{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "There's a great 3D terrain tutorial at [Robot frog](http://www.stuffwithstuff.com/robot-frog/3d/hills/index.html). I've always wanted to implement 3D terrain, so let's follow the steps along." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# What's a terrain? " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll represent our 3D terrain using 2D numpy arrays. So let's write a function that does just that:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "\n", "def create_terrain(n_x, n_y):\n", " \"Creates coordinates for a n_x times n_y grid for a terrain.\"\n", " Y, X = np.meshgrid(np.arange(n_x),\n", " np.arange(n_y))\n", " Z = np.zeros_like(X, dtype=np.float)\n", " return (X, Y, Z)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "n_x, n_y = 255, 254\n", "terrain = create_terrain(55, 54)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's now produce a function that displays a terrain:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "# This is the 3D plotting toolkit\n", "from mpl_toolkits.mplot3d import Axes3D\n", "\n", "def plot_terrain(terrain):\n", " \"Plots a terrain in 3D.\"\n", " X, Y, Z = terrain\n", " ax = plt.axes(projection='3d')\n", " #ax.plot_surface(X, Y, Z)\n", " ax.plot_wireframe(X, Y, Z)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "plot_terrain(terrain)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# The hill algorithm " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's now apply the hill algorithm. It's simple:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "def add_hill(terrain):\n", " \"Adds an hill to an existing terrain.\"\n", " X, Y, Z = terrain\n", " center = (np.random.randint(X.shape[0]),\n", " np.random.randint(X.shape[1]))\n", " x, y = X[center], Y[center]\n", " r = np.random.rand() * max(X.shape) / 5.\n", " height = r**2 - (X - x)**2 - (Y - y)**2\n", " new_Z = Z + height * (height >= 0)\n", " return (X, Y, new_Z)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "terrain = create_terrain(50, 60)\n", "plot_terrain(add_hill(terrain))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now apply this algorithm several times in a row:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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rfDAYpLW1lZycnIyjw4VIqotPyWqolVZ7JaKOjQYnl+ZZLJZ5r3teSE0hySLqp59+mgceeICcnBzOnj3LM888wxNPPDHFVsBsNvPqq6+SlZVFOBzm6quv5l3vehcA3/jGN7j11lvjnv/iiy/S1NREU1MThw8f5u677+bw4cOMjIzw0EMPcfToUQRBoK6ujj179sR1m6bCW1qQZ2rmmPzcdAVacahqbW3FarWSl5dHbW1txmIMMwuysjjo8XiSTgOZjSB/7cUL8uvQgbKLUFTigj+LFpcXgJJsE/3uEC+fG2LUFyLflrgVurGxkZycHILBoBodQmLRWUzpjdlWWSg10TabLe5xZeyW1+tlbGyMnp4eAoEAgUCAaDRKbm6uKk6Z1lCnwuUS5HSOaTabkSSJd73rXVx33XVJn6f4doOcFgmHw9Oet3379nH77bcjCAK7du3C6XTS29vLgQMHuPHGG9Uu0htvvJH9+/fzwQ9+MOXXDG9RQVZK15R22plqiBURTHW1XJIk1fAnJyeHzZs3Y7PZOHv27JxUSCQSU6/XS0tLCz6fb8bFwUwFedAdpGVIFs0rC+HIoPz4mmI7Pzost1KvyLdiNeroc8tjfL62v5lv3LJhyr6UiRH5+flxHhyxjRuxoqNEQopIZ2VlLVirzktV9qbT6cjKylIFROHkyZOUlpYSDocZHR2Nq6GeXJo3F+csVXP6uSSd608h1RxyNBqlrq6O5uZmPvWpT7Fz506++93vcv/99/Ov//qv3HDDDTzyyCOYzWa6u7tZsWKFum1FRQXd3d1JH0+Xt5QgZ9rMYTAYUuoSEkWR3t5e2tvbyc/P58orr8Risai/1+v1U6b4psvkidGxVRo1NTUUFham5GuQiSB/9bkzAKwr1NPtlwCR6mU2wqKE3aTHH45ydU0Bv2nsoTjLxKAnxB8vDuMLRbGZpkY3iXLI0zVuxOZa29vb46w6J+enLyfzXYcsSRI5OTlTxDYSicT5UCvnTKmhjj1n6dhTzvciImTmY+FyuVJKGej1ek6cOIHT6eR973sfp0+f5uGHH6akpIRQKMQnP/lJvv71r/OlL30p4ZpHsrWQTD4DbwlBnm0zhyLIyYhGo3R3d9PZ2UlRURHbt29PGIkYDIY5MxhS5uOFQiFqampSrtKA9AXZ7XZzsamJP1wcAeCRW7dxyw8aMOkFbr2yjP/zSjPZZj2iJKcvglGJ3VV57Ds1QDgq8fzpfv5u29SKjnQW9ZJ5KifLTyvVC4rozPfi4UJoDDEYDAntTWNrqPv7+/F6vWoNdaxIJ7u5LaQc8nSkKsgKeXl5XHfddezfv5/Pf/7zgJz6+NjHPsY3v/lNQI58Ozs71W26urooKyujoqKCAwcOxD0+XaokGUtakOfCEB6SC3IkEqGrq4uuri5KS0vjTNoTMRdNHW63G5/Px/nz51UhTpdUxcLtdtPc3Ew0GqVHKCQijmA26GjsHEOUoCzHTEW+vEjiDkZZkW/lL83DAGRZJi7Y/27oSSjIc0Eyq87Y6oWhoSF8Ph8NDQ3zkp+e76qHdMvQEtVQK4vaykJishpqZfFrIXghz4TX6006pEFhcHBQPR9+v58//OEPfOELX6C3t5fS0lIkSeLZZ59l06ZNAOzZs4dHH32UvXv3cvjwYXJzcyktLeWmm27iX/7lXxgdHQXg5Zdf5uGHH077fS5JQZYkCY/HQzAYxG63z7piYnKqQXFC6+3tpby8nF27dqV0956NICt1y4pRe319fUb7SQUl+g6Hw9TW1pKfn89Hn5Kd0grtRh56QV7YaxsN8JlfngJAJ8Bt28r41h8dAPx3Qy92kx5vKIpjyIdj0EtNUfzFcanK3hJVLzQ0NFBXVzcv+enLkbKY7fEEQcBkMlFQUDDF3jQYDKoRdWdnJ06nU53ZGBtNX8oqmUgkMmWRczqUz9VMr6e3t5c77rhDXU+67bbbuPnmm7n++usZHBxEkiS2bt3K9773PQDe/e5388ILL1BbW4vNZuOJJ54AoKCggAceeEC9Lr/0pS9lFCwtKUGObeZwOp2Mjo6ydu3aWe9XSTXEGvCsWLEibUtKvV5PMBhM69gulwuHw4EkSWrd8htvvJHuW0gJj8dDc3Mz4XA4Lvoe8YY43CLf+XtcQQTAbhL46rurufdZBxIgAL883oMAWIw6zAYdY4GJm9iLZwf59F/NjyAnY77y0/MtyHDpUiSCIGCxWLBYLGoNdVtbGxaLhdzcXDWiVr6FAHE+1HNlb5pJyiKVQOyKK66gsbFxyuOvvvpq0n0+9thjCX935513cuedd6b1GiezJAQ5UTPHXBrCA3R2duJwOGblhJZOhOx0OnE4HAiCEDcxWmEuL3qPxzMlHx3Ly2cHiM04G/UCuyus/P7MMFkWA3+9vohfN/bSNernvVtKePZkH4GwyDW1+fypWRbyXzX28um/qpxy7IXQGDJTftrj8Uybn54cGV4OQZ5PFLtP5VtIUVFR3O9ifaj7+voIBAIAU1zz0kkXpZuymO+00VyxqAVZaUlNVENsNBpTnoqRDKW5YmhoiPz8fOrq6mad+phJkEdHR3E4HOj1elavXp2wZllZlJttHk8R4mAwqFZoJOKJN9rjfg5FJdYXmXmsYZTbd65kzXI7v27sRQJWFlgx6gXCUYk3WkYRAAkY9oY53uFi28qJG8t8f61Pl3Ty0zBRP63UBs+18f1CYTpxnM6jQnHNc7lcU9JFk0vzJp+3dCPksbGxKc59i4FFLcixbc2T/4AzVUZMh1LT6/V6VZ8Jn883Z14WiRgZGcHhcGA0Glm7du20H6bZCrLX68Xv93PmzBlqa2unrdDwBCO0jbu5KeIK8OQJJ1ER3ndlGd96pQmA0hwzjx1oI6pMAhbhyopsGrvcAHz3L+388ENXqPtejK3T03XXKfnpSCRCe3s7zc3NU/yUF3L9dKpkssCWrIZaSRd5vd6ENdTKeVMsT1PF6XQuOh8LWOSCDMlLuDKJkGNLyaqrq9Wa3sHBwTlJf0y+SSgt1Q6HA7PZzLp161K6qyvCnu5oc6/Xi8PhwO/3YzQa2bFjx4w3mW++fHHi9QI2ow5fWCQQkYX0vw918KemYQrtRqKSRFSS2Fhi40yfD7NB4L2bi1VBPtbhjPs6P5+CfKkj1dhIr7+/n7Vr12I2m6fNT8eKtM1mu+z106kyl40hydJFsTXUg4ODjI2NceLEiYSleYmug8VoLARLQJCTkU6trdPppKWlBVEU1Yg4ltlE27EoQipJEsPDwzgcDqxWKxs2bJgSOUxHunXEPp8Ph8OBz+dTUxMHDx5MadvfnOiL+zkUlbAYdQTDItUFZn4xvpC3qSyH15qGKc3Scb7fR6FVz7A/Sk/XRM1mOAoHTrezs6Z4yX6dh/gccir56Z6enpTz0wuB+WgMmVxD7XK52L59O5FIRF1IjK2hNplMqkAro7kWmxcyLGFBnuliV8p2lHxtooUzhbkSZJ1Oh9/v58iRI9hsNjZt2jRjnWQi0jEYUoS4urqaZcuWTTEYmu7C8gTCBCOy8NtNenKtRnpcAdaVZHG6x83t2wp55DV5Aa97yAnAvW+v4n8/50DQ6RCI8iuHiNkgEIpISMBvTg6yDDd+v59gMEggEKCgoGDJfJ2H1BaUMs1PT66fvhwpn8vRGAITi/X5+flTzltsg9DTTz/Nc889h9PppK2tjY0bN/KZz3yG0tLSuP0lc3prbW1l7969jIyMsG3bNn7yk59gMpkIBoPcfvvtHDt2jMLCQn7xi19QWVkJwMMPP8zjjz+OXq/nP//zP7npppsyeo+LXpAzMfwZGhqipaUFi8WSUppgti3PismQw+EgEAiwa9eutGoqJzNThBxrMFRTUxMnxJP3Md2F9blfnVL/HYyKFNpN9LgCLM82cxo33c4AgbCI3QitTvkGMRrSYTToGPLK6aIRX/x5OzEQZvNmuVbzwoUL6rlP9HVe+c9msy2q6cGZiuR0+WnFVCh2QUzJT4dCIbUmeD5uaJdLkJMRa29aUFDAl7/8ZWpqavB6vdx2222cPn16issbJHd6+/d//3fuvfde9u7dyz/8wz/w+OOPc/fdd/P444+Tn59Pc3MzTz/9NF/4whf4xS9+wdmzZ3n66ac5c+YMPT09vOMd7+DixYsZnaNFL8gzoXQxSZLEwMAALS0tZGdnpxWdZtryHHvMnJwctmzZwokTJ2YlxpA8Qvb7/TgcDtXpbTYGQ6Io8afmEfXnSFQiIsreFWN+WWwPNI+i18Enrqnm26+2APDIS02Y9Mlvkk5/hKgoodfJXZNWq3VKe6ti5u7xeOjs7MTn8yGKYlyUqIxIWqhpj7l8XbELYsuXL1cfj0QijI2N4XQ6GRoaoq2tbV7y05djZFS6Nzmn08ny5ctZuXIlK1euTPicZE5vr776Kj/72c8AuOOOO3jwwQe5++672bdvHw8++CAAt956K5/+9KeRJIl9+/axd+9ezGYzVVVV1NbWcuTIEXbv3p32e130gjzdB99oNBIKhRgZGaGtrY28vDy2bt2a8G45HemmLCRJor+/n9bWVnJzczM65nTodLo4Qfb7/bS0tDA2NkZNTc2MY6CUfUwnyPve7EWcdA30uAJsW27kcJeLLJNApwfqV+Vj0E0cSwKC0YkNYyszFF4+N8i7NhaTjGQdY0qU6Ha76e3tVaPEyV126S52zjXzVYdsMBjIysrCarWyevVq9fH5yE/Pd2t4utHm2NgYa9asmfF5k53elOYr5QYW69oW6+im5LiHh4fp7u5m165d6j4zdXqDJSDIyRBFkVAoRENDA8XFxdTV1cXZPKbDZIe1ZCi2m62trQnd3uYKvV6vmpg7HA5ViBN5HydjJkH+xstyKZsA6HUCeiRc/girluXzP21+1hWZOD8Y5NraQt5oGWGZ3ciQN4zZIPDJq6v4zgE5Yk501v752fNcUZ6dVg5UEAR10SZ2aoSyGu/xeOKGjSr+C0pkOZ+51vlsDEkUrc5VfnqhkKn1ZiZOb+fOnZvyHOVcXGqnN1gCgjz5jUejUdXwB2D9+vVx+bhLgSiKqv9xQUEB27ZtuyRCHHu8jo4OdR5fOkKsMJ0gH2sfZXg8B2wzCgQiEjq9AKLEmUH58QKbEQhSkW/leKeLoiwTw94wkajE2d4xVaCT8c7HGrhtQxb/eG16ExUmk8jRLHaGXexopMnmQllZWZfEyP1yC3IiMslPxzZrzFd+OhHpmtND+mVvitPboUOHcDqdaiOK4uYGE05vFRUVRCIRXC4XBQUFSR3gMmHRC7JCJBKho6ODnp4eysrK2LlzJ83NzZf0woj1Py4sLJxVFJ4KgUCAlpYWBgYGKCoqykiIFaYT5H97caL22Bsev/sLcvKhoV2uphj2yimciwMefKEofWMBKvItdI4GeK1piL/ZvJxnT/YnjJAVfnnWQ5OzlR9/LHGHYKYkmmGnmAvFdot1d3cTDAbj/IEV8ZltznWhCXIypstPK+dqcn46EAjQ09OjnqtLvcB3qaw3kzm9vf3tb+dXv/oVe/fu5amnnuK9730vIDu9PfXUU+zevZtf/epXXH/99QiCwJ49e/jQhz7EZz/7WXp6emhqamLHjh0ZvddFL8jhcJjm5mb6+/spLy+PM/wxGo1zUq6moEQ+oijS09NDe3v7tP7HiVC2T+ciip0YXV1dTXZ29qx79RMJciQSobmljTO97inP31iWw5g/TKHdxPFOFxeGAgjAkTbZqyIYkfjr9cU8/kYHERFeOjeUUIyVxpIcs56xYJTGHh9fe6mJf7lpdYJnzy3JusUUf+DpPCuUXO1CrAm+FOJvMBgS1k8HAgEaGxtVD3Cfz3fJ66czEeSxsbEZ65CTOb1t2LCBvXv38sUvfpErr7ySu+66C4C77rqLj3zkI2p369NPPw3Axo0bue2229iwYQMGg4HHHnss45vUohdkkMtXEhn+GAyGWftZKOj1esLhMP39/XR0dFBcXEx9fX3aX+OUColUPqzBYJCWlhZGR0fVidGCINDT0zMnk0cUQY5Go3R2dtLV1cXB0amVJ3lWA50jfnZW5XO800X9qjz+4pArMJoGvFjHG0Xy7ROLaf5wlHybgdFJZW+iJB/THxEpsAiMBiR+frSXlQVfHP/6AAAgAElEQVQ2PlxfPqv3lCnJ/IFjc66Dg4PqoNHJ0XQi74X5QpKkeS1BMxgMmM3muHFFlzo/nUmZndvtnnF2ZTKnt+rqao4cOTLlcYvFwjPPPJNwX/fffz/3339/Wq8xEYtekE0mU9yHI5a5EmRRFAmHwxw+fDglI/rpSKXtWZnGPDIyEifEk/cxG3Q6nZrm6ezspLS0lF27dvHI9yY+iHqdQFSU2Fyew5+bR6heZuN3b/axqVSuHRaAUV8Yi0EAAb75ikPdVpLgnRuK+flRuZPPbNARiIgojpzhqMTbauw8d1EejPp/XnZQtyKH9SULwxAmWc41Go2qX+VHRkbo6OggFArFWXUq8xrnQyij0ei83gwSva9LnZ/OJEKe7xvVXLHoBXmmsjflTp0JkxcIN2/ePOv++OnENFaIKysrWbt2bcL3N5up0SBfKMrX8/Lycnbu3InBYEAUJRyDE+dLWT1+s3sMAKNBjuqDERGLQceW5UYOdwcJRCRWF9v5+FWr+MJvz6rbK37IEvCuDUX89s3+uNfx3EUvOkAcf86HnzzBwf91FSb9wkoLxKLX68nOzp7STBRbahYOh2lsbEQURaxWa1w0Pdct45IkzWsaJZ0bzXT56VifimT100p+Ol1BXmyGVbEsekGejkxbnpWv8N3d3ZSWlrJz507Onz8/JxdSIkEOhUK0trYyPDw8rRBPt49UkCSJ3t5e2traMBgMVFdXx327eO3iUJzvsVKH7PLL53DEK0+SHnAHWVts5coSA4e7ZcP9f7qumt+9Ge978fzpAfXfsSOdYvno9mW82uKlc9RPKCrx0PMX+bc969J+b5eb2FKzvr4+tm/fjiRJqgOc4q/g9/vjJpTMtoJhvps05