7R71eT8xzNJBu+dWtlG5JBqn0Gx4aiUohGl1YX5RGO0d9Pg/uHjZHgcjrEUi33HgRpVuSQSr9hodGolKIRhfWF6XRzlHJ58Xdd98dk98MpVtKKd2SBFLpNzw0EpVCNLqwnm6JxW/+L0a/AQLpFpPi0i1ADA0Xg8GAJ598EitWrBjsagUYWXgA0Ov1eOiRv+C93c14fmMtGrps0IgiPD4JEPznNEkAIAMalQiPJKEiz4jLT5qKf29oxDXnUbolWfQ73Phw99GodKnUeWHzsr0ojXaOCqIaSy6+Puo5etXiKnzy7jpKtySRVPnNVYur8PRbbDcSeScWv1lcnIlmm5rpRWm0c1RUqbF4yRXwQoXXttRFVY8MawdUIqVbkkUq/eaVF9huJPJOLH7zrRkW7G724Q8/YndRGu0cVanUmHPqd2PymwrRCYeP0i3JIpV+89E7nzDdSOSdWPzm0hMm4dOd3fjRpeymW6L2G7UGU0+8KCa/OSFfi44BZaZbgBhPKVq6dCkee+yxkAIMR6/X47ybf4bfbHPC69uBTJ0aRWYDBEEI+x5ZltFtc+Gnz/0H/V4RSw356He4B7tfRPz0O9z4+7q9eO2rw/D65Kh0+XRbE0wZGjz66T7cctYsZnWJZo5O/+Z1eL2/EDv+/TVMem3Etbjvra2ob/Lium9MpzmaRFLhNz974XN0urT4xqRK0jLBxOM3v33/ELRqEc9vPYpbzjIxq0s0c3Tlf/8Cf9vqxdm/eQuCqIq4Hl19Tnxc14+inCz84f3tTPsvz6TCb+55dROaetW4/ZSZ5DcJJh6/ufuVTZAkCR832lFVxa4u0czRu1f/Gr/5pBenrX4NOp0ucr+xufDJwWZkG/V45KPd5DdJIhV+c9+bW1HfLOEHp88gv0kw8fjNT59fjwEfUCNlMq1LNHP0gT88hLvfacJJd78Ek8kYVT0e/PoQDFoV/rHxkCL9RrVq1apVsbyxsrISDocDO3bsgM/nG/W8RquF+fhz0FYwDzkZOmQZtNCpVWMWHQAEQYBGJaKhsRuleZk40GXHO9uPYHpRNkpzMmPZ1XFZv3499Ho9Tj755KSMzxKb6tqw4pnP8VV9Z8S61De24eCRLjgG7PB5gdlVxdh6pCvpuvz1r3/FD37wg8FYWrREOkddVafB1tsPj9OJ1o4+WPtsKMzLCjvujn0NaO/sg2vACZUgwypokl6LiU4y/UanVqG+oR25Ji0OW11J13L79u3o7u7GkiVLkjI+S8TiN60dPdh7qB3OATvcHgGzplrw9dHupOvy7LPP4pvf/CYKCwtjev94c1Sn0+GCy67CRs0M1HX2wmlzoLfXhl5rP4oLc8KOu7fmKOqbe2Cz2yFIEmZOLcGW+k7ynCSSfL9pQ4ZGQLNTTrqOtbW12LNnDy6+mN1UaqKIxW+s/XbsONgKx4AdLhcwrSIXO5utSdflzTffxPHHH4/KysqY3h+p36zzTcWRnj4M9Dtg67Ojs6sfpZbwflPX0IKao91wDtjh88qYXVWCr8hvkkqy/eZoYxtEWUIv1EnXsa2tDdXV1bj66quTMj5LxOI3bo8XW/c2YcBmg8MpYZLFjL3ttqTr8vHHHyM/Px/z58d2OnKkfvOhswLNtgHY+p1w2O1o6+xH2Rh+09zahX2HO+B0DMDjAWZXFmFbQ/KP99JBzOfqVFdX44knnggZKQIAj9uNrq8/gqHjIDSq6DZzpLEdggBUlBagyGyA0+3FD9esx8Mf7IQsy7Hu8oRGlmU8/MFO3Pbs53B5vCgyGyLWxeX2AioN7G41IIhobeviQpdI56izdisgiHD6tJBFHdye0WYS9D6fDEnUwQ0dJAlQez3M14J3kuk3rR3dkGQRVZOKuJjXPBCf33gAQQ2bWw1BVKG1rRsWk555Xcaboy6XC6+/+CyO7tgAtQx4BR0kUQfv2HYDt0eCLOrg9GkhQURnVy/N0ySTTL+x9tvh8omYNqWYdEwQ8fiN2+0FBBVsbhUElRodnVYUGHXM6xKp3zTt3gTRJ0FW6eEVtPBh7EW62+0DRO2x4z0V2tu7aZ4mmWT6jdPlhs0FVFXQeipRxOM3Xq8PEFSwe9UQVVr0WG3INWiY1yVSv2nZswXweCCo9XDLWsjjnEjj8ngBUQObSwVBFNHS1gWLQudpTA2XwG2gxooWAYDs9eDQO4/BWrcj4rElWUZ7jwMl+cbBPwtmgxaFJj3WfHkQ97+9TTHFTxWSJOP+t7dhzZcHUWjSwxxLTEsGIAAQ1Wjr8cDt8TKtSzRztGvdcxA6DwNR7r8sy5BFHQ43dTNdC95Jpt8AwNFWK/LMWqiOXSuKtIyPhPgNAAgCIAjosknotzuY1iXSOQqfB9bPngU666Pff1kGRC0aWvshg+Zpski23xw62gGTToBeqwFAOsZLYvxGhiD4/d/qENHZ3ce0LtH4Te8nz0DqqIcsS8A4zZYhjn1WUY3mLie8PonpevBMsv2m9kgrdCoJWSZ/UoB0jI9EHd8IggBZlmH3qNHSzvYaIhq/6f74H/C0+f1GiMZvBAEQRHT2+zAw4GS6HrESdcPF4XDgpptuCll4lUYz6jHZ60HdW3+F5AndFRtJIN1SWpwfPLYooticgde3HcYj1bui3e0JzSPVu/D6tsMoNmcMLiqjJWAO8Lkxc3Lu4BXrWdQl2jkqSF6otr0A2esaN6I5+B5BAGQJGrgwf2aZf2wGa8E7yfabQLplSoUleGzSMmYS4TcQRL/fSF5UlppgNmYAYFOXseaoTjf6AsyC5IV62wuA1+n31XHGlyEP+q8ouTBvevHgYQyL9eCZZPtNIN1SObkoeGzSMWYS6zc+VBTqYcnPBsCmLtH6DQb9JnB8M/4xjt+XZEByYdbUPKiP/XrPYj14Jtl+E0i3TC0vCB6bdIyZxPiN4O9pyhIsWSpMKvWfxsyiLvH4TeBHs/EQhh3vTSvLQmaGHgCb9YiHqGeLwWDAfffdN+q6GlqdDvpZZ0FQB5uEoNai/JzvQdSMf+ePUOmWoJ0VBRSZDXj2yxpsPtQe7a5PSDbVteG5DTUoMhsgipF2G4Nxub2AIEAneLBwTjnMpoyg51nTJaY5uuRKmDP9TaRxziiCBBGQZeSZRJwwezI06qHIHGu14J1k+g0wOt0yHNIyehLhN263F4IgQCU5sWBGCfJH3B6QNV3CzVG9Xo8LLrsKUIX2m7xsPSDLkMf5Mxw45cisl7Bw7mTodcG/qLFWD55Jtt+MTLcMh3SMnkT4jcfrhSCIECQX5lYVorgwN+h51nSJ1W9KCoz+lIswtt+43D4AAvSiBwtnV8CUyfbxHs8k229GpluGQzpGTyL8Rj6WppMlD2ZOzsXksuAf+1jTJVa/mVyaA1nyjus3TrcHEASoZRdOmFmC3GxT0POs1SMeYmrPXXvttbjnnnsGBdDr9Sg672aUnP5dTL1wxaBJCGotys66DAXzz45o3MbmjpDpluGoRBGZWjV++foW9Dvcsez+hKHf4cYvX/8KRp069k4sAEt+Fsw6H+bPmhR2HNZ0iXaOFs4/GzOrylBoFpFnHvuPWVaGCmX5OlRNKg75PGu14J1k+U1bZ2/IdMtwSMvISZTfFOSZkaF248S5UwaTdCNhTZdQc/ShR/6CA/mLUfzNm0LO0apJxSgv0CErY+xaFeRkoNAsYGZVWdjfplmrB88ky2/6bAMh0y3DIR0jJ1F+k5ttgk504aQ5k5BhCP23nzVdYvGb8pICTCszIVM7dqauMM+IbL0P82byc7zHM8nyG5fbEzLdMhzSMXIS5TcGvQ5awYWFs8tG/XgdgDVdYvEbS3425lTmw6DyjDm2JS8LmRoPTpwT/OP1cFirR6zEfJeiefPmITs7G5999hm+dcvP0aivQJ5RD31uETIKytFzcCvKz74iYnMAAJMpA3lZmdCoVWO+TqdRocPmhNPjxanTwh+8RIpS71L054924avDncgz6uMax5ihR36uedzXJVqXeO9SFMsczTZnjuqwjiQ/1wyTcex9SnQtJjrJ8JsMgw45Zn3IX5uHk2gtlXqXokT5jV6nRWFe1rjB90TrEu9diobP0ccffxx7ZQu+OtyJ4rKKsHPUlGkY11uzzZnINhvH3T55TuJIht9oNGpkZeqQGWZRHyDROir1LkWJ8hu1WoWi/OxxTydOtC7x3qUoFr8x6HVj3oERAEzGDOTlpP54byKTDL8RRRGmDC2yQ6RbhpNoHZV6l6JE+Y0gCCgqyIaYYr+J9y5FsfiNVqOGJX9sv4nEkwBl+E3sbTr4u15bvt6J7Z4C5BmHDiKyKudh/o8eicocAEAUBBj0kV2AKC9Th9e/Osx1tyuZ9DvceP2rw0G6pALWdEn0HI0G1mrBO8nwG2NGZH88ScuxIb/xc+2112L//v1Y/I0zg+qRCr8B2KsHzyTDVpTelwAAIABJREFUb8zjNOoDkI5jQ37jh/xGOSTDb7LDJChGQjqODfmNH/Kb+Bj7fk0RsL6uEx6fPOqWWOHOMVwyqxQ/WjoXbq8Pd734JRq77eNu41eXnIyZJdmobbPiZy9vAgBoVCI8PhnVexqxfOHUeD+G4vhw99GQuozFry89GdOLs3Gw1Yqfv7Ippu3+9vLFmFGSjX6HB2PnRFJHtHMUUG4teIf8hk3Ib4YwGAx4bUvdqHqMd969UuvBM+Q3bEJ+MwT5jXIgv2ET8pshyG9iJ+6Gy/Mba5GpGz1ModmAW8+ZhRnFOfD4JHxR04on1u0DABxo6Rn8ogewZBlwy1mzMLssF16fhOo9jfjn+gMAgLtf24wls0qxbE5Z0HsydWo8t6GGDCIE8yry8cXdF2P9gRY8/OHQ1Z2PL8/DrefMQoHJgAOtvXj4g53o6B+6+vTfP92LD3c3hh13uMEHWP3WVuxu7Abg1+q0aUW4+ITJyDfFF71LFKFqMb0oG1edOg1VFjMkCdjV2IXH1+1Dj33o6u/j1WI4v7rkZMyryMPFD6+FdOz2ZSzWgnfIb9iE/CYY8hxlQH7DJuQ3wZDfKAPyGzYhvwmG/CY24mq49DvcaOiyocg8OiZ76zmzYB1w49rHP0GmTo37LjkZF8yrwIDbO3onRAH3LT8Z7+44gt++ux2SLKM0Z+zzDgHAqFOjocuGfocbphjvha5EHC4P/vbpXiyZWQLdsOvhmPUa/OLCBfhz9W5sPtSOq0+dhp9esAA/eWlDVOOHMvjh6NQiXF4fE7qEq4VRr8YHu47iN//uhCRJuOXs2bhj2VyseuOrqLdx5owSqMJcsZylWvAO+Q2bkN8EQ56jDMhv2IT8JhjyG2VAfsMm5DfBkN/ETlzXcKlt74NGFENebMxizsD6g63w+CT0Drixrb4DFXmhL/y3ZHYZuu1OvLWtHi6vDx6fhPrO/nG3LwgCNCoRde198XwMxbG/1YovD7aioa0X3VY7HE5/h/GUaUVo6LLhixq/Li9sqMWUAhPKIjDjaBAEAQIEJnQJ1KLfGXyl7K31nfiiphUOtxcur4R3dxzBzJKcqMfP0Kpx5eKqwV8PRsJSLXiH/IZNAt+x5s4+dFvt6LcPAJiYfgOQ5ygF8hs2CXy/2nps6LLa0GO1ASC/Ib/hG/IbNgl8v7r6B9DVa0NHlxUA+Q35TfTE13Bps8Ljk0I+9/b2epwxvRg6tYjcTB1OnFyArfWdIV87vSgb7X0OrPrOQjy/Ygl+fenJmBTGTEbi8UmoabPG/BmUSEAXl8cLnyxiZ20Hdu4/gpIsAw53DBmvy+tDa+9AWOMOx9RCM55fsQSPXX8GrlhUGfJq2zJkJnQZa44OZ3ZpLhq6bFGPf+1px+H9HQ3oGXCFfQ0rteAd8hs2GfQbt99v9h7uwdd761Fk1k84vwHIc5QC+Q2bBHRxu72QZBEHj1qxdXc9LEYd+c0YkN+wDfkNmwz5jQ8SRBxqsWHLrnoUZGjIb8aA/GY0cZ1S1GlzIty9O3c3duO8OeX4121LoRJFfLynERvr2rBkVumo1+ab9Jhblotfvb0VOxq6cOGCybj74hNx6z//A68ko7PXhsONHeifWoAtuw4HvdcpA/c9/j6efXr8CRAOh0MNQbDjgxWPxDwGS9R7RTT4RPgWTgEEQBBUcEoqOJ0+dPYGfwHsbi8M2sinwe6mbqxc8zna+xyoyDPipxcsgE+S8eqWQ6Ne220L/4VJFWPN0QCT80343uJK/OrtbVGNXWUxY2ZJDh5ft2/c8wlZqAXvKMVvXC4XfD4TLlKY37gWTgEACIIIj6yD2yWho7sr6LVK9xuAPEcpKMVvPB4PXO4qxfmNfeFkZGUKEAQRPujg8co41By8CCW/8UN+wz5K8Ruf1wdn7jcU5zdW+2Rk6nQQBBGyoINPElDXRH4TCvKb0MTVcHF7fSEjMgKA1d89CWt3HcVP/rURBo0Kty+bi+tPn46jITpeLq8Pe5t7Bju2b2w9jCsWVaIs14j6zn4YDTrkmDOg06hQagm+X3ev04sTK8w4f1pezJ9j7dr3YTBk4MwzF8c8Bku8V9MFe0MfREEGZECWZUCWMeBywpIbfG3nDK0ajhDngQL+8+huWzIbALC3qQer3vwKbVbH4PNHumx4aWMtli+cEtIgnN7Q46aScHM0QHFWBlZ9dyGeWLcPe5t6wr5uZC3uffMr3HrObDyxbt/gBZ3GgoVa8I5S/Gbjhg3o6OjEhd++KOYxWCLgN2pRBiD7/QbAgMuJojwTgNbB1yrdbwDyHKWgFL/Zu3cvtm3dj6u/fU3MY7BEwG+0agHD/cbucKIo1wSgbfC15DfkN7ygFL9pamrEG2+8iWu+vzLmMVgi4Dd6jQh/tsK/rrI7nLCMOH2I/Ib8Ziziarho1SqE6oOa9BoUmA349/Yj8Pok9PskfLynEVefelxIg6jv6B/zXC+9ToNscya0GjVKCnODnhOsA1g8bzouO2dWzJ/j4I71yM7OxmXfPiPmMVii85M92GXdD/81h2QY1F5Mm2yBEyKmFQ/VWadWoTgrI2zs67P9zfhsf/OY25Ihh2126tVx3wQrbsLNUQAoMOlx3yUn4aVNtfh039ifc2QtMnVqVFmy8NML5gPAYAzwnzefjQfe/XqU0bBQC95Rit/YOupQiz7F+Y362C0CtaIb0yb5/WZ6aR6AGgATw28A8hyloBS/WasewJH9mxXnN9pjF2xUw42p5flwCSJmlecDqAVAfgOQ3/CEUvxm586dWPvGGsX5jV6nAQCIkhuTS3PgEkTMmVQIbPQ3R8hvyG/GI65ruOQb9UCIRlSf04NW6wDOn1cBURCQqVPjnFmlQee7DWfd/mbMKM7GvIo8iAJw8YLJ6HN40Ngd2flfucax7/890Sgw6qFViSjINSE/y4ATZ09GpkGPDbVtmJRnxKlVFmhUIr63uAqHO/vR2GOPeOwTJ+cjO8N/ZeiynEx8b1EVNh5qD/laFnQJ1EIUBIii/6JgoiAgN1OH+y9dhHd3NGDtzqNRj2t3eXHd45/g9uc+x+3PfY573/RfifvO57/AwZbeUa9noRa8Q37DJoHvWG62EXlmA06eOxVmY8aE9BuAPEcpkN+wSeD7lWXORK5Zj8XzpiIv20R+Q37DNeQ3bBL4fhkzDcg16XDq/Kmw5GWT35DfRE1cLaIqSxY0qtA9m1+/sw03nzkTlyycCkmWsfNoF578bB8WTikY9dqmHjv+uHYHfrhkNrINOtS1W/Grt7fCK40fK9KoREwbEYub6Jx2XDEuPbly8L/PnVOOFzbU4MWNtfjNv7/GirNn4a5vzcPBll78/r3tUY09rzwPdyw7HgatCr0Dbqzb14xXNteNep0AgQldRtbi7JmleGFDDWQAxdkZuHJxFa5cXDX4/OWPVkc8du+Ae/DfA7+29Q64R8XhWKkF75DfsMnI79jSuRPXbwDyHKVAfsMmI79fy+ZWkN+Q33AP+Q2bjPKb4yeR35DfxER8DZdCMzySBFmWR93K7HBHP37x6uZR75FkGZWFWXjx1nPxk39tQGO3vxu4obYNG2rbRr0eAFYvPwnTi7NR0xrc5ZJlGR6fhMpCczwfQ3EYdWosXPUaisyGUbrsaOjCrc+sD/k+ryTjxjNn4swZJfi/ENoBwNPrD+DpMLfrAoa02t3YjZnF2bF/iAQxVi1e2lgb9n2R1GI47X0OXPjQ+0GPsVYL3iG/YRPym2DIc5QB+Q2bkN8EQ36jDMhv2IT8Jhjym9iJq+FiMmhRkWdEt80Fk14T0Xs+3dc87rldI7nn9S0hH7e5vKjIM8Jk0EY1ntKJRRcgfJ2j4Z7Xt6Df6UGuUYfXf3Re3OPFC9VCOZDfsAl9x4KheigD8hs2oe9XMFQPZUB+wyb0/QqG6hE7cV3DBQCuWlwFuys9Vwu2u7y4+pTj0rJt1iFdhqBaKAfSkk1Il2CoHsqAdGQT0iUYqocyIB3ZhHQJhuoRG3E3XJbNKYdGJcDji/2+7bHg8UnQqAQsnT36PvQE6TIcqoVyIC3ZhHQJhuqhDEhHNiFdgqF6KAPSkU1Il2CoHrERd8PFZNBi+cIp6LK7ErE/EdNld2H5wikUfwsD6TIE1UI5kJZsQroEQ/VQBqQjm5AuwVA9lAHpyCakSzBUj9iIu+ECALecNQs5GTr0Odzjv3gYVqsVPT09479wBH0ON3IzdbjlrNjvFT8RiEUXGUBbWxtcrui/SCzrEuscjRWWa8E7sWpps9nQ1d0d9fZIy8iIVZf29nbYBwai3h7rupDnKINYdXQ6nejs6gp1p9cxIR0jI1ZdOjs70dcf+pa6Y8G6LuQ3yiBWHT1eLzo7O0fd0WU8SMfIiFWXnp4e9FpH39Z4PFjXhfwmehLScDEZtLhv+ULY3V74pMgiRj6fD19t3YqtW7dGdbDtkyTY3V7ct/wkbrtcqSIWXdra2rBz1y5s3bYtqm2xrksstYgV1mvBO7FoKUPG1m1b8fW2bVE1eUnLyIlFl97/z96dR8dRWGnDf6p6Vau175ZkS96QF7AtSICAwQkhizIQ4smQvMOMSYLJMEmGhMx7cDYYxmFPMiEDk/BhCGCTIYEAeYGwmSQ4wWBsY2yM8W7Li/Zd6n2p+v6Qul0tdUu9lFpV1c/vnJxgqbu6dZ/StXR9u3poEO+//z52bN8OOYUfFPWQC3uOMaSb4+7du/Hee++ho6Mj6fswx+Slk4vX68XuPXuwY8cOhMLJX4NAD7mw3xhDujl++OGHeG/3brQeP570fZhj8tLJJRgKYdeuXdi58134fL6kH0sPubDfpE6VgQsAnD+vCv904QJ0DnshJfF+76dOnQLGfsA+cvhwUo8hSTI6h734548twEfnVmb0fHNFKrnIkHF4LAuv15v0L6Z6ySXVczQdeqmF3qWaZVdXN0KhMGQAhw4dSuoxmGXqUs3l8KHDkDH6F2pHZ2dSj6GnXNhzjCHVHAeHBqP/kHTkyJGkhonMMXWp5nLkyBFAliHLMk6eOJnUY+gpF/YbY0g1R6/Xi97eXgBA64kTSQ0TmWPqUs3lRGvr6IajLOPosWNJPYaecmG/SY1qAxcA+Panzsbq5kZ0DHsmnXiFw2Ecb22FJMuQAfT29U255RKWJHQMe7C6uRE3Xn62mk/b8JLNpaurG8FgEAAgSVJSv5jqLZdka5EOvdVC75LNMjJIlMZu4/Z4phwmMsv0JZvL4NAgRlyjq/2SJCX1i6kec2HPMYZUcjx86Ey/CYVCUw4TmWP6ks3F6/Wiu6cHMgBZlpP6xVSPubDfGEMqOcb83ZnEMJE5pi/ZXIKhEE6eOgl57Pfczs7OKbdc9JgL+03yzGoeTBAE/PDKZhTkWbDprcPIt5pRGGf9Z2BwEKFQCMLYnyVJQndXFxobG+Med9gbgNsfwrUXLcSNl58NQRDi3o7iSzaXzo4OSOHw6H0AjIyMwB/ww2a1xT2uHnNJthap0mMt9C7ZLN0uN3w+HwSMXqMoHA6js7MTJSUlcY/LLDOTdL/p7EJ47Cr3AgC/348RlwuFBQVxj6vXXNhzjCHZHIPBIIaGh6P9RgqH0dnRgVk1NXGPyxwzk2wu3d3dkCQp+nNnOBzGQP8AKioq4h5Xr7mw3xhDKjn29PZGXzEgSRI6u7owd+7cuLdljplJNpf+vj6Ew1LM77k9PT2or6+Pe1y95sJ+kzxVBy7AaPG//