{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Székely(földi)ek pályája" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ez a munkafüzet az [I. SZÉKELYDATA adatvizualizációs pályázat](http://csaladenes.egologo.ro/?p=1129) keretén belül publikált adatsort dolgozza fel, tisztítja, és készíti elő későbbi vizualizáláshoz, mely [ezen] (https://lorinczszabolcs.github.io/eletpalya/) az oldalon megtekinthető. \n", "\n", "Több lépésben végezzük az elemzést:\n", "\n", "1. [Adatok feltérképezése és tisztítása](#1)\n", " 1. [Születési helyek feldolgozása](#11)\n", " 2. [Tanulmányi területek feldolgozása](#12)\n", " 3. [Szakterületek feldolgozása](#13)\n", " 4. [Lakhelyek feldolgozása](#14)\n", "2. [Korreláció vizsgálata](#2)\n", " 1. [születési hely - tanulmányok között](#21)\n", " 2. [születési hely - szakterületek között](#22)\n", " 3. [lakhely - tanulmányok között](#23)\n", " 4. [lakhely - szakterületek között](#24)\n", " 5. [tanulmányok - szakterületek között](#25)\n", "3. [Adatok előkészítése vizualizációhoz](#3)\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 0. Kezdeti beállítások, szükséges könyvtárak importálása\n", "\n", "[Tetejére! ⇡](#home)" ] }, { "cell_type": "code", "execution_count": 143, "metadata": { "scrolled": false }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "import json\n", "\n", "# unidecode - ékezetek eltűntetése\n", "import unidecode\n", "\n", "# stílus a megjelenítéshez\n", "plt.style.use('ggplot')" ] }, { "cell_type": "code", "execution_count": 144, "metadata": {}, "outputs": [], "source": [ "# varosok lakossaga\n", "lakossag = {'Kolozsvár': 324576, 'Kovászna': 10114,\n", " 'Marosvásárhely': 134290, 'Csíkszereda' : 38966,\n", " 'Szentgyörgy': 56006, 'Gyergyó': 18377,\n", " 'Kézdivásárhely': 18491, 'Székelyudvarhely': 32935,\n", " 'Székelykeresztúr': 9491, 'Szászrégen': 33281,\n", " 'Maroshévíz': 13929, 'Segesvár': 28102,\n", " 'Barót': 8672, 'Szentegyházasfalu': 6898,\n", " 'Balánbánya': 6115, 'Szováta': 10385,\n", " 'Parajd': 3448}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1. Adatok feltérképezése és tisztítása \n", "[Tetejére! ⇡](#home)" ] }, { "cell_type": "code", "execution_count": 145, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 49220 entries, 0 to 49219\n", "Data columns (total 19 columns):\n", "birth 49220 non-null object\n", "id 49220 non-null int64\n", "livesin 43615 non-null object\n", "marriedsince 4897 non-null object\n", "marriedto 7986 non-null object\n", "name 49220 non-null object\n", "other1 8440 non-null object\n", "other2 307 non-null object\n", "other3 1 non-null object\n", "other4 1 non-null object\n", "other5 1 non-null object\n", "other6 1 non-null object\n", "school 133 non-null object\n", "schoolyear 1487 non-null object\n", "studwhat 3805 non-null object\n", "studwhere 22175 non-null object\n", "studyear 5473 non-null object\n", "workwhat 9572 non-null object\n", "workwhere 25718 non-null object\n", "dtypes: int64(1), object(18)\n", "memory usage: 7.1+ MB\n" ] } ], "source": [ "filename = '../data/data.json'\n", "df = pd.read_json(filename)\n", "df.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Úgy tűnik elég **sok hiányzó adattal** van dolgunk. Ezeket majd a későbbiekben ki kell szűrjük." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Tanulmányi terület, szakterület és lakhely feltérképezése\n", "[Tetejére! ⇡](#home)" ] }, { "cell_type": "code", "execution_count": 146, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tanulmányi területek száma: 1781\n" ] }, { "data": { "image/png": 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ogFKpxMfHh169etGhQwcCAwOZMWMGjRs3JiEhwdBK92y3mEKh4JdffuGVV16hS5cuHD16FDc3t1zjatOmDXK5nDNnztCrVy/D8W3btrFy5UqGDx/O6NGjC9UKFhERweXLlw3T5U+ePImZmRkuLi6G6eeDBw/ms88+o2/fvsydO5f4+HgmT57MyJEjqV27donunzEsWbIEuVxOo0aNWLp0KdHR0UyfPh3IGl/z5Zdf8vrrr/Pw4UOCgoIwMzPj2rVrbNmyhd27d6NQKPItX5Ikzp49y/z5840SryBUWmU7rljIS36zkxITE6WhQ4dK9vb2kqOjozR27Fhp06ZNEiBFRkZKklT42TGSJEk//PCD5O7uLllbW0uvvPKKdOjQoULNThoyZEi2cp6daSNJT2bvPI5LkiTp448/llxdXSVra2upa9eu0oULF3KU/3gGzdPym2lUtWpVafTo0TmOF2Z2kk6nk95++22pevXqkkwmk7p27Wp4LiIiQurTp49hxk39+vWl8ePHS3fu3Mnz9T0WExMj9ejRQ7K1tZXc3NykVatWFTg7SZIk6cGDB9KECROkGjVqSObm5lKtWrWkV199NdvsrZ07d0pNmzaVlEqlBEixsbGSJGX9rmbOnCm5u7tL5ubmkouLi9S9e/dsM2CevbdpaWlSx44dpXr16hleV24CAwOlCRMmZDsWHx9vmBFXWI9n5Tz77+n7LkmSFBUVJfXq1UuytraWqlatKr311ltSenp6geUXdP9yez9LUuHe04/fT6dPn5b8/PwkpVIpNWzYUNq2bVuOOLZv3y69+OKLkpWVlWRrayv5+vpKH374oWG2Vm6/+8eOHz8uKRQKKSYmpsDXKwjPM5kkPbM4hyBUMGfPnqVFixYcPXqUdu3alXU4ldaGDRuYPHky0dHRBc5mEkpm8uTJREZGsnPnzrIORRDKNZHECBVWXFwcV65cYebMmaSlpRU4BVkoGZ1OR5MmTZg9ezZDhw4t63AqraSkJGrXrs3evXsr/FYVgmBqYp0YocLatGkT/v7+PHr0iJUrV5Z1OJWeQqFgxYoV+c6oEUru5s2b/N///Z9IYAShEERLjCAIgiAIFZJoiREEQRAEoUISSYwgCIIgCBWSSGIEQRAEQaiQRBIjCIIgCEKFJJIYQRAEQRAqJJHECIIgCIJQIYkkRhAEQRCECkkkMYIgCIIgVEgiiREEQRAEoUISSYwgCIIgCBWSSGIEQRAEQaiQRBIjCIIgCEKFJJIYQRAEQRAqJJHECIIgCIJQIYkkRhAEQRCECkkkMYIgCIIgVEgiiREEQRAEoUISSYxQqhQKBT4+Pnh6ejJgwADS0tKMUu6cOXP46quvinSNSqUySt2CIAhC2RBJjFCqrKysCA0NJSIiAgsLC5YtW1bWIQmCIAgVlEhihDLj7+/P1atXSU1NpWfPnnh7e+Pp6cnGjRv5+++/6du3r+Hcffv20a9fPwD27t1L8+bN8fb2JjAw0HDOxYsXCQgIoG7dunz33XeG419//TWenp54enqycOHCHHFIksS0adPw9PTEy8uLjRs3AqDX65kwYQJNmzalV69e9OjRgz/++CPf2CoLmUzGsGHDDI+1Wi1OTk706tWrDKMyraioKH755ZeyDkMQhCIwK+sAhOeTVqtlz549dOvWjb1791KjRg127doFQGJiIlWqVGHixInExcXh5OTEqlWrGDlyJHFxcbz++uscPnwYd3d3Hj58aCjz8uXLHDx4kOTkZBo1asT48eMJCwtj1apVnDx5EkmS8PPzo2PHjvj6+hqu27x5M6GhoZw/f574+HhatWpFhw4dOHbsGFFRUYSHh3P//n0aN27MqFGj6Ny5c66xVSY2NjZERESQnp6OlZUV+/bto2bNmmUdlkk9TmIGDx5c1qEIglBIoiVGKFXp6en4+PjQsmVLateuzejRo/Hy8mL//v3MmDGDI0eOYGdnZ2gJWLduHQkJCQQHB9O9e3dOnDhBhw4dcHd3B8DR0dFQds+ePVEqlVSrVg1nZ2fu3bvH0aNH6du3LzY2NqhUKvr168eRI0eyxXT06FFee+01FAoF1atXp2PHjoSEhHD06FEGDBiAXC7HxcWFTp06AeQZW2XTvXt3Q2K5YcMGXnvtNcNzp06dom3btvj6+tK2bVv+/fdfAFavXk2/fv3o1q0bDRo0YPr06YZrxo8fT8uWLWnatCkfffSR4fju3bvx8PCgffv2vPXWW4bWntTUVEaNGkWrVq3w9fVl27Zthjr69OlD7969cXd3Z/HixXz99df4+vrSpk0bQ2J77do1unXrRosWLfD39+fy5csAjBgxgrfeeou2bdtSt25d/vjjDwDee+89jhw5go+PD998842pbqsgCEYkWmKEUvV4TMzTGjZsyJkzZ9i9ezczZ84kKCiIDz/8kJEjR9K7d28sLS0ZMGAAZmZmSJKETCbLtWylUmn4WaFQoNVqkSSpwJjyOie/a3OLrbIZNGgQ8+bNo1evXoSFhTFq1ChDAujh4cHhw4cxMzNj//79vP/++2zatAmA0NBQzp07h1KppFGjRkyaNIkXXniB+fPn4+joiE6nIzAwkLCwMBo2bMjYsWMNLWtPJ0rz58+nc+fOrFy5koSEBFq3bk2XLl0AiIiI4Ny5c6jVaurXr8/nn3/OuXPnmDx5MmvXruWdd97hjTfeYNmyZTRo0ICTJ08yYcIEDhw4AEBsbCxHjx7l8uXLvPzyy7z66qt89tlnfPXVV+zcubOU77QgCMUlWmKEMnfnzh2sra0ZOnQoU6dO5ezZswDUqFGDGjVq8MknnzBixAgAXnzxRf755x9u3LgBkK07KTcdOnRg69atpKWlkZqaypYtW/D3989xzsaNG9HpdMTFxXH48GFat25N+/bt2bRpE3q9nnv37nHo0CHDNbnFVtk0a9aMqKgoNmzYQI8ePbI9l5iYyIABA/D09GTy5MlcuHDB8FxgYCB2dnZYWlrSpEkTbt68CcBvv/1G8+bN8fX15cKFC1y8eJHLly9Tt25dQ8va00nMX3/9xWeffYaPjw8BAQGo1Wpu3boFQKdOnbC1tcXJyQk7Ozt69+4NgJeXF1FRUaSkpHD8+HEGDBiAj48PY8eOJTY21lB2nz59kMvlNGnShHv37pnmBgqCYHKV7+ujUOGEh4czbdo05HI55ubmLF261PDckCFDiIuLo0mTJgA4OTnx448/0q9fP/R6Pc7Ozuzbty/Psps3b86IESNo3bo1AGPGjMk2Hgagb9++BAcH4+3tjUwm44svvsDFxYX+/fvz999/4+npScOGDfHz88POzi7P2Cqjl19+malTp3Lo0CEePHhgOD579mw6derEli1biIqKIiAgwPBcbi1iN27c4KuvviIkJAQHBwdGjBiBWq3Ot7VLkiQ2bdpEo0aNsh0/efJktjrkcrnhsVwuR6vVotfrsbe3z9Hql1uMhWmtEwShfBJJjFCqUlJSchzr2rUrXbt2zfX8o0eP8vrrr2c71r179xxjUObMmZPtcUREhOHnKVOmMGXKlDxjkclkfPnll3z55ZfZnpfL5Xz11VeoVCoePHhA69at8fLyyje2ymbUqFHY2dnh5eWVrSUqMTHRMNB39erVBZaTlJSEjY0NdnZ23Lt3jz179hAQEICHhwfXr18nKioKNzc3w8wwyHpfLFq0iEWLFiGTyTh37lyOBDQvVapUwd3dnd9//50BAwYgSRJhYWF4e3vneY2trS3JycmFKl8QhPJBdCc954w1lfbQoUNFuiY0NJTdu3cbHm/fvp3PPvss2zktWrQgLCyMoUOHFikWY+rVqxc+Pj74+/sze/ZsXFxcyk1spaFWrVq8/fbbOY5Pnz6dmTNn0q5dO3Q6XYHleHt74+vrS9OmTRk1ahTt2rUDssZILVmyhG7dutG+fXuqV69uaO2aPXs2Go2GZs2a4enpyezZs4sU+/r161mxYgXe3t40bdrUMDA4L82aNcPMzAxvb28xsFcQKgiZJNpSn2sqlYoGDRpw/PhxrKys2LNnDzNnzqRWrVqFHuCo1Wo5evRokQZFrl69mtOnT7N48eKShC9UAikpKahUKiRJYuLEiTRo0IDJkyeXdViCIFQAoiVGKPZU2gEDBtC7d2+CgoKylRcSEoKvry/Xr1/PdZpsZmYmH374IRs3bsTHx4eNGzeyevVq3nzzTSDvKbB5LT4nVGw//fQTPj4+NG3alMTERMaOHVvWIQmCUEGIJEZg0KBB/Prrr6jVasLCwvDz8zM893gq7blz55g3bx7vv/++4bng4GDWrFljmLYKcPz4ccaNG8e2bduoW7euYZpsSEgIBw8eZNq0aWg0GubNm8fAgQMJDQ1l4MCBOWJ6PAV2586dvPfee0DWonSPF59bvnw5wcHBJrwrQmmZPHkyoaGhXLx4kfXr12NtbV3WIQmCUEGIgb1CgVNphw8fTmRkJDKZDI1GY3jupZdeyrbY3KVLl3jjjTf466+/qFGjBpA1TXb79u2GzRmfniabn9ymwOa1+JwgCILwfBJJjAAUbyqtjY1NtjJcXV1Rq9WcO3fOkMTkN002P7lNgRXDtwRBEISniSRGAIwzldbe3p4VK1YQFBSEjY0NAQEBeU6TLc501vbt27NmzRqGDx9OXFwchw4dqlD73EiShFqtJi0tzfAvPT0dtVptWNtEr9djpbTHXFETGVkrE8sVMszN5VhYyDH/37+snxUolXIsrcSfsSAIzyfxfz8ByH8q7fDhw/n666/p3LlzgeVUr16dHTt20L17d1auXMns2bN55513aNasGZIk4ebmxs6dO+nUqZNhNdaZM2cWKsaCFp8raykpKcTHx/Pw4UPDv0ePHpGSkmJIWPR6fYHluLt5QLpFoetVKGTYqMywUZljY2uGjU3Wf1W25jg4Kqlib4FcnvtWDYIgCBWZmGItVCiPp+M+Xnzu2LFjhrVbSotWq+XOnTvcvn2bO3fuEBcXR1xcHOnp6UYpPyuJaW2UsiCrJcfewQKHqkocHJU4VFXiWE2Jnb1FnvtQCYIgVASiJUaoUHr16kVCQgKZmZnZFp8zFUmSiIuL49atW0RHR3P79m3u3r1bqAXeil0nEsZMLfQ6iYfxGTyMz8h23EIpx7m6Fc6uVlR3taK6qzVKS4URaxYEQTAt0RIjCM+IjY0lMjKSq1evcvPmTTIyMgq+yIjc6jREpm5TqnUCyGTgUFWJa01ratVRUbO2DebmYhUGQRDKL5HECM89SZuG9Cic5LibLN4SWeb755RVEvMsuUKGaw1rXnBXUdtNhUNVZcEXCYIglCLRnSQ8l6TMJKT4U0hxIUhJkSDpsJZboMlwLuvQyg29TiLmdioxt1M5cfgeqirm1HZXUa9hFVxrWovxNIIglDnREiM8NyRtKlL8GaT7J5ASLgE5Zwrtv+PFodD40g/uKW51GiBTv1imMRREZWtG3YZ21G9UBafqVmUdjiAIzymRxAiVmqTXID04m5W4PAwHSZPv+bF48v3uB/meY2p1ajdAnlG+k5in2TlYUL9RFRo0tsfOvvBTwwVBEEpKdCeVAwqFAi8vL8PjQYMGGfYLKmunT59m7dq1fPfdd2UdSpFIabHoYw8h3TsK2pRCX+dscY+y/7OoWN8rEh9lcuZEPGdOxFOrtg1NvB2oU9dWrE0jCILJiZaYckClUpGSUvgPWiF3kqTPanW58zdSwsVil7P8XAOiYsvu91H7hXooMtuVWf3GYKMyo7GXA429HLC2KeukUBCEykrMnyzHQkJCaNu2Ld7e3rRu3Zrk5GTUajUjR47Ey8sLX19fDh48CGRtCdCvXz+6detGgwYNmD59uqGcDRs24OXlhaenJzNmzDAcV6lUzJgxgxYtWtClSxdOnTpFQEAAdevWZfv27QAcOnSIXr16AVkLzT2uu1mzZmzatAmdTseIESPw9PTEy8uLb775phTvUBZJm47+9m50p6aiv7ioRAkMgF9DsYtySaWmaDkdHMf65VfYtyuae7FpZR2SIAiVkPiKVA6kp6fj4+NjeDxz5kz69u3LwIED2bhxI61atSIpKQkrKyu+/fZbAMLDw7l8+TJBQUFcuXIFgNDQUM6dO4dSqaRRo0ZMmjQJhULBjBnBp6GTAAAgAElEQVQzOHPmDA4ODgQFBbF161b69OlDamoqAQEBfP755/Tt25dZs2axb98+Ll68yPDhw3n55Zezxfnxxx9jZ2dHeHg4AI8ePSI0NJSYmBgiIiIASEhIKI1bBoCkSUEf8xfSnf2gTTVaue4OxivreafXw/UrSVy/koRrLWt8WlWjtpuqrMMSBKGSEElMOWBlZUVoaGi2Y+Hh4bi6utKqVSsAqlSpAsDRo0eZNGkSAB4eHtSpU8eQxAQGBhr2EmrSpAk3b97kwYMHBAQE4OTkBMCQIUM4fPgwffr0wcLCgm7dugHg5eWFUqnE3NwcLy8voqKicsS5f/9+fv31V8NjBwcH6taty/Xr15k0aRI9e/YkKCjIiHcmd1JmAvrovUixB0GnNnr5NtrbWJhVI1Nb8D5HplE5e3hjo9N4GB/D8SopDGldm44NnMo6JEEQKjjRnVROSZKU6zoc+Q1hUiqfLEamUCjQarX5nm9ubm6oQy6XG66Xy+VotdpCxeTg4MD58+cJCAjg+++/Z8yYMfm/sBKQMh6ii1yL7tRUpOg9JklgAGT6DPwaO5ik7MKonClMljRHOHcnkalbwxmy5hQHrtwv65AEQajARBJTTnl4eHDnzh1CQkIASE5ORqvV0qFDB9avXw/AlStXuHXrFo0aNcqzHD8/P/755x/i4+PR6XRs2LCBjh07FiumoKAgFi9ebHj86NEj4uPj0ev19O/fn48//pizZ88Wq+z8SNo0dDd+QxcyAyn2b9DnP03aGDxfMHkVeaukY+3NLeRsjr1neHzlfgoztkUwat1pwu8klmFkgiBUVKI7qRx4dkxMt27d+Oyzz9i4cSOTJk0iPT0dKysr9u/fz4QJExg3bhxeXl6YmZmxevXqbC0wz3J1deXTTz+lU6dOSJJEjx49eOWVV4oV56xZs5g4cSKenp4oFAo++ugj6tWrx8iRI9Hrs7pePv3002KVnRudXktE9E48Yv5GoUkyWrmFUd0iDpHjG5fWSU7izZwtfOGxSYxaf4aXPJyZ1KEernZi8TxBEApHTLEWyqVr949zJPIHHqVF086xNc1T75R6DMtC6hEdV/qzamrVdMNc26HU6zUlMzMZm3hAnDoz3/OUZnIGNq/FyDZuqJSl9x1LLHMgCBWT+KoplCsJaXfYfPY9tp+fzaO0aABOJ11ArbAs9VjaeIhZNMYiczYrMIEByNDqWXvqFv2XB7M5NAa9+I4lCEI+RBIjlAt6vY5TNzbwc/AYbj4IyfZchjaVEKVdqcdUz7Fs1jaRKtnQXoVCxvb4og3gfZim4dN9/zJq/RmuxZdNC8mOHTvw8/PD19eXLl26cO9e1ngeLy8vEhISkCSJqlWrsnbtWgCGDRvG/v37yyRWQXheiSRGKHOxiZdYf3Icx64uR6vPyPWcsITzJJiXbiKj0t/G3KwM/kQqVw6DeXVzYtJy/70W5EJsEsPWhvDT8RtodaU75b19+/acOHGCc+fOMWjQIL744gsA2rVrx7Fjx7hw4QJ169blyJEjAJw4cYI2bdqUaoyC8LwTA3uFMpOpTePo1eWE3d6BlMuO0k/TS1qCFXK6m35ikoFMp6ZlI3uCLzwsvUqpXC0xMjnseVSyXcE1Ookfj93g4JU4ZnfzoLFLFSNFl7/o6GgGDhxIbGwsmZmZuLu7A+Dv78/hw4epU6cO48eP58cffyQmJgZHR0dUKtEFKQilSbTECGUi+lEYPweP4fztbQUmMI9dTQwn1qp0F0hrVlv8iZSEZXULriUbp1suMi6FkevOsOifq2RodUYpMz+TJk3izTffJDw8nB9++AG1Omtdog4dOnDkyBGOHDliWEjyjz/+wN/f3+QxCYKQnfg/tFCqdHoNh6/8wB+n3yVJfa/gC55xTFu664m4KEvWilAclWXCoEwG+5OM24qlkyTWnrrF4NUhXLpr2mn3iYmJ1KxZE4A1a9YYjr/wwgvEx8cTGRlJ3bp1ad++PV999ZVIYgShDIgkRig1D1NvseHUm5y5+VuhW1+eFZtynas2NYwcWd7MM2NxcSztdUsqRxJjXd2CS4mmGZR761Eao385w8azt41SXlpaGrVq1TL8+/rrr5kzZw4DBgzA39+fatWqZTvfz8+Phg0bAlndSzExMbRv394osQiCUHhinRihVIRH7+LQv0vQ6ku+VYCdZXWGSEoUxUyEiupMojdbjpXe8viuLrWwlDqXWn2mcqZKGucemn6Rws4NnZjdrXGprisjCEL5IFpiBJPS6jLZG/EZ+y99bZQEBiBRfY9wlatRyiqM+tXSS62uLBX/e4WqukWpJDAAB67EMXTNKS6auHtJEITyRyQxgskkpd9jY8hbXIrdZ/SyQxIvkqHIe7sFY6qij0Yhz7kZp6lU/BQGTmaWbkIRk6hmzC9n+PWMcbqXBEGoGEQSI5jE7Yfn+OXkeO4nR5qkfLU2mdOWpbPTtEyXRouGpbirdQXPYmydLAiOSyj1ejU6iQUHInlvWzhqjelnLwmCUPZEEmNEMpmMYcOGGR5rtVqcnJzo1atXkcoJCAjg9OnTAPTo0YOEhLw/EJYtW2ZYMbS8OHPzdzadnU66xrQzic4nnCfJ3NakdTzmXaf0/lQq+joxofqy3YPo7ytxjPnlDPeSjdN9KQhC+SVGwhmRjY0NERERhl2n9+3bZ5iiWVy7d+/O9/lx48aVqHxj0uk1/HXxKy7Hls7S6zq9hmAzc7qWwgJ4NawemL6SxyQJSq/3yqhUjuYcvHe3rMPg3/spjPj5NF/1bUZT19JZHE8QhNInWmKMrHv37uzatQuADRs28NprrxmeS01NZdSoUbRq1QpfX1+2bdsGQHp6OoMGDaJZs2YMHDiQ9PQnA0nd3NyIj89aq2Tt2rU0a9YMb29vQ4vPnDlz+Oqrr4CsFpwZM2bQunVrGjZsaFgOXafTMW3aNFq1akWzZs344YcfjP661ZoUNp+dUWoJzGNXEsK5Z1mt4BNLyDwzFmeH0tmEsiK3w1xWlJ/Wj/jUTMb+epZDkXFlHYogCCYikhgjGzRoEL/++itqtZqwsDD8/PwMz82fP5/OnTsTEhLCwYMHmTZtGqmpqSxduhRra2vCwsL44IMPOHPmTI5yL1y4wPz58zlw4ADnz5/n22+/zbV+rVbLqVOnWLhwIXPnzgVgxYoV2NnZERISQkhICD/99BM3btww2mvWpCfxW8jbRD86b7QyC0/iWKl0X0i82Li0vtFXzDRGZW/On7HlK2HI0OqZsS1cDPgVhEpKJDFG1qxZM6KiotiwYQM9evTI9txff/3FZ599ho+PDwEBAajVam7dusXhw4cZOnSo4fpmzZrlKPfAgQO8+uqrhkW3HB0dc62/X79+ALRo0YKoqChDvWvXrsXHxwc/Pz8ePHhAZKSRBtympGAefI4OiiDjlFcMMclXuW5t+inXDaoVbxPDIquYOQw3lBnlMnS9BAsORPLNgchKsxqyIAhZxJgYE3j55ZeZOnUqhw4d4sGDJ2MpJEli06ZNNGrUKMc1Mln+gyAkSSrwHAClMmvasUKhQKvVGq5dtGgRXbt2LcrLKFhCIoScAY0GN7U9XRwHsj95o3HrKKTj6mjcMEduwgXw7IhGLrNFb+LPwYo4sNe6ihk77kSXdRj5+uXMbdI0Ot4PalSovyVBEMo/0RJjAqNGjeLDDz/Ey8sr2/GuXbuyaNEiw7fBc+fOAVkbyq1fvx6AiIgIwsLCcpQZGBjIb7/9ZkiKHj4s/J40Xbt2ZenSpWg0WSNgr1y5QmpqatFf2NPiH8DJENA8GVXr+ciNViojJ0qF9Cg9lggb07bGyLQp+DQoxanWFUistdbkyZ0xbA27w7y9l9CLFhlBqBREEmMCtWrV4u23385xfPbs2Wg0Gpo1a4anpyezZ88GYPz48aSkpNCsWTO++OILWrdunePapk2b8sEHH9CxY0e8vb2ZMmVKoeMZM2YMTZo0oXnz5nh6ejJ27FhDK02x3L0Hp8+CLvtaHDJJol1SczysWhW/7BI4lXyJTLmFSevwdTN942VF6/KwUpmx5U7RN/MsKzsj7vLhrovoKkLWJQhCvsTeSULRxN6F0LCsacB50FuYscnid6IzTLPQXX5aOrbixdRYk5WfaVGLeVtNu5BatapO2Jp1N2kdxpTmKuOX26a756bSpZEzH/dqgplcfJcThIpK/PUKhXc/rsAEBkCeqaWfbiAOZi6lFNgToQlhJJurTFa+RWYMVauYdruDivStwtJKwZbYitMK87T9/97nvW0RaHSls5GoIAjGJ5IYoXAePISzoQUmMI8p0jMZrBiDldx0CUVutPoMTpiZMsmQeLGJWDztsWQHSNdW3CTgn6vxTN8WjlZfcV+DIDzPRBIjFCwhAc6chSL+j94iJZP/Wr6FopQnwV1OCCPOsqrJym/onGmysqHijImxUMrZcqfsV+ctqaPXHvDJ3stlHYYgCMUgkhghf0nJEHIWtMUbB2KdqGWo7TtGDqogEkf16QWfVkwOxCBm6EJmVTlJxXxflDe7Ltxl8eFrZR2GIAhFJJIYIW/p6YZ1YErC8aGcAVUmGimowolOvkKUtWnG5Mi0yTSrZ2+SsrOU/5YYc3M5W+5VzLEweVlz8qZY2VcQKhiRxAi502iyWmAyjLNKba0HNnSrMtQoZRXWMXUsesk0TSbN3c1NUi5UjO4kvbOCBxmlsPNmKfv6QCR/Xa5cyZkgVGYiiRFy0uvhzDlIMe6eRB4Pa9JO1cuoZebnYXoMl1SmWQCvlirBJOVCocdOlxmFmYzt9yvnB70EzNl9kZCbhV9MUhCEsiOSGCE7SYLz4fDwkdGLlkkSrRI98bRua/Sy83Ii5YpJFsBTZkRjpzJVa0z5zmIU1c2ITTft4OaypNFJTNsaztW40thYVBCEkhBJjJDdv5FZC9qZiEyvp0taAHWUTUxWx9PSMhM4Z2WKmUp62jYx5biY8kkuh13x5WunalNIzdQxbWs4yerK12UmCJWJSGKEJ2LvwvUbJq9GptHSR9uXama1TF4XwNmEMFLMbIxerkd103zAlecxMRYuFtxMVZd1GKUiOiGd2bsuluvfhyA870QSI2RJSYXwiFKrTq7WMEg+AhuF6VsztPoMTppbGb1cB/mdPJ/T6/WsWrWKP/74I8dz586dY8WKFaxatYp169YRHx9v9NhMQSaDPxMeFHxiJXLs+gN+PGb6xF4QhOIp3VXIhPJJp4NzocVeC6a4zFMz+W+VifyU/iVaTDvG4lJCGN5VPKmWYbwBm3JNIk3dXblwIzHHc6dPn6Zq1apkZuZ8XU2aNMHX1xeAyMhIDhw4wH/+8x/D80X55n/3/g2Wr33X8Dj+QTS9u71JYMf/Go6dPLOTvw6sAECptGZw/9nUqulR6Does3KxIPJ2CXc/r4BWBEfR2KUKHepXK+tQBEF4hmiJyceDBw/w8fHBx8cHFxcXatasaXic24dTUXz//fesX7/eSJGWUMRFSC6bQYyWSRr+q5oMJpoK/ZiEnuMmSJRa1su5xUFSUhLXr1/H29s712uUyifXaHJZg6coSYyLszuzpm5m1tTNvD/ldywsLPHx6pLtnGqONZkycTWzp22hx0vjWPf7nEKX/7SDKcYf7F0RSMBHuy9y61FaWYciCMIzREtMPqpWrUpoaCgAc+bMQaVSMXXq1BKXq9VqmTixdBd/y4t06zaymLy7RUqD3SOJ16pOYkPSdyat52bSZW45tKR2mvEGLr+Qy1Trv//+m4CAgHwT3bNnzxISEoJOp2PQoEFGieVy5AmqVX2Bqo41sh2v5+5r+Nm9TjMeJRR9erSqugXhMRV/i4HiSsnQMm1rOKuHtMTKQlHW4QiC8D+iJaaYvvjiCzw9PfH09GTRokUAXL16FR8fH8M5n332GZ988gkA7du354MPPqBDhw4sXryYWbNmsXDhQgC++eYbmjRpgre3N0OHZi0IN2vWLEaMGEFQUBBubm5s3bqVd999F09PT3r27IlWqy3xa9Dcus69/5tCZprp1jwpLJcHlvSqMtLk9RzLuGfUdVgsNdHYWj+Zan316lVsbGxwccl/teDmzZszduxYAgICCA4OfubZ4gV4+tweWvn2yPecYyc349nYv8hlH1Pn7DJ73lyPT+XLv6+UdRiCIDxFJDHFcOrUKdavX8+pU6cIDg5myZIlhIWFFXhdUlIShw8f5p13su8l9MUXXxAaGsr58+dZvHix4fiNGzfYvXs3mzZtYvDgwXTr1o2IiAjkcjl79+4t0WuQNJk8+OIDNLdvcO/nhSTfulii8oyh/gMnOtr2M2kd8Wm3uayqkeO4OkPHi2N30XzUDryHb2PuytAc57y7OIQWo3fQYvQOmgzZQrWeG0DS8eJTU61jYmKIjIxk6dKlbN++nZs3b7Jjx44842ncuDFXrmT/YCxOkqXVZnL+wkFa+HTN85x/I09y/ORm+vaaUqSyVc4WhDwQSQzAjohYDvx7v6zDEAThf0R3UjEcOXKE/v37Y21tDUCfPn04evQoQUFB+V6XV7dB06ZNGTp0KK+88gp9+vQxHO/RowdmZmZ4eXkB8NJLLwHg5eVFVFRUiV5DwqpFaG5EZj3QakjYsR61jx+ObbqjUJhuSf38yADfhIYkVQngXOohk9VzIuUq9eVVMJeetGYpLeTs+yYIlbU5Gq2ejm/upatfTdo0dTKcs+DNVoafF2+6RGhk1iDhxi5a/vrf8Y4dO9KxY0cAbt26xalTp+jdu3e2+h8+fIijoyMA165dM/z8RNGzmIjLR6ldswlVbHMffBp9519+/u0jJr2+DJVN0WaEndEmFzmeyuz//rqMZw07nG1zjocSBKF0iZaYYshr4KWZmRl6vd7wWK3Ovp6GjU3ua5X8+eefjBs3jlOnTtGyZUt0uqxZQo8HgMrlciwsnqw6K5fLS9SdlH76OCnbf81xXB16knt/LCEjueym/Mr0ejqmvEh9q9wHxRpDSuZDQm2cs9crk6H6X7eQRqtHo9Xnu1P1xr+jGBToDkBVRWyBdR45coTIyKyk8ezZsyxfvpxVq1YREhJCjx7Zu4CK0xJz+uxuWjXPvSvp4aM7/LDqbUYO/pTqzm5FKte2mgVH7j+fA3rzotboObNzT1mHIQgCoiWmWDp06MDYsWOZNm0aOp2Obdu2sXHjRlxcXLhz5w6PHj3CysqKXbt28corr+Rblk6nIzo6ms6dO9O+fXvWr19PWprpZkHoEhN4+M3cPD8pdfH3ub/uO+y69sfW3QuZrPTzXJlWR8+MXmy0SORuZpRJ6jiTEE5TZW2sdU+mDOt0elq/sYtrMcmM79MIvyZOuV57824KUbEpdGqeNe5FrnmER+1GXL6VlO282rVrU7t2bQD8/Z+MQ+nSJfvsoWcVdXG1zMx0Ll05zpABHxmOHT6+EYAObQey669lpKYlsmHTx1nxys14f8pvhSo7gudvSnV+POzNmBT2M65/nyPFXoeqe/+yDkkQnmsiiSmG1q1b89prr9GqVVb3wvjx4w1dPu+//z6tWrWibt26NGlS8NL6Wq2WwYMHk5ycjF6vZ8aMGdja2pos9oTlX6MvaMEyvY7EPb+hbhpJ1Xa9UZiXfrO5PEPDAMVQ1iiWkqQz/gJrGl06J5XWdEp78iGtUMg5s6I3CcmZvDrrIBHXH+FZ1yHHtb8diKJfx9ooFE8SvJb1LXMkMcVXtCTGwsKKBZ8cz3asQ9uBhp+HDZzHsIHzihyFytGcfXef3xlJT1PIZQy2ecDLOxag0GVNi09Y8S2WzV/ErHrOMVaCIJQOmSTW1H5uqENPEffBhCJdI7d3pGqvoVjaVTdRVPnLsLVgecYCMqV0o5ctk8kZbNsUx4yc3SUfrz6PjaUZUwY1zfFcy9E7+G6yH209n3RJpVu4M3+rcZbjt7KyxqXKq0YpqyTuOuvYeafy75NUkNq25rx9fSvuF/7J8ZzSuxVO85cgy6/vURAEkxFjYp4TUmYGj77/tMjX6RMeErd+EQn/hiBJ+oIvMDJlcibDrd9BJhn/rSpJeo6TNbYoLkFNQnLWui7pGVr+Ph1Lo9p2Oa7591YiCSmZvNg0e1eTleY2NpbGatgs++8VNnbm7HrOExgZ0Nc+jS/2z8o1gQHIOB9C6p9bSzcwQRAMRBLznEj6dQXaO7eLd7Ekkbx/K/f3/4o20/gtIgVRJegYUuWdgk8shhtJl4i2qk7sg3S6vPMnviO38+LY3XRp6UrPtrWYsyKUHcee3LeNf9/gP53dcn7zlrS0Mdau1mWfw3DLMrM8hFFmnK3N+DjlMMO2zsEiPf9xQYlrvkefImZwCUJZEN1JzwHNrRvcnfQaGGGBPLmqCo69h2LlWNMIkRVNVNUEtiT9mOfzmkwdi989i1YjoddJePs70e2/dXOcF/rPPf78+QbIZNSoq+LdT3rwH40u39lIhXFP3pRFO0u+N5OlpSWudv8p+EQTsbY1Y0lCDNrn9H8NXRx1jNi/AOukws/SU708CIexJV/NWxCEohFJzHPg/gcTyAg9ZdQyVQE9sW/ih0xWukuwhzne5O/kjbk+J0kSmWodSiszdFo9iyafpc+EBrg1ftItFBeTxtpPIhj/hS/WtuYkP8rE1sGCIMfWNEot2fYLOvOqfLTNouATC1DWSUyyq4yNtwueNl7Z2FkqmJhyhpZHfyn6xQoFLot+wbxOPeMHJghCnkR3UiWXduyA0RMYgJRDu7i3Zx3ajNKdguv1yI1WqtxXpZXJZCitssal6LQSOp2eZxtXTuy+Q7uXa2Ftm7UmjK1DVtIRnHodbQkTMoXmAfVrlXxmWVl+r7CyUbD1zvM3I6mNo4yFZ74tXgIDoNPx6IcFxg1KEIQCiSSmEtNnqElYsdBk5WtuXOHuL9+SFnfTZHU8SyZJtEtqjodVq1yf1+skvhp3ig//c5SGzR2p0zj74Ny46DTiotP47p0zLHzrNJdCsqZvJ2fEc94m//2OCqNVfasSl1GWSUyCnUSG7vlpnLU2l/O22TWmb56GXdytEpWVcf4UaccPGikyQRAKQ6wTU4klb1qL7p5pd6iW0lJ58NuPqNu9hH0zf+Ry03cvyXQ6uqpfIkWZQHRGZLbn5AoZU5e1Jj1Fw8q54cTeSMHVXWV4Xq+XiItJY+JXviTEZbD43bNM/7E1VipzTidG0ERZAytt8Qcvu9tX3AGeSksFG+4UvRvp7uE/iA/ZDciwdnHH7T/TkZs/6Va7H7yDuOBtIJOjUFpRp/9krKq7GS/wYvJyMOPN0z/hdPuS0cpMWL4Qq5ZtkVmILQkEoTSIlphKSht/n+Q/1pRafanH9nFvx0o06cZa8C1/8kwt/XQDcTDLvfXESmVO/WYOXD6dfaCtXTUlnm2dUJjJqepqhXMta+JispKWTG0qIRYl6w6y0kZjaVGyRK6sWmLSHCFVW7Rp9JmJcdw/toUmby3F890VSJKeh+cPZDunqm9nmk5ZTtPJP+LScSC3dywzZthFZq6QMdr6Hh9tm2bUBAZAdy+GpM0/G7VMQRDyJpKYSipp40qkjIxSrVMbHcW99d+SEnu1VOpTpGcyWDEGS1lWS0tKQibpKVmrqWZm6Lhy7iHOL1hnu8azrRNXQ7MWt0tJzCQuOo2qrk+6gMITwkiwyLk+TGHJ9Jm0aZJzld/yztxCzubYe8W6VtLr0GsykHQ69JlqzKtk34RSYflkzzBdppocA5VKUX07cxbc/oOeuxcg1+tMUkfyb6vRPXi+19gRhNIiupMqIe39u6T+ta1M6pYy1DzavIqM1h1waBGIXG7at5hFSib/tXuLFWlfkPQwhQ1fXkSvl5D04N3RmaZtqrFnzXVeaGiL54tOeLR05MqZh3w+5gQyuYzer9fHpsqTXbv1kpbjcsh9K8XCaVpD4lBo8a8vi5YYrZOcxJtFn4JvYeeES8cBhP3fa8jNlVRp0BK7hi1znHf/+FbuHf4DvU5Loze+MkbIRSKXwX9sE+m7ewHmGuOsrJwXKUNN0qa1OLzxrknrEQRBTLGulB5+N5/UP7eUdRiYudSkavchWFgXv2WjsB466lmTbLwPx/72zamRfr9Y1+osnPhoa/GTN4VCQe1qQ4p9fVGZmcnYxAPi1JlFvlablsy1n+dQd8hsFFYqrq+bi4NXB6o2fynX8x+c+5ukKyG4D3yvpGEXWk2VOW/d3k2D8/tKrU6ZUonryh0o7B1LrU5BeB6J7qRKRns3htS/d5R1GEBWLPd+/oZkI487yI3jQzkDqhRtX6j8HNPk3E+psBSZcbi5qgo+sZyQOZsVK4EBSLp6FqWjC+Yqe+QKM+w9/Um5eTHP8x29O5Fw4XiezxtbT4cMvjw4t1QTGAApI4PkzetKtU5BeB6JJKaSOX4qAo2iHM2M0GpI2L6O+OM70euK90FZWLUeqOhWZahRyrqbeoNIm+LvTuzX0Lrgk/JQmo2jCoWM7fHFa3ECsLB3JuXWJXSZaiRJIvnqWSyda2c7Rx0Xbfg58fIJlFVNv9pzVSsz5qhPMHrLbCxTE0xeX25Sdv+BLjmxTOoWhOdFpRsTo1Ao8PLyQqvV0rhxY9asWcP9+/fp1asXERERZR2eSd1NUjMj0gL7wI/pr79Jp39WYpFePqb8pp8L5u7t61TtORSlqnBN7OrMTDrMmEqGRoNWp+PVdv7MHTos2znLdu/i+507UMjlqKws+eGtd2jr3YvjyTtLHPPx1CjqYoWCog8AdbdPKXH9pcGsuhkxt4o/AFxVuzEOXh249O04kCuwrlkfJ7+exPy5CptajbBv2pb7x7eSdPUsMrkZZlYq3AfOMOIryKmjo8Tog1+ielS2qw5L6WmkbN2A3bBxZRqHIFRmlW5MjEqlIiUl6wNkyJAhtGjRgn79+pUoidFqtZiZlf9876u/r7Dx7JNvvQ5WZvSXRdP5n5Vl9m00B4UCu66vYuvmlXMTxWdIkkSqWo3KygyImM4AACAASURBVAqNVkv7ae/y7dhxtPFobDgnKS2VKtZZs1+2nwhmya6d7Jn/Kftt/yEiLbjE4bZ39MM3NabI10lyJZ/86USGpugJkEwmw815WMEnlpBMDgeUSVxLTjN5XaXB1kLBuMxwXjy0uqxDMZDZ2FJj9Q7k1hWne1EQKpJK3Z3k7+/P1atZ0311Oh2vv/46TZs2JSgoiPT0rLVBfvrpJ1q1aoW3tzf9+/cnLS3rf+gjRoxgypQpdOrUiRkzZjBnzhyGDx9OUFAQbm5ubN68menTp+Pl5UW3bt3QaLKm9s6bN49WrVrh6enJG2+8YegauHr1Kl26dMHb25vmzZtz7do1hg0bxrZtT2YRDRkyhO3btxfrtSakZbItPPvCdo/StSxPc2G8/2x29JxGuqocTP3V6UjcvZH4w5vRafPvXpLJZKissqY/a7RaNDotsmfm5z5OYABS1WpkMhkyvZ4uaZ2oo2xS4nBDki6gVlgW+TqZPoPWjY20q7WJWFW3qDQJTAtHBQvDlpSrBAZASk0mZXvue30JglBylTaJ0Wq17NmzBy8vLwAiIyOZOHEiFy5cwN7enk2bNgHQr18/QkJCOH/+PI0bN2bFihWGMq5cucL+/ftZsCBrT5Rr166xa9cutm3bxtChQ+nUqRPh4eFYWVmxa9cuAN58801CQkKIiIggPT2dnTuzujWGDBnCxIkTOX/+PMePH8fV1ZUxY8awatUqABITEzl+/Dg9ehRvcu+Gs9GoNbkvVJao1rEq1YlxbWexpfd7pNk5F6sOY1JHnOXuxsWoE/Mfj6HT6fB5cwLOQwbxkk9z/Dw8cpzz/c7t1Bs9kumrVvDd2PEAyDRa+mj7Uc2sVonizNCmcNqyeLOrPItZdWk0jspksC+p5DtulzWlmZzxylu8v2UqDnevlXU4uUretgG9uvirQAuCkLdKl8Skp6fj4+NDy5YtqV27NqNHjwbA3d0dHx8fAFq0aEFUVBQAERER+Pv74+Xlxfr167lw4YKhrAEDBqBQPFl9tXv37pibm+Pl5YVOp6Nbt24AeHl5Gco7ePAgfn5+eHl5ceDAAS5cuEBycjIxMTH07dsXyNql2Nramo4dO3L16lXu37/Phg0b6N+/f7G6rdQaHZvORRd4XnKmjp+THRnrN4PfX36fFIeS7xVUEvqEB8T9sojEyDN5fnArFApCFy8hes06Tl35l4j/3eenTez1MtdWrOLzkaP5ZOMGw3G5OpNB8hHYyEs2xTvsURiJFlWKfF11i+IveGbqRMa6ugWXEivGuJ3/Z+88w6Mq0wZ8nznTZzKTSkhoodcUSgDpTYoUBQULgoAFLID6Iesqy7KKrqLrIriKBaUjiBQFlSZIESWU0DuEYHoyqZPpc74fgUBML5AE574uLsg5b3nmzJD3macWR2tvOf+9tIJ7t36EUIO94u6sDMzbK2Zh9eDBQ8ncdUqMRqMhOjqa6OhoFi5ciFKZ18NFpbqZsSOKIk5nXmGvCRMm8NFHH3HixAn++c9/YrXeLISl0+kKrH1jDZlMhkKhyI/pkMlkOJ1OrFYrzz33HOvWrePEiRM8/fTTWK3WEg+kcePGsXLlSr766ismTpxYode8/VwymdayFyoz212szvJmcqcZfH3/P8jyr5y1olK43WRtW0/KzjU4SyhC5q3X0ycsjJ8OHyp2zCO9erPxQMH0XYXZzjjVC8hRFjOrdFySgwMV6AkltydRP6BiWUqlhAtVmj25NSRGqgKIMoHx+jTe+P5v1L1SiaqCdxDz1o3VLYIHD3cld50SU16ys7MJCgrC4XCwcuXKSq11QwHy9/cnJyeHdevWAWAwGKhfvz4bN+b9IrPZbAVib+bPz+s03bZt2wrtuz66/IGnABaHm7WZXkyOeJEVD/yTjGpsymc7d4Kk1Quw3JJRkpKZQcb1IG2LzcaO6KO0atCgwLwLcTdf+5aogzQPLpy+q8lyMF7/EkgV1wwuZJ4gUR1Q7nn3tKpoQOftsyzoA5UcNd2ZHldVTSODgvcSv+OBze8iuhzVLU6ZcVy5gO3s3Z0d6cFDdVDzU25uM2+++SZdunShUaNGhIaGkp1d8ZRkb29vnn76aUJDQwkJCSEyMjL/3vLly5k8eTKzZ89GoVDwzTff0KRJEwIDA2ndujUPPPBAhfY8l5TNyYTKHUg2p5v1GTo2t3ueId1yGf7bcnzvUP+jW3FnZ5K66iP0fYfh3aozCSYTT3zwH1xuF25JYkyPXgzr3IXZy5fRqXlzRnS9h482f8eO6KMoRDk+ej1LXy661LsxXeJRv6mszlpQYfn2u7J4sJxzmvhWLHBWEOB2eUh+t9c+BUYARnrnMmbreygt5uoWp0KYf1qPqlW76hbDg4e7irsuxbq2kZubS2hoKEeOHMFoLH/sxttbz7LheHzpA8uBQhQYaLByf9RK/P84W6VrlxVlk5b49X8IubLiReOK4oJfCpuzvqrw/Pt8ImmaW/b6I5Ko5o0f/XCUszt0k7qPI0lVbyj1ClDy34TYKl/3dhKokzM9cQetDv9Q3aJUCkGtIXj5T8i0utIHe/DgoUz85d1J1cmOHTto1aoVU6dOrZACY7G72HqmYp2HS8LhktiSruLZFk/y2ai3SG5057892i+fI3HlfHJTr1Xpus3SAujlNbLC83+1XMNVjv82gstKp5YVSLW+TTEx0e7aFcw70NfJf/a+VesVGADJaiF394+VWiMxMZFHHnmEpk2b0qZNG+677z7Onz9fRRKWj7fffrvSa/z222906dKFiIgIWrduzZw5c0ocf99995GRUXvjuTxUPR5LTC1my8kE5vx4+/sSiQL09XExMnotQZeP3vb9/oyux0B8QnsgVCC4tigkmYzdht+INu+u0Pzevl0IK0cBvGtSKJ/+mFquPZoGPY7bXbXfMfS+CuYnV61SeLvwVst5PieKjvtWlz64FqFo2oq6CyrWU0mSJLp168YTTzzBlCl5VYCjo6PJzs6mZ8+eVSlmmbi1sGhZcblcBTI+W7Zsydq1awkPD8flcnHu3DnatKl8fScPfx08lphazPcn70xZdZcEO0wiUxs9ysJR7xDfrFOl14y32Hn4t3P0++UU/fecYvGVwhalDIeTpw9fovu/59Nh0uMcPX+qiJXKj+B20yfnHppqwis0/2D2GWyysvenqqsqnwIDIN2GwN6zYu2oVdLNV2D+of/edQoMgOPSWewXKvbFY9euXSgUinwFBiAiIoKePXsiSRKvvPIK7dq1IzQ0lDVr8grs7d69m969ezNmzBhatGjBq6++ysqVK+ncuTOhoaFcupRXW2fChAlMmTKFnj170qJFi/z6VkuWLOGFF17I32/YsGHs3r2bV199Nb+cxdixeR3XV6xYQefOnYmIiGDy5Mm4XHnVqvV6PbNnz6ZLly4cOFCwinZycjJBQUFAXtboDQUmJyeHiRMnEhoaSlhYWH5dr5CQEFJTU0vd7/XXXyc8PJyuXbuSlJT3uyUpKYmRI0cSHh5OeHg4v/76a4nreKgdeJSYWkpchoUj1+6sWdUtwS6TjKn1x/DfUfOIbdWtwmuJgsCs1g34uXdbNnVrxbKrKZzPLnjI/u9iIm0MGrb1bMMHrYOZ+vYbmBMvV/ZlACA4XQyzDaOuMqTccy2OLA5ryl79WGFPINi/fLE9Ve1N0vso+Cmh/MrUnUSrkPGi/CIz1r+CoYrdiDWJnK0bKjTv5MmTdOzYsch769evJzo6mmPHjrFjxw5eeeUVEhLyvuQcO3aMDz/8kBMnTrB8+XLOnz/PwYMHeeqpp1i4cGH+GjExMfzyyy9s2bKFKVOmFCg38Wfeeeed/HIWK1eu5MyZM6xZs4b9+/cTHR2NKIr52Z5ms5l27drx+++/06NHjwLrvPTSS7Rs2ZKRI0fy6aef5u/55ptvYjQaOXHiBMePH6dfv34F5pW2X9euXTl27Bi9evXi888/B2DatGn07t2bY8eOceTIEdq2bVviOh5qBx4lppbyw6nE25iEWzISsNcEL9Z9gPdHvceVtr3LvUagWkGoMe9g18tFmunVJFoLpsxeyLHQ3S+vyFwzvZprZgvnVi0i7dB23K6y18UpDpnNwWjpcQyiX7nnRmccJ0tR9gJ4XVuWM5hTqNp397Ky4k0e7wThPnLmn1lMrx2fVbcot53cPduQHFWbHr5v3z4effRRRFEkMDCQ3r17ExUVBUBkZCRBQUGoVCqaNm3KwIEDgYJFOgHGjBmDTCajefPmNGnShLNnyx7Uv3PnTg4fPkxkZCQRERHs3LmTy5fzvnCIosiDDxad1zd79mwOHTrEwIEDWbVqVX4B0R07dvD888/nj/PxKfiloaT9lEolw4YNAwoWNv3555959tln82UyGo0lruOhdvCXT7GurWw/V/UBvRXhV5PErwFD6TxqOKMv/kDT4z+Xe41ruTZOZeXS3rvgQd/aoOWnxHQ6++qJzjATZ7GTYLUT8Ptu7LGX8BvyKEpN5arxynPtPO71LF+4/4NdKru7xeW285tczsAynkVN/Yv/VlsUf+4RVRl0Bjmb40uv6FwdKEWBJ1TxDNq0AJn7r2HGl8w5WI8dRNOpe7nmtW3bNr/2VKE1SwhtvLXQp0wmK1C080bRT6BQQ1ZBEJDL5bjdNzPrirPOSJLEE088wb///e9C99RqdYE4mD/TtGlTnn32WZ5++mkCAgJIS0tDkqQSG8SWtN+thUhvLWxa3nU81A48lphaSIzJzJW0mtW476DJzSu+g5k76j+caz+4zPPMTheTj1zmn20a4KUo+IvuuSZ1yXS4GLz3NF/FJNPWoEV+/ZeTM+EaScvnkx13rtKyq7LtjNdORyhnSvO5jBMkq/3LNNbg/gNRVg7FpAr9SfFaJ+4aGL7fzKjgP7FrGfLDf/8yCswNLPt2lntOv379sNls+e4RgKioKH755Rd69erFmjVrcLlcpKSksGfPHjp37lyu9b/55hvcbjeXLl3i8uXLtGzZkpCQEKKjo3G73Vy7do2DBw/mj1coFPmNb/v378+6detITs7rhWYymbh69Wqpe27ZsiVfAbtw4QKiKOLt7c3AgQP56KOP8selp6cXmFeR/fr3788nn3wC5AUYZ2VlVVhuDzUHjxJTC9l9oeI9eW43R0wu/m7sx79GfsDpTsNKHOtwS0w+cpmRwb4MqVs4xsRLIfKf8BB+6tmG+eEhmOxOGmhuCah12MnYuIzUA1twV7J6q1eGm7GGF8s5S2K/u2yF1wRXLh1blKeLeNVoHRq9nA3xNcNqdwNRgEcNmbz1w9+pdyGqusWpFiy//4JUTpeoIAhs2LCB7du307RpU9q2bcucOXMIDg5m5MiRhIWFER4eTr9+/Zg3bx5165avN1rLli3p3bs3Q4YMYdGiRajVarp3707jxo0JDQ1lxowZdOjQIX/8M888Q1hYGGPHjqVNmzbMnTuXgQMHEhYWxr333psfk1MSy5cvp2XLlkREROS3YBFFkVmzZpGenk67du0IDw9n165dBeZVZL8PP/yQXbt2ERoaSseOHTl16lSF5fZQc/CkWNdCJqw4xKlKVum9U7T1kTMmfi+hvxcMZpQkiZeOx+CtkDOnTYMi52Y6nGhEGUqZjFWxKRxMz2F+eOMix4oBQfgNfQyVzrdS8l7xy2BjVvniMob5RNK4DAXwrrpC+Xxr2YJrm9V/FJdDUS45iiI3SGDVtZrzS7meXsGLsd9XyO14txHw1seoI8pnLbldTJgwgWHDhvHQQw9VtygePJQLT0xMLSMjx05aRvniK6qTU+lO/qm5h1YP9GRM8m+EH/gGQZKISjezPs5EKy8Ng/eeBmBmy3rEWewAjGsUwMUcKy8di0EUoLlew7ywRsXu40pJIHn5fIyDR+PVqF2J/vSSCEnzpr/fGHZmrS3znP3WOBohR0bJVXmDNWllXrMqvElqjcjKGvStcriPjce2zkWVWzsU8NuN5fc9NUaJ8eChtuKxxNQyzpxIZ+/OBHS+SjLVLqIysziZUfF+T3eaZkYFY9Ki6Lh/NcJt+uipQzvh220oorxinaslQWC/91GicraVeU4f386Emktr/yCw4EAIyemlK6HN6z+G01G57xiOYJGlsRVrDlqV+GvlTE3bQ+jvnk7OtyLWrUfw4k3VLYYHD7UajxJTy9j6/TViLhZUWrRecpwGgTNWM/tS0nHUxCjOP9HYoGBMxhEi9626LUGdoq8/vkMfR20of+dpAEkU+VG3nXOWQ2Uar1UYGSf3Q+m2lzguKiOcTb8ml7pe8/qP4qyEO0mpkrHClkSWs3oDZvv4Skza9V/06YnVKkdNpe4n36BoWLSL1IMHD6VzVwT2iqJIREQEbdu2JTw8nA8++KBAWmB5mT9/Prm5N7N/SuvX8efxtwuXSyIutnAgaW62E3ucg6ZpSp5SBzG9fkNG1Q/EX1X5mIrbxZUsB+/KQnl56Pv82ncSLlnVyuoypZKycgGZF4+UmH5aHILLxWDrQIJVzcs0PteRyRFN6fVmmpc11bqS/iS7n6xaFRgvpcjfOMW09X/zKDAlYInaW90iePBQq7krLDG39vBITk7mscceo3v37vzrX/+q0HohISEcOnQIf/+ypc+WNP7PvUIqQ9w1M5vXlT39TxBA76fEpHRxMDOTM5k1t/lfPb2CMZbT3LNnKXJHydaM8qJqFYZfr/sRFepyz3VplCznc9KdpWf4yGUqxmkao3cW/5wlUcc/NxtKTXlu3uBRnPaKKXYKhYy17hTSbFVbUK2sRPrKmPLrJ/gkXqqW/WsTqojO1Hnr4+oWw4OHWstdYYm5lTp16vDZZ5/x0UcfIUkSLpeLV155hcjISMLCwvj000+BvJ4iffr04aGHHqJVq1aMHTsWSZJYsGAB8fHx9O3bl759+wI3+3WYzWaGDh1KeHg47dq1Y82aNUWOv7VXyNy5cxk58mbX5O3btzNq1KgKvbY/YsqnhEgSZKfaUcS76G7WM823PlMaNqBXHR/k5alZUgnsGcmcW/QyJ9+fyMn/TCJp37dFjjtzLIqn3n+PsN8TuPdcNo4KKBzFYTt7nMSvF2JJL3+Qq2ix85j4NGpBX+pYp9vGb8qS5RZcZto3Lz3VWqhExV53HVm1KDBquYznlVd5dcMrHgWmjNjPnUTy9Orx4KHC3JXZSU2aNMHtdpOcnMymTZswGo1ERUVhs9no3r17ftnto0ePcurUKYKDg+nevTv79+9n2rRpfPDBB+zatauQZeWnn34iODiYLVu2AJCZmYnRaCw0/kavkDfeeANJkmjdujUpKSkEBATw1VdfMXHixAq9roS4yrmscrOckAUtUNFOE4TcV06s28qelHRM9tt06MlE6g+bgq5+C1zWXE4vmIKheUc0gSH5Q5yWHGI3fEjzJ99B5ROIIyedqXUCeMh1md67v0JhK1stlpJwZ2WQuvp/ePUbhrFFZwRZ2fV3ZY6d8cZpfJH7Lm5KPnDOph8n3BBKgK34TKSIEDmHz5eyaQUNpKJc4Lvk0mNuqprW3nKmRS8hMOb4Hd+7NiNZcnHEXEDZtFV1i+LBQ63krrPE3OCGl2zbtm0sW7aMiIgIunTpQlpaGhcuXACgc+fO1K9fH5lMRkRERIE+IkURGhrKjh07+Nvf/sbevXsxGosueX9rrxBBEBg3bhwrVqwgIyODAwcOMGTIkHK/HqfTTUpy1aVW221uchPs+CfJeBA/XgpqyLiGwTQ3lLPHTykoDX7o6rcAQFRr0dRphD2zYK0U09Gd+LTriconEACF3ofkXCcf2xryXL83+WnIi9g1XpUXRpLI3vk9ydtW4rSXr6OzLtPJOK+XSt8CN/ulkt+nelpT6RtWMEVcrCMnwVK17riSkMsEJuhTeeO7mR4FpoLYTh+rbhE8eKi13JVKzOXLlxFFkTp16iBJEgsXLiQ6Opro6GiuXLmSb4m5tadIaT02AFq0aMHhw4cJDQ3l73//O2+88UaR4/7cK2TixImsWLGC1atXM3r0aOTy8hvAUpKsuF23J3xJckN2ih1VvJveuV5M92vAlIYN6BHgk1/mvyqwmRLJjb+IvmHrAtetqX/gtGRzdtHLnP5wCqmHb6Y2p1mcfGYJ5tne/2LLff+HVeddaTnsl86SuOpDctPK10/I1yTjIcNzpY67ln2Oq9riq6Uq7XH4GVTF3q8oMpnAZtOdq+YcYlDwXsImRmyeh+iufEPOvyp2jxLjwUOFueuUmJSUFKZMmcILL7yAIAgMGjSITz75JL/Hx/nz5zGbS3ZPeHl5kZ1duPZKfHw8Wq2Wxx9/nBkzZnDkyJESx98gODiY4OBg5s6dy4QJEyr0upLi71yvJHOmA2e8g1bpKibrgpjWoCHDgwMwKirufXTZLFxaPocGw59DVBe09khuF7lxF2g+6S2aP/UuCTtWYE25VmBMutXJ4txAnu35D74b9gq5hvJ3ni6wpzmbtK8/wXR8D1I5UrwbpOkZbHi81HH7bYm4peIUQIl72pTcAbsiMTGqugpic25/IUQBeNCYw7tbZ9HozL7bvt/dju2MR4nx4KGi3BUxMRaLhYiICBwOB3K5nHHjxvHyyy8D8NRTTxETE0OHDh2QJImAgAA2biy56NYzzzzDkCFDCAoKKtCz48SJE7zyyivIZDIUCkV+M7Hixt/K2LFjSUlJoU2bNhV6jYl3UIm5FZvVDQl2AhF5WBaALlhBitzJgfQMLmWXTSa3y8ml5XPwbd8fn9Cehe4rjQHItUZEpQZRqcGrSSi5CZdRBxRuR5BpdbGEANZ1fY0HVCkM3vMl2syKx4CY927FHnsRvwFjUKhLD94FaGWqR6b3UA7kbCl2TFruH5zx7UzbYgrgtahTtS4fQYCfMspeEbii1NUpmJawjVa7f7zte91g8ZUkVl9LRQIebeDPU40DC405kJbNv05fwyFJ+CrlfNO15R2Tr7K4UpJwpiQiDyhfryMPHjzcJSnWtYEXXniB9u3b8+STT1Zo/vLPzpNrrlkme523AotO4oQ5h9/TMopMG5YkiZg17yJqvWg44vki17EkXSV200JaPPkubpeDMwufp+nYWWjqll4ETKuQcb8mnSF7v0RfgeyjGwhqDT7DxqILLFvhMUmUsUP/CydzDxQ7Rqf0YZzMG4VUOGhaknsx+3t9sfG7LRuNwW4te4aWNkjJgmuxZR5fEQb5Ohm/7T00OemlD64izmVbeP7oZb7v3hqFIDAu6gJvt2tIY93NZ5PpcDLywDmWRzannkZJqs1Ro2skFYXfzLfQ9h5U3WJ48FDrEOfMmTOnuoW42+nYsSPp6em8//77FYqHMec4OPxb2RoH3kkcVjdStps6VjlddUa6BvoQoFeSYLFhv67R5MSc5Nr3H+O2W0n5bTMpv32P0rsOWRePYv7jPLoGLVHovXFmp3N1/QekHvyRgM734d22W9lkcEuctKn5qUF37KFdaJR2pWK9eZxOLKeP4BQl1HUbIQgle1oFSaKJuykJqlQyXUW/Nw6XFdHQnHqOwqnxgttOmtSAJFPR7h9/73a4nGX/rOwTski23p6AXh+1nBmWQwzf9iEK+53t2/WbKQe72819QT7IBIE4i50rZhuRvjetZmv/SCVIrWTw9U7oWnnV1GW6k4g+/mgiu1e3GB481Do8lphaQMylbLZ+d630gTUEURTQ+ClIEh3sT0+/I3EaN1DJZQzV5zDswBK8k2IqtIY8uCF+gx9BqSk6++xW3GolK4SvSHMW3aNIIaoZp26IzlnY9XbJEcZX24sOxG0ZMga7pWyWGH2gkvlxt8cK090Xnt6zAENq+YKgq4oLORaeOnSJjd1aoRZlPPr7ecKMWt5o2zB/zJzT13C6Jc7nWMhxupkUUoeH6lcuZupOo2jWmrofLq9uMTx4qHXcFTExdzspSeVLB65uXC6JnGQ7OmAg3ugDFJi1EtE52RxKy+R2as02p5v1GVo2t3uewfdYGHFwOb7xF8q1hjM+luQVH+J93yPo67UocazMaudR3US+ki3E7M4sdN/hsnJQqaNvEUpMfX3xrSzKkxO231p438qiVciY4j5Lj/VfVPna5aG5XsOzTesy9uB5tKJIay8N4p8y5lySxImsXFZ3bo7VLfHAr2fp4K2jib7qCibebpzXriBJUoW7r3vw8FflrstOuhtJrcL6MNVBTroDKc5JeKaG5w31eKFhAwYHBaCV376Pn90l8V2GmimtnmHxyLmk1m9d+qRbkOw20jcuJfW3H3C7Si4EqDDbGad6ATlFd80+lXGMNFXhKr0q2x8Y9cXFbpRN1dPXURKVVrVKTLiPyPwzX9BjZ/UqMDd4pIE/P/Row7p7WuKtlNNYVzA9va5aSW9/A1q5iK9SThdfPaeza5fiL9msuFJLb23hwYOHgniUmFpAZvqdK152u7HmurDGO6ifIjJOHsiL9RrySIMgGuiqvm4KgNMtsSVdybMtJvHpyLdIbhRarvmWw/tJXP8pNnPJwayaLAfj9S9CEWnVkuRmP0UpQm66talc3ZvDzuJT+8uLUhR4RhPPPzbNxP+Ps1W2bmVJvd5CIc5i56fEdEYE+xa4PzDQyMH0HJxuCYvLzdEMM81rkRXmBs4/yt4XzYMHD3l43Ek1HJdLIjurdikxpvQElqz6O1nZaQiCQI97RtO/17gCY85dPMgnX07F37ceAO1DB/Dio9PJUUscycniiKkCwbkl4HJLbE1XsKPJOPp2dDEyei1Bl4+WbW5yAskr5mMcPAavhm2KNfkb0+ERv6l8nbWg0L2rWWf5w7sj9S0Fv223CnRQZLJyGbwKXv5K9iZWTYfo5kYF00+tIPji4SpZryqZfOQy6Q4nCkHgzbYN8VbIWX41L5ZoXKMAmus19AkwMHDfaWTkWW5aemmqV+gK4Ii7irp9l+oWw4OHWoUnsLeGk2GysWZp7Wqml5mVQmZWCg3rt8FqNfP2f0czZeICgus2ExohvQAAIABJREFUyx9z7uJBduxewvNPFd3BV6MTkYwi5+257EkxYXW5q1RGmQC9fNw8eOJb6l2IKvM8dVgkvt3uQxSLdh0BnPdLZkvWkkLXA7QNedjpLtBRwK0wMnuTttDY1o1HY80t+SCO8XewI7FytWFEAR7WZ/DAT+9XefdwD+VDP/xhfKa8Ut1iePBQq/C4k2o4GbXQlWQ0BNCwfl5RP7VaR906TcgoZ0E6i9mFNd5Ow1Q5ExR5bqcxDeoSpKkat5Nbgt0mGdPqjeaDUfO42qps6a3W41Ekrf0Ya3bxKe/N0+rQy2tkoespubGc0wcXuCZzZNK2ceHqvVIpMTF6X0WlFZj6XgreSf2Jh75/26PA1ACctynDzIOHuxmPO6mGk5RyFqfiCBq1EYXcCwE9LocGu0WN21Xz375UUxzX4s7QuFFYoXuXY6J5872ReBvr8OCIVwpYam7F6ZTISbJjAIbig76Ogiy1m8PZWRxLr1xMiATsM8G+uvdzT5sHeOj8Fhqf3F3iHJcphZQVCzAMHIWhSVihmjIC0CGjJVmGPkSbC651IOcSzWReyKWbhQs7NVVz6kpB91lpSSoX5JUL9h7hY+XRrXMrVlPHw23BEeeJifHgobx43Ek1nO+++45ff/21yHs6nR6DwRutxohKYUAm6JFcWhw2DQ5b8e6OO4XVZuaD/01gyIBnaB92b4F7FmsOgiCgVuk4cXoPazf+mzdfK38pe41ejtsgcM6ey94UE7YqaJIZ6Stj9KWfaHZsR6ljVW0i8OsxAlFR2EIkyUW+1/7AJUvB3jj3+Ham0y3tCKzKRszdWNAS0rrJg1jNRXcU1xkVLEi7VqFU9QCtnKmpe2h3sOTWGx6qAZmM+t/uRVDeniB3Dx7uRmr+V/m/OBkZxdcSMZtzMJtzgMKFyFQqFQaDNzqdN2qlAbnMC9w6nHYNNouS2+1JdLkcfLbkRTp3GFpIgQHQ3NKnKLRNL1Z/+yY5Oeno9YVTkUvCkuOEHAhBQXNlEEo/OXHY2ZNqqnAF2yiTmyifgXQYOYSHYnbQ6mjxypXtdDSJcVfxHfY4Gu+CvW8Ep4thtmF8rcggyXHzW/bhzBO0UTVA68qrHaN2/IGXth7ZubdmMBVviolV2yukwPTzdTPx53fRZXhSeWskbjeO+GsoQ4q2SHrw4KEwHiWmhpOeXrE+NTabjZSUJFJSCh9YoihiMBjx0nujVhtRiF4I6HDbtdgsatzuypVtlySJZWtmU7dOEwb0mVDkmMysFAxe/giCwJWrx5EkNzpd5dKNHQ43jkQ73sD9gi/6QCXpKheHsrI4mVF+t9ORdBdHjH0JG3kvo//YRduo74sc585MJ3XVR3j1G4GxZacC7iWZzcEY7TiWiB+T7TIBYHdZiFLp6Z17vQCe5OKeNka2Hbo1zqZoNUXrJWdJfNHVgYvDoBJ5zhJN5/WeirA1HVdKIniUGA8eyky1KjEbNmxg1KhRnDlzhlatWpV53oQJExg2bBgPPfRQgevx8fFMmzaNdevWER0dTXx8PPfdd1+FZJs/fz7PPPMMWm3hzJE7SUWVmJJwuVykp5tITzcVeV+v98LgleemUioMyAQdklOH3abBaS+9sd6lK0f4/dB31Atqwdz3RwFw/30vkp6R16CxV7eHOXJsG3t+XYNMJqJUqHlq3PtVWq1UkiA7zY4c6IqOfj5GHF4CZ2xm9qek4yiqW2UxHE93clzXkzYP9GVMwj7Cfl9f5IbZOzdhi72AX5+RyJU3PzfyXDvjvJ7jC/f72KW8WJaTGccI07fGx55naWtd18W2W5Yr7kkk6V0408sue2dfGVP2L6xwCwYPdxZ3dtVXX/bg4W6mWmNixowZQ0JCAv379+fPfShdLheiWLRFoDgl5laWLFnCoUOH+OijjyokW0hICIcOHcLf37/Mc5xOZ4UaPJa03qxZs6psvapApVJhNPqg0+a5qUSZHum6m8puUVG+gvnVg0IpQ+knJ9ZtY0+qiTRbyRV5/0xLbwVjUn4j4te1CEX895HpvfAZ9jhav/oFrmd7y1icMw9JyEsXb2Jsw1BrXmCtW+HD7E03C7S1afoglpyCMTEanchnOfFlivtRy2U8JVym3/aiU9g91Ey8n3oJr5Fjq1sMDx5qDdWWYp2Tk8P+/ftZvHgxX3/9NQC7d++mb9++PPbYY4SG5lVWXbZsGWFhYYSHhzNu3M2CaXv27KFbt240adKEdevWARATE0O7du2w2+3Mnj2bNWvWEBERwZo1azCbzUyaNInIyEjat2/Ppk2bgDxlacaMGYSGhhIWFsbChQtZsGAB8fHx9O3bl759+wKg19+M4Vi3bh0TJkwA8hSql19+mb59+/K3v/2t2H0qQm5u4X471Y3NZiM5OZErMWc5c/4gJ8/+zKnz33MuZi2xqavIdGzBpdyP0nASrU8MOu9U1LpcBFnV1nmpDA67G3OCHb8kgVGSHy/WbcgTDYNpZdSXPhk4l+HgTUVH/jbiAw71HItbVlDZdudkk/b1J6Sf3Ick3XzdXhluHjNMz//5cuZp4jR1AJA50mnV8GaqdVEp1hlGqUwKTFsfOfMvLPUoMLUQjyXGg4fyUW3upI0bNzJ48GBatGiBr68vR44cAeDgwYOcPHmSxo0bc+rUKd566y3279+Pv78/JtNN90dCQgL79u3j7NmzjBgxooBVRqlU8sYbbxSwxLz22mv069ePL7/8koyMDDp37syAAQNYtmwZV65c4ejRo8jlckwmE76+vnzwwQfs2rWrTJaY8+fPs2PHDkRRLHYfna7oTJOSqIlKTEm4XC5MpjRMpsL1SwRBQK/3wuuGm0qe56ZyO7U4rFqcjur5KEpuyEm1owB6oGegrzd2L4HTlhx+TcnAWYKh8mKmg7fFcBoP68SYzKNE7l2JzO3Kv5/zy4/Yrl7Ab8AYFKq897+OScEDfk+zMetzAPY7TIyW8lKqOzVTcfZ6qZA/27NUapHV8Qklvha5TOBxTRJDN81HdDtLHOuhZuLKKj6Q34MHD4WpNiVm9erVvPjiiwA88sgjrF69mqFDh9K5c2caN24MwM8//8xDDz2Ur0j4+t7smfLAAw8gk8lo06YNSUmlZ1ts27aN7777jvfffx8Aq9VKbGwsO3bsYMqUKfluoFv3KCujR4/Od30Vt0/r1uVrQAhgNpvLPac6ycrKYsuWLeTk5KVPR0RE0KlTJyAv2Dc7O4vs7Dz3SUJCAsuXL2fEiBG0atUKtVqN0ZDnplIpDYgyXZ6byqbFblVyp9xUuVlOyIIWqGinDULuK+eq28qelHTS7UW7na5kOXhXaEfDoe8zOuckXfcsQ7zeNNIRc5GkFfPxGT4WXZ0QAELSfOjnN4afs9aSZI7hgm9nWpjjaWS4Jfj4Ty831xfMscVbsxobFEw//w0Nzxadju+hduDO8lhiPHgoD9WixKSlpfHzzz9z8uRJBEHA5XIhCAL33XdfAYtFSa3pVSpVgXGlIUkS3377LS1btix0vSwBpbeOsVoLFhr7s8xF7VMRLJba1YlXJpPRt29f6tati81mY+nSpYSEhBSyZrndbnbv3p2vrELeM7VaE4DC1ga5XI7B4I1eb0SjMiIXvRAk3fWifxrc7tvjFbXb3NgT7AQgY7TMD12QklSFkwPpGVzMLmwli8128B9aUm/IPEZbz9DtlyXIHXYkay6mbz7H1q0/3uG9kclEwkyNyTLeyyHzdn41X6EpOjSOa+jUQZitBa0oCqWMbxKKVtRlAowy5DD6x/dQ2GvX58VDYTzuJA8eyke1xMSsW7eO8ePHc/XqVWJiYrh27RqNGzdm3759Bcb179+ftWvXkpaW55641Z1UGl5eXmRn3/xmO2jQIBYuXJiv8Bw9mtf8b+DAgSxatAin01lgjz/PDwwM5MyZM7jdbjZs2FDsvsXtUxH+rCzVdPR6PXXr5tVKUalU+Pn5FXiGNzh8+DAtW7Ysc+aX0+nEZEolNvYS5y4c4dTZXzh57gfOXP6Wy4krSc3diF38Bbn+KBqfS+h8ktB4ZSNXlC9gtyTcbshOsaOKd9PHYmC6XwMmN2pA9wAfZH/SgeNyHMx3NmPawHf5+d7ncCjzeiCZf91J0neLsVuyECSJHtmdaKnpSLYthWO6OiA56Zrf1fqmYu70l5HpKOweqqtT8HbGTh7b9IZHgblLcHvcSR48lItqUWJWr17NyJEFe8s8+OCDrFq1qsC1tm3b8vrrr9O7d2/Cw8N5+eWXy7xH3759OX36dH5g7z/+8Q8cDgdhYWG0a9eOf/zjHwA89dRTNGzYMD94+IYMzzzzDEOGDMkP7H3nnXcYNmwY/fr1IygoqNh9i9unIthstgrPrW4yMzNJSkoiOLhgr6Ds7GwuXLhARERElexzw00VF3+VC5dOcPrsfk6e3crpixu48MdqEjO/IZcdCNoo1N7n0PnEoTVmoFTbymTBKw5zpgNXnIPW6Sqe1QUztUFDhgcHYFTcNG4mmh185AjhhQFvsX3QVOwaHc64qySvmE9O/AUEl4vB1kEEq5pzKOsUFlFDm+CCLiO5XGBjcuG+U4N9HXyw+w1aHN1a4dfgoebhscR48FA+PG0HajC7du1i69bad0jZ7XZWrVrFPffcU8ittnHjRiIjI6lXrx5btmyhadOm5aoRVJXI5XKMRh/0OiNqVV7RPyQdLrsGm1WNVAE3lUwmoPVXkCI6OZCezuWcmxYSX42ch4il7y9fosrNQhPZE9+OA5D0WpbzOY0M9eludzB7k4o2zR7Akm1AXk/BoqvX8tfw0ciZmpmX3u3h7kNQqqi/YX91i+HBQ63BU7G3BmO3177Owi6Xiw0bNtCmTZsi44ISExP57rvvgLyYn8uXLyOTyWjRosWdFhWn00laWgppaSmF7gmCgJeXAYOXDxq1AYXCCxleuJ1a7FY1rmKyqdxuiZxkOxqgH0aG+/tj0UkcN+fwe2oGnxHMN73mMEqMo//uL3HEXsbvvsd4rM7TLMn8iFBNPZrV90IARFHg+5SbVpgevvDUL//BkFa+ir0eag+S05NV5sFDefBYYmowmzdvLhQnVJORJIktW7agVqsZMGBAqeOr2xJTGTQa7fVsKiNKpQFRyCv657BqsFsVRQaLqzQiMh+Ryw4Lv6SYkIkwSpHEvfuXEdSjP7KwMHbLN9PAVJ/ouO649X78L/YaOqXIZMdpeuxaXA2v1MOdpsGWQ9UtggcPtQaPJaYGU9v0y7i4OE6dOkVAQABfffUVAL169SIrKy+tun379tUpXpViseRiseQCha0iCoUCo8Ebvd4blcqAQnbDTaXFmqAiSBIZK9ZB46cgSazD3N6z6OCK44Hdu+jUvQep3heQxUv8kJ5Gex+R5w5+il/c+Tv/ImsYM47HsDM5Ez+lnB292ha6fzHHyozjMZzMyuWVFsFMblK3iFVqPpLLhVBMtXIPHjwUxGOJqcF8//337N/v8Y/fTchkMry8DHh5eaNRG1HIvZChR6bUkytX4WdLpGWdeI5kNceSeIlBWxcU2drgr8jvpmy0oshLx64UqcSk2hzEWexsTcrAqBBrrRJTf+MBBEXpPco8ePDgscTUaKqyIeJfGUEAhShDFAXkogxRBnK5iFwmIBeFvOuyvL/FG9dk1/+I5F2TCchkXL8OMhk3rwkCMkFCvP6zTCBvjCAhE/J+luX/nHdNIAuZLAuBvGt2BFKRIQhGMtN9aOA+j74OJD48k2y7iFlhwC5qUCBDLsmQSTKQBHDLiul3ffehBZJS47HFvMiJ0Z8VOUYGmDZ+Sq5Kw4kh4++ofFVFEDLPL+Y/sX//fiRJokePHuWa53K5WLRoEU8++SRqtbrYcStXrqRnz540bNiwsqJ6uMN4/q/cxcgEkIsy5NcPb4X85kEuE7j58y0HuHjjoBZv+Xf+30L+AX3jIBcFbh7eSPkH/c0DXEK4cZDnH+ISAjfuScjI+1tAyj/Ub/xbwJ13T3Ij4IYb15AAN4LkLvA3kiuvhTVuBMmV11egBh3zdpkSk9KISVRiwoXJmYPe7UMLqQ1+MdkclTWjoU8idp0BmyDgUNpppM9FnZmCLNmOyaIgziEjwa0kSe1LkqgnFzU2SUQtk2OQi+jlcrQyEbUgQyXIUEgCohsEF+CScDsknHY3Drub2mbkSc1U4XAJXEsv/kDKtMixuhUljqnRVPDLi16vJycnB4AffviB6dOns3Pnzhp7MC9atAitVsv48ePp06cP77//fn6F71vJzMxkzpw5JdbnAjh06BDLli1jwYIF+ddmzJjB8OHDS1RgFi9eTHZ2drmeU3ENgpctW5bfLubGayuOW9+v6qY0WTIyMli1ahXPPfdcievs3r2b999/n82bN1e1iMXiUWJqMH1auekXIN48qK8f4OQf6NcP7/wDPO8Qzz/QayISNUmnuG3kKSsG0kUVJlykOXMw2VLItvwBFmip6US4oiv+2Vps507wiz2TpOB7CA2IwpwVQIBXDnFWDfXsDg7GNqW+Pg5Di6s4FdmEuOrR1eaPIjEDZ+pF7InXsMdeJN0tJyWoGSl+jUjS1yFBYSQRNfE2gdRcZ6HHLgA+SgU+KgXeSkWeAiSKaEU5GkGGShBQSDJEN8jcIDlrtwJUW6isBXbnzp1MnTqVbdu21VgFBmDKlCllGnf69Gn+97//FWjCWxSdOnUqpAT997//LXX9J598skxylIWSlJbaTEZGBh9//HGpSkx14FFiajAa0Y5k+6O6xSgz15LNTHxrH0kmKzIZPDm8BdMeKrpnVNSZVHo89yOr/tmLB/s0usOSVh0OQYFJdcOy4r6urKSSbYkDy81TXpBkhOq7007VgQCzF5Ipi+xLx7lw8RLLO46njX8wDeS/YjC6uJSgRx0QhyM5AHNQCn3Ey+xO8sWV0x8jpwgPTiJOe4FLDc141fejhaw3dawjCMwy0yQ7DXtqAvZrp7HHXMCdmZ4np0pHanALUuo0JtkYTJLGl0RRT4IT4nKtXCqijUJJCIC3UoGvSoFRIcegkOMlimhFEY0gohQElJIMUbpuAbqhADncOGwVU4CWfT2LYyd/xlZMdeLEpMss/XoWMbEnaNu6JwP7Tiz/JjUAUay4ErN3716efvppfvjhB5o2bQrA1atXmTRpEikpKflB9w0bNmTChAloNBrOnj3L1atX+eqrr1i6dCkHDhygS5cuLFmyBMj7lv7888+zY8cOfHx8ePvtt5k5cyaxsbHMnz+fESNGsGTJkgINd4cNG8aMGTPo06cPer2e6dOns3nzZjQaDZs2bSIwMJA5c+ag1+uZMWNGvvxut5uJEyfSoEED5s6dy7PPPktUVBS5ubmMHj2af/3rXwBERUUxffp0zGYzKpWKnTt3cvjw4XwrgMlkYtKkSVy+fBmtVstnn31GWFhYgWflcrl49dVX2b17Nzabjeeff57JkyeTkJDAww8/TFZWFk6nk08++YSePXsW+bwtFgsjR47kwQcf5Omnn+aDDz7gyy+/BPIKqb744ossWrSIRYsWAXlWpZCQEHbt2pW/RmpqKsOHD2fWrFn07t2b+++/n/T0dBwOB3PnzuX+++8nJiaGwYMH06VLF44ePUqLFi1YtmwZWq22yGcRGxvLxIkTsdvtuN1uvv32W5o3b16kfLeSk5NT5P6vvvoqly5dIiIignvvvZd58+Yxc+ZMfvzxRwRBYNasWTz88MMF1oqKiuKZZ57h22+/pUmTJmX/EJcTjxJTgxFkilpltJCLAvOe70SHFn5k5zro8vRmBnQKok2Id4FxLpeb1z49wsDI4GJWqnk4BDkmlTfp+cqKGZMtlSxrHFiLfpdE5LTX9aG1LBzfHDWyDAdOm5mMs9vJObiHXX2eZGvYAIYqfHDm7KVReBz+yS05LDNQ122lpeMK+5PD0Tbazb0qNaeOHeBQYC9yYnKxW6Pp1sRMHV0Cl+QH2aVIRPJyE1GnB41COuKf0wnB6cJpt2DPSsWemoA+PobgE1uRcgs3Fs30b0hqUDOS/RqSrA8kUWkkQVITb4O0Iqw4EpBudxTbFLMkBMCgkOOnUuKtLLsC1LP7SNqHDuDTpS8Vua5Wa+ThkX/nm03zyi1TTaEyCozNZuP+++9n9+7dBcoWvPDCC4wfP54nnniCL7/8kmnTprFx40YA0tPT+fnnn/nuu+8YPnw4+/fv54svviAyMpLo6GgiIiIwm8306dOHd999l5EjRzJr1iy2b9/O6dOneeKJJxgxYkSJcpnNZrp27cpbb73FzJkz+fzzz5k1a1ahcU6nk7Fjx9KuXTtef/11AN566y18fX1xOp3069ePBx98kFatWvHwww+zZs0aIiMjycrKQqPRFFjrn//8J+3bt2fjxo38/PPPjB8/nujo6AJjFi9ejNFoJCoqCpvNRvfu3Rk4cCDr169n0KBBvP7667hcrnz30J/JycnhkUceYfz48YwfP57Dhw/z1Vdf8fvvvyNJEl26dKF3795MmTKFKVOm4HA46NevX4HK80lJSYwYMYK5c+dy77334nQ62bBhAwaDgdTUVLp27Zr/fM+dO8fixYvp3r07kyZN4uOPP2batGlFPotFixYxffp0xo4di91ux+VyFSvfrVmjarW6yP3feecdTp48mf8Mv/32W6Kjozl27BipqalERkbSq1ev/HV+/fVXpk6dyqZNm267NdCjxNRkZLXr7Qny0xLkl9cPyUuroFUjI/EpuYWUmI/Wn2Vk74YcOptWHWKWiFOQX7esqDAhYXKaSctXVmJKna8UNHTS96el1AZjthwhI694mT03hawTB7AcOUB8k/YsGvo2OlHPIIeGzOy9PNwhiWMugToXr2EJDEfrktAG6bEkWDl/pTGOZqcI7diRBnvW8lm9gbQ29OfgtThSTYfp1kLgQX8nWRo75+QX+M22jVwhk3bGbrSShxHg0xStfwNo1RlJknDacrBnpmJPicP+xxXssZcxpsZiTI2laRGvyaHSkVqvBcl1mpBsDCJJ40eiTEeCU0FCrgurs3yuSwnIdDiL7AdVEpd//oqsi0dxOu289EYfOt0/GRVuVDIZfQY+ikMrsOjD6eRkmRAEGX9/sx/vvv0jaoUOl92N3e7O87zWYOTyiisxCoWCbt26sXjxYj788MP86wcOHGD9+vUAjBs3jpkzZ+bfGz58OIIgEBoaSmBgIKGhoUBey5eYmBgiIiJQKpUMHjwYgNDQUFQqFQqFgtDQUGJiYkqVS6lUMmzYMAA6duzI9u3bixw3efJkxowZk6/AAKxfv56lS5ciCAKXLl3i9OnTCIJAUFAQkZGRABgMhkJr7du3j2+//RaAfv36kZaWRmZmJkajMX/Mtm3bOH78OOvWrQPyrCQXLlwgMjKSSZMm4XA4eOCBB4ptkXL//fczc+ZMxo4dm7/nyJEj8xsCjxo1ir179+YrCdOnT6dfv34MHz4cAIfDQf/+/fnf//5H7969gbyyGq+99hp79uxBJpMRFxdHUlJe89cGDRrQvXt3AB5//HEWLFjAoEGDinwW99xzD2+99RZ//PEHo0aNonnz5qXKV9r+f36+jz76KKIoEhgYSO/evYmKisJgMHDmzBmeeeYZtm3bVqjtzO2gdp2SfzVktTfNMiYhh+gLJjq3KRj4FpeSy6a919j+33s5dPZANUmXp6ykq4yYRHWeZcV1w7ISj2Qt30mnkxnppOtPM3cLvLIFBJPrxi5Ys5LJProX68kjOFQ6Ng39G2vNPtyv88c/VcIiP0DfFlmcV5hp7+jNuZwjKAJA4RbINrppdeI4V+sNICcumVP1fiW0bx9m7tnGWkNbLuha0cF7GOdSr7L9mIWOTVV0D8mhq6QhzjuEs0IWG7IWY3dZ8NfUp722J43cjdBne6NQe6ELbAzteiC53TgsWdgzU7AnXcN+7TKOuKt5XS8Bhc1M0OWjBF0uuplpRkBDUoOak+zbgGR9IElKI/GSmgQrpFkKW3EqSpOxs7CZErnw1eu0/b/FWIAbjqU11xIBaPbqKuK2LUVUaajbewyfZacD6flrGBVyfFRyvBVKjAo5ermIThSvxwDlBUHLJeGmBcgp4bJL2O2uO6IAyRUVb2cnk8lYu3YtAwYM4O233+a1114rctytMTcqlSp/7o1/3/j5RlNcheJm8cZbx906Ri6X43bffEC3Nq+9db4oivlz/ky3bt3YtWsX//d//4darSYmJoZ58+Zx5MgR9Ho9TzzxBFarFUmSSo0bKqpyyJ/nSJLEwoULGTRoUKGxe/bsYcuWLYwbN45XXnmlyFiX7t278+OPP/LYY48hCEKJdb2WLFnC1atX891tkPfMOnbsyNatW/OVmJUrV5KSksLhw4dRKBSEhITkP8s/y39jz6KexWOPPUaXLl3YsmULgwYN4osvvihT3bGS9r+VktYKCgrCarVy9OhRjxLzl0esndkVObkOxszezX+mRmLQKQvc+7+FUbw9uQOieGd6jzoFkXSlNyb5dcuKKxeTLZXMCigrt2KU+xOpHUATZ2O02RKC6WYwtSS5sZjiyY7ahf3SWQDOdhjCJ/UGkpDj5KkG9XHG25G0hwnSpBKo/4PjZhsdUrI5rauHyu3C7oR04ogQ3WyzmxEsLejvZ2Gv4kd69x7K2OiTHDl3nA8bDGWwXwh1jcEkW67w/o+HaF6vFQPbwQDXBXorArliDOSsM5Md2WuQJDcyQaSddzdaieHUsXojN9tR6rxR6rwhuDm074fb7cKek449PSlPsYm9hCspvshn4Z0Si3dKLM2KuGfX6EgNanlLLM4NK46c+FwXtnJacSrLTQtQ+TvEG+QiPioFPkolBoWIlyjPc4HJ8hQgpSQgSgKy61lgkkPC6ZBw2Fy4y/gylcrKFbnTarVs3ryZnj17EhgYyJNPPkm3bt34+uuvGTduHCtXrix3mnJZCAkJ4eOPP8btdhMXF8fBgwfLvcaTTz7Jnj17GD16NBtpE848AAAgAElEQVQ2bCAjIwONRoNWqyUpKYmffvqJvn370qpVK+Lj44mKiiIyMpLs7OxC7qRevXqxcuVK/vGPf7B79278/f0LWWwGDRrEJ598Qr9+/VAoFJw/f5569eqRmppKvXr1ePrppzGbzRw5cqRIJeaNN97gzTff5LnnnuOTTz6hV69eTJgwgVdffRVJktiwYQPLly/Pj9XZu3cvMtnN33uCIPDll18yevRo3nnnHV599VUyMzOpU6cOCoWCXbt2cfXq1fzxsbGxHDhwgHvuuYfVq1fTo0ePYp9FbGwsTZo0Ydq0aVy+fJnjx48XK9+tFLe/l5cX2dnZBZ7vp59+yhNPPIHJZGLPnj289957nD17Fm9vbxYvXszAgQPR6XT06dOn3J+F8lCrlRhRFAkNDcXpdNK6dWuWLl1KcnIyw4YN4+TJk4XGz549m169ejFgwIASU/puUFwa3R1DUXI0fk3E4XQzZvZuHh3QhJG9CgfsHj6XxuNv7AEgNdPGT7/FIRcF7u9ZOb+pCznpKgMmuTpfWUmzpZFpi0eyXi19gTLgL69PpLYfIY4GqLKdCBYJcOXflyQX5sQrZP+2E2d8LABm70BW9pvGTyYFvjZ4IagB2XE25F7RZJku80RoGj/KoLdyKJZrJzjj1YUIuwObUyCTZFQNutLs2mkI7M530RcZG6lhs3stQyMeprM+ln/v+oBPuk8lU6VjoNiahgENcYjn+XBLNIE+IQyP1NLceokWrlzM2macV/lw1hrPcfNejrMXAD9NPdpretBIaoxXtgzB6UQmE1Eb/FEb/KFRW+gMLqcde44JuykRe/xV7Fcv4s4wlfjMlBYzwZePEHz5SKF7kiCQGdCQlKDmpPg2IElXh6QbsTjXrTg1iSyniyyni6vm8itAermIr0qBbykKkMZQeeurr68vP/30E7169cLf358FCxYwadIk3nvvvQLVtKuS7t2707hxY0JDQ2nXrh0dOnSo0Dovv/wymZmZjBs3jhUrVhAeHk7btm1p0qRJvitFqVSyZs0apk6disViQaPRsGPHjgLrzJkzh4kTJxIWFoZWq2Xp0qWF9nrqqaeIiYmhQ4cOSJJEQEAAGzduZPfu3bz33nsoFAr0ej3Lli0rVt758+czadIkZs6cybx585gwYQKdO3fOX799+/ZMnDgRk8lE3759gbwsqi+++ALIO8O+/vprhg8fjsFgYOzYsQwfPpxOnToRERFRILbpxhk3efJkmjdvzrPPPlvss1izZg0rVqxAoVBQt25dZs+eja+vb5Hy3Upx+/v5+dG9e3fatWvHkCFDmDdvHgcOHCA8PBxBEJg3bx5169bl7Nm8L22BgYF8//33DBkyhC+//JIuXbqU/UNQTmp1xd5bc9vHjh1Lx44dGTVqVLFKzK3UBiVGyryA69jcatm7IkiSxMS39+NrUPHB1MhSx0/6936G3lO/XNlJLkTSVUbSrysraa5cTDYTGbYkpNtg7w9WNaeTqhcN7EEosu0UZcR2u5zk/HGOnF+34zLdbCb5W58n+FwdTrrVSWujnntFb3KznCgMJ7h48Sh/v19FktzK7qzLPOmYTOI3H/FCpxncL1fSvM4+nPWS6GgZSPyqL5nX6UV6Sm7k0m6GtI3jW3syY5RPovwjlZSNX/HjPeNZ8v/svXd4VHX6/v8602eSzGRSSUhIoZOQBAIEBKSDCiIINiwgCtiw7deyyiourh1BrKuIIIuIq4LYEWnSJCAtlJBCaOmZSTKT6TPn98eQSSaZhIBt/X1yXxfXxZz6Pmcy532f57mf+3F0ZEpsB0KrBCRSC07JEQpPHkWjlDJxYBg9dGeROr06pEplGLkyBbnmQuocDUREgpRemkH0kqUTZdcjMwe+5nq4HFYcpioclcVeYlOUF1A4fClwqEN8FVUvfPUNB44eQqYORpQp6P23ZdjdDd931S8bKd3ysXdMVhP6tOF0uvru32QcfySGdA5n0bXpf/Yw2vE/hqKiojbNa/8X8ZeOxDTG0KFDOXToEOAtnZs1axY7d+6kY8eOfPHFF6jVambMmMGECROYOnWq376rV6/mueeeQxRFxo8fz4svvtjs+C2Vpi1YsIBVq1YRHx9PREQEmZmZTJ48meuuu45ffvG+febl5XHjjTeyb9++i7soecjF3oY/FTsOl7NqQyGpyaFk3vElAM/O6sPpMu+kNuea5l2tW4IbCdXK0EaRFStVDgM1thI89t8mstISklS96asYTIwtArnZAWaA5h3F3S4H5pOHMO/ciMfcEGqtjOvJ0gF3sMfgAZuLsR0i6FyrwFLnQqk7xvET+5k1LgK58yjbnFZGB03FeaaKUmkwoTIlguDE5hAJQ0qVvJrwhCRiPFUQ3AWLuRNnTTKuDJWz0vQ6t3acS4epdzPhm5V0D0vmFfU1yAUp12qjsJdl0jO5OybHAVZvKUQqUTImM40BcUYi7GeIsMNlaDgTmkQuLgpMuTjdNnIs28nB23g0XBNLhmooiWIiIWYpQhMxrkyhRhYehyY8DrrXC4frvBVR5edwnDuJ83QhosN+0d+DwmoitmAfsQX7eFAw8bpSZEfFOQSg4Mmx3NW3N9UhkdQG6dEmp1J37xOsWvgEbouJ8u2fYzy0hdS/LUOqCrroc/9Z0KkuLRJTVlbGQw89xO7du9Hr9SgUCh599FEmT578G4+wbaioqGDChAk4HA6WLFnC888/z0cffURoaOgF9508eTInT57EbDZTUVFBUlISAG+99RaXXXZZm87/888/8/HHH7fJJ+ZSkJ+fz9SpU5tVPDXFuHHj+PTTTwkJ+Ws9y/9K+P8FiXG5XHz77bc+BX1eXh6rV6/mvffe4/rrr+ezzz7jlltuCbhvcXExjz32GPv27UOv1zN27FjWrVvHpEmTfNu0VJrmdrv57LPP2L9/Py6Xi759+5KZmUnnzp3R6XS+EsUPPviAGTNmXPyF/cVIzJC0aJxb2272tOzvg3EjoUqpxSjTnI+s2DA4qqi2leCxn/4dR+uPHuoBpMsHEG0NRWqqJyzNiQt4ow+m3L3U7d7sNzm7JTI2jJvLSmdHbAZvlGBGp47IS9w4RQ+q0BMcy81meEYECdIc9mg6YDUeppM9gtozu8jrMpA4lQrBacPuEtF5XJz2FJAZ340xv3zHu92mMdyZwue783hwrJZRob1YYVjEjOiHiZ54O9Kt63h527/49+hHWXzuNBNiI0k065A5hpDSLYXKmn18l13Md9nQv0cKI7s7CHHm08laRidgmCKWQnUEx53VnDXlI+KhylnMj841wPkojS6LnrI+RLcQpREEAbkqGLkqmKCoREgd7BUO20w4qstxlJ/FcbpeOOymrcgKCyE2VcHte/Ob9E2qBFslHM0D4B+XdaLa6WLMT8dYN/1aKoQjlKtiKVOFUSoJotgpo9Ti9ovi/C8hTKO48EZNIIoikyZNYvr06Xz00UeA1xtm/fr1v/Xw/OB2u5G20Kjyxx9/pEePHr40Tks+K4FQ78x7qe6vLpeLrKys3zWF0VZ8//33v8lxEhMT26MwLeAvTWKsVquv/G3o0KHccccdFBcXk5SU5FuemZnZahlgdnY2w4cPJzIyEvCmpbZt2+ZHYloqTfN4PFxzzTU+UVl96Rx4ozUffPABr776KmvWrLkkoZsgDwJBDuLFe3H8r8GDhGqlDoNMjQEweKxU2Q1U24r/ULJSD0GU0DtoMKnSTCItQUhq6+9xYOIC4LDWYsrZjWXfdnD7T8Cneg7h7W5TOFHjBDyoZRJmxcRhKXYgAhp9IUeO76ZjpIZRnU5SIwlhb/VBRodcj6TKhfVwNrmXzSFSLgenC4vdjdZlYaM1m0HamSSePgjdr0UeHkZy8CCWbdvJvUNM9AtL5wPDQmaG/z8iR0xB+stmHvr8UXqPvY+lZQJBUhk3x8ZgKdajFkeR2r2cc+XZZB83kH0ckmO7ML6PgighH4XHTo+6YnoA5qBu5Cq15FrPUWX1dur24CbHspMcdgIQpulAH/XlJHiS0AaI0vjutUSCQqNDodF5hcMZI/B43DjrjDgMZTjKzuI4XYCrrHlH8EvBmjOVjIgIoWP+PjrmN49+ioJATVQi5TFdqNB3oiw4klK5jlKPkmI7GP5ELU5Y0MWTmE2bNqFQKPwccBMSEpg7dy7QsqmbKIoBDcs8Hg/33XcfW7duJSkpCY/Hw8yZM5k6dSqJiYnMnDmTDRs2cN9992EymXj33XdxOBx06dKFlStXcuLECR599FHf83nXrl307NnTl5qfNGkSZ86cwWaz8cADDzB79uw2X2tcXBw5OTmEhoaye/du5s2bx8aNG5k3bx4VFRUUFhbSoUMHpk+fzhtvvOHziXnooYcQBAGJRMJPP/3Erl27+Ne//kV4eDgHDx7khhtuoFu3brz++uvY7XbWr19PYmIit9xyC1OnTvXNB4Hs+ZcuXUpOTg6LFy8G4IorrmDevHkMGTLEb7zt+H3wlyYxarU6YDivcamgVCrFag3s8Amtl4pdaJvW9p0yZQrPPPMMI0eOJDMzk/Dw8AueJyAUOrBXXtq+fwI8SKhWaDHK1VQhYHBbMTiNVFtLcP8JZKUxZCjoEzycnkJv9GYlkpr6yap1kmg3VVJ7YDu2Q9nN12m0fDrmQdbVBuOu8R6nU5CKa4MiMZd4CZFGf5ojx7cjl0mYOcSBYDfzkzIEj9tFd0sijrpyXGXnOOIJ4QqkILiw2j2EOExYPCY8wSrUqX250nSUb0QlQy2xCIpwtpwJYkRMDtWhvfigeiG3h/6N8MzRyHRhjP7+Dbr2GMwrXabyxunTDI3S09cdRF11NHrlVcT2OEvRmb0UFpt5vRj0IR24JktHsqYIiauWYJeZTJeZTATKdenkSmWcMBVgcVb7rt3gLOVH5yeAlxSmnI/SRNnDkF9ASyORSFGGRKAMaSQcdju9+hpDKY6SM17H4eqL8xLaWWVizZkqPhvUcupSEEVCy04SWnaSbgHW2zVaKmO7Ux6Z6PXFOR/FKXHJKKlz4XD/fjLCqGDlhTdqgiNHjrQqpG3J1O2XX34JaFi2Y8cOioqKOHz4MOXl5fTs2ZOZM2f6jqdSqdi+3ZturKqqYtasWQDMmzeP999/n7lz5/LPf/7Tz8G3MZYtW0ZYWBhWq5X+/fszZcqUS38+NsL+/fvZtm0bKpXKT+j78ssv8+6775KVlYXZbPb1UTp48CDHjh1Dp9ORmJjIPffcQ3Z2NgsXLuSNN97glVde+dVjasfvj780ifktkJWVxQMPPEBlZSV6vZ7Vq1f73mDq0VJpmsvlYs6cOfz973/H5XLx9ddf+37QKpWKcePGcffdd/P+++9f+gCV+v9JEuMRBWqUOowyNVUSAYPbhsFhwGgtofLMCT56+SgmgwNBIjDoqlgunxzvt3/Ozgq+XVHofTuSCky6uyvJqb/924pS0NAvaCTdOG8+Z6wnLq2/bYuiiM1YTO3eLTjyjgbc5nDWZN6OuJzSmgYSNCgilEx7EGaDd1mQ/hxHcrcCMGusHqU9h5OaGE4asxmqvQapwYHpTC4WbQQna53INQIeXNjsHgQBQpThmOR21Ik9GbB+Fe8N7Ym6Qzgq0wA2H1xHz9hejLAepzYkng9MC5mp+xu6Ln2Rhehh3QpeOnuU98c+xqZyI9nSGm6Ni0UocWExdiJG1xF5XCEFJ/dhNDlYvrEChSyE8VlJpEeWIXN4vVeibFVEAYMlWs7ou3JctFNYm4vL05BKEwUPOZZd5OD1/tGrO9BHPZREMbnVKE1jSKVy1KEdUId2gOQMGAwup42ZC1/m2/0H0MokyCTNS/PXnqvi7cIybG4PxTYHb/VJQq+49Eeb0lJLx/xsOuY3J62iIFAdlURlTBfK9PGUB0dRKtdS4lFSbAOj7ddFcSJDLp7ENMW9997L9u3bUSgUZGdnt2jq1pJh2fbt27nuuuuQSCR06NDBV1VTj8b28jk5OcybN4/q6mrMZnNAz5WmWLJkiS9ldObMGfLy8n4TEnPNNdcEbPQ4ePBgHnzwQaZNm8aUKVN8PZiysrKIjo4GIDk52Tf23r17s2vXn+dh1Y6Lw/95EhMTE8Pzzz/PiBEjEEWRq666imuuucZvm759+7ZYmjZx4kTS09NJSEigX79+fo6QN998M59//jljx4695PEJitA/tfWAKEKNUodBpsEgCFR5bBgcRoy2UtyOMwH3kUoFrpndlbiuIdgsLhbdm023vmF0SGgQWHbtoydl0AAEQaC40MyHz+bw+LKBv8mYgyQ6+geNpounK8EmEIz1+ocLTzCi6MFSfora3RtxnS0KuE1tRDwfXn4vmwwSqGsgMNfFdSCsQsB2PtUUpC/lSO4mRFFkXL9IYjmES5CyzeIVJqc5egMOLIezKeg5BI8IHpsHUepNJwHoFKGUUEwPfQxKt4MxGhPf11RxuTWErp0zWPrDQR6/KpIr3TX8VxXKB9ZXuV33MEEkIb3pXqrWvs99nz9O6ug5/FvsynunztJbH8IohR5zlQN3dVcSOyQgKE6Qf/IgDpebtTvKWYvAsPRUBidZ0DgKAZDgIcFSQgLgUHYkXx3JcWcV50wFNO3qaXSVssn0X8AbpempHUAveR+i7eEXjNI0hkyu4s4Jk3hw6o3c+NILyKUyOtz59wbH4XNFdDLt57V0NbN/KeTRbrG8kV/K2Gh9G89wcRBEEX1ZIfqyQroGWG/XaKns2J3yyCTKtPVRHA0lThmllgtHcaIvgcSkpKT43GkB3nzzTSorK32Vly2Zun3zzTcBj3eh6HR9Wh1gxowZrFu3jvT0dJYvX86WLVta3XfLli1s3LiRXbt2odFoGD58eEAztZbQ2FSv6X6Nx9UY8+bNY+LEiXz99df079/fN8am5n4XMvFzu90BjfpaM/prx++PvzSJCdQ6vKkAqnFzsfqGZoDfj23atGlMmzat2bEaa2kefvhhv54XjY8/f/58LBYLl19+OX/7299867Zv387MmTNbFL+1Ccpf/4bSFogi1Ch0GOResmLw2KhyGDHaynA7Lq4JpTZciTbc+0BQaWREdQqiptLuR2KU6oY/PYfNTZtntRagk0Uy4Lz5nNrk8TOfaws8Hjd1505g2vkD7srmNtvgfQv/aeQslsm6U2to0MTIBIFZ8XE4i524z0/mQfoKjp7YiCiKJMcGMyQmD9ywTxNFrSGbjKDhKKod2OuMuMtLyM3qhbxOwGp2odA6qTuvy9DJNORZDtNL2hFljzRGHfqCzzvdxNj4cByVPZApTrBmv4RpqVVMkEfyqcvMB9ZFzNQ9jJpIom64j4ovlzN847/p0i2LV7rfyGGjiSOCiZviY9BWCDjtCrCn0jW+Mw4hh5NFxxFFka0Hq9h6EFISezC2t0C4Jw9E77gUHge96s7RC6gN7skJRTDHrWcwWksC3DcPR627OWrdDYBeHU2GeihJYjJas+yCUZrLU3sz8ZmnOVnqjQwlzbqLZ26+BafbDYQy57GXuGPRy9RQxGdGO3kmK+N3HOPrwYGbj/6eUFpq6ZiXTce85lEcj0RKdXQSldGdKQ+L92pxZN4oTokNah1uokMu3uBy5MiRPPHEE7z99tvcfbe3rLxxv5+WTN1aMiyz2+2sWLGC6dOnU1FRwZYtWwI+HwFMJhMxMTE4nU5WrVpFx44dWx1rTU0Ner0ejUbD8ePH2b1790Vda2JiIvv27WPMmDF+xK01FBQUkJaWRlpaGjt27CA3NzdgxKa181177bWsXbsWt7u5GD0xMZH3338fURQ5derUxVehtuNX4S9NYv4XMHv2bI4ePYrNZmP69Om+3PTkyZMpKChg06ZNv+r4gjr6N43EiCLUKnQYFBqqEDB67FQ5jRitZbgukqy0BYZSK+fyTST0aN7f5ND2Cr5ZVoCpxsGsBRfvjREpj6e/eiQJzrhG5nMXF853u52YT+Zg3vkDHlNNi9uVJqXzbsZtHDC6/US94Uo5t4XHYCpuEAQHhVZxLG8DHo8HlULKrQPqEBxWauQ69lUfBCBLvAxwYT2dC8BRWTjJwSpEC4iiizqbN8KjRcYh635E2XjUXVKJ+fwDMtJv4buaKoa7Q0iMu4yc4xvISexF76CDXBXcgy9qDrDM+ioztQ+jJpjoybOp3LiGuBM/8+LZY3xwxeNsMMhYdbqETsEqrg2LwlzmwG5VA/3p2bkHtbb9nD0fiTpSVMORIugQ1omJA4KJlxcguBu8YLTOWvo5a+mHlFJdBickEk6Y87E6awPeS6OrjM2mT9mMN0rTQ9efXrK+dGglSrPkrruZ8MzT5Lz174DHXPbwYywDXvnsU46fPcO7c+/HaanGYSzHUXoGx+l8XKW/jXD4UiHxuAkrySesJD+gFsed1B2pZESANa1DEATWrVvHQw89xEsvvURkZCRBQUE+q4iWTN0mT54c0LBsypQp/Pjjj6SmptKtWzeysrL8IsyNsWDBArKyskhISKB3795+rq6BcMUVV/DOO++QlpZG9+7dGTjw4qKv8+fPZ9asWXTo0MEXGb8QGrvlpqWlMXbsWLZt29amfefMmcM111zDDz/8wNixY/2iN/UYNmwYHTt29Bn9tdRrqR2/D/7SZnf/F+CpPobn0AsXvZ8oQq1Si1EWRJVE4tWsOKsxWEv9tAy/J+xWF2/+bT+jpyWQNiSqxe0KDhnZsKqIu1/s0+I29YhTdiVTOYw4e4eLSks0hcthxZS3n7rdmxBtLQu/nXIV34y7n9XWyGapgJTQYEYJoVhMDcRJozOSW/itL+z8wAQ9kR6vpuZLZQhFtcfook7n6lpvaL94zRLsNUZuHfYcQyP0JFbKkQbvJ7/gMM+Or6BQHcnXxmzu0jyJoqqO4vcWsGfINF6QpDE3vhPWEgcO2VbOnTvF45OCCHbkkxPckc1VP6MUNMxUPYSq1onH48aw5zus+7yVRdtH3slbkh6+5o1Xx0aSYFJgszYQtCCdgfLqvZSXl/pdd5BKxtUDw+gZehapI7Dw1o2E00HRHHdbOWnKxe1pW4WdThZJH/UwksRkdHUyBIf3PhaVlbZKYgA2HzzIPW+9wfaXFxIeoCmgx+3wtlKoKsVRehrHqXzchv8dvZmyTxZRz775Zw8D8Ea5g4ODqaqqYsCAAezYsYMOHTr82cNqRzuaoT0S8z8OQR3T6npRBJMiBIM8CIMgwSDaqXKcJyu/Q2SlrXC7PCz/Zw59R0a3SmAAOqfpqXr5GOYaB8G65iWmnVVpZCguu6D5XFvgtJmoPboHS/Y2aKERXT3y00fzdsJ4TtY6aar5GBcTQXKNAoujEYHR1pBX9L2PwFw9KJJIj9eAsVATQ5HRm2IYKvUSGHudAXdlGWdShmF3eYiSKwARt9s74YsSJVq3l3BWyozEy4JRdOlJ312fEDa6L99WVzJCokWr7E+p9CxLN7u5f5iWVPM5jGGZHDDs4wPba9yufQBVLYRnXUVNaDimH79kyKalJHfOZGHKLZysdfJlcQVhCjnTYjtgK/aev64mDA1jSO1RytnSvVRXexsp1tlcfLylHImg8JnnKZvoo6R4SKorIQmwqzqRpwon11FFsbmg1Xte46pgi+lTtgCIAt++WcEvu4rQB4WglDZ/XK3avIkXP/0Eq8PBmYoKPnn8iYAEBkAiVaDSRaPSRUNyOlwGbqcNu6kKR2UJjuJTOE/l+RkX/pGQx15a641AZb9NsXjxYmbPno1Go2nTMSdMmEB1dTUOh4N//OMfbSYwRUVF7Ny505d+2rt3Lx9++CFLlixp0/5tRUtu6omJiYSEhCAIAnq9ng8//JCEhNYdwdvizN60oeZll13Gzp07f91FtOM3QXsk5i8A1467EF1WTAotRnkQVYKAQXRgcFRjsJXhdLccSfgzIIoiq18+hjpExuS7AwXOoeKchYhYNYIgcDbPxNKnDvL0R4N9HVl7arJIkw0g2qJDar00wtIY9joDpoM7sB742cv8WoFFG86aUQ/wlVEVMJV3e6eOyErcfodRh5goPPutT9TXo5OWm9OKEDx2XIKMVWIdtfYKOiiSuNFyPYIoYjy6C/Pmr/juygd419qRuxPicZ5z4lbs4PSZAv55jRW3q453bCfpHzyOIcZ0ak8doearj/jvxCdYXRvK3E6dsBY7zjsBZzM0LZxxcUcQRZGvVVpO1h5FJQQzU/kgyvMmfubiPIxfrASPG4c6iA+v+DvfGBvI4+VRejJcQVhqGwiaIPGg1p3h5OlsP71FPfp11zOyhwutM5/WtEg1Ci258iCOW05TYwusPWqMgkNGlGoZHz6Xg0Iu56vVz5MkdvZFaXYePUqIWsXkfy3g7qsm8MlP2/h50WsXPG5LEEURl8PidRyuOIfj7EmcpwouyXH4YhF696OETLj+ovdrC4m5lBYqrZnZtYRLNai7WLRGYuqXP/300xQXF/Pee+9d0rEaoy33uB1/Dv6YVsLt+FXYFBzDv91VrDAfZb0xmx2GPRwzHqCsruh/jsAAnDxSw96NpeQfMPLKXXt45a49HN1Tyc6vzrHzK68u4dD2Cl6a7V332Ru5TH8ijYyg4dysfZAHJE9yRc0wYqvUv5rAWKtLKd/4MeXLF2Ldv/uCBGbvkJt4cMiTfBmAwGhkEh6I64S0uAmBCa7j5LnvfAQmSCXjxr5GhPNpu32aSGrt3p5KI5XXIIgioihiPew1QDyu9oohlS4vgXPVR2IEBXLRiUYeynFrttc0r0Oi9zj7PkUiwDfGSiQScJq7EhKi5adDVZwTUxAEGOu0EaGJxyaa+cCxGHuIl6gEx3Yl4qZ7ENQaFNY67lw7j0c5ikbufRxsKzfybk0xko4y6iuaRY8EizGBWP0kenYbiELhHzHbm2vkpS9MLN3fmVIhFVESuMpG56hlQF0Jt4lypob2obe+L0pZy41OO6fp+W5