uJ4yWb9KZUxXq+X7u5uvF4voigiiiJ2u10V+Jly+bGT5BcbS0KQk9UCpuv4FolEVCGOjRxh7g2GIF6IV61axerVq1P6sKcbISuNKi0tLRQUFLB9+3Z6enqmHOvXJ3riflaaOlYVWGkf8XO+1031MhtNg15uvaKIqORXn9s+4uN/Lg7GbW8zCvjCEtkm+PP53imvK9+i45k3R3jo5rV89jfnMOoEfn9qgE9ctZLKwtl1My4EBEHAZrNhs9niaqdjHeBia6dNJtOUCHGmz8N8C/KlTMUkawi6cOECZrMZv9+fUn7a4/EsSi9kWCKCnIxURVTJpSpf4RONZppLQQ4EAly8eJHBwUEqKytTFuLYfaQSIcd6aOTm5sbVRycS9ePjJW3q9oDNpEc/3on3ZrebulW5tAz5WF9ip7HFA8jC/fifW4iKqCmIdcvttI/4AQlJ0NM2Fp1SmxyOiHgjsL/RQV2phdMDASTgc78+y68/uT3l87HYSOQAF1s7rcyu83rl/PrktEfswthSEuREKO+zsLAw7nwly0+/9tprNDY24vP5OHDgAJs2bUrYh9DZ2cntt99OX18fOp2OT37yk9xzzz08+OCD/PCHP1SnoHzta1/j3e9+N5DcQGj//v3cc889RKNRPv7xj3Pfffdl/H6XhCAni5BnElFlWGlfXx8VFRXs2rUr6YdtLhbSQqEQTqeTvr4+ampqMh4FNVOErNh7Njc3k5WVlbB1e3L7tTsQYdg39duELxSlZciHQSfgDkawGuXzs6Eki2ePdyIARj04gxImvYBRr8MbirKrMo/z/XIFhicoHyfXFi/I3gi8a00OLzW7eejGco691IXNIHBx0McT+w+xa1Uu2dnZC6Yl+lKSqHYa4o3vJy+MKaY4ZrM5o4WvTLgcxkKJjpksP71mzRqee+45fvrTn/Lss8/yla98hX/+53+e4r5mMBj41re+xbZt23C73dTV1XHjjTcCcO+99/L5z38+7vnJDIQAPvWpT/HKK69QUVFBfX09e/bsYcOGDRm91yUhyMlIJsjhcJj29nb6+/vVYaUzCeNsIuRwOExbWxsDAwPY7XbKy8upqKjIaF8w8+SR5uZmLBYLmzdvTmqgpNPp4tI5B1uGEz7vHeuW8YfzQ0TGE8q+UBSbUYenr5UuV1gdcAoQESX0Ovl5uVb5o5VvNeIPBzHqBPyh+NcsAdvLbbza4uGPrX6WZ5vod8t56p9ehFt2l6kLP7Et0ZOd4BZjrjBVYo3vEy2MdXR04Ha7OXnyJNFoVD0/scZCcxlBXw5BTudmk5eXx6pVq9i6dSvf/va3kz6vtLRUtePMzs5m/fr10/pPJDMQAqitraW6uhqAvXv3sm/fvre2ICe7ICc/Hjs1Ot1hpQaDQa1DTZVYIVaO193dPasKCUgcITudTpqamjAajSkZ3k/ex3On4hfkrEYd/rBIZYGcy1XyyCc7R6jI0lFeXsFQQO77Hw+AESXwh+V9djvlxT5lnFNYlBhwT5243dDl4YZ1y3j+9AAWw8TfYsAdYn+zhw/UTdQmKyPplZbowcFBfD7flEWypR5NQ/zCmMlkoqSkZMr5UVrGYWLAqPJfprXT850igfTL3tJtm25ra6OxsZGdO3fy+uuv8+ijj/LjH/+Y7du3861vfYv8/PxpDYRiF8YrKio4fPhwyseezJIQ5JlQFs+GhoZYtWpVRqmCdCLk2Ah8svDr9XqCwanClA6xEfLY2BhNTU0IgsDatWtnLIZXmCzIf46x2gTIMhvwh0Nqt12FXaR9BJwBib/euByfYCXG1I0ci0Etc9MJ0Dwo5z+VFIVBJ6hRdixHunzo9XJU/PY1hbiDEY53uvCFRJ442BUnyLEj6SfXBiczGFIESOnGWmiddrMltsko2fmJHTAaO7dOcYuLXRibSfgyMfqZLen+3dIRZI/Hw/vf/36+/e1vk5OTw913380DDzyAIAg88MADfO5zn+NHP/pRUgOhRMHVbL6xLWlBViZSNDQ0ZLR4FksqgqwMt+zr60uaCpmrpg6l1jUajbJ69eq0x9XEfpjcgQi+SekE5efugWEMAvhFPSa9QCgqMRaI0OkMxD3fG7N9SY6FHleQkmwTfeMpiOplVi4OTK0JH/aLQIgb1hbyhwtDPPLedfzFMUq+zUi3K8ixDid1K6e/uJItksVGi6FQiGPHjqmVD5OjxblivmtgU6lDnq5lXFlE7O3txePxIIoiFosl7vzE1k4raZH5Jh2Rc7lcSSeoxxIOh3n/+9/P3//933PLLbcAxKWFPvGJT3DzzTcDTGsgNFfGQrBEBHnyHyvW+0EZ5jnbr7DTCWkqQpzKflLB6/XS3NxMIBBg06ZNKVkMJiI2Qv5NY8+U33tDUXSAOyywqtBGv1eeGNI7FuRI6yhXlMi56bIcMz1jQYx6uasPICKKDHtDvHNDEX+4MEwwItIxPCHGRVlGBj0T+ettFTnce301r14Y5mK/h9XFdjxB+ff//sdW/vtjV6b9/iZHiwMDA9TX18d12sVOKVFKzmJz04shmp5N1J9sHFIgEFBvZAMDA3FpoUAgoFaEzJf7W7o3ObfbreZ0p9vnXXfdxfr16/nsZz+rPt7b26vmln/729+yadMmgKQGQpIk0dTURGtrK+Xl5Tz99NOquX0mLAlBVlDc0JxOp9py3NjYSCQSmbUgJ4qQY4W4oqIipVRIpoIcOx+vtrYWr9ebsRhDvMfzM8fiFzP0QBTItxsZ8EusKLDxp6Yhaovs9I4FGfGFeW08xVFTZKdnLAiShM2kwxcSGRiPijeX5TDqi/BG6yiB6ISx0MQyoEyXK8DKfAvX1hbwzIk+7r56Ff/2UjM2k443e9z88lgPpbkWrq7Jn/UCXqJOu2R2ncCU3PRMIjSf1psw9znd2DZopfQLJtJCymiwM2fOzMu4rUy+caSSsnj99df5yU9+wubNm9m6dSsgl7j9/Oc/58SJEwiCQGVlJd///veB6Q2EHn30UW666Sai0Sh33nknGzduTPs1KywJQQ6FQpw/fx6Xy0VVVRXr169XL4q5qh+O3U9s3fJM5XLT7ScVFBN6t9uddD5eJsRGyK3D8amE8nwrHaN+ynItXBzwsqU8F1EC0/iiW77NyMlu2RFu1B9WFwANOliebWbUFyIUlXj+zAA3rF3GG62yI9xVNfm8cn6YIU8o7ngD7hCH25x8cHsZrz19GpNBwKQXCI8PWP3K/mb1uF9612resS59f+vpztl0JWdKbjrVaHqxC3IylLSQxWKhrKxMTQ/F3si6urrU7rq5GreVybSQVAT56quvTij2Ss1xIpIZCL373e+edrt0WBKCLIoihYWFcUKskG63XjIUo6LW1lZ6enooLy9PS4gVUo2QFac3p9OZsQn9dCh1yOdbO+MW23QCFNpNdIz6Kc42c6rHjdUkv0dvMIpRJ1BTZONouwuA5gEveTa5tC0iStStyuWF8ZbpUz1uci0TH7G/3VLKK+enltfpBfjJkW6+c9tGVuRZ+PLzTQlf86gvzL2/Pssn3raCf7qu8pILn06nS+hboeSmvV4v7e3tcZUMNpuNSCRCMBicl1zr5W4MudTjti6VF/JCZUkI8nRDHOciQo5Go3R0dODxeBAEISMhVphJkGPbqRM5vc0FkiSpgzH/0jSxOGfUQVgEo0E+Xva4mCozS/vGAizLNuMJTJzPQETEZpw4FzdtWK4K8vu2LOe3JycMha6uzsOkFxAliUjM4rQE/Kl5hK7RAOtKsuh0BriiPJs3uyd8mXesyuVIuwsB+OEbnfS5g3ztMnleJIumfT4fLpeLSCTCuXPnVBe42Gg6lXbodLhUfsjJSMU6drbjtmK/cczHtJCFxJIQ5OmYjSArQqx4W9jtdiorK2f1epIJcmzNcqoVIZlERyMjIzQ1NWE2m8nJyeHYhYlzo8TJSoWFcqGHRQkBucZ4a6GNhrb4Ejkx5qvfqtyJi2dZZJhCi8BwQP69x+NheY6ZztHApO3lsrifHuniYOso19Tkc21NAW92u9lcmsWpXg9NA1508hQpTHrZ82J3VR5/s7kk4fuUJImLA15eOT/EqxeGcHsDXDN4kevXLqN+VR5mw9xGlUolg8lkYnBwUM1LTp6grbRDz1Vd8EJ2e5tMOuO2YCLQikQiBAKBlMdtud3utKuOFgpLXpAzSVnEGrYrqQmDwUBv71SDnHSZLMixC4PpNKsog05TvRhdLhdNTU0YDAY2btyI0Wjk1KlTtA9PNLtExAmPY5BtNvU6AU8wQp7NyKgvzOaybA62yIJs1EFUgv4xWWBtRoE/N55X92coKMPaPQAB+fd/Pt1KoSHERJHQBFdW5PDrE32EohJH2l382SHnnauLbDQN+hj1T9w4QuMF0F95sYn3bCyOOweiKPLV/c38/lQ/gUh8jvCZxj6eaexDrxPYWZnHv9+yHrt5bi+ByTnkRF/pJ9cFd3Z2JoymU1kguxxub3O5aDdd/t7n89Hf308kEuHChQsEg0G1ZXy6cVuiKM57rfRcsThf9SSmu2saDIaUGzEm224qQhzLbBdtYus5lRmA6S4MwkQOeKYPnsfjoampCVEUWbNmjboYEw6HiUSjBMZzB4qz27IsE4PjVRKeYITSXAsD7hB2k55RX5gdlfn84C/tgBytihL4x4Uv12IgnF0GyBOnGztcdMXUK99/wMXb1xTC4LCaHlEwhcZUod290sYb7V4q8q08f3qQPJuBgEckz2rAoBPUZhN/WOJ7f+ngH6+tBMDlC/H+/zqutl8r/O2mYtr6hzgxOD4hRZR4o2WU6/7jIL/6eB2rCubOWS6Vz0eyuuDJ5kI+nw9JkuLMhSYPZl2M9pupoJwjpeSuqqoKiB+31dfXh8fjUUdIjY2NcfHiRXX4wnT56WTmQiMjI3zgAx+gra2NyspKfvnLX5Kfn48kSdxzzz288MIL2Gw2nnzySbZt2wbAU089xVe/+lUAvvjFL3LHHXdk/L6XhCDD7Cw4Y43oFf/jREKnVCbMJkIQRZFQKMShQ4coKyvLOB+tRMjJ8Pv9NDc34/f71Rlgseh0Oi4MT5wXm0mPNxRlRYGVwQ55wa7PFWBFvpVeVwCdTsBq1FG/aiI3F510ugWdntM9Y1QVWmkb8XOyR84BK2IvSvCHC/KiXoHNyIAnrKZJuoNmIMANtbncUGXhQIuH91REsFQa+fZxWWCd/qmpp/96o5N/uGYVw54Qe75/VDUyiuXZGF9m5bUABMISe757lJ98dCtXlKfW4TgTs7lhJ4umY82FYgezZmVlqaOTsrOz581jYr5z1rHX4nTjti5evIjD4aC/v1+9rj772c+yd+/eKftNZi705JNPcsMNN3DffffxyCOP8Mgjj/D1r3+dF198kaamJpqamjh8+DB33303hw8fZmRkhIceeoijR48iCAJ1dXXs2bMn40XFJSPIyZguhyyKIl1dXXR2dlJSUpJUiCfvK5MPviiKdHd309HRgSRJMx5rJia7tSkEg0EcDgcul4va2tqkZXI6nY4/dU4IcoHdiDcUxWKciH4uDnipCEUZ9oYosJuoLLRhNurRCxNivHa5nQv9cl60xxXA5Q9z3ZplDHtCjI2L4+aybN7scSOBOmcvGJVYZjMwOD5zr308r/zp62t58cwgegE+9I7tWA0Cf+g9SWO3h20lJm5fb+Bob4ifnpe3C0cl/uW3Z9h/fkR9TUoZ3tuq8nijNd5SdFmWiUK7kQv9XvkmAfz9kyf43PWVfHT3yrT/DpOZ67K3ZOZCSpfd4OAgvb29NDc3q+VmyaLpxUgqVRZK7fSWLVuoqanh2LFjvP766wQCAQKBQMJtkpkL7du3jwMHDgBwxx13cN111/H1r3+dffv2cfvtt6uL+k6nk97eXg4cOMCNN96o3kRvvPFG9u/fzwc/+MGM3u+SEeTpIuTJgpyuECsogpxOOZMkSXETqnfs2EFDQ8Osc1yTI2SlJG9oaIjq6uqEJYCxCILAxdEJQc+1GOkkwJHxmuFssx53MEq3U/Yo9gWjrCk0c/DgQURpItLMs5oAWZDt41F216ifcHTitdVX5vHmeLQ8FpCP6fRHuKYqi8FW2VNZAqqX2agtsnOss5l1JVlkmQ2IkkS7M0hZrpk3B0LU/O0VvH2XhYM/OErLsPzanj83scioLD5aDDreaHWSZdbjCUZZbgOjyUzfWIgP15fhGPQSFlEXCr/1ahsGncCHdyaez5gq81WHrHTZmUwm1q9fD8wcTcfmXRfLvLlIJKJ6eKeC0+lUF/SUTs2ZiDUX6u/vV4W6tLSUgQH521V3d/cUE6Hu7u6kj2fKwu8NnSWxg05FUaSjo4ODBw8SCoXYsWMHNTU1KYtjOhUbyrikgwcP4vF42L59O6tXr8ZoNCY1JUkHZXEwEongcDg4cuQINpuNXbt2UVJSkpIojMak1psGPeP/Gs9xj9cmv3OjXLbk9IfJN0ZYtXYTErKA5pig2xUgb9xqU3lPJ7vH1LwyQN2KHIy6+P0C/LnVQyzRqEg4KnKmx82VFfJF1TTgZcQb5vad5ZgNOv7zQJscNZqNTL79CsAVpXI+OBARMerAH4pi1MHntwr837+tZE2xjf/vf9rIsRr51i3rkSQoypK7777+h1ZO94zNeN6mY74bQ2JRounly5dTU1PDli1b2LFjB5s3b6aoqEj9ltbY2MiRI0c4deoUra2t6kTthTiLLt2qjnRL3iabCyUjmblQssczZclEyMlQBLmzs5OOjg6WL1+esbdFKk0dkiQxMDBAS0sLeXl51NXVTYmolf3MZnFEEAR6e3s5e/asOuUknf1FomLcolo4qvhQjPsej/+yWJAjWwmoXlFKh2vihlRkFXCM+tlYmo3T71ZFuCTHTN/YhNpvKsuhKNtEjyuoRqQA9RVZNHRNiHLHaICzvR4CEZEryuVmjIbxBpTr1yzD6Yvwvb908NypfjXijkUCTvVNdB0q7293ZS45Zi9iwMMqa5izgDcQxuIf5INb8vnZyVGWZ5no94S466dv8qd7d2M2ZhZBXk5BTkYyz4rYeX+xzRvJqhjmu+YZMrPeTLXkLZm5kOJn0dvbq9ZRJzMXqqioUFMcyuPXXXddyq93MksmQk70QRFFkZ6eHjweD4FAgB07dlBbW5uxr8V0EbIyLunw4cMMDQ2xdetW1q9fnzC9MRuDISXd0tvbSyQSYefOnVRWVqYt7r842jXxenQC0ngaYlmWCZ0AeWb5fJpzJqKNw60jnO+bEEIl6i3OnniP+VYj/WNB7KYJQcuzGliebcZi0BHrwFmaY8Ico3sS8LnfyFOrldrmxi4XpTlmSnMtfHhHOVajju+81oZ5vHkl9q++qcyu1jTrdQJXVcuv/S+tLp5thbySFRzoivBXqwswGvR855iXWzfmsDJHjy8YQi/IN6KPPXmUkZERQqH4ao1UWIiCnAjF9a64uJjq6mquuOIKduzYwZYtW1i+fLn6De/kyZNqNN3S0kIkEpnXaPpSCXIyc6E9e/bw1FNPAXL1xHvf+1718R//+MdIksShQ4fIzc2ltLSUm266iZdffpnR0VFGR0d5+eWXp0wnSYclGSErQtze3k5xcTF2u53Vq1fPer/JBFkZl2Sz2bjiiiuw2aYvo8pEkGMHlRYWFlJRUUFOTk5GuejfnezlX1+4qP5ckm2i2xWk0G4k1ygxJEFhlhlnMMCZ/olFkTccIxj1E8IfGlfXqChhNugIRkTMRh2SH66pzWf/2SEAWoZ8FGWbODvugV9ZIFdhvHh+JC5KB1Rjovv2XaCxc4yTXWNsWyFfYLlWIzdvWs4zjRP14IIAijac7pFz2RFR4r6/ruH50wOsKbaxpTyXZxp7af35KfxhkXvfXoVjyMfnfnOOV7vhps1l/PD1iejn1ECQnx7q4JpSaYp3RXZ29rRTjxeLICfDYDAkrGLw+/04nU7V3WymaHquuFQpi2TmQvfddx+33XYbjz/+OCtXruSZZ54BZL+KF154gdraWmw2G0888QQABQUFPPDAA9TX1wPwpS99aUpFUzosGUFW8rLKmPuioiLq6+vVzqm5YLIgj46O0tzcjMlkYuPGjTNO6VBIR5AlSWJoaAiHw0FOTo46qLStrS2jKLux08n/+s2ZKccAWG4O0+WVP/whUSDbbOBk1xg6AYx6HaGIyIlOl7qdLyxh0utwBcKU5pppG/bj8kfYWJodJ9w/OthJUZZJXej7m81FfOe1DsIiLLMKDPknoi0JKLIbec/m5Tx5SI7iN5ROnNdVhfGLNNfWFnCo1UmezaimSa6qzufa2nweednBvddX8bFdFQRcA/y+xUtZrpmaIjs1RXbeuWGI7/25g4goUZRlZMQbZnmOmR5XkP9qHOOud1yFzahT64PdbjdDQ0P4/X61PTg7O1sVJIPBsOgFORFKNA1yp6diSRnbCj25JjiZn3K6XKppIcnMhQD++Mc/TnlMEAQee+yxhM+/8847ufPOO1N+jdOxZAR5dHSUU6dOUVhYqAqxglIiNtuVZWXah8vlorm5GZ1Ox7p169IeOZ7q4uDo6ChNTU1YLJYpkfdMg04T0e/y86HHj055vGdMjkqvWr+SH77eIT93LMDVtYW8emEIg072RK7Is/DqhSF1O08YKgut9LgCbCjJpm3Yjz8c5a83FPPyWdnDQgD2nx3krretVNMVsY0bFr0OiGI1gFJmPOgNs8xu5K/XLePl80Nq5yDAmR4PBp3cVXjLluX8xTHKVTX5XL+mkPt/L0f9D75nNS+fk1/njevksr/aXPk4Pa4gz58e4D2bivn0X63ipbOD2Ex6fvThLdz6X8dZXWSnxxVEAu766UmevnNbwk4yxY7S7XbT39+Pw+FQP2NK+mo2LmepMN+LcJOvoWSt0LF+yv39/fj9/rhmmNgb2ExkMi0ktuphsbFkBNlut7N9+/aEfrWzqR+OJRwO09XVxcjICLW1tRn3y88UIStjmXQ6XdL5eHq9Pq2W8BFPkOu//UZcDncywZhOj1BU4iM7V3CkdRRPKMr6kiyuqi5UBdmgE/CFJSoLrDRd8GKLyRnvXpnFD/4kd+vlWnQ4AyInu13qdq9eGFZrmbs8UXQChEWBbLMO93jt8jf/2Mr7t8p1t7883stHdlSQbzNyoGlYbfG+aX0RvznZT58ryCMvOwC59O4bf2ihbdhHzTIrK/LladuH+kSyzHpWF9n51xebuKI8m9+fGpBL+kJReseC3LatlJ81dLOrMpdDbS7O9nrodQUozZ1aOpVsSklfXx+Dg4NJF8qUKdpzUXY239F4KkFNMj/l2Gg69gaWSjSd7rSQxWosBEtIkM1mc9I7qdKtl6kdosfjobm5GZ/PR3Z2tppzypRkguz1emlqaiISicw4limdCDkaFbnpOwfjbDZjO9bMBoFgRKJjxK/mgu1mPfWV+bIHcijK2uVZlORNnD9lX0c7XEgScfs+dfY83rBsSJRlkgX50HiDRo5Jbn1eX2Th3KCcn95RmcehVieFdhPu4IS3xm9O9FOcZWTEF+E7B9q4ckXOuO+ywJbybNUnuXcsSEmOGc+gj2tqCzjUOorTH6Eiz8KgO0iu1ciJwSg3bVjOp/5qFe/7wTHu/90FLg54uGFNIef6PfzH/7Tynb/byC+O9WA3yZeFBNy37zxP3Z7a31sQBEwmE3a7PW5iRSQSUSPG7u7uOM9gRaQzMRhaTG3T6UbTSjooEomoRvipMDY2pgnyQidTxzefzxfXfmw0Gmlvb5/165ksyH6/H4fDgdfrpba2NqV5YOnkoe995pQ6gFQhNlDOtRgZ8IQ42eWissDKhQEvu6sKMOp16qw8x6CXXOvERbG22M6FAS/BcS+MxvaJ5ox2ioFOzAYdeoMBiKgLbyajHgIiVy7Xc248tb81N8QhoG0kfqq3HL2K7K0r42dHu3lpfIOIKHG+34s/HKU0x8zz/1jPR546wdaKHL7xvvW8dGaAzz97ngF3kA/8qJFPXr0Sf0ROX5TkWPj8DdU8+ILsufzxq1bSNOjlS89d5Eyvh/dtKeHXJ/rYWZnLkTYXxzvHaB/xpex3kShqTbRQpjRxuN3upAZD2Uh4DGMAACAASURBVNnZ046SuhzWm3NtLDTddBK3200kEuHUqVNThtYq5kuT3//Y2NiidXqDJV72phDbHJIKfr+f06dP8+abb1JaWsqOHTsoLCzEYDDMekApTIhpMBjk3LlznDhxguLiYvU4qZBqhHzU0a8KGciRcc0ym7xQN/7XHxif4DHqC1OcI389v2HdMjzBCMGISI7FwB8vDNEy5FX3Yxy3r3zbCjklMOSbOC8HW2VxzrcZcQciWAw67OP1bWo7dXWF+vyIRb6AbIapf0NPKIo3EESU5Dl/xVnyTcFu0iMA79lUjD8scq7Pw85KWfAaOl1YjTp+csdWdAJ84xUHRh3srJLrcP92y3IsBh16nUBloZWbNxVTnmfhB693sLeulIgo0dDuUm9aX37u4pTXlYxU0whKFFhSUkJtbS1bt25lx44dbNy4kcLCQnVy+bFjx2hoaODs2bN0dnYyOjqqfpYlSZrXjru5FuRkKOmgkpISbDYb27Zto76+nrVr15Kbm4vf76e1tZWGhgaOHj3KuXPnaGlp4YUXXmBsbGxGH4k777yT4uJidXES4MEHH6S8vJytW7eydetWXnjhBfV3Dz/8MLW1taxdu5aXXnpJfXz//v2sXbuW2tpaHnnkkTl572+JCDlR+3QilJl8LpeLmpoaNm7cGHdx6fX6ORkHBdDf309XV1fGJvQzRch+v5+mpiY+8/xA3ON3X1vJD19vR5TAopcXx4x6CEXhmtoCxvzyxX5N7TL+eF4W8o2lORxsHeFkl0tNdfQ75WjWHZCfH9vw0TwgC/eKfAsN7S62rsjhzHgjhy8k30TOxdQz/6ShD6tRiDOtj+W3p4YotUGvD4Y8YQw6+PiOYr72ahc7K/No7HQhSnLqA+RmkrqVuWwozeaJD1/Bzd87il6Qp2ubs0xc6PeqLnc/eqOTz7y9ijt3VfCV/c08MC6+ekEWfXcwyrHOMQbcwbh662TMNq+bzGBIiRhjjd2NRiPBYJCBgYFZVzOkwnwJskJshcXkobWxr0mZmv3ss89y7tw5brzxRlasWMEtt9zCXXfdNWW/H/3oR/n0pz/N7bffHvf4vffey+c///m4x86ePcvTTz/NmTNn6Onp4R3veAcXL8qfkU996lO88sorVFRUUF9fz549e9iwYcOs3vNbJkKeTkhDoRAXLlzg+PHjFBQUsGvXLoqLixN+9ZyNIEejUVpaWnA4HOh0Onbt2kVpaWlGF1GyCFmZL3jixAnOus0Mx3irCMgex+GoxDK7CV8EynJN6AT5Y/ChHSvodgYw6gWKss28fFYW8+vXLkOvE3AMyIY8Zj2qKZBXNGI16tSGDJhIh9QW2ZCA2mU2QlEJ23hIrhPgx0fkSdc65MVEf1giFJXIMie+4Ht9YDcKiMD11dmc6RpBL0C47yIvHXdg0EG5JUzvqIeWIZ/qSiciqDah//zsOaKixItnBzHoBG5YW8hPG7oZ8oTYc8VyrEYdp3s9fHhHGWGRuNl99zxzJuHrmsylWGhTRkmVlZWxZs0aNWJctWoVJpMJr9eLw+GgoaGBY8eOcf78ebq7u9XpJXPFfOesUyl5U6LptWvX8oMf/ICioiJOnDjB97//fd72trcl3Obaa69NuVZ437597N27F7PZTFVVFbW1tRw5coQjR45QW1tLdXU1JpOJvXv3sm/fvrTf42SWjCBDclFOZsEZDodpamqioaGB7Oxsdu/ePa0PRCalZjDhoXHo0CF0Op1aszybD3cio3vloszOzmZ7/Q4efrUrbptcq4HH35DL2oa8cpqiqtBGICIiAD9v6GLEFyLXYkQUJY60yUZD5flWNpVmqSbxOyvz0AmywA97w+SMj3paXWyPO15tkfyzZbwNWclBixKqOBdMKmDYMo0NpjcsS/0HdlbR5jWwuTyHq3bW0+bVs2aZBZ/bxe8Oyp1+ucEBHA4HL5+Uc/5/W6Onod3Fk4c6eeX8ELuq8vh/315FMCLy5KEunP4wofGo+YN1ZVQWWmke8JFlkl/nuT6P+vvpmK/KB0EQMBqNWK1Wqqqq2Lx5s9ppp5jjTO60U8ynAoFARiVz8x0hp+L3HYvyngRBoKKiQjVdSpVHH32UK664gjvvvJPRUfmzP1+mQgpLSpCTMTmyjTXksVqt7N69m7KyshkvpHQvNEmS6O7uVs2MlDbnVFMo06HcHBSxP3z4MHq9nt27d1NeXs7XX25SJ2bk24wIwK8+uV3dviRH/vp9uM3FsiwTy3PM/KlpGFGC4hwzp3vH1IVA10A3y40TC243bizBZNAhAS5/GMN4E8j2VfGr2yvzZLX1h+Ubhzco709pUbYYBEaDsKrAqm5zqG1UneEHsutcLHpky88zvW6qCq387GgvZ/q82Cxm3OYiRvUFWAw63rljA7m5uRzr8lBoFbi2KMz25Xoefa2NbmeAq1ZmsSLPzLs2FvPL4z089pos3HqdwC+P93Hr1lJO9bq5prYQHXKJ3k8bZr7g5rMULVHEqlQzlJeXs27dOurq6qivr6empga73Y7L5eLChQs0NDRw/PhxLl68SG9vL263e8Zg43KkLDI5Xibn/+6778bhcHDixAlKS0v53Oc+B8yfqZDCWyqHHDulY8WKFWkb8qSKYjDkcDgSNqrMxstCQafT4fP5OHToEEVFRXEWor5QhJ8clqNj2X84TKHdyN/83yPq9qO+EFaDgIRArtXAijwbhXYTZ3rdeAIR/tI00QBSVpjLejGHl9vk2uI8q5HAeM+zLyxiG48cb1xXrB4X4Lkzcg661yV30CkLekq5c3G2iY7RoJrqAIiKxAny9pW5/E/TRAVHns3IHy8MERGl8QGqcgPK0Q4Xt//4JCa9wIp8K3abFZvVwrnhJq6qLSIra4yHb93Ee753DJCoMntky8XsKM+HRX5/qp93rssnEBV49s0+fvXxOr79P63odLJnMsBPj3Rz5+7pmw4utyAnQum0U7wrFBRP5UTz/mI7EJXP7uXMIadCIBDAarXO/MQExHpNf+ITn+Dmm28GkpsKAUkfnw1LKkKeLtXgdDo5dOiQajC9cuXKjMV4uq97Q0NDqsHQtm3bWLt27ZRmldkK8tDQEI2NjYRCIerq6li9enXcB/d///as+u+iLDkSHvaG1Vrhf76xhmBEwh+R+OC2YtyBKIVZJvLtJgSgY9TPvmNtLLPJF9+aynJahmJc1MYVNcsoqI0VArBtZS6xs0N/f0oWy85Rvyq6dpNO/bfLP15SN+Tjygq529GkF+ImkfypOX6g6rAvzIPPyyVrd1+zkv/nalkgf/OJbfzre1YTiko4hnzc/7vzXBy37qwb98IoybOpC3Oh7DK2b9/Oe6+rZ1W+magE11XoqMuV279/+/+z955xctxVuv+3qqvzTPfknIPSaJSTbTkjCwyW11ywMZiwJq934S587uJdYC/eXVhgl3htghcvGDAY2ziBk4wtydjWKFgaJUuTc56emc6xqv4vqqume6ZHmpFlw4r/eWFrOlRVV3c9dX7Pec5zXj7OpjIrL3d6aCiwY5VEJgIx2sbSLUPnxp8jIC8UugtcZWUlq1atYvPmzWzcuJHq6mrMZjMej4dTp05x8OBBWltbmZ6eZmZmxtBRv9mxVECemZk5q4Xm2SJ1XuZjjz1mKDB27drFgw8+SDQapaenh46ODrZs2cLmzZvp6Oigp6eHWCzGgw8+yK5du85r36lxUWfIuv9rb28vAJdccskbNj9ZaIzTzMyMMc35XAZD5wvIXq+X9vZ2LBYLzc3NnDhxYl6zi6yoPHdaK8YJaFM/AD51eQ0/+mMvDrOJq5YX8c3ntc62d67M4eeHx3DbJZ46MYoKmAXo96s0lzuZDPlw2SSODMxO3ggkqYflBRZeG4kSjsu47RJmyYTbbsETjCEAoiAgmWDcHzV8kOsLnXRPhghEZbwp2miNQvETk1WjUQXmj4kCMJsE8p0W/uaKGr7w+GmKsy00FmUZmumdKwt48sQ4J5LKjvWVbjw9gwSjCUa8Edx2ie/u6eHyhjxMgkDybcTtBXxgcxG/bD/IYY+ZG1a5aNk9yPoimc5JDYC+/tQpvvr2ygWN3t/KKdBvhg4507w/fTL0qVOnjEEIZ/PzuFCxVA55sV16t956K3v37mVycpKKigruuusu9u7dS2trK4IgUFNTw49//GMAmpqauPnmm1m1ahWSJHHPPfcY3/ndd9/Nzp07kWWZ22+/naampvP7oClxUQFy6uBH3WSoqKiIzZs309raekF+LLoWWf9S/H4/HR1axrZYX4ulArLewSfLMsuXLzeygEyZ+n/sbjeaMHSJWlGWhfbxAKIAm2tz2NM2q0t+6vUpZEWls3/YkILlZ1sY9cWwm024bBK+SILhmYghbfP4NQpia4WV10Y0jXBVsnHCkuQbKnJsRBIyE4H0YmpxloWTQxpQrihycGY8RI5dYjqcwGoSsEhiMpNfeBUSk1WWJQuIp0YCNJVq51wH4C/sqOfKxnz+6ck2JFGgIseKB3it34uswvs3lfHDP/bz9MlxGoucjPg0p7sHXxvmhuZidjUX8+OX+/nKu5bj3DvC8UnVOJ/HxmJE4wm8yY47VVVxOp0GIC11oswbibcK/PXJ0JIkUVlZaUzh0CVnC7VD60B9vn4eS50WsljrzV//+tfzHsskj9Pji1/8Il/84hfnPX799ddz/fXXL/r4FhMXFSDrHq49PT1p3K2qqhdsiaVrkePxOJ2dncRiMRobG5fUrrlYQI5EInR1dREIBGhsbFyUVOfXKYUn/RM3V7jY0zaJosKmqlwebdUkZ1lmeOA1LZs+NSUY/hKjSbOhzokALruZlzomUdFkbYqssq/Tg8tmojhrlopZXZa8Sej7LLHzzJlpLCaBmKwac+4QNOmaSZzllIMxmaHpMDkOM4qqGiCe2t49N06P+fFHEvRNhdnVrPF/p0YCFGVbKMy2ckNzMd9+oZvJYJy79/VxuQsO9XsxmwT+elsFe9o93PtKP9cuz8ckwK2byrl7Xy9tYwF2rSnmRy/38709PQRjMqGYjMNiIhSTiSsqp/1Wrl+tzd/Tx9X7/X48Hg+Tk5MoimKYC71RUDpbvNUytLkc8kJ+Hno7dCY/D/18LMbP43woi//JbdNwkQHywMAAPp9v3pSOC3khCIJAW1sbsVhs0W3OmbZxtojH43R3d+PxeKivr2fVqlWL+gyvdk4aWW5q7Gv3pJgKqXRNaHywACT7NPCE4jgsIqGYQmORk66JIJOBOOU5JsNQSOeOW5OWnL9vm+VTK3O1TCaW0EB2pSvO04BTUonJICsKVpPAhFejUAqzNJtLfbtD3iiry7I5OeQ3QDwTGNvNAuG4yrg/zqvdGr+s23OeGvEb2bI/kmAyGGd1aRY/bRnEvd7C4VEvzWXZ2C0Sn9hexed+e5rfnRhjU3UOt2wo5d6X+/ht6yj/tLOB5UVOnjs9abSIv31VAY+2apz4d/f2cv1q7SYwd4lvsViwWq243W6jYKaDUupsO91k6I0A6p8akDPF2cyFlurn8WaPb/pzjIsKkKurqy+oED41YrEY3d3dTE1NUV1dTV1d3QXPeFJVINXV1TQ2Ni7pgvunJ08b/7ZJYho460f6vRc17nhtqZ2vXVfGjT/vIqFqvOxnr67j35/rZHA6wppyN62DXoZnIob9ZWWujcHpCLYklXFoeLbrpG3Uz6lTpwjHtPN/w6Wr+c6hFmKqCCjEZGjIt9Axqb0nW4gyClhE7aagqFCabeE4GiWhH/NcUA7HZx/57p4eAFYUZxGMJujzhHlncgbgqRGNvvjk9iq+t7eXn54K4Y/F+OilWhHwmmUFlLttDHkj3H5JHjkOM9cuL+Cpk+N87ppaAkli+c4d9Xz+8dNMhxLGORz1Ro2seW7oNEImUFpI1TCXh12skc5bDchvpGB5Nj+PQCCQ0c/D7/cTi8UW/Tn/f0D+HxS6gf1Sf8CJRILe3l7Gxsaora01uqYuJBinTjgpKytj27ZtS5YXeQIxQ14GkG2TsCQbPlKLZ3qmvGN1OVazCYskkIir/PDWtYb1ZTgus3NVIa2DXkNFob/XZZfwhRO8q7mYh48MG9vde2aMz16yioQ6CqiEYzK1eXa6PLP65RUl2XR6tGw7KzsbvP40wB0Ynzb+nQrGOpUyNwZnouTZJQqyLBwZ0I51ZYmeLWvZ+/pKN//2rmXc+tNW1OTfoOmNV5dlMeSNUJCkXv5qbTHPvD7Bj/7Yx9BMBAFo6ZvhmmX5PHVynI1Vbs6MBgjEZJ46OcZ7N8yXOZ0NtDLNtluoLdpms6WBdCbKQ1GUCz6h41xxIX/3up+HPphVD30gwOTkpEFBwrlvXD6fj5KSkgt2fH+K+IuQvcHS255lWaanp4cDBw5gsViM5pELZTAEs/65LS0thEIhtmzZQm1t7ZLAWC/sffGJ9NbeiUAMUQBRSEcyHZDrC50klNmMc9QXNXwpAK5ZUZQ0IJo9p9GEQo5dm/bcORFEZDbznolBT8hCIomc0+EE+XO8H3wRmZJsS3J/Gk+dOsKpO2lvYTYJuK0p2uTkMefb5/9cBUG7gZwZ1QB4RfEsfVGeY8NtN7OqNJs6t7Y9m3l2G75IAlGAP5zxALC1JpeiLAuPHB2l3G1lY5Wb3acneNvyAsJxhZp8u5E5P3RkhEyx1CxyobboxsZGnE6nUTTWGzk6OjoYGRkxpnO8lRnyWxW6n4fFYkmT41VWViJJEhMTE5w4cYKDBw9y7Ngxurq6ePTRRxkZGTmn7C2TsdDU1BQ7duygsbGRHTt2GF16qqrymc98hoaGBtasWcORI0eM99x///00NjbS2NhozOC7EHHxfZsLxGIBWVEUBgYGaGlpAZinWX6jfhZ6yLLMgQMH8Hg8bNiwgWXLli15+Gpqt96+Ds+852fCCabDMrakONhiEgwArStw8rszM6ho2uBnT43hT2bSLptEVZITjqf4HAejCaP9+figlxybgDmli+POx183strJYNzo9LMlX7O/d8ZwXBvzRbGIGMNKAaPZJCGruBwacOs/UJMwS2WkhieU4LL/fJWfHxjEZTVRlAT806MBViWzZVVVsZk0D40f/bEPVVWJywqtgz4aCp280DbJZCCGSRTYWpuDN5LgprUlvH1VIT2eMHlOM9lWk3F+LCaB9vGgsXJIjQuhQ9Z52LkDSJubm9Oc4IaGhujq6uL06dOGE9ybRdn9KSJ1RavfuEpLS9NuXLoD3PHjx2lpaeHzn/88l112Gf/4j/+YcZsf+chHePbZZ9Me+/rXv861115LR0cH1157reHc9swzz9DR0UFHRwf33nsvn/70pwENwO+66y4OHDjAwYMHueuuuwwQf6NxUQHy2S6Ehfws9FBVleHhYVpaWowJ1Zmy1TcKyD6fj8OHDxOPx1m5ciVNTU1Lkvakhg7Ivzo4aGS+pqStZmq323s3aktrXUxmEgTK3VYePaEVxS6r10zdJ5I2nGvKXUQTqrHNbKu2LA7HFZSoVhCUVY0WUZRZI/rxlNFMwzMRuiY0jtSUbK2OyypHej1YTZoCpCrfwfZ6rShqFmfbpFVmM2g9gTaJ4I9l1lxsKtMKhL6ozL8+coCjp9oYnInQkKcpbFRVpc+v0lSazcE+L/t7pjkx7CccV3jPuhISisrjx7UJrPEk7+6wmLhmWT4CsK9jiu0NeRzq87KyJAuH2YSiwh/OTM47ljezMcRsNpOXl0dVVRVNTU2GdWd5eTkmk4mJiYkL6l2RGm/1uCg9znYudQe4goICvvKVr9DQ0MBjjz3Gc889xwc/+MGM78lkLPTEE0/w4Q9/GIAPf/jDPP7448bjH/rQh4xmspmZGUZGRnjuuefYsWMHeXl55ObmsmPHjnkgf77xF8MhLwSk+vyzrq4ucnNzFxwDlbodvRizlAiFQnR0dBCLxVi2bBmdnZ1vWK+qy+f+65VZ03xBhbg6SyWYTQIOs/Y1x2UVmySiqCqH+2YY8Ws3qHesLmX36UleH/EB0FzuTjO0t5kFktJjXE47TPopzLIQUwQSKrisIk4JArN4TEvnmKHKSCSHmza4BXp8CWrzbHR6IvR6wgzOaEW+uALx6GzGOTcbTk1GC50Sk8GEkY33+1UsJoESt5WH2yP0hDT6wqX4OHToEJ6INv/v8goL434z9+zr44oG7aJ8R1MRu89M8mjrKB/eWsGB3hkcFpF9nVN8cGsFa8pdvNju4a+3VfDMqQmubMzjdJIeeeToCLvWFKce5lvaqaeqKpIkZZSe6cUyr9fL0NAQ0WjUKJbpPOzZzO8z7evPfXir1+slNzeXrKysJdlgjo2NGYZMpaWljI9rUtC32lgI/oIAOZOhj8fjobOzE6fTybp16xbVB79UT+RoNEpXVxc+n4+GhgbDy/VC+Vl4/GFj2jKAfmRNpVm8Phrgkro8uj1BrcnDrk1FHvfH+NEfe7Em5WXXLC+gIMtCR7IteE2FK41PDoTjWE0CUVklkOScc+0SfdMamFbkOvCGE4D2twB0ToQxixrQxmQFENhY5aLzhBcxmTEnFBWnRSQS1zyZ4ymnw2U14YvK2MyiQWXokW0zMxGc/Q6GksXMD28pYyIQ54cvax4Db9u4giKXjWdOjgKdrCiycUMsyk9a/XgDAapcJvyeUXY2ZvPVF7w8cGiY6XCCHSsKeKFtkqlgjKuX5fPdPT00FjkwCRhNN5IocHLET1xW0iZsv9Wt076owsiIn2ybhCBAcbYVs0nM6F2ROj3b4/EQCoUW3W33VvtYnE9GfqHHN73VxkJwkQHyYqeGpLYgr169GqfTueD7Mm1nMUCaSCTo6elhYmKC2tpaVq5cmXZ8b7Q4qCgKkUiErz95dN5zJlFgJpxAUeFtKwr5rz/2EknI3LyqjEeODCMKcKB3mqocK5FYApvZxOUNeTzWOorFJHBZXR57jmnyOLskEJFVqvNs9HrCDMzMGgXp45tq8h08f3rC6ORTgZFAggK7yHhIQU3m6zqDPTSt0R42E3gj2jmIyyCJkGWRmIkkNDCWBKIpYFycbWHMH6PHkz7qSY9VZTmsLsvmxfYp2saDPHFinNu3lXNsYAaTAJsby9myvJLHO19jwB/nxtW5mEwmVrmC2EzwwP4erCa4rkrk+TPw/OtjBiC/1u9jWXEWu09PYBIFJFEgklA43DfDJXWzS+C3ApCjCc0M6XsvjDMTHZv3fJ7DzOeurePGOdl7JvP7haZn2+12A6Szs7Mz2gW8mXE+N4BYLHZe9F9xcTEjIyOUlpYyMjJi3MQWMhaqqKhg7969aY9fddVVS95vprioOGRYGJR1quHo0aN0dnayfPly1q5duyQw1rdztgxZURR6e3tpaWnBarUuaEJ/vtNHVFVlbGyMlpYWFEXhwNj8z6uqqkEFXFKbx8BMBFWFS+vzCMZkil1WVBVMokixU/vR5zk1+qTMbeHI4YOMJxs4qvOdqKrWfg0wE45jM4tpWfnKkiziimpkig6zxjE77RbynFoRUBRgNKrtK5hMvq+oz01TceRZBfzR2XMytzlE99BYKHdqKNI8pk2iQL7TzD0v9fNky2lODE5TX2DHYbNgM5t427J8FBXKcjSd8KplDVy3spCxkMrW6hzWVeZQ7DTx5NEBJrpOUOQQ+M3BPtrGAoTiCjl2ydB4z1VbvNmA/N/7B9j+rVe46+kOZqIqgoBRyNRjKhTnS79r49MPnjAKkQuF3m1XXl7O8uXL0+w67XY7Xq+X06dPc+zYMbxeL52dnYyOjr7pBkPn64V8PrFr1y5DKXH//fdz4403Go///Oc/R1VVWlpacLvdlJaWsnPnTnbv3s309DTT09Ps3r2bnTt3nvf+U+OiA+RMEQqFGBoaYnR0lJqaGjZu3HjerlBn46J172NZls/pKHc+lMX09DQHDx5kYmKCDRs2YM1y443O38YdV9YCGnVwMskLu2wSOUmFhC5NG/fHKHSIqKrKyx2av4WFBGvWrCEoaXrdFcXaDUsv8KkqVLhnsxARaE6ayutccbKPhP7pWY2v2aRNHNHDLArEEalK8UIeD6tpemN9n7pSLRhTDNmcHvYUGdve9klkRXN7u6TCRpFD4IdHggwEoLkiB7PZjMVioTJf+0wdk2FMJhOCILC6NAsVKHZZycvL47pVxZyeklnRvI5L6gromIpTmHS/W50ze873dU6leQm/WYCsqip3PHiC77zYY/hcg6Zg0Rt35sbLXdNc9b397O+eyvj8QqHbdRYXF1NfX8+6detoamoyNNS689nhw4c5fPgwZ86cYXBw8IJOKHmzvJBvvfVWLrnkEtra2qioqOC+++7jzjvv5Pnnn6exsZHnn3+eO++8E9C8Kurq6mhoaODjH/84P/jBDwDIy8vjy1/+Mps3b2bz5s388z//86InkJwrLirKAtI5Hn1Gns/no7i4mHA4fM4BiOeKuUCqFwU7OzvJy8ub53282O2cLYLBIO3t7aiqakwbAXiiLb24KIman7DboQGvxSTwjee0+V+XN+QbFpq6RjkQk8mxSPxmzxHaxrXnwqoZq9VKe5JPbirP5vHjY2lFvrIcG53JbeU6zeQwq7wAeN+mMl4f8XN8yI8vOWUkmlAZmJnt7JNMAoMzERKKalAdywqdtE/ML5jWF9o5M6bRFKvzVFLG8aVN8fjui12UWGJEEwoN+VZuvaSB2352FJVZfTJAx3gQqySyr2OKYAJy7BZ0SnrMH0OSJK5elscvDg3zctcUw8nVwEcvreK/9g8hOrIQhSlMgkBcVjl0uodsIYogCMTjcSwWC4qikJWVdUGW+aqq8qkHT/Jq96y0ShK0VUc4kYHPZHYVEUuofOLXJ/nGX63g+qaiea9dbMiyjMViIT8/P80uQJbltBbxQCCQsSV6qQXspfpYRKPRRV13mYyFAF544YV5jwmCwD333JPx9bfffju33377oo9vsXHRATJoXFJPTw8ej4e6ujpWU01h8AAAIABJREFUrlxJIBAwOn7eSKQC6fT0NO3t7TgcDtavX78kc+zFAHI0GqWzs3NBc6FnOma9JAS0gaXlOTYO9mgX7ievqOX7ezRT+RKXlX9/dnZ6st1iIhiV+UNvlL6QmSyriUBUZmg6QiCaoH9KA0BHcvxSahY27I0aF73LJOOZmsZs0sBJQAOBz11Tx0d+cYyRFGojNcJxhf6pEPGESq7DjCcUJ9um7St1YCpArsOGIIRRVfj0zrX84d7DQDLLTnnh4EyUvSe1z7uuppC1FS6ubMxnb4cnrSHk+JCPNeXZHOrz8sSxUT68rZKWnmly7BIH+rzEVIHNtQXk2M0887qHQ/0+JFGg2xPhkho3ezunWFWSxagvymQwTmfMxccurUKWZU6dOoUoioyOjhrNG7rhu+5f0TsTJxiTKXFZKc62YhLPntXd8ZtZMJZEgYSisrbCzWsDXuM1jYUOhr0R4rI2m/Dy+lwO9c0QTWi0zxceP0NjgZ3G4nO7EWaKhThdk8mE2+1Oc1lTVdUwXNJboqPRKFardZ7KY6GMdqmAvFintz/3uOgAeWBggN7eXmpqali2bJnxhV+ohg5BEJBl2ejaSc1YlxJnA2S9XXt8fJy6urqM5kJxWUnT5ZYlfRk2VuVwuH8GAXila7ZZ5L5X+7FLIgKwvsxBrSPGbzs1PvfwYIAt1W4O9nlRgCP9Xoa9WuvwZFLLNpGiaeucCOKQIJSA2iIXPzweM2R2gqDt95Wu2WVyqcvKI5/YxGX/+QqgNaIEY4rheSwmAenMWJDCLDMTgXgaKLeNBXBbtWJfntOMwywSiivsXFXI70+mT9U+PGUDQgj+cQ4e7CVb1m4kvznYx9vqnAgWOz2TId61upZoQuXhI8PcsrGUowM+rl6Wz3OnJ9jX7uH61cVc0ZjHs6fGsUki6yvd7O+d4W+vquXJkxM0Fjk5mWzPfv6Mh7/eWo4syyQSCfLz8w2w0d3PDnVP8N/Pt3N8PJZ2s7GYBKpybXzisiresTq9CAdw20+Pcmx4dkngsIhEEyqvDXiRBEio8MEt5fzDjnq6J4K8+yevIQC3birjo5dW8dFfHsNs0nxNbvlpKy9+Zis5jnNnknNjKV2BunIjtT6jeyrrKo+JiQlCoZDR8KErPPRVxV+isRBchBxyfn6+MVcuFcQuxBy7cDjM8ePHiUQi1NXVsWHDhvMCY8gMyKnz8cxmM9u2bVtw6OpPXu5N+7s0yeteu7yAkZkIKlpzhv7OD22tpKHQhgpsK7eyvL4aAHdyJdk55kcSNNpjf/cU06E4ZpPAE8fH0rJLPeKKtuWZqMLhfq/h66Co2rI/GJs9155gjPT6j0Bt/qyB/0Qghk0SCcZkQ1aWusepUNwA7YdfG8aazNoHJ73MjVOjIcpzbGxev4Zt27YRs+bgtpk4ORbhd4e7eGzvYVQgKz7F1dVWuidDPPzaEDFZ4YbmYvKdFp4/o/HpG6vcxGSV7Q15XLWsgL6pMFW52ipITH4nZlHr2huamOb48eMUFxfjdDoN75SnTo1zzQ+O8pnfDdA6poFxqidRTFbpnAzzD0+08Vd3v8yZtnajaPbFJ8+kgbHFJOCLzKpbEqrW6XjbZu3cP982iaxoJlD/57EzuO0Sf39NHZGEoq0mZJUbfnQY5U8w4FT3VM7Pz6empobVq1ezZcsW1q1bR0lJiWGde/ToUQ4ePEh/fz8+nw+Px0MsFjvn9n0+33nXhf6c4qID5IUsDc9X1QAaBXL69GljAKLD4XjDd+NU2VuqciIajbJ161aqq6vPmpHc3zKQ9rcnOUX6p/v7UYFyt43v3tys0QpWE08dGzRoiFuvWMVk0nN4KgINBXamIgpOi0hdjonnTg6hooFFryfEiqJZ8Cywi5S4rAZVcGTAx9pyF/6otj199a23LZPczs/29xt/B2MyzeXpS2fdvnMyKcGQ1Vmz+yyriakkZfKDl/oM+qR1dD4dElegOne26NgxEWJdZQ4VOTYe75aR3eUAbG+q5up6F1aTwK9behEAe2CILeVWXmr34A9FmA5pv5dcu5nL6rXaw+nRAMuLnfRPh7FJIgVZZhQVbvjpGT7/coJv7vfxy8MjHB7w840XevnS7zvTHOpEQFEzL9O7vAq3PzlO36SfJw+c4ckT6dl/apu57jQXk1Xe/V9HePjIML88OMSVDXncd9tabGaRv//t6zityS7J5Pc1E07wwZ+1Ztz/2eLNkr3pQ1krKipYsWIFmzZtYtOmTeTk5GC1WpmenubUqVMcOHDA8K0YHx8nFAqlKSsuBi9kuAgpi4U4qfOdWJDq9LZixQoEQaCzs/MNWx/qNwidh87KymLDhg2L0lEqiprG6bpsEiPeCJIo0DqoqSrev6WCZ05qkqx1hQIvDWrFs4IsC7l2iVF/1PA//qt1pfzwj30E4gorXC7ap7RxTaIATrNA69AsVx2MqwiJ9Izl2JCPY0PafvVL5GCflxy7xEyyqHff/vQbyO+Op+tnu1Jm9unbsVtMxMIJQxUyNyRR483nhi6PiyUU+jxh3raikLetKOTLvzuDwyJR4rJSU5IP5HPdqgBPnxqnochB84oGJpQRnmn38+CeVh7viGA1wZG+Se7YmkdxtoVXu6fYVpPLrw8PsbLAQocnavg3z4QT7O3wsDeDr4geCtr3B3D3e1fx3b29DEyHDfrGH1P42BMjabMJAf52ax53H5hCQGuLv6LCzLPdMt++oYYHWqf4l2c6AfjQ1nJKXFa++Vcr+dgDx/nXZzppLsvizFiQNWVZvDbg5/iwn9+dGOWG5sU7o+lFvbciRFE0uGndvlRVVaLRqEF5jI2NEQ5rKpk//vGP9Pf3I0kSkUhk0VrkmpoasrOzMZlMSJLE4cOHmZqa4pZbbjFoz4ceeojc3FxUVeWzn/0sTz/9NA6Hg5/97Gds2LDhwn/2C77FiyAURaGvr4+WlhbMZrPh9HYh+ehYLMbY2Bg9PT00NTUtydPiFwfSwa0230EkoZBQVMqS1EWR6OeFU5o95ievW0O+Q0JRNbWBKIqM+aJIyRtKOKagKiqyonKgd3Z2nqLO948IJ1RC8fkAqXtnpP6gdDDOFHO3oGTA3HASWHXNb84c76VMYAzQNqYpNXo8IWRVG/e0a00xpW4rJ4Z8hkUnwDtXFyErKiXZ2tiht2+sx2kxcSaSTa9PZUOlm66pOP3j0yxzq7zSOUFBfIyYrOIJJQglZtu8zSaBc9Tn0uLOJ9vIdZgNMF7os22pdnFgZFaD/eV3NNDlE6h1QZU1wt+sTOBKYuVTR3qZnJxkTYmNwiwLigofv6yKD26p4LUBP3X5GuXyb892LUlH/KeeOJ3qW1FbW0tzczNbtmxh7dq1bNq0iVAoRGtrK1dddRWbNm0iHM7cPDQ39uzZQ2trK4cPa4XipRoNXei46AD5XJnw2QTkusHQ/v37icfjbNu2LSN18EYAORKJcOrUKXp6enA4HOfFQ/9yDiDrIFCTZ8cT0Jbx5Tl2RpIKsppcG5VJ7nN1crrGiDeKP5rAZZP47/39hOIKmc6cyybhti+8kNKBWE9iMyWz56vKjSnp793WWLjga1MjKqsMe0N0JiV0DYVOzCaRD2yu0CxEHbPInuecbXgBsJhEtjfk8VIyy/3AVs2zYFhx87bVFQTjcNSjjbsa9GuUk9WkGe3HZZWl0LOBqMyhvvk8+NxoLnNxqF9bgVzdmMuaMicdk2E2F5uoq6sjr2o5vhg0lzp59LSfR44M8+BLJxgPxHCa4dvPt3NDgxWXzYQrqUUPxWS+t7fvbLtNi7faDH+xKgtJkti+fTvLly/njjvuoKWlhZaWliUpnlJjqUZDFzouOkA+WyykbNC1xC0tLXi9XjZv3kxDQ8OCP4jzaepIJBJ0dHRw5MgRCgoKWLt27Xmbiw9Ma3d/HayOJmkKJ2Gi+vw6s9vwishxWAwfX28koRVQfFr3ni+S0GbdMT9rdZhFwnE56VOROcQ5KaEtqeRIjdTtmoRZbjhTzH1uQ+nsMrkoe/Fa1pt+eIiuiSAmQaAmWUBsLtN4696U1uuTyaJZ21iAYDIjv6qxgGBMpjrPzlXLCijKsvD/Xuigf3AImyTyYl8s6XZnIscuEZW1Atvcz2q5QFfXffsHAe3Gu7zEZRR037lWK1w/8/oEAvCNXcvZVuPm3iNeft8nUuqy8sXr6umdSfCHNg/vrLPQOuhjVa52ju9vGWB8amZRmfJbnSG/EZXFYq8rQRC47rrr2LhxI/feey+wdKOhCx0XHYd8ttAtOFO/sJmZGTo6OrBaraxduxaHw3GWLWixlAxZURQGBwcZGBigsrKSbdu2IYoi0Wj0vLwsWgdmjIt+LoCeSirNqvPs7O/W+MbafCfhuGL4PxwZ8PLN3Z2GE9vZIhSff6EKaNI2nWKYu51IQjG0sqnvsSf5alkFOcO+dZnbXJe3kxPaeTaLAr86NGg8vr0+l5e7Fvag9ccUHmsdoSrPjiVJyPYli5rHh3yM+6MUZVs5PuTTvI6jMi+0TbJrTQllSelJNKHw85faWOlOsG9I4b6T2razbSacFhMTgRjJ5sR5lIvA7LzCTDH3PEKy4LfwW1BUzc8ZtBvb6z4L6yWJF9qn2VjlprIgi3+/cQU33fsabeNBPntlFTtXFfLg0TEefj3IQ7ev44nOw3T6tJ3KKnzpyTN8vMmUZjKky9BSAfFPTVmcK87HWOiVV16hrKyM8fFxduzYwYoVKxZ87ZtpKJQaFx0gL3ZqSCAQoKOjA0VRWLFiBdnZixfMLwaQdeVEd3c3RUVFbN26Ne0Hdr5ubz98KXNziyhoXHLXZAhF1YpqkkmgpsDBod5p5OSV3zYWNDjWuZHJWW3ubD6YDz5zRywl5rwgx2FmZoH2Xj0WWurrEq/4nG0e6Dm3IfiYP0aJCxKKgiSKHOzTrDXDMYX/+/s2bmgu5sW2CTZX59A3HeZLT57hnn09DM1oBVJPIMo3980uS50WEwVZFsZ8UUYjZ5dipR7t3EYXvalG/8x2CcKJs4MxwNe3W2isq+O9Pz9DidvGN3Z38uTxUTongvzjzkZMJhPFbgdryl281DlFOKEZCv3dVTV8/Fcn+druLkLJu0Se3cRUWGb/UIz/vHmrtqoKh/H7/RmbWsLh8JvqXTE33orGkLIyTS5YVFTETTfdxMGDB5dsNHSh46ID5LOF2WwmGAzS19dHMBjM2P22mDgXIE9NTdHR0UFWVta8Cdh6nC8gH04puqVGYZbZkIa1jwcNEKjKtfPI0eGM7wENTFW0184FYwHmgXEq0Ogqh0zJtt68AeldfjoYpbb3ssBjZ4sMyXvGGPXF2PC1l3BaTXjDCVaVZLGyNIvfHh01pqycGPZrnhsCDCQtRVO1uhaTQKnbynQoYWTZ+mfRj32hEJh/A5t7DjMMHskY2zZt4NhQAAX42q4VjAdi/NMT2mBbffJ2LDkJpcRl5ecHBrllUzmXNRSyqjSb3Wc8bKl2c2zIT3O5m32d2pLqbx9+nfvevxq73Y7NZqO4uNgYfhCNRvH7/UbXqCzL2Gy2tI67TPP+3mjow2IXG7oX8mJDN0fKzs4mGAyye/du/vmf/9kwGrrzzjvnGQ3dfffdvO997+PAgQOG0dCFjosOkBf6YcRiMbxeLxMTE6xYsYLCwsI3NEE3E5gGAgHa29sRBOGcHXxL3beiKPT1DxhcsA64Lgv4YpBnhdOTGvClZrrPnhqjewG7ymyriXBcMbJngAKnmZlwnIRybnBcSOWQ6zAbRTI9jKww+XembVszZOMXIhKKijecwGwSeH00wOtJg3m7WaQ428pEIGaYzqeGmPQXjiYU+qZmfTgsJgEEgVhCMSRvC0WmZ+xmkWhCQVEXPod6lDlgOKkI/NBPWmjIs2CTBMosUZrqXCwrcnJ6NMAXnzzDg7dv5OiAF18kwT/sqOdfnu7ge3u6+fcbVyInuZUdK4uozHPw++OjNBQ66JwIcWI4gCiZEVFRFAVVVZFlGVVVDf+KoaEhVq9ejSRJaR13IyMjRCKRNPP77Ozss7ZFvxmxVEAeGxvjpptuArRs/P3vfz9vf/vb2bx5MzfffDP33XcfVVVVPPzww4BmNPT000/T0NCAw+Hgpz/96ZvyOS46QIZ0gyFZlunr62NkZASn00llZWWaaff5hMlkShsHFYlE6OzsJBgMsmzZsjdsYJQaqqoyOTlJR0cHpwKzlWOTKKDIKvnZdvxTYZw2K6AdU5FVoT95eKlgPDcD9c9xihOF2caMTJEJfDLxnpncxxaCrFS6IxMYu2wmfJELM1RW57u1jNeGL5ygdyr9ZqV/nhy7hCgIaV4cWVYToiDgiyQwCSqSeHYwzhR2s4jZJBqF1EyRbRHxJ6mF4RR5dn8AoqisL88iGglx4vQoZ0YDbCkx8dpYmDt+dYQStw2XTeKGNSV0T4b46f4BtlTn0DYepCDLwm9bR/i3dy3nt0dHaCh00jkRIqGo7Ph+C+sr3Vxal0tTqYvGIqeWvcdidHZ2Gq54+qTrnJwccnNzEQQBQRBIJBIGSE9OTs5ri9Z9PN4sHjoSiSxJWVFXV8exY8fmPZ6fn79ko6ELGRclIIOWUQ4NDdHf309ZWRnbtm1jZGTkgvhZSJJEOBxOM6Gvr6+nqanpgmYFPp+PtrY2rFYr69at4zu/OGE8p4PLUNLrOIFoZMb985M9YD4oioLmgTHijSCrmbXAAhr4JxTVAJ9UTlRNQXmbJGKVBFaXu+kcD6Ki4oskiMYVY99Wk7bNqlwb7ZORjHSHvl8V5oHxUmiNTNsszraQUEmjHswCiCaBaELFLImYTUKahtptk3BYTIz5oyiqth05lQTWty8szIWDNhcwHFcygrHepAMYYJwpxgJxPnJpNXV1lQy0TyKr0/z1lSu5ZsLL114YwDwaYkuJiaOvHeaKQie/lgS+80IX+U4zn7