alzcMG8Ktz63E50DntRlm+DxXRmmaa8rAyXfeITaGtrw8jICJqamiCKE5dtgmEJfW4/SvNt+MmXL9T9OtFMSiaXZcuXQZZk7NixA2c1nYXCwiKIcU5yveeSTC2Spfda6F0yWTqdTlx22WXo7e3B6dNtWL5sGQT2m2mVTC5nnXUWFi5YgPf37kV1dTUqKysN2W8A9hyjSCZHi8WCT3ziE3CNjGDfh/tw/kfPhyAa87zWimRymTNnDurr63Ho0CHkORyor6sz7M+d7DfGkGyOq1atQjAYwNtvvY1LLrkk7i+nzFE9yeRSVVWFyyoqcOLkSQQDAcyfP5/9JglGqEciqg9cIs6fV4Xff/Ny/H9vfIhndx5HMCwj32aG02aGIAgQRRGCIET/O0KWZbj8IXgCIZhFAV/66Fz8y6rFur5QjpZMlYsgCoAgQBTEmF9+jJjLVLVIxIi10Lsp+83YOc1+k11T9xtRkY+x+w3AnmMUyfQbQRQhgP0mm/hzZyz2G2NI9ucb5Mh5rRXJ9ptcyYX9ZnLTNnABRq9i/H8/uxz/smoxNu87jSfePoyTfS5YTCKCYQmDfhk+yYSOodHrt0Q+PrvMiRsvPBuXL6k1XMG1YKpc/KINfZ4g3LLxc5mqFsDohY4ir0w0ci30bqosR7wheGFhv8myqXLxyBYM+MII50gu7DnGMFWOPm8AftHGfpNlU+XiCosIBuScyYX9xhimyjEcCiNkzsuZ81orpsplOACEQmLO5MJ+k9i0DlwiCvKsWH3eXKw+by5GvAEc7R7G4a4h/PH1N3Cq3YWrL1mEUqcNC6qKMK+y0LDF1ppEufzn3a/js03LMX/O7JzJJVEt+l1++EIh2M3mnKmF3iXKcuvO3Xizdz+uv6SFWc6ARLnc96sdWDqnFs3n5NbfA+w5xpAoxw+OtOLJA3/D9ZdcxRxnQKJcHn3yEIpK7Fh1MfsN+43+JMrxVM8A7t36B1x/yT8wxxmQKJfnXnoNgyM+fD7Hfs9lv5koKwMXpYI8K5bPKcfyOeXwHtiKfUPD+JdPLM7206BxlLk86juBa1ZUY/ny3MxFWQvSN2WWJcPH0fd2B/uNBihzefWhXnx+YQFacjgX9hxjUOa4xOnH1l8fYb/RAGUu77/gQUNtJa7L4VzYb4xBmePAwAAe6d7DfqMBylx63wV6Td6czoX9ZpSqbwtNREREREREREQcuBARERERERERqY4DFyIiIiIiIiIilXHgQkRERERERESkMg5ciIiIiIiIiIhUxoELEREREREREZHKOHAhIiIiIiIiIlIZBy5ERERERERERCrjwIWIiIiIiIiISGUcuBARERERERERqYwDFyIiIiIiIiIilXHgQkRERERERESkMg5ciIiIiIiIiIhUxoELEREREREREZHKOHAhIiIiIiIiIlIZBy5ERERERERERCrjwIWIiIiIiIiISGUcuBARERERERERqYwDFyIiIiIiIiIilXHgQkRERERERESkMg5ciIiIiIiIiIhUxoELEREREREREZHKOHAhIiIiIiIiIlIZBy5ERERERERERCrjwIWIiIiIiIiISGUcuBARERERERERqYwDFyIiIiIiIiIilXHgQkRERERERESkMkMMXLxeb0ofp+xgLrFYD+NgltrDTGKxHsbBLLWHmRBRtrDf6J/uBy4bN25EU1MTNm/eHPPxzZs3o6mpCRs3bpyhZ5bbmEss1sM4mKX2MJNYrIdxMEvtYSZElC3sN8ag64HLxo0bsX79eoRCIdxwww3Rk3Hz5s244YYbEAqFsH79ep6MWcZcYrEexsEstYeZxGI9jINZag8zIaJsYb8xDtNtt91220w9+J49e9DT04PLL7885ftGTsLIOlUoFMIrr7wCr9eL9evXw+fzRT/+1ltvobi4GMuWLYveP+RyYeTgQfRv345Tr78OZ2cnioeG4Dl1CnIwCJPDAdFqVecL1Znf/OY3uOyyy1BdXZ3yfdXM5dCLL+LsvDx4DxzQbS6Z1ENZi/6338bAjh0Y3rtXt7WYaceOHcOePXuwevXqtO6vVpZtf/4zTMeOocrvZ5YAnn/+eSxatAgLFixI+b5q9pujL72EebIM6fhx3ebCfqMdPT09ePnll7FmzZq07q9Wlh1btiCwbx9mA8wSwF/+8hcUFxejubk55fuq2W9aX3kFNR4PrB0dOZsLe456fD4ffv3rX+Ob3/xm1h9bmWP33/6GwZ07sdBmY44Adu7cCY/Hg0svvTTl+6rZb06+9hpKentR0N+fs7nMdL8RZFmWp+3oU9i4cSP27duHe+65J6X7eb1eNDU1IRQKTficzWaD3++f8HGz2YwPdu6E65130P7ss/C1tUEwmSCFQujo6IDZbEZlZSVkWYZoNkMOh2GvrcWs1atRsWoVzE5n2l+n3rS0tODOO+/E8uXLU7qf2rns27cPTYsWwWwy6TKXdOvxxs9/jv4XX4yphSAIgCAAsqzLWmjB66+/jscffxybNm1K+b5qZtnX1wef34+62lpmCWDt2rVYvXo1WlpaUrqf2v3m0KFDqJ8zBw67XZe5sN9oy4cffogbb7wRr7/+esr3VTPL4eFh9A0MYG5DA7MEcMstt6ChoQHXXXddSvdTu98cb21FWVkZigoLcyqXkMuFnjfemFAP9pzMDAwM4OKLL8a+ffuy8niJcvR6vTh1+jTOWriQOQL41a9+hd7eXtxyyy0p3U/tftPW1ga73Y7y8vKcykVL/UaXAxfgzDpVZMI3GbvdjtuuvBLzDh2CFArB7HDAlJ8/WnAAhw8fhsViQUNDQ/Q+siwj7HYj5PFAtFhQ3dKC2WvWGPKEHC/dgQugbi5vvPEGPnbRRbBaLNH76C2XVOphM5txU309VuTnT6hFPHqrxUzLZOACqJflqVOn4Ha70dTUFL19LmeZ7sAFULffbNu2DYuXLEFhQUH0PnrLhf1GOzIZuADqZdnd3Y32jg4sV/zLZy5nme7ABVC337y3ezfqamtRUVERvY+Rcwm5XDi5cSM6//jHuPWIx8j1UFu2Bi5T5Tg8PIz9+/fj/PPPj94nl3NMd+ACqNtv9h84AGd+Purr66P3MXIuWuw3ur2Gy+WXX44HH3wQdrt90tvZrFZ8d+5czN2/H+bCQtgrK2F2OictOgAIggCz0zl6+4ICdDz/PHZddx0Gd+1S88swHDVyef/997F161aEQiFsf+cdbN++HZG5oN5ySbYeVlHEd2prcX59Pc9RjWKW2qNGvzlw4AC2bt0Kt9uNPbt3Y9u2bQgEgwD0lwvPUeNgltqjRr85fvw4tm7dioH+fuzfvx9vvf023B4PAOPmMrhrF9697jp0PP88fw7XMeaYXWr0m/aODmzduhWdHR04duwY3nrrLQwODgIwbi5aPU91O3ABRk/G66+/HjabLe7nrWYzPltYiHOdTtgqKiCazWk9jmg2w1ZRASkQwAff+x6OP/QQZnAxSPMyzcVkMsHr9UKW5dH/B+J+o+gll6nqYREE/F1VFT42bx7PUY1jltqTab+xWq3w+XyQJAk+nw/BYBCWONnpJReeo8bBLLUn035js9vh8/kQDofh9/vh83rjHssIuciyjOMPPYQPvvc9yIEAfw7XKeY4czLtN3abDT6fD6FQCIFAAB6vF/a8vAnHMUIuWj9PdT1w2bx5MzZs2BD3tWwAEAiF8FJ/P95LYh0rGWanE7bycrQ9/TSO3Hef7k7GbMk0l3nz5kUHLCaTCQunuJim1nOZqh5BWcaLXV3Y0dub8WNpvRZ6xyy1J9N+M3v27Gi/EU0mzJ8/f9J/CdF6LjxHjYNZak+m/aa6uhqWsZdJi6KIxsZGmE2mhI+n11xkScKR++5D21NPwVZertpavl7roVfMcWZl2m9KSkvhHMtMEATMqqmBPcHwBtBvLno4T3U7cEn2tW0BScK9H3ygyg8kACCYTLBVVqLrpZfQ+vDDqhzTSNTIxW63R98hyZGfj5KSkikfV6u5zMR5qtVa6B2z1B41MjGbzdHrd5lNpqTenU2rufAcNQ5mqT1qZCIKAuYvWBC9aGP97NlTPq4ec2l9+GF0/fGPsFVVQZhkoJQOPdZDr5jjzFGj3wgAFij6zdx586Z8XD3moofzVJcDF6/Xi7Vr18Y9CW2KC6xGBCQJd+3dC384rMrjC6IIW0UF2p5+WvevdVOTmrnMG2sK85NoDhFay2Wyelji/Au6muep1mqhd8xSe9TsN5Etlzlz5kz5Ot8IreXCc9Q4mKX2qNlvqqurIYgiqquqJt1uUdJTLoO7dqHt97+HrbISgjg9v2boqR56xRxnjpr9pqS0FBaLBUVFRZNutyjpKRe9nKe6HLjk5eXhxz/+MfLGvQ7Nbrfjc1VVsI77gcQqirh+wQLYEvzFVlVdjcrKypSeg2AywZyfj0P33IOQy5XaF2BQauZit9vx8Y9/HOXl5Sk9By3lkqgeVlHEFdXVsI5rDFOdp6nSUi30Ts0sS8vKUFdXl9LjM8uJ1Ow3ZrMZq1atwhzFO9UlQ0u5sN8Yh5pZFhYWorGxMaXHZ5YTqdlvREHApZdcgsWLF6f0HPSQS8jlwsF77oE5P1/1f2keTw/10Kt0c8zLy8PChQtTeizmOJGa/UYAcPHFF+Pcc89N6TnoIRc99RtdDlwAYM2aNbj11lujJ2PkLbG+XFyMm88+O/oDiVUU8bX58/HZSX7BKSwogMPhSPk5mJ1OBIeGcHLjxvS+CANSMxdzmhc70lIu4+thM5txU10drl20CDcvXZpSPdKhpVronVpZ5jsc0dfUpoJZTqR2v0lut2Xc/TSUC/uNcaiVpd1uR1FhYcqPzywnUr3fJLlNF3M/jedycuNGhAYHs/bWslqvh16lm6PFYknqMgDjMceJ1Ow3JpMJIvtNxjKph24HLsCZk9FsNuOX992HeYcPw1Jaio+Ul+PmpUthEoRp+aFSyVJcjM6XXtLs9G8mMJdYynrcNHs2Lhj7V/Rs1UNLtdA7Zqk97DexeI4aB7PUHvabxEIuFzpfegmW0tKsPq5W66FXzFE72G8S09t5quuBCzB6Mh44cADnCAKkYDD6FlAfKS/Hk5dcMq0nIQCIFgukYBC9W7ZM6+PoDXOJtWbNGrzx859jhcMR8zZl2aiH1mqhd8xSe9hvYvEcNQ5mqT3sN/H1vPFGTD2yRav10CvmqC3sN/Hp7TzV/cAFGH2tW/uzz8I87mVBiV6bXrZyJc59/HGs2LAB9llcMl5DAAAgAElEQVSzknqMhd//PpofeQRn/ehHEz5ndjjQ9swzqT9xg0s2l3TyGK/80kuxYsMGnLdpE2xj1+PRWi79L744oRZAduqhtVroXbJZAuw32cJ+E4v9xjjYb7SH/WaiePUYL5fqoVfJ5BjBfpMd7DcT6a3fZHcsNE1CLhd8bW2wVlTEfLzik59E+cqVyKuvR/+2bWh96KHo51yHD+Pg7bdH/1y2ciUa1q6FFAhEP3bkZz/DyIEDAIBDd92FspUrUX7ppRMe35SfD19bG0IuV9ZeR6YH43NpvOEGFCxZApPNhuDgIDr/+MfohHB8HuPZqqtR9+Uvw7lgAQRRhPvYMZzctAn+zk4AQO+WLejdsgXnbdoUvY+Wcol3jp71gx8gf948yJIEAAgODOCDm28GMHU9lMouvhiN//IvaH344Wg9x9dDS7XQO/YbbWK/OYP9xjjYb7SJ/SbW+Hpks98A2quHXrHfaBP7TSw99htDDFzcx49DMJkmXIAsODiIjuefR+HZZ0O0Wqc8TiqhKAmCAMFshqe1FYVLl6Z8f6Man0vHCy+g9eGHIYdCsNfU4Kwf/ACeEyeSOpbZ4cDQe++hdcMGSD4faq66CvNvugn71q1LeB8t5ZLoHD25cWNGa3omhwPVV1wB7+nTk95OS7XQO/YbbWK/OYP9xjjYb7SJ/SZWvPM0W/0G0F499Ir9RpvYb2Lpsd8Y4iVF7tZWSKHQhI8P7tyJwXffzcqFfqRgEK7jx6f9cfQkksupXe/h9I6d6Ni1C/JYTrIsQwai61lTHuvYMfRu2YKw2w05HEbXK68gb9YsmKaYLGoll0TnaKZqr74a3a+9htDIyJS31Uot9I79RpsiuZze+wFOb9+Btne2QwoGAbDfqIX9JvvYb7QpkkvH4cNoe2c7Tm7dmrP9BpienpNKvwG0VQ+9Yr/RpkguvSdPof2d7WjdsgVhvx8A+41aprvfGGLDJdjXl9bb643naGjAsl/+EmGXC31bt6LjhReAsfUkYPSkBgBJkifcV5YBf08PQoFgxs9jxskywqFQxl+Lv7sbsgwgHIZdlhE8cRKlX/kq5qz+Akx2O9ytrRjaswclH/1oyscuaGpCYHAQ4SmavyAICA4MpPkVqCfROVp79dWo/dKX4O/oQNvTT0dXLpORP3cu8hsbcfLxx1F6/vlT3l4rtdA79huVSRIkFfuNHAoiD0C4vR1l16/FnNWr2W/GsN/oD/uNuqRwGFI4rFq/kYJB2AQBUncPym/4V8z++9zrN0D88zSb/QbQVj30iv1GXVI4DFmSVOs3oUAAFkGA3D+Aym/9G+rZb6K03m8MMXCRgkEgwwYxcuAA9n3/+wj09iKvthZzv/UtyJKEzhdeiN4m5PEi6HKhe8eOiQcIBjH4P7/C3qefy+h5aMENMKHtlv9EW4bHEbo7IfT3Ic9qhSAIMAE4sn49Dt9+O4ou+wTqL700uvGSCktJCWavWYPTv/lNEk9CgDQ2BZ5J8c7R07/7HbxtbZBDIZRecAHmf/e7+DDORcTiEgTMvvZanNy0afRvpyTvo4Va6B37jbquhAzpVxvw0q82ZHScSL+xx/SbH+Pw7Xcg/2MfQ+NnPs1+w36jO+w36jofMvDeXrz03AtT33gSkX5jVfSbwz/+MQ7dcQfyzjsP8668Imf6DTDxPM16vxm7n1bqoVfsN+qqB1APGS99fnVGx4n0G9FihSiO5nNwrN/YVyzHvC98gf1G4/3GEAMX0WJJrUhxBHp6ov/tPX0a7X/4A6pbWmIahCXfAYvTierzJ04Q/d3dqLvmGsxZsyaj56EFLS0tuPPOO7F8+fKMjnPiscdw+skn0X3iJPJkGRIAvyCgcHY9zIODsJSUoOKyyxD2eifcd8WGM7987fve9xDo6wMAmAsKsHDdOvT86U/o37Zt6ichyxBttoy+DjXEO0fdR49G/7vvzTdReuGFKFq2DGGfb8L9x9ejuLkZ3lOn4D5yJPknoZFa6B37jbrWrl2L1atXo6WlJaPjRPtNWzvygkFIAAIAHDU1sPt97DfsN7rEfqOuW265BQ0NDbjuuusyOk6k3/T29sHmckECEJQBW1U58qRwTvUbYOJ5mvV+A2iqHnrFfqOuX/3qV+jt7cUtt9yS0XEi/WZwxAWprw8ygLAsQywtRTHAfqODfmOIgYulrCy6nqYaWU5pyivLMiwlJeo+B52L5mI2wRsKo7BhDioVVz4XTCbYKivjXujpveuvn/Axk8OBhTffjMFdu9Dx/PNJPQet5JLUOTrJOTe+HgVLlqCgqQnLli0DAJicTuTNmQPHnDk4uXFjgsNroxZ6x36jTZFcBIsFvmAQjro6VM6qiX6e/WYc9htdYL/RpkguJqsFfgC26irMqq+PrrnnUr8BkjhPp7nfjD6EduqhV+w32hTtNzYrArIMU3k5qhobIIqjl2JlvxlHg/3GEAOX/IYGiOY4X4oojl7FWBRHryhssUAOh+Meo/Ccc+BpbUVoeBj2mhrMuuoq9G/fnvRzEC0WOBsb0/0SDCmSS/2KFTAXFqJg8WIMvfcepEAAhUuXovTCC3H8l7+EKT9/ymOJdjsW3nwzXIcPo+2pp5J+DlrJZfw5anI4kD9vHkYOHIAcDqP0ggvgbGrCySeegHPBgimP1/rQQxAsluif53/72xjYvn3SK3RrpRZ6x36jTZFc6pYuYb9hvzEM9httiuRSPX9+zvcbIPY8nYl+A2irHnrFfqNNkVzKq6pgXryY/UaH/cYYA5fGRsjh8Oi/biomWrM+/3nMWn3mdXNlF1+M9mefhb+3d8IxCpcsQePXvw7RbkdoaAh9W7eiM4WpnxwKwdHQkPHXYiTKXCDLqLzsMsz5ylcgiCL8vb049cQTGNy1C2UrV055rJLzzkP+vHmw19XF3F65HjeelnIZf44KJhNqv/hF2GtqIEsSfB0dOHrfffB3dibVIMIeT8yf5VAIYa837johoK1a6B37jTax35zBfmMc7DfaxH4TK+Y8zXK/AbRXD71iv9Em9ptYeuw3hhi4mJ1O2GtrERwYgFnxtlbtzz2H9ucmXnSp9KKL4GhowPIHH8SB9evha2/H6SefxOknn0z4GAvXrUP+vHlwHzs24XNhtxv22tqYx6bYXARBwME77oh7O1mSJuQxXt+bb6LvzTcTPlbZypWov+YaSIFAdM1MS7mMP0dDIyPY/x//Efe2ydRjvIN33hnz5/H10FIt9I79RpvYb85gvzEO9httYr+JNb4e2ew3gPbqoVfsN9rEfhNLj/3GEAMXAJi1ejWO3n9/Ul98/9at6N+6NanjSmNvY3bonnsS3ibk8aBh7drknmiOSSaXVPJIpO9vf0Pf3/4W8zGt5ZLsOTod9dBaLfRuOvuNLMnsN2livzmD/cY4prPfhEMh9ps0sd/EYj2MYTr7TdDvZ79JE7+/YumtHmJGz0JDKlatgmixQEribbFkWU7qolAygMFTp9G2ezekBK9VlIJBiBYLyi+9NNWnnBNSyUVNWsyFtTCOlPoNkHy/aWtH+3vvIRgIxr0Ns5wcv8fOYC2MY7r6zVBnF7p274Fv3Ep1BLOcHL/HYrEexjAd/QYARnp70fv+XriHhuJ+njlOjt9fsfRWD8MMXMxOJ6pbWhAcGJjytt2HD8M3MjLl7QQARXW1gCSjbc+euEOX4OAgqltaNLNmpTWp5KImLeaSSi08w8MIq9REtFgLvUsly55jx+BN8AOGkgCgpK4WMJvRuWdP3KELs5wc+80ZqdTC5/YgFIw/5EuVFmuhd6lk2X/6NLyDg1PeTgBQXFMN5DvQ+8G+uEMXZjk59ptYydYj4PPBlcQ5miyt1kOvUjmvh3t64BsYRDIjl6LKSoilJRg8cDDu0IU5To79Jlay9QiHQhjp71ftcdOth2EGLgAwe80amIuKEHK5Et7GMzyM8MDg6Ht4J8FkMmHWiuVxhy4hlwuWoiLMNsB7xU+nZHJRk5ZzSaYWPSdOwHPgENr3fpDx42m5FnqXTJZBvx+hnl5ISR5TEATULV8Wd+jCLJPDfnNGMrUY6OjAyL596Ny9J+PH03It9C6ZLKVwGL62dvh9vqSOKQgCahcvjjt0YZbJYb+JNVU9hvv6MPj+XgwfPKzK42m9HnqVzHktyzKGW09geHAQyb7pc82CBXGHLswxOew3saaqh3t4GN3v7oLn8FFVHi+Tehhq4GJ2OnHWunUIud0J366s79hxSPn5sOXlJX3ceEMXORxGyO3GwnXrNDf105pkclGL1nOZrBbhcBindu8BurohCIDJbs/osbReC71L5rzuPnIUYasVzuLipI8bb+jCLJPHfnPGZLWQZRmn9+1D8NRpiIIA2ZLZJd20Xgu9S6rftLZCMokoqalJ+rjxhi7MMnnsN7ES1UOWZXQcPgzf0WMwCQIkMdlf0RPTQz30Kpnzur+9A4IkoyLFd64ZP3Rhjsljv4k1WT16TpyAa/9BWEUR4aR2sCaXaT0MNXABgOLmZtR+8Yvw9/RAlmL/XdkzPAyT34+KeXNTPm7M0GX3bni7ulD7D/+A4uZmtZ66oU2Wi1pkSYK/p0fzucSrRTgcRse7u2ALBCBAgCTLSPqfDOLQSy30brLzOuj3Q3C5UNLYkPJxY4Yuu3fD09HBLFPAfnNGvFrIsozT774Lq9sDcezPENJvOHqphd5Ndl5L4TDCvX1w1tamfNyYocveD+A63cYsU8B+EytePU7v3gPTwOgmhCzLkDOct+ipHno12XktyzI87e2wVJRDTGN4Fh267D+A4RMnmGMK2G9ixe03+/YBXd0QhUi/yazhqFEPww1cAKDh+utR1dICf3d3zMQrne0WJZPJhJpzzobo96PD7UHNNdeo9ZRzQqJc1CCHw/B3d6OqpUVzV9KOZ3wtBEEE7DYAGf3eA0B/tdC7ROd1OtstSoIgoPbspRAlCV0jLpR+YbVaTzknsN+cMbHfCBAd+YA8ep5l8m8/equF3iXsN2lstygJgoBZZ50FURTR53LBftkn1XrKOYH9Jtb4elgKnJBkGSIy6zeAPuuhV4nO63S3W5Sq586FyW7DkNuL0Apt/1KvNew3scbXw1ZQgJAsj27vZnhstephyIGLIAiY/53voPbqq+Hv7UXI5cpouyUi5HIhNDCARTfdBE9tHZ782lr4vV4Vn7mxxctFDSGXC/7eXtRefTXmf+c7EDKdWGTB+FpIHjfqzjkHfkGARxi98rsgpv7tqcda6F288zqT7ZaIkMuFQF8flv77d+FZtBjPrf06hvvUu/CX0bHfnBGvFrWLF8FvMcEDQJIxOvRNkR5roXfxssxkuyUi2m++exP8F6/E6//2bXQeb1XviRsc+02s8fUor65GyJEHrwCEM9io02s99CreeZ3pdgtwJsclN94I4e9XY+ct/4Ej7+5S+dkbF/tNrPH1KCktBYqL4ZVlhGQ57aGLmvUw5MAFGC1+4/XXY+ndd0O0WjGw/wCkvLy0tlukYBD+nh6IViuW3n03Fn7rW/jyxseAUAj/+9XrOHRJwfhc/D09ab+l1/hcGq+/XjfNAZhYi76DByGEw6htbkbxOWejYm7yw0G910LvxmfZ88EHCJvNaW23jM9y3g034J8ffQQoLMCz113PoUsK2G/OGF+LwePHYQoEUX3O2ShdsQxVTWclfSy910LvxmfZvW8fJFFIa7tlfJZzv/51/J/7/gvi/HnY/K0bOXRJAftNLGU9QpIE09AwSubPQ/m5zahasiSlYxmhHnoV/2dVKa3tlng5fuGWH8F+0YXY8aNbOXRJAftNLGU9ZJMJck8P8uvrUPWR81Bx9tKUjjUd9TDswCWiuLkZpTfdBMnpREllBXzd3dEJ7WRkWUbI5YKvpwchlws1V16J5kceib52Ky8/H19+/FEOXdJU3NyM5kceQc2VVyI0MqJaLnoUqcUgBFicTgR6eyGGQjCZTJPez4i10Lvi5mbMvesuhO15KFSx35jMZvzzrx/m0CVN7DdnRGrRBwGwWREeGoIQCMA8xTv3GbEWelfc3IwlDzwAn9kCR0mJaue1KIr4Pz//GYcuaWK/iVXc3IzW6lnwzJ4NC4BQfz/EUChn66FXxc3NWL5hA4YgwlLgRKC3R7Xz+gs/+iGHLmliv4lV3NyMjqZF8FZVId9uR6C3F6ZweMbrkdnbEujEmw8+BPNFF+OKu+5A75YtaHvmGfja2iCYzZCCwdGplSAAsgxZliFaLJBDIdhra9Gwdi3KL7007hWJI0OX3177VfzvV6/DPz76SNrXh8lFZqcTc7/xDcxes0bVXPTonZdeRqi8Ep/Y9BiGtm3L6Vro3WsP/BL+xUtxxYP/o+p5HRm6bPraWjx73fVY/cgGFJaVzsBXqE/sN2cc+WAfhIIiXLRpI4IffpjTtdC7Pz36GEZmN+CqTY+pel5Hhi5P3vTv2PytG3H5A/+N6saGrH99esV+c0bPyVOwnTyFjzzwAOoaG3K+Hnr2zh9fQrCiCpc98TgG335L1Ry/8KMf4rnb78COH90K3L4e88/V9y/+2cR+c4bX7Yb/3few8NZbseySlZqph+EHLsfffx/5Xd1Y9eP/hNnpRPXnPofqz31u9Loura1wHT+O4MAAJL8fos0GS0kJnI2NcDQ0JFVsDl0yNx256M3h//0tyj5+KfLKypCX47XQs4GuLpj3H8B562+blvOaQ5fMsd8Ab9//P7AvWYyyxkagsTGna6Fnfq8Xrjf+iqbrvjot5zWHLpljvwFevfcnCFVXoWFsrT/X66FXkiTh6G+fQsWnLoO9tGRacuTQJTPsN8DLP/sv+PIdOLflswC0028MP3DZ8l/3wTx/Hirq62M+bnY6Ubh0KQqXpva6rng4dFGPmrnoxdannoYlEMBnbvy3mI/nYi307uV7fgJ/WRkWfuS8mI+rmSWHLurJxe+xA9veQX5/Pz7185/GfDwXa6F3r97/APw2Gy78+9h3MFMzSw5d1JOL32M9J0/BdvQYLr737gmfy8V66NnW3z0FczCET3/jGzEfVztHDl3UkYvfX163G/6338E5//bNCZ+b6XoY+houke2WT9/8f6f9sXhNF0rX4f/9LQo/fiksNttMPxXKQGS75aJv/9vUN84Qr+lC6Xr7/v9BeMliFFdWzvRToQxEt1v+6R+n/bF4TRdK16v3/gRuxXYL6VNku6XkU5fBbJ38el9q4DVdKB3jt1u0xNADly3/dR/8cbZbpguHLpSqRNstpD8v3/MTuONst0wXDl0oVZHtls9m4R8haHol2m6ZLhy6UKoi2y2rvnvTTD8VylCi7ZbpxKELpSK63fK1r870U4nLsAOXbG63KHHoQqngdosxZHO7RYlDF0oFt1uMIZvbLUoculAquN1iDNneblHi0IWSpeXtFsDAA5dsb7cocehCyeB2i3Fke7tFiUMXSga3W4wj29stShy6UDK43WIcM7HdosShC01F69stgEEHLjO13aLEoQtNhdstxjBT2y1KHLrQVLjdYgwztd2ixKELTYXbLcYwk9stShy60GS0vt0CGHTgMpPbLUoculAi3G4xjpncblHi0IUS4XaLcczkdosShy6UCLdbjGOmt1uUOHShePSw3QIYcOCihe0WJQ5dKB5utxiDFrZblDh0oXi43WIMWthuUeLQheLhdosxaGW7RYlDFxpPD9stgAEHLlrZblHi0IWUuN1iHFrZblHi0IWUuN1iHFrZblHi0IWUuN1iHG/+9nea2W5R4tCFIvSy3QIYbOCite0WJQ5dKILbLcagte0WJQ5dKILbLcagte0WJQ5dKILbLcYgSRKO/e5pTW23KHHoQoB+tlsAgw1ctLjdosShC3G7xTi0uN2ixKELcbvFOLS43aLEoQtxu8U4tLrdosShS27T03YLYKCBi5a3W5Q4dMlt3G4xBi1vtyhx6JLbuN1iDFreblHi0CW3cbvFGLS+3aLEoUvu0tN2C2CggYvWt1uUOHTJTdxuMY7R7ZZSzW63KHHokpu43WIcWt9uUeLQJTdxu8U49LDdosShS+7R23YLYJCBi162W5Q4dMk93G4xhjPbLTfO9FNJ2pmhSyGHLjmC2y3GoJftFiUOXXIPt1uMQU/bLUocuuQWvW23AAYZuOhpu0WJQ5fcwe0W49D6tVsSGR26bODQJQdwu8U49LTdosShS+7gdotx6G27RYlDl9ygx+0WwAADFz1utyhx6JIbuN1iDHq5dksiHLrkBm63GIMet1uUOHTJDdxuMYbodsvln9DVdosShy7Gp8ftFsAAAxe9brcocehibNxuMQ69brcocehibNxuMQ69brcocehibNxuMY7odss3vznTTyUjHLoYl163WwCdD1z0vt2ixKGLcXG7xRj0vt2ixKGLcXG7xRj0vt2ixKGLcXG7xRj0eu2WRDh0MSa9brcAOh+4GGG7RYlDF+PhdotxGGG7RYlDF+PhdotxGGG7RYlDF+Phdotx6PnaLYlw6GIsXrcbAZ1utwA6HrgYabtFiUMXY+F2izEYabtFiUMXY+F2izEYabtFiUMXY+F2izEYbbtFiUMX43jpp/8Fr063WwAdD1yMtt2ixKGLMXC7xTiMtt2ixKGLMRzcvp3bLQZhtO0WJQ5djIHbLcZhxO0WJQ5d9M/rdiO4Tb/bLYBOBy5G3W5R4tBF/7jdYgxG3W5R4tBF/976xQMIL17E7RadM+p2ixKHLvrH7RZjMPJ2ixKHLvqm9+0WQKcDFyNvtyhx6KJf3G4xDiNvtyhx6KJfkWu3fMbA/wiRK4y83aLEoYt+9Zw8BTu3WwzB6NstShy66JMRtlsAHQ5ccmG7RYlDF33idosx5MJ2ixKHLvr09v3/g/DiRSipqprpp0IZyIXtFiUOXfTp1Xt/Ahe3W3QvV7ZblDh00R8jbLcAOhy45Mp2ixKHLvrC7RbjyJXtFiUOXfSF2y3GkSvbLUocuugLt1uMI5e2W5Q4dNEPo2y3ADobuOTadosShy76we0WY8i17RYlDl30g9stxpBr2y1KHLroB7dbjCEXt1uUOHTRB6NstwA6G7jk4naLEocu2sftFuPIxe0WJQ5dtI/bLcaRi9stShy6aB+3W4wjV7dblDh00TYjbbcAOhq45PJ2ixKHLtrG7RZjyOXtFiUOXbSN2y3GkMvbLUocumgbt1uMIde3W5Q4dNEuI223ADoauOT6dosShy7axO0W48j17RYlDl20idstxpHr2y1KHLpoE7dbjIPbLbE4dNEeo223ADoZuHC7ZSIOXbSH2y3GwO2WiTh00R5utxgDt1sm4tBFe7jdYgzcbomPQxdtMdp2C6DCwMWb4Bf9RB9PB7db4uPQJTnZOEe53ZId2ciS2y3xceiiHdxuyY5s9Btut8THoYt2cLslO7LRb7jdkhiHLtpgxO0WIMOBy8aNG9HU1ITNmzfHfHzz5s1oamrCxo0bM3pyALdbpsKhy+SycY4C3G7Jhmxkye2WyXHoog3cbpl+2eg33G6ZHIcu2sDtlumXjX7D7Zapcegy84y43QJkMHDZuHEj1q9fj1AohBtuuCHaJDZv3owbbrgBoVAI69evz7hJcLtlahy6xJetc5TbLdMvW1lyu2VqHLrMLG63TL9s9Rtut0yNQ5eZxe2W6ZetfsPtluRw6DJzjLrdAgCm22677bZU7xRpDpE1t1AohFdeeQVerxfr16+Hz+eLfvytt95CcXExli1bNvoxlwsjBw+if/t2tP3lLxCPHkV1IADPqVOQg0GYHA6IViuA0e2W3j88j0/efSfyi4pU+pKNyWK1oulzLfjg2eew94UXsfhzLTBbkp9gK3M5+vLLmBsOQz5xIm4ueqDWOdr/9tsY2LEDw3v3JqzFn394K0ouuRiLLrkk+19oDlAry84tW+D74AM0CELcLAe6utD68K/x0e+vQ1ntrJn5YnVCFEWcfcXf4f1XXsP+p3+PuZdfDpsjL+n7K3NpffVV1IyMwNrZqdt+k6lUes4L634AU2MDPrL6CzP7pA1KrX7T/eab6N++HWfZ7XFz9Hu92HPvT7HgK2tQv3jRzHyxOiEIApZ++lPYt2MHjj7xv6j62IVwlhQnfX9lLqc2b0ZRTw8KBwbYb5LoN8/98Bb4bFas+vr1M/ysjUmtftO3dSva//pXnFNUFDdHSZLwxi23oeyTH0fTRR+bmS9WRxZdcgmOtB7Hycc3IW9RE0pn1SR935jfc//0J1hOnkSFx8N+k0S/ef6ue+AeGEDLD38ww89afYIsy3Iqd/B6vWhqakIoFJrwOZvNBr/fP+HjZrMZb/z85+h/8UX42togmEyQQiH09fXB6/Ohvq4OsixDNJshh8Ow19Zi1urVeO23T8FUUoJ/uv8X6X+FOcbrduO3134VMJvxj48+Alte4l+CQi4Xet54A+3PPhuTy+HDh1FbX4/8vLy4uVSsWgWz05nFryo1ap6jgiAAggDIctxaHO0fwInfPoWrn/s9X040DdTMcnhkBH29vZg7d27cLP/y6mb4Bwbx1Scez8aXZgjhUAibvnY9MDyM1Y9sQGFZacLbJuo3rSdOoLSkBEVFRbrsN+lKVI/Jeo68dCmOvbIZl296jC8nmgZq9hufz4cTp06haeHCuOf1jt170Pfue/jqc7/PxpdmCJIk4cmb/h3SkaO4/IH/RnVjQ8LbJvr+amtvh81mQ0V5OfvNFP3GufIS7H3ydzjvZz/hy4mmgZr9JhwOY/+BAzh76dK45/Wh7h6c+v1z+PIfnuHLiVLw3O13wLf1bXzk9vWYf25zwtsl+v7q6elBMBxGbU0N+80U/aa8pQVvP/QIFnznRsO9nAhIY+ACnFlzi0xeJ2Mzm3FTfT1W5OfD7HDAlJ8/WnAAp0+fxsjICBYtOvOvO7IsI+x2w9PXB/fpNsxZex0W33ijIU/I6TLV0CXkcuHkxo3o/OMfIYVCE3J555130LRoEYoKC6P3ifcp50oAACAASURBVOQS8nggWiyobmnB7DVrNJuLWudoPMpa9B49BnNzMz7z60c0Wwu9UyvLnt5enD51CitWrIjePpKlf3gYw8dbUfmlL+HcH/6AWaZgqqHLVP1mz549qKmpQWVlZfQ+eus3qZiqHvFE6tH1wT4INiuWfuMbhqmH1qjVb0ZGRvDBvn248IILoreP5Bh0uTBw9BgKPv0prPzJT5hjCqYaukz1/XXg4EE48vIwe/bs6H3Yb2JF6tF94AAkWcY5N95omHpojVr9JhgMYuvWrVi1alX09uN/VrV85Dx8esMG5piiyYYuU31/tZ44gUAggIULFkTvw34TK1KPniNHEfZ5cc5NNxmmHkppvaRo3rx5WLx4MV555ZW4k9kIqyjipro6XDB7NiwFBRCt1piiDw8PIxAIoKKiAsBo0buPH4etsBD9p9sg2+0w9/eh+9VXkT9vHuw1ya905bLJXl40uGsX9t58M4bffx+W4uK4ubS1taG8ogJ2xcaGIAgQrVaY8/MhWCwY2rNH07modY7GE6nF8NAwgsPDKMmzo+e11zRbC71TK0uPx4Ph4WHUKDLqOXECprw8DHZ1Iwwgz+vR9HmtRZO9vCiZftPV1YWCggLk5+dHP6a3fpOsZOoRjyAI8Lg9CPT3o3zRIox88IEh6qFFavWbQCCA7p4e1NfVRT/Wd7oNMJswMjyMUCCAQoA5pmiylxcl8/3V29cHi8WCIsXL1NlvYgmCgGA4DF9nF4oXLIBn/35D1EOL1Oo3kiTh1KlTaGhoiH5ssLMTIUmCPxhEaNiFUpsV3fxZNWWJXl6UzPfX4NAQwuEwysrKoh9jv4klCAJkkwkjp04hf85s+A8fNkQ9xktr4AKMNgmv14s9e/YgHA5P+LxFEHBFdTWuWLgQghj/2rzjBy5SOAzf0WPwdXfDHAqjYG4DHGVlCHu96Hz5ZYS9XhQ3N08ZHk0cuixq+SxOPfoojv73f0M0mWAtKUmYS7yBi5IgijDn52s+FzXO0cn0HjgIa3kZiuvrNV8LvVMjy3gDF9fBQwj29sEUDMJeV4uCqipmmYbxQ5fGT34SHU88kVS/iTdwUdJLv5mMLMto3bAhqXok0nVgPwSHAyW1tbqvh9ap0W/iDVwGDxyA1D8AweuFqawMRXV1zDEN44culRdegN6nn07q+yvewCXm2Ow3AIDOgwchiSLKGxt0Xw+tU6PfxBu49B44CGFgEOHhEcgFTpQ2NjLHNCmHLvamszD84otJfX/FG7gosd+M6jpyFOFgEFVnLdR9PRJJe+CyefNmrF+/Pu5rDAFAAnDU40Gj04lahyPubSZsuEgSvB2dEDH6Eq9Afz884TAKKipgysvDwI4dCPT1ofSCCwxR/OkWHbo88yyOPfAApEOHYC4txfDAIByFBQnvN9XAJUK0WjWdixrnaCL97R0IDQ2hesmS6LRay7XQOzWyjDdwcbe1QxRG364tPDyMYY8HRTU1zDIN0aHLy6/i5H0/R/jQIdgqKjHY1wuH4uWJ4001cIkeX6ffY7Ik4cgvfoGOP/wBtooKmOz2lI/hGhhEsLsHlYsXwWQ2A9BvPfRAjX4Tb+Ay0tYGkyDABAGy14OBgUEU19UxxzREhy7bt6P9pz9F4MAB5FVVYaC3F3ZnQcIaTjVwidDr95ca/cbv9cJ/ug0lZy2MXptOr/XQAzX6TbyBy3B7O8wATIIAIRhAf3c3SubMYY5pWnTJJThy/Bi67rkX3n37kD9rFgb7+mF15EFMc+ASodfvLzX6TTgcxsixY3A2zIF97OdAvdZjMmkNXJJ9zWFYlrGtpydhk0g4cBEESACCsozC+jpYbDYIogiTw4Gh3bsh+f0oOffcVJ92TrJYrcjv7sLgn/8Ej8cLd1cXxOFhWMrKoj+4j5fswAWAZnNR6xxNpPfAQVjLSlGgXBPUaC30Tq0sEw1cTOJovwnLMvJra2FzOJhlmkRRREF3J/r/8gY8LjdGerphHh6B7HDAmuAC3skOXAB9fo+1btgw+sNIVRUEkymtY0S2W4rHrdfqsR5ap1a/STRwsQgiJMiQZBn2mmrkFRQwxzQJggDnyRPo+9tf4RtxYbi/H+bBIfgFJBzyJjtwAfT5/aVGv4lut8yZHfNxPdZD69TqN4kGLhYIkCFDlgFzeTnyi4uZYwbsBw+g/+23R6/7NzQEU38/3H4/nKXx3zAg2YELoM/vL1V+volstyiucwPosx6TSfl1FF6vF2vXro3bHCxxpk8BScJde/fCH2dNLh4BAmRZht9iQfW5zTF/aQqiCFtFBdqefhqDu/je6MkY3LUL3S+8gPLly2ENS7CPXSO5/3Sbao+htVym+xztb++AIEmoaGyc8Dmt1ULvpjtLcfRi6fCLIsqXL0PhuAEas0zN4K5d6Hj2WVQ3r4BZlpEXliEDGGxvV+0x9JTL4K5daPv972GrrEzrZYvA6HaLKRBE5bx5cT+vp3po3bT3m7H/9wMoXroEpYoBGnNM3eCuXWh/5hlUrVgBCAIcgSAAwNPdrdpj6CkXNfqN3+uFye1B2by5cT+vp3po3bT3G1kefbWALCP/rAWobJgT/RxzTF3k+6vqnLMhWSzI847mFhwYVO0x9JSLGv0mHA5DGhhAwez6uJ/XUz2mkvKGi8ViQVlZGd56662YCzxZRRFXVFfjqMeDsOKNj6yiiLULFqCpuHjig5vNKCgogC2ySSHL8HR0IFxSgtoli+OuaEVC7d+2DVWf/WxOvZd5qkIuF/befDNEkwld+/fDAkAY+1/A50Nh7ay497Pb7SgoKIAphW8gLeWi5jkaT7ztFiUt1ULvVO03JhMKCwpgV6w8uk+3w5/vQN2yc+JufDHL5Cn7TceBg7BJEoDRIboUCKCgrjbu/Ww2GwoKCmBOsHEXjx5yUdYjnTXbiJ7Dh4E8+4TtFiU91EMP1Ow3oiiisLAQeYrNrpG2NvitZtQ2N8Nim5gRc0xezM83x47BHghCxmi/EcMSHDXVcX8JsFitKCwogMWS/Fvj6iEXtfpN95GjCAMTtluU9FAPPVCz3wiCgILCQjgU2y8jbe0ICAJqmlfAHmcrhjkmT/n91dveDqvbDRmACAEi5ISvGjCbzSgoLIQ1hdrqIRfVfr453oqQ3z9hu0VJD/VIRlovKVq2bBmKi4ujTcJmNuOm2lpccdZZaHQ6sa2nB2FZhlUU8bX58/FZxUqtktViOTNswWhR82tr4SyLv5oVIVqtCPT3Q/L5UPKRj6T69HNG68MPY3jPHlhLSuDz+RDweEevjwMBZgBiSXH03YuUHA5HSsOWCC3lotY5Op4sy7DmOVBYUz3p6wm1VAu9UytLs9kcM2wBgPy6WhRWVjJLFSj7TTAUhNfthgmjA16zKCJotURfn6uUl5eX0rAlQuu5KOuRLlmWUVBZAWd5+ZSvX9Z6PfRCrX5jMplihi0AUFBXi6KaGvYbFSi/v8LhMDwjLpjGfjk1iQLcoRDy4/xiarfZUhq2RGg9F9X6TVkZ8isqEl6TIkLr9dALtfqNIAgxwxYAKKytRVHtrEmzZI7JUX5/SZIE1/AwREkGhNFr5Ay73SgcuzyGktVqTWnYEqH1XFTpNwDyi4vgKC9PeImLCK3XIxlpXzQ30iS2bNmCf589GxfMng1BFFHrcKDR6cTW7m6sXbAg6V9kUyVarRjetw81V16p22nXdAq5XDh4112wjL1e01lSgsLaWphKSuDy+yD5fJCtVuRNcvHcdGgpl+k4RwVBgNlun/KHEUBbtdA79httG99vHEVFKKqdBUtZGdzBIMIeD4KCkHArLF1azWV8PdIlCEL0f8nQaj30hv1G28Z/f+U5nSiaNQvWikp4w2EE3W6EJBmFVZWqPq5Wc1G73yTz8w2g3XroDfuNto3//rI5HCiaVYO8mmp4ZRk+lwuyJKFI5bcw1mouqvUbjPacqYYtEVqtR7LSHrgAo03iqjlzkP/++7AUnPnFvdbhwFWzZyf9Eo10CCYTgiMjsFdXw7lw4bQ9jl51vfYa+t9+OyYXADBbLCgoL0dBXa3qwxZAe7lMxzma7C8/WquF3rHfaFeifmMym