lIYZSG6VnTIy4+mHm/PdBrl9/L/dtepW4oXEs+jx5Ob8AACAASURBVPYrqkwmlm/cwC8F+fR7YG6Lx7sQBEFArgwiKDIBfa/LiB57Mx3vnEf07Y+hv3YGQUPGIE/oAr9GrN8C5J2Sf9X+W7ZsYfjw4UydOpUePXpw8803I4oiS5Ysobi4mBEjRvjKpTds2MCgQYPo27cv1113nW+CTkxM5J///CdDhgzhv//9L8OHD+exxx5jwIABdOvWjZ9+8jYNLSoqYujQofTt25e+ffv6ohKPP/44P/30ExkZGSxatIgtW7YwYcIEAAwGA5MmTSItLY2BAwf62sTMnz+fmTNnMnz4cJKTk/2iNpMmTSIzM5OUlBTefffdi7ofgwYN4ty5Bh3Uf/7zHwYMGEBGRgZz5swJKNINdL7HH3/cZ9x38803A/jKtEVR5JFHHiE1NZXevXuzZs2aVr+L+uP16tWLtLQ0v8KTdlwa2tNJfwEI8pD/SbLSEpJTQ3l1w8hWtxl1QwLjbuhK3+AR9BB6E2ZWILTRfO5CEEURS8UpTHs24TzVevqiHsYOnVl22Rx2GABL8zRTQpCKyZpIzKX+pEqlsXCq9Hs/Q8W7xgYhO59eqZbr2FftNWTUSsOJqlEDbhx1RtyV5QDkWGWAC9Hmfci5XN5zeAQ5UkCnDKPEXIhbo0AGyOOTCD9zggFZArsNFq7sFI6tGBI6DiLn+Pcs/cHIExNiUTiKmSAP4RNFKBZHNcsdS5gRcj9KkwN1aAeibpxL5foPcFeVM3DLcpIS01iYfjv5NU5sbg/vnjpLuj6EEfJQn++N2yXDXdONxOhEUB4nv/CQX3lpUYmZN742owuOZtJAPZ2DipA4AwumY6wVxABDpeEUaXtx3F1HUW0uHtH//l97TzeW/uMQj77X1EbexWe179D7ARj88JUcXusk41QPVtz/KDh+O5drQZCg0GhRaLQQ0xXSh3sdhy01OIxlOMrO4DhdiKv07AVJcmuQJ3b51WPdv38/R44cITY2lsGDB7Njxw7uv/9+Xn31VTZv3kxERASVlZU8++yzbNy40ScAfvXVV3nqqacAfzO7d955B5fLxZ49e/jmm2945pln2LhxI1FRUfzwww+oVCry8vK46aab2Lt3Ly+88IJfJKZxFejTTz9Nnz59fC66t912m8+s9Pjx42zevBmTyUT37t25++67kcvlv8oY77vvvvM57R47dow1a9awY8cO5HI599xzD6tWreK22/zbpAQ63wsvvMAbb7wR0Fj1888/D2gY2NJ30atXL9auXcvx48cRBIHq6upmx2zHxaGdxPwFEBn8697Q/pfgNZ8bRTd6ojNJEYz1b0O/3upd9Lgxl+R7y6TLm5f6BoJHIuXHMXezwpOIxRA4DTI4Uk+GTYPZ6D8xKtU2zlZuoK6uIcx83dAo9K6Dvs/bJG6fqHV00HUIVd7rtZzytqwvT0jFYHUhADaz9x44necJgyhDDuhkIZQAJpUNvUWCumcfnGdOMq54N7tVWXxjqGS0REedMZr4+GTOnClk1d4QpmcoCXGaGK9OZK3rGBZPLSscrzMjZC4KkwOFRkvUlDlUfr8a56l8oosO8a+Seay66jHWG8+7mhpNHBZMTIuPJbhCxOX0TtJOhwIcaXRL7Irdc4iTRbl+96bG7GTFxnLksmCuGpBIRlQ5ckfg70SKm851xXQGrOok8lRh5NrLKa07eYFvrwH79uXz2Re5zF2UyWue5+iu7UuKvB8dHJEozE6E3zhrLpFIUQaHoQwOg/ie0A88bqdXOGwoxVFSLxyuuPDBAElYBFLtrzd7HDBgAHFxcQBkZGRQVFTEkCFD/LbZvXs3R48eZfDgwQA4HA4GDRrkW9/YzA68bVbAv4WL0+nkvvvu48CBA0ilUk6cOHHBsW3fvt1XFj1y5EiqqqqoqfES3PHjx6NUKlEqlURFRVFWVkZcXNwlGeONGDGCsrIyoqKiePbZZwFvL6d9+/bRv39/wNuyJiqquVbvYs/XkmGgVqsN+F0MHDgQlUrFnXfeyfjx431RqnZcOtpJzF8AESF/XRJjLLex5uUTOKulKAUVc664igFX1/t3eCd0URR54N9v883ebDRKJcsf+ht9uwSyEgsMj9uJ+dRRTDt/wFNjbPN+Z7tl8XavGzhW7aIlHccN8R3QlQnYmzQrVKjslFb/gMnUUEac1jmUdO0Rnwa4UBPDqfNiXoWgppMpDHB5U0mHvKmkvOQsECE+SIXbfp4gOL2RGPf5n6dW4k3dlAgl6OmIOrYztUDvPevocOUQCs1WFJ0isRU7CJZlIpOdJv+siQOJPeijPUgHWyVjQtP51pBNnaeG5c43mBF8HwqzA5lcRdSVt1K18ytsh7KR2+uYsfYpUofezGvqvtQ53HhE+M/pYm80Ktpbjl0Pe50ayCKlS0+qLfs5V+zfYdzp8vDFznK+AIb2TmVo5wbzvEBQu62k1Z0jDTCGpHJCrma74UiL2wMUF5r5ZNExZv0rgyCtHBDJte4j1+r16whRhtFHM4xksQu6OgWS3zBK0xgSqRyVLgqVLgqS0s4Lh+04TJU4qrzCYUdRYOGwIjmwduxi0bTlSiBzNlEUGTNmDKtXrw54jKamcfXHbHy8RYsWER0dzcGDB71WAm3wXQkkv6zXwAUa96Ua423evJmgoCBmzJjBU089xauvvoooikyfPp3nn3++xf0u5XytSUoDXZNMJmPPnj38+OOPfPzxx7zxxhu/2obj/zraNTF/AUT8BSMxelk040KmMT34AT66Yz6Fb61gz8uLeGv9eo6e9p/ovt2bTV5xMXnvLePduQ9w95vN+60Egttpo/r4bopXvETNt5+0mcA41EF8MvFJHoqbep7ANIdMInBPQjwhJeDx+D+o5EoHFaaNvmodAF2Qgimp5T4zOKcgY5ulyLd+VMhUX7mww1zle0M/HpoEQEKQ2rdtPYlxiV7dhe58IXme4zAAiqBQpBFRSDxursCb8//KUI5EImCzqOma7HVq/Wx7OTVy7+TYpa6YgeHet9A6dzUfut7EEewlRxKpjIgh1xA0tMHRtd9Pq3j12FJ6hDa855yqs7H43GnKoz0o1f6aEItJi8I9jNTu44mICFyN9tPhKp5bZ2XVke5USXuC0PI71J0v7CDlyneZc92/uVZUoJWqSNH3QSHzTrD7fizl5Tk/88Idu1g8N5sxNycSFRe48sbkNrDNtJbl5pd5zfMcX2t/pCi8GnuIAlH4lS6LF4BUrkQd1hFd135EDptCx+mP0+HOvxN23WyCR0xA0S0VQalC0aXX7zqOkJAQn4fLwIED2bFjB/n5+YDXGK8tkZTGqKmpISYmBolEwsqVK336ksbnaYrLL7+cVatWAV7CEBERgbaFSrL6c1yqMZ5arWbx4sV8+OGHGAwGRo0axaeffkp5uTeFazAYOHXK/znU2vnkcrkvQtr0mtasWYPb7aaiooJt27a16l9jNpupqanhqquuYvHixQFTVO24OLSTmL8AVPJg9Jr4C2/4JyNK3onx2hncrX6S6bYZ9DLE0VmuI7OzN9cfotHQMz6ec1X+3iJf7N7FbSNHIQgCA3v0pLrOTImh5cZ/TrsZw4HNFC97AdOPXyJam1fLtISj/Sbwt1HP8nGtDrcn8FtUhFLO3Oh4HOeaP7RkcicGyyYMTcZ312gFUmfDsn2aSEznxbyCKKFrXUOZp+VUQ+rliNs7Kcc0emtzOM6TGI+XKGjPp6MKrYcRZd5l6pRMAIb/vAaZRKDIbEPRQe7d39yZ0FCv7f67P9rwyL3/728upkeo11TQ5DbyoestnOeJjCAIhKVdjm7CNOrVvJFnjvHM109wbWiDsR3A+nPlfOwoRx3TvBy+rjqcEOk4UnuMRqsNbJB27FQti76sZsnOeE65eyNKm9vFT7+yC1+9PIoz5XVcfu+3FJ4yMPOqt5F+Z6B6kxzzWQVzF/YnKSUUiVTCZ6+f4JW79vDqvc2dcv0giJyw7mNt7bu8ZXuW95Xvsi/sBMYwEY9C3vq+vxHkymCCohLQ9xpE9Jib6HjHPEJGXf27nnP27NlceeWVjBgxgsjISJYvX85NN93kE9keP378oo53zz33sGLFCgYOHMiJEyd80Zu0tDRkMhnp6eksWrTIb5/58+ezd+9e0tLSePzxx1mxYkWr57jiiitwuVykpaXxj3/846KN8WJiYrjpppt488036dWrF88++yxjx44lLS2NMWPGUFLin95s7XyzZ88mLS3NJ+ytx+TJk0lLSyM9PZ2RI0f6DANbgslkYsKECaSlpTFs2LBm96gdF4/2Euu/CDYceZkjxd/92cNohjhlNzKVl7fJfK6orJTLH3uEnLfeQatpmLgmzH+Kx6+7niEpqQCMeuJxXrx9Jv26+ofYHZZqag/t8FYZedreUgDArO/AqhH3872h9Qxqb30II9D5GdjVQyp3UevYTHkTvc3NI6PoqWrQwVQrdHxkPoFb9JKPy0Mmk2nwpsdE0UPx6sV4jFXUhUZzW8bfEIHZCXF4zrmQSNwUlHjfVueODyNaPEKdTMOyOu+b8l2aJ1HXOLHVlFPxH28p8ZJrX2CLQUJCkIpxTj0ej0hQaCU5ud7eOFm9wrg68Sgg4kbGOrnU59eilYZzm/Ru5HUNKSJL1VkMny/zKys+cNn1LA7Jotbun1YbHh1GmkMT8H5JJB5UulMUntrbaid5tVLKxIHh9NKfQ+poMJ8rKjEz6e+bOLB8YsD9LFINeapQ9lWc5pFbPmX+6iEBt7sYdFX1JVXRjxhH1O+ipWkRo4ZDADfYdrSjHa2jXRPzF0FsaMr/DInpok4nQz6YGGsYsjaaz5mtVqb861kWz5rjR2CghVx5Izpkqy6jdv827EcvLfS6c8TtLFX2ptrQunj4qthIEoxyLAF6+Uilbupc25oRmH7d9fRU5/h54W0T3D4CA5DmSKH+/tjNVXiM3ohNfs+hvt3Ubgl1gETWQBIcHgkIEOSyIJeqcLptXtM7glFqI5AEh+AxmxhbtJUt2hGcqrMh7yTDXuykrjqCxISuFJ3K4+ejBtLiU0mQHkaKi6tEOZ8oo6i1l1PrrmKl8A63Bt3lIzKa8Dik0+ZSufZ9X4ouY+cnLOx4gMUD7uKIseH+bCkz8LOsmls7xiKWuBAbcUuPR4LFmETH8HjkmnzyT+4PGJK32t2s2VqORJAzqm8aWZ2qUdlPt/pdAWjcFtLrLPy4PpcJl3WlX1h/cusKMdlbjuJdCHm2X8iz/QJAiFJPhuZyksWuhFqUSOy/j5YGtbqdwLSjHZeIC6aTysrKmDZtGsnJyWRmZjJo0CCfevvPwPLly7nvvvsCLhcEgR9//NG3bO3atQiC4GtB3xYUFRWRmuqNCOzdu5f777+/1e2vuuqqP6RMLjY09Xc/R4sQBXqpB3Kjdi73y+Zxde044quCkVna5uHidLmY8twCbh4xgmsHN39bjouI4ExFQxXH2coKYsL0WCrPUPrNCipWLbkkAlMR35Pnr32FV8SeVNtaJzAzE+KILZfidDaP8EikbmzCDkpK/R2QI3QqJvYoBrGBeBQExXCqtiE03zdopNdl+DysRQ3rciO7+/4vOETfuerhdDUQOa3Sa8R1yuONoAiCBFWqV/vS45dv6RTiTYV8aahAKvXupxL6IJd7l3+wsQq70puSVLusXK2M9ulLalyVrPT8G1dQQ3pIGaQn+rp7kHVsSIOFnzvB/PWPcb3O5Bdxs7q85djZQRaCw5qnZNxOGbaaHiTHXkvXzmlIJIEfOx4RfthXwbNrnXyW1xOT/MJasC2/lPLB1/m8OiuFQXUlTBfVTNZn0jM0HblUfcH9W4PJbeQn0xesML/Ca55/8aX2e06GG7Fp5b+tlibs9+m43RrWrVvH0aNHL7jd/PnzeeWVV/6AEbWjHZeGViMxoigyadIkpk+fzkcffQTAqVOnWL9+/e86qHoV98Wid+/erF69mlGjRgHw8ccfk55+8Y0F69GvXz9fO/uW0FI7+98aYUGdUMtDsTr/GF8BCVLSg4bSS9KHiDoNktr6t9CLM58TRZE7XltEz/hOPDx5SsBtJmYN5I2vvuTGYcPZffwYIXIpwtb/UlVyaW0T3FI5342by38csdhbKJuuR5BMwp0d4qg7F/i6BIkHp3Q3Z88U+S8XYPYIAYmj4ftwCnJ+qvOvvBkgDqLe90YUPVjOVyUBHJGGU19abjd7yUtjEuNwC3CeE+jkOqo4y3FrNoNJRwDUiT2w7N4MwFXOk7xDHKfNNmSdZLiLnditKromD+Bo7g5cbpGVu1Xc0U+F4LYRZjdyZUhP1lf/gih6qHFV8B/Ze9yimeUjpzKlhuirb6dy61rsx7zpMqnbyY1fLCAlazKL9EP9yOEBYy2HhFpujo8lqFzE5fKPsDlsSiCD7oldsboPU3SquZj0m2++oaCgAI1Gw9SpUzFYFRSTSowkH8Fj46MfCnn5o5zz34GAodbOhkVjCdepfN9LnKWMOGCYPJpCXRS5rlpOm04giheXgmyKfOtB8q3e+xCkDKWP5nI6043Qul8ZpfmTSMyECRPo1ev3FRS3ox2/N1qNxGzatAmFQsFdd93lW5aQkMDcuV5HTLfbzSOPPEL//v1JS0vj3//2Nmdrza1w3759DBs2jMzMTMaNG+cTVw0fPpwnnniCYcOG8dprr/Hll1+SlZVFnz59GD16NGVlF7YoHzp0KHv27MHpdGI2m8nPz/frKNrSufft20d6ejqDBg3izTcbGrA1dps0m83cfvvt9O7dm7S0NJ/fQWJiIpWVlRQVFdGzZ09mzZpFSkoKY8eO9ekACgoKuOKKK8jMzGTo0KEXLaKrR1zYpROytkCOkqzgcUwP+X/cz2MMrx5AlEH+qx7QO44eYeWmH9l08AAZ991Dxn338E32Ht755mve+eZrAK7qP4Ck6GiSZ9zM7QueYn6sBtclEpiilKH8fcJLvG/pgN3V+qSVGKxilr4jdaUtEBjBg0exh9Nnmhvm3T46slmpcLYm3C+V0VXVF3VNw72zmyrxVBsAcCrU5NZ6CUukSoHT4R2rRNJAYuyNgkc6qXeSNrkNuDXeiIlKH4Og8KYhhuz6GKXM+3P+sqohGmOrTSIszOtzUVRiZk9lQ/Snk6WUYfr+vs9GVxn/EZfi0jREZCRSOZHDp6IZ6N9duffPa3l1/xuk6/1fNjwirDxdzAZZNcFRzYW/ALa6IATbQFK6XkNsjL9gvXfv3lx33XW+z06Xh7e+qeKVzdGcsKeTEB/DpiXj+OKFkVRW2wjRyOkWH7jCRS666F5XzES7mds1XRkSNoCI30ggX+euZrtpPStM3ijNeu33FIYbLi1KExZ2SWNo6i7rdruZMWOGzz120aJFFBcXk5GR4fsnlUrZunUr69ev55FHHiEjI4OCggLee+89+vfvT3p6OlOmTAnYWuLAgQMMHDiQtLQ0Jk+ejNHoTTUuWbLE50B74403XtK1tKMdl4pWwx1Hjhyhb9++La5///330el0ZGdnY7fbGTx4MGPHjgUCuxVmZWUxd+5cvvjiCyIjI1mzZg1PPvkky5YtA6C6upqtW7cCYDQa2b17N4IgsHTpUl566SUWLlzY6sUIgsDo0aP5/vvvqampYeLEiZw86TXMcjqdLZ779ttv5/XXX2fYsGE88sgjAY+9YMECdDodhw8f9o2vKfLy8li9ejXvvfce119/PZ999hm33HILs2fP5p133qFr1678/PPP3HPPPZfkDRCvzyCvbOtF79caVEIw/YJH0U3sgdYk+U3N5wCGpKQift2g5TlTUcFtC1+m1GhEIhGw2qzcnpLAExozfx/gLTcWRZGnjpxmc0UtaqmEhWmJ9Na13rjOFhTKp2MeZF2NBk/NhUnX0Cg9aZbmBnYNEEG9j6KTzaMFQ3qHkyw/7LfMoAhlv9E/5TVUNobGYhlLo1TS6R6DfF2xk4M1cD6gIwgNJMbmbNhX26gcuVZlI8wi8Rqu9crAduBnNDXljNDa+c4g53SdDWmCDPc5J6JHQmzEIAwGr4Pql7vK6TaxB3qXdyy967zNIg8avJ4qRlcpq+RLuVlzpy8iI0gkhGeORhYaQe13//WNI7SskHlfPMq6CY+y2hRK42KvQrOVxebTTI6LJrZGht3a3OLdUqtDyQhSu1dQUrmXqqoK4uPjqampoba2lpUrV2K1WnnzzTcZMmQIW7Z7kEoEnrxrDO+t/BCLzUVFtY3MO75EJpXw87vjm52jHkGuOvq46ugDVGrTyJUpyDUXUOdou69QayiwHqSgPkqj0JGhuZzOQjf0darWXwJUKghqW1PGpmjqLpuZmcm5c+fIyfFGqqqrqwkNDfWV8b755pts3bqVYcOGMXHiRCZMmMDUqVMBCA0NZdasWQDMmzeP999/3/eyWo/bbrvN95x86qmneOaZZ1i8eDEvvPACJ0+eRKlUtjvQtuMPx0XlbO699162b9+OQqEgOzubDRs2cOjQIZ/mpKamhry8PBQKRUC3wtDQUHJychgzZgzgjeTExDR0aW7sFHn27FluuOEGSkpKcDgcJCUltWmMN954I0uWLKGmpoaFCxfy3HPPAZCbmxvw3DU1NVRXVzNs2DAAbr31Vr799ttmx924cSMff/yx77Ne3zwEnJSU5Iv81Ltbms1mdu7c6fd2abdfWjO5+LA+l7RfU4RI9fTXjKazpwtBJhHB4ME72TafaH5ryKQSFt45i7ROHTl3cAcjXn6TtL7JdAtp0C9srqilyGJn27AU9lfX8WTOKdYP7tniMQ8OnMI74YMpa8HzpSlujI9BWyY2M7CrhyiKyEIOkF9wrNm6DmFqxiWdgiapkm04/ezyYxXJaBs9zxsb3AHkxqXD+Zfd2MaiTknDMRrPfbpGYy2hmDC8vy115xRsB34GYEzuBr6L9E7kX1SUM0EahtstUlcTRlJiD06eJ1HvbrTw/8aE+0rCh5jLqdb28Gl5DM5SPpIv42bNTKSNdE+6zhnIrgvFsHY5uLyDk3pcTFn/HD37X83CiBEYrf7fwdqzZUQo5dwUG4O1OHDEq646Eq1sHDE9Sjh1Lpuamhq0Wi133HFHwO2/3FVBh15XMjkoDnddKcv+X2+adhlvDRF2AxF2GEQwZ/WdOS46KKjNxeX5bZo81nlq2GH+kh3nPyeHpNFbMYBYZzRKk8u/4imibRb6gdDUXdbhcFBYWMjcuXMZP36874USYMeOHSxdutTX+6gpcnJymDdvHtXV1ZjNZsaNG+e3vulzcvr06b5nWn3p8aRJk3w2/+1oxx+FVklMSkqKL20CXiZfWVnp04mIosjrr7/e7A9+y5YtAd0KRVEkJSWFXbt2BTxfY6fIuXPn8vDDDzNx4kS2bNnC/Pnz23RBAwYMICcnB7VaTbduDSW6LZ27urra5xrZGkRRvOB2Ta/ZarXi8Xj83oZ+DcKC4glWRmC2V1544ybQyzowQDOKRFcC6lo3gu2PIS1NEa6WITcUUPLDSiQeN12ClJTanH4kZkNZNVM6hiMIAn31wdS63JTZnESr/EWjNZGdWD70XrYaBKi7MIGRSQTmxMVhL3a20mcZFLocTuQdbrZcKhG483I3gsPfzCtPE8MZo78/yQjlNQh1DZOVvbbCz4zvmCrGR2LCZHIaIl8N1+EXiXE1lCjnOQ+TUk9iIuMxSqTgcZN0ZCvdJ00it9rJOYvdF40BUIjpKBSFOBwOTBYn649FM7lrNYhuJILIFU4Hn2riqLJ403hVzmI+ki1nmnqGXxPOoKhEpNPuperz9/2cZ3tlf8mrkQd5fegD/GLw/7uqtDt5/fRpRkSH0TtAOfaHH8/j8NGthASHMf/vn6PuvAdBaHjuHDlyhJ9/9hI1uVzOuHHjsFqtbNiwm1tuuYWVOdFcmS4l3JOHILY99SkRRDpZSukEOJQdKVRHcNxZzVlTPmKrfyEXh0LbIQpt3maHGoXWq6URunujNJFt7yrdGIHcZe12OwcPHuT777/nzTff5JNPPmHZsmWUlJRwxx13sH79el/jwqaYMWMG69atIz09neXLl/v1PLoQvv76a7Zt28b69etZsGABR44cuSRNYzvacSloVRMzcuRIbDYbb7/9tm9Z41zpuHHjePvtt31lkydOnKCurq7ZcerRvXt3KioqfETC6XRy5EhgS/Gamho6dvR2972QKVJTPP/8874IzIXOHRoaik6n8zU8q3eUbIqxY8fyxhsNTrKB0kmBoNVqSUpK4r//9YbhRVHk4MGDF9irZSRFNG2C1zKi5QmM187gHtWTTLdNp1dVRzQ1rj/O+6IRbLXlVGz9nLJlL2HN/gk8bs5Y7ByptdAn1L/kutTmJEbVoKfooFJQamuYSEVBYMvoOdzf5wEvgWkDolQK5kbHYy9ufZJT6o5yIm9/wHV3jgtH5fB3+XRIFGyv89fM6GSRRNb4l8xaivyjOkcsDQ95jafhZyg2IjFWe8NEqnWYEc7/XE9ac3ymd1KpAmXXhijVFeaGlNW6inKfNsZhU9I1ueFvZ98JIwWOFN9nhcfBBIkWjbzBoK7SdZbVwgrcan9tiyokkqgb7kMaHet/3RWneWLdo9wWXIUkwNeyuczAUlMxslg5QqMnz6D+k5g726un87ilWGs6IZdp6dG1HzKZDJ1Ox7Rp05g5cyaXXXYZX375Jd999x1TpkxBrVaTe7qWxV8aeX1nHEXuNMRWumK3BIXHQY+6YiY5LMwI6sZl4VmEn+8u/lvC4qllh/krPjQtZIn4PPbw5kZ/bUEgd9nKyko8Hg9TpkxhwYIF/PLLLzidTq6//npefPFFv5e6ps66JpOJmJgYnE5nwGegTqdDr9f7IjkrV65k2LBheDwezpw5w4gRI3jppZd8kZx2tOOPQqskRhAE1q1bx9atW0lKSmLAgAFMnz6dF198EYA777yTXr160bdvX1JTU5kzZ07AXh31UCgUfPrppzz22GOkp6eTkZHha+HeFPPnz+e6665jS0jxsQAAIABJREFU6NChRERc3NtKvTNlW8/9wQcfcO+99zJo0CDU6sBlmfPmzcNoNJKamkp6ejqbN29u83hWrVrF+++/T3p6OikpKXzxxRcXdT2N0TlycKvrOyl7MEk7m3uV87jJcgPdqqJQmv5A065GEEURS9VZyr5bScXK17Dl7POtq3O5mfNLIU/3iidELm26Z7Nj1QfBSpL78MykhSxxdcbkaFskKV0fwg2qKEwVrVdWqUJPcPzE3oDrRvWJIF7IabZ8rzoMs8Pgt2y0ZiqCu4GANE0llSal+1X1yBoPq1FKytJI2SvFTbDyvABUELFpGliCumua7/8Dd64mSOG9n8UWO5LoBrJkrU7wawmwYmMFNkVDCbXWWct4TTJSSQNpqXCe4WPhw2ZERq4KJnrSLBRd/atbJB43k756kX9VbyJC0/xt3OLy8M7pM+wNbijH7tq5HxpNE3dfUcBe24vOHacw/PIrfL/LkJAQqqqqGD9+PGFNBLHlRhtLv6/gue9DOWROx62IbHb+tiDYZSbTfI5pHoEbdOlkhGX6kbvfCjG6XigVIZe0byB32XPnzjF8+HAyMjKYMWMGzz//PDt37iQ7O5unn37aJ+4tLi7mxhtv5OWXX6ZPnz4UFBSwYMECsrKyGDNmDD169Ah4zhUrVvDII4+QlpbGgQMHeOqpp3C73dxyyy307t2bPn368NBDDxEa+usbWbajHW1Fu2PvXwwuj4N3tlyL092QXuiq6kO6YpDXfK6N3i2/J0SPh7ryk5h2bcRV3Ny0zOkRuX1vPsMitMxKjm62/vHDpxgUHsI1sd5JavjWHFYNSWPPpEf52BKO0932P9nxsZHEG2W+7sstQaMv5Mjx7QHXdYoOYtaAEgS3f5TRoNSz2nTMTwujFDTcLT6I0Mgwz1ZdRsWqJb7PP42axSJ3Q4PL+0I6YjsvfFWFnuBYrrdnS3JsMDMz8nzbrVVoOGvyCo2nau8hvsobcXDZLZQs/ZdvuxWTn+ELo3fSj9UoudoThvu8hkejreZIXoNFQsdIDXcNLEFwN0RY84Ji+c7QQLrAG9W7wXMrUpv/35focVO153us+3bQFKbwWN4c9jB7WihzlwkC0+Jj0JSLlJaf5a2l9xAb05UT+dmY66rRhoRz9bh7cXtcyBV2sgZ34Z8L/kFFRYWvs7BEImH69OkBjy8IMKpPJAM71TSLoF0sPEg4o4nmuGijoDYXt+fX/86GdLmT/kk3/erjtKMd/5fRnrj8i0EmUZAY1h9FnZPesv5EWbRITfUP1D+XwHjcLurO5mLatRF3VXnAbURR5JHDRXQJVgUkMABjokNZcaqciTF69lfXIdeG8crkhZyqddJWAacA3JEQB+dcuC6wj0Z/ukUCo5BJmHGZDcHePE26VbT7ERg43+ixyn9Z01TSMV0inA/eBMukPgID4PE0pLssNv9Ik04WRH3h+SlPAfF4S+5lSg3yTsk4T3tLvsccXs8XcV6RfLHFjuS8bwyApTaUzskpFBR607jnKizsKO3CkMhDvvN0rSvGENafPYYGnU+Z8xSfKFZxg+pmJI2IjCCREp51JTWhEZh+9I8whlQV89jaR/j6qodZYe3QrFeVSxT58HQxnUM0DAz3RmXuvLVlY7XcnJ8RBCXPPPMsJtOFq2BEETb+UsHGXyC9S0/G9PIQ6s73MydsKyR4SLCUkMD/x955BzZVrn/8k6RJm+69WKWFAh0pBTpkI1g2skEBrchFQHGgKCouFFRABVwIiIiyQRBRkb33KGWV2bK6d7OaZvz+iE2bJumC+7tXbj//QM55z3tOzknPec4zvg9o7BtzXepDSlk+90quU5ek4sq08O1Sr+0aaKCBChoaQP4D6efzLxKKuhCQ52CWdPmfQqfTUHTtNBk/z6dw22qbBgzAyQIFv9zL50heCX0OXqLPwUvsyS7ip1s5/HTLqNr7qI8rTaX2dD5wmYm3SxENf+dvA6Z2ONuJeLFxU7hXc7Kvk+c9Ll2xXbY+sbc7klJLzZprToEmr0g5QkS0VDQ1W2Yw6FGdO2627GJZRUltCxfznAi9vuKYFVVUhl0FFYnNKaqTZo9OaZuKyrXA66eRVdJv2ZKThZ1dRfhJpI3EwcHB9Hn7yRxyReZhoThFBqHuMrNlmZpUNohWo6+SYC0QCHBvHYvHkEQQmYcGBQYDA37/jI/z/sK3Ungpdf08kj4YxoXPnuVGiZLlWelo7cDewXhLOn56Gx/OG8KH84Ywd9EYTidt56f17zHp6W/wdhxERKs+eHrUvrLn3PVC5m8t5ruTzblHBAaRQ80b2UCi1xCmuMdQjYqnndvwiGcsHtKAmjeshJdTEB5Ojeu873+3gnq57lVVtm7dyieffFKneSIjI4mMjCQsLIyZM2fWuypzwoQJtVIXbuB/kwZPzD8Qoa+vsdNwHZsgPmi0GiUlV8+gOLYXQ6m6VtvEejpzu197i+WvJaexO7uIH29ls6trOI9PeYssp3bk/V2yq1WWkLZhHqV56QjEEpqPmI7U37LsPsTFkYH2XshtCNhVxskjg4spe6z2bgLoF+eLv8EyCVsjlHBQft1ieReXxxHmm+9XXZSNXl5s+lzs3Zg7JRUGWSOpPVQqdtJV8sQoVOaGW+WsjHLRu/LwoTQwmOJK6/sWnCMZY+JuhkoDTe3gb29MWamEkKB4LqbsM43/bkcxM/r6INJUtH/opSqmxDmYDHmFqF+65iYbJGsZYT/aQv/EObAlotFTyPvle4vO4i3O7WL+7Qss7vEqR/INeHfojW/Hx0ld92nFuSnTsl6byxMB/nh7NmLa8ytwcnTj6Mlf+WH1m7wyeTl+vkHGc1Poi7t9XwJb3yPt7inkcvOKMVvcyVbw7R8KXBx9eTzeg1CX2wjL6q8V41pWTIeyYjogItOtLVeEQq6WXEOtrf54Wvp1q/O+6qKgXl/Vc1sMGjSIQYOsN+K0xd69e/H29kYulzNx4kQmTpxY5yINgGXLltV5mwb+d2jwxPwTEdvdl77E/aJRFZN3aicZyz9Bvv/PWhsw1TGisRcrY1qiE9szf+g8PhbKTAYMQMae1TgGtiB82jKaj5rB7a1fW8zRzdeTPgZ35IU1e22cPHK4dHW3TQOmRWMXHvG5YnXdSakHiirJvACRpZYS7qpU8zfIG63ME7O97cwTZnW6imPXG8BQyfviqjN/ky12qDjvEkd3RD7+ps/tDq/Dw6HiIba5ijdGWdAYX9+K8apSHZvOe0MlUT0RWvrp7XCxN0+QTdfcYJN4PXp7yz5JUnd/fJ94AZGXr8U654JMXt38OhOl6Xi0iMLO0ai0e3PVR6R8PZXSnDvsemcI72xazLniS5y/vAOAy1ePotWWsWbTh3w0fyhzPh8JgMEgRFHQBD+XQYS16mQmcVATJcoyft6TzaxtUo7lyyiTBNa8UQ34q3PppsxmvMiDAZ4xtHCLQCS0PEcAoX5d6zx/TQrqK1asYMSIEQwcOJCEhATkcjk9e/akXbt2REZGmgoK0tLSaN26NU8//TQymYzhw4ebVZ1++eWXpm3K1cUr96zLyspiyJAhREVFERUVZbM4oxxnZ2cWL17Mli1byM83/t3MmzfPpPT+3nvvAaBQKOjfvz9RUVFERESwbt06wKjmfuqUMeH++++/JzQ0lO7du/Ovf/3LdEyJiYm8+OKLdOzYkeDg4Dr1y2vgn02DJ+afSoA/ZOfUPO4BUirPo/jsQdTnTxkTDh4gMd7urG0/kowbX3Ek33JudfYt/HsYkyClvk3R5GdSVpKP2MWY/PtkkwCcsgyU1sI75eSex+VrO9DbGCu1FzG2QzECjaVxlmfvQVKBpeZPB6deiAurJr3qzaqSAFK8Q6Go4rMLItSV9HoqGzEAiOxNwnJuZeZ5OZVF7wCk4e2Q7zP28hKXqUmwz2ed2mgoZKk00MwO7pXPL8TbLZ6cnF9NhlzyjUJkzcJo7VCRH+OoUzLQPoCNWgWaSsm/d0uvscl+A8MYYeGRkUjd8Bv2HDk71lCWZu6xEhgM9PlzAa0iujPLJZZrQPCYmVQlHyi1E9I5UEyTRq0Q20kYN2qWxTgAvV6EqjCEpr5NETpc5frNJHS62uW9aHUGth3LYRvwSHg43VqW4qy5QX3zXABE6GmuyKA5oHZoxnUHT65o8kiXG0vxfZxD8HIOqvO8NSmoAxw9epTk5GQ8PT3RarVs3rwZV1dXcnNziY+PN3lTrly5wvfff0+nTp0YP34833zzDa+99hoA3t7enDlzhm+++Yb58+dbeEJefPFFunXrxubNm9HpdLUqqS6Xmrh27ZpJFPXEiRMYDAYGDRrEgQMHyMnJITAwkN9/N7YjKSoqMpsjPT3dVDru4uLCo48+atYbLyMjg0OHDpGSksKgQYNMasQNPNw0eGL+qfj5WuQf/DswGAyoCjLI2rma7B8/R5188oEbMHdaxfPOoHmsKg1Ab2NqaUAwhReMGhXy2ymUFmahKcpFLBTwQtOmOGYYqE1/P0e3AlJu/FXtQ25Sggt2mkyr6w4Y1OitJIZ20Fvq96iLsswE4QAuCc2Vnu2q2Cxl2iqGUCVPjINOjX0lDZRrZeaCfNImLc0+P3pmk1m36c3Z5t4YVbErLYIjzbZZtTcHpcS8e7RXaT59XMMQCMxvF3dLr/KLeCN6iaW3QSR2wLfPOByiYk3LXktOI3rXOXoduEjzC/t48/jXOFX6Ceed2cXFzydw8fMJXP56Kjm3rzF3z1Z2n9zI2LGvW+yjKlqNGE1xOC2bDCMkOLxWIpaVOXoxn0+2KPjxfEtyhGEYhNZ7P9UFB52aCEU6w8pKeco5nDjPWKIb226PUBeef/55oqKiiImp6H/12GOPmUrPDQYDb731FjKZjF69enHv3j1TD7omTZrQqZPRKzh27FiTThbA0KFDgQrV8ars2bOHyZMnA0ZRTze32pWflxvLO3bsYMeOHURHR9OuXTtSUlK4du0akZGR7Nq1izfeeIODBw9azHvixAm6deuGp6cnYrHYTAUdjL2khEIhYWFhteq118DDQYMR80/Fzs7ojfk3YTDoUWSlkvXb9+Su/grNVeuihPeDRurE2sdnMq3RMC7X0DIgoMcTaFVyLn4xkewjm3EMbIm31IEXfJugtiFnXxVH1yKupf1VrZbRkE6+eOks2w0AXHUK5G7JNYvlraQdkFpJPFZWCSVppE5cLTY3gHQqc8tLqzWfRy8wf5C62VeEESuL3gHYu/ggdK5ohuhz5zIxnhV/4lkqDQa/Ks7X0nCk0opEY4MBlh/AQjCumTKTLpWaRZZzp/QKWyS/WDVkhCI7vDsNwrlrX6AiZFiOVJ6PV3EmUyS3kYgE2HsG0GrSF4RPW0Zgz7GkrpnDrY2f0Xjs+/yoVlAWKDIzwmxRqnJAr2hPm+AhNGkcXOP4qly7U8LCbQUsPNiIVK0Mg139tFyq4lZWRKwikzDfuufDgFFB/cyZM6bPX3/9Nbt37yYnp8IjW1n1fNWqVeTk5HD69GmSkpLw8/NDrTZ6F6saeJU/l4flypXWHwQlJSWkpaURGhqKwWDgzTffJCkpiaSkJK5fv86zzz5LaGgop0+fJjIykjfffJNZs8w9bzWpgVQOJzYoh/zv0GDE/JNp/OAVRfV6HSV3U8jY8DX5G5dRdif1ge8D4FLMIF7t+RHri1wtSm+tIXJwovnI1wl/ZQnNR81AqCpmTKCMktzaGTBSlxKu396ORmN7fHiQG+08rBswGqGEQ3JLAwags6inxTKDQYcq2bwVwa1Wnc00bsRCAeoq7RLKysyPT18l4usmrtSxWWBA7VTxJywQCHCI7GA2vk+meTjrl6ws7MQVDyxtmZiQZvFmYzLzVey7Y5k0HaW4h8zDMpxxq/QyWySbrRoyAoEAj8jOuA8cQ5y3G+4WwobQa8dXfHpvC60i2mLnaDQYxK4+qLJv03z0mzj4NEFrMPDj7XvsEhfhYqM7dlVUcmfsyjoTEToQP7+657zkFqn5fkcOs7e7kVQShU5imedTVwQe4Qjs6ycGV5OCelWKiorw9fVFLBazd+9ebt2q0Mq5ffu2Sb18zZo1dO7cudbH0bNnT9Mx6HQ6iouLqx0vl8uZMmUKgwcPxsPDg969e7N8+XJTGOrevXtkZ2eTnp6Oo6MjY8eO5bXXXjMz2MDYUmb//v0UFBSg1WrNWuI08L9LgxHzT8bTo94dcKui05VRdOMsGas+p/DXn9DlWA+n3C8lXoF8M/RjZjp15p689mXTWpUc/d9eisCrB4gMjgFd7cpkpc4KUu9tr7bE08VRzMi2eQhsiJidkHpY7XgcaN8SFyuSJeqCbAwK81DSlUbmoZsQF0eLyFxVI0uPuWHgJjRPXs21M08wlgaZq61GHvvFrLQ5R61B72tuSMjzGxHgb24Q7z6bS6YgnKp0UeTQzNVS0fVW6SW22v+KXmI9zc6laRheoyYhkBiP/4WzNxl8NIWbCjWxe5I5uvNXopdNxCP57+TTTZ8hEAq5tXkhF7+YyKWFxvDF9RIlX6TfpsAfJA61u30pijyQGnoS0bo37u6eNW9QBbVGx8aD2bz/q4g9GZGoJUF1nqMcgX/9vDBQs4J6VcaMGcOpU6fo0KEDq1atMlPibdOmDT/++CMymYz8/HxTeKg2LFy4kL179xIZGUn79u1tto7p0aMHERERxMbG0rRpU777zthaIiEhgSeffJJHHnmEyMhIhg8fTklJCefPnyc2Npa2bdsye/ZsZs40z5Vq1KgRb731FnFxcfTq1YuwsLBah7IaeHh5aBV7Z8+ezerVqxGJRAiFQr777jvi4mrfd+jUqVOsXLmSRYsW2RyzYsUKTp06ZdZT6f+dm6mQcrXmcTbQlqkpuXYWxdE9GNS23+oeBId7PMsy+zCK1JY5JTdXfUTJzXNoFUXYuXgQ+NjT5J74E1VmKhIPP4KGTyN17ae420sI8AoxJXmuXPsOuXl3sLOT8NToj2gUYJ4X4uCo5Hb2dhSK6pMPpz/uiluZ9WqkPHtP1pZctJoLM9ZlGj75lg/uvNM7UR7bZ7Zs7tB5HKuUtJzg703TXPNtb+euMsvXmTHY8e9EUyMXnRqxJ79CdybGOYHOBW1Nn/U6LenL52DQVBhsvw54gx/lFWEoHwcJwwXelJVVhLKkLnJSbm4xS3Z2kIiY0U9rkR9UKrRnI2ryVfcsvnewg4xB6gFmisWVuZJ6lcfffpOdnaxL2wN806wbCzdtpNXkBdg52X5I+UkljPL2R5lRe60kgUCPo/tdUu+crLbPW03IQtx5LNyAh+5a7cXzxG6I4j5HIPzP1lOkpaUxYMAALlywbKPx345cLsfZ2RmtVsuQIUMYP348Q4YM+U8fVgP/QR7K6qSjR4+ybds2zpw5g729Pbm5udWGEazRoUMHU7fu/2oaN4Kr1+usGVOmllN86TjKkwfgAcW9bZHdLIKl7Z/hdL4OrBgwYL1CxcG7MUKJA6nrPiUwRMbMRfuQZ1Vcx01b59OkUWsmj19EZtZN1vzyEa9MXm5aby9VcTd3R40GzOjuvriV2W7Kud+gtGrAeNj54V0ogSodjw0GPapk8x5MBoGASwohlTuH+4jNtxUIdBYJxzpDlXCS3vxapahO0om2pgReocgOh7BoVEnHTGO6nVzHz+HPm8J2OWoNumZCuFexb1WJMy1D2nLlWoULX63Rse6sG09G5Jl1h7bXlzJA4sYGcQmqMvNQwk11Mr9JBQykP8/Om8u2E8fxdXfnwjfGt3B7R1fsXD2xaxzEhuOn+famMQHTSSRkdkRTBMDqH7/ihxHDWe/vze0S2966LJWGRXdu85i/F63VUlTymn/HxrLspgS4NULc+AY3Us/U+d4Axkqu5BvQyCeIgR0caWR3HUGlViDWEPh3qbcBs3nzZoYOHcrly5dt9jYC44tVQkICgYHG8NmECROYNm0aYWGW5f//RN5//3127dqFWq0mISGBwYMH/6cPqYH/MA9lOCkjIwNvb29Tope3tzeBgYHs3r2b6OhoIiMjGT9+vCm8cPLkSTp27EhUVBSxsbGUlJSwb98+BgwYAEB+fj6DBw9GJpMRHx9PcnKyxT5v3bpFz549kclk9OzZk9u3jT2Dbty4QXx8PDExMbz77rs4OxsTJseNG2fWCHLMmDFWRatqRCIBf+vy/dYoVRSQe2Qbmcs/QXl0z7/VgNGJxGzr/xovtUg0GjB1xCVYhp2jK/ZCIc+4B5oZMAAZWTdo3dLoXfP3CyYvP53iEqPaqMShlIyCnZSUVB+vj27pToST7aTlK06Bf0vLW9LTcRgCK8ajuiADg9LccMoIaUdxqfk5cBWYh3VEIsu5tHrzP1FXrbm3rERXgM7RPEdEGmIeBnLPSqOTu7nD9ZfMLMQS87l1qtY4OZkn9F6+VcwFueUD0E1TTD+nEKs6KDdU59jm8CdP9+7D9lkfWaxHKMRvQCIhYRGsjw9lR5cwXmwRwLRzqUw8c5MFUc3pmHOFT3e/R4Jnzb/PnZl5/CDPQBwoprYFSTqdCHVhKEH+QwltGY2onpV+93KULP4zl7m7fbisikIv9rAxUoAw4NF67QMq8lbWrl1b7bgVK1aQnp5u+rxs2TILAyYoKOgf6YUBmD9/PklJSaSkpLBo0aI6V6A18PDxUBoxCQkJ3Llzh9DQUKZMmcL+/ftRq9UkJiaybt06zp8/j1ar5dtvv0Wj0TBq1CgWLlzIuXPn2LVrl0Un6/fee4/o6GiSk5OZM2cOTz31lMU+X3jhBZ566imSk5MZM2YML774IgAvvfQSL730EidPnjS9HYHxDemHH34AjAl4R44coV+/fvX7ws2a1DhEVZhJ9u51ZK+Yj+rs0QdeJl2V1IjuzBgwl+UKX0p19VcWjvd2xxkhCisCdo0DW3H2/C7j/m4lk1+QTkFhFmJ7DTkluygqqr6/joeLhCFhWWadoytjTOa1HqpzEDjTuNh6gqbyhqVRdDXI0qtnrzO/AQvtLA29sipGjIumBJHA3HAotjfXs3HwbgxC84dywu0DZp9zS8vQ+lQxYsrsaN7kEYtjWLc/G7mkhcXyQFUOPd2jLZYDXFefpSQ2HQ+Piof6E59+zCOvvsKVu3dp+swzZHiH8JeDLz/dyiHaw4mbilIKNFpmXrhNn4OXGLrjOJN+eYtpwqs42FV/q5JrdXx7+w5JriqcPawLzFmjrFRCWXEkLZsMJbh5m3o/FEuUZazam80Hv0k5kheFxt68pYDAKxqBQ/0EKuVyOYcPH+b77783M2Lmzp1LZGQkUVFRzJgxg40bN3Lq1CnGjBlD27ZtUalUZkJxzs7OvP3220RFRREfH28qQ7b1otVAA/8EHkojxtnZmdOnT7NkyRJ8fHwYNWoU3333Hc2bNyc0NBSAp59+mgMHDnDlyhUCAgJMWguurq4Wct2HDh1i3LhxgLFCIC8vz0KI6ejRozz55JOA0ctSrrtw9OhRk55B+XqAbt26cf36dbKzs1mzZg3Dhg2rv0y4hwe4W+YOGAwGlDm3yNz2A7mrvqQ0xdKD9KBRO3mwcvAHTPfpx42i2ifuWmNs00CCisQ27a3ePSegVBbz0fyh7Du0miaNWiORGMhX7iE/P6/auQUCeK6nGGGZpfJuOccdPFBqrBtCPV2GW837MOh1qM6ftFie4trMcqza3LgTiiyNGI3O/E9UIAAXe/OHYYYg3eyzyE6Cfai5N6bN6d9p4mL+cLfmjVEUBBAYaN7/CWDZXh16O1eL5a0U6cR6WpZeA1xTn2GfwwH4O9i15o03yfh5DWVbf+fuyp+Z0Kcvr016lecnTWHdnVwGB3pyIaEt27uEsb1LGL93bgNA5z3LmJ+6huauNRsnJ/OK+CrvLtpAEaJalGOXU6qSYlDG0CZkMI0bBdV6u6ro9Ab+OJ7NrM06fksLp0TcAhAgbNS73nNu2bKFPn36EBoaiqenJ2fOnOHPP/9ky5YtHD9+nHPnzvH6668zfPhwUxJvUlKSxcuYQqEgPj6ec+fO0bVrV5YuXQrYftFqoIF/Ag9lTgwYNQ66d+9O9+7diYyMtNmzw2Aw1Pj2ZS33uaZtavNGN27cOFatWsXatWtZvnx5jeOrpXkQnDXmdRj0OhQZNyg+uhNdVnq1mz1IkjqOZLF7PNk1aL7UhL1IwMRGTVCla5BX4zCSOjjz9BOzAeM1mjk7AYlrKrm5NffCGdfTF2eN7TyYXHtPzhWetbpOhB0tFI0ASyNNVZBh0TcI4KJGajZeKAC13NxoEQiteGJ0AotXDTeJO4XqimTba2XnCcf8zV8aGmlmtAoMBvpqb7GEiodUXmkZZVVyYwDcHWLIFN41S/LNLVKzM60pvRtfpKqabaw8gwL3SD58Zz2XjuXi7C7h9aXGMN9N9XnkQjkGOxGrd+7k043rAXB2kPLt81OJCg7mTImADUU6NkQFWXz/cgJvnObj9BRW9nmTPwqqL7HW6g2suH2Plq5O9PfwQp5T+5wXVYkLYroSERpOdsFpsu+jSu/4pXyOX4L4tp0Y3NV2HktNrFmzhpdffhmA0aNHs2bNGvR6Pc888wyOjsbqxHKBu+qQSCSmEHn79u3ZuXMnYHzR2rJlC2B80SpX7m2ggX8CD6Un5sqVK1y7VqHpUS70lJaWxvXrxvyGn376iW7dutG6dWvS09M5edL49lxSUmIh8NS1a1dWrVoFwL59+/D29sbV1fyttGPHjiZX76pVq0y6C/Hx8SY9g6rx7MTERBYsWAAYhazuC38/9PZiilOTSV+zgIItP/6/GTCFfkEsGDqXWZIOZCvvz4AJkEqY4m00YGpCqSpG+7fC7ZET62ke3Iji4poNmLgwT0LtbecEGAywX6/AYEMCuKvLYIRq614mlZVQUqFvM4ty8iaODuh05saANSNGo7U0ht3szMvqq4reAUj9giy263xsLfYi8z/5XzIsvTEqhROhLSz1YA4m53ElzUMZAAAgAElEQVTPYPk7FQigl7qEhEHRTJzT1mJ9qV7FX057CAoMZP8n80j+ejHvPPEkE79cSHLqTSYsWsBvH3xEq8RpZmJ9VZGoFEzYPJPXuYSjuOZb17ViBQsyblPkDxL7ut3qFEVeOAoeI6L1Y7i51U/XpZzmbWJrHmSDvLw89uzZw4QJEwgKCmLevHmsW7cOvV5f59CXWCw2bfMghewaaOA/yUPpiZHL5UydOpXCwkLs7Oxo0aIFS5Ys4YknnmDEiBFotVpiYmKYNGkSEomEdevWMXXqVFQqFVKplF27dpnN9/777/PMM88gk8lwdHS06tVZtGgR48ePZ968efj4+JjyXRYsWMDYsWP57LPP6N+/v5mugZ+fH23atHkwGfYCAUpNIUV/rLv/uWqJQSBgb69JrBC0QF6PxN2qtPdyo6PWmZI8o2Gy7KfXuHr9JHJFITM+eJSBvZ9H93d1Ttrt8ySd302pRoW3VyP8/N3o0aO7aa7S0lJ+++03iouL0ev1xMbGIpPJ8PVwoH/Lu1Bm+3ivOAeSnn/C5vqI0taApZGl1+tQnT9lsfx6aCeLZUFOjlBVtkZgeUylVp4zrlX/bAUG1I5CpEUV29tJHBE3a0HZrYqkZOeCTLq5adhRqSQ8X1NGmb8Aqti7WnkrXFyuWiRGL9tZwFsDAhFrzDewM2iZHtWMb+4KAHOlYoDLyuOExcTjrgwHrY74Vq1Jy85i6OwP+enV6YQ2MnqSfEc/T+5vK9FmWZZvlxO/bwXNg2R8FvUM12sRstxwN5MAqYSRAf4o6lSOLUBREICX4wAaB9wm9fapasXlrOHp6UlkZGTNA22wceNGnnrqKZPGCmCS3l++fDlPPvkkjo6O5Ofn4+npiYuLCyUltevoXU75i9aoUaNqTBxuoIH/Nh5anZj/FpRKJVKpFIFAwNq1a1mzZo2pKkmpVBIZGcmZM2ceiGiToUxDxrOD0eVl3/dcNZEe0p7vZGM4X/Bg3uYeb+SLf54InbZ2P8drN05hb+/IitVv8vbM6dy+c9Ns/dGjRyktLaV79+4olUqWLl3Ki1NfYOZQJ6Qa2yrEpUJ7ftbmoiwrsro+xrk3nQuirK5T5t4hb91ii+WrBr/HpkIns2WjmvjjkmE+zskjkwspO8yWDYj3Id7TPJfppmMAvxeY590Md51Mkzxzefyi62cp/su8m++NyEeZ7tXHbJmHRMxoOx/KNOaeJyePbC6kbLf4Pi0au/B021sI9JbigWfzRDw+bQPTl8Ty05wLXE8uRFFUhouHhN7jmuMvCqJ1aSgKhZKlf/1JdmERzXyNSrh2IhGnFn6JTqchd/cGNNcsjaHKlNk7sarfG2wtqJ3oIUBCgDetlA6oFHX/3YrstIidb3D95hnKymqX7zV06FBiY+vvienevTszZsygT5+Ka7Zo0SIuX75Ms2bNWLlyJRKJhH79+jFnzhw2bdrEW2+9hVQq5ejRo/Tt25f58+fToUMHnJ2dTSq5GzduZNu2baxYsYJr164xduxYDAYD/fv3Z8mSJdy7Z9uIbKCB/yYeSk/MfxOnT5/mhRdewGAw4O7ubsp92bVrF+PHj2fatGkPTHVSIJbgMnQshUs/fyDzWaNMImVr75dZr/Sk7AEYMEIBTGjaGP09Lbo6dA5uGdKBvII7GARKCwOmHI1Gg8FgQKPR4ODgwLO9fZFqqi8tPe7ghrLghs31HXQdsJYLA6C8YX3ui7gB5ufKXWiHjqrnz/J8qsssz4mrztJ4uKW/QRPMQznSwGCqFpiHnN9Di8cHmnkwCjRllPkLId3ciFEU+NKkcXPu3DU3+q7fLWHYr0kcO3UeXw8HklYMMq3z0BThLHTgzO4sMm8pcHYT4+XvwLCprWgU4gJokKcUsHzePo7M/wIvV8vwkUgkwbfXaPLcdqI6ddBifTniUgWJm98lossYFkrbodDU7A3ckZHLMTsRYxsFUpZeVqciPZ3WDl1hK5oHNAfJZa7fPG+zEzqAm5tbjV2na2Lfvn0Wy8orHwFmzJhhtm7YsGEMGzbM6vaVu00PHz7c1OW5UaNGHDt2zPSi9Y/Qx2qggb9pMGL+zXTp0oVz5ywTSHv16mXSknmQOPUZSvH6H9AX1ZwbUleuRvfmm8Z9/hYgu38HnpvYjmd8A5Hfq7vYGBjA/rxFr6Fy2rVrxy+//MLXX3+NRqPh7ZfHEiyuvolljr0XyYVJNte3cYzDwUb4Qq/Xob5w2mJ5qaMr14otH64OOiFV9WINVoyYUo3leXbTWIYLqoreAUgc3RD5BqDLNnf59FVe5UvMeyNtyMhkjL0vmtIq3hhJB0Si2xYifC6+LVn7RQwvzlptcSwSg5buodG0nu+Jo4uYyyfy2LDgCi9/2YH0m3J++HgDn30+AU8PD7DRTVwgFOEV25sidy9Kdm2xOqacDgdX8XmTM3zR/l+k1CKpvFir45tbd4jzducRXJBbKd+vjrJSCZRG0apZS1SG86SlWVd67tGjR/0rDv8fsfWi1UAD/wQeysTe/2WEDg64jhr/QOdUuvmydMhHvOnWs1oF1brQytWJRNcACwG72mAwGBA5J3Hnrm2PSWpqKr6+vjz//PPMeHUyK37eSLHCdu8kYzJvic1kXoBOwh4216nz0zGoLRVbU1t3ttrgUlBqucxgRa9GpbE8HrGhDEexebKpNdE7AGm4pSfgkSNrLBJji8q0qL0tbwelCimhLSzfzJs0acL280IMWBeJe7qFkNimxgqlZm1cKcxVU5Ct5odZ53ny9XDyvS6x1/kwBpHtW5BAIMC9VQweQ5+BGsTofO5c5oPf32Koe+1bCRzPLeSr/LvoAkWIRHXXh1ErHRGo4ghvMdiiLN3d3b1eHo3MzExGjx5NSEgIYWFh9OvXj6tX69dWZMGCBbXK4Rk3bhy7d+8mOTmZAwcO0KKFURNo8eLFrFy5EjAWIWzcaAxNTpgwgUuXjKG+OXPm1OpYajuuJiofU2Xef/995s+fX+P2TzzxBDKZjC+++OKBHE9tqHod+vXrR2Fh9RpWdaWyHlBt+fzzz2ndurVJa2jatGm1DpNWZsuWLabfA8C7775rkVf67+S//zWhgTrj3G84JVtWW7yB14cTXcexxCma/AeU+wLQ08+TVnIHFMr6GUQStwtcvXbe5vo//viDixcv4uLiQu+EXrwxyIWDfzmRcruY2DbefLbmAqt3GUMkOp2By7eK2L/zRTLktudsbB+Kc4FtA0d53fq2VwMjwErXg1KFpQdCb7BSsl1qfZ9u9p4oy8xvhMUOajyV5kaBtElLi907KArp5ay0yCXZlG7dG7Pku5Wcu7ATqVTKs88+a1peotRSorFj9c5U5q0+z50sBcpSHXqDgaDhG3nnmbZcNthx7EgKbWK82PFzKsriMjZ9afRcCEUnWblCSPeSeATVCCI6B7TA7onnyf3lewxK20aKuEzN2C0fENFxJAtc4iwUkq2h1Rv44fY9Wrs50dfRi5I6lGOXoyxxxZ7uRLTKJTPvFLm52fTq1avOXhiDwcCQIUN4+umnTQm2SUlJZGVlmfSt6kJ5UUF5GXZdmTRpktXly5YtM/1/zpw5vPXWWzXOVdtx9T2m2pCZmcmRI0fMunnXhFarvW9vWtXr8Mcff9zXfA+CxYsXs2PHDo4dO4a7uzsajYbPP/8clUqFWFx7sUgwGjEDBgwwKUPPmjXr33HINmnwxDyECMRi3MY+d19z5DUK5dOh8/lEGEm+6sEZMOOaBhKcL7F4UNYWe7dLXL1mXb+lnMjISFq0aEFZWRn/6u1JYcZVrt4pIjjAqET66hMRnP5+IKe/H8hH/4qmc1t/Lgirv7H1kAzE1ru6Xq9DbaUqCeCSxNdimZ9UYpFEa5zH8jwrbTyI3excLJalCyyTMe2dvRG6WpYI97r4u8WyojItai/Lb/lIhyHMeM36m6uqVIfUV8aeRb3J/eMJfpndg3ahXqRtHM6z/VswuIkLuXdLGTChBaOmtWH2L115bXEsry2OZdrXMSQp9nHA5TgGYfW3Igc3P3xHv4DI2/J8VqXtkfV8duE7wj1q//BJKVLwRcZtigPqXo5djqLQGxdRb+I7DKhXLszevXsRi8VmD+q2bdvSpUsXDAYD06dPJyIigsjISNatM1Yh7tu3j+7duzN8+HBat27NmDFjMBgMLFq0iPT0dHr06EGPHkYP4uTJk+nQoQPh4eG89957ZvueN28esbGxxMbGmmQobHk3yt/6Z8yYgUqlom3btowZMwaAwYMH0759e8LDw1myZAmA1XE///yzqWP1c889ZxGuLN8uLCwMmUxm0q6pjcele/fuvPHGG8TGxhIaGsrBg8a8qoSEBLKzs2nbti0HDx4kKSmJ+Ph4ZDIZQ4YMoaCgwLT9W2+9Rbdu3Vi4cCGJiYlMnjyZHj16EBwczP79+xk/fjxt2rQhMTHRtF9r59fadQgKCiI319geZeXKlchkMqKiokyCqr/99htxcXFER0fTq1cvk7JyZVQqFaNHj0YmkzFq1ChUqgov8I4dO3jkkUdo164dI0aMMMuFKmf27Nl8++23uLsb7w0SiYQZM2aYpENszVH1mhw5coStW7cyffp02rZty40bN8y8dpW/66lTp+jevbvpOo4fP57u3bsTHBxs1mi5Nr+NyjQYMQ8pjj36IW7esuaBVdAJ7dje9yVeDJvI8fz6twuoir1IwNQmTbFP19e744GD+1VSrhqNha1bt/LTTz+Rn5/P119/zblz5zh79ixnz56lSZMmxMbGotdp6Z84h97TdjLnufZ4u1tWsazbnUr7PpEWjQwr4yn2x6vQ9tuJOu+uWdfocvRCERfllkZBsJP1N2Od3tITo1BbNyBdhZaho+saS2+QQCBAGtHeYnnjq8eJsPKQ35SRhcTB/LbQMqQDAl0QYrF1kblzmS44ehtDEHHh3tzLMXpLkm8UMPWT/Wz+dBBe1YixnVHs5aDryRoNGYnUFb+hkxAH1fy79rp3lfe3vsFItxKbxqc11t/JZLM+D6eA6gX1bCMgul0Uwhq+izUuXLhA+/aW1wrgl19+ISkpydQaZfr06WRkGD2tZ8+eZcGCBVy6dImbN29y+PBhXnzxRQIDA9m7dy979+4FjA+uU6dOkZyczP79+816wLm6unLixAleeOEFk7BeTXzyySdIpVKSkpJMOlrLly/n9OnTnDp1ikWLFpGXl2cx7vLly6xbt47Dhw+TlJSESCQybV9Ofn4+mzdv5uLFiyQnJzNzpmWD2OrQarWcOHGCBQsW8MEHHwDGe0ZISAhJSUl06dKFp556ik8//ZTk5GQiIyNN4wAKCwvZv38/r776KgAFBQXs2bOHL774goEDB/LKK69w8eJFzp8/T1JSks3za+06lHPx4kVmz57Nnj17OHfuHAsXLgSgc+fOHDt2jLNnzzJ69Gjmzp1r8f2+/fZbHB0dSU5O5u233+b0aWM+Xm5uLh999BG7du3izJkzdOjQgc8/Ny/0KCkpQS6X07x5c4t5q5vD2jXp2LEjgwYNYt68eSQlJRESElLra5SSksJff/3FiRMn+OCDDygrK6vVb6MqDeGkhxSBUIj7hFfIeXtKrbe51boTi1sN40qRlqqdme+HQEd7Rrr4Ia+DRkdVHD1ucjGlojPzoEGDqhkNrZv7EhzoRNKKgTbHKNVatp/M4LXJzcBGbgdAL+kwBMq6h5LSW8RYrZgJ+LsxaVWsGjE2vGBuVh7NqaqLGOwGIagiYiZt1grFkd0W4/sUnucCbcyWJa36mONXT+Dq6Mm7r/9qtk6IlJSUFI4cOQIYDSStVotWZ+CnYw4828GBH36/SO+4RtzOkjPynX388HZn2gcI8Xdoya/F59FZCZkBnFbsRuAqpHNxe6tNNcsRie3x7TuOvKO/o046bnMcgEhXxuhfPyQ8bghfeHSh0IZBWJUMVSkL79ymd4A3oUp7VFZCf7YIbOxIs2BLL9n9cujQIZ544glEIhF+fn5069aNkydP4urqSmxsLI0bG3V22rZtS1pamklsszLr169nyZIlaLVaMjIyuHTpEjKZDDDmipT/+8orr9T7OBctWsTmzZsBuHPnDteuXcPLy7xNxu7duzl9+rSp1YtKpcLX19zD5urqioODAxMmTKB///4mpeHaMnToUMCoTJyWlmaxvqioiMLCQrp16wYY29CUt4cBGDVqlNn4gQMHIhAIiIyMxM/Pz6T9Ex4eTlpaGm3btq32/Fpjz549DB8+HG9vb6BCdfnu3buMGjWKjIwMNBqNVWPjwIEDpio1mUxm2s+xY8e4dOkSnToZtak0Gg2PPGLeD62qSv1ff/3FG2+8QWFhIatXryY/P9/qHPd7TarSv39/7O3tsbe3x9fXl6ysrFr9Nqry0BoxWVlZvPLKKxw7dgwPDw8kEgmvv/46Q4YM+U8fmokVK1Zw6tQpvvrqq3/L/A5tY3GI6Yz65KFqx2mkLmxKeIVfip3RFT1YFc8YLzfiypyR59XfgHHyuM2FlOq/Q2XsxSKGRRex5mdLl8+ETw7zx9F7+Ho48Oa4SJpH+uLoWmHA7Fl/izN7jO5bvc5A1h0FT617AWykFeh1WtQXzlhddzWonTVNPDztxFgrp9ZpLR/wylItxt5D5t/F1YrBYxS9A2kViRsHd38EDlKLxOOYI+tx6zGLInXFQ9q7Q29cuw4lfY3l25/BICAy/BGCgoLYsWMHqampqNVqvv76azp37sze3Ur2H7rIuR8H8eZ3Z8grKmXqF0ZDw04k5MdVE9mZb9vwOKXYicBNSKei6GoNGaFQhHfHARS6eSHfX3N+QeTxzXzud46FHV/gXB1yu/7KyOVoHcqxBQLo2N2/1vNXJTw83OSGr0p1cl72lYxiW0q8qampzJ8/n5MnT+Lh4UFiYiJqdUXj0MoPtfo2wdy3bx+7du3i6NGjODo60r17d7N9VP4uTz/9NB9//LHNuezs7Dhx4gS7d+9m7dq1fPXVV+zZs6fWx1J+TuqrTOzkZK7rVD6fUCg0O99CoRCtVlvj+bWGrZY3U6dOZdq0aQwaNIh9+/bx/vvvW93e2rYGg4HHHnuMNWvW2Nyvq6srTk5OpKam0rx5c3r37k3v3r0ZMGCASZbC1hx1vSZ2dnYmGYKq58Pa77Y2v42qPJThJIPBwODBg+natSs3b97k9OnTrF27lrt37/7b9llT3O4/hfuzL1db2XEhdjCv9JzFhiJndA9Y9nBIIz/ayR1RK+t/bpw873Hxyv46bfNcb1fsNNYF/57u24Jt83oC8P2BLMK6mL81PzqymSlno//4EOKiw/CqJjFSZSOUBHDZ2Xp3cUe99T87rc7S4jEYwCC0DGW5lVlPcM21syytFwhFOIRZtgMQlypIsDe3eFyCZaglTuhtVOs09e1PQEAjBg0axHPPPYezszPPP/88AQEB7DiYzJZvpuDl5sCS1zuS8/toU+7R8SX9aa24RwcbzSLLOSn/i6NuSTWGlgQCIR4RnXAfNBZqEbpxz7rJzF9fZ4xrIcI6PKPLy7EvuKlxcq8+4bFNpAdePrUX3qvKo48+SmlpqakxI8DJkyfZv38/Xbt2Zd26deh0OnJycjhw4ECNInqV1XuLi4txcnLCzc2NrKws/vzzT7Ox5Tk269ats3hzrw6xWGyqaCkqKsLDwwNHR0dSUlI4duyY1XE9e/Zk48aNZGcb/0bz8/Mtkm3lcjlFRUX069ePBQsWmEI2Dwo3Nzc8PDxM+TLlbWjqS3Xn15aKcs+ePVm/fj15ecZmtfn5xma0RUVFNGrUCMBmz7/KrXAuXLhgCg3Gx8dz+PBhU16TUqm0Wt325ptvMnnyZFOVlMFgMBkZtuawdU2qU4kOCgoyhbrK2+9UR21+G1V5KI2YPXv2IJFIzBLkmjVrxtSpU9HpdEyfPp2YmBhkMplJzttW4pxer2fKlCmEh4czYMAA+vXrZ5a0NGvWLDp37syGDRtYunQpMTExREVFMWzYMFNZXWJiIpMmTaJLly6Ehoaybds203Glp6fTp08fWrZsyeuvvw7A999/b+bSXbp0KdOmTavXuRA3CcJl8BiL5cXejfl66Me869iRDPmDKZsuRyiASU2b4JUlsOgPVBecPDK4mLKn2rfQqgx8xBdfvW2l1y5Rfni62KPVw/HTqUQ84mNz7Nl92SR27WNzPYCqmiqpi6XWH2hCG04prRVPjHEDy/CTk1aJWGQ5/y299bJzabBlz6PXktP45KVRXPzsWYt1RdoyziT/wYfzhvDhvCF898NLlJWVotcLaeRrfMidO3eO4OBgiouL2bx5M/3792f3VUd0Yi+L+cqJl2fQwi3C5nqA4/LtHHM7h6EWHgGXJm3wHjUZgX3NxoNIr2XY1jnMkh/EQ1o3J/TR3EK+yb+L3kY5tr2DiJiOtn9LtUEgELB582Z27txJSEgI4eHhvP/++wQGBjJkyBBTAuijjz7K3Llz8fev3uszceJE+vbtS48ePYiKiiI6Oprw8HDGjx9vChWUU1paSlxcHAsXLqxT+fHEiRORyWSMGTOGPn36oNVqkclkvPPOO8THx1sdFxYWxkcffURCQgIymYzHHnvMlN9TTklJCQMGDEAmk9GtW7d/S0n0jz/+yPTp05HJZCQlJfHuu+/We67qzm/l61CZ8PBw3n77bbp162YqcQZj0uuIESPo0qWLKdRUlcmTJyOXy5HJZMydO9dk0Pr4+LBixQpTKXl8fDwpKSlWt+/VqxdxcXHIZDI6depEdHQ00dHRNuewdU1Gjx7NvHnziI6O5sYN8/vPe++9x0svvUSXLl0Q1SCTANTqt1GVh7LtwKJFi0hNTbX6w1+yZAnZ2dnMnDmT0tJSOnXqxIYNGzhz5gyLFy9m+/bt5ObmEhMTw/Hjxzl8+DDLly9n27ZtZGdn06ZNG5YuXcrw4cMJCgpiypQpJuMjLy/PFP+dOXMmfn5+TJ06lcTERDIzM/njjz+4ceMGPXr04Pr166xdu5ZZs2Zx9uxZ7O3tadWqFYcOHcLT0xOZTEZKSgpisZiOHTvy3Xff1bsHi16tJnPyCFPJ9aGeE1hm16ZWJah1xUMi5mmf+um/VMbJI5tLV3dUq4halVZNXRkrS2PcezvZn5RFbpEaP08p7z4TRZnWOM9zj7ciLUNO/NQdNAlz5Km3rT9QNWodc8aeJHXJj3i6WM9x0Ou13Fs2G6wI7hX4h/Bsa+sVYs+7NKJUZXnuC0p/o7DQ0pMy6/FShGX5FstXiyBPae5ddBF58Kz6XxYZMzpdGelLPzQTlzueX4KjSMTYVBUhL39vWl6an8m1H95mypQ5NBIFsWbTh1xKOYxSVYy7mx8Dez/PvdyDHDt2mAkTJrBv3z6uXLliUp52loq58lMCGKz/vsoEdmwWQZYizer6cjq6DCC2IBxBLW5RGmUhOZuXoy/Mq3EsQJFPU77s8hJn6tHzq7WbM32knshzK657l54BhMk86jxXAw00cH88tDkxlXn++ec5dOgQEomEZs2akZycbPKmFBUVce3aNZuJc4cOHWLEiBEIhUL8/f0trOnKCWAXLlxg5syZFBYWIpfL6d27t2ndyJEjEQqFtGzZkuDgYJN13LNnT9PNPywsjFu3btGkSRMeffRRtm3bRps2bSgrK7uvJnJCBwc8Jr/OpRXLWdIukTMFOptKqfdDazcnett53L8B457H5Ws762TASO1FPNGuEIGmlJ/f61rt2Dx7D8SOBgsDZu1nl7l0LBdndwmPjQmiS7jMzICZt2kDq/6uMNDqdVy+fZuknjLcJZZ/RldDrbvk3cR2Vg0YwKb6sF4gseoydRO7kYe5EVMuemenrJhr/ILP2XbiOJ52AnbGVVQPxHm6cEdZikhRyMXPJ4BAiEAowr+78Td9xiWQSAdPJoybj0JZxKy5g/nkvT3cTb/C9j1LSExMRCqV0rdvX/r27Wt2HDc0PoSIzXs+lSM2aOmPE+slXsg1to2OIyXbELgLiCkMq9GQkTi64zdiEjl/rkJ7N63asQBuObd5a8vrbO33Gj8rvLCiR2iTlCI5V4rkjGzij2eeEC9ve9pE1q/TdWZmJi+//DInT57E3t6eoKAgFixYUC9dmH836enpvPjiizbzdqpjxYoVJCQkEBgYCBgF86ZNm2bSFmmggfryUIaTwsPDOXOmItny66+/Zvfu3eTk5GAwGPjyyy9JSkoiKSmJ1NRUEhISbIYsanJUVU4AS0xM5KuvvuL8+fO89957NhPnKn+2lZQ3YcIEVqxYwQ8//MAzzzxTy29uG2lsF37pM81owPwb6OXvRY8yNxT3mRjs6FZAyo2/6pxjNKW3M3YaSz2FqhgMcExnvZw65jF/Js4x5o7cOgRPdjaPkU8fNoKkr74h6atv+PjpZ+jYNNCqAQNwxdN6GXCwi+38Go3GhhFj413DzUo4CYyid5VJ7PUY22d9hNBGyMVdV0q3t38g/JUlBI18jbt/GsXM5Fod8r8row8f/4WINl3IL0jnux9eIvGJT4iP6Wfzu/y4Kwe1pJnN9U5aBQMcGlsNiVXmsPw3Tnmk1Cq0ZCdxxG9AIvbh0TWOBRDqdQze9imzC/fg7VhHYTpg3Z1M/hQV0KmXf72SYcvF7bp3786NGze4dOkSc+bMsaoL8t9AYGBgvQwYMBox6ekVnc+XLVvWYMA08EB4KI2YRx99FLVazbfffmtaVp6f0rt3b7799ltTktnVq1dRKBQ2E+c6d+7Mpk2b0Ov1ZGVlWW3IVk5JSQkBAQGUlZVZ1LZv2LABvV7PjRs3uHnzJq1atar2O8TFxXHnzh1Wr15tKn+8X6b1bIWrw4N3vj3dNJDmeWKrAm51wdG1iGtpf9W5mmB4F188tJZxX2tccm5ErtJ6gneIzANHFzv0egPnz97m8Xhzb8r4BZ/j++QoIqY8x+p9exjgbp6rcjSvhPAdZ+lz8BLzZ71M+k5LefTGDtbLq5yR+w0AACAASURBVMFg83vrbBgxrgLz5Ws/u8y7Iw4SN2aC2fKuEZF4urgg12hJOHiJPgcv0f/QZU7kGwWshBjoa5cDwJ1ti9EUZlGac4dzs0fx5S/L2LTtU3btW8GQAdP4fcdiFMoi1mz6kLfefpWff7au4aA3wA+H7TCIbBttPqV5JLhGIqjhNnSo5FfOeFyplSEjFInx6ToUp449axxbTquz2/ns+HxiPet+O0yI9MfbS1rn7cC2uF3nzp1tCtt169aNkSNHEhoayowZM1i1ahWxsbFERkaa8hFqK87m7Oxs+v/GjRtN6xITE3nxxRfp2LEjwcHBJsMlLS2NiAij91Kn0/Haa68RGRmJTCbjyy+/BIxqrTExMURERDBx4kQMBgMbN27k1KlTjBkzhrZt26JSqcxk8tesWUNkZCQRERG88cYbZsf39ttvExUVRXx8/H+tcdfAf5aHMpwkEAjYsmULr7zyCnPnzsXHxwcnJyc+/fRTRowYQVpaGu3atcNgMODj48OWLVsYMmQIR48eJSoqCoFAYEqcGzZsGLt37yYiIoLQ0FDi4uJsdp3+8MMPiYuLo1mzZkRGRpplbLdq1Ypu3bqRlZXF4sWLcXCoORFx5MiRJCUl4eHxYGLtXk4SXu7Rkll/Xn4g8zmIhEwMbIwyXXPf7SClLiVcv73dpjfCFrIQd6JcL9WqH6Va5MCE6Su5ci4HRVEZHzx5mN7jmqP/O/m44wBjRYBOJSIhuh1OVa5RYq/HeGHAQMbOn8dfp0/x1iOW3pYYDxcWd49hXOybVqu9vOwkgKWXSSTS2/T62TJi3PTm88Q85k/nQY3ZMN96cq+zVMruET3R3rrO5WIlU87eZGWM8TvoNnzBhfN3KJMX0nryApybGROBlRk3OLNvHa8+/yPOTu6MGzWLcaMqZMUd3Qq5eHWr1f3dy1FyOLMFnX2sh5UAgpUZdPKK4VBe9ZovB0q2IPAYSnRByxpDSwKhEM/oR7Fz96boz/XURl3RJS+dNzZP5/d+0/hR5W+131VVWng7kRhv29tUE7bE7SoL25Xn53XtagyRnjt3jsuXL+Pp6UlwcDATJkzgxIkTLFy4kC+//JIFCxYAFeJsW7duZeDAgRw+fJhly5YRExNDUlISbdtaVqtVJiMjg0OHDpGSksKgQYNMHa/LWbJkCampqZw9exY7OztTZc0LL7xgSpAdN24c27ZtY/jw4Xz11VfMnz/fop9Ueno6b7zxBqdPn8bDw4OEhAS2bNnC4MGDUSgUxMfHM3v2bF5//XWWLl1aZ9G7Bh5+HkojBiAgIMDUf6Qqc+bMsdqQbN68ecybN89smVAoZP78+Tg7O5OXl2d66wEsRJQmT57M5MmTre6zU6dOFonGiYmJZm9GlauWwChwdT/CU9YYGBHArpRsjqTWLgHSFk2c7Bnm5HtfAnblSJ0VpN7bTmmp7QaN1nBxFDMsMhuBpnbVVUftXXjyzVZA9V4wXxdP1r7xpsXyrhGRpGVlUqJSEuPvYxZKei05je2ZhegMBm6GdbZZrp594wIfzhzJhKfm0z6qImdKKLIdPtPqzbP6y7VuvDwdmbi44mEUIvMgP1NFiVyB7IXJCBFgJxKxYOJzNPb2RigU4hgWTfGt6yh1egSV0n+HO5Ry++MV/HkqmXt/raDVxHmUFmRxY+X7tH7yTZo1C0FtJZdHWeROSHA4N25a7xC+/WQOrQeG4a2zXTEWLb9HgUc0Fwuqbyexv+QXBB7DaFvQolbJvq7NZdiNcCNv8wqryddVERgMDPj9M1pH9WJ+o35kK217BO2EAt7vF4a4mgaW9aU6YbuYmBgCAgIACAkJISEhATC22qisCFsbcbbqGDx4MEKhkLCwMKsekF27djFp0iRTX6Fyoba9e/cyd+5clEol+fn5hIeHM3CgbcHJkydP0r17d3x8jJVdY8aM4cCBAwwePBiJRGISVGvfvj07d+6s1flr4H+LhzKc9KAZMGCAqYfJO++8U2Np4/1SWFhIaGgoUqmUnj1r7xavLe/0aY27tG5NvioT5+3O4yJv5Pn3X5rt4KjkVuZ2s94ftWXKY/aIqkkMrUyWgzcXC87VOK6RpAXCGqJiRQoFA9zM7f8Rjb14s3UjVDo945f9wNXvZ6DKTCN1/TySPhjGhc+exaDXsfHn+YS1MpZfrlw7k+nvdmHW3MdJu5vM3LlzTQnff/zxB19++SXff/89py6lY9/jJzbtM+ollGvdCA167lwp4dU+ezh3oEIXx14q4ujKJSR99Q3LX36FCYsWmNbtuJ1Lj/0XSDx1HX8HMYOPpnBToSZ2TzKGXxehyrqFMv06ZYoiMnb9hFZZzNWNC3j7k8HM+Xyk1fMhKous1rP43Y5idJLqy4+7KfNo7FJzMuu+kk0ke9ystefP0acZvk88j9DFuvfUGi3O7WL+0bl09LQdvprQMYhWfvenzBseHm7S0KhMbYXtKguvlYuuVR1nS5wNzPP0qhMis3Y81oTa1Go1U6ZMYePGjZw/f55//etftRJ8s4VYLDbto76idQ08/DQYMbVg3759JCUlcenSJTPPSW1ZsWKFhTu2Otzd3bl69SobNmyo875qg7ezPTN7t67XtsMa+9O2RHpfAnbl2EtV3M3dgUJhuzOxLcb08MWl7FqtxhoMsF9bgKEWrRTiJI9Wu75YqUKhVpPgbf4Ai/N0ob27E8FODgz84Ed8Ow7h+o/v4t2hNy2fNapPZh/eQvuox3BxMb61PhIzmKkTvzPmDWxeZCYvHhkZaZJB//Cb7STEBJrWlWvdYDDwx/JbtGpvrssiEAjIExtFrBRqtZnHZUT3Xhwc2Ztl7UMwAKd7RrGnazjHe0QyTX+P5q3CEdqJsXN0JWjEa0R/8Cvhrywh5KVvmfW2dbGqMo2EkKA4m+dMVapj03lvENh2/IrQ01enx8MhwOaYcvaUbOC8V1qtDRl7F298Rz2PnX+jWm4BzgWZvLr5dSZK07Groo4XGehKYlxQreeyhS1xOw8PjzoL29UHPz8/Ll++jF6vN7UKqC0JCQksXrzYZFjk5+ebDBZvb2/kcrlZErAtQbS4uDj2799Pbm4uOp2ONWvW3JfoXAP/ezQYMf+jdGvpwxBZYM0D/8ZOIGBSsyZ4ZHJfAnblSBxKySjYSUmJ7caLtujQyoM2jhdqPf6icyBZiupVHwHWfXKDfs+++n/snXlcVPX+/58zw8AMIDsiqAiiuLG6ocjmjrlvqWlG7rm1fDW1bmVly01vea3MzFwzQzPNpbpqaIriLii4Y7iAGyj7OsvvD+4cQWbOHFC71W+ej4d/zJzP+ZxzRmbO+7w/7/frxYUbN2g0dgxf/+cXlv20k2U/PXB83nXiOHZKK2ytago32VkpkMtlnCvQ49QqDL1Og8qjCVa2Duh1GvLSEgnv8MCfpblfe2xtHSkqzqNDu2hsqygDN27cGLVaTUlJCb0iA3F3rpnpyMkvo0s3f+oZUZJdl/AjLSdPoO/8N2nk5kbn/3tZuK5NhXCxoJSz+cXcK9fw061cehw4S5/9aVz77p80Hf1GjafsYo2OPGfT/+/F9xtTv77pDOXp9FzOl4h3o6i0pfRTuqAy4tD9ML/mbyTV5arkQEZpY0f9gROw9q8p+mcKmV5P7M+L+eednXjaV37GdtYK3unbBkVtZH9NzW9C3O6ZZ56ptbBdXfjwww/p168f3bp1E5aopDJhwgS8vb2F8/z2229xcnJi4sSJBAYGMmjQIMH/Bh4IfhoKew14enrywQcfCIJ8bdu2ZeDAgY/tGi38/flbit1ZkEZphZbnvjnOlWzxTIiLtZKxbp4U3nn0+hcApXU5dwt3c/9+7etyXB1seLFrLvKKXEnjSxRqvim/RanGuCx2VUY4TMcrx3Q3DUB61g2eemUGeyJr3pCTc4t48cIdXOdsovDaea588zaB876l/P5t0j6ZSK+XljDIozOrN7xGYOto2gX35kpGCou/GMdXX/zEwsUz8fPzo2XLyixZZmYm3333Hck73uefi7+kb+dGDI2pLCQ9nHaX3q/s4vt9M3nrjQ20DnMjOKo+926VsOKN07y9sjcTSydxIPUM73y7nj3vf8jlrCz8PD0pL8zh10/fY9zxyxztFlgtYCl09mR821eoMBKoqq3kjLf1NJmFUzvkc+7yjyaXCGQymDdQjW35FdHPOFNdn615p9HpzS8f9HQYRZucxpKdqvV6HfeO7ab42H6Je1RS7ODG8p6v0ju8Db1aetRqXwPGNGEGDRrEtm3batTDPQ7Cw8MFs05jvP/++7z22muP/bgWLPyR/G0Ley2YR6VU8H7/Njy37jhlGuNLLa0d7emhcHpsAYyVdQX3in+tUwAjk8HkbnLk5dICGIAkG3tKi80HMHZyRzzz6mGsc8jAqH9+wN6UU+QUltAx4TSvNPei4r9dLM82cWfvnTyu5+Vz65OJyJU2NH3mH0KAoK8oJ+nrNzmqhaKi+6SdO4BCbsWBw5twqOeG3Igi96FDh7Czs0Ojr7nxvTWn8XBW42z1oHZh3fupXD6dS1FeBa+O2AlxTdGVlHHqSjrZeXlsPpjI2oQ9KBVWKPKz+Ty0aY2Mi/39m0Q7athzr+YxSzQ6cp30qIqNfz4l+Q40axrIpXTj3Uh6PazcD9Mi7JFpCo1PAjQsuUNX53b8KmIWaWB3/gbkrqNpldNQUiAjk8lx6dALhaMLBXu2StijEtv8bF4vSsKlpfhyoykMmjDPPfec0HCQnJzM9u3b6zSfFMQCGDAdxOj1evR6PXIJnlQWLPyvsWRiRMjJyREKa2/duoVCocDd3Z2MjAy8vLw4e9Z0x4VU5s+fj729PbNmzXrkuerKtjNZvPtLTZ2VXg3c8Mu3fmT9FwMKpYb88r3cuSPuhWGK53uaVoE1xi2VO5vykpHSfz3AYTx+OaY9fwzc/W2zSdfq68VlDLxYiE8VCX94IOP/4b9/RpWlq5aJmft2NwoKcnB2diUv/x5KpZLevXvj7+/P0qVLKSoqwsPNkfyCAmxtrPhiVicGRnrjM/R77uSW4O5ej+z7RVjbyBn+UksCu7hzN7MYNy81cQ6zyTiaTv935nNjzTfVApZ7yXspOrjH6HVcDOnJXKeeRrepFHIm2JnOxlhZV3Aje6tooXb3UDe6epr2nDJwyK4BJ+4dNzsOINZhDC1zvCRnZAAKb17m/o9rJalXK5v64/GvVcisTen8iJOQkMD8+fPZv796BsjgUuzm5ia0XH/zTeX/1YkTJ3jllVcoLCzEzc2N1atX4+npSUxMDKGhoZw4cYK7d++ydu1aPvjgA86cOcOIESNYsGABUKmzUlhYyM2bNxkxYgT5+floNBq++OILdu7cycKFCwkMDKRNmza89957gr9PUlISgwYNIjc3V+io/Oqrrzh37hwff/xxna7fgoUnhSXUFsHV1VVQ9p0yZQovv/yy8Prv9JQyINCLIcHV62PivBvSJMfq8QUwCi1Fmv11DmDCA1zwU0qvg6ks5r2HlADGCmt8C83XHGg15ZSeM97hNP3UFQYlnSfnVqVI3N2jP3EnaTt3kh48aTtQM7sxa8Y6POr78PGiVbRo0YKePXsKkvOjR4/GxcWFjV/+gyHRTfj05TAGRnoz5u39aHV69HrQaXR4NbUjINydgvuV2bLTiXf5aNJRwsdOYtoXnxM/Z16NjIva23Rht3/ybpo6GO9eK9XquO9o+m9CU67Er4m4C/Kvp7K5JTNfm9K58BZ+jtJqWH7J/4YLrrckjTVg79kM91HTkdnai46T2zvg9tpHdQ5gwLQmDMCpU6dYvHgxZ8+e5cqVKxw8eJCKigpmzJjB999/z4kTJxg3bhyvv/66sI+1tTX79+9nypQpDBw4kM8//5zU1FRWr14tuCIb+Pbbb+ndu7egPRMSEsKHH36IWq0mOTlZEOa8cOECY8eO5dSpU8yaNYtt27YJoqCPSzncgoXHjWU5qY5otVomTpzIoUOHaNiwIT/++CNqtZr09HSmTZvG3bt3sbW15auvvqJly5ZcvXqVcePGcffuXdzd3Vm1ahXe3t7V5jQES8XFxfj5+bFy5UqcnZ05duwY48ePx87OjoiICH7++WdSU1OJjIzk008/FTQfunTpwhdffEFQUFCtr2dWd38u3y3i0p0CJno+HgE7A3KFlhJZIjdvGVfKNUcDFzV9ml4DE0texki19+LOvaOSxsbUG4JcQrt4yd2rJp/aPwttSnajlkxqNq7a+1fWL+DmnrVoivL4vxci6ddzGk2bBFNUlMuKdbO4ePkYhUW5vPjKs6jVNsjlckpKSrh+/TrXrl2jpKSEwePfoZmXNbuPZZGdV1rNG6pUoaLb29to0c6F4Kj6AHQf0YTuI5rgqwpgUIFxawCVU31kKlv0pcbXhvqUXuZzjAu5bc66zUR7T0qKjH8WRfcb0sCjIbduZxrdDrBidx5zn2qAVbnpwEMmg55lRRTYNeGOhMLsn/PXInN9jhY50mtWVI71qT9yGtnbVqPNNqIIK5fjMnsBVp6NJM9ZWzp27EijRpXzh4SEkJGRgZOTE6mpqfTsWZkR02q11YpvBwwYACBkUgzbmjZtyvXr1wUjWoAOHTowbtw4KioqGDRokEmNmCZNmgjO03Z2do/Vv82ChSeFJYipI5cuXWLDhg189dVXPP3002zevJkxY8YwadIkli1bRvPmzTly5AhTp04lISGB6dOnM3bsWJ577jlWrlzJzJkz2bq1+pr82LFj+fTTT4mOjubNN9/k7bffZvHixTz//PMsX76c8PBw5s6dK4w3+CstXryYixcvUlZWVqcABkCpkPPPgQHs+ymTnExxbYfaIJPrqFAkkXnd/E3IGAq5jAlRWmTl5utaDJRYqUnKl7jUp5fRqrQZYL7mp/iCuM7M5WadarzXdPQDhdEXXRpRlP+gWDUq/IF5qMrxAucuPqgBCQ194P8THuDCU97GxeRU2lLi5nWkzEiNye8laeitBiAzoq8hkytQtQmh5ITxuonwQ9+ysvPrlFTUDBxLtTpyHHTYmqwHl+FSryO372w1WeRbWq4l/pQjzwTkINObDiArzSLt2WjtQlF5TSfvh/kpfw0y1zj8c+qbHWvAWu2Ax5DJ3N39HRW/X6y2zXHsVNTtwyXPZYo2bdqY9B0y5p+m1+tp06YNSUlJovuI6cAYiIqKYv/+/ezcuZNnn32W2bNnM3bs2BpzVvWBg8rfl/fff5+WLVtasjAW/rT8fdZE/mB8fX2FJ5p27dqRkZFBYWEhhw4dYvjw4YSEhDB58mRu3qxcPklKSuKZZ54BKuW4ExMTq82Xl5dHbm6uoJHw3HPPsX//fnJzcykoKCA8vPKH1DAHwPDhw9mxYwcVFRWsXLmyTho2VXGztyE62hMrq0dvHwWQyXTorI9y7bp4N4oY43u5oiqvXQB0yNrO6E3dGJ3q9anm+GwKraacsnPi9TjnnZua3CaXQUmh6doLnciNvLRcPCfmaGOilkemp8TO+CYAdVPTSzXqwvt0szcdzG7OuoXazkg18n8pKahH82biqrDnruaTWmjeBNBeU0g/dWOs5NKWc3bmr+aya7aksQYUShvqx45BFfIgELWN6YPD8LhazWMKU5owv/32m9HxLVq04O7du0IQU1FRQVqa8UDWHFevXqV+/fpMnDiR8ePHC+a4SqVSWC4yxpPwb7Ng4XFjCWLqiLGnJ51Oh5OTk1A3k5yczLlzxn2KpLreitVd29ra0rNnT3788Uc2btxYLcCpK+4eamJ6SxcFM40e1CfIuHrR/FATdA91w1suvQ4G4KbanbMSlHkNtNVIczwuuZ0BOvEC0DSdaX0THzs1OhE/Hp3O9M2kpEz8uI5KB5Pbsq3um9ymdm0ICtOBSI9zP5vcVqbVk+0gvrynK2lZ4+n+YeJ/u0OhdTPRMQD1S3Po7RgEEkt3t+evJN21dh1wcrkCt/C+2Mc8hXXrYFxeeqNW+4thShPGy8u4VpO1tTXff/89c+bMITg4mJCQELPdRqbYt28fISEhhIaGsnnzZl588UUAJk2aRFBQEKNHjza579NPP02XLl0em3+bBQuPG0sQ8xhxcHDA19dXUNrV6/WkpFTeUMPDw4XWyvXr1xMREVFtX0dHR5ydnTlw4AAA69atIzo6GmdnZ+rVq8fhw4cBavhBTZgwgZkzZ9KhQwfBv+RR8fN3oEO4uEy8GHq9HoV9Mld+r7vRZOP6dsQ0uoIkZ8f/otPL+K0iR/I+Abbh2BRIs04ovpAsvt3Bld/zTc/lbSfudKzRmtZEKTYXxIhkKK5qL5vcJlcosWlhus6hyfmDtHIyveL8Q9Yt1Hamt2srlPg2Fi/yBVixV4vOynQgZqBp8U3CXTuYHWdgW/7XXHE1vwRVFZlMjnOHntR/ewkypXWt9oXKB5qQkBACAgIYPnw4xcUPao68vLzYuHEj6enppKWlsXPnTtavX8/8+fOFMZ999hlxcXGsXr2aFStWsH//fl544QXmzJnDxIkTgcqgxGCkGBMTU01jZt++fYSFhRESEoKPjw/9+/dn4MCBpKamcurUKQ4cOCAoQ//zn//k3LlzrF+/noCAAFJTaz4wJCYmMnHiRHJzc1m6dKnwflZWVq1UyC1YeFJYgpjHzPr16/n6668JDg6mTZs2/PjjjwAsWbKEVatWERQUxLp16/j3v/9dY981a9Ywe/ZsgoKCSE5OFtxgv/76ayZNmkTnzp3R6/XVXLTbtWuHg4PDY1+zbhvmTuuguj19WTumcjndfAutyf2t5DwfXopMWzs7gtR6ntwtuiZ5fGeZNHlzbUUZZRfEM0LpLSMRMz72MNPZotWaXtIqKhUPYox1PRk4V3pMNKRTNxcv1uwjUltUptVz10H83Irue+Hl5S06JjuvlN0Z3kjJsrQrzKKVs/gyVVV+zF9Bhqt0XSGsldChLTJb8QySKQwdP6mpqVhbW7Ns2bI6zVOVKVOmGK1hkXIOLi4ufP7557U+5sP+bQ8HMV5eXiZrfCxY+COxBDESmT9/vqDl4uPjU+2pZdasWcLTlK+vL7/88gspKSmcPXtWCER8fHxISEjg9OnT/Prrr0JnUtV5Q0JCOHz4MKdPn2br1q1CCrdNmzacPn2apKQkHB0dq9nZZ2VlodPpBDfbx0lEtwb4NqudyZ2N41kuXhJ3IzbHpN7OWJfXrpOpWGHL4TzpNQNNbFpjlyvN/6n4TobZpaSLDcRrO5xFfIMANFrTWZyiEvFskaPOdBanSJuL1tZ0RkHt4VPZBmSCjkkbcLAxHSRtzryF2l782pxUHcxKEhw4nUOmXlo7ddfiezSs11zSWIAt+cu56ppnfqBCAe3bgpklMKlERkZy+fJlMjIyCAgIEN5ftGhRtezLN998Q3h4OAEBARw9WrOjbv78+SxatAiAy5cv06NHD0GiPz09XfQcOnfuTGbmgy6xhQsX0qFDB4KCgnjrrbdqjC8sLKR79+5069YNGxsbxowZA8DcuXNJT08nJCSE2bNnV7um0tJSnn/+eQIDAwkNDRXctFevXs2QIUOIjY2lefPmvPrqq0Blp1VcXBwBAQEEBgYKWjQWLNQFSxDzF2Dnzp1CivrAgQP84x+VHS9r164lLCyM995774no1shkMrr3aYhXY3EpfgNqp4ucvyhNnMwUfTq600BfuzoYgEPWaso00jM3MdZPSRZGKzkvvpQEkKYQF8qz0YofTaMxVxNjen8HjQkJ3f+SrzJdoGulVKH0Ne0ebV1SRE+1aX+rCp2eO/XEA7ySIjv8m7UVHQOwYvd9KqzN+3lVmkWCk0p6K/UP+V9yzVXEp0sug7Yh4OQkeU4xNBoNP//8s6S25KKiIg4dOsTSpUsZN26c6NjRo0czbdo0UlJSOHTokKjnkVar5ddffxXasXft2sWlS5c4evQoycnJnDhxoob4nkqlYsuWLZw8eZK9e/fyf//3f+j1ej788EP8/PxITk5m4cKF1fYxZHrOnDnDhg0beO655wQzyOTkZOLj4zlz5gzx8fFcv36d5ORkMjMzSU1N5cyZM5bOJwuPhCWI+QswYsQIIT28c+dO3N0r61XGjh3L9evXBbfjJ4HCSk7sAG/qNxCv6bB1vsLZC4cf6VjNGtYj3KP2hcBZanfO5UpX8nWzaoTzfdPZhapoNaWUXRQPqjRKa84ViNfhyMx0GGkqxDuk9HLT2ZR65QUoZMbF6QCyZKb1WgBsWwSLbu+eIi7P/4OEbIymqAX16oln9So0OtYft0cvoQtJrS2hn9IdGytxobqqbM5fxnVXI11rMhmEBIO7m+S5TFFSUkJISAjt27fH29ub8ePHm93H0PkTFRVFfn4+ubnGl78KCgrIzMxk8ODBQGXAUdU09OFzcHV15d69e4LWzK5du9i1axehoaG0bduW8+fPc+lSdSd4vV7Pa6+9RlBQED169CAzM5Pbt43o51QhMTGRZ599FoCWLVvSpEkTLl6s/B53794dR0dHVCoVrVu35urVqzRt2pQrV64wY8YMfvnlFxwczNdDWbBgCksQY8EsSms5Tw32xsXN+M3FzvkaaecTjW6TispawegOBci0tdOo0ell/FaeTW0KgHvYDkYm0W2j+FYG6MS7cK77dzbpPWWgtFDczLBCY6bNWySIkcmgnqk2a+BSuXiAp/b0Fd3e4PcU2jqbDvoqszHi16fVKGjS0LzeyuUbBSTnmlYTropzeS5P1WuBXCYtIAX4Pn8pma4PZeyCAqBB3UwdH8ZQj5KcnMynn36KtbU1VlZW6Kr8DRmyFAYe7lQ01bko1SHGcA5Xr16lvLxcyJTo9XrmzZsnnN/ly5drBFnr16/n7t27nDhxguTkZDw8PGqcb23Oy1gXp7OzMykpKcTExPD5558zYcIESddlwYIxLEGMBUnYqBT0G9oEZ9fqgYyd8w3SLhjXuqgNU3o7oCyvvSXBGXsvsouvSx5v3onYYQAAIABJREFUp3CiQZ70p/eS8+brey40Fi809VRbo6kQvwGVl4sHMTqRIAbA0dr0MkhGyVn0VqYzJUq1g1lF2t7Zxv2iDGzOvI1tPfFsTNF9Dxo18hEdA7A58Q55StNLXFVpVHybGOf25gdWYWP+52S5/ncJLjAAGppfwnoUPDw8uHPnDjk5OZSVldVwrI6PjwcqMxqOjo7VCver4uDgQKNGjQSRzLKysmrdTw/j6OjIkiVLWLRoERUVFfTu3ZuVK1dSWFiZjcrMzOTOnTvV9snLy6N+/foolUr27t3L1auVGk316tWjoMC44GRUVJRgXXDx4kWuXbtGixYtTJ5XdnY2Op2OoUOH8u677wq6NRYs1AVLEFMH7O2l3wQfJ1WL6Y4fP87MmTP/0OOrba3oP7yJkJGxc75F2oW9kp8QTTEovD5u2tqbaRYr7DicX7v6mR52w5BppBX0aitKKbtk/rzO24rr6vjamy8UFRMdA9BjerkIwNFKpG7JjOgdgLq1uF5O6OFNuKpNBykanZ6bduLZGIB6yvYoRLRpDCz/tRSdUlp3XJuiTEJdjPsSmWJj/lJyQxpD48ehiSSOUqnkzTffJCwsjH79+tGyZfVMk7OzM+Hh4UyZMoWvv/7axCyVrFu3jiVLlhAUFER4eDi3bon7RYWGhhIcHMx3331Hr169eOaZZ+jcuTOBgYEMGzasRmAyevRojh8/Tvv27Vm/fr1wrq6urnTp0oWAgABmz55dbZ+pU6ei1WoJDAxkxIgRrF69uloG5mEyMzOJiYkhJCSEuLg4PvjgA9FrsGBBDIuLdR0wuMM+ClqtVtKPeVUyMjLo16+fUT2HP5LSUi27fj7B4WNbq6XJ60KrJg48E/g7Mp151dyH2a125XyudGE7JTZMlc1CXi5NG6bgxjlyf/zG7LgJfT7mXonpG/jQRg1wFrnXyORartxcL3qMNwZbYVNmOuN0ys6LRBGvqKEOL+CdY7ompawwhztrxB2Kv+//Gt8WmM74WMllTHVsSHGBeDDzsMWCKcJau9Df5yxSlgr1etipduD3PPNBp0wmp3ebV2nladyp2xwKhaJawe7IkSOr2YFApV7LokWLamRdHoV9+/ZhbW0tqHcvW7YMW1tbye3Xq1evZvbs2TRsWBm4BQUFsXbtWt58802ioqLo0aOH0f3MbX8UJkyYwCuvvELr1tW7+3bs2MEbb7yBTqejoqKCF198kcmTJz/y8TIyMjh06NBjEQa18OfAkompI3q9ntmzZwttgoaU8L59++jXr58wbvr06axevRqobLN+5513iIiIYNOmTcTExDBnzhw6duyIv7+/IHSXkZFBZGQkbdu2pW3btkaVOqse57fffiMkJERQ5SwoKGDfvn1ER0fz9NNP4+/vz9y5c1m/fj0dO3YkMDDQbGumGCqVgl59gmjcuHGd5wCwU1sxMvR+nQKYTFX9WgUwADEOQyQHMADFZ82nue94txENYACc5eLLLAor84GgTi8+h6OZZxEx0TsAaztn5E7iYoldT36PXKTJSmo2prygGY6O5ruAjpy9x1VtgNlxUFkX1Ku8FDdb8b9JhUzJU4H/qHMAA9XrXpKTk2sEME+Kffv2VfstqK1+DDxoEkhOTmbt2rUAvPPOO6IBirntj8KKFStqBDAVFRVMmjSJ7du3k5KSwqlTp4iJiXnkY2k0GjIyMvj2228feS4Lfx4sQUwd+eGHHwRr+z179jB79mzBJ0kMlUpFYmIiI0eOBCq/WEePHmXx4sW8/fbbANSvX5/du3dz8uRJ4uPjzS4bLVq0iM8//5zk5GQOHDiAWl3ZSZSSksK///1vzpw5w7p167h48SJHjx5lwoQJfPrpp490/SqVivHjx9O8uXS9joeZ2ssWRfkd8wMfQoec/RW13E8vo1WJn+ThmopSyi+bVxy+5FfT9PFhbPXiXzOFwvzylkYvnrVz0JaJbjcneieTyVEHiC/JuGZepJOzeKv4Fgm1MTqdgsae5pV8AVbtyaHMRlqwbK0rp7/MDjtr48tQSoWKgaEL8PeQJnJYW3755RdatmxJREQEP/zwg/B+VZ0XgICAADIyMoBKmYSgoCCCg4OFDp/t27cTFhZGaGgoPXr04Pbt22RkZLBs2TI++eQTQkJCOHDgQLV509PTiY2NpV27dkRGRnL+/HnJ5x0XF8f333/P8ePHhYehwMBAocDYsB0q/Z7Cw8MJDg6mY8eOFBQUSHroKioqom/fvgQHBxMQECA89MXExHD8eHVZhoKCAjQajeDEbWNjI9TYxMXFMWXKFCIjI/H39xcyXWJaNcOHD6d///706tWLuXPncuDAAUJCQiz6NH8TLC7WdSQxMZFRo0ahUCjw8PAgOjqaY8eOmW0XHDFiRLXXQ4YMAR6YSELlk8j06dNJTk5GoVAI7Yqm6NKlC6+88gqjR49myJAhNGpUWaTZoUMHQUfCz89PEMQLDAwUvuSPgrW1Nc899xybNm0S7BWkMiK6Po4VtdvHwGl7T7JzzC9HVCW8Xl8U96VnfEpuXqlcozDDeSdfMG1PBIC8zEz7tVxKEGMmE2PG5dsgeidmdqn2bkERu0Xn6ZWZxCG16cBNo9eTZafByYzpeNF9d5p4N+PqNfEMkUarZ91hFePbqyR1rtlrCumrbsIPmmI0ugeBnVrpyKDQ92ngKK3zSQxDC7OBefPmMXDgQCZOnEhCQgLNmjWr8T03RlpaGu+99x4HDx7Ezc2Ne/cqLRIiIiI4fPgwMpmMFStW8NFHH/Gvf/2LKVOmYG9vL4hj/vrrr8JckyZNYtmyZTRv3pwjR44wdepUEhISahwzPj5eMJ998cUXq2m0tG/fnuTkSk2k2bNnExsbW23f8vJyRowYQXx8PB06dCA/Px+1Wi08dKlUKi5dusSoUaNqBCa//PILXl5e7Ny5E6gsIDaFi4sLAwYMoEmTJnTv3p1+/foxatQoQQsrIyOD3377jfT0dLp27crly5eradWcP3+eXr16Cb+bSUlJnD59GhcXlyeyzGfhf4sliKkjpkqJzLVTPmyIZyiAM7QfAnzyySd4eHiQkpKCTqdDpVKJnsvcuXPp27cvP/30E506dWLPnj3V5gaQy+XCa7lcLhzrUbGysmLkyJE4OTmZdOR9mNDmzgTap9WmK1qgyMqWI7m1tzQI1YQA0oOY4nPSOibStHaA+BJVRbF4kCIpiNGJZ3OU+gpslU4UV5iW2M9XleJSbHoelZMHMrUt+hLTHS8Bx37E86lIbhaavuatmbeZ6tyQ4nzxvzG1PBQrqwyzf4sZNws5mt2CMGdpQa9HaTY9nYL5+d4xQI+j2pPBoR/gbPdoy58GDMtJVUlOTsbX11fITI4ZM4bly5eLzpOQkMCwYcNwc6vUpzF4n924cYMRI0Zw8+ZNysvLBa8jUxQWFnLo0KFqelFlZcYzcyNGjOCzzz4TnW/jxo2cPHmSXbt2VXv/woULeHp60qFDpX+V4YGtqKjI7ENXYGAgs2bNYs6cOfTr14/IyEjRc1ixYgVnzpxhz549LFq0iN27dwvL8k8//TRyuZzmzZvTtGlTzp8/T2JiIjNmzABqatX07NnzsfnKWfjzYVlOqiNRUVHEx8ej1Wq5e/cu+/fvp2PHjjRp0oSzZ89SVlZGXl5etaclqeTl5eHp6YlcLmfdunVoteI3ufT0dAIDA5kzZw7t27evVSr5cSCTyejTpw+DBg0yqxzsaK9kcOtboK9bEHVQqaJcK65Q+zBBdpFYF0gPYDTlJZSnm/8Mi5w8uCpi+gjgqLSirFS85kUuIYipMBPEADjaiP9QmxO9k8nkqNqIK+vKdVpi9eLzaPR6btiarz0qK1Hj7yfN0HF70h3uW0nPojQryqKzSwc8HVszsuNnjy2AEcOUvoupBxu9Xm90nxkzZjB9+nTOnDnDl19+aVanRafT4eTkVK1O59y5upmvpqWl8dZbb/Hdd9/VaDwwdb5VH7qOHz9uVC7A39+fEydOEBgYyLx583jnnXfMnktgYCAvv/wyu3fvZvPmzcL7xnR1xPpTzDmpW/hrYwliaolGo8HGxobBgwcLa9ndunXjo48+okGDBjRu3Jinn35asLgPDRVvXTXG1KlTWbNmDZ06deLixYtmv4SLFy8mICCA4OBg1Go1ffr0qevlPRKdOnXi+eefN5k5ksnghR7WyCtq5yxsIFNdnwu1UOYVzksfYX5QFYolLiVdbhlhNpnkV0+CZYPMfEBXYca2AMDRSlwR15zoHYDat5XZMdFH4rESq/AFtmXewc7BfKK3LN8PZ2dpT8nL9xSjVYrbO1Slg603w9r9C1sRDZ3HRcuWLfn999+FgvkNGzYI23x8fAQtlJMnT/L7778DlWq2GzduJCcnB0BYTsrLyxM6iNasWSPMY0qrxcHBAV9fXzZt2gRUBhu1Xd41HHfkyJGsXbtWUAV/+BqzsrI4duwY8KB2RcpDV1ZWFra2towZM4ZZs2aJasMUFhayb98+4XVycjJNmjQRXm/atAmdTkd6ejpXrlyhRYsWkrVqxPRuLPw1sSwn1ZK0tDT8/PyQyWQsXLiwho8IwEcffcRHH31U431DzYuBql9UNzc3YXvz5s05ffrBDcego1DVeDImJkao2DdWpFt1+8PHenjb46R58+ZCEGb4cTbwbLf62JfXrQ5Gh5zf6lAE7KsKxDZPmi6MgRKJS0kX6rcEETsegEZqldkxUoKYcq0MEbNqABzMCOJVit4NRCayfKN2bQhWViAyxiH7OlFOWhLumX4G0uj1XFNX4JovHuzodHIa1u/M/fs7RccBFBRXsO2cB4Ob54Je7P9UhtxnCHLvAWbnrAsP18TExsby4Ycfsnz5cvr27YubmxsRERHCd3Xo0KGsXbuWkJAQOnTogL9/pZBfmzZteP3114mOjkahUBAaGsrq1auZP38+w4cPp2HDhnTq1EkIevr378+wYcP48ccfa3zn169fzwsvvMCCBQuoqKhg5MiRBAeL20k8zNatW7l69SoTJ04U3qu6bGZtbU18fDwzZsygpKQEtVrNnj17mDp1KkOHDmXTpk107drV6EPXmTNnmD17NnK5HKVSyRdffGHyPPR6PR999BGTJ09GrVZjZ2cnLCUBtGjRgujoaG7fvs2yZctQqVRMnTqVKVOmEBgYiJWVlUmtmqCgIKysrAgODiYuLo6XX365Vp+RhT8fFp2YWrBs2TKWLFnC4sWLn4hr9N+J4uJi4uPjuXDhAgBhrVzo3/S8mZuPaU7ZNSTxXu2KeQHi7GfjfF+q1SNoyou5+dV7ksbOH/wxp++LByDPN2mIIlP8mm2dr5N2XrzQemRMfQJsxQPA83Ze7BbRigGYbPsatnni53xn32bK0sQDuQuhscxz7CY6Ri6DGS6NKDJzPAC9+ggZGRfMjgN4vqc7fkoTWSUrW+QtJiN3FVdRFsOgA6PRaGjVqhVr1qwx6lFkICYmhkWLFlVzl4fKzpjjx4/z2Wef1VrTBWDLli0MGTKEc+fO1RDIMxAXF0e/fv0YNmyYpDmzsrKYOXOm0G1kiqeeeopvv/0WJxOGmIsXL2bSpEmin4sxVq9eTa9evfDyqlRJNqUTY4raXq+Fvz+W5aRaMGXKFM6ePWsJYCRga2tLXFwcPXr0oL6Lmr7+N+ocwBRa2XE0r/bLSPWV3jjl1u5PvDjriqRxFdZqzuebvx47M63RlZi/yZdJkLdx0JkflG1lfilP3dy8NkuLU7/g4yCuIqzTwzW1NF0eG30w1tbimSQDa/bcpdS6Sc0Ndo1RhM5/pAAGHhTupqamYm1tzbJlyx5pPqibpsuGDRuIiIjgu+++e+TjG/Dy8jIbwAD89NNPJgMYqAxiTFkeiNXwrV69mqysLOG1MZ0YCxZqgyWIsfDEkMlk9OjRg6njnkZel1ak/3JQaU25tqTW+3VXSTd6NCC1K+lay86Ua83PrZRwD9fpJRTBSqiDdqwoMjvGnOgdgG39JpUFTGboU2Y+4Psx8zZ2juLBDkB5qYpmTTuaHQeVwdGqg1boFQ+yADKPCBQhbyJTPx4jRwORkZFcvny5muUHVGozzZ8/X3j9zTffEB4eTkBAAEeP1syGVdV0uXz5Mj169CA4OJi2bdsaFZ4sLCzk4MGDfP3119WCGL1ez/Tp02ndujV9+/at5n3k4+PDa6+9RufOnWnfvj0nT56kd+/e+Pn5CYFY1etYvXo1Q4YMITY2lubNm/Pqq69Wmys7O9uovsuSJUvIysqia9eudO3aFahUMTdYKyQlJfHOO+/QoUMHAgICmDRpEnq9XtCiGT16NCEhIZSUlFTTidmwYQOBgYEEBAQwZ84c4Vzs7e15/fXXCQ4O5vz582Y7myz8/4UliPkL8LBX0+rVq5k+fTpQucRlUN40xsMqn/8LVG6tULR9F5mj+aLRh7mh9uBiHVqq6ymc8cirXapbU15MxRVpSxoXG0mrNzDXXg2g10nIxJSbV/W10xSjVIi3458rERe9A1AoVVg3NW3gZ6BL0gZUVuI/ITo9ZKjEhfgMlOb64Opas6DUGJl3izl4qxkoVMhbTELRYiIyhbRMjlQ0Gg0///xzNYsBUxQVFXHo0CGWLl3KuHHjRMeOHj2aadOmkZKSwqFDhwQtp6ps3bqV2NhY/P39cXFxEQpht2zZwoULFzhz5gxfffVVje9248aNSUpKIjIyUhCpO3z4MG+++abRc0lOTiY+Pp4zZ84QHx/P9evVrS0M+i4pKSmkpqYSGxvLzJkz8fLyYu/evYLeVFFREQEBARw5coSIiAimT5/OsWPHSE1NpaSkhB07djBs2DDBkyk5OVkQ5YTKZa45c+aQkJBAcnIyx44dE4wui4qK6NSpEykpKURFRfHVV1+Z+d+w8P8TliDmL465NHVdgpjHpSFTFZmNE/KgV5E3GQIyaZ5RWuT8ViZucGeKHnbDkZlpTX+Y4kzpVgxnVTVvPA+jtpJTWmT+HKRkYoolBDEADjZuotuLdHlobc3f7NUtzAdptvnZxNQzH6Bsz7ojKRuj18vxdDWvgGwg9aYNmqAFyD26SN5HCobC3fbt2+Pt7c348ePN7jNq1CigUnohPz+f3Fzjej0FBQVkZmYyePBgoFL52lhdyYYNGwRV75EjRwrdTvv37xdENr28vOjWrXpd0oABlcXMgYGBhIWFUa9ePdzd3VGpVEbPqXv37jg6OqJSqWjdurXgWm0gMDCQPXv2MGfOHA4cOGDSYVuhUDB06FDh9d69ewkLCyMwMJCEhATS0tKM7mfg2LFjxMTE4O7ujpWVFaNHj2b//v1AZUGxwWKlqiioBQtg6U76yzN//nxBxXPJkiUsW7YMKysrWrduzYcffsiyZctQKBR88803fPrpp3h7ezNu3Dju3r2Lu7s7q1atwtvbm7i4OFxcXDh16hQhISHs2LGDQ4cO4e7ujk6nw9/fn8OHDwvCXHVBJpMjazIQmUsQ2gvLoThLdHyKXQPumSlUNYa1TIV3gTvmROgepvjscfOD/ktasRXmalma2tuCBJ9QrYRMTGm5tGUxR6UjOdwQHWNO9A5A7emLaU3VB/S6+Au/uPcXHaPTw++qMurnmX9mKspzxq9pa9KvmDZylMvlxMTE0L1791qbqErBmJidORFLY9olxpDSR5GTk0NCQgKpqanIZDK0Wi0ymUzoeDQ1N1BN0PJhsUtjDydVx1QV3DRg0Hf56aefmDdvHr169TKa1VGpVML/RWlpKVOnTuX48eM0btyY+fPnm9W6EftclEqlcM3GztHC/99YMjF/AQxPhoZ/plLDH374IadOneL06dMsW7YMHx8fpkyZwssvv0xycjKRkZFMnz6dsWPHcvr0aUaPHl3Nl+nixYvs2bOHTz75hDFjxgi6C3v27CE4OPiRApiqyOr5omj7NrKGsYDxH+RCK3uO5tV+GQmga72htTJ6BKgoK6Iiw3y9CMAt32ByS83/kDZWiy/tGNBqJWRiyqRllRzNLCeBedE7AKWqHlZe3mbH+aQdoIWT+SzL9sw72EkYB6CoCDLaHguVvmIvvPACvXr1eiIBjCk8PDy4c+cOOTk5lJWV1ZCtN3gBJSYm4ujoaDJj4eDgQKNGjYSlkrKyshoFst9//z1jx47l6tWrZGRkcP36dXx9fUlMTCQqKorvvvsOrVbLzZs3H4t9iBim9F3E9FYMAYubmxuFhYXVColN7RcWFsZvv/1GdnY2Wq2WDRs2EB39ZDyuLPy9sGRi/gI8/GRoaN18GIPA3qBBgxg0aJDRuZKSkgRzumeffbZaMd/w4cOFG8O4ceMYOHAgL730EitXrqzmsfI4kMmtUfiNQu/WHu3FFVBSfdko0UpJRR2KeWV6OS2KfamNxQBASZa0AAbgUtOOICGmcFdaA+aXgTQa8+daXCotiHGQmf9KXyo/TQDmFWzVrUIoyLpmdlyfgnNcoJnoGD1wxboUD3NiN0BFuTXNfDuRdv6BjYVcLicqKoru3bujVEoLhkxhaKE2sHXrVrKzs1m7di1Lliwxuo9SqRQKV319fWu0PDs7OxMeHk5+fj4rV64U3r9y5Qpnz1bPKq1bt47Jkyfz5ptvolQq2bRpE02bNhW2f/LJJ9y8eZMjR45QUVFBq1at6N+/P99++y1Lly4lISGBwMBA/P3963yjX7ZsGSdOnDAZLBowpe8yadIk+vTpg6enZ41AysnJiYkTJxIYGIiPj49gUwAPDBzVajVJSUnC+56ennzwwQd07doVvV7PU089xcCBA+t0bRb+/8KiE/MXwN7ensLCB+sSVfUnqi4nabVa9u/fz7Zt2/jpp59IS0tjwYIF1Uzj3NzcuHnzJkqlkoqKCry8vLh7965R/YU+ffowe/Zsxo8fz+XLl5/Yk69eW47u2jb0N34GvYYbag+25J6o01wR9QbQ4V7tTf5u7VhJxVVpNTHLh7zHL/fM30ineTemLMt8lqVE9iu3bolnR1wdbHg5IsPsXFdtG7DtvpllMb2Ml5gnKnoHUFaYw501H5s9Zrm6HhMi51NYbsYjCnjRrTGFuVKyZDoKdbu5e/c2DRs2ZMiQIYKK7aPy8PfpSVIXXZOq32+AZ555hp49ez72BwkLFv4OWJaT/ibodDquX79O165d+eijj8jNzaWwsLBG+jY8PFxo2Vy/fj0REaYl+SdMmMCYMWN4+umnn2jqXqawRuE7DEW7d9E5tWFf2c06zxVcHlTrfSrKCiUHMABnK6R1PSk10kT2NBXmMzGFJdLqABw0ErJXMj0lEuxkrO1ckDuZl/m3Limgh615KXc9cNnavBN1JXIauoczYMAApk2b9tgCGFPs27dPKB6dP38+48aNIyYmhqZNm1bLzgwaNIh27drRpk2bagaPVduAO3XqxO3btzl06BDbtm1j9uzZhISEkJ6eTnp6OrGxsbRr147IyEizPmcajYaioiKcnZ0B2L59O2FhYYSGhtKjRw9u375t9pzXrl0rWKQ8++yzwnhDy7cFC39lLEHM3wStVsuYMWMIDAwkNDSUl19+GScnJ/r378+WLVsICQnhwIEDLFmyhFWrVhEUFMS6dev497//bXLOAQMGUFhY+Ic9AcpsvbAOepXOzcZhbyOt1bYqwbbRWBfWbhkJoDhT+lJSgasX1wqk1dvozBg/GqjQSNCJqdAi5evqUF6ITMI4KaJ3MpkMdWA7s+MAepzZLmnczqy72Dubz2L5t3ZkwNB2hIeHmzUVrS1Va8wMXUIPc/78ef7zn/9w9OhR3n77bSoqKv+PVq5cyYkTJzh+/DhLliwRrDWMtQGHh1cGYQsXLiQ5ORk/Pz8mTZrEp59+yokTJ1i0aBFTp041evz4+HhCQkJo2LAh9+7do3//yuLpiIgIDh8+zKlTpxg5cmQ1exNj55yWlsZ7771HQkICKSkpot93Cxb+ilhqYv4CPJz6jouLIy4uDqCa4FZiYmKNff39/av5MAEkJCTUGFfVm8RASkoKwcHBJiXPnxQtGnSlqXsnjv7+LSeufo9WJy0w6UQXpKjfPkxJqvSlq8stpQltWclklBZKOxdjrr/G0CuskWnFMxkKtNjbuFBQli067qr2Mt6IO1YDqL1bUMQus+O80k8QHPQMKffFl5T0wCVlKZ4mamM8PNV0jvbAw7N2Gj+1wVj30cP07dsXGxsbbGxsqF+/Prdv36ZRo0YsWbKELVu2AHD9+nUuXbqEq6trjTbg3bt315izsLCQQ4cOMXz4cOG9sjLjLeojRozgs88+Q6/XM23aNBYuXMjcuXO5ceMGI0aM4ObNm5SXl+Pr6yt6zgkJCQwbNkwoyndxkWa2acHCXwVLJsaCUcaNG0f//v0F88k/GqVCTZdm43m+yxpae/U2m13wUwejluDR8zAVpYVUXJdmNQBwwc1f0rgm9mp00hIxVEhYTgLQy6SJuTlam79RSRG9A1A5uiOzlbD2BMTek2bu+ZORbIyDkzU9+jZi0EjfJxrASMVY6/G+ffvYs2cPSUlJpKSkEBoaKnTiSGkD1ul0ODk5kZycLPw7d+6c6HnIZDL69+8vaKbMmDGD6dOnc+bMGb788stqrcvGzlmv14u2ZFuw8FfHEsT8wSgUCkJCQggICGD48OEm/UdM8eabb7Jnzx6T26uq+UrFIDFuICEhAScnJ7KyskRrZqScz6NST1Wf3m1eZUzn5fi5h5scF6XobaJZW5zizEu1Gp8mc5Y0romttPZqmUwnWfdCb8al2oCjlfmgQ6ronUymQNXGfMYGoO2hjTirzSd39cBFZeXN19bWii5dG/D0WD/8/B0kHcccDytcPy7y8vJwdnbG1taW8+fPc/jwYbP7VK1Jc3BwwNfXl02bNgGV2igpKeYDv8TERPz8/IRzMNQHrVmzxuy+3bt3Z+PGjcKy17175pcRLVj4K2EJYv5gHtVc7p133qFHjx5P6Owq6datGx9//LGkJ7g/4nwA3Ow1Mq6gAAAgAElEQVR9GRDyLqM6fo63S/U6jQbWPjjm1u1pszhVusBdhY0dFwuktTp7WIu3rhqQW0lXFdYhrbXYQSZtXJ5KWgu7ra80uwhlRSm9lTmSxh7OzSOsa31GjW9GQIgLCsWfP1sQGxuLRqMhKCiIN954g06dzKsLjxw5koULFxIaGkp6ejrr16/n66+/Jjg4mDZt2vDjjz8a3c9QExMUFMSpU6d44403gMrl4+HDhxMZGSlJt6lNmza8/vrrREdHExwczCuvvFK7i7Zg4U+OpcX6D6Zqe+eyZcs4ffo0Cxcu5Omnn+bGjRtotVreeOMN/Pz8mDBhAlBZtJuamoper6/Wsnns2DFefPFFioqKsLGx4ddff2Xz5s1s27aN4uJi0tPTGTx4sFD8t2HDBt5//330ej19+/bln//8J1CZiTl+/Dhubm58/PHHgs7FhAkTeOmllwB49913Wb9+PY0bN8bNzY127doxa9asaufzzjvvsH37dkpKSggPD+fLL798Yqnsm7lnOZqxgSt3k3jGYSYeOdKChqpUlORza+U/JY+/FNKLOU7SArYp3o3RSGivtlaVceFqvKQ53xisxKbMvG7LJTsvfpGgdNzDYSSBOeYF7XRaDZkrFoCEAuTsRq2Y0vx5dCZ+VdztrRnTwZshwQ1RKZ9Mx5u9vT0FBQW8+uqr/Pzzz8hkMv7xj38wYsQIdDod06dP57fffsPX1xedTse4ceNq1QJtwYKFPw+Wwt7/EQZzudjYWMFkbefOnUBlytjR0VEoPpw9ezaxsbHV9i8vL2fEiBHEx8fToUMH8vPzBUO15ORkTp06hY2NDS1atGDGjBkoFArmzJnDiRMncHZ2plevXmzdurWaKN6JEydYtWoVR44cQa/XExYWRnR0NFqtls2bN3Pq1Ck0Gg1t27alXbuaXSvTp08X1ISfffZZduzYIXRVPG48nVozMORdsgt/x/n3Qrh/E5N3ThPUpisJ4ELDIDBvFA2ASiuT4jiAXC49E6PVS/u6OmilGS5eKjtNIOaDGLnCClXLIEolFEC73ThHh44yjtyr/n/h42LLsx296dO6AUrFk08A//DDDyQnJ5OSkkJ2djYdOnQgKiqKgwcPkpGRwZkzZ7hz5w6tWrUya9howYKFPy+W5aQ/GGPmcmImaxs3buTkyZN8+OGH1ea5cOECnp6eghqmg4MDVlaVNzljpm5iBmsGEhMTGTx4MHZ2dtjb2zNkyBAOHDhAYmIiAwcORK1WU69ePZOBSW1N3x4Hbva+KAIDISYKmvqCUnpcXpulJIBzNh6Sx+rLpAVUsloFMdIyF44V0iKtq6Xn0Ev8vNTNAiSNA+h980EWqIO3M4uHBrFxXBgDAr3+kAAGKv+WDUaJHh4eREdHc+zYMRITExk+fDhyuZwGDRrQtWvXP+R8LFiw8GSwZGL+YIy1d5oyWUtLS+Ott95i//79NcTmxLoOTHUpmMPUGCn71sX07bGiUkFLf2juBzdvwdXrkGfawrC8JB9N5lWT2x9GL5ORViRHkt8AUCaxvVqmkN5RpZEYxKi0pdhY2VOmMZMLkukpsQVbCU6P6vpNuC+TgYS/heC03cRNHEjf4Mb4uErrbHrcPMrfsgULFv46WDIxfwKMmazl5eUxcuRI1q5di7t7TeG3li1bkpWVxbFjxwAoKCgQ7XKRYrAWFRXF1q1bKS4upqioiC1bthAZGUlERATbt2+ntLSUwsJCYdmrKmKmb38oCgU0aghdOkFEZ2jibTQ7U3Kjdl1JN/3aki/RhNHL1gaNRmImRiY9E1Ohk/51dbQxr7QL0kTvABRKG6z9xPWCrFsF4fLSWzRatYNp3Vo+kQBmy5YtyGQyUaXbsrIylEol8fHxaLVa7t69y/79++nYsSMRERFs3rwZnU7H7du32bdvH/fu3ZNUE/PUU0+Rm5trcvvixYtr3W0IlR2FWVkPHN0nTJhQw2/pcZKRkUFAgPHMWkxMjODLZu56LVj4M2DJxPwJMGaytnXrVq5evcrEiROFcVUzONbW1sTHxzNjxgxKSkpQq9VCq/PSpUtJTExEo9GQk5NDaWmpJIO1tm3b0rp1axo3boynpycTJkwgNDQUqFTvDQ4OpkmTJrRv376GS6+Y6dv/DAcHaONQmaG5fQeybsLdbNDra72UdMmnvWQdvaZ2trXwn5SeialVEKN04I6EcVJF7wDULYIpv1xd18TKsxG2MX2w7fYUSi/zppKPyoYNG4iIiOC7776rJvRoQKPRoFAo6NixIwDBwcHIZDI++ugjGjRowNChQ/n1118JCAjA399fMHSUEnT/9NNPotsXL17MmDFjsLWtqXOj1WpNWnesXr2agIAAvLy8AFixYoXZc/kjMHe9Fiz8GbB0J/0NqdoBNXr0aNq1aye5tfJh8zkDhYWF2NvbU1xcTFRUFMuXL6dtW2k3vz8V5eXobtwge+W/KDt9HLTSMiHLhrzPrnvSYv5hjRrgdMv8OAA75xuknq+poGyMCb3d8VGcNj8QSLJrwPF75gM1O7kjE8smS9LYqSgr5NaKD1C4e6AO74ZtVG9sWkqvlXlUCgsLadGiBXv37mXAgAFCNkav1zNjxgwSEhJwdXXlzJkzrFixgmHDhuHj48MzzzzD3r17qaioYPny5cyePZuMjAxeeOEFvvjiC7777juef/55UlNTWb16tcnuPkMXn1qtrtFNePv2bWbNmkWLFi1wc3Nj79692Nvb88orr/Cf//yHf/3rXyQkJNTo3tu8eTNxcXE0bNhQcHbu06cPixYton379uzatYu33nqLsrIy/Pz8WLVqVQ0dnJiYGEJCQjh69Kjgot2xY8dq5rAAAQEB7NixA6hsFw8LC+PUqVP4+/uzdu1abG1tiYmJEY5dtWtx7dq1LFq0CJlMJliWbN++nQULFlBeXo6rqyvr16/Hw0N63ZgFC48Dy3LS35zIyEguX67swvnmm2/o2LEjISEhTJ48Ge1/b+CrVq3C39+f6OhoDh48KOxb1WyuWbNmtGnThrZt29K7d2/mzJlD27ZtmTx5Mk2aNBHE8j7++GMCAgIICAhg8eLFwlzvvvsuLVu2pGfPnowaNYpFixaRnp5eLRC6dOmS0a6nx4q1NfKmTam/4HO81u/C+aU3UXfuikwtrhKbVq6WfAhnufQEp74WmZhyrfR2dQcTsv4PI1X0jnr2KFsH4bHkG7xW78R50v/9oQEMwNatW4mNjcXf3x8XFxdOnjwJVC4xXbhwgenTp3P79m3B58hA48aNSUpKIjIykri4OMrLy1Gr1cydO5c33nijxnJtcnIy8fHxnDlzhvj4eK5fv15tu6GbMCUlhdTUVGJjY5k5cyZeXl7s3buXvXv3ApV+SgEBARw5coSIiAimT5/OsWPHSE1NpaSkhB07djBs2DDat2/P+vXrSU5OFjoMAbKzs1mwYAF79uzh5MmTtG/fno8/Nu4qXlRUxKFDh1i6dKmkbqsLFy4wadIkTp8+jYODA0uXLjU51pT/kpiPkwULfxSWIOZvjKGNOzAwkHPnzhEfH8/BgwdJTk5GoVCwfv16bt68yVtvvcXBgwfZvXt3tbX4qj9SCxYsIDY2lvPnz5OXl0e3bt04efIkgwcP5tq1Su2Sqi3ahw8f5quvvuLUqVMcP35caNH+4YcfhDV3Pz+/aq3kq1atEjyh/ggU9Ryx7zkAt38spOGGX3Ff8Dn1hjyL0qdZtXF57t5kFkozfQSw1Uv/Wun10oOYMumngKNO+rxGRe+UVtDAAwJaQ9coiOwCLZqbrYt5kmzYsIGRI0cClSJyGzZsAGD//v2MGjWKqVOncvHiRXr37l1tvwEDBgAQGBhIWFgYBw4cIDU1FS8vr2oSAwaMdfdVRaybsCoKhYKhQ4cKr2vbvXf48GHOnj1Lly5dCAkJYc2aNTXOxcCoUaOAyrq2/Px8s7UsjRs3pkuXLgCMGTPGqO+aAVP+Szdu3KB3794EBgaycOHCP6Qb0YKFh7HUxPwNMbRxQ2UmZvz48SxfvpwTJ04ItSolJSXUr1+fI0eOCK3XUGk8d/HiRQCTZnOJiYmCCV5sbCzOzs7C+4YWbUBo0dbpdEKLNlCtRXvChAmsWrWKjz/+mPj4eI4eNS/S9iSQKZWoQsNQhYbB+BfR3sumLPUkZWmnOC9zQ14oXYZGJrG9GkD3hIIYB430AtMsWSau1n7g5AQuzuDqUllP9Ad57igUCgIDA4XXW7duJTs7m7Vr17JkyRIAcnJySEhIIDU1FZlMhlarFWpdAFFRRUO3nlwur9a5J5fLjRbDG+vuq4qpbsKHUalUQh1MXbr39Ho9PXv2FII1MR6+fplMhpWVFboqBl5Vj2dsvNh5GNs+Y8YMXnnlFQYMGMC+ffuM1ihZsPCksQQxf0OMtXHr9Xqee+65GoaOW7duNfkDZupHqrbtq2JlV0OHDuXtt9+mW7dutGvXDldXaV01TxqFixu2Ub2wjepFT6BzmYa0m/mk3szj/O1CLt4pICvP+E2ovKgWVgJ66ZFJmcSOJ4B65QUoZEq0RuZXKlS42ftS38GfBg6t8HJoDfYNJc/9uDH29+rj40P79u2F199//z1jx47lyy+/FN6Ljo4mMTGRqKgovvzyS8aOHcudO3fYu3cvzzzzzBM736ysLFxcXBgzZgz29vaCA7zBJ8mYHYCx7j1DR1RVf6WqdOrUiWnTpnH58mWaNWtGcXExN27cwN+/pglpfHw8Xbt2JTExEUdHRxwdHfHx8RFqYE6ePMnvv/8ujL927RpJSUl07txZKJY2Rffu3Rk8eDAvv/wyrq6u3Lt3DxcXl1r7OFmw8CSwBDH/Q27dusVLL73EsWPHsLGxwcfHh8WLF2Nvb8/MmTNFOya2bdvG2bNnmTt3bo0CPgPz58/nq6++wt3dndLSUn7//XfGjRtH8+bNuXfvHgUFBYSFhfHiiy+Sk5ODg4MDmzZtIjg4GKhuNjdv3jzu378PVC4zbdy4kTlz5rBr1y7h/aioKOLi4pg7dy56vZ4tW7awbt06NBoNkydPZt68eWg0Gnbu3Cl0XalUKnr37s0LL7zA119/zVNPPcW3336Lk5PTY/+8HwV7GyvCfFwI83ngEF1QWkF6dhGX7haSkVPMtfvF5BaWU5En0b4a0GmlBzGlFdKDGJkM3Oy8QW6Fk9oLFztvXO19cbP3xcnWC5nsz72SvG/fPhYtWsSOHTuYP38+X375Je7u7jRt2pSXXnqJmTNnMnToUMaOHYuzszMZGRk0btyYjh07Eh0dzZgxYzh16hRZWVn07t1b6LQpLi5m8ODBXLlyhaysLI4ePUrr1q3J/X/tnXdUVOf6/fcMnBnGoTcjRYr0IkNHUVFEpVmiWDAqtqBRE/Uqes0NBlGvZqnRWBIbQtQrYMPewCDYiIgOiAoBBRtSE3CQPvN8/+DH+YlCol5TvDmftVhLhzntPWcNz7zvfvauroaHhwdKS0uhpqb2q91EHXUTAkB4eDgCAgLQrVs3VhfTxq91702ePBkzZ85khb1t6OnpIS4uDqGhoWhsbHVhXrFiRYdFjJaWFnr37s0Ke4HWLwi7d++GRCKBu7t7u+1sbW3x/fffY8aMGbC0tMQnn3zS6b14MX9JSUkJzs7OiIuLY3OcDA0N4eXl1a5I4uD4o+C6k/4kiAi9e/dGWFgYZs6cCaBVUCiTydC3b9832tfLRUxbd9LLrycmJmLVqlVQKBRgGAZbtmyBl5cXYmNjsWrVKnTr1g0SiQRyuRybN2/G0aNHMX/+fPZDKjMzExcuXEB5eTlCQ0Pxyy+/wMfHB4mJiSgqKoJQKOw0eykqKgrx8fEwMTGBnp4e+vfvzxYyGRkZGDlyJB48eACGeb3wwr8yCgWh9lkznj1rwnNZC+qet/7U17Wgvr4FDfVyNDUq0NQkR7NSBu4Xde558iKedtoYal4AKIkAJRWAUQWPUQMYdUCgAZ5AAxBqgaeiB6jogvcaadZ/BV5cTjIzM0NSUtIrRcy5c+eQmpoKmUwGa2trlJaWgmEYdlagvr4e7u7uSEtLg46ODng8Ho4dO4ahQ4di0aJFUFdXZ/OTevXqhXnz5kEul6O2thYlJSVYtGgRDh8+DIZhMGvWLHh5eWHSpEl/8si8Hi92FHFw/N3gZmL+JFJTU8EwDFvAAGB1LMXFxQgODkZubi48PT2xa9cu2NvbA2j9wFq3bh1u3brVYSs0ALa9+mXGjh2LsWPHsm2kUVFRbBtpmw4mJiYGX331Ffr37w9LS0sEBgZi8+bNiIqKQnBwMAAgJCSENc87dOgQunTpAqFQCLlcjqdPn0IkEqGxsbFdp4WysjLU1dVRUlKC3NxcLFiwAMXFxQgICICWlhYUCgVKSkrg4+OD69evo7a2FgEBAejTpw+uXLkCQ0NDHD16FCKRCJmZmZg2bRrEYjH69OmD06dPIzc3993cmHcAn8+DuqYA6pqv0fUDG7S0tKCpqQlyuRwKhYJdfuPxeODxeFBSUgLDMFBWVgaf/9eeQWmDx+NhwoQJ2LNnD4BWkXm3bt3g6enJLnG00dFy0svcvXuXXarR19dHWVkZjIyMsHHjRlaf9ejRIxQUFEBHRwcMw7Bj5erqiuTkZACtItXdu3cDaC2eNDQ0sGfPng71Yi/zV50l5OD4O/N+fCL+D5Kbm/ta7cTjxo3D/v37AQBPnz5FSUnJG7Uhr1+/HhKJBBKJpF1OTEdtpCUlJVi+fDkyMjKQnJzcqStqY2Mjvv/+ezQ2NkIoFLLdCjExMdDQ0EBmZiYyMzOxY8cOFBUV4dy5c4iLi0NTUxOam5uhrq7OFlp5eXkoLy9Hbm4uTExM2h2noKAAs2fPxu3bt6GpqYlDhw4BAKZMmYKtW7fi6tWrnU75v08oKyujS5cuUFNTg4aGBjQ1NaGpqQkNDQ2oq6tDLBZDIBC8NwUMAIjFYraVGACSk5PZpcn/ljax7YULF5CSkoKrV68iOzsbzs7OrPaEz+fj9OnT7d7fxstC3Ta9mFQqhVQqRX5+foci1VOnTv0lC5gLFy5wszAcf1ven0/FvyljxozBgQMHALSGQY4ePfqNtp8/fz774fziOn1HbaTXrl2Dj48PtLW1wTBMp8cSiURISkpCdnY2Ll26hJ9/brWuP3fuHLsG7+npiaqqKhQUFODcuXNoaWkBj8eDSCRCS0sLCgpabf9NTU1RWFjYoRjSzMyMnZ1ydXVFcXExqqurIZPJ0Lt3bwD4XQWcHP8dAQEBbERFfHw82wYMtPqaTJ06Fe7u7qivr8fRo0cBtDrbLly4EFOmTEF6ejo2bdrEbrNp0ya4uLigsLAQ9+7dQ01NDXg8Hvz8/GBra4v09HQ8fPgQTU1NaGpqQmJiIiQSCWsrEB4eDiUlJfTt2xcNDQ0ICwuDnZ0dvv32W+zZswfl5eWIi4tDcHAwfHx8YGlpiUWLFrHHNzU1Zf2Qdu/ejZ49e8LJyQkTJ04EABw4cAAODg5wcnJCv379fvfx5eDg4IqYPw17e3tkZWX95vsMDQ2ho6ODnJwcJCYmsj4Z/y1vGxL58vYvfsslImzatIktmoqKijB48GAQEZYsWQKpVIpbt25BVVUVGzduRHBwMNsZVVJS8kp+zcvnWFhYiLFjx771NXP8sYwbNw4JCQloaGhATk4OPD092d+tXLkSvr6+yMzMhEgkQkREBJ4/f47t27ejqKgIO3fuRL9+/fDRRx+x2+jq6uLGjRvQ1tbG9u3b4e/vDxUVFchkMjg4OMDR0RE7d+6EQCCAQCDA2LFjIZVKWT+UrKwsZGRkwNjYGGZmZjh+/DhiYmKQlJSEhoYGDBo0CJGRkUhOTkZkZGSnZnedmb9FR0fj7NmzyM7OxrFjx/6AEebg4OCKmD8JX19fNDY2YseOHexrmZmZSEtLe+W9bW6YNTU17fw03jUeHh5IS0vDL7/8gpaWFnb55nUZMmQIvvvuO9Yx9aeffsLz588xZMgQ7Nq1C7W1tRCJRDh58iSSk5MRERGBsrIyAICBgcFr5dcwDAM1NTVkZGQAABISEt7wKjnelpft7n+Ln3/+GSkpKYiPj0dgYGC73507dw6rV6+GRCKBhYUFGhoa8PDhQ6SkpGDmzJm4desW9u/fD21tbURFRUFDQwMjR44E0OrQe+nSJdy7dw+7du2ChYUF7t69C4VCgfLy1sSorVu3IikpCdevX0dISAhGjBiBYcOGwdTUFDU1NZDJZNDU1MSUKVOwefNmWFpaYs+ePVi+fDkmTZoEPz+/Ts3uXjR/W7p0Kesc7O3tjcmTJ2PHjh2sGzYHB8fvC1fE/EnweDwkJSUhOTkZPXr0gL29PaKiotgQuBcJCQlBQkICxowZ88bHeVETI5FIUFxc3Ol7DQ0N8fnnn8PT0xN+fn6ws7Pr1I20I6ZPnw47Ozu4uLjAwcEBM2bMQEtLCwYPHozx48ejV69eqK+vR0hICGQyGWpra1lNy4vJug0NDYiIiEBhYSGcnZ1faVeNiYnB1KlToa2tjZ07d+LBgwfIyWnNFKqoqMCgQYNeiUSIjIxkvzEDwL/+9S/WSI3j96Nr165YuHBhu6UkoHXW7tChQ+ys3cOHD2Fra8saq3WUCP3izJylpSXs7OwQGRmJAQMGIDc3l01a74w2E0YAcHNzw86dO5GTkwOhUNjOqfq3zO5eNH+Ljo6Gn58fgNbCacWKFXj06BEkEgmqqqped5g4ODjeFuJ4L+Dz+eTk5MT+FBUVvbN9p6amUlBQEBERnTp1ii5fvkzNzc0UHBxMhw8f7nSby5cvv/Gx2q7D2tqa1NXV6fr160REVFRURPb29kRE5ObmRv379yciort375KxsTHV19ez5ymTyWjOnDkUFRVFq1atIhsbG1JWViYnJyfS0NAgOzs7un37Np0+fZoAUEVFBRUVFZGzszMREcnlcjI3N6fKysrXOuebN2/SyZMn3/ha3wcA0IQJE9j/Nzc3k66uLvs8vIhYLCai1nvv6upK3t7eZG1tTePHj6elS5fSmjVr6PTp02RtbU18Pp8+/fRT8vX1pQ0bNtCXX35JM2fOZPerq6tLEydOJJlMRoGBgWRpaUn29vY0bdo0cnJyImVlZXJwcCBvb28iIuLxeLRgwQLy8PCgHTt2kJqaGi1fvpxGjBhBgwcPJltbW1JRUSENDQ0iIjp48CB17dqVMjMziYjoyy+/pDVr1hARkY+PD82bN4+mTp1KRER37twhJSUlunbtGsXGxpKfnx+5u7uTk5MTde/enVJSUqilpYXEYjFZW1uThYUF6enpUWVlJYWFhdGuXbuIiGjnzp1kbW1N3t7epKurS3369GGPPWXKFPLx8SEzMzP65ptv3vl95OD4u8LNxLwntLWhtv2Ympr+LsdZvnw5QkJC4ODgADMzsw6zZYDWjogrV6688f7briMvLw9nzpzBpEmTXtHilJWVscJIGxsbmJiYsC3gAHDy5Ens3LkT//nPf3Dx4kUEBwdDLBYjLS0NpqammDlzJusA3BaJYGpqCh0dHVy/fh3nzp2Ds7Pza7sDS6VS1iztf4237SK6c+cOLCwscOfOHdy/fx+PHj1Cc3MzPv74Yxw/fhwikQilpaUQiUSYO3fuK9vr6emhpaUF9vb2uHr1KqysrJCbm4uvvvoKvr6+4PF4ICJWA0ZEsLGxwY8//giJRAKFQoEzZ85g0aJFuHfvHrS0tPCPf/yD1d8MGDAAdXV1GD9+PBITE185fkhICORyORwdHTF+/Hh4enqyBngFBQWsGJjH4yElJQVSqRRyuRyXLl1CQUEBli1bBh8fHxw7dgzff/89GhoaMGfOHBARqquroa2tDXV1dfZ4eXl5OHv2LK5du4Zly5a9ElLJwcHxdnBFzDskKSkJPB6v09bkFwkMDPzVkLaOptNfhsfjQV9fHy4uLnBxcUF6ejr09PQQHByMGTNmoEePHnBycsI///lPAK0eM23hi5WVla8UQkZGRigsLASPx4OKigpGjx6NEydOsEnWfn5+KCsrQ3FxMbZu3Yr169fDzs4O5ubmqKiogK+vL7p27Qp3d3f06tUL1dXVuHbtGnr37g1nZ2f07t27XZZLr169UFlZifLycnh5eeGnn36Ck5MT2wECtIoxc3Jy4O/vj0GDBiEtLY2NTti0aRNOnjzJLhO0/eELDg7G4MGDsW/fPgCAi4sLoqOj8ejRI0RGRuKLL77A1atX4erqir59+7L3q805tW/fvrCyssKJEyfQ1NSEpUuXIjExER988AEmTJgAAFi6dClSUlI6vTdHjhxBSEhIu2WKPwIej8d2ywCt7cRtz0RndNZFVF1djUWLFrH3r76+Hvn5+WhuboZCocDJkyfh4uICVVVVVFdXIyMjAzKZDEOGDIFAIGDHau/evdixYweOHj0KQ0NDyOVy8Pl8HDlyBIMHD0ZNTQ3OnDkDIyMjGBsbY8eOHVBXV8eFCxcQHBzMmj9u2bIFV65cgZubG/h8PqRSKT755BM4OzujoqICmzZtgpqaGm7cuIEFCxawvjvKysqIjIxEbm4uHBwckJmZiUOHDiEuLg63bt3CzZs32e44dXV1NDU1wd3dHRKJBEKhEEKhEObm5jAwMMCyZctw5swZzJgxA7m5uRg2bBjmzJmDvLw8eHh4ID8/H7m5uVizZk27OI+goCAIhcJ2PjccHBz/PVwR8w5pyyB5HbHpb3lOvFzEtIU6SiQSfPjhhwBav0UbGBjg8uXLSExMxLRp02BoaIjy8nKcOnUK06ZNQ3Z2drs20V9DWVkZkydPZtuy+/bt2y7Juk1g3DbbMX/+fJw6dQpdunTB3LlzER0djbKyMhw6dAjV1dXQ1NSEjY0N0tPTcfPmTURHR6OpqYk9Xl5eHuRyOS5evIj6+noYGRlh8uTJaGpqwsWLF9lv9mpqali2bBkkEgk0NTUhlUrx8ccfs2GRxcXFEIvFUFdXZyMRXFxckF661lsAABFXSURBVJyczEYiqKioICcnB/fv38ft27dx/vx5ZGVlYe3atZg1axZ7TkVFRUhLS8PJkycxc+ZMKBQKREdHY+zYsZg5cybb8v2iFqIjDh8+jHHjxsHOzu61xv5d8TYzK511EVVXV+P48ePs/RMIBPj888/BMAxsbGzY7h9ra2soFAoUFxfD0dERGRkZqKmpQUtLC2pra5GYmIjw8HDMmzePTU9vaGhAfX09Ro4ciTFjxqB79+54/vw5IiIiMGPGDFRVVaGpqQn6+vpITk6GWCzG/v378dlnnwEAzM3NIZFIkJSUhJs3b2LdunXo168fgoKCsH//fmhoaMDd3R179+6Fr68vpFIpnjx5gtzcXLi7u7cLIZXL5bh16xaryenIM0ZLSwvZ2dno378/tmzZgunTp7cbw5dnE1/mt3Q2HBwcb8mfuJT1P4VMJiMDAwPKz88na2tr9vWSkhLq27cvOTk5kb29PaWnpxMRkYmJCVVUVFBtbS0FBgZSz549yd7enhISEuibb74hhmHIwcGB1YYIhULy8vIiZ2dnCgkJIZlMRmKxmBiGIXV1dRKJRASA/vGPf5CxsTGpq6vTBx98QFpaWmRjY0MSiYTs7e0pMzOTIiMjycrKing8HjEMQwEBAWRubk4Mw5CWlhYZGBiQg4MDHTx4kFxdXalLly7E5/NJIBCQpqYmqzfQ1tYmS0tLUlVVJSUlJdLU1CQ1NTVycnIiPp9Po0aNImtra1JRUSGGYUhFRYUAkEgkImVlZVJWViZzc3MyNjam7t27k7m5OcXGxpKpqSn5+PiQhYUFe44CgYAYhiGGYYiI6OHDh2RsbEwCgYB4PB5169aNrK2tydXVlXR1dUkoFJKysjLxeDwSCoU0efJk8vDwID09PQJAAoGAHBwcSEtLi3g8HhkbGxOfzyc/Pz/avn07ubm5EcMwpKamRoaGhuTm5sbqKvbs2UM6OjpkYmJC4eHhFBERQba2tsTn88nLy4vs7OxITU2NhEIhWVpaUmFhIYnFYvr888+pZ8+e5OnpSaWlpUREVFhYSJ6enuTm5kaRkZGs7uRtEYvFtGTJEjpw4AAREU2cOJFWr17NalF+/PFH6tWrF0kkEurVqxd16dKFiIjs7OzI1NSU9PX1yczMjPr3709jx44loVBI6urqpKOjQ3w+n/T09MjKyopUVFTI3d2dPYZYLGbHLC0tjVRUVGjYsGFka2tLQqGQGIYhPp9P3bp1o/DwcOLz+cQwDD1+/JgmTJhAo0aNovHjx9Pw4cNJLpcTANq2bRtVV1fTwIED2edGSUmJZDIZOTk5kZ2dHZmYmFCXLl1oxIgRpKurS/r6+qShoUFjxowhLS0tGjx4MLW0tNCcOXNIKBSSjo4OGRoa0o8//khERKtWraKuXbuSWCympUuX0u3bt8nCwoLKysqIiKiqqoqKi4upoqKCampqiKhVI+Xk5ERERGFhYXTgwAGqq6sjIyMjVqs2fvx4dsxf1OMQEdnb279TTRsHx98ZbibmHXHkyBH4+/vDysoK2trabNvlvn37MGTIEEilUmRnZ7Pf5Ns4c+YMDAwMkJ2djdzcXPj7++Ozzz6DgYEBUlNTkZqaisrKSjQ3NyMlJQU3btyAm5sbvv76azQ1NUEgEMDMzIxtLc3Ly4OysjJ8fHxgZ2eHjRs34u7du0hNTcX9+/fx/PlzZGVloaKiAkZGRsjMzMT58+eho6MDAwMDMAyDQYMGITw8HLNmzYJAIEBMTAz27NkDX19fdO/eHVOnToW/vz/8/PxQXl4OIyMjaGhoQCAQwN3dHVKpFKqqqtDR0YG1tTXU1dVx584d3L17FwYGBqirq8PTp0/Ru3dvJCUlwcrKCjKZjNUu8Pl8zJkzB/Hx8WAYBvn5+di2bRv4fD5EIhEkEgnc3NwQFRWFs2fPgmEYNDQ0IDMzE7/88gsYhsHQoUOhoqICJSUl6Orqory8HIWFhdDT04OamhpcXV0xevRoDBs2DCKRCLNmzcLQoUORk5ODkSNHYuXKldDR0cGYMWPg4+ODiooKPHjwAGVlZUhMTERgYCDWrl2L5uZm7NmzB7dv34ZCoUB4eDhu376NkSNHokePHti3bx969OiB58+fw8vLC9nZ2ejXrx/bWj937lzMnTsXmZmZHXamvQ2/5s/y8sxYW7CgqqoqKisrkZKSgm3btkFFRQWrV6+GSCTC8uXLUVlZCYZhUF9fj61bt8LKygrl5eVIT08HAPb6jh07hvDwcPD5fBgYGKC2thY2NjaoqanBwIEDoaOjA4VCASsrKygrKyM3NxcnT55ESkoK0tPT8cUXX4DP54PP5+OLL76Ao6Mj8vLyIBaL8ezZMxARvv76axARCgsLkZqaitGjR+PcuXN49uwZvL29QUTs0tHKlSsRExODrl27orKyEps3b0ZpaSkGDhwIc3NzrF69GiNHjsTDhw+RlZWFyspKrFixAoMHD0bPnj0xaNAgPH36FE+ePEH//v0hkUgwefLkV9LgRSIRvv32W/j7+6NPnz7o2rXrG3X2cXBwvB1cdtI7Ij4+ng07HDduHOLj4+Hi4gJ3d3dMnToVzc3NGDFixCtFjKOjIxYuXIjFixe3W/9/kYyMDCgUCta0q6mpCb169QIACAQCEBE7zV5aWgo9PT3cvHkTCoUCq1evxldffQUlJSXw+XycP38eRUVFsLCwQHl5ORwdHUFE0NPTQ3l5OaysrPD06VPo6OigqqoKz549w+eff47KykrU19dDIBCgqakJjo6OSE9Px8CBA5Gfn48hQ4bg0qVL7DJGfX09pk6dio8//hh9+vSBhYUFoqKi0NDQABcXF9TW1rIZUXK5HDKZDHK5HNXV1Xj8+DGA1il6Pp+P0tJSAGDFmmlpaWwh19ZSS0R4/Pgx9PT0IJVKkZSUBBUVFbi7u+P+/fvQ09PDzz//DCUlJTQ2NiInJwe2trbsGIaGhiIvLw9VVVXIycnBpEmTUFZWht27d0MoFILH46GqqgrV1dXIyspCQ0MD0tPTIRQKoVAoMH36dPD5/E7NCAUCAatLeTHL5+rVqzhy5AiAVvfhl5PI34aePXuiuLi4Q3+WmpoahIWFoaCgADwej9UoTZgwAStXrsSpU6dgaGjItr7L5XJ2OcrFxQXXrl3D/PnzUVNTwzoyR0dH49ixYzAxMYG/vz/y8vLg4OCAxYsXY+jQoRg+fDgiIiIQGRkJe3t7yGQymJiYQFVVFUOGDMGwYcNQV1cHDw8P1j5fSUkJCxYswJUrV5CSkgJLS0uYm5tDoVDgwYMHWLx4MWbNmgUzMzPExcXB0tISGzduxOHDh9GnTx+0tLSwBVZ0dDRu376NxMREKCkpQV9fHyKRCB9++CEOHjyIK1euwNfXF7W1tSgoKMC0adM6NFVs+2LyInFxcey/BwwYgLy8PBARZs+ezV7LyxEGf6WcLw6O9x1uJuYdUFVVhR9++AHTp0+Hqakp1qxZg8TERBAR+vXrh/T0dBgaGmLixIls+FwbVlZWyMrKgqOjI5YsWYLo6OhX9k9EUFJSYtfp79y5g5iYGDAMg9raWlRUVCA+Ph4CgQByuRx6enqwtrZGeXk5WlpaMHToUEilUly/fh1HjhxBUVERuybP5/OhpKTEihCtra2Rk5ODJUuWQCgUIiEhARUVFdDT08O8efNY3cDQoUNx48YNnD9/HnV1ddi4cSOeP38OqVQKOzs7yOVy8Hg8DBw4EKmpqfD29kZlZSWePXuG8+fPw8DAAH369EF0dDT27t3LFgC7d+9m/2gqKyvDzs4OixcvRmRkJC5dusRqXOj/+Yzs3LkTJiYm6NKlC0JDQ5GTkwM1NTUkJibC1dWVzXXS1taGgYEBysvLsWLFCmhra7Pj0dTUxIqD+Xw+AgICUFdXh1mzZmH79u0IDg6GtbU1rl27hsePHyMsLAzDhg3D2rVrkZ+fj4cPH2LUqFHg8/kICgrq8BlhGIYd4z9CEzFs2LAO/Vle9lVp49NPP8Xly5dZ99w2cbWuri6WLFkCb29vKBQKaGhoQCqV4saNG7CxscGmTZtw4sQJCAQdh10GBgZi69atOH78OPz9/eHg4ICnT5/+5vnL5XLY2toiMDAQDMNARUUFH330EcRiMWJiYmBhYQEejwcnJyesX7++3bb9+vVDS0sLGwFQXl6OhQsXsgnp+vr62Lx5czsnaalUisLCQkybNu2NxvlFduzYAYlEAnt7e9TU1GDGjBlvvS8ODo7X5E9ZxPofY+vWrRQeHt7utX79+lF6ejoVFxdTc3MzERGtX7+e5s6dS0T/XxPz5MkTqq+vJyKipKQkGj58OBEROTg40P3794mIqLy8nIyNjamgoICIiJ4/f075+fkkFovJxMSEsrOzacOGDZSZmUlOTk4UFBREa9euJW9vb5o9ezYpFAoiIrpx4wYREQUFBZGjoyN7Xm26CBMTE4qIiKA1a9bQlStXSEVFha5cuUIjRoyghIQEys3NpS+//JIYhqGLFy9SbGwsOTs7s/4uXl5e5OXlRURE6urqFB4eTrm5uawuRCqVkp2dHcnlclaPEhsbS5MnTyYNDQ3KzMyk2NhYmj17NhFRO51BbGwsWVpasjqDJUuW0OzZs+mHH36goKAg9tp8fX3J19eX3XbAgAGUmppKI0eOJBUVFSooKKDY2FiaMWMG5efnU1hYGOnq6lJFRQWFhYWxuonExERyd3en/v37U1hYGD1+/JgWLlxICxcuJAsLCxozZgwdOHCAHjx4wHrdiMVi0tLSIiKiOXPmkLW1NetT8qLW5cCBAxQWFkZERIGBgZSQkEBERNu2bXsnmhgiokePHtGGDRuIqL0P0IgRI+jgwYNE1KrVMDExISKie/fusc/J3Llzaf369VRZWUndu3dn93327Fny8PAgmUxGRESPHz+msrKydh4/L9PZ8/0ibboSIiKFQkHffPMNWVhYUGNjY6fP/ptoULZt20bDhw+npqYmIiLKz8+n2traTq+Hg4Pj/YFbTnoHxMfHs23MbYwaNQr79u2Dl5cX1qxZA4ZhoKqq+spMzK1btxAREQE+nw+GYfDdd98BAMLDwxEQEIBu3bohNTUVcXFxCA0NZTUMK1asYPdhYGCAuXPnsu3TADB06FDExsYiPj6e7SAyNTXFiRMn4OLigmfPnqFnz55gGKbDWQGGYWBvb4/FixejpKQEp06dgrGxMUJDQ6Grq4vZs2ejtrYWOjo67TqO2tDU1ER1dTXGjh2L+vp6DBgwAFpaWmhsbIS9vT3EYjEaGxvx73//G8OHD+9wXF/UGcjlcjx58gQVFRWsT4iZmRmmTp3KOvKeOHHilW1DQ0Px6aefYtCgQfD29kZoaChKS0tRV1f3ylJLG8uXL8fixYuhpKSEe/fusV0q7u7u6N69O1asWIFPPvkEGRkZ0NDQQEtLC5SVlVFfX48tW7YAaF1S3LVrFz766KNf9ZjZsGEDJkyYgHXr1iEoKOid6SiMjIw69GdZtGgRwsLC8PXXX8PX15d9PTExEXv37gXDMPjggw+wdOlSaGtrw9vbGw4ODggICMCaNWtw9+5ddilTVVUVe/fu/dUk8c6e75eJiIjA8uXLUVdXBy8vL6SmpkIgEEBPT6/DZ9/Kyop9NnR1deHh4dHpOUyfPh3FxcVwcXFhl07b2rs7uh59ff3fHmAODo6/BDyiN0j94+D4g6mtrYWqqiqrM7C0tMT8+fN/923/KOrq6iASicDj8ZCQkID4+Hg20Znj13kf7i8HB8fvC6eJ4fhL89/oDN4HjUJWVhYkEgl69uyJb7/9FuvWrfuzT+m94X24vxwcHL8v3EwMBwcHBwcHx3sJNxPDwcHBwcHB8V7CFTEcHBwcHBwc7yVcEcPBwcHBwcHxXsIVMRwcHBwcHBzvJVwRw8HBwcHBwfFewhUxHBwcHBwcHO8l/wdB6ov0eoIB4wAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(5,5));\n", "stud_class=df['studwhat'].value_counts()\n", "ax = stud_class[stud_class > 10].plot.pie(autopct='%.1f')\n", "ax.axis('equal');\n", "titledict = {'fontsize': 15, 'fontweight' : 100, 'verticalalignment': 'baseline', 'horizontalalignment': 'center'};\n", "ax.set_title('Tanulmányi területek (>10 ember)', fontdict=titledict, y = 1.08);\n", "ax.set_ylabel('');\n", "print('Tanulmányi területek száma: ', df['studwhat'].value_counts().size)" ] }, { "cell_type": "code", "execution_count": 147, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Szakterületek száma: 4597\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(5,5));\n", "work_class=df['workwhat'].value_counts()\n", "ax = work_class[work_class > 10].plot.pie(autopct='%.1f')\n", "ax.axis('equal');\n", "titledict = {'fontsize': 15, 'fontweight' : 100, 'verticalalignment': 'baseline', 'horizontalalignment': 'center'};\n", "ax.set_title('Szakterületek (>10 ember)', fontdict=titledict, y = 1.08);\n", "ax.set_ylabel('');\n", "print('Szakterületek száma: ', df['workwhat'].value_counts().size)" ] }, { "cell_type": "code", "execution_count": 148, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Lakhelyek száma: 3600\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(5,5));\n", "live_class=df['livesin'].value_counts()\n", "ax = live_class[live_class > 15].plot.pie(autopct='%.1f')\n", "ax.axis('equal');\n", "titledict = {'fontsize': 15, 'fontweight' : 100, 'verticalalignment': 'baseline', 'horizontalalignment': 'center'};\n", "ax.set_title('Lakhelyek (>15 ember)', fontdict=titledict, y = 1.08);\n", "ax.set_ylabel('');\n", "print('Lakhelyek száma: ', df['livesin'].value_counts().size)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Átnevezzük a születési helyeket, majd **tisztítani és csoportosítani** kell a tanulmányi területeket, munkahelyeket, és lakhelyeket, mivel több nyelven, helyesírási hibával, vagy anélkül is szerepelnek adatok." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.A. Születési helyek feldolgozása \n", "[Tetejére! ⇡](#home)\n", "\n", "- Születési helyek átnevezése" ] }, { "cell_type": "code", "execution_count": 149, "metadata": {}, "outputs": [], "source": [ "def birth(b):\n", " \"\"\"\n", " Rename birth\n", " \"\"\"\n", " \n", " if b == 'balan' : return 'Balánbánya'\n", " elif b == 'barot' : return 'Barót'\n", " elif b == 'csikszereda' : return 'Csíkszereda'\n", " elif b =='gyergyo' : return 'Gyergyó'\n", " elif b == 'keresztur' : return 'Székelykeresztúr'\n", " elif b == 'kezdi' : return 'Kézdivásárhely'\n", " elif b == 'kolozsvar' : return 'Kolozsvár'\n", " elif b == 'kovaszna' : return 'Kovászna'\n", " elif b == 'parajd' : return 'Parajd'\n", " elif b == 'regen' : return 'Szászrégen'\n", " elif b == 'segesvar' : return 'Segesvár'\n", " elif b == 'szentgyorgy' : return 'Szentgyörgy'\n", " elif b == 'szovata' : return 'Szováta'\n", " elif b == 'toplita' : return 'Maroshévíz'\n", " elif b == 'udvarhely' : return 'Székelyudvarhely'\n", " elif b == 'vasarhely' : return 'Marosvásárhely'\n", " elif b == 'vlahica' : return 'Szentegyházasfalu'\n", " else : return b" ] }, { "cell_type": "code", "execution_count": 150, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Kolozsvár 3942\n", "Kovászna 3915\n", "Marosvásárhely 3823\n", "Csíkszereda 3508\n", "Szentgyörgy 3494\n", "Gyergyó 3461\n", "Kézdivásárhely 3384\n", "Székelyudvarhely 3310\n", "Székelykeresztúr 2830\n", "Szászrégen 2770\n", "Maroshévíz 2564\n", "Segesvár 2539\n", "Barót 2335\n", "Szentegyházasfalu 2329\n", "Balánbánya 2312\n", "Szováta 1522\n", "Parajd 1182\n", "Name: birth, dtype: int64\n" ] } ], "source": [ "df[['birth']] = df[['birth']].applymap(lambda x : birth(x))\n", "print(df['birth'].value_counts())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.B. Tanulmányi területek feldolgozása \n", "[Tetejére! ⇡](#home)\n", "\n", "- ékezetek törlése\n", "- helyesírási hibák kiszűrése\n", "- nyelvtől független csoportosítás" ] }, { "cell_type": "code", "execution_count": 151, "metadata": { "scrolled": true }, "outputs": [], "source": [ "df[['studwhat']] = df[['studwhat']].applymap(lambda x : str.lower(unidecode.unidecode(x)) if pd.notna(x) else np.nan)" ] }, { "cell_type": "code", "execution_count": 152, "metadata": {}, "outputs": [], "source": [ "def stud(s):\n", " \"\"\"\n", " Categorises input field of study 's' into main categories.\n", " \"\"\"\n", " \n", " # Mérnöki/Technológia\n", " if 'engineer' in s \\\n", " or 'inginer' in s \\\n", " or 'tcm' in s \\\n", " or 'mernok' in s \\\n", " or 'archite' in s \\\n", " or 'a.c.' in s \\\n", " or 'urbanism' in s \\\n", " or 'industr' in s \\\n", " or 'constructii' in s \\\n", " or 'ccia' in s \\\n", " or 'ing.' in s \\\n", " or 'cepa' in s \\\n", " or 'robot' in s \\\n", " or 'instalatii' in s \\\n", " or 'securitatea rutiera' in s \\\n", " or 'upb' in s \\\n", " or 'utc-n' in s \\\n", " or 'automotive' in s \\\n", " or 'mecha' in s \\\n", " or 'cad' in s \\\n", " or 'electro' in s \\\n", " or 'hardware' in s \\\n", " or 'mechanics' in s \\\n", " or 'autovehicule rutiere' in s \\\n", " or 'mecanica' in s \\\n", " or 'mehanika' in s: return u'Mérnöki/Technológia'\n", " # Matematika/Informatika\n", " elif 'computer' in s \\\n", " or 'software' in s \\\n", " or 'intelligent systems' in s \\\n", " or 'szamitas' in s \\\n", " or 'calculatoare' in s \\\n", " or 'info' in s \\\n", " or 'cig' in s \\\n", " or 'database' in s \\\n", " or 'mate' in s \\\n", " or 'metematika' in s \\\n", " or 'szoft' in s \\\n", " or 'it' in s \\\n", " or 'math' in s : return u'Matematika/Informatika'\n", " # Természettudományok\n", " elif 'biol' in s \\\n", " or 'geo' in s \\\n", " or 'astronomy' in s \\\n", " or 'okologia' in s \\\n", " or 'kornyezettudomany' in s \\\n", " or 'foldrajz' in s \\\n", " or 'meteorology' in s \\\n", " or 'meteorologia' in s \\\n", " or 'chemistry' in s \\\n", " or 'fizika' in s \\\n", " or 'environmental science' in s \\\n", " or 'stiinte ale naturi' in s \\\n", " or 'topography' in s \\\n", " or 'physics' in s \\\n", " or 'chimie' in s \\\n", " or 'kemia' in s \\\n", " or 'natural science' in s : return u'Természettudományok'\n", " # Orvosi/Gyógyszerészet/Egészség\n", " elif 'medic' in s \\\n", " or 'nurs' in s \\\n", " or 'pharmacy' in s \\\n", " or 'etszk' in s \\\n", " or 'pharmac' in s \\\n", " or 'beteg' in s \\\n", " or 'kineto' in s \\\n", " or 'balneo' in s \\\n", " or 'apolo' in s\\\n", " or 'egeszseg' in s \\\n", " or 'dentistry' in s \\\n", " or 'fogtechnika' in s \\\n", " or 'health' in s \\\n", " or 'fogasz' in s \\\n", " or 'dent' in s \\\n", " or 'aok' in s \\\n", " or 'nutrition & dietetics' in s \\\n", " or 'sykepleie bachelor' in s \\\n", " or 'orvos' in s \\\n", " or 'gyogy' in s \\\n", " or 'kinetoterapie' in s : return u'Egészségügy'\n", " # Pénzügy/Management/Üzlet\n", " elif 'management' in s \\\n", " or 'marketing' in s \\\n", " or 'finan' in s \\\n", " or 'bussiness' in s \\\n", " or 'kereskedelem' in s \\\n", " or 'manag' in s \\\n", " or 'konyvel' in s \\\n", " or 'human resource' in s \\\n", " or 'hr' in s \\\n", " or 'business' in s \\\n", " or 'contabilitate' in s \\\n", " or 'administratie' in s \\\n", " or 'fsega' in s \\\n", " or 'acounting' in s \\\n", " or 'bank' in s \\\n", " or 'account' in s \\\n", " or 'betriebswirtschaft' in s \\\n", " or 'afaceri' in s : return u'Pénzügy/Management/Üzlet'\n", " # Társadalomtudományok\n", " elif 'sociology' in s \\\n", " or 'econom' in s \\\n", " or 'social science' in s \\\n", " or 'psycho' in s \\\n", " or 'pszicho' in s \\\n", " or 'psziho' in s \\\n", " or 'psiho' in s \\\n", " or 'mental' in s \\\n", " or 'gazdalkodas' in s \\\n", " or 'kozgazdasz' in s \\\n", " or 'gazdasag' in s \\\n", " or 'tarsadalmi' in s \\\n", " or 'law' in s\\\n", " or 'cultural' in s \\\n", " or 'juridice' in s \\\n", " or 'tortenelem' in s \\\n", " or 'jog' in s \\\n", " or 'drept' in s \\\n", " or 'ecology' in s \\\n", " or 'touris' in s \\\n", " or 'social' in s \\\n", " or 'turis' in s \\\n", " or 'turiz' in s \\\n", " or 'international relations' in s \\\n", " or 'nemzetkozi kapcsolatok' in s \\\n", " or 'african studies' in s \\\n", " or 'politic' in s \\\n", " or 'kozigazgatas' in s \\\n", " or 'archaeology' in s \\\n", " or 'public administration' in s \\\n", " or 'r.i.s.e' in s \\\n", " or 'studii europene' in s \\\n", " or 'nemzetkozi tanulmanyok' in s \\\n", " or 'european studies' in s \\\n", " or 'polito' in s \\\n", " or 'public policy' in s \\\n", " or 'socio' in s \\\n", " or 'szocio' in s : return u'Társadalomtudományok'\n", " # Oktatás\n", " elif 'peda' in s \\\n", " or 'teaching' in s \\\n", " or 'tanar' in s \\\n", " or 'andragog' in s \\\n", " or 'alternativ modszerek az ovodaban es az elemi osztalyokban' in s \\\n", " or 'neveles' in s \\\n", " or 'd.p.p.d' in s \\\n", " or 'stiinte ale educatiei' in s \\\n", " or 'educatie fizica' in s \\\n", " or 'ed.fiz' in s \\\n", " or 'bodybuilding' in s \\\n", " or 'physical' in s \\\n", " or 'volei' in s \\\n", " or 'testnevel' in s \\\n", " or 'education' in s : return u'Oktatás'\n", " # Művészetek\n", " elif 'photography' in s \\\n", " or 'photo' in s \\\n", " or 'acting' in s \\\n", " or 'operator' in s \\\n", " or 'saxophone' in s \\\n", " or 'graphics' in s \\\n", " or 'art' in s \\\n", " or 'canto popular' in s \\\n", " or 'actor' in s \\\n", " or 'muveszet' in s \\\n", " or 'choreography' in s \\\n", " or 'painting' in s \\\n", " or 'music' in s \\\n", " or 'desiner' in s \\\n", " or 'szobraszat' in s \\\n", " or 'puppery' in s \\\n", " or 'muzica' in s \\\n", " or 'piano' in s \\\n", " or 'violin' in s \\\n", " or 'sing' in s \\\n", " or 'zene' in s \\\n", " or 'drama' in s \\\n", " or 'bass' in s \\\n", " or 'szinesz' in s \\\n", " or 'percussion' in s \\\n", " or 'puppetry' in s \\\n", " or 'dance' in s \\\n", " or 'sculpture' in s \\\n", " or 'szinmuvesz' in s \\\n", " or 'kameraman' in s \\\n", " or 'enek' in s : return u'Művészetek'\n", " # Média/Kommunikáció\n", " elif 'journalism' in s\\\n", " or 'ujsag' in s \\\n", " or 'design' in s \\\n", " or 'advertising' in s \\\n", " or 'com' in s \\\n", " or 'film' in s \\\n", " or 'public relations' in s \\\n", " or 'pr' in s \\\n", " or 'newspaper' in s \\\n", " or 'media' in s \\\n", " or 'komm' in s : return u'Média/Kommunikáció'\n", " # Humán tárgyak\n", " elif 'roman' in s \\\n", " or 'engleza' in s \\\n", " or 'english' in s \\\n", " or 'german' in s \\\n", " or 'literature' in s \\\n", " or 'translation' in s \\\n", " or 'angol' in s \\\n", " or 'language' in s \\\n", " or 'limbi' in s \\\n", " or 'hungarian' in s \\\n", " or 'linguistics' in s \\\n", " or 'japanese' in s \\\n", " or 'bolcsesz' in s \\\n", " or 'magyar' in s \\\n", " or 'aesthetics' in s \\\n", " or 'deutsch' in s \\\n", " or 'french' in s \\\n", " or 'history'in s \\\n", " or 'philosophy' in s \\\n", " or 'bolcseszkar' in s \\\n", " or 'filozofia' in s \\\n", " or 'katolikus' in s \\\n", " or 'phylosophy' in s \\\n", " or 'philology' in s \\\n", " or 'filologia' in s \\\n", " or 'filozofie' in s \\\n", " or 'religi' in s \\\n", " or 'missions & evangelism' in s \\\n", " or 'theology' in s \\\n", " or 'vallas' in s : return u'Humán tárgyak'\n", " # Szakma/Alkalmazott tudományok\n", " elif 'asztalos' in s \\\n", " or 'hivatasos' in s \\\n", " or 'ospatar' in s \\\n", " or 'auto electrician' in s \\\n", " or 'pincer' in s \\\n", " or 'agriculture' in s \\\n", " or 'vezetes es szervezes' in s \\\n", " or 'szakacs' in s \\\n", " or 'foci' in s \\\n", " or 'kozmetikus' in s \\\n", " or 'hairdressing' in s \\\n", " or 'coafura' in s \\\n", " or 'kozmetika' in s \\\n", " or 'optometry' in s \\\n", " or 'fodrasz' in s \\\n", " or 'sport' in s \\\n", " or 'cosmetology' in s \\\n", " or 'lacatus' in s \\\n", " or 'lacatuserie' in s \\\n", " or 'lakatos' in s \\\n", " or 'gepesz' in s \\\n", " or 'autoszerelo' in s \\\n", " or 'agro' in s \\\n", " or 'horticulture' in s \\\n", " or 'silvicultura' in s \\\n", " or 'silviculture' in s \\\n", " or 'faipar' in s \\\n", " or 'optometria' in s : return u'Alkalmazott tudományok'\n", " else : return s" ] }, { "cell_type": "code", "execution_count": 153, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tanulmányi területek száma: 11\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(5,5));\n", "df[['studwhat']] = df[['studwhat']].applymap(lambda x : stud(x) if pd.notna(x) else np.nan)\n", "stud_class=df['studwhat'].value_counts()\n", "ax = stud_class[stud_class > 15].plot.pie(autopct='%.1f')\n", "ax.axis('equal');\n", "titledict = {'fontsize': 15, 'fontweight' : 100, 'verticalalignment': 'baseline', 'horizontalalignment': 'center'};\n", "ax.set_title('Tanulmányi területek (>15 ember)', fontdict=titledict, y = 1.08);\n", "ax.set_ylabel('');\n", "print('Tanulmányi területek száma: ', stud_class[stud_class > 15].value_counts().size)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.C. Szakterületek feldolgozása \n", "[Tetejére! ⇡](#home)\n", "- ékezetek törlése\n", "- helyesírási hibák kiszűrése\n", "- nyelvtől független csoportosítás" ] }, { "cell_type": "code", "execution_count": 154, "metadata": {}, "outputs": [], "source": [ "df[['workwhat']] = df[['workwhat']].applymap(lambda x : str.lower(unidecode.unidecode(x)) if pd.notna(x) else np.nan)" ] }, { "cell_type": "code", "execution_count": 155, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "owner 154\n", "manager 119\n", "administrator 108\n", "engineer 65\n", "ovono 65\n", "tanar 55\n", "tanitono 49\n", "photographer 47\n", "operator 47\n", "bartender 44\n", "software engineer 41\n", "teacher 40\n", "director 36\n", "software developer 36\n", "munkas 32\n", "tulajdonos 31\n", "sofor 29\n", "sofer 29\n", "graphic designer 28\n", "volunteering 27\n", "asistent medical generalist 26\n", "volunteer 26\n", "pincer 26\n", "project manager 26\n", "web developer 25\n", "consultant 25\n", "fonok 25\n", "general manager 24\n", "truck driver 23\n", "professor 22\n", " ... \n", "tulajdonos, vezeto 1\n", "read the diary of ellen rimbauer: my life 1\n", "music teacher 1\n", "szerkeszto-musorvezeto-riporter-stb. 1\n", "ujsagiro, szerkeszto 1\n", "spartan warrior 1\n", "realizator cinema l!ve si jurnalul de noapte 1\n", "dtp/graphic designer 1\n", "vice president marketing 1\n", "consultant fiscal 1\n", "former nursing instructor 1\n", "urology resident 1\n", "owern's 1\n", "semmi xd 1\n", "associate field engineer 1\n", "the university of north carolina 1\n", "former kos karoly 1\n", "managing partner/administrator 1\n", "gestione appalti 1\n", "kepzelges 1\n", "former los angeles california 1\n", "phd 1\n", "contact center agent 1\n", "consilier pentru afaceri europene 1\n", "bisztonsagi or 1\n", "sucursala cluj-napoca 1\n", "scolarita 1\n", "epitkezes 1\n", "makeup artist 1\n", "teszter 1\n", "Name: workwhat, Length: 4384, dtype: int64" ] }, "execution_count": 155, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['workwhat'].value_counts()" ] }, { "cell_type": "code", "execution_count": 156, "metadata": {}, "outputs": [], "source": [ "def work(w):\n", " \"\"\"\n", " Categorises input work 'w' into main categories.\n", " \"\"\"\n", " # Programmer\n", " if 'software' in w \\\n", " or 'developer' in w \\\n", " or 'informa' in w \\\n", " or 'asm' in w \\\n", " or 'sysop' in w \\\n", " or 'it compliance' in w \\\n", " or 'programmer' in w \\\n", " or 'web' in w : return u'Informatikus'\n", " elif 'tanitono' in w \\\n", " or 'tanar' in w \\\n", " or 'ovono' in w \\\n", " or 'teacher' in w \\\n", " or 'dirigente' in w \\\n", " or 'pedagog' in w \\\n", " or 'student' in w \\\n", " or 'tanulo' in w \\\n", " or 'invatatoare' in w \\\n", " or 'tanito' in w \\\n", " or 'sudent' in w \\\n", " or 'elev' in w \\\n", " or 'muvelodesszervezo' in w \\\n", " or 'oktato' in w \\\n", " or 'teaching' in w \\\n", " or 'study' in w \\\n", " or 'diak' in w \\\n", " or 'ovoneni' in w \\\n", " or 'profesor' in w \\\n", " or 'lecturer' in w \\\n", " or 'instructor' in w \\\n", " or 'university' in w \\\n", " or 'adjunktus' in w \\\n", " or 'educatoare' in w \\\n", " or 'researcher' in w \\\n", " or 'professor' in w : return 'Oktatás'\n", " elif 'sofer' in w \\\n", " or 'driver' in w \\\n", " or 'curier' in w \\\n", " or 'posta' in w \\\n", " or 'gepkocsivezeto' in w \\\n", " or 'raktar' in w \\\n", " or w == 'vezeto' \\\n", " or 'komissio' in w \\\n", " or 'messenger' in w \\\n", " or 'komisszio' in w \\\n", " or 'comission' in w \\\n", " or 'fahrer' in w \\\n", " or 'transport' in w \\\n", " or 'rider' in w \\\n", " or 'sofor' in w : return 'Logisztika'\n", " elif 'volunteer' in w \\\n", " or 'au pair' in w \\\n", " or 'voluntar' in w \\\n", " or 'social work' in w \\\n", " or 'onkentes' in w : return 'Önkéntes'\n", " elif 'tancos' in w \\\n", " or 'szinesz' in w \\\n", " or 'enekes' in w \\\n", " or 'drummer' in w \\\n", " or 'artist' in w \\\n", " or 'dj' in w \\\n", " or 'music' in w \\\n", " or 'guitar' in w \\\n", " or 'muvesz' in w \\\n", " or 'musician' in w \\\n", " or 'bassist' in w \\\n", " or 'zenesz' in w \\\n", " or 'karmester' in w \\\n", " or 'actress' in w \\\n", " or 'animator' in w \\\n", " or 'actor' in w \\\n", " or 'dance' in w \\\n", " or 'grafik' in w \\\n", " or 'sing' in w \\\n", " or 'actor' in w : return 'Művész'\n", " elif 'sales' in w \\\n", " or 'consultant' in w \\\n", " or 'uzlet' in w \\\n", " or 'marketing' in w \\\n", " or 'cashier' in w \\\n", " or 'casier' in w \\\n", " or 'ugynok' in w \\\n", " or 'agent' in w \\\n", " or 'broker' in w \\\n", " or 'vanzari' in w \\\n", " or 'vanzato' in w \\\n", " or 'elado' in w : return 'Eladás'\n", " elif 'bartender' in w \\\n", " or 'waitress' in w \\\n", " or 'pultos' in w \\\n", " or 'pincer' in w \\\n", " or 'reception' in w \\\n", " or 'kiszolgalo' in w \\\n", " or 'ospatar' in w \\\n", " or 'barista' in w \\\n", " or 'bucatar' in w \\\n", " or 'waiter' in w \\\n", " or 'waiting staff' in w \\\n", " or 'baros' in w \\\n", " or 'cukrasz' in w \\\n", " or 'sef' in w \\\n", " or 'szakacs' in w \\\n", " or 'chef' in w \\\n", " or 'barman' in w \\\n", " or 'pincer' in w : return 'Vendéglátás'\n", " elif 'asistent' in w \\\n", " or 'orvos' in w \\\n", " or 'aszisztens' in w \\\n", " or 'gyogyszer' in w \\\n", " or 'psiholog' in w \\\n", " or 'health' in w \\\n", " or 'apolo' in w \\\n", " or 'veterinarian' in w \\\n", " or 'kranken' in w \\\n", " or 'assistenz' in w \\\n", " or 'nurse' in w \\\n", " or 'assziszt' in w \\\n", " or 'orthodontist' in w \\\n", " or 'dietitian' in w \\\n", " or 'physician' in w \\\n", " or 'dr.' in w \\\n", " or 'rezidens' in w \\\n", " or 'kineto' in w \\\n", " or 'dentist' in w \\\n", " or 'pszicho' in w \\\n", " or 'rezident' in w \\\n", " or 'doctor' in w \\\n", " or 'pharma' in w \\\n", " or 'optometrista' in w \\\n", " or 'farmac' in w \\\n", " or 'medic' in w : return 'Egészségügy'\n", " elif 'kozmetik' in w \\\n", " or 'fodrasz' in w \\\n", " or 'kormos' in w \\\n", " or 'manichiur' in w \\\n", " or 'coaf' in w \\\n", " or 'hair' in w : return 'Kozmetika/Fodrász'\n", " elif 'train' in w \\\n", " or 'torna' in w \\\n", " or 'versenyzo' in w \\\n", " or 'jucator' in w \\\n", " or 'forward' in w \\\n", " or 'vego' in w \\\n", " or 'beallo' in w \\\n", " or 'kozeppalyas' in w \\\n", " or 'jatekos' in w \\\n", " or 'coach' in w \\\n", " or 'striker' in w \\\n", " or 'arbitru' in w \\\n", " or 'midfielder' in w \\\n", " or 'sport' in w \\\n", " or 'captain' in w \\\n", " or 'player' in w \\\n", " or 'fotbal' in w \\\n", " or 'atacant' in w \\\n", " or 'csatar' in w \\\n", " or 'goalkeeper' in w \\\n", " or 'fitness' in w \\\n", " or 'antrenor' in w : return 'Sport'\n", " elif 'secretary' in w \\\n", " or 'alkalmazott' in w \\\n", " or 'iroda' in w \\\n", " or 'oordinator' in w \\\n", " or 'economist' in w \\\n", " or 'titkarno' in w \\\n", " or 'coordonator' in w \\\n", " or 'public relations' in w \\\n", " or 'contabil' in w \\\n", " or 'konyvtaros' in w \\\n", " or 'kozgazdasz' in w \\\n", " or 'referens' in w \\\n", " or 'secretara' in w \\\n", " or 'technical support' in w \\\n", " or 'dispecer' in w \\\n", " or 'titkar' in w \\\n", " or 'inspector' in w \\\n", " or 'referent' in w \\\n", " or 'partner' in w \\\n", " or 'employee' in w \\\n", " or 'accountant' in w \\\n", " or 'konyvelo' in w : return 'Irodai alkalmazott' \n", " elif 'engineer' in w \\\n", " or 'inginer' in w \\\n", " or 'mernok' in w \\\n", " or 'epitesz' in w \\\n", " or 'constructor' in w \\\n", " or 'arhitect' in w \\\n", " or 'architect' in w \\\n", " or 'arhchitect' in w \\\n", " or 'autocad' in w : return 'Mérnök'\n", " elif 'polgarmester' in w \\\n", " or 'president' in w \\\n", " or 'tanacsos' in w \\\n", " or 'orsvezeto' in w \\\n", " or 'presedinte' in w : return 'Közalkalmazott'\n", " elif 'photo' in w \\\n", " or 'media' in w \\\n", " or 'designer' in w \\\n", " or 'operator' in w \\\n", " or 'foto' in w \\\n", " or 'writer' in w \\\n", " or 'model' in w \\\n", " or 'musorvezeto' in w \\\n", " or 'press' in w \\\n", " or 'reporter' in w \\\n", " or 'editor' in w \\\n", " or 'szerkeszto' in w \\\n", " or 'ujsagiro' in w \\\n", " or 'producer' in w \\\n", " or 'blogger' in w \\\n", " or 'journalist' in w \\\n", " or 'martketing' in w : return 'Média'\n", " elif 'lawyer' in w \\\n", " or 'ugyved' in w \\\n", " or 'juridic' in w \\\n", " or 'avocat' in w : return 'Jogi'\n", " elif 'varrono' in w \\\n", " or 'munkas' in w \\\n", " or 'muncitor' in w \\\n", " or 'electrician' in w \\\n", " or 'villanyszerelo' in w \\\n", " or 'trabajador' in w \\\n", " or 'kazan' in w \\\n", " or 'worker' in w \\\n", " or 'mindenes' in w \\\n", " or 'kasszas' in w \\\n", " or 'gepkezelo' in w \\\n", " or 'flight attendant' in w \\\n", " or 'lucrator comercial' in w \\\n", " or 'szerelo' in w \\\n", " or 'baker' in w \\\n", " or 'muncitoare' in w \\\n", " or 'cabin crew' in w \\\n", " or 'elarusito' in w \\\n", " or 'technician' in w \\\n", " or 'pilot' in w \\\n", " or 'masszor' in w \\\n", " or 'pastor' in w \\\n", " or 'mechanic' in w \\\n", " or 'firefighter' in w \\\n", " or 'mecanic' in w \\\n", " or 'hegeszto' in w \\\n", " or 'fafarago' in w \\\n", " or 'asztalos' in w : return 'Szakmunkás'\n", " elif 'boss' in w \\\n", " or 'owner' in w \\\n", " or 'manager' in w \\\n", " or 'ugyvezeto' in w \\\n", " or 'manager' in w \\\n", " or 'admin' in w \\\n", " or 'igazgato' in w \\\n", " or 'vallalkozo' in w \\\n", " or 'presedinte' in w \\\n", " or 'masseur' in w \\\n", " or 'chief' in w \\\n", " or 'president' in w \\\n", " or 'cegvezeto' in w \\\n", " or 'leader' in w \\\n", " or 'ceo' in w \\\n", " or 'presedinte' in w \\\n", " or 'supervisor' in w \\\n", " or 'director' in w \\\n", " or 'tulajdonos' in w \\\n", " or 'menedzser' in w \\\n", " or 'elnok' in w \\\n", " or 'fonok' in w \\\n", " or 'management' in w \\\n", " or 'founder' in w : return 'Tulajdonos/Manager'\n", " elif 'pap' in w \\\n", " or 'popa' in w \\\n", " or 'lelkesz' in w \\\n", " or 'priest' in w \\\n", " or 'kantor' in w \\\n", " or 'lelkipasztor' in w : return 'Egyház'\n", " else: return np.nan" ] }, { "cell_type": "code", "execution_count": 157, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(5,5));\n", "df[['workwhat']] = df[['workwhat']].applymap(lambda x : work(x) if pd.notna(x) else np.nan)\n", "work_class=df['workwhat'].value_counts()\n", "ax = work_class[work_class > 15].plot.pie(autopct='%.1f')\n", "ax.axis('equal');\n", "titledict = {'fontsize': 15, 'fontweight' : 100, 'verticalalignment': 'baseline', 'horizontalalignment': 'center'};\n", "ax.set_title('Szakterületek (>15 ember)', fontdict=titledict, y = 1.08);\n", "ax.set_ylabel('');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.D. Lakhelyek feldolgozása \n", "[Tetejére! ⇡](#home)\n", "- ékezetek törlése\n", "- helyesírási hibák kiszűrése\n", "- nyelvtől független csoportosítás" ] }, { "cell_type": "code", "execution_count": 158, "metadata": {}, "outputs": [], "source": [ "df[['livesin']] = df[['livesin']].applymap(lambda x : str.lower(unidecode.unidecode(x)) if pd.notna(x) else np.nan)" ] }, { "cell_type": "code", "execution_count": 159, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "cluj-napoca 5000\n", "sepsiszentgyorgy 2575\n", "targu-mures 2442\n", "csikszereda 1846\n", "szekelyudvarhely 1818\n", "kezdivasarhely, covasna, romania 1679\n", "budapest, hungary 1548\n", "szekelykeresztur, harghita, romania 1186\n", "szentegyhazasfalu 1106\n", "sighisoara, romania 1069\n", "gyergyoszentmiklos 973\n", "marosvasarhely, mures, romania 944\n", "reghin 933\n", "parajd 831\n", "toplita 810\n", "sovata 767\n", "barot, covasna, romania 709\n", "bucharest, romania 681\n", "balan, romania 556\n", "london, united kingdom 408\n", "brasov, romania 378\n", "toplita-ciuc, harghita, romania 312\n", "reghinul, mures, romania 292\n", "sfantu-gheorghe, covasna, romania 280\n", "vlahita, harghita, romania 245\n", "szovata, mures, romania 210\n", "miercurea-ciuc, harghita, romania 192\n", "rome, italy 146\n", "gyergyoalfalu, harghita, romania 139\n", "baraolt 134\n", " ... \n", "skegness 1\n", "molenstede, brabant, belgium 1\n", "raiano 1\n", "charleroi 1\n", "saint-christol, provence-alpes-cote d'azur, france 1\n", "torokbecse 1\n", "racosul-de-sus, harghita, romania 1\n", "forest row 1\n", "goolwa, south australia 1\n", "montalbano di elicona, sicilia, italy 1\n", "heraklion, greece 1\n", "cattolica, emilia-romagna, italy 1\n", "lech, vorarlberg, austria 1\n", "fakenham, norfolk 1\n", "kaszopuszta, somogy, hungary 1\n", "grintiesu mic, neamt, romania 1\n", "pietrastornina 1\n", "koroshegy 1\n", "de haan, belgium 1\n", "furstenfeldbruck, germany 1\n", "vilvorde, brabant, belgium 1\n", "egerag, baranya, hungary 1\n", "mikepercs 1\n", "csorna 1\n", "lazaresti, harghita, romania 1\n", "peiraeus, attiki, greece 1\n", "kirchdorf in tirol, tirol, austria 1\n", "paralim, famagusta, cyprus 1\n", "vaitape, french polynesia 1\n", "auboue, lorraine, france 1\n", "Name: livesin, Length: 3600, dtype: int64" ] }, "execution_count": 159, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['livesin'].value_counts()" ] }, { "cell_type": "code", "execution_count": 160, "metadata": {}, "outputs": [], "source": [ "def lives(l) :\n", " if 'miercurea-ciuc' in l \\\n", " or 'miercurea ciuc' in l \\\n", " or 'csikszereda' in l : return 'Csíkszereda'\n", " elif 'szekelyudvarhely' in l \\\n", " or 'odorheiul secuiesc' in l \\\n", " or 'odorheiu secuiesc' in l: return 'Székelyudvarhely'\n", " elif 'gheorgheni' in l \\\n", " or 'gyergyo' in l : return 'Gyergyó'\n", " elif 'targu-mures' in l \\\n", " or 'tirgu-mures' in l \\\n", " or 'marosvasarhely' in l : return 'Marosvásárhely'\n", " elif 'sepsiszentgyorgy' in l \\\n", " or 'sfantu-gheorghe' in l \\\n", " or 'sfantu gheorghe' in l : return 'Sepsiszentgyörgy'\n", " elif 'sighisoara' in l \\\n", " or 'segesvar' in l : return 'Segesvár'\n", " elif 'cluj-napoca' in l \\\n", " or 'kolozsvar' in l :return 'Kolozsvár'\n", " elif 'kezdivasarhely' in l \\\n", " or 'targu secuiesc' in l : return 'Kézdivásárhely'\n", " elif 'oradea' in l \\\n", " or 'nagyvarad' in l : return 'Nagyvárad'\n", " elif 'timisoara' in l \\\n", " or 'temesvar' in l : return 'Temesvár'\n", " elif 'brasov' in l \\\n", " or 'brasso' in l : return 'Brassó'\n", " elif 'bucharest' in l \\\n", " or 'bukarest' in l \\\n", " or 'bucuresti' in l : return 'Bukarest'\n", " elif 'budapest' in l : return 'Budapest'\n", " elif 'reghin' in l \\\n", " or 'regen' in l : return 'Szászrégen'\n", " elif 'keresztur' in l \\\n", " or 'cristuru' in l : return 'Székelykeresztúr'\n", " elif 'toplita' in l \\\n", " or 'toplica' in l : return 'Toplița'\n", " elif 'szentegyhaza' in l \\\n", " or 'vlahita' in l : return 'Szentegyházasfalu'\n", " elif 'london' in l : return 'London'\n", " elif 'sovata' in l \\\n", " or 'szovata' in l : return 'Szováta'\n", " elif 'barot' in l \\\n", " or 'baraolt' in l : return 'Barót'\n", " elif 'balan' in l : return 'Balánbánya'\n", " elif 'parajd' in l \\\n", " or 'praid' in l : return 'Parajd'\n", " elif 'arad' in l : return 'Arad'\n", " elif 'vienna' in l \\\n", " or 'becs' in l : return 'Bécs' \n", " elif 'dublin' in l : return 'Dublin'\n", " elif 'tusnad' in l : return 'Tusnád'\n", " elif 'sibiu' in l \\\n", " or 'szeben' in l : return 'Nagyszeben'\n", " elif 'gyulafehervar' in l \\\n", " or 'alba iulia' in l : return 'Gyulafehérvár'\n", " elif 'iasi' in l \\\n", " or 'jaszvasar' in l : return 'Jászvásár'\n", " elif 'munich' in l \\\n", " or 'munchen' in l : return 'München'\n", " elif 'roma' in l \\\n", " or 'rome' in l : return 'Róma'\n", " elif 'new york' in l : return 'New York'\n", " elif 'turia' in l \\\n", " or 'torja' in l : return 'Torja'\n", " elif 'berlin' in l : return 'Berlin'\n", " elif 'debrecen' in l : return 'Debrecen'\n", " elif 'sopron' in l : return 'Sopron'\n", " elif 'szeged' in l : return 'Szeged'\n", " elif 'ozsdola' in l \\\n", " or 'ojdula' in l : return 'Ozsdola'\n", " elif 'dumbraveni' in l : return 'Dumbrăveni'\n", " elif 'vecses' in l : return 'Vecsés'\n", " elif 'kaposvar' in l : return 'Kaposvár'\n", " elif 'mosonmagyarovar' in l : return 'Mosonmagyaróvár'\n", " elif 'eger' in l : return 'Eger'\n", " elif 'gelence' in l \\\n", " or 'ghelinta' in l : return 'Gelence'\n", " elif 'borsec' in l \\\n", " or 'borszek' in l : return 'Borszék'\n", " elif 'galati' in l \\\n", " or 'galac' in l : return 'Galați'\n", " elif 'deva' in l : return 'Déva'\n", " elif 'lajosmizse' in l : return 'Lajosmizse'\n", " elif 'erd' in l : return 'Érd'\n", " elif 'toronto' in l : return 'Toronto'\n", " elif 'veszprem' in l : return 'Veszprém'\n", " elif 'cologne' in l \\\n", " or 'koln' in l : return 'Köln'\n", " elif 'pusztavam' in l : return 'Pusztavám'\n", " elif 'intorsura buzaului' in l \\\n", " or 'bodzafordulo' in l : return 'Bodzaforduló'\n", " elif 'bistrita' in l \\\n", " or 'beszterce' in l : return 'Beszterce'\n", " elif 'tarnaveni' in l \\\n", " or 'dicsoszentmarton' in l : return 'Târnăveni'\n", " elif 'lazarea' in l \\\n", " or 'szarhegy' in l : return 'Szárhegy'\n", " elif 'kolding' in l : return 'Kolding'\n", " elif 'passau' in l : return 'Passau'\n", " elif 'ingolstadt' in l : return 'Ingolstadt'\n", " elif l == 'covasna' \\\n", " or l == 'kovaszna' : return 'Kovászna'\n", " elif 'satu mare' in l \\\n", " or 'szatmar' in l : return 'Szatmár'\n", " elif 'atlanta' in l : return 'Atlanta'\n", " elif 'pecs' in l : return 'Pécs'\n", " elif 'korinth' in l : return 'Korinth'\n", " elif 'kerepes' in l : return 'Kerepes'\n", " elif 'nyiregyhaza' in l : return 'Nyíregyháza'\n", " elif 'gidofalva' in l \\\n", " or 'ghidfalau' in l : return 'Gidófalva'\n", " elif 'piatra neamt' in l : return 'Piatra Neamț'\n", " else: return l" ] }, { "cell_type": "code", "execution_count": 161, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Lakhelyek száma: 24\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(5,5));\n", "df[['livesin']] = df[['livesin']].applymap(lambda x : lives(x) if pd.notna(x) else np.nan)\n", "live_class=df['livesin'].value_counts()\n", "ax = live_class[live_class > 100].plot.pie(autopct='%.1f')\n", "ax.axis('equal');\n", "titledict = {'fontsize': 15, 'fontweight' : 100, 'verticalalignment': 'baseline', 'horizontalalignment': 'center'};\n", "ax.set_title('Lakhelyek (>100 ember)', fontdict=titledict, y = 1.08);\n", "ax.set_ylabel('');\n", "print('Lakhelyek száma: ', live_class[live_class > 100].size)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2. Korreláció vizsgálata \n", "[Tetejére! ⇡](#home)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.a. Korreláció vizsgálata születési hely és tanulmányok között \n", "[Tetejére! ⇡](#home)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Előbb kiválasztjuk a megfelelő oszlopokat, majd töröljük az összes olyan mérést, mely nincs kitöltve(NaN), valamint töröljük az ékezeteket és kisbetűsre alakítjuk a DataFrame tartalmát, hogy könnyebb legyen később a feldolgozás." ] }, { "cell_type": "code", "execution_count": 162, "metadata": { "scrolled": true }, "outputs": [], "source": [ "df_birth_stud=df.loc[:, ['birth', 'studwhat']].copy()\n", "df_birth_stud.dropna(inplace=True)\n", "df_birth_stud = df_birth_stud.groupby('studwhat').filter(lambda x : len (x) > 15)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Adatok mennyisége százalékban:" ] }, { "cell_type": "code", "execution_count": 163, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "[['Kolozsvár', 0.12847530316474415, 417],\n", " ['Marosvásárhely', 0.2993521483356914, 402],\n", " ['Kovászna', 3.6088590073165907, 365],\n", " ['Szentgyörgy', 0.4928043423918866, 276],\n", " ['Csíkszereda', 0.6723810501462814, 262],\n", " ['Székelyudvarhely', 0.7347806285107029, 242],\n", " ['Gyergyó', 1.2243565326222996, 225],\n", " ['Szászrégen', 0.6520236771731619, 217],\n", " ['Segesvár', 0.7437193082342893, 209],\n", " ['Kézdivásárhely', 1.1248715591368774, 208],\n", " ['Maroshévíz', 1.026635077895039, 143],\n", " ['Székelykeresztúr', 1.190601622589822, 113],\n", " ['Balánbánya', 1.3409648405560097, 82],\n", " ['Barót', 0.8994464944649446, 78],\n", " ['Szentegyházasfalu', 1.0727747173093651, 74],\n", " ['Szováta', 0.587385652383245, 61],\n", " ['Parajd', 0.8700696055684455, 30]]" ] }, "execution_count": 163, "metadata": {}, "output_type": "execute_result" } ], "source": [ "[[df_birth_stud.iloc[:, 0].value_counts().index[i], 100*df_birth_stud.iloc[:, 0].value_counts()[i]/lakossag[df_birth_stud.iloc[:, 0].value_counts().index[i]], df_birth_stud.iloc[:, 0].value_counts()[i]] for i in range(df_birth_stud.iloc[:, 0].value_counts().size)]" ] }, { "cell_type": "code", "execution_count": 164, "metadata": { "scrolled": false }, "outputs": [], "source": [ "heatmap = pd.crosstab(df_birth_stud.birth, df_birth_stud.studwhat)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A lenti hőtérképről könnyen leolvasható, hogy egyes városokban született emberek esetén mely tanulmányi területek a legnépszerűbbek.\n", "\n", "**További elemzés a [weboldalon](https://lorinczszabolcs.github.io/eletpalya/).