q8mn97poNwQqG5LJv2saD2fQgiE4EYu09PsPv0hHGucuwmarNUttUXsG1ZHYpoxm7W7Fr14bo6rywIAtnZ2bhcLgOkFUUxnOCGhoYIBoOoqorT6UyjPOYO912qt7H++j/3EVOLiYsSkEdHR+nq6qKwsJAtW7YYX7gkSUSjmd3HlhKiKDI1NcXY2FiacuJCRSQSoaOjg0gkwrJly8jKykJVVWOpbRwHs6qEXk8ojQNeDHC5LRhG9npYJdEopJHchl6kE4DPXF3L/p5pDvbOcOOaEj51RTW7fniQuKxy+2VV/O2VtaiqyrZvvsy7mov58vXLiCUUrvnOy3gjMisKrfzkQ5t4pHWMb+zu5G0rCtixopAvPH467TgWOvbzBWMAu1lgNGUQq13S1Bu+mIooaxlvNKGge+RnW7Ui3og3ijfFfnTBY1vo5pIEavks9EQoBYRtkkg82aijj8FKjcKk6f/+nmksJpHNtXlcvqyQF7v8tPTOsH11DRs2lBEIBLi6PsLTbT7eVilRERvEYRb475c6eMfyHL65Z5ArG/PY1zGVPB8C+VkWJgIxogmV6bDMdBiOTIzzgxZN/pXvNFOVZ+eKhnxWl7lYVZqF2yYZIK3/Xw+n04nD4TCGNCiKYhQPJyYm6O7uNiaU6CBtt9vfFC/k/wlxUQKyqqoZi2nnmjy9mO2OjY3R0dGByWSap5xYaug/UB3MUzNuff6enoWEYvI89YLbIRl+C3pGN5erPVtMp9yb7JJAOKGSkJV5YF7utjLkjfKT29Ya44oO9s7wlXctwyqZaC5zcWTAS2HSjH46FMcfTVCTbycUCnH89TamwjKX1ubwas8MRwf9tI8HyHea+f7NzQD8/uQY+7s1C8yz0SZvJPQOwyyzRh1MhRXDT1hRZwt5VkmgzGXFE0qkjYsSk8CqgmE3upgwDJOEzKsQPfTzHpOVWVlhBhD/5vNdXN9cwoHeGdZXurAlzZbqChy09M7w9MlxPri1UqMVXNmAD3tOPtsvWcH1k6/zxMlJbmywIYnaRG1RgAKHiUhCszDVI8sqEU/IRGUVsyigAJ5gHE8wztEBn/E6h8XEiuIsNla5WV2WTVOZi+Iss+GMqE/+1oHaZrNhtVopKipCFEWjLdrv9+P1eunv78fv99Pa2pomw7Pb7RlBd6mKjD/nuDg+xZwoKyvLKNF5Ix12U1NTtLe343K5aGpqYmBg4A3/CFKVFqla5a1btwIYzwmCwO9OjM57fzjD0vZsEKF7HutStqJsCzetLeHHL/fz/s0VVOU7ePuqIt533yEKHBKjvgiTwQRrc+MMeyE3PsHoaAyPP5ykJzQgWFWazZEBL1KySUSnA6TwNCdPjqC6y4EZ3r2+lP7pCN9+sRtJgMai2aLnLRvL+WPnFDX5Dv7mymJe6ZrihbbJJZ/Tc0WxQ8Abg4nQ/HNnErTsMxSX6Ukp4tkkUFXBaLoBzsoBZ4pM/PvcG5+eSWfSNKc+NB6I8bVn22kfC/B3V9cajx/q91JX4ODEsJ/fnxjjXc3FvNA2SbHLyvOnJ/jCdQ185LJafnt8gs//wYOsaJ2YsqIyHpylhrItmpudN5ow9NKpskOXzUSew8KIN0JUVgnFZI4MeDmS4s9sN4sUu6xcVpfH+ko3K0uyqcy1IiaTEB2g9d+42WwmLy+P/Px8QqEQ/f39NDY24vf707wrJElKozucTider/eicHqDixSQF1q6nI8Fp9/vp729HVEUaW5uxul0EolELggXLYoi4+Pj9PX1GfSKLjfSP4f+WX62f3De+yOJ+dksQFWeTRvPlGUhGJWpLXDQNxVm399fii8S5/JvvcqOFQXsafcY3hXNFS6uW6kVOycCcS6rL+A9m7L5wmOnidvzyLbNUFhQgM/nY3B8CptJ4fDhw7hcLgot2kXVNaFxhMe6NJldbWEWm1c18/QpbbnbUJjF315Vy52Pn8Yiidy8YVbHqbd0e8MJbtlYRiiaeFMAeSyULmdLKCqKqilDErLKaGA2O89zmFFUzTRITI5qXQoQp2bEmYp/KulAnQrEqeb779lQwsNH0m/IvzyodYlV59qNSeId40E+d00tu89M8s3dnfRPaRPJP3dtHd/f08M77jmAwyyiqhrImk1C2iSYHLuJXIeFoZmIcUyq8R9tSklRlkQwrqYVQ80mQatjKCoOiwlFVQnHFXo9YXo9QzxwSDtWkyhQk2dnTYWL5jIXa8pdNBQ5kQQMgI7H4wwMDGC32xFFEZfLRU5OjnEt6BNK/H4/AwMDPP744zz66KOoqsrdd9/N+vXr2bhx43kNOwV49tln+exnP4ssy3zsYx8zxjm9VXFRAvJCkTp5+lyhKydCoRDLli1L6wK6EOZCPp8Pn8+HyWRi/fr1xtgfRVHSgFiPQW8k43b0a9gmCUQSKpfW5XL7JZV87IHjvHdDGR+7rJrbf9FKmVvTigaimgnR9oZ8Lq3P466ntCkiBUlPh2A0QSCqDUK9elkBFpNIx3iQbJtkjO+RDgUocIVZs2YNfr8fy6AGwL9vHaRBHuDMlBlRgJVVGsD3ekJaIS/PTn2hkx/s66V/OkxdwWxVvGNCkxN0e0J4IwmjIw00YNMLaakgp3/mpUaOTSKaUAgnFKySiKKmu+cVZlmwSqJR7IRzN23ood8gRQHynZY0Y/+bVudxtH+a3mSnnEnIDNSQnpHOBePU+Pyjr/N/n2ozaBFB1G50X3mqjR+81AvA48dGqc6z0+MJ4Y/o02Vmt2+XBMpz7YzPmeidqrMuyLJoXi/+eMr7tM8ZjKuYBI3qCaWIql02iXyn2QB4fd5h12SIx1q1zyQKkGM3s70hj/9zeTHt7e1UVVVRUqI50WXipXUje1EUufPOO7nqqqu45557sFgsPPDAA+Tm5rJq1aoFz9lCIcsyd9xxB88//zwVFRVs3ryZXbt2nde2zjcuSkA+2+TpcwFpPB6np6eHyclJGhoaMuqVz7epAzST+46ODqLRKG63m5qaGsxm84JADPDUidGzVu/L3Fb+YUcD//uRU9y8sYzCbH2CtJYlDHsjNJVqnYhDM9oFV55j45LaXB5+bZjXRwPEkz94fZp0cbaVLKvErjXFPNo6YvhBAPjCmimRrlEV7H5gEm8M/vOEmfoCKwUOld7uLsLhMEc64hQ4TMx4JnC5XFyzPJ+ftQziT1FQnEkOypMVlfv3z+qtYRaA9akmeszl1BcbM5GEYciUWsDMdZjJc5gZnImkPa7fBEyicFYQBS3jjcoqty43c12thbtaFKbDCn+/yU5djky7x0GNpDDii9Jcls3OVYV89dlOrmzMZ1ttDt/Y3UVFjg2rJDA4HSbDDNvZ4wJynGamgtqEFZMo8K0/dBnPu20ShdkWhmciaW3w+tGLgjbNJZpQ6ZyY1ddZJQEBgUhCwWYWMYuCMTkGNElgtlVixBcloajGzVJO3hzNIpQ4TfjjahrAp55Lt00CVLwRmalQnKdOjPGeqijr169Py25Ti3up4JzKS7/44otEIhE+8YlPLHyyFhEHDx6koaGBuro6AN73vvfxxBNPvKWA/BdlLqQXEDKFoij09vZy8OBB7HY727Zto6ioKCNAnq+3cnt7O0ePHqW0tJSNGzeSnZ1NW1sb3d3deDyeedl7+1iA9/7XIf7PY6cX2KoW715Xapj8lLltDHujxr8VVWXEGzHAeSipqijP0TLmrTWaZvoXB7Rl5ZhfB2QtY/7UFTUATAdnL0hvJIHbrjXHdHd3c6Zbayl96OObyXVaODIYJNdpY+3atWzbtg2faqM6z27cjEJTWnb01LEBRkdHCYVCnBkLUOKyUF/o4IFD8+kZ0MzwtQtZW9LrmHlp3bl133O/sVQsd1hM1OY7iCYUuiZDBhg7LSZMOoDYpYy64601OdTk2zEJAj/5wBo+cbl2vu64YStNzWsY9CVYl69QnS0wE4zy+kiQzSUif3dJIYf7vfz+xDhWSeTb72nig1sraSh0IgjQNRnmY5dVYzYJbK3JIc85x3sULWufShaNwbSKAAAgAElEQVRAFRWjwccqCdQXOBBFgc6JkAHGkjjrzpdtFXHbzQx5o0wmv1u3TaIwy0IsoRJNepJE4oqhV3daTDQWOlEUGEgOqIVZgBfQAD4/y8qgX2YmecOVBEiOS8QkaAMTvJEE3uTzdhN8dWcFG9evOyvVoPsk69PDvV4vH//4x+nu7uZ73/vegu9bbLxVBkJni78oQM4U+uiY/fv3I8syW7dupbKy8oLJ2FLHMtntdrZu3UpeXh6yLBujbLKyspiZmeHEiRPs37+ffQeO8vGfHeCmHx/K2EGmm9/UFWhZa3mOnZEkCJcmdcX6vz2BGHFZTQNkgdmRT4FYArtZ5MW2SVp6phlPAnKRazbLdtvNTIcTtCaLNv5IHDMJDh48qJl7uwrJc5hZXpzFA3+9AVGEjokgrQNeVFVlYDpCfbGL2tpa1q5di5pViE0SaffEOTagmTsd7Zmg1KawtUQrPGaKhKIanKe+pLeZNUrFJp39JpnpNmwStOGvsqLS4wkRiskIQInLkpz7JyOKAgIat52aNevA9tUbV+K0SGyscnNJXR4He6epyrMRCwV54qWjxGR419aVbN68GaGoERW4YnkJ19Y52Vpm4diQj5pslZ6ONoYGB7ltQyED05qXxge2VvKu5mKOD/l56KMbybFLFDjN824uqX9r0j2NGtBpGLtZJNtqIqFo3LFNEvFHFeN5t02irkC7IU0EYoZKRwdcSRSoybfjtJromAjiS+oCRTT+GMCpSwR9UUZ9UVS0AbmlLiuqABFZ58XBl/L9ri+A+/9XOZfV5y2aTlRVlUceeYQbbriBD3zgAzz00EOsXLlyUe8913bnxlstpbsoAXmxJ9Hj8XDgwAGmp6fZtGkT9fX1F0w+o6oq4+PjxlimLVu2GOoPnZ4wmUzY7XaKi4tpbGykac06WkJFfO4FL6/0h7SpGRKkwkmOzYQrmSXuWqPxbGVuKyPeCFZJJM9hZjg5PaQgy8KwAc4awA57IxRlW7GYtK9+aCZCXYGDihwbX3u2g/6pcBpgA8iKxrXes68Hv9/PTDCKpMTYuHEj1dXVWgaeo73eLAnICmTbJP7uoZN0TgTxRRJU583yxT2TIZYXZ+G0mHhxUGFlUzPjYdhQX8LyUo2rz/QNfvqycn7/N1uMv102iUhcA5FSp3bB67GYH7asahRNNKFgErQCWUGWhVFfjGBSwRKX1Yxgvqo0m8pcG267xOkRP6G4zJXfeZUDvTP0T0W4+p6j/OR1DXjWVWmf6VDfDGaTwPaV5VRXV/OZnasBiAo2w6imzhrQ3PEklaHudq4oMxGOy/yx08NHL6tmMhifdzypf2eiccIpWW5Cme2ItJtFGou0TLp7MpTWKamfynynhYIsC32eMONJDbfdrP3OFLSs3G4WCUZlgy93WEw0FDowiVqno66/TuXFHRL8vxuruffDW8h3Z+PxeIyEpLW11RjVFIlE0oBybGyM2267jd27d7Nnzx7e/e53XzDQfKsMhM4WFyWHfLYQRRGv12u0g+rKiaXGXA1xani9Xtrb27HZbIsq2CmqypPHR/n+nh5GfVEkUaDcZWEmFENbkWqvNwlQ7TZxclyb+hyc0sYgOYUow94wJS4rgiAw6tOsJfULAmYBdngmYmTYoDWGrCrJ5hPbi/jswycNuZIO2DFZwReR2Vbj5pXuaZ45cIpQAmrKio2RPkPeCMuSErahpDnPJ7ZXc/feXu5MNnxU5c1y0D2eMFc25tNc7uLBw0PctLaUhKKystTFY62au1omEHylfYzj3bPua1oLswasgwHtPXpji4IGyufSZAtAeY4mxxqYCadRGbp5ks0sYjWJRnNIdZ6d/ukw1ywr4Ju7O1GAM6MB1pc5mAzE2LnMRU1RLr88qFEvn/nNSb5x00pe659hTbnLkAueTvLmvVNhDo/GeduKStqCNlQm8ccgaM1nlStOhcvEA692satOe59NEthU4eTl3gVaMs8ReodmXFboGJ/ljm2SgEnUVgZmk4BNMhmzGkFrlMlPNspMhWYng4cNSkSgKtdOKC7TNRFa0PFuZ52Nf/1fG8iya79Dp9NpGPXoU7r1ovfQ0BCRSIT/+I//wGKx0Nrayp133sknP/nJC96GvXnzZjo6Oujp6aG8vJwHH3yQX/3qVxd0H+eKv6gMORKJEIlEOH36NPX19axbt+68wBgyGwzpU6k7OjpYtmwZTU1NaQU7URTnHdvhvhned99r/NMTZ5gOxakrsJNlERjyxQjOqT+KgoDN7kBWYWNNHrLVhSiAHJiia3gKB1FOnTpF37iXQqdWeNTpixLXbIasg7OsqAzPRKjIsfG2FQVsqHRzejRARc5sdtzn0aw6l9mDOMwiLTMa8GYns3RVVRnxRilPvmcgWTTcVJXDl97RaFAu+sQSfySBJxijtsDB+zaVkVBUHjqi8XSNRU4O9aW72TUl5XACcHwiwasjs1nc8jzRUEGoisr2KlsareCwmM7dICNo01P6pyMoqnZBuJOEp6JqCoBYQknr1Lt1YxnecIK28QAPH9FuEP+23cnmYu1yuuPaFXz2mjocFpH1lW6GvRFuue81Tg372Vg1q9Zp6ZmmzG2lrsDBt1/oIqEoPHNqnBy7hN0s8sTr01RWVnLLlho6ZxR+2yOR55CIySpjvsyqG/1cnS1UtBvxWDLjzbFJlLqsxGSVYEzGlKQ99M9sl0SWFWlTV3o9YeMc623koClTSt1WeqdCBmUhieCySsZr3Rb4yXsb+M5tlxhgPO/YBcFYNTY0NLB+/Xpqa2uNJq8PfehDvPjii9x2223n+JRLD0mSuPvuu9m5cycrV67k5ptvpqmp6YLv56zH8Jbu7U8U8XjcKJzZ7XZWrVq1JP/jTKEPKdW7/7q7u5mamjI67GRZRpZlA4jnRt9UiG/9oYs/nJnEKonU5dvxhmJ0T6Z3hqVmbHFFNcYSbah00+sJU5RtpblpFf7dr3BpdS6VlRVMBI9Rn6Ny+PBhWtti2CQB3+QoSraLUV+Ut6/SwHMioFXJy3O1At//vqaOD91/lFjygpucnGT3/jYA3rGtmUTWOA+9pkncdNpkMhgjmlBmOepkhlyRa2N1WTY/eaWfHk8IgdkWb9CyzLoCJ1uqc3ilexqTAFKG5gm9+t9Y5KRjPGgArMUkEFItgLa/hAp7e9Mr+oFF+FqqKshoBvoFDgtj/ijeiGx04umudZKg7cNsEtC/ztdHAlS5zUTjca5Y18j3Xx0jyxqirsDBqC/CRCDOx7cXce3yAj50/1GCURlncoyIoqoc7J1hx8pCrmzM5zMPneSx1hH2dXh45+oiQOB3x0f5hx0N3NBczLf+0EXfdJgf3bqGPe2T/Oa1+ZaqeTaRqcisb0h9rkTPTGK+/Wfyb5dNG/g6OBNhJsVESS8OCgKUZFsRBNLOvUkAi6QZJFklkWyblCbvs5tFirKtDHsjBt980wonX7pxHXbr4gelKorCQw89xHe+8x2++tWvcsMNN7zpnO7111/P9ddf/6bu42xxUWbIeqQqJ5xOJ9u2bSMrK+u8JWupodsQ9vX1GdvXC3aJhDYmKRM94Q3H+cZzHVx/9wH2tnsoz7FiNWmubJ6wdlz5DjMumwlF1ZaBooDRBedJVtUrcu2M+iLG0nPCH0MyiXx9zxCjgQSvDEb51AsRDo5rmWIkoXCys08zCZoZ5fTp0xzr0JbUZcnsWR/+2TERpOXQEUZGRhDcGk9dX5TFLRvLDY5Sz5CHU1QboNEXDouJHLvWOrus2IkAfOuFbgB6pzSA1WV079lQhj+SoMhl5UdJ3Wxq6DcHlyTP8REWDO/iuXE+16wkCAykNETobdG6cqA8145JhO11ufw82ZTxkZUS/qjClvpicnJyODHkp6k0G1EQODGk0RFryl2Uum1c36Rpsn/ySj+9nhBtYwF8kQSbq3O4dnkBq0qzuHtvL6GYzDXLC7llYxmRhMJTJ8e0Rg607/HyhjzuuKqWLKuJHIdkfA+gyfGqXdol/S/vqOPe9zTwvbcXGaOkrqtOX+L7Ignax4Np2uHUUFUY8UUZ9moZr9OsjYVS0byzdbtUHYytyUzabjbRNxUmLqsUOwR++YEVfPXmLUsC45GREW699Vb27dvHvn372LVr10XhVXGuuGgBWR9WKssy27Zto6KiAlEU37CfBWjL9FgsxrFjx4jH42zZsoXS0lJkWV6QnojJCr84MMBV33mV+w8M4rZLqKgMzUTxRRVEoDLXRonLgicUNzS6eieZ3riht+7q8rZil5XhmQgq8MjREcOt6/KGPN63qZyYrDAVSvDJJ4boTmjL5S2rGyktLWU4mRVN9rdz6NAh9r12CtA4wePBLJqbmxn0ah1/WVaJxiIn9YUakGZbtYtbLxqmqjh0SR2AJxCjzG1jX4eHlzs99Hm0omFlrvb6HSsLjJbhp06OzzvXDQXa63pn0r+zTOOlYNZvYqmhF71MwqxywGWTKHZZGfFF6ZsKIyuwr3OKwekIpVki771yDdMRmTXlLmIJhbaxAM1lWgvviSEfkiiwoli7yXVOBKnIsWESRT778En2d2sTTzZVa11on9xew8T/x96ZB8ZVl93/c+/se/bJ2iRN0qbpnjYtUGTfwVJAdkQEkRcFyqbyAxVRX9lEEYoIyI6K4KuAUFAWW9rSJt3SLc3SpNmXyTr7Pvf3x525mSkJtGyV0vNXm+TO3Fnuc5/v+Z7nHE8IjUrgiNI0qvIszMg1839b+3h6fSeCIAeTbu9x8dPXGvEEo7gDUcU/5NQpKo4ps9Hllt+XNXtd6G2ZGDLyCMVHpDc6BB45u4RMQ+plv79lzhuW9dOxuJ9HgroQBfnztFu0tDi8jPjCCMDFs8z8a/nRVJftv5F7LBbjT3/6E+eccw7XXHMNzzzzzCcKkfiy4pAtyMFgkJqaGsrKylLI/087Zed0Otm4cSOBQICysjJKS2UvgckKsSRJvNM4yIkPfsDd/9qjGNiM+SNEY3IBKMkwUJCmp3ssQL9L7jYSHBzIkqK8NLmLnVMgX/B5Vh0DriDpRg3LX5bD3k6YnsWjF8tmPedX5/OjU8ox69QcU56JWafm3n/LQwN5NgNpaWkE1TJ/furXFmG322kdkGVtxVYVL9T1sqG2jt3dw+Rb1Ph8PiRJYmGcA03wj4rmOW28IOcnKTS6xwLML7JRlG7ggXdb6RjxkWfTKxtb8nsEjri15b5QS7IUbcgXnTD9OrmYZJk0H2ne83GwaAXZhjQmoVXJHWRiUMaqV1GarlG6zSuOmspuh3wzml1gpdnhIRKTqIoHqe7sczPNbkKrlrXv23tcLJiSxn3nzKDF4eWlzb3k2XTKe3XC9EzUooBeLSobqufMy2N3v4eXNvdycmU2ogAXP7WFVS3DWPRq/nHVbDw+P7NytNx/2VFctLiUmAQnVWaxqmWYC/64mV/9q4XCND3PfWs+oajEHzePcP835O9IIlD2k7xlie+mTa8mz6anZyxA56jcGOQb4aVvzeQn59ag1ew/K9rb28uFF14oSz9Xr+ass876SnTFyTgkC7IgCEydOlVRASTjkxZkv9/Ptm3baGlpobKyktzcXNxuNz6fvASfaMNuV6+b8x7fxA0v7VSohuSlcL5Nh92qo2PET1fc11ivFrAmVPQIpBnUeINRtna5EAUozjCiFgVUokAoGmNV8xCtcZ71+uNK8cQ7a7tFRzgaY8gTYma+hZe+s0ChJF7fKasz+pxB0g1qdtZvIRgMYrYXA3DtCdMYCkgM6gvp98bINYm0tLRQW1uLzi/HHq3e3Yvf76fPGcCiU2PWjVMYCfoiFIkx4ApSnGlg+fGlNA142d7jZkqSBK4jPsk1mRfzcEh+rRXZpgnTryXG5W7JLnEfEWw9Kdwh+SSi0niskl4lMMUiEItG2DsaJjFceN87rbInh0qgoc/NW3G/jtn5FmKSREOfm5l58s2zzxVk2BtmToGVo8szubSmgM5RPyVJypPu+KCFOxhVTHrOnJWDKMgytSuOLOLrs3NJi9+UvjnHyvptzTh8EpcdJcs1/29rH2adinvPqeL5K6px+sO0Dfm4oDqfaXYzd545na3dLl7fMfCxE4cg5+5NhkhMHhRxBiL0jI1viF4218pbNx3DzOL9D4GIxWI8//zznHvuuXz/+9/nySef/ExDHr5MOGQ39ZJTQ5Kh0Wjw+yeONNoXwXCUYbefrq4O9vaNUlZazPxZ+SBJShhiU1MTgUAAvV6P1WrFarXiF/Q88F47bzeOm+OYNAL+sKSkUURiktJdAtitWkRkyVogEkUUZLoiYatp0ogsKc/gvaYhpmYZlQGOPmeQZXNz+ce2fuwWHVvjF7PdqlNE/naLDr1GRc0UG80DHp5e30WOSUVz9yDpOomZM2diMpl4qbUZs07FmbNyeGR1Oy9s7MUZiDKrxM7cuVMAaFjXDg172dDhZndjI7v2urBpYc+ePYg6E+5ghLwkRYeEzC+fNjOHx9d2sGfQy+LScaVB23BSJEYc6XqR0fjmVEL7OrEaWMZE2ts0o0a5CR4IEjI6lSCQZ9Pi8oXodEskevE0vYpILIYnJKEWZL765yubleNvfHkXWSYtrkCELJOGUDSmfCazC+Tu+cIF+fxpYw97Br0EI1F0ahVr4/l2Zp2K37zTyk0nTqXZ4ZPd0SSJ77ywjdIsI0iyR/L0LD1r+rQYNA5OrMzCF4ry792DnDkrB4NGxZwCKxXZJup7XPxtax/nL8jnzFk5/KO+j7/Xp3pj2PRqIrEYZ8/JZcAd5N2mYcw6OQT1yKnpBMOxFCe3BLxJ3HO+ER69eDYVBVkH9H739PRwww03UFBQwPvvv3/AydGHGg7ZgjwZ9rdD3tE9xjee2JT6w/VNCDQxr9DKr8+roqysDBjXTg4Mj7FidTuv7PYQluQkikyj7LvrDUuKs1eyd3Fhuh6NKNI56k8pLIl7iU4tUJBmYMQb4t+75QI/5A1xydNbALhoYT46tQqdWsRmUDPgCirGNjt6ZM9ae7xADnhCFKbpyTHC/e+2k2PSMKswXZH+9YwGKEgzoBJFLltUwN3/2gOQMtSR8A8eDcT4l8OMixAl2VpsNhv17TJ/7XV0sXXrCHu88rhvjkmOPrriyCJuf7UxxTZ071BqQTZqRVxB+ffHlqWzunUUjUiK10ICieI5Uan+JMUY5Mez6FUEQrEUb+DCND2CgNINgqy6iMRrkkEtYDcJdA672RWXSj+6poMn1nUCsiphV68bVyDC87Xy8MGgJ8TXHlhHrlVPx7CPfJueixbk8+B/2rj82XoAdCqBcruZMX+Inb1u5XyWr5RVFhpR4LKnt5Bj0eEPR5XNw65RP1u7XZw3L5dXtw9w8992ceMJpfQ4/YoBUrZJzc+XzuDav+zg/51awTcXF/KDv+/CpFXxxvcW85dNPTy2pkN5f7+1uJBbTy4nJkmc/Yc62uP7AVfN0XNCiYHhrj2M9e5VkkMSsU0TqYwSXfGjjz7Kfffdx6mnnvqVoycmwleuIH+cBWdiws7Z3kJFppY0k4GGfo/SDQgCbO12cdLvNnDdcSVce4zM272xe5QH/9PGiDdMmkFNtllD75iffu948UleItrNGgxaNV1jgXGZEbJ6wRU3v8kwaRn1yctOkAtQUYYBlz/CiC9MllnDLSdN5dvPbcM+wVBIwpcixyI7dXUNezAKIW47tpib3+qnc8TPMaZxWqd7LKDQCcvm5vHAO63yzn3S0toVkEetq4tsPF8rqzRC4RghjRmNTQAGOLZmNtMytWze0AGAp7+D9YOtRINygd7SOUowGESlUvH2jlSvgFyrnrYhH2pR4OtzclndOvohk3ZRQB7nniC7L/E+fgoqOcX0KM+qw6pX0z7iT9E4J4ZG1KJAvk2HJxil3Tl+PukGFZFoDHeik5Yk7krqpHMsWgpselocXkXK2OuUvaITr7Ew3YBKgGaHJ9V7Q6PCF46iVQnML7Ix4guzJt5hf/+vO5iaZWLQLd+Yz5hlZ3qumV+9tYf1T46mvM7HLp3PE+s6MGpFTpyeicMV4F8Ng1xaU0C2RccNx0/lvaZBmh0+itL13HRSGSpRgGiM356UzuoWidMWzWBKznhXGw6HFQ/j9vZ2vF6vkq2nVqsZHBzEbrdz6623UlJSwpo1a7DZbJ/i0zq0cMgW5I9yfJtMZTE2NkZzczNGo5GFCxfy6pHyUEdMknjgnVaere0Zz5IDHl7VzuNrO8kyqulxhcgwqpmeY6RnzE/L4HjR16tl391ITB46EAU5Gy0RSmrVgkmnxuGJ4ApEFA1sQk6kVQuUZBhxByK0J7lnDXnCLL53LVEJ5hZYeX3HAB+0jlAUL6qJ5b6REJs3b8bhCnJkWRYzyku46ywbVzxXr3TRkiTR6wxwZNyox6JXU5FjZlefW+EtAQbdIXIsOp64bB6dIz5OW1GLwxNk2R82csYsOyBv8BkMOtwxDWpR4MSjFiIK8NrWbsBNnyvEC29vpMQQpHk4tXsajN9ECtL0vLS1j4nw7OXz+OvmXl7f6VAKYzI+TTFOIOGU1jUaUKYdBeQBiFF/mHBUwqpX4w9H6YzL7xT1iCA7tX1UJz3iD7G1e1y7KwdZy9+TNIMao1ZN14hfeS0GjUiGSYPDFcIXjmLQyDrghJ+1RoTSLBP+cJSGPrdy3FUvbFNkgBa9iqJ0Ax3DPnKten72RhPb45//SQ9twKxTEYlJHDdNph2297hojk/y/eT0aWhVImNjYzQ2NpKfn8/VZx7xoessYTSfrIyIRCK43W6ampr4+c9/TkNDA9nZ2RQXF7N582ZOOOGET/lpHTo4ZAvyZJioQ/b5fDQ3NxONRqmsrMRsNqeMOqtFkR+eUsGgJ8zKXQ7Sk6KTgpEYPa4QaQY17kCEkfjPVfHx1BF/GG9Q7mZEQVIcrkCenrPqVbQP+3G5x88psfEnP4YOdzBKs8Or/F5AvkB94RhqlUi6Xs22Hhfb/tEgHx+T+PZzW2ka8KARoXNvG3nFUxnyb6ckS6YnEptwu/s9vNc0xNxCK75QlIIkhURWXFL1VsMg31xcCECfM6BM/SUKzs0nlrFy5wAvb+lFFadLQO74cq1ytw7giKd0WLQCq/sEqo6fRWxdQ8pnkZCf2TQx6tpTp/YSr92iVyucZiSGkguXF5eoTYTEYMf+QnYjkz8TvUZkSrqeAXcIhyek+Dwkm7vn23RY9RrahryTbpZlxlUgyZ10hkFFNCbhDMZQIaEVZQVOgtay6ESK0o30jAXoSaJQEuPK8ui3Hr1GpG3Il0J7JRJiRAGyLTpGfWEa+uTJydYhHzlxR7+rl0whzajhkVV7EYBr/ryd648vpaHXiYDs27G42EpjYyM+n4+5c+ceUMKzWq3G7XZz9913U1VVxRtvvIFKpWL79u0H9DhfBRyyBXl/OuRwOExrayujo6NUVFSQmZk56YSdIAjcddZ06rtdivY2GYkLyKhRUZxpwOEO0pUUIJp8keaYtaQZNXTEEx0SsOrVeAIRYkCGUVZXdI2Nd2eJR5CQdbgC8g0hGO+kLToVUzKN9I0FlM4J4H/e9iAK2wFZy/rWrgGeWi/zmCWZBm54aYdSRMf8YdqHfbgCYXb0uORd+3+3sLZ1GF8oyrYeFxdWy7rS1S2y4mJeoZULFuRzykPrGfaGeWuXgzNm2ekaDVAYH5mORCLsbO/HohU4f34uT9f28fO32lLewzS9mrF4kWsYnLiwSsCyx1K5/URIZ7879ZjrjilmxfsybfIJfOzlCcosI05/mBbHuDeDPLAj3wysccvKrlF/yibtREjmtQvT9GjVYlzfPK7uSHxNtCLkmWU+PTncVhUfEgpGJSw6FRa9bCaVqMOJKbkBVxBPMKp4eyS+Z2JcZlmYbmBr1xjFGQZuPGEq9d0ufOEYt54k/zvZV/n82els3ryZoqIipk+ffkBcbywW4+mnn+aPf/wjDzzwACeeeKJy/BFHHLHfjzMZurq6uPzyy+nv70cURb773e+yfPlyfvazn/HEE0+QnZ0NwK9+9StlAu/uu+/mySefRKVS8dBDD3Hqqad+6vP4rCAcYOT2Z7Ea/EIQjUYn5IolSeKDDz6goKCAnp4eiouLyc/PT0klmMwoHqB27yg/+PuuSYM4bXp1iu+BTi0PDYci8gVk0qlTirBFpyLTpKXXFSAUkSbMXktAqxJYOt1EmSXG8zv99Hrlv9OrBQrTDAx5w8qoL0C6UXZD84djGLUq1GJqZI/doqM4w8D2HheBSOxDo9pqUeCY8nQ6RgK0D/tIPq3kXL7/XVpJ84CX+9+R4+aHvWGmZhlpG/KxYIqNqxekER3r454tEnabkfvPnclJv/uAfV9m4tgPvW4REvuA+6aELC40sqXPj1YlcvrMHP4Wpzm+PtvOr86ewW/ebeXp9V0fekyrbnzzcDIU2PSKUgTApJVzBEd8YdSigFmnUm7EnxY6tUAo/rrsFg3hWGoBzzCqESSJYX8UEVDtk0Zt0qooyZRTP5LHmJORY9aSYdLQPuxPcXbLMGpwByOoRYH7z60iz6rnf/6ynUFPCLNG4JFTrMyeWXXAsUgdHR1cd911VFZWcu+992I2mz/+oANEX18ffX19VFdX43a7WbBgAa+88govvfQSZrOZW2+9NeXvGxoauPjii6mrq6O3t5eTTjqJ5ubmz9yoaALs113sK9UhJ1KjvV6v4n2cyOlKHPNxd//Fpen863sLqNvRxNpOP39uCKTcpZyBiKKecAfkpacmnjThDkaVJXm2WUuORUfHsC8lnyyUpFMuyTQwK9/Kf5oH0WtUVGSb+VvDKHqNSCAskWFUIwIj/gh7Eht/QIFNjTcMw77xZIzk8dhMk4Y8m46OYT91SWY+AuOdeIJq+E/ziPL6LDoVRq0KhztEKBrDopP/ffWf5O5brxaptJtpH/EpG5GbO51s7nQqj5ufLvBO4yAmnQpXIHVkdzJlRHJy4FrGC1cAACAASURBVI9Pm8av32tjLL6hd9o0KzfVmPD7vPy1aRCNAFaDCo8/hIDE1UcXKwU5mdJwBWMphX4i9CSMmSw6THoVnSN+vKGwEoH0WRRju1WL2x/BF46hUwtyrl9STFK+TY9Vr2bvsJdgIiEbSCQaqQS5kw5GojT0eVL8JvQaFd6QHGqbbtQw4A7iSOxLqASKMgwMuUOM+MJoVAL+cIzr/rpTeW6TGn51+hQWzi094K74ySef5Omnn+a3v/0txx133OemoMjLy1Oc4iwWCzNmzPhIU/lXX32Viy66CJ1OR2lpKeXl5dTV1XHkkUd+Lud3oDhkC/K+GBsbo6mpCbPZjNFopKSkRImC2Z9CDDLF0d7ezsjICLPKyzl2USZTN/bwizebuWB+Li9v7VcuiGSfhXA85gbkmKBcq47OET+7+sZlTDaDGl8wSjgmkW7QEJXk+JtEBI7dIjuZaVVyioNKFBS+GuKbOhl6PKEYXc5QyvI6IQ8zaUXyrHp6nAF29srLYAG5KDj9EfzhGCatinBMSuni86w6LHo17cM+5YYiSeN8r0YUKM0yEghH+WDv6Hi+G6CP6691apFsi5YtXc4UOmV/kMyLNjk8OJPUFXPLC6nMlfW9T+3ZRkmmn4oMDe+1jbFuQy3qpM5n0B3ErJGHPkRRlEekw9FJi7JKkPnTvcO+FDoksZL4LJaLA67xbjaY1PlnGDXk2/R0jPpTKDKjRiQUjRGJyZOJAN3uVHWHQQ0DnijeUBS1KA+WJG5EOpXA1GwTnmCEtiSLzHBUSqHFlhRo+fWF1djMB8bx7t27l+uvv56ZM2eybt26T+ym+EnQ3t7O1q1bWbx4MevWrWPFihU899xzLFy4kAceeID09HR6enpSqJKDkQryUTgkJ/WS4fP5FMPrqqoqZsyYgVarZdeuXfT29uL1eieNdUogFovR1dXFpk2bMBqNLFq0iMzMTEDWAR9dlsE/dzq4/rgSIDV41Bj3ntBrRHKtOsZ8YXbHZXRGjUhFthGzVoXTH1GOG/WHFWqhKE1PVa6Z7rEAW7qc43RG/JxFoNCqIcOso3koQK9LLsY2vYoMo3zBCoKAVSfiDcXYM+TDH46hV0NFpo40g5p+V0hZwnpDUcXQx27RMivfjNMfptkxvlmlVwuIEE/X0JFm1NDs8Mqjs5Jss5hjku/1gbCk0BtdowHCUQndx6R7AJP+zfN1PUjAlLgXxsbO8eLePuKj3G7hrOpiAhEJlX06+txyQKY9ohJoVQn+VzZt/6gOOSrBjl63kmCSa9Vi1KqUsNUPn/PHX056zcR/k3i9WpVAUboebyjKzj437kAEEZn3zTBq5L0DQTacGvKGFeosy6xhdr6FSAx63VGFDkowEwKQYxTI0Es09Xvoio85qwQUFY2E3BWvOLuEJ65ackDFOBqN8thjj3HZZZdx55138tBDD32hxdjj8XDeeefx4IMPYrVaufbaa2ltbaW+vp68vDxuueUW4L8jFeSjcMh2yNFolMbGRkZHR5k2bZoSmxSNRpk3bx4ejwen00lHRwcejweVSoXVasVms2Gz2RS+bGhoiNbWVrKysqipqflQokhis+/rj9ZR3+2iusjGjh4n6SYtDncIlSAhCvKuuD8sdylpBjVTMgx0jwaUtGWQbQ9F5CVpjkUr61+H/crmoFqADLOWYU9IHmDQCvgj0O2SL8oEzRGT5MGAmDRuUOQKyl9Eo1akNNOIwxWkZThpE0qSu+xwbJzXTvbM1aoE8mx6BtxBAuEYBo1cZJM76RwDGHVqetxRnKHx7j1R7DWiQEmWkfZ9hkEm0g0HlcBMgXSjhiGv7GaXuFnMyrfS6wzy9AddXLigAEmS6B4NcNbsXBaXpqNViby7ux/RLxfso8oyqG13MhoYd43bH72ySoAKuxmnL0yfK6isdPblv0UhNTAVSJHkqUV54i4wiSlSMCKhVcuvL7G60ogwNdtEKBKjY2RcRpfoZkHmjoszDPS7guxIGhyx6FVEoxK+cAyzTh4cciRRQladSIZBpMc1rug4sUjFLSdNxZ6Vqawc9wdtbW1cf/31zJ07l7Vr136hhRjklet5553HpZdeyrnnnguA3W5Xfn/11Vdz1llnAf8dqSAfhUO2IAuCgM1mY9q0aUiSpGzwJdQTicKbQDgcVlIK+vv78Xq9hMNhdDodxcXFZGVlTRrvlGfTc92xJdz3divVRVYisXENcFQa91UwaVUUpuvpcwbZ3jN+8WSZNfiCUXzhGEatiCiKONwh5TEyTVqyLRo6huQYncRlkvBekHfOjahVwoekT4lNMI0okJ+mZ8wfZlff+K59nk1HKBJj2BtGQkCnSnDdMlVi0QoUpunpd4fpSOK6/UmFJdMgYtFAn0/CkcSrphnkIZeYJHPmgXCMliT5XgIfVRTDMQlvKIJZq8KiV9PjDDIlXc+oL0xhmp72ET+v7xhgToEVCSjNNKIVoSpbw6omB7ML08i1wtHlmaxqGVE2TU1alTLsY9XL8rCJ/DSikhw2m6w/nwgTHZtcn/cnITuUdEBhmh6jVkXr4PjnKSCPhI/F3dSyLTLVlFBhCEBxpoFIVFLCbEUBPMGo0uVbdCqmZpvoHQvQPiZ/v7L08IvTiqnKs+ByuWhsbCQQCKDT6ZSpO6vVil6vTynS0WiUxx9/nD/96U88+OCDHHPMMR/7Gj9rSJLEVVddxYwZM7j55puVn/f19Snc8j/+8Q9mzZLjspYuXcoll1zCzTffTG9vLy0tLSxatGjCxz4YOGQLss/nU0zkExzxR93xNRoNmZmZmM1m/H4/4XCYadOmEYvFcLlc9Pb2Eg6HMZlMSjG3WCzK7uyliwpZucvBli5ZaG/RyZ7AXWMBREEgzahmxBumaUAuSAaNSEmmgUFPiCFPWFkCy1lu8oWZSGHYO+SjsX+ca1SLAlFJtuW0W7RoVCJ7h8f5QKtehVWnoc8VJBCRMOlUeINRpaBqRCjLNuEPx+hMGj6IxCQS5VTuvPT0O4PsdowX4rjrJsEoGDUCelFi2B8jMa9i0anItenoGQvKG5oqgVjSkMv+YN/ONZFv54rLuJ765nyufKGeGXYzOo3Isxu6uO7YEvm1iwHq6upYVGTm8Y3D0O9jdr6VeYXyzXdhcRoftI2m+DDsu7m4L2ISmDSgF2H4o5VtZJk0kypwElz+R0EjCqSbNHQnSSatehX5Nj3dowFG4wqPSExSbtgCMCXDgFmnYs+gL6VTTxAkalGgKN2APxxlW7dL+f3Z04z89Jz5ildxQiYGsmNioknp7e1VivQ///lP0tLSeOWVVzjqqKNYu3YtRuP4NOcXiXXr1vH8888ze/Zs5s2bB8gSt7/85S/U19cjCAIlJSU89thjAMycOZMLLriAqqoq1Go1jzzyyBehsNhvHLKyt7q6Om655RacTieVlZUsWLCAmpqaSUXt0WiUzs5OBgYGKC0tJScn50MFXJIkvF4vLpcLp9OJ2+1GkiQsFgs2mw2T2UKnR6Khz8OOXhdbu5wpk3UgmwSV55hxuIMpQwwJE/pQfAIsK65tTR4SKUgzMOQJ4otTBqGopGhYAQpsMp/bOuSbcGmsEuVOWkJO7kgcKgLm+Mi2WhTIsWgZ8oQJxdMpVYJsKO8ORnC4Q4rncPKXwaYTmZKhp8cVVqLpk19bTJJpmEF