+EsLUVBXa3qwxZAu7kkqsd002o99Ij9RrsS9huTCfklxSiorVV92AJoNxf2G/1jv9GuRN9foigiv6hodJNI5WELoN1c2G/Sk/5oakz/iy/CHOe1gTbF1YrLVq7EuY8/jhUbNsA+K/51Q6ZSfumlWLFhA87btAm2ytG/SM0OB9qeeSa9J25w7c8+GzcXpVzJJZlzVCmduiz8/vfR/MgjOOtHP4r5uNZqoXfJZjkd5zazTIz9JlYy9YhQs98A2qyHXrHfaBP7TSz2G2Ngv9Em9ptY7DfpSf2F8wohlwu+tjZYKyogmM2Y/ZWvoHDJEpjz8+Hv6sLpp5/G8PvvAwBchw/j4O23T3q8OV/7GgqammCrqkLrww+j729/i36ud8sW9G7ZgvM2bYp+zJSfD19bG0IuF8xOZyZfiqEoc1GyVVVhyZ13YmDHDhx/8EEAU+diq65G3Ze/DOeCBRBEEe5jx3By0yb4OzsBaD+XRLWIKLngAsy66ipYy8sRHBxE60MPAZi8Lgu//30ULl6MnddeC4xdGPTQXXehbOVKlF96acxttVQLvRufZbZ7DrOMj/0m1mQ9Z7r7DaC9eugV+402sd/EYr8xBvYbbWK/icV+k76MBi7u48chmEyjr/s0mRDs68PBO+5AoK8PRcuWYd63voV9P/hB0sfznDyJ/m3bUPelLyV1e0EQIJjN8LS2onDp0nS/DMNR5qI0+9pr4T5+PKVjmR0ODL33Hlo3bIDk86Hmqqsw/6absG/dugm39QyPjF4kU0O5JKoFABQuXYq6L30Jxx54AO5jx2AZW9m0VVUlPF7pxz6W0msWtVQLvRufZbZ7DrOMb6b6jXt4GGZoL5dE9chGvwG0Vw+9Yr/Rppn7+WZ47G12tZUL+40xsN9o04z1G5cLCIVgMps1lQv7TfoyekmRu7UV0thbmUl+P9qfew6B3l5AljG0ezf8PT1wNDQkfbye11/HyIcfQgoGk76PFAzCleJJb3TKXCJKLrgAYY8HI/v2pXasY8fQu2ULwm435HAYXa+8grxZs2AamyxKkozusfp7j7dG76eVXOLVImLW6tXo+MMf4D56FJBlBAcGEBwYSHgsU14eZl11FU7/9rcpPQet1ELvxmc5Ez2HWU6UzX4jyzJ6T58GAPhaT8Dn8QDQVi6Jek62+g2grXroFfuNNmWz3wDAQGcXgNF+M9zbC0BbubDfGAP7jTZlu98M9/UBAHzHjqO/rR2AtnJhv0lfRhsuwb6+hBcQNRcWwl5dDV9bG/Lnz8/kYSYlCMKkoeai8bmIdjtqV6/GwbvvRkWcFa1UFDQ1ITA4iLDLBc/QEIYOHIR57LFEAehrawMAyMPD+PDV13BkxJXR42UqsPVNhPr74R7fIERx9C+ud97B0p/+FKLFgsF338WpJ59MeKzaq69Gz5//jODQUErPgeeoOibrN0B2eg6znChb/cY7MoKBD/fDEvkXQADDXV1wW62a6TdAgp4z1m8Cb7yBJffeC5PNNm39BuB5qgb2G23KVr/xud3o2/chIu+FIQPw9A8gFAiw34zD8zRz7DfalK1+4/d60bP3A9jGPicD8I+MoK+tjf1mHL2epxkNXKRgEIjTIASTCXP/9V/R9+ab8HV0TOvABYIAye+fvuPr0Phcar/4RfRu2YJgf39Gx7WUlGD2mjU4/ZvfAABESYZVECGPfV6AAE9Hx+jnAgEM7dwJb3tHRo+Zqbz2NtgHBiC53TEft1dUQLRYUHb++Tj44x9DDocx/6abMOvzn4evq2vCcRyNjXAuWICTmzbBWlqa2pPgOaqKRP0GyGLPYZYTZKvfCKEwbKKISMMRIMDf2wcI2uk3QPyeE+k3FRdeiD3r1sGenz99/QbgeaoC9httyla/kYNB2AUB8li/EQGEh4bgGRlmvxmP52nG2G+0KVv9RgoEkAch+vuUCAHweODxedlvxtPpeZrRwEW0WBD92yhCENB4ww2Qw2Gc3Lgx4X1XbNgQ/e993/seAmNrVCmTZYg229S3yyHKXPJmz0bhkiX4MM7VnuNJlIu5oAAL161Dz5/+hP5t2wAAtpJiuGqq4O8YveCTBBn1550HAPB3d6PummswZ80a1b6udJx47DGcfvLJ6BW/I0xjV9juVUxYO19+ebRBvPZa7EEEAXOuvRYnn3gielGnlPAcVUXcfgNkt+cwywmy1W/sJcXw1tXCfWr0JUUyZFQsXgR7fr5m+g0Qv+dE+s3g1q0wyzJCLtf09RuA56kK2G+0KVv9Jq+4GMHGBgy1tgIYnfM6G+aguLKS/WY8nqcZY7/Rpqz1m6IihBfOx8CxYwBGf76xVlWics4c9pvxdHqeZjRwsZSVQR7XIBrWroW5sBCHf/pTyOFwwvu+d/31mTx0lCzLsJSUqHIso1DmUrBoEawVFTjnvvsAjK7DCaIIe20tusd/IyB+LiaHAwtvvhmDu3ah4/nnox8XAJTX10OuqwMA+M1m5I99Tiu5xDtHASDs8Yw2v3h/wY1jysuDo7ER8775zdEPjF3kadkvfoGj998P16FDk95fK7XQu0RZZrPnMMuJstVvAKCkpgYlNTUAAL/ZhKKxv3S1lEu88zSb/QbQVj30iv1Gm7LZbwrLy1FYXg5gtN84xn6x0FIu7DfGwH6jTdnsN87iYjibmwEAfosFeVYLAG3lwn6TvowGLvkNDRDNZw4x+ytfgX3WLBy6+27IKVz4NkIwmQBRjL7rkWCxQA6FJg1RtFjgbGxM6/kblTKX3r/8JTpBBYDqlhZYy8tx8rHHULR8+ZTHEu12LLz5ZrgOH0bbU0/FvU3k9Y01ixfB3909ej+N5DL+HFXq/etfUfmpT2Fo717IoRCqPvMZDO7ePeF2YY8He268Mfpna2kpFq9fjw9vvRWh4eEpn4NWaqF38bLMds9hlhNlu99E1CxerLl+AyTuOdnqN4C26qFX7DfaxH4Ti/3GGNhvtGnG+s2iJvabBLRUj1RkNnBpbIQcDkOWZdjKy1F52WWQAgEse+CB6G1OPPpo0sdbuG4dChYtAgA4Fy5Ew3XX4eAdd2DkwIG4t5dlGXIolNJVu3OBMhcpEIAUCEQ/J/l8kINBhEZGkjpWyXnnIX/ePNjr6lC2cmX045OtLGopF2Utxl+QrOP//T+YCwqw9N57IQeD6N++HR3PP4/SCy6YcJyQ4sJOomV06hwcGppyJU5LtdC78Vlay8qy2nOYZXzsN7ES9Zxs9BtAe/XQK/YbbWK/icV+YwzsN9rEfhOL/SZ9GQ1czE4n7LW1CA4MICAI2PnP/xz3dqUXXQRHQwOWP/ggDqxfD197e9zbHbzzzoSPVbZyJeqvuQZSIBBdZwq73bDX1sKseEstis1lfG3an3su+t+yJE2ZS9+bb6LvzTcTPpbWc5msFnI4jJOPP46Tjz8e+/Ep6hLo7Z1wri9ctw758+bBPfb6ywgt1ULvxmcZ6OvLas9hlvGx38RKVI9s9BtAe/XQK/YbbWK/icV+YwzsN9rEfhOL/SZ9ghzvRYMp6HjxRRy9/37Yx12UNBt83d2Yf+ONqP7c57L+2FrHXM5gLYyDWWoTc4nFehgDc9Qm5hKL9TAG5qhNzCUW65EeMdMDVKxaBdFigaR8T+4skIJBiBYLyjN8H3SjYi5nsBbGwSy1ibnEYj2MgTlqE3OJxXoYA3PUJuYSi/VIT8YDF7PTieqWFgQHBtR4PkkLDg6iuqVFl2tF2cBczmAtjINZahNzicV6GANz1CbmEov1MAbmqE3MJRbrkZ6MBy4AMHvNGpiLihByudQ43JRCLhcsRUWYrYH3JNcy5nIGa2EczFKbmEss1sMYmKM2MZdYrIcxMEdtYi6xWI/UqTJwMTudOGvdOoTc7knfJ14NcjiMkNuNhevW6XbKlS3M5QzWwjiYpTYxl1ishzEwR21iLrFYD2NgjtrEXGKxHqkz3XbbbbepcSB7TQ3CXi8GduyAyeGY8Ba8apAlCf6eHtRefTVq/u7vVD++ETGXM1gL42CW2sRcYrEexsActYm5xGI9jIE5ahNzicV6pEa1gQsAFDc3I9DXh6Hdu2HKy4MgqrJAA2B0wuXv6UFVSwvmfuMb0xKsUTGXM1gL42CW2sRcYrEexsActYm5xGI9jIE5ahNzicV6JE/VgYsgCCi94AJIfj8Gdu4EAIhWa8bHDblcCA4Nofbqqw1R9GxjLmewFsbBLLWJucRiPYyBOWoTc4nFehgDc9Qm5hKL9UieIMuyPB0HHty1C4fuuQfBoSFYSkogms0pH0MKBhEcHISlqAgL161DcXPzNDzT3MJczmAtjINZahNzicV6GANz1CbmEov1MAbmqE3MJRbrMblpG7gAoxOqkxs3ovOllyAFgzA7HDDl5086qZJlGWG3GyGvF6LZjOqWltGrIev4Qjlaw1zOYC2Mg1lqE3OJxXoYA3PUJuYSi/UwBuaoTcwlFuuR2LQOXCJCLhd6t2xB2zPPwNfWBsFshhQMjgYgCIAsQ5ZliBYL5FAI9tpa1P7936P80ksNV3AtYS5nsBbGwSy1ibnEYj2MgTlqE3OJxXoYA3PUJuYSi/WYKCsDF6WQywVPaytcx48jODAAye+HaLPBUlICZ2MjHA0Nhi22ljGXM1gL42CW2sRcYrEexsActYm5xGI9jIE5ahNzicV6jMr6wIWIiIiIiIiIyOjUe/8mIiIiIiIiIiICwIELEREREREREZHqOHAhIiIiIiIiIlIZBy5ERERERERERCrjwIWIiIiIiIiISGUcuBARERERERERqYwDFyIiIiIiIiIilXHg8v+zd9/hbZX3HsC/52jb8o5X7DjD2YMkkJAAlzBCQqFl1NBSoATKDA0FuqC9BR5GWzpyC+WWltnSlA0J65ammEJIgEwC2cN24jje8bZs7XPuH45sy5ZsLUvnHH8/z8PzEFk65+j9vfpJevXVERERERERERFRjHHBhYiIiIiIiIgoxrjgQkREREREREQUY1xwISIiIiIiIiKKMS64EBERERERERHFGBdciIiIiIiIiIhijAsuREREREREREQxxgUXIiIiIiIiIqIY44ILEREREREREVGMccFFZbZu3Ypp06ahvr4+0YdCRBrHfkNE8cJ+Q0REWiTIsiwn+iCox7Rp04b8e0FBAdavX4/29nZkZWVBFNW9XiZJEr73ve9hy5Yt+N3vfofLLrss0YdENGqMln4T6H5ecsklWL16dQKOhmh0Gi39BgA+/PBDPP300zh8+DD0ej2mTZuGZ555BlarNdGHRkRECaBP9AFQn08//bT3/3fv3o3vf//7eOONN5Cfnw8A0Ol0MBqNyM7OTtQhxtSTTz4Ji8WS6MMgGpVGU7954IEHsHz58t5/m83mBB4N0egzWvrNG2+8gUcffRR33303zjrrLADA4cOHVb2ARERE0eEzgIJkZ2f3/peWlgYAyMzM7L0sMzNzUOTW9+9PPvkEV111FU455RSUlJSgrKwMZWVluPrqqzF37lxceeWVKC8v99vf3r17ceONN2L+/PlYvHgx7rjjDtTU1MTlvm7ZsgVr167Fo48+Gpf9EZG/0dRvrFar3/1NSUmJy36JqMdo6Dc2mw2PPvoo7rnnHqxYsQLFxcUoLi7GRRddhKSkpBHdNxERKRcXXDTisccew913341169bBYDDgRz/6ER588EHceeedvZf9/Oc/771+eXk5rrvuOsybNw9vvvkm/v73v0MURdx4441wOp1B9/PAAw9g/vz5Q/737rvvDnmsTU1NuOeee/Db3/4WGRkZMRsDIooPNfUbAFi9ejUWLVqESy+9FI8//jjsdntMxoGIRp5a+s2nn36Krq4umM1mlJSU4Mwzz8R1112HHTt2xHQ8iIhIXfiVIo244447cMYZZwAAbrjhBtx999144oknei+78cYbcccdd6CrqwvJycl47rnncO655+LOO+/s3cbq1auxcOFCbNq0CRdccEHA/dx111246aabhjyWrKysoH+TJAk/+clPcMUVV2DRokXh3k0iUgC19BsAuPPOO7Fo0SJYrVbs3bsXjz/+OLZv344XX3wRgiCEc7eJKAHU0m+qqqoA9CwQ3XvvvRg/fjzWrVuHG264AW+99RamTJkS1v0mIiJt4IKLRvQ/IZ3vO9D9LxszZgwAoKWlBcnJydizZw+OHTuG+fPn+23H6XSisrIy6H6ysrKGfYMzlKeeegpOpxN33HFHxNsgosRSS78BgFWrVvX+//Tp01FQUIAbbrgBX375JU499dSotk1EI08t/UaSJADArbfeiosvvhgAMGvWLGzbtg2vvfYa7rvvvoi3TURE6sUFF40wGAyDLtPr+8rr+yTX94JAkiRcdtlluPXWWwfdLj09Peh+HnjgAbz33ntDHstDDz2ESy+9NODfNm/ejK+++gpz5szxu/xnP/sZ/vKXv2D9+vVDbpuIEk8t/SYQ3yJLTU0NF1yIVEAt/SYnJwcAMHnyZL/Li4uL43a+KiIiUh4uuIxSs2fPxqFDh1BUVBRWrD7ayO2vf/3rQedPuOSSS/DDH/7Q71dEiEg7EtVvAtm/fz8A9P46ChFpS6L6zYIFCwAAR48e9fvK9NGjR7Fw4cKQj4OIiLSFCy6j1MqVK3HllVfiJz/5Ca6//npkZGSgpqYGH374Ia6//nqMGzcu4O2ijdwG225ubi4mTJgQ8XaJSLkS1W8++ugjNDQ0YP78+UhOTsaBAwfw29/+FqeccgrTLUQalah+U1RUhIsuughPPvkk8vPzMX78eKxduxZHjhzBH/7wh4i3S0RE6sYFl1GquLgYr776Kh5//HHcdNNNcDqdyM3NxeLFi/mTqUQUU4nqNwaDAW+88QZ+//vfw+PxID8/HxdffDFuvfVWiwFPjgAAIABJREFUiCJ/pI9IixL5+ubRRx/F6tWr8bOf/QwOhwMzZszACy+8gOLi4hHdLxERKZcgy7Kc6IMgIiIiIiIiItISfsRHRERERERERBRjXHAhIiIiIiIiIooxLrgQEREREREREcUYF1yIiIiIiIiIiGKMCy5ERERERERERDHGBRciIiIiIiIiohjjggsRERERERERUYxxwYWIiIiIiIiIKMa44EJEREREREREFGNccCEiIiIiIiIiijFNLLjY7fawLidKBM5T9WMNSek4R4koXthviIiGp/oFlzVr1mD69OkoLS31u7y0tBTTp0/HmjVrEnRkRH04T9WPNSSl4xwlonhhvyEiCo3uwQcffDDRBxGpNWvW4OGHH4bL5cL69esxc+ZMFBcXo7S0FCtXroTL5cLnn3+O9PR0zJ07N9GHS6MU56n6sYakdJyjRBQv7DdERKETZFmWE30QkfA1+/6xRbPZjFtuuQXPPvssHA5H7+UWiwUPPPAAVqxY0XtZp92F8sYOlDe0o8nmgMvjhVGvwxirGVNy01Cck4oUizGu94m0V5do5qnWxkKtWEPt0Vpd+HxIAOuoVFqrC/sNEVF4VLngYrfbMX36dHg8nkF/M5lMcDqdgy7X6/XY/uVubKpowktbylHVbINBFOH2SoDQ890qCQBkwKAT4ZYkFGVZce3iyVg+exyb/wjqtLvwwd7jmqtLpPP0Ny+9jze+rNbUWKgVa6gd7DN9+HyoHVqd12qn1bqw3xARhU+VCy4AemOL/VfSgzGbzbjwlnvxpTsbHq+MZJMeVpMegiAEvY0sy7A5PehyemDQCShZMBG3nTuTjT+GOu0uPL1hP9buOKrZuoQzT/UGIzIu+B4MhbM1ORZqxRqqG/uMPz4fasNomNdqNBrqwn5DRBQe1S64AKE1faPJhLwLb4Enbxqykk0w6MI/T7DbK6G5y4nMZBMeKVmI0yflRHPYBGBrRQPuX7cDrd1OzdcllHkq6A3IWHojCmaepumxUCvWUJ3YZ/zx+VAbRtO8VpPRVBf2GyKi0Kn6pLnFxcWw2+3YtWsXvF7voL/rDAaYZpyD9DlLkGU1QycGX1Efik4UYDUZ0OV04+2dleh2erCoOGfIFXoKTJZl/PGDPfjNP7+CKGBU1GW4eQqdHulzl2Li4mWaHwu1Yg3VhX2Gz4daNBrntRqMxrqw3xARhU7VCy6lpaV4+OGHA35nFABkSYKn+Tgyxk6AOTMv6v2ZDDokGXX4rLwBTR0OnD0tn00/DJIk49fv7cSr2yqQm2qBxaiPyXaVXpfh5ilkCc4TVUjKHhf1PFX6WKgVa6ge7DN8PtSi0TqvlW601oX9hogodKpdcAn5O6SShLbyL2PyRggAREGA1WjA9soTcLq9WFycG/U2R4s/frAHr26rQH5qEnRi+NHSoSi1LomYp0odC7ViDdWFfWYIfD5UrdE4r9VgNNaF/YaIKDyqXHCx2+1Yvnw5XC7XoL8ZjEZIA+ONkoTWw18gd8FyCLroP30QBAHJRj02VzRiXtEYFGQkR71Nrdta0YDf/PMr5KZaYv6ixEdpdRlqnkKnB2TJ/7IYzlOljYVasYbqwj7jj8+H2jAa57UajMa6sN8QEYVvZJ4hRpjFYsEjjzwCi8Xid7nZbEba3KUQ9Aa/ywW9EePO/w5Egylmx6ATRSQb9bh/3XZ02gO8GaNenXYX7l+3A1aTfsRelPgoqS7B5qmgNyBj3sjPUyWNhVqxhurBPsPnQy0arfNa6UZrXdhviIjCp8qECwDMnTsX6enp+Pzzz+HxeHp/eq5hzFzkjJuItvIvAUmCoDei8NxvIXveeTE/BpNBhxM2BxxuD86cEn1cUqv+98M92HG0CVlWc1z2p6S6DJyneoMR6effiImLlyEpe9yIz1MljYVasYbqwD7D50MtGs3zWslGc13Yb4iIwqPaBRegr+l/8skn+OOf/ow3a0zISDYhKSsfSdnj0Hr4C4w776oRafY+Jr0OX1U149unF8Nk0I3YftSq0+7CL97choxkU8RnqY+EkurSf55mLLsRY2eeBp0owJyZF5d5qqSxUCvWUNnYZ/h8qEWc18rEurDfEBGFQ5VfKepvxYoVOHjwINw5U+H2yjDoeu5SWvFczPvBEyPa7AHAoBPh9soo3Vc9ovtRqw/2HverS7worS4rVqzAb156H4bC2X5jEY95qrSxUCvWULnYZ3rw+VBbOK+ViXXpwX5DRBQa1S+4AD3fKX1pSzmSTf4n5Br4ndGlMwvw9l1fw+urlqEwM7ITbS2bVYjXVy3Dez+8CPlpSQCAZJMeL24ui+zgNS5QXYKJpD6/vOJ0rP3Bcvz224sG/U1pdXnjy+qAYxHKd5t/fWXP/Xz0W4PvZyBj05Pw+qplePuur2H57ELFjYVahVrDkeg1rGFw7DN9Qn0+DIa9RjlCndfsN/HFftOH/YaIaHjRnzJcATrtLlQ125CXasHrq5b5/c2o1+H9XcfwzIYDAIBDda249/WtQbc1Nj0J31syHTPyMyCKQFl9O57ZcAA1rV0AgNJ91SjdV433fnhR722sJj2qmm3otLuQYjGOwD1Up/516a8wMxkrz5uFybmpaLe78LeNh7ClogHA4PoUZVlx05LpmJybhlSLEZc89i+/bd23dhuWzizA8tmFg/avpLr4xuLmJdOxdFYhJmSlYOOhWjz+wR4AgF4U8JOL52FyTipy05Lw8ze2Ym91i982nv54Pz7YO/iTnPz0JPzpuv/CZ2X1+MP63QCA2rZufPvJUvz6ytMBKGss1GrgfI53r2ENA2Of8cdeow3sN8rEfuOP/YaIaHiaSLiUN3bAIIoQBAHffrK097/rnv4ILo8Xn5XVh7ytZJMB2yoasfKFjbju6Y9wuL4d9116asDr1jQ0w+3xQhAEGHQiKho7YnWXNKF/XXxEQcB9l56G7Ucbcc1fPsSTH+7Fjy86BWPTkwJuwyvJ+PRwPZ44+eQdDiXVxTcWLV1OvL61PGAEdn9NK/6wfjdauhxhbfv282ehrKF9yOsoaSzUauB8jmevaW3vZA2DYJ/xx16jDYnsNyda2ljHINhv/LHfEBENTxsLLg3tcHulQZefNTUP7XYX9tW0hrytsoZ2lO6rhs3phleS8c7OShRmWpFi7vmpO0mSUXGsDgDQ1OnBiZaeJwO3Vxr2iWG0CVSXwsxkZCab8M7OSkgysPt4Cw7UtuG8GQUBt1HT2oXSfdWoarZFdAxKqYtvLDaXN2BLRSM