**" ] }, { "cell_type": "code", "execution_count": 165, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15,10))\n", "ax = sns.heatmap(heatmap, annot=True, cbar=False, fmt='g', annot_kws={\"size\": 14})\n", "ax.set_title('Születési hely - Tanulmányok', fontsize=24, y = 1.04);\n", "ax.set_xlabel('Tanulmányok', fontsize=18);\n", "ax.set_ylabel('Születési hely', fontsize=18);\n", "plt.setp(ax.get_xticklabels(), rotation='vertical', fontsize=14);\n", "plt.setp(ax.get_yticklabels(), rotation='horizontal', fontsize=14);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.b. Korreláció vizsgálata születési hely és szakterületek között \n", "[Tetejére! ⇡](#home)" ] }, { "cell_type": "code", "execution_count": 166, "metadata": { "scrolled": false }, "outputs": [], "source": [ "df_birth_work=df.loc[:, ['birth', 'workwhat']].copy()\n", "df_birth_work.dropna(inplace=True)\n", "df_birth_work = df_birth_work.groupby('workwhat').filter(lambda x : len (x) >= 10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Adatok mennyisége százalékban a népességhez képest:" ] }, { "cell_type": "code", "execution_count": 167, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[['Kolozsvár', 0.2991595188800158],\n", " ['Marosvásárhely', 0.6366818080274034],\n", " ['Kovászna', 7.178168874826972],\n", " ['Szentgyörgy', 1.015962575438346],\n", " ['Csíkszereda', 1.2292768054201098],\n", " ['Székelyudvarhely', 1.3390010626992561],\n", " ['Szászrégen', 1.2770048976893724],\n", " ['Kézdivásárhely', 2.271375263641772],\n", " ['Gyergyó', 2.2691407737933287],\n", " ['Segesvár', 1.256138353142125],\n", " ['Maroshévíz', 2.096345753463996],\n", " ['Székelykeresztúr', 2.6130017911705825],\n", " ['Barót', 2.363929889298893],\n", " ['Balánbánya', 3.3360588716271464],\n", " ['Szentegyházasfalu', 2.2615250797332562],\n", " ['Szováta', 1.1266249398170438],\n", " ['Parajd', 1.7981438515081207]]" ] }, "execution_count": 167, "metadata": {}, "output_type": "execute_result" } ], "source": [ "[[df_birth_work.iloc[:, 0].value_counts().index[i], 100*df_birth_work.iloc[:, 0].value_counts()[i]/lakossag[df_birth_work.iloc[:, 0].value_counts().index[i]]] for i in range(df_birth_work.iloc[:, 0].value_counts().size)]" ] }, { "cell_type": "code", "execution_count": 99, "metadata": { "scrolled": false }, "outputs": [], "source": [ "heatmap2 = pd.crosstab(df_birth_work.birth, df_birth_work.workwhat)\n", "heatmap2_norm_col=(heatmap2-heatmap2.mean())/heatmap2.std()" ] }, { "cell_type": "code", "execution_count": 100, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15,10))\n", "ax = sns.heatmap(heatmap2, annot=True, cbar=False, fmt='g', annot_kws={\"size\": 14})\n", "ax.set_title('Születési hely - szakterület', fontsize = 24, y=1.04)\n", "ax.set_xlabel('Szakterület', fontsize=18);\n", "ax.set_ylabel('Születési hely', fontsize=18);\n", "plt.setp(ax.get_xticklabels(), rotation='vertical', fontsize=14);\n", "plt.setp(ax.get_yticklabels(), rotation='horizontal', fontsize=14);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Normalizálva oszlop szerint, mert a manager miatt a többi nem szembetűnő." ] }, { "cell_type": "code", "execution_count": 101, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15,10))\n", "ax = sns.heatmap(heatmap2_norm_col, annot=True, cbar=False, annot_kws={\"size\": 14})\n", "ax.set_title('Születési hely - szakterület (oszlop szerint normalizálva)', fontsize = 24, y = 1.04)\n", "ax.set_xlabel('Szakterület', fontsize=18);\n", "ax.set_ylabel('Születési hely', fontsize=18);\n", "plt.setp(ax.get_xticklabels(), rotation='vertical', fontsize=14);\n", "plt.setp(ax.get_yticklabels(), rotation='horizontal', fontsize=14);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.c. Korreláció vizsgálata lakhely és tanulmányok között \n", "[Tetejére! ⇡](#home)" ] }, { "cell_type": "code", "execution_count": 102, "metadata": { "scrolled": false }, "outputs": [], "source": [ "df_live_stud=df.loc[:, ['livesin', 'studwhat']].copy()\n", "df_live_stud.dropna(inplace=True)\n", "df_live_stud = df_live_stud.groupby('studwhat').filter(lambda x : len (x) > 15)\n", "df_live_stud = df_live_stud.groupby('livesin').filter(lambda x : len (x) >= 20)" ] }, { "cell_type": "code", "execution_count": 103, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2334" ] }, "execution_count": 103, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_live_stud.iloc[:,0].size" ] }, { "cell_type": "code", "execution_count": 104, "metadata": { "scrolled": false }, "outputs": [], "source": [ "heatmap3 = pd.crosstab(df_live_stud.livesin, df_live_stud.studwhat)\n", "heatmap3_norm_row=heatmap3.sub(heatmap3.mean(axis=1), axis=0)\n", "heatmap3_norm_row = heatmap3_norm_row.div(heatmap3.std(axis=1), axis=0 )" ] }, { "cell_type": "code", "execution_count": 105, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15,10))\n", "ax = sns.heatmap(heatmap3, annot=True, cbar=False, fmt='g', annot_kws={\"size\": 14})\n", "ax.set_title('Lakhely - tanulmányok', fontsize = 24, y =1.04)\n", "ax.set_xlabel('Tanulmányok', fontsize=18);\n", "ax.set_ylabel('Lakhely', fontsize=18);\n", "plt.setp(ax.get_xticklabels(), rotation='vertical', fontsize=14);\n", "plt.setp(ax.get_yticklabels(), rotation='horizontal', fontsize=14);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Normalizálva sor zerint, mert Kolozsvár miatt a többi adat elenyészik." ] }, { "cell_type": "code", "execution_count": 106, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15,10))\n", "ax = sns.heatmap(heatmap3_norm_row, annot=True, cbar=False, annot_kws={\"size\": 14})\n", "ax.set_title('Lakhely - tanulmányok (sor szerint normalizálva)', fontsize=24, y=1.04)\n", "ax.set_xlabel('Tanulmányok', fontsize=18);\n", "ax.set_ylabel('Lakhely', fontsize=18);\n", "plt.setp(ax.get_xticklabels(), rotation='vertical', fontsize=14);\n", "plt.setp(ax.get_yticklabels(), rotation='horizontal', fontsize=14);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.D. Korreláció vizsgálata lakhely és szakterület között \n", "\n", "[Tetejére! ⇡](#home)" ] }, { "cell_type": "code", "execution_count": 107, "metadata": { "scrolled": false }, "outputs": [], "source": [ "df_live_work=df.loc[:, ['livesin', 'workwhat']].copy()\n", "df_live_work.dropna(inplace=True)\n", "df_live_work = df_live_work.groupby('livesin').filter(lambda x : len (x) >= 20)\n", "df_live_work = df_live_work.groupby('workwhat').filter(lambda x : len (x) >= 10)" ] }, { "cell_type": "code", "execution_count": 108, "metadata": { "scrolled": false }, "outputs": [], "source": [ "heatmap4 = pd.crosstab(df_live_work.livesin, df_live_work.workwhat)\n", "heatmap4_norm_row=heatmap4.sub(heatmap4.mean(axis=1), axis=0)\n", "heatmap4_norm_row = heatmap4_norm_row.div(heatmap4.std(axis=1), axis=0 )" ] }, { "cell_type": "code", "execution_count": 109, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15,10))\n", "ax = sns.heatmap(heatmap4, annot=True, cbar=False, fmt='g', annot_kws={\"size\": 14})\n", "ax.set_title('Lakhely - szakterület', fontsize = 24, y=1.04)\n", "ax.set_xlabel('Szakterület', fontsize=18);\n", "ax.set_ylabel('Lakhely', fontsize=18);\n", "plt.setp(ax.get_xticklabels(), rotation='vertical', fontsize=14);\n", "plt.setp(ax.get_yticklabels(), rotation='horizontal', fontsize=14);" ] }, { "cell_type": "code", "execution_count": 110, "metadata": {}, "outputs": [ { "data": { "image/png": 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ziivBz6tv5icoKIgJBAKmp6entPzVJfgZGRnMwsJC5QkrxhjLyspiVatWzXdfrUpexw1ysbGx3PJ59uxZgdonRBP0DD4hhKjRo0cPAMCtW7fyLBcSEoLWrVvj2bNn6NChAy5fvgwTE5M860ybNg1isVhpuru7OwAoPS959epVhIaGwtbWFh4eHirbtLOzg6OjIzIyMjR+J/To0aMBAGfPnlUa8OfVq1e4c+cOeDweRowYoVF7xcHQ0BA6Otk/T7mfuy2Id+/eoXfv3pDJZBg3bhwmTJhQoPry9X/37l21z9ACQGxsLDp06ICrV6+iQYMGuHHjRpFeBSZ/ptjLy0tlHwHAjYdw6dIllfMbNGiATp06FTqGwjh27BiSkpLQunVrNGvWTGUZR0dH2NvbIz4+vlDP9uYlKiqKW0/m5uYqyxgZGQEoWL+Sj8UwevRoWFlZKc3v1KkTWrRoAQA4fPiwyjaKsj4KE3NuMpkMffr0wbt37/DNN99g586dCvP37NmDrKwsuLu7w97eXmUbvXr1glgsxvPnz1XGwufzMW3atELHCABjx46FmZmZ0nT5fjE4OBifP38u0mfkpU2bNipfXda4cWNUqVIFAPD8+XNuOmMMx44dAwBMnToVenp6SnVHjx6NypUrgzGmdlyPLl26oF69evnGN378eIVn8+VcXFwAACKRSOU6aNWqFSQSCdLS0vDmzZt8PycnTX8HCyu/vpkfe3t71K1bF8nJyXj8+LFGdfh8Pvr27QsAOHDggNL8mzdv4v3795BIJOjVq1eB4tFkeZmYmIDP5wMo2nZNiDqU4BNC/tNSUlKwdu1aODs7w8LCAkKhkBvo55tvvgEAhIWFqa3/8uVLtG7dGkFBQXBzc8PZs2ehr6+f7+c2bdpU5fTKlSsDAOLj4xWm3759m4vFyspK7Z/8oOL9+/f5f3kA9evXR7NmzSCTyfDXX38pzNuxYwcAoEOHDrCxsdGoveKgq6vLvd+4c+fO+OWXX/D48eM8k+zckpOT4e7ujujoaLRp0wYbNmxQWS4jIwPbt2+Hq6srKlasCLFYzK1/+Uma1NRUpfUhFxYWBicnJ9y7dw+Ojo64evUqLC0tC/iNFePx8/MDkH0SSN16lp/kUbee5Qnn1yTvo76+vnn20Xfv3gHQvI9qKiYmhvu3uhNsXbp0AQCcPHkSPXv2xPHjxxEbG6u2zfT0dO5kW7t27dSWa9++PQDg4cOHKucXZX107doVADBz5kx4eXnBx8enQIOKAcD333+PGzduwMLCAt7e3kqJqHzdHT16VO16q1KlCjeIp6p1V716dbUnVjSV334RgMYDExbn5+eMIee+4O3bt0hISACgvn/o6Ohwg8YVtX/Ur19f5XQLCwsA2YPxGRgYqIxBvm5U7cvi4uKwePFitGzZEmZmZhAIBNx+UL6vyet3sCjy65tyly5dwoABA1CtWjXo6ekpDMr35MmTAscoP0l64cIFxMXFKczbv38/AKBbt27cCbacinrcwOPxYGxsDEBxv0VIcRGUdgCEEFJawsPD4ezsjMDAQG6avr4+TExMoKOjg8zMTMTExOR5xWjlypUAAAcHBxw9ehQCgWa7VUNDQ5XTJRIJgOxEL3esQHbCERkZmW/7OUeYz8/o0aPh5+eHnTt3cld/MjMzsXfvXgDAyJEjNW4LACZPnoxDhw4pTW/ZsiWOHz+uURt//vknunfvjpcvX2Lu3LmYO3cuDAwM0LZtWwwYMACenp55LuuRI0fi0aNHsLGxwbFjx1S+Dz0pKQmdO3fmkhsg++RChQoVuDsI5Mv68+fPKpOXP/74A0B2QnnhwgXuoK2w4uLikJ6ezv07P+oSvQoVKhQpjsKQ99GUlBSNEtCC9FFN5BzJXiQSqSzj5OSERYsWYdGiRTh9+jROnz4NIHu07G7dumHcuHGoUaMGVz4uLo4bnTxnkpmb/OpudHS0yvlFWR8zZ87EgwcPcOrUKWzatAmbNm2CQCBA06ZN4eHhgTFjxqi8qiu3adMmbN26FSKRCMeOHVN5d4l83SUlJSEpKSnfmFStu+Loc/ntFwEU6E0hxfX5OWPI+fk51/fX6B8VK1ZUOV1+NVjd/Jxlci+/Fy9eoH379gq/K4aGhtDV1QWPx0N6ejri4+NL5M4JTfomAEyaNIk7Saurqwt7e3sYGxtz+/XHjx8jISGhQDG2bNkSdnZ2CA4OxrFjxzBmzBgA2b+98jstVL05pjiOG4Av/amgJ+sI0QRdwSeE/GdNmTIFgYGBsLe3x7FjxxAXF4ekpCRERUUhIiICd+/ezbeN3r17QyAQIDAwEHPmzCmxWOVJhoeHB1j2+Cl5/hXk1WIDBgyAgYEBnj17xr0K6vz58wgPD4dUKlX7SIA6CQkJiIyMVPrTJGGVs7e3x9OnT3HixAmMHTsWtWvXRlJSEs6dO4chQ4agefPmahORpUuX4tChQ9DT08PJkyfVHjwvXrwYt2/fhrm5OXbv3o3IyEgkJydz6//Dhw9cWZbr1W5yXbt2haGhIeLj4zFx4kSFV1UVRs76T5480WhdqyI/mP+a5LFPnTpVo7iHDx9erJ9vamrK/Tuvq7xz585FYGAgli1bhs6dO8PIyAgBAQFYs2YN6tSpgz179qisp+5VeJooyvoQi8U4efIk7ty5gx9//BGOjo7g8Xjc/x0cHLgrmLldu3YNU6ZMAQBs3LhR5e3nwJd1t379eo3WnapX3ZVGnytLSqt/FNWIESMQGRmJb7/9FhcuXEBiYiI+ffqEyMhIRERE4MiRIwDU7wMLS9O+ef78eWzYsAG6urr466+/kJCQgGfPnuHWrVu4evUqrl69yj3eUNAYPT09AXy5Yg9k3ykQExMDY2NjdOvWTalOcRw3AF/upFD1SAohRUUJPiHkPyk9PR0nT54EkP3e5l69eind1qvJlfLu3bvjwIED4PP5WLFiBebPn18i8cpv+37x4kWxt21gYID+/fsDAPf8o/z2/IEDBypcPdPErl27VCYFmo4LICcQCODu7o6tW7fixYsXCA8Px6pVqyCRSPDw4UMsXLhQqc6ZM2cwd+5c7v3YDRs2VNu+/MB1w4YNGDp0KHebq5wm679p06Y4d+4c9PX1sX//fowaNapIB8JmZmbcwX5JrGs5+d0PqampKufLbzsuiJLso5rIeYeFukcq5Ozs7DBr1izu9lwfHx+0bdsWGRkZmDhxIjcehampKXc3R853zef277//AijZOyccHR2xYsUK3LlzB/Hx8Thw4ACsra0RHR3NjaWRU2hoKPr27QuZTIbvvvtOZRm50l532irn+i7t/lEY7969g5+fH/h8Pk6dOoXOnTsr3eKvyX6woArSN+X76YkTJ2LQoEEq78bKeTK2IAYNGgQAuH79OndLvfyZfPmYEzkV13FDWload+W+qI+1EKIKJfiEkP+kmJgY7oqL/Jm53C5fvqxRW3369MGePXugo6ODRYsWYenSpcUWp5z8Gc1Xr14pDPJUXOQHWAcOHMD79+9x5swZAAW/Pb8kWVlZYcaMGdxVn2vXrinMDwgIwKBBg5CVlYU5c+agT58+ebYnP+gu6vpv3bo1Tp8+DV1dXezatQvjx49Xm+TLk0V184VCIZo0aQIAGj/OUBjyW7rlyyC3e/fuFbhNeR+9du1ans+1qyJfLkDhrxSamZlxB8vBwcEa1+Pz+XB2dsaZM2cgFArx+fNn7k4WkUjEXR308fFR28aVK1cAAN9++22hYi8ofX19eHp6Ytu2bQCABw8eKNwSnJycDDc3N0RHR6Ndu3ZYu3Ztnu3J193p06dL9Bb4kpDfNlWS7O3tuW1JXf/IysriTm5+rf6hqZwnHtQ9YqDpflBTBe2b8hirV6+ucv7r168REhJSqFjq1q2L+vXrIysrCwcPHkRqaiq8vb0BqL49v7iOG+Tx8ng81KxZs1CxE5IXSvAJIf9JRkZG4PF4AAB/f3+l+eHh4WoHZlNl4MCB2LFjB3g8Hn7++WesWbOm2GIFsge6kz+fOHXq1DwHnMvv6qUqjo6OqFevHuLj4zFgwADIZDI0bNgQjRs3LnTMhSWTyfI8WNfV1QWgeEvsx48f0bNnT3z69Anu7u4qr+7nJn9eXtX6T0pKwpIlSzSOuV27dvD29oZYLMa2bdswadIkleXkAzbldQu5/Nb1Y8eO5ZlUAoVb18CXwbrkV6NyYoxhxYoVBW6zb9++0NfXR2pqKn744Yc8y+aOO+dAVkUZRK1ly5YAwCXoucnHN1BFJBJxd0/k7FvyE0W7du1SOeL133//jTt37gAA+vXrV7jA85BXzPJtgTGmUG7EiBF48uQJ7OzscOTIkXzHBhk2bBh0dHQQFhaGZcuW5Vm2sH2upGiyTZUUHo/HjbK+fv16lWMT/Pnnn/jw4QN4PF6+Jx2/Nvk+MDIyUuktKkD2vjHn7evFoaB9Ux6jugEKZ8+eXaR45In8gQMHcPr0aSQmJsLKykrloInFddwgP4Fau3ZtukWflAhK8Akh5YpMJkNMTEyefzKZDAYGBnB0dASQfZVa/nqdrKws/PPPP3BycirwFaFhw4Zh69at4PF4mDFjRoFOEORHKBRiw4YN4PF4uHTpEjp16gRfX18uxoyMDDx48ACzZs1S+5qr/Miv4stH4i+tq/fPnz9HvXr1sG7dOgQGBnLfUSaT4dixY/j1118BZI+wL+fp6YnXr1+jXr162Lt3L3cQlpeOHTsCyB6t/tq1a9zn3Lt3Dx06dCjw6MadOnXC8ePHIRKJ8Pvvv2PGjBlKZerWrQsg++q8utvgR40aBUdHR2RlZaF79+5Yv369wvgFUVFROHDgAJydnbF+/foCxSgnT0TPnj2LFStWcFd/Q0JCMGDAALUJcl7MzMy45HDnzp3o16+fwuseU1NTcfPmTXh5eaFVq1YKdaVSKSpVqsTVLSz5c7zq7kAYOnQoRowYgYsXLyIxMZGbHhISgmHDhiE1NRW6urpo06YNN++7775DxYoVkZKSAldXV27ZZGZm4tixY9xzvC4uLtxo+sWpXr16+Omnn3Dv3j0uiWeMwc/PD99//z2A7EdF5LcKL1++HIcPH4aBgQFOnTqlUQJRu3Zt7s6Y+fPnw8vLC2/fvuXmJyUl4dKlSxgyZAj3erGyQr5NXbhwoVReOfbTTz9BX18fYWFh6NatG169egUg+yTRH3/8wZ3sGzVqlNqr0KWldu3aqFKlChhj6N+/P/cKPZlMhuPHj6Njx44qR+UvrML0Tfl+eseOHdiyZQu3DYSGhmLgwIE4fvy4wvgbBTVw4EDweDzcv3+f23/1799f5bgIxXXcIN8/5dzPEFKsGCGElAPDhg1jADT68/HxYYwxdvfuXaarq8tN19fX5/5vamrKvL29uXm5OTk5MQBs586dSvN+//13BoDxeDy2detWhXny9oKDg1V+j+DgYLWfyRhjO3bsYCKRiCsjkUiYmZkZ4/P5Ct8xt/w+lzHGYmNjmVgsZgCYSCRiMTExasuWpEePHil8F7FYzExNTZmOjg43rUmTJiwhIYGrI59uaGjILC0t1f6tWrWKqxMUFMTMzc0VlqW+vj4DwHR1ddnFixfVLjd5f5s/f75S/CdOnGACgYABYD/99JPCvJcvX3LrTyAQsEqVKjEbGxvWqlUrhXKRkZGsVatW3OfzeDxmYmLCDAwMFJbNggULNI4rt169enHt6OjoMKlUyi2HvL77/PnzGQA2bNgwle0uXryY8Xg8rr6enh4zMTFRWH+2trZK9ebNm6ewLdrY2DAbGxu2du3afL+LXHBwMOPxeExXV5clJiYqzXdzc1NYplKplOnp6XHT+Hw+27Nnj1I9X19fZmJiotDPJBIJ9/8GDRqwyMhIpXoFWR/qGBsbK8RnamrKhEIhN83c3Jw9efKEKy/fN4nF4jy3BQ8PD4XPycjIYBMmTFDoX4aGhkwqlSqsT2dnZ4V6O3fuZACYk5NTnt8jr3I2NjYK+2ZV1PXH6OhoZmpqyvVjKysrru9oSpP1lNc+/9SpUwr9QSqVKqyjDh06sKSkpAK1mVN+y0eTdaCujePHjytsm4aGhtw+ytramu3du5cBULk81cWv7nesMH0zLS2NOTo6KmwD8n0VALZ48WK1cfj4+KglbGYbAAAgAElEQVSNPaec+1oAzNfXV23Zohw3yFWvXp0BYFeuXMkzLkIKi67gE0L+s5o3b447d+7A3d0dJiYmkMlksLCwwLhx4/D48eM8B2jLi5eXF3799VcwxjB+/PgiXZHMbcSIEXj16hWmTJmCunXrQiAQICEhAWZmZmjXrh1Wr15d6OcRTU1NuffPu7m5ldqtg7Vr18bRo0cxfvx4fPPNN5BKpfj06ROMjIzQunVrbNiwAbdu3VL5fuLExESVI/jL/3KOvG9vbw8/Pz8MHjwYFhYWyMzMhFQqxaBBg3Dv3j106tSpUPG7u7tzAy8uXbpU4XGBWrVq4dKlS3B1dYWxsTEiIiIQGhqq9Cy8hYUFrl27hn379qFr166wsLBAUlISGGOoVasWRo0ahXPnzuGnn34qVIxA9i2pS5YsQc2aNSEQCCAUCtG7d2/4+voW+rsDwJw5c/DkyROMHTsWNWrUAGMMnz9/RsWKFdGlSxds3rwZvr6+SvXmzZuHFStWoEGDBmCMITQ0FKGhoQW69drW1hYdOnRASkqKyscPli9fjpUrV8LV1RX29vZIT09HZmYmqlWrhhEjRuDhw4cYMmSIUr1mzZrhxYsXmDp1KhwcHCCTySAQCNCkSROsWrUKvr6+SoM0FpeTJ09i9uzZaNWqFSpVqoSkpCSIRCI0aNAAs2bNwvPnz9GgQQOlemlpaXluC7nfasHn87Fp0ybcvHkTgwcPho2NDdLT05GSkgJra2t4eHhg9+7d3DPKZYW5uTl8fHzQq1cvVKhQAdHR0Vzf+Vp69OgBf39/jBkzBra2tkhOToaenh5at26Nbdu24eLFi9DX1/9q8RSEh4cHrly5go4dO8LQ0BAymQw2NjaYMWMGHj16xL3irzgVpG+KRCJcvnyZuztNR0cHAoEAHTt2xOnTp4vl7TXywfYAoFq1amjWrJnaskU9brh//z7evHkDe3t7lW+jIKQ48BgrhVFJCCGElDnJycmoWLEiPn36hPPnz8PV1bW0QyKkwI4ePYq+ffuiW7du3GCRhBBSFkyfPh2//vorli5dWuTxAwhRhxJ8QgghAIDt27dj9OjRsLGxwdu3bxVGNidEW2RlZeHbb7/F06dP8ezZM9SpU6e0QyKEECQkJMDGxgYikQhBQUEwNDQs7ZBIOUVHb4QQQhASEoIFCxYAACZNmkTJPdFaOjo6WLZsGRhjJfLKSkIIKYzffvsNCQkJ+Omnnyi5JyWKruATQsh/mKenJ27evInw8HBkZWXBwcEBT548gUQiKe3QCCmStWvX4vPnz5g1a1a+r+IihJCS9vvvvyM+Ph4//vgjxGJxaYdDyjFK8Akh5D/M2dkZ165dg6mpKdq1a4c1a9bAxsamtMMihBBCCCGFQAk+IYQQQgghhBBSDtBDloQQQgghhBBCSDlACT4hhBBCCCGEEFIOUIJPCCGEEEIIIYSUA5TgE0IIIYQQQggh5QAl+IQQQgghhBBCSDlACT4hhBBCCCGEEFIOUIJPCCGEEEIIIYSUA5TgE0IIIYQQQggh5QAl+IQQQgghhBBCSDlACT4hhBBCCCGEEFIOUIJPCCGEEEIIIYSUA5TgE0IIIYQQQggh5QAl+IQQQgghhBBCSDlACT4hhBBCCCGEEFIOUIJPCCGEEEIIIYSUA5TgE0IIIYQQQggh5QAl+IQQQgghhBBCSDlACT4hhBBCCCGEEFIOUIJPCCGEEEIIIYSUA5TgE0IIIYQQQggh5QAl+IQQQgghhBBCSDkgKO0ACMmPh3WP0g6hUA4/XF/aIRRKv28nl3YI/zm9M4xLO4RCW5IRWNohEFLiakksSzuE/5y5TDuvQS3mZZV2CIUWkBpZ2iEUijZvn7V0DEs7hP8c7+Q3pR1Cob2M8tOonHbuPQkhhBBCCCGEEKKAEnxCCCGEEEIIIaQcoASfEEIIIYQQQggpByjBJ4QQQgghhBBCygFK8AkhhBBCCCGEkHKARtEnpWL58uUwNDSEl5dXsbfdf+oAdBrYGfrGBnj9KBDb5m7B+8B3ast3HNAJzr3bo6qDNXR4PLx9/hYH1uzDy3svuDJdhnZFp0GusKiSPVLr+8B3OLLhEB5cuV+ssR84dhqHT55DWHj2SLbV7WwwdvgAOLVslm/d0Pcf0HfE92BguHf5RLHGlR9tXebaGLfDMBfUmdAVuhZSfAz8gPvz/kK03yu15XWEfNSb4g773q2ga2mC1JgEvNhyDq+2/w0A4An4qPd9D9j3bQM9KxN8CgrHwyWHEH71abHEm5vXD2PQb4g7jIwN8fThcyyetQpvXr3Ns46+gT4mzx6Pzj3aQ2pijPCwSKxbshkXTl0GAOjp62HyrHFw6eoMU3MTvHwWiKU/r8Gzxy8pdi2OW5tj18Z9S3mIHQAMmteBxTgP6NWvBpGVGUKmrUfckStqy/PEQlgvmwC9etUgqV4FSfdf4nW/OcUeV160dZlr6/YJaOcydxzsgjbjusPQQoqowA84s2gPQu6p/v2v27kpmg/qgIp1bSEUCxH15gN8fvfGy8sPuTL1ujaH0/geMLO1BF/AR0xIBG5tP4+Hx24US7zaHrecNvZzHmOMFUtLpFwIDg7GrFmz4ODggMWLF5fY5xQkwS/Ia/I8JvRG3+/74bfp6xEW9C/6TRmA2k1rw8t5AlI/p6isM2X9dLx6GICA+y+RlpKGnqPd4NSrHaa5TkJ4SDgAoFnH5siQZSAsOAw6Ojy069MB7uN7YUa3qQgNCFHZbmFek3flxh0IBQLYVK2MrKwsnDx/GTv3HcWhHRtQs7qd2noymQyDxk2DmakJ7j/2L1KCX9DX5JWlZa6tcWv6mjybns3RasME+M3ehSi/QDgMd0G1/m1x2nkmkj/EqqzT9o9J0KtkhscrjiDxbQQkFYwhkIgQeSf7R+Sbn/vDrndr+P6wHQmvP6CicwM0nj8IF90WIv5ZaL4xFeQ1eaO/H4rxU0dg9qRFCHkTignTR6Nx84bo0qIvkj8nq6wjEPDx16ltSEhIxNZ1OxERFgWrShZIT0vnfgh/3bYEDnWqY+GPKxAZHoUefbpg2LgB6N66P6IiojWOrzzGrq1xl7XYC/IarrK0bymoshR7YV+TZ9SuMQya1Uay/1vYrpuCdz9vyTPB19EVo/LckUh+FgTj9o3BN9IvUoJf0NfklaVlXpDX5Gnr9gmUrWWu6Wvy6nd3RP+1E3Fy7k6E3HsFxyEd0bivE9Z2/AEJYcq//93nD0ViVDyCbr9AysckNHJvhfaTeuEPz8Vccm3fog4khnqIDgpDpiwDtTp8i64/D8Le0Wvw6upjjeLSxrgL8pq8stTPAc1fk0cJPlHw559/QkdHB9euXcOSJUtQpUoVtWUzMjIgEBTuJpCSSvC339+N87vO4ujvhwEAIrEIux7txa4lO/H3vgsat7Pj/h4c/f0wzu06o7bMnqf78deKPWrbLUyCr0pL176YMn4E+rl3VVtmxfqtSEz6jCaN6mPJ2k1fNcEvS8tcW+PWNMF3PbMA8S/fw/eH7dy0njdX491ZPzxedlipfEWnemizdRJOtpyGtLgklW32ergBzzeewavtF7lpbf+YhMxUGW59vznfmAqS4F/3P4d9249g67qdAACxRIxbLy5g5YLfcHiP6j7bd4g7xkwahm4t+0Imy1CaL5aIcf+tDyaPnIUrF65z049e2o0b/9zB+uVbNI6vPMaurXGXtdgLkkCUpX1LQZWl2Aub4OfUMOAg3s/dlmeCn1OVxWOhW9P6qyb4ZWmZFyTB19btEyhby1zTBH+i9yKEv3yHE7P/5KZN9/kVz8774uLKQxq2sRgh9wJwbsk+tWW+O7MEr68/1bjN/D+z7MVdkAS/LPVzQPMEn57BJ5z09HTcvHkTHTp0gKOjI65c+fKDGBUVhX79+uHmzZtYuHAhBg0ahMuXLyMxMRHr1q3D+PHjMWjQIEybNg0+Pj4K7aalpWHjxo0YMmQIxowZg+PHj5dI/JbWljC1MMXj64++fKe0dDz3fY5ajWtp3I5AJIBILMTnBNUJkY6ODlr3aAOJngQB94v3lrGcMjMzce7yVSSnpKJR/dpqy1277Ydrt/0we8r4EotFHW1d5toYt46QD9MGdgi/5q8wPfy6Pyo0qaGyTpXOTRD75C1qj+0Kj/u/oefN1WiyeAgEemKuDF8kQFaaTKFeZqoMFZo5FClepVhsKqGCpTluXb3LTUtLTcP9O4/wTdMGauu5dHHCI78n+HnZDFx/dh6nbxyE1w9jIBDws+Pn8yEQCJCWlq5QLzU1Dd82b/ifjl1b49bm2LVx3yKnzbFrK21d5tq6fQLaucz5Qj4q1bPD6xuKv/+vbzyFdWPNf6vFBhKkJHxWO79ay7qoYF8RwX4BhY41J22NW06b+zk9g084d+/eRYUKFWBjY4O2bdti7dq1GDhwoMJV+gMHDmDIkCGYMGEC+Hw+ZDIZ7O3t4e7uDl1dXfj7+2Pbtm0wNzdH/fr1AQB79+7F06dPMX36dJiamuLo0aN4+fIlmjXL/7nygpBWMAEAfIz5qDA9IeYjTK3MNG5n0IwhSElOhd8lX4Xp1jVtsNx7FURiEVI/p2DF2KV49yr/W5gLKjAoGIPGTUN6ejr0dHWxftlcOFRTfXt+dEwcFixfj3VL50BfX6/YY8mPti5zbYxbbGoIHQEfqdEJCtNToxOg26aeyjqGNhawaOqArLQMXB+zHiIjPTT9ZSh0LU1wY+xvAICwa/6oNaYzIu+8xKe3EbBqUxdVuzYBT6d4z/+aW2Qv19joOIXpMdFxsKxoobZeFZvKaN66Cc4cv4jxA6eisnVFzF3+I/T0dbFqwW9I/pyMR/eeYvzUkXj9MggxUbHo1qsTGjWpj3fB//6nY9fWuLU5dm3ct8hpc+zaSluXubZun4B2LnM9E0PwBXwkxSj+/ifFJKB6K9W//7k5DukIYytTPDpxU2G62FAXs+9uhEAkQFZWFk7N3YXAq0+KFK+2xy2nzf2cruATzj///IM2bdoAAOrUqQOxWIz79xUHBnF1dYWjoyMsLCxgZmYGU1NT9OzZE7a2trC0tISLiwuaN2+OW7duAQBSU1Nx5coVDB48GI0aNYK1tTUmTpwIHo+XZyyXL1/GrFmzMGvWLLVl2ro7Yf/Lw9yf/ESE0lMnPJ7yNDW6j+yBToNcsXLsUqQkKT6HFfb2A6a5TsZM9xm48Nd5TPp1KqwdrDVqtyDsrKvg2K6N2Ld1Lfq5d8PPv6zB67chKsvOWrQS/T26oWE99Vf4i5O2LnNtjVsVpfDyilmHB8aAm14bEfsoCOHX/HFvzm7YdG8GibkRAOD+3L34FBSO7ldXYGDoLjRbMgxBh66DZRXsNtPcuvfujPvBV7k/oZplzstnmevo6CA2Jh7zpi3Fi6cBuHTGBxtWbIXnsN5cmZle88GysnDt6Vk8+fcmBo/uj7Mn/kZmZuZ/KnZtjVubY9fmfYs2x66ttHWZa+v2CWjvMldJ1fLWoFpd16bo8tNAHJqyER8/xCjMS09KxYaus7HRbS7+XnUY3eYMRrWWdYsnXjktiVub+3ludAWfAAAiIiLw6tUrTJ6c/fw1j8dD69atceXKFTg6OnLlqlWrplAvKysL3t7euH37NuLi4iCTyZCRkYG6dety7WZkZMDB4cutOBKJBNbWee/sXFxc4OLiAgDw2K/6GXy/S34IfPTl+V+hWAgAMKlggtjwLzsCYzNjJOQ6U6tK95E9MHDGYCwethCvn7xWmp8hy0BEaPZAKkFP36B6wxroMdoNG3/ckG/bBSEUCmFdpRIAoF5tBzwPCMSeQyewePZUpbK+D57g/mN/bN6Z/VwSY9nrpGHbbpgz3Qt93dQ/t18Y2rrMtTXunNLiEpGVkQldC8Xn9SXmRkpX9eVSIj8iJSIessQvByAJr8MAAPqVzZEa8wlpcYm4NnIddMRCiE0MkBIRj29+7o+kd0UbKO3KhRt4+vA593+RSAQg+4x4RFgUN93M3ETp7HhO0ZExyMjIQFaOEw5vA0Ogp68LEzMp4mM/4n3IBwx1Hw9dPQkMDPQRHRWLX7ctwYd3Yf+p2LU1bm2OXZv3Ldocu7bS1mWurdsnoL3LPKfk+ERkZmTCoIJUYbq+mZHS1fHc6ro2Rb+1E3Fk2maFkejlGGOIDc0eeyH8RSgsqleGs5cbgm4/Vypb3uPW5n6eG13BJwCyr95nZWVh4sSJ8PT0hKenJ7y9vfHkyRPExHzZAYrFYoV6p06dwunTp9GzZ0/MmzcPq1atQtOmTZGRoTyoRHFL/ZyCiNBw7u994DvERcWhYZtGXBmhWIg6zeoi4EHez+X0HO2GgT8MwS/DFym88iQvOjwehCJhkb6DJrKyGNLTZSrnndi7GUd3beT+vEYPhkQsxtFdG9GpXZtij0Vbl7m2xp1TliwTcU+DUbGt4m1tFdvUQ/R95YMMAIi+FwhdK6nCM/dG9hUBAEn/Kp4Nz0qTISUiHjwBH9Zdm+Hfi8o/qAWR/DkZ74L/5f7evHqL6MgYtHRqzpURiUVo7NgIj+6pfyXfQ78nsLatonDXj201ayR/TkF8rOLBWEpyKqKjYmFkbIhW7RzxT47Ba/4LsWtr3NocuzbvW7Q5dm2lrctcW7dPQHuXeU6ZskyEPQtGjdb1FabXaF0f7x6oH+i2frfm6L/OC0dnbMGz8xqOvq7Dg6CYtktti1ub+3lu/AULFiwolpaI1srMzMTGjRvRq1cvDB06FB07dkTHjh3RqVMnBAYGQiaTwcbGBufOnYOLiwtMTU25ut7e3rC1tUXfvn0hlUqhr6+PEydOQCQSwdnZGRKJBKdOnUK1atW4q/apqanYv38/KlWqpNFz+IfWHtD4u/D5fPT26ouwtx+go6ODEfNGw9TSBJtnbUTG/0eyXHjgF1SpXgVPb2U/q+M+zgODZg7Fb9PX4e2zIEj0JZDoS6DD14Hs/4n1kFnDIEuXgcfjwbyiOXqMdkNbD2f8tXwP93qU3PqO66Jx3HJrN++ASCgEYwwRUdHYc8gbZ//2wdQJI2BTtTLWbt6JP/cegluX7LsbzEykCn//fojADd/7mDV5PCS5TsZo6sjWgo3GXJaWubbGXSdLolHMsqQUNJjRB6lRH5GRko76U9xh0aIW7k7dBlliClquH4eqXZrg/YUHAIBPQeGoNsAJZg3skBD4AUb2Vmi2dBgi7wTg7eHs98WafVMN5t9UQ1a6DMY1q8Jx9WiIpPq4PXmL0uB7qtzIUv16PlX4Aj7GTh6GkKBQ8Pk6mLVoCipYmmP+9GWQybI/a8fRjbCvYYu7N+4BAEKC3mHExEGoYFkB70P+Rd1GtTFr8RQcP3gat69l//C3aucIW/uqyMzMQv1GtbFy82LERsdh6U+rkZVVPC+K0dbYtTXusha7ucBA87jL0L6loMpS7E7I+1E+dXT0JJDUqAphBROYD+iElIBQZCYmgycUICsxGZVmDoHld30Qd+zLgMCSGlUhtDKDkdM3EFqYIPnxawgrmCAjOv8rurld5xWs/5elZR6ToX4gM6W4tXT7BMrWMjfnaXaslpqUApepfZAYFQ9ZajraT/KAXfPaOPbjNqQmJqPvmgmo27kpXvyd/Whtgx4t0H/tRJxffgCvfB5DpC+BSF8CvlCAjP//tjt7uYH//6TYsIIxvu3dBm1Gd8W1LafxwT+4QMtUm+IOkKm/+p5bWernAPDdD2M0iptu0Sd4+PAhEhMT0aFDBxgaKr6uo2XLlrh06RL3bH5ulSpVwu3btxEQEABDQ0OcP38eUVFRsLPLHhROIpGgffv22LdvH4yMjGBiYoKjR48q3LZSnE5sPgaRRIQxv4yHgZEBXj8OxMJB8xTea2plbYWYsC9XL7sM7QahSIgfNs1UaOvKkX+wYfo6ANmDskxZNx0mFUyQnPgZIQEhWDx0gcIorMUhJjYesxatQkxcHAz19eFQ3Q5b1ixGq+aN/z8/Du8/FM+BXHHR1mWujXGHnvKF2MQQ9Sa7QddCio+v/oXP4FX4/CE7ydavbK5QPiM5Df/0X44mvwxFl/OLkP7xM95ffIBHS768RoYvFqLhzL4wtK4AWXIawv55jNuTNkP2SfX7XYvizw17IJaIMXf5jzAyNsTTh88xut/3Cu+StbatjIiwL69qigiLwuh+kzBz0RScuPIXYqLicPzAaWz5dQdXxtDQAFPnTIRVRQskfPyEv89cwbqlm5GRUTzPsmlz7NoatzbHro37lvIQu5xeg+pwOLKE+3+lGQNRacZAxB75B6HTfoPQ0gRiGyuFOtV2z4W46pdXrdW+mB33w6puxR5fbtq6zLV1+wS0c5n7n7kLfakB2n/vAcMKUkQG/otdI1Zyz6ZLKysOENh8UAfwhQL0mD8UPeYP5aa/vfsCf3j+AgAQ60vg/stIGFc0hSw1HdFBYTgyfTOenLpT5Hi1PW45be3nPKbpiBKk3FqxYgVkMhnmzFF+72tkZCS+//57jB07Ftu2bcOyZcsUnsNPSkrCli1b8PTpU+6qfWpqKv7991/Ibw5JTU3Fn3/+CV9fX4jFYri6uuLNmzcwNDSEl5dXvvF5WKt+Br+sO/xwfWmHUCj9vp1c2iH85/TOMM6/UBm1JEP9bXaElBcFfc82Kbq5TDufIl3MK5kLGF9DQGpk/oXKIG3ePmvpGOZfiBQr7+Q3pR1Cob2M0vCRBUrwSVlHCf7XRQn+10cJPiFlmzYnENqKEvyvjxL8r48S/K/vv5Dga+fekxBCCCGEEEIIIQoowSeEEEIIIYQQQsoBSvAJIYQQQgghhJBygBJ8QgghhBBCCCGkHKDX5JEy70L009IOoVD6N55S2iEUSh8tHvBtRVZQaYdQKMfFhXvfc1kgzOKXdgiF8johrLRDKLQuFg1LO4RC2e2hvWP6tjoYk3+hMqi6uEJph1BoraIfl3YIhXLLvFFph1Bow3W0c3++xT6xtEMoAu2M/beQSqUdQqEJtbSfFwRdwSeEEEIIIYQQQsoBSvAJIYQQQgghhJBygBJ8QgghhBBCCCGkHKAEnxBCCCGEEEIIKQcowSeEEEIIIYQQQsoBGkW/jGOM4ezZs6hVqxaqV69eop/19OlTREVFwcXFpUQ/52tyc3PFqFED0ahRPVSoYIZOnfrjxo27edaxsrLA8uVz0KhRXVSvbof9+49j7NgZXyliRf2nDEDHgZ2gb2yA148C8cfcLXj/+r3a8i6eneDcux2qOlhDh8fD2xdvcWD1PgTcf/nVYq4xzAV1JnSFroUUHwM/4MG8vxDt90plWce1Y1Gtf1ul6RnJqThUfXRJh4oJM0ah92A3GBkbwf/RcyydvRpBr4LzrKNvoIfvZo1Dx+7tIDUxRkRYFH5btgV/n/qHa3PCDMXYY6Ji0b5B9xL7HoD29JXyssxp3/L19y2qiFz6QNCgJXQsKoNlyJAV8gppZ3YjK+JdqcZVXvo5oL19Rdu2UYPmdWAxzgN69atBZGWGkGnrEXfkitryPLEQ1ssmQK9eNUiqV0HS/Zd43W/OV4lVTtv7ubBBA+j37w+BgwP4FSogYflypF64kG89vT59oNuzJ/hWVshKTETqxYtI2rat2OPLizbF3nywC1qP6w5DCymiAj/g7KI9CL2n+riwTuemaDaoAyrVtYVALETUmw+4+rs3Ai4/5Mp806ct+qwer1R3fs1hyEiTFXv82tjPKcEvA65evYrt27dj7969SvNOnjwJf39/uLq6Frjdfv36Ydq0aXB0dMy3bEREBDZt2oRZs2YV+HPKMj09Xdy9+wAHDpzAjh3rNKojEokQGxuH1as3Y9SogSUcoXoe43uh5xg3bJixHmFBH9B3sifm71uE79pNROrnFJV16rWoh1tnbiLg/kukpaShx6iemLd3IaZ3mYzwkPASj9mmZ3M0WTQYfrN3IdovEA7DXdBu3w844zwTyR9ilco/mLcXj5ceUpjW6eQ8RPmq3vEXpxHfDcbQ8QMwd/IvCAl6h3HTRmLrofXo2coTyZ+TVdYRCPjYemg9PiUk4oexcxAZHgXLihZIT1f8QQl+HYqRvSZy/8/KyirR76ItfaU8LXPat3zdfYs6/Or1kX7zLLLevQZ4PIi6DILuxF/weflEIDmpVGIqT/1cm/uKtm2jOnq6SH0VirijPrBdl/9rdnk6OshKlSFq11kYt28MvpH+V4jyi/LQz3m6usgIDkbK33/DePZsjeoYTJwIcYsWSNqyBRlv34Knrw8dM7MSiS8v2hJ7/e6O6DZ/KE7N3YnQe6/QfEhHDNs1E+s7/oCEMOXjQjvH2nh75zkurzmC5I9JaOTeCoO2TsOfnosVTgqkJ6dijdNUhbolkdxraz+nBL+INm7ciGvXrnH/NzQ0RI0aNTBkyBBUrly5SG0HBgbizp07mD9/PgSCkltVMpkMGzZswMSJE2Fra1tin1MaDhw4AQAwMzPRuM67d/9i+vQFAAAPj64lEZZGuo/qieObj+Hu+TsAgA3T1mHnwz1o69YWf++/qLLOusm/Kvx/68+b0ayTI75x/hbhu86WeMy1xnbB28M3ELT/KgDg/pw9qOjcAA5DO+DxssNK5WWJKZAlfjlIrNC0BgxtLXF70pYSj3XwmP7YsWEvLp/NjnXOpMW4+uwsuvbqhKN7vVXWcfPsDlNzEwx3n4AMWQYAIOx9hFK5zMwMxEbHlVjsuWlLXylPy5z2LV9336JOypb5Cv9P/etXGCw/CL5dbWQ+v1cqMZWnfq7NfUXbttFPPg/wyecBAID9Oinf8lkpaXj/02YAgG5tW+h+5QS/PPTzdF9fpPv6AgCYBhe4+FWrQq9XL8SOHInMdznuEnrzpqRCVEtbYm81uiseHr2O+wd9AABnFuxGDaeGaD7YBX+vPKRU/uzCPQr/v7L+OGq2+wZ1OjVRSPAZA5KiE0o0dkB7+zk9g18M6tevj23btmHbtm34+eefkZ6ejtWrV3xII/QAACAASURBVBe5XQcHB6xYsQJ6enrFEKV6QqEQS5YsQYMGDUr0c4jmLKtawsTCFE+uP+Kmpael44Xfc9RsXFvjdgQiAURiIZISPpdEmAp0hHyYNrBD+DV/hekR1/1h3qSGRm1UG9gOHwPeI+b+65IIkVPZuhIqWJrj9jU/blpaahoe3H2MRk3rq63XvktbPPJ7itlLpuPK0zM4cX0/JswYBYGAn6v9yrj06BTO+x3Dii2LUNm6Uol9F23pK+VpmWszbekvhcWT6IKnwweSSyeu8tTPy3tfIYVXnvp5QYhbtUJmWBjEzZrBbP9+mB88CKNZs8CTSks7tHyVRux8IR+V6tnhzQ3F48I3N57CurGDxu2IDCRIybX/EEpEmHFzPX68swFDts9Axbo2xRJzTtrcz+kKfjEQCoWQ/n8DkUql6NatG1asWIH09HSIRCLs27cPfn5+iImJgVQqRYsWLdCvXz+IRCKV7UVERGDPnj14/fo1UlNTUalSJfTr1w+NGzfmynh5eaF9+/aIjY3FrVu3oKuri65du6Jnz54KbX38+BHLli3D8+fPYWRkBE9PT7Rt++WZ5/xiO3z4MHx9fdGrVy8cPHgQCQkJqFevHsaPHw8jIyO8ePECixcvxubNm7llAAAHDhzAgwcPsHr1aiQmJmL79u0ICAhAYmIiLC0t0aNHD7Rr167Y1kF5I7XIvuLwMeajwvSPMQkwtTTVuJ2BMwYjNTkV9y75Fmt8qohNDaEj4CM11xnVlOgEWLWpl299oaEubHo0w+NlR0oqRI65RfYtabnPnMZGx8PCylxtvSrWldGsVWOcO3EJXoOno3LVivhp2Qzo6ethzcINAAD/h88xd8ovCH4dAlNzU4ydOhx7z2yDh9NAJMR/Kvbvoi19pTwtc22mLf2lsMQeY5H5bxAyQwJK5fPLUz8v732FFF556ucFwa9UCXwrK0jat8en5csBxmA4YQJMli5FnJdX9mXlMqo0YtczMQRfwEdSjOJxYVJMAqq1yv+4EACaD+kIYytTPD5xk5sW8zYcx3/cioiX7yDSl6DlCFeMPboAv3eZjdgQ5SvlhaXN/Zyu4BezlJQU3L59G9bW1lySLBaLMWHCBKxduxajRo3CrVu3cPz4cbVtpKamolGjRpg7dy5WrVqFFi1aYPXq1fjw4YNCubNnz8La2horVqyAm5sb/vrrLwQGBiqUOXz4MJo0aYKVK1fCxcUFGzduRFBQEDc/Z2xjxozBnTt3lGKLiorC7du3MWPGDMyZMwchISE4ePAgAKBOnTqwtLRUeEwhKysL169fR/v27QFkPwJgb2+PWbNm4ddff0XXrl2xbds2+PsrntErKk9Pd0RHv+D+WrVqWqztl6S27k7Y9+IQ98f//1m+3PtbHgBouA/uNqIHOg10xYpxy5CSpPpZyZKgFDOPB6bBD4dd71bg6egg+NjNfMsWVNdenXA36B/uTyAU/D9Wxbh4POS5fHk6PMTFxGPh9GV4+fQVLp+9io0r/0C/YR5cmZtX7uLvU//g9csg+N64h+8Gz4CODg89+xXP7Z7a0lfK0zKnfYui0tq35EfsPgp8+9pI2bkMYCX7bLpceern2txXtHkb1QblqZ8XCY8HnkiEhKVLIXv6FDJ/fyQsXQphnToQ1KpV2tHlrRRjV+4nPI3q1XVtCtefBuLwlI34+CGGm/7+4Ws8OnYD4S9CEXrvFQ5+9xviQiPhOKxTkeIsT/2cruAXg8ePH2PIkCEAgLS0NJiZmWF2jgEv+vTpw/3bwsICHh4eOH36NDw9PVW2Z2trq/AsvLu7O+7du4e7d++id+/e3PQGDRpwg+916dIF58+fh7+/Pxwcvtz20qxZM3Ts2BEA0KtXLzx//hxnz57FpEmTVMbm7u6OU6dOKcSWlZUFLy8v7lEBFxcX+Pj4cPPbt28PHx8fuLm5AQCePHmChIQEtGnTBgBgamqqcGeBpaUlnj17hlu3bqF+fdW3uFy+fBmXL19WOU+dM2cuwc/vy62EYWHFdxavpPld8kPgoy8nZ4Si7E3TpIIUseFfdmrG5sZKV1NU6TaiBwbOGITFwxbizZOSvd1dLi0uEVkZmdC1MFaYLjE3Urqqr0q1Qe3w7tw9pH8s/ts4r168Cf+HL7j/i8RCANlnZyPDorjppuYmiI1R/zxUTFQsMmQZCgOhBL8Oga6eLkzMpIiPVV43KckpePMqGDb2VYvjq2hNXylPy5z2LV+Uxr5FE/9j777Dojj6AI5/j3JH7yCioNgVsbe8lphoorEX7GIvsdfEllgSsbdYE1vUqLEkRo29xBIbioIKKEUQBJQO0vv7x5nDU0BE2uF8nofn8fZm9n637sze7MzOyHqMQqNha5I2zSMrMrTYPrcsneeqfK6ochlVBWXpPP8QmZGRZKWnkxEUpNiWERREVno66hYWpD8q2VVF8lISsSdGx5GRnoG+ufJjALqmBm/16r/JrmNTHNaO54/pW5Rm0M9JVmYWwQ/9MbO1/KB4y9J5Lhr4haB27dqMHTsWgPj4eM6ePYuTkxNOTk6YmZlx69YtTp48yYsXL0hOTiYzMzPPmRKTkpLYv38/Li4uxMTEkJGRAYCNjY1SukqVlJ83MTY2JjZWucC83tgHqF69Oq6u2RfBq1evcuLECZ4/f05KSgoA6urKz4iYmZkpzQNgbGzMy5fZw0fatm3LgQMH8PLyombNmly6dImmTZuir68PyG8QHD16lBs3bhAVFUVaWhrp6enY2dnlegzat2+vWK7vp59+zzXd6+LjE4iPV81n/JITknjxxozE0WFR1G/dEN8H8glQNGWa1G5qx54lv+a5r66jutN/+kCchv1QrMsSZaZlEPXAH8s2dQk8kf28kmXrujw7lfdkV6YNq2JiV4m78/cWSWyJCYlvzXYaHhrBJ22a4eEmP0ZSmZRGzRuw5oeNue7H7fYDvur1pdKohEpVbEhKTMqxwv5vv7bVKnHnet4XqPxSlXOlLB1zUbfIlVTd8i6ynqPRaNSapI1zyQwLeneGQlSWznNVPldUuYyqgrJ0nn+INHd3JBoaqFtZkRESAsiHvks0NMgILb4biwVRErFnpGUQ4u5PtVb2uJ/KfkSnWit7PM7czjVf3c7NcVg9jj9mbMHjdO7pXmdZy4YXjwI+KN6ydJ6LBn4hkMlkWFpm3zWqUqUKQ4cO5cKFCzRq1Ih169bh4ODA0KFD0dXVxcXFJccl8f7z3/P33377LVZWVshkMhYtWkR6erpSujcb4vkdCv2fx48fs2XLFsaNG0ejRo3Q1dXl6tWrbNq0SSndmzP4SyQSpRsUBgYGNGnShEuXLmFlZYWLiwuzZs1SvH/8+HH+/vtvhg8fjo2NDVpaWuzfv1/pJkFRMTY2xNq6AoaGBgBUrVqZ2NiXhIaGExoaDsD27fIZf0eNmq7IV69enVffTY/MzEzq1atDamoajx8XX4/ViR3H6T2xL0FPgnjuF4zDpL4kJyZx9dhVRZqF+3/Ex82HfSvks452H9uTgTMH89PUNYT4B2P06q5panIqiXE5L+dRmB5vPc0n68cR6eZH+G1vqg9ph7alMT575Ot+fvKT/EbYzSm/KOWrNugzXj55TtjN4ms07N12kNFThuHv+5QAv2eMnjqMxIRETh05p0iz7fAGHrp6sn6JfKbig7uP0H+EA7MWT+PAzj+wsi7P+G9GcXBX9mMtMxZM4vK5a7wIfoGJqTFjpo9AW0eb44dOFdl3UZVzpSwdc1G3FG/dkhtZ76/RbPoZSTucyEqMR6IvjysrJRlSk0skprJ0nqvyuaJqZVRNRwtZ5fKAfAk8qZU52nVsSY+JIy0kAqtZjug0qI7vgPmKPFrVrZFoaqBhYoCarjbadWwBSPLMe43uwlAWznOJtjbqr1a8kkgkqFtYoFGtGpkvX5IZFobe6NFo1KpFzIwZAKTevUualxcG335L3EZ5A09/4kRSPT1J9yr65X1VMfbr20/hsGY8Qfd9CXDxptng9uiXM+b2PvnvQofV4wD4Y4b8HLHv+gl91ozj9JL9PL39GD1z+ajQjNR0xUR7n0/pRaCrL5H+L9DS1+aTYR2wrGXN8e92Fnr8qnqeiwZ+EVFTUyM1NRUvLy9MTEyUhsKHh4fnmdfb25sWLVpgayuvqJOTkwkICMDMLPcJHXLj4+OjeBb+v9f/Ld/n7e2NiYmJ0qR7XgUs5O3atWPNmjVYWFhgaGioNPT+8ePHNG7cWPE5WVlZPH/+HF3dol/SpXPnL9i2bbXi9ZYtywFYvHgtTk7ydXGtrd+etdLZ+bTS6y5dviAg4Bm1arUqwmiV/fXzEaRaMsb8OBZdAz183Lz5YfACpbWHLW0siQjJHjr5lWMnNKWazNw8S2lf/xy+yMaZPxV5zAHHnZEa61N3Sne0LYyI8Qri8uCVJATL1zrVrfD2Oayhq0Wl7i1wX/tXkcf3ul837kVLS8bcpTMxMNTnoasnX/efqnT3tmLlCrwIyb6zHRoSxtf9pjBz0RQOXdhDZHgkfx04wda12b1ZFuXNWb5lEcYmRkRFxvDwrjuDO4/ieVDRDRlVlXOlLB1zUbfIFVfdkhtp684A6ExwUtqecmY/qWfyN/qrsJWl81yVzxVVK6M69apR43D2eWw1cyBWMwcSefgiAdPXo1nOGFkl5SHIVXd/j8y6nOJ17bPy73XPunuRxgpl4zzXqFkTk3XrFK/1RoxAb8QIks6c4eWyZaiZmqLx+pLXWVnEzJmD/uTJGK9fDykppLi4EL95c7FPsKcqsT88cQsdIz3aTuqJvrkRod5B7Bm+QvFMvWEFU6X0zQa1Q11Tgy4LhtBlwRDFdr9bnuzovxgALQMdeiwZib65EclxiTz3DGBbvx8Juv+Ewqaq57kk6326fIW3bNq0iaioKCZNmgTIh+ifOXOG8+fPM3/+fJKSkli1ahUTJkygRo0a3L9/n4MHDxIXF8ehQ/J1wS9fvsyOHTsUvfqrV68mODiYiRMnoq6uzsGDB/Hw8KBZs2ZMmDABkM+i36FDB6Vn2xcuXIi1tTUjR44EoG/fvujr6zNgwADs7Oy4desWBw4cwMnJiWrVqnH37l1WrFjB+PHjqVmzJq6urvzxxx9Ksf03i/7q1dkXyTfjBXmjfeLEiURHR9OjRw/69u2reG/Pnj3cuHGDqVOnoq+vz+nTp/n333+xtbVl4cKF7zzG2tqFv/RFcfjKon5Jh1AgvdMMSjqEAlueWfiVe3GoJjMv6RAKzDcl7xuWpZVPbEhJh1Bgqlq37O6puj83Wh6IeHeiUkiV65bTYfdLOoQCuW7WoKRDKLBhaWHvTlQKna8lK+kQPjrrn5aOpQsL4u/koh/hUlQevLiZr3SiB78QPHz4kDFjxgCgra2NlZUV06ZNUzxj3q1bN3bt2kVqair169enX79+bN++Pdf9DR06lC1btrBgwQJ0dXXp1KlTns/s56VPnz44Ozvz66+/YmBgwLhx46hWrRoAjRs3pmfPnuzZsyffseVGIpHw2WefcfjwYdq2bav0Xq9evQgLC2PJkiVIpVLatm1L69atCQoq3mclBUEQBEEQBEEQyjLRgy8Umm3btvHixQu+//77Qt2v6MEvXqIHv/ipci+b6MEvfqpat4ge/OKnynWL6MEvfqIHX8gv0YNfMvLbg69WxHEIH4HExETc3d25evUqnTt3LulwBEEQBEEQBEEQPkpiiL7wwVasWIGvry+ff/45jRo1KulwBEEQBEEQBEEQPkqigS98sPxMlCcIgiAIgiAIgiAULdHAF0o9VZ0mon2maj7Lvk8jqqRDKDBpmmpWad+qaNwAbWOCSzqEj05yVnpJh1Agnx2MK+kQCqyZVoV3JyqFLJGWdAgFZlKuaUmHUCBVP4sp6RAKLOZYfEmHUCBxYar5ewvAvHlGSYdQIKFPU0s6hALz/gh+t4hn8AVBEARBEARBEAShDBANfEEQBEEQBEEQBEEoA0QDXxAEQRAEQRAEQRDKANHAFwRBEARBEARBEIQyQDTwBUEQBEEQBEEQBKEMEA18QRAEQRAEQRAEQSgDVHdtJqHUS09P58SJEzRp0oSKFSuWSAzdu3dk1KhBNGhQF3NzU778si9Xr97KM4+lpQXLl39HgwZ1qVbNlv37jzB69IwijdNuSHsaju2EjoURUd7BXF+0l+e3vXJMa9WiNj0Oz3tr+/623xDz5DkAVTs3o+H4LhhWKoeapjqx/qHc334Grz/+LZL4B00bRMeBHdEz1MPL1YvN328m0Dsw1/QdBnSgXe92VKpRCYlEwhOPJ/y2+jc873gq0mjrauM405H/dfgfhmaGPHF/wi8Lf8HngU+hxT1mxnB6Du6GvqE+Hq6eLJ+zBj/vp7mm79L3Kxb+NPet7f+r3I7UlOwlY0wtTJk0bywt232Cjq42wYHPWTZ7NfduuhVa7AD6zetQflx39OyrIC1vypOpGwg/dCnX9BKZJlWWjUXHvgra1SsSf+cxng7zCzWm96UqZfRNqhS3qpZPUJ0y2m1qX9oMaI+OoS7+br7s+34bIT5BeeZp1LE5PWb0x9zGkvDAF/y16ndcz97Ofr9Dc9oM+oJKdrbomxqysv8CvG55KO3jmwOLqNnCTmnb7b+vs3XS2vf+Ds0Gt6f12C7oWRgR5h3MqR/2EHAn5+tQnQ5NaTaoHeXtKqMh0yTMN5grG4/y+MI9pXQyPW3az+iDXafm6BjpEfs8kvMrD+J+0vm943tTWTjmr1OvYY+sYx/UK9dAzdiMxO0rSLt+Ls88mk0/RdZlAGrlKpIVF0vKxWOknjn0QXG8j2mzxjFwiAOGRga43n3I99864f34SZ55RowdxODh/ahoXZ7o6FjOnbrE0kVrSExIeivthGmjmPX9FHZt+535s5YUevxajetiPNwBmV11NMqZETp3FXFHz+crr2YlK6z/2AQSCX5NehR6bO9S2s+XslY+X6cK13/Rgy8Umb179/L06VMqVCi59YN1dXW4desus2b9mO88MpmUiIhoVq3azO3brkUYnVy1rs1ptXAwdzce5/BX3/Hirg9d9nyDnpVpnvl+//xbfm00QfEX6/9C8V5ydDx31x/jz+4LOfjlXB4fuspnK0dh81n9Qo/fYZwDPUf35Of5PzO1y1RiI2Nx2ueEtq52rnnqtajH1b+vMmfAHKZ1n0awXzCLf1uMVWUrRZopK6bQqE0jVk9fzfgvxuP6rytL9i/BtFzexyW/hk4YyKCv+7Pyu3UM/Wo0URHRbDq4Fp084gZISkyiQ73uSn+vNxz0DPTYcXwzEomEqYO/pU8bR1bOW0dURHShxP06dV0tkh4H8nT+TjKSUt6ZXqKmRmZKGqG/nibm4t1Cj6cgVKGM5kRV4lbV8gmqU0Y7ft2DL0d1Zf+CHSzuNpuXEbFM3zsfma5WrnmqNKrB2I3TcT76Lz90monz0X/5etMMbBtUV6SR6sh4cteLg4t35/n51w79w/SmoxR/v8395b2/Q90uLei8YAhXNh1jc6e5BN71ZsiuWRjmch2q3KI2fjc92DNiJZs6z8X7khsDf5lOpaY1FWnUNNQZ9ttsTG0tOThhPevazeDIzF+Ifhb+3vG9qSwc8zdJtLTJCH5K0v5NZKUkvzO9hn1TtMfOJfXyKeK+H03Sb+uRfdkLabvuHxxLfoybPILR44cyf/ZSurQfQGREFPv+3Iqunk6uebr37sSchdPZuGYrn7fozrRxc/nsi1YsXDr7rbQNm9RjwJDeeLrnfJOpMKjpapPiG0D40i1kJr37mCtoalBu1VySXB4WWWzvUprPl7JYPl+nCtd/0YP/Edq0aRNXrlxRvNbX16d69eo4OjoWWmPc2dkZf39/vvvuOyQSiWK7h4cHixYtYvv27RgYGBTKZ+Vl//4jAJiaGuc7T0BAEDNmLACgZ8/ORRLX6+qP/gqvw//y6PfLAFybvwebtvWo69iOW8tzv7OaFPGS5Oj4HN8LvuGp9PrBzrPUdGiNVbOaBF66X2ixA/QY2YPDmw9z/fR1AFZPW81+1/207dGW0/tO55hn5ZSVSq83zt1Iiy9b0LhtY0J2hSCVSWn5VUucxjrx8Jb8Arpv7T6atW9GZ8fO7Fm154PjHjC6L7s37uWfk/KysHCKE+ce/k3HXl9w5LfjuebLysoiMjwq1/eHTBhIZGgkCyY7KbaFPHv+wfHmJOafe8T8I+8xq7pu4jvTZyal4D9bfqHTqVMJDQPdIonrfahCGc2JqsStquUTVKeMth/RmdNb/uLeGXmv9M4ZG1l7dwfNu7fm6v6cewO/GNEZr5vunNwkP49ObjpCzU/q0n5EZ7ZNXgfArb+uAqBnrJ/n56cmpfAyPKbA8QO0HNUJ1z+u4nJAPgLo5MLdVP+0Ps0Gt+f8ioNvpT+1SPn/+NJPR6j5WUNqf9lE0evfqM+n6Joasr3vD2SkZQAQExTxQXH+pywc8zelP7hN+oNXvZUjv31nes3/fUG6201SL8nLQnr4c1JOHkDWqR+pF48Vamw5Gfn1YDb/tIPTf18AYNr4ebh6XaFH787s2304xzyNmzXA1eUBRw6dACDoWQhHDv7NV13bK6XT19dj/S/L+HbyAqZ883WRfYfEq3dIvHpH/mLJzHznM5s+klRvf5LuPEC7ab0iii5vpfl8KYvl83WqcP0XPfgfKXt7e7Zu3crWrVuZN28eqamprFq1qsD7y8jIICsrS/G6efPmLFq0CE1NzcIIt8xS01TH3N6WZ1eV7wI/u/qQck2q55JLzuHkjwx12Ui33+dg9UntPNNWaGmHUVVLQpwff3DMr7O0scTEwoR7V7OHZaampOLu7E7txnnH9DoNqQZSmZT4WPkNC3UNddQ11JV63QBSk1Op07TOB8ddwaY8ZuVMuXX5jmJbSnIqrrfuU69J3TzzyrRk/H3nMCfv/snaPcupWVf5/6ltx9a4u3qy5OeFnHt4nH3nd9J3eK8PjlkQ3peqlk9QnTJqZm2BkYUxHv9m3zhNS0nF+7Yn1RrXzDVflYY1lPIAeFx1o1qj3PPkpmnXlqy9t5NF59bSZ+6QPHvJcqKuqY5VXVt8/lW+Dvn++wCbxjXyvR+pnhbJsQmK17W/bEKgixddFg1j1p3NTD6/gs+n9kZNQ/294ntTWTjmhUGioUlWmnIZzEpLQc3EAolpuSL9bJtKFbGwNOfqpRuKbSnJKTjfvEvjZrmPFLzjfI869jVp2ETeKLaqYEn7jm25dF758cFl6xZw6vh5bvx7O6fdlCidNs3QaduccKfNJR3Keymu80WUz9JB9OB/pDQ1NTEyMgLAyMiIzp07s3z5clJTU5FKpezbt4/bt28TERGBkZERn3zyCX379kUqlQJw6NAhnJ2d6dq1K3/++SdhYWHs3r0bdXV19u3bx/Xr10lMTKRy5co4OjpSq1YtwsLCWLRoEQCjRo0C4NNPP2XChAklcxBKAS0TfdQ01EmMiFXanhQei06rnH/EJobFcGXOTsLu+6GmqUHN3q3ofmAOR/s68dw5eyibVF+boXc2oCbVICsjk3+/203g5QeFGr+xufzuZUyE8p3SmIgYTC3zP1R3yMwhJCcmc+u8/BmmpIQkPF086T+5PwFeAUSHR/Np90+p1agWz59+eG+4qYU8tsgI5V6+qPAozMub55ov4EkgP0xbho+nLzp6OgwY1YcdxzczoN1wnvnLny2rYFMeh6E92L/tMLs3zqCGXXW+cZoCwKFfj3xw7IKQX6paPkF1yqjhq2P88o06/GVELEaWJnnkM8oxj4G50Xt9vvOxf4kMDicmNBqrGtb0+nYg1rUrscYx/0NHdYz1UddQJ+GNeBIiYtFrmffNlP80d/wCQ0sT3P66pthmYmOB0f/q8ODYDX4bvhKjimZ0/XE4Uh0ZZ5bsz3d8byoLx7wwpLm7oD1wPGl2jUn3vIeahRWyDg4AqBmZkBEZWmSfbf7qUZyIsEil7RHhkViWt8g1399HzmBsbMThE7uQSOS/Rf88cJwlC7Ofjx4wpDeVbW2Y+vWcogn+A6ibmWDxw1SeT/6BrMS35wwozYrrfBHls3QQDXyBpKQkbty4gY2NjaIBL5PJGDduHCYmJgQFBbFt2zY0NDTo37+/Il9YWBjXrl1j2rRpaGhooKmpyZ49e7h58ybjxo3DwsKCEydO4OTkxPr16zEzM2PGjBmsXr2aNWvWoKenp/i8N124cIELFy681/fo378HGzcuVbzu3n0o16+Xvru/Ocp647VEAllvbpSL8XtOjF/2j+jQe77oVzSjwdjOSg381PhkDnach6aOjIqt7Pjf/EG8DIog+LpHTrvNl7Y92jJp6STF6wXD5MONst6IVSKRvLUtN91HdKfToE7MHTiXpPjsC+aqaauYtnIav935jYz0DHzdfbly7ArV7Ku9d9wde33B3BXZw++mOs6S/yOH455X3A/vevDwbvbxe3DHnf0XdtJvRG9Wff8TAGpqanjef8ymJfKh8F7uPlhXqUif4T0/+ga+qpZRVYlbVcsnqE4Zbd69NY5Lxiherx8hPy/ePsbkWof/J8c8b33hvF39Pfs6GewVSERgKPOOLcPGzpZAD//32tdbx/W1x+vyUqdjUzrMHcihSRuICc4egi+RSEiIeMnR2dvIyswixN0fHWN9On0/+L0a+GX5mH+ItCsnUbcoj87kH0Bdg6ykBFIv/IV6j6GQmVmon9XDoTNL12RPyDqsv7xjJov3q1ua/68Jk2eO5btvFuPq8pDKVaxZuHQ20+dMYM3STVSpVplvv5uMQ+dhpKWlF+p3KAzlVnxL7IETpDwo3NGQxaGozpeyXj5V5fr/JtHA/0i5ubnh6OgIQEpKCqampsyZk3231MHBQfFvCwsLevbsyd9//63UwE9PT2fixImKkQDJycmcO3eOr7/+mkaNGgEwZswYPDw8OHv2LP3790dPTw8AAwODPJ/Bb9++Pe3bxQQITAAAIABJREFUy5/JWrcufz8ETpw4rzRxRUjIizxSlw7JUXFkpmegY26otF3bzOCtXv28hLo+oXq3Fsobs7J4+VR+RzbSMxDjahVoPLHbBzXwnc874+WafRNBUyZ/BMPY3JiI59k/7AxNDd/qNcxJ9xHdcZzpyPyh8/G+76303ouAF8zqOwuZtgwdfR2iw6KZvWk2LwLf///16tlruN/LnpdAKpXHbWpuQmhImGK7iZkxUXk8u/umzMxMPO97YV0le5WIiLBI/L0DlNI99QnAcpTDm9k/OqpYRkF14lbV8gmqU0bdLtzB3y17pQANqfxnlKG5EdHPs3sz9U0N3+qNel1seAyGb/RM6Zsa8jI8//V+Tp4+eEJGegblbMvn+8dsYnQcGekZ6L0Rj66pAfHvuA7V6dgUh7Xj+XP6lrdm0I8LjyEzLYOszOwf6OG+wUh1tNAx0ScxKi5f8ZXFY15Ykg9vJ/mPnUgMjcmKi0WjTkMAMiMKt/f+/JlLuN7NHgEok8k7Z8wtzHgenP1ZpmYmb/Xqv+6beRM5fuQ0B36T30jzeuSDjo4Oy39ayE8rfqZR0/qYmplw/nr2jTYNDQ2a/68xg4f3oVbFZqSmphXqd3sfOi0aot2kHibjB8s3SECirk7VB6cI/3EDLw/nPK9JaVEU50tZL5+qcv1/k2jgf6Rq167N2LFjAYiPj+fs2bM4OTnh5OSEmZkZt27d4uTJk7x48YLk5GQyMzPJfOMOn4mJiaJxDxAaGkpGRgY1a742i66aGtWrVycoKO+lMQpDfHwC8fEJ705YimSmZRD+0J+Krevy5GT2HUHr1nXxO3Unj5zKzOwqkRCW9w92iZoEdemHFfmkhCSS3ljKJiosioatGyqWx9KUaVK3WV12LNmR5756jurJ4BmDWTB0gdLyW29KSUohJSkFPUM9GrVpxM6lO9877sSEJBITgpW2RYRG0vzTpnjel9+Jl8qkNGhej/U/vt9zddXrVMXHw1fx+v7th1SqZq2UxqZKRZ4HFd1wSVWhimUUVCduVS2foDplNCUhmbAE5R94MWHR1GlVn6cP5MuDacg0qd60NoeX/pbrfvxcvanTqj5nt2ZPFlinVX18733YjOEVatmgrqFOTFj+VwTISMsgxN2faq3s8TiVvXxdtVb2eJzJvaeqbufm9F49jj9nbMHj9NvpAl28qdf9f0q9uma25UlNTM534x7K5jEvVFmZZMXIG1KazT8n3deDrLjCnWAsIT6RhPhEpW1hL8Jp3fYTHrjKOw1kMinNPmnEkvlrct2PtrY2GRkZStsyMjIUkzGfO/kP7d16Kr2/esOP+PsFsnHtthJt3AMEdhuj9Fq33f8wHtOfoH6TSc/jxkapUsjnS1kvn6py/X+TaOB/pGQyGZaWlorXVapUYejQoVy4cIFGjRqxbt06HBwcGDp0KLq6uri4uPDbb8oFU0tLedKK/y7gknwO6ysOxsaGWFtXwMhIPlqgatXKxMS8JDQ0nNBQ+VI9O3bIn/0aOXKaIl+9evKJogwM9MjMzKRevTqkpqbx+HHhrvEMcH/badqtG0eYmx8vXLyxG9wO3XLGuO+9CEC7tfIbMRenyYeT1hvZgbigCKK8glCTalCzZ0uqdGzCmdHrFPtsPKkboa5PeBkYhrpUE5vP61OjV0uuzS+c2a1fd3THUfpP7E/QkyCC/YLpP7k/SYlJXD56WZFmye9L8HbzZtfyXQD0HtubId8MYdXUVQT7ByueFU5JTiExTv4jolGbRqipqfHsyTOsKlsxYu4Igv2COX8of2vUvsvv2w4xfMoQnvoGEPjkGSOnDiUpIYkzR7L3v/nQOjzcHimG8o6ePoyH9zx55vcMXX1d+o90oHrtqiybtVqRZ//WQ+z8ewsjpjhy7tg/1Kxbnf4jHdi0dGuhxP06NR0ttGxflWM1NaQVzNCxq0x6TDypwRFYzxmEXoPqPOq3UJFHu3pFJFINNEwMUNPVQseuMgCJHk8LPb78UIUyqspxq2r5BNUpoxd2nqTzhF68eBLMC/8QukxyICUxGedj2ROHzdi3AP/7PhxZsf9VnlN8e+gHvhrfE9ezzjTs0Jyan9ixvM/3ijy6hnqYVDBD59VqFxaVLEl8mUBseAwvw2MwtylH8x6teXjJlfjol1hVq0jf74YS4O6Hr8v7/Si+vv0UDmvGE3Tfl0AXb5oObo9+OWPu7JNfh3qvHgfAnzO2AGDf9RMc1ozjzJL9PL39GL1Xo9AyUtNJejXR3u2952k+5As6LRiC855zGFU05/NpvXH+7f0ev8tJWTjmb5FpoWbxaiUjiQQ1UwvUrKuSlRBHVlQYMoeRaNjWJGGlfMZ0iZ4Bmk0/Jf3xfdDQRNq6A5pN25CwbPqHxZFPO37ey8QZo3ni44/fkwAmzxhDYnwiR/88qUjz+1/bcLvnzvIf5Y/HXDh7mVHjh/DAzQM3l4dUrmLDzLkTuXjuChkZGbx8GcfLl8o3fxITk4iJjsX7kS+FTaKjhabNq+U/JRI0ylsgrVWFzNg40p+HYzptODL7moSMkC/jl+qrPPJHVrcGZGW9tb1YlOLzpUyWz9eowvVfNPAFBTU1NVJTU/Hy8sLExERpmH54+LvXrbW0tERDQ4PHjx9Trpx8Rs7MzEx8fHxo2bIlIB9q9d/24tClyxds25Z9N3nLlhUALF68lsWL5YXP2trqrXy3b595az8BAc+oWbNlocfo+7czMmN9Gk/ujq6FEZFeQZwYupL4YPkdVr0KZkrp1TQ1+N93A9G1NCY9OZUo72BODFmptPydpo4WbZYMR6+8CenJqcT4hnBx2i/4HrtZ6PH/seUPZFoyxi8ej56BHl5uXnw36DulnsTyNuUJD8k+h7oM6YKmVJM5m5Un0Tl/+DxrZ8j/X3QNdBk2axhmlmbExcZx/dR1dq/cTUa68t3/gtq9aT8yLRmzlkxH31APd9dHTOw/ncTX4q5Y2UppeLC+oT7zVn6DqbkJ8XEJeLn7MLrnRDzcHinSeN5/zIzhc5kwZwwjpw7lRXAYW1Zs5/Cuvwol7tfp1a9KnT+zJ46x/mYA1t8MIPzgPzyZthGphTFalS2V8tTa+x0y6+xJkOqdl5ePW1YlM9O/KpTRnKhK3KpaPkF1yuiZn48i1ZIy8MdR6Brq4ufmwxrHH0lJyF6b2rxSOaJee0ziyT0vtk5aS4+ZA+g+tS/hgaFsnbhWaahr/S+aMGJV9vKXQ5fLG9nH1x3i+LpDpKelU7ulPe2Hd0amo0X08wgeXLrH3+sOk/We11j3E7fQMdKj7aSe6JsbEeodxG/DVyieqTeqoDwpY7NB7VDX1KDzgiF0XjBEsd3/lic7+i8GIPZ5FLuGLKPTd4OZcGop8eEx3Dt0hcsbP7wuLAvH/E3qlWuiNzv7RpRWz2Fo9RxG6rWzJO1YiZqhCWoWynWK5v++QKvvGJBAhu8jEpbPIMO/6NaNf92W9TvR0paxeMU8DIwMcLv7kEEOY5V6+m1srQl5bQj/+lVbycrKYuaciZS3KkdUVAwXzlxm5eINxRLzm7TsalBhd/ayoKaThmA6aQgv/zpH2LzVqJuZoGldvkRie5fSfL6UxfL5OlW4/kuy8jvTjlBmbNq0iaioKCZNkk/GFB8fz5kzZzh//jzz588nKSmJVatWMWHCBGrUqMH9+/c5ePAgcXFxHDokX5f9v1n0V69erbTvXbt2cfPmTcaOHYuFhQUnT57k2rVrrF+/HmNjY6Kiohg3bhxjx46lSZMmSKXSt0YCvElLy6ZoDkQRW2PepqRDKJATkvw/31rahKXlf9hnabJRkvus4KVd2yiXkg7ho/O5Rf5mNi9tVLV8AjSQFe2yY0XFkpwnslUFL0h9d6JSaPVnRbf+dlGzP6aaj5L9Y/l2Y0pVmDcvvJuixWnGpfeb3b402fui9E+Sl5vk5MB8pRM9+B+phw8fMmaM/FkibW1trKysmDZtGnZ2dgB069aNXbt2kZqaSv369enXrx/bt29/534HDRoEwJYtW0hISMDW1pZ58+ZhbCwf4mliYkKfPn04cOAAv/zyC23atPmol8kTBEEQBEEQBEEoLKIHXyj1RA9+8RI9+MVP9OAL70P04Bc/0YNf/EQPfvETPfjFT/TgF7+PoQdfrYjjEARBEARBEARBEAShGIgGviAIgiAIgiAIgiCUAaKBLwiCIAiCIAiCIAhlgJhkTyj1ZBqaJR1CgVRKVc3nqrKkqjsth7mGXkmHUCCX1XRKOoQCs9IzfXcioVCFp8eXdAgF4hMXUtIhFNgEtUolHUKB9GwVXNIhFNiAG3mvsFNabfnH8t2JSqlF2qoZ+4CY/D2XXBpdbdWspEMokPtnVfc5dlVtV7wP0YMvCIIgCIIgCIIgCGWAaOALgiAIgiAIgiAIQhkgGviCIAiCIAiCIAiCUAaIBr4gCIIgCIIgCIIglAGigS8IgiAIgiAIgiAIZYBo4AvFLiIigj/++IPk5OSSDkUQBEEQBEEQBKHMEMvkCcUqPT2dtWvX0qZNG7S0SnYJnK7dvmT4iAHUb2CHmZkpnb8ayLV/nUsklkrDvqDKhC7ILIyI9wrC4/s9RDt75Zreqtf/qDKhK3pVypMWn0TkVXceLdxLSnisIo2GnjY15vSlfJfmaBrrkRwSideSgzw/fqvQ4x80bRBfDfoKPUM9vFy92PTdJgK9c1+2plXnVvQZ3werSlZoaGoQ7B/M0e1HufDHBUWaus3r0ntsb6rZV8PM0ozV01dz4fCFXPf5scTd0LE9zcd2Qs/ciAifYC4s2kvQnZzPFevmtfh0Vl9Mq5RHQ1vGy6AI7h+8zO2tpxRp1DTU+WR8V+o6tEa/nDFRfs+5tOwg/lceFFrMr5vy7Vj6D+mNoaE+bvfcWfDtUny8/HJNv//YNlq0bPLWdu/HT+jYygEADQ0Nxk0dQa9+XbAsb4GfbwDLf/iJq//cELEDo2cMp+egrugb6uPh6smKuWvx836aa/oufTuyYN3ct7a3tG1PakqqYp9jZgxXej8yLJKODXoWWtzvozTV57WGtqfu153QtjAixjuY2wv2Eno79/pcTVOd+lN6ULV3S3TKGZMUEYv7z6d4tPMcAJW7NMN+fBf0K5dDTVOdl/6heG47g+/hf4vsO6jXrodWl76oV6mBmok5iZuXkXrlbJ55NOo3RcthKOrWtmSlpZHh5U7Svp/JfB5UZHG+TtTnxVufq/p5rsr14o5bPlz0fk5AVAJSdTXsrYyZ3KYW1cwNcs0THJtI518uvrV9k0NzWlaxKNT4cqPKxzw/StN1SDTwy5hNmzZx5coVxWt9fX2qV6+Oo6MjFSpUKMHI5Pbs2UOdOnXo0KFDSYeCjo4Ozs73OHjgGFu3ry6xOMp3b0GdxUNwn/0r0c6PqTT8S5r9PpsrrWeSHBz5VnrjpjVosHECjxbt5cVpF2TmhtRdNoIGWybi7OAEgERDnWaH5pAWk8C90T+R/DwSrfKmZKamFXr8fcb1odeYXqyZvoYgvyAGThnIkv1LGP3paJISknLMExcdx4H1B3jm+4yM9AyatWvG1JVTiY2M5c6lOwBo62jz1OspF/+4yIx1M0TcQK0uzWm/YDDnvttFkIs3jRzb03f3N2xvP4uXIW+fK6kJydz99Rzhj5+RlpxKxSY16LBkOGlJqbj+Jv+R2mamA3a9WnFm9g4ifIKp8mk9em2dyt5eiwj1CCjU+MdOGsbI8Y58O3EBfr5PmTRzDHv+/Jn2LXqQEJ+YY55xQ2egKc1es1YqlXL630OcOnZOsW3G3PH06NuFudN+wNfbnzaf/4+fd6/GodMwPB/m/oPzY4h9yISBDBrbj0VTlxL4JJCR04ay8cAaHFoPIjGX8xwgKTGJnp8MUNr23w+q/zz1DeDr3lMUrzMyMj443oIqLfW5bbfmNF80mJtzdxF625taQ9vzxd5v+KvtLBJyKKMAn26agK6VKTe+3clL/xdomRuioSVVvJ8SHc/9n44R6xtCZnoG1u0b0nLVKJIjXxL0z/0i+R4SmTYZz56SevUcOhPmvDO9mrklujMXk3LmCIkblyDR0kZr0Fh0Zy8jbsrgIonxdaI+L976XNXPc1WvF10CI+nbsDJ1LY3IAjZf82LsoVscGdEWQ21pnnk392lOjdduBLwrfWFR9WOeH6XlOgRiiH6ZZG9vz9atW9m6dSvz5s0jNTWVVatW5Zo+PT292GIbMWIEgwYNKrbPy8vBA0dZvnQD589feXfiImT7dWeCDl7l2d5/iPcJwWPuLlJCo6k07Isc0xs3qU5SSCT+v5wmKTCcmLu+PN1xFqNG1RRpKg74FJmZAS5DVxF924ukZxFE3/Yi1i333saC6jGyB4c3H+b66esEeAWwevpqtHW1adujba557t+4z82zNwl6EsTzgOcc23kM/0f+2DWzU6S5c+kOu5fv5tqpa2RlZom4gWajvuLhH/9y/8BlIn1DOL9gD/FhMTQc3C7H9KHuT3n09y0ifIKJfRaOx1/X8b/6EOumNRVp7Hq1wnnLCZ7840bss3Bc917E75IbTUd3KtTYAYZ/PZCff/qVMycu4v34CTMnzkdXT4duvb/KNU9szEsiwiIVf01bNEBHR5vD+44p0vTo24Vf1v/KpfPXeBYQzL5fD3P5wnVGjXf86GMfMKoPuzfu49KpKzzx8mfR1CXo6OnQoWfO9ct/srKyiAyPUvp7U0Z6htL7MVGxOeypeJSW+txu9Ff4HPoX7/2XifUNwfn7PSSFxVBrSM5l1KpNXaxa1+W840pC/nUnPiiCCNcnvLj5SJHm+XVPAs/eJfbJc+ICwvDccZboR88o16xmjvssDOluziQf2E6a81XIenc9pl6lBmiok7x/G5mhIWQEPCHl2H7ULSsg0c+9V7GwiPpcrrjqc1U/z1W9XtzStwU97G2oZm5AdXMDnDo3JDoxBbfgt+N5k6GWFDM9LcWfpnrxNAVV/ZjnR2m5DoFo4JdJmpqaGBkZYWRkRJUqVejcuTPBwcGkpqYSFhZG3759uXbtGosWLWLQoEFcuHCBuLg41q1bx9dff82gQYOYPn06ly5dUtqvp6cn8+bNw9HRkaFDhzJ37lwCA+XD3xITE9mwYQOjRo1i0KBBTJw4kZMnTyryRkREsHLlSoYMGcKQIUNYtWoVkZE53+X9mEg01TGsZ0v4ZeXhc+GXH2LcpEaOeaLueKNVzhiLLxsBoGmij1WPTwi74KZIY9mxCVG3vbFbMox2D7fQ5upKqs/sjURDvVDjt7SxxKScCfeu3lNsS01Oxd3ZnTqN6+R7Pw1aNqBi1Yq4O7sXany5UcW41TTVsbS3xf/qQ6Xt/v8+pELj6vnaRzm7SlRoVJ1A5+wfVRpSDdJTlEd2pCWnYZ3L+VdQ1pUqYFHOnGuXbyq2pSSncOfmPRo1rZ/v/fRz7MWVi9d5HhKq2CaVapLyxh395ORkmjRv+OGBo7qxV7Apj1k5U5yv3Hkt7lRcb92nXpO6eeaVack4fvsQJ1z+YM3uZdSo+/Y5VqGSFSfv/snRWwdx2rKACjblPzhmVaamqY5pPVtC3iijwVceYtEk5zJq07EJEff9sBvbib4u6+l9bRXNf3BEQ0eW6+eUb2WHQVVLXjg/LtT4P0SGnxekZyBt1xkkaqCljbRNB9J9H5EV97JIP1vU58Vbn6v6eV4W68WE1HQys8BAS/OdaWccvcNnG88ydN81znuFFHlsUDaPeWknhuiXcUlJSdy4cQMbGxuk0uxhOL///juOjo6MGzcOdXV10tLSqFKlCj169EBbW5uHDx+ydetWzMzMsLe3JyMjg5UrV/LZZ58xadIkMjIy8Pf3R01Nfo/owIEDBAYGMnv2bAwMDAgPD+flS/lFPSsri5UrV6Kpqcn8+fORSCTs3LmTlStXsnTpUiQSSYkcm9JAamKAmoY6qeHKdxtTwmMxa5NzpRfj4oPr1xtosHkC6lpS1DQ1CL/8gPuTNyvS6FSywLSVHSF/3eDOoBXoWJtjt2w4GrpaPFq0r9DiNzY3BiA6PFo5xogYTC1N88yro6/D3jt70ZRqkpmRyabvNuFy2aXQYsuLKsatY6yPmoY6iRHK50pieCy6LfO+QI6/tR4dE3n+6+uO4LbvH8V7flcf0mRkBwJvPSLK/wWVW9pRs2MTJGqFe//X3MIMgIgw5bvvEWGRlCufv+f/bKva0KJlE8Y4TlPa/u+lmwwfO5Bb1114+iSQlm2a0aHz56ipF84NLVWN3dRCfi5HRijHHRURhbmlea75Ap4848fpy/Hx9EVHV4f+oxzYcWwTA9uP4Jm//Hlqj3ueLJq6lKe+AZiYGTNiyhB2HN9Mv8+GEhtdtA260kr2qowlvVGfJ4XHYtU65zKqb2OBRdMaZKSm88/on5Aa6NBi8RB0LI25NGa9Ip2mvjb97m5AXapBZkYmt+btJvhS0cyTURCZ4aHEO81Ed9pCtEdMAYmEjKe+JCydVeSfLerz4q3PVf08L4v14oqL7tS0MKCelUmuaXQ01Znetg4NKpqgLpFwxfcFs47fJbVTJp3tKhZZbFA2j3lpJxr4ZZCbmxuOjvLhnSkpKZiamjJnjvIzdB07dqRFixZK27p166b4d7ly5XB3d+f69evY29uTlJREQkICTZo0wdLSEkDpmf7w8HBsbW2pVk0+TNzCIvtH78OHD3n69CkbNmxQbJ88eTKTJ0/m4cOH1KtX763vcOHCBS5cKLyJbPr07ca69YsVrx16jeDmjeJpTOZH1htDICUSSa7DIvVqVMDOaSi+a/4i/PIDZBZG1F4wCPuVo7g/aYs8kZoaqREveTB9K2Rm8fKBP5ometT5wfGDGvif9fiMScsmKV4vGLYgx/iR5LDtDUnxSUzoOAFtHW0atGrAmPljCAsKw+26W575Pqa4c/JWeHmcK//Z1+dHpDoyrBpWo+2c/sS8Gt4JcGHhb3y1bCSjLiyHrCyiA8J4cPgq9fq0+aA4uzt8xeJV3ylejxw4+VX8b5/r7zrm/+nn2IvQF+FcOqc86dIPc1eyZO33nLv+J1lZWQQ+DeKP34/jMKBbLnsqm7F37PkFc1ZkPyc8zfFV4+rN0/wd58zDux48vOuheP3AxZ1953fSd0QvVn8v/zF+45LzG3k8OXrrAJ37dGT/1kPvHfv7KO31eU7HO7fzRKImgSy4MmETaXHy51BvzdtNh99no2VmQHKE/AdqWnwyx76ch6aujPKt7Gi2YBDxQRE8v+aR436Lm8TQGJ2x35B69Rxp1y+Ctg7afYajO3UB8T9Oz9cw//wS9Xnx1+c5B/9m6KXzPC/r9eKqfzxwC4ri10EtUVfLvcPMWEfGkGZVFa/tyhsRnZTKrtu+hd7AL+vHHEr/dUg08Mug2rVrM3bsWADi4+M5e/YsTk5OODk5KdJUrVpVKU9mZiZHjx7lxo0bREVFkZaWRnp6OnZ28mfR9PT0aNu2LU5OTtStWxd7e3tatGiBmZm8Z+vLL79kzZo1+Pv7Y29vT5MmTahTRz40LigoCBMTE6VGf7ly5TA2NiYoKCjHBn779u1p3749AFs2Hv7gY3L61EXuumRP0hIS8uKD91kYUqNekpmegczCSGm71MyAlPCc7zxWndydGNcn+G0+AUCcZyDuiSn87++FeC09SHJIFCmhMWSlp8NrzwzGewejoaOF1FSf1Mi4AsV76/wtHrtlD5f7bwIxEwsTIp5HKLYbmRoREx6T576ysrJ4/vQ5AH6eflhXs6bfxH5F8sNKVeN+XWJ0HJnpGeiaGypt1zEzICEi7+fNYp+FAxDuFYSuuSGtpvVS/CBMiorjyJh1qMs00TbSIz40mraz+xHzKk9BXThzBbe72UNdpa+OuXk5U6Uh6qbmJkTk8EzdmzQ1NejVrysHfzvy1gQ6UZHRfD1kOlKZFGNjQ0JfhDNr/mSeBRZs+KGqxn713DXcXT3fitvU3ITQkDDFdmNTYyLf6O3MS2ZmJo8ePMbGNvcfgUmJSfh5+WOdR5rCUlrr85QoeRnVtlAuo1pmBiSH51xGk8JiSHwRrWj0AMT6yv/v9SqYKRo+ZGUR91R+7kV5BGJUrQL1JnUrNQ18WYceZKUkk7zvF8W2hI1OGG45jHoNOzK8Cm/Yu6jPi78+f52qnedluV5cedGds49D2Nb/Eyoa6b53fnsrY467Pyv0uMryMf9Pab0O/Uc8g18GyWQyLC0tsbS0pFq1aowbN47ExESlHnGZTPm5p+PHj/P333/TrVs35s+fz8qVK2natKnSBHzjx4/HycmJ2rVr4+LiwpQpU3Bzk18EGzZsyKZNm+jatStxcXEsXbqUzZs38y7FNTw/Pj4BP78AxV9yckqxfO67ZKVlEPvAH/NP7ZW2m31qT7SLd4551LWlZGVkKu8n89XrV8cz+o4XOpUtFa8B9KqWJz0xucCNe4CkhCSeP32u+Av0DiQqNIqGrbOfF9aUaVK3WV0873rmsae3qampKc04XphUNe7XZaZl8OKhP7ZvDIG0bVWX4Ls++d6PRCJBPYd4M1LSiA+NRk1DnZpfNcPn3L0ccudfQnwiAf7PFH8+Xn6EhYbT6tPskUNSmZQmLRpy7867Z0j+svPnmJgacWjf0VzTpKakEvoiHA0NDTp0aceF05c/qtgTE5IIehqs+PPzfkpEaCTN2mQv1SeVSWnQvB4PXN6vwVWtdlUiwnKfN0Uqk1K5WiUi80hTWEprfZ6ZlkHkA/+3hilbtalLmEvOZTT0jjc6lkZKzyIbVJE/PxofFJFjHgDUJKhLS1EfjUwLMpWvS4rXhfy4j6jPsxVXff46VTvPy2q9uPyiO6cfBbO1/yfYmuoXaB9eobGY6Rb+ktVl9Zi/rrReh/5Tiq4OQlFSU1MjNTU11/cfP35M48aNadNGPowrKyuL58+fo6urfEewcuXKVK5cmR49erBkyRKuXLlCgwYNADAwMKBNmza0adP0JNouAAAgAElEQVSGhg0b8tNPPzF69GgqVqxIVFQUYWFhil780NBQoqOjqVix6Ht7cmNsbEjFilYYGsln+K1SpRKxMS8JDQ0nLCyPC04h8//5JA02TiDG9QnRt72wGdoeLUtjAnfLb8jU3zAOQDH8PuzcPexXj8ZmaHvCLz9Ay8KIOj8OIfa+n2JZvYBd56k04kvsnIbydMdZtK3Nqf6NAwG/ni/0+I/uOEr/Sf155vuMYP9gBkweQFJiEpePXlakWfr7UrzcvNi1fBcA/Sf157HrY14EvkBTqknTz5vyea/P2TJ/iyKPlo4WVpWtAPnwPgsrC6rUqUJcTBzhIR/eG6GKcd/efpqua8cRct+PYBdvGg5qh145Y1z3yde27bJGPnLnxHR5L1rjYV8QExhOlJ+8h8q6eS2ajenMvd+yb/aVb1AVfUtjQj0C0Lc0odW0XkjUJDj/cuKDYs3Jrz/vZ/z0kTzxeYr/kwAmzBhNYkISx/88rUiz98jP3L/nwcrFG5Ty9nfsxY2rt3kWEPzWfus3qotleQs83b2wLG/BlG/Hoqamxi8bdn30sf++/TDDJzsS4BtIoN8zRkwdQlJCEmf/yq4LNh9ci4fbIzYt3QrAqOnDcL/rwTP/IHT1dek3sjfVa1dl2ew1ijxT5o/n33PXeREchrGZESOnDkVLR4sTh84UStzvq7TU5x7bTtP6p3GEu/kRdsebWo7t0ClnzOPf5GW09U/yMvrvFHkZ9fvrBg2m9qDV2jG4rT6C1ECH5osG43/CmeRIea9mvcndCHd9QlxAGOpSTSq2q0+13i259f2eovsiMi3ULV89hieRIDErh3qlqmTGx5EVGYbWgFGoV61NwmL5MNz0e7eQdXJA5jCEtGsXkWjroNV/FJkRoWT45XyzujCJ+lyuuOpzVT/PVb1eXHL+ISc9gljbsykGMk0i4pMB0JFqoPPqhsj6K49wfx7D1v6fAHDc/RkaahJqlTNEDQlXnoRy0PUpUz6tXaix5UbVj3l+lJbrEIgGfpmUlpZGTIx8WFp8fDxnzpwhOTmZxo0b55rHysqKGzdu8PjxY/T19Tl9+jRhYWHY2toCEBYWxvnz52nSpAkmJiaEhoYSEBDAl19+CcDBgwextbXF2tqajIwMnJ2dsbCwQFNTE3t7eypXrsyGDRsYPnw4WVlZ7Ny5E1tbW+rWzXsymaL0Vaf2bPllheL1hk1LAVi65CeWLVmfW7ZC9/zYLaTG+lSb2hNZOSPiHz/jzsDlJL26q61dwUwpfdDBq2joaVN5RAfqLBxMWlwikdc9efzDfkWa5JAobvdbSp1FjrS+uIyU8BiCfr+Mz9q/Cj3+w1sOI9WSMmHxBPQM9fBy82LeoHlKaw+Xr1Se8OfZP4a0dLSYuGQiZuXNSE1O5ZnvM1ZNW8WVY9lLi1SvV50Vh7P/fxxnOuI405Hzh8+zZnp25f4xxf34hDPaxvq0nNgdXQsjIryDODxsJS9f3dgxsFI+VyRqarSd0x/DimZkpmcSExjG5eUHcd17UZFGQ6ZJm5l9MLI2JzUxBb9LbpyYuoWUlzmv7f4hftmwCy1tGYtWzMbQ0AC3e+4MdRintI68TWVrQoJDlfJZV6rAJ62bMnn07Bz3K9OSMX3uBGwqVSAhIZHLF64zffz3xL2M/+hj37NpPzItGd8umYa+oR4ero+YNGCG0rrDFSpbKQ2b1DfQY+7KbzA1NyE+LgEvdx/G9JqEp1v2bN0W5c1ZvHkBRiaGREfG4H7PkxFdvubFG9+/uJSW+tz/uDMyY33qT+mOjoUR0V5BnHdcScKrMqr7RhlNT0zhTP9ltPhxCF1P/UBKTAKBZ+/isuSgIo2mjhb/WzocHUsTMpJTiX0SwtUpv+B/7CZFRaNqTfQWrFO81u47HPoOJ/XyGRK3LEfNyBT1clbZ38PDlcQNi5F1649W1/5kpaaQ4eNJ/JJZkJJcZHH+R9TncsVVn6v6ea7q9eIh16cAjDmofGzG/q8G41rJlxUMT0jmWUyC0vvbb/oQ8jIJdYmESsa6LPqqQZFPsPcfVT/m+VFarkMAkqz8zhAkqIRNmzZx5Ur2xUlbWxsrKyu6d+9OixYtCAsLY+LEiSxdulTpOfz4+Hh+/vlnHjx4gFQqpW3btiQnJxMUFMTChQuJiYlh+/bt+Pj4EBcXh6GhIS1btqR///5oaGhw5MgRrl27RlhYGJqamtSoUQNHR0dFD31ERAQ7d+7E3V0+FMfe3p4RI0Zgapr3DLcAhnpV35mmNNqv26ykQyiQjdK8n1kUCt+nau8uB6XV1oTS8Qzwx8RUWrDhmCXN++XbIxhUxTrDT0o6hALp2Up1j/mAG4U/dLg4qHJ9Xi793WlKo81ZgSUdQoFd/VE1fyu2+f52SYdQYKp8LYqNf5KvdKKBL5R6ooFfvEQDv/ip8g9C0cAvfqKBX/xEA7/4iQZ+8RMN/OInGvjFT5WvRflt4ItJ9gRBEARBEARBEAShDBANfEEQBEEQBEEQBEEoA0QDXxAEQRAEQRAEQRDKANHAFwRBEARBEARBEIQyQCyTJ5R6WuqaJR1CgZiqp5R0CAXSK0t1JwgKU1fNOUPvU3jLuRW3hLSkdycSCpVMTTXrxJoGxbMcU1Hw11TNuuWzK6klHUKB/YTZuxOVQie0Mko6hAI7mKGak9U107J6d6JSSmLfvKRDKBBrTe+SDqHAAtXD3p1IxYkefEEQBEEQBEEQBEEoA0QDXxAEQRAEQRAEQRDKANHAFwRBEARBEARBEIQyQDTwBUEQBEEQBEEQBKEMEA18QRAEQRAEQRAEQSgDxCz6Qpkzc/ZEHIf1xdDIgHsuD5gz8we8Hvvmml5DQ4PJ08fQb2APLMuX44mPPz8uWMWli9dyTD9lxljmzp/Gjq37mPvNj4Uev37zOpQf1x09+ypIy5vyZOoGwg9dyjW9RKZJlWVj0bGvgnb1isTfeYynw/xCjyu/ag9pT/2vO6FtYUS0dzC3Fu7lxW2vXNOraarTcEoPqvdqiU45Y5IiYnnwyyk8dp4r0jgbO7anxdjO6JkbEe4TzPlFv/HsTs5x2jSvxWez+mFSpTya2jJigyJwO3gJ562nFGnqObSh6+qxb+VdVmMYGSlphR5/76n9aTfwS3QNdfF19eHX738hyOdZrukrVrfGYfoAKtetQjkbS/5Ye4A/1x1QSvPFkK9oP7ADZhUtAAjyCeTohsO4/nO30OJW5fKpyrG/acI3o+nr2AMDQ30e3PPgx9kr8fXyyzX97r+20Kxl47e2+z72o2ub/kUW5+gZw+gxqCv6hvp4uHqycu46/Lyf5pq+c9+OLFg3563trWy/IDVFPqO8w7Ae9BzcjfLWlgD4ez1l5097uH7xVqHE3HRwe1qN7YyehRHh3sGc/uE3AnKpW2p3aELTQe0pb1cJDZkm4b7BXNl4DK8L9xRphh+Yh22LOm/lDfMOYuOXswol5teNnTmC3oO7o2+oj7urB0vnrMHPyz/PPLp6OkyYPYb2XT7D0NiAFyFhbFz6C+eP/wNAo/+zd9ZhUWbvH75pGLpRFBVjDez+WrvW2phYYDcWdq7dsbrCGmt3u3Zhr4UiSChd0t0dvz9GBwcYREBd9jf3dc11+R6ec+Yzr+c974nnPKdNY0ZNHUG9Rj9hUEmf32at4+qZG8WW+S3QbFOPKlP7odbIFKVKOnjOsiPizMPvruMTbS270WlyH9QNtIjwCubK6qMESKgr6vpa9FlmibFZdfSqV+LNpSecnbdHzEZWXo7O08xpPqgjGkbaRPmFcWPjKbwevf0m+itCXelk2Z3uk83RNNAi1CuYs6sP4fPKQ6J97db1GbJsNJXrVCE+Io47ey/z+MRd0d9/tvqVDiO6oVtFH4Aw72Cu77qA24P8Z7bpr63oMLIbJg1MUdfVYNuwFXi9eFfq3/A1nL77gvMPXhEaFQ9AzSoGTDT/mY5Nfvou318cQ2cPp9uI7qhqquHt5MVfy/fwoZh+S9dh3fl50C9UrWOCrIwMfu/8OLX1BB6v34ts6rdqgPmk/pg2rIWukS675u7gwfn75aq7Ir77pSv4/2ESExOxsLDA3d39R0v5bkyfPYGp08eyZMFaevwyhOjoGM7+fRBVNVWJeRYtn8XoccNYumAdHVv35sih0xw6YYtZo3qFbJu3aIzl6CG4u0p+OZQVOVVl0jyCCPjtIDlpXz5qT0ZWltyMLCIO3ST+XvkNxEqDad/W/G+VJU62V7jUYxmRjt70ODYf1cqSj97rbGdNlZ8b8WThQc52mo/9lF3Evpfc4JcH9fq0odsKK57aXmF/76UEO3ox7MgCNCTozExJ59Wh2xwbsoa9XRfw1PZvOtoMorlVV3G71HR2tJgm9vkWg/u+UwbQe6I5h1f8xdK+80mMSWDJiVUoqypLzKOookRUcCRnt54kIii8SJvYsBhObjzKkt5zWNp3Hu7PXJmzbzEmdauVi+6K/HxWZO0FmTBjFGOnjmDtkq1Y/DqGmOg4DpzbhUBVIDHPzLEL6WDWU/Tp0qwfyUnJ3Lxi/810jrIezojJQ9m6bCdjek0mLjqeXae3IVBVKTZfWmoaPRsPEPt8GtwDRIZFYbtuL6N+nciYnpN4/fQNWw6uo1Y90zJrNuvThl4rrHhsd4XdvZYS5OiF5eEFaEpoW6q3qYf/c3eOj9vC7t5L8XrwluF7bajWMr8zfnryDja3nCb6bGs3i/SkNNyuvyyz3oKMmT4SqynD2bT0dyx7jic2Oo49Z3YUWzfk5eX488wOTEyrsGDScvq3H86KWesICQoV2QhUBfh4+LFl+Q7SUtPLXXdJkVVVJsUjCN/lh8hJ/bFH2Tbu04Z+K0Zx3+4yO3stJtDRm/GHF6Eloa7IK8mTEpvEg91XCHIuenDx6zwL2ozsyuWVR9jWdT4vTtgzeu8cKjeoXu76K0JdadHnfwxdMZabdhdZ22sBfo6ezDi8FO3KRR/BqFvFgBmHFuPn6MnaXgu49eclhq0cR9Me+UfZxYXHcHHTcdb1Wcj6fovweObGtH3zMa5rIrJRFCjj5+jJubVHyqS/NBjqaDJ76K+cXjuNk6un0qq+KTY7TuAl4b3/vRgwZSD9Jpqzf8U+FvadS0JMAitOrEa5mPbcrK0ZT6/9w8oRy1nYfz6hviH8dmwVlapXEtkoqyoT5BnEwVV/kVGCPvPXUlHf/dIB/r8AOzs7LCwsRJ/x48ezceNGQkJCfrS0b8LKlSs5cODANyl70tRR7Nqxj+tX7uDx3puZUxahpqbKwCF9JOYZMtQc2x1/YX/nEYEBwRw5cJp7dx8zdfpYMTt1DTX+3L8Fm+lLiY9P/Cb6AeLvv+HDxhPEXn8OublftM9Ny8B/0V4iT9wlMyzmm+kqCQ0n9cTr3BM8Tz4k3ieUZ8uPkhoZT/1RXYq0N+5ohnF7M25ZbSHkiRvJwdFEOfkS9vx9kfblResJPXE5/wTn0w+I8QnlzoqjJEfG08yya5H24W4BvLv6gmjvEBI+ROF26Sl+j12p2rLAjHgepEQliH2+BT3H9+XK7gs43HxOsFcQf87ZibKqCu3MO0rM4+fiw4l1h3l2+TGZEl6CjncdePvwDRGB4YT7h3J2ywnSU9Ko3ax8Zv4r8vNZkbUXZNSkYfz1x1HuXnuAt4cfi2esQlVNQJ9Bv0rMkxCfSHRkjOjTrHVjVAQqXDx55ZvpHDZhCEdtT/DgxmP8PP1ZNXs9AjUBvw4o+jn9RF5eHjFRsWKfz3l8+ynPH7wkOCCEIL9gdm/aT0pyKg2bNyiz5v9N6InT+Sc4nn5AtG8oN1YK25aWEtqWm6uO8WT3VULe+hEbGMHDnRcJdfWnbvcWIpu0hBSSoxJEn2ot6qAoUOLN2Ydl1luQERMtOLTrGPeuP8TXw5/fZq5FoCag58BuEvP0G9YbHT0tZo9ehLODC2EfwnF2cOGdc36H9Z97z7HdsBf7aw/Jy/vye+1bEXfPiYANp4i+9gLy8n6YDoAOE3rz+vxjHE7fJ9I3lMsrD5MUGUcby6LvdVxwNFdWHcHx/GPS4pOLtGk+oAMP9lzB44ETsR8ieXHcHo8HTnSc0Lvc9VeEutJ1Qh+enX/IP6fvEe4bwumVB0mIjKOTZfci7TtZdiM+Io7TKw8S7hvCP6fv8fzCI7pP6ieyeXv3Ne4PnYkKDCfSP4zLW0+RnpKOabM6IpuXlx5zbed53B46lUl/afileT3aN66DiaEu1SvpMWNINwTKSrz1CfruWj6nz/h+XNx9gRc3nxPkFcSuOTtQUVWhYzH9lh2ztnPzyHX83f0I9Qth79LdpCWn0fTnZiKbNw8cObHlGM9vPCO3BH3mr6WivvulA/x/CQ0bNmTfvn3s27ePpUuXkpmZydatW3+0rApFtepVMDQy4OH9p6K09PQMnj97RctWTSXmU1RSJP2z1R2A9LR0WrURd0fdtnM1Vy/f5p/H5b9q8l9AVkEOvYY1CH7kKpYe/MgVwxa1i8xT/dcWRL31o+GkXgx/9QcWT7bSdrUV8gKlb6qzUsMa+D12EUv3e+JKleZF6yyIYYNqVGlWm6CX4jOu8sqKTH+6kxkvdmFxcB6GDcpn5ftzDKoaom2gg8tjZ1FaVkYmHg7u1Glet9y+R0ZWlrZ926MsUMbLUfIWi5JSkZ/Piqy9IFWqVUbfUI+nD/Pd0TPSM3j93ImmLRuVuJwhlv15cu854aGR30ImlU0qoWeoy4tHr0VpGemZOL14S6MWZsXmVVJW4rLDGa6+Psf2IxuoYyb5uZaVlaWbeWcEqiq4vC6bt5ucghyVzGrg+0S8bfF54opJCdsWACU1ZdITUiT+vfnwX/B++JbEsFiJNqXB2ERYN54/chClZaRn8uaFM41bNpSY75eeHXF2cGXhOhvuulzhwuPjTJ43Dnl5uXLV919CTkEOY7MaeBWoK15PXKnevI6EXCUoV1Ge7AJeY1npWVQvOBldRipCXZFTkMfEzJR3T8S3J7x/8paazYu+H6ZN6/C+gL37Y2eqNTRFtgiNMrKytOj7P5QEyvg6epWf+HIiJzeXm89dSE3PpEltky9n+EYYfuy3vH2cP+GRmZHJOwd3fmpeeFVbEvKK8igqKZBcTPtYnlTkd790D/6/BAUFBbS0tADQ0tKid+/ebNq0iczMTOLj45k+fTobNmygZs2aojwWFhbMmTOHNm3aAODj48Nff/1FcHAwxsbGDBsmvi8yNzeXvXv34ubmRnx8PLq6unTp0oW+ffsiKyuc67GzsyMpKYnatWtz69Yt0tPTadu2LRMmTEBRUREQro5cuXIFe3t7YmNjMTIywtzcnI4d82fhzp8/z/3794mPj0dVVZXGjRszffp07OzsePfuHe/eveP27dsA2NraYmBgUOZ7qG8g3A8VFSm+ih0dGYNRZUOJ+R7e+4dJU0fx7IkDfr4BdPi5Lb36dkNOLr8xtxw9hOqm1bCeVP77Hf8rKOuoIysvR1q0+Kp1WnQCKvpFd8jVqxlg2LIOOZnZ2E/aiZKGgP+tGYXAUJt7k//4JjoF2kKdKdHis6UpUQnUaFf8Ct6MF7sQfPydT3Zc5M2Je6K/xfiFcm3+PiLfB6GoqkzLcT0YfWEFf/VYTFxARLnp1zQQthMJ0fFi6QnR8WgbSt4KUVKq/lSN1Zc2oqCkSHpKOtsnb+SDZ2CZy63Iz2dF1l4QPQNhHSm4qh0dFYthpZK1w9VNTWjVrjnWo+aVu75P6BroABAbLa4zNjoOA6Oi3WsBgnw/sHbOJrze+aKqKmDohEHsv2zLyK7j+OCf7xVXs64pB67aoaikSFpKGgvGL8PXQ3IMgpIg0FZHTl6O5IJtS3QCal9oWz7RyqobGkY6OF8qeq+mbg0jarSpz8mJ28uktSj0Pt3zqDix9JioWAyM9CXmMzapTMt2zbh56S4zLedTuWolFm2Yg0BVhd9X2ZW7zv8CqtoaH+uK+PsyOToB9XbFT2AVh9djF9qP64nfi3dE+4dTq50ZZj1aivp45UVFqCtqH5/HpAL3ODE6gbrttIrMo6Gvxfun4osUSdEJyCnIo6atTuLHfe2VfzJh4cV1KCgpkJGazu7JWwj1/LEr5J/j/SEcq1X7yMzKRqCsyO+zR1D7Y8yRH4GWgTYA8QX6LfHRCegY6pS4nBHzLElPTefV3e+z0FaR3/3SAf6/kLS0NJ49e4aJiYloUP0l0tPT2bhxI/Xr18fa2prY2FiOHBHf+5Obm4uOjg42NjZoaGjg4+PDvn37UFdXp3PnziK7d