36GO/RHI6sfxXJq3I8uPL+M27rczINfOLpZWUZBqZ/6vVfHNRIaVZJn7yz0a+MTeHv21z8NSZGcyfVUnHWJhlj20EYPnxpVy1ZAqL713LmbNyeGVbv9J1Jiiij4JRIyKKwqRp2PtDfUz0NxlGNTq1atJhFotORVm2if54knMyEnRIulFDtllLR9Jot4C88hnxhglEYlh0akLRWEqhztTD786dTnX5gS3XfT4fd955J+vXr8doNOJ2u5k+fTovvfTSAT3OVxD7xf8csgU5gXA4zK5du9iwYQMbN26kvr4eURSZP38+1dXVVFdXs3btWux2O9XV1RQVFU1ohjIZotEobrdbKdJerxe1Wq3w0Sq9idYR2Rjm/T0jdI2OD4MkOptINEaPM4hGJVtNJhdTs0beFe9xBieVheVatGSZdbQOeVOoBJtBjSco+y5nmzVEYqT4P+RadRg0KrpGfURiKCPbCWhVsu2lLxxN4TBhvNszakUKrDoG3MEUXW+6XiAUE/CG5JuHNikkNBn7do0CsPWOY7j9lUbe3OWg9odfQxQFFt7zPjedMJWrjy5m0B3k2N9+wI9Pr+DsOXaO+80HmDUSgZjI+h/Ky2ZJkjjy/rW4AhEeu2QOXyvP5Jo/b2PPoJenL5/Hrf+3i529Hnm1EfsoL7mPxr7nb9bEk53jtXuiCcFMkwZPUN48neh5BaA0y4gvFE0pxOlGNWpRYNAjd8kmnSrFktSgESnPNjHoCdEf57v3fXwBuHCmmduWzj8gr2KA5uZmbrjhBhYtWsQvfvELpbEZGRn5SpnIf0J8tXXICWg0GubNm8e8efP4n//5HyRJwuPxsHnzZl588UV+/OMfU1hYSGZmJvX19SxYsIBFi2TD9v3Z1FCpVKSlpaXYBobDYZxOp1yke3uJBQJUG/Uc/zUbNtsUQqKenf1edvd72NHjYmt8CRmOSop6wqiWL8p+d5jtveOcr0krKkm/8qSWml5nkH73+LReQZq8vHXGKYMoEoOe8UI8JV2PzaihxeFNueAT3bYowJR0eXOwoX9c26pXyWb5wz652mQYZYOflngOoFYlUJ5twhWI0D0WUHL0/PHhlImQKGa/Pa+KV7b30+LwolWp0Kjk9GuzXq04wtmTbD0BrKoIO+u3cGypkTdbPFTlji+bBUGgIE2Pq9+jpHacPSeXW//eQMuAlxaHj+opNrZ0Ovn7d2vY1DnKr97ag1YlF+iPoxb2PX+A0kx5cy0QHX+tESm1CxcAlz+irABUgrw6SS6sEig6bpD9MSx6Na1JdEQkJinHaEQ5RDYqwa4+dwrfbdSK+OKUT64RHj5/5gF5FYM8Zfn73/+el19+mYcffpijjjoq5fefRTGebOJuZGSECy+8kPb2dkpKSnjppZdIT09HkiSWL1/OypUrMRqNPPPMM1RXV3/q8zjYOOQL8r4QBAGLxcKRRx7JM888w7p165g2bRp9fX3U1dWxYcMGnnjiCRwOB+Xl5SxYsICFCxcyf/58zGbzfhVpjUZDVlYWWVmySUtytPnw8DAulwtLJMLxWSaWlWVgsRQzHFKxZlcnWzpGaHapGPCE2dUvX5QaEabbzYz4w/SOBVEJAgKpgyYZJg0lGUbaR3w0DoxvnEWiktLFJUa29w77FEMclSB3yoOeEKGohM2gxh+Kpgyr2A1g0mvockWUYhyVYCTebWvihTgUidE4kOpMZtLKcruJJhBFZPe8qARz8gy8sDGqJGgMuIPYLXIB7nelJmd3jcivL+oeYnbNbPQFYVY2b0G1z8ImIUPzhqJkAydWZmHVq3liXSfBSIzvLinme13beXu3g6uPLua377axdE4uWrWoONkdCPYOT+yzrYrz6CAXyXDSGxSTmNB4H+T9gTyb7H6XrGs3akXCUYlwVMIc3x9om+C5BcAXksdqrqpO44bT56TosvcHjY2N3HDDDSxZsoR169Yd8LTe/kKtVvPAAw+kTNydfPLJPPPMM5x44oncdttt3HPPPdxzzz3ce++9vPnmm7S0tCjBCddeey21tbWfy7l9kfjKFeQEdDodzzzzjPL//Px8li1bxrJlywCZimhqaqK2tpZXXnmFO++8k3A4zJw5c5QiXVVVhUaj+djnSkSbJ+LNQdY2e71enE4ne/fuZXR0lDKNhsWLs0hLS8NoMtPtlSfdmh0edvS46Yv7WkQlSRnRNutUFKbJEToJw50Eh+gJRHAFo2jVIipRwOEJKZNamSYtBWmyD2+Pc1zOlVwccowiFq1Aj1diYHS8wzbrVPhCUSRJLpJRSWJ3kt+C3aKVqZCxAN5QLD5ZmLrRlNi6nGU30OcM0d/RSsegi2kZalpbW+kd9TLNLg98JDavcixaenp62LRL9sA4tmYORqOWKp18k9iX0kls3G3sGKMk04hOreKMWTm8tLmXwnQ9XyvPYOGUNP61e5Drj5/K0WWZ/Kd5iHuWzeD52m7mFVqpT9oA+6QI73MjSiR2uwKRSakSo0ZgxBtWZIdqEUozTYz5Qwx65Mm6hIJCFGB2vpVgWDahSjymBFSkiTzwjVmU52ce0DlHIhFWrFjB3//+dx555BEWL158QMcfKCabuHv11VdZtWoVAN/61rc47rjjuPfee3n11Ve5/PLLEQSBI444grGxsRRlxZcVX9mC/HFQqVRUVVVRVVXFt7/9bUDe0Ni6dSt1dXU89NBDNDQ0YLFYlAJdU1OjhKl+HBKRTw6HA61Wy5IlS9BoNLjdbpxOJ50d7fh8Pmaq1Rw1w4Z1cTFqvZnW0ZBCc2zuHMPpjygdsVErMsNuYcAdjFMGMpLpggyjhuIMAx0jfsV6EeSBhZgkEYxIWHUiOjHGoC9G3H0Rs1ZFQbqe7lF/imlN3z58uM2gpsXhVQoJQHAfuuKs2dm8tmOQhVNsuAJhqgpszJ03B+fK1VQUZGE2mxn0hKlMc7Nhwwbq47LR9t3bsGemo0nLwagdwGaQb4aJabfesQDD3hCZJi0xSaJrxI9BI7JmzzDnV8ubV8dPy+LFTb2UZRoRBIFTqrL55Zst7Bn0csL0LN5uHGTQHUIlCuzq3f9inAhqTSggJvzMkW9CyX4iahHy0wx0xlckCd7XF5YfQy1AkUUgiorWIW+KFjkhp5ySYaQwTU9t+ygSUJSm4+Z5ItOK7BQXFx/QngjA7t27uf766zn22GNZu3bt59YVT4bkibuBgQGlyObl5eFwyFFZPT09FBUVKcckJu4OF+SvEIxGI0uWLGHJkiWATEUMDw9TV1dHbW0tf/7zn+nq6mLKlCnU1NSwYMECFixYQFpaWgrVEQ6HaWtrw+VyMW3atBQ99L58dCgUUjYMXb29RAMBFpgMnLDIhvWkfEKint0OP7V7R2kb8rIjnkoBso9yhlFLnyuIPj663O8MKpy1RoSpWSZGfGEGPSHUYpzjTNqcyzRpKc00sHfYp0j2QB6CSKgn7BYtmWYtbYM+RVonALk2HcPecIq+FmBbj9xN/+SMCr7xxGa+Vp7FgCtIOCpRkm3BnJaJPyIxu6yQBQvy+euezRjVkGmz4PF4aOzwka4T6Orqwmaz0Tkid8YS8F7TEOdX59PnDBCIxFhUksaaPSN4gxFMOjUjXrl4J+iWkyrlgvzO7kEuXJiPIMAdrzWiEkCSPl4/kRimSeyNJ4qx3aJNuSlBqpqjME1PVJLocwaVYpx4DQnkWXWYdCrahnzEpHG+2KaF0aBM9eRbNKTrRf69e5BITEKvgpvnq1gyf+YBm/lEIhF+97vf8dprr/H73/+empqaAzr+s8C+E3eT4b994u6T4nBB/hQQBIGsrCzOOOMMxdovFovR1tZGbW0t77zzDvfccw9er5eqqiqqq6vp6upCrVbz/e9/n2nTpn3sl0ir1U7IRzudToaGhnC5XBijUb5eaMY2MxOLpYTRiJqdfTLNUd/lxOEJKaPLIFuEzsg1M+QNpSxxI7HxAmPWyRNg3WMBNnWO56nlWXX4QlGcgQi6eELygDukFJ80g5rSTCOdo376nMEPjRhnm2Tb0TSjGlGQudCKHJNSyKekG2gakAv2S5u6eXNrO76Ymrw0I7Nny2nJoW2bKEiXVxk9PT2s2y0nYWQZRV6v7+K0CgtN/fLjnTnTTl37GK/vHODCBQWsbhnBoBHZ1edm0COnq8wtsPJO0yAX1RSgjp/wzSeWcc+/93zo80i2CBWEVMc1EbmgatXih4qx8p1Bfm9HfeEULXSeVUufK/WYZDlclklDUbqB9hE/Q/HBEIBed5jeuJeFRpC4cYGBOeVTlEzJ/S1SDQ0NXH/99ZxwwgmsXbsWnU63X8d9lphs4i5BRfT19ZGTI29I/rdP3H1SHC7InzFEUaS8vJzy8nIuvfRSQO5yn376ae6++25yc3OJRCKsW7eO+fPns3DhQhYuXEh5efl+LS2T+ejc3FwglY/u6enB4/FgFwQqSqxcMScfk9lCt0diR6+bta0jdI742NLlVApxug6sRi0doyFiCKQZZFvJxESfQS1SYTcx5ovQNTo+SJKsnrDq1ZTnyBNgW5N4V008IdsXjiEib2ipBFhQlEZLPLqoPNukDCv8p3mI/0skhUhRImoD7Q4vBk2EjhEfxRlGBtxBlpRlUFgom+a/O9CGKHRwQkUm/9gxSOOevbzTIN9EyrVjlGXoeHFjN+fOy+WDthGOmprOu03D/LthkEsXFXJiZRa/ebeN/32zhUhUlsBt6pzYAGksiW7Qxn2JQTaJH4sX2YQSYl+Ns0UvhxgkNmITU5QJP5GJYNGpKI9rkZPfV51aHnRKvP9zslTcf94sjGoJl8uFw+HA5/Oh1WqVSbuJpu3C4TAPPvggb7zxBr///e9ZuHDhhOfxeWOyibulS5fy7LPPctttt/Hss89y9tlnKz9fsWIFF110EbW1tdhsti89XQGHC/IXAq1Wi9Fo5L333mPq1KlIknzRbNy4kdraWu68805aW1vJy8tT+OiFCxeSnZ29Xx1OIrPMYrEoRSoRm+N0Ohlq34vX66VCq2XhAhtWqx23P8TqHe0MY6bHr1I2r6IxCXeC8lAJVOSY8Idi7Oh1K8tytSgnjiQm8XKtOhzuEFvinbQoQHmWEW84Rs9YADHuYDfqDyu+CTPzLOxxeBEFuZg/Fw/+/FNdDwVmge4wPH75QoozjBx1/1p8oQhXPFvP81fMY8gTUhQYINtk2q06zphbwEvbBhnU2HGqoDTTx5R8O6eUh3m0boTf/uMDXIEIC7Kg1aHjzZ39XLqokOOnyQV55c4Bzpydw+s7HLyblBg+GYJJm3U9SZN1oiB3yhqVkOLg5k4q5qWZBnRqkcYBb4qNZ8ICNVHIIzFJKcRC/DgJgfZhHxISOhXcfnwe3zhy3Dg+YXwF45SXy+Wir68Pv9+PTqfj5Zdfxm638/LLL3PWWWexZs2ag9IVJzDZxN1tt93GBRdcwJNPPsmUKVN4+eWXATjjjDNYuXIl5eXlGI1Gnn766YN27p8lDvnBkC8LJEmiu7ubDRs2UFdXR11dHSMjI0ybNk0p0PPmzcNoNH5iriwYDDI0NER7ezuRSASNRoPJZFKGWEKint0DPnb0ulizZ5iu0UDKBlRppgGLXk1Dn4dITEIVH6pIQKsSmG43E47G2DOY6qmRkL1lGDWM+MKsuHA2/9zRz9YuJ9GYxIg3jFULK5YWUjeo5uHV7Wy9/Rg0KpG5v1zNsnm5vLXLQVG6gcYBD3eeOY0LFxQAcPkzW5CAZy6fzykPr6c000jTgIejyzK5e9kMXIEwx/7mA6bnmNjR6+aVKyr5y6Ze/rrTxQPH6LDbDHznTSeBqMQ719Vw1h82T6ibrrSbUiSF+8KgFvHvG/C3Dyw6ldIhJ6M8S6Z5QtEPv6+JQZE0g/zeJ8yajszXcO/588iyHRhX7Ha7uf3229myZQsmkwmXy0V1dXWK6ugwPnMcHgz5MkEQBIqKiigqKuL8888H5C539+7dbNiwgZdffpnbb78dSZKYO3euUqSnT58+qelRMqLRKN3d3QwNDTFjxgwyMjKQJAm/34/T6WRwcBCXy4UhGuXEHAvnlOditVoZCavY0uVid7+Hhj43DX1updCatSq8wQhRZJtQBCHFcSzdoMZmkH0ZQlGJLJOW02dm83xdD9PtZv73LZfc7ZpUWLVwdHkWC6oq+L9Xd5Nt1qJTqxj0BIlKEpV2M0vKMrj5b7sAUjrkXmeQ6ik2VKLA+dX5PPSfvQDMLpBlc1a9hpMqs3irYZAKu4mKKXlcrLfw4s6NjJmnMLvISjCyGUGA1saGCYuxQSN+ZDEWIKUYL5trx+WP8l5zaqc9UTEGlIABkG/OCe24QS1SmGGgfdhH21B8nFwNt59QwLLFFQd8c96xYwc33HADp59+Oo8++iharZxIPjIyckCPcxifDw4X5P9iqNVqZs+ezezZs7n66qsVL43NmzdTV1fHfffdR1NTE+np6SnSu/z8/JQLdXBwUKFEampqFK5aEASMRiNGo1Hh32KxmGJN2t3djdvtZopKxaypVqzzZD660x1jZ6+b7T0u1reN4nAHlUETgOIMA7lWHbv63CkDJkPeEC/U9WDVq/nblh76nEEsGvjN0lIu/vMeyuO6471DPqZmyVN3PfHHLUjTc9y0LJ4r7KK+26Voe/3hKH3OAFPSZT79kpoCHlvTQTASY2aeRXnu02fm8MZOhzJ4Up5tojjDwDuNQ3hDMZkikOBNhxkYL7yJ0efkIn3K9HQQVbzbNER5lpEfnVrBkx90sq51lAyjmj9cPIdZBTaW/aEOgIsWFnDLSVPxBKLs7HPxz+0D2C06Ll1UCEic9/gmSrMM+IIx2uIeI4pkMZLqkLc4T8NvL6omzXJgZj6hUIhf//rXvPPOOzz22GMKLZD4HiTTHJ8UV155Ja+//jo5OTns3Cknj3xZs+0OFg4X5C8RBEHAbDZz7LHHcuyxxwJyN+VwOKitraW2tpZnnnmGvr4+SktLKSsrY926ddx4442cdtpp+6UnFUVR2QBKIBKJKNK7xGbRNJ2OhTOt3HRUBWq9iZbhIJs7nWzvdtLk8CqpIKIAU7OMDLpDOAMRLHo1IPHY2k4Abj99OiqjvOSemmVCkiT2Dvs4baa8m945Khf0onhY6uKSNOq7XTy8qo0lZRnsHZJd7ipyZA9eq17DdLuZ7T2u+HPJMGnlfye8PARB4MTpWTxX202vM8DcAgstDi+vbR9IeT8SFLBBI5Jl0jDgCvLtKjWtDjf/jsHJxRqm6AKcNj2dda2jBCMS3/vrTn573kwlKfyUGdmYtGpMWjV2MOVZDgAAFfVJREFUazYnTs9OeY7aH30NMa6KuPXvDfx792AKZQHyKP29ZxZz4typH/sZ7ott27axfPlyzjrrLN5//320Wu0BP8b+4IorruC6667j8ssvT/n5TTfdNGG23YsvvqgERXyB2Xb/1ThckL/kEAQBu93O0qVLWbp0KSBzxTfddBOvvfYaixcv5uGHH+b+++9n1qxZiuvdzJkz9/vCVKvVZGRkpHgWJEbBnU4nzs5OoqEQS9JMnD4l7tch6Ng14GVnr5sdPS5l08sViJC45IrT9UQR+P3qdkCmGEZ9clpKaabcAXaM+BEFOaMQYNATxqKTfR3+961maoplzfa0nHEeVR9P3/jblj5+eIqcGFLfLW84NsRTOCx6NSfPyOap9V20D/u5er6FaFBk59B4J5xr1dLvCqFXC6y6aQnfeaEeu1XP3NmzaNnSCzRx1PQ8wuEQa3b3oFPB/1uk44FNAa79yzZA3tibXzS5nhZAjK9mBEHggfNm0u8KsGHvKA+918aAO8TpZQZ+ds48zMYDG9AIBoPcf//9/Oc//+GPf/wjc+bMOaDjDxTHHHMM7e3t+/W3/+3ZdgcLhwvyIQitVsuxxx7LQw89pPDLwWCQ+vp6NmzYwKOPPsrOnTsxGo1UV1crfHRJScl+T3Xp9Xr0er2iC5UkCZ/Ph9PpZGBgAJfLhUmSODHHzDnlmYTDVra19eLWZNLhFalrH6NrNMCPX2sEZN+Jn73epGhzSzLkjrh10EtBmh6dWi7jbUNeKnPNLJhi4w9rOhjzhdGqRIoyxotV27CffJuev9f38f1jSzDp1GzudJJv09HrDPJ8bRdXHjUFbzCi2Fj+a2+QYW8qdzzilfW+587LQ6MS2N3v4Yoj5emwbT0ubAY1c0tzEQSBTr+DeUUGvv61WRQXObjyr83y67BI7Nq+DZvNpqw8Pk7NYLfoWJwD/3uESFnZTOU9PhDU19ezfPlyli1bxvvvv79fI/6fF76M2XYHC4d8QX7rrbdYvnw50WiU73znO9x2220H+5Q+dwiCwIUXXpjyM51Ox+LFixVPAkmSGB0dZePGjWzYsIG//e1vtLe3U1hYqBToBQsWkJGRsV8bR4IgYDKZMJlMikA/Fosp/HUsFiPXpKJQ7WFxrpWrq4sxmi10uaJs6hyjKd5Nt8a1yde+uAO7VceAK8isfAubO8eISVDf7eLihQVce0wJ77cMs7plWOare91U5prZO+RnyBPi8sWFPFfbzTV/3k5xhoG1rSNcujCfHX0eVqxu55HV7UjIhvuzCiyMBSJ4w7IWuCzLQMdIAJtBw6AnxOLSDHb3y8qSuYVyt7ut28WcAiuCIOANRWge8PDdo4vRaDQsqCgg19ZJ12iA42dOoaqqQFlNdHZ2EgqFMBqNKfrgRMEMBALs3r0bnU7HwoULD7iQBoNB7r33XtasWcNTTz2lDNMcLFx77bX85Cc/QRAEfvKTn3DLLbfw1FNPHbKTdp8Wh3RBjkajfP/73+ftt9+msLCQmpoali5dSlVV1cE+tYMOQRDIyMjg1FNPVTZTYrEYHR0d1NbWsnr1an7961/jdrtTDP7nzJkzocH/vojFYuzdu5ehoSGqqqqUcfB9o7L8fj9z9HqOnmXFtmQqKp2RluEgO3pcbO9xURuKsrPXzTef2QoQ9wMO8tiaDsb8YWKSrLK4+KktinG+ViWQY9Hx9dl23tzlUEyXXt7ah92iVbriLJMaf1iiPilOy6gVFde2M2bl8OwG2WRo5S7ZQ2FOvhVvMELroJdTZshccEOvbHk5t0Au1t5ghO74ZuSRUzMmXE0k1C1DQ0O0tbURjUYRBIFgMEhJSQkFBQUHzKdu2bKFG2+8kfPOO49Vq1Yd1K44gS9rtt3BwiFdkOvq6igvL2fqVHkj5KKLLuLVV189XJAngSiKlJaWUlpaykUXXQTIBXTnzp1s2LCB5557ju3bt6NSqRSD/5qaGioqKlKKx/DwMC0tLeTm5qaoOmA8Kiuxqy9JEsFgEKfTyejoKE5nO9FwmBqLiZMW27CdUkRQ0LGr30vt3lGaHR7q2sd4Jz64IVuTWmgf8eEJRrHp1YSjMX79TqvynPk2HUXpBjlteWzc2W7IO66x1qnlIY7ybBPbe9ycNdvOgCtEnk1HtkXHzl4XuVb535s6xpCA2fECnDBpSvx/W49LSXSeU/hh/nhfdYvP56OhoQGdTkd+fj5ut5vNmzcraTQJnbjJZJqQUgoEAtx9992sX7+eZ599lpkzZx7gJ//54cuabXewcEgX5IkcoQ4Fz9QvEhqNhvnz5zN//nyuvfZaJElSCsaGDRv45S9/SUtLC9nZ2VRWVrJjxw6WLl3KlVdeuV+dtCAISgeZ6KaSo7L6+vpwu92YJImzp1iwzc7BYiljJKRiW4+bXX3ypmFCluYMRJRNvWyzlqlZRtqGfIrqA2S/jagkbzCadSoyjHJcFqAYKN10wlQuf3Yrcwtk46cdvW5m5pnpdwVY3SLfDBKyuh29bgrT9GSY5E3S+nhHPs1uxqCZvMuVJImuri56e3uprKxMMZUCeYU3UTq6xWLB6/WiUqkIBoPceuutXHjhhaxatWq/NOmfFy6++GJWrVrF0NAQhYWF3HXXXaxatepLmW13sHBIF+TDPNVnD0EQsFqtHH/88Rx//PGA/D7fc889PPHEExxxxBG8+eabPPfcc1RUVCiOd9XV1ZhMpv3mo81mM2azWVnGJkdldXR04PV6KVCrmTHVylXzCzGYzHS6ZHqjvtvJpo4x+pxBJVxVq4JZ+VaCkRi7+z3KGLicyCwXY1GQk5/tFi06tUjPWICLFxawrcdJ54gfhzvICQ+uV87zqhfqOXtOLtt7XEqIKsCWLicCcqDqZPB6vTQ0NJCWlkZNTc2ExUilUn0oHT0hQXz77bd55JFHaG1tZfr06YyMjNDY2Kh0oAcDf/nLXz70s6uuumrSv7/jjju44447Ps9T+tLhkC7Ih3mqLwaCIFBVVaUoN0AuoI2NjYrB/09/+lOi0eiHDP73t6ObLCorsVmWSEWertezaI6NG4+YSnt3P3udEfolK+0jQXb0upXIKlGQlRwJl7mCND3BSIwxX5gjSjOUicOdvS5+824rOrXI18oyOXJqOmadml5ngPdbhhVqxBSP45Ykie1xyiLBKScjwdMPDg5SWVn5kRaTE0GtVrNnzx5WrFjBxRdfzI033qhszh7uML/8OKS9LCKRCNOmTePdd9+loKCAmpoa/vznP3+mHFtJSQkWiwWVSoVarWbTpk2T5oB91eHz+diyZYvi1bF7926sVmvKlGFBQcEBG6onkNgs6+joYGBgAK1WiyiKmEwmRXYWFHQ09HvZ3uNiR6+LzZ1OxZ1NJQrEYhKnz8zBH47yn+ZhAM6vzufGE0pJN35Yt72lc4w732iibdDHzSeVcVJlFqevkGmxt284goK0cdrG7Xaze/dusrKyDkhimIDf7+eXv/wlW7Zs4bHHHqOysvITvU8fh4km7r5q2XafAw6nTgOsXLmSG2+8kWg0ypVXXvmZL5FKSkrYtGmT4lcM8MMf/pCMjAwlB2x0dJR77733M33eQwGSJDE0NKQY/NfV1dHd3U1xcXGK9M5ms+0X1eH1emlsbMRkMlFeXo5arVasSROdtNvtVnIVbTYbFouF4aDIjj43mzrG2NHjpm3IRygaQyUKPHBeFafM+GgdcCAc5Y7X5JTsU2Zk8+/dg1j1atb/4GgEQVA8skdHR5kxY8YBG8cDbNiwgVtvvZXLLruM5cuXf67d8Pvvv4/ZbObyyy9XCvJk3+mVK1fy8MMPs3LlSmpra1m+fPnhfZqJcbggfxGYqCBPnz6dVatWKabaxx13HE1NTQfxLL88iMVitLa2KgV606ZN+Hw+qqqqlCI9e/bslOGKBA3gcDiorKxM4VwnQoKPdjqdOJ1OfD4farVa6aKNZgudzggZJjlkdL/OW5L48WuNvLKtH4CvlWXw2KVzcTqdNDY2YrfLcUoHuofh8/n4xS9+QX19PU888QTTpk07oOM/Kdrb2znrrLOUgjzZd/qaa67huOOO4+KLL/7Q3x1GCg67vX0REASBU045BUEQuOaaa/jud787aQ7YYXw8RFGkoqKCiooKLrvsMkA2xtm2bRu1tbU88cQT7Ny5E51Ox/z588nKymLVqlU88sgjH5LYTYaJ+OjkqKwEHx02GAgkTdh9lK5XFAR+/vXpdI/62dTpZFqOkebmZtxuN7Nnz1a49QPBBx98wA9+8AO+9a1v8Zvf/OagcsRftWy7g4XDBflTYt26deTn5+NwODj55JM/N17vqwytVktNTQ01NTVcd911ilzs+uuv55133qGyspJLLrmE/Px8RRu9cOFCsrKy9rsj/biorMTwhtlsVjppi8WScgNQiyIrLprNnu5B3AMdGAyFVFQcuEWm1+vl5z//OTt37uSll16ioqLigI7/InFYyfTZ4nBB/pRIqDZycnI455xzqKurmzQH7DA+GwiCgEaj4dxzz+WVV15R8uM6Ozupra1l/fr1PPTQQ4yOjn7I4N9gMOy39O6jorK6u7vxeDyKDNBqtWI2m+nu7oZAgEXV8/ZLh50MSZJYt24dP/rRj7jyyit58MEH/2uUE1+1bLuDhcMc8qeA1+slFospQv2TTz6Zn/70p7z77rtkZmYqGyAjIyPcd999n+g5Du94f3JEIhF27dpFbW0tGzduZOvWrQiC8CGD/09T9BJRWb29vTgcDtRqNUajUemibTbbfkUjeb1efvazn9HY2Mjjjz9OWVnZJz6nzwL7csg/+MEPJvxOv/HGG6xYsULZ1Lvhhhuoq6s7qOf+X4rDm3qfN9ra2jjnnHMA+cK85JJLuOOOOxgeHuaCCy6gs7NTyQFLtq48EBze8f7skJgA3LRpE3V1dWzcuJGmpiYyMjJSpHd5eXn7vewOh8M0NzcTDoeZMWMGOp2OYDCo8NEul4tgMKiYCSUKdUJ/LUkSa9as4bbbbuPqq6/m2muv/cSyv88KyRN3drudu+66i2XLlk34nZYkieuuu4633npLybY7WEGp/+U4XJAPFRze8f78IEkSAwMDisH/xo0b6e/vZ+rUqYqh0vz587FYLB8q0g6Hg9bWVkpLS7Hb7ZMW8WQzoYSxUsLAKRwOMzY2xgsvvPCFKSgO46DgsMriUMXhHe/PDoIgkJuby9lnn61EzMdiMZqbm9mwYQP//Oc/ueuuuwiFQorB/9SpU3nxxRf53ve+x/9v7/5DorzjOIC/v1GtP1b2T5C6oT4+nqeep/2wGkGUSkmRbV2Yqwb9IEZpNCoPNwgjWie0hUE5YjWwCMdgiyTt6lZSEEVpypb2R7u0jIsoLbKgled7f5i3rqy80rvT5/MC4e655+H7ef75nPf5fr7fZ8qUKe/c6P/VzYRI4uHDhzh69Cg0TUNUVBSWLVvme+KGMC5JyMOIzHgPjBEjRsBsNsNsNmPlypUAenZUa2hoQHl5ObZv347k5GTY7Xa/Df5jYmLeWW7o7OzE1q1b0draisrKSsTGxvo+C/DXar/JatKhI7TFKvFeeme8AciMd5CMGTMGcXFxGDt2LNxuN86dO4eqqiosWLAALS0tsNvtmDFjBmw2GxwOB1wuFzo6OnxJliRqa2sxd+5cTJ06FU6n0y8ZA4P75VlbW4vGxkbU1dUBAEpLS5GVlYXr168jKysLpaWlgza2CADJQP5ECLS0tDAlJcX3fsuWLXQ4HCRJh8PBoqIikuTx48eZk5PD7u5uXrhwgRkZGQGPtWrVKk6YMMFvvJKSEkZFRTEtLY1paWmsrq72fbZz507Gx8fTZDLR6XS+7y0OC16vl263m0eOHOHGjRs5c+ZMWq1WLlmyhLNmzeK8efN48+bNoMcVExPDe/fu+R0zmUz0eDwkSY/HQ5PJFPS4DKZfOVYScpjLz8/nxIkTOXLkSEZHR/PAgQO8f/8+MzMzqes6MzMz2d7eTpLs7u7m+vXrqWkaLRYLL1++HPB4Z8+eZX19/WsJedeuXa+d29TURKvVyqdPn/LGjRvUNI1dXV3vf7PD0LNnz1hXV8eSkhJ6vd6QxBAbG8tJkyZx8uTJ3L9/P0kyIiLC75zx48eHIjQj6VeOlRpymOtrj1kAOH369GvHlFLYt2/fB40nTw4eWKNGjfLtCR0qspp06JAasuiXvXv3wmq1YvXq1Xjw4AGAN3d1iPDyttWkAGQ1aRiRhCzead26dXC73WhsbERkZCQ2b94MQLo6hoInT56gs7PT9/rUqVOwWCzIzc1FRUUFAKCiosLX8idCS0oW4p3kycFD1927d19bTZqTk4OMjAzk5eXh4MGDvpV3Igz0t9hMmdQzjFe7Onpn40ly9+7dXLp0KUny6tWrfpN6cXFxAU/q3bp1i7Nnz6bZbGZycjLLyspIku3t7czOzqau68zOzmZHRwfJnonLDRs2MD4+nqmpqayvr//Q2xUiGKTLQgSur66OFStW0GKxMDU1lQsXLvRL0Dt27KCmaTSZTKypqQl4PI/H40uqjx49YkJCApuamlhUVOTX2me320mS1dXVfq1906ZNG4C7FmLQ9SvHyl4WIqwsWrQIhYWFKCwslP06xHDSr8kVmdQTYaO1tRUNDQ2YPn16wPt1GIXT6URiYiJ0XZfVdcOQJGQRFh4/fgybzYaysjKMGzfujef19YvOKJ0dXq8XBQUFOHHiBJqbm1FZWYnm5uZQhyUGkCRkEXLPnz+HzWbD8uXLsXjxYgCyX0dfLl26BF3XoWkaRo8ejfz8fBw7dizUYYkBJAlZhBRJrFmzBklJSdi0aZPv+Jv6ZHNzc3Ho0CGQxMWLFxEREWGY+rHRyzVGIAlZhNT58+dx+PBhnDlzBunp6UhPT0dNTQ2Ki4vhcrmQkJAAl8uF4uJiAMD8+fOhaRp0XcfatWtRXl4e8JhtbW2YM2cOkpKSkJKSgj179gAAtm3bhujoaL84ejkcDui6jsTERJw8eXJgbj5ARi7XGEWgXRZCDHlKqUgAkSSvKKXGAqgH8DmAPACPSf7wyvnJACoBTAMQBeBPACaS3iDH/RmAbSTnvXj/LQCQdAQzDjF45D9kYTgk75C88uJ1J4BrAKLfcskiAL+S/JdkC4B/0JOcg+0ygASlVJxSajSAfABVIYhDDBJJyMLQlFKxACYB6H0abKFS6i+l1C9Kqd5HaEQDaHvpstt4ewIfFCS7ABQCOImeL5HfSDYFOw4xeCQhC8NSSn0M4HcA35B8BOAnAPEA0gHcAfBj76l9XB6SWh/JGpImkvEkvw9FDGLwSEIWhqSUGoWeZHyE5B8AQPIuSS/JbgA/4/+yxG0An750+ScAPMGMVxiDJGRhOKqnNeEggGskd790/OX+uS8AXH3xugpAvlLqI6VUHIAEAJeCFa8wDtl+UxjRTABfAfhbKdX44th3AL5USqWjpxzRCuBrACDZpJT6DUAzgC4ABcHusBDGIG1vQggRJqRkIYQQYUISshBChAlJyEIIESb+A/rUmSXMjW3NAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "terrain = create_terrain(n_x, n_y)\n", "for i in range(20):\n", " terrain = add_hill(terrain)\n", " \n", "plt.figure()\n", "plot_terrain(terrain)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After 100 iterations:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "terrain = create_terrain(n_x, n_y)\n", "for i in range(100):\n", " terrain = add_hill(terrain)\n", " \n", "plt.figure()\n", "plot_terrain(terrain)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "After 200 iterations:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "terrain = create_terrain(n_x, n_y)\n", "for i in range(200):\n", " terrain = add_hill(terrain)\n", " \n", "plt.figure()\n", "plot_terrain(terrain)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Normalization " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's now normalize the height of the terrain." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "def normalize(terrain):\n", " \"Normalizes a terrain.\"\n", " X, Y, Z = terrain\n", " return (X, Y, (Z - Z.min())/(Z.max() - Z.min()))" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "plot_terrain(normalize(terrain))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Flattening " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's now apply some flattening." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "def flatten(terrain):\n", " \"Flattens a terrain using a nonlinear mapping.\"\n", " X, Y, Z = terrain\n", " return (X, Y, np.square(Z))" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure()\n", "plot_terrain(normalize(flatten(terrain)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As one can see, the obtained terrain looks quite realistic. The flattening in particular makes a lot more peaks visible." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Experimenting with the hillshading available in matplotlib " ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "terrain = create_terrain(n_x, n_y)\n", "for i in range(1000):\n", " terrain = add_hill(terrain)\n", "terrain = flatten(normalize(terrain)) \n", "plt.figure()\n", "plot_terrain(terrain)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "from matplotlib.colors import LightSource, Normalize\n", "\n", "def plot_terrain_with_hillshade(terrain):\n", " \"Plots a terrain using the matplotlib hillshade.\"\n", " X, Y, Z = terrain\n", " cmap = plt.cm.jet\n", " ls = LightSource(250, 65)\n", " rgb = ls.shade(Z, cmap)\n", " fig, ax = plt.subplots()\n", " ax.imshow(rgb)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_terrain_with_hillshade(terrain)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can even do a little gallery of terrains using this algorithm." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "def plot_finished_map(n_x, n_y, iters=1000):\n", " terrain = create_terrain(n_x, n_y)\n", " for i in range(iters):\n", " terrain = add_hill(terrain)\n", " terrain = flatten(normalize(terrain)) \n", " plt.figure()\n", " plot_terrain_with_hillshade(terrain)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", 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\n", 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\n", "text/plain": [ "" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for _ in range(4):\n", " plot_finished_map(n_x=500, n_y=500)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using the jet colormap, they all look like Polynesian islands..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Conclusions " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's it! I think the steps used here were quite simple. It's interesting to see the results, even though they're not terribly realistic." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.4" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 1 }