6Hf4/ZeiRZLz7ZSX217ZCGjyVgzp7aj66nG7sqmoe9rpKGQu1CtZngJHpNc1tHdixtxIAUN3APhMM+4w/9hptiHe/6ejsxs59lQCA2qae1AvrOBj7jT/2GyKi4WniK0VNNgcQ4ETx588owEf7a6La9uzCDLR0OdDpcKO9sxsHj7UAwsl1Khk40dyJTpsdNreMv721Ebs3bo5qf1qyo9mN2lYPOlr6XhTK9gxIsoxDR2qQn5OBVGvPJ0Djx1hR3949IsfRYnOOyHbDEWyORsNi1OPaM6fgvje3YVmA6HEgShgLtRqqhrHsNc2ddnx5sAYQDYDQ8z14CQIOHalhnwmAfcYfe402xKvftHU78cW+KsiiEYDvvBsi+00Q7Df+2G+IiIaniQUXl8c7KKqTnWLG7MJM/G9p+JFNnyyrGSvPn4XnPznYc4EAQOj303MC4PHKcDg9cEtAS6cHdVJ4kUkta+0C3B4Bjn6fauw/3ozmDjtuOHc2PjxYh/lFYzC7MBN7jg//KUYkRAAOj2dEth2OQHM0Wt89cwpK91b3vOAJgVLGQq2C1TDWvUaWZQA6+L+KFdhngmCf8cdeow3x7DcydBDYb0LCfuOP/YaIaHiaWHAx6nUYmFQ8b0YBDtS2oqHDPuRt+5+IbtWaTTjR2dPgUy1GPFyyEO/vqsLGQz1fIUqzJmHuZD3KKvu+N52fk4qxOZmoa+/G95bMwG3nz4zNndKAv3y0D89vPNj7a04+v1+/G7edNxN3XHwqyhva8enhuqDR6WhJAMz6xE/zQHM0GhOzUzCvKAt3vfhZyLdRylioVbAaxrrXmIwGnD6nEMdrT6CuuefTUQFezJ0xnn0mAPYZf+w12hCvfqPX6bBozjjUNbbgeIPvPBjsN8Gw3/hjvyEiGp4mOtQYqxmQ/S87f2YB3tx+ZNjbfvvJ0kGXJZv0eLhkIbYdacDr2yr8/mY2GTFnWhEAwGqUIZj6fuYv0xraz+CNFoHqAgCVTZ34+Rt9Z+z/3VWLo45HD0UJdQk2FpGaU5iFnFQL/nrzeQAAs0EHURRQlGnF3S9/HvR2ShgLtQpWw5HoNQKAorHZGDe259/Z6ewzwbDP+GOv0YZ49hsAyM/JRH5OJgAgM6Xv115YR3/sN/7Yb4iIhqeJBZfJuWkw6PpCjdPz05FlNeGzw3Vhb8ti7HlBcqC2FX//9PCQ1y0uykPdye/nGnQipuSmhb0/LRtYF58JY1JQ09oFUQAunjsemckmfLi/BudMyw+4HYNOhP7kdgw6ETIAT4ifHCmlLr6xEAUBOlGAKAgQxZ6z63slGZIsQ68Te0PdBlGEQScG/YTs33uqsPFQbe+/S06biJy0JPz5P/uCHoNSxkKtAs3nke41vvmQfzJFxxoOxj7jj71GGxLRb3zG5Wez3wTBfuOP/YaIaHjaWHDJSYVbkiDLMgRBwNKZBdhc3gC72xv2ts6YnIupeekoyrJi6cy+M8z3j+QOJMsy3F4JxTmpEd8HLRpYF5/zZozF8tnjoBMF7K9pxf1rtwd9oZGTasHzN53b++91d16IhvZu3PzXT4bdv5Lq4huLqxYV45ozpvReft6MAry8uQyvbCnHU9efjdyTMeWHr1gIALjp+Q1oDBAdd3okOD19vwZgd3vh8njRYXcNui6grLFQq0DzOZ69hjUMjH3GH3uNNrDfKBP7jT/2GyKi4WliwSXFYkRRlhUtNidSzAY8GWQlXJJlFOek4ZXbL8BPX9uM6pauQdf5aH/NkDHQpTMLcPM5M+DyeCGdzFHanB4UZVmRYjEGvd1oNLAuPn/bdAh/23Ro0PUD1aexw45LHvtX0H08XLIQ0/LTUVbfNuhvSqqLbyye2XAAr2wpD3idoV5seSQZN50zA+dMH4tfvLlt0N8HbjM/PQl/uPpMGHQi/rO/RlFjoVaB5nM8ew1rGBj7jD/2Gm1gv1Em9ht/7DdERMMT5J6fxFC9tdsr8Jt/7kJemiXu+65vt+Pn35iPkgUT475vpWNd+nAs1I81VCbWxR/HQxtYR2ViXfxxPIiIhhbrX3NLmOWzx8GgE0bsrPDBuL0SDDoBy2YVDH/lUSicukiSHLNzrymxLuHOUS2PhVqxzyhTOHXp+RncYa4T4n6VWpew+m4I4xEqpY6HWrHfKFNY/QbsN/2x3xDRaKSZBZcUixElCyaiucs55PW67A7sLa+DFKNgT3OXEyULJjLOGESodWlsbsP+I/UYKnAlyTK67IHPozOQEusS6lgAwNHqRrR1dMdkv0ocC7UKtYYygMNH69BhG/qnW0PFGg4tnLrsr6hDtz349WRZRlt7d0hvCpRal1DHo9vuxP6KBni94Z8TJBCljodahfOccaSqAe2dfM6Ih3DqcrCiDrau4M8DMmS0tndDkobvOEqtS6jj4fF6sb+iHi6XOyb7Vep4EBENpJkFFwC47dyZyEgyBT25Vm19M/ZWNKPbJcDe7wW3zWaD3R7+G6MOuwuZySbcdu7MiI95NBiuLgBQVdcKoyhB7HcSuoaGBr+FsYYTrdhbVj/sYpmS6xLKWLg9HjS0OCBJnqj3p+SxUKvhauhwubFjz1G02QWUH2vovdwrSWhvbw97f6xhaEJ5bFXXNcHW7UKSue8FeqetE13dfW9UZQCHjzWitr5pyP0pvS6hjEdFVQO8bif0Ol3U+1P6eKjVcHV0e7zYua8STTYZhyobey+XIaOtvT2EfIU/1jE0oTy+mls70N7lgdnUd66Xbns3Om2dvf8WIKCiqgFHquqH3J/S6xJSvzlWD4fDCZPREPQ6oVL6eBAR9aepBZcUixGPlCxAl8sDr9QXbZRkGXsPVeF4kwOCIEKWpN7fW5UkCVu3bcOWrVvDemHilSR0uTx4pGQhV9eHEawuPo3NbfBIIiaNz/O7/MDBg/B6+hYd8nIyIQhA5fGGgZvopfS6DDcWAFBeWQ+DTkJWenRn3Vf6WKjVUDVsbG7DrkN1kEQTIMsw6vtabFlZGbZt347mlpaQ98Uahm64x5YMoK7JhpwMi9+vizQ2nkBDfd+bHVEQkJ1uRs0JW9BnBDXUZbjx6LY70eUCiotyot6XGsZDrYaqY2u7DTsPVMONnjHX9U1r1NTUYvv27aitDf0npFnH0IXyXF5Z04K0JBEGfd/vU7S2tOJ41XG/6xXmpqG5wxV0O2qoy3Dj4fF60WbzYPzYjKj3pYbxICLqT1MLLgCwqDgX3z1jCuo77L0RzWPVjejy6AHBd3f7XkZX19RAlmVIXi/q64O/ke9PkmTUd9hx3ZlTcPqk6F+sjgaB6uJTVdeKTKt+2E9ZBQAF2VacaHMETLmopS5DjYXb40F7t4QJBZlR7UMtY6FWgWooyzKO1HYCogGCIPgt4Lo9HtTW9PxCSNnhwyHtgzUM31CPreq6JsgyMKFw+LGcMC4XsoyAKRc11WWo8aioaoBFL8OaHN2JLtU0HmoVrI6HjzUDohECBMiy/4dMFRU9v+5SUV4e0leoWcfwDfX4am7tgFsSMXlCXpBb98nPyYQoSDhaNfg1qJrqMmS/OVYPnSgjOzMtqn2oaTyIiHw0t+ACAHctn4OSUyeirqMbXknChHG5yM8wALJ88hwhPR8DSZKEIxUVPQsusozysrJhUy5eSUJdRzdKTp2IO5fNicO90Y6BdQGCp1uCGZs3JmDKRW11CTQWQGzSLWobC7UaWENBEDBrUhYEyQnIPVFxn2OVlb2dpdtuHzblwhpGLtBjK1i6JZhgKRc11iXQeMQq3aLG8VCrQHU8ZWoedLLv69F987quthbekycw9Xi9qKsbOuXCOkYu2HN5oHTLUAKlXNRYl0DjEat0ixrHg4gIAHQPPvjgg4k+iFgTBAFnT8uH0+3F5opGyLIMu92Brm4H8rPMsNsdKMjNQENDAxobGyEKAgRRhMfjQUpKCpKTkwNut8PuQlu3CyvOmoqfXjwvpBfu1CdQXY5UNSI92YDsrMGfelQeO4aiceOg65d8EQBA9qC+uRtjc9IgCIIq6xJoLERBxtHaDhSPy0CS2RTRdtU4FmoVqIbJZiNqGzuQm2GAy+VAWooZqdYk7Nq9q+dGJz9p7u7uRkFB4F9WYA2jE6guJ5pa0dnlwqwpBYPGs7W1FQKAjAz/NwNpqcmoaWiHIHuQak1SbV0CjcfRqgboBRlFY8dEvF21jodaBew3FhNqGtqQkayDLLmRZDZgTEYqvtq1C16vF7Is9zxHdnRgfFFRwO2yjtEJVBebrQsn2p2YPSUfOtH/c83Ozk44nU5kZ2f7XZ6SbEFdYyscDicy01NUW5dA41FV3Qi3x4spIX6wFohax4OICNDoggvQ0/QXF+di7rgsbDxch/1VzcjPsGBCYQ7G5qRDJ4owGgxITU2FJEtIsVoxceJEZGRk+L3BB3p+eu6EzYEUixH/c/UZuGLBJDb7CPWvy1tbDqGh04WZk/ICfp0o0IILAKRYk1Db2Aa7wwG3qFdtXfqPxaayeuwur4UgS5hclBv2tjhHE2NgDfceqYPX48HsKYXIz05HeqoVEASkWK1IS0tDe0cHZs6YgdzcXJjNZr9tsYaxM7D/7zvWhJx0M7LSUwZdN9iCiyAIcDkdqGvuht5sUnVd+o/HB7uPobKpG9PGj4HZFP75DzhPE2dgvzlU1QCHw4NTphUiLzsdYzJ6kpFWqxVZWVlobGzE7FmzkJeXiyRLkt+2WMfYGfRcXlGPNIuIvOzBiY5gCy4AIAoyapvs0JsNSE0yqbYu/cfj4wM1KKtrx4T8dKQkmYe/8QCcp0SkBaFlHVVsUXEuvp4NHBdlpGSkob7djmSTHlaTHmazGXl5eei02WDQ65GX17f6LssybE4Pul0e6EUBV50+CbedO5Mn6IqRRcW5KGhvQlZuCmwuL9rsnt66DPVk6qtLcqoFDe123HDBRKxaOkvVdVlUnItnv3sGLvjvN2DMTvWbo6GMBedo4i0qzsWam5ZgyY9fhDXTOqiG2dnZcDgcqDx2jH0mjhYV56Kk0ICqAzLSM9LDfmwlpaXC0+bAlCQJT69apvq6LCrOxZTuE3AkSfAKOvYalVpUnIvXb1+KxXc+j5QUCxo6HH51zMrKAgDs2buX/SaOFhXn4q4Febh7fzXSczLDfnyJZgskoQM53m68tupS1ddlUXEuFogdOGHwwmg2s98Q0ail+QUXSZLwweeV+PHSYlz1zaUo3VeNFzeXoarZBoNOhNsrodMjQC8Dde09Pw3qu7woy4o7z5iDZbMK2OhjbP3H2+H0GLH2vqsAnT5gXTyGJDR2OiDq3AD86/KDC87Gc8+9D1NdJVIs8xN6X2Lhzy+8h/lWF5578FsBxwLoOeGS79vdnKPK8/xL72Om2Y01v/xOwBq6XW64dRb2mTiSJAn/t+EwVv1XEW64+qKAdelwCxCFIP1/2Rwc2r4Tn++qRbJJ/U+XR6vqUN0i4u8/vhCF48ay16jY2+9vwkQd8NKjV+Pjg3UB6+g1JrPfxNkLaz/HFVPT8N93XRrw8dXmlNEt6YLWpbu6Ei++fwB6Ibyf81aiTls3dpXb8D/fXYzFC+ew3xDRqKX+V5DDePbl9YAA3PidCyGKIkoWTELJgknotLtQ0diBsoZ2vPjGURjMSVi2ZAYyrSZMyU1DcU4qm/wIevbNzThj+hikWHtizoHqcteG13HlNcuRlZYasC6O4zPx4vqDWHWDB0aDeqdya1snvjziwC9uXIIUizHgWLTYnHB4PDDr9ZyjCtRtd2Dj7hasLDktaA0rquvx5y/W45YlJaxhnPxj7X8gySJuX/EN6PW6gHV59a334IWIi4L0f9fccdi46mm88vbHuLZkaYLvUXR+9/S7KEyTMGPqBACB+y57jfJJkoQ3PjyIixYXIcNqCVjHZpsD965/Ebf84DusY5xs+PwrtDuNuGflN4M+D/zr402oPNaJq4K93lwwEW/+ew/++Py7+NmqbyX2DkXp90+/BavRjWVLTgPAfkNEo5d636WGQJIkvLvxCL55bjHEAScuS7EYMW/8GMwbPwaHS51IT7fgtvNnJuhIR5f1H2+HzW3Ej2+9fNDf+tfloaZ9WHnOVGRmBv6J5KsvPw+vfrAfT77wHn54yzdH+rBHzG+fWod0swtLFs/1u7z/WJCyPf78O7Do3bj8a2f5Xd6/hjUFZqx9dB/7TJz0f1Oq1w84D1S/uhzb6IEoikHrYjTosXzhWLz6wX5cffl5g55L1OJoVR2ONIl4/McXDvobe4269F9I7K9/HWVZxiPHt7HfxNGfX9mEUyelIWPAuaL618VdvhU7T7QPWZfrvjEPz76zF3c5nLBEeAL9ROu0dWPboU78+LtnDvob+w0RjTbqfOUYov7pFlKOnnRLam+6JVKiKOI7y2fig+21cLk9MTq6+PKlW1ZdsyTRh0IR8qVbrr/0tEQfCvUT7E1pJFbdcAk8kohX3v44BkeWGD3pFk9vuoXUqW8hsXDQQiIlTv90S7Su+PoSmHUe/PH5d2NwZIkxMN1CRDSaaXbBpTfdcs7gdAslzlDplkhcffl50IsSnnzhvZhsL96CpVtIPYKlWyhxYv2mtH/KRZKk4W+gML50y09uvijRh0JRiuVCIsVOT7rFMijdEqnrvjEPG3adgN3hjMn24smXbrnt24PTLUREo5FmVyKYblGmWKVbfNSccmG6Rf2YblGmkXhTquaUC9Mt2sB0izLFMt3io+aUC9MtRET+NLngwnSLMsU63eKj1pQL0y3qx3SL8ozUm1K1plyYbtEOpluUKdbpFh81plyYbiEiGkyTqxFMtyhTrNMtPmpMuTDdon5MtyjTSL4pVWPKhekWbWC6RZlGIt3io8aUC9MtRESDaW7BxZduuWzJJKZbFGSk0i0+aku5MN2ifky3KM9IvylVW8qF6RbtYLpFmUYq3eKjppQL0y1ERIFpbkXi2ZfXAwBuvvprCT4S6m+k0i0+akq5MN2ifky3KFM83pSqKeXCdIs2MN2iTCOZbvFRU8qF6RYiosA0teDSm245h+kWJRnpdIuPWlIuTLeoH9MtyhOvN6VqSbkw3aIdTLco00inW3zUkHJhuoWIKDhNrUow3aJMI51u8VFDyoXpFvVjukWZ4vmmVA0pF6ZbtIHpFmWKR7rFRw0pF6ZbiIiC08yCC9MtyhSvdIuP0lMuTLeoH9MtyhPvN6VKT7kw3aIdTLcoU7zSLT5KTrkw3UJENDTNrEww3aJM8Uq3+Cg55cJ0i/ox3aJMiXhTquSUC9Mt2sB0izLFM93io+SUC9MtRERD08SCC9MtyhTvdIuPUlMuTLeoH9MtyiNJEt788CC+Fuc3pUpNuTDdoh1MtyhTvNMtPisuma+4lAvTLUREw9PE6gTTLcoU73SLjyiKuPpCZaVcmG5RP6ZblOmldR/BK4tYed3X475vJaZcmG7RBqZblCkR6RafkovPVlzKhekWIqLhqX7BhekWZUpUusXnO5cpK+XCdIv6Md2iPJIk4fXSA/ja4kIYDfq4799o0OPC0wsUk3JhukU7mG5RpkSlW3yUlHJhuoWIKDSqX6FgukWZEpVu8VFSyoXpFvVjukWZEplu8fn+9d9QTMqF6RZtYLpFmRKZbvFRUsqF6RYiotCoesGF6RZlSnS6xUcpKRemW9SP6RblSXS6xUcpKRemW7SD6RZlSnS6xUcJKRemW4iIQqfqVQqmW5Qp0ekVFbOzAAAgAElEQVQWHyWkXJhuUT+mW5RJCekWHyWkXJhu0QamW5RJCekWHyWkXJhuISIKnWoXXJhuUSalpFt8Ep1yYbpF/ZhuUR6lpFt8Ep1yYbpFO5huUSalpFt8EplyYbqFiCg8ql2pYLpFmZSSbvFJZMqF6Rb1Y7pFmZSUbvFJZMqF6RZtYLpFmZSUbvFJZMqF6RYiovCocsHFl265dAnTLUqitHSLT6JSLky3qN/jz78Ds47pFiVRWrrFJ1EpF6ZbtIPpFmVSWrrFJxEpF6ZbiIjCp8rViude6Um33HIN0y1KorR0i08iUi5Mt6ifL91yw2X8FE9JlJhu8UlEyoXpFm1gukWZlJhu8UlEyoXpFiKi8KluwUWSJLzzCc/dojRKTbf4xDvlwnSL+vHcLcqj1HSLT7xTLky3aAfTLcqk1HSLTzxTLky3EBFFRnUrFr50C8/doixKTbf4xDPlwnSL+vHcLcqk5HSLTzxTLky3aAPTLcqk5HSLTzxTLky3EBFFRlULLky3KJPS0y0+8Uq5MN2ifky3KI/S0y0+8Uq5MN2iHUy3KJPS0y0+8Ui5MN1CRBQ5Va1aMN2iTEpPt/jEI+XCdIv6Md2iTGpIt/jEI+XCdIs2MN2iTGpIt/jEI+XCdAsRUeRUs+DCdIsyqSXd4jPSKRemW9SP6RblUUu6xWekUy5Mt2gH0y3KpJZ0i89IplyYbiEiio5qVi6YblEmtaRbfEYy5cJ0i/ox3aJMakq3+IxkyoXpFm1gukWZ1JRu8RnJlAvTLURE0VHFggvTLcqktnSLz0ilXJhuUT+mW5RHbekWn5FKuTDdoh1MtyiT2tItPiORcmG6hYgoelGvXtjt9rAujwTTLcqklnTLwLnoS7ms33IsZikXplvUj+kWZVJLuiXQc973r/8GXG5vTFMuTLdoA9MtyqSWdEugflNy8dkwyPaYplyYbiEiil5UCy5r1qzB9OnTUVpa6nd5aWkppk+fjjVr1kR1cADTLUqllnRLsDk6JtmLvf/+H9yy6p6Y7IfpFvVjukV51JJuCdZnPtnwMfZ/8D/432dejEnKhekW7WC6RZnUkG4Z6rX3V//+I9a+sz4mKRemW4iIYiPiFYw1a9bg4YcfhsfjwcqVK3sbf2lpKVauXAmPx4OHH3446kUXpluUSQ3plqHm6O233w7IEv7zr7X469/+FtV+mG5RP6ZblEkN6ZbhngslSUL1vo9w54/vi3pfTLdoA9MtyqSGdMuw/cbrRf3BD3FzDD5MYrqFiCg2Ilpw8TV8X6TR4XBg5cqV+M1vfoOVK1fC4XAA6Ik8RrPownSLMqkh3RLqHJUlDx566KGoFgaZblE/pluURw3plnD6zNtrX8ILL7wQ8b6YbtEOpluUSenpllD7jeT14JMP3sZzzz8f8b6YbiEiip2wX8Xa7Xbcf//98Hj8z33hcDjwzDPPwOl0Brz+t771LVgsFnTaXShv7EB5QzuabA64PF4Y9TqMsZoxJTcNxTmpSLEYATDdEk/h1KUn3TJGsemWcOeox+2OeI760i2/uJHpFqUJtY6+dMvKEn6KN9LCeWwpPd0Sbp+RvR7cf/8DuOqqq2CxWACENx496RaJ6RaFCrWWfemWIqZbRlg4jy+lp1vC7jeSBw89+CCuveaaiPoN0y1ERLET9oKLxWLBc88957ea7jOw4QOA2WzGY0/8Ce/vrcVLW8pR1WyDQRTh9kqA0BOxkQBABgw6EW5JQlGWFVcvKsbaDUdwxblMt4yUTrsLH+w9HlZdZlgFtLmUnW4Jd44Koh4XXnFj2HP02sWT8ekHm5huUZBI5rS5tRF6HdMtIyWSmly9qBgvf3AAFy0uUmy6Jdw+o9cbMP7Uy+CSBLy/vSKs8bhg8hgcPiHgTz9hukVJIpnbY+VuuCSmW0ZKJDW5dvFkvPjyJpw6KU2x6ZZw+43BYMTYuZej0+nF+3vD6zcl84rw+cFO3Hsd0y1ERLEQ0SvZZcuW4amnngrY+Pszm8248JZ78ehOBzzeXUg26ZGXaoEgCEFvI8syWmxO/PQfG9Hu0eGC9LHotLt6V90pep12F57esB9rdxyFxyuHVZc/f1kDq1mPpzcdxm3nzlRsXcKZo5OXXYfXW3Ow8/++gtVsCHksfvXuThypduKaRZM5RxMs0jnd1GHHrqNdyM9Mx+p/faXoOa020fSZe1/6FK1uPc7JKVL0YyucPvP7x/6In79dhQX3vYr0tNSwxuPBdTsAWcY/K9pQOE654zFaRDq3m21OfHS4HhlWCx4v3cN+E0PR9JtfvL4Z9V1GnDp1mmb6zWNP/Ak/f6sCC37xKnKzM8Maj3te+hROr4xdXTosVvB4EBGpRcTRkWXLluGWW26ByWQK+HeD0QjrnPOw3TkGaRYj8tIsSDEbhmz2ACAIAqxmA+w2J8ZmWPD6jiO48slSbDvSGOmhUj9bKxpwxZ9K8dq2IyHXpaqmEdv3HkNdXSP0soDp43Px2jbl1yXUOdqSdwoMAFpPNONgWTUOVtQMud09h6pwuLwGzSdaYBYlbG+wK34stCySOQ309JrGxmZYBAkT8rNUMafVIpKayAC27T2GquP16OqwIy/djLVfHFV8TYbrMyaTCRdfeQ2eOiTAnmRCW5sdzQ1NOFBWM+R4tLR1YtveY6irOwHZC0wrGsM5qgDR9Jv21nYYAUwpymEtYyjSmuzYewxHK+vQ3tKBTIuAd/fUKL4mofabP+2X4ExJQXeXB21Nzdh/uBYutyfgbQDA7nBi254q1NY2wu30YmJ+OucoEVGMRLzgUlpaimeffTZglBEA3C4Xmr/8EJYTh2HQhbebqpqe5j5xXC7yUi1wuDz4/ppNePzfuyHLcqSHPKrJsozH/70bq/7xKZxuD/JSLSHXxe50QxaNaOsWIQgCWlo7VFGXUOeo++hXEAXA5tZDFs1wuIK/KAEAp1uGRzDB4TUCMmCGpPix0KJo5jQAeCUJLR1ujMtLh0EnqmJOK120NYFohM2pA3QmOJ1uZFoMiq/JcH3G6XRi3Sv/QOPBL6D3eiDqTLC5dJDFoT81tjtcgGBEa7cAQdChtc2G3BSz4sdDq6Kd2zKAuiYbcjIsMOl17DcxEG1NJOhg9+ghiRZ4PBLSjKLiaxJqv2k6tBOixw1Rb0S7QwREPdye4K9tHE43IOrRZhcg6AywdXYj22pS/HgQEalBRAsuvp+fGyrSCACyx40j7z2F9opdIW9bBtDQ3I3crCT4PptItRiRk2LGms8P41fv7mTTD5MkyfjVuzux5vPDyEkxIzWSeKgMQAAgGnC80Q6X26PouoQzRxs/+juEpkpA7rmboZJlGZJowuFjJxQ9FloUizl9pKoeoiAhLzuj9zLWMXIx6TPoSQLIsgybS4+jxxsUXZNQ+wy8bpwofR5dNUcgy/Kwn7z3kXquKwhobPeitd2m6PHQqljM7eq6JsgyML4wp/cy1jJyseo3EATIsgSHZETZMe30m4YPnkf7scOALENAqP1GhiD0vC1o6QbqG1sUPR5ERGoR9oKL3W7HzTffHLDh6wyGQZfJHjcq3vkzJHfg1fiBfOmWooIcv8t1ooj81CSs23kUT5TuCfewR7UnSvdg3c6jyE9Ngi7CExD73gRBcmPKuLTeE1kqsS7hzlFB8kDc+TJkjzPkN0KCIACyBFFy4JRpBT3bVuBYaFW0c7p/umUg1jEysegzPau6AgAZaWYvpk5S7mNrqD4TMO7v9UC/82XA60Tf/RyGIJ7su16MG2NC5skTeipxPLQs2rndP90iDniOYS0jE6t+0/NcLsOic2P2lHEAlFmT8PuNG/qdrwDek9cP5bWNIAKyDEgSclJ1KMgbA0CZ40FEpCZhP0tZLBY88sgjvT8z52M0mWCeeS4Evf8bWkFvxLjzvwPREPj7pv0FSrf4HawoIC/Vgn98XsbvlIZoa0UDXtxchrxUC0Qx1E85/LncXkAQoJddOHXG2N4X/T5Kq0tkc/RqJJl7Hg4e79Dbl9DzoiTNImPBnIkwG/u2p7Sx0KJYzOlA6Zb+WMfwxKImwMmFXcmDiXnJmF5c6Pc8oLSaBOszZrMZX//WtYAuQJ9ZejUmFGRAlj3DLu66Pd6eT5slJ2ZPzsbYvCy/vyttPLQqFnM7ULqlP9YyPLHqNxBFyJKEsVlGnDK9yG9bSqtJpP1m6oRsyJIbgiBCloKnUyRJOnkdN6ZPyMDEcbl+f1faeBARqUlEHwusWLECDzzwQG/jN5vNyLvwFow9+5uYdMnK3je0gt6IwnO/hex554W03Zq6JgCD0y396UQRyUY97l+3HZ12VySHP2p02l24f90OWE36KD4BAjLTk5Gkc+G02RNg0Af+YSul1SXcOZoz/zzMmVaEDIuE1OTBKZj+rCYBeRm6QW8IfZQ2FloSizktyTI6ur0B0y39sY6hiVWfAQCd7MApU7KRMyZwbZRWk0B95rEn/oRDYxYj/2s3B3wuzB2TjlMmZ0MnD/21gIy0ZBjgxMLZ45FsMQe8jtLGQ2tiMbdlACdauwOmW/pjLUMTy35jFFyYVpSKcfnZAf+utJpE0m8y0lJw6owC6GQHzJbgH3xaky3Qyw6cNrMQaSnJAa+jtPEgIlKLiJ+tfI1fr9fjwlvuhSd3GlLMRqQVz8WkS1YCoi6sxRYAGJuXhdlT8ocNWqdajGjpcuLpDfsjPfxR4ekN+9Ha5USKObqf9CvIzcLsaUXDXk9pdYlkjk6ZOBbTTn6NIZhZU8ehaGzwRUFAeWOhFbGa0/NnFAZNt/THOg4vVjURAJw2awIs5qHTkEqrSf8+89RTT+GwmI/WLifyZ5wWtM9YzCacNmvCkNtNS0nG/Jnjh3yTDihvPLQkJnNbljFvxjhMGJAYCIS1HF6s+g0AzJ85Aemp1iGvo7SaRNJvDHodTps1AQadLuh2TUYDTp01AfphTjqstPEgIlKDqD4eWLFiBbZ/uRtfubORZe17kZxWPBfzfvBEWIstACAKApKGWIHvLyvZhHU7jnKVPYhOuwvrdhz1q0s8KK0usZ6j4VDaWKhdrOa0KAjDvontj3UMjn2mx4oVK3Dw4EEs/q9z/MYjHn0GUN54aEGs5rZwst+E2nFYy+DYb3qw3xARqUvg74eEYVNFE9xeedBP8QU7Z8vSmQX4wbI5cHm8+NErn6O6pWvYffzyitMxY2w6yhvace/rWwEABp0It1dG6b5qlCyYFO3d0JwP9h4PWJeh/PrK0zEtPx2H69vx8ze2RrTf3357MaaPTUen3Y2U4a8eF+HOUUC7Y6Fm4czpWPUZgL1mKOwzfSwWC9Zurxg0HsOdv0yr46F27DfKw37Th/2GiEg9ol5weWlLOZJNgzeTk2rB7efPxPT8DLi9Ej4rq8ezGw4AAA7Vtfq9wACA3DQLbjt3JmYVZsLjlVC6rxovbDoEALhv7TYsnVmA5bML/W6TbNLjxc1lfFESwNyiMfjsvsuw6VAdHv+g76zyp4zLwu3nz0R2igWH6tvw+L9340Rn37kEnv54Pz7YWx10u/1fWPo8/M4X2FvdAqCnVmdNycNlp07AmJTA5x2It0BjMS0vHdeeOQWTc1MhScCe6mY8s+EAWrv6fk1ruLHo75dXnI65RVm47PH1kE7+bKISx0LNAvWaePQZgL0mGPYZf+w12sF+ozzsN/7Yb4iI1CGqBZdOuwtVzTbkpVoG/e3282eivduFFc98hGSTHo9ccTq+PrcI3S7P4IMQBTxScjr+uesYfvvPryDJMgoyAp+0qz+rSY+qZhs67S6kWKL/Pq9W2J1u/OXj/Vg6YyxM+r7v7KaaDfjvS+bjf0v3YtuRRnz3zCm45+vz8dNXN4e1/UAvLPsz6UU4PV5F1CXYWFjNevx7z3E8+n9NkCQJt503C3ctn4MH39oR9j7OmT4WuiC/lKCksVCzYL0mHn0GYK8JhH3GH3uNdrDfKA/7jT/2GyIi9YjqHC7ljR0wiGLAn7fMTU3CpsP1cHsltHW7sLPyBIqyAp+cbOmsQrR0OfDOzko4PV64vRIqmzqH3b8gCDDoRFQ0dkRzNzTnYH07Pj9cj+rGNrR1dMHl7nkxeMaUPFQ12/BZWU9dXt5cjonZKSgM8UVgqARBgABBEXXxjUWnw+13+ReVTfisrB52lwdOj4R/7jqGGWOHP4nqQElGPa5ePLn3U8uBlDQWahas18SjzwDsNYH4HlttXU60tHehqbVnbEZjnwHYa7SE/UZ5fI+vDrsbLe1dqD/RCoD9hv2GiEj5oltwaWiH2ysF/Nu7X1ViybR8mPQiMpNNOG1CNr6obAp43Wl56WjssOPByxfgpZVL8esrT8f4IC9iBnJ7JZQ1tEd8H7TIVxe7ywO3JOLLg/XYX3YcBelJOHqi7wWf0+NFfVt30BeMwUzKScVLK5fiqRuW4KpFxQFPQCpDVkRdhpqj/c0qyERVsy3s7a84ayr+tasKrd3OoNdRylioWbA6xqvPAOw1A/lq4vZ44JUFVNR0YvueSmQnG0ddnwHYa7SE/UZ5fDWRZQleWcCxhm5s21OJMUkG9pshsN8QESVeVF8parI5EOzU+3urW3Dh7HF4bdUy6EQR/9lXjS0VDVg6c/BP7o5JMWNOYSZ++e4X2FXVjEvmT8B9l52G21/YCI8ko7nNhqM1TbBNysaOvZV+t3XIwKPPrcdra4Z/4gmmo0OGKLTj4wP/G/E2lKTCJaLSI8K7YCIAQBB1sLmAbrsHTW3+T7xdLg8sxtCnwd6aFtyx5lM0dthRlGXFPV+fD68k483tRwZdt8UW/Ik6Xoaaoz4TxqTgO4uL8ct3d4a17cm5qZgxNgPPbDgw7PeYlTAWahasjrHsMwBg63bA1u0c1GeA6HuN1+uFecJyXHmHtvpMS/t45GemQRBEyIIJXi9QUeP/JlTrfQZgr9ESLfQbABi/6DrN9Zv6po7efgPBBEkSUF7T7Hdd9pse7DdERMoQ1YKLy+MNGJERADz8zYVYv+c4fvraFlgMOty5fA5uOHsajgdYaXd6vNhf29r7SdFbXxzFVYuKUZhpRWVTJ5LMBqQkGaHXi8jOSPK7bYfTiyn5yVg6PvJzpW/atAlmsxkLFxZHvA0l+c+xTrTWdUFAz4s6GTIgA90OB7IHxGyTjHrYA3z/HOj5/u6qpbMAAPtrWvHg2zvQ0G7v/fuxZhte3VKOkgUTA74wcXgCbzeegs1Rn/y0JDz4zQV4dsMB7K9pDXq9gWPx0Ns7cPv5s/DshgO9J5IbihLGQs0C1THWfQYAjAZ9wD4DRN9rOjs68eqrG7D88rMiur3S+PqMyaBDT5fp6TM2uxNZKf7nvtB6nwHYa7REC/0GMvCHx97BDVcsiez2CuPrN0lmAwAZ8snHgs3uRKbV/xwi7DfsN0REShLVgotRr0Ogz15SzAZkp1rwf18dg8crodMr4T/7qvHdM6cGfGFSeaJzyO+YWswmjMlIhdlowPiCHL+/1bV34/zFM3Dr+TMjvh8nKr9Eeno6br324oi3oSTej/ahYuNB9PxSoAyj4MLkCTlwCiKmjs3svZ5Jr0N+WlLQuOknB2vxycHaIfclQw76IYtZH/WPYEUt2BwFgOwUMx65YiFe3VqOjw8MfT8HjkWySY/JuWm45+vzAKA3fvzCLefhN//8ctALHCWMhZoFqmOs+wzQ8wYoUJ8Bou81NTU1ePWvqzXXZ5KTTv4MqeTG2KwkOAUB/1Wch1d2VAIYHX0GYK/REi30G1mW8dC9t2iu36RakwBJBmQPstOMcAL4r8lj8doXVQDYbwD2GyIipYnqHC5jrGYgwAJ4h8ON+vZuXDy3CKIgINmkx/kzC/y+Z9vfhoO1mJ6fjrlFWRAF4LL5E9Bhd6O6JbTvnWZaTdHcDc3Jtpph1IkYk25FZqoZp8+ZhDRrMjaXN2B8lhVnTs6FQSfiO4sn42hTJ6pbu0Le9mkTxiA9qefTpMKMZHxn0WRsOdIY8LpKqItvLERBgCj2nIhQFARkJpvwqysX4Z+7qrB+9/Gwt9vl9OD6Zz7CnS9+ijtf/BQPvd3zCwB3v/QZDte1Dbq+EsZCzQL1mnj3GYB17M/32Eoym5CWbMRZ8yZifEEOtozCPgOw12gJ+43y+B5fep2ItGQjzpw7HpPH52NLRSP7DfsNEZGiRbU0PTk3DQZd4DWbX7+3E7ecMwNXLJgESZax+3gznvvkABZMzB503ZrWLvzP+l34/tJZSLeYUNHYjl+++0Xv95yHYtCJmJKbFs3d0JyzpubjytP7vh61fE4RXt5chle2lOPR//sSK8+biR9dNBeH69rw+/e/Cmvbc8dl4a7lp8Bi1KGt24UNB2rxxraKQdcTICiiLgPH4rwZBXh5cxlkAPnpSbh68WRcvXhy79+//WRpyNtu63b1/r/x5M8ytnW7BsVwlTIWahas18SrzwDsNQMNfGxdNG/CqO0zAHuNlrDfKA/7jT/2GyIi9YhuwSUnFW5JgizLg34+8eiJTvz3m9sG3UaSZRTnpOGV2y/AT1/bjOqWnk8hNpc3YHN5Q8D9PFyyENPy01FW77+6Lssy3F4JxTmp0dwNzbGa9Fjw4FrkpVoG1WVXVTNu//umgLfzSDJuOmcGzpk+Fr8IUDsA+OumQ/hrkJ8JBPpqtbe6BTPy0yO/EzEy1Fi8uqU86O1CGYv+GjvsuOSxf/ldprSxULNgvSYefQZgrwmEfcYfe412sN8oD/uNP/YbIiL1iGrBJcViRFGWFS02J1LMhpBu8/GB2mG/UzrQA+u2B7zc5vSgKMuKFIsx4N9Hq0jqAgQf53A8sG47Oh1uZFpNWPeDC6PeXrQ4FtoQbh1j2WcA9ppA+Njyx/HQDvYb5eHjyx/Hg4hIPaI6hwsAXLt4MrqciTlLeZfTg++eMTUh+1Y61qUPx0IbWEflYU38cTy0g7VUHtbEH8eDiEgdol5wWT57HAw6AW5vsPOljwy3V4JBJ2DZrIK47lctWJc+HAttYB2VhzXxx/HQDtZSeVgTfxwPIiJ1iHrBJcViRMmCiWjucsbieELW3OVEyYKJjNwGwbr04VhoA+uoPKyJP46HdrCWysOa+ON4EBGpQ9QLLgBw27kzkZFkQofdNfyV++no6EBb2+ATxg17O7sLmckm3HbuzLBvO5pEWpeGxkY4XeHdBlB2XSIdi0gpeSzULJI6eiUJ9fX1kKTwPwVkHYcXcf/v7ESrBvs/e412RFJLGTIaGhrg9oT/VQ/WcniRPr667d1oaWkJe39Krwn7DRGR8sVkwSXFYsQjJQvQ5fLAG+KbGkmSsOOLHdixYwfsdnvI+/JKErpcHjxSspCr68OIpC4nTpzA7t278eXOnWHtS+l1iWQsIqX0sVCzSOp49MgR7Nm7F+XlwX+5IRDWMTQR9X9Zxhc7duCLHTvQ1d0d8r7UUBP2Gu2IpJa1NbXYvWcP9uzZE9a+WMvQRPr42vnFTnyxcydaW1tDvo0aasJ+Q0SkfDFZcAGARcW5+O4ZU1DfYYckycNev7qmBvLJ61VUVIS0D0mSUd9hx3VnTsHpk3KiOt7RIty6HD58GADQ1d2Ntvb2kPahlrqEOxaRUMtYqFk4dXR7PKg6XgUAqK6uhtvtDmkfrGN4wn1s1dXWQpJ7rldeVhbSPtRUE/Ya7QinlpIso7yiZ2G3tbU15MVE1jI84T6+mpube1O7vtc4w1FTTdhviIiULWYLLgBw1/I5KDl1Iuo6uodcaZckCUcqKiDJMmT0fIVluJSLV5JQ19GNklMn4s5lc2J52JoXal1OnDjR+6JEkiSUhfBGSG11CXUsIqG2sVCzUOt4rLISJ9/XQwZw9OjRYbfNOkYm5P5/8k2pJEmQATQ1Nw/7xlSNNWGv0Y5Qa1lXWwvvyROYypIU0mIiaxmZcB5fh8sO936ltKu7e9iUixprwn5DRKRc+lhuTBAE/OLSU5FiMeAfn5ch2ahHaoDYYUtLC9weDwRBANDzwqSuvh6TJk4MuN0OuwtdTg+uP2sq7lw2p/d2FJpQ61JdXQ1JkiCcvE1bWxucLidMRlPA7aqxLqGORbjUOBZqFmoda2tr0bfiIqOurg5Tpwb/KUvWMXKh1qSttRUulxuiIEDGyf5fW4vJkycH3K5aa8Jeox0hP4fW1PS+sRcEASeamuCVJOjEwJ9tsZaRC7UmXd3dsNm6evqNLEOSJFTX1CAjIyPgdtVaE/YbIiLlEmRZHpH84daKBjzw1g60dDmRlWyCQef/gsPlcqG2tha2ri5MnTIFBoNhUCN3eyU0dzmRmWzCIyULRyzG+Ktf/Qrp6elYtWrViGxfSYaqi1eS4PV4sHPnTkyeMgVpqakwGAyDthGvusyePRsbN25EZmbmiGx/uDkainiNBQU3VB09Xg8kr4SNGzfi7LPPhk6vg143eJ05HnWsqanB5Zdfju3bt8d820oTSv+vr69HW3s7pk+bBr3BADFB/X/16tUQRRE/+tGPRmT7AHuNlgz5HOr1wuv1YuvWrZg7dy4sSUkw6BPTb2RZRmFhIWpqamK+baUZ7vHldrvR0tKCquPHMfeUU6DX6yEOWASL1+Pr5Zdfxs6dO7F69eoR2T7AfkNEpDQxTbj0t6g4F2+uWoanN+zHuh1H4fbKSDbpYTXpIQgCjEYj9Ho9dKIIo7FvFV6WZdicHnS7PNCLAq46fRJuO3cmT9AVI0PVRSeK0BmNEEQRRoPBb7FFi3UZbo4Go8WxULOh6qjX6QFdz/WMJiME9NWVdRw57P/+2Gu0Y8jnUJ0OOp0OgiDAYDT6LbawliNnuMeX4eTrGVEU2G/Yb4iI4m7EEi79ddpdKN1XjRc3l6Gq2QaDTuxZPW9qhsNhR0FhIQD0Xl6UZcV3z5iKZbMK4tLoR1PCpb9gdSkrK8O4wkKYLRYAiavLSCdc+gs2FkDPiY5834hO1FhQaILVcfeu3Zg79xT4ml0i6jiaEi79BatJa0sLumw2FCEvbysAACAASURBVBYVAUjcYyseCZf+2Gu0I1gtDxw4gMmTJ/d+aJGIWo6mhEt/wWpi67ShsbEBk4qLASTu8RWPhEt/7DdERIk3YgmX/lIsRpQsmISSBZPQaXehorEDZQ3t+OeHG3C81oZvL5mBTKsJU3LTUJyTyiYfJ8Hq8tBvPsRF0+dh8viiUVOXYGPRYnPC4fHArNePmrFQs2B1vPVff8c1t5UgyWhgHeMsWE3+/clnKKuoxTWjrP+z12hHsFres/kdfPOUJcjPHsNaxlmwmmz9ai8+rNuFW5Z8Y1TVhP2GiCjx4rLg0l+KxYh548dg3vgxsB/8DPvaO3Db+TPjfRg0QP+6/M1xDNfOz8O8eaOzLv3HgtSrfx1/VPsl7lw2GzqdLtGHNar1r4l0dAesNa2juv+z12hH/1qubjuEm86ciHHjxiX6sEa1/jXJc9ai6sNq9hv2GyKiuIvpz0ITEREREREREREXXIiIiIiIiIiIYo4LLkREREREREREMcYFFyIiIiIiIiKiGOOCCxERERERERFRjHHBhYiIiIiIiIgoxrjgQkREREREREQUY1xwISIiIiIiIiKKMS64EBERERERERHFGBdciIiIiIiIiIhijAsuREREREREREQxxgUXIiIiIiIiIqIY44ILEREREREREVGMccGFiIiIiIiIiCjGuOBCRERERERERBRjXHAhIiIiIiIiIooxLrgQEREREREREcUYF1yIiIiIiIiIiGKMCy5ERERERERERDHGBRciIiIiIiIiohjjggsRERERERERUYxxwYWIiIiIiIiIKMa44EJEREREREREFGNccCEiIiIiIiIiijEuuBARERERERERxRgXXIiIiIiIiIiIYowLLkREREREREREMcYFFyIiIiIiIiKiGOOCCxERERERERFRjHHBhYiIiIiIiIgoxrjgQkREREREREQUY1xwISIiIiIiIiKKMX2iDyBRPDYbuo4eRVdlJbL27EGS0YhjyckwZGXBOnEikiZMgN5qTfRhjjr967LIbkfdP/6BzrS0UVmX/mPhbm6G5Hbj/9u79/i46jpv4J9z5n7J/dJc2pA2aShtoW1aal3sll3UXQsKW5Hd1/KysAi7rOvjis/zasHHZbUIUnVdXBSRFoVUH+SuCBWtXCqgQKFQbr3RNG2T5p5MkklmMnPmnOePNNMzyUwytyTnd+bz/osmM2cm38/pt8M33zkj22w5WQtR6TPsOXYMHxkawokHHmCGc0yfS+Fbb8GiaTmdC3uNOehzDPX04K9VNafPa6PQ52J/5RXMb2nJ6VzYb4go1+TUwEXx+9H94os4/cQTCLa1QbJYoCoKStrbYbVa0drZCU3TIFut0CIROKurUbVpE8ouvpjNfwYlymVtMIie3/wGPoslZ3JJVAtJkgBJAjQtZ2ohqkQZhsNhXDA8jNaHHmKGcyBRLkWdnYAkobW3N6dyYa8xh0Q5QpKwTtPYb+ZIolzsfX2oGBnJuVzYb4gol0mapmlz9eBNTU14//33sX379hl9HMXvx8mmJnQ88wxURYHV7YbF4xlr9ACOHj0Km82G2tra6H00TUNkeBjKyAhkmw0VGzeiZvPmnGj8GzduxB133IGVK1fO6OMkyuWDDz6A3+/H0NAQvF4v7HY7Vq1aBUmSTJvLdOdoPGatxUxYsGABWlpaYLFYZuwxpsswGAxi3759WL9+ffQ+uZzhww8/jD//+c+46667ZvRxEuXS19eHDz/8EKOjowAAh8OB+vp6lJSUmDoX9pqZ95GPfASPPfYYFixYMGOPMV2OGoA/7NmDT3ziE9H75HKOL730Eu6++2488sgjM/o4iXIZ8vtx6OBBjIZCiEQicDmdqKmpQWVlpalzYb8hIsqBDRff/v04vH07lIEB2IqKIFuT+5ElSYLV64XV64WqKGh/6in07N2Lhq1bUdjYOMPP2vymyiUSiWBoaAiapo0NXfLyxn4DAnPmwnNUfMzQmKbKxWqzRfsMAIRCIdjsdgDmzYXnqTkwR2OaKhe7zYbBwcFov1EUBdYz3zdrLjxPiYjGmPaiuZqm4fh99+G9m2+GFgrBUVaWdLOfSLZa4SgrgxoK4b2bb8bx++7DHC4GCS2ZXOrr66O//bBYLGhYvBjxfhciei48R8XHDI0pmVwK8vNRWFgY/XNRURHy8/ImHcsMufA8NQfmaEzJ5OJ0OlFZWRl9beNyuVBaVjbpWGbIhecpEVEsU264aKqKD3/wA3Q+8wwc5eWQsvQ2AqvXC4vLhbZHH4UyPIz6r3xlyrVIipVsLm63G2VlZejs7ITT6URxScmUxxUxF56j4mOGxpRKLosbGrBv377of09F1Fx4npoDczSmVHKpq6tDe0cHJCDhL5LGiZoLz1MioslMueHSsnPnWLOfNy9rzX6cZLHAUV6Ozt270bJzZ1aPbXap5FJfXw8AqKuvn/JFyTjRcuE5Kj5maEyp5FKQnw+nwwGnwxF3u2UiEXPheWoOzNGYUsnF6XSiID8fFqs17nbLRCLmwvOUiGgy0w1cfPv3o+2xx8Ym6/LM/HiSLMNRVoa2Rx+Fb//+GXkMs0k1F7fbjTUXXojy8vKkH0OUXHiOio8ZGlM6uaxevRqr16xJ+jFEyoXnqTkwR2NKJ5cVK1fiwjVrkvpFEiBWLjxPiYjiM9XARfH7cXj7dlg9npQm6/MqKlL6H3tgbNJu9XhwZPt2KH5/qk81p6SbS1FhYdIvSsYZPZd0a5EOo9dCVOlmaLPZsHTp0pQeixkmL91cXC4XXE5nSo8lQi7sNeaQSY6pftIgc0xeurnYbTZ4U/y0HRFyYb8hIkrMVAOXk01NUHy+lD86Lj8vD263O+XHs3q9CA8M4GRTU8r3zSXp5pIuI+fCWogv3QwtFgtKprkeUTzMMDn8uxWL9TCHdHOUAJQl8baViZhjcvj3KxbrQUSUmGkGLorfj47du2ErLp7Vx7UVFqJj925O2RNgLmexFuJjhsbEXGKxHubAHI2JucRiPYiIpmaagUv3iy9CDYeT+ui5kvXrsfrBB7Fqxw44q6qSOn7DLbeg8f77ce7Xvx7zddlmgxoOo2fv3rSet9klk0s6eUxUumEDVu3YgTW7dsFRXm7IXJI9R7NdD1d1teFqISr2GWNin4nFepgD+40x8e9XLNaDiGhqpvlY6NNPPAHrhLcFlX384yhdvx6uBQvQ9+qraLnvvuj3/EeP4vC3vhX9c8n69ai9/nqooVD0ax/+139h6NAhAMCRb38bJevXo3TDhkmPbXW70fb446i49NJs/1jC0+ey8MYbkbdsGSwOB8I+HzqeeSb6D+XEPCZyVFRg/j/8A7yLF0OSZQw3N+Pkrl0Y7egAAPTs3YuevXuxZteu6H2MlsvEc/Tcr30Nnro6aKoKAAj39+O9LVsATF8PvZKPfQwL/+Vf0LJzZ7SeE+thtFqIin3GmNhnYunrMZt9BjBmPUTFfmNM7Dex2G+IiKZmioGL4vcj2NYG+4T3K4d9PrQ/9RTyzz8fst0+7XFS+cdAz+LxINjWBsXvn7X3r4pgYi7tv/kNWnbuhKYocFZW4tyvfQ0jJ04kdSyr242Bt95Cy44dUINBVF5xBepvugnvb92a8D5GyiXROXqyqSmj385Y3G5UfPrTCLS2Tn07A9VCVOwzxsQ+EyveeTpbfQYwXj1ExX5jTOw3sdhviIimZ4q3FA0fPw7JYoEkxX6mje+NN+B7880Zf3+nJEmQrFaMtLTM6OOIZjyX1gMHcOqNN9H97rvQFAUAoGkaNACOJD8dari5GT179yIyPAwtEkHns8/CVVUFyxT/wBopl0TnaKaqr7oKXb//PZShoSlvZ6RaiIp9xpjGcxns6UHba/tw4o8vIXLmN/q51meAmek1yfYZwHj1EBX7jTGN5xIcHkbba6+j+fnnoQSDANhvsoX9hojMxhwDl5YWqGf+Rz4T7tparLjnHiz/zndQefnlgJx8edRwGP7jxzN+DmYSzSWswKWqCHx4DMUbN2LVjh04/7vfRdjnw8CBA2kdO2/JEoR8PkSmedFplFwSnaPVV12FFffcgyX/8R/IW7IkpWN6Fi2CZ+FCdD//fFK3N0otRMU+Y0zjuYRHR2GTAKm3F+UbL83JPgPEP09ns88AxqqHqNhvjGk8F2U0BJskwTowiHmXfRor2W+i2G+IiGKZ4i1F4d7ejKfrQ4cO4f1bbkGopweu6mos+tKXoKkqOn7zm+htQkNDCPv9aH/t9ThPIox937wNkXt+ktHzMILrVAnHbv46mjP8hYWluwtybw9cdjskSYIFwNFvbsPR276Fgkv+Ggs2bIhuvKTCVlSEms2b0fqLX0x7W0mSEO7vT+PZZ1e8c7T14YcRaGuDpigoXrcO9V/9Kj6YcPHChCQJNddcg5O7dgGaluRdjFELUbHPZJdV07AewBOfuiyj44z3Gdlmg1WSAQk4fNttOHz77XCtXIG6TZtyps8Ak8/T2e4zY3czTj1ExX6TXZoGXKVpWes3ks0Gm67fHLn9dnhWrEDtZ9lv2G+IiGKZYuCihsNAhi9MQt3d0f8OtLbi9K9+hYqNG2NemNi8Xlg9HpSuWjn5/j09KLvsMlR//vMZPQ8juPrqq3HLzbdg+fLlGR2nbdcudD/9NPrbTsOpaVABhAA4y8tg6e+HragIZZdcgkggMOm+q3bsiP73+zffjFBvLwDAmpeHhq1b0f3cc+h79dXpn4QkQR0dzejnyIZ45+jwsWPR/+59+WUUf/SjKFixApEz68l6E+tR2NiIwKlTGP7ww+SfhEFqISr2mex66qmn8OYbb+Cb27ZldJzxPjMcCiPS1QVoY6/Vwy4H8sLhnOozwOTzdNb7DGCoeoiK/Sa7Xn/tddx///34yX2ZDY/G+03YakWo5QSgAdCAUbsV7tEg+w37DRHRJKYYuMg2W0rT8KRo2qQXO5IkQZIk2OJcqE61WuEpKUFBaWl2n8ccUC0WeAoLM/5ZfEVF6LdaockygpEIXNXVqK6qjP42RLJY4Cgvj3uBubduuGHS1yxuNxq2bIFv/360P/VUck9C0yA7HBn9HNmQ1Dka55wbN7EeecuWIW/JEqxYsQIAYPF64TrnHLjPOQcnm5oSHt8ItRAV+0x22T0ewG7PWp+xyRaMahoieV6U19dH65dLfQZI4jyd6T5z5jGMUg9Rsd9klzM/D6rVkrV+I7lcCGoaFJcLZYvr4XC5ALDfTMJ+Q0RkjoGLraQEWryGL8tjF/OS5bEXFTYbtEgk7jHyL7gAIy0tUAYH4aysRNUVV6Dv9TgrtglomgZbUVG6P4IpjeeyYHUjrPn5yFu6FANvvQU1FEL+8uUo/uhHcfyee2DxeKY9lux0omHLFviPHkXbI48k/RyMksvEc9TidsNTV4ehQ4egRSIoXrcO3iVLcPLnP4d38eJpj9dy332QbLbon+v//d/R//rrU34ygFFqISr2GWMaz6WoYh6sDYtzus8AsefpXPQZwFj1EBX7jTGN5+LOy0P+Jz7OfsN+Q0Q0LVMMXDy1tZCtk3+UqssvR9WmTdE/l3zsYzj9xBMY7emZdNv8Zcuw8J//GbLTCWVgAL2vvIKOZH/bgLEpv3fhwvR+AJOKyUXTUH7JJTjn2mshyTJGe3pw6uc/h2//fpSsXz/tsYrWrIGnrg7O+fNjbq9fy43HKLlMPEcliwXVV14JZ2UlNFVFsL0dx+66C6MdHUm9MImMjMT8WVMURAKBuGvM44xSC1GxzxgT+0wsfT3mos8AxqqHqNhvjIn9Jhb7DRHR9MwxcFm4EFokAk3TYi7edfrJJ3H6yScn3b74oovgrq3FynvvxaFt2xA8fRqtDz2E1oceSvgYDVu3wlNXh+Hm5knf0zQNmqLAXVublZ/HLPS5KENDOHz77XFvp6nqpDwm6n35ZfS+/HLCxypZvx4Lrr4aaigU/W2LkXKZeI4qQ0M4+J//Gfe2ydRjosN33BHz54n1MFItRMU+Y0zsM7Em1mM2+wxgvHqIiv3GmNhvYrHfEBFNzxQDF6vXC2d1NcL9/bB6vdPevu+VV9D3yitJH18DcGT79oTfjwwPw1ldndRj55Jkc0k1j3h6X3oJvS+9FPM1I+WSyjk6E/UwUi1ENeN9RtPYZ9LAPhOL9TAH9htj4t+vWKwHEdH05Ll+AtlStWkTlAnriNmgqir6T7XGfy/1GcrICKo/+9msP7YZzFQuyTBaLqyF+Gauz2gYaDkBv8+X8DbMMDH+3YrFepjDTOWoaWP9xtfVlfA2zDEx/v2KxXoQEU3NNAOXsosvhmyzQVWUaW+rquqUAxQ9TdMw3NGB1rcPxL2PGg5DttlQumFDys85F6SSSzYZMZdUaqFpGrL1+RRGrIWoUs4wyT4jyxKCkQgGDh+JO3RhhlNjn4mVbD1SOUeTYdR6iGqm+o0kSVAsFowcb4k7dGGOU2O/iZXqeZotRq0HEdFEphm4WL1eVGzciHB//5S3C/j96PvgINQEV/WfyGKxoHLlCkBR4g5dwj4fKjZu5DpjAsnmkm1GzCXZWvS2nYbvg4MITLHtkAoj1kJUqZzPnYePIOj3J33sivo6WEpK4g5dmOHU2GdiJVOPUDCItn1vwPfBwaw9rlHrIapUzuuuY80IDA4mfezSmgWwV1bGHbowx6mx38RKph6KouDUG29igP2GiHKQaQYuAFCzeTOsBQVQpvifnN7mZgRVFZY4V/9PxGqzxR26KH4/bAUFqNm8OePnbmbJ5JJNRs5lqlqoqobW995HpK0N6sgI+ts7Mn48I9dCVMmcz0N9fVAHBmB1OFI6dryhCzNMDvtMrKnq4evqQu+Bd+CChJB/OCuPZ/R6iCqZ8zo4MgK1txeSxZLSseMNXZhjcthvYk1VD3+/D51v7odL1aAMs98QUe4x1cDF6vXi3K1boQwPQ4uzwRLw+2EJBFFatyj1Y08YuqiKAmV4GA1bt3K6Po3pcskmLRIxdC6JaqFGIjj95huwj4xABs58MkVmj2X0WogqmfPZ13ICWn4ebHZ7ysfXD12GenuZYZLYZ2IlqkfHsWMItZyAVZKgAVCz8OZFEeohqmTO655jzVCcTrjSqL1+6NLf0cEck8R+EytRPXpaWzFy5CjskgQJgJqFxxKhHkREeqYauABAYWMjqq+8EqPd3dDU2Nbe29yMiMsFp8eT1rGjQ5dwGO1vvInKTZtQ2NiYjadtelPlki2aqmK0uxvVn/ucoXOJWwtJgnZm60qClPH/AolSC1FNdT4P9fXBEg6jvK4u7eNX1NfBUlwM/8GDsK1dywyTxD4TK149LDYbIpp2ps9kYdgiUD1ENdV5HRwZgWVkJK1fJI0rrVkAW0UFgh9+CHXpMuaYJPabWHH7jdUKBRokgP2GiHKW6QYuAFB7ww2Yt3EjRru6opP2TLZb9CyyjOKqSowWFOClV/6MyCxfNE1k8XLJFi0SwWhXF+Zt3Ija66/P6rFnwsRayLKMBatWYVSSEJDGXpRIaa64iFYLUSU6nzPZbhmnRSIozPMCq1bh+Btv4fDrr2fjKecE9plYE+tRVlMDa8U8hDQVSoYX5xaxHqJKdF5nst0yTotEkOeww37RReg4dARv7v5tNp5yTmC/iTWxHkUVFfAsWghF0xDSNGRyzVwR60FEBJh04CJJEuq/8hVUX3UVRnt6oPj9GW+3AGPvGR3t6UHNP/4jPvX73wFDfuy67noOXZIUL5dsGM+l+qqrUP+Vr6Q9qJhN8Wrh6+yErKqobGyEd+l5KK2tTfm4ItZCVPEyzMZ2iz7Dyx5/HK6/2oC3/nMbhy5JYp+JNbEe4aEhjHZ2wVYxD+VrVqNgyblpHVfUeogq3nmdje0WfY6f3LULJZ/7LI7d/SMOXZLEfhMrXj0GT56CVliAyrUXwnPu4rSOK2o9iIgAkw5cgLGmv/CGG7D8zjsRCodhGRxCyTk1aR1LDYcx2t0N2W7H8jvvxMIbbkBecTGu/NlOYHCIQ5cU6HOR7XaMdnen/dGK8XIR6R/hibUYbm6GXFgAi8UCl9cLWwoXXBW9FqKamOHgkSPQvJ60tlsSZXj51i1wXfyXHLqkgH0mlr4evp4eSOEwiquqYLFY4CkoSOlYZqiHqCae173vfwDFbk9ruyVRjpd84TqUXLmJQ5cUsN/E0tdj2O+HJRBA6TnnQJIkeAsLUzqWGepBRGTagcu4wsZGnCgrR2DRIlhUFcGuLih+/6SPd55I07Sx3yB1d0Px+1H5mc+g8f77Y94z6i0q4tAlTYWNjWi8/35UfuYzUIaGspqLaAobG6Fd+Tko+YUoKinJ6VqIqrCxEe4bboCal4/isrKsZ8ihS3rYZ2Llr1yJnvwi2C+6CBG/P+frIarCxkZU/8et0NxuFJZnv99w6JIe9ptYhY2NOJVXCPWC86EFAjlfDyLKXcl/NrKgTh06DFdHF/7iJ/eivKICPXv3ou3xxxFsa4NktUINh8em5ZIEaBo0TYNss0FTFDirq1F7/fUo3bAh4ZXQx4cuj/3T9dh13fX4/E93pvSR07nM6vVi0Re/iJrNm7Oei2g++OUjKNz0d1j3lX/P+VqIat9PH4Dr45/AR2/9+oxkePnWLfg1gLf+cxvwzVtx7tq1s/fDCYx95qwXfvYAIMv45M9+Ci0YzPl6iOz5e34MtXE1Lrvr+zOS4yVfuA7PATh2948AAKs3fmqWfjKxsd+cdeC55+AMBPCJX/4CDosl5+tBRLnL9JOBF/7r+8A5NaiqrwcAVFx6KSouvRSK34+Rlhb4jx9HuL8f6ugoZIcDtqIieBcuhLu2Nukmz6FLZqxe74zkIop9v3kazpEAPvXVm2B1u3O6FqL64JVX4On34W/+564ZPZ85dElfrvcZVVXR9qunUHHZxrF/n3K8HiLrON4C1/EWrP3+d2f0vObQJX253m8AYP9PdiJvzero2xZzvR5ElLtMPRU4degw3K1t+Iu775r0PavXi/zly5G/fHlWHotDl+zIdi4ieO+BJhRetA5Otzvm67lYC1G99qMfw3X+chSUlsZ8fSYy5NAlc7n4d+uFnz0ASdNwyfVfmPS9XKyHyPZ893tQq6tQc955MV+fiRw5dMlcLv79OvDcc3ANDeFT/+erk76Xi/Ugotxm6mu4vPBf38eIbrtlpvGaLpQq/XYLiWl8u+VTW/7PrD0mr+lCqRjfbpk3vt1Cwhrfbvmr/z17/2bwmi6Uqv0/2QmrbruFiCiXmXbgMr7d8vE40/WZxKELpeK9B5rgjLPdQuJ47Uc/hhpnu2WmcehCyZpqu4XEsue738NwnO2WmcahCyVrqu0WIqJcZNqBy2xvt+hx6ELJ4HaL+OZiu0WPQxeaDrdbzGMutlv0OHShZHC7hYgolikHLnO13aLHoQtNh9st4pur7RY9Dl1oKtxuMY+52m7R49CFpsLtFiKiyUw5cJnL7RY9Dl0oEW63iG+ut1v0OHSheLjdYh5zvd2ix6ELJcLtFiKiyUw3cDHCdosehy4UD7dbxGeE7RY9Dl1oIm63mIcRtlv0OHShibjdQkQUn+kGLkbZbtHj0IX0uN0iPiNtt+hx6ELjuN1iHkbabtHj0IX0uN1CRBSfqQYuRttu0ePQhcZxu0V8Rttu0ePQhQBut5iJ0bZb9Dh0IYDbLUREUzHVwMWI2y16HLoQt1vEZ9TtFj0OXXIbt1vMw6jbLXocuhC3W4iIEjPNwMXI2y16HLrkNm63iM/I2y16HLrkLm63mIeRt1v0OHTJXdxuISKammkGLkbfbtHj0CU3cbtFfCJst+hx6JJ7uN1iHiJst+jphy5vPPPMXD8dmiXcbiEimpopBi6ibLfoceiSe7jdIj5Rtlv0OHTJLdxuMQ9Rtlv0LvnCdSj93JVo/uGPOXTJAdxuISKanikGLiJtt+hx6JI7uN0iPtG2W/Q4dMkN3G4xD9G2W/T++rprOXTJEdxuISKanvADFxG3W/Q4dMkN3G4Rn4jbLXocupgft1vMQ8TtFj0OXcyP2y1ERMkRfuAi6naLHocu5sbtFvGJvN2ix6GLeXG7xTxE3m7R49DF3LjdQkSUHKEHLqJvt+hx6GJe3G4Rn+jbLXocupgTt1vMQ/TtFj0OXcyJ2y1ERMkTeuBihu0WPQ5dzIfbLeIzy3aLHocu5sLtFvMwy3aLHocu5sPtFiKi5Ak7cDHTdosehy7mwu0W8Zlpu0WPQxfz4HaLeZhpu0WPQxfz4HYLEVFqhB24mG27RY9DF3Pgdov4zLjdosehi/i43WIeZtxu0ePQxRy43UJElBohBy5m3W7R49BFfNxuEZ9Zt1v0OHQRG7dbzMOs2y16HLqIjdstRESpE3LgYubtFj0OXcTF7RbxmX27RY9DFzFxu8U8zL7dosehi7i43UJElDrhBi65sN2ix6GLmLjdIr5c2G7R49BFPNxuMY9c2G7R49BFPNxuISJKj3ADl1zZbtHj0EUs3G4RXy5tt+hx6CIObreYRy5tt+hx6CIWbrcQEaVHqIFLrm236HHoIg5ut4gv17Zb9Dh0EQO3W8wj17Zb9Dh0EQO3W4iI0ifUwCUXt1v0OHQxPm63iC9Xt1v0OHQxNm63mEeubrfocehifNxuISJKnzADl1zebtHj0MXYuN0ivlzebtHj0MW4uN1iHrm83aLHoYtxcbuFiCgzwgxccn27RY9DF2Pidov4uN0Si0MX4+F2i3lwuyUWhy7GxO0WIqLMCDFw4XbLZBy6GA+3W8TH7ZbJOHQxFm63mAe3Wybj0MVYuN1CRJS5jAcugUAgpa+ng9st8XHoYhzcbhEft1sS49DFGLjdYh7cbkmMQxfj4HYLEVHmMhq4NDU1YcmSJdizZ0/M1/fs2YMlS5agqakpoycHcLtlOhy6GAO3W8TH7Zapcegy97jdYh7cbpkahy5zj9stRETZkfbApampCdu2bYOiKLjxxhujQ5c9e/bgxhtvw0OgmgAAGXxJREFUhKIo2LZtW8ZDF263TI9Dl7nF7RbxcbslORy6zB1ut5gHt1uSw6HL3OJ2CxFRdli+8Y1vfCPVO40PW8bfNqQoCp599lkEAgFs27YNwWAw+vU//elPKCwsxIoVK8a+5vdj6PBh9L3+OtpeeAHysWOoCIUwcuoUtHAYFrcbst0OYGy7pevRx7DhW99EXnFxln5kc7K7XKj/m0/ig0cewzvP/g7nf/oyyHLy8zR9Lsd++1ssikSgnTgRNxez09ei789/Rv++fRh8992Etfj9174O79o1OP+SS+bwWdNE+hyPPPUUVuXnY+i99+Lm+PTNX4N1cT3WXP6ZOX7WxrfkYxfhWFsrTj3QBFtDPUqrq5O+rz6T9hdegHb0KKoUJSf7DJBar3n+pz+D/+AhXP6dO1Pq7TQ79Fl++PTTOM9qRejo0bhZPvl/v46Qx40NX7hujp+18S1ctRKdoRDaHmhCoKgAVQ0NSd9Xn0nn3r0YOXAAiywW9psk+s2B556D78W9uPT734Pd6ZzjZ05EJDZJ0zQtlTsEAgEsWbIESpwtCofDgdHR0Ulft1qtePG//xt9Tz+NYFsbJIsFqqKgt7cXgWAQC+bPh6ZpkK1WaJEInNXVqNq0CX94/AloDic233tP+j9hjvH39+Oxf7oeyM/D53+6c8rfhCp+P7pffBGnn3giJpejR4+iesECeFyuuLmUXXwxrF7vLP5UMy9RLSRJAiQJ0LS4tTgZCKL5pw/i7x5/mG8nMoBEOb7zzju4YMUKSMCkHNWlS3H898/hb/7fLr6dKAW/3v4dBF78I1Z981acu3ZtwtslyqS/vx/+4WHULFiQM30GSK/XVF5xBZ67dwfmfeYyfPLGf5nrH4HOSJTlwUOHUF9XB7vdPilL90Ufw/sPP4q1P/g+306Ugud/+gB6Hn0Mi770r1hz6aUJb5coE7/fj86uLtTX1bHfJPHa5nc/fRDeZUtx5W3fnOsfgYhIeCkPXICzbxsa32SZisNqxU0LFmCVxwOr2w2LxzPW6AG0trZiaGgI5+ledGiahsjwMEb6+jB8qhULrr0Gy7/6VVP+QzhTphu6KH4/TjY1oeOZZ6AqyqRcXnvtNSw57zwU5OdH7zOeizIyAtlmQ8XGjajZvFn4XKarRTz6WvQ0N0M6/wJc2vSg8LUQ2XQ5/uEPf8All1wSk+t4jp3vvQfJ4cTyL/6rKc7p2TTV0GW6TE6fPo3+/n4sW7Yseh+z9hkgs17Tf/IkQr4BLLvpK6i99lpT1ENk02X50ssvY83q1XC5XNH7RPvNwUMAgPO//L9Mc27PlqmGLtNl0tvXh5bjx7F69erofdhvYo3XY6ijA4HOLjR86d9Q/8//bIp6EBHNpbTeUlRXV4elS5fi2WefjbvpMs4uy7hp/nysq6mBLS8Pst0e0+wHBwcRCoVQVlYW/VrPqVY4CwrQ19oKzWaDbcCHrt/9Dp66OjgrK1N9qjlpqrcX+fbvx7tbtmDwnXdgKyyMm0tbWxtKy8rgdDiiX5MkCbLdDqvHA8lmw8CBA8Lnkkwt4hmvhd/vR9g3gGK3C9179ghdC5Elk2NzczMWLVoU/dpQbx9GAwEoqopQXz9Kl56HoffeE/6cnm2J3l6UTCZDQ0MIBoMoLy+Pfs2MfQbIrNdINhv6W07AXl4G5cQJU9RDZMlkefLkSVRVVcFmswEAhgcGMDIwANnpxGhnJwobFmP44EFmmaJEby9KJpNAIACfz4eqqqro19hvYo3Xo+d4Cyz5eUB7uynqQUQ019IauABjQ5dAIIADBw4gEolM+r5NkvDpigp8uqEBUoL3m08cuEQUBYGjH2KkvRMWJYL8+kVwl5QgEgig47e/RSQQQGFj47T/aNDkocvyyy7Fifvvx7H/+R/IFgvsRUUJc4k3cNGTZBlWj0fYXDRNQ8uOHUnVYirdhw7DUlSIonPOEbYWIkslx4kDl65DhyD19iLY24eI04niBfOFPqfnkn7oYl1ch6Hdu5PKJN7ARU/0PgNkp9f0nmqF4vejYtky4eshslSynDhw6Tp2DHJ3D4Y7u6BYrShdtJBZpkk/dBkpzEfoxReTyiTewEWP/WbMYE8Pwr29KF++HPa8PKHrQURkFGkPXPbs2YNt27bFvWYLAKgAjo2MYKHXi+oE17aYOHDRVBWB9g7IEiBLwGhPH0ahwVtaCovLhf59+xDq7UXxunVs+kmIDl0efhQf3nMPtCOHYS8uhn9oCE6PJ+H9phu4jJPtduFy0VQVH/7gB2j/1a/gKCuDJc2Lwfk6O6H092PesmWQZVnIWogs1RwnDlwG29thVTVYJRlyREFfZycKKiuZY5qWfOwiHGs9ha47t2Pk/ffgqarCsN8Pi80G2WKJe5/pBi7jRM0kG71G0zT0HzkCx7xyeAoLAYhbD5GlmuXEgctgdzcs4TCssgxZVdF3uh15lZWwOBzMMg0LV61ERzCI7ju3Y+jA2/DOn49AIAgNGqxnaj7RdAOXcaL+/crWa5uug4dgyc9DwZm+LGo9iIiMJK2POkj2Gi4hVcV33nsP+3p6Ujq+JElQAUSgweEZe++oZLHAUV6Ozt270bJzZzpPOyd5i4qw7q/+Eo72dvS0t+P0O+8g1HIC4QSDslSJlkvLzp3ofOYZOObNg5TgfwSTMXSqFXJxESy6Y4hWC5FlI0cJElSMXcLKohsKM8f0XFBcBHtEwXB3DzqOHUOw+Ti6jh3LyrFFzCQb52jvqVYAQGlNTczXRayHyLLVb8YvmSc57JDlsf9pZZbpWaQqcEpAsN+HzubjGDlyFF1HjmTl2CJmko1zdLCnB7KioKyuLubrItaDiMhIUh64BAIBXH/99XGHLbY4U++QquLb776L0ThvO4pn/EXJqMWCslUr4S0qPPs9WYajrAxtjz4K3/79qT71nOTbvx89u3ejdOVK2MMKXOrYC76+trasPYYoufj270fbY4/BUV6e1luIosfp7IQciaB80aJJ3xOlFiLLSo6qBkkCIpoGW00NqpYsifk2c0zNeCbzzl8OzeWC3Tc49olQg0NZewyRMsnGOappGoIdHXDMK4/7G2WR6iGyrPSbiHqm3wBSxTzMv+CCmG8zy9SMZ1J63hKgsAC2fh8kCbAFR5HG50DEJVIm2XptM3DiJOTCAljjfLqlSPUgIjKalDuzy+XCbbfdFnP1fWDsArmfrqiAfUKzt8sybli8GI44E/ei4mLMnz8/+uexF5UaRvO8mN+4Cja7fdJ9JIsFVo8HR7Zvh+L3p/r0c4ri9+Pw9u2wejzoOnQIsiQBkCADCPX2JbxfXV0d3Cl+xLHRc9HXIpPNFiD+doue0WshsnRz1H8SDgBYLDJGVRVFF5yPoop5ce/DHJOjz6S/sxOO0VGo0CBDgg3AyFD8oUthYSEWTNjcmI4ImWSr1/SdPg1g8naLngj1EFm6WZ7b0AC77vWLBA1hVUPe0iUoS5Ans0yOPhP/wACsg0PRfiNLEnxdXXHv5/V4UDdhc2M6ImSSrX4z2Nsbd7tFT4R6EBEZUVrXcFmxYgUKCwvxpz/9CYqijH30c3U1Pn3uuVjo9eLV7m5ENA12WcZ19fX4lG6oome32eDQfxKOLMNVXY38srIp3yMq2+0I9fVBDQZRdOGFqT79nNGycycGDxyAvagII0NDUILBsevjQIIVgLWkeNJHRgOA2+2GJY3fkhg5F30tMqFpGuwuFwqqKnmOzoF0c8zLy4vJy1tZifz51Qnf7z+OOU5Pn0k4FMLwwAAsZ37LbJEkDPn9yJ83eahlm9D/k2X0TLLRazQATq8XzuJiWOP84kHP6PUQWbpZejye6CcDAkDevHnwzq+GPYnrojHLqekziSgKhvr7IasaNGms3wwP+VFQNfkTdaxWK5xpXNfE6Jlk67WNzemEo7AA9gm/TJ3I6PUgIjKitHcPN2/ejFtvvRVWqxU31dRgXW0tAODC0lJsWb4cFkmactiSSLKX4rIVFqJj925O2RNQ/H507N4NW3ExAKDy3AZUf2QtPA0NCLhdiEDDYIrX1kmGEXOZWItMSJIEZ1FhzIvpRIxYC5FlNccUbsscE5uYSX5JCRasWY3iVSuhlZUhqGlAMDvXi9IzaibZOkclALIsw57kpqFR6yGybPcbvrbJ3MRM3Hl5WLC6EaVrGiFXVCAAQE7y7eupMGom2TxHZVmGIy8vqdsatR5EREaV/ps9MTZ0efG//xur3G7Iuk2JC0tL8dBf/mXKw5ZUyDYb1HAYPXv3zthjiKz7xRehhsMxuQCAp7AA85cvw7y1F6J0BvIxYi6JapGuZK/Qb8RaiCzbOSaLOSaWKBOrzYbyhbWoXnsh5l+4JuuPa9RMst5rkrydUeshMvYb40mUicViQWnNAsy/cA2q12Z/68KombDfEBGJIaOBCwD0Pf00rHF+C6e/ZkvJ+vVY/eCDWLVjB5zTfCRfIqUbNmDVjh1Ys2sXHGc+rs7qdqPt8cfTe+Imd/qJJ+LmopcruSRTC7106tJwyy1ovP9+nPv1r8d83Wi1EBnPaeNhJrFS6TXZ7DOAMeshMp7bxsNMYrHfEBGJIaOxuOL3I9jWBntZGSSrFTXXXov8Zctg9Xgw2tmJ1kcfxeA77wAA/EeP4vC3vjXl8c657jrkLVkCx7x5aNm5E70vvRT9Xs/evejZuxdrdu2Kfs3i8SDY1gbF74fV683kRzEVfS56jnnzsOyOO9C/bx+O33svgOlzcVRUYP4//AO8ixdDkmUMNzfj5K5dGO3oAGD8XBLVYlzRunWouuIK2EtLEfb50HLffQCmrkvDLbcgf+lSvHHNNYCqAgCOfPvbKFm/HqUbNsTc1ki1EBl7jfGwz8SaqtfMdJ8BjFcPkbHfGA/7TSz2GyIicWQ0cBk+fhySxQJJkiBZLAj39uLw7bcj1NuLghUrUPelL+H9r30t6eONnDyJvldfxfy///ukbi9JEiSrFSMtLchfvjzdH8N09Lno1VxzDYaPH0/pWFa3GwNvvYWWHTugBoOovOIK1N90E97funXSbYOBwNh71Q2US6JaAED+8uWY//d/j+Yf/hDDzc2wFY59BLkjzgU+xxX/xV+k9LGLRqqFyNhrjGeu+kxodBQRRYHFajVUJonqMRt9BuA5mk3sN8YzV/1GCYUQDoVhs9sMlQn7DRGRODJ6S9FwSwtURQEAqKOjOP3kkwj19ACahoG338ZodzfcZy6mm4zuP/wBQx98ADUcTvo+ajgMf4r/2JqdPpdxRevWITIygqH330/tWM3N6Nm7F5HhYWiRCDqffRauqipYzvxGQ9M09La2AgD8Rz6M3s8oucSrxbiqTZvQ/qtfYfjYMUDTEO7vR7i/P+GxLC4Xqq64Aq2//GVKz8EotRAZe43xzGafAYDA8DAAYOjwEXS3nABgrEwS9ZrZ6jOAseohMvYb45ntfhMKBgEAAwcPo/PoEQDGyoT9hohIHBltuIR7exNeQNSanw9nRQWCbW3w1Ndn8jBTkiRpyn9MctHEXGSnE9WbNuHwnXeiLM5qaCrylixByOdDxO9HYGgI/R8chPXMY8kS4OvqAgCog4M49tJLaLdO/bG7M23kjy8hMDiI4MTzVJbhrq2F9PrrWP6970G22eB7802ceuihhMeqvuoqdD//PMIDAyk9B56jmWOvMZ7Z6jPhUAgd774Hx5lPH5EAKIEAfF1dhukzQIJec6bPhP/4Ryz77ndhsdtnrM8APEezhf3GeGar30QUBafffReO8NgwQ5YALRRmv4mD5ygRUXIyGrio4TAQ50WJZLFg0b/+K3pffhnB9vYZfVECSYI6mv2PHRXZxFyqr7wSPXv3ItzXl9FxbUVFqNm8Ga2/+AUAQFYicMgyoI19X5Yk+M/85lkKh+F7YS+CB49k9JiZcna0w9HbA63fF/v18nLINhuK167F4dtugxaJoP6mm1B1+eUIdnZOOo574UJ4Fy/GyV27YE/1Ixh5jmaMvcZ4ZqvPKIEA3KoafSwJEuSREfhbThimzwDxe814nyn9yEdwYMsWOD2emeszAM/RLGG/MZ7Z6jehQADucATjn9kjQYI1FGK/iYfnKBFRUjIauMg2G6BpsV+UJCy88UZokQhONjUlvO+qHTui//3+zTcj1Nub3pPQNMgOR3r3NSl9Lq6aGuQvW4YP4lxlPp5EuVjz8tCwdSu6n3sOfa++CgCwFxZAKSlGpLsHAKBqGuaf+UjG0a4uzL/6apyzeXPWfq50nHjgAbQ+9FD0kwbGWc5c2b9H95udjt/+duyFye9/H3sQScI511yDkz//efRicinhOZox9hrjma0+4yoogFJfB19z85l7aJCKizB/8WLD9Bkgfq8Z7zO+V16BVdOg+P0z12cAnqNZwn5jPLPWb/LyoJ13Lno/PAYA0KAh4nFj/vLl7DcT8RwlIkpKRgMXW0kJtAkvSmqvvx7W/Hwc/d73oJ1ZAY/nrRtuyOShozRNg62oKCvHMgt9LnnnnQd7WRkuuOsuAGNruJIsw1ldja6J/wAjfi4WtxsNW7bAt38/2p96Kvp1SZIwb9EiqLULAQCjFgs8Z75nlFzinaMAEBkZGXvRFed7E1lcLrgXLkTdv/3b2BfOXFxuxQ9+gGN33w3/kal/22WUWoiMvcZ4ZqvPAEBeURHyVq8GAAStFjh115AySibxztHZ7DOAseohMvYb45nNfuPOy4N71UoAQNBqhZ39Ji4j1YOIyMgyGrh4amshW88eoubaa+GsqsKRO++ElsLF4cZJFgsgy9FPBpBsNmiKMuU/HrLNBu/ChWk9f7PS59LzwgvR39wAQMXGjbCXluLkAw+gYOXKaY8lO51o2LIF/qNH0fbII/FvI4+t3lYuW4rRM9dwMUouE89RvZ4//hHln/wkBt59F5qiYN7f/i18b7896XaRkREc+PKXo3+2Fxdj6bZt+ODWW6EMDk77HIxSC5Gx1xjPbPeZcZVLjddngMS9Zrb6DGCseoiM/cZ45q7fnMd+k4CR6kFEZGSZDVwWLoQWiUDTNDhKS1F+ySVQQyGs+OEPo7c58bOfJX28hq1bkXfeeQAAb0MDar/wBRy+/XYMHToU9/aapkFTlJQ+LSAX6HNRQyGooVD0e2owCC0chjI0lNSxitasgaeuDs7581Gyfn3061OtShspF30tJl4Esf3Xv4Y1Lw/Lv/MdaOEw+l5/He1PPYXidesmHUfRXVBOto1dMC88MDDtKq6RaiEy9hrjYZ+JlajXzEafAYxXD5Gx3xgP+00s9hsiInFkNHCxer1wVlcj3N+PkCThjc9/Pu7tii+6CO7aWqy8914c2rYNwdOn497u8B13JHyskvXrseDqq6GGQtE1ysjwMJzV1bDqPsqPYnOZWJvTTz4Z/W9NVafNpffll9H78ssJH8vouUxVCy0SwckHH8TJBx+M/fo0dQn19Ew61xu2boWnrg7D0etMjDFSLUTGXmM87DOxEtVjNvoMYLx6iIz9xnjYb2Kx3xARiUPS4l3gIgXtTz+NY3ffDeeEi5LOhmBXF+q//GVUXHrprD+20TGXs1gLc2COxsNMYrEe5sEsjYeZxGI9iIjEIGd6gLKLL4Zss0FVlGw8n6Sp4fDYx99t2DCrjysK5nIWa2EOzNF4mEks1sM8mKXxMJNYrAcRkRgyHrhYvV5UbNyIcH9/Np5P0sI+Hyo2buQ6YwLM5SzWwhyYo/Ewk1ish3kwS+NhJrFYDyIiMWQ8cAGAms2bYS0ogOL3Z+Nw01L8ftgKClCzefOsPJ6omMtZrIU5MEfjYSaxWA/zYJbGw0xisR5ERMaXlYGL1evFuVu3QhkehhaJZOOQCWmRCJThYTRs3crp+jSYy1mshTkwR+NhJrFYD/NglsbDTGKxHkRExmf5xje+8Y1sHMhZWYlIIID+fftgcbsnfQRvNmiqitHublRfdRUqL7ss68c3I+ZyFmthDszReJhJLNbDPJil8TCTWKwHEZGxZW3gAgCFjY0I9fZi4O23YXG5IMlZWaABMDZZH+3uxryNG7Hoi1+ckX9QzIq5nMVamANzNB5mEov1MA9maTzMJBbrQURkXFkduEiShOJ166COjqL/jTcAALLdnvFxFb8f4YEBVF91FZt9GpjLWayFOTBH42EmsVgP82CWxsNMYrEeRETGJWmaps3EgX379+PI9u0IDwzAVlQE2WpN+RhqOIywzwdbQQEatm5FYWPjDDzT3MJczmItzIE5Gg8zicV6mAezNB5mEov1ICIylhkbuABjk/GTTU3o2L0bajgMq9sNi8cz5YRc0zREhoehBAKQrVZUbNw4dhV2XqAra5jLWayFOTBH42EmsVgP82CWxsNMYrEeRETGMaMDl3GK34+evXvR9vjjCLa1QbJaoYbDY41fkgBNg6ZpkG02aIoCZ3U1qj/7WZRu2MBGP4OYy1mshTkwR+NhJrFYD/NglsbDTGKxHkREc29WBi56it+PkZYW+I8fR7i/H+roKGSHA7aiIngXLoS7tpZNfg4wl7NYC3NgjsbDTGKxHubBLI2HmcRiPYiI5sasD1yIiIiIiIiIiMwue58bR0REREREREREADhwISIiIiIiIiLKOg5ciIiIiIiIiIiyjAMXIiIiIiIiIqIs48CFiIiIiIiIiCjLOHAhIiIiIiIiIsoyDlyIiIiIiIiIiLKMAxciIiIiIiIioizjwIWIiIiIiIiIKMs4cCEiIiIiIiIiyrL/D/Gk5E5Ep4KSAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Run methods\n", "run_main.run_indp_sample(layers)\n", "run_main.run_jc_sample(layers, judge_types, auction_type, valuation_type)\n", "run_main.run_game_sample(layers, judge_types, auction_type, valuation_type)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Aggregating Results\n", "[####################] 100.0%\n", "Ref area calculation\n", "[####################] 100.0%\n", "Lambda calculation\n", "[####################] 100.0%\n", "Resource allocation\n", "[####################] 100.0%\n", "Allocation Gap\n", "[####################] 100.0%" ] } ], "source": [ "# Read results\n", "COMBS = []\n", "OPTIMAL_COMBS = [[0, 0, len(layers), len(layers), 'indp_sample_12Node', 'nan',\n", " 'nan', 'nan', '']]\n", "for jt, rst, vt in itertools.product(judge_types, auction_type, valuation_type):\n", " if rst == 'UNIFORM':\n", " COMBS.append([0, 0, len(layers), len(layers), 'jc_sample_12Node', jt, rst, 'nan', 'real'])\n", " COMBS.append([0, 0, len(layers), len(layers), 'ng_sample_12Node', jt, rst, 'nan', ''])\n", " else:\n", " COMBS.append([0, 0, len(layers), len(layers), 'jc_sample_12Node', jt, rst, vt, 'real'])\n", " COMBS.append([0, 0, len(layers), len(layers), 'ng_sample_12Node', jt, rst, vt, ''])\n", "BASE_DF, objs = dindputils.read_results(COMBS, OPTIMAL_COMBS, ['Total'],\n", " root_result_dir='../results/', deaggregate=True)\n", "LAMBDA_DF = dindputils.relative_performance(BASE_DF, COMBS, OPTIMAL_COMBS,\n", " ref_method='indp_sample_12Node', cost_type='Total')\n", "RES_ALLOC_DF, ALLOC_GAP_DF = dindputils.read_resourcec_allocation(BASE_DF, COMBS, OPTIMAL_COMBS,\n", " objs, root_result_dir='../results/',\n", " ref_method='indp_sample_12Node')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot results\n", "plots.plot_performance_curves(BASE_DF, cost_type='Total', ci=None,\n", " deaggregate=True, plot_resilience=True)\n", "plots.plot_relative_performance(LAMBDA_DF, lambda_type='U')\n", "plots.plot_auction_allocation(RES_ALLOC_DF, ci=None)\n", "plots.plot_relative_allocation(ALLOC_GAP_DF, distance_type='gap')" ] } ], "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": "3.8.5" } }, "nbformat": 4, "nbformat_minor": 4 }