+/eoaioyPLly4mNjWX37t0cP36ccePGAXD69GlevHjB+PHjqVy5Ml5eXuzduxc1NTWaNWvGixcvuHr1KrNmzcLExISEhAS8vb0BGDt2LGFhYVSuXJkRI0YAoKGhUar7NGhIH7bsWCW6HmkxBRBOQIghI1M47TOWLVzHtj/W8MThGnl5eQT4f+D0iYsMGzkQgJq1arD4NxvMe4wkK6v891P/5yh0+2UkukLKyMgAcH+6HVlJaQA8XXaEXicX8UxPg7Tob+iuXECTjIzMFz02jw5ZjaJAGeOmtei8eBjxH6Jw+9gRD3njQ8ib/H2RwY5eTLi5gZZjfuXOyqOlltmuf0cmrJ8qut48dm1R8gHJ9/lrCPULYVFPG1Q1VGnVsy1Tt81i9dBlBHt9XeelIj+fFVl7QfoM+pWVW/ODzk0dYQMU/i0yX/gtnzPYypzI8Cge3X36ZeMS8uuArizePFd0bWO1qFQ6XR3dcXXMX4l3ee3G8bsHsBg3iG3L8ycNA32DsOw2AXUNNX7p3ZEVOxczZdDsLwYIKxFF1ZMSZKvfoyXdlwzn3AxbEkKii7RpPuwXEiPi8LpfdtffngO7s2zLfNH1TEvhv7/2nsvKyhAbHceauZvIzc3lvYsnmtoazFs9UzrA/wJFtiklqi1Fc2XVEQZtnMjcu1vJy8sjNjCC1+ce0WJIpzLprMh1pbBGKNRRKcb+YwYxIvxCWdtrPgINAU17tmHsNmu2DVtJqNe3jR9UUqpX0uPsOmuSUtKxf+XO8r0X2L9kPLWrSh6Ulicd+3di8vppout1Y1cDRTSNUNx/hRi9x/al+4gerBy5nLTktPIRWoD/0rtfOsD/l+Ds7IyVlRUAGRkZ6Orqsnhx4UjAkvjnn3/Izs5m2rRpKCsrY2JiQmJiIra2tiIbeXl5hg4dKro2MDDA39+fp0+fig3wZWVlxcoZOXIke/bsEQ3Ir127xrJly6hXr56oHB8fH27fvk2zZs2Ijo5GS0uLRo0aIS8vj56ensjzQCAQIC8vj5KSkshjoSjs7e2xty8+eNOtmw9wdMx3b1P6OBliYKhHaEh+MBE9fZ1Cs2+fExMTx5iR01FSUkRbR4vwsEiWrZpLUGAwAC1aNUFPT4dHL66K3cu27VowetxQalRqSmamdOCfHptEbnYOKvqaYunKuhqFVvU/kRoZT0p4nGhwDxDvLQy2o2qs900G+KlxQp2qBXQK9DRIkaDzEwkfogCI8vyAqr4mHW0Gigb4BcnLzSPMxQ+dGmWbNXe864CPU77rn4KiAgBa+lrEhuUPAjT1NAut6peGnKxsIgKFz4+fqy+mjWvTa0I/9i2w/UJOcSry81mRtRfk/q0nuLzJH/B+mjTWM9AVc6/X1dMutKpfFAoK8vS36M2545fJyckpk7bPeXLnKe5O+bE3FD/Wc119XSJDo0Tp2rpahVYNi+PTIKJqjSpi6dlZ2QQHCFf037t4Ur9JXUZMGsLauZtL/RtS45LIyc5BrUDboqr75balfo+WDPx9Khfn7BGLoP85cgpyNBnUAcfTD8jNKfte00e3/8Hts7qhoCSsG7oGOkR8Vjd09LSJjZZ8z6MjY8jOyhbb/+rvHYiKQAVtXS3iYsreLv3XSIlLJCc7B3V98X6Qmq5GIQ+Qryo3Nomjk7Yjr6SAQEuNxIg4ei4aTuyHqC9nLoaKWFeSPz6PGgXusbquJokSnsfEqHg0C9lrkJOVTXJckigtJyubqI/vyUBXP6o3qkmX8X04tnB3uekvCwry8ph89OhrYGqMu38wx289ZdXEgd/l+x3uOuAl1m8RDje19bWIKdBvKbiqXxS9x/ZlxLyRrBm9Cp+33uUv+CP/pXe/dID/L6FevXpMniw8Yis5OZnbt2+zbt061q1bV6L8wcHBVKtWDWXl/CjadeoU3sd1584d7t+/T1RUFJmZmeTk5KCvL+5OVVQ52dnZREREkJWVRVZWFuvXrxfL83k5bdq04caNG0yfPp3GjRvTpEkTWrRogYKCQsluBtC1a1e6dhUGJTq0++8ibVKSU0hJFt+HExEeSadf2uH8xg0AJSVF2rRtwarftnzxOzMyMgkPi0ReXp4+/bpz5dItAG5et6dTGzcx2x1/rsffN5Cd2/ZKB/cfyc3KIdrVH+OOZvhfz9+XV6WjGf43XhWZJ+K1F6Z9WiEvUCL7Y0RjTVNhdNTk4KJXsMpDZ5irP6YdGuJxI19njfZmeNwsWmdRyMjIIKdYfJ02qGdC5Puyubenp6STniIe/TYuMpaGHZrg5yL0GFBQUuCnlvU5uf5wmb6rKGRlZUQv56+hIj+fFVl7QVJTUgnyTxVLi4qI5n+dWuPmLBxQKyop0rxNE7as2vXF8rr2+hltXS0unLxcZm3iOtNITREPLBsdEUPrji14/9ZDpLNJ60bsWvN1neha9UzxfudbrI2sjKxo8qy05GTlEObmT832DXH/rG2p2d6Md7ckty0Nerdm4LYpXJy7h3c3HSTa1fu1JQIddd6U07FuqSmppKYUrhttOrYSBT1TVFKkaevG7FgteXXV2cGVngO7ia3eVjOtSlpqmnRwL4GcrBxC3Pyp074hrjfy3Y1rt2+I6y3JdaCkZGdkkRgRh6y8HA17tMLletmOgKyIdSUnK5sgNz/qt2/Mmxv5v79e+0a8uVW0i7efkxeNu7USS6vfvjGBrgSf/xcAACAASURBVH7kZkue0JSRlS3Ve/J7kZubR2Yx+sub9JQ0wlPEV9njImNp3KEpPp/1W+q1bMDR9YeKLavvBHOGzRnBujGrxY7H+xb8l979/97a+P8MJSUljIzyV/pMTU0ZPXo09vb2ooHu5+4g2dnZX/0dz54948iRI1hZWVGnTh0EAgG3bt3i1auSD2o+aVi4cCF6euL7ID/tLdHT02PHjh24ubnh4uLC0aNHOX/+POvWrRObOPgW7Nt9lNlzp+Dt5YefTwA286eQkpLKxXPXRDbnrxzCydGVdauEexibNW+EUWVD3F3fY1TJkPmLpyMrK4vtzv0AJCYkkZiQJPY9qSlpxMUl4PG+/GcSZQXKKH9a9ZWVRdFYD0GD6mTHJ5MZEk3VxSNRa1Kb90NXivKo1K6CjKI88joayKoqI/h4JE6qe0C56ysO1303+XnnVKKc/Yh45UU9qy4IDLV5f0y4V/3nHcJJrIez9wLgc+kZTWf1p9P2SbzZfhFFDQFtV1nid+0l6THfzj3/5f6bmP8+ldC3vnx47UWzkV1QN9QW7anvu13olnV1jvCM4RZjuhMfFEWMn9C7wKR1XdpM6o3jsfyzcTvMGkiIkzex/uEoqQtoObY7BnWrcmvpwXLXf/PAVfpPH0KobzBhfqEMmDGEjNR0nl5+LLJZenI1vs5enN58HBAGHKpSuyogXH3R0teiWv0apKekiVbshy20wum+IzFh0aioqtDOvAP12piJtgWUlYr8fFZk7QU5uu80k2ePwd8ngADfIKbYjCM1JY1rF26LbA6et8PVyZ3f1/0plneIVX9ePHlFcGBowWLLndP7zzFmphUBPoEE+QUzbrYVaSlp3L6U791ld2Y77s7v+XPDXwBMmDMaN8d3BPkHo6quytDxg6hdryabFuXvWbdeMomn9i+ICI38GJW/C83+10S0LaAsPNt/k4HbpxL81peg1160tBS2La8+ti0DtwnblotzhW2LWd82DNo+ldvrTxLo4CFa/c/JzCatQCCp5sN+wf+pO3FlXI0tjpN/nWX8rNEE+AQS6BfExNljSEtJ4+bF/LZuz7mduDu9Z9d64W84d+QSQ8cNYsHa2Zw+eIHKVY2YMn88Zw9fEuVREaiIvChkZGSpZGxInQa1SYxPJDyk/GKUfAlZgTIqn96vMjIoGeuh+vH9miFhW8S34sn+6wzdbs2Ht74EvPakjWVXNAy1eXFCWL+HbhNuzTozN39Cq1J9YeBWJTUV8nLzqFS/GjmZ2UT6CCfHqjapiaahDqHvAtEw0qbb7MHIyMrwcO9VypuKUFfs919j7PYZ+L/1xve1Jx0tu6NpqMPjE3cAGLNtOgCH5wo91B4dv8vPo3pg8dsYHp+4S80WP9F28M/sn7lDVOaAhSNxve9IXFgMSqoqtDJvT5029bEdt0FkI9BUQ8dYD4GG8MhA/WpGpCamkhgVL9rH/63YceY2HZv8hKGOJqnpGdx45sJrjwBs51p90+/9EtcOXGHQdAuCfYMJ8wth8AwL0lPTePxZv2XlyTV4O3tzYrNwW6P55AGMmGfJztnbCfUPQeujd0VmeiapScIJJ2WBMkYfj82TlZVFr7I+1evXIDk+iejQsj/TFfXdLx3g/4uRlZUlMzNTtEc9Pj6/UQgICBCzrVKlCo8ePSI9PV00iP607/0THh4e1KpVix49eojSIiIKN5ZBQUGFypGXl8fQ0JC8vDwUFBSIiorCzExyIBhFRUWaNWtGs2bN6N+/P5MmTcLT05PGjRsjLy//TY6yALDdsR9lZWU2bl2OppYmb167MHTAeLEZuWrVTQgJzl8RVVJWYtGyWVSrXpWUlFTu3XmE9aSFhR6+74Va45rUv7BGdF11/nCqzh9O1Jn7+NrYomigjXJ1cbfvuseXoVQ1P0BWo7vCRuZF5e/jjvUJv6svUdJWp+lMcwQGWsR6BnNr1BaSQ4SuTKrG4pNC2akZ3Bi2kf+tGUX/66vJSEgh4JYjrzac+aY63197gUBbjXbT+6NmoEWUVzCnx2wh8WMHr+CZ1TKysnRePAzNKnrkZucSHxTBg02ncTyeH2RPSUNArw0TUNXXJCMplXD3QI5ZrCH0bdkCdxXF1T2XUFRWYuyaSahqqOHr7MV6y5Wkp+SfGWxoYkTMZy83bUMdNt78XXRtVL0SXS178O65G2uGLQNAS18b6x2z0dLXJjUphSCPQDaNXi0Wsb8sVOTnsyJrL8j+XUdRUlZi+cYFaGiq4/LGnQkWM8RW6EyqGxMeKv5+qFKtMq3bt2DupGXfRedRu1MoKSuxYL0N6ppquDu9Z8bweaR+tjJkXL2ymIuwuoYai7fMQ1dfh+SkFLzcvJk8cKbYMVy6+jqssl0qsvF578vskQt48ajkk92ScLv2AhUtNTrN6I+6vhaRXsEcH7tFtKde01i8bWk5sgtyCvL0WjGKXitGidL9X7zj0LB8Dz7tqvrU+F99zs34uq0yX8th2xPCerthDhqa6rg5vWPqsNlidaNqdWOxex4RGsm0oTbMXTWD0/aHiYmK4fLp6/z1+2GRTf0mddl/MV/71AUTmLpgAlfO3GDFrJJ5KpYH6k1MaXwxf49t9QVDqb5gKOFnHuI16/vGC3h77QUCLXU6zxiAhr4W4V4fODh2E/Ef64qWceFgkjY3Nopd1+/WnNjgKDa2nwkIJ29/nWeBjokBmSkZeDxw4ozNn6QnphYqq6xUhLry+tozVLXU6DVjEJr62oR6fcB27HpiP95jnQL3OCY4kl1jN2CxfDQdR3YnITKOM6sO4vTZir+Gvhbjfp+Jhr4WaUmphHgEsmvMet49zo++37hbC8ZstRZdj9oknKy5uuMs13ac+6rf8LXExCezZPc5ohOSUVNRpo6JIXbzRtGuUclP8vgWXNpzEUVlJSatmYyqhhrezl6stlxB+mftuZGJkdigvKdVLxQUFZj3p3gguvvn7mE7bycANRvVYs2ZfK/i4XNHMnzuSDGbslBR3/0yeSWNqiPlm2FnZ0dsbCwzZswAhC76t27d4u7du/z22280aNCApUuXIisry6RJk0hNTeXkyZO8f/9eFEU/PT0da2trzMzMGDx4MHFxcRw6dIiQkBBWrFhBgwYNuHnzJqdOncLGxgYjIyOePn3K1atXUVNTw87OTqTl5cuXNG3aVFTO7t27adGiBePHjweEQfbu3LmDpaUl9evXJz09HS8vL2RlZenatSsPHz4kJyeH2rVro6yszLNnzzhz5gw7d+7EwMCAvXv34ufnx9y5c1FWVkZNTa3YCK+GmuV39Nf35LJq/R8toVS4ygp+tIRSEylXMZszN77PkS/fgvvxHl82klKu6CiVLjDpj0ZdXuVHSyg1PRSrfNnoX8jV9IAfLaHU7KTyj5ZQKq4pV9y1s7vp/55I8F9DK+WKWVcAdp61+NESSsWIIcd+tIRS8zT+33ekYUmJSChZn6vitkL/MVxdXZk0aRIAKioqVK5cGRsbGxo0EB6tM3XqVPbu3cvixYsxNDRkwoQJrFixQpRfWVmZRYsWsX//fhYuXIixsTEjR45k8+b8gEHdunUjICCAP/74g7y8PFq3bk3fvn158OCBmJb69etTtWpVVq1aRUZGBq1bt8bS0lL096FDh6KpqcnVq1fZv38/KioqVK9eHXNzc0AYSO/y5cscO3aMnJwcqlSpwrx580RH4fXt2xc7OzvmzJlDZmZmuR2TJ0WKFClSpEiRIkWKFCn/n5Gu4EsRw87OjqSkJBYtKvtexPJCuoL/fZGu4H9/pCv4Ur4G6Qr+90e6gv/9ka7gf3+kK/jfH+kK/vfn/8MKvmS/aClSpEiRIkWKFClSpEiRIkVKhUE6wJciRYoUKVKkSJEiRYoUKVL+A1RcPyIp3wRra+svG0mRIkWKFClSpEiRIkWKlH8d0gG+lH89yvKKP1pCqdirKPOjJZQKq7TMHy2h1BzO+77nGJcXLRQqbpBJQxXtHy2hVCRkVdy4B3WVDX+0hFLhnhb2oyWUmpEasT9aQqnwztP/0RJKjVuu0o+WUCq8cxN+tIRSU1epYtaXW0meP1pCqZFRL3wcYkUgIjv5R0soNVUFFbOefw1SF30pUqRIkSJFihQpUqRIkSLlP4B0gC9FihQpUqRIkSJFihQpUqT8B5AO8KVIkSJFihQpUqRIkSJFipT/ANIBvhQpUqRIkSJFihQpUqRIkfIfQDrAlyJFihQpUqRIkSJFihQpUv4DSAf4UqRIkSJFihQpUqRIkSJFyn8A6TF5Uv5zzF4wlRGjB6GpqYGToyvLF6zH29O32DxjJ43EcpwFVapUIi4ugbs3H7Bh1e+kpqQBMG32eHr06YJprepkZmTi9NqVTWt24uXhU2qd5rMt6DS8G6qaqvg5e3Ns+X5CvT8Um6d5jzYMmDsMAxMjIoPCubj1JG9uO4j+Pn7rdNoP/kUsj6+TF2sHLAZAVVON/jZDadChMbrGeiTHJuF835GLW0+SEv/1R54Yj+mOiXU/FA20SPEMxnv5YRJeeki2H/srVcb9inJVA9JDognccZHwc49Ff296cQXa7RoUypfs8QGHTnO/Wt+XGDdnNOYje6OuqY6703u2L/0Df6+AEuXtat6ZVX8u46n9cxaMXipKl5WVZfzc0XQf2BVdA11iImO4c+keB7cdJicnt8ya21t2o/PkvmgYaBHuFczF1Ufxe1X0PdfQ16L/MiuqmFVHv3olXl16wsl5u8Vs2g7rTMuBHTGqUwUZWRlC3AO4se0sfq+/zbFDU+eNZ5ClORqaGrg6ubN+8VZ8Pf2LzaOqJmD6osl06/MLWtqahIdG8seGPdy5ck9U5tR5E8TyREfG0LlRn3LVXlHaloIMtRlO9xG/oqqphreTF/uW7+GDV5BE+27Du/PzoM5UrWOCrIwMfu5+nNp2gvev3olsBloPpk2P/2FsakxWZhZeTp4c33iEoGLKLQ0z5k/CYtQANDXVefvGnVULN+Hj6SfR/tjfe2ndrnmhdG8PX3p3GApAj35dmDhjNNVqVEVeXp5A/yAO7znJpTPXy1U7gEoLM3TGDUKpQS0UDPUIW7yNxEv2Eu0Va5pg+Ns0FGuaIKuuSnZkDEk3HhFtewKysstdX1EMmj2MLiO6o6qpio+TN4eW7yW4mHdTldpVGTxnONXNTDE0MeL876e5sOO0RHtz68EMW2DJ7SPXOfzbX+WiucGorjSd3AuBgRaxXiE8XXWcMIei27DKberR/9zSQuknf55PvG/hoxxrmbelu601AfZO3Bi7rVz0FqSiPqMVsa58oqK25wCnbzzk3O0nhEbGAFDTpBKThvSiY4uGRdq/cvXk2NV7uHkHkJySRtVKBlj27cyAru3KVdeXqIh9LoBJc8cywLLfR93v2LR4O37F6O5j0ZOVO5cUSv9f9S5kZuQfRa1roMuMpZNp16UtAlUVQoLC2LhoG2+eO5dZs3SA/x8kMjKS6dOns2HDBmrWrPmj5XxXpswcy0TrUcybvhxf7wBmzZ/MiYt7+aV1P1KSU4vMYz6oF4tX2rBw9kpePX+DSfUqbN65CiUlRRbMWglAm3YtOHbwDG/fuCMjI8OcxdM4cXEfXf/Xn4T4xK/W2WtKf36d0I8D82wJ9wuh30wL5h3/jSWdZ5Cekl5knprN6jDVdg5//34Gx1svaN6jDdPs5rF+8FL8nL1Fdu5P3rJvzh+i65zM/E6hlqE22kY6nN1wlFDvYLSNdLBaM4kpf9iwbdSar/oNBuZtqb12DF6LDhD/0gPjsd1pfGoJLzvYkBESU8jeeHQ3ai4fiefcvSS88UajaS3qbptMVkIKMXccAXAdtxVZhfxmSVZJgVYPtxJ55flXaSsJI6cNY/jkIayz2USg7wfG2oxix6nNDO84WvSylkRlk0pYL5+M8wuXQn+ztB7GwNHmrLXZhO97P2rVq8nSHQvJyszk8I7jZdLctE9bBq4YzbnlB/F75UF7q+5MObyIDd3mEhda+J7LKymQHJuI/e4r/G94lyLLrNWmPk7XnuPn6ElWWgY/j+/FlKOL2dJrEVEB4WXSW5Cx0y0ZNWU4y2etJcA3iMlzxrH3zE76tRtGakrRz6e8vBx7z+wkMSGJ+ZOWEREWiWElAzIzs8Ts/L0DGTdwmug6N7d8XuyfqChtS0EGTB2E+cT+/DF3J6G+wVjMHs7KE6ux/nkq6RLqeYM2Dfnn6hM8Xr8nIy2DfhPM+e3YKub0mElYgHAAZNamIbeOXsfnrTfIyDB87khWnlzLzC7TSE4on/ORJ84YzdhpI1k0YxX+PoFYz5vAofN29GgziBQJ9WX6mPkoKCqIrhUVFbj2+DQ3L+cPquNjE9i9/QB+3gFkZWfzS/cOrNuxnNiYeB7ZPy0X7Z+QFaiQ4R1AwuV7VNr45UnKvKwsEv62J+OdLzlJKSj9VAOjNbOQkZMjauvBctVWFH2nDKD3RHP2zPuDUN8QBs0aypITq5jzyzSJ7yZFFSWigiNxuPUCi3kjii2/VtM6dB7ejcB3xU/qfQ21+ram/UpLHi89TPgrLxqM6kqfo/M51XkhyUW0i5841XkB6fEpouv0mMLPm4aJPv9bOpzQYiauy0pFfUYrYl35REVtzz9hqKvF7FEDqFbZgNzcPK48eM7sDbs5vW0JdapXKWTv7OFH7WrGjB3QHX1tTZ46vWP1nydQVFCgd6dW5aarOCpinwtgtPUIRk4ZxqrZ6wn0CWLCnDHYnfmdQe1HFKs7LTWN/m2GiaV9PrhX01DjwJU/eevgwmzLBcTFxGNcrTKx0XFl1gxSF/1/HXZ2dlhYWIg+48ePZ+PGjYSEhPxoaeWCnZ0dGzdu/Gblj59sye6dB7l51R4vDx/mWC9DVU0V80G9JOZp3qoxTq9duHT2GsEfQnn2xIELZ67SpHkjkc2oIVM5d/IyXh4+eL73xmbqEnT1tGnRummpdHYb14cbuy/heOsFIV4f2D93F8qqKrQx7yAxT/dxffB47sY1uwuE+YZwze4CHi/c6TZOfJUyKzOLxKh40Sflsxd5iNcHbKdswdn+NZGB4Xi+fMfZ9Uep374RymoqX/Ubqk7pQ/iZR4Qev0eqdwjeSw6RGRGH8ZjuRdobDelI6PF7RFx6SnpgJJF/PyP0mD3VppuLbLLjU8iMShB9NFvXRU6gTNipB1+lrSRYTBjEMbtTPLzxBH/PANbO3ohATUC3AUUPhD8hJy/HSrtl7Nt0gNCg0EJ/N2vRgKf2z3l69znhwRH8c/cZT+8+o37TemXW/POE3rw8/4jnp+8T4RvKhZWHSYyMo51ltyLtY4OjuLjqCA7nH5EqwUPj2Gxbnhy9TYh7AJF+YZxdeoCMlHTqdmpcZr0FsZw4lIO7jmF//SE+Hn4sm7kGVTUBvQYWXWcAzIf1QUdPm5mjF+Dk4ELoh3CcHFxwd34vZpeTk01MVKzoExcTX67aK0rbUpA+4/tx8c8LvLj5jCCvIP6w+R0VVRU69u8kMc+OWdu4eeQ6/u5+hPqFsGfJn6Qlp9H05/yV8dVWK7h/7h5BXkEEeQayc/Z2NHQ1qNuy7PX8E6MnD2ffH0e4c+0+3h6+LJy+ElU1AX0G9ZCYJyE+kejIGNGneesmqAhUOH/yisjmxT+vsb/5CD+fQD4EhHB032k83/nQok2TctP+iZTHr4j+/QjJt/+B3Lwv2mcFhZF4yZ4MT3+yQyNJefCSxGsPUGlhVu7aiqLn+L5c2X0Bh5vPCfYK4s85O1FWVaGdeUeJefxcfDix7jDPLj8mMy1Dop2KuoDpO+ewb4EtKQkpEu2+lsYTe+J57gnvTz0kzieUf347SkpkPGZWxbfladGJpEUliD55Bf5/ZOXl6GZrzcvN50gMiiw3vQWpqM9oRawrn6io7fknfmndhA7NzTCpZEB1Y0NmWvZHoKLMWwneTROH9GTGSHOa1qtFFSN9hvbsRJc2TbB/7lSuuoqjIva5AIZPtOCI7XHuX3+Er6c/K2etQ6AmoMfAovtdn8jLyxPrk8RExYr9fZT1CGIiYlgxcx3uzu8J/RDGq38cCfAOLBfd0gH+v5CGDRuyb98+9u3bx9KlS8nMzGTr1q0/VFNubm65r4iVN1WrGWNgpM/jB89EaRnpGTg8c6R5K8kdt1cvnKjf8CeathA20pWNjejWoxMP7j6RmEdNTRU5OblSzcjqVzVEy0Ab9yf5LjhZGZl4ObyjVvOfJOar2bQObk/eiqW5PXamVjPxPHVa1mPn64NsuL+LMRumoK6rUaweZXUVsjOzin3ZFkRGQQ71RqbEPBTXE/vQBc0WRf8GGUUFcj+bvQTITc9Eo2ktZOTlisxTeWQXYu47kVHMKkxpqGxSCT1DXRwevRalZaZn4vzShYYtCm8R+JzJC8cTHhzOzXN3ivy7i4MbTf/XBJOaVQGoXrsazdo15fn9l2XSLKcgR1WzGng+EZ/B9njiQo3mdcpUttj3KMojr6RAWjl3qoxNKqNvqMezR/lbSjLSM3B84UyTlkW7FQJ07tkRJwcXFq+by32Xa1x6fJKp88YjX6DOGJsYc9fpCjcdLrBpz2qMTSqXm/aK0rYUxNDEEB0DHZwf53fiMjMycX/pTt3mdUtcjryiPIpKCmKThQVRUVNBTk6u3DrjVasZY2Cox9MHL0RpGekZvH7uRLNWjYrJKY6F1QAe33tGeGiERJu2HVpSo2Y1Xn3Hzm5JUTCphGr7FqQ6uH7z7zKoaoi2gQ4uj8XfTR4O7tT5ivoiiYkbpvHyxjPcn5Xfb5FVkEO/YQ0+PBYv88NjVwxb1C427+Draxj92pZ+pxZTuW3hwUDrBUNICo7G87zk57WsVNRntCLWlU9U1PZcEjk5udx88orU9Awa/1Ryr93ktHQ01ATfTNfnVMQ+F4DxR90vHr4SpWWkZ+L04i2NvjDpqqSsxNVX57jueIHfj27iJzPx9ujnHh1wc3rH+j0rueN6hRN3D2IxdmCZNX9C6qL/L0RBQQEtLS0AtLS06N27N5s2bSIzM5P4+Pgi3e8tLCyYM2cObdq0KVRebm4uBw8exMnJiWXLllGpUiWuXbvGw4cPiYiIQCAQ0LRpU6ysrFBVVQXg4cOHHDhwABsbG06cOEFISAibN2/GxMSEBw8ecOXKFSIjI9HT06Nbt2706tULWVnhfNHdu3e5du0a0dHRKCsrY2pqyqJFi7hw4QKPHj0S6QVYsWIFDRoU/3CXFAMDPUC49/ZzoqNiMKxkIDHf1Uu30NbR5OzVQ8jICO//hTNX2bDqd4l5VqxfiLvLe968eivRRhKa+sL/24ToBLH0xOh4tI10i82XGC2+KpkYHS8qD8D1kROOt14Q/SES3SoGDJw3nAUnV7Gq73yyMwvv31TREDBwznAenbIn9yv2KinoaCArL0dWlPhvyIyKR7tj0YO12IdvqTziF6KuO5Dk7It6Y1MqjeyCrKI8CjrqZEaK/zYV00pot2uAy+jNJdZVUnQMdACIixJ3hYqNikPfSE9ivlYdW9Cl3y+M6T5Ros1xu1MI1FQ48fAQuTm5yCvIc3jncS4duSIxT0lQ1dZATl6OpAL1Jik6gTrtJA+Qv5bec4eSmZKOq71juZUJoGcgrNsFZ7FjouIwKOaeVzExplW75ty4dBdry7kYV63Ekg3zEKgK2LZqFwCub9xZPnst/t4B6OjpMMlmDMeu7WNApxEkxJW9Y1VR2paCaOlrAxBfoN1IiI5Hp5i2piAj51mRlpqOw13JHabxKyfh5+aLp2P5uDJ/qi/RUQXveSyGlfRLVEZ1UxNat2vOVKvCrvFq6qo8cb2JoqIiuTk5rFq0mcf3nhVRyo/B5NQ2lOrXQlZJkfizN4n+/fA3/05Ng0/vpsL1Rduw5PWlKDoP64Zh9UrY2ewoUzkFUdZRR1ZejtQC7WJaVAKC9kV3wFMj43m0+CCRb/2QVZDnp0HtMT+9mL8t1hH2Urhvv2pHM2r1bcPZHoX30ZYnFfUZrYh15RMVtT0viFdACFaLNpOZmYVAWYkdi6ZQp7pxifI+euWCg4sHRzbML3ddRVER+1wg3CMPEBMt3m+JjYpFv5j3UKBvEKttNuL9zgeBmoDhE4Zw4MqfDO8ylg/+wYBw8mDw6P6c/OscR2znUqdBbeavmwXA2UMXy6xdOsD/l5OWlsazZ88wMTFBUVHxq/NnZ2dja2tLUFAQa9asQUdH+JDJyMgwZswYDAwMiI6O5uDBgxw8eJAZM2aI8mZlZXHx4kUmTpyIhoYG2tra2Nvbc/bsWcaNG4epqSlBQUHs3bsXeXl5evToga+vLwcOHMDa2pq6deuSkpKCm5sbAP369SMkJITk5GTR96ipqRWp297eHnt7yYGIAPoP7sX6bb+JrscOtwaEbjFiyMhQMOlzWv+vOTPmTmb5/HU4ObpS3bQqK9YvZM6iaWzf+Gch++Vr5tGyTVMG9RpdIq+GNuYdGL1+suh6x7j1fBRahM7iXTgLZ5EB8hMdrubvHw32DCLQ1ZctT/fQ+JfmON4Wf/Erqigxe/9i4iJiOLvx2Bd/R9F6Cv8GSTc7YPt5FA20aH5tDcjIkBWVQPiZR1SbYU5eEfexsmUXMsJjibn7plTaPqf7gC7M3zRHdD1/lDDoYB7iWmWK+T/Q1NZg6e8LWDl9HUnFrJJ06fcLPQZ3Z6X1Ovy9AqjdoBazV1kTFhTGtdM3y/xbvlQHykKnsT1pN6ILdpbryEgufk/cl+g1sDu/bVkoura2nAcUrjNfki8jK0NsdByr5m4gNzeX9y6eaGprsmD1LNEA/5/7Lz7L4YuLoxs3Hc7Tz6IXx/ZKDuAkiYrSthSkY/9OTNlgLbpeN2Z1MbpLVmf6jOtL95E9WDliGWkS6sTY5eOp17IeSwYtLLWnV99BPVi9LX8wNWnE7I/aC0kvsXYLq/5EhEfx8O4/hf6WkpyK+S8jUFUV0LZDSxavtiEkKJTnT14VUdL3J9RmCdhgFgAAIABJREFUA7KqApTq1kB//gR0Jg4hdt/Zcv2Odv07MmH9VNH15rFrgaKacMntekmoZFqZoQssWTVkCTnfKlBgQXnFvIvi/cKI98sPphfxxgf1Kno0mdybsJeeKGur0Xn7ZO5O/5OMhKL3Y5eWivqMVuS6UlHb8y9Rw9iQc78vJSklDfvnb1i28zAH1s6hdrXiB/lO731YtP0gCycMpWGdGuWuCypun6vHwG4s2TxPdD3b6mMfpoj2pbjn09XRHVdHd9G1yys3TtofZOi4QWxdvhMQBgd899YDu/V7AfB086aqaRWGjB0gHeD/V3F2dsbKygqAjIwMdHV1Wbx48VeXk5GRwaZNm0hNTWX16tVig+nevXuL/m1gYIClpSWbN2/G2tpatBKfm5srGsh/4sKFC1haWoo8BQwMDIiIiOD27dv06NGD6OholJSUaNGiBSoqKujr61O9enUA5OTkUFRUFPNQkETXrl3p2rUrAKf+ulGkzd1bD3FyzHff+jQBom+oR9hn7ph6ejqFVoE+Z96SGVy5eJPTx4UPlOd7bwQCFTbuWMnOLXvJyckR2S5fO59+A3owrP94PgSWLC6Cs/0rsSB48h8DQGnqaxEblq9LQ1ez0Ar95yREia/WA6jrapJQYBX9c+Ij44gLj8GwRiWxdCWBMjaHhFFId4zbQHZGVlHZJZIVm0hudg6KBuJ6FPU0yZSgJzc9C4/Zu/Gctw9FfU0yIuIwtupKdlIqWTFJYrYyCnJUGtqJ0OP3yCuHKKj/3HmGu1P+nu1PdUVHX4fI0ChRuraeFnESApyY1q2BnpEeO07nb5eRlZUB4FHgXaw6jyPI9wPWyydzas9Z7l0Rxg3w8/DHqIohVtNHlGmAnxKXSE52Dhr6mmLparoahVb1S0OnsT3pNdeCvWM2EvS2+EjCJeHh7X9wfZMf0VlRSVjv9Qx0iQjN38+qo6ddaHb8c6IjY8jOyhbrIPl7B6AiUEFbV6vIvfZpqWn4ePpTzbRqqbRXlLalIA53HfBy8hJdK3y859r62sSERYvSNXU1C628FUWfcX0ZMc+SNaNX4f3Wu0ibsb9NoH2/Dvw2dCkRQZLd4L/E/VuPefvGTXQtuucGumLu9bp6OoW8QIpCQUGeAUP7cPb432L3+RN5eXkEfVxJee/mRc06NZgye+y/ZoCfHS78/8r0DUJGVhbDtbOJPXAeyikqNIDjXQd8Pq8vH99NWvpaxH5eX/RKVl8kUbtZXTR0Ndl8Jz/4q5y8HHVb16fryB6MqTe0SA+zkpAem0Rudg6CAu2iip5GoVX94ohw8qV2P2G/RuenqqgaatPv1CLR32U+tvVT/I9wussisQmCr6GiPqMVua5U1Pb8SygoyGPy0eOgQa1quHkHcvzKPVbNGCUxz5t3PlivsWXa8L4M7Sk5xkNZqah9rse3/8Ht837Lx3quq69TqN8SW4L30Cdyc3N599aTqqb5ARCjI2Pw9xLfbx/gHYjRhMFfpVkS0gH+v5B69eoxebJwxTc5OZnbt2+zbt061q1b91Xl7Nq1Cy0tLVasWIGysrLY39zc3Lh06RIhISGkpqaSm5tLdnY28fHxolV+OTk50eAcIDExkZiYGPbt28dff+UfV5KbmyuayWrUqBH6+vpMnz6dxo0b06hRI1q3bo2KytcFcCsJKcmphaKdRoZH0eHntrg4CWfOlJQUadm2GetXbJdYjoqKciH39Jyc3I8ro/msWL+QvgN6MMx8HL7eASXWmZ6STnqKeDTy+Mg46rdvjL+LcCAlr6RAnZb1OLvhqMRyfJ28aNC+Ebf2XRalNWjfCJ83ko8zU9NWR9tQh/jI/AZUWVUZm8PLkJGRYfvoNWSkFh3ttjjysnJIcvFDp1Mjoq7mr57qdGpI5PXi9z3lZeeQESZsGA36tyP67ptCM/76vVqhoKNO6Mn7X62tKFJT0gpFO42OiKFVx+Z4vBXeP0UlBRq3aojd2r1FlvHe2RPLzuPE0iYtGIe6pjrblu4kNEjY4VNWUSpUn3JzckQdxNKSk5XDBzd/fmrfCOcb+ff4p/aNeHurbHvNfh7fi15zLNg7dmO5HY+XmpJaKDJ+VEQ0bTu2EgXIU1RSpFnrJmxfbSuxHGcHF3oO7C4201/N1IS01DSJgfQUlRSpUasar56WzvujorQtBUlPSSO8QD2PjYylcYcm+LgIO/8KSgrUb9WAI+sPFVtWvwnmDJs7krWjV4kdvfU541dOpH3fDiwfuoQQ3+BS6wZISUklxb/APY+Ipt3PrXF1Fn6/opIiLdo0YdPKP4oqQoxuvX9BW1eL8ycuf9EWQEZWFkWlr/eS+y7IyiIjJ4eMrFy5THh+oqh3U1xkLA07NMHPRXisl4KSAj+1rM/J9YdL/T2v77xkfreZYmlTts4gPCCMv23Pl3pwD5CblUOUqz9VOpjhez0/vkfVDmb43Sj5ZI1eg2qkfNwmFvnWj9NdF4n9vdX8wShpqvJk2RESP5Q+4F5FfUYrcl2pqO3515Kbl0dmtuT789rdm+lrbJk6rA9W/YoPbFdWKmqfS6hbfEImOiKG1p1a8u6tx0fdijRp3Yg/1hT22iiO2vVr4u2ef1ziWwdXqtUSX4QwMa1CWHDpJ8o/RzrA/xeipKSEkZGR6NrU1JTRo0djb28vWtX+3DUkW8ID3bRpUx4/foynpyeNG+dHxI6KimLDhg106dKFoUOHoqamhr+/Pzt37hQrS15eXrSaD/nHTk2cOJGffio6kJqKigqbNm3i/fv3uLi48Pfff3Pq1Ck2bNggmjj4lhzYe5zpcybi6+2Pn08gM+ZOJDUllcsX8r0ATl76C+c3rmxeI+wk2t9+xIRpVrg4u+Ps6Eo106rMXWzN/TuPRTOyazYvYYBFHyZZzSYhPhH9j/tyUlJSv3i8R1HcPXiNPtaDCPcNIdw/lL4zBpOems6Ly/nBWuafWIH/Wx/Obz7xMc91Fp1dQ+9pA3C87UDzX1tRt60ZG4YsA4Sr8v1nW/D61gviI+PQq2LA4AUjSYxJ5M1H93xlVWXmHvsNFTUBuyZtQlGgjKJAOPmTEp/8VS5xH/Zco77tDBKdfEhw8MR4dDcUjXQIPXIXgHq7hG5w72fYAcI99ZrNapHg6I28liomU/qgVrcq72faFSq7smUX4p64kR747SIXn91/gdEzRxLo84Egvw+MmWVJWkoady/dE9nsPLOV904e7Nm4n/S0dPw9A8TKSE5MRk5eTiz96d3nWE4fTuiHMPw9A6hjVpuhk4Zw63zRAWK+hof7r2O53ZrAtz74v/aknWU3NA21eXpCuJ1l5DbhMXEn5ua/eIzrVwNASU2F3NxcjOtXIzszmwgf4Uus86Q+9J43jGM2tkT6h6H+cSUsKz2T9KSyuekX5PhfZ5g4awz+PgEE+n1g4uwxpKakcuNi/r3569wuXJ3e8cf63QCcOXKRYeMGs3CtDacPnqdy1UpMmz+BM4fzXdjmrpjBwzv/EB4Sjo6uNpPmjENFoMKVs0V7/5SGitK2FOTagSsMnm5BiG8woX4hDJ45lPTUNB7//Uhks+rUWrydvTi+STjB2H/yAEbMt2LH7O2E+oeg9dFzKDM9k9QkYUd50popdBr4CxsnriM5IVlkk56STnopJg2L4sjeU0y1GYufdwD+vkFMmzOelJQ0rl24lW9z4U9cnNzZtla8HbGw7M/zx6+KXD2bYjMOF0c3PgSGoKioQKeu7TAf0os1i7eUi+7PkREoo/gp4KOsDAqVDFCqa0pOQhLZYVHozRmDcsOfCB4r9NLT6NeZ3IxMMr0CyMvKRtmsNnpzxpB0+x/ysr7O06o03Dxwlf7ThxDqG0yYXygDZgwhIzWdp5cfi2yWnlyNr7MXpzcLj6CSU5CnSm1hR1VBSREtfS2q1a9BekoaEYHhpCamkJooHtgtIzWD5PgkgsvhTPa3f92ky46pRDr7Ef7aiwaWXVA11MbtuLAt7/K7cMHkno1wINFo/K8kBUcT6xmMrKI8Pw1oh2mPFtyaKNzznZ2WQayn+GA4MzEVWTm5QunlQUV9RitiXflERW3PP7Hj6CU6NDfDSE+blLQMbj5x4LWbF7bLhP2unccu4eoVwP41NgC8cvXEeq0dQ3t2onenVkTHCb1bZGVl0dFULzddxVER+1wAp/46y9hZowjwCSTI9wPjZ48mLSWNWxfvimz+PLsDd+f3Inf7iXPG4PrmHR/8PqCqrsqw8YOpXa8mGxduE+U5ue8sB6/uZtwsK+5cvs9PZrUZNn4wdhv2lYtu6QC/giArK0tmZiYaGsKI6PHx+StXAQEBRebp0qULpqambNmyhfnz54sG+b6+vmRnZzNmzBjRAP7Nmy+vdGlpaaGjo0NERASdOkl27ZGTk8PMzAwzMzMsLCyYMGECb968oWvXrsjLy3/TaPx7/jiEsrIyazYtQUNLA2dHVywHTRGbvTWpXoXQkPyZ6F3b9pGXl8fcxdZUqmxIbGw8924/YvPa/FWiUeOFZ1me+nu/2Pf9vmk3Ozbv/mqdN/b8jYKyIpZrJqKqqYqvszfbrFaLnR1rUM1IzIXf583/sXfWUVFuXwN+YOjuEhD1XhOxu1sRLyYWmIiKhaLY3d2tP/Ua2H0tbK8dICoKiIlIdwz9/TEKjoRKqNzvfdaatZh3zj6z53B677OPL5tGraDr+D50dulJ6LsQNo1ckeX+n5GegWnF0jTs2hwVDRWiQ6N5cecpG0csz8q3dNVyWVH3F12Vtpou6jUD3zvP+F5CT9xGXlsdC5euKBpqE//iPd59FiIOlLjrKZWSDpwiI5LFbJgNFcqZkJmWTtTNZzy0mYb4fZhUOqXSBmg3tuTZ0NXfrUtB2LthP4pKioybPxp1TXV8PJ/j0sdNahAuVdqE0KAf22RYOW0tQ9wGMX6BC9q6WoSHRnBq3z/sWJm3d8b34nn6NqpaarQd1RVNfS0++r1n88BFRH2QlLl2qZzBatzOLJZ6X7VNbSICw5jTWBIHo3G/dsgpyDFwvYtUuruHr7Fv/I/X7fzYsW4PSkqKTFk4Hg1NdZ54+jCsl4uUpd/UopSUS3ZIUCjDeo5h/OwxHLz4NxFhERzbf5otK7OtWwbG+izeOBttHS0iI6J58vAp9h0d+RgobXEqDCWlb/maYxuPoKCkwJB5w1DTUMPfy4/ZfWdI3a9tZG5EeFC2m22Hfh2RV5BnwoaJUnldPnSJta6SRVCH/pJjXnP2S3uW7V+5jwMr3QutN8DWtbtQUlJkxuKJaGqq8/jRUwb1GEnCF/XFzMJUys0WJFGy6zepw1in3AOkqaoqM2vpJIyMDRCLk3nl/wa3ETP559j5ItH7S5Qs/8T87+xAoXqjHdAb7UDMMQ+CJ69ATl8HBfPsI1SZ6enoOvVEwcIEkCE1KJTofaeJ2nmsyHXLjVObjqGgpMjAuU6oaqgR4OXHAvtZUmOTobkREV/UF21DHRadzQ40ZmRhTGv79vjcfsrcXtOKXeeXp+6iqK1OrdG2qBpoEeEbyOn+S4n/IBk/1b7qF2Xl5Wg4rQ+qRtqkiVOI9PvA6X5LeXel6AOhfQ8ltY2WxLrymZLan38mPCqGKat2EB4Vi5qqMuVLl2LDjJE0qiEJWh0WGUNgcPbc6sTl24iTU9h13INdx7MXpib6OpzbuqDI9MqPkjjnAti1fh+KSopMXDAOdU01nno+Z2SvcVJ6m1qYSLnwq2uqM3XpBHT1dYiPS8D3qT9DuoyUut7X5/ELXAdOYcRkJwa79Cf4Qygbl2zjUBH19TKZ3xvFQ+CnsH79eiIjI7OC0MXHx3Pu3Dk8PDyYMWMGVapUYerUqcjKyuLk5ERiYiL79u3j+fPnWVH0Q0NDpSLte3h4sGvXLtzc3LCysuLt27dMmDABBwcH6tWrh5+fH3v37iUiIoJ169ZhYGCQFUV/927p4GuXLl3if//7H71796ZmzZqkpaXx+vVrIiMj6dKlCw8fPiQkJIRKlSqhpqbGs2fP2LhxI7NmzaJSpUocPXoUDw8Ppk+fjpqaGioqKsjJ5b/PVFr3+69E+p1oqZ7/FT2/Kw5JuV9ZVxKYLhf+7US/IbXl847c+7tzRVw0d7b+bGJSi/5u5Z9FTdXSv1qFAvEsqWDnln8HTul+X+T+341ZSYq/WoUC0yQj9yC8vzseMoWPifKrUJIpmeP/rfjc738vCfj9W7zGjOKiZeu5v1qFApOcUfzeUMXFg4/fd22nYMH/DXny5AlOTk6AxOXdxMSEsWPHZl0nN3z4cDZv3szkyZMxNDTE0dGRmTNn5plfmzZtyMzMzLLkW1lZMWDAAE6cOMH+/fupUKECDg4OrFr17StJWrVqhaKiIqdOncLd3R0FBQVMTU1p3749AKqqqty/f5/Dhw+TnJyMkZERw4YNo1IlyR2zrVu3xsfHh0mTJiEWi4v0mjwBAQEBAQEBAQEBAYH/zwgWfIHfHsGC/3MRLPg/H8GC//MRLPg/H8GC//MRLPg/H8GC//MRLPg/H8GC/2v4Xgu+7LeTCAgICAgICAgICAgICAgI/O4IC3wBAQEBAQEBAQEBAQEBgf8AwgJfQEBAQEBAQEBAQEBAQOA/gBBkT+C350NcxLcT/YbMKl0yz1UfDTf61SoUmMCEknkGf3imya9WocBsjs55z3hJwFBV61erUGAi0hO/neg3REG25E45SupZ9tep0d9O9JtirKD0q1UoEDvqxf9qFQrMpjulfrUKBUJcQuOSAKS5b/7VKhQIA5Hqr1ahwNyI8/3VKhQ7ggVfQEBAQEBAQEBAQEBAQOA/gLDAFxAQEBAQEBAQEBAQEBD4DyAs8AUEBAQEBAQEBAQEBAQE/gMIC3wBAQEBAQEBAQEBAQEBgf8AwgJfQEBAQEBAQEBAQEBAQOA/gLDA/8UkJydz5MgRgoODf7UqAgICAgICAgICAgICAiWYkntnzX+EzZs3o6CggJGREevXrycuLo5Jkyb9arUKzaJFi1BXV2fEiBG/VI/OnTvg5GhPjRpV0dfXpVXr7ly7fvubMkOHOFC9uiVKSoo8f+7HgkVrOH3a46forFizKhoOPVCoVB45Az3CZy4h4dSF75KVMyuF8b6NICPD+8adillTsHJoTe2h1qgaaBHh/4Frs/fw4d63rx8xqVOeHgemEhkQxO42k6U+U1BTpuGE7vxpXRclLTXiP0Zyc8lB/E7fLXL9XdyG06d/NzQ1NfB8+ITpbgvw9w3IV2agU1/sB9lhampMVFQMHmevsHD2ShITkgBwdhlMe5tWlP3DgpTkFDwfPGHx3NX4vXhZJDqX79+aysOtUTbQItrvAw9m7CEsnzKXlRdh6dKZst0aoWyojTg8Bp9NZ/DdLqlTMnIiLEd1omyPJqgYaRMb8JFH8w/w8ap3kej7LWxt2+Po2Jfq1S3R19elbVs7rl+/k6+MkZEBixdPo3p1S/74owz79h1lyBDXYte1JNYXgIHj+tGpb0fUNdXx8XzOyqlreOP39rtkW9m2YOaGady6eIdJ/afmmsZ+VB+cJg3m6I7jrJq2tsj0BnAe70h3B1s0NNV58siHeZOXEuD7Ol8ZVTUVRk8eRhubFmhpaxIcFMLqBZs4f/ISAOfvH6OUuXEOueseN3G2L5p61M2lF636tEVVU5WXnv7smL6ZQP/3eaY3/dOM7uN6Y2FZFkNzIw6v3M+RVfvzTG87oju93Ow5v+sfds7YWiQ6f8bRdQC2fW2y6svSKat47fcmz/Qd7dozfVXOeUvTMm1JSU4BoN/IPjS3bkrpcmakpKTy7JEPGxZs5dU3/pffS0P7NrQY2gkNAy2C/QI5PudvXt9/kWtadX0tbKc5UMrSAn0LYx4cu8H+8RtzpFNUU8ba1Q4r63qoaqkT/TGCf5bu5/E/+fdPBUVUyQolGztEZcsjq6NP4oZFpFw7n6+MXLU6KHXvj8isDJmpqaT7PiVp7yYyPgYWi45fUsOhNfWGWqOmr0W4/wcuzt5D4P3cxyKzehVpNtEO3bLGyCkrEhsYzuMDV7m35YxUutoD21HDvhUapnokRcXj7/GQqwv3k5qYXOT69xzbm7Z92qGqqYa/px9bpm/ivd+7PNO36d2W5t1aYlbeHFkZGV49e4X78r08v++TlabriO7Ub9+QUmVLkZqSip+nL3sW7eJdPvkWBPkmtogq10VW1xjS00gP9CfFw53M0Lz/77IWlZFvYI2saTlkFFXIjAwm9fZZ0jyvFqlu+VFSy9xt8ij6DbBDU0uTRw8e4+Y6G998xmg5OTlcXIfSs08XjI0Neen/mjkzl3L54o2sNI+eXMa8tGkOWY/zV+ndw6nQOgsW/EISHR3Njh07GDVqFH369GHo0KEsWLCAR48efVP2zJkziMVinJwK/48UyB1VVRVu33nAeLfZ3y3TtEl9rly9yV+2/ahdtx1nz13myKHtNG5Utxg1zUZGWZnUgDdELV1PRpL4+wXl5NBbNBXxoyfFp9wXlO9Uj+az7Lm3/iR7racR9MCfzrsmoG6im6+coqYK7VcO493NZzk+k5UT0XXPRLQsjPjHeS27WkzgvOtmYt6FFbn+w0YPZMiIfsyctIhOrfsQER7J3qObUVVTyVPGtps1k2eNZd2KrbRq0JlxzlNp0boJsxZMzEpTv1Ftdv/vAF3b96N35yGkpaex9+gWNLU0Cq1z6b/qUXuOPU/XnOSfttMIe+BPy70TUCmVd5k33jACk+ZW3HH7HyebTOC601qifbIXGtUndudPh1Y8mL6bU80n4rf7Ms22u6Bt+XPuFVZVVeHOnYdMnDj3u2UUFRUID49i2bIN3LvnWYzaZVMS6wtAH+de9Bzag9XT1+HU0ZmoiGhWuC9BWVX5m7LG5sYMnz6Ux3fy3uypXLMSnfpY89In/42OgjBopAP9h/dmwZQV9Go/iIjwSLYeXIOKat5lLicnYsvBNZiXMcN1yDRsGvVk6uh5fHgXlJWmV/uBNLO0znp1b9WPjIwMzn3aACgsnYZ1oeMQW3bO3MrUThOIjYhhyt7ZKKnmfa+7grIiYYGhHFy2j5B3+Xv0/VGjPC17t+GtT9Esjr/EYURveg+1Y8W0NQyyHkZkeBRr9i9D5Rv1JSkxCetqXaVenxf3ADUbVufIruMM+WskI3uMJS0tnbUHlqOhpV5onavbNKDLzP5cWn+c5daTePPQD6edk9DKYyySU5QnITKWyxtP8tYr90m6rJyIYbunoFfGmL9HrGZhq3G4j99I5PvQQuubFzKKyqS/f0PSznVkJn977JfVN0J1/DzSXjwhbuIQEua5goICqpMWFZuOn6loU4/WM+25ve4kOzpO48NDf+x2TUAjjzJPSRDzcMcF9vaYx7bWE7m17gSNx3alhkPrrDSVbRvQfHIvbq07wbZWbvwzbhPlWlSj9SyHIte/y/Bu2A7pzNYZW3CzGUdMRAyz9s5BKZ96XqV+Vf49dYOZvafhZjueoFcfmLF7NsYW2ZuFlvWrcu7vf5jcZQIzek0lPS2dWfvmoaapVqT6y5apTNq9CyRtm0HSjrmQno5S/2mgnPfd9CLz8mSEviP5wEqS1k8g9f5FFP4agqhqoyLVLS9KapmPchmC88iBTJowlzbNuxEWFsGREztQU8u7rKdMd2HAoF5McZtHo7rW7PqfO7v2rqeqVaWsNG2ad6PyHw2zXi0a25KRkcHxY2eLRG/Bgl8IQkNDmT59OsrKyvTu3RsLCwsyMjJ4+vQpW7duZePGnDvCX2JtbY21tfVP0vbHSUtLQ06uZFeRvXuPAKCrq/3dMuNcZ0q9nztvJdYdWmH7V3v+vXmvSPXLDfHNe4g/fY/ubLfvltMeM4RU/1eIH3qjVMuquNTLoqZjB3wO3+Cp+1UArs78G4vmVlg5tOLm4oN5yrVZMgSfwzdARoY/retIfVbFrikqehoc7DGXjNR0AGIDw4tF/8FD7dm4+n+cPXURgHEjpvHI9yq23azZt+twrjK16lbD84E3xw6eBiDwfRBHDpyiQ6fsSUq/HsOlZMYOn8LT17eoXa8Gl85fK5TOlZw6EHDwBi/3XQXgwbS/MWluRfl+rfBamLPMjZtZYtTEkhMNx5EcGQ9AwlflWaZbY56tP82HS14A+P99CeMmVag81Jqbo/Lvw4qCffuOAj/WRt++DcT1Uzvt0qVjsej1NSWxvgD0cOzK3vXuXDsjsRwscFnMycdHaNOlFSf3nM5TTiQnYub6qWxb/D9qNKyOpo5mjjSq6qpMXzuFxeOX0d+l6CfhDk492b52Nxf/uQLA1NFzuf7sDB27tuXQ7uO5ynTubYOOnjb9bYeRlpoGQND7j1JpoiKipd536/sX8XEJXDhVNAv8DoM7cXLjEe6dlXiLbRi3ms2PdtHItimX9uXujfXK+yWvvCWLzc4juuWZt7K6CiNXj2OL2zq6ju5ZJPp+SU/H7uxet48rZ64DMNdlIWe8j9O2S2uO7zmVp1xmJkSGReb5uUsf6bFs9qgFXPQ9jVUdS/71yN+r7ls0c+zI/cPXuLP/MgDHZu2kYrNqNLJvwz9LcnpBRAWGcWz2LgCsOtTLNc+6PZqjpqvBOrtZpH8ai6ICi36j+UvSvO6S5vXJU835256corLlQU6EeN9WyMwAIPnEPtRmrERGXYPMuNhi07WuYweeHL7B4/1XAfCY+TdlmllRw74V15bkHItCnr4h5OmbrPcx78Mo3742ZnUq4Llb0qeWqvUnQZ4veXbspiRNYDhPj/xLhQ51cuRXWGwG/8XRDUe4c/YWAGvGrmSn526adm7Ghb3ncpVZNWa51PtNUzZQt219ajSvxcedkr50joP0/HG1ywr2PNtPxTqVeHDxfpHpn/z3Qun3R9ejMmUHIvMKpPvmbmBMvS7dZ6bd90BUpjJyleuS/uRmkemWFyW1zIc592f1yi2cPinpu0cOm8iLgNt062HDrh0HcpWx62XLmlVb8Th/FYAd291U4WtcAAAgAElEQVRp2rwhzqMGMXzIBAAiIqKkZPr2605cbDwni2iBL1jwC8H27dsBiTt6w4YNMTExwdTUlPbt27N06VIAPDw8GDNmDH379mXw4MHMnz+f9HTJYHHw4EFcXfN2B3zz5g1OTk64u7sDEB4ezpIlSxg4cCD29va4uLhw86akUa5fvx47O7scr6tXrwKQmZnJiRMnGDVqFH379sXV1ZXr169nfVdoaCh2dnb8+++/zJ49m759+3LxoqTT9fX1ZebMmdjb2zN06FC2bt1KYmJilmxycjLr16/HwcGBIUOGcPTo0Ry/5fr160yePJl+/frh6OjIihUriIzMezLwu6GmrkZUdMyvViNPlBvXQ7lJPSKXrP8p3ycrL8KwahneXpf2Fnh7/Qkmtf7MU87KoTWq+prcXZP75Lxc21oEPfCjxZz+OD1YR79Li6k/tiuycqIi1d+sdCkMjPS5fuVW1rNkcTL3bj2kVt3qecrdv+NJ5aoVqFFbsoFiUsqINu2bccXjRp4yamqqiEQiYqILN9mSlRehY1WGj9eky/zj9Sfo1869zE3b1Sbi8SsqOVnT5cEa/vp3GbXnOiCnopiVRqQgR0ZyqpRcujgV/brlC6Xvf4mSWF9AYoHXNdTl/rWHWc9SxCk8vuuNZe0q+coOmTiY4MBgzh3K+3jQhCVjufbPdR7d9Cq0rl9jWtoEfUM9bl3NPpqTLE7m4W0vqtepmqdcy/bN8LrnzZQFrlx98g8nrrvjPN4RuXz6kC59OnH68DnESYV3AzYwM0TbQAfv69llkpqcwot7zyhfq2Kh8x+y0Jm7Z27x7FbRe2qZmBujZ6jL3WvZk+JkcQpedx5T9Rv1RVFJgWP39nPywSGW7VpIecs/8k2voqaMSCQiLia+UDqL5EWYWpbB94a0l4nvDW8sahW8D6vatjavH/jRdfZAZt3fhJvHMtq5dC/ysagwpL/yhbR0FFp1BBlZUFJGoWk70l4+L9bFvay8CKOqZXj91fj/+sYTSuUz/n+JYZXSlKr5J+/uPs96FnjfD4PKpTGpUQ4ADRNd/mxTk4Arj4tOecDQ3BAdAx28rmd7f6Ukp/Ds7jMq/kAblVOQQ0FRnoR86rDyp3qeEJNQKJ2/hYyCMjKysmQm/eD3KCqTKS5e3aDklnlpCzMMjQy4ejl7A0QsTub2rQfUqVczTzkFRQWSxdLjiVgspl79WnnK9HXowaGDJ0n6Ec/dfCjZ5tlfSHx8PF5eXvTs2RMlpZxud2pqagQEBLB9+3ZGjBhBxYoVSUhI4OnTp9+V//Pnz1myZAndunXDxsYGgG3btpGamsrMmTNRUVEhKCjb5XDgwIH07ds36/3ly5c5duwYZcuWBWD//v3cuXOHwYMHY2Jigp+fH5s3b0ZNTY2aNbMrqbu7Ow4ODgwfPhyRSMS7d++YN28ednZ2DBs2jPj4eHbu3MnGjRuzNid2796Nt7c3rq6u6OjocPjwYZ4/f07dutku7WlpafTo0YNSpUoRFxfH3r17Wb16NbNnf7/r/K9i+LD+mJYyZs/e3K10vxqRng4608cSNn42mYlJP+U7lXXUkZUTkRgmvemRGB6DSmPLXGV0K5hS36UL+zvPIjMjM9c0muYGmDWszIsTtzk+cBkapvq0nNsfeRVFbsx3LzL9DQz0AAgPjZB6Hh4WgaGxQZ5yp46dQ1tHk4OndiAjA/Ly8hw5cIqFs1fmKTNzwUSeeT/n0f3CTVIUP5W5+KsyF4fFoNwk9zJXL22AQZ3yZCSncX3IahQ0VKgzrx/KhtrccFoDQNC1J1Qc0o6Q28+JfRWMUZMqmFnXRkZW2P/9TEmsLwC6BhKviMgwaUtBZFgU+kZ6ecrVaVqLln81Z1DbvI+P2fSxppRFKeaNLh53YD19iatv+FdW4YjwSAyM9POUMy1tQr3GtThz7ALOfcdhYmbCtEXjUVFVZtnsnPEBGjari1npUhzZe7JI9NY00AIgJlzaSyAmPBptw/yPL32Llr3aYGhhzPqxqwqVT17oGugAEBn+VX0Jz7++vA14x/xxS/D3CUBFVZmejt3ZcmIdDq0H8/71h1xlxs4Zhe9Tf548yHlU60dQ1dZAJCciLly6X4wPj0G9Ud4bQd9Cx9yAPxpW4dGJm2wbuBgdU326zh2EgooSpxbsKZTORUVGWAjx88ejOnYWyoPGgIwM6W9ekrBw4reFC4GK9qfx/6syTwyLQbVR7mPRZ5zvrEHl01h2c9VRvPZezvrs+ak7KGur0ffgdJABkbwcT4/c4OrCvGNRFAQtfUm/GJ1LG9Ux+v422ne8A0mJYu555B0faPAsJ149DcD3Ye7xIIoKBev+pH98TcZ7v++WEZWviaisJeJtM7+duJCU1DL/PPaHhkp7PoaGhmNsYpin3JVL/zLUeQA3b9wjIOANTZs3oGOntohEuW8QNm/ZCIsyZuzZdajQOn9GmMEVkODgYDIzMzE1zRkg4TPh4eEoKipSu3Zt9PX1sbCwwMbGJs9/8GcePnzIokWLGDBgQNbi/nN+FStWxMLCAgMDA6pXr0716hLrkYqKClpaWmhpaREcHMyRI0cYOXIk5ubmiMViTp8+zbBhw6hevToGBgY0btyYVq1acf68dACX9u3bU79+fQwMDNDV1eXkyZM0bNiQTp06YWxszJ9//smQIUO4e/cuMTExiMViLl++jL29PdWrV8fc3BxnZ2dkZGSk8m3ZsiU1a9bE0NCQP/74A0dHR54/f05EhPSE+TMXL15k0qRJPxRwsHfvLkRH+mW9iuLMfJcu1ixeNB2H/iN59y73icqvRnfeJOIPnSLlyfNvJy5mZGRkJL6aXyFSkKPj+pHcmL+P2Pd5uznKyMqQGBHLxYnbCH3yhpdn73N7xRGqObQqlF6du1vj8/ZO1ktOXrK3mfm1rjIyuamfRb2GtRjlOpTpE+bTsUUvnPq5UL9RbcZNcs41/fS546lTvwZDB4wjIyOjUL/hMzn0k5HJ+Ts+Iyv5Pf+OWE+EZwAfrz3h/rRdlLapi5Ke5Iz3g+m7iQ34iM3VxfR5u5O68/sTcOA6mUWk75f06tWZ8PDnWa9GPymuxY9SUutLmy6tOOd3OuslyjpiJa2kTD51RlNbg8kr3Vjgspj4PKwkZuVMcZo0mLkjF2S5wReWjt3ace/V5azX5zLPpcLnXd8BWVlZIsOjmDluIT7evlz85wrrlmzBbkDXXNN3s7flieczfJ/5F0jvRp2bssPHPev1+VhbThVz7xu/F+OyJvR0s2f9mBWkF1GZt+vSmsv+Z7Ne2brnVl/yzufpQx/OHDqP/7OXPL73hGnDZhP4Jogeg3Iv8zEznalWtyqTHWcUb79IwctbRkaW+PBYDk7aQuDT13ifu8e5FYdoaN/628I/CRlNbVSGTiDl+gXipwwjfs5YSEpE1WUmfDUHKw5yK/Nv1fG9Peayq9N0zk/5H7UHt6dKl+zz32b1KtJwVGfOT9/Jzo7TOOq0CrP6lWgyLu8jK99D087N2Pf8YNYrr3qe71j6FTaDOtG2b3uWOC0gKT53w8rA6YOpVKcSS4YtLLJ6nhsK7R2QNa9A8v6V393HyJqXR7H7SFLO7CLjQ9HHTympZd7drhNvgjyzXvJ5jP35jaEAU9zm8dL/NTfvn+FjxDMWL5uB+96jWR7cX+PQ345HD715WoTzeMGCX0C+p0JaWVmhr6/PyJEjqVatGlZWVtSrVw9l5bwDSrx69Yply5YxevRoGjRoIPWZtbU1W7duxcvLi6pVq1K3bt0sC/1nQkNDWbZsGd26daNePcnZssDAQFJTU1mwYIFU2vT0dPT1pS0h5cqVy6FPcHAwt27d4mtCQkJQUFAgLS2N8uWzXeGUlJQwNzfPkc/hw4d58+YN8fHxWeUXHh6Orm7O3bvWrVvTurVkIF22YnfOgsqFU6cuSAXc+vChcFcPduliza4daxgwaMxPi6BfEJTr1kSpZjU0nfpJHsiAjEiE+b3zRC5aQ/zRf4r8O5Mi48hIS0dFX/pcrrKuRo5dfQBVAy10y5vSdpkTbZdJrIIysjLIyMoy5tUujvVfyrsbT0kIjSYjLV3Kwh/5Mgh5FSWUddRJiowrkL4e567i+TDbnVBBQQEAfUM9PgaFZD3X09MhPCz3TSeA8VNGcfLoWfbvkRxD8X3uj4qKMotWzWL10s1Snff0eRP4q0t7enUezPu3hd8cSv5U5soG0mWupKeRw6r/maSQaJKCo0iNyx4MY/wlnj+qpfQQh8eSHBnHtUGrkFWUR1FbjaTgKGpM7Ul8MQQ2PH3aQ6qNBgX9nteDltT68u+FW/h4Zk8Q5BXkAdDR1yE0KPv/qa2nRdRXlpTPlKlYBj0jPVbsX5r1TFZWsli4/PYC/VsOokqtKmjparHz8vasNHJyIqrVt+Ivh060+7MjqSmpOfLOjyvnbuD9MNuaq6Ao0V3PQJfgoOzAZrp62kTkc9Y7LCSctLR0qcndK783qKgoo62rJXX+XkdPm5btmzJv8rIf0vVLHnrc46VnttXsc5lr6WsR+THb6qOpp5nDqv8j/FmzIhq6miy5sCbrmUhORMV6lWndtz0DKvUkLeXHFv43LtzkWS71Rffr+qKrle/5+q/JyMjghbcvZmVyGkDGzBpBG9uWjOgxlqB3H3OR/jESomJJT0tH46uxSE1Xg/hcxqLvJS4sivRU6bEo5OUHFFWUUNVRJ6GAY1FRotiuM5nJYsR7N2c9S1g3H82NhxCVr0K67/d5jP4oiVGSsUj1qzJX0dMg4RtlHvNpgz/MNxBVfU0aj+2adea+6fgePD95G+9P5/rDfAORV1Gkw6LB/Lv6GJnpBVsk3/O4h9+XbfRT36Ktr03El21U9/vaqM2gTvQZb8/c/rPxf5z7xuDAGY40/qsJM3pOJeRdSK5pigKF9v0QVW2AeMdcMqO+LwCkrHkFlOwnknLlEGn3i2duW1LL/NyZyzx8kO0993nsNzTUJ+iLNYW+vi5hoXmP/RERUfTr44yiogLaOtoEfwxhxuzxvHub85YDPT0dOnRsxUTXOQXSOS+EBX4BMTY2RkZGhsDAQClX9C9RVlZm8eLFPH/+HG9vb44fP467uzsLFy5ER0cnVxkDAwM0NTW5cuUKtWvXRl5ePuuzli1bUq1aNTw9PfH29mbatGl07twZOzs7QHK+Y8mSJVSrVo2uXbN3zj8vpidOnIienrSb3dfeBIqKilLvMzMzadmypZQnwWd0dHSkjgnkhVgsZv78+VStWpWRI0eiqalJXFwcM2bMIC2taCwRAPHxCcTHF81Zou7dO7Fj+0oGDh7L0WJYIBclQT0cpd4rN2+I5qA+BPcbSXpo8QSoy0hNJ+TJa0o3scT/n+zAg6WbWOJ/NmdQk/jgKP5uLe2NUa1fa8ybWHJqyCpiPwUvCnrgTwXbBlKWAK0yRqQmigu8uAdIiE8kIT5R6llocBhNmjfA21OyqFBUVKBOg5osmLkiz3yUlZXI+GqSkZ6ekcNjZeaCiXTq0p5etoMI8H9TYL2/JCM1nUjv1xg3teTd6ewyN25iybszuQeSCbvvR+lOdZFTUSTt0zVDGmUl0Wfjvwq2l5GcSlJwFDJyIsyt6/L2VNFfS1iUbbQ4Kan1JSkhiQ8J0paNiJAIajetxYvHkuurFBTlsapblY3ztuSaxwsvX/q3HCz1zNFtEOqaaqycuoaP74KJCoui/2Pp67AmrZhA4OsP7Fm774cX9wCJCYkkJkiXeVhIOA2a1eWp1/NPuitQs351lufiav8Zr/veWHdpJ2VhsShnTmJiUo7gep172ZCSksLZYwWf5IoTxIgTpDeqokIjqdqkelbQPHlFeSrUqcy+BTsL/D0PLtxlQpvRUs+GLRtF8JuPHF93+IcX9wCJCUkkJkhvJoWHRFC3aW2eZ9UXBarXs2Lt3E0/lPcflcri/9XNCmPnjKSNbUucu7nw9mXRXGGVnppO4NPXlG9sxeMz2X1W+cZWPDlX8D7s9QM/ato2kqpHBmWMSU4U/xaLewAUleBrK+Xn98V4xCojNZ3gJ68p08QS3zPZY1GZxpb45jL+54WMjAwihew5rryyQg6ra0Z6RqG9EcQJSQR/1S9GhkZSrUl1XnpLFovyivJUrluFXQt25JvXX4629HLty7z+s6WuavuSwbOG0LhTE6b3nMKHgOK7rlChQ3/kqjYg6X9zyAz/9lwcQLZ0xU+L+8Ok3S6aYG65UVLLPLc5SkhwKM1aNMLz0w1ViooK1G9Qm1nTF38zv+TkFII/hiAnJ4eNbTtOHM1Z5r3tu5GSnMKxI0W71hAW+AVETU2NatWqcf78eaytrXOcw09ISEBVVRIsydLSEktLS+zs7HB0dOTRo0dZ1unc8nVzc2Pu3LksW7aM8ePHSy3ydXV1s6zbx48f5+zZs9jZ2ZGRkcGaNWtQVlZm2LBhUnmampoiLy9PWFgYlpb5n4/6mjJlyhAYGIiRkVGunxsZGSESifD398fQUHIeRSwW8/79+6z3QUFBxMXF0adPHwwMJOdV794t+sVDbmhra2FuXgotTYk7crlyFkTHxBIcHEpIiGRRueN/qwEYOGgMAHZ2f7FrxxrcJs7lxo07GBpKvBxSUlKJiiq4BeZ7kVFWQs6s1Kc3MsgZGSBfvhwZsXGkB4eiNXIwCpYVCB0miUqcGvBGSl6hcnnIzMzxvKh5tO0s7VcOJ9jrFUEP/LCyb4WqoTbeeySRqNutHArA+bGbyUhLJ8JPutNNjIglPSVV6vnj3Rep1r8NzWc58HiXBxqmejQY143HfxdNdOsv2b55DyPHDSHA/zWvXr5llOsQEhMSOXEk+17efce24vXoCUvmSqxmF89fw9HZAW+vZ3g9fELpsma4Th7B5QvXs6yxc5dMoYudDU4OLsREx6JvIPFQSUhIzLr7vKA833KWhmuGE+H1itB7fpTv1wplI238P5VPw9WSMr81RmLReXPsFlXHdqbBSie8lx9FQVOF2nPseXvqLskRkiBMujXKoWKkTdSztygb6WDl2hVkZXi2Ie8I60WJtrYmZmal0NL6oo1GxxISEpbVRrdvl5xZHzx4bJaclVVlADQ01MjIyMDKqjIpKam8eFEwV+tvURLrC8ChbUdxGN2Hdy/f8f5VIP3G2JOUkITHsew2tfLAUp57vmDLou2Ik8S89n0jlUd8bDwiOVHW8/jUNOJjpSdB4kQxcdFxOWQLw+4tB3ByGcBr/7e8efWOoWMHkpiQyD9HswP/bTu8lqeePqyaL7nx4cDOo/Qe1INJ88fhvv0QJmbGOE8YwoEdR3Lk363vX5w9fjHHxkJhObv9FJ1H9iAoIJCPr4LoMqoHyYlibp7IDmw7dd8cArz82L9Ecp5bJC+H6Z9mAMgrKqClr0XpymUQJyQR8jaYxNgEEr8q8+TEZOKj4wgswvueD2w7zIDR9rx9+Y53rwIZ6OJAYkISF45dzEqz9sByfLxesHHhVgAGj+vP04c+vH8diKq6KnaDu/JHpXIsmZQda2L8gjF06NYWt0HTiI2JR0dfYuRISkgiqZCxY65t+4c+K0bw7vFLXj/wpaF9GzQNtbm1V6Jz7+WSIzHurhuyZEwqS64BVVJTJjMjA5PKpUlPSSPkpWTD49YeDxr3a0vnmf359+/z6Jjq025sd27tLkZvPkUlREbZY7+MniGi0uXIiI8jMyIUpd6OiMpVklyHB6Q9uoOidXcUu/cj9d9LyCiroNTLkYzwENJfff9Z7IJwb9tZOq0cTtDjV3x44EeNvq1QM9TGc6+kX7FZIRmLTo+TjEW1BrQh+l0Yka8kXhtm9SpS16kjj3Zn16uXFz2p49iBYO/XBHkFoF3akKau3Qm47Flg631enN5+ku4j7fgQEEjQqw90H90TcWIS149n31wy230e/l5+7Fn8NwCdh3ahzwQHVrmsIOj1B7T0JfE2UsQpJMZJ+hCnucNo1rUFi4bMJz4mPiuNOEGMOLFogqcBKHQciFy1Jojdl4M4ARk1iTdFZooYUiSb+fKteyEy/QPxznkAyFpURsnejdR7HqR7/5stk5EBicW/aVVSy3zThl2MGz8cf79XBLx8jaubMwkJCRw5lD1HOnpyF48eejNvtiTqf83aVhgbG/H0yXOMjQ1xmzwKWRlZ1q7emiN/h/49OHbkTJEbP4QFfiFwdHRk2rRpTJo0iZ49e1K6dGkyMzN59uwZx44dw9HRkZCQECpVqoSamhrPnj0jKSmJUqVK5ZuvhoYG06dPZ86cOVKL/B07dlCjRg2MjY1JSkri8ePHWTEADh8+jJ+fH9OnTychIbuSqKiooKysTKdOndi9ezeZmZlUrlwZsViMn58fsrKyeW42ANja2jJ16lS2bNlCmzZtUFZW5sOHDzx8+BAnJyeUlJRo2bIle/fuRUNDA21tbQ4fPiy1C6unp4e8vDznzp2jXbt2fPjwgQMHcr9aoqjpZNOW/23PnmRs2SxxxZwzdzlz5kosb+ZmJlIyQ4c4IC8vz8oVc1i5Ittl5tq1W7Rq06PYdVaoXAGjrdlXg2gNH4DW8AHEnzxPxKyliPR0kDc1ySeHn4PfqbsoaalTd5QtqgZaRPgFcrz/UuI+SNyW1E3yDsqUF/EfIzlqv4hm0/tif24+CaHRPDtwjbtrc4+6Xxg2rdmBkpIScxdPQUNLA6+HT7DvNkzKcmtuYSrllrV2+RYyMzNxnTwCYxNDIiOjuXT+GkvmZbvN9hvcCwD349ukvm/l4o2sWlK4a+fenryLorY6lmNsUTbQIto3kCv2S0n4VOaqpaTLPC0xmUs9F1F7Xj86nJ1DSnQC788/xHN+dvsTKcpTbWIP1M31SU1MJuiSF7dGbyQ1tmgXPXlhY9OGrVuzreAbNy4BYN68lcybJ2m7ZmY56/u9e9LX6tjYtOHt2/dUqFA8d/qWxPoCsG/DfhSVFBg7fzRqmuo893yOa5+JJH2xeWBS2kTKJft34X/rdqOkpMjURePR0FTH+9EznHqOkVqQm5U2JfhDtmtqcFAoTj1H4zZ7DIcv/U14WCTH3E+xeaW0lahOo5qULmvGROeiDzB1atMxFJQUGTjXCVUNNQK8/FhgPwtxQvZk09DciIigbC8abUMdFp3NHquMLIxpbd8en9tPmdtrWpHrmBe717ujqKTI+AUuqGuq88zThzG9J0htNplalJKqL2oaakxa6oquvg7xcQn4PfVnWNfR+HhlB7nqPqALAOsPSQeY3LZ8J9uW7yyUzl6nb6OipUabUV3R0Nfio997tg5cRNQHSflql8o5Fo0/I219s2xTm8jAMOY1HgVA9McINvdbwF/T+jH+zGJiw6K5d/AqHuty3hJUVMiVq4DazOwAisp2A8FuIClXz5G4cTGyWrqIDLP7wrRnniSunYfiX71Q6tSLzJRk0v19iF8wEZKLbjGZGy9O30VZW51GIyXjf7hfIIcGLCX201ik8dX4LyMrS/PJvdA01SMjLYPod6FcXXwAzz3ZG4031x4nMzOTJq7dUTfWISkyjpeXPHO9dq+wHNt4BAUlBYbMG4aahhr+Xn7M7jsD8Rf13MjciPAv2miHfh2RV5BnwgbpIIaXD11iravk/9ahv+Ta1jn750ul2b9yHwdWFl2gYPl67QBQHjhd6nnKlcOkXpEEhJZR10ZGOzsQnFyNZsgoKKHQuBMKjTtlPc+ICiNp5agi0y0vSmqZr121FWVlJZYsn4GmliaPHjyme+dBUgtyizJmfPiQfeRISVGRKdNdKG1hRkJCIhcvXMPZaQKxMdIbKY2b1KNsOQuGOo4vtJ5fI5P5vdENBHIlKiqKY8eO8ejRIyIjI1FXV6d06dJ06NABZWVlDhw4wNu3b0lOTsbIyAgbGxtatGgBSK7Ju3v3LsuXSxZz69evJy4uLiuwXGxsLHPmzEFPTw9XV1d2796Nl5cXERERKCkpUbVqVfr164eOjg6zZs3Cxyen64qzszPNmzcnMzOTc+fOceHCBUJCQlBWVsbCwgJbW1usrKwIDQ1l5MiRLFy4MMc5/ICAAPbv34+fnx8ZGRkYGBhQt25devaU3MErFovZtm0bd+/eRVFRkfbt2/Py5UvU1dUZMWIEALdu3cLd3Z3IyEjMzc3p2bMnCxYsYObMmVSpkv/1O3IK+W+I/K4EWFb61SoUiKPhuXtrlARWJXh/O9FvyHxFq1+tQoFxjLz+7US/IYaqWr9ahQJTWinvKPK/M5Fpv//xjLyoqlQy+8XXqcXvdVZcNFQomWU+o17xnbkubjbdKZnzrbuZv+81xt9izwDVX61CgbDfWXL78xvRvt9O9JsSHvt93jnCAl/gt0dY4P9chAX+z0dY4P98hAX+z0dY4P98hAX+z0dY4P98hAX+z0dY4P8avneBL1yTJyAgICAgICAgICAgICDwH0BY4AsICAgICAgICAgICAgI/AcQFvgCAgICAgICAgICAgICAv8BhAW+gICAgICAgICAgICAgMB/AOGaPIHfHi2lkhmAZHZkyQzilSAT/6tVKDAmSrq/WoUCEV+Ct1rVFJR+tQoFQkte7VerUGBeJZXMIF6dNfK/MeV3xiCzZE6XPOJz3q5TUrDWLpkB3xSHO/xqFQqM+7Vt3070GzJcvuyvVqHAJNx8/6tVKBDasiUz2CtAKZUfv8a5pFGCp5UCAgICAgICAgICAgICAgKfERb4AgICAgICAgICAgICAgL/AYQFvoCAgICAgICAgICAgIDAfwBhgS8gICAgICAgICAgICAg8B9AWOALCAgICAgICAgICAgICPwHKJlhYQVKND4+PgQGBtK2bdtiyd9t8ij6DbBDU0uTRw8e4+Y6G98XL/NMLycnh4vrUHr26YKxsSEv/V8zZ+ZSLl+8kZVGVlYWtymj6GH3F4ZGBoQEh3L40CmWLFhLenp6gfS0dbGjWe/WqGiq8srrJXumbyXIPzBfmVrt69HFtRf65i7RocQAACAASURBVEaEvQvm6DJ3Hp2/l/V5l3G9qN2xATrGuqSlpvH26WuOLd9PwCPfrDT9Fw6jUkNLtAy1SU4Q8/KRH4cX7eFjwIcC/Q6A7i69aNWnLWqaqvh7+vO/6ZsJ9M87Mqzpn2b0GNebMpZlMTQ34tDK/RxetT9Hnj3G9pJ6Fh0axdA6Awus5/cweFx/bPvaoKGpzjPP5yybuprXfm/yTG9t147pKyfleN6sbFtSklOLXL8q/VpTbag1KgZaRPl94ObsPQTf8801rUn9Svx1aGqO5/ubTyA64GPWe3k1ZepO6E7ZjnVR0lIj/mMk9xYfJOD03SLXv6S0z9wYNn4w3ez/QkNTgyeez1g4eTkBvq/zlVFVU2HkpKG0tmmOlrYmwUGhrF24iQsnLwMwaJQDrTo2x6KcOSkpKTx5+Iw1Czbx8sWrItN73ERn+vTrjpaWBp4PnzDVbR5+LwLylRk81B6HgXaYmpkQFRXN+TNXWDB7BYkJSVlpDAz1mDxjLC3bNEFVTZV3bwOZ4jqXO7ce/LCOTezb0mpoJzQNtPjoF8iRObsIuP8iz/R/1KtE12n9MC5vSkxIFBc3n+TfvRezPpeRlcHapQd1ujRB00CLmNBoHhz/lzOrDpGRngGA/bLh1O/eXCrf157+LO8y7Yf1/5LaDq1pMLQj6vpahPp/4MLs3by7n3sbLV2vIi0n9kS3rDHyyorEBIbjeeAKt7ecyUpTo1cLqnVrjH55U2RkZAj2ecuVZYd4/8CvUHrmRUlsoyW9zAG2n73NJU8/3oZEoiAnomoZE0Z3acYfpfKPVn7+wXO2n73Du5BItNVV6Nm8JgPa1Ss2Pb+kJPaJJX0MzfrOqlao2PVCrnx5RHr6xC5ZiPj8uW/KKXftjnKnvxAZGZMRF4f4wjkStm0pcv3+S3PckljPhQW+wE8lNDSUtWvX4urqWiz5j3IZgvPIgYwcPomX/q8ZP3EER07soH6t9sTHJ+QqM2W6C3a9bBk7ejp+vgG0bNWYXXvXY92mJ0+8nwMweqwTg4f0ZeTQifj4+FGlSgXWbVpMSnIKy5ds+GE9OwzrTDvHTmwfv47gV0H8NboH4/fMYErL0YgTxLnKlKtZnmHrxnFi5QEenrtLrfb1GL7elYXdp/HKyx+Aj68+sGf6NsLfhyCvpEDbwTaM2zWVyS1GERseA8CbJwHcOnqNyI/hqGqqYetix/i9M3Br7Ex62o9PtP4a1gWbIbZsGL+GjwEf6DamJ1P3zmZsC+c8f4uisiJhgaHcO3eHnuP75Jn3h5eBzO6VPdn+PDEvLuyde9F7qB3zxi7mXcA7Bo3tz2r3pfRq2k9qYfM1SYlJdG/YV+pZcSzuy3WqR8NZ9vw7dScf7/tRpV9rOv49gQMtJxIfFJGn3IGWboijs+u/OCI2629ZORE2eyeSHJOAx/C1JHyMRNVYh/SUtCLXv6S0z9wYONKefsN6MX3MfN4GvMNp3EA2HViFbaPeJCYk5iojJydi04FVxMbE4eY0nZCPoRgaG5CSkl036jSsycGdR3nmJfktI9yGsPngaro07UNsdFyh9XYePQgn5/6MGzmVgJdvcJkwjH1HttKsng0J8bnr3bmbNVNmjcNtzEzu3n6IuYUpy9bMQUlJkfGjZwCgoaHOsbO7uX/Hk/69nIkIj8LcwpTw8Mgf1rGmTQO6z+zPgenbCbjvS1OHtjjvnMy8NuOIyqVe65rqM3zHJO4cvMoul3WUq1OBnnMHEx8Ri9c5yWSwzTBbmvZrx27X9QT5vqdURXMcljuTlpLKubVHs/J6ccObXePWZb0vbL2vbFOfdjMdODNtJ+8f+FLboTV9drmxobUbsbn8lpQEMfd2nCf0xXtSxSmY1S5PxwWDSE1K4cFuyYaFRYNKPDt9h/cP/EhNSqHe4A703T2RLR2mEPmmaK9MLIlttKSX+Wce+L3DrlkNLC2MyQQ2nLzB0FUHODprMJqqyrnK/Ps0gCnbT+HWszWNqpTlVXAEc3efQ0lBjl4tahWLnp8piX1iSR9Dv0RGWZm0N68Re5xHY+KU75JRGz4ChfoNiN+8kbTXr5BVVUNWR6fIdfsvzXFLYj0HYYFfIoiOjub48eM8evSIiIgIlJWVMTIyolGjRrRo0QIlpZJxD3VaWhqrV6/G0dGRP/74o1i+Y5hzf1av3MLpkxcAGDlsIi8CbtOthw27dhzIVcauly1rVm3F4/xVAHZsd6dp84Y4jxrE8CETAKhbrwbnz17h/LkrALx/94FzZy9Tq3a1AunZZlBHzmw8xsNzkt3dba7rWP1wO/Vsm3Btn0eeMi9uP+X0esnk9PT6o1RsYEmbQR3ZPHoVAHeO35CS2T9vF017tcassgXPrj8GkMo/IjCMY8v3M+fccvTNDQl+FfTDv8V6cCdObDzCvbO3AVg/bjVbH+2isW1TLu67kKtMgPdLArwlFqEuI7rlmXdGejoxYdE/rFNB6enYnd3r93H1zHUA5ros5J/Hx2jbpTXH95zKUy4zEyLDoopdP6shHfA7dIPn7lcBuDnjb8ybW1HZoRX3Fh/MUy4pPBZxVHyun1Wwa4qyrgYnus8lI1Uy+MUFhhe57lBy2mdu9B1ix//W7uHSPxI9po+ey5Wn/2DdtQ2Hd5/IVca2lw06etoM7OxMWqpkshf0PlgqzfDeY6XeTxk5h5v+F6hRx4prHjcLrffgYQ6sX72dM6ckC5exzlPx8r1O524d2bvrUK4ytetWx/PBY44clNT5wPdBHDlwig6dWmfrPXoQoSHhuDhnTyzfvyuYhaSlY0fuHL7Grf0Sy8ahWTuo1KwaTezbcnKJe470je3bEBMSxaFZOwAICfiARfU/aeXUKWuBX7ZWeZ5eesjTS48AiAwM48nFh1hUlx570lJSiQuLKZDeudHAsQOPD9/Ac7+kLp6b+TflmlWjtn1rLi/JWcc/Pn3Dx6dvst5Hvw+jYvs6mNepkLXYPDZGegF8Zur/qNi2FuWaVyNyZ+59bEEpiW20pJf5ZzaO6Sn1fv5AGxq7rMLr5QeaVct9znT6zjOaWv1Bz+Y1ATDV12JQ+/rsOH+Xns1rIiMjUyy6QsnsE0v6GPolKffuknJPMofMdMvpRfg1IlMzlDt3JXLIINLfvQWguEwm/6U5bkms5yCcwf/tCQ0NZeLEiTx+/JiePXuyePFiZsyYQadOnXjy5AkPHvy4K+T3kpZWtLuPcnJyzJ8/n1q1imdXubSFGYZGBly9nN0wxOJkbt96QJ16NfOUU1BUIFmcLPVMLBZTr362nnduP6Rxk3r88WdZAMpXKEeTpvXxuHDth/XUNzNAy0CbpzceZz1LTU7B954Pf9SqkKdcuRrlefaFDMDT616Uq5m7jEhejma925AYm8B7nze5plFQVqRxjxaEB4YRHhj6w7/FwMwQbQMdvK97Sf2W5/eeUb5WxR/OL0f+5kZsvLudtf9uZsxaVwzMDAudZ16YmBujZ6jLvWvZbSpZnILXXW+q1q6Sr6yikgJH77pz4sFBlu1aQPkqRb+BJSsvQr9qGd5ffyL1/P31JxjV/jNf2W7/zMXhwTps3Cdj0qCS1Gdl2tUi+IEfjef0p9/DddhdWkztsV2RlRMVqf4lpX3mRilzE/QN9bh9LdtVMFmcwsM7j6lWp2qeci06NMHr3hMmzx/HJe9THL2+l2HjByOXT9mqqqkgEomIjSn8Dr55aVMMjfS5fuVW1jOxOJm7tx9Su271POXu3fWkctWK1KxtBYBJKSPatG/OFY/syVW7ji3xfOjNhu3L8PK9xvlrhxng2PuHdRTJizCzLMuLG95Sz1/c8KZMrfK5ypSpUT5H+ufXH2NetWxWvQ144Muf9atgWM4EAKM/SlG+QRWeXfGSkitbpyILH2xhxuWV9F7ohJquxg//hs/IyoswrlqGgOvSur268QSzWvm30c8YVSmNWc0/eXs37+MJIgU55BTlEcfkblEvKCWxjZb0Ms+PhOQUMjIz0VDN24iTmpaOory0rU5RQY6QqDiCvrAyFzUlsU8s6WNoYVFs1Jj0j0Eo1KmL7m53dPfuR33iZGS0tIr0e/5Lc9ySWM8/I1jwf3O2bduGrKwsCxculLLUm5ubU69ePTIzM9mwYQOxsbFMmpS9g5eRkcGIESPo2LEjNjY2ZGZmcvLkSS5evEhkZCRGRkbY2trStGlTQLKRMHLkSEaPHs2lS5fw8/PDwcGB9u3bc/nyZQ4dOkRcXByWlpbUqFGD7du3c/DgQUJDQxk1ahQLFiygXLlyWd9/8eJF3N3d2bx5M3Jycvj4+LBnzx7evn2LiooKjRo1wt7eHjm5oquCBgZ6n36L9M5paGg4xiZ5LwyvXPqXoc4DuHnjHgEBb2javAEdO7VFJMpuiGtWbkFNTZVb98+Qnp6OvLw8y5duYMe2fT+sp4a+NkCWO9FnYsNj0DbK21VKU18rVxlNfenOuVrLWgxd64KCsiIxoVEsd5ibQ66FfTt6TLZHSVWZjwEfWNZ3NmkFcCfTMpB8d3S4tJU9JjwaHUPdH87vS156+bHBdQ1BAYFo6mrSZZQdc48uwrXNaOKLwH3pa3QNJGX/tSU+KiwKPSO9POXeBbxngetS/H1eoqKqgp1jNzafWItDG0cCXxf8zNfXKOmoIysnIumr/2VSWAwqjS1zlUkIjeb65P8R+vgVInk5yndrTKf9kzlpN5+PdyVn1tTNDTBpWJmXJ25zZsAy1E31aTKvP3KqityZl9N6WlBKSvvMDb1PdSMiTNr9PDIsEgOjvM/HmpqXom6jWpw95sFI+/GYmBkzZaErKqrKrJi9LlcZt3kuvHjix+MHTwutt76hpMzDvirzsLAIjIwN8pQ7efQs2tqaHD69CxkZkJeX5/D+k8yftSIrjXlpU/oN6sW2jbtZv2obVapWZO4iiTV/57bvrzdq2hqI5ES59m0VGuU+gdLQ1+TFzZzpRfJyqGmrExsWjcfGEyipKjHVYzmZ6RmI5OU4t/YoN/ZkW1+fX3vM43P3iHgfio6pPjbjezF63wyWdJpUoP5QRVvSRhPCpRdWCWExqDbKf5PQ5c5aVD618eurjvJw76U807YY34OUxGR8PR79sI75URLbaEkv8/xYcuAiFcwMsCprkmeaBpXLsPTgJW75vKZ+RQveh0Wx20OyGAmPiaeUnmax6FYS+8SSPoYWFpGxMSJDQ5RatCR2yUIA1IYOR2veQqJGOUtcEYuA/9IctyTW888IC/zfmPj4eB4/fkzv3r3zdMOXkZGhdevWzJgxg6ioKLS1JQ3L29ub6OjorAX8/v37uXPnDoMHD8bExAQ/Pz82b96MmpoaNWtm78y7u7vj4ODA8OHDEYlEWel69+5N3bp18fHxwd09u8MyMDDAysqKK1euSC3wr1y5QpMmTZCTkyMyMpKFCxfSpEkTnJ2dCQkJYdOm/2PvrOOiyv7//2SkuxvFWttdO7G7xUDFwkZRVDDX7lx719y1uzuwa5UGlS7pklBCEPj9MTjDUCrO57vr/ub5eLCPnTvnnHnd673vc9/nvM/77EYgEDB69OhSz8vFxQUXF5dSv/vM4KF92bR1hejziCGTACgoZqTk5ORKHCvKwrmr2LJjNU9dr1NQUEB42FtOHDvPcFtrUZmBg3pjM3wAk8c74e8XRP2GdViz/lfehkdx7MjZcnW27G/F6DWTRJ+3jltbhs6Sx4pT4ns5AMljfs9fsazXHNR1NWg/rAv2u2azeuBCiVD3vy895vUTb7QNdeg+sR/2vzuxdtCv5GTnlPv7bQe0Y+Iae9HndXarCoUVl1X+Nf8avB5IvkgFegay4/Fu2g/uyLX9l7+rbYBuA7swb/1s0Wfn0QsAKCh5MuV2fK/c3/DK/Y3os6/baw7f3scQO2u2LNnx3TqLU0JKOfd3WmgsaaHiREDxHsFomOvz8+TeopcTOYEcWcnpPJy7n4L8ApJ8w1HWUaf1Utvvejn5UZ7P0uhl3Y3FG+eKPjuMdK6QdoFAjndJKSx3Wkd+fj5+PgFo62gxZ8WMUjt552UzaNS8IWP72ZOf/+3BkwMH92bdb0tFn8cMmyrUXayc3Bfu6Zatm+LoPIVf56zC080Hy2qVWb52Ps4LprFp7a7CcxPg4/WadSuFoZOvff2pWq0KYyYM/yYHX0Rp17aE8vLKFx4urNOkb2uaW7fjkOMOYgMjMatryeClY0mOTOD5aWEot/sVcWRDTEAkkb5hrHi6k3odG+NdJLHT956L0LiXX+XgkBUoqipj1qgGXRYMIyUyEd8LT0qUa27XnSYjOnPEdg05H8rOC/I1/MjPaAl+kGv+tWw6fRev4Gj+mmNLJUHZwbaDrH4mKjGVWb+f51NeHmrKSozo1ITdV58iEEgvPP9HtYml8aP0oVJHToCcohLp61aTFyVMdpe+bjV6h44hX6s2n/z9KtTsf+kd9790n8sc/H8xsbGxFBQUYGoqOXo7ZcoUMjKEYWJWVlZMmjQJMzMzHj58yIABAwChg920aVM0NTXJzs7m6tWrLFq0iDp1hKFFhoaGBAcHc+vWLQkHv0ePHrRs2VL0+ciRIzRs2FDUrqmpKSEhIdy9Kx7p7ty5M3v27GH06NEoKioSFRVFUFAQkydPBuDWrVtoa2szYcIEBAIB5ubm2NrasnfvXmxsbFBSUipx7l26dKFLF+F6z/2/ny/xPcDN6/dwdxOH8ygqKgJgZGRATLR4rYuBgR6JCWUnT0lOTmH0iKkoKSmio6tDXGw8S5Y78zZCnO1z2cq57NpxgAvnrgHg9yYQCwtTHJ0mf/HlxMvFVZQgBEBeUfjYaRlokxIr1qWhp1ViFLIoaYmpJUYyNfW0SCu2fjQn6yMJEXEkRMQR6hnE2vs7aDesC1d2iHVmvc8k630mCeFxhHgGsdP7IE16tuT5hUflnovbnZcEeYqzCCsoKgCgbaBNcqx41kdTX4u0JOmunf+YmU1UUCTGliZSae/J7ae88RQ75gqF94+egS4JMYmi4zr6OrxL+vr19Z+NuUVVM6no/Ez2u/fkf8pD1UByRkZFX7PEjER5xHuGUKOf+BnPTEglPzePgnxxZ5USHIOCqjLKuhpkv6tYtMSP8nyWxoNbT/D1eC3WriTUrm+oR3yMOMxPR1+H5HKSyiUmJPMp95NEhx0aFI6Kqgo6etqkJIufEeflM+gxoAsTBk0n+u23rxMEuH3zPp7u4lDlz7oNDfWJLXLN9fXLv+Zzfp3OpfPXOXHkHAD+fkGoqqqwYdtytmzYTV5eHgnxiQQFSGbiDw4MxczMtrQmy+RDSjp5n/LQLGbbNPQ0eV/GfZ2emFZKeS3ycj+RUbhOdsACW+7uuypy4mMCItE1M6Db1AEiB784aQkppMS9w6Cq8Tedw2cyU4TPqFqxZ1RNX5OMLzyjqZFCm5MQEIm6gRbtZ1mXcDab23Wno/MQjo/ZQIz392da/pGf0c/8aNf8a9h4+i63XP3Y5zQcc4Pyw6fl5OSYOagD0we2IyktA10NVV74hwNgpie92fsf1SYW5UfrQ6VN/rtkCj59Ejn3AHlRURR8+kQlQ6MKO/j/pXfc/8J9/hnZGvwfkBUrVrBx40Zq1KhBbq4wI2Pnzp25f1/40vLhwwfc3Nzo1KkTAFFRUeTm5rJmzRpGjRol+rt9+zZxcZJJH4rOwgPExMSUSIhXs6bkWqWmTZsiLy/Py5fCGY/79+9To0YNKleuDEB0dDQ//fQTgiKj0LVr1+bTp08lfv9b+PAhg7DQt6K/AP9g4uMSaN+xjaiMkpIiLVs1xfXFl8PqPn7MIS42Hnl5efr0786Na+JBDBVVZfKKZXDPy8tHIPflRyg7I1tkjBIi4ogJiiI1IYV6bcXJheSVFPipWR2C3UvfqgUgxDOQum0lExLVbfuzxPYgpSEnkBMZ3FK/lxP+R77QWf/SucRHxIn+ooIiSUl4RwMr8XpeBSUFajerS6B72esZK4KCkgKm1c1ITZBOMrvMjCyiwmNEf2GB4STFJ9O8XVNRGUUlBX5p3gBft9fltFSSGnWqk5zw7dnEyyM/N49E3zDMrSRDCc2t6hPnFlRGrZLo16tCZoK4c4lzC0LL0kg8BQpoVzUmNzP7u15MfpTnszQyMzKJDI8W/YUEhJEYn0TLds1EZRSVFGnc4me8XX3LbMfrpQ8WVc0lEl1ZVrMgKzNLooOfu3Imvay7MXHwdMKDIyqkGSDjQybhYZGiv0D/EOLjErHq0EpURklJkeatGuP20qvMdlRUSrueeRLn4fbCk2o1LCXKVK1RhaioWL6FvNw8Il+FUrutZDh+7bYNCHMvfUuyMM/AEuH7tds24K1vKPmFWZIVVZRK7LpRkJ+PXDmzmmo6Gmgb6ZKeULHByfzcPGJ9w6hmJamtWtv6RLp//TMqV4o9bjmhJ53mDOWE3SapbdX2Iz+jn/nRrvmXWH/KhRsv37B39jCqGn/9MrdKAgFGOhooyFfipqsfDauZoqupJjVdP6pNLMqP1odKm9xXvsjJy1PJRDxpWMnEFDl5efLiK/4u/l96x/0v3Oefkc3g/4sxNjZGTk6O6GjJdbyGhsK1k0Vnvtu1a8exY8fw9/cnLCwMDQ0Nfv5Z+KB8DiOZN28e+vqSa4mLrpEr3ubnul/KwiovL0+7du24f/8+rVq14tGjR9jYiLPBlteGtDO87v79ELOd7QkKDCUkOAynuVPJyMjg3JmrojLnLx/Cw92HVcs3A9C4aUNMTIx55euHiYkRcxdMRyAnYMe2faI6t27cx3HWJN5GROHvF0SDhnWxd7Dj9ImLFdJ5589r9JlmTWxINPFhMfSZPpiPmdm8uCROYuV8bClh3kGc23C8sM515p9eQa+pA/G49YLG3VtQu1U91g1ZDICyugo9J/fH+647qQkpaOhq0ml0D3SM9XC9Jsxwb1jFmCY9W/LmiQ/v36WjY6xHL/sBfMrJxfuee4XO5fqBKwx0GEJMSBSxoTFYTx9CdmY2Ty6JR0oXHV9BiFcgJzYcBYTJUcxrWgCgoKSItoE2VepWJTsji/gIYUcz8texuLu4khSTiJaeFtYzhqKkoszDc6XPvkmDU/vPMnbGSMKD3xIZGslYx1FkZmRx+4J4uciOU5t54+nHH+v2AzBu1mhee/gRGRaFmoYqQ8cNokadamxcsEXq+nz23aDTVnsSvEKJcwuk3sjOqBnp8Oao8EW64xZh1Mz9WXsAaDC+O++jkkgJiEKgKE/NgW2o2qMptyZuFbX5+rAL9cd0pc3yUbw6eAcNC32aOg3i9eGy16NWlB/l+SyNY/tOM8FxDOHBEUSERjJx5lgyMzK5fl6csXfvme288nzD9jW7ATh96ALDxg1m3qqZnPjzHGYWJtjPmcCpg+KopAVrnegzuAezxs4nPfU9egbCNX+ZGVlkZX5/OPCB3UeY7jSJkKAwQkPCmeE0mYwPmVwsnEkFOHlhP14er0Th9i63HjJx6mh8vF6LQvTnLJzO3dsPRXuW7/vjCBdvHmH67ElcuXCDeg3rMG6SLetXbvtmjff2X2P0bw6Ee4cQ6hZA25Fd0DLS5fEx4bUdtXkaAEechMsDnhy9Q7vR3Rm0ZAxPjrlQrWktWgzuwMEZ4t/2vetOV/v+JEcmEBsUhXk9SzqO783L80K7pKiqRO+ZQ/C6+YK0hFT0zA3oN3c475PTvis8//n+GwzcYk+MdwiRboE0se2MhpGOaH13/9+mAHBptvAeaTa2G6lvE0kuzO5cuUVtWk3qjdsR8X3VanJvOjkP5cLM30kOixXNVn/KzuHje+mGjP+Iz+iPfs0/s+b4ba69eM0We2s0VZVJShNGo6gqKaKqLJxJ3H7hIa/CYtk7exgAKR8yueMeQNOfLMj5lMelZ77ccQ9gv9O3J7z8Vn5Em/ij96FFkVNWoZKZMFJQTk6AwNAI+eo1yH+fTn5CAmrjJ6JQuw6pc4RLEXM83MkNDEBjzjw+/C4ME1ef6kDum9d8Cizfif5W/kvvuD/ifQ4yB/9fjYaGBg0bNuTmzZv07Nmz3O3w1NXVad68Offu3SM8PJwOHTqIZszNzc1RUFAgMTGR+vVLTyRSFmZmZgQHB0scK/4ZhBEEs2bN4tatW2RnZ9O6dWvRd+bm5jx//pz8/HyRJn9/f+Tl5TEykm5W9B1b96GiosyGzUvQ0tbCw82bwQPGSezfa1nVguho8SyTspISCxfPpIqlBRkZmbjcfsjUSXMkMlkumLOS+Ysc2bB5KfoGesTHJXLk4Gk2rS89WcaXuLH7IorKioxcOQE1LTVCvYLYPGqlxP6ghlWMeFck7D3EI4Dd07dg7TycATOHkvA2nt0OW0ShUfmf8jD7yQKroZ1Q09YgI/U9YT4hrLdZQpS/cGQwNyeX2i3r0X1CX1Q1VUlPSiPgpR+rrReSXsHt6C7vvoCishLjVk5CTVOdYK9A1oxcJnEuRpWNSY4Rn4uukS4bbogdYGNLE7qO7MHr569YUbjvvZ6xHjN2OKGpo0H6u3SCPANZNHAuSdHi8Hlpc/T3kygpK+G82hENLQ3eePoxc8QcMjPExtasiqlEqJaGljrzNsxGz0CXD+8zCHwVjP0gR954STeCASDkyguUdTRoMqM/qobavAuI4vqYjXyIFobBaZgVG8BTkKfVohGoGevwKTuHlMBoro/eyNv74rDcjNh3XLVdR+sltgy5tZrMhFT8Tz3EY7v0nOPP/CjPZ2n8tfMoSspKLFjrhKaWBr6eb7AfNktiH1xzSzPiYsR7ZMfHJDDFZibOy2dw2uUQyYnJXDx5lb1bDorKDLMTbhO575xkvoY/Nh1g96YD36379+1/oqyizKoNv6KlrYmXuw+2gyeR8UGsu0pVC4mQ7G2b9lBQUMCcBQ6YmBrx7l0qd24+YMOq7aIy3p6vGD/SkfmLHXF0nkxMVCyb1uzk0IGT36zR4+pz1LQ16DF9IJoGOsQGRvK73TpSmm3o2gAAIABJREFUooU2Q9dMciYzOSqRP+zWMWjxGNradiUtIYWzy/8SbZEHcGbpX/RxssFm5XjU9bVIT0jh2cm73NguXHZQkJePae3KNLduh4qmGukJKQT+/ZoD07bysYx9mr+GN1f/RlVHHSuHAagbapMQGMXxsRtJKzwXLVPJcxEIBHReMAxtc33yP+WT8jaeu+tP4nZU7Bw0G9WVSoryDP59hkRdrzOPuOy8p8JaS+NHfEZ/9Gv+mdMPPQGYtEXyGZrcpw32fdsCkJj2gchiS8auPn/FlnP3KSiAn6uZst9pOA2qlp2YT1r8iDbxR+9DiyJfqxY6v4kHNdXHjoOx48i6dYP3G9Yh0NOjUtElvgUFpP06H3UHR7S3bIePH8lxd+P97l1SS7D3mf/SO+6PeJ8DyBV8byYsGf9T4uPjWbx4MSoqKgwZMgRLS0sEAgGhoaEcO3aMhg0bYm8vTHr26tUr1qxZQ15eHtu2bcPYWLyO8OTJk9y+fZuRI0dSt25dsrOzCQwMRCAQ0KVLF1EW/bVr10qE6QcGBrJ48WJsbW1p1qwZfn5+HD9+nPT0dE6fltwzdOnSpQQFBdG6dWscHBxEx9+9e4ejoyNWVlb06tWLhIQE/vjjD6ysrMpMslcUfc3St0r6t9NPt+E/LaFCZBRId3vE/0vefpLeftb/l4wRSHe9/v8li9K+IxnZP4iZatk7I/zbSc75321/9b9kgGb5Wc3/zRgW/JjzIdtTXP9pCRVmhk6zLxf6FzLnUOd/WkKFaTls/z8toULYK1T7pyVUGOufIv9pCRVifkjZWeT/7bhnS2+t+/813nHPvlwI2Qz+vx4jIyM2bNjAhQsXOHXqFMnJyVSqVAlzc3O6detGjx49RGXr1auHnp4e+vr6Es49gI2NDVpaWly5coX9+/ejoqKCpaUl/fv3L/f3f/rpJyZPnsyZM2c4deoUDRo0oH///pw8WXKWplOnTvj5+YnW/n9GV1eXBQsWcPToUebOnYuamhpt2rRh+PD/fQiZDBkyZMiQIUOGDBkyZPz/gszB/wHQ1tbGzs4OOzu7csvl5uby4cMHhg4dWuI7OTk5evbsSc+ePUuta2hoWGJG/jOdOnWScNoPHjxYYgABICUlBRMTE+rWrVviu7p167JmzZpy9cuQIUOGDBkyZMiQIUOGjIojc/D/A+Tn55OWlsa1a9dQVFSkVatWX670DVy+fJmGDRuirKyMj48Pd+7ckZh9z87OJjo6mhs3bjBw4ECp/rYMGTJkyJAhQ4YMGTJkyPg6ZA7+f4CkpCQcHBzQ09Nj6tSpyMtL9581JCSEK1eukJmZiaGhISNGjKBXr16i7w8cOMDTp09p2rQpXbt2lepvy5AhQ4YMGTJkyJAhQ4aMr0Pm4P8HKC+8XhrMmjWr3O+nTZvGtGnT/me/L0OGDBkyZMiQIUOGDBkyvowsi76Mfz3G2nX+aQkVort2yVwEPwI1CsrejvHfTpvs3H9aQoX4Q/njPy2hwrhnvP2nJVQIeblK/7SECqMo+DHH5hOzK7ZN0b+BpZpN/2kJFSJd8E8rqDgf5PL/aQkVosFHuX9aQoU5IJ/8T0uoEAGZP25W9MCnO75c6F9I365r/2kJFSY+98fciQa+Pov+D2z6ZciQIUOGDBkyZMiQIUOGDBmfkTn4MmTIkCFDhgwZMmTIkCFDxn8AmYMvQ4YMGTJkyJAhQ4YMGTJk/AeQOfgyZMiQIUOGDBkyZMiQIUPGfwCZgy9DhgwZMmTIkCFDhgwZMmT8B5A5+DL+Z+Tk5HD+/HliY2P/aSkyZMiQIUOGDBkyZMiQ8Z/nx9xrR4YEQ4cOZfbs2bRs2fKfliLBoUOH+PjxIyYmJv+nv+s8fxojxwxFS1sTT3cfFjivJMA/uMzy8vLyzJg9iaHD+2NsYkRIcBirlm7m/t0nojItWzfFfrodDX+uh4mpEY5TF3Dq+MXv0jlg5lA6DO+KmpYaIV5BHFm8n+igyHLrNO3REmunYRhWNibhbRznNh3H/dZLiTJGVU0YOm8kdVo3QF5BntiQaHY7biU2JLpEe06HFtGwfSN22G/E7cbf33wOTUZ1odXk3mgYaJMYFM2t5UeIdA0otWzlFrXpNM8GvWomKKgokRaVhOep+/y993qp5ev1a4X1DgcC73pyatymb9b2JczGdqPytH4oGmqTERBF0OKDpL3wL7u8XXfMx3VH2cKQ7OgkIraeJ+7MI4ky5hN7YjamG8rmBuSmvCfpphshK4+Slyn9bfCGzBxGlxHdUddSI8gzkP2L9xBVzv1jXtMCm9kjqFq/GkaVjTm95QRntp6UKCMQCBgyaxjtBnZA20CH1MQUHl98yOktJ8jPk86WVY5zJzNs9CC0tDTw8njF0rlrCQoILbP88Uv7aNmm5BZlgf4h9Gg7WPR57KTh2NoNwczchJSUNFxuPGD9im1kZmRJRTfA9DmTGDp6IFpaGnh7vGb5vPUEl6P9yMU9tGjTpMTxIP8QelvZlDjee2B3tuxdzf3bj5lsO0tquqc6T2DwqP5oamng6/GGVQs2EhIQVm4dNXVVZiyYQtc+HdHW0SIuJp5ta3Zz6/JdURl9Qz1mLZqKVefWqKmrEhURw8p5G3B77ik17c7zHRg1VmjPPdx8WOC84qvsuc2IAUJ7HhTGyqWbJOy53YQRjLazwaKyGQAB/sFs2fgHLrcfSkVzvdFdaDS5F6qG2rwLjObp8qPEvizdLpq2rMOAM7+WOH68wxxSQ4SD49V7N6fR1D5oVTFCoFCJtLB4vPffJODsY6no/UyjUV1oMbkX6gbaJAVF47L8KFFl2HOLFrVpP28oetVMkFdRIj0qCe9TD3hZzJ43tetOo5Gd0TTXJyvlA0F33Hmw9iS5UraJzUd2wWpyH9QNtUkIjOb6isNElKG9bvdmNLftjEk9S+SVFEgIjubhzov4u3hIlFNSV6GL0xDq9WqBqrY6abHJ3Nl4ilfXXkhNd40xXag1tTcqhtqkBUbjueQISS9K191862Sq2rQrcfxTZjbnqo8vcVy/+U90PLeI98Ex3Ow4X2qaizJq1kh62fZEXUsdf88Adi7aRURgRJnlrXpbYTN1CKZVTJFXkCc6LJrz+y9w56yLRJujZo+UqPcu4R3DmoyQqvaZc+0ZMWYQWlqaeLr7snjuGoICQsqtYzfJlpHjhmJe2M/cuXGftcu3iPqZ0eNtGDFmCOaVTQGhrd+xeS/37kj3WT157T5nbj0iJkG4rWH1yqZMGtqLdk0bllre1TeAI5ddeBUUxoeMLCxMDBnZrzMDu7SVqq4v8aPeL1OcxzNoZD80tTTx9XzN2gWbv6oPdZg/mS59OhT2oQnsWLub25fvATBu+ig69+6AZfXK5OTk4Ov+mu1rdhPsX/Y7xbcgc/D/YXbt2sX79++ZP19sfN3d3dmyZQu9e/dm+PDh/6C6ivP8+XPi4uJYsGDB/+nvOjhOYMo0OxynLSAkKJzZc+05deEAbZr1JONDZql15i9yZLBNP5wdlxAYEELHzm358+gO+nYfwSsfPwDU1FTxfxPEmROX2L573Xfr7DVlAD0m9GO/805iQ6MZMGMoc44uYX6n6WRnZJdap3rjn5i6czYXtpzC7ebfNO3Rkmm7nFk1+FdCvYIA0Dc3ZNHZ1Tw9/5DLw5eSmZ6JSXUzPmaWbLPnxH7f5bTV7dOS7ktHcWPRQSLdAmgyqgsjDs3ljy5zSY8puZduTkY2rn/dIsE/ktzsHCya/kSvNePIzcrB/YiLRFltCwO6LBxBRDkO9/dg2L8VNVeNJXD+AVJf+GNm142fTyzkhdUsPkaX1G42pivVF9sS4LSHNI8gNBvVoPbmyeSmZZB82x0AI+s21Fg8Ev/Zu0l94Y9KFUNqb7FHoKyA/6zdUtXff4o1fScOYJfzNmJCohnsaMPiYytw7DiV7DIcWiUVJRKi4nlx8znDnG1Lb9femh6je7Fz9jbeBkRQpbYl035zJDcnl3PbT3+37snTxzJ+6ijmOiwlNDic6c6TOHxuN11aDijz+bQf44SCooLos6KiIjcen+b6pduiY/0G9WDe0pksmLkC1789qGxpzrqtS1FSUmL+zOXfrRtg4vQx2E21Zf705YQFRzDNeQJ/nd1Fj5aDyMgoXbvD2DnFtCtw9dFJblxyKVHWoooZ85bNwPW5R4nvvodxDqMYYz+cX2esIjwkgimzx7Hv9Hb6tLYhswzd8vKV2Ht6O+mp73GauIj42ASMTAzJzckRldHQVOfI1b14vvBm6kgnUpJTMK9ixrukFKlpd5g5AXsHO2ZMXUBIUBiz503l9MU/ad20JxkfMkqtM3+xI0Ns+uM0YzFBgSF06NyWv47tpE+34SJ7HhsTx8qlmwgNjUAgJ8BmxAAOHt9Jt/aDePM68Ls01+jbgrbLRvLo14PEuQZSb3QX+hyew4lO8/hQil38zIlOc8lOFZ9TdrJ4n+bslA+4b79ESnAM+Z/ysOzciI4bJ5CVnM7b+97fpfcztfu0oMvSkdxedJAot0Aaj+rC0ENz2N9lXpn23P2v2yQW2nPzpj/RfY0duVk5eBba87r9W9FhwTBuzNtPlGsA2pUN6blhAvJKCtyYu18qugHq92lJ76WjubL4LyJcA2g+qiujD85je9c5pJWi3bJlHUKfv+bO5jNkpX7g5wFtGLFnNgeGrRQNCgjkKzH2yHyy0jI4NW07aXHJaBnr8SknV2q6Lfq1pNHKUbgvOEjiywBqjulCu2Nzudl+Lpml9EOeiw/js1pyULbz5aUk/l2yn1TQUqXFdnvin7xG1VhHapqLMtR+CIMmWbNp9maiQqOwdbRl3fE1jGs/gawy+qH3Kekc336CyOBIPn3Ko0Xn5szeOIvU5DRc77uKykUGR+I8dK7os7QGmD8zZYYdE6eNxtlhMSFB4TjOmcyx83vo2KJfmX1R/0G9WLBsFvNmLsP1ubCf2bBtOUpKisx1XAZAbEw865ZvJSw0AoFAwOBh/dh7ZCt9Og3D/02Q1PQb6eswc4w1VUyNyM8v4PK9Z8xc8zsnf1vET5bmJcp7+YdQs4oZdtbdMdDR4qnna1bsOoqiggK927eQmq7y+FHvFzuHkYyeMozFjquJCHnLpNl27D61lf5thpfbh+4+tZX0tPfMnbRY1IfmFLEfzVo35vTB87z2EvZL0+ZOZM/pbQxsN4L01PffrVsWov8v49GjR2zevJkRI0b8sM49QKtWrVi8eDHy8l8eQ/r06ZPUfnei/Wh2bN3Htct38PcLYob9AtTV1bAe3KfMOoNt+rFz235cbj/kbUQUh/48yd07j5gybayozN07j1i7citXL9+mIP/7DUf3cX249scF3G7+TXRgJHuddqCspkLL/lbl1vF7/ooru84RGxLNlV3n8P/7Nd3Hic9t8JwRvHrszcnVh4h4HUZiZDw+Dzx4Fyv5smDZoDpd7Xqzf87OCp9Dywk98T77GM+T90kKjuHW0sO8T0il6cgupZaPexXO6yt/kxgUTWpkIr4XnhL6yJfKzWpJlBPIV8J6hwP3N54m9W1ChfWVh8WUPsSdekjM0btkBkUTtPAvcuJTMBvbrdTyxkPaEXP0LvEXnpIdkUDCxWfEHHGhikN/URmtprVIcw8i7uxjsiMTSXnymrjTD9FsXEPq+nuP78vFP87x4sZzIgPfsmv2NlTUVGjbv+TszmdCfII5svogTy494mNW6bNntZrUxs3FFfe7riRGJeDm8hK3Oy+p+ctPUtFtN2UEu7f9xc2rdwn0D8HZYQlq6qr0G9SzzDppqekkJSSL/pq1/AVVVRXOHLskKtO42c94ufty8cw1oiNjef7YlQunr/Jzk/pS0Q0wZvJw9m4/xO2r9wjyD2GewzLU1FXpM6jHV2tv0uIXVFRVOHv8skQ5eflK/LZnNVvW/E5kRMlIm+9h1CQbDuw4gsu1+wT7h/LrjJWoqavS27r0ex1gwPA+6OrrMH3MHDxfehMTGYvnS29eFb6IAIxzGElSfDILp6/glecbot/G8uKxG6FB4VLTPsl+NDu27uXa5dtCez5lvtCeDynbng+x6c/Orftwuf2QiPAoDh0Q2nN7BztRmZvX73HP5THhoW8JDQln7cqtfPiQQZPmjb5b888TexJw5jF+Jx6QEhzDkyWHyUhIpf6ozuXWy0pKJysxTfRXkF8g+i762RvCbrmTGhJLekQCPn/eItkvEtPmtcpp8dtoPqEnvmcf433yAcnBMdxZepgPCak0Glm67vhX4fhd+ZukoGjSIhN5feEpYY98sShiz82a1CTGM5jXF56SFpVExLM3vDr3BNNfqktNN0CbCb3wPPsIt5P3SQyJ4dqyQ7xPSKV5GX3R9eWHefTHFaK9Q3gXEc/9beeJ8Q2jTjdxpFDjIe1R09Pi2MTNRLgFkBqVRIRbANE+0pldA6g1uSdhpx8Teuw+74Ni8Fh0mOz4VKqPKV137vssshPTRH/qlkaoWxoRcux+ibLNf5tE+OnHJLtJz6kszsDxAzn1+2me3HhKeEAEG2dvQkVNhU4DOpZZx+uZN89uPScyJIrYiFgu/nmJUL8wGjSXtNV5eXmkJKaI/tLepUlV+/jJI/lj25/cuOJCoH8ws6ctQk1djf6DepVZp0nzn/F08+HC6atERcbw7PFLzp26wi9NxLPmd2484MHdJ0SERRIWEsHG1TvI+JBJ42Y/S1V/xxa/YNWkAZVNDLE0M2LGqIGoqijj7V96BMLEIb2YPnIAjerUwNzYAJueHejcqhEuUh5QLo8f9X6xnTiUP3cc5e61BwT7h7K4sA/tZd21zDr9hwn7UMcx8/B86UNMZByeL31EzjyA/fBZXDp5jWD/UIL9Q1nosAIdPW0aNSs9CuNbkTn4/yKuX7/O7t27mTJlCr16CY1Mfn4+Z8+exd7enhEjRuDk5ISrq2u57bx9+5aVK1dia2uLnZ0du3btIjNTOMqUkJDA0KFDS/xNmzYNEDrbf/75J5MnT2bEiBHY29tz7NgxAI4fP868efNK/N6iRYv466+/AAgODmbVqlWMHz+eMWPGsHjxYgIDJWdEhg4dys2bN9m0aROjRo3i+PHj33fhCqlcxRwjYwMe3nsqOpad/ZG/n7nRrEXZL26KSop8zJZ0eLKzsmnRqmRorTQwsDBC21CHV4+9RMdyP+YQ8PINNZuU/cJWo9FPvHosOVvj+8iLGo2FdeTk5Pilc1NigqJwOrSIHe5/svTSepr3aS1RR1lNGfvtszi4cA/vi8wSfQsChUqYNKhK6CMfieOhj30xb1Lzq9owrlcF88Y1S8zSd5wzlNSoJHzOSTek7TNyCpXQaFiN5AeS1/LdAx+0mpZ+/eUUFcj/mCNxLD87B81GNZCTrwRA6kt/NOpboll4/kpmeuh3b0qyi/TClQEMLYzQMdTF+5G43ZyPOfi9fE2tJrW/q21/Vz/qt2qAaXVh6LJ5TQvqt26Ix33372oXhDPUhkYGPHnwXHTsY/ZHXJ97fNPLj80oax7efUpsTLzomNsLL+rW/4lfmjQAwNTMmM7d2/PA5UlZzVRAuz5P74uXsXzM/ojbc08aN//6znjoqIE8uvuMuCLaAWYtnEZ0ZAwXTl2Tit7PmFcxxcBIn2cPxCHFH7M/4v7ci1+aNSizXqce7fF66cPCNU488L3GpUcnmOo8AfnCe/1zGR+P12zau4qHr69z9u5hho8bXGab30oVS3OMjA15UMyeP3/mSrNyHHFFJUWyiz2r2VnZNG9Zuj0XCAQMGNQLNTVV3F5837MqUKiEQYOqRD7ylTge+cgXo6bl28XB11Yyxm0n/U4swLRVnXLLmrWph3Z1Y2KkFOEkUKiEcYOqhBXTHfbYF7OvtOdG9apg1rgmb1+IX2CjXAMxrFsF00ZCh17TVI+aXRsTIqWoA4BKCpUwrV+VoMeS2oMf+1C5ydcPTCqqK5OdJo6gqNOtKW/dAuizfCzzXH9nxp0NdJo5CEGRZ+B7EChUQqdhVeIeSPahcQ990f/CvfKZarYdSfOPLOHE1xjTBWUDLd5svSAVraVhXNkYPSNd3B+JHcSc7Bx8X7yibpPy79+i/NLmFyyqm+P7QvLfz7iyMcddj3L46UEW7pqPcWVjaUkX2nNjAx7dfyY69jH7Iy+fudOk+S9l1nP925O6DWrRqDAM3tTMmK492nO/jPB7gUBA34E9UFVTxf2l9O754uTl5XPj0Usysz/yc+2vHzz7kJmNppra/0xXUX7U+8WssrAPff5QvBT2Y3YO7n9783M5fWjHnlZ4vfRlwerZ3PW5wvlHx5jiPF6iDy2OmroqlSpVIj3t+2fvQRai/6/h5MmTXL16FWdnZxo3biw6fv36da5cucLEiROpVq0ajx8/ZtOmTaxfvx5LS8sS7Xz8+JHVq1dTvXp11q5dy4cPH9izZw+///47zs7O6Ovrs3fvXlH5rKwsVq1aRd26dQG4ceMGrq6uODo6YmhoSHJyMjExMQC0a9eOixcvEh0djZmZ0AFISEggMDCQsWPHApCdnU27du0YO3YsAoGA27dvs3btWrZt24ampqbod8+ePcvw4cMZNWoUcnJyUrmGhkb6ACQmSs5WJyYmYWxiVGa9B3efMNF+NM+evCQ0JAKr9q3o1bcrlSpJpyMvjpaBNgBpSZIjjOlJqegY65VbLz0ptUSdz+1p6muhoq5C32nWnNt8kjPrj1KnVQOmbJ3Jx8yPeN8TOmljVk/G96EnPg8qPnKrqqOBQL4SGUmSAwQZiWmot6lXbl3Hv3egqius/2jreTyOidf0VrNqQN0+LdnX83+3tENBVxOBfCVyEyWvf05iKjrtSjfY7x54YzqiI4nXXvLeKwSNn6thYtsZgaI8Croa5CSkknDxGQo6GjS+uBzkQKAgT+zph4SsPCZV/dqGwnDLtGL3QmpSKrpGZd8/X8PFP86hoq7CFped5OflI68gz7kdp7l95MZ3tQtgYCh8PpMS3kkcT0pIxsjE8KvaqFq9Mi3bNGXSKMn16Vcv3EJHR4uTVw4gJwcKCgqcP3WV9cu3fbduEK41B0gqZluSEt9hZGLwVW1YVqtMizZNsB/lJHG8TYcW9BrQlf4dpbu+FEDf4LNuyWuenPQOQ+OydZtXMaVF2yZcv3CbqbazMbUwZdE6Z1TVVNi0fIeozLCx1hzZe5L92w9Tu35NFq4RntuJP89+t3YDQ6G+xIRi1zwhGWPT8u35JPvRPHv8ktCQcKw6lG7P69T9iWt3TqCkrETGh0zsbKfj9+b7wvOVC+1aZjHbnpWYhmrb0qNJMhNSebjgTxK8QxEoyFNrUFv6n1zAxaGriS2yFltRQ4UxrjsQKMpTkJfP40WHeFvMOawon+15cd2ZiWmotSk/Cmbq39tF9vzp1vN4Hbsn+s7vyt+o6Khje3oxyEElBXlenXvMg7Uny2nx27VXkq9ERjHtGUlpqH9B+2dajOqKlrEuXhfEA4K6lQ3Rbl0Xn0vPOGK3EW1zffqutENRVYmba75/UkKx8Jp9LNaHZiemYWRVfh8KoKChgkXf5vislVw6pVXbgnpO1rj0XioRBSJtdA2E/VBKouSSnJSkFPSN9cutq6qhygnXYygoKpCfl8/ORbtwfeAm+t7f059NszcTGRyFtr42I2YMZ+uF35jYeTLvpRC6bCjqi4rb8/L7oisXbqKjq8XpK3+J+plzp66wdvkWiXK16tTkws0jKCkrkpGRyeTRMwnwk34kRWB4FKPmrScnJxdVFSW2LrAvNTy/NB66+vDSx49D60pO2v0v+FHvF31DXQCSi/Wh7xK/0IdWNqN5mybcuHAHh5HOmFqYsHCtE6pqKvy2vPTI2bmrZuLvG4i326vv0vwZmYP/L8DHxwcPDw/mz58v4dwDXLlyhb59+9K2rTARho2NDX5+fly+fJkZM2aUaOvx48dkZ2czffp0VFRUAJg0aRLLly8nLi4OY2NjtLWFDmF+fj67d+9GW1ubiRMnApCYmIiJiQl16tRBTk4OfX19atUSzmqam5tjaWnJ48ePGTZsmOj3TExMqFFDGIZcv75khzp27FieP3+Ol5cX7dqJw4dbt25N585lhyy6uLjg4lJynWpRrIf0YeOWZaLPI23sASgokOzU5OTkShwryuL5a9i0fQWPXlyloKCA8LBITh27gI3twHJ//2tp1d+KsWsmiz7/Nm4NhUK/SWcpVUBOjgIKRPUBPO64cuvAFQDevgmnasPqdBndA+977rQe2J7KdSxZ1m8u0qD0a11+nUNDVqCoqoxZoxp0XjCsMFz/CSo66vTbPJkLM3aRnV76uiZpUuJay8mVcoGFhP92FkVDbZpcXQlycuQmphF36iFVpvcXLdnQblUHy9mDCJi/n3SPIFQsjflplR1V5w4lbEPF16+3HdCeyWvsRZ/X2q0s1F9MPmXr/1pa97WinXVHts34jajAt1jWrYrdsgkkRMZz71T5z2Nx+g/uyapNi0Sfx4+YUaj72+/7z9iMsiY+LpH7tyVnTJq3boKD00SWzF2Lt7svVapasGTNHGbOt2fruj++STdA30E9WLF5oejzpBEzC7VLlhPeMl+nfeioAcTHJfLgjtiJ0NHVYt2OZThNXiSVUfveg7qzdKP4hW2qbeFgQknDUa5ugUDAu6QUls5eS35+Pm98AtDW1WTuipkiB18gEPDa24+tq4XX1/9VIFWqWTDcbnCFHPxBQ/qwcas4X4Lt0CmF0kte9PK0L5q3ms3bV/L4pdienzx2nmG21hLlgoPC6GQ1EC0tTfr068b23euw7j0af2m8iJdip8t6NlNDY0kNFe80E+8RjIa5Pr9M7i3h4Od8yOZUj19RUFXCvG09Wi+xJT0qieinr79f72fZ36D7M8eGrERRVQnTRjXoUGjPX18QRl1YtKhN6+kDuLX4ILGewehYGtN56UisZg/i8W/npKZbqL2Uh/MrqNujGd0XjuARdu8rAAAgAElEQVT09B2kRicVqS5HRlI6F+fvoyC/gJhXYajqaNBr8UipOPhl6f7aCY8qg9oiJxAQcVZsTwSK8rTa7YDXiuNkRCZKTSNApwEdcVwnfudcNHaJ8H8qYM+zPmRh32MqyqoqNGr7C5OXTCIuKh6vp8KoxqLOG4Cfhx+Hnx6k25CunNt3/pu1DxjcizWbl4g+2w2fVii9NNtSdjstWjdhutNkFs9Zjae7L5bVLFi6Zh6z50/lt3W/i8qFBofRs8MQNLU06Nm3C5t3rcKm33gCy0kOWhGqmhlzZuti3n/IxOW5B4u2/sWB1c7UrGJWbj1Pv2Dmb97PvInDaPBTValq+syPer/0su7G4o3i92OHkc6Fsr9Nt0Agx7ukFJY7rSM/Px8/nwC0dbSYs2JGqQ6+87IZNGrekLH97MmXwjJgkDn4/wosLCzIzMzkzJkz1KpVC7XCkJnMzExSUlJEDvZnateujadn6aGE0dHRVKlSReTcA9SqVQs5OTmioqIwNhaHrRw7doyIiAjWrl2LoqIiAB06dGDVqlU4OjrSsGFDGjduzC+//IJAIFzNYWVlxe3bt0UO/pMnT7CyEq8bT0lJ4dixY/j6+pKamip6AJKSxB0nQLVq1cq9Jl26dKFLF+E6tIO7L5Va5taNe3i4iWcwlJSE52BoqE9MdJzouL6+XomZt6IkJ6dgZzsdJSVFdHS1iYtNYNEyJ6mthfV0cSXES/zS+DnplpaBtsTaeA09rRIz9EVJSxTP1n9GU0+L9MKZ6Pcp7/mU+4mYYpnUY4KjaNlXOEBUt00DTGuas+e15KzytJ2zCfYIZPWQRXwNmSnvyf+Uh7qBlsRxVX3NEjMpxUktfPFICIhEzUCLdrOs8b3wBMNaFmgY6TDymHj2Xk4gfNn5NeQwu7vOIzn0+7dczH2XTv6nPBQNJa+lor4WOYmla8/PzsV/5h8EOO9F0UCLj/EpmI3qwqf3meQmCx2zavOHEX/hKbGFM1gZfpFUUlWm9m+TCd98loIKJn1xu/OSYE/xi7584f2jbaBNcqz4udLS1yK1nPvnaxi1cCxX9l7g2RWhA/02IAJ9cwMGTh38zQ6+y82HeLmLR6IVC3UbGOlJhNfrGeiWmGEuDQUFeaxt+nLqyHny8vIkvnNaMJUrF25y+qgwJDXALxgVNRXWbVnCjo17S5T/EvduPsLbo6h2oW0xMNSTCK/X09ctMbJflvaBNn04ffSihJaatWtgZGzAwXO7RMc+29o3sX/Tu60NYSFlZxguzv2bj/FxFzt8ikrCa65vqEdcjDifhZ6+Trm6E+OT+PQpT+JFIzQwHFVVFXT0tElJTiUxPomQwHCJeqGB4dhOLHt2vTxu3riPu3sRe154zQ2NitlzA90Ss/pFSU5OYaytg6Q9X+7E24goiXK5ubmEh74FwNvzFb80rs/kaWOY5fB1NrA0st8J7aJqMbuooq9ZYna8POI9Q6jZr9iuOAUFpIcL773kN2/RqWFGE4d+UnHwP9tztQrY87RCe54YEIWagRZtZ1mLHPx2zkPwu/wcn5MPRGUUVJXouW48T7ZdqLBNLK4971Me6sX6RjU9TT58QXvdHs0YvGUq52b/USKD/vvEVPJz8yRmwRODo1FUVUZVV4PMd983IJdTeK8oF7vmSvqaZJfRDxWlmm1Hoq67klMkMaOyoTZatcxpvmUSzbdMAoR9qJxAwJDIwzwauZH4h75lNVkuz+/8jb+XeEmIQuHzqWOoS2KRfkhbT5vUxPITbRYUFBATLuzLQ9+EUrlGZYY72IgctuJkZ2YTHhiBaVXTCmm/c/MBnu7i8xbZcyN9ib5IX1+33HdF54XTuXz+BiePCp3GAL8gVFVVWLd1Gds27hHZ9tzcT0SECd/DfL3e8HOj+kywHylKxCctFBTkqVwYcVCvpiWvgsI5etmF5dPHlFnH400Q01bsYOqIftj07CBVPUX5Ue+XB7ee4OtRtA8V6tY31CO+SB+qo69DclI5fWhCMp9yP0n2oUHhqBTpQz/jvHwGPQZ0YcKg6US/jflmzWUhc/D/Bejo6DBv3jyWL1/OypUrWbRoEerq6qLvvyWEvaCg4KvKP3jwgDt37rBixQrRjD4IHe9du3bh5eXFq1ev2LVrF1WqVGHRokUIBALatm3L0aNHCQwMRF5enujoaAkHf9euXeTn57N48WIMDQ1RVFTEwcGhRCI9ZWXlrz6nssj4kEnGh7cSx+LjEmnXsTVensKXcyUlRVq0asKKJRu/2N7HjznExSYgLy9P735duXzh5ndrBMjOyCY7I07iWGpCCvXa/kyYjzAhioKSArWa1eHk2sNlthPsGUj9tg25sVc84FG/bUOCPYTOX17uJ8J8gjGuJjl6a1zVlKRo4UvYuY3HJeoDrLm9lZNrDuNxu/zcDkXJz80j1jeMalYN8LsuXptUrW19/G98fTtycnIihzXGO5TdXSXDxTo6D0FZS40biw+SEimdhHsFuXm89wlFt31DEq+I11Trtm9Awhe2Pyr4lMfHWKFRNxzQhqQ7HqIRaYGKEhR/Yc3P/+4lKNkZWcQVyzCbkvCOhla/EOIjnBFQUFKgdrO6HFlz8Lt+S0lFscTocX5evmig5VsQPp+SkRgJ8Ym0bd8SH883gLDzbNqyEeuWbf1ie916d0JXT5vTx0puT6msqkxeXkndXzuLV0J7RiYZYcW1J9GmQwt8vYpq/4X1y7Z/sb2uvTuio6fN2WOSz56v1+sS2+XNWmCPprYGy+dtIOrttw0yZmZklsjqmxifRKv2zUUJ8hSVFGnc8hc2F87El4aXqw+9BnaXmKWwrF6ZzMws0YuJp6sPltUrS9SrUr0ysZFxJdr7GjI+ZJTIjB8fl0D7jm3w8hDb85atmrL8G+15n37dvmjPBQKB6MW/ouTn5pHoG4a5VX1CrontooVVfUKvf71d1K9XhYyE8gfr5ARyVFKUzitcfm4ecb5hVLWqT0ARe161bX0CvtGeVyqya4RCGfakos9laeTl5hHzKowabRvw+rrYftdo24DXN1+WWa9+7xYM2mzPOac/eH2jZLm3boE07N9a4hnQr2pCTmb2dzv3ILzmKT5hGLdvQNRV8e8bt6tP5BfuFd1G1dGpXwXPJUckjmfFpXCzg2QfWmNsF4zaNeDpuC3fNauflZFVItN5cvw7Gls1ItBbuLRFQUmB+s3rsX/1gW9qW04gJ3IAS0NBSQGL6hZ4P6vYOvZS+6K4RKw6tMLHU+jMKSkp0qxVY9Ys/a3MdlRUlEtkZ8/L+3IfLxAIRI7i/5L8ggJycstOWu32OhCHFTuwH96XUf1KT+QoLX7U+6WsPrRlu2aiBHmKSoo0bvEzW1aUnaTa66UPPa27Sfah1SzIKtKHAsxdOZMeA7ow3noa4cFfP5j/Ncgc/H8Jurq6LFu2jBUrVoicfA0NDXR0dPD395cIfff398fcvPR1Nubm5ty/f5+srCzRLH5AQAAFBQWiOgEBAezfvx9HR8dS1/GrqKjQqlUrWrVqRYcOHfj111+Ji4vD1NQUHR0d6tevz+PHj1FQUKBWrVoYGYlnbAICAhg/frzot5KTk0vM3v8v2ffHYRydJhMcFEZocDgznaeQkZHJ+bNXRWXOXPoTT3df1qwQrptq1KQhJqZGvPLxw8TUCOf50xAIBOzaLjY6qmqqVK0mfJmVEwgwMzelXoPapKakER317bPKt/68Sr9pg4gNiSYuLIZ+0weTnZnN35fEocdzjy0lzDuYMxuEs+23/7zGwtMr6TN1IO63XtKke3Nqt6ovMet+fc8lpu2cTaCrH2+e+VKnVX1a9G3D9knrAUiJf0dKfMlRx+SYJBIj40scL4+/999gwBZ7or1DhNsq2XZGw0gH98I19f1/E4bYXpot3CKu2dhupL5NJDlUOEJZuUVtWk3qjduROwDkZn0kMVByli07PRM5+Uoljn8vkbuvUnfndNI9g0l7GYDZmK4oGusSc0iopc4OYQif33ThzKpKNRO0GtcgzT0IeW01Kk/pg3ptC/xmiGdek2+7YzGlN+neIaIQ/arzbEi64yGVmaqiXDtwBWuHIUSHRBEbGsOg6UPJzszmyaVHojJLjq8g2CuI4xuEL4HyCvKY17QAhB2UtoEOlnWrCgcQIoROmbuLKwPsB5EQGU9kYCRV61Wj74T+PDxfMktzRfhr93Gmzh5PSFA4YSERTHOaSGZGFpfPidf4Hz2/G2+P12xcJemADhtlzbNHL0uNrLl36xHj7Efi6/UGL3dfLKtaMGu+PfdvP/7m2fuyOLTnBPaz7AgNCics5C1TZ48nIyOLq+fEjuOhc7/j4/mazat2SdQdOnIAzx+5ltCelZlNULGsx+np76kkX6nE8YpyZO8pJs0cS1hQBOGhb5k8y47MjEyunRdvM7j/7A5eeb4RhdufOnie4eOGMH/1bE4cOIOphQlT50zk1F/isOoje05y5Oo+Js0cy42LLtRp8BO2E4aybc23L4koi71/HGam0xSCAkMJDQ5n1pxCe35GbM/PXv4LT3dfVi8Xvpg3btIQY1MjXvv6YWxixJwFDggEAnZuE2/LtmjZbO7cekhMdJwoK3/rts2xHTK5hIZvxXvfDTpvtSfBK5Q4t0DqjeyMmpEOr44K7WLnLcLfuDtrDwANx3fnfVQS7wKiECjKU2tgG6r1aMrNieJBrybT+xHvGUL62wQqKSpQudPP/GTdhidLyh4Q/lZe7r9B3y32xHiHEu0WSCPbzqgb6eBZaM/7/CbUfXW2UHeTsV1JfZvIu8KoKosWtWk+qTceRbY8DXbxpNmEnsT5hBHjFYJOFSPaOQ0m5J6nVG3i0/3XGfzbVKK8g3nrFkizkV3QMNLBtVD7oM3CJU7nnIT3ZoO+rRj8mz031xwn/KW/KBItL+cTWYWJ9l4evUOL0V3ptXQ0Lw7fRtvcgE6zBvHiyLdFMpVHwJ4btNhhzzvPEBJdA6kxujPKxjqEHBbqbrFd2Ie+mCG5zWp12468D4kl8bmfxPGCT3mkBRTrQ5PSyc/JLXFcGlw4cIHh04cRGRxFdFgUI2YMJzszm3sXxf3F+hNrCfAK5M/1wkTMw6cPw98zgNi3sSgoKtC8UzO6WHdm1xJxiPvERRP42+UFidEJaOtpM8JxBMqqShJ7n38vB/YcxWH2REKCwggNjmC600QyMzK5dO66qMzxC/vw8vBlw0rhIK7LrYdMmDoKH6/XeLn7UqWaBU4LpnHv9iNRPzNviSP3bj8mNjpOmJV/cE9atmmK3TAHqWkH2HroPFZNG2Csr0NGVjY3Hr3E7VUgOxcLf2fb4fP4BoWzf+VsAFx9A5i2cgc2PTvQu30LklKEUSICgQBdLQ2paiuLH/V+ObbvNBMcxxAeHEFEaCQTZ44lMyOT6+fviMrsPbOdV55v2L5G+KyePnSBYeMGM2/VTE78eQ4zCxPs50zg1EHxkoEFa53oM7gHs8bOJz31PXoGwvX+mRlZZGWWvm3gtyBz8P9F6OjosHTpUlauXMmKFStYvHgx/fr14/Tp0xgbG4uS7Pn5+bF+/fpS27CysuLMmTPs3LkTGxsbPnz4wN69e2nevDnGxsakpqayadMmunXrRs2aNUlNFY4kCQQCNDU1uXr1Ktra2lhaWiIvL8+TJ09QUVFBT09P4jeOHDmCvLw8gwYNkvh9MzMzHjx4QPXq1fn48SOHDx/+7lmRb2Hntv0oqyixduNitLQ18XT3YZj1BInRW8uqlSVCPpWVlZj/6wwqW1qQkZHJvTuPcJg8T2JN7C+N6nH+qvhlau7C6cxdOJ1Txy/gOFW8Vvdrub77IorKioxeORFVLTVCvYLYOGoF2Rni/eoNqxhLhPAHewTw+/TfGOQ8goEzbUh4G8/vDr8RWiT83+P2S/5auIe+U62xXWpHfFgc+5x24H1f+luhvLkqTKBk5TAAdUNtEgOjODF2I2mF6xg1TSUTvskJBHReMAwtc33yP+WT8jaeu+tP4n70bmnN/09JuPQcBR0NLGdao2Skwwf/SHxGrCU7Sqhd2Uwy6YtcJQEWU/pQq7opBZ/ySHn6Gvc+i8guMiMSvuUcBQUFVJtng5KJHrnv0km67U6oFBNKfebS7vMoKisyYeVk1DTVCfYKZNXIpWQXGTE3qmxMcox4cE3HSJeNN8ROg7GlCd1G9uD1c1+WDRMOEh1Yuo9hTiOYsHIKWvpapCSk4HLiNme3n5KK7j07DqKsosTyDfPR0tLEy+MVYwbbSzyflS0tiImWHGyyqGJGK6tmzJg4v9R2d27eT0FBAbMXTMXYxJB371K5d+sRm1ZXfBvI4uzbcQhlZSWWrJ+HlpYG3h6vGDfEgYwio/0WluYSIZ+ftbe0asasSd9uJ6TBnzuPoKysxK/rnNHU0sDH4zWTbBwlZiksqpgTFy2OkIn7f+yddVSVWReHH7q7sdCxxhpbHMfuBgML7G4FYyxU7C5sx+4Ya2xFQQUVRURRGkkJSen6/kAvXuGiAgZ+77MWa3HP3fu9v/uyOefdJ8MiGd1vMjMXTeHUzQNER8Xw79EL7Fi/V2Tz/OlLpgydyZQ54xgzbRjhoRFsWbmTY3tLbm31lg27UVRUZMWa+WhoavDE9Rn9zEeIjfRXMClPaEhefa6gqMDseVOo8L4+v3ntDhNGi9fnevp62O9chb6BHokJiXi+8GJAn9Hcvln8Uxd8LzxAQUuNBpN7oqKvyVuvEC4OWc279+eaq35St0jLyfLnvIGoGGqRmZpOjHcoFwevFjvfXk5ZkRbLhqFqpE1majpxvmHcnLYD33POlBSvLj5ASUuNZhNzdUd7h3By6GoS3utWN/6kTpSWptVH9XlcUCS3Vx7H7aP6/N7ms+Tk5NDcug9qRtqkxCTie9ONO8XYk6Qgnl90QVlTlVaTzFHT0yTCO4SDw1aJ1tRrlhFvixoPaouMnCxdbQfT1XawqDzAxZM9/ZcAEB8ew77BK+gyz5IJl5bzLiqOJyfucHtLye1MH3zeBQUtVWpMNUNRX5N4rxCcLFeT/L4dUi6Tf9NUWRVFypk1xXPdt9sh/0s5se0kCooKTFwyATUNVV49fcXfg+aIjdwaVTAWm5KtpKzE5GUT0TXSJS01nWDfYFZNW8Ptc7dFNnpGuszZMht1LXXiY+J5+eQVU3pOIzK05I7N3b5pL4qKititnIO6pjpPH3tg2XvsJ21RWbFnxc1rd5KTk4P13xMwMjYgJiaOm1fvsGpJ3iwuPX1dNmxfhp6+LokJ73jl6c0Qi/FiO/aXBNFx8cxZv4fo2ARUVZSoWqEMWxdMpln93A0ao2LjCXmT93xy7tZ9UtPS2X/2GvvP5nXuGuvrcGXX8hLVJonSGi97txxCQVGBv5dbo66hhoebJ+P6TxNrQ8ualBFbvhcRFsnYflOxWTSZEzf28zbqLWePXWTn+n0im/7DcvOnXafFBzO2rdnD9jVfN6uhIKRyvnSHIIFvgr29PYmJicyenffgmpCQgJ2dHdnZ2SxYsIDr169z8+ZN4uLiMDY2pl+/fjRu3Fhkb2FhwfTp0zE1zV2zFxQUxL59+/Dy8kJeXp6GDRsybNgwlJWVefHiBYsWLcqnQ09PD3t7e27cuMH169cJDw9HSkoKExMTBg4cKLYPQGpqKqNGjSIzM5OdO3eippbX+xcUFMSOHTsIDAxEW1ubvn37cu7cOZo0aYKFhUWBej+HoeaXH6HxM9FRs8aPllAkKucUf/nEj6JZasaPllAktikWfC59aeBxUtDnjX5CZKW+zSkZ3wN56dLZNx+VWrw9In4ktuoNP2/0E5JQig9DfidVsjOfvhe100puCcL3Zo+s5DXoPzNeySW3dvl7431P8nKpn5nu7b9Px8C3ICKjaEdE/wy4v/myziIhwRf46RES/O+LkOB/f4QE//sjJPjfHyHB//4ICf73R0jwvz9Cgv/9ERL8H8OXJviluOoXEBAQEBAQEBAQEBAQEBD4gJDgCwgICAgICAgICAgICAj8AggJvoCAgICAgICAgICAgIDAL4CQ4AsICAgICAgICAgICAgI/AKUzp16BP6vyMwumXOsvzft05V+tIQicVK29G6EtT094EdLKBKDlf740RKKzNmEkju66HvSTL90bt5ZmhmsWPlHSygy0ZTO/Yj9pFI/b/ST8iYr+fNGPyEzOqT/aAlF5szt73MmekljqlrpR0soMtkB7p83+gl5Eu//oyUUmcqqxj9awjdHGMEXEBAQEBAQEBAQEBAQEPgFEBJ8AQEBAQEBAQEBAQEBAYFfACHBFxAQEBAQEBAQEBAQEBD4BRASfAEBAQEBAQEBAQEBAQGBXwAhwRcQEBAQEBAQEBAQEBAQ+AUQEvwCcHR05NGjRz9ahoicnBwuXryIr6/vD/EXEBAQEBAQEBAQEBAQ+PkRjsn7hMePH3Pq1Cns7OyKdZ09e/YQHBzMwoULAbC3tycxMZHZs2d/9bXOnTuHh4cHnTp1KpKWr/GPjIxk4sSJLF++nN9++61Inwdw4sQJHjx4wNq1a4t8jaIy8+9JDB5qgYamBk9c3ZlpvQivV5I7N2RlZZlqPYZ+A80xMjLA1yeAxbaruXXDSWQjLS3NzDmT6GvRAwNDfSLeRHLq5AVWLdtMVlbxj/GrOqQdNcZ1QUlfkzjvUFwXHCLqoZdEe2k5GWpNNaNS72YoGWiRGh2P5/ZLeO25JrKpNqIjVYe0RaWMLmmx7wi59hi3JcfITE4rtt5P6T9tIB0HdkRFQxVvN292zN9GsHeQRPv2AzrSuncbylctj5SUFAEv/Dm89hAvH3kWaN9nQl+sZg3hv30X2blge4npnj5rPIOG9EVDUx23x8+YO2MJ3q/8CvUZMcaSwcP7UaacMXExcVy97MDShetITso90klaWhrr2RPoZdENfQM9IiOi+Pfkf6xdYV8isWJq2Y7mY7qhpq9JpHcoFxcfIPBRwbFSs2Mjmgxqi1FNE+QU5Ij0DcVhy1le3ngismnUvzX1ejXHoGpZpKSlCHsRyPW1p3jtKjn+ShIzs86MGmlJvXq10dPToW27Pjg6On/WZ/QoK+rWrYWiogIvX3qzfMUmLl68/k21Dp0+mG4Du6CmqcZLt1dsmLuJQO/XX+TbpmdrFtjPxfmGC38PnScqHzhhAC06/0W538qSkZ6B55OX7FqxhwCvwP973Z9S16odjcd0QVVPk2ifUG4tOkSIhNj/mDINqzLg+Fze+oWxt8Pf30zfBxpataPpmK6o6WkS6RPKtUUHCZKgs0KT6rSZ1Q+dSkbIKSkQHxKN23EHnHdeEtnoVSlDy+l9MKplglZ5fe6sP82dDWdKRKvZVAtaDWiPioYKfk99ODh/N6E+wYV/v06m9LLuj355QyKD3nB6zREeX30oen/kmok079NazMfXzRs7c/F7X+mPyvS2GUjl+lXJyYEQr9dsGLmCd7GJRfoultMG0WVQZ1Q1VHnl5oX9PHteF9IONe/6Fxbj+2JcwRhZOVlCA0I5s/ssN07dENl0H9KNLoO6YFDWAIDX3q85uukoD2+V/CCQTLXaKHS2QMakKtJauiTvWkXG3auF+sg1bolCt4FIG5YlJzGetBtnSb98osS1SaLP1P60HdgBVQ0VfNx8+Gf+DkIKiZ+yVcrRd/oAKtaqhEF5Q06uP8apDcfyXbPvtP5iZXGRsYxpNEzQ/p491x9z85k/ryNjkZeVobaJIZO7mVLZSKdQv/svg9h+5SG+b2KQl5WhbkVDpvVoRgV9zRLVJ4nS+HwOMNJ6KD0HdUNNQw1Pt5esnrOBAO9AifZdLToxf0P+fK9FxQ6kp+Ueozl44kBadWlBhd/KkZ6ewYsnnmxdtgt/r5I57vn/YgTf3t6eFStWiJU9fvwYS0tLjh49KiqLiori4MGDzJkzBw0NjRLVMGzYMCZNmvTVft7e3jg7O2NtbY2s7Nf3xxTXv7Qxaeooxk8cxuwZdrRv1ZuoqLecPrcXVVUViT5z5k9l6PD+zJm5hGaNu7D/n6PsP2xP7Tp552RPnjaaEaMGMWfmEpo27MTcWUsZMXIQU63HFFtzhR5NaLjYkuebzvNfh3lEufrQ5vAMlMtIrqj/2joB41Z1cJn5D+ebz8Bx9GbiPPMaJhPzptSf15/nG89xoeVM7k/ZTpk2f9DQzqrYej+l17jemI0yY+eCHdh0m0782zgWH7ZDSUVJok9t09rcveDE/AFzmdnTmlD/UBYeXIyRSf6zSavWq0aHAR0J8CzZM+7HTxnBmAlDmT9rGV3b9uNtVAxHz+xGRVVZoo9Zn67MXWTNpnU7adWkO1PGzaFN++YsXp5XkU+YOoIhIwewYPZyWjbuxoK/VzBkZH8mTRtVbM21u5nSzXYwt+3PsbnLHF4/9mbovlloGBccKxVNf8fP+QX7h69mc9c5eDk8xXLHdEwaVRPZVDKtgcdFF3YPWspWswVE+4cz/MAsdEwMi633S1BRUcbZxZUZMxd9sU+L5qY43L5Hz56DadS4I5ev3OLUyT00a9b4m+kcML4fFqP7sGmBPWO7TiA2Oo41R1YWGucfMCpvxLh5o3F3eZbvvbpN/+DsgfNMNJvCtH4zyMrKYu3RVahplsx51KVV96dU79aEtraWuGw5z76u8wh97EOf/TNQkxD7H1BQV6br+rG8vvfim+j6lBrdTOloa8XdLefZ2XUuIY+9Gbh/JuoSdKYnpfJw71X297VjW7uZOG05S8tpvWlo1U5kk5v4R+Gw5iSxQZElprXLWDM6jezBIds9LOwxi8ToBGYcWoCiiqJEn9/qV2X8luk4n3VifhdrnM86McHehkp1q4jZPXdyZ3KjEaKfdUOXir1fqW4VbA4u4JXLCxab/41t9xlc3nmerMyiPZBbjOtL79G92Dp/G5O6TSE+Oo7lR5YVGucJsYkc2XSMqT2nMbbDeK6duM701VNp1LqRyCY6PJo9y/5hYpeJTEaXBoMAACAASURBVOo6Gff77tjuXkDF6iZF0lkYUgpKZIUEknLInpy01M/ay9ZpjNLYuaTf/o/EuSNJObARhY69kW/Xs8S1FUSPseZ0G9WTvba7mNN9Bglv45l7eFGh8aOgpEBUSCTH1xwhIuiNRLtQ3xBGNxwq+rHpOEXQ/hGuvqFY/FWL/VN7s3OCGTLSUozZeo74JMlxE/o2gal7LlHvN2OO2ViwfVwPUjOymLjzQonrK4jS+HwOYDVhAAPGWLBu3iaGdxlLTHQsm46tQfkzbWhKcgpd/ugl9vMhuQeo/2ddTu8/y6geE5nYdxqZmVlsPr4W9RJqQ/8vEvxPcXR0ZO3atQwcOJABAwaIyvX09NiwYQOGhiX/YKusrIyKiuQglkTVqlVZuXIlysqSk46S8s/MzCzSZ/xMjB0/hI3rd3Lx/DVevfRh4thZqKqq0LtvN4k+Fv17smnDLq5fvc3rwGD27jnKjWt3GD9puMimcZN6XL3swNUrDgQHhXLl8i2uXL5Fg4Z/FFvz76M743fCCd8jt0nwDcN13gFSIuKoOrhtgfZGLWth2LwWDlareeP4nKSQaN66+RHh/FJko9ewCtFPfAk4fY+kkGgi7nnif+ouuvWKPitDEt1H9OT01lM4X75PkPdrNk5bj5KKEi3MWkr0WTdlDZf2XyTghT+h/qFsm2NPyrsU6reqL2anrKbM9E02bJ65iXfx70pU98ixVthv3M2lC9fxeunL1PFzUFVVwbxPV4k+DRvX5YmrO6ePXyAkOIx7Tg84dew89RrWEbO5ceU216/cJiQ4jOuXHbh++Tb1GtYutubmI7vw+JQjj445EOUXxoWF+0mMjMPUsl2B9hcXHeDOtguEuPvx9nUENzeeIdQjgBodGopsjk+1x/nANcJfvCbaP5yzc/8hLSmVqi3rFHjNkubw4dMsWbKeK1dufbHPdGtbVq+255HrU/z8AlmyZD1PnjyjZ4+izXL6EvqM6MUR+2M4XnIiwCuQ5dNWoqyqTDuzNoX6ycjKMN9+DrtX/kN4UHi+92dazubKiasEeAUS8CqAZZNXoKGjQa2GNf+vdX9Kw5GdeX7KiWfHbhPjG8ZN2wMkRcZRz7LgevIDnVeP4vkpJ8KefJ8lak1Hdsb9lBNuxxyI9g3jiu0BEiPjaCjhfzT8eSAvLrgQ5RNKXHAUHv/ew8/Rg/IfdcKFPfPn+tIjPD93n4yUkpuB1XF4N/7b9i+uV1wI9Q5mp/VmFFWUMO3ZvFCfl87PuWB/mnC/UC7Yn+aVyws6DhdvYzPTM4iPihP9JH1Sfw+cP5SbB65wwf40od7BRASE8/jqA1ISk4v0XcxGmHFi60nuXr7Ha6/XrJ6+FiUVJVqbtZLo437fHeerzgT7hRD+Opyz/5zD/2UAtRrnxbDzNRdcb7sSFhhOaEAo+1btJyUphd8b/C7xukUl89lD0k7tIdPVEXJyPmsv92c7Mp86k37rPDlR4WS6PyDt4lEUuvT/rG9J0GVEd85tO83Dy84EewdhP30jSipK/NWzhUQfv2e+HFq6j3vnHEkvJJazs7LE4icxJkHQ/hHbxvXArMnvVDbSoYqxDkst2xH7LpWnAfnr6g94BkeSmZXN5G6mlNfTpHpZPUa0q09wdAKx71JKXOOnlMbnc4B+I/twcMsRHC454u8VgN3U5SirKtPBvOA6/QM5ORATFSP28zFTB87kv+NX8PcKwO9VAIsmLUNTR4M6jWqViO7/uwT/0qVLbN++nbFjx9KlSxdRuYODA9OmTWPQoEFMmTKFixcvkp2dDeRON7ewsMj3c+JE7jSo7OxsDhw4wLBhwxg2bBj79u0T+X7g41kE169fZ9SoUfmmjmzcuJFVq1YB8ObNG1atWsWoUaOwsrJi1qxZPH78WMz+wYMH2NjYMGjQIIYNG4atrS1xcXFf7D9hwgROnDjB1q1bGTp0KJs2bRK9FxUVhZ2dHZaWlkybNo1nz8RHcEJCQli+fDmDBw9m5MiRbNiwQfTZn+Lp6cmAAQPyvX/06FFsbGwK9CkKFUzKYWCoz+1b90RlqalpON93pVGT+hL95BXkSUsVr6xTU1NpYtpA9NrF+TF/NW9C5SqVAKha7TeatzDl+rU7xdIsLSeDdp2KhN/xECsPd/RAr2GVAn3KdmzIW3d/fh/dBXPXTfS4u4aGdlbIKiuIbCIfeqNVswK69XMTeuUyOpTtUJ/QW+7F0vspBuUN0NbXxs3RTVSWnpbOiwcvqP4VD0Cy8rLIKcjlS+InrJjI/Uv38LiffwSxOJSvUBYDQz3u3LovKktNTeOBsysNG9eT6PfQ5Qk1a1en/vuE3risER06t+bWdaePbNz4s3ljfqtSEYAq1X6jWYvGYjZFQUZOBuNaFfFxEo8VH6dnlG9Q9Yuvo6CqSEp8kuTPkZdFVkGuUJufEVU1VWLj4r/JtY3KG6FjoMMjx7w6ND01HfcHHtT8TEI7ctZw3gRHcPXUly0fUFJVRkZGpkQ6tEqr7k+RlpPBsHZFAh3FYz/AyYMyDQquJyF3Sr+KngbOm8+WuKaCkJaTwah2RfwcxesrfycPyhWi82MMa1agXP0qvH7w6ltIFKFXzgBNfS2eOz0VlWWkpeP10JMqDapJ9KtcryrPncTbEQ/Hp1SuL+5TpdHvbHb9h5W3NjNs+VjUdNRF76npqFOlQXXiI2OZe3IJmx7tYc4JO2r8WbROUMPyhugYaPPYMW/pUXpqOh4PnlOjQY0vvk7dZnUp91tZPB48L/B9aWlpWvZoiaKyIp6PXxZo8z2RkpUjJyNdrCwnIx1pHX2kdA2+6WfrlzNAS1+bZ47i8fPy4QuqNqhe/OuXN2Tbgz1svruDKZut0S9Xct+nNGuXRFJqBtk5Oah/9Bz4KTXK6SMrI82/zp5kZWeTlJrO+Yde1Cyvj5bq52d0FYfS+HwOYFzeCF0DHR7cyVuSk5aazlMXd2p/pg1VUJTn34fHOO96kjX7l1O1VuVC7ZVVlZCRkSGxhNrQX3/O9kccO3aMixcvYmNjQ/36eQF148YNTpw4wfDhw6lUqRJBQUHs2LEDWVlZOnXqRI8ePejQoYPI/tmzZ2zbto3q1XMrggsXLnDz5k3GjBlDhQoVuHr1Knfv3qVixYoF6mjatCl79+7Fw8ODunXrArkB6+rqyvjx40Wv69atS//+/ZGXl8fFxYU1a9awZs0aypQpQ1xcHBs2bGDgwIE0adKE1NRUfHx8RJ/xOf8P/Pfff/Tq1YsVK1aQ81GP8bFjx7C0tGTkyJGcPn2aDRs2sHXrVhQVFYmNjcXW1pbWrVtjZWVFVlYWR48eZeXKlSxduhRpafF+oxo1amBgYMCdO3fo2TN36lh2djaOjo507969SH/LgtDX1wUgMjJarDwyMhojY8kVrMPNu4wZP5R7Tg/x8wukRaumdO3eARkZGZHNpvU7UVVV4f6jS2RlZSEnJ8fa1VvZu/tIsTQraKshLStDapR4YpIaFY9S84J78dQq6KPfqCrZaZk4jtqIvLoyjZYMRslAC6fRuZ00r8+5oKClSvsz85GSAmk5WfxPOuG25FiB1ywqWnpaAMRFi3fexEXHoWNY+NTZj7G0sSI1OZWH1x+IytoP6IihiTHrp64rGbEfoW+QGytRUW/FyqMi32JoJDlWzp+5jJa2Jqf/O4CUFMjJyXHq2DmW2ubtNWG/YTeqqsrcdjkvipWNa3awf0/x7r2ylhoysjK8ixaPlXfR8VRu9mU9vqZW7dEw1Mbt37sSbTpYW5CelCq2Tv9nZ9zYIZQtY8Thw6e+yfW138d5bFSsWHlsVCy6hroS/Rq2aEDr7q0Y2fHLpwpOWjQBn+e+vHhc8H4UX0Np1f0pylq59WTSJ7GfHBWPioTY161WlmZTzDlkvpCc7M+PhpYEeTrFR+ySouJRaVb4w+BUl80ov28PHDec4fHhm99SKhp6uWtu4z+5pwnRcWgVUndr6GmS8El9nxAdJ7oegMcdNx5fcSEqOBLdsvr0thnA7COLsO0+g8z0TPTL59ax5tP6cWzZAV57BtC4S1NsDszHtvsMgl9+2f4QH5AU51/SDimrKXPk0SHk5OXIzspmyzx7XG+7itmYVDdhw9l1yCvIk5KUwuJRdgS+Cvwqjd+CjOeuKA2aQEatBmS+eIK0fhkUOvUBQFpDh6zoiG/22Zrv12x/2vbHR8ehbfDlbX9B+D71Zqv1JsL8QtDQ0cB8kgV2Z1Zg3X4y7+KKtj/Dx5Rm7ZJY9a8T1croUqeQpXVldNTZPq4HM/ZdYflpR7JzcqheRg/7MZJH0EuK0vh8DqCjrw1ATLR43RITHYteIW3oa78glk5fhY+nH8oqSvQb2Yed57Zg1W4EwQGhBfpMWzwJr+c+eLiWzHKy/5sE/9mzZzx58oTZs2eLJfcAp0+fxtLSElNTUwD09fWJiIjg6tWrdOrUCUVFRRQVc9flhIWFsXfvXiwtLalTJ3cU79KlS/Ts2ZM///wTgKFDh+LuLnmkVFVVlXr16uHk5CRK8B8+fIi0tDQNGuT2SpmYmGBiYiLyMTMz49GjR7i4uNC7d29iYmLIysrC1NQUPT09AMqXLy+y/5z/B37//XdR0g25m+wBdO3alYYNc6fxDhw4EEdHRwIDA6levTrXrl2jQoUKWFpaivwmTpzI8OHD8ff3p3Ll/L1Ubdq0wcHBQfRZ7u7uxMfH07x5wVMBb9y4wY0bNwp87wN9LLqzZsNi0euBfUcDiHVUAEhJSeUr+5g5M5ewfvNS7j26RE5ODoEBQRw9fIYBg3qJbMx7d6XfADPGjLDm1UsfatX5nWUr5xIUGMLhg8VPKvLJK0yztBQ5OXB3gj0ZibnTqh7N20/bo7N5pKtOanQC+qbVqT3VjEdz9hH9xBc1E0Ma2llSZ0Zvnq0+XWSdLc1aMW75BNFru6GLCvwCUlL5/w6S6Da8Bx0HdWbBwHmkvJ8mVqZSGaxmDubvPrPIzCj+0hHzvl1ZuW6h6PXgfuMk6C48Vkz/bMhUm7HMsbHD7fEzTCqWZ/GKv7H5eyJrlm8BoEevzvTp34MJo2bi/cqXmrWrs2j53wS9DuHYoRLYGKsgzV/gVrNTIzrPGcixSZuJC40u0ObPYZ1oPLANeyyXk/YNpuwNGGDOVvuVotfdulty797DQjw+j7l5F1asmM8gy3EEBRXccH4t7czbYL1imuj17CFzgYLqFkDC3dfQUmf2uhksmbT8i0e1xy8YS+1GNZnUa1q+WWC/su4v5gvrSRl5WXpsmYjD0iPEB0d9Oz2S+FSTlJSk2y1iX9/FyCsrUqZeZdr93Z/Y4Cg8CumI+1qa9mzO0GV5HTbrhi8rUOvn6sACXHL/Dh99wQcX8kbpQryCCPTwY+297fzRugGPrz5ASip3EMDhyDWcTuYuzQl6EUB105q0GdSR/fN2Fvr5rc1aM2VF3p5G84faSvguBYkVJ+VdCuM7TUBRWYl6f9VlzILRRIRE8vRe3uhuiF8I4ztNQEVdlb86N8NmvTUzLGbx2uvrOiJKmozb/yGjb4zyFDuQkSUnJYn062eQMR8KOSWzudgH/jJrwahl40SvVwxbkvvLp6HO5+Pnczy9Ld657O3mzWan7bTs05r/dp//6uuVZu1fwpp/7/LUP5y9k3shIy15YnZ0QhILj92iW6PqdK5fhaS0DLZeesCMfVfZNcEMaWmpEtNUWp/PO5q3Y9Yqa9Fra6vZheiWfJ3njz15/lFnt4frCw5c303f4b1YN39zPvsptuP5o3FtxphNKrE29P8mwS9XrhzJycmcPHmSatWqidbDJyQk8PbtW3bu3MmuXbtE9tnZ2fn+oElJSaxcuRJTU1O6ds1dp5ucnExsbCxVq+ZNkZWWlqZy5cq8fSs+OvgxzZs3Z+vWraSlpaGgoMDdu3cxNTVFXl4egJSUFI4cOYKrqytxcXGi6fwfkngTExNq166NtbU1derUoU6dOpiamqKurv5F/h+QtFN+hQoVRL9raeX2jsfH5/b0+/v78/LlS6ys8m/Y9ubNmwIT/FatWnHs2DG8vLyoVq0aDg4ONGrUCDW1gjeTaNeuHe3a5a5v2b214KToyqVbPHbN60j5cO8MDPQIC83bAEVPT4eoSMl/i7dvYxk8cDwKCvJoaWvxJjyCBYtsCHodIrJZaDcT+817+Pf0fwC89PSmXDljpliPKVaCnxaTSHZmFkr64ps6Kuqq5xvV/0BKRBwpb2JFyT1AvE8YACpldEmNTqDurL4EnnXG98htAOJehSCrrIDpmhF4rPuXnKyiVSAPrz/Ayy1vN2g5BTkANPW0iA7PSxo1dDTz9Y4XRLfhPbC0sWTRkIX4uHuLyqvVr46Gjgabr9uLymRkZajZpCadLDtjUb03melfnvhfu+yAm2ve9F7597r19HXFYkVXT5voKMmxMnPeZM6dvsTRg7mdJK88fVBWUWL1xsWsX7WNrKws5i+2ZvvmfZw/c1lkU7asMROnjSpWgp8cm0hWZhaqeuK73aroqOcb1f+Ump0aYbF+PCenb5M4Mv/nsE50sO7L3qGrCHEv/CSBonLhwjUePsxbzhEaKnmjoi/B3LwL+/ZuYtjwKSW6g/69a868dMubIi0nnxsv2vraRIXnJYyaulrEfDJq+IGK1Suia6jL2qOrRGVS7x+gbgZeZWibEQT759UxE2zH0aZHK6ZZ2BS45v1X1v05kmNz60kVPfF6UllXneQCYl9FXxPdqmXpsmY0XdaMFn0HKWlpbPz2c2roagKdCp6G/S10quiq55t98Clx7zsiIr2CUdXToOW0XiWa4LvdeITf07xZfh9iQ0NPk5jwvDpPTUcj3wj9x8RHiY/WA6jraJAgob2C3F3EY9+8xaCikeg1QJhPiJhdmG8o2saSR8U+4HLdBa+n+eNcS1+bqE/aodiowtuhnJwcwgJz49bf059ylcvRf2I/sQQ/MyNTZOPzzIdqf1Sl10hz1s/Y8Fmt35rUE7tIPbkHKU1tchLikK2ZO4CVHVWyo/eu1x/i45bXRn+455p6mrz96J6r62oQ/wVt/9eQlpxKiE8whiZGRfIvzdo/x+p/73LVzYddE8woq1v45uDH7z5HSV6OaT3+FJUts2pPx4X7cQ8Mp16l/JscF5XS+nzudO0eL9zylt98iBUdPW0iw/LaUC0dzXxr6gsjOzubV8+8KFexbL73piycQPuebZjQdxphJdiG/t8k+FpaWsyaNYtFixZhZ2fHvHnzUFVVFfWUjBo1imrVJK87y8rKYv369WhrazNixIhi62nQoAEyMjI8evSI2rVr4+Hhwdy5c0XvHzhwAB8fH2bOnImxsTEKCgosWrRItBGetLQ08+bNw8fHB3d3d27dusWRI0dYuHAhJiYmn/X/gIJCwet1Pp7+IpU73CPq8MjJyaFevXoMHjw4n5+k0wfU1dVp2LAhDg4OGBsb4+rqyqxZs77ijuXn3bsk3r0TXycc8SaSlq2b4fYkN5lTUJDHtGlDFs5fWdAlxEhLS+dNeASysrJ069mRc+8TNAAlZUWyPkmKs7KykZYq3jYW2RlZxDwLwKhFLYIu5o1kGjWvRdClgo/hiXrkTYXujZFVVhAdeadeKbfxeBeS21jJKMmT80kvYE529oehuyKTkpRCSpL4yG5MZAx1m9fF91nuw6Ocghw1Gtdk37J/Cr1Wj5FmDLQexOIhC/Mdj/fgmguT2k0QK5u8dgphAWGc2nLyq5J7gKR3ySS9Ez8uKeJNFC1aN8XdLfdBX0FBnsamDVhiu0bidZSUFPPtnZGVlS36H8m1USLrk3uflZ1V7N7xrIwswp4HUOWv2jy/lLeUocpftXl+RfIoeO2uTei7dhwnrbfx/HLBdn+N6EK76X3YN2zVNz0er6D/2aLSp093/tmznuEjpnHmzH8lcs0PpCSlEPpJnL+NeEvD5vXxcs+9P/IKctRpXIvtSwoebXz11IthbUeKlY2YMQxVTVU2zt1MeHDeQ87EReNp06M1U/taE+RX+BFlv6Luz5GdkcUbjwBMmtfC61JeDJv8VQvvy/nryXdvYvmnvfgRRfUGt8Pkr1r8O3oD8SHfZlQ/OyOLcI8AKjWvzcuPdFb6qxYvC9ApCSkpKWTfP1iWFKlJqaQmiXeoxUXGUvOvPwh4ltuhJ6cgR7VGv3Ns+QGJ1/F186bWX3W4vPOcqKzWX3XwfSK53lDVUkPLQJv494l9dEgksW/eYvhJQmFY0YgQL8nH2n2goHbobUQM9ZvXw/t9R7Gcghy1Gtdi99Ldn73ex0hLS4se6iUhJS31WZvvSk42ObG5bb+caWsyfV6Qk1iyiWpB8RMbGUPt5nXxe5a7gaWcghzVG9Xg8LJ9JfrZcgpyGP9Whhf3PT5vXAClWXthrDzjxNUnPuyeaEZFA63P2qemZyDzyXOI9Ptnl5JexVRan8+Tk1JIThKfCRgd8ZbGLRryUtSGylO3SR02233dkc2Vf6+Ej6f44Mm0xRNp37MN43tP5bXv5+u+r+H/JsEH0NbWZuHChSxevFiU5GtqaqKtrU1ERAQtW0re9Xvfvn1ERkaybNkysePmlJWV0dLSwtvbm1q1ctcC5uTk4OvrKxr5Lgg5OTmaNGnC3bt3SUxMRFNTkxo18jaD8fb2xtTUVLSOPzU1ldevX6Orm9e7LSUlRdWqValatSp9+vRh+vTp3L9/HxMTky/yLyoVK1bE2dkZXV3drzp6r23btqxbtw59fX00NDSoXbv4u4p/yvat+5luMw4fb3/8fAOwnjmepKQkTp+8KLI5c34/Tx4/Y8mi3HXT9RvWwcjIkOceLzEyMmDm35OQlpJm88a8GR1XLzswZdpogl6H8OqlD7Xr1GDcxGGcOFr8zZte7rzMn5vG8fapP5EPvak6uC1Khlr4HMhdg/nnxtxplfen7AAg8N/71J5mRtP1o3m29gzyGso0XGzJ6wsPSHubu/Yz9Lob1Ud35q17ANFP/FCraMAfM/oQesOtyKP3kriw5xx9J/YjxC+EMP8wLCb3IzU5BcezeRucLD66FJ+n3hxcuR8A8zG9GDTDivVT1xIWEIrm+xGh9NR0khOTSUpIIilBvHFITU7jXdw7gr7w/O7PsXv7QSZPH42vdwD+foFMsRlDUlIy/57KSxaPn92D2xMPVizOHam5fuU2o8cPwf3pC9xcn2FSqTwz5kzixtU7osT/+pXbTJwyguDXIXi99KVWnd8ZPX4Ip44Vf3qe0+5LWKwbT7C7L69dvWli2Q41Ay0evF+v23dt7jTEk9bbAKjTvSkW68ZxadkRAh6+QvX9yGJWeqZoE73mo7vRwcaCE9PsiQ4IF9lkpKaTlvjtd9bV0tKkfPkyaGjkzj6q/JsJ8fEJvHkTSUREbiK295+NAAwbnnvckIVFD/bt3cSsWXY4OblgYJC7TCk9PYPY2JJ9sP3AqT1nsJw0kCC/YEL8Q7CaPIiUpBRunM3b/X/tsVW8eurFrhV7SE1JzXcm/LuEd8jIyoiVT1kyiQ692zFvhC3v4hNF64lTklJISf78UVm/qu5Pcd19ma7rxxHu7k+Iqzd1B7VF1UCLp+9jv8u63Hry0vQdZGdmEe0tPjqcHJ1AZnpGvvKSxnn3ZczXjyPM3Y9gV28aDGqLmoGWaE19z3VjATg3PffhsNHQDsQFRfHWP3cWVvkm1Wk6uiuuB/NmpEjLyaBXJXfkR1ZBDhU9TQxqVCA9KZXY10Ufqb36z0V6TOhNuF8obwLC6DGpD6nJqbicy9sQdOZhWwLcfTm56jAA1/75jzkn7Og23pzHVx/SoGNjqjetxdK+8wBQUFbEfKoFj664EB8Zi25ZffrOHETC2wQeX83rmLy08xzmU/sR/Oo1r18E0Ljrn/xWryoHbb8uIf/A2T1n6T+pP8G+wYQEhDJw8gBSk1NwOHtbZLPi6HK8nnqxd+U+AAZM6s8rt1eEB71BTl6Oxm0a0bZXG7Yu2CbyGT57GA9vPSQqLAolVWVa92xFnaZ1mD/Etkg6C0VBEWmD93skSUkhraOPdPnfyHmXSE5MJAp9RyBbsTpJq2bkmqiqI9e4JZkv3UFODvnmnZBr1JKk5dMK+ZCS49KeC5hP7EuYXwjh/mH0mtSX1ORU7p5zFNnMO7IYv6feHF11CAAZOVnKVikHgJyCPJp6mlSoUZHUpBQiXucm4ZZzh/L4xiOiw6LQ0NGg12QLFJQUuXPaQdD+nmWn7vDfIy/Wj+iCurIC0e+fl5QV5FBWyB0t33TBmedBEeycYAZA8xomHLrjzvYrD+ncoCrJqRls/s8FQ01VapTVK1F9BVEan88Bju8+xdDJlrz2DSLIP4RhU61ITkrh2r95y4g3H1+L59NXbFueq2vE9CE8f+xJcEAIKmoqWIzoReXff2PV7PUiH5tlU+jcuwMzh88jIf4d2nq56/1z29DiP3v9XyX4kDuSb2tri52dHYsXL2b+/Pn07duXf/75B2VlZerXr09mZiYBAQHExMRgbm6Og4MDDg4OzJkzh8zMTNFu8B/W5nfu3JmzZ89ibGxM+fLluXr1KnFxcYUm+AAtWrTAzs6OyMhImjVrJrY5nbGxMc7OzqKR/uPHj4uNHHp7e+Ph4cEff/yBpqYmAQEBvH37lrJly36Rf3Ho2LEjN2/eZMOGDfTs2RN1dXUiIiJwdnZm8ODBKCkVvBtnnTp1UFVV5dSpU5iZmeXbjK8k2LxhF0pKiqxauwANTQ2euLrTx2y4WE+iScVyhIbmTYNRVFBgzvypVDApR1JScu4RHKNnkBCftyHK3zPsmD1vCqvW2qKrp0PEmygO7jvBmpVbiq359fkHKGipUWtKT5T0NYnzCsHBcjVJobnTllTKiHfKZCancbPfChouGUzny4tJj0si+Opj3JYeF9l4bDhLTk4Of8zog7KRNmmxiYRcc8N95Yli6/2UM9tOI6+owJgl41BVV8X7qRe2gxaIjbAYljckV81IAAAAIABJREFU+qPpTZ0Hd0VOXo6ZW8VH2W6evMEm6+8z7XHrxj0oKiqwdPU8NDTVcXv8jIG9R5H0Lu+YpgoVy4lNJ9u4Zgc5OTnMnDMJQ2MDYmNiuX7lDivtNops5s1aysw5k1m2Zj46utpERkRx5MAp1q/aRnHxuOiCiqYqbSaZo6anSYR3CPuGrRKtqdcsI75BUJNBbZGRk6W77WC62+bNuPF38WRX/9x1iE0Ht0dWXpaB9uJn9T4+dYdTNjuKrflzdO/WgT178hq9HTtyZ1AstluLnV3uBovlyomP9I0eZYWcnBzr1i1m3bq8dX537tynXfu+30Tn0a3HUVBUYOqSSahpqOH59CUzBs0Wi/MyFYyJCvu60WHzobn7kqw/IT5zZN+6A+xbJ3kk9VfX/SmvLj5AUUuNphN7oqKvSbR3CKeGribhfT2p/gVTu78HnhddUNZSpflEM1T1NYn0DuHI0NXEv/8f1TAW/x+Vlpam7d/90SyrS3ZmNrFBEdxceQzXQ3mb7KkZaDHm8jLRa20TQxpatiXQ2ZMD/cXPl/8aLm0/i7yiPIPtRqGsoYL/Ux9WWy0m9aOztPUrGIpN4fd94sXWSevobTMQ86n9iAyKYOvEdfi/n/6fnZVN2eoVaNarFcrqysRFxvHS5Tn2E9aKXffaP/8hKyfLgLlDUNVSI9Q7mLVDl371BnsfOLHtJPKK8kxYMgE1DVVePfXi70FzxeLcqIKR2FIVRWVFJi2biK6RLump6QT7BrN62hpun8vrnNbS12Lmxhlo6WmTnJhEwMsA5g2ez+M7Jb8JqUzFaqj+nbeprGKvoSj2Gkq601VSdq9CWkMHaX3xulCuWQcU+40BKcjy9SRp+XSy/L/dLKyPOb/9X+QVFRhuNxoVdVV8n3qzzHKh2N/ZoLwhb8PypsFrG2iz6nJefW9oYkR7y068cH7O4v65nUQ6hjpM3myNupYaCTEJ+Lh5M898JtGhJTfzpjRrBzhxN3fm4eit58TKx3RsxLjOjQGISkgm+KMNPxtXLctyqw7su/WE/bfcUJSTpbaJIfZju6Ok8O1npJTG53OAg/ZHUVBUwGbZVNQ01Hjh5smUATNI/qhuKWtSRmwKv6q6KrNXW6Ojp827xCS8n/swttdkPD9aWtRnqDkA9ifzYgpg99p97F67r9i6pXKKu6NEKcDe3p7ExERmz85LJhISErCzsyM7O5sFCxbg4eHBhQsXCAkJQV5enrJly9KpUyeaNWuGvb09d+7kP26hT58+WFhYkJWVxcGDB7l9+zaQm7hnZWURGhrKwoULJWrIyclh4sSJREVFsWbNGrH18dHR0Wzbtg1vb29UVFTo0qULnp6eqKmpMWHCBEJCQjhw4AABAQEkJSWho6NDu3btRJvYfc4fco/J69ixIz169BB9bmRkJBMnTmT58uVi6/MtLCyYPn26aCPC8PBwjhw5wvPnz0lPT0dXV5c//viDwYMHIysry4kTJ3jw4AFr1+btLg5w6tQpTp48yebNm9HX1/+iv5+u+pcfAfYzsUG18Y+WUCROyn6bEdDvgWtiwI+WUCQGa5TMea0/gjVhxT+K5kfQTL/kz7EWKJwuMpJ3eP7ZSf2irSx/PvykSn42xffiTVby541+Qk60Sf+80U/K6NsF74sk8O3Yt73Nj5ZQJMr1K5kE+kdQWbXk9hv43riE3f4iu/+LBF/g52HXrl28efOG+fPnf7GPkOB/X4QE//sjJPjfHyHB//4ICf73R0jwvz9Cgi/wNQgJ/vfn/yHBL/k50gICBZCcnMzz589xdHQUnUAgICAgICAgICAgICAgUHL8363BF/gxrFq1Cl9fX9q0aUP9+vV/tBwBAQEBAQEBAQEBAYFfDiHBF/gufNiLQEBAQEBAQEBAQEBAQODbIEzRFxAQEBAQEBAQEBAQEBD4BRBG8AV+egyVtH+0hCIRIFc6N2V6l1V6NwiqrlLmR0soEhdS/H+0hCJTTavcj5ZQJDSkFX+0hCLjlxb9eaOfkGjZkjmq9UfglZ34eaOfEDXkf7SEIpOZUzrjpddNmR8tocgYyZTOcb/wrHc/WkLRUVL90QqKRNCCFj9aQpFptc7nR0v45pTO/2QBAQEBAQEBAQEBAQEBAQExhARfQEBAQEBAQEBAQEBAQOAXQEjwBQQEBAQEBAQEBAQEBAR+AYQEX0BAQEBAQEBAQEBAQEDgF0BI8AUEBAQEBAQEBAQEBAQEfgGEXfQFfjnG24ykj1VP1DXU8HjiyZK/V+PnFVCoj4qqMpP/Hkv7bq3R1NLgTVgEG5dt5+r5mwBcffQvZcob5fNzvH6P8ZbWxdbcwKodTcd0RU1PkyifUK4uOkjwI68Cbcs3qU6bWf3QqWSEnJIC8SHRuB13wGXnJZHN710a8+e47mhXMEBaToaYgAge7LnMs9NOxdZaEIOnW9F1YBfUNFV56faKTXO38Nr7tUT7Fl2b0398P8qYGCMjJ0toQCind53h2qnrIhtpaWkGT7eiXa+26Ohr8zYyhpv/3mL/ugNkZ2X/X+uG0hnnpVk3QP9pA+k4sCMqGqp4u3mzY/42gr2DJNq3H9CR1r3bUL5qeaSkpAh44c/htYd4+cizQPs+E/piNWsI/+27yM4F20tMd2m8500t29NyTDfU9DWJ8A7h/OIDBEqoE9X0NOk2z5IytUzQNTHiyb9OnLARv3/SsjK0Gd+TBr1boG6oRZR/OJdWHMX7jnuxtRZEaYmVXlP70Xpge1Q0VPBz82Hf/F2E+gQX6tOosyl9rAegX96QyKA3nFx9BNerD0Tvq+tq0H+2FbVb1EVZXQWvB57st91NRGC4yGbuscX83rSW2HWdz9/FftK6In+X0lyflxbtQrz8HPGy57IzN928eR0Rg7ysDLUrGjPZvCWVy+gV6nfV9SV7LrsQFBGDlpoy/VrVZ2jHJiWm60uQbdwZmar1kdYyhKxMssP9SXc6TU50mEQfKR0j5NsOQlrHGBSUyHkXR9arh2TcPw/Z3/60jVHWQzEb1B01DTVeuHmyes4G/L0DJdp3teiE7Ya/85X/VbE96Wm5J1UNmTiI1l1aUP63cmSkZ/D8iSf2y3bi/5m2+UsREnyBr2bPnj0EBwezcOHCHy0lH8MnWjFk3ADmTl5CoN9rxk4fzq4Tm+j2Zz+Sk5IL9JGVlWHniU0kxCViPWoeEeGRGBjpk5Ged1xc/07DkJbOm/CiZ6DLiev7uPL+Ybc41OhmSkdbKy7P20ewqxcNrNoxcP9MtrWbSULY23z26UmpPNp7lchXwWSkplOuYVW6LBtORko6jw/eACAl7h13N58l2i+M7IwsqrStR/dVo0iOScDXoWQfaPuPt6Dv6N6smr6GYL8QrKYOYtWRFQxtOZyUpJQCfRJiEzm86QhBvsFkZmbStF0TbNZMJy4mjoe3Homu23Nod1ZNXYP/qwAq/V6RWetnkJGewaGNh/9vdUPpjPPSrBug17jemI0yY6P1BkL9Quk3tT+LD9sxvtVYifFS27Q2dy848dLVk/SUNHqMNGPhwcVM7TSZ8EDxh5mq9arRYUBHAjxLpnH/QGm85390M6WH7WD+nb+XwEevaGrVgRH7ZrO2vQ1xBdSJsgqyJMUk4rDtPE0GtC3wmh1tLGhg3pxTs3cR6RtK1ZZ1GLJjOva9bQl7EVhszR9TWmKl21hzOo/qwU6bzYT7hWE+pS+zD9syo/VEUpNSC/SpXL8qE7dYc3r9MVyvuNCwkymTttqwuPcc/J7mHj01bddscrJzWD9qBSmJyXQe2YO/Dy9kVrvJpKWkia5158RNTqzKqxPTU4t+RGtprs9Li3YhXn6OeAFw9Q7ComU9apkYkQNsPe/EmA3HObNwBBoqSgX63H3ux5w9F5jZrx3NalbC/81b7A5eQVFelv6tG5SYts8hU64amU9vk/0mAJBCrllPFPtak7J3AaQmFeyUlUXmi/tkRwZBWjLSeuWQ7zAEpGXIcDz1TfUOnjCAgWP6sXjqcl77BTNy2hA2H1tL3+aWJEuIFYCU5BR6NR0oVvYhuQdo8GddTu0/i+fTV0hJSTFmxnDsj6+lX6shJMQV/1hWYYp+Kcfe3p4VK1b8aBk/DVaj+7Fn80Fu/OeA7yt/5k62Q0VVma69Okj0MRvQDW1dLSYNmYHbQ3fCgsNxe+jO86cvRTaxb+N4GxUj+mnR7k/eJSZx7ULxH2ZNR3bG/ZQTbscciPYN46rtARIj42ho2a5A+zfPA3lxwYUon1DigqPw+Pce/o4elG9UTWQTeN8Tr2uPeesXTmxQJA/3XiXiVRDlG1Uvtt5P6TXCnKP2x3G6dJdAr0BWTluNsqoSbc3aSPR5ev8p967eJ9gvmPDX4ZzZcxb/l/7UblxbZFOzYQ1crj/A+YYLESEROF93wfm6C7/Xqybxuv8PuqF0xnlp1g3QfURPTm89hfPl+wR5v2bjtPUoqSjRwqylRJ91U9Zwaf9FAl74E+ofyrY59qS8S6F+q/pidspqykzfZMPmmZt4F1+y5zmXxnvefGRXXE858vDYLSL9wji3cB+JkbGYWrYv0D42JJrzi/bz+JQjKXEF378G5s1x2H6eVw5uxARH4nLoBq8c3Ggxsmux9X5KaYmVTiO6cWHbGR5ddiHEO4jt0zejqKLEnz0ln2/daXh3PJ2fc37LacJ8Qzm/5TQvXZ7TaXg3AAwrGlGlfjX2zduJv7sv4f5h7J27AzlFeZr2bC52rbSUNOKj4kQ/KYkFdzh9CaW5Pi8t2oV4+TniBWDblH6YNatD5TJ6VCmjx9Jh3YhNTOapb6hEn4suL2hRpzL9WtWnrJ4mLWr/xvBOpuy9+oCcnJwS1VcYaac3kPX8HjnRYeREh5J+aQ8oqSFjXFmiT05cJFkv7pMTFUJOQgxZfu5kvnRBumyVb663/8i+HNhyGIdLjvh7BbBo6jKUVZXpaF7wM7pIc06OWBv5NipG7P3JA2dw8fhl/L0C8Hvlj+2kpWjqaFKnUW0JV/w6hARf4JehbAVj9Ax0uX87b+pXWmoaj52fUreQf5g2nVry9OEz5iyz5rbHf5xzPMp4m5HIyspI9DEf2J2Lp66Q+lHvclGQlpPBqHZF/B2fiZX7O3lQtsGXVVyGNStQtn4VXj94JdHGpFlNdCoZ8fqhZJuiYFTeEB0DHR47PhaVpaem8+yBBzUb1vji69RrVpeyv5XD44GHqMzj0Qv++PMPyv1WDoAKVcpTt1ldHrzvKf9/1A2lM85Ls24Ag/IGaOtr4+boJipLT0vnxYMXVG/w+xdfR1ZeFjkFuXyJ2YQVE7l/6R4e959J8CwapfGey8jJUKZWRbydxO+Ft5MHJg2qFv268rJkpmWIlWWkZmDSqGQfvEtLrOiVM0BTX4vnjnkzujLS0vF66EmVBpLvSeX6VXnu9FSszMPxKVUaVH+vW050rQ/k5OSQmZ5B1YbiHcxNu//FNrd9rLi+gQFzh6Coolik71Ka6/PSol2Il/z8iHiRRFJaOtk5OagXck8yMrNQkBOfuK0gL0tEbCJhbxO+qb5CkVdESlqanDQJo/cFIKWpj0zFWmQHe39DYWBc3ghdAx1c7riKytJS03FzcadOw1qFeIKCogLnHh7ngutJ1u1fTtVahT/TK6sqISMjQ2J88UfvQZii/0sTHR3N3r178fDIrXzq1KnDsGHD0NHRAeDEiRM8ePCAXr16cezYMeLj46lVqxZjx45FXV0dgOzsbA4dOoSDgwMALVu2JDtbfB1RRkYGhw8f5t69eyQnJ2NiYoKVlRXVq+dWzi9evGDRokXMnz+fo0ePEhQURNmyZRk9ejSVKlUqse+rq5f7vaI/6SV7Gx2DvqHkdUllKxjT5K8GXPr3GuMHTce4nDHzVtigrKLEmkWb89n/2bIx5SqU4fTh88XWrKylhrSsDEnR4pVrUlQ8qs1qFuo7xWUzytq5/o4bzvDksPjImYKaElMfbEFGXpacrGwuL9iH3+2SnZ6vpacNQGxUrFh5bFQsuoa6hfqqqClz3PUocvJyZGdls2neFh465DWCx+yPo6yixD8Ou8jOykZWTpZDG49w/sCF/1vdUDrjvDTrBtDS0wIgLjpOrDwuOg4dQ50vvo6ljRWpyak8vJ6XcLcf0BFDE2PWTy36WlJJlMZ7rqKljoysDO+i48XK30XHo9as8AeqwvB2fMZfwzvj7+JJdMAbKjerRa1OjcSWGZQEpSVWNPU1AYj/RGd8dBxaBtqS/fQ0iY8S/9vER8WjoZd7vXC/UKKCI+k7cxB7Zm0jNTmVziO6o2Osi6a+lsjn/jknokOjiI2IoWzVcljMsqT87yastFz01d+lNNfnpUW7EC+5/Oh4kcSq4zeoVk6fOpWMJdo0rVGR1Sduct8zANPqJgRHxXLw+kMAouPfUUZX45tqlIR8m/5kRwSRHeb3WVuFAbORNqiAlKwcme53yHA680216ejnxkpMtHgbGhMdi34hsRLkF8yS6Svx9vRDRUWZfiN7s/vcFga1G05wQMGzLKwXT8bruQ8eri9KRLuQ4P+i5OTksHr1auTk5FiwYAFSUlL8888/rF69muXLlyMlJQVAZGQk9+/fx8bGhrS0NDZs2MCxY8cYPXo0ABcuXODmzZuMGTOGChUqcPXqVe7evUvFihVFn3Xo0CGcnZ0ZN24c+vr6XLx4kaVLl7Jp0ya0tPIq6CNHjjBo0CC0tLTYt28fmzdvZt26dSItH3Pjxg1u3LhR6Hfs2rsjtqtniV6PH2T94ct/YilV6PQjaWlpYqJjsZ2+nOzsbDyfeaGprc7MxVMLfJjtbdkTD7cXeL3wKVTf1/CpPikpqfxf4xP2912MvLIiZepVpu3f/d9P178rej/tXSo7O89BXkWRis1q0n6eJXEh0QTeK3rl0da8DdNWTBG9njNk3nv94nZSUlLkUPgXSH6XwuiO41BSVqT+X/UYu2AMb4Lf4HYvt7e/dY9WtO/TnmUTVxDoHchvNX9jwqJxvAl+w+VjV/4vdEPpjfPSqhugpVkrxi2fIHptN3RRgdqlpPL/70qi2/AedBzUmQUD55HyLnfdXplKZbCaOZi/+8wiMyOzyHo/UJrv+afk0/cF/5uFcX7RfnqvGIX19TXk5OQQ8zoC15N3aNhX8rT5L6G0xMqfZi0YvmyM6PWaYUvfy/xEJ1J87jbnb6/yyrIys9g4dhWjVk1gx7MDZGVm8eLuM546PBbzcTiatzFZiFcQkUERLD6/CpNalQh87l/o55fm+ry0aBfipWC+d7x8CWtO3OSpbyh7ZwxCppAOy97N/yAkKo5pW8+QmZWFiqICA9s0YPvFe0hL538O/x7ItbJAukwV0o6uKKCdyk/6xf+xd95hVRzfH37pcOnVCmJvGDtqFHvvFbALdoINe4yxxBqjxij2ltixG429GztSRUA6SG+KFKm/Py5euNKbhu9v3+fBx7t3ZvnsMntmZ86ZM3tAURlZfUMUuoxE3rQv6c+vlpuePsN6svTXnCSx88YvAQp6Ry9Yr5vja9wcc961XV+6c/TmAcytR7B5+R95ys9d8QPNTZsxdahtHidqaREG+P+juLm5ERAQwPbt2zEwMABg9uzZzJ49Gzc3N7777jtA7KH/4YcfEIlEAPTs2VPirQf4559/GDJkCN9//z0AkyZNwsUlxwuckpLCjRs3mDFjBq1aidcKTps2jdevX3P9+nUsLS0lZS0sLDAxEXtgRowYwc8//0xsbKwkoiA3PXv2pGdP8fqWy4fa53uNd689xDXXA6SoJA710jPQJTw0UnJcV087z9qX3ERFRJOeniH1UPl5ByASqaCtq0VcTM6MtY6eNt37dmbN0t8KPF9JSIpLIDM9AzV96ZlTkZ4GiV94sL4kPjgKgEivYFT1Nek8b7jUAJ+sLOICIwCI8AhEr151Ov0wuEwD/Mc3nvDGKSfMXyE7vE7HQJuosCjJcS09LeKj4vPUz01WVhah2cmjfD38MKpvxJhZoyUd5bSfpnJ6z2nuXroHgL9nAFVqVGG0rUWJO8rKqhsqbzuvrLoBnt98hpdTTsZ2hWztWvraRIdFS45r6mrl8dTmx0DrwYxbMI5VE1fy1iUnpLBhq0Zo6mqy/aa95JicvBxN2zWl77h+mDcaQXpq8QdzlfmefyYx7gMZ6RmoZ3v4PqOmq8HH6NKHkSbGJvDXtC3IKykg0lLjQ0Qc/ZaMJjY4qujKhVBZ2sqrm8/xdco53+fQaC19bWLDchIXauhp5vHS5iY+Kl7izc1d50Ou/irA3Y9l/eejoi5CXkGehNgPrLywAX+3gj10/q6+ZKRnUMW4WpEDtspszyuLdqG95M/Xbi9FscnhNtdfvGHf/NHU/MJmfomMjAxzR3Rl1rDORL9PREddxDPPAABq6H59771CVwvkG7UlxeE3st5HF10ByEoQR11kxISBjCyKfSaS/uI6ZJXPoPjhjX957ZSTa0Yxu63o6usSGZrTVrR1tYj9IgKkMDIzM3nj6oVh7Zp5vpu38gd6DenBzFFzCQ0Ky6d26RDW4P+PEhISgo6OjmRwD1ClShW0tbUJCQmRHNPT05MM7gG0tbX58EH8EpWUlERcXBwNGuSse5SVlaVevZxEGBEREWRkZNCwYUOpMvXr15f6PQC1atWS/F9HRxz28v594YPYwkhKTCI4IETy4+vlT1RENB26mErKKCop0qp9C5xfuBV4HucXrhgZ15SKJDCua0RSUrLUiyzAUMuBpKamcvX8zS9PUyoy0zIIc/Onjpn0etg6nUwIcSy+N0xGRkbSARdYRlYGuSLKFEVyYjKhAaGSn0DvQGIiYmhtlpMISkFJgWamJrx+mf/2TgXqk5GRdLwAyipKZHyxrUxmRiYyMiU3W5VVN1Tedl5ZdYO4vYQHhkl+gr2DiI2MpYVZC0kZBSUFmpg2xdPxTSFngsFThjJu4XhWT1qVZ8uzZzeeMqvnD8ztO1vy89bFm4eXHjC37+wSDe6hct/zz2SkZfDO3Z8GnaRtYv1OzQhwLPt6y/RPaXyIiENWXo5mfU3xuPmy6EqFUFnaSkpiChGB4ZKfd2+DiY+Mw8SsuZTOhm0b89Yx/+0IAXxeeWPSqbnUMZNOzXnrmDe/S3JCEgmxH6hiXI0639XF8cbzAs9r2KgWcvJyxEcW/dJcme15ZdEutJfiUdHtpTA2nrrF1ece7LWzpHYJlv/IycpSRVsdBXk5rr14w3d1qqOjoVru+gpDoZsl8o3bkeKwmazY8NKdREYGZGXFP+VEUmIyIQHvJD9+3gFER8TQrnMbSRlFJUVatPsO15fuJTp3vcZ1iI6U3gXGbvUseg/ric2oeQT6FLyNamkosQc/NTUVRUXFchUh8HXJ/dImLy+f57uShId8DlHJL8z+S+Tk8iZoKu/MnUf2nmLa3En4vw0kwC+I6fOsSEpM4sq5G5Iy+89sx93Jg9/X7gLg1OFzjLYexZK1dpw4cJrqhtWwWTiVU4fO5jn/iLGDuXrhVoHbS5WGp/uvMnTrTN65+BLy0ptWY3ugXkUbx+w19UO2zADgop14r+O2k3oTHxRFjJ94FtmoXSM6TBvAyyM5L9idbIfwzsmHuKBI5JUUqNetBc2GdeLair/KTfdnzh04z5hZownyDSbE7x3jZo8hOTGF2xfuSMpsOrkRT2cvDmw4CMCYWaPxdPIkLCgMBUUF2nU3pdeInmxfnuOdenLzKaN/sCA8KJwA70DqmdRj5LTh3DxT+NKN/3XdUDnbeWXWDfD3gYuMsrUgxDeEUL9QzGdbkJKUzIML9yVlVp9Yy1tnb45s/BOAYdOHM3bheLbO3Uyo/zu0sj0sqSmpJCUkkfghkcQP0omFUpI+8TH+I0GF7MdcEirjPX+4/woWW34g2MWXgJdetB/XE40q2jw9Jn6GLDbPFOucv0tSp1oT8QSykpoKWZlZVGtSi4zUdCKzs0obtqiLZhUdQj0C0aiqTa+5I5GRleHenvJfG1tZ2sq1A5cZYjuCUN8Qwv3CGDJrJClJKTy++EBSZunxlfg6v5VsT3b90GV+cljDIJvhvLz+jDZ92tG4gwm/jFwmqWPavwMJcQlEh0Rh2MiI8Ssm8/LGc9wfiqP/DIyq8P3QzrjcfUVC3Adq1DdkzE+TCHD3w/tl6RLBVmZ7Xlm0C+3lv9FeANYdv8GVZ6/ZOnM4GiJlorOTcYqUFBEpi8dof5y/j7t/GHvtxJG0cR+TuOnoRZsGhqSmZ3DxsRs3Hb3YP390uWorCoUeY5Bv0oFPF+zJSkkEkTjnF2mfxD+AgtlwZKvW5tPpzQDINWkP6WlkRr+DjHRkqxqjYDacDG9HyCj78rbCOLn/NJNmjyfAJ5AgvxCs544nOTGZ6+dz/qb2p7bw2vkNO9fvA2CK3UTcHT0I8g9BVV0Vi8kjqN+4LhuX5ORPWbhuLv1G9GaR9TIS3iegm50bIikxmeSkgrffKy4lHuBPmzaNjh070qNHj3JNkCZQvtSsWZPY2FgiIyMlXvyIiAji4uKoWTNviEh+iEQitLW18fb2loTWZ2Vl4ePjI1lbX7VqVeTl5fH09KRKlSqAOBTl7du3dOzYsQKurHAO7jiCsrISyzYsQENTHddXr5lmMUfq5dOwVk3C3+WEq4aHRjLNYjaLVs3hzO2/iI6K5fyJv9mz9ZDUudt2bEWtOoYstllRrpo9Lj9FRVsNM9uhqBloEeUdwolJm3j/ThyypFFdemZWRlaWHkst0aypR2Z6JnFBEdzeeBLHozlJ9hRFyvRba41GNR3SU1KJ9g3lot1uXl96Uq7aAU7udEBRWYnZa2xR11TnjbMni8culdpLtnqtakTlCm9SUVVhzvrZ6FfT41PKJ4J9gtkw91fuXrwnKbN9uT1WCycyZ90stPS0iImI5Z/jV/nr96P/r3VD5WznlVk3wLldZ1FUVmL6mpmoaajh7ezFirE/S7WXqkZVic7VXvpNGIDGU9VbAAAgAElEQVSCogKLdi6ROtft07f4Y/7vFaLzSyrjPXe5/BSRljrdZw1DQ1+LcO9gDlptJD7bJmrVyJvcaN4/0tvFNunVmtiQKDZ0mg2AgpIifRaYo2NkQGriJzzvOnFq3k5SPpT/ZFBlaSuXd59HUVmRSb9MQ6Shiq/zWzaOWy21p7mBUVViQnPCZ986erFj1hZGzR/NiHkWRARFsMN2s2RPcwAtA23GLrdCU0+T+Mh4Hp27x/k/Tku+T09Lp2nH7+hjPRBlkTKxYdE433Hk3O8OZJVy/WlltueVRbvQXv4b7QXA4b54l45pW09KHZ8+sCMzB3UCIOr9R4KjpSMcLj9xZ+vZu2RlQfM61dk/fzTNahecmK8iUGgp3opQ2WKB1PG0x5dIeyxO1CqjqomMVq5EsJmZKLTrj4y2eJyR9SGGdOe7pDuWT+RYYfxlfwIlZSUWrZuHuqYar53eMGv0ApJytZUaxtWJyLUMTl1DjaWbFqCrr8PHhES83d8yffhsPJxzJqRGTRoGwM7T0vZ93+ZD7Nt8uMy6ZbJK6EJdv349rq6uZGZmYmRkRI8ePTAzM0NV9euGdwiIsbe3JzIyEisrK6njIpGIzZs3o6ioiJWVFVlZWRw8eJCMjAxJkr3PWfQ3b94sqXfv3j0OHDjAkSNHALhw4QIXLlxgxowZGBkZcf36de7du0ft2rVZuXIlAIcPH+bJkydMnz4dAwMDrly5wqNHjyRJ9j5n0d+/f78kO39kZCS2trasX7+eunXrFnqNJlXyX4P/X8dCufDr+q9yL6Nsa1IFSk5E2jfcoub/KXWVCs+W/F/G91Px1iv+1+ivUrvoQv9RvDLLZ+uir426TOWNuAzL+Fh0IYFypZqc2reWUCoqc1u5fNSy6EL/QbJePv7WEkpN1y3llxD2a/M89H7RhSiFB3/p0qXExsZy79497t27x6FDhzh69CimpqZ0795d4ukV+Hq8efOGRYsWSR1r164dCxcu5ODBg5KBeLNmzbC2ti5WOP1nBg0aRHx8PLt3i8PDO3fuTKdOnXj3Lmebh7FjxwKwa9cuEhMTqV27NsuWLZPKoC8gICAgICAgICAgICBQsZTYg/8l7u7u3LlzhxcvXpCamoqBgQHdunWja9eukkRqAgJlQfDgf10ED/7XR/Dgf30ED/7XR/Dgf30ED75ASRA8+F8fwYP/9RE8+MXAxMQEExMTkpKSOHjwIA8fPuTUqVOcPn2aVq1aMWzYMKms6wICAgICAgICAgICAgICAuVPmQf4Hz584MGDB9y9e5eQkBCUlJT4/vvvkZeX5+HDhzg6OjJlyhTJnuYCAgICAgICAgICAgICAgLlT6kG+FlZWbi4uHDnzh0cHR1JT0/H2NiYyZMnY2ZmhoqKCgBjxoxh8+bNnD17VhjgCwgICAgICAgICAgICAhUICUe4J86dYp79+4RGxuLsrIyXbp0oWfPnvlumScSiejSpQv29vb5nElAoHh8ykz71hJKxYLD3b61hFKRYnWn6EL/UdIpU0qRb0aQnOhbSyg1zxLLZ7/2r01QalzRhQTKlesplbOtAAxSNv7WEkrF84zYby2h1FSvpOvB66PyrSWUmpvp4d9aQqmIS0/81hJKTebta99aQqkYeKjy9qHpWRnfWkKFU+IB/rlz56hTpw4jRoygU6dOKCsrF1q+du3ajBw5stQCBQQEBAQEBAQEBAQEBAQEiqbEA/yNGzdibGxc7PKGhoYYGhqW9NcICAgICAgICAgICAgICAiUANmSVijJ4F5AQEBAQEBAQEBAQEBAQODrUKQH//794u239yVdunQpVT0BAQEBAQEBAQEBAQEBAYGSU+QAf+fOnaU6sTDAFxAQEBAQEBAQEBAQEBD4ehQ5wF+xYsXX0CEgICAgICAgICAgICAgIFAGihzgN2nS5GvoECgEV1dXIiMj6dmz5zepX9mYtXAaFhOGo6mpjssrd1Yu3oiPl1+B5Y9e2EO7jm3yHH/r6Ut/M3MAhlsOYuP2lXnKNK3ZgdRPqeWm/cC1p9x2ektgRCyK8nI0q12d2UPNqFdDv9B61196cuDaU4Ii4tBWF2HRtSWTepuWm66CaDeuJ52mD0TdQItI73dcWf0XgS+88i3bpE9bTMf2oHpTY+SVFIj0ece9HRfwvPVKUqblyM6M/G1GnrorGk4k/VPFbpfYflwvumRfS4R3CH+v/ouAAq6laZ+2tB/bk+pNjVFQUiDC5x13dlzgzS3HCtWYmxFzLekxpjeqmqr4OL3l0PI9hLwNLrB8zfqGjLQbjbFJHaoYVeXM1pOc/f2kVJleE/rRc0wf9GoaABDyNogL20/jdKdir2vOoulYThiBpqY6zq/cWbFoPW8LeWYBJk0bzVirUdSoWY24uPfcunqPjau3kZSYXGE6py+wZsS4IahrquPu9Jr1S7fg5+VfaB1VNRE/LJlGz4Hd0NTWIDw0kh3r93Dzkng7ylbtmzNh5hgaf9cQg2r6/DxnLX+f+qdcddssmMLI8UPQ0FTH7ZUHa5ZuwrcYumcvnUGvgd3Q0tYkPDSCbet2c/3Sbck5bRZOkaoTHRlD12YDylX7jAWTGTFuMBqaGrg5vWb90s3F0m67ZDo9B3bN1h7J9vW7uZF9zy2shjNy/FCqG1YDwNfLn32/H+bhrcflotl0XE/Mpg9ELdsu/lMMu1gtl128/4VdnHzyJ2q3z/suFuEdwvbei8pFc27GzxtH/7H9UNNUw9PJix0/2RPoXfAWh2YDzLCwGUX1WtWRV5Dnnf87zu0/z80zt/Itb2lrgfViKy4evoT98tJFiQIMm2tBtzG9UNVUxdfpLX8u38e7QmwgQJt+7Rk5fzQGRlWJDArn9KbjOF5/JvleSaSM+eJxtOnTDjVtNWLeRXPn2HWuHbgsKWO9YSZNvm+GdhVtUhJTeOvohcPGI4T6vCvxNbQZ35MO0wegrq9F5Nt33Fh1hKAC2kqtdo3ovtgC3TrVUFBR4n1INE6n7vJkb469aGnZjeYjOqHfoCYyMjKEewRy97fTBL/0LrG24mBlN4HBYwegrqmOh9Mbtiz7g4BC2kpuegzpxsqdP/H41lMWT1wm9Z2ugQ7Tf5xKh+6mqKiKCAsKY/PS33F+6lpu2iuzXVToPBS5xqbI6lWHjHQygt+SevM4WZEFt39Z4yYofD8A2Zr1kFESkRUbTtqTf0h/dbdctRXGRLvxDBwzAHUtNd44ebJt2fZit5fuQ7qx3P5Hntx6yo+TlkuOj/nBErN+nTCsW5O01DQ8Xr1h34aDBHgFlJvu6fOtGT5ucHbf78GGpVvw8y64rQwy78eqbcvyHG9v3F0yZpCVlWX6Amv6j+iNnoEu0ZExXD13kz2/HSQjo+zb+JU4i77A1yU8PJydO3eyZMmSr1J/5cqVGBoaMnny5FL9PoDIyEhsbW1Zv349devWLfV5SsO0WROxthnHklkr8fMJxHbBVA6f2Umf9sNJTEzKt84PkxaioKgg+ayoqMCVB6f45+JNqXJJicn0MB0idaw8B/cAL72DMe/SApNaVckCdl56xPRtDpxbYY2mav576z5y9+PHg5dZZN6Djk1r4xcewy9Hr6OsII9lt1blqi83zQa2Z8CKCVxafojAF160G9+LiYcXs63XQt6HxuQpX7t9Y/yevObW5tMkxX+kxdCOjN1jx37LX6ReflOTUtjcZZ5U3Yoe3H83sD2DV0zgwvJDBLzwpP343lgfXsKWXguIz+da6rRvjO+T11zf7EBy/EdaDu3EhD127LFcXeCkQHkyaMYwBkwdwu4FfxDq+44Rcyz48dgq7LrZkJKYkm8dRRUlokIieX7tKeYLxuRbJjYshuMb/iLcPxQZWVk6j+yG3d6lLBs4nyDPitnDfPqsSUy2Gc8i2xX4+QQwa8E0/jq7m57th5L4Mf9ndvCIvixeMZelc1fz4ukrjIxrsuH3FSgpKbFk7qoK0TnJdizjZ4xmxZy1BPgGMs3Oit2nfmdox9EkFWBb5OXl2HnqdxLef2DRtOVEhEVSpZoBqak5dkOkKsLH04/Lp6+y+o/l+Z6nLFjbjmfizNEsm72GAN9AZthZs8/hDwZ+b1Go7r0Of/AhPoH5U3+S6E5LlbZ3fm8DsBpmI/mcmZlZrtqtbMcxYYYly+esJdA3SHLPhxRxz3ef+p0P7xO+uOc5NiQiNIrf1+wkyC8YWVlZBpn3Z+uhDYzubcXbN75l0mySbRf/zraLpuN7MeHwYv4owC4aZ9vFm5tPkxz/keZDOzJmjx0HctnF49O3IqeY87omr6iA7bUNuF95Wiat+WE+cxQjpg3nN7vNhPiFMHbOWDYcX4d1lykkFzB5lhD3geN/nCDYJ5j09Aza9TDFbtM84mPe8+LuC6myjVo2ov/ofvh6FD6BVxQDZgyj39TB7F2wnXDfUIbOGcXiYytY1M22QBtYr1UDbHfM59zWk7y89pQ2fdsza+cCfhnxI77ObwEYu3wSTTt9x+5524gKjqChaVMmb5hJQmwC/54X56Tyd/Xl0dl7xIZFo6qlzvC5Fiw+thK7jjPISC/+i3mTge3ps2I8//x0mOCXXrQZ35Mxfy5iZ89FfMinraQmpvD80HUiPYNJS0nFsE0DBqyzJi05lZdHxJMpxh0a8/ryU4JfepOWnEq7yf0Ye2Qxe/v9SGxARElvc6GMsbHEcvoo1s37lSDfYCbNG8/WE78ypvOkAtvKZ6oZVcNm+fR8B+xqGqrsvLAN1xfuLJrwI/Ex76leqxpx0fHlpr0y20UQD9bTn98g450vyIBidwuUJy0nefs8SE7Mt46cUUMyI4JIe3SJrIQ45Oo1R3HwNLLSU8lw/bfcNX6JpY0F5tNGstFuE0G+IUycO45NxzcyoYtVMdpLVWb8NBWXfNpLiw7NufjX33i6eCEjA1YLJrL5xEYmdZ9CQnxCmXVP/GEs42ZYsmLuWgJ9gphqZ8WuU1sZ1ml0oQ6F5KRkBre3kDqWe8wwyXYs5pOGs2LOWt6+8aV+k7qs3vYTqamp7N/6Z5l1lziLPkB0dDQ7d+5kxowZjB49Gnd3dwA+fPjAzp078fHxKbOw0mJvb4+5uTm7d+/O893Ro0cxNzdnw4YN30BZyUlLS2P79u3Y2NiUaveCstavjEycPoa9fxzm+uU7vPX0ZZHtClTVRAwa0bfAOu/jPxAdGSP5adOuJSoiFc4cvyRVLossqXLRkXk74LKya/Yohn7fjHo19KlfQ5+1VgOIS0jG2bdgz8DlZx50blYXi64tqamvRedmdbHu255DN56TlZVV7ho/03FKf16decDLk3eJ8g3l8so/SYiMp924/CNFrqz6iwe7/ibExZfYwAjubDtHqJs/TXpLR09kZcHHqPdSPxWN2ZQBOJ55wPOTd4j0DeXSysMkRMbRflyvfMv/veov7u26RIiLLzGBEdzadpZ3bn407d22wrUC9Js8iEu7zvL86hNCvIPYabcNZVUVOg7pXGAdP1cfjq09zOOLD0hN/pRvGcebz3G594qIwHDC/UNx2HSMlMRk6rdqWEFXAlYzxrB72yGuXb6Nt6cvC2x/RlVNxOAR/Qqs06ptc5wd3bhw+grvgsN48vAF5x0u07y1SYXpHDPVnEPbj3D7yj18Pf35efYaRGoi+g3Pv40ADLYcgI6eFnMnLsH5uSthweE4P3fFw9lTUubR7SfsWL+HW5fvkZVV/i+C46dZcGD7EW5duYuPpx/LZv+CqpqIAcN7F1hn6OiB6OhpM2viQpyeuxAaHIbTcxfcnd9IlcvIyCAmKlbyExdTfi/gAGOnmnNw+1FuX7mHj6cfy7O19y/kng+xFGufM3ExTs9dCQ0Ox+m5K69zab93/SH/3nlKcMA7Av2C2bFhD0kfk2jepuztp+OU/jjlsotXsu2iaQF28Z9su/gu2y7ezbaLjXPZxeT3iVL2sFabhiiKlHnlcK/Mer9k2ORhnNrpwKOr/xLgFcgmu99QUVWh+9BuBdZxfuzC4+tPCPYNISwwjAsHL+L3xp9mptL3U6QuYsn2RWxZuJWP7z+WSWffyQO5vOscL68+JcQ7iD1221FWVaFDITawj/Ug3jxx59KOs4T6vOPSjrO8eepOH+uBkjL1Wzfi33P3efPEneiQKP49dw9fJ2/qtqwvKXP3+A28X7whOiSKQHc/zvx2HJ2quugbVSnRNXSY0g+XMw9xOnmXaJ9Qrq34i4TIeNoU0FbC3AN4/fdTot6+Iz44Crfz/+L7wA2jtjn2+fycnbz48ybhrwOJ8Qvjn2UHSf2YQt2uzUukrTiYTxnOUfsT3P/nIf5eAayduxGRmohew3oUWk9OXo6V9svYt/EgYUFheb4fY2NJTGQsa+ds5I2zF2HB4Tg+ciLQJ6jctFdmuwjw6a91pDvdIysymKyIYD6d3Y6MqgZyRo0KrJP24Dxpt0+RGeRFVlwk6S9ukvHmOfJN2pe7vvwYOXkYx+1P8eCfRwR4BbB+3q+I1FToObR7ofXk5OVYbv8jBzYeIiwoPM/3i8Yt5ZrDdQK8AvD3DGDd7I1o6mpi0qZpuegeM3UUh3cc5c6V+/h6+bNizue+v+C2ApCVlSXVDmKiYqW+b97GhAc3/+XBzX8JCwnnwY1/uX/jEc1alk/kfIkH+JGRkSxdupRnz55haGgoNTOloaGBn58fd+7cKRdxpUVXV5fHjx+TkpIzi5uRkcGDBw/Q09Mr07nT09PLKq/YKCgosHbtWr777rsKr5+RkVGhg8GvgWGtGhhU0ePR3RyvxqeUT7x84kRL0+J3bubjh/Lg9mPCQ6Vnu5WVlbj36jIPXf5h77HfadKs4gY9n0n8lEpmVhYaIuUCy6Slp6OkIB2Mo6QgT0RcAqExHypEl5yCHNVNauPz0E3quM9DV4xaNyj2eRTVlEl+Lz3brKCsyIJH21j0ZDvjDyygWtNa5aK5IOQU5KhhUhvvh9Izw94P3ahVgmtRUlPJcy0VgYFhFbQNdHB94Cw5lvYpFc/nr2nQuuDOvaTIyMrSYVAnlEXKeDtWTFSC+JnV59G9J5Jjn1I+8eLJK1q1LfiZffnMmSYmDWjRuhkA1WtUpUefLty79ahCdNYwqo5+FT2e3H+eS2cqr54607xtswLrdevXGefnbixeO4+brpc4++Ao0xdYIy8vVyE6v6RmLbHux/dyQpA/pXzC8YkzLQrR3b1vF5yfu/Ljuvncc7vCxQcnsFkwJY/umkY1uO18iWsvzrFpzy/UrFW93LQXdM8dn7oUcc/NcH7uxtK1dtx2/ZtzD44xY8HkAu+5rKwsfYf0RKSqgvMLt3zLFJfPdvFtOdjFlEJsSZvR3fC+58z7sNgCy5SGqkZV0a2ig+ODnOUBqSmpuD1zp0nrxsU+T4uOLTCsWxO3Z9L3Ye7GOTy88gjnxy5l0qlvWAUtA23cHuScJ+1TKl7PPajfuuB+uV6rBrg9dJY65vbAmfq57KbXize07NkWnWq6ANRv3RCjJsa43nPK95xKKkp0HtWd6JAookMii30NsgpyVGtWG98H0v2O30M3DFvXL6CWNFWb1sKwVX0Cn3kWWEZOUR55JYVC21NpqGZUDd0qury4n7N8KzUlFZdnrkUOrKYtnkxYSDjXTt/I93uzPh3xcPJk5a6fuORyhoM39jB80pB8y5aGymwXC0JGUQUZWVmykks4caakUvI6paCaUVV0q+jy8sFLybHUlFRcn7nRtE3hA9opi60ID47g+pmbhZb7jEhNhJycHAnvy+69l/RD9/L2/d8VMSGspKzElRdnuOp4jm1/baShifRz7fTcjTYdW2FczwiA2g2MaduxFY9ul09kVolD9E+cOIGMjAybN29GUVGRqVOnSn3fsmVLHB2/3jrU/KhVqxZxcXE8efKEbt3Es86vXr1CQUGBxo0b8/GjuDH7+Phw8uRJ/P39SU9Px8jIiPHjx9OgQU5HbG5ujrW1Ne7u7ri4uNCrVy8mTJiAh4cHR48eJTAwEJFIRMeOHRk3bhzy8uJb6uHhwbFjxwgKCkJWVpYaNWowY8YM9PT0mDp1KvPmzaNNm5wZehcXFzZs2MDu3bvR1NTk2LFjPH/+nOjoaLS0tOjQoQPm5uYoKioC4iiKgwcP8ubNG9LS0tDT02PUqFF07NgRoMj6Dg4OPHv2jEGDBnH27FkiIyP5809xSEhWVhbHjx/n9u3byMjI0LlzZ8aNG4esrHg+KD09nZMnT/Lo0SMSExOpWbMmFhYWtGjRIs/fIisri9mzZ9OrVy8GDx4sOR4WFsacOXPYsGEDderUKZe/u56BuEOO/mKWLDoqhirVDIp1DuM6RrTr2IYZ4+2kjvv5BLB0zmo8X3ujqiZi4rTRnLx8kEHdLAn0K3zNX1n49dQdGhoa8F2dgjuIDk1qs8nhDo89/GnfyJjgqDiO3BKHRUZ/+EgNPc1y1yXSVkdOXo6P0dLe9Y/R76nbsXhesHbje6FZVQfn8zmDsmi/MM4t2kP4myAUVZX53qov086sZEe/pcQE5J25LQ9E2hoFXot6Ma+lQ/a1vDr/sCIkSqFpoAXA+y/CFd9Hx6NdRbfM5zdsWIvV5zegoKRISmIKW6ZvINirYsLz9Q3EE67RkV88s5GFP7OXz19HW1uTk38fQEZGPJl57tRlNq7aViE69Qx0AIiNipM6HhMVi0HVgvNj1DCqTtuOrbh6/iazxy2kumE1lqy3Q6SqwtZV9hWiNTd6+vnbxJjownXXrFWddp1a88/5G9iMtaO6YXV+2rAAkaoKv63aDoDrq9f8NOcX/H0C0dHTZvpcK45e3seQzqN5H1f2icXP9/xLr0dsEfe8plENTDu25ur5m9iOW0B1w2r8uH4+IlUVtqzaISlXr1EdjlzZi6KSIkmJycyzXoqPZ9nCxj/bxcQvbEli9HvUymAXc6Nbuyq12zfh6NTNZdKaHzr62gDEfdHO46Lj0KtauHNEpC7ixItjKCgqkJmRyY6f7HlxL+dlvt/ovtSoVZ1f52wqs06tbBv4IV8bqFNwPX0t3n8REfY+6j2a+lqSz0dWHsBq3XS2Pd1HeprYoXNkxX6cv8hD0mN8XyyXjkdZVYVQnxDWj1lBemrxHUAibXVk5eVIjJZ+VhKj3qPasfAB8tyn2xHpiOs/+P0cjsduF1i224JRpCZ9wuvmqwLLlAZdA3Fb+dImxkbFoV9IW2nbuTXdB3fFqve0AstUM6rG0AmDOb3vDPN3nKR+07rMWTMLgHOHL5ZZe2W2iwWhOMCKjDB/MoOLn2tBrkEr5OqYkLKv/JeGfYmOvvi5zGNbogq3LW06t6broK5M7ZM3N1NBzFplw1t3Hzwc3xRduAh0P/f90XnbuUG1gnUH+gaxat56vD18UFUTMXrKKA5e2oVlj0kE+4cAcHjHUVTVRJy5f5SMjEwUFOTZ//ufnP7zfJl1QykG+G5ubvTt2xc9PT0SEvLOjujr6xMTU/6hyyWlW7du3L17VzLA//z/iIgcr2xKSgqdO3dm0qRJyMjIcO3aNdavX8+2bdvQ0NCQlDtz5gyjR49m/PjxyMjIEBsby/r16zEzM8PGxoaIiAh2796NrKwsEyZMICMjg02bNtGtWzdmzZpFRkYG/v7+yMrKIhKJaN26NY8ePZIa4D98+JDvvvsOTU3xYExJSYmZM2eio6NDaGgo+/btQ15eHktLSwD2799PWloaK1asQCQSERoaKnX9RdUHcTTGo0ePmDdvHvLy8igoKEi09O/fn19++YWAgAD++OMP6tSpQ6dOnQDx1okRERHMnj0bXV1dnJyc2LhxI+vXr8+zFEBGRobu3btz9+5dqQH+3bt3MTY2LnBwf+vWLW7dyj9Bz2cGj+jH6s0/Sj5PGzMHIE8kgoyMTLGjEyzGDyMiPIp7N6VfrpxfuuH8Mscb8eq5K5funmDCFEt++bHsLyz58dvpOzj7hnBowRjkZAsOthnR6TtCouKZt+sC6RkZqCorMaZ7K3ZffoysTKlW4RSb/O51cWjaty19fxzDqVnbiX8XLTke/Ootwa/eSj4HOXpj+8962k/szZVVf5WP6ALIt91QdLsx6WtK/x/HcvyLaykvOg7tzJR1MyWff7VaA4iXMkgjk9/BEhPq944l/eahqqGKab8OzNw8h9UWPxHiXfbwyCEj+7Hmt58knyePmQ2U/Jk1/b41tvOn8vOi9bg4ulGrtiE/r1vI3CUz+X3DrjLr7De8Nz9tWij5PHvcwlLplJWVITY6jl/mbyQzM5M3rl5oamuwYPXsChngDxjRhxWbFks+24ydT7bwL0oWpVuW2Og4VtitJzMzEw9XL7R0NFi0eq7kRfbRnSdSdVxeunPtxVmGmA/grz0nSqy9//DeLN+UkzDOdtyCbOmlu+er5m+Q3HMtbU0Wrp4tNcAP8A3CvMdE1DXV6TmgK79s+4kpI2zLPMjPTzPFtItN+ralz49jcCjElrSx7M6HiDi87+TvUS4J3Yd2Y86G2ZLPP036WfyfUvShyR+TmdnXBmWRCi07tWD6z9MID4nA+V9natapidXiScwfsUAyaC4J3w/tjNW66ZLPm63WZsv8QicyFGmy81yb9Hl6T+pPg9aN2GK9juh3UTRs14TRyyYSFRKF2/2ce/74wgPcH7qgZaBN/2lDmLVrAb8M/5HUlBLm5cmvrRRxDYdHrUZRpEyNlvXoudSSuOAo3PKZEDK16kPrMT04MnYdqR/Llny017AeLNiYkxtn8YTP717Fbyua2hr8uHURq2zXFbpEQ1ZWBk9Xb/ZsOADA29c+1KxTk2GThpRqgF+Z7WJxUOw7AVmjhqTs/7nY7wCyRg1RGjWb1CuHyHxXtrwj+dFzWHfsNsyVfF46Udzv573lBb9naWhrsHjLQtbMKry95Mbm5+mYtDVh9vC5pcp90G94L5b9mqvvH78oW3d+dqPg87g6vsbV8bXks8sLd07cOoSl9Qg2LRc7InoP6bs8zDYAACAASURBVMGAkX340WYVfl7+NDSpz4LVc3gXFMrFE1dKrP1LSjzAT05ORltbu8Dv09PTKyShREnp1KkTR44cISwsDBUVFZydnbG2tubUqVOSMiYm0jPq1tbWPHv2DGdnZzp3zlnH9f3339OjR86aohMnTqClpcWUKVOQlZWlZs2ajB07lr1792JhYUFaWhqJiYm0adOGqlWrAlCjRg1JfTMzM7Zt20ZycjIqKiqkpqby4sULqWiIkSNHSv5vYGDA0KFDuXTpkmSAHh0dTbt27SQDagMDaW9XUfVB/LeytbVFS0tLqu5njzxA9erVuX37Nu7u7nTq1Inw8HD+/fdf7O3tJcsd+vbti6urK7du3WLKFOnsoSCebHFwcMDb25sGDRqQmZnJ/fv3GTZsWJ6yn+nZs6ck6//ZA/mH5dy+dh/nVzmD7s/RCfoGulLh9bp6OnlmavNDQUGeYRYDOXX0fJEZLDMzM3F38aBWHcMiz1saNjnc4fpLT/bZWVBTX6vQsjIyMswd3oVZQ82Ifp+IjrqIZ9kJ0WroahRat7QkxSWQkZ6B+hfaVHU18njCv6Rp37aM3GrDGbtdUpmi8yMrM4t3bv7o1a5aZs0FkRT3oZBrKXzG3aSvKRZbbXCw21lhGfQdbz7HxylnVv5zQkgtfS1iw3IGAZp6mnm8+qUhIy2diEBxtISfmy91mten/5TB7F20o4iaRXPr2n2cHd0lnxWzr0W/ii5huZ9Z/cKf2flLbfj7/DUcjopnur3e+KCiqsKGrT+zfdPeMmegvX/9Ee6vcjpnBSWxbdE10CEiNCcMV0dPO8/Mfm6iI2NIT5PuE/3fBqIiUkFbV6vc12bevfZQ6qVCUUl8f/UMdAnPpVtXTzuPZzw3URHRpKdnSOn28w5AVIju5KRkfL38S20T711/hNur3NoVJdpz33NtPW1iogvRns8993sbkOeep6elExwgzm3i4eJJ0xaNGTfNgpV260ulH3Lsolop7GKTbLt4thC7KKcgR8sRZrw8eZfMjLK/Zz25+RTPXPkgFLL7UG0DHaJy2RYtXS3iowpu5yB+AQ4NEK+n9vPww6ieEaNtLXD+15nGrRujpavF3lt7cq5FXo5m7UwYOG4AgxsOJS214ESqrwqwgZr62sSG5TiUNIqwgfFR8ZIIqNx1PmT/bRSUFDFfNJbtNr/hdFscfRDsGUitJrXpP22w1AA/OSGJ5IQkIgLC8HHyZo/rX7Tt10GSiK8okuISyEzPQFVfOsJOVU8jTwRInusIjgIg0isYNX1NuswbnmeAb2rVh24LRnF84q+EupR90urRjcd4OOV4RD//DXT0dYgMjZIc19bTIraAv0HtRrXRq6rH1pM5ThFZWfHk193AG0zobk2wbwgxkbF5dm0IfBvIyMkFvzMWRmW2i0Wh2G8ics2+J+XgKrLiirdERNaoIcrjl5J6x4H0F8ULey8p/954godTjm353NfrGGgTFSbdXr706n+mdiNj9KrqsvnEr5JjMtnt5VbANay6TyHYL0Tync2KGXQf3JV55gvzXatfHMR9v4fk82ebqKuvk7cfKsa44jOZmZm8cfHEKFc7mLvchiO7T3LjojgCx8fTj6o1q2I9a/y3GeDr6uoSHFxwSLK3t7dkUPstUVNTw9TUlLt37yISiWjatGme9ffv37/n1KlTvH79mvj4eDIzM0lNTSU6Wnrm/Esv87t372jQoIEkZB2gUaNGpKenEx4eTq1atejatStr167FxMSEZs2a0b59e8nvb9myJUpKSjx//pwuXbrw8uVLsrKyaNs2J0HXgwcPuHz5MmFhYXz6JE6IJSeXs86nf//+7Nu3D2dnZ5o1a4apqamUzqLqA+jo6OQZ3IN4iUNutLW1ef9e3OH4+/uTlZXFvHlfZDlPT88zYfIZLS0tWrVqxd27d2nQoAHOzs58/PhREhFQWhITk0j0l852GhkRTceu7XBzFj+gikqKtGnfgo0riw7d7TWgG9q6Wpw5VrwZ4oZN6uP5uvy3ntl46jbXX3qy386S2lWLH3ItJytLFW11AK69eMN3daqjo6Fa7voAMtIyCHX3p16nZrj/k7OOrV6nZry+9rzAeiYD2jFy80zOzN/F66sFl8tN1UZGhL+pmBBxEF/LO3d/6ndqhluua6nfqRnuhVzLdwPaY755Jg7zd+FWzGspDSmJKaQkSndWcZGxNDNrgZ+rOKGpgpICDds24fi6w+X++2VlZVBQLJ8NVxI/JuXJjB8ZEUWnLu1xdcr9zLZkw8rfCzyPskiZjC8GOJkZmcX2lBZFUmJSnkzKURHRtO9sKkmQp6ikSMt2zfl9dcGeeOfnbvQb3kvKq1WrjiHJSckVknipIN0duphKEkEpKinSqn0LNmd7nPLV/cKV/sP6SOk2rmtEUiG6FZUUqV2vFs8flW6iq+B73laSIE9RSZFW7ZqzdXXBk03Oz13pN7y3tPZi3HNZWVnJJHFpyW0XX5fQLo7YPJOzRdjFxn3aItJRx/HUvTLp/ExyYnKe7NUxEbG0MmuJt4u4b1NQUsDEtCn71x4o0bllZGUkL8ePrz9mWk/pvnL+5vm883/HyR0nCx3cQ/42MD4yDhOz5vhL2cDGnFhXcKSXzytvTDo15589OX28SafmvHUUP9NyCnLIZy8xyE1mRqbU+16ea5UR/yOvpFBgmS/JTMsgzM2fOmbNePNPzt+8TicT3lx9UUjNL3+3DPKK0r+3/ZR+dLUbyfFJm8pte7zkxGTe5WkrMbTt3BpPF3GOFkUlBb4zbcbONXvzPYensxcTukvv0DR1kTXqmmpsWfaHZFDm9sIdw7rSA+KadWoSUYIcB7mpzHaxMBT7T0K+2fckH1xFVnRo0RUA2VqNUR6/hNQ7p0l/Ur7bseYmf9sSQxuz1njlsi3NTE3Ys2ZfvufwcvbGqof0MvDJCyehrqXO78u2ExacYxNsV9nQbXBX5o1aQLBv6ZfNJiUmk5QondQ6KiKa9l3a4uEi3fdv+6VkW3zWb1IP79c5SeiVVZTJ/MIZkZmRgUwhtqYklPitzdTUlJs3b9K9e/c8nvynT5/y9OlTzM3Ny0VcWenWrRv29vYoKytLPNK5sbe35/3790ycOBF9fX0UFBRYvXp1nkR6ysrSCc6ysrIKDEX+fNzGxob+/fvj7OzMy5cvOXHiBAsXLqRFixbIy8vTvn17Hj16RJcuXXj48CGmpqYoKSkB4Onpya5du5g5cyatWrVCVVWVBw8eYG+f8yLZvXt3mjdvjpOTE66urvz0008MHToUc3PzYtXP77o+8+VEQG5j9vna169fL8k38JnCXo569OjBtm3bmDRpEnfu3MHU1BQ1NbUCy5eWP/ccZ+Y8a/zeBuDvG4SN3WQSE5P5++y1nDJnd+Hq9JrNa6RfEs3HDePJg+cEB+bNWG+7YCrOju4E+gWhpq7KhKmWNGxSnxULS+/tyY91J25y5ZkHW2cMRUOkRHR2WJJISRGRsvj+/nH+Ae4BYeydJ27TcR+TuOnoRZsGRqSmp3PxsTs3X3mz386ywN9THvy7/x9GbrEhxMWHwJfemI7riXoVbZ5nrwccuVkcVn5mvjhkutmgDozaMpOr644T8NwTtWzPRUZquiQ5Xfc5wwly8iHGPxxldRU6TOpD1UaGXPrpYIVey8P9V7DY8gPBLr4EvvSi3bieaFTR5ukx8TIR8+xrcci+luaDOmCxxYYr647h9/xNvtdSkVw98DdDbUcR6htCmF8ow2aN4lNSCv9efCAps+z4anydvTn561EA5BTkqVlf/NKkoKSIlr4WtZrUJiUxWeKxt1w8Hqc7jsSERaOiqkLHIWY0bm8iWRZQERzafRwbu8n4vg3A3zeQH+ZPJSkxmUtnr0rKHD23G5dXr9m0Rvzydef6A6xnjsPN2QNnRzeMaxsyb8lM7t54WC77x+bH8X0OTJ4zkQCfQAL9gpg6V7wV1NVzOR6Q3ae38drpDdvXiXdxOf3neSysR7BozVxOHjxLdcOqzFg4GYfDOWvsVEQqGNauCYCMjCzValShQdP6fIj/QPi7sm9rdWTvKabNnYT/20AC/IKYPs+KpMQkrpzLSXC1/8x23J08+H2tuH2fOnyO0dajWLLWjhMHTlPdsBo2C6dy6tBZSZ0FK2Zx78Yjwt6Fo6Onwww7K1REKlx0KL+XxmP7HJgiuefBTJ07iaTEJP7Jdc/3nv4DdycP/si+5w5/nsfSeiSL18zlxMGz1DCsxsyFUzh1+JykzpxlM3lw6zERoRGIVEX0H96bNt+3lCwLKAu57WLQS2/aZtvFF9l2cUS2LTmbyy6O3DKTa4XYxc+0teyO37+viQsu3UCnOJw/cJ7RsywJ9gnhnX8IY2aPJiUphTsXcvbK3nhiPV7O3hzceAiA0bMs8XTyIiwoDAVFBUy7t6Xn8B7Y/yx+AU78kEjiB+lrSUlKISE+gYBS5ve4duAyQ2xHEOYbQrhfGENmjSQlKYUnuWzgkuMr8XN+i8OvxwC4cegyyxzWMMhmOC+vP6NNn3Y07mDCmpHi/apTPibz5ok7FkvGk5KUQsy7KBq1a0qnEV04uf4IAAa1qtK2XwdeP3IhIfYDOtV0GThzOOmpaTjffplXaCE82X+VYVtnEuriS/BLb1qP7YF6FW3JmvohW8Trji/aidt220m9iQ+KIsZPPJgzateIDtMG8PJIzvPQYfoAui8w5/zcncT4h0kiBNJTUvmUULYw/S9x2H+OCbPHEOgTRLBfCBPnjCM5MZmb53NyAvx+ahNvnDzZs+EAKckp+H+xN/nHDx+Rk5eTOu6w7yy7Lv7B+NljuHPpHvVN6jHSehh7N5Tfe0BltosAigMnI9/cjJTjmyD5IzJq4r9zVmoKpIqdegq9RiNXox4ph38BxFvrKY9fQtrzG2S4Psypk5kJSWVPSFcUZw6cZ9ys0QT5BhPsF8L42WNITkzh1oWcxOybT/7KG2dP9m84SEpySp697D9+SEROXk7q+Jw1s+g1ogfLJ68k4X0C2tm5RJITk0lJyn/LzJJwfN9pJs+ZIO6HfIOZMndidt+f01Z2O/yOu/MbdqwTRylNs7PC7dVrgvxCUFUXMXryKOo1rsu6xb9J6jy4+S+TbMfxLigMXy9/GjVrwLjpFlw+fb3MmqEUA/zhw4fz6tUrli1bRuPG4qyqFy9e5MSJE/j4+GBsbMzAgQOLOMvXoVmzZsjLy5OQkCDlHf+Mp6cnVlZWtGol3is8Pj6euLjCw9BAHML+5MkTMjNzZnU9PT2Rl5enSpWcbVKMjY0xNjZm6NChrFu3jvv370sS0ZmZmbFy5UpCQkJwdnZm6dKlknre3t7o6OhILRPw8sqbxVpXV1cSyn7hwgWuXr2Kubl5seuXBmNjY7KysoiPjy/QY58fLVq0QCQScfPmTRwdHaWutzzZu/1PlJSVWLFxCZqa6ri8csdq1A8k5pq9NTKumSdDvmGtGnQwa8vcaT9+eUoANDTVWbN5GfoGuiR8+IiHuxdjBk/B1el1vuVLi8N9cYbfab87SB2fPuB7Zg4SJ1CMev+R4Cjp2eLLT1+z9dx9srKgeZ1q7LezoFntauWq7UvcLj9FpKVG11nDUNfXIsI7hL+sfpWsHdWsIR19YDq2B3IK8gxcMYGBKyZIjvs99eCApXgAqawhYui6yajra5GSkESYRyD7LH4hxKX814jlxvXyU0Ra6nSfNQwNfS3CvYM5ZLVRci1aNaSjf9qN7YmcgjyDV0xk8IqJkuO+Tz3Ya/lLhWoF+Hv3eRSVlbD6ZRqqGmr4OnuzbtxKqf2fqxhVJSY0JxpJu4oOG65ulXyualyNnuP64vHEnV8sxevjtPS1+eH3uWjpa5OUkEiQZyAbJ66Wythf3uzZfhhlFSVW/boETU0NnF+5M3HkTClPv5GxIaG5Brs7Nu8nKysLu6U2VK1mQGxsPHeuP+C3tWVfRlAQh3ccQ0lZiSXr7dDQVMfdyYOZlnOlPEOGxjWkwvgiQiOxsZjH/FWzOHnrMDFRMVw8eYV9Ww9LyjRp0Yj953J0z1w0hZmLpnDp1D+smLO2zLoP7jiCsrISyzYsQENTHddXr5lmMUdad62ahL/L0R0eGsk0i9ksWjWHM7f/IjoqlvMn/mbP1kOSMlWqG/Dr7tVo62gRGxOHq+NrxvQXZ8cuLw7tOIqSshJL189HQ1MdNycPZlrOk9Je07iGlD2PCI1khsVcFqyajcOtP4mJiuHCycvszXXPdQ10WGe/Aj19HT4mJOLt4cMPY+ZLZdUuLe752MUjueyiVgF2ccCKCQzIZRf9c9lFAG1DA2p/3wSHWQV7GMsDh12nUVJWwnbND6hrquHp7MnSsT9KeeOq1aouFcKvIlJh9jpb9Krp8SkllWCfYH6d9xv3Lt6rMJ1Xdp9HUVmRib9MQ6Ship/zW34dt1rKBhoYVSU2lw186+iF/awtjJw/muHzLIgIisDedjO+zjl5X+xnbcF80ThmbpuLmpYa0SFRnN18kpuHxQO09NQ0GndoSv+pgxFpiHgf/R6v5x6sGraU91Eli8rxuPwUkbYaZrZDUTPQItI7hOOTNvH+cx9aXbqtyMrK0mOpJVo19chMzyQuKILbG0/y8mjOgLrt+F7IKcozcudsqbrOpx9wacEeypPjO0+ipKyI3drZqGmq88bpDXZjFku1leq1qkuF8BcHTxcvfpz8M9OWTGbinPFEhkayf9Nhzv9Z9gR7n6nMdhFAoV0fAFSsV0gdT71zmrS7pwGQUdNGRidnTCLfsisyisoodhqMYqecnFiZcZEkb7EtV335cXLnKZSUFZmzxhZ1TXXeOHuycOySL9pLtRK3l6GTxNeyxUE6H9bhLX/x55YjZdb9p/0xlJWVWLwup++3sZxHUi7d4n4op62oa6rx06ZF6Gb3MV7u3kwd9oPUdq2/LtuKzeKpLN0wH21dbaIjYzh/7G/2bjlcZs0AMlml2BstKSmJU6dO8ejRI0lGepFIhJmZGZaWlohEonIRVxrs7e1JSEhgyZIlgDhnQFZWlkRT7u8XL16Mqqoq1tbWpKSkcOzYMXx8fBg0aJAkCsHc3Bw7Ozvat8/ZJzI2NpY5c+ZgZmZG//79iYyMZNeuXZiZmTFhwgQiIyO5efMmbdq0QUdHh4iICLZv307v3r0ZMWKE5DyzZs1CWVmZDx8+sGvXLslkgaOjI7/++is2NjY0bNgQJycnzpw5Q0JCAg4O4oHfoUOHaNmyJdWqVSM5OZk///wTWVlZli9fXqz6n7Pob94snYl35cqVGBoaMnlyThjVl/f0jz/+wNPTkwkTJlC7dm0+fvzI69evqVKlCu3atSMyMhJbW1vWr19P3bp1JedxcHDgwoULaGtrs2PHjmInZKuv37pY5f5ruDrMLLrQf5A1Vt92m8uykF6MpHj/RYKyytez8jV5llhxyycqEk35b9dPlZW0rIqJUqho5Co46WdFMkjZ+FtLKBXPM8p3K72vSRXZyvmM1kflW0soNTfTK2a3moomLr3iI+cqimfTjL61hFIx8FDRDtH/Ku8zKu8716uw4m0HXKqFlSKRCCsrK6ysrPjw4QNZWVloaGgUe8D2NVFRKdjQzpw5k71797J48WJ0dHQYNWoUHz4UvY2Fjo4OS5cu5ejRoyxatAhVVVU6duzI6NGjAXGoelhYGFu2bCEhIQFNTU3MzMwYMkR6H89OnTpx9uxZBg4cKLW+q3Xr1gwbNoy//vqL1NRUmjdvjoWFBfv375eUycrK4uDBg8TExKCsrEyzZs2YMGFCseuXBRsbG86dO8fRo0eJiYlBTU2NevXqFenR79atG2fOnKFbt27/ybYiICAgICAgICAgICBQmSmVB19AoDS8ffuW5cuXs2PHjjwJDwtD8OB/XQQP/tdH8OB/fQQP/tdH8OB/fQQP/tdH8OB/fQQP/tdH8OB/GyrUgw8QGhpKeHg4Hz9+zHffyC5dupT21AL/Y6SlpRETE8PJkycxNTUt0eBeQEBAQEBAQEBAQEBAoHiUeIAfHx+Pvb09rq6uhZYTBvgCn/n333/ZtWsXxsbGzJxZOb3aAgICAgICAgICAgIC/3VKPMA/ePAgrq6u9O7dGxMTE9TV1StCl8D/EF27dqVr167fWoaAgICAgICAgICAgMD/NCUe4Lu6utKrVy+pLOsCAhXJp4zUby2hVOydeO9bSygVBlTedbIT2oV8awmlovntmG8t4f8dMalFJ1QVEPiMp9LHby2hVAyQqbxL4h5SOZ/R/hmVdz24q7zqt5ZQKgKTI4su9B9FpnqVogv9B/FNelN0of8o89Waf2sJFU6J3+SzsrIwNjauACkCAgICAgICAgICAgICAgKlpcQD/EaNGhEQEFABUgQEBAQEBAQEBAQEBAQEBEpLiQf4EydO5MWLFzx9+rQi9AgICAgICAgICAgICAgICJSCItfgr1q1Ks8xZWVltm7dio6ODgYGBsjKSs8TyMjI8PPPP5efSgEBAQEBAQEBAQEBAQEBgUIpcoAfGZl/4orPe5lHR0eXryIBAQEBAQEBAQEBAQEBAYESU+QA397e/mvoEBAQEBAQEBAQEBAQEBAQKAMlXoOfnp5eZJnY2NhSiRH4bxEZGYm5uTm+vr7fWkqJmLd4Ji9e38b73QtOXTpIg0Z1i6xjPX0sd/6PvfOOquJo4/BD770joih2sffYoqiJ0Q97B7tYsfeCxthNLAmaWKJGjSX23kWwIRoQC0hXEaWDFOl8f6AXL1Xhoq7Z55x7Djv7zuzvDnPf6bO3T+D/whOPh5dYuno+6hpqhdpOmDqKZ7EP+HHVPJlprmdvy7DrvzDB/08GnF6KebMaHxTPvGl1JgXvYvDFFVLhvQ/MZ/KzPQU+Qy6tlJlmIevOj2KtemjMXobOH/+g948ryu2/KzlO/aZoLXNB968z6Gw/jsasn5A3syhXne8jxHIuZN0gXO1C1Q3C1d5vykC23NnB3if/sGT/MiyqVSzW3qJaRaZvno2L+xYOPT1BvykDC9jIy8szYPpgXK5v5e8nh3C5vpUBMwYjryCbV5sK3Z8LMc/fR7N5baz/nEe9u9tpEnYMg74dirWXU1Gi8i9O1L64nkYhh6jxz08y11QSQs5zofoWgO13ghm87zatN13m2z+uMvn4vwRGJ35w/KdxyXzjcplWLpdlrq04hJjnQvWLH/1r2bhxY7H34+LiCt23/zXh4uJCv379OHz4sFT4o0eP6NevH69fC/PdrV8D45xGMHr8UBbNWUE324HERMey9/AWNDTVi4xj17srcxdP47dfttChhR1Tx83j206tWbxiTgHbhk3qMdChN48fPpGZ5mrdm9N28RA8XU7wd9cFvLwbgN2umWiZGxQbT0VHnc7rxvL8xqMC906NWc/WxhMknz9bTiYt8Q0Bpzz+87oLRVWNrGchpOz4jZy01BLN5Y1N0Zy1jExfH17PGk3S0unIKaugOW9V+ep8ixDLuZB1C1m7UHULWXuPsb3oPtqO7c5bmNN9OgkxCSza+yOqRTRKAVTUVIgKi2Tf2j1EPHtVeLrjetPFoSt/Om9hcsfx7Fi8le8cfqDXhL5l1ix0fy7EPM+PgoYab54847nzNrLepJVoLycvT3ZaOpE7z5Bw+Z7M9ZSEkPNcqL7lHffC4uhXryI7+zVjS+8mKMjLM/bIPRJSM0qMm5GVzdyzPjSqoFcu2opCiHkuZL/40R18T09PduzYUei9hIQEfvzxR5KSksos7EtHSUmJEydOiJ35L4yRY4ewacN2zp68hL9vIFPHz0dDU4MevX8oMk7jZg3wuuvDkYOnCHsezk33Oxw5cJKGjW2k7LS0NNn4x0pmOTmTEC+7/3ujUd/je8idR/tciQsM55rzX6RExmNj37HYeLarR+N7yJ2X/wYWuJeWkExKVILkY960BkrqKjw6cO0/r7swMr08SN23jYzb1yAnp0R7hSo1QFGBN39vJfvVC7JCA0k9uhcF0wrIaemUq1YQZjkXsm4haxeqbiFr/2Hk/zi6+TAeZ2/x3P8Zv01bj5qGGm3s2hYZJ8gnkL+W7eD6cTfSiujc1Whck3uXPLl32ZOosEjuXrrD3Yt3qNagepk1C92fCzHP85Nw5R4vVu0h7vQtyM4u0T77TRrP5v5O9N4LZLz69OdhCTnPhepb3rGpV2Ps6lTA2lCLaoZa/NSlLnFv0vEOjysx7obr/lQz1KJTNZNy0VYUQsxzIfvFj+7gOzo6cu7cOY4dOyYV/vr1a5YsWUJ8fDzz58+XmcAvlbp162JkZMShQ4cKvZ+dnc3mzZuZMGECgwcPxsnJiePHj5P9ntPOyspi586dDB8+nOHDh7Nz5062bt3K4sWLAbh27RojRowgI0N6RG7jxo2sWpU7UxgdHc3q1asZPnw4Q4YMYcqUKdy4cQPIW2mQ/+Pq6gpATk4Ox48fZ9KkSQwePJjp06fj5uZW4Lu8fPmShQsXMnjwYKZMmcL9+/el7oeFhbFixQocHBwYNWoU69evJz4+XnLfxcWFlStXcubMGRwdHRk+fDibNm0iLa3kEeqPwbKSBcamRrhdvSkJS0tNw+PWPRo3q19kPE+Pf6ltU4OGTeoBYF7BFNvv2nP1oruU3cr1zpw5cZGb7ndkplleSQFjGyueuj2QCn/q9gCzxtWKjFfP3hZ1Ix3ubDxWpM371B34LU9d75P0UjbbZ4SqW1ZkBT2BzCyUO/wA8vKgqoZy++/IDPQlJzGhXJ8txHIuZN1C1i5U3ULWblzRBD1jfe67eUnC0tPSeXznETUa1ypT2r6ej6nT0gbzqhWA3OXOdVvZ8O/Vu2VKV+j+XIh5LnSEnOdC9S3FkZyRRXYOaKsoFWvnHhKFW0g0s9rX/ETKchFingvdL5Z4yF5+2rdvT2xsLPv27UNfX5+2bduSlJTE0qVLiYmJYeHChVSpUkWmIr9E5OTkGDRoEGvWXSagzQAAIABJREFUrKFr166YmppK3c/OzkZfX5+pU6eira1NYGAgW7ZsQUtLiw4dcvdVnTx5kmvXruHo6IilpSXnz5/n+vXrWFlZAdCyZUt27tyJp6cnrVq1AiAlJYU7d+4wefJkALZt20ZGRgbOzs6oq6sTHh4u0TB8+HAGDx4sub5y5QpHjx6V/H/279/P7du3GTlyJObm5vj7+/PHH3+gqalJo0aNJPH27NmDg4MDlSpV4vz586xevZpff/0VfX194uLicHZ25ttvv8Xe3p6srCz27dvHqlWrWLZsmeQVir6+vujq6rJw4UJiYmJYt24dZmZm9OzZU2b/EyOT3CUz0ZExUuHRUTGYmhkXGe/kkXPo6enyz6mdyMnlrs44vP8Eyxevk9gMdOhNZStLpoydKzO9AGr6WsgrKpASJd0pTIlOwLJ13ULjGNSwoPmUnhzosZic7JJnm3WtTLFoWYuTI3+RiWYQrm5ZkR31iqSl09GYvgT1UVNATo6s0ACSls0u92cLsZwLWbeQtQtVt5C16xnnLntNiI6XCk+ITkDfRL9MaR/bfBg1TTXWX3IhOysbRSVFDv16gPO7z5YpXaH7cyHmudARcp4L1bcUxxpXP2oYaVHPTLdIm6jkNH689Jifu9VHQ/mju39lQoh5LnS/WKoTK3r16kWnTp34/fffuXHjBkuXLiUiIoK5c+dibW0ta41fLI0aNaJmzZrs37+/wD1FRUX69++PtbU1xsbGtGrVik6dOklm1wHOnDmDnZ0dLVq0wNzcnGHDhqGnl7cnRllZmdatW3P16lVJ2PXr11FTU5N0wKOjo6lZsyaVK1fG2NiYBg0a0KBBAwDU1dXR1dVFV1eXV69ecfjwYSZOnIilpSWpqamcOnWKsWPH0qBBA4yNjWndujUdO3bk/PnzUt+lc+fOtGrVigoVKjBs2DAMDQ25cOECABcuXKBSpUoMGTIECwsLKlWqxMSJEwkKCiI4OFiShrq6OqNHj8bCwoL69evTokULHj58WGTeXrp0iTlz5jBnTsF9Nu/o0ecHfJ95SD6KirkjlzlI/6jk5OTIKWbZdfNWTXCa4ciCmT/RtX1/RttPpkXrpkybOwGAKtaVmbXACSfHOWRklHzIpCwoSrOCsiLfu0zEfdnfvH4e9UFp1R34LUkRcYRc8Za1zAIIVffHIqerj/q4WaRfO0/iHEeSFk8h580bNKYtBjk5mT5LqOVcqLqFrF2ouoWsvU2Pdux+fEDyUVBUyNVdiMQP2P1TLN90b0O7Xt+ywelnZv0wlY1TfqGLfVc69O9UtoSL4Ev1519znn+pCDnPhepbPpS1157gFR7P2m71UZAvuv2x4NwD+tazKHYQQFZ8zXn+pfrF/JR6CGfkyJHEx8ezceNGVFRUmDt3LjVrftolH18CgwcPZv78+XTv3r3AvQsXLnDlyhWioqJIT08nKysLIyMjIHcmPj4+XmpARE5OjqpVqxITkzfC1bFjR2bPnk1MTAwGBgZcvXqVdu3aoaCQ61y7du3K1q1b8fb2xsbGhmbNmhVYQREZGcnatWvp3bs3zZs3B3KX1WdkZLB8+XIp2/c1vqN69bx9T/Ly8lhbWxMWFgZAcHAwvr6+2NvbF/j+r169knw/CwsLiWYAfX19AgML7k15h62tLba2tgD8veV0oTYXz13F656P5FpFRRkAI2NDXr6IkIQbGOoXGDV8n5nzJ3LiyFn27z4CwBPfANTV1Vm1YTEbVv9Oo6b1MTDU5+KNI5I4ioqKNG/VmCHD+1LTohnp6SUfbFIYb2ITyc7MQt1Iet+2moE2KdEFl3qrG+tiUN2CTmvH0GntGADk5OWQk5dnUvAujg9dwzP3vIETeSUFavVpzcN9ruRklbyn72vXLStUuvQgJy2VN3v+kIQlb1yG7h//oFCjLll+D4qJ/XEItZwLVbeQtQtVt5C1e168Q4CXf15ab2fGdI10iXmZty9ax1CnwGznx2I/bxgnthzjxsnc5anPnjzFyMKYnuP7cOXAxVKnKzR//jXkudAQcp4L1bd8CGuv+XH+ySu29GmKhU7Rh9UB3Hkey72wOLbczp18yyGH7BxosuEiczvUoreN7N4C9DXkudD8Yn5K7OBfu1b0pv/69evz4MEDmjVrRmRkJJGRkZJ77dq1k43CLxxra2uaN2/O3r176d27tyT85s2b7Nq1C3t7e6pXr466ujrnzp3D09Pzo9KvXLkyVapUwdXVlaZNmxIUFMSkSZMk9zt06ED9+vXx8vLCx8eHBQsW0KNHD/r16wdAamoqq1evpn79+vTq1UsS793o0+zZszE0NJR65vsd8ZLIycmhYcOGODg4FLino5P3oygszeJG7T6E5KQUkpNSpMIiX0XRpn1LfLxyT65UUVGmWctGLF9U9PIXNTU1srKypMKysrKQezsTe+H0FWy9pbcS/PzrUkKCn/Hbuq1lctjZGVlEPgjBsk1dAk/n7R2ybFOXwLMFy0ryqzj22EqvaqjnYItlm7qcGr2e12HSo4ZVv2uCmr4Wjw64llrj16RbVsipqBQ8BCk7twzJyXgGX6jlXKi6haxdqLqFrD01+Q2vkt9IhcVFxlK/TUOCfHIHsZVUlKjVtA67lxd+QPGHoqKmInWOD0B2VjbyxczafQhC8+dfQ54LDSHnuVB9S0msdvXjvP8rtvZpgpW+Ron2/wxpKXXtGhzF9jvB7B7QHGNNVZlq+xryXGh+MT8ldvA3bdpUYiJubm4FDmf7r3TwAQYNGsTUqVPx9s5bYuHn54e1tTXffZf3Pu2IiLxRq3fL5wMDA6lbN3cvR05ODkFBQejqSi+f6dixI8ePHycxMZEaNWpgbm4udd/AwEAy433s2DHOnj1Lv379yM7OZuPGjaipqTF27FipOBYWFigpKREVFSV5flH4+/tLaQwMDKRFixYAWFlZcevWLQwNDVFU/LR7egpj++97mDh9NEEBIQQHPcVp+hhSklI4djhvFcC+o1vx/vchq5ZuAODSeVdGjXfAx/sR3ncfULmKJTPmTeTyhWtkZWXx+nUir19Lv180JeUN8XEJ+PsWvQrhQ/l321m6rBtHhHcw4Xf9sRnSEQ0TPR7syX0/aed1jgBcmPoH2ZlZxPiHSWuJeU1mekaBcMhd/vP8xiNeP/uw5UL/Bd2FoqqGgmnugT7IySFvaIxCZWuyk16TEx2J6qDRKFrXJOnH6QBk/HsblR/6otpnKOnXLyGnpo7aoNFkR0eQGexfzINkgxDLuZB1C1m7UHULWfvp7SfoNbEfL4LCCA9+QZ9J/UhNeYP78bx2kvPfSwnwDuDv1X8BoKikKHmHuJKKMrpGulSubUVqciqvnr4E4O4lT3qO603k8wie+z/Dqk4Vuo2y49qRqwVFfCRC9+dCzPP8yKurolLZ7O2FPMoVDFGrbUVWfCLp4dFUmDMEjQbV8R+wSBJHtZoFckpKKOppI6+uilrt3DOc3jwOkbm+/Ag5z4XqW96x4oovp/3C+aV7A7RVlIhOzj20Wl1JAfW3qys2Xg/gUUQCf/RuAoC1oZZUGo8jXiMnJ1cgvLwQYp4L2S+W2CNzdnYulwd/TZiammJra8uZM2ckYWZmZri6uuLl5YWpqSk3btzg8ePHaGpqSmy6du3KiRMnMDc3x8LCgosXLxIXFye1Dx/gm2++YdeuXVy4cIHRo0dL3duxYwcNGzbEzMyMN2/ecP/+fSwscpfZHDp0CH9/fxYuXEhycrIkjrq6OmpqanTv3p3du3eTk5ND7dq1SU1Nxd/fH3l5ecnyeICLFy9ibm4uOQgwOjqazp07A9ClSxcuX77M+vXrsbOzQ1tbm4iICG7duoWDgwNqakW/D7U82LzxT1TVVPhp9Xy0dbXxvveAwX0cpUYSLa0qEv7eEqGNa7eQk5PDjLkTMTM3ITY2nkvnXFnz06+fRHPASQ/UdLVoNskOdWNdYvzDOD50DYkvcpctaZkblpBC4WhbGlGxVW3OTnSRpVwJQtVdGIpVaqC1ZL3kWq3/CNT6jyDN9RwpLiuR1zNA3qSC5H7mQy+SN/yEqt0AVO0GkJOeRqb/YxKXzYK01HLXK8RyLmTdQtYuVN1C1n7s9yMoq6owaqkjGtqaBHj7s3SIM6nvzYCaWJoSHZ63tFnPRJ+1ZzdIrs0qm9F5yPc8uvUA5wG5byba7ryFAdMHM3rpWLQNdYiPjOPyvgv8s7HgOUAfi9D9uRDzPD8a9a2p8c9PkusKMwZRYcYgog9eIXTaRpSM9VGpJH2gc7W/FqFSMe+QsjoXcg8fu2vRQ+b68iPkPBeqb3nHQZ/nADgevicV7ti8CmNb5m6NjU5O43l8SoG4nwsh5rmQ/aJcTlnXSf8HcXFxITExUeoAuISEBCZNmkRqairbtm1DXV2drVu3cufOHXJycmjevDlGRkZcvXoVF5fcf2hWVha7d+/G1dUVOTk52rdvT1JSEgkJCcybN0/qmZs2beL27dts2bIFVdW8pTR//vkn3t7exMTEoKqqio2NDQ4ODujr67N48WIeP35cQP/48eNp3749OTk5nDt3jgsXLhAREYGamhqVK1fGzs6OevXqERkZycSJE5k0aRLnz58nJCQEQ0NDhg0bRsOGDSXpvXz5kr///puHDx+Snp6OoaEh9evXx8HBAUVFxULz6+DBg3h4ePDzzz+XmN+W+jYl2nyJTNcs+tUfIuWDQ/OCo6RCoP7lovegiYiIfH6aaVl9bgmlok2O9ueWUGrc5crnHeLlzZysUp1f/UWwUuHLO/PmQ7iTWP4rFsoLv2XtP7eEUlFzvuvnllBqhNw+n/xszwfZiR38L4zZs2dTo0YNRowYIRW+fPly9PX1Cyy1/y8gdvBFPhSxgy8iIlIeiB38T4/Ywf/0iB38T4/Ywf/0CLl9/qEd/FJvmg4KCiIgIIDk5ORCD0vr06dPaZP+zxAVFcX9+/epXbs2WVlZXLp0idDQUMaMGSOxSUpKwsfHh/v377NmzZrPqFZERERERERERERERETkS+ajO/jp6emsXbuW+/fvF2sndvBLRk5OjmvXrkn2wVtYWDBv3jyqVq0qsZk9ezZJSUkMHDgQS0vLz6hWRERERERERERERERE5Evmozv4hw4d4v79+/Tq1QsbGxuWLFnChAkT0NbW5tixY6SnpzNx4sTy0PrVYWhoyNKlS4u1ebdfX0RERERERERERERERESkOD56o9Dt27dp2bIl/fv3p2LF3Fdd6Ovr06BBAxYuXEhmZiaurq6y1ikiIiIiIiIiIiIiIiIiIlIMHz2DHxMTQ7du3QCQl88dH8jMzARAQUGBb775hgsXLjBo0CAZyhT5L9Ncq8rnllAqrpNYstEXSCU59c8todTYXI4u2egL5Iy2MA/wAuj6WriHG4l8WgZoC/PAVIDr6S8/t4RSsQ9hHlQnZCKyzD63hFITli3Mcn5Ku/LnllBq5Go1LNnoC6SftjDbWwBrXnt/bgmlZvIH2n30DL6qqipZWVkAqKmpIScnR2xsrOS+uro68fHxH5usiIiIiIiIiIiIiIiIiIhIGfjoDr6pqSkvX+aO8MnLy1OxYkU8PDwAyMnJ4c6dOxgaGspWpYiIiIiIiIiIiIiIiIiISLF8dAffxsYGDw8PsrNz35Vpa2uLt7c3kyZNwsnJCR8fH7799luZCxURERERERERERERERERESmaj96D36NHD9q2bUtOTg4AXbp0ISMjA3d3d+Tl5bG1teV///ufzIWKiIiIiIiIiIiIiIiIiIgUTan24Jubm6OgoCAJ69atG6tWrWLFihWoq6szffp0mYoUEREREREREREREREREREpno+ewS+JxMREXrx4IetkRUQ+mL5TBmA7qAuaOhoEePmzbeEfhAU8L9LeolpF+k8bhFXdKphYmnJw3T7+Wb9fysbl+haMK5oUiPvvlbusGL70P6u71ZBOtHfshpaxLhH+YRz/8S9CPJ8UaqtlpEv3BUOwqFsZw8pm3DvqzoEZv0vZjNu/kKotaheI+8o/jLWdZ5ZZb36mzR7PIIc+6Opq43XvAfNn/YS/X1CxcUY6DsF+eD8sKpoTFxfP+TNXWb7kF1KS30hsjE0MmbtoKh06tUFDU4NnT8OYN30pt2/elal+jWZ1MBrdEzUba5RMDXg+Yz1xhy4Xbd+iLoYj7VCvXx0FLQ3SQsOJ/vMEcf9ckqmu4hByngtVuxB1C923jJo+DLvB3dDS0eKxly9r5q0nxD+0SPsf+n3HwvVzCoS3tepMelo6AA2a12PwuP7UsKmOsZkRS6es5PTBc6J2AeuuNKwTVSZ0Q8VYl6QnYTxa+BdxHoWXcwDzXq2oMqE7mlXMyEh6Q4zbQ3wX7yEtKkFio6ipRvW5/TDr1hwlPU1Sw2N4svwAL0/clpnudwgxz99HiHUowPazt7js5c/TiFiUFRWwsTLHqWc7rCsYFRvv/F1ftp+9zbOIWPS01OnfvhHDujQvd71C9+dCrENl3sEXEYmMjGTixImsWLGCqlWrFmoTFBTE3Llz+e233zA2NpbZs+3G9qL76B64zNhAeNAL+kzuz8K9PzL52/Gkvvejeh8VNRUiwyLwOHeLATMGF2oz938zkFfIW/Cia6zHqlO/cPPU9f+s7vrdWmDn7MCRhTsI8fSjlX1nRu2cw5pOM4gPjylgr6iiSHJsIlc2n6DFwI6FprnT8RcUlfPckqKyEtPPreL+adk3TMY7jWDM+KFMmzifoMBQpswcy9+Ht9KueTeSk1IKjdOjd1fmLZ7GrMnOeNy6h2VlC9Zu/BFVVRVmOC0CQFtbi6Nnd+N524uhA8YTEx2HZWULoqNjC02zLMirq5Lq/5S4I1eo+Mu0Eu3VG9Ui1e8pUb8fITMyFs12jbBYMZGctAziT1yTub78CDnPhapdiLqF7lvsJwxkoGM/fpqykqdBzxkx1YGN+9fSv429VOMuP29S3tC7pbQvf9fpAVDTUCPIL4Qz/1zAeeNcmesWsnYh6jaza0Htnxx4OGcHcR5+VBremWb75nCtzQxSXxQs53pNq9Pgtwn4LtnDq7N3UTHSoe7KETTYPBGPPssAkFNUoNnBuWTEJ/Pv6A2kvoxB1cyA7PQMmWoHYeZ5foRWh77jrv8z+rVrSN3KZuQAm06447j+AEcWj0RHQ63QONcfBjFv+0lm9bflmzpVCH4Vw9Ld51BVVmTAt43LTavQ/bkQ61AQO/hfNS4uLly7lutwFBQUMDAwoFmzZvTr1w9VVdVye66hoSFbtmxBS0ur3J5RFD+M7M6xzYfxOHsLAJdpG9j271+0tmvLpb/PFxonyCeQIJ9AAHpO6FOozetY6XcJd+jfiTeJKdw6feM/q7vdqB/wPOSGx/4rABxbvJMa7erRckgnzq7eX8A+Liya40t2AVDv+8JHjN8kJEtdN7T7BmV1Ve4cvFpmvfkZOdYelw3bOXMyd+R96vj5eD9xo0fvH9i7659C4zRp1gCvu/c5fPAkAGHPwzl84CTfd7eV2IxzGkFkRDRTxs+ThD1/Vj6rmhJd75Hoeg8Ai7VTSrSP2iT9vWL3nEWzRT10vm/1SRonQs5zoWoXom6h+5b+o/qw+7e/uXrGDYClU1ZwxucYnXvacmzPySLj5eRAbFTRjbtbVzy4dSX3rUWFzYLKAqFqF6Juq7E/EHbAjed7csv5o3k7Mfq2HpWGdeLJsoLlXK9JNd6ExxDyx1kA3jyLInT7eeosHyaxsRjYDhVDbW7ZLSEnI/eV1m+el8/7yoWY5/kRWh36js2T+0tdLxvejdZT1uMd+IJ29a0LjXPq9iPa1rOmf/tGAFgY6TLiuxbsOO9B//aNkJOTKxetQvfnQqxDoRR78EWEhY2NDVu2bOHXX39lwIABXLhwgd27d5cqrczMzA+yk5eXR1dXV+qchk+BcUUT9Iz1ue/mJQlLT0vH984jajSuKdNndehvi/uxa6SnppdsXAJC1K2gpECFulb4u/tIhfu7P6By4+plSvt9WgzsgJ+rNwkvZTv7bVnJAhNTI9yu3pSEpaam4XHrHk2aNSgy3h0PL2rb1KRRk3oAmFcwpdN37bl60V1i0+WHDnjd82HT9rV4P7nG+WuHGDZqoEz1yxIFLTWyEpLK/TlCznOhaheibqH7FnNLMwxNDPC45ikJS0tNx/v2fWya1Ck2roqqMkfv7OfE3X9Yu2sF1esW3lAvL4SqXYi65ZQU0KlnRZSrdDmPcn2AXpPCy3mspz+qJnoYd87toCnpa2HeoyWRl7wlNqbfNSH2jj91lg+j44PNtHVbQ7UZvZFTlG17TIh5Xl58qjq0OJLT0snOyUFbo+jJu4zMLFSUpOd1VZQViYhLJDzmdRGxyobQ/bkQ69B3iDP4XzlKSkro6uoC0Lp1ax4+fIinpycjR47kjz/+4OHDh8THx2NgYEDHjh3p3r078vK54z4uLi4kJiZSs2ZNzp07R2ZmJtu2bcPNzY2zZ8/y4sULlJWVqV27NsOGDUNfXx8ofIm+t7c3O3fuJCoqiqpVq9K5c2eZf1ddYz0AEqLjpcLjo+PRNzGQ2XPqtWmAiaUpl/dflEl6QtStoaeNgqICSdEJUuFJ0QlofVO3zOkDGFqZUrVFbXaMXiuT9N7HyMQQgKhI6ZmNqKgYTM2K3jJy4shZ9PR0OHRqF3Jyub+vQ/tPsGzxLxIby0oWOIwYwLbNu3FZv406NjVZujJ3hHbntn0y/y5lQatDUzRb1Sewz6xyf5aQ81yo2oWoW+i+xcA4tx6MjY6TCo+NjsPI1LDIeE+DnrFs2moCHgehrqFG/1F92HL8N+xtR/I85NOcayRU7ULUrayvjbyiAulR0uU8LSoBw7aFl/P4uwF4jf2VBpsmoKCqjLySIlGuPtx32iSxUa9kjEHrOoQfvYnn4NWoVzSizsrhKGqo4rtkr8z0CzHPy4NPWYcWx+oDl6hR0Zh6VcyLtGlZ24o1By9z83EILWpW5nlUHLsv3gEgOiGJCoY6MtcldH8uxDr0HR/UwT916tQHJ/jkSdGHg4h8fpSVlcnKyiI7Oxt9fX2mTp2KtrY2gYGBkmX1HTp0kNg/fvwYdXV15s3LW0KSmZlJ3759qVChAomJiezdu5cNGzawZMmSQp8ZHR3NmjVr6NixI126dOHp06f89ddfxeq8dOkSly4Vf2hJ6x7tcFw+TnL97tC4t29wlCCHXMHAMmA7sDOB3v6EPg4pVXyh6i6MnAKi5QDZaG4xoAMJEXH4XvEq2bgEevb5gZW/OEuuhw4YDxRUmiu/aP0tWjVh8oyxzJ/5E153fahcxZIlK+YwY+4E1q5wAXJXsPh4P2Ll0vUAPHrgh1WVSgwdNfCL6uCrN66F5YYZvFiyhTf3A2SevpDzXKjahaq7MITiW7r0tGX26rw3B023z11SnF+/nJxcse784b3HPLz3WHL94O4j/rq4jb4jevHLwl/LrLMwhKpdqLoLozDNRYnWrF6BOsuGEvjLUaJcfVAx1qWW82Bs1ozi/qTNuUby8qRHv8Zn2hbIzuG1TwhK+prU/tG+TB38rynPZUV516EfytqDl/EOfMGOmYNRkC96YXbvNvUJi4pn6qYjZGZloaGqwqAOjfn91A3k5ctnef47hOLPv6Y69IM6+KVd0i3yZREYGMiNGzeoW7cuioqK9O+ft4fH2NiYkJAQbty4IdXBV1JSYty4cSgpKUnC3r9vYmLCqFGjmDp1KjExMRgYFJxxvnDhAoaGhgwfPhw5OTkqVKjAy5cvOXDgQJFabW1tsbXN3avSd59doTZ3L94h0CtvQElROVejrpEuMS/zRtt0DHWIzzc7Xlq0DXRo2qkZ2xb+Ueo0hKr7fZLjXpOVmYWWka5UuKaBNonRZV/qpaCkQJPebbm9/wrZWdllTu/Cuat43ctbIqasogyAsbEhL1+8koQbGhoQFVnw0Jd3zJw/ieNHzrBv92EA/HwDUFdXY/WGJaxb/TtZWVlERkQR8ET6dNVA/2AqVCj8IMTPgXqT2ljtcCZi3V5i95wtl2cIOc+Fql2out9HaL7F/cINHnn5Sq6V3vpzAyN9IsOjJOF6BrrF7jvOT3Z2Nn4+T6hoZVFmjUUhVO1C1f0+6bGvyc7MQsVYupwrG2qTFlV4Oa/qZEe8VxDBm3In3RIfP+NhShqtTi7myYoDpIbHkhYRT05mJmTndT6S/F+gqK6KsoEW6TGJpdL7NeS5LPkUdeiHsObgZc57+rJ1+kAs8vnM/MjJyTGld3sm9WxLdEIy+lrqePiFAlDBQPaz9yA8f/411KHv+KAOvrOzc8lGIl8k3t7e2Nvbk52dTWZmJk2bNmXEiBFAbsf7ypUrREVFkZ6eTlZWFkZG0q/YsLS0lOrcAwQHB3Po0CFCQ0NJSkqSjMxFR0cX2sF/8eIF1apVkzrAo3r1su+9SU1+w6t8J7XGRcZSr00DyeFzSipK1Gxam93Ld5b5eQDf9u1IRnomN06W/hR6oep+n6yMLF48DKF6axt8znhIwqu3tsHn3J0yp1+3S1PU9bW4c8C1zGkBJCelFDjtNOJVFG3at+S+10MAVFSUadayET8t+rnIdNTUVMnKV4lkZWVJle27Hl5Usa4sZWNlXYmwsJdl/BayQaNZHSr/uYiI9fuI/vNEuT1HyHkuVO1C1S31HIH5lpTkN6QkSy8tjo6IoVnbJvjezx3IVVZRpkHzevy69PfCkigS61pVCHhc/KuYyoJQtQtV9/vkZGSR4BOCUTsbXp3MK+eG7Wx4dbrwcq6gpkxOvt9lTvbb67e/zTjPJ5j3/Cb3+m3bTLOqGZkpqaXu3MPXkeey4lPVoSWx6sAlznv6sm36QKxMP3w7p4K8PCZ6uYdgn/P0pV4Vc/S1NcpFo9D8+ddQh77jgzr4tWsXfNegiDCoVasWjo6OKCgooKenh6Ji7r/85s2b7Nq1C3t7e6pXr466ujrnzp3D09NTKr6Kiorv+QYrAAAgAElEQVTUdWpqKsuWLcPGxoaJEyeio6NDYmIiixYtKvIQvgJLc8qR09tP0mtiX14EhfEyOJzek/qRmpLK9eNuEptFf/9IoHcAf6/OXZmiqKSIRbWKQG4FpWukR+XaVrkd8aevpNLvOKATN066F/nquv+S7mvbTjPwlwk8ux9E6N0ntBxii7aJHrf35m6tGPBz7jaE/dM3S+KY164EgKqmGjnZOZjXrkRWeiYRgdINh+YDOhB44xGxzyNlpjc/23/fzaTpYwgKCCE4KBSn6Y4kJ6Vw7PBpic3+o9vw/vehZAnVpfPXGD3eAR/vR5JlVzPnTeLyhWtkZeWeWLx1826OndvNpGljOHn0LHXq1WLEmMGsWrpB5t9BXl0V5cpmAMjJy6NkboRqbSuy4pPICI/CdJYDavWrEzJ4AZD7Dl+rP52J2X2G+OOuKL4dVc/JyiYrtnwO2XkfIee5ULULUbfQfcuBbYcY5jSEp4HPeBYcxvApua8Nu3A0b9vZrwd+5rG3H5tXbAVg5LShPLz3mOchYWhoadBvZC+sa1Vl9Zx1kjhq6mpYWFUAQF5eDpMKxlSrY83r+NdEvJDN9xGqdiHqDvn9NA1+m0C8VxBxd55gOdQWVVM9nu3K1Vz/19xy/m75feSFf7H5eTSWQ22JcvVB1ViX2ksdSLgfLHmt3tOdF6k0ojN1lg0ldPt51CoaUW1mH57ukM2ZQe8jxDzPj9Dq0Hcs//sCpz0esW5cL7TVVYl+e8ifuooy6qq5s84bj17jYchLtkwbAEBcUgoX7z2hSfWKpGdmcfzmAy7ee8K26eV7CLDQ/bkQ61AQD9n76lFRUcHU1LRAuJ+fH9bW1nz33XeSsIiIiBLTCw8PJzExkUGDBkneX+/h4VFsHAsLCzw8PMjJyZGMXgUElM9+peO/H0FZVZlRSx3R0NYk0Nufn4Y4S3VsTSxNiQnPWwqvZ6LPmrPrJdemlc3oPOQ7Ht16wOIBCyThdVraYGZlzsbJeYdk/Jd13z91Gw1dLWwn9UTbSJdX/s/ZPnwVcS9yNepVKHjQzrQzK6Wu63RqTGxYFMtbO0nC9CsaY92qDnsnle9+vE0b/0RVTZWfVs9HR1cb73s+DO4zRmr0tpJVRcLfW5a1Ye0f5OTkMHPuRMzMTYiNjefiOVdW/7RRYnPf6yEjh0xmzsLJTJ7hSHjYS9Yu/41d2wu+DqasqNWzpur+FZJr02mDMZ02mNhDlwmbsR5FY31UKuX9/vX62CKvroqRYy+MHHtJwtPDIvBrPUrm+vIj5DwXqnYh6ha6b9ntsg8VVRVmLJ+Clo4Wj7weM3ngTKl3g1tUriC1tFlTW5M5a6ZjYKRPUmIy/g8DGNvLicfefhKbWvVrsOlwns8fM3MEY2aO4PSBcyydKv39/2vahaj75fHbKOtpYT2lJyomuiT5Pcdz0CrehOWWc7V85TzsgBuKmmpUHtGF2ouHkJGYQsyNx/j9+LfEJjU8ljv9V1B7iT1tLq8kLSqesH2uBKw7WiathSHEPM+P0OrQdxy8lrvffMw6aX/r2O0bxnVvDUBUQhLP8x2CeOrWQ9YdvkpODtSvYs626QOxsSr6YD5ZIHR/LsQ6FEAu51NOr4p8Ut6dgj9nTsH3iJ49e5Z9+/YxdepUTE1NuXHjBidPnkRTUxMXF5ci479+/Zpx48bRpUsXunTpwosXL9izZw9hYWE4OztTp06dAqfoR0dH4+TkRKdOnejSpQvPnj1j165dxMTE8Ntvv0kGCoqib6XC9+CLlA+V5NQ/t4RSs//1g88toVSc0bb63BJKTdfXsju0UeTrZoC2zeeWUGqup38ZW2xEvnwWZpl9bgmlZqmCMMv5FmWtzy2h1FTb2fNzSygVC4fJflXIp0KobUWAsNiHH2RX9HGLIl81nTp1omXLlmzcuJG5c+cSFRVF9+7dS4ynra3NhAkT8PT0ZNq0afzzzz84ODgUG8fQ0JAZM2bg7e3NzJkzOX36NIMGDZLVVxERERERERERERERERFBXKL/VTNhwoQi7ykqKjJu3DjGjRsnFd6nT58S47dq1YpWrVpJhR08eFDy97u9+KqqqpKwRo0a0ahRI6k4bdq0KeEbiIiIiIiIiIiIiIiIiHwo4gy+iExJSkri9u3bqKmpFTiRX0RERERERERERERERKT8EGfwRWTK5s2bCQ4OZvTo0SgrK39uOSIiIiIiIiIiIiIiIv8ZxA6+iEyZOXPm55YgIiIiIiIiIiIiIiLyn0Ts4It88URlJX9uCaViZoYwtyg8UFX43BJKTUZW5ueWUCqO52h/bgmlJi416XNLKBXGajqfW0KpUZQXZtUt5D2BbZWFeTL6/tcfduLyl0gVdZPPLaFUfDtX73NLKDVTfvT/3BJKxVVFi88todRYHZP9Kww/BcmofW4JpUaobcWPQcj1rYiIiIiIiIiIiIiIiIiIyFvEDr6IiIiIiIiIiIiIiIiIyFeA2MEXEREREREREREREREREfkKEDv4IiIiIiIiIiIiIiIiIiJfAWIHX0RERERERERERERERETkK0Ds4IsUSXR0NIcOHSI1NfVzSxEREREREREREREREREpAWG+a0ek3MnMzGTdunW0bdsWVVXVzy3noxg2zYFug7qipauFr5cf6+dvJNT/6QfF7WD3LYtc5nPr0m3mDlsgCR80YSBtv29NxaoWZKRn8PhfX7au3E7Ik1CZaK40rBNVJnRDxViXpCdhPFr4F3EeT4q0N+/ViioTuqNZxYyMpDfEuD3Ed/Ee0qISALDo35b6G8cViHfW0oHstAyZaAZoaG9Lc8euaBrpEh3wgktL9hDmWbjuis1r0m52PwyqmKGopsLrsGjuH3DlzpYzUnZNhneh4ZCOaFsY8iYuiYCL93BdsZ+MlDSZ6X7HjDkTsR/WDx1dbf6968PcGT/yxC+wSHtFRUWcpo2h/6AemJqZEBQQwlLntVy9fL1Q+8nTHZm3aCrbt+xl3sylMtHc2N6Wlo4/oGWkS1TAC84v2c3zIvLcsnlNOszuj0EVM5TUVEgIi8brwFVu58vzd9T5X0t6/ToR/8teHBixViZ6S+J/dl0YOWIw9RvUwcjIgO+6DMDd/XaxcUxNjVixYgH1G9TF2roy+/4+iqPjjE+i930mzxrLwKG90dHRxvveAxbNWkHAk6Bi4wwbM4ghI/pRwcKMuLgELp29ysol60lJflNuOifNHEN/h17o6Ghx/9+HLJ69isAnwUXa7zn2B82/aVIgPMAviK5t+gHQa0B3Vv26uIBNHYuWpKell1lzyyGdaOfYDS1jXSL8wzjx41+EFlHOtYx06bZgCBXqVsawshn/HnXn4IzfpWzkFRXoMN6Oxr3bom2qR1TwS86s3If/tftl1vo1aQeYOnscgxz6oKOrjde9ByyctQx/v+LL9QjHwQwZ3h+Lirnl+sKZq6xY8kuh5XrC1FHMXjiZnVv3sWj2cpnpFmLd/z7b74ZyJTiSp3EpKCnIU89Uh0ktq2JtoPlB8Z/GpzDowB1ygJuO7WWurzCE6Fvq2dvSyLErGsa6xAS8wG3JHsLvFN3eeod50+r0PjCf2KBw9naaK3WvwYgu2LzXbgm+cI8b5dRuKQll2z4o1muFvHEFcjIzyA59QtqpXWS/evbJNLQd0plOjv9Dx1iXl/5h/PPjTgI9/Yq0r9a8Fn0WDMWsugUJEXFc+OME7nsvSu7/MKUv3ab0lYqTEBXPnKZjgFwf+b8ZA6jTrgFGlUxITXqD/61HHF21l7jwmDJ/HyG2FcUO/n8IFxcXrl27BoC8vDx6eno0atSIgQMHoqkpXYH89ddf1K5dmy5dunwOqaVm4Pj+9BvTh5XT1vA86DkOU+xZ+/cq7NsN500JDWgzSzPGLRjD/ds+Be41aFmfY3+d4Mn9JyAnx4gZQ/l532qGdhhJYnximTSb2bWg9k8OPJyzgzgPPyoN70yzfXO41mYGqS8KOia9ptVp8NsEfJfs4dXZu6gY6VB35QgabJ6IR59lErvMlFRcm02RiivLzn3Nbs2xdR7ChQU7CbvrTyN7W/rtmsk229m8LsShpiencm/HBaL8npORmo5Fk+p0WT6cjDfpeO2+BEBtu5a0nzuAs7O3Eeb5BF1LY75fPQpFFSXOztomM+0AE6eMYtzE4TiNn0tQQAjTZo/n4LE/adXke5KTkguNM2fhZPr2t2O600IC/INo37E1O/b+RrfOA3no4ytl27hJfYYM7cujB0VXah9L7W4t6OJsz9kFO3l+9wmN7W0ZtGsWm21nFZnnnjvOE/k2zys2qU7X5SPIeJPOvbd5/g7dikbYzhvEUw/Z6f0QNNTVue1xj/37j7Jt+7oPiqOsrEJ0TCy//LyZ4SMGlrPCwnF0Gs6oCQ7MnLiQ4ICnOM0cw+4jv9OxuR3JSSmFxvlf7++Zs3gqc6cs4c6tf7GsbMGqDYtRVlFhzuTF5aJzzKShjBg/hDmTFhMc+JSJM0az89AmurToRXJy4TonDJuJkrKS5FpZWYnTbgc4c/yilF1K8hs6NrOTCpNFA7x+txb8z9mBowt3EOrpR0v7zozcOYefO80gvpByrqiiSHJsIlc3n6D5wI6FptllRj8a92zDoTlbiQx8QfV29Rj6xzRcejsT/ii0zJq/Bu0A45xGMHr8UKZPXEBQYChTZo5l7+EttG/evchybde7K3MXT2P2ZGdJuV69cQkqqsrMcnKWsm3YpB4DHXrz+GHJHaqPQYh1f37uvYijX10L6phok5MDm+8EM/a4F4cHtUBHVanYuBlZ2cw9/5BG5rrcC4+Xqa6iEKJvqda9OW0XD+Hqgp2Ee/pTz94Wu10z2dNxNonFdARVdNTpvG4sz288QsNUT+peDbuWfDN3AJdnb+PFnSfoWBpj+7bdcknG7ZYPQcHahvTrp8l+FgBycih/Pxi18T+RvHI8pCSV+/Mbd2tJP+dh7Fu4nSBPP9rad2bCznn82GlqoZ1tAwsjJuyYy82DV9kx5VeqNq3JwKUjSYp5jdc5D4ndq6AXrBuwWHKdnZUt+VtZTRnLOlacczlC2ONQVLXU6TPfgUm75vPTdzOkbD8WIbYVQVyi/5/DxsaGLVu24OLiwtixY7l37x7bthV0QCNGjGDw4MGfQWHZ6DOyF3+77MftjDshT0JZMXUV6prq2PboUGw8BUUFFrrMY9uqP3n57GWB+7OGzOHcwfOEPAklxC+E5U4r0THQoW6TOmXWbDX2B8IOuPF8zxWSAsJ5NG8naRFxVBrWqVB7vSbVeBMeQ8gfZ3nzLIr4e4GEbj+PbiNracMcSItKkPrIkmajvufBIXfu73clJjCci85/kRQZT8MhhTdSIx6G4nvyNtEBL0h4HsWjozcIcXtAxaY1JDYVGlcj3CuQR0dvkBAWzdObj3l4+DrmDarKVDvAmHEO/Lp+C6dPXMDPNwCnsXPQ1NSgV99uRcbp29+O39Zv5dKFazwNDWPX9v1cvujGuInDpey0tDXZtG0NUyfOJz7+tcw0txj1PfcPueO1/yrRgeGcd/6LxMh4mgyxLdT+1cNQHp28TVTAC+KfR/Hg6A2C3R5g+V6eQ+7od69fJ3J1zUHin0XKTO+HsG/fUVYs38CFC64fHOfZszBmzljCnj2HiIv7NI3Z/IxwHMzvG/7k3MnL+PsFMn3CQjQ0Nfhf765FxmncrAHed304evAUL56Hc8v9DkcOnKRBY5ty0znUcRBbNu7k/KkrBPgFMWuiMxqa6nTv/V2RcRLiXxMdGSP5NGneEDV1NQ79fULKLoccKbvoyLLPlAC0GfUDdw+5cWf/FSKDwjm+eCeJkXG0GFK4T4wLi+bEkl3cO+TGm/jCG7CNe7bh6u8n8LvqRezzSG7vuYTfVS/ajvpBJpq/Bu0AI8cOYdOG7Zw9eQl/30Cmjp+PhqYGPXoX/azGzRrgddeHIwdPEfY8nJtvy3XDfOVaS0uTjX+sZJaTMwky9IsgzLo/P5vsGmJX2xxrA02qGWryk21t4t6k4/2yZB+34WYg1Qw06WRtLHNdRSFE39Jo1Pf4HnLn0T5X4gLDueb8FymR8djYF95ueYft6tH4HnLn5b8FZ23NGlfjlVcgfkdukBgWTdjNx/gduY5JQ9m3Wz6EN787k3nnMtmvnpH98impe35BTlMbBatan+T5HUd149aha9zYf5lXQS84uHgHryPjaDukc6H2bYZ0JiEijoOLd/Aq6AU39l/m9uFr2I7pLmWXnZnF66gEyScpNm+ALTXxDRvtf+LeqVtEBL/k6f0g9s7bglk1C0ytK5Tp+wixrQhiB/8/h5KSErq6uhgYGFC/fn1atWqFj0/eqHV0dDRr1qzBwcEBBwcH1q5dS0xMnmM9ePAg06dPx9XVlQkTJmBvb8+mTZvIzMzk/PnzjBs3jhEjRrBr1y6ys/NGzNzc3Jg7dy4ODg6MGjWKX375hdjYWJl+NzNLMwxMDPB0uycJS09N577HA+qUUBmPmj2CV88jOH/oYrF271DTVEdBQYGkhLKNhsopKaBTz4ooV+mZgyjXB+g1qV5onFhPf1RN9DDu3AgAJX0tzHu0JPKSt5Sdgqoy397dSAev32iyZybadSuXSev7yCspYGpjRYjbA6nwEPcHVGhc7YPSMKlTiQqNqvHMI280M8zTH+PalTB/WzFqmxtQrVMjgq7KdilqpcoWmJga43rlhiQsNTWNWzc9adqsYZHxlFWUSc03i5D6JpVmLRpLhf284UdOHj/PdTcPZIW8kgJmNlYEu0mXlWD3B1h8YJ6b1qmERaNqBWbpv53Zj/iwaHwOu8tM79dMxUoVMDY1wv3qLUlYWmoad27eo3Gz+kXG87ztRS2bGjRoktvxMa9giu137XG9WD75XrFSBYxNDLl+NW/LQ1pqGndvedGwGJ356WffA7fLN3kVHiEVrqqqguu/p3C/f4Yte9dT26ZGESl8OApKClSoa4W/u3Q593d/QOXGhfvED0pXWZHMfCuYMlIzqNy07JolzxCwdgDLShYYmxrhdvWmJCwtNQ2PWyWUa49/qW1Tg4ZN6gF55fpqvnK9cr0zZ05c5Kb7HZnqFmLd/yEkZ2SRnQPaKsXP3ruHRuMWGs2stqUvYx+LEH2LvJICxjZWPM3Xbnnq9gCzYurQeva2qBvpcGfjsULvh3v6Y1S7EqZv2y1a5gZY2TYiVMbtltIip6qGnLwCpBQ+2yxLFJQUsKxbBV936e/u6+5DlcaF/w+rNKyGbz6f+djtPpVsqiCvqCAJM7Q0YcXt31nq/hsjf52MYcXiB7PUtNQBSEko/fcWYlvxHeIS/f8wEREReHt7o6CQ+wPKyclhzZo1KCkpsWjRIuTk5Pjzzz9Zs2YNK1asQE5ODoDIyEju3r3L7NmziY2N5eeffyY+Ph5dXV3mz59PeHg469ato0aNGrRo0QLI3dPft29fKlSoQGJiInv37mXDhg0sWbJEZt9H3yh32VRcVJxUeFxUHIamhkXGa9K2Md92b8+oLo4f/KxJSyYQ8DCQR/cel07sW5T1tZFXVCA93+x6WlQChm3rFhon/m4AXmN/pcGmCSioKiOvpEiUqw/3nTZJbJKCXnJ/yh8kPnqKgqYqVqO/p9XJxbh1mENKyKsyaQZQ19NCXlGBlGhp3SlRCWh8U7jud4y/vRF1/dz4N9YfwXvvFck935O3UdPTZPDBhSAHCkqKPDzsjuuK/WXW/D5GxkYAROWbFYiOjMHU3KTIeK6XrzNmnAM33e8QHBRKm/Yt6dq9k+Q3BDBkaF8qV6nEhDGzZar5XZ4nR0uP8iZHJaD5TfGN2Mm3f5Xkudv6I/y797LkXpU2NtTu1oKt388tJgWR9zEyzvUn+WeVoqNiMTUrutFx6ug59PR1OHByB3JyuQOuRw6cZOWS9eWi09DYQKJLWmcMJsXofJ/KVSxp/k0TxtpPkwoPDgxl7uQf8Xvkj4amOkPHDGT/qT/p/u0AngY/L7VmDT1tFBQVSMrnW5KiE9AqwbcUh7+bD61HfE/w7cdEh7zC+pu61P2uKfLyspvnELJ2ACOTt+WlQLmOKbZcnzxyDj09Xf45tVNSrg/vP8HyxXlbbgY69KaylSVTxsrezwix7v8Q1rj7U8NQk3qmOkXaRCWn8eMVX37uWg8N5U/XpBeib1F7Wwem5GtvpUQnYNm68N+nQQ0Lmk/pyYEei8nJzinUxv/kbVT1NOnzT167xfewOzeWy7bdUlpUeo4hKyyIrNDy336n+dYHvs7nA19Hx1Pzm8JXqmkb6eJ340E++wQUlBTR1NPidVQ8od4B7JqxiYigF2gZ6PD9pF7MOPITSztNI7mQlU8KSgr0nm+Pz8W7xL8q/WSiENuK7xBn8P9jeHt7Y29vz+DBg5k0aRJhYWHY2eXuc3rw4AGhoaE4OTlhbW1N1apVcXJyIiQkhAcP8n582dnZjB8/HktLSxo0aECDBg0ICgpizJgxWFhY0KxZM2rUqMGjR48kcTp06ECjRo0wMTHB2tqaUaNG4evrK7U64H0uXbrEnDlzmDNnTpHfxbZnB84+OSn5KCrlVm45OdJOOHdconDHrKOnzZxfZrJy6uoPHpEfv2gsNk3rsGjMEqlVCmWhoGY5yClcs2b1CtRZNpTAX45yvfN8PPqvQMVYF5s1oyQ28XcDeHHQjdePnhLn8YR/x2wg+WkElUfJ9kyFAhKL0f2OvX2Xsqv7Qs7P+5MmI7+jTs9vJPcqNq9Jq0k9OL9wJzt/WMCRMeup2KIWbab1LpPO3n27EfzinuSjVERZQU6uYNh7LJi9jKCAENzvnCIs+gEr1ixk/94jZGVlAVDV2oq5i6YyftQMMjJkd97B+xRWVkrIcnb1/ZHt3RdyZt6fNB/5HTY9WwOgpqfJ/3525MT030l9XfieSVnSv78dEZGPJJ9WrZqW+zNlgV2frjx8ekvyKar8yJVQfpq3asyk6WNYNHMZ3b8dgKPDVJp/04Spc8bLROf/en+Pd6i75FNane/T374nEa+icL0ofTiQ990HHD1wCt+H/ty97c3kUXN5FhqGw6gBMvkuhf42i/DjH8KJJbuICg5n+sW1LA/YTY8lw7j7zzWZ+fD3EYr2Hn1+wPeZh+SjqJg7U5xfa8nluglOMxxZMPMnurbvz2j7ybRo3ZRpcycAUMW6MrMWOOHkOIeMjMwyaYavq+4virXu/niFx7P2+3ooyMsVabfg4iP62lgUOwggC74m35KfojQrKCvyvctE3Jf9zevnUUXGr9C8Js2cenB1wU72dV3AqdHrsWhRixZlbLfIApUeI1GoUos3O1ZATvmWWSkKKxfF+MBCXOa7OwA8cvXm39O3eOH3DL8bD9g0YiXycnK06N2uQFryCvIMX+eEmrYGf83cVOB+cXxNbUVxBv8/Rq1atXB0dCQ9PZ1Lly4RERFB1665e0bDwsLQ19fH2Dhv9NXExAQ9PT3CwsKoVy93+Z2hoSHq6uoSGx0dHczNzVFUVJQKS0jIG8ELDg7m0KFDhIaGkpSUJPlhREdHY2BgUECnra0ttra5+4rb7yl8f/GNC7fw9cobkXx3cIu+sT5RL/Ocsa6hHrH5RvbfYVXTCkNTQ37et1oSJve2Mr0cep5hHUbyPDhMcm+C8zg6/K89U/vNKHS/3seSHvua7MwsVIx1pcKVDbVJiyp8P05VJzvivYII3nQKgMTHz3iYkkark4t5suIAqeGFjFZm55DgHYyGlWmZNQOkxCWSnZmFhpF0o0LdUJvk6OL3+ie8rSijnoShYaRD66m9eHQ0d/lT2xl98T1xC5/9rhIbJXUVvl85kusbjpJTyoNSzp29yr17eUvAVJSVATA2MST8Rd6KBkMj/QIjte8TExPHsMETUVFRRu//7J1lWFXZ24dv8tAdYiC2f4NxbMd2xBi7uxu7u4OxE+wZu3tsMbEFQVA6lJLuzvfD0YNHQkRCfPd9XfvDXudZa//2Ps9ee/XS0SLoYwhLVs7G94PYRxo2roeeng4Pn/8niSMvL0+z5g0ZMXoAlYx+JyWlYJn552euVoBnHvXpmYe4+aGqr0mrmb1xuvgYgxoVUDfUZujxrF61z/6/2OsIe8zmE+79437+mWvXrHn1KmsqSWDgj48mKQ6sbz7AwS6rkVPxk//oG+rx8Yuhpbp62oSF5u4/sxdN4cqFG5w+dhEANxdPVFSU+XvbcnZs3Cv5+BeUuzcf4vA6B50GulJDYHX1dLL1vOWEgoI8vQZ05fSxi9/UlpGRwds3zlSsXKGA6sXER8aQnpaOur50nqimq0FcWMHnKMZHxHJk/BbkRQqoaKkRExxJ5wWDiMij4P7d1yhl2u/cvI/9l/mi6LO/6PEx4Ct/ySNfnLtY7Nenjl4AwM3FAxUVFdZvX8H2DXuo3+g3dPV0uPPkgiSOvLw8Tf5owNBR/ahZvvF35Yu/wrc/LzbZuHPLI5h9vepTXlM5T9uX/pHYBUSx76UPIG6cyciEhpb3WNi6Bn3q/Nj848/8CnlLYoT4G6ry1TdUWVcj22hEABUDLXSrl8ds03jMNolXa5eRlUFGVpap3oe5PGIjvjZvaTa3H+5XnvHuU7kl3M0feRUR7deP4cUPlFt+FFHPscj/3pJEy8Vkhgd/O0IhEPcpD9T4Kg9U19XM1qv/mZjQKDRzsE9PTSMuMufGt+SEZAI9/DCoZCQVLisny+gd0ylX05itA1fk2LufF79CWVGS3g/FFih1iEQiypQRV/JGjx7NypUrOXfuHP37988znkxWc5pURf7zb18OO/kc9rmFOykpibVr11K3bl2mTJmCpqYmsbGxLFu2jLS0grfmJ8YnEvDV6rjhweE0bFlfvOItoChSwLRxHfas2ZdjGq4Oboz6c6xU2Ji5o1DTUmP74p189Mt6oaesNKdd97bM6DcbX6+CDxP7kszUdKIdfdBvXZeg/7Lm4Oi1rkvQtZznKcopK2b7YGR+7i4BluMAACAASURBVE2Qyb2lX6OWMTHOhbNNSkZqOkFOPlRqWQe361k6K7Wog9uNV/lOR0ZGBrkvVtRVUFbM1jOSkZ6R533lh/i4+GyrnQYHhdC6bXMcXr8FxIXbps0asnLZxm+ml5ycQtDHEOTl5enavQNXLt4E4MY1a1o3fStlu81qHT5eH9i+ee8PZdgZqel8dPKhcsu6uHzxzCu3qIPrdz5z+U/PPPCNN3vMpIeHtZ3TDyVNVW4sPUSkX+EuuBcXF09cLqvO/szExyVkW0E8JCiUFm2a4mgvHqmkKFKkUbP6WCzPfScAJWWlbKv5pqen/7B/S3TGJxDv85XO4DCat2mCk4OzRGfDpvVYv2L7N9Mz69IWbV0tzh2/nK/r16hVDdd37t8v/AvSU9MJeOtD9RZ1cbqelSdWa1EXp5s/Pnc7LTmVmOBIZOXlqNupMY7X8t6S8Xsobdpz8+uWbZpJ/FokUqRxs/qsW7Yl13SUlZWzVdLS09Ml5Ybb1+7R3qGX1O+bd67Gx9uXXVv3f3e++Ct8+3NjwyM3bnkEs79XAyppq37T/uygJlLnD3xCOWj7nqP9GmGgKio0Xb9C3pKRmk6Ikw/GLevg+UX5yrhlHTxz+IbGB0VyrL30KFLT4e0xblmHq+O2EeMvbkySV1bMlq9nFkK55UcQ9RqHfP2WJO5aREaI/7cjFBLpqen4vvWmZgtTXl/Pyp9qtqgrtSL+l3jbe1DPTHo0X80Wpnxw8iYjLefGH3mRAmWqlMP9WdZIYVl5OcbunEHZ6hXYMnAFMQVYWPpXKCt+Rqjg/z+nb9++rFu3jvbt21O+fHkiIiIICQmR9OIHBwcTGRlJ+fLlC3yNwMBAYmNjGTx4sCTdFy8Kf0EJgHMHLzB06mB8vfzw9/Zn2LQhJMYnYn0pa5735lMbcHVwY//fB0lKTMq2n21cTBxy8nJS4dPXTKVDn/YsGbOcuOhYyZy/xPhEEhOSfkizz55r1Ns1mSh7LyJfumE8oj1KZbTxPSzexuy3neL97N9M3Q1AyO3X1N08DuMR7Ql94IiSgRa1Vg8n+o23ZFu9arP7EGnnQbxPEApqypiM64R6LWOc5v/zQ1q/5OWBG3TbOonAN94E2Lrz+5A/UTPUxv7T/O6uW8TzGq/O2gtAg5FmRPmGEvGpR7hCk5o0Ht+F119s1+ZpbU+jsZ0JcvQh0MEL7YqGtJrdF6979oXeCr5v9xFmzJ6Ih7s33p7vmTl3IvHxCVw4e1Vic+7Kv9jbObF2pbhwW7+BKWXKGvLOyYUyRobMXTgFWVlZdm0X70QREx1LTLT01kkJ8YlERkbj6uLxw5qfH7hBz62TCHjjJd6acMifqBtqY/fpmffYMhGAy7PE+2g3GtmBKN9Qwr0DATBuUpNm47tge1S8oFRqYjKh7tIf/6SYBGTk5bKFFxXa2ppUqFAOTU0NACpXqUh0dAzBwaEEB4sLUPv3bwZg3LjZknimprUA8crcGRkZmJrWIiUlBdc89qYtTP7Ze5zJs8bi5fEeH88PTJk9joT4BK6cvy6xOXZxH29ev2Xj6h0A3L31kDHmw3B0cMbBzgmTyhWYtXAy924/+uHe+9w4vPcEk2aOxtvjPT5evpjPGkN8fCL/nb+ZZXN+N47279i8ZpdU3P5De/Hs0Uv8PgRkS3fKnHE42L3lg7cvauqqDB83kBq1qrF8rsUPa7Y5cI0BWybj98aL97ZuNB3aHg1DbZ4fF+cVAzaL88TTs3dL4hjVqgiASE2ZzIxMjGpVJD0ljRBPsfYK9aqgaahDoPMHNMpoYzajLzKyMjzY+x+FSWnWDnBwzzGmzB6Hl4cP3l4fmDZ7PAlxCVw6f01ic/Lifhxev2X9anFFzvrWA8aaD8fR4R0Otk6YVDZmzqIp3L39kPT0dGJiYomJ+SpfTEgkKjIad5fCeV9L47f/ayweunLNNYgtXUzREMkTFi/eQ11FQQ6VT/Prdzz15F1IDHt7ihfZraorvcWxc0gMMjIy2cKLgtKYt7w+cIOOWycR7OBNoK07dYf+iaqhNk7HxN/QDlvF5ZbbM/eSkZZO+FffwYTwGNJSUqXCfazt+X1sZ0IcfQhy8ELLxJBmc/ry/m7hl1vyg6jPRBQatSXx4FoyE+KQURf3jmcmJ0FK4fpsTtw9cJWRW6by4Y0nXrZutBxqhqahjmRf+xGbxVN3Ds+2BMDm2G3aDO9Iv2UjsDluTZWGNWjWtw3/TMtqKOq9aBhOd22JCAhDXU+Tv6b2QVFZxPPzn7b+lpNlnNUsTEyrYDVmPZCJxqeRGokxCaT+wBbRpbGsCEIF//89tWvXpkKFCly4cIExY8ZgYmLCzp07GTVqFJmZmfzzzz9UqlSJOnUKvkCQnp4eCgoK3Lx5k44dOxIQEMDp06cL8S6yOGl1GpGSiBlrpqKuqY6zgwtzhyyQ2ge3XMWyhAZ+39DGXiPF6xRsPbNJKvzQliMc2nLkhzR/vPwcRW11qs7ohchQizhXP14NXk+ifxgAyuWkFwnyP/0IeTVlTEZ3pNaKoaTGJhD+xBnXVSckNvKaKtTdNBaRgRZpsQnEOL3nWc9VRNt7/ZDWL3G9+gJlbXWaT+mBqoEWYe7+nB25kZhPjQwaZaV1y8jK0mbhQDTL65GRlkGUbwgP1p/G/ljWgm9Pdl4iMzOTlrP7om6kQ2JELJ537Xm44Uyh6f7Mrm0HUFJS4u9NS9HU0uS1rSMDeo2Rar2taGJMgH9WT45IScSCJdOpaFKB+PgE7t5+yOTx87Nl1EWF81XxIoQtp/REzUCLUHd/To7cSHSA2Fc0ykpPd5GRleXPL555pG8wd9efwu6LZ17SdOlixt59We+VldV6ANau3ca6teLF58pXyD7M9Nnz61LnXbqY8eGDP7X+16II1Waxd8e/KCmJWLV+IZpaGjjYOTG8zySpHtGKJuX5+MWwvl2b95OZmcmsheYYlTUkIiKKu7cesmnNziLTuW/nYURKIpavX4CmpjpvXr9lVL/JUvtUG5uUz7aKdYWK5WjWshEzxi/KMV0NTXXWbF6MvoEusTFxOL91Y3D3sZKe3x/hzdXnqGip025qLzT0tQhy9+OfUeuJ+uTnWuWyL5w28/rfUue1zBoQ4R/K3y2mAaAgUqTjnP7oGBuQEp+M6317Ts+0KvS1J0qzdoDdO/5BSVnEmg2L0fjk10P6TpDya+NKFQj8Ygj/jk37yMzMZM7CKRK/tr75gI1F6NdfUxq//V9zxklc2Z1wyV4qfEKjSkxsUhmAsIQU/KITs8UtCUpj3uLx3wuUtdRpPLUHKgZahLv7c3nERmI/lVvUy+a+KGNuvNxxCTIzaTanL2qfyi0+1vY83Vj45Zb8oNhSvKWlyuS1UuHJN0+QcvNkkV/f7uozVLXU6Ty1Nxr62nx098NylAURn/JAna/ywHD/UCxHWdB36QhaDulAdEgkZ1b+K9Xjr22kw+gd01HT1iAuIgYfew829FosSVPLSJd6HcSjABZdWy+V/uE5ljw/97DA91May4oAMpn5XQ1DoNRjaWlJbGxstoXrHj9+jJWVFdu3b5esnP/2rXjoSN26dRk9erRknvyZM2d48eIFmzdvlsQ/ePAgfn5+rFixQhK2bds20tPTmT1b3OP29OlTTp48SUREBMbGxgwYMIB169axfPlyatfOewXwNuVznoP/szM3Vb+kJRQIJyW5bxv9pGyNsi1pCQViilaDbxv9pPwd+uTbRj8hBspFuyhVUSIvWzrb5nupFt82XgJiTsW8/bbRT0plldxXqf6ZuT6/9Pr5b6uKZnRlUTNFuXj2eC8KRvf+/qHkPwPzLuW9PsTPzIVIx28b/aQER+dvNwShgi/w0yNU8IsXoYJf/AgV/OJHqOAXP0IFv/gRKvjFj1DBL36ECn7xI1TwS4b8VvCFbfIEBAQEBAQEBAQEBAQEBH4BhAq+gICAgICAgICAgICAgMAvgFDBFxAQEBAQEBAQEBAQEBD4BRAq+AICAgICAgICAgICAgICvwClc6Uegf9XvI3xLWkJBeK4tnpJSygQK1R+ji14CsKu2NKZpblQ+NtdFRfK8oolLaFAaCkU/T7RAtK4ZRTfFkGFjb6sUklLKBC6iholLaHAaJbSZx522K2kJRSYikrfv03cz4CTbNHv715UyNUwKWkJBWKhnnNJSygwZyMySlpCkSP04AsICAgICAgICAgICAgI/AIIFXwBAQEBAQEBAQEBAQEBgV8AoYIvICAgICAgICAgICAgIPALIFTwBQQEBAQEBAQEBAQEBAR+AYQKvoCAgICAgICAgICAgIDAL4BQwRcoUhwdHbG2ti5pGQICAgICAgICAgICAr88QgVfoMgICgrCysqKqlWrFut15y2cyls3G/yCHbl87Sg1auZ9fXl5eebMn8yrN9b4hzjx4MkV2rVvKWUjKyvLgiXTsXO8i3+IE3aOd1m4dAZycnKFprvPjAFYvjzIIbdTLDm1mnLVKuRpX65aBabvnss2m92c+HCRPjMGZLPpbt6b1Vc2cODtcfa8PsScg4soX9240DR/iXLDOpS1XEHlB8eo7nITjZ5medorVjGm/KH1VLY5SVWHK5jc/hfdGSNBofi2ups13xzbd/fwDLDl7JV/qV6zyjfjjJkwlAfPr+AZYMurt9as2bAYFVVlqTT9I95KHa9dHhS69tLqL6X1/QSYMGc0tx0u88znHvsv7KRyjUrfjKOqpsK8NTO47XCZFx/uc/nZacy6t5P8Xr/pb2w7vJ5b9pewD3pCtwF/Farm0qwbYODMwfz76jBn3M+z5rQFFb7hj2aDOrLu3HqOOZ7kuNMp1pxax/8a1crVvu/kflz2vcr4VRMLW3q+aDO0IxY2lux2O8HS/9ZTrdH/SkTHl5RWfyntviL6vS56W1ZT9vppjG3votq1Y572ckaGGNvezXYoNWtUJPpyYvjMoZyyPcE1jytsPrOBitUr5mnfqktLLK/t5NLb8/zndpk9N60w69teyubY08NY+93Kdqw9tKoobyVHfsb3E+DgS2+GnHxOC6u7tN17n+mXX+MZlv9tSD9ExtPc8i5/WN4tQpU5Uxr9vDSWW0rnptG/KDExMZw5cwZ7e3siIyNRVVWlQoUK9OzZE1NT05KW912kpqayc+dOzM3NMTExKbbrTp0xDvMpo5gyaQGeHj7MmT+Z85f/pWmDTsTFxecYZ9HSGfQf2IOZ05bi7uZFuz9bcPi4JX+ZDcDJ0QWAaTPHM2bcEKZMmI+zszu1a9dg1571pCSnsHmD1Q/r7jaxF3+N68GeOTv46BVI7+n9WXR8BbPbTiYpPuf9XUXKIkL9Q3h18zn95wzO0aZW0zpYH72J1xtPZGSg76xBLDq+grntpxEfHffDur9EVkWZZI/3xFy2pszfc75pn5maSswla5JcPMmIjUdUozKGq6YjIy9H2KaDhaotJ8ynjWa8+QhmTVmMl+d7ZsydyInz+2ndpCvxcTnvS9+zz18sWjGLedOX8+KZHcYm5dm0YxVKSiLmTFsmsfN096Zf91GS8/T0wt1ztbT6S2l9PwFGThnCsImDWD59Le+9PjB+1ij2nN5Gz+aDSIjP2V/k5eWwOr2N2OgY5o1fSvDHEAyNDEhJSZHYqKiq4OnqzdWzN1i1Y2mhaP0VdAP0ntSHnuN6sn32NgK8AhgwYyCrjq/GvM1EEuMTc4xTt2ldHv9ng4utMymJyXQf25MVR1cxo9M0Pr4PlLKt/nsNOgzqiI+zT5Ho/xaNuv7BwOWjOL70AJ6vXGgzrCPTDy1imdlMIgLDSkRTafWXX8FXZFSUSfV8T/y1O+iunJ/veCFT5pPi4SU5z4jOf0XvRxgwqT99x/dh46zN+Hn7MWz6UNafsGBU6zG5PvOYyBiO7ziBn6c/aWlpNP2zCXM2ziI6PJqX918BMLnrNGTlsvofdQ10sLq+iwdXHxXLfX3mZ3w/P2PnH0l/0wrUNtQgE9j9zIuJF+w4P7w5mkoKecZNTc9g4Q1H6pfTxi4gsngEf0Fp8/PSWm4RevB/IjZv3oynpycTJ05k+/btzJ8/n3r16hEbWzxOXJgoKCiwdu3afDVMpKenk5mZWSjXnWg+gu1b93H1ym1cXTyYMnE+amqq9OnXNdc4/Qf2YMe2/dy59YAP7/349+BJrG8/xHzqaIlN4ya/c+vGfW7dvI+fbwA3b9zj5o17NGj4W6Ho7jSmK1d2X+DVjef4u/uye9YOlFSV+aNHq1zjeDt6cmLtYZ5etiE5MSVHm7+Hr+Lh2Xv4u/vi5+aL1cztaOhqUKNhzULR/SXxj14Rvu0QcbcfQ8a3/89U34/EXLpDipsPaYEhxN9/TuzV+yg3qFPo2nJizMRhWG4/yPX/rHFz8WSm+WLU1FTp2adLrnEaNq6Hve0bzp/5D3+/QJ7avOT86f+o16CulF1aejqhIeGSIyK8cD+ipdVfSuv7CTB4XH/+3XmUu9ce4OXqw7Jpa1BRU6Fz79xHqnQf2AUdPS1mjFiAw0tHPvoF4fDSEWcHV4nN47vP2GWxF+urD8jMLNyGoNKsG6DbmB6ctzrHsxtP8XX/wPaZW1FWVaZVz9a5xtkyfRPXD1/F5503Ad4B7F5kSWJcIvXb1JeyU1FXYdaOOeyct4O4Qm7szC9mY7vx9NwDbE5Z89ErgJMr/iE6JIo2QzuUiB4ovf7yK/hK0pOXRFsdJPHuo3x9Qz+TER1DRnik5CAtrcg0fknvMT05ZXUGmxuPee/2gfWzNqKiqky7nm1zjePw9A1Pbz3Dz8uPjx8+cvGfS3i7eFO3cdZ3PzoimsjQSMnRuF1jEmITeHTVpjhuS8LP+H5+xqp3A3rULkdVPXWq6amzpmMdIhNTcAj8dllj+2N3qumpY1bNsBiUZqe0+XlpLbcIFfyfhPj4eFxcXBg8eDB169ZFX1+fqlWr0r17d5o3bw5AWloax44dY+LEiQwbNoyFCxfi4OAglc7r16+ZPn06Q4YMYfny5Tx58oT+/fsTEhIisXFzc2P58uUMHTqUCRMmsH//fhISslrmnZ2dWbx4McOGDWPEiBEsWrQIX19fEhISGDJkCLa2tlLXfPPmDYMGDSI6OhqA48ePSzRMnjyZY8eOSbXknzlzhtmzZ/PgwQOmTp3K4MGDSU5O/uFnWNGkAoZlDHhw74kkLCkpmWdPbWnUpH6u8RRFiiQnSV8/KSmJJk0bSM6fP7OjRcsmVK1WGYDqNarQslVT7tx++MO6DSoYom2gg9OjrP8yNTkF15fvqN6gcCviymrKyMrJER+dc6tjSaJgbIRKiwYkvnIs8msZVyyPYRl9Ht1/KglLSkrmxTM7Gjaul2u8ly/sqVW3JvUbihuuypYrg1mnNty/I13wqFixPLZv7/LU/iaWBzZiXLF8oWkvrf5SWt9PgHLGZdE31OPZw5eSsOSkFF4/d+C3RnVzjde2cyscXjoxf+1M7jhe4fyjY0yYMxp5+cKdOpAbpVU3gKGxIToGOtg/speEpSSn8O7FO2o2yP8wWXlFeRRECtkqZpP/nsLT609welr0+U1OyCnIU7FOZd7ZvJEKf2fzhioNapSIptLqL7+6r3wLvY0rKHf7HIYHt6P8Z+6NvIWJkXEZdA11sXtkJwlLSUrB6YUTtRvkPs3ha35vXo/yVSrg+MIpV5vOAzpiffFetu9AUfIzvp95EZ+aTkYmaIjy7r238QnlkU8Y89oUfidPUVMSfl6ayy3CEP2fBCUlJZSUlLC1taVmzZooKipms7GysiI4OJhp06ahq6uLvb0969evx8LCAhMTE8LCwti0aRMdO3bEzMwMX19fDh8+LJWGr68va9asoX///kycOJG4uDgOHTrE7t27mT17Nunp6WzcuJG2bdsydepU0tPT8fHxQVZWFhUVFRo0aMDjx49p2LChJE0bGxtMTU3R1NQEQCQSMWnSJHR0dAgMDGT//v3Iy8szcOBASZyQkBAeP37MzJkzkZeXR0Eh70wpPxgY6H1KW3roVEhIGEZlc2+pvH/3MRPMR/LE5iVeXu9p1aYZXbp1kJoHs2PrPtTUVHn66jrp6ekoKCiweaMV/x448cO6NQ20AIgOi5IKjw6LRsdQ54fT/5Lhy8fw/p037q/dCjXdH6HCiS2IalVFVqRI1JnrhG09VOTX1DcU+0roV74SGhpOGSODXONduXADbW1Nzl09jIyMeKTKuVNXWLtii8TG3s6RmVOW4OXug66+DtNnT+DSzWO0+6MHUZHRP6y9tPpLaX0/AfQMxM81IlS6dyQ8NAKDMvq5xitnXJZGzetz4+Idpg2dS9kKRiywmIWKqjJbV1oWira8KK26AbT1tQGI+srPo8Ki0C2jm+90hs4ZRlJCEi/vvJCEmQ3qSBmTsmydsSWPmEWLmrY6cvJyxHx1fzFhUdRqnntluigprf7yq/tKbmQmJBK5dQ/Jb95CejrKrf5Ab90SwldsIOFG0S5urK0v9pXIr3wlMiwKvW88c1V1FU69OoGCogIZ6RnsWLKLVw9sc7Rt0Ko+RhWNuHHyRuEIzyc/4/uZFxsfuFJDXx1TI61cbULjk1ll7czmrr+hqlh6qn8l6eeludwi9OD/JMjJyWFubo6NjQ2jRo1i8eLFHDlyBA8PD0C8YN2TJ0+YOXMmtWrVwtDQkE6dOvH7779LVqm/ffs2hoaGDB8+nLJly9K0aVPMzKSH1V25coU//viDbt26YWRkRLVq1Rg3bhwvXrwgOjqaxMRE4uPjadiwIWXKlKFcuXK0aNGC8uXFPZAtW7bE1taWxETx/KqUlBRevXpFy5ZZi0f07duXmjVrYmBgQL169ejZsydPnjyR0pGWlsaUKVOoXLkyxsbG2RaVsLa2ZsGCBSxYsCDXZ9a3fzfeB9pLDoVPi7N9PdxfRkYmzykAi+atwdPDhyevrvMx/B3rNy3j5PELpKenS2x69enCgEE9mTBmNu1a9mLS+LmMHjuYIcP65ppubjTv2Yp/nE9IDjn5XHTnEPYjDF06ihqN/se2CRvIzCiaIbUF4eOsdfj2mcLH2X+j2qoR2mP7F/o1evXtgpvvS8mh8PmZf2UnI37ouabT9I+GTJ8zkcVz19C5TX/GDptOsxaNmLNwssTmvvVjrl66hYuzO48fPmfEIHNkZWXoN6hHgbSXVn8pre8nQOfeHXjidUdyyBdQu6ysDBFhkayevR4XRzfuXnvA7g0H6DeiV4F0/aq6AVr3bMMpl7OS47Off/0+ysjk38+7ju5OxyGd+Xv8OhLjxN+scpXLMWzecLZM20RaavEM8cyTr25FRkYmW75UVJRWf/l/6ytfkREdQ+zxs6S8dSHFxZ3ovYeIu3AVjeHZF1D9Udr1bMt/rpckh7yCuMyW7fHKyOT1CQUgIS6RCZ3Mmdx1Kv9sPMSkZRP4vXnOI+f+GtQZVwc3vJy9C+EuCkAJvp/5ZdNDN+wDo9jU9TfkZGVytVty04l+puXzbAT4GSlOPy/N5ZavKT1NOP8PaNq0KfXr18fV1RV3d3ccHBy4evUqAwcOxMjIiMzMTGbOnCkVJy0tjTp1xHOXAgICqFKlCjIyWS94tWrVpOy9vb0JCgri6dOnfE1wcDDVq1enTZs2rF27ljp16lC3bl2aNm2Knp64Fev3339HJBLx8uVLWrduja2tLZmZmTRqlLWa5aNHj7h69SofP36UDL3/ugKvo6ODllbumUz79u1p3168suoBqws52ty8fg8726zhU59HPRga6hMYECQJ19fXJTQkPNdrhYdHMnywOSKRIto62gR9DGbZyjn4fvCX2KxYPQ/LnQe5eP4aAC7O7lSoUJbpsydw/Oi5XNPOCbs7L/G0d5ecyyuKRy9o6WsT8TFLp4aeJtFhP97jC+LKWrPuLVg7cBkhfsGFkmZhkRYkbhlN8fIFOVkMV88g8p+zUIgL092+eR97u6zhlYoisa8YGOjx8Qtf0dPL21fmLp7K5QvXOXn0PACuLh6oqCizYftKtm7YI5V5fyYhPhF3Vy8qVc57deHcKK3+UlrfT4CHtx7z9vU7ybnCJ3/RNdAhODBrupOOnjYRYbnPeQwLCSctNY2MLxpIfDw+oKyijLauFpHhUbnGLQilVTfAyzsvcLPPGimiIMry87CPWb0nmrpa2Xpqc6Lr6O4MnTOUlSNW4PEm6/2pUb8mmrqa7LyT1bMsJy9H7Sa16TS0M/1r9iEtpegrc3GRsaSnpaOhL/0dVNfVzNZrWFSUVn/5/+Yr30PKW1dUu3Uq9HSf3XmOq8MXz/zTd0jHQJvQj6GScG1dzWy9+l+TmZlJ4KdFDL2cvTGuWoFBUwZi/0R6yqmWriZ/dGjGziXFM2roS36G9zM/bHroyi23IPb1bUR5TZU8bV/6RWDnH8m+5+LGkkwyyciEhtvvsLDd/+hTt/CmEhY1ReXnpbnc8jVCBf8nQ1FREVNTU0xNTenbty979uzh7NmzTJ06FRkZGSwsLJCXl88WB/LXUp2ZmUm7du3o2jX74hA6OuIhV+bm5vz11184ODhga2vLyZMnmTt3LvXq1UNeXp6mTZvy+PFjWrdujY2NDY0bN0YkEgHg6urK7t27mTRpEvXr10dVVZVHjx5haSmdQSspKRXo+XxJXFx8thUsg4NCaN22OfavxfO5RCJFmjZryIql67+ZXnJyCkEfg5GXl6drj45cvpA1JExZRSnbSujp6RnIynz/IJik+CSS4oOkwiJDIqjb8je8HT0BcYGlRqNanFh3OKckvovhy8fQrFsLVg9cSqBXwA+nV6TIyiAjJ4eMrByZhVjBj49LyLYyfnBQKC3bNOON/VtA7CuNm9VnzbLNuaajrJyTH6RLNap9jUikSJVqlXj6+GWuNnlRWv2ltL6fAAnxCdlWDA8NDqNpq8aShcMURYr83uQ3tq3KvfDp8NKJzr3NpFr7K1auQGJCYpFUkkurboDE+MRsK29HhERQr2U9JKLJ7AAAIABJREFUPB3FI9kURArUalybQ+v+yTOt7mN7Mnj2EFaNWIHLK2ep317cfs7U9pOlwqZtnk6gTyDndp0ttgpbemoaH956U6uFKXbXn0nCa7Uw5fXN58WiobT6y/83X/keFGpUISMs94pHQcnpmYcHh1O/ZX3cPjWKKIgUqNO4DvvWHviutGVlZVFUzD5Ns2P/jqSmpHL/yoMC6y4oP8P7+S02PHDllnsQ+/s2pJKO6jftzw5tJnX+wDuUgy+9OTqwCQZqP14mL06Kys9Lc7nla4QK/k9O+fLlycjIoFy5cmRmZhIVFSXpsc/J9tWrV1Jhnp6eUueVKlXC39+fMmXK5HldExMTTExM6NmzJ+vWrePhw4fUqyceQtWyZUtWrFiBv78/Dg4OLFy4UBLP3d0dHR0dWrXKWgDDza345nvvsTrMrDmT8HD3xsvTh9nzzImPj+f82asSmwtXDvPazpE1K8UVufoNTTEyKsNbJxeMjAyZt3AqsjKy7Ny+XxLn1o37TJ85Ht8P/ri6eFDXtBaTpozizMlLhaL75sGr9JjSl0CvAD56B9Jral+SE5J4ejlrW5hFJ1bi5eDB6Q3HAPEiMOWriVtcFUQKaOprU7GWCUnxSQR/EFcIR64eT4terdky/m/io+PQ/NQanRSfRHJCztupFRQZFSUUjcuKT2RlkC+rj6hmZdKjY0n7GIrezFEo1a2O/2ixv6h3/5PM5BSS3X0gNQ1RnWrozxxF7G0bMlNTC1VbThzcc5Sps8fj5eGDt9d7ps2eQHxcApc+taYCnLp4AIfXb/l79TYArG89ZJz5cBwd3mFv64hJZWPmLprK3dsPJb33S1bNwfrmAwL8P6Knr8P0ORNRUVXm7MnLhaa9tPpLaX0/AU7sP8OY6SN47/mBD96+jJsxksT4RG5cuJN1f2e3887ehZ3r9gBw9vBFBozuw7w1Mzj1z3nKVijDxLljOHPooiSOsooyFSqJ/xcZGVmMyhlSvXY1YqJiCAr48dE2pVU3wH8HL9NvygD8vfwJ9A6k/7QBJCUk8uhS1iJEq06uxcPBnaPrxY1bvSb0ZsjcYWydsZlAnwC0PvlwSlIKCbEJxMfEEx8jXYBLSkgmLioOX/cPhaI7v9w58B9jtkzl/RtPPG1daT20A1qG2jw4frtYdXxJafWXX8FXZJSVkK9QTnwiK4NcGQMUqlchIzqW9OAQNCePQVS7JiHmcwFQ7dKBzLQ0Utw8ITMD5ZbNUO/Xg6id+/O4SuFx4eAlBk8diJ+nH/4+/gyZNpjEhCTuXbovsdlw8m/cHNw4uP5fAAZPHYSrvSsffT+ioKhA43aNad/7T3Yty74tWOdBnXhw5WGuW+4VNT/j+/kZi3suXHMNZEu3emiIFAiLF4+WVVGQQ+XT/Podjz14FxzN3j7iNbOq6qlLpeEcHIOMjEy28KKmtPl5aS23CBX8n4TY2Fi2bNlC27ZtqVixIsrKynh5eXH58mXq1KlDxYoVadGiBVZWVgwfPpxKlSoRFxfHu3fvMDQ0pEmTJpiZmXH16lWOHDlC+/bt8fPzk8zP/9zD2KNHDxYvXsy+ffswMzNDWVmZgIAA7OzsGD9+PCEhIdy5c4eGDRuio6NDcHAwHz58oEOHrG1Batasib6+Ptu3b0dDQ0OqwaFcuXKEhYXx8OFDatSogb29PS9evKC42LltP8rKSmzYvAxNLU1e276hb8/RUi1yJpUqEBDwUXKuJBKxaOkMKppUID4+QbyVxfi5xHyxx+bCuatZsGQ6GzYvR09fl+CgUI4eOsOm9bsKRfd/ey6iqKTIyNXjUNVQw8vBA4uhK6X2NDc0LkP4F3uvahtqY3Fjq+S8jIkR7Yd2xPnZW9YMFO8z3GF4ZwCWnFwldb3zW09xftvpQtH+GaXa1alwZIPkXG/qcPSmDif64h2CF21GTl8Hhc8NAABp6eiMH4BixbKADKkfQ4g68R+Rhy9mT7wIsNrxD0rKSqzZsBhNLQ0c7BwZ0ne8VE9/xUoVpIZlbd+0l8zMTOYunIJRWUMiIqK4c/MBG9bskNgYlTVk1/4N6OhqExEWwWs7R7p3GEyA/0cKi9LqL6X1/QQ4tOs4IiURCyxmoaGpzlt7ZyYNnCHVA1rBpJzU0ObgwBDMB8xk9sqpnLI+RHhoOJdPXWP/FwtJ1qpXkwMXsnROmjeWSfPGcuX0dZZPX/v/VjfAhd3nUVQSMWHNJNQ01HB3cGP5kGVSBf4yxmUIC8waItx5eBcUFBWYZyW9fsvds9bsmL2tUHQVFq+uPkVVS50uU/ugqa9NoLsv20etIyKg5PbYLq3+8iv4imKtGhjuzVrMT2viSLQmjiTuv1tErNyAnJ4u8uXLSsXRHDMUOSMDSM8g1def8FWbinzhsc+c3n0GkZIiU9dMRl1THRcHVxYMWSj1zMtWNJIawq+sosS0dVPRN9IjOSkFP08/1s/cyP3LD6TS/q3Zb5SvVA6Lad/uJS0qfsb38zNnHP0AmHDeTip8QpPKTGxWFYCw+GT8ohKyxS1pSpufl9Zyi0xmYa7KJFBgUlNTOXv2LE5OTgQFBZGamoqOjg4NGjSgT58+qKmpkZaWxoULF3j06BHh4eGoqalRtWpV+vXrR+XK4m0W7OzsOHLkCGFhYVSpUoW2bduye/du9u3bJ5nz7uXlxalTp3B3dycjIwMDAwMaN27MgAEDiIqK4sCBA3h4eBAbG4umpibNmzdn4MCBUlMDTp8+zfnz5+natSvDhw+XupdTp05x584dUlJS+O233zA1NeXAgQOcOXMGEG+T9+LFCzZvzn0o9JfoaVQvjEdc7HTQrl3SEgrECpWSaS0vDNoF+3/b6CeklXq1bxv9pNyOfPdto5+QCiq5rwouUDQYK2qXtIQCoy9buoawfsYuqfAaFoub0uovOw1K7zd0dHDp7PczkSveXujCZMd8o5KWUCDCDjp/2+gnpb67X0lLKDBhMe7fNkKo4P/yXL9+ndOnT/Pvv/8iK1s6N00QKvjFi1DBL36ECn7xI1Twi5/SWmEDoYJfEpRWfxEq+MWPUMEvfoQKfsmQ3wp+6XyTBXLl5s2bVK1aFQ0NDdzd3Tl//jxt2rQptZV7AQEBAQEBAQEBAQEBgfwhVPB/MYKCgrh48SJxcXHo6OhgZmZG376Fs6eigICAgICAgICAgICAwM+LUMH/xRg5ciQjR44saRkCAgICAgICAgICAgICxYwwbltAQEBAQEBAQEBAQEBA4BdA6MEX+OlJTEspaQkFoqKMcklLKBBvI0unbgBludBvG/2EKMiU3rbWmOSfbxue/BAnSvq20U9KVEpcSUsoEKZKZUpaQoHpmCwqaQkFIriULlQHUEtWo6QlFAi9USYlLaHApFm4lrSEAhGcUXrz8wzfwJKWUCCmh6iUtIQCY6xqUNISipzSW6oUEBAQEBAQEBAQEBAQEBCQIFTwBQQEBAQEBAQEBAQEBAR+AYQKvoCAgICAgICAgICAgIDAL4BQwRcQEBAQEBAQEBAQEBAQ+AUQKvgCAgICAgICAgICAgICAr8Awir6Ar803Xt0ZMzoIfxWrzb6+rp06jgQG5vnecYpU0YfC4sl/FavDlWrmnDyxEUmTJhTpDqbDm1PywldUTfQIsQ9gKurjvD+lVuOtrU7NqLJkD8xqm2CgkiBEM8A7u+6hIv1a4lNnb+a0HpiN3RNDJGTlyPsfRBPDt7g9XmbIr0PgMoj21PNvCtKBlrEuAXguOwI4S9yvheA8r3+oPrkrqhVNiItLpGQR29xWnmc5NDoItc6de54BgzvjaamOm9ev2XF/PV4unnnan/s0l6aNG+YLdzD1Yu/WvYHoPfAbqzfuSKbTe3yzUhJLtiOED1n9KfNIDNUNVXxcvDg6NIDBHj45RmnYaem9J49EAPjMoT4BnF+0wnsbr2U/D520xRa9m0rFcfT3p3VvRZKzg2MDRm4eATVGtZEQVEBp4cOHF1xgJiwwvtvevbozNhxQ/i9Xl309XVpb9aPR4+efTPOuPFDqfdbHZSURLi4ePD3+h1cvXqn0HTlRGnxl6+Zu2AKw0cOQFNLg9e2b5g/ZxVurp652svLyzN91gQGDO6JkZEhnh4+rF6+iXt3baTSnLdwqlS8kOBQaldvUWCdv4qfVxnRnhrmXcR5oHsADsuOEpZLHtho2wRMBrTKFp6WkMTFKmMA0G/2P9pcWJLN5mbLOcR6fiyQxrwYNHMwHQd3RE1TDXd7d/Ys3Y2vu2+u9h0GdaRdn3YYVzdGRkYG73feHN98DOdXzlJ22gbajFgwkoZtG6KsqkyQXxC7F1nx9sXbH9b8K3xDD77y4Z5XCB8i41GQk8W0jCZTm1ejqq5avuJ/iIpn8MkXZAJPJ7UrMp1fMnLWcLoO/gt1LXVc7F3ZtngH790/5Ctuux5tWWa5mGfWz1k4Msu/B08eRKvOLahQpTypKak4v3Zh/98H8XF7X6jaS6Off0ahdS/k6zRFVq8spKWS7udByq1jZATnkV/KKyDqOQHZspWRNShHxgdXEvcvLzRN+WHAzEF0GNwRVU01POzd2bd0D355PHOzQR1o06cdFaobI/vpmZ/cfByXL55578l9adrpD8pVLkdqSiru9m4c+/twnv/l9zJh9mh6D+2OuqY6b+2d+XvhFrzdfXK179a/Myu3L84W3tSkneS7rqKqjPn8cbTt3AptXW3c3rqzcel2nN8Uzk4WQg9+Ppg8eTJXrlwpaRnFQkhICP3798fLy4srV64wefLkkpb0Q6iqqPD8hR0LF6zJdxxFRRFh4RFs2bybV68cilCdmLpdm9J1+XAeWF5m51+L+GDnzshD89Esq5ujfaWm/8Pr2TsOj97Izi6LcLvvwNC9szBpVENikxAZy/1dl9jdaznbOy3A7uwjeq8fT4029Yr0Xsr1aIrp6uG4bb/MPbNFRNi60/zEfJTL5XwvOo2q02iXOb5nbLBuM49nI7egUb0cjayK3u/GTx3BaPOhrF64gd4dhhMeFsmhc1aoqua+9cvkkXNpVruD5Gj9exfiYuO4flm6YpkQnyhl16x2hwJX1v6a2JNOY7tzbPlBVnSfT2xYDHOPLUNJVSnXOFXqV8d81yyeXbJh6V+zeXbJhsmWc6hcr5qU3VubN0xrNEZybBm5VvKborKIuUeXgYwMG4asZE3fxcgpyjPzwEJkZGQKdC85oaqqwvNndsybtyrfcVq2asqD+0/p0XMEjZt04ubNe5w9c4DmzRsXmq6vKS3+8jVTZ4zDfMpoFs5bTYe2fQkLi+DcpX9RVVPNNc7CpTMYOXogi+etoUWTvzj87ykOHd9FXdP/Sdl5uHtTu1pzydGqWbcC6/xV/Lx896bUWz0Mlx1XuNNhMWGv3Gl5fF6ueaD90iNcMTWXOuLeB+N35UU225ut50nZxXoHfbe+b9FnUh96juvJvmV7mdV1FtHhUaw6vhpl1dy3T63btC42/9mwZNBi5vSYTYB3ACuPrsLIpKzERlVDlQ0XNiIjI8PKkSsx/3MSe5ftJSo86oc1/yrfULuASPqbludQ/8bs690AOVkZJl60Izop9ZtxU9MzWHjDifrlim9bxEHmA+g/vi87llkysctkIsOi2HRifZ6+8hkjYyMmLRnPm+eO2X6r1+w3Lh25wpSe05k5YC7p6elsPrkBdS31QtNeGv38S+Qq1yH1+U0S9ywi8cAKyEhHacxyUM6jMUhGFtJSSH12g3TX17nbFRG9JvWhx7ie7F+2j3ldZxEdHs2K46tQyuOZ125al8f/2bB80BLm9ZhDoHcAy46uxMjESGJTp2ldbh65xsJec1k2cDHpaemsOLEGNc38NYx9ixGThzB04kDWL9nKsM5jiQiLZPfprah8w88TExIxM+0udXz5XV+2eQHN2jRm2bS1DGg3nOcPX7H7zDb0y+gViu6fvoIfExPDgQMHmDx5MoMHD2bcuHGsWrUKR8fsmUJRYWFhQceOHYvtet9ixYoVHDx4sEjS1tPTY9++fZiYmNCxY0csLCyK5DrFxcmTF7FYt53btx/kO46vrz9z56zk2LFzREYWbqacEy3H/oXduUe8OnWfUK9A/ltxmNiQKJoObZ+j/dWVR3i4+z/833gR/iGYu9svEODkQ60OWT2F3s+ccb5tS6hXIBG+ITz99yZBrr6YNK6RY5qFRbUJf/Hh9CPeH79PrEcgbxYfJik4isojcr4X3YbVSPwYjue+GyT4hhL52hOvf26jU79qkeoEGDFhMPt2HOLW1Xt4uHoxb8pyVNVU6NanU65xoqNiCAsJlxwNm/yOsooy505INwBmkillFxYSXmCdHUd35drui9jefE6Aux/7Zu9ESVWZpj1a5hnH5dlb/rM8z0evAP6zPI/r83d0HN1Vyi4tJZXo0CjJER+dtb969YY10atgwIE5u/Bz/YC/my/7Z+/ExLQK//ujboHv52uOnzjPmrVbuXnrXr7jzJ69nI2bLLG1dcDL6z1r1m7l9Wsnuncvuny6tPjL10yYNJwd2/Zx9cptXF08mDJxPmpqqvTp1zXXOP0H9GDntv3cuf2QD+/9OXTwJHfvPGTSlNFSdmlpaYSEhEmO8PDIAuv8Vfy8+oTOvD9jg8+nPNBhyRESg6OokksemBabSHJotORQMzFEzcQQn+P3s9kmh0VL2ZKR+d36vkX3MT04b3WOpzee4uv+ga0zt6Ksqkzrnq1zjbN5+iauHb6K9ztvArwDsFpkSWJcIg3a1JfY9J7Yh4iQCLbO3ILHG3eC/YJxfPIGf0//H9b8q3xDrXrWp0etclTVVaOanjprOtQhMjEFh8Bvl0O2P/Ggmp46ZlUNi0zf1/Qd05sTlqd4dN0GH7f3WMxcj4qaCu175j16QE5ejqWWiziw/h8++mYfgTJv6AJunrmFj9t7fFx9WDftbzR1NanTsHahaS+Nfv4lSf+uJs3uPhnBfmQE+5J0ZgcyqhrIVayZe6TUZJIv7SPt1R0yYgrvG5Nfuo7pzgWr8zy/8RRfd192fHrmrfJ45tumb+bG4Wv4vPMm0DuAPYusSIxL5Pc2DSQ2q4Yt597Zu/i6++Lr9oHtM7agoatBzUb/yzXd72HwuH4c2nWMe9ce4uXmw/Lpa1BRU6Fz7w55xsvMzCQ8NELq+IxISZF2XVqzY+0e7J7Z4/c+gL2b/8H/fQD9RvQqFN0/fQV/8+bNeHp6MnHiRLZv3878+fOpV68esbGxxaZBQ0MDkUhUbNcrSWRlZdHS0kJOTg6RSISGhkae9mlpacWk7NdETkGOsnUq4WHjJBXuYeOIcYPq+U5HpKZEYnR8rr9X+aM2+pWN8HlZOEN/ckJGQQ4t00qEPJS+l+CHjug0yvlewl+6o2SgTRkz8QdSUUed8j2aEXS3aEdOVKhYDgNDPR7fz5qukZyUjO0ze35v/Fu+0+k/rCeP7j4lKDBYKlxJScSD11exeXOdfce3UatuwQqF+hUM0TLQ5q1N1vNITU7B7aUz1RrknmbV36vz1uaNVJjTIweq1peOU63R/9hp+w/r7+1klMVE1HWz3nd5RQXIzCQ1Oav3KDU5hcyMTKo3yqMQUUKoq6sSFVk00zpKi798TUWT8hiWMeD+vSeSsKSkZJ49fUXjxr/nGk9RpEBScrJUWGJiMk2a1pcKq2hSAUeXR9g63mXfP1uoaFK+QDp/FT+XUZBD27QSwQ+kOyCCHzqh17BaLrGkqTykLdGufoTbemT7rf3NNXR12EWrMwvR/6PWd2nLD4bGhugY6GD/yF4SlpKcwrsX76jZIP+FZXlFeRRECsR90ZDStGNT3O3dmWc5j6Ovj7H9xg66jMi9kSm//Erf0K+JT00nIxM0lPKeTWvjE8ojn1DmtS7aBvwvMTI2QtdQl1eP7CRhKUkpvHnhRO1vVMTHzh9NkF8wt87lb0qVspoKcnJyUv70I5RGP/8WMiIlZGTlyEwsnGdU2Hx+5g45PvP857PyivIoihSkGmm/RllNGTk5OeLzeJ/zSznjsugb6vHsQda0r+SkFF4/d8C0YZ0844qURFx7dY4bdhfYfmQ9NepkfQPk5OSQl5fPNlIvKSmZeo1Nf1g3/ORz8OPj43FxcWHJkiXUrStuSdfX16dq1azevbS0NE6dOsXjx4+Jj4+nfPnyDBgwgHr1xMOo3r17x8qVK5k/fz6nTp0iMDCQ8uXLM2HCBCpXrgxAQkICBw8e5M2bNyQmJqKtrU3nzp3p0qULIB6i37FjR7p37w7AnTt3uHr1KmFhYSgpKVG5cmUWLFhAeHg4U6ZMyXYf+vr6WFpaAuDv78/Ro0dxcXFBUVGROnXqMHLkSLS0tACwtLQkNjYWU1NTLl++TEpKCo0aNWLMmDGIRCIsLS1xdnbG2dmZW7duAbBr1y4MDAx4/fo1hw8fJiwsjKpVq9KhQwe2b9/Orl270NDQYMKECUyaNImmTZtKtDk6OmJhYcHu3bvR0tLC19eXw4cP4+rqiqKiIg0bNmTUqFGoqKhI6atZsyY3b94kLS2NAwcOEBUVxd69e3F0dERTU5N+/fpx9epVmjRpQv/+/bGysiImJoYFCxZIrp2RkcHkyZPp0qULXbsWfQb4M6KirY6cvBxxX831jAuLpmrzvDOPzzQdZoZmGR3sLz6WChepK7PwuSXyivJkZGRwZekh3B+8ySWVH0eko46svBxJX82dTw6NRqllzvcSYefBy0k7aWRljpySIrIK8gQ/cMR22u4i0wmgZyAeuhn2RYuq+DwcQyODfKVhUtmYJs0bMnHYLKlwb8/3LJy+Ctd37qiqqTBi/CBOXf2Hbm0H8sE77/nEX6OpL84Xor/yj5iwKLTL5Dz89HO8mDDpXp+YsChJegBOD+2xu/mcUL8Q9Mob0GfOIBacWMnybnNJS0nDy96dpPgkBi4azum/jwLQf/5Q5OTl0DIovmGg+WHixBGUK2fE8RPniyT90uIvX2NgoA9AaEiYVHhoSDhGZXPXff/uYyZMGsETm5d4e72nVZtmdOlmhpycnMTmta0j08wX4uHujZ6+DrPmTOL67VO0aNL1u0c+/Sp+LskDw2KkwpNCozFs+e3eR3l1Zcp3a4yTxRmp8MSQKOzm/0OEgxeyCvJU7NuC1mcX8qDPWsKeF16FU1tffL9RXz3TqLAodPP4H75m2JxhJCUk8eJO1jSDMhXK8Newv7h88DLnrJZRqVZlJqyaAMC1w1cLrPlX+oZ+zcaHbtTQU8e0jFauNqHxyay658zmv35DVbH4ivQ6n3wlMlR61E5kaCR6eQwxbtiqAW27tWFsxwn5vtbUlZPxeOvJOzvnbxvng9Lo599CsesY0gO9yfB1L7Jr/AhauTzz6LAodL7jmQ+ZM4zEhCRe3sk+hekzY1aMx/utF252P5436hroABARJu3nEaGRGBjl7ucfvHxZOdMCd2dPVNVUGDS2H/9c2c3AP0fi5+NPQnwib145MXbGCDxdvQkPiaBTr/aYNqiNn0/AD+uGn7yCr6SkhJKSEra2ttSsWRNFRcVsNlZWVgQHBzNt2jR0dXWxt7dn/fr1WFhYYGJiIrE7evQoI0eOREdHh3PnzmFhYcGuXbsQiUScOnUKX19fFixYgIaGBqGhocTExGS7FoCXlxcHDx5k8uTJ1KxZk/j4eN6+FS+c8Xl4+2cSExNZs2YNtWqJW9ojIyNZvnw5bdu2ZdiwYaSnp3Py5EnWr1/P2rVrkZUVD6hwcXFBS0uLpUuXEh4eztatWzEyMqJXr16MGjWKjx8/UrZsWQYPHgyIRxiEhYWxadMmOnbsiJmZmaSi/uWzbN68Offv35eq4N+7d4/69eujpaVFcnIya9eupUqVKlhYWBAXF8fevXuxsrJizpysReacnZ1RUVFh0aJFkjBLS0uioqJYvnw5ioqKHDlyhNDQUMnv7du3Z9myZURGRqKtLX7RHR0diYqKolWr7AsMWVtbY21tneN/kBsDBvRgx851kvNePUfy9Omr70qjxMiUHmopIyNDfgZf1u7UiM6LBnNq6k6iAqQL8SlxSez8ayGKqkpU+aM2XZYMJdI/FK+n7wpReA58dS/IyJDbzahXL8dva0bguvUSwfffoGSoTd1lg/l941jsphZeJb97n86s2pzlr+MHT/8kNYfn/rX+XBgwrBfBQaE8uCNdKHSwdcLBNqs36fVLR67cP8nwsQNZvWhjnmk269GSkeuyCj5bRn/y5wLozPazjAyZX/wRL/7L6tX1d/PlvZMXm5/s4be2DbC79YLYiBgsJ29mxJrxtBvWkcyMTJ5fecx7Jy8y0jPyvHZuDBrYC0vLvyXn3boP48mTl3nE+Da9ev7F3xZLGDrMHF/fwvkwlhZ/+Zo+/bqxedtKyfng/hNy0Z2Df3zB4vlr2bJjDU9eXiMzM5P3Pn6cOn6BgUN6S2zuWj+SimP36g2v3lgzYHBP9lgeylPnr+7nBc3PK/ZpgYysLB/OSftInNdH4ryyhjJH2HmiWkGfGhP/+qEKfuuebZhskbXeyaqRKz/Jz8lf8ufn3UZ3p9OQziwZvITEuMSsNGRl8HT05Mh6cbnE+503ZSuVpcvwLoVT8fmVvqHApkdu2H+M5N++jZCTzX0tiCW33tKvbgVMjXJvBCgM2vdqx+y/Z0rOF4wQLyCWk6/k9sHX1NZgwZa5rJlqke/eePNlE6nbqDZTe88kI6Ng7+Mv5ec5oNhlJHImNUncswQyC5hnFTKterZm4hfPfO1I8Ro72Z7vd3xDu47uRochnVjx1TP/klFLx/C/Rv9jUZ/5BfKXzr3NWLxhruR82rB5Oer+1jfU0e4djnZZ+cSbV285af0vA0f3YePS7QAsnbqa5VsXcsv+Emlpabg6uXPrkjU16+Z/5FFe/NQVfDk5OczNzdm7dy93797FxMSEGjVq0KxZM6pVq0ZQUBBPnjzB0tISPT1xS0qnTp1wdHTE2tqasWPHStLq06ePpFcvySf+AAAgAElEQVTf3NyciRMn8vjxY/78809CQ0OpVKmSZGSAgUHuPRthYWGIRCIaNmyIsrIy+vr6Ug0Jn3viMzIy2LNnz/+xd9bhUR1fA343snE3QkJwhzQUza84AVrcEjTBNUhwKO5tKU6wAgWKSykt7lLcQgjEjbgRd/v+2LJhIySERZbvvs+zz5PMPTP33Ln3zp2Zc+YM+vr6jB49GoCLFy9SuXJlhgwZIpWfOHEiI0aMICAgQHp+TU1NRo8ejbKyMpaWlrRo0QIPDw969+6NpqYmKioqqKmpSc/1pmwzMzOcnJwQiURUrFiR8PBwDh8+LJXp0KED8+bN4/Xr1xgaGpKSksLDhw+ZNk1iUbp16xYZGRlMmjQJDQ1J8IgxY8awZMkSIiMjqVChAgCqqqqMHz8eVVVVAMLDw3n27BnLly+nVq1a0jp+O0BfrVq1sLCw4MaNG/Tq1QuAa9eu0aRJk2KXAdjZ2WFnJ1k/t2nj4SLHi+PMmcsyQfHCw+UfgEjepMUnk5uTi7aJ7MdZy0i3iEWiMPW/b4rDugkcm7ZVJvrvG/Lz84kLlrgCR7wMxrSGBW2de360zknm62TycnJRN5W9FjVjXTJKuJbak3oQ/9Qf3y2SD1+SZwhuaZm0+XsRL1cdIT38dbH53pcr52/g9qRgEPVmstDE1EjGXdrI2LCIlbY4VFVV6N2/G0f2nyQ3N/edsnl5eXg8e0nlapVKLffp5Yf4uxW45qqKJe+Ynok+ryMK1szpGOkVsVy+TWKMrBUTQNdIj6R37EyQEB1PfGQcZlULgtd43HrGzDbOaBvokJebS1pSGhse7iQmJLrUaymOf05f5MHDAhe9sLAPe0d79+rC779vYMQIF7lG0FeU56Uw589d5cnjAgvjG71NzUwIf6uujU2Milj13yYuLp6hg51RUxNjYKhPZEQ0C5bM4FVwyetIU1PT8Pb0o1r1KqXq+bU+59I20ERPJl3NWLdMu4JUG9yO0LMPyU4o3bX09RN/KvVqUarcu3hw6T4+TwsizauqSe6DgYkBsREFz4eekX4Ry1txdB/RgyEzhrBk6GJ8n8laEuOj4wnxlY1qHeoXgsmIHh9yCV/VN/QNv9705oJPJDv6NMFSr+QgngAPQl/zOCyeHfclu3nkk09ePjTZdJm57erQt0H5ls0U5vbFu3g+LZhMevPOGpoaEhNRYMzRNzbgdUzxsTiq1qmKcQVj1hz6RZom+m/y4krQBYa1H0lIQEEb47xoPO17tGWqw4xi1+qXla/hOS8JcddhqFi3JH3nIvLjo0rP8Il4cOkBPk8L6ubtOo+TqXM9EstQ591GdGfQjCEsG7oE32dFly8BDF84ipY9WrGw/zyiXpWvLm5c+BePJwWeIqr/fUONTAyJCi/4HhgYG8isqS+NvLw8PJ95YfXWdz00OJzRfSahrqGOto4WsdFx/LRtCWEf8Ky/zRc9wAdo0aIF3377LV5eXvj4+ODm5sbp06cZMGAA5ubm5OfnM3XqVJk8OTk5NGgg65r1ZuAJEmu2lZUVoaGShqRTp06sXbuWwMBAGjZsSJMmTaRW98JYW1tjYmLCxIkT+eabb7C2tqZ58+bSAfEbDhw4QHBwMKtWrZJ2sgICAvD09MTR0bFIuZGRkdIBvqWlpYwrpKGhIX5+JW9pBBAWFkb16tVlov7WrCm75q969epYWVlx/fp1+vTpw7///ou2tjaNGjWSllG5cmWZa6lduzYikYjQ0FDpAN/Kyko6uH+TTyQSUb16dWmasbExhoaGMufv0KEDFy5coFevXqSkpPDo0SMZz4APJSUllZSUD19z8ynJzc4l3COQmi0b4nG2wOWoZsuGeJwv2bLZsGtz7NeM59j0rXicK5sFVKQkkqw3/UjkZ+eS4B6IaeuGhP1TcC2mrRsSfqZ4HZU11MgvNMua/8ZqJsdI7ampaaQGpsmkRUfF8l3b5jx3kzTmYjUxTVrY8PPiDaWW17FrOwyM9Dl+4FSZzl+7Xk28XpTuOpeRmkFGquygNyE6nvotvyHQ3R+QfChrN63L4VX7SizH76kPDVpac25HgX4NWlrj96Tk7Qq1DXQwMDMkMbpo5ywlXhLzpK5tA3SN9Hh6uXyeMfJ8R/v17cauXesZOdKFP0+ekUuZb1CU56WI3impBBaq36jIaNq2+590wkJNTUwL2yYsXvhLcUXIkJmZRWRENCoqKnTv0YlTJ8+VKKumJqZmrar8e6tk18k3fK3PeX52LvHugZi1aUjo6YI2z6x1A0LPvrssw0bV0W9QGbeFf5TpXPoNrMiI+rAgsOmp6aSnylrCXke/xqaVDb7ukk60qpoq9ZvV5/eVu99ZVs9RvRg8fTBLhi4usm0YgOejl1hUlx1sVqxqQXRY+SYL3/A1fUMBfrnhxQWfKH7r25iqhiXvdPGGY4NtZf6/HhDNroeB/NG/OaZa8osdlZ6aTlihZyUuKo4mrb7F+5nkfROrqWLdrAHblu8orgi83LwZ3mGUTNrImcPR1tdmw7xNRIQUtAkTl0ygfY92uNhP55X/hy1V+hqe8+IQdxuBivV3pP+2kPwY+XivyYuM1HQii6nzb1rZ4PdWnddrVp+9K39/Z1k9RvVkwPTBLB+6RGZ7vLcZuXg0Lbu3YkH/HwnzL39Aw7TUdNJSZesyJiqWFm2aSrevE6uJadT8GzYs2/JeZdesVwOfF0XHchnpGWSkZ6Cjp4Nt22ZsWC4f79UvfoAPEiuEtbU11tbW9OvXj23btnHs2DEmTZqESCRi1apVqKioFMlTVho1aoSrqytubm48f/6cVatWYWtry4QJE4rIamho8PPPP+Pp6Ym7uzt//fUXhw4dYtWqVdIB7fXr17l06RJLly6VsbLn5+fTqFEjnJycipSrp1cw4//24P7tvO+irC4u7du35+zZs/Tp04dr167Rpk0b6dKA/Pz8Mm0LVDjgYFnP3bp1aw4cOICXlxeBgYHo6OjwzTdlD1BVHgwM9KhUyQI9PYmXQLXqlUlMTCIqKoaoKMms82+/rQFg9Ojp0nzW1pIJHh0dbfLy8rC2rkdWVhZe79g7urzc2nkWh7UTCHnmR/AjH5oPsUPHzID7B64AYL9mPADHpkteeuvutjisHc/ZlQcJfOCF9n/WotysHGmQoLbOPQlx8+f1q2hUxCrUbmdDo94t+Xvx3mI0kB++28/SdNME4p/6EffQh6pOdmhUMCBgn+RaGm+SXMsb9/uIS0/49tdRVB1qR9Q1d9TN9PlmmSPxzwJJD/u4UV73bj/I+KkjCPANItD/FROmjSQ1NZ1/TpwvkDmxFfenL1izfLNMXochvbl78wEhwUU/qhNnjMbtsQfBAa/Q1tHCafQAateryaKZ5duR4sLu0/Rw7kuEfxiRgeH0mNSPjLQM7p0q2I951oFFBD7z49gvBwC4uPsMPx5dRrcJvXl84QGNOzejjm0DVthL9hpW01Snt4sDD8/fIzE6HmNLU+xnDSYpLonHFwo6ya3s2xHuH0ZybCI1vq3N4EUjuLDrNJEB4eW6luIwMNDHqlJF9PQlz3H16lVITEgk8q13dPeu9QCMGOkCgIN9D37/fQOz5yzn1r/3MTOTrDXPysr+aDtfKMrzUpjtW/cxdfo4fH0C8PcLYtrM8aSmpnHiWIG76Im/9/D0sTvLl6wF4NvG1phXNMPjuSfm5mbMnDsJkZISmzbslOZZvHwWF89dIzQ0AmNjQ6bPmoCmpiZHDp0sl55fy3Pus/0czTeN5/VTf2If+lDdqYNMG9h04zgAHk7eJpOv6uB2JPtHEHPXs0iZNUd/T2pIDEneoSipqmDVryUWPzTlzsh1761fafy96xQOE/sT6h9KWEA4/Sf3Jz0tnRt/3ZDKLD+0Ah83H6kbcu+xfXCc6chalzWEBYah/581PSsji7RkyUTZqZ2n+OXkahwmOnDrn1tUa1CN7sO7s++XkidwysrX8g1ddc2TM14RrO1mg66aKrGpkkCXmqrKaP63vn7jbV9eRCWxvY8kingNI9mtwF5GJSESiYqkfwyO7/qTIZMG8co/hNCAUBwnDyY9NZ3LfxXsiLLm8C94uXnz20+7yEjPKLKXfUpSCsoqyjLpU5ZPolNfO+aPXERKYrJ0vX96ajrpaRly0V0Rn/O3EfcYhWqjNmT88TOkpyLSluiSn5UBWZI6EncejJJlDTJ2FSzbEplaIlJWQaSpA2J1lMyrAJAXESRX/Yrj9K6/6TfRgTD/UMIDwug3uT8ZaencfKvOlxxajq+bD/t/ltRXr7G9GTTTkfUuawkvoc7HLBtHmz7t+Gn0ClISU6QyGakZZMjheTn42zFGTnEiyC+YYP8QRrkMJT01nXN/XpTKbDu6Hg83Tzav3C7Radpwnj95wauAULR0NBk40p4adauzcvav0jy2bZshUlIiyDeYSlUtcFngTJB/CH8flo/BQiEG+IWxtLQkLy8PCwsL8vPzSUhIKGKxL4yvry9mZpLtQzIyMggJCZFZ+62rq0vr1q1p3bo1jRo1YsOGDYwePVrGUv0GZWVlGjRoQIMGDXBwcGDUqFE8efIEOzs7vL292blzJ1OmTJFx3QeoWrUqd+/exdjYuMiExPugoqJSZG2JpaUlDx/KWgiKs/q3bt2a/fv3c/78eQIDA3FxcZEp49q1a6Snp0ut+N7e3uTn52NpWbKbl6WlJfn5+QQEBEi9BuLi4nj9WtZ9RVtbm2bNmnH16lWCgoJo27atdHLhY9G1a0e27yh4obZs+RmAFSvWs3KFZNBgWcmiSL67984WKSc4OJR6dVvKXcfnp++hpa9N+0m90THRJ8onlD3Df5GuB9QvtH9y88EdUFZVofsiJ7ovKpgsCrj3kt8GLAdATUudXstHoGduSHZGFjH+4RybvpVnf9+Vu/5vE3bqHmoG2tSe2ht1U32SvEK5PfgX0kMl16JZ6FpeHbmJirY61Ud0ouGiweQkpxFz+yUeyw59VD0Bdmzai5q6Got+noOeng7Pnngw3N6Z1NQCy61VFcsiEc8rVbbAtlVTXMb8WLhIAHT1dFi+Zh4mpkYkJ6Xw0sObQT1G4f60fG6dZ7f9hVhdjNOy0WjqaRHg5stqx6VkpBZ8uEwrV5BxbfZ74s2WSWvpO2MQvV36E/0qii0T1xLwn1t0Xm4elnUq812ftmjqapIQnYDnPQ9cndfIlFuhmgX9Zg1GW0+b2NAY/t58ggu7/inXdZREt24d2bWzYKCyfZtk3fmyZWtZtlwy4KxU6B0dPdoRVVVV1q5Zwto1BZ2XGzfu0rGTvVz1e4OiPC+F2bT+N9TV1fj514Xo6evx5NEz7HuPIPUtS3+VKpUIDy1wC1RXV2PufBcqV6lEamoaly/eYMKYWSQlFuxeU7FiBbbvWouhkT5xsfE8fuTG93YOhIaUb/Lna3nOQ/+WtIF1XXpJ2kDvUG4NWU1aCW0ggIqWOla9bHm5tvjJESVVFb5ZOAiNCobkZmSR6BPKrcG/EHlV/gHfTmw9gVhdjXHLx6Otq42PmzcLBy+UsYBWsKpAbHiBW3ZXp66oilWZvWWOTFlXjl1m/XTJd9bX3ZcVo5fjNGso/ScPICY8hgNr9nN234d3Zr+Wb+jR5xLL49iTj2XSxzarxrgWEg/J2LRMQhLTiuT9HBzacgQ1dTVclk9CR0+Hl26ezBw8R+ZZsahckZi3npWy0HtYTwDWHf1VJn3P2n3sWSufgbIiPudvI7b9AQCN0Utk0rMuHyHriiRIp0jHACWjCjLHNYbNQ8mgYBmy5mSJgStlbl+56lccJ7eeQKwuZvTycWjrauPr5sOSwQvJKFLnBS78P/xX5zO3zJYp6+qxK2z6r85/GCoJiL708AoZmcPrDnJk3Yf3Jfe6HkBdXY3ZK6ehq6eDx9OXTBgwlbS39LasYkHkWy78OnrazF89CyMTQ1KSU/H28GF0b2deuBVM4GrraDPxx7GYmZuQmJDE1TM3cP1pBzk5717GV1ZE+WU1v34GkpOTWbt2Le3atZO6jvv7+7N7926srKxYsGABGzduxMvLCycnJ6pWrUpKSgovXrzAzMyM5s2bS6PoW1hYMHz4cAwMDDh+/DgvX75k06ZNqKurc+TIEapWrUqlSpXIzc3l2LFjBAQEsGnTJkA2iv7jx4+Jioqibt26aGtr8+LFC7Zu3crixYsxNzdn5syZtGrVShpxHyRbz+nq6vL69WtmzZpFnTp16NmzJ7q6ukRFRXH37l2cnJzQ0NCQRql/O9r80aNHuX//PmvWSF7E7du3ExAQwPTp01FXV0dbW5u4uDimTJnC999/j52dHSEhIdJAd66urpiYmEjL27x5M3fu3KFmzZosWVLQOGRmZjJ58mRq1KhB//79pUH2KlWqJHWlL04/gBUrVpCYmMioUaMQi8X88ccf+Pr60r17d+ztCzrcHh4erFy5ktzcXDZs2CB1+38XWppV3uOp+XKYbPq/z61CuWgqnwnyz8Ls3JJdc79k/qdV5XOrUG4ORZTukv0lUln30+0XLW8Ssr7MrZBKo4tB2aKaf4l0y1T/3CqUi32qH2fryE9BA6V3b9P7pbJgpmHpQl8oXVZ9um0A5YmOkmK+nwCHBivmNtyOB7JKF/pCCc4uPk6EIvAk4t/ShfjCLfjq6urUrFmTc+fOERkZSXZ2NoaGhrRs2ZK+fSWzTRMmTODPP/9k//79xMXFoa2tTY0aNYpY9AcPHsy+ffsIDw+nUqVKzJ49G3V1SYOgqqrK4cOHiY6ORlVVlVq1ajF79uwi+gBoaWnx8OFDjh8/TmZmJhUqVGDcuHHUrVuXFy9ekJiYyOnTpzl9usD98c02eYaGhixbtoyDBw+ycuVKsrKyMDY25ptvvinWU6AkunfvjqurK9OmTSMrK0u6Td706dPZt28fFy5coHr16vTr14+tW7cWKbt9+/bcvHmT9u3by6Srqakxb9489uzZw9y5c2W2ySsNZ2dntm3bxpIlS9DV1aV///7S+nyb+vXrY2RkhLGxcZkG9wICAgICAgICAgICAgJl44u24MuDNxb8nTt3Fhut/Wvm7NmzHDlyhN9//13GFf7OnTvs2LGD7du3F1lPLy+SkpIYO3YsU6ZMkdmWLysri7FjxzJixAhatWpVprIEC/6nRbDgf3oEC/6nR7Dgf3oEC/6nR7Dgf3oEC/6nR7Dgf3oEC/7n4auw4Au8H+fPn6dGjRro6uri4+PDiRMnZNa5Z2ZmEhMTw8mTJ+nQoYNcB/ceHh6kp6djZWVFYmIihw8fRldXV7o1YV5eHomJiZw5cwaxWIytrW0pJQoICAgICAgICAgICAi8D8IA/ysiMjKSkydPkpKSgqGhIR07dqRfv37S46dOneLkyZPUqVNHusRBXuTk5EiXOYjFYun6/jfLIGJjY5k4cSJGRkZMmDDhg4IMCggICAgICAgICAgICBTlqx9l1a9fn6NHj35uNT4Jw4YNY9iwYSUed3BwwMHB4aOc28bGRmqtLw5TU9P/N/dBQEBAQEBAQEBAQEDgc/DVD/AFFB9dsebnVqFcOOSlli70BXJJTedzq1BuVNKVP7cK5aJ1jsbnVqHcXNRQzHWyKdnppQt9oaiIFPM5z8iXz/Y/n4OFub6fW4XyobhVToyKYsaamHE+7HOrUG7URIrZ31qKYraJACJd7c+tQrmooKS431Cv3KjShRScj7sJuYCAgICAgICAgICAgICAwCdBGOALCAgICAgICAgICAgICHwFCAN8AQEBAQEBAQEBAQEBAYGvAGGALyAgICAgICAgICAgICDwFSAM8AUEBAQEBAQEBAQEBAQEvgKEAb6AgICAgICAgICAgICAwFeAsE2eAhEZGcmdO3fo2rUrampqn1udL5bpc5wZMtQePX1dnj52Z+6M5fh4+b0zz6hxQxg6YgAWlSoS/zqBC2evsnzxWtJS0wDQ0tZk9rzJ/NDNDiNjQzzcPVkwZxXPnnrIXX+tZvUwG9sbjYbVEVcwInjaBl4fv1qivHaLBpiM6oGWTU2UdbTIDIogetffvD56Re66FcbG0Y5mY7ugbaJPrG8YV5fsJ/Shd6n5LJrUYuCRecT5h/N7p7nSdOsBbanftxXGtSwQiUREvwzm1q/HCXvk81H0d545GgfHXujq6eD+5AXL5qzGzzugRPm9J7fS7LvGRdL9vALo3noAADVqV2PirNHUs65DpcoWbF79G66rf/so+r+hrpMdDcd1QcNUnwSfMO4t3k/Ug5Lvg5KqMjZTelGjz3domhmQHpvI8+1nebn74kfVExT7/VRU3RVVb4B+LgPoMKgT2npa+D71ZfeC7YT6hpQob1mzEvbTBlK1QTXMrCpwbN1hjq8/XKRM+6kDZNISouMZ23S43PRW5LZFUXUfNX0YPQd3Q0dPh5dPPVn943oCfYJKlO/q8D0L1s8pkt66aieyMrMAcJo4iLZdWlO5eiWysrJ58eQlW1b+RoB3oFx1B1Cpb41G7wGo1KiFkpEJKetXkXnlfInyGgOHoTmo+Gf29ZCe5CcmyF3HwgyZOpgug39AW08br6feuM53JdjnVYnyrbq2xGGCPRUrV0RFVYWwwDD+3PkXl49flsp0H9qNLoO7YGZpBkCwTzCHNh7iwdWHctdfkfpbb6Nq2w3l2o1RMjSH3Gxyw/zJun6M/NiSt2gUGVVErbMTSsYVQU2D/OQEcjzvk33rJOTJdz/N1kM60XFsD/RM9YnwCeXY0j34PfQqUb5m87r0mz8U81qWJEbFc3H739w6cKlY2e8n9KbnrIFc33ueI4t2A6CkokyPGQOo38YGk8pmZKSk43P3BSd/PkB8eNwHX48itonCAP8zsnjxYipVqsTIkSNLlc3OzmbdunV07tz5kw7uMzMz2bx5M+7u7qSnp7N582ZMTU3fmSc6OpqJEyeyatUqqlev/ok0leA8ZSTjnIfh4vwjfr6BTJs1gSMnd9KyaRdSU9KKzdO7X1fmL5nBjMkLuHf3MZWrVGLtpmWoqasxfdICANZsXEa9+rWYPH4uEWFR9O3fnaN/7aJNi+5ERkTL9RqUtTRI9w7m9YlrVF7nUqq8VuM6ZHgFE73tT7Kj49Ft3Qirn5zJz8wm/tRNuer2NnW6NafDoiFcmr+H0Ec+NHK0o9/emeyym03yOxpUNV1Nuq4bR/DtF2hXMJA5ZmVbF6/T9wh75ENOehZNRn6P/R+z2PvDPOKD5Ltv6ahJTgwfP4i5k5cS5BfM+Omj2HVsEz/Y2ksHMYWZPHw2qmJV6f9isSqnbhzk3N8FnRN1DTXCQiK4dOY6U+aOk6vOxVG1e3NaLBnCnXl7iHzgQ92hdnT+YyYn2s0mtYT70NbVGe2KRvw7ezdJgZFomOihrC7+6Loq8vupqLorqt4APcb1ptvonmyZsZEI/zD6TunPvANLmNpuAhmpGcXmUdNQIyY0mgfn79F/xqASyw7zC2XJgPnS//Ny8+SiMyh226Koujs6D2TgWAeWu/xEsH8II6Y6sfHwr/Rv5Uhaasn7daenpdPXdrBM2pvBPcC3/7PhxN6/8HTzRiSC0TNHsOnIGga2HUpSQrJcr0GkrkFOcCCZVy+gPe3HUuXTTx4h49zfMmk6sxZCPp9kcO8w3p6+Y/qwZtpaQgJCGTJlEKsOrmRkm9Gkl1DnSfHJHNx4mFC/EHJycmneoRnTVruQGJfIw2uSAXxsRCy7Vu4mPCgMkUiJjvZ2LNq5kIldJhHoFSTXa1CU/lZhlKzqkPP4KrkRASASIW7VB/WBs0j/7UfISC0+U14OOc//JS8qmPyMNJRMrVDrMhyUlMi+dlRuujXuZovDomEcWrAL/4detHbshPOeH1nacWqxg20jSxOcf5/LnaPX+N1lE9Wb1mHgspGkxCXx9Px9GdmqjWry3cAOhHoGyaSLNcRY1a/Kedc/CX0ZhLqOJv3mOTFp7zyWfz/jg9p3RW0TP6uLflJSEjt37sTZ2ZlBgwYxevRoli5diru7+yfTwcHBgXv37n2y85WXvXv30rhxY9q3b/9Jz3vt2jU8PT1ZtmwZO3bswNjY+JOe/30ZPd6Jzet3cubvS3h7+jFl/Fy0tbXo069biXmaNLPhyaNnHD/yD6Gvwrl98z7HDv/Nt42tAVBXV6Nrj46sWLKOu/8+JCjwFWt+ciUo8BVDRwwosdzyknTtMRG/7Cfh7B3y80pvlKJcjxPx6wFSH3mR9SqK2P3nSTh/F/0fbOWu29s0GfUDHsdv4X74Oq/9wrmyaB+p0Qk0GtLhnfl+WD0aj+O3CH9S1IJ4espWnu69RPSLYF4HRHBx3u9kpWRQta213PV3GjOA3zbu49Lpa/h6BTB30hK0tDXp1rdziXkSE5KIjY6T/r5t/g0amhr8ebCgk+Xh5snqxRs58+cFMtKKH4TIkwZjfsD32C28D14n0S+cewv2kRadQF2n4u+DResGWLRswAXH1YTf8iAlNJaYp/5E3vX86Loq8vupqLorqt4AXUZ259TWEzw4d5cQn1e4TtuAhpYGLXu2LjGPv7sf+1fs4fapm2SlZ5Yol5ebS2JMgvSX/DpJbnorctuiqLr3H9WPPzYf5NrZmwR4B7LMZRWa2pp06m33znz5+fA65rXM721cBs3izJHzBHgH4u8VyJJJK9E30sO6aQO5X0P24/uk//EbWXduQBm+/WSkk5/wWvoTqSijUs+ajIun5a5bcfQa2YujW47x77nbBHsHs3raGjS0NGjXq22JeZ7decbdC3cJ8Q8lIjiCv3afIsAzkAbN6ktl7l68x6PrjwgPiiAsMIw9v+wlPTWduo3ryv0aFKW/VZjMI7+S8/wW+bFh5MeEkvnPdkSauihb1iwxT358tGSAHx1CflIcuX5PyXlxF+VKteWqW4dR3bh7/Aa3D18h0j+Mo4t/Jyk6ntZDOhUr32pIJxKj4jm6+Hci/cO4ffgK907cwG5Mdxk5dR0Nhq+fxP5ZW+vOddkAACAASURBVElLlJ3EyEhOZ6Pjch6fvktUQATBz/w58OMOzGtaUqGGxQddj6K2iZ91gL9mzRr8/PwYN24cGzZsYPbs2djY2JCcLN9Z0a+BUaNG4eDg8MnPGxkZiYWFBVZWVujr66Ok9OWGbbCqbIlZBROuX70tTcvIyOTenUc0aW5TYr4H955Qv0Edvm0i6bxaWJrT6Yd2XLkkmY1VVlFGRUWFzAzZzmJGegbNbL/9CFfy4Shra5KTWMIsrhxQUlWmQsOqBN18LpMeeOs5Fo1L/sDYONqhZaLH3U1/lek8ymIVVNRUyUgsfpa0vFhWroiJmTG3rxdM7mVmZPLo7lMaNS37ZIL9kF7cunKXyHD5enGUFSVVZYwbViX0hux9CLvxHNMmxd+Hyp2bEPMsgAZjujDg4Ub63fqVFksdUdH8uJ5Bivx+Kqruiqo3gGklMwxMDXG/6SZNy87MwvPBC2o1rvPh5VtVYOv9XWz6dztTNk3HtJLZB5cJit22KKruFa3MMTYz4v6NAhfuzIws3O49o2GT+u/ICWrqYk4+OMzfj47x695V1GpQ453ymtoaKCsrk5yYIhfd5Ylax67kp6aQdfvGRz9XBasKGJkZ8vjmE2laVkYWz+97UK9xvTKXY/OdDZWqW/L8fvFLe5SUlGjTow3qmuq8fPzxJ6HLw8fub5UFkVgdkZIS+SVZ74vLY2CKcrWG5L4q2XX+fVFWVcaqQTU8bz2TSfe85U61xsVPJFRrVBPPW7KG3Zc3n1G5YTWUVJSlaYNXjeXJuft4331RJl00dDQBikwGvA+K2ibCZ3TRT01NxdPTk/nz59OwYUMATExMqFFD0rhev36dLVu2FMnXpk0bnJ2dAXj06BHHjh0jNDQUfX19WrZsib29PSoqkstydnamffv2xMXFcfv2bTQ0NOjSpQs9evSQHgdYu3at9Pyurq5lKjshIYHt27fj7u6Onp4e9vb2nD59mubNm+Pg4MCWLVtISkpizpyC9V15eXk4OzvTtWtXunWTWE/y8/M5ePAgV65cQSQS0bp1a4YMGSIdSN+8eZNz584RFhaGWCymXr16DBs2DENDQ0Di5v/y5csi9bRo0SLq169fav6cnBz27dvH/fv3SU5ORk9Pj5YtWzJ48GCZsh0cHKhXrx6LFy8utczCvHjxgiVLlrBz5050dXWBj+PGb2om8S6IjZF1AYqJicPcvORlBaf+PIeBoT4nz/6BSASqqqocO3yK5YvWAJCaksbD+09xmTEOL09foqNi6d2vK42b2RAYUPJas8+Fbocm6HxnjU+fomsL5YWmgQ5KKsqkxibKpKfFJKL1XfGWDePalnw3pTf7ey8mPy+/TOdpNcOe7LRM/C49KV34PTA2NQIgrpC1JjbmNWbveFbepko1K5p91xhnpxly1e19UDeU3IeMQvchPTaRiibF3wedyqaYNa1FXlYOV8ZsQKyrie0yJzTNDLg6duNH01WR309F1V1R9QbQN9UHICFW1tU4MTYBQzOjDyrbz82HLdM3Eu4fip6RHr0nObDsz5+Y3nEyKR/odq3IbYui6m5kKul7vI6Nl0l/HRuPSYWSvQ6D/V+xYtov+L70R1NLg/6j+rHj1GYc7UYSElj8WuapSyfh7eHL80dlG2R8MkQi1Dp2IfPaBcjJ/uinMzSRLK+Lj5Gt84TYBIwqvPv91NTR5ODD/aiKVcnLzWPzfFceXX8kI1OlThXW/7UWsZqY9NR0lo5eRpCc3fPlwafob5UFccch5EYGkxf27tgqAOqO81GqUBmRipjsp9fJvn5cbnpoG+iirKJMUqE+SVJsAnW+a1hsHl0TfbxuPy8kn4iyqgraBjokxSTw3YAOmFauwJ6pm8qkh7KqMn3nOeJ+6REJka9Lz1ACitomwme04Kurq6Ours6jR4/Iysoqcvx///sfO3bskP7mzZuHiooK9epJZgbd3NzYtGkT33//PWvWrGH8+PHcu3ePgwcPypRz5swZrKys+Pnnn+nZsyf79+/Hx0cSsGvVqlUAjB07lh07dkj/L0vZrq6uxMbGsmjRImbNmsWtW7eIiYmRHrezs8PNzY34+ILGz93dnYSEBFq3LnAvvHXrFsrKyixbtowRI0Zw9uxZ7ty5Iz2ek5ODvb09q1evZs6cOaSmprJhwwbp8RkzZsjUU8eOHdHT08PCwqLY/MnJyTL5z507x8OHD5kyZQobN27ExcWFihUrSstu27YttWrVYseOHcyYMaNMZcqDy5cvM2fOHJkJksL0se+GX+gj6U9VVTL5kp8vO3gUiURF0t7G9rsmTJ05nrnTl9KpTT9GDJnE/75rxswfJ0plJo2dQ15+Hk89rxMc7cbIsYP56/hZua7blAdaTepQZeN0Qhf9Rtoz349/wsLVWkJdK4tV6LF5ItdWHCQxJKbI8eJoPLwz3wxqz8mx68lKKXkNZVno1rczjwKvS3+qKuV7Vt6mn2NPoiNjuHHpdunCH5nCKotEoqKJbx8Drk10JeapP2E3nnN3/l6qdm2GurGu3HRS5PdTUXVXVL0BWvZqzd6Xh6Q/5f/e0cJtjIiyv6Ml4Xb9CffO3OaVVzDPb7vz84jliJREtOnX7r3LUuS2RVF179zbjqu+56Q/lXfqXXI5Ho9fcvbYBXxf+PHswXPmj1tCaFA49iP6FCs/ZdEEvmnWkLmjFpJXFhf6T4hqkxYom5iRefHMRym/Xa92/OX1p/SnrPrm/Sxc50XTCpOeks6E752Z1G0Ke1bvZezCMdh8J+tRFOofyoTvnZnScyqn/zjDjHXTqVy7sjwv6YP55P2tEhB3GIiSZU0yT24qte4BMv/aQvruRWSc2opydWtUbbvKX6ni3sUiHcYSxfmvmwLkY1bNnJ4zB7LbZSO52aUHA1RSVmL4uslo6Gqxb2ZRQ/G7UNQ2sTg+mwVfWVmZCRMmsH37dq5cuUKVKlWoXbs2tra21KxZE7FYjFgsCfqUlJTEjh076NSpE+3aST7AJ0+epHv37tL/K1SowODBg9m0aROOjo7STqy1tTXff/89AD/88APnzp3j+fPn1KpVS2pN1tLSQl9fX6pbaWVHRETw7Nkzli9fTq1atQCYMGGC1CMAoFatWlhYWHDjxg169eoFSNazN2nSRHpeAEtLS/r37w9AxYoVuXLlCh4eHrRs2RJAZs29mZkZI0eOxMXFhbi4OIyMjNDW1pYev3PnDtevX2fRokXS6ymcf9SoUUydOlWaPyYmBnNzc+rWrYtIJMLY2JjatSVuNNra2qipqaGioiJTP6WVKQ/s7Oyws5Osndu77e9iZS6cu8qTRwVuPWI1yfNiYmpMeFikNN3Y2JCYmJKDvs2eN4W/Tpzh4B8nAPB66Yumpia/blzK2p+3kpubS3BQCH26DkVDUwMdHS2io2LZtnsNr4JDP/ha5YVW07pU37OQiLUHid1fcuRdeZAWn0xeTi5aJnoy6ZrGuqQVmrkF0DLVx7iWJV1+HUOXX8cAIFISIVJSYob/Xo4PW03QrQIXvcbDO9NqRj+ODV1N5LOSI5WWlavnb+H+pMDi8qZtMTY1knGZMjI2KDJTWxyqqir0cujKsf2nyM2Vb/TZ9yHjteQ+aBS6D+pGuqQXcx8A0qITSIuMJzu5YNIkwTccAG0LYzJi5bMWWZHfT0XVXVH1Bnh06QG+Twt2y3gToEjfRJ+4iFhpuq6xHomx8g0glpmWQahvCBWqmL93XkVuWxRV91sXb/PiaYG79ptnxcjEkOjwgglkAyP9Imvq30VeXh5e7t5UqmpZ5NiUxc507NkeZ/uphL+K+ADtPw7qnbqR/fI5ua+CPkr59y7dw9utwJX7TZ0bmBoS89b7qWekT3zMu9/P/Px8woMkdRjwMoBKNSoxYGJ/3G4XLMfJyc6Ryvi6+1L7m1r0GdWbdTPXy+2aPoRP2d96F+IOg1Cu15yMAz+Rn1A240l+suSdyI0LJ0ukhFqX4WTfOwv5Hz5plRKfRG5OLrom+jLpOkZ6Raz6b0iKSUCvGPnc7BxS4lOo18YGHSNdFlxYIz2urKJMjWZ1aTW4Iy71HMnJygEkg/sRG6dgUceKdQMWk5rwfktpFLVNLI7PGkW/RYsWfPvtt3h5eeHj44ObmxunT59mwIAB9OkjmUHNyclh9erVWFhY4OTkJM0bEBCAn58fp06dkqbl5+eTlZVFQkICBgYS96HKlWVn/AwMDEhMLP4hK2vZYWFhiEQiGddyY2PjIi7qHTp04MKFC/Tq1YuUlBQePXoktYK/oTT9fH19OXz4MIGBgaSkFDyosbGxMoNpf39/tm7dyvjx46WTDm+u5fjx4wQFBZGSkiKdcXqTv23btixfvpwpU6ZgbW3Nt99+i42NzTvX2pdW5qciNSWN1BRZd9CoyBjatPufdKsmNTUxzW0bs2zhryWWo6GpTm4hq1Nubq50kuht0tPSSU9LR09Pl7YdvmP5wjVFZD4HWs3qUX3PQiLXHSJm1z8f/Xx52blEPg+kSqsGeJ99IE2v0rIBPueKbmWTEhnP7o6y3hiNnOyo0rIBJ8esJzG04MPUZNQPtJzWl+PDVstte7y01DReBcqu44+JiuV/bZrj4SbpKIrVxDRuYcPqJaW7gNl1aYuBkT4nDp4qVfZjkpedS+zzQCxaNyDoTMF9sGjdgKCzxW8pFPXIh6rdmqGiqUZOmmQNtW41ycAmJTS22DzlQZHfT0XVXVH1BshIzSAjNVImLT76NQ1b2eDvLnE7VVVTpU7TehxYuadc5ygJVTVVKla34MWd56ULF0KR2xZF1T0tNZ20VFkX+tioOJq1boLnM8n2oGI1MTbNrdm0bNt7lV2jbjV8X/rLpE1dOpGOPdszoa8LwX5f3rI8kaERqk1bkLpp9Uc7R3pqepHI+HFRr/m2VSN8nkm+06pqqjRo1oCdK3a+V9lKSkoyEceLQ6QkKlXmU/Gp+1slIbYbjEq95qQfWEX+6/JNOolEIlBSBiUlkINHam52Lq88AqjT0ponZwvWrddp2bBIRPw3BDz1xaZjU5m0Oi2tCX4eQF5OLs8uPmRZp+kyxx1XjycmKJLzricLBvcqyoza5ELFWpVYO2AxSTHvHusVh6K2icXx2bfJE4vFWFtbY21tTb9+/di2bRvHjh2jR48eqKiosGPHDlJTU5k7d67MoDMvL49+/fpha1s0cuXbFnJlZWWZY2Vxqyit7LK6ZbRu3ZoDBw7g5eVFYGAgOjo6fPPNNzIy79IvIyODlStX0rZtW5ydndHT0yM+Pp4JEyaQk5MjzfP69WtWr15N165dpZb/N/lXrFhBw4YNmThxInp6eiQnJ7Nw4UJp/mrVquHq6oqbmxseHh64urpSuXJl5s+fX+wgvyxlFqa4TuHHmsn6bes+pkwfi59vAP5+QbjMGEdqahp/Hi+IKnv01G7cHj9n5dJ1AFw8f52xE4by7KkHTx67U7WqFbPmTebyhetSPdu2/w4lJSV8fQOoWtWKBctm4u8bxOEDJ+V+DUqa6qj9Z0kSKSkhtjBBo15VchKSyQ6PxXy2I1o2NfEbuBCQ7Mtabc8CYved4/VfN1B5MxOam0eOHCNDF+bRznN0XTeeiGcBhD7ywWZwB7TNDHA7INkPtsvasQCcnbadvJxcYn1kLXtpsUnkZGXLpDcb25VWM+w57bKV+MBIqYdAdkYWWckf5qZfmH07DjPWZRiBfkEE+b9i3NQRpKWmc/rEBanM7uOuPH/6gnUrZN287B17ce/WQ0KDw4uUq6qqQvXaVQEQq4sxNjWiToOapKWm8ypQ/h4fHjvO0WbDeGLcAoh66ENdxw5omhng9YfkPrReL7kPN122A+B/8g42U3rReu0Ynqz9U7IGf8kQAk/fJyPu4z0voNjvp6Lqrqh6A5zd9Q+9J9oT7h9KREA4fSbZk5GWwb9vbUc1/+BS/N18OPTLfgCUVVWwrFkJAFU1Mfom+lSuV5WM1HSigiUTCEPmDePx5YfEhsegZ6RHn8kOqGmoc+PENbnorchti6LqfmTncYZNHkKw3yteBYQy3EWyPd7FkwXbUm06soaXbl5sXSXZa3rktKF4PH5JSGAoWjpaOIzsQ4261fllzjppnhkrp/BD307MGjGfpMQUDE0khpz0VMnEllxR10DZ/L+I30pKKJmYoVy1BvkpSeTFRKPpNBqVWnVJmj9NNptdF/IzMsj8Vz7Pb1n5a9dfDJg0gBC/EEIDwxg0eSAZaelc++u6VOanQ6vwdvPm95/3ADBw0gC8nnoR8SoSVbEqzdo3pUOf9mxZuFWaZ8Sc4Ty4+oCY8Bg0tDVp17Mt1rbWLBi6SO7XoCj9rcKIOzmi0uA7Mk5sgIw0RFqSvlJ+VgZkSybuVdvYo1yxKhmHfgFApcH/yM/JJi86FPJyUKpQFdW29uR6PYTc4vvv5eHKztMMWzuJ4Gd++D/yptWQjuiZGUr3tR+6RuLtvHe6JObZrf0XaevUGfuFQ7l14DLVm9TGtl9bdk+WLP1NT0ojPUl20J2VnklqQgrhPiGAxHI/ess0qlhXZ8vIn4F8dP/rP6YnpZGdWf64FIraJn72AX5hLC0tycvLIysri7Nnz/L48WNWrVqFpqamjFy1atUICwujQoUKH3Q+ZWXlImupSivb0tKS/Px8AgICqFlTEqk6Li6O169l3TW0tbVp1qwZV69eJSgoiLZt275XFPqwsDBSU1Pp0qWL1DvA29tbRiYrK4vVq1dTs2ZNqav/G8LDw0lOTmbQoEHSvevv3y86g6ahoYGtrS22tra0bduWefPmERkZKV2LX54y3+bNhEt8fLz076CgoDLUwPvjumEX6hrqrFy9AD19XZ4+dmdAn1Ey+z1XqVqJ8LCC2c71q7eRn5/PrHmTMa9oxuu4eC6dv85PywriCujo6vDjIhfMK1YgIT6RM39f5KflG0qc1PgQNK1rUPPoCun/5tMHYT59EHHHrvBq+kZUTQ0QWxU8m4b27VHWVMdsXG/MxvWWpmeGRPHyuzFy1+8NXqfvo26gg+3EnmiZ6hPrE8rxYatJCpO4/upWfP8tFRs52qEsVqHnlkky6c+P3eTcjB1y0fsNOzftQ01djQU/zUJXTwf3Jy8Y5TBJZl9TqyoWRIZHyeSzrFyR5i2bMH3M/MJFAmBSwYSTVw9I/69ctRIDhvbhwe3HDO09Xq7XABD4j+Q+2EzuiaapPvHeoVx0Wk3Kf/dB20L2PuSkZXJ+wE/YLnOi55mlZCamEnz+MY9WHZG7boVR5PdTUXVXVL0B/t52ErG6GiOWjUFLVxs/Nx9WDllMRmrBlkJmVhWICy/wPDE0M+SXcwUDtApVzOk45Hte3PVg6X/73htVMGLypunoGuiQ9DoJ36c+zO89i9iwsrm4loYity2KqvsfrodQU1djxkoXdPR0ePH0JVMGziTtLauzZRULGRd+bV1t5qyejpGJISnJqfh4+DKuz2RevuWK3m+Y5JvqeqzgmQLYuWYPO9fs+WC930alRm30VhW8Y5qDR6A5eAQZV86Ruv4nRIZGKFUo2i9T69SVrBuXIbPkbSE/Bke3HkOsLsZ5uTM6etp4uXkzd/A8GUu/eWVzYiIK6lxdU51JKydibG5MVkYWIX4hrJ76K9dPFUT+NzA1YNaGmRiYGJKWnEqgZyDznRbw+IZ8g+2C4vS3CqPaWLKEVWOQrGdk1q2TZP8r2aVIpK2HSL8gEFx+Xh6qtt1QMjCTxEtKjCPn8WWyH15Anjw+fRctfR1+mNQHXRMDInxCcB2+itdhknbasFCfJC40Btfhq+i3YCitBnciMTqeo0t+L9HiXxz65kbYdJJ4Afx45meZY3tnuHLvePl3llDUNlGU/6HRaspJcnIya9eupV27dlSuXBkNDQ38/f3ZvXs3VlZW9OzZk1WrVjF58mTq1i3Y+1IsFqOpqYmbmxs///wzvXr1wtbWFmVlZUJCQvDz82PIkCGAJEp+586dpVHzQRJ1vlKlSowcORKAKVOmUK9ePfr374+Kigra2tplKnvFihUkJiYyatQoxGIxf/zxB76+vnTv3h17e3vp+Tw8PFi5ciW5ubls2LBBZtKgsC4gCd6XnJzMnDlzSEpKYvz48djZ2dGlSxdCQkI4cOAAYWFh0ij5mzdvxtfXlx9//BE1tYJtrrS1tUlLS2P8+PF07tyZzp07ExYWxv79+wkNDZXmP336NPr6+lSpUgUVFRXOnTvH9evX2bFjB2pqauzatYuQkBAWL14MINXpXWUWjpCfk5PDpEmTqF69OoMGDSImJob9+/cTHBxcpij65vpl33LlS+KsbsnbxX3JXBLpfG4Vys3v6fJx6f/UzBDXKl3oC2V+ivw7XQJfJ631FPc5d08vaoER+LjoqWiWLvQFcqbxZ+lWy4VBbopZ5z+JxJ9bhXJTa7x+6UJfIDO2y9mD5RNyPS3oc6tQbjyjH5QuxGe04Kurq1OzZk3OnTtHZGQk2dnZGBoa0rJlS/r27cvZs2fJzc1l3TrZWdM32+TZ2NgwZ84cTpw4wT///IOysjLm5ua0bdv2vfRwdHRk3759jB8/HkNDQ1xdXctUtrOzM9u2bWPJkiXo6urSv39/oqOjUVWVXSNUv359jIyMMDY2fm9vA11dXSZNmsSBAwe4fPkyVlZWDB06lJUrV0plPD09iYmJYdIkWYvnm8G2s7Mzhw4d4sKFC1hZWeHk5CSTX11dnX/++YeIiAhEIhFVqlQpMllQWKfSyiyMiooKLi4u7Ny5k5kzZ1KlShUGDhzITz/99F71ISAgICAgICAgICAgIFAyn82C/7WRlJTE2LFjmTJlCi1atJCmZ2VlMXbsWEaMGEGrVq0+o4aKi2DB/7QIFvxPj2DBF/j/gGDBF3gfBAv+p0ew4H96BAv+p0ew4AuUiIeHB+np6VhZWZGYmMjhw4fR1dXFxkayl2deXh6JiYmcOXMGsVhcbMA+AQEBAQEBAQEBAQEBAQF5IQzwy0lOTg6HDx8mOjoasVhMzZo1WbJkCerq6oBky7iJEydiZGTEhAkTUFERqlpAQEBAQEBAQEBAQEDg4yGMOsuJjY2N1FpfHKamphw9evQTaiQgICAgICAgICAgICDw/xlhgC/wxZOXn1e60BdIeKZirmXLVFfc9YNKItHnVqFcPFUp/x6tnxtFfT8FPj0eGRGlC32hNNAw/9wqlAszkfrnVqHcROVnlC70BRLwpOzbIX9p6KooZns+NTf1c6tQbs5Vb/y5VSgXS6pf+dwqlJt2HorZV3wfFLcVEhAQEBAQEBAQEBAQEBAQkCIM8AUEBAQEBAQEBAQEBAQEvgKEAb6AgICAgICAgICAgICAwFeAMMAXEBAQEBAQEBAQEBAQEPgKEAb4AgICAgICAgICAgICAgJfAUIUfYFyk5SUxIULF+jUqRN6enqfWx0pM+ZMxHGYA3r6ujx55M7cGUvx9vIrUV5FRYXJ08bQf1AvKpib4e8byLJFv3Ltyr/Fyk+ZPpYfF05l144D/DhzmVx0rjysI9Wcu6Fmqk+KdygvFuwj/r53ifIV+/yPas7d0a5mTnZKOnE3PfBcvJ/MmMSC69LWoNZcB8y7NUfVQJuM8Di8Vx4h4u97ctEZoLGjHbZju6Jjok+MbxgXlvxByMPi9bZqXof2s/tjVM0cVQ01EkNjeXrkGvd2nC1Wvn4PW/psmojPlaccGfGr3HR+mwkzRmHv2AtdPR3cn7xg+dzV+HsHvjOPlrYWk+eOpVO39ugb6BEZHsX6lVu58LckoqySkhLOM0fTrd/3mJgaERMdx5kT53FdvZPc3Nz31rHVkE50GNsdPVN9InxCObF0L/4PvUqUr9G8Ln3mO2Fey5LEqHgub/+bfw9clh4XKYno4mJP096t0DPVJzE6gUd//cvZ9cfIyy2IoGxa1ZweswdR63/1UVFVIco/nD1TNhHlH/be1/A2ivh+Krruiqo3KMY7Whz2LgOwG9QZbT0tfJ/6sHPBdkJ9Q0qUt6xZif7TBlG1QTXMrCpwdN0hjq0/LCPj+u8OTCuZFcn75OojVg1//3r/2toWRajzd6HdvB4VxvVEq2F1xOZGBEzdSNzRayXKi9RUqfLTODQbVEO9piUpD73wtl8gV51KQ5HrfNg0J7oN6oKOvg6eT71YP28jQT7BZcrbvmc7FrrO4+7le8wdNl+a3mtoD7oP6UYFS4n+QT7B/LHhAPeu3peb3gC7bnhwxTOE4NgkxMrKNKxkzOSONtQw0y8xz9ar7my/9rzYY1dn98VQ+9PsuKHa0BpNhwGo1KqFsrEJSb+sIuPC+VLzafTph0b3HihXMCcvOZmMi+dJ3bnjE2ismN8hYYAvUC7y8/NxdXWlWrVqX9TgfqLLKMZPHM7kCXPx9w1k2uwJHP1rN/9r8gOpKcVvozJnwRTs+/dk+uQF+Pr407ZDS34/sJlunQbi4e4pI9u4yTcMGWrPi+cld4LeF/OeLai33AmPOb8Tf9+LysM70ezQHG60mkFGWFwReYOmtbDZ7Iznkv1EnnuEmokeDX4agc3WidzvtwIAkYoyzY7OJTshlSejN5AREYe6uRF5WfLbjq1etxZ0XuTIufl7CHnkTWNHOwbtncVWu1kkhRfVOys1g4e/XyDaK4TsjCwqNalFl5UjyE7P4vEfl2Vk9SuZYPfjIILvy6+eCzNyoiPDxg9i3uRlBPoHM37aSHYe3UTX/zmQlppWbB4VFWV+O7qRpIQkpo+eR2RENBXMTcnKyiood5IjA4f35cfJS/Hx9Kd2vRqs2LiQrMxstq3b/V46ftvNln6LhnJkwS78H3rT2rETE/bMZXnHacQXU8dGliaM/30O945eZ6/LZqo3rU3/ZSNJiUvC7fwDADqO60lrp878Md2VcO8QLOpY4bhmAjlZ2Zzf9Ke0nKnHl/Lgz5tsHPgn6UmpmFWvSGbah21bpYjvp6Lrrqh6g2K8o8XRc1wfuo/uheuMifrN1AAAIABJREFUDYT7h9FvSn8WHFjKlHYTyEhNLzaPmoYa0aFR3D9/lwEzBhcrM7fHDJSUCxwv9U0N+Pn0Wu6cLn7i5V18bW2LItR5aShrqZPu/Yq449epumFKqfIiJSXyMrOJ3nMWvfaNUdbVkrtO70KR63zghP44jOnHT9NWE+IfgpOLI78e/BnHNsNJL0H3N5hbmTN+/hie3XMvciwmIpbtK38jLDAMkUhEZ/tOLN+1hDFdxhPg+e4B4fvwKCgah2a1aGBhRH5+PluuujN2zxX+nNQNPU21YvMM/a4u9k1ryqTNPvovIpHokw3uAUQaGuQEBZJx6QK6s38sUx7t8c6IW9iSsn0rOYEBKGlpo2Ro+JE1laCo3yHBRV/BSEpKYufOnTg7OzNo0CBGjx7N0qVLcXcv2tB8TP755x90dXXp37+/THp0dDQODg74+/t/Un3eMGa8E5vW7+DM3xfx8vRl8rg5aGtr0ce+W4l57Pv3ZPP637h88QbBQaHs3XWYK5duMn7icBk5HV1ttuxczdSJ80hISJKbzlXHdSX0yE1C9l8lxTecFz/uITMqnsrDOhYrb9CkJunhcQRuP0f6qxgSHvsRtOsC+t/WkMpYDmyDmrEuj4b+SvwDb9JDYol/4E2iW4Dc9G4x6geeHb/F08PXiPUL58KifSRHJ9BkiF2x8pEeQbz45x4xvmEkhMTw/ORtAm4+x6ppbRk5JRVl+myayLXVR0l4FS03fQvjOGYAOzft49KZa/h5BfDj5KVoaWvStU/nEvP0HtgdQ2MDJg2dyZMHzwgPieDJg2d4uBUMemyaWnP94r9cv/gv4SERXLtwi+sXbtGwcf331rH9qK7cO36DO4evEuUfxrHFv5MYHU+rIZ2KlW85pCOJUfEcW/w7Uf5h3Dl8lfsnbtJhTHepTLXGtfC48hiPK094HRrD88uPeX75MVVsCp6f7jMH4HXLnZMr/iD0RSBxIdG8vO5GQkTRjv/7oIjvp6Lrrqh6g2K8o8XRdWR3/tp6gvvn7hLi8wrXaRvQ0NKgZc/WJebxd/fjjxV7+PfUTTLTM4uVSXqdREJMgvT3bbsmpCencffM7ffW8WtrWxShzksj8eoTwn46QPyZu5BX+n70eemZBM/ZRsyBS//H3llHR3W8f/hJstm4uxAS3KFocClW3B2CuzsUihUCxaG4FEpxCl8cihYrkpCQEIiHeIgQIRuX3x8LG5YIEDbA8rvPOTmHOzsz+9lh7nvvO/IOGZ/ZfsVBmdu814geHNpyhFsXbhPk8wLnaavQ1tWmdbdWRZZTE6mxcMt8dq/aS2RIZL7P7/5zj4c3HhH+IoKwoHD2/PYHKZIUqtauojDtANucWtGtdlnKWRhS3tKI5T0bES9Jxz0kptAy2hrqmOppyf6ycnJwC46hR52yCtX2ITIePkCyZxfpt/4lN/fD/VzNthRa3XqQuPBnMu7dJScykix/PzIeKnZVRGEo63NIcPCVjLVr1+Lv78/YsWPZuHEjc+bMoVatWrx+/fqL6ujSpQsTJkz4ot/5IUrb22Jhac7N63kPgbS0dP6794h69X8otJxYQ0xaeoZcWlpqGvUd68ilrd24lLOnL3PnluKMioq6GgY1HIi5KT9AE3PTE6O6FQos8+qRL5oWRpi3rQ2AurEe1t0aEn3VXZbHsn1dXj30peqKofzouY1mt1ZTfmZPVERqCtGtqq6GVXUHAm/J6w687YltnfKFlJLHsmppbGuXzzdL33JWHxLCYvH4+7ZCtBaEbWlrzCxMuXcz7/8yPS0dl//c+aFe9ULLtWrfHLeHHsxfMZN/PS9w5tYRxs8cieiddnV78IT6jevgUK40AGUrOFC/SV1uX733SRrV1NUoVa0M3rfl29j7tgcOdQruGw4/VMiX//mtJ9hVL4PqG40BLj6Ud6yKRVlrACzL2VChYVW8bkj7j4qKCtV+rEOUXxjj98/D2XUXs06voHanhp+k/32U8f58i7JqV1bdoBz3aEGYl7LAyNyYJ7fcZGkZ6Rk8f+hFxTqVPrv+d2nVtzW3//cvGWkZH878Dt+bbVGGNv/eUOY2t7KzwsTChEe3XGVpGWkZPHngSdW6RTtXI+cMJyr0JZdPXPng96iqqtKqSwu0tLV46vrss3UXhSQji5zcXPS1xB9d5pRrAHqa6rSualeCyj4fjcZNyI6MQFyvPiYHDmNy8Ah6c+ahYlj4dgRFoazPIRCW6CsVEomE58+fs2DBAqpXl3YsMzMzypWTjo7fvHmTrVu35ivXvHlzmTN+5coVzpw5Q2xsLKampnTt2pXWraUzrhs2bCArK4uZM2fKyubk5DBhwgQ6duxIp06dcHd35+TJk4SGSvdYlStXDicnJ2xtbQGYOHEiAPPmzQOgSpUqLF68GH9/f44cOUJQUBBZWVnY2dkxePBgKlQo+GWiOJiZmwEQEy0/kh0bHYeldf79XG+5ee0Oo8cN4d7thwQGvKBpi4Z06NwGNbW8G3GQU2/sy5Rmwug5CtMLIDbWR1WkRsY7e+cB0mMSMW1WrcAyCS5+uI3dTK2tE1DTFKOqLiLmpgdPJuf932uXNsekSVUiTt3j0cDf0C5lRtWVwxDpaPJ8ycHP1q1tpIeqSA1JrPysnSQmEd3GRT8gp9zfjLaxtPytDSd5fPCa7LMyTatTpZMju36a99kai8LUzASAuJhXculxsa+wsDQrtJxtaWsaNKnD+VP/MG7gdGxKWbFg5Sy0dbRZs2QTALs3/4m2rjZnbh8hOzsHdXURO9bv5ci+vz9Jo66RPmoiNZJi5ftGUmwiFRsX/GDRNzPA+27+/GrqInSN9EiKSeDKttNo6mjy85W15GbnoKYu4tLmk9z+6x/p95rqo6mrRdsJ3Ti/9hinVx2iYsNqOG2YREZKOk+vP/6k3/EWZbw/lV27suoG5bhHC8LQ3AiAxNgEufSE2ASMLUw+u/631GhaCws7S64d+bCj8T7fm21Rhjb/3lDmNjc2k2qPj4mXS4+PicfU0rTQcnWb1aFl5xaMbDemyPodKjmw9fQmxBpiUiWpLBy5mCBvxS3PL4jfzrtQ0dKIGqUK1/8uOTm5nH4cQKdaZRAraOKnpFCzskLNwgLNlq1I+s0ZAN0x4zD81Zn4SeMhN7fEvltZn0MgOPhKhaamJpqamri4uFCpUiXEYvmRukaNGlGrVi3ZdXBwMKtWraJKFenSoIcPH7J3716cnJyoUaMGT548Yc+ePRgaGlK3bl2aNWvG2rVrkUgk6OhI93I9e/aM+Ph4mjRpAkBaWhodOnSgdOnSZGZmcvLkSVatWsX69esRiUSsWLGC+fPnM3/+fOzt7RGJRLJyzZo1Y+jQoaioqHDp0iWcnZ3ZuHEj+vr6xWqPnr07sXrDEtn1wD5jAWl8ADlUVPKnvcOCOctZu2kZtx+eIzc3lxdBoRw5eJJ+A3sAULacA/N+mUbX9gPJzFTcHvZ3eV+fiopKoUZLt4INVZc74b/uFDE3PdAwN6TyooFUXz2SJ5O2STOpqpIRm4TH9J2Qk0uSRxDqxrpUWTpYIQ5+Ubo/ZGv3916KWFsTmx/K8eO8fm+W699By0iXLmvHcGryFtKSCt7XVFw69mzH4tVzZdfjBk4vWD9F9xVVVVVexcazaPoKcnJyeObhjaGxAbOXTpUZ7Z+6taFL7w7MHvcL/j6BVKpagXm/TiMsJIKTh85+uviC2pgiGjlf/jfJb8rU6dyI+j2asX/KZiJ9Q7GpYk+vRUOJC43mv2M3UFWRLuzyvOLC9T3nAQh/FoxdjTI0HdL2o1/Clfn+VFbtyqoblPcebdKtOWNWjJNdvw0Clq/JKdymF4fW/dvi7+7Li2ef4TgoqW1R6jZXUpS5zVt3b8WMldNk13OdfgYKen8BCun/Bkb6zF03i18nOZOcmFzk94UGhDKy3Rh09XVp1qEp8zbMZmrvGQT5vCj2byiKNRddcQ+J4Y+RbVBT/biF2Xf8wolKTKH7F16eXyxUVFERa5C0cjnZYWEAJK1cjsn+g4gqViLL+/kHKvh4lPU5VBCCg69EqKmpMX78eHbs2MG1a9ewt7enYsWKNGzYkPLlyyMWi2VOf1JSEjt37qRt27a0bNkSkO6bb9q0Ke3btwfA2tqawMBATp8+Td26dalZsyZaWlo8ePCAVq2k+5Du3LlD9erVMXyzFMbR0VFO07hx43BycsLf359KlSrJnHU9PT1ZGYBq1eRno4cPH86DBw9wd3enWbP8+7WuXr3K1atX86W/y6WLN3B1zVsyqPHmt5tbmBIRHiVLNzUzzjeD9S5xcfEMHTgRDQ0xRsaGREVGs2DJDEKCpYakbv1amJoa8+/9vBtOJBLRsHFdnIb3xcHqBzKKGbwu41USOVnZaJjLLzUSm+qTHlPwntayk7uS4BZA4NZzALx+FsLTlHQanV2Mj/NR0iJekf4ygdysLMjJM0DJvuGItDURm+iREfd5WzpS4l+Tk5WNrpl8gEVtU30k780KvU9CqHSPWLRPKDpmBjSb1gPPU3cwr1gKPQsjBh3Mm71XUZW+Qf4c8Cfb28whLjD/nreP4cal23i6esmu1TXUATA1NyEqIm+fv7GpUb6R2neJeRlLVlYWOe/sjwzwfYG2thZGJobExyUw45dJ7Nt2kIv/k844+D0PwLqUJaMmO32S0U6OTyI7Kxt9M/m+oWeiz+tC2jgpJrGA/AZkZ2YhiZe+lHSbN5Bru87hela6DCzCJxRjGzPaju/Gf8duSL83M4tIP/mI1lH+4dTp3Oij9Svz/ams2pVVNyjnPQrgcuUh/m55J4eIxFLdhmaGxEXGytINTA1IeG+2s7jomxhQr019di/cUazyym5blLHNlR1lbvO7//zHc7e8rYDqb7QbmxsTE5m3Z93Q1IhX783qv8WhkgOmlqasPfybLO3t+8m1F5cZ2moEoYFS+5iVmUX4iwgAfDx8qVSzIr1G9WT1zLWf9TsKYvUFVy57vmDX8NbYGut9dLmTLgHUtDMtMur+t0LOqzhys7Jkzj1AdlgYuVlZqJlbKNTBV9bnUEEIDr6S4ejoSO3atfH29sbX1xd3d3fOnTtHv3796NFDOruSlZXF6tWrsbGxYciQIbKyYWFhMmf/LZUqVcLFxQWQDiA0atSI27dv06pVKzIzM3nw4AHDhuUFVoqIiOCvv/7Cz8+PpKQk2QhWbGwsRZGYmMjRo0fx8vIiISGBnJwcMjIyCi3XunVr2daBP7b9r8A8kmRJvijQL6Oiad6yMe6PnwKgoSHGsWFdlvyyukh9AOnpGURFRiMSiejUpS1nTkmP7bh4/irNHZ/K5d2wdQVBAcFsXLuj2M49QG5mNokeQZg1r07U2bw9PqbNqxN1/mGBZdS0xORmywcmyX1rRN5MqcQ/8sG6e2Pp9Zv/I92yVmSlpH22cw+Qk5lNpGcQZZpW5/mFPJ1lmlTD++Kjj65HRUVF9qIQ8SSQ7W3kl/u2nNkbTQMdLi7cR3xo8QPupUhSCHkv2mnMy1gaNq8vC3oi1hBTx7EWa5ZsLrQet0cedOze9s1KBWm72pctRUpKKvFx0pcaLS1Nct474iQ7OweVjxxZl5XJzCb0aSCVmlTH7ULe0YaVmlSXRa1+nyA3X2q0qSeXVqlJdUI8A8nJkmoSa2nIHVkF0v7z9mUlOzObYI8ALMpYyeUxd7DiVXjR9/m7KPP9qazalVU3KOc9CpAmSSXqvajb8dGvqNG0FgEe0qMI1TXUqVSvCgdW7Pvk+guiZe8fyczI4u7Z4kUVV3bbooxtruwoc5unSlIJf0973Ms46jatjc8T6aCFWEOdGvWrsf3Xgo9d83b3YdiPI+XSRswahq6hLht/3kxkaFSB5UA6ECB+856jSFadd+GyZzC7h7fGwezjT7OKTkrhtm84v3RtoHBNJUHmU09URCLUrKzJjpQOnKhZWaMiEpH9svB2Lw7K+hwqCMHBV0LEYjE1atSgRo0a9OrVi+3bt3P8+HG6dOmCSCRi586dSCQS5s2bh+pHdBSVt+vsgKZNm7JgwQJevXqFn58fWVlZ1K9fX/b5qlWrKFOmDMuXL8fY2BhVVVUGDhxIVlZWkd+xZcsWEhMTcXJywszMDHV1dZYuXfrBcp/Kzm1/MnXGWPx8Awn0f8G0WWORSFI4efycLM+JM3/g5urJ8iXrAKhdpwaW1hZ4eT7H0sqCWfMmoqqqyu8bdwOQlPiapER5pzhFkkp8fCLez/0+W3PQ9vPU+n0CCW4BxD/0wc6pNZqWRoTsl65gqLlZuizu7fL76H8eU33tKOycWhNz0wNNc0OqLBtC4pNA2bF6wfuuUHp4W6oud+LFnstolTKj/KxeBP+huH1s93dfpNv6cYQ/CSDMxZfaA39Ez8II1zd76ruuky4PPj19OwD1hrYlISSGuECpgbZrUImGozvickCqKTM1nRjfMLnvSEtKQUWkli9dERzYeYTRU4cR5BfMi8AQxkwbTookhfMnL8vy7DnxO55uz9iwXBrf4Oi+vxkwvDfzlk/n0J7j2JSyYsKs0Rz5I2/P1M1/bjNikhNhIZH4+wRSuVoFnMb058zxC5+s8fru8wxZN5EXTwIIdPGhyaDWGFgYc/ugtM0Gr5XG1jgwYwsAd/66QrMh7ej5ixN3Dl6lTN2KNOjVgn2TN8rq9LzmSptxXYkLjSbSLwzbqva0HNGRhydvyfJc3XGG4b9PI+CRNz73nlKhYVXqdG7EztFrPvk3vIsy3p/Krl1ZdYNy3KMFcX7PWXpM7E14QBiRgRH0nNSHtJQ07pzOu8d+ObQUf3c/Dv12AACRugjb8qUA6QukoZkR9lUcpI5VsPxL7I/92nD37O1CjyL7GL4326IMbf4hVLU10XCwfHOhioa1GVpV7cmOTyYjIhbbuYPQ+aE8Pn0XycpolrdFRSxCZKyHmo4mWlXtAUj1elFiOt+izG1+Ys9JBk0aQEhAKGGBYQyePJBUSSpX/3ddlmftkd/wdvdh18o9pKWm5Vtin5yUjJpITS599LyR/HftPjERMWi9icpfq2FN2bYARbHi7EPOPwli/YDm6GuJiX0tbSNtsQjtN7POm/5x42l4HDuHyZ9sdPpxAFrqItpWK61QTR+LiqYWajY20n+rqKJqboGobDlyXieREx2NzohRqFeqTMIs6fL4jMeuZPr6oDdrDslbfwdAd/xEMp95keXrU+j3KAplfQ4JDv53gK2trWxG/MKFC7i6uuLs7Iy2tna+fN7e3rLl9wDe3t6yAHkA5cuXx9LSkjt37uDr60u9evXQ1JSej5mUlERkZCRjxozB3NwcAF9fX7LfGYF6u+c+570jXry9vRk2bBi1a0sjvyckJBAfX/BSqM/h9w270dTUZOWahRgYGvDYxYO+3UfIzWqVtrcjPCzvQaKhqcHcBVMobV8KiSSFa//8y4TRc/K9wJYUkafvIzbSo9zU7mhYGJLsHcqjAatIDZPOaGjZyAdNCTt6C5GuFvbD21Fl8SAyX6cQd/cZ3ksPyfKkRbziYV9nqiwZTNNrK0mPSSDs8E381p9SmO5n5+6jZaRL04nd0DU3JMY3jMNDV5P4ZiZG31o+0I6Kqio/zuuHga0pOVk5xIe85NqqI7j+da2g6kucPb8fQENTgwUrZ6FvoIfHYy9G9Z0sd65pqdI2RIW/lF1HRUQzqu9kZi+Zwt/XDhAb84pTh8+y450zS5fPX8vkuWNYuHIWxqZGxETHceLgabat3fPJGh+f+w8dQz3aT+qOvpkRkb6hbB22kvg3bWxsI9/GcWExbBu2kp4LnWgysA2J0fGcWPKH3Kzc8UV/0GlGX/ouG4GuqQFJ0fHcO3KNi5vyHjwe/7hweP5O2o3vRs9FQ4kJiuTPGVvwuuHG56CM96eya1dW3aAc92hBnN5+ErGmmJHLxqCjr4u/uy+/Dlok56hY2FkSF5E3a21kYczqixtk15b2VrQd1B6v/zxZ3G+BLL1qw+pYOVizacq6z9L4vdkWZWjzD6FTsyyVTvwqu7aZ1R+bWf2JPXadoGmbUbcwQqO0pVyZCgcWolHKXHZd7Z/1ADyy6V6iWkG52/zw1qNoaGow9ddJ6Bno8cz9ObMGziX1He02pa2JiSj82LmCMDYz4udN8zA2M0LyWkLg8yDmDJ7Po39dFKr/2EPpQOroP+Tfn8a0rM64VjUAiElOI/SVfLyA3NxcTrkG8FNNe7TEX8cFFFWsiNG6vIFB3aHDYehwUi9f5PVvK1E1MUHN2jqvQG4uiT/PRXfiFAzXb4L0dDJcXXi9fUuJBth7i7I+h1Ryi4oSIPBN8fr1a9atW0fLli0pXbo0WlpaBAQEsHfvXuzs7OjatSvOzs5MnjyZypUry8qJxWK0tbV5+PAh69evx8nJiZo1a+Lu7s6ff/7JjBkzqFu3riz/8ePHuXv3LjExMcycOZMffpAep5STk8Po0aOpUqUK/fv3Jy4ujgMHDhASEsKYMWNo0aIF2dnZODk50a1bN1q3bi377jlz5qCjo8Pw4cNJS0vj4MGD+Pv707lzZ/r06VPk77YwUOyRK1+KvZqFH0P1LfNYU3lPzzyS5v+1JRSLllr2X1tCsTke/+RrSxBQEkw1P34Z6bdGFU3LD2f6BrFQ0fzaEorNy9y0ry2hWMzOUt5n6G+iD59L/i0Sky35cKZvlIvr8sehUgZe7/g6kzOKoOVT5bQtAF4vP+5YWmEGX4nQ1NSkfPnyXLx4kaioKDIzMzE2NqZJkyb07NmTCxcukJ2dzfr16+XKvT0mr379+gwbNoyzZ8+yf/9+TE1NGTFihJxzD9Jl+sePH8fAwIAaNWrI0lVVVZk+fTp79uxh5syZWFpaMmTIENasyVtap6amxrBhwzhx4gTHjx+ncuXKLF68mHHjxrFz507mzJmDsbExvXv3Jimp4CByAgICAgICAgICAgICAp+OMIMv8M0jzOB/WYQZ/C+PMIMv8P8BYQb/yyPM4H95hBn8L48wg//lEWbwvw4fO4OvvFZIQEBAQEBAQEBAQEBAQEBAhuDgCwgICAgICAgICAgICAh8BwgOvoCAgICAgICAgICAgIDAd4AQZE/gm0dFReVrSygWdatEfG0JxeJGkPWHM32jZOZkfzjTN0hUbsmdrVzSGIh1v7aEYlFf2+5rSyg2VxOff20JxaKypsXXllBsaqGc/fx/GaFfW0KxsRDpfW0JxaJMreQPZ/pGefJQOfeyN9Ox/9oSik9m5tdWUCzG+ytvTJXkLMUf0/2tIczgCwgICAgICAgICAgICAh8BwgOvoCAgICAgICAgICAgIDAd4Dg4AsICAgICAgICAgICAgIfAcIDr6AgICAgICAgICAgICAwHeA4OALCAgICAgICAgICAgICHwHCA6+gICAgICAgICAgICAgMB3gHBM3jdIbm4u58+fp1KlSpQrV+6Lfa+3tzeBgYH89NNPSns0HcDMuRMY5NQHA0N93Fw9mDdzGT7e/oXmF4lETJ4+mj79u2JpZUGAfxC/LlrLjWt3ZHkmTRtFx85tKFvOgYyMDFxdnrBiyXq8n/spXL96jRro9OmHqEIF1MzMSFzpTNrlSx8sp92zF1pduqBmaUXO69ekXb5E8q6dCtf3Lo0GtaHFmE7omRvy0jeM00v/JOiRT4F59cwM6bxgELbV7DG1t8L11G2Oztwul2fckYWUdaySr2yUbxhr2s5SuP5Js0bTZ0h3DAz0ePLYiyVzVuHvE1ho/gP/20GDxnXypft5B9Cxad986R27t2P9zuXc+Oc2YwZOU6j29+kztT+tB7RFx0AXfzdfdi3cTphf4Udkte7XluY9W2JbwQ5VFRWCngVyZM1BvF1K9gg2ZW7zHlP70nJAG3QMdAhw82Pfwl2EF9HGNuVL0XN6P+yrOWBuZ8nJ9Uc5ueGoXJ6K9avQcXRX7KuXwdjShB0zNnP7xA2F6lZ2m/guytDP6wxujeOYjuiaGRLjF86VJQcILcQu2jWoRMs5fTEuY4W6lgaJYbG4H73Bg50XZHlq9GpG57Vj8pVdWWEo2emKP2Jr1IxhdB/YGT0DPbzcnvHb/PUE+r4oNH+nPu1ZtGF+vvTGDq3JSM+QXZuYmzBx/hga/+iIto4W4SGRrJq7lsf3nyhE94BpA2g3oD26Brr4uvmwbeE2QnxDCs3frn87WvVshV2F0qioqBDoFchfaw/w7NEzWR4tHS0GzRxEw3aNMDA1IPBpIDsX78DPQ/H9XFS1Blo9+yEqWwFVUzOS1zuTfrXwZ7/WgKFoDxxW4GevBnQlNzFB4RrfR1nseZepfWjWvzXaBjoEuftzcOEuIvzCiixTu30Dus3oh5mdJTEhUZxacxi3yw/zPm/XgGYD21C6qgN6Jgas7rcIn/tecnXMOrKEio5V5dIenr3Lzknri/1bAPbcec417zCCY18jFqlR3caYyT/WoJx50UfX5ebmcvCBHydcAwhPkGCgJaZzDXumtK7xWXqKizLYc4Cps8cxwKknBgb6uLl6snD2Cvx8AoosM2z0QAYN74OtrRXx8YlcuXgD5yXrSZFIj0UeMqIvA5x6Y2snPZrazzuAzWt3cv3KbYVoFhz8b5DTp0/j6elJ+/btv9h3xsbGsmHDBqZOnarUzv3EKSMZO2EYUybMI8DvBdNnj+PoqT00rvcTkuSUAsvMXTCFXn27MHPKL/j6BNDyxybs/WszndsN4KmH1Gg0alKffXsO4/74KajA7PmTOfa/PTRr0JmEhESF/gYVLS2yXgSR+s9lDOblf2kqCN3xE9BwbEjyjm1kBQaioqOLqomxQnW9T81OjnRdNISTC/8g6JE3jQa3ZeS+uaxuM5OEiLh8+UUaIiSvXnN92xkc+/9YYJ37xqxDJM4zSyKxOjMureLJ+fsK1z9qkhPDxg9k7qQlBPkHM2HmSP44sYX2jj2RSAruKxOHzkJdrC67FovVOXfrCBdPX82Xt1SW/+Y/AAAgAElEQVRpG+Ysnsyj/x4rXPv7dBvbg86juvL7zI1EBITTe0o/fjm4lMktx5P25mHyPlUbVuPuuTv4uDwnPTWdTiO6sODAEmb+NIWoF5ElolOZ27zT2O78NKoLO2duJjIggu5TejP34CJmtZxImiStwDIaWhrEhEXz6NJ9es/sX2AeTR1NwnxCuH3yJmPXTVa47u/BJr5FGfp55U6OtFk0mEsL9hHq4kOdwa3pt382O1rPJqkAu5ghSePRH5eJ9g4lMy2DUnUr8NOK4WSlZuB6IK+PZ6SksbXZdLmyJeHcD5kwgIFj+rJkqjMhASGMmObE70fW0avpQNmLaUGkpqTSvaF8H3/XudfV12XP6S24P/Rg6uA5JMQlYFPailexinFCe47rRbdR3dkwYz3hAeH0m9qfZQd/ZWyLMaQWoru6Y3Vun73NM5cdpKem021kN5YeWMbk9pOIeBEBwKTfJuNQyYH109cRGxlLyx4t+fXQcsb/OI64l/n/Pz+Ht8/+9GuX0Z3+4Wd/6smjpF08I5emN/sXgC/i3CuLPW8/thttR3Zm78zfiQqMoPPk3kz/6xd+bjWZ9EJsd5naFRjz+3TOrD/K40sPqN2+AWO3zGBlrwUEuUsHd8TaGgS4+nD/1C1Gri/cdt85dp2Tqw/JrjPTMgrN+7G4vIimT91yVLM2Jjc3l603vRhz4F9Ojm+HgZZGoeXW/vOEW34RTGtTk/LmBiSnZRKTXHAblDTKYM8Bxk4exqgJQ5g5cSEBfi+YMmsMB0/uoGWDLoU+Q7v27MC8xdOYM3Uxj/57jJ29Lb9tXIKGhpjZUxYDEBnxkpVLNhAUGIyqqiq9+nVh54ENdGrVD+9nnz+AKCzRVyBJSUns3r2bCRMmMGDAAEaNGsXSpUvx8PD46Dp8fX3577//mDFjBiLRlxl/ycrKYuPGjQwfPpxKlSp9ke8sKUaNG8LmDbs4f+YK3s/9mDxuHrq6OvTo1anQMr36duH3jbu5+s+/hASHsX/vEa5ducXYCUNlefr3HMWRg6fwfu6H9zM/Jo6Zg4mpMfUcf1D4b8h48IDk3btIv/Uvubk5H8yvVqoU2t17kLDgZ9Lv3iU7MpIsfz8yHjxQuLZ3aT6yI49O3OLBketEB0Twv8X7SIqOp+GgNgXmjw+L5fSS/bicuEVKQnKBeVITJbyOSZT92detiFhbk4fHFDujCeA0pj87N+3nn3PX8fMOYM7ExejoatOpZ+EDa4kJScRGx8n+6jSohZa2FicOyb9kiURqrNuxnPUrthIaHK5w7e/TcUQXTm37mwcX/yPUN4Tfp29AS0eLpl2bFVpm45R1XNp/niCvQCICw9n58zZSk1P5oUXtEtOpzG3efkQnzm47yaOL9wnzDWH79M1o6mjRqIg2DvTw5/Dy/fx3+jbpqQW/1D258Zhjqw/y6MJ/5OZ8+H7/VL4Hm/gWZejnDUb+hMeJ27gfuUGcfwT/LPqT5OgEag9qXWD+qKcveHb2PrF+4SSGxvD01F0Cb3lSql5F+Yy5IIlJlPsrCfqP7M3+3w9y48K/BPgEsWTqCrR1tWnXvWC7LpOXm0tczCu5v3cZMr4/sdFxLJ6ygmfuz4kIjeTRnce88A9WiO6uI7pyYusJ7l28R7BvMOunrUNLR4vm3ZoXWmbNlDWc23+OQK9AwgPD2TJ/C6nJqdRuIZ1hFmuIafxTY/at3IfnfU8igyM5tP4QkcGR/DS4g0J0v0umywNS/9xFxt1/4SOe/aSlkhv/SvanoqaGqGoN0i6dU7i2glAWe956eEcubjvF40sPiPANZe+M39HU0aJB16aFlmkzvCM+/z3l/JaTRAaEc37LSXzue9F6eEdZnvunbnF243Ge3nQr8vszUtNJikmQ/aW+Ltgp/BS2DWpOt1oOlDM3oLyFIcu71yc+JR33kMIHnV7EJnHkkR8b+jahZUUbbI10qWRlRNPyVp+tpzgogz0HGDFmENs27uXi2av4evszfcICdHR16NqzcBtQp35N3Fw8OHXsHGGhEdy7/ZC/j56lVp28lRJXLt7k5rU7BAeFEhQQzOrlm5Ekp1C7Xk2F6BYcfAWydu1a/P39GTt2LBs3bmTOnDnUqlWL169ff3QdFSpUYNWqVWhra5egUqlT/xaRSMSyZcuoX79+iX5nSWNX2hYLSzP+vX5XlpaWls79ey7Ua1D4S6dYQ0x6WrpcWlpqGg0a5l9G9hZdXR3U1NRITEj6fOGfiUbjJmRHRKBRvz4mBw9jevgI+nPnoWJoWGLfqaauhk01B3xvyw9e+d72xL5OBYV9j2P/VnjfdCcx8tWHM38CpUrbYG5hyt0beSsD0tPScfnPjdr1P36pWp/B3bl17R5RES/l0qfNn0B4aASnjp5XmObCMC9lgZG5MU9u5b1kZKRn8OyhFxXrVP7oekRiEWINdZITJSUhU6nb3KyUBYbmRjy9lbeUODM9A5+Hzyhfp2IRJb8u35NNVIZ+rqquhlV1BwJvydvFwNue2NYp/1F1WFQtjW3t8oQ88JZLF2mKmXh3I5Pub6bP3plYVC2tMN1vsbGzwtTChAf/PpKlpadl4Hb/CTXqViuyrIamBmceHuOcywnW7V9JhWryv7d5+6Y8ffyMFdsXc9njNAev7KH3sB4K0W1hZ4mxuTFut/JmejPSM/B64EXlT+wb6hrqJCdKB6DVRGqoidTITJcfnEtPS6dqvfxbyb42Gm07kitJlg4QlDDKYs9NS5ljaG6E12152+378BnlirDdZX6oIFcGwOuWO+Vqf7q9r9e5Mesf72XJP+vpPX8IGjqan1zHh5CkZ5GTm4u+lnqheW74RGBjpMvdgEg6bjrPTxvPseB/D3hVyCqGkkQZ7Dm86eeWZty6cU+Wlp6WzsN7rtSpX6vQco/uu1GlekV+qCu9F6xtLGnTvjk3Cll+r6qqSufu7dHW0cb1oWK2LAlL9BWERCLh+fPnLFiwgOrVqwNgZmYm20N/8+ZNtm7dmq9c8+bNmTBhAlFRUfz555/4+fmRlpaGtbU1ffr0oU6dvBeqBw8ecPz4cSIjIxGLxdjZ2TFt2jQMDQ3p06dPgbqOHTtGdHQ0EydOZPLkyVy7dg1fX18GDx5M+/bt8fHx4dChQwQEBKCjo0PdunUZOHCgbIAhLS2N3bt38+DBAzQ1NenQoQM+Pj7o6ekxYcIEQDpYcOTIEe7cuYNEIsHW1pa+fftSq5a083t5ebFkyRIWLlzI4cOHCQkJwdbWltGjR1OmTBmF/R+YW5gCEBMjP4IZExOLpZVFoeVuXrvDqHFDuHfnIYEBwTRt3pAOndugpqZWaJlfV87D0+MZLg/dFSP+M1CzskLN0gLNVq1IWuUMuaA3bhxGK5x5NWE85OYq/Dt1jPRRE6mRHCs/i5Qcm4he46JfBD8WUwdLyjpW4Y9RaxRSn1zd5iYAxL7XV2JjXmFhZfZRddiXsaNB4zqMGzxDLr1xiwZ06NaGri0HKEbsBzAyNwIg8b2lromxiRhbfPw2jf4zB5GWkobLlZJZ+aHMbW5oLh0sy9/GCRh9Qht/ab4nm6gM/VzbSA9VkRqSWPlBDklMIg6NqxZSSsqk+5vRNpaWv73hJI8PXpN9FhcYwblZO4l+HoJYR5N6w9vj9PcidrWfR/yLl0XU+mmYvLlH42LlB1Rfxb7CzLLwezQ4IJRl01fh98wfbR1t+o3sxZ7TWxjQejihQdJ9zjZ2VvRy6sbhXcfZ9/tBKlYtx8xfpwBw/I+Tn6XbyEzaNxLe6xsJsfGYWJp8dD2DZw4hLSWNB1ekTmuqJJXnLs/pO7kvwT7BxMfE06xrcyrVrkRkCS0HLjYqKmi06UD69cuQpfitG++jLPbc4E3fSHrvXSUpNhFDy8LthoGZYYFl9M0+beLkwenbxIXHkPAyHusKpegxewClKpdm3eBln1TPh/jtshsVLQ2pYVt4fw9PSCYyQcLlp6Es7VofFWDdlSdMPnyHP0f8iOoX3J6rDPYcwNxc+gyNjX6/n8dhYWVeaLmzpy5hZGzAsbN/oKIC6urq/H30LM5L5GMvVKxcnlOXDqChKUYiSWHMkKn4KCiOjeDgKwhNTU00NTVxcXGhUqVKiMViuc8bNWokc3gBgoODWbVqFVWqSEeB09LSqFWrFv369UMsFnP//n3WrFnDmjVrsLGxISEhgQ0bNjBgwAAaNGhAWloafn55nWDnzrxgatnZ2axevRoNDfl9OIcPH2bw4MGMGzcONTU1QkJC+PXXX+nTpw9jx44lOTmZffv2sW3bNmbMkBrcP//8k2fPnjFr1iyMjIz4+++/ef78udxs/9atW3n58iWTJ0/GxMQENzc3Vq1ahbOzM/b29rJ8hw4dYuDAgRgZGbFv3z42b97MunXrCtzzf/XqVa5ezb8n61169O7E6vWLZdeD+o4DpEsF30VFRSVf2rssnLuCNZuWcuvBOXJzc3kRFMrRg6foO7B7gfkXL59Dfcc6dGk/kJwSWFL7yaiqoiLWIHHFcrLDpC9TiSuWY3rgIKJKlch6XnLBR/K1q4oKoJgBBcd+rUh8Gc/z60Uvf/sYOvdsz9K1eXsaRw+YCuQf+1BRKeA3FUKfwd14GRXDzSt5gceMjA1YuXkxM8YsICnx41fufApNuzVn9IrxsmvnYUuBgsdxPnZsp8OwzrQZ0J6lAxeSmlz4PttPQZnbvFG3ZgxfkRfUbM2w5UABtgUVRXV3hfA92URl6ecFUmB7F13kz95LEWtrYvNDOVrN60dCaAxPT0n7efhjf8If5wVFDHP1ZeRFZ+oNbcc/i/8stsz23dsw77c852ra4Dlv9MvnU5HepIXW4+nqhadrXnAxD5enHLyylz7De7B24SZAOkP13MOHLc7SdxXfp36UcrCl99Dun+zgt+jWggnOE2XXS4YulsouwLh8bN/oMrwLPw38iQUDfpbrG2unrWHK6qnsf/Qn2VnZBDz159bpW5StXvaTNJc06nUdUTO3IP1yyawaUxZ73qBrUwavGC273jTc+Y3O9+/JAsS/R4FlPtHg3zqc9x4b7hNCbMhLfj69EruqDoR4BX1SXYWx5rI77iGx/DGsFWqqhS/MzsmFjOwclndvQGkTPQCWd29A1y0X8Qp/RfUiBgc+F2Wx5916dWDF2l9k18P6T3ij6dNsS4NGdZg0YwwLZy3HzdUT+zKlWLRiDtPnjmfdyrzJ3kD/IH5q0Rt9Az1+6tyatVt+pW+XEfgWEQT3YxEcfAWhpqbG+PHj2bFjB9euXcPe3p6KFSvSsGFDypcvj1gsljn9SUlJ7Ny5k7Zt29KyZUsA7O3t5Zzhbt268ejRI+7fv0/Pnj159eoV2dnZODo6YmYmHR21s7OT5Td8Zzn27t27kUgk/Pzzz3Ia27dvj6Ojo+z68OHDNGrUiM6dO8vSRo0axezZs0lMTERDQ4MbN24wceJEatSQLjMZO3Ys48aNk+WPiori7t27bNmyBVNTU9n3eHh4cPXqVUaOHCnL27dvX6pVk87u9uzZk19++YVXr15hYpLfqLRu3ZrWraV7FvdtP11gm1++eJ3HLnlLITU0pO1rbm5KRHiULN3U1CTfKPO7xMXFM2zgJDQ0xBgZGxIVGc2CxTMK3Pe1ZMVcuvXoQM/OToQEFx2B9UuRExdHblaWzLkHyA4LIzcrCzVzixJx8CXxSWRnZaP33mi2rok+r2M/f4mumroadXs24/6R6+Rkf77DcP3SLZ48fiq7fnsvmpmbyC0NNDE1zrd3tCDU1UV079uJY3/9j+zsbFl6+UrlsLA0Y9/fW2Rpqm8euM8i79OxSV+CAj5vz+mjKw/xc/OVXb8NSmhoZkhcZKws3cDUIN/oeEF0GNaZ/jMHstxpCf5PFBcZWpnb/PGVhwTItbF02aOhmRGvIvNsif5HtvGX4nuyicrSz98lJf41OVnZ6JjJR7LWNtVHElv0nvnE0BgAYnxC0TEzoNm0HjIH/31yc3KJ9AjE2MHys/Te+ucOT93yIsaL3/RzEzNjXkZEy9KNTIyIi4n/6HpzcnJ47uGNnYOtLC02Oi5fJP4gv2D6jSx8FqwwHlx5gI9b3qkE6hpS3UZmRsS+0zcMTQxJiP2w7i7DuzBo5mAWOy3C94mv3GdRwVHM6zMXDS0NtPW0iY+OZ/aWObwMUdzKCUWg2b4Tmc88yQ55USL1K4s9d7/6SBYED/LshoGZIfHv2G49E4N8M/TvkhiTgMF77zd6JgYkfWbsixceAWRnZWPhYKUQB3/1ZTcue4Wya0gLbI10i8xrqquJSFVF5twD2BnrIlJVITIpheqUnIOvLPb8yqWbuLl6yq5l/dzClMh3+rmpqXGRz9CZ8ydx5uRFjvwlHbz0ee6HtrYWKzcsZuPqHbI+n5mZRXCQ9NQAT/dn1PyhGiPHDZIF4vscBAdfgTg6OlK7dm28vb3x9fXF3d2dc+fO0a9fP3r0kO41y8rKYvXq1djY2DBkyBBZ2dTUVA4dOoSLiwsJCQmy//y3Try9vT3Vq1dnxowZ1KhRgxo1auDo6Ii+vr6chkuXLnHnzh1+/fVX9PT05D4rW1Z+xDkwMJCoqCju3bvH+7x8+RKxWEx2drbcUX2ampqUKlVKdh0UFERubi7TpskfX5KVlSVz5t9SunTenkFjY+kSnMTExAId/I9BkpyCJFn+CJyXUTE0a9kIdzfpg0hDQ0yDhnVY+svqD9aXnp5BVGQ0IpGIjl3acOaU/PE0y1bOo1uPDvTo5IS/n2JGXhVB5lNPVEQi1KytyY6QRv5Vs7ZGRSQi+2XUB0oXj+zMbMKfBlGhSXU8LuQtjarQpDoelx4WUfLjqNauHtrGejw8evOz6wKQSFKQBMkHtol+GUvjFg3wdJe+4Io1xNR1rMWqxZs+WF+bji0xMjHkxEH5wSdPd698R/1MmzcOfUM9lsz5jbCQzw/+liZJJeq9CLPx0a+o2fQHAjyko77qGupUrleVAyv+KLKuTiO70nf6AFYMXarwY2aUuc3TJGmkSeTvnYToeKo1rUngO21csV5lDq8o/gyqovmebKKy9PN3ycnMJtIziDJNq+N9Ic8OOjSphvfFR0WUlEdFRQU1ceF7aQHMK9sR/fzzBgtTJKmkSOTvj9iXcdRvVpdnT6QxAMQaYmo1qMGmZds+qe5ylcvi9yxvFurJI09Kly0ll6d0mVJEhn26o5wqSc0XGf9V9CtqNf1BdnyduoY6VetXZe+KPUXW1W1kNwbOGMRip0Vyx+O9T3pqOump6egY6FK7WW3+cC66z31JVIxNUK/niGTTh+/p4qIs9jxdkkZ0Aba7SpOavPCQHmsm0lCnfL3KHHc+UGg9gW6+VGlSk8s784L/VWlSE//HBR93+bHYVLJDTaRGQvTHD5gVxqpLblz2CmH3kJY4mOp/MH+tUqZk5eQS+iqZUsbSwYCweAlZOblYGZRs3C9lsefSZ+h7/TwqhqYtGuLhJl2lpKEhpl7D2qxYtK7QerS0NPNNTmVn53zwlDJVVVXEGuIi83wsgoOvYMRiscwB79WrF9u3b+f48eN06dIFkUjEzp07kUgkzJs3TzYqCcj238+ePRtra2s0NDRYsmSJLBieqqoqCxYswM/PjydPnnD9+nUOHTrE4sWLZTP/np6eHDhwgFmzZmFra5tP2/tL9nNzc2nVqhWdOuWPpmxsbEzEG2exqA6Zm5uLiooKzs7O+aL+v79NoaD9mx+7lOtj2bXtT6bMGIO/XxCB/i+YOnMsEkkKJ0/kRZU9fnovbq6erFgq3QvzQ50aWFlb8NTjOVbWFsycOwFVVVW2bMp7MXBevZBefbswdNBEEhKSMHuzL0ciSSGlkONgiouKphZqNjbSf6uoomZhgahsOXJeJ5ETHY3uyFGIKlcmYYb0yKQMV1cyfX3Qnz2H17//DoDexIlkPPMiy+fzHkZF8e/u8/RfN4GQJwG8cPGh4aDW6FsYcf+gdElav7XSlR5HZuS9GFpXkQ7yaOpqkZuTi3WV0mRnZPHSX/6h3aBfK/zvevEqNJqSYv+Ow4ybNoxAvxcEBYQwfvoIJJJUzv2d58Ts/3srHm5erP11i1zZPoO68d+tR/lmNFNT0vDzlj8bNSnpNWoitXzpiuT8njP0mNiH8IAwIgLD6TWpD2kpqdw+fUuWZ9GhZfi5+3HoN6lD2mVMd/rPHMSmqeuIDArH8M1sRUZaBikKiPJbEMrc5pf2nKPrxJ5EBIQRFRhJ10m9SEtJ4947bTzv0GIC3P049ttBANTURdiUl9pisYY6BmaG2FWxJ12Sxstg6UuohrYmFvbSmVgVVVVMrE2xq2KPJCGZuIhYPpfvwSa+RRn6+YPdF+m6fhwRTwIIdfGl9sAf0bMwku2p77xuLABnp28HoO7QtiSExBAXKH3e2jWohOPojrgeuCKrs+mUHoS7+fEqKAoNPW3qDWuLeaVSXPp5r8L1H959nGGTBxPsH0JIYCjDpw4hVZLK5VN5erYeXY+X+3PZcvuR04fy1NWL0KAwdPR06DuiJ+Url2Xl3LwX4MM7j7PnzFaGTR7MlTPXqVitPH1H9GTryl0K0X16z2n6TuxL2Ju+0XdyX1JTUvn3f3kB55YfXo6vuy/7V+0HoMeYHgyeNYS1U9cQHhSB4Zv92hlp6bK+UbtZbVRUVQgLCMPK3orh80cQHhjO1WNX8ov4XDS1ULOWPvtRUUXVzAK1MuXIfZ1ETkw02k6jEFWoTNLP8sclarbpQG5aGum3FX/aTFEoiz2/uvc8HSf0ICognKigCDpN6kV6ShoPTucFPJtxcBFBT/w4+duhN2UuMPvYUn4a3x23yw/4oV0DKjasyqreC2VldAx0MbYxRVtfBwDz0pakJElIfBMt38zOggbdmuJ5w43k+CSsy9nSZ4ETwU8D8Xf5vHezFRdcOe8RzPq+jdHXUif2zRJ1bbEI7TeDg5uuefA0/BU7h7QAwLGMBZWtjFh85hGz2km3DK++7E51G2OqWn/5WDLKYM8B9uz4i4nTRxHgF0SgfzCTZowiRZLC6b8vyPIcOrUL98ee/LZMOrh19fK/jBw/GA93L9xdPSldphQz5k3g+j+3ZBO4c36ZwvV/bhMZHiWNyt/rJxwb12VYv4kF6vhUBAe/hLG1tSUnJ4eMjAwuXLiAq6srzs7O+aLk+/r64ujoiIODAyDdkx8cHCxb9g5SR7tChQpUqFCBXr16MX36dO7du4e9vT2RkZGsW7eOQYMGye31LwoHBwfCwsKwtCx4mZ+lpSVqamr4+/tjbi5dRpeenk5oaCgWFtIATfb29uTm5pKQkJBvxv5r8PvG3WhqaeC8eiEGhvq4uXrQr8dIuRE5ewc7ueWqmpoazP15Mnb2pZBIUrh+5RYTx8yR2/81bJQ02MvfZ/bJfd+alb+zZqX8g+tzEVWsiPGGjbJr3WHD0R02nNRLF0latRJVExNE1tZ5BXJzSZg3F71JUzDauAnS00l3dSF565YSCbD3lifn7qNjqEfrSd3RNzMkyjeUPcNWER8udUqMbEzzlZl+YaXcddU2dXgVFsOKJnlnyBqXMqdco6ocnLS5xLQD7Nq8H01NDX5ZNQcDAz2ePH7K8N4T5c7vLWVvK7csC6RRVR2b1mPa6A+fU/yl+N/2k4g1NRi5bAw6+rr4ufuybNAiubNkLewsiX3HYWw/uAPqYnVmbJ0jV9eN49fYMnMjJYEyt/m57acQa4oZumw02vo6BLj7sWrQUtLeiUBsbmcp55QbWRix4mKek2Nhb8WPg9rx/L+nLO8n3edXpkZZfj6aF3Cp14z+9JrRn1vHr7Nz5u+frft7sIlvUYZ+/vzcfbSNdGk8sRu65obE+IZxZOhqkt7YRQNr+RVrKqqqtJrXDwNbU3KyckgIecmNVUdw/SsvyJ6GvjYdnEeiY2ZA+usUoryCOdBnGRFPAhWu/88th9DQ1GD2imnoGeji5facSf1nkPJOG9vYW8st4dfT12X+6lmYmBmT/FqCz1M/RveYxDP3vNm1Z0+8mTl8PuPnjmbE1CFEhUezffUeju87pRDdf287gYammHG/jkNXXxcfdx9+GbhQbqbf0s6KmHf6RschnVAXqzN36zy5uq4ev8qGGdLBLm19bZzmDMXU0pTXia+5d+Euf66W7sdXNKLyFTFYmdcntQcNR3vQcNKuXkSyfiUqxiaoWlnnK6fRtiMZN69Cenq+z0oSZbHnl7b/D7GmmAHLRqJjoEOgux/rBi8j/R3bbVbaglfvLBUPeOzDzknr6TazP12n9iEm5CU7J66XW/5fs01dhq/Jc8acVkknNc5sOMaZDcfIysyicuPqtB7WEQ1tTeIjY/G48ZizG45/9pGox1ykgx2jD8ifmDCmWRXGtZC+i8ckpxEan3cksaqKCpv6NWHVJTeG77+BhkgNxzIWzGxb64sG2HuLMthzgO2b/kBTU5Nlq+ajb6iPu6sng3qOlXuG2tnbyj1DN6/dSW5uLjPmTcDK2oJXrxK4dvlffvs1b3WLmbkpG7avwMzclNdJyXg/88Wpz3i5iP2fg0quoqdQ/5/y+vVr1q1bR8uWLSldujRaWloEBASwd+9e7Ozs6Nq1K87OzkyePJnKlfOOgBCLxWhra7N27VrCw8OZOHEiampqHD16FC8vL+rXr8+ECRPw9fXF09OTmjVrYmhoSFBQEJs3b2bkyJE4OjoyZ84cSpUqxfDhw+V0GRoayqLoOzs7yy3TDw4O5ueff6ZZs2a0adMGLS0twsPDcXV1ZfRoaZCSnTt38uTJE8aOHSsLsvf48WMaNGjA+PHSgBmbNm3C29ubIUOG4ODgQHJyMl5eXlhYWNCgQQNZFP3du3fLthQUpqkgLA0//siMb4knP3z63sJvgdVB+V8glIUzkpLZW1vS1NBW3jb3SIn42hKKRX1tuw9n+ka5mlhyy8xLkiYGH3dU3LfID+h9ONM3yP8yQ7+2hGJjIVLONorW9PYAACAASURBVN9fPfnDmb5RGj4smePGSppmOvZfW0Kx2bxcOd9xB89XzHFuX4NHyS++toRiExzn8eFMCDP4CkNTU5Py5ctz8eJFoqKiyMzMxNjYmCZNmtCzZ08uXLhAdnY269fLH5Hw9pg8Jycntm3bxqJFi9DR0aFDhw5y0Yi1tbXx8fHh0qVLSCQSTExM6NmzJ82aNSM6Oprw8HDCw8O5f/++XP3Hjh0rVHPp0qVZsmQJR44cYfHixeTk5GBubi4XIX/IkCHs2rWL3377DU1NTTp27EhiYiLq6nn7A8ePH8/Jkyf566+/iIuLQ1dXl3Llyn0TM/oCAgICAgICAgICAgL/XxBm8AU+iczMTMaPH0+XLl3kou+XJMIM/pdFmMH/8ggz+F8eYQb/yyPM4H95hBn8L48wg//lEWbwvzzCDP7XQZjBF1AIQUFBhIeHU65cOVJTUzl9+jRpaWk0atToa0sTEBAQEBAQEBAQEBAQeAfBwRf4IOfOnSMiIgI1NTXs7e1ZsmRJsY+2ExAQEBAQEBAQEBAQECgZBAdfoEgcHBxYuXLlhzMKCAgICAgICAgICAgIfFUEB1/gm0dHpPW1JRSLp88KPn7wW8derPa1JRSbpEzl3D+oo6L+4UzfKNm5n3fcz9fCIz3ya0soNspqE7tk6X9tCcXmL9XYD2f6BnmVobz7wdNzMr+2hGKhUc3qa0soNtkPXn840zdIs0zNry2h2OS8CP7aEoqFpYpyPocARCrfv/ur+rUFCAgICAgICAgICAgICAgIfD6Cgy8gICAgICAgICAgICAg8B0gOPgCAgICAgICAgICAgICAt8BgoMvICAgICAgICAgICAgIPAdIDj4AgICAgICAgICAgICAgLfAYKDLyAgICAgICAgICAgICDwHfD9nxNQBK6urrx+/ZoWLVp8bSnfLa6urkgkEpo1a/bFvnPy7DH0G9IDAwM93B8/ZfHslfj5BBaa/+DpnTg2rpsv3dc7gJ+a9JZdDx3dnwHDemFja0V8fCJXL/7Lb0s3kiJJ/WzNNkPbUnpCZ8Tmhkh8wvBbuJ+EB96F5rcd1hbb4e3RLGVGWngsLzacIur4LdnnVn2bU2XT+HzlbtgNIiddcUcPVRvSmtpjOqBtbsgr33BuL/mLyIc+Bea1caxM9+M/50v/q8UsEgKkR5ZV6d+CSr2aYlzBBhUVFWK8gnmw5gSRj3wVpvldZs6dwCCnPhgY6uPm6sG8mcvw8fYvNL9IJGLy9NH06d8VSysLAvyD+HXRWm5cuyPLM2naKDp2bkPZcg5kZGTg6vKEFUvW4/3cr9g6u03tQ4v+bdAx0CHA3Y8DC3cT7hdaZJm67R3pMaMf5naWRIdE8feaQ7hefij7fOSaiTTt1VKujL+bL8u6z5NLK1OzHD1nDqBc7Qrk5kKYTzAbRq4kOb54xykp4/35lnEzR9BzUFf0DfTxdPNixbw1BPgEFVlGR1ebiXPH0KZTSwyNDIiKiGaT83b+OXMNgL7DetJ7cDesS0mP1grwCWTnhn3cvnpPYbqVsc0rOrWmylipbUnwDefRor+ILsS2AKiqq1F9SjfK9GyMtoURabGJeG2/gPfefwBoe/xnLBtVzlcuwSeMM63mfrbe9xk8bRAdBv6EroEu3m4+/L5gC8G+hR+H1bRjU/qO7411aWtE6iLCg8I5ufsUV05cLTB/v4l9GT5nGKf3nWHLwq0K1a6M/QWU9/58i3qLHoiqOaJqZg1ZmWSH+JJx6SA5L0MKLyRSR6P7GFRtyqBqbkvOC29Sd/6icG2FoYx9RdltC4B6o06oVayLqomVtK9EBJBx4xi5MeGFllExtUaj3RBUTW1AU4vc1wlkPbtP5q1TkJOtUH1NB7XlxzGdMTA3JNI3jL+X7ifgUeHvtOUaVKbHgiFYVbAl8WU8V3ec4c7BPNunoqpCh6m9qde9KQbmhiRGJ+Dyvztc2HCcnGzpUb1ibQ26zh5AjXb10DHSIz48ljuHrnBjz4XP/j3K2M//3zr4gYGB7Nq1i19+kTeEEyZMoF27dnTp0qXYdffp04fp06fj6Oj4UfkV8Z3fIsHBwezevZuFCxd+se8cPcmJEeMHMXviIoL8g5k4cxT7/95GG8fuSJJTCiwz3mkm6uK8c8jFYjEXbh/lwukrsrTOPdsze9EU5k9dxqP7j7Gzt8V5wy9oaIiZN3XpZ2k279qQCr864TN3DwkPfLAd1paah+dxv+l00sPj8uW3cWpD2YUD8Z6xg8T/Y++s46LMvgb+hRka6VIRsdt1xcDubsUWOwi7Xdu1dq11kXXt7lWsNQk7EASbDumSkM73j9HBkRlEwd3l987383n+mGfOvc+ZO/ee58a55z4NQPvHmtTdMpXc5FTibzwVy+WlZ/KgxUyJtGU5uK/ZryXtVo3h9tKDRD3xo9HYrvQ7vIDjnReRGllU748c67yQrKTC8+ozElIKf1urevhffESUhx+5Gdk0mdyT/kcXcrLHUpJDYspMd4DpsyZjYz+BWfZLCPQPYe5CW0457aNN814y68riZbOwGt6f+bNW4OcbSKcubdl/1IF+PUbx8vkbAFq3bcHBfSfwfvoSFGDhTzM5fX4f7Vv2Iykp+av17G0zkJ6T+7N3/g6igiIYOHMYC46uYHHnGWSmZUpNU6Npbex2zMVp2yk8rj2iWU9L7B3ns9ZqKUHehRMNL+8+Y/fc38Wfc7NzJfKp3qQW8w8v5+quCxz/+QC5ObmY1jYjL/fbOgPlsX1+ZML0MYy1GcnyWWsJCXzLtLkT2XVqO/3bjCA9TbruQqGAXae2k5L8ngVTlxETFYtxRSOyswvbYUxkLL+tdSQ0KBxFRQX6D+vNbwd+YUT38fi/CSy13uWxzM37t6T56jE8/ukgse5+1BnXlS5HF3Cx4yLSZNiWdo72aFTS59HC/aQER6NmqI1AVVn8/a0pv6GoVNjlESgL6eeykZBLj0ulqzSG2Q5lyNTBbJ67hfCgcEbPGs3G4+uZ2GEyGTI6bu8TUzj++wnCAsLIzc2jZZcWzN00h6SEZJ64PZGQrftjXXqP7EXga9kdzG+lPNYXKL/t81MENRqQ8+ga+WEBoADK3UaiOmUl6VtmQUaq9EQKipCbQ86DqwjrNkVBVaNMdSqO8lhXyrtt+YiiWT1yPV3IiwoCFFDuMBjVUYvI2LUEMtOkJ8rLJffFPfKjQynITEfR2AyV3hNBUUCO66ky061p31ZYrRzHqeX7CHziS3vr7tgdXMLabnNJlFLG+qaG2B5YzKPTtzg0ewc1mtdh+M+TSE1IwfuaaFGim80A2o/twZF5jkT6hlG5rhnWW+zIzc7hmsM5AIYsG0udto04PNeRhLBYaraox8gNU0l9954nTne/+feUx3oO5dBFPyUlhb1792Jvb8+oUaOYMmUKa9as4fnz5yXOIy0tDUdHR+bOnUulSpW+o7b/2wwbNoxHjx5J/S4zMxNHR0fmzJnzj5bxBJtR7Np+kOuXXfHzCWTB9JVoaKrTf0gvmWmSk1KIj00QX80sm6CursZfxy6IZZo2/wFvzxecP/M3EWFRPLz7BKfTf9PEomGpdTaz6UPUqdtEHnUl3T8Cv58OkB2TiOn47lLlTYa2I/KoCzFOD8gMjSXm/AMijrhQdfoACbmCAsiOS5a4ypImU3rhc+Yur0/cIjEgkjsrDpMem0Qj6y7FpsuITyE9Lll8FeQXiL+7OXMnLw7dJP5VKElBUdz66QDZqZlU7di4THUHmGI7Foff9vD3xZv4vPFnpu0SNDU1GGzVV2Yaq+H92bF9L843bvM2NJxD+0/icvMONvbjxTIjh0zh5DEnfN744/Pan+nTFqFvoEdzyx+/Sc8eE/vy904nPK49IsIvjN3zHFDVUMNyQLti07x5+JJLjmeJCozgkuNZfB69osdEyd+Wm51DclyS+EpLluxEjlo+HpfD17jkeJYIvzBigqPwvP6YjPfSX2pfojy2z4+MmTKc/Q5HcP77FgE+QSyb+TMamur0Hiy9nQIMGNEXPQNdZo5biJf7cyLDovFyf84r7zdimVvX73LP9RFhIeGEBoXhsHEX6anp/NCsUZnoXR7LvN6UXgSevov/8VskB0TivvwwGbFJ1B4r3bZUbN+Qiu0a4mK9iai7L0kLjyfeK5CYh4XlnJ2URmZcsvgyalEHoboKAadul1rfzxk0aRCn/jjNvav3CfENZdPczahpqNF5YCeZabwfPOPB9YeEBYYTFRrF+f0XCHoTTKMWkuWpXkGdxQ4L2bpgG6nJMgZ9paA81hcov+3zUzL3/Uyuhyv5MW/Jj35L5qntKGhoITCvKztRThZZTrvIdb9JfrLsifXvQXmsK+Xdtnwk6+Qmcp/fpSAugoK4cLIu7EJBXQtBlVoy0xQkxpL7/B75sWEUpCSQ5+9F7quHCKrUKVPdOk/uw6O/bvPgpCsxgRGcWXWA5NhE2o2R3hbbjulGckwiZ1YdICYwggcnXXl89g5dpvYTy1S3qM1LF09eujzlXXgcL5w9eeHsiXmTmmKZahZ1cHe6i//DV7wLj8P93B1CvP0lZL6F8ljPoRwO8Lds2UJAQAA2NjZs376dRYsW0aRJE96/L7m7qIaGBlu2bKF27drfUdN/l9zc3C8LfUdUVVX59ddfS1TGeXl5FBQUfFHuS1SpWhkjY0Pu3noovpeVmcWTh09p2rzkA8Th1oO47fKAqMjCFWPPx17Ub1ibJhail3rFyiZ06dGeW873S6WzgpKACo2r8+6W5ATVu1vP0W4mvewUlZWKrMTnZ2aj9WNNFIQC8T2BqjKtPXbQxusPfji6EM2G5qXSVUIHJQFGjarx9s4Liftv77zApJnsFwzAsL9/ZoLHDgacWELlVkXd2iSeoyxEqKJEZvK3DShlYVbVFGMTQ267Fv5/mZlZPHrgQfOWsgfiyirKZGVmSdzLzMikZSsLmWk0NTUQCAQkJ6XIlJGFYRVjdIx0eXnXW3wvJysbX/fX1LKQ/VKu+WNtXt59JnHvxR1vajaVTFOreT0cPPbzi6sDEzbYUEFfS/xdBX0talnUJTk2kaVn1vL7k338dPpn6rf+to5teWyfH6lsVglDYwMe3C7c4pCVmYXnI2+aNJddHp17tcfL/TlL1s3D9fllnO4cx3b+JISftNNPUVRUpOeArqhrqPHsyQupMl9DeSxzRSUB+o2rEfmZbYm8/QJDGbbFrGczEp4FUX9ab4Z4/M7Ae5tpvsYaobqKzOfUGtWJSLdnpEe+K5W+n2NiZoK+sR6edwq9qbIzs3nx+CX1LYq3d5/SpE0TqtQw5cVjyXKY/css7v59D+8Hz2Sk/HbKY32B8ts+v4SCihoKigIKZK3e/4uUx7pS3m1LcSioqKKgqEhBRsn7Sgq6RgiqNyLvrWzX+a9FoCSgSsPq+NyV7NP63H1ONQvpfdpqP9YuIv/mzjPMGlVH8UNbDPTwpZZlA4xriBYMTWpWpnarBrxyK+wbBXn40KiLBToV9UX5Nq2NaT1z3tz+dltZHuv5R8qVi35aWhpv3rxh2bJlNGokKhBDQ0Nq1hTNzty6dYs//ii6F61Dhw7Y29sD4OHhwZkzZwgPD0dHR4e2bdsydOhQhELpRXHnzh327dvHjBkzaNasGQUFBVy8eBFnZ2fevXuHiYkJAwYMkLnHfPXq1ZiamjJp0iTxvfT0dKZOncqMGTNo2bJlqZ8ZGxvL9OnTmTlzJi4uLvj5+WFtbU3Pnj3x9fXl+PHjBAYGoqGhQbNmzRg9ejTq6uoAvH79mmPHjvH27VsUFRWpXLkyNjY2mJmZYW9vT1xcXBH9duzYwerVqwHYunWr+H9wdHTk9OnTPH78mC1btojlb926xb59+zhy5AiAWKZfv36cPXuW2NhYDh06hKqqqtQyLCmGRqJGHR8raVTjY99hXNGoRHmY1zDDsk0zplnPkbh/2ekGOro6nLi0FwUFUFJSwunUZX5Zvb1UOivpaaEoFBRZXc+OS0a3vfSOybtbz6g0qhOxf7vz3juQCj9Up9LozigqC1HSq0B2bBJpgZG8nr2T1FehCDXVqDKlF80ureFx54VkBEeXSmcANb0KKAoFZMRL6p0Rl4x6W+mzj2mxSbgt2U/ssyAESkLqDGnLwJNLcBq2jsjH0ve/WS4YSk56FsE3n0r9/lsxMjYAIC5OcsUjLi4ek4rGMtPdcrnHFNuxPLjnTlBgKO06tKJ3v24IBNI7hABrNy7hxfPXeLh7y5SRhbahDgDJn5VzSnwSuib6xaZLiU8qkuZjfgAvbnvhee0RcWGxGJgaMWT+SBYfX83KfgvIzc7FyExUDoPmDOfk+sOEvg6mRe9WzD+8nJX9FhD2RvZ+YmmUx/b5EYMPuifESeqeEJeIkYmBzHSmZpVp0caCK043sR8zj8pVKvLThvmoa6izZbWDWK5W3Roc+Xs3yirKpKdlMHviYvx9Su/+Wx7LXOWjbfnMJmbGJaPWTrpt0TQzwqh5bfKyc7k9ZTvKWuq0WDsWdRNdbk/9vYh8heommLSuh9uEraXSVRp6hroAJMYlStxPjE/EoJi6AqLV+RNPjqGkrER+Xj47ljny5JaH+PteI3tSuWolfp21qcz1hvJZX6D8ts8vodx/InkRQeSHfp8YNKWhPNaV8m5bikO52xjyokPJj/hyrB/VcctRNKmKglCZHC83ctzOlJkemrpaCIQCUor0WZKp00Z6n1bLUBuf+0XlBUpCNHUrkBKXxM2dF1DVUGXpzS0U5OUjUBJyzeEcd4/eEKc5s+oAI9ZNYe3DP8jLyRXfe+n67f3H8ljPP1KuBviqqqqoqqri4eFB3bp1UVZWlvi+devWNGnSRPw5NDSUX375hfr16wPg7e2Ng4MD48ePp169esTHx7Nnzx5ycnIYO3ZskedduXKFM2fOsGjRInEeJ0+e5NGjR0yaNIlKlSrh5+fHrl270NTUpGnTpkXy6NKlC/v27WPs2LEoKYn2Y9y/fx9VVVUsLIqu+pXmmSdOnMDa2hpbW1sEAgFv375l7dq1DBs2DBsbG1JTUzl48CA7d+5k3rx55OXlsWnTJjp16sSMGTPIy8sjODgYRUWRY8eGDRvIz88X5//nn38SExODjo4OGzZsYPLkyUybNg0LCwtxmpISGxvLvXv3mDNnDkKhUFw2H3F2dsbZWXpwoY/0t+rF2s2FQdsmj/qw3/wzbwAFBYUi92QxwnowMdFxuN24J3G/ReumTJ83mZULN+Dt+RLzalVYvn4+sxfb8NvGP0uUd7F8rl8xOgdvPYuykQ7NLq8BBQWy45KJOnUb8xkDKPjwf6V4+JPiUWjok5740tL1V6pM7onf0oOl11eG2sXpnRQURVJQlPhz9NMAKpga8OO0PlIH+I0n9qDh6M6cH7WBnNTSBRwZPLQvm7atEn8eM9z2g/5F60px3iTLF69n8+9ruPP4MgUFBYQEh3HqmBPDRw+SKr9q3SJaWFrQv+doibYki1YD2jF+/TTx560T1/NB0a/SU0oSUFCggMKbjy8VzhKH+74l5EUgW+7/yQ+dLPC8/hgFBVGbdjt+g7tnXAF4+yqYupYN6Dy6B4eW7S72+eW5ffYe3J0VmxaJP9uPmf9B9c91B4pRXUFRgXfxiayeJ7Klb577oq2rzcI1syQGEMGBoQztMo4K2pp07dOJtduXM2mIPQE+X7fHujyXeRG+wrYoKCpQUAB37R3JeS+yFY+XHqLbicWoGmiRGS/pPVN7VCfSoxMJd/n6SbfP6TywE7M2FsY6WTb+Q1yfb2izGakZ2Pa0Q1VdjR/bNmHaiqlEh8fgfd8b0+qmTFg0nnlD5pObUzYeeuW1vpTX9vk1KPcdj8C8Hhk7l0LBl98d35vyWlekUk5sS0lR7joKxSq1yTy8tkRln3XOEVRUUTQyQ7nLCJRa9yHnweWyVUqa/SuuMUpruyBOY9GvNS0Gt+fQLAei/MKoXN8cq5XjSQiL5eFpNwA6jOtFdYs6/DnpF95FxFOzRT0G/WRNQnhciVfx/5fqebka4AsEAuzs7Ni1axcuLi6Ym5tTp04dWrVqRa1atVBWVhYP+lNSUti9ezfdu3enUyfRvjcnJyf69esn/mxiYsLo0aNxcHDA2tpa9Id94NSpUzg7O7NixQqqVasGiPaVX758mWXLllGvnsjVzsjIiICAAK5fvy51gN+yZUsOHDiAu7s7bdq0AcDNzY327dsX8Roo7TN79uwpEdjvxIkTtG7dmn79CvexTJkyhYULF5KcnIxAICAtLY1mzZphYmICQOXKlcWyWlqF7rrnz5/H39+fdevWSZSzhoYGOjqFq4IlJTc3l+nTp8tM27VrV7p27QrAmb03pMq4XLvNM8+X4s/KHwJaGBjrS7jB6BvqEh/35b1pSkpCBg/vy6kjTuTlSQYRm7vEnktO1zl99DwAfm8CUNNQY8O25Ths2lNEvqTkvEshPzcPZSPJclA20JK5Zz4/M4c3s//EZ/4elA21yYpJpLJ1V3Lfp5OTIGOrSn4BKd5BqFUz+SY9Pyfj3Xvyc/NQN9SWuK9moEV6vHS9pRHjFUit/kWDUTae2APLBVZcGruJWO/Sd6KuX3XlqUehC5iKiqj+GhkZEBlR6NFgYKBfbF1JSEhkwugZqKgoo6unQ3RULMtWzSMstGjk2tXrFzNwcG+G9BvH29DwEunp5fyEwE+C4H0M0qJtqMO7qEK9KuhrF1mh/5TkOMnVegAtfW1SionDkBSbSGJ0AsbVKoo/A0T6S+oeGRCBXqXiVyKhfLfPW9fv8eLp60LdVT7obqRPTGSs+L6egS4J8bLdMONjE8jNyZWY3An2D0FNXQ1dfR0SE0T/YW5OLmEhonJ+/cyHhk3qMWbqCFbNXf9VepfnMv9I1gfbomYkaVtUDbSKrLx9JCM2ifToRHEHHCA5IBIAjcoGEp1wRSUB1Ye2xf/4LQrySj9wenjzET7ehS6uSh/ejbpGesRFxYvv6+jrkPTZqv7nFBQUEBkimgQNeh2EWU0zRk4fjvd9b+pZ1ENHX4fdzrvE8gKhgEYtG9J3TB/61xlITvbXBVEtr/WlvLbPkqLcdwLCH9qSsXsFBe/KNrjst1Je68qnlDfbUhKUu45C0MCSzKMbKEgq6nErjYL37+A95MVHkq2oiEqfieQ8vFImE0mpiSnk5eah9Vn/o4K+Fu9l9A1T4pKlyGuTl5NLWqJoe8rAJaNx2XMZz0ui0ysifcPQq2xId7uBPDzthpKKEv0XjmSf/TZeuohW7CN93mJa35wuU/qVeID/v1DPP1KuBvgAlpaWNG3aFB8fH/z8/PD29uby5cuMGDGCwYMHA6LB46ZNm6hcubLEynxQUBABAQFcuFAY5KCgoIDs7GySkpLQ1RW51l29epWMjAw2bNhAxYoVxbLh4eHk5OSwfr2kUc/Ly8PQ0FCqvkpKSrRr1w43NzfatGlDeHg4AQEB2NlJHmFWFs+sUaOGxOegoCCio6N58KDocS4xMTHUrl2bjh07sm7dOho2bEijRo2wtLTEwECy8/5xW8PSpUvFEwGlRU9P75smBj4lLTW9SATL2Jg42naw5IWX6OWvrKJMM8sf+WXVl11euvfpjK6+DqePnS/ynZq6KvmfNbb8vLzCacZvpCAnj/fPg9Dr0IjYS4UBC/U6NCL2b/diUkJBbh5ZUaLOi/HA1sTffFrsjKJmfTNSX3+dW7Us8nPyiH0RjFm7hgR+oqdZu4YEXnlSTEpJDBpUJT1WcqDaZEovWswbwuVxm8rseDxRXZE8aigmOo72nVrj7SUy5ioqyrRsZcGaFV92f83KyiY6KhahUEif/t246HRN4vufNy5h4ODeDO47jgD/4o9p+pTMtEwy0yS3UCTFJtKg7Q8EPxe5hCqpKFGneT1ObjgsM58ALz8atm3M1d2Ftq5h28YEPJV9FJCmbgV0jfVI/jCwjw+PJTE6AZPqkkEyTapVJNy3mGObPlCe22d6WnqRyNtxMfG0at9CHIBLWUWZpi2bsHXNDpn5eLs/p9fg7hKrt1Wrm5GRniEePEhDUVFB3LH4GspzmYvzyMkj4XkwFds1JPRyoW2p1L4hoX9Lty2xT/yo2rcFQnUVctNFMTK0qoveo2nh8RKyZr2aoapXgYATt0ql50cy0jKKRMZPiHlH03Y/4vdMZL+UVJRo2KIBe9ft+6q8FRQVxBMGD64/YGpXSXs4b8s8IoIjOLnj5FcP7qH81pfy2j5LgnK/iR8G98uLPfLsn6a81hWJPMqZbfkSyt1GI6xvScbRDRQkRH05gRQUFBRAUQCKilAGkxJ5OXmEvQyibttGeF0p7NPWbdtIHBH/c4K9/GjcrbnEvbptG/H2RRD5H07sUVZTER+H95GC/HwUFEV1QqAkRKgsLDKxkv+JTEn4X6jnHyl3A3wQHTfQuHFjGjdujJWVFX/++Sdnzpyhf//+CIVCdu/eTVpaGkuWLJFwHc/Pz8fKyopWrVoVyfPT1eo6derw7Nkz7t+/j5WVlfj+xxfAokWLigyCi9uD26VLF+bPn098fDyurq7Url0bU1NTCZmyeKaKimTQj4KCAjp37kzfvkWjguvp6QFgZ2dH79698fb2xsPDgxMnTrBgwQLxVoe3b9/i4ODAxIkTxVsGikNRUbGIm5y0gH+l3W8viwN/Hsdu7iQC/UMICQzFft5k0tMyuHj2qljmyLk/efb0JZvXSr74h1sP4sEdd6mrsS7X7zDRdjQvvF/j7fmSqtWqMGexHW437pZ6lu3tn3/TYMd0UrwCSXL3xXRcV5RN9Ig4JDpOo76DKH7E6xmOAKhVr4h205oke/qjpKOBmU1fNOtW4fXMwvgT1eZZkezpT3pwlHgPvmZ9M3wX7S2Vrp/ivecq3X6zJcY7iCgPPxqO6YK6sS4vj4rOD+66TeRq7jxHtOL0w6QepITH8843HIGykDqD2lCjZzOuTPlNWIEldwAAIABJREFUnOeP0/pguXAoN2ftJCkoWuwhkJuZTfb7sjvPHGDPzsPMmjeNAP9gggJCmD3fhrS0dM79VeiqdubCfrw8X7B+zTaRfhaNqVjJmJfP31CxkjHzF9ujqKiI4++FHfcNm5ZjNbw/48dMJykpBUMjUbtNk9IpLQnX91+mv/0QogIjiA6OpP8MKzLTM3l0ofDYl4XHVhL8LIAzvx4D4Mb+v/np9M/0tRuE53V3LHq0oG6rhqwbugwAFXVVBs0expNrj0iOTcTA1IihC0eTkpCC5/XCo32u7L7AoNnDCfMJJfRVMC36tKbGj7U5svLb6lF5bJ8fObrnFFNmjSc4IITQoDCmzB5Pelo6V84VehjtOePAC6/X/L5+JwCnDp1jxEQrFq2dw8n9f1GpSkXsFkzm1MFz4jSzltpy1/kB0ZExaGho0Gtwd5q1bsr0MfPKRO/yWOZv9lylzXZb4r2DiHviR23rLqgZ6+J3RGRb2mwX2Zb7s0S2JdjpAY1nD6T1tqk823IOZS11mq8eQ8jlx2QmSLrQ1hrViah7r0h9W7LVrm/BaZ8TI2eMICwgnIjgcEbNHElmeiau593EMr+c2ICvtx/7fzkAwMgZI/Dx8iXqbRRKykq06NycroO74LhCZNfTUtJIS5E8/iozPZP3Se8J8S2biVson/UFym/7/BTlAVNQatqBzMMbIT0NBU3RIkhBdiZki45EVe45GsUqtcjcs0qcTsHIFAWBEAUNLZHrdUVzAPKjQspcx08pj3WlvNuWjyj3GIuwURsyz/wGmWkoaIj6SgXZmZAjmohQ6jgUQaXqZB7/BQBhw9YU5OaQHxcOebkoVqyGUqeh5L15AnllF5jbde/fjN06nZBngQR5+NJ2TFe0jfW4e0zUp7XeIurTHpkn6tPeO3qT9mN7MGTFOO4dc6Z6szq0tOrIwZmFA+gXLp50sx1AQlgsUf7hmDYwp9OkPrifuwNAZmoG/o9e0X/RKLLSM3kXHkdNy/q0GNyeCxuOler3lMd6DuV0gP85pqam5Ofnk52dzZUrV/D09GTDhg3iQHIfqV69OhEREV9cha5evTp9+/Zl7dq1AOIBt6mpKUpKSsTFxdGwYcmPMahSpQq1atXC2dmZu3fvMmLEiO/+TIBq1aoRHh7+xd9rbm6Oubk5AwcOZP369dy+fZsmTZqQkpLCr7/+SpcuXejSpegRIgKBoMi+Yi0tLZKTkykoKBBveQgJCfkqvUvDbodDqKqpsvrXRWhra+H99CXjrewkZuTMzE2JipBcJa1StTKt2jVn1pQlUvN13LKXgoIC5iyxw6SiEYnvknC5foct6xxLrXPshYco6VbAfPYgVIx1SfUJ49mojWR+mB1WrSwZTE1BoIiZTR/Ua1SiIDePxPuv8Oi7nMywwpeKUFudupunoGKkQ+77dN6/CMFz4CpSvMouMFDApceo6lag2cwBaBjpkOAbzuVxm3gfIXJbqlBZckJKUUlIm2Wj0DTRJTczm3d+EVwau4lQt0LXqUbjuiJQFtJz5wyJtG/O3MFlbvF7vr+WHdv3oqqmwoZNy9HW0cLL8zkjBk+WqCvm1cwkXPhVVVVYvHQmZuZVSEtLx/XmHaZPW0RKcuHWiAlTRgFw9uJBiedt3riDzRu/vr5c+fM8yqrKjP15CuraGgR5+7PJeg2ZaZliGaOqJhIu/AFPffljxlaGzB/FoNnDiX0bwx/TtxL0wf0/Py8f07pVaTO4I+pa6iTFJvHm0Usc7bdI5Htj/98IlYSMXDoOTd0KRPiFsWX8uq8OsPeR8tg+P3Jgx1FUVVX4acN8tLQr8MLrNTYjZktM2piaVyb6Eze+mMhYbIbPYv7qWZx2PkxCXAJOJy+ze9sBsYyBkT7rHVdiYKhP6vtU/F4HYjdqLg9ulc0ZyuWxzEMuPkZFtwKNZw1AzUiHJN9wXKw3kfbBtmh8tkUkNz2LmyM20uLnsfS5sobspDTeXvfk6XrJs501zQwxaVOfO3ZlVy+kcXrnGVRUVZi+1p4K2pr4ePuwZPRPEiv9FatWknDhV1NXY+b66RhUNCArM5uwgDB+nbOZWxdufVddP6c81hcov+3zU5Rbi47dUpsqeQZ29s1TZDuL6rJCBV0U9ST7dGoTlqGoVxjwS322KMBb6qLBZa7jp5THulLebctHlJqJtrCqjZEsw+w7TuTcdQJAQVMHBd3CelGQn49Sm34o6hqLYvIkx5Pr4UKOu6QHYml5evkhGjoV6DljEFqGukT5hfHHhI0kRojsnd5nfdqE8Dh2TtjIkOXjaDu6G8mxify1+oDEiv+ZlQfoO284w3+ehKaBNimxiTw46cLV38+KZfbP2M6AhaMY99sM1HU0eRcRx99bTnH7UOl+X3ms5wAKBWVxPtk/xPv379m6dSudOnWiatWqqKmpERgYyP79+zEzM2PAgAFs2LCBmTNniverg2jFX11dHW9vb3755RcGDhxIq1atEAgEhIWFERAQwJgxYwCwt7enR48e9O/fn4CAANauXUu/fv0YMmQIIAp4d+PGDcaMGUP9+vXJzMzEz88PRUVF8Z7xYcOGMXfuXIn98G5ubuzZsweBQMDu3btRU1MTf1faZ36Mor9hwwYJN/3Q0FCWLl1K+/bt6datG2pqakRERODp6cnUqVOJjY3l5s2bNGvWDD09PWJiYnBwcKB79+4MGTKElStXkp+fz5w5cyQ8IbS0tFBUVGTWrFnUr1+f4cOHIxQK0dTUJDw8nHnz5jF8+HBat27N69evOXHiBJmZmUWi6H8aab84ahgUjW1QHtgtKP64uP8qb76T6+E/wdr3nv+2Ct9ED50ve8f8V7mXWvItCP8lNISyjzn6r5OWm/Vlof8gK1XKbz0/qhj/ZaH/IIEZsV8W+o9SXtvog3EVvyz0H+WHfSH/tgrfRHm2LUPsyt2J5QAs2lM+30MAV1O/fNrAf5XA+JKdClCuVvBVVVWpVasWV69eJTo6mpycHPT09Gjbti1DhgzhypUr5OXlsW3bNol0H4/Ja9KkCYsXL+bs2bNcunQJgUBAxYoV6dixo9Tn1axZk2XLlolX1YcMGcLw4cPR1tbm0qVL7N27FzU1NczNzRkwYECxurdu3ZoDBw5gaWkpMbj/ns+sWrUqq1ev5uTJk6xatYr8/HyMjIxo0aIFIJr4iIqKYuvWrbx//x5tbW3atWsnzvfNG9FeNhsbG4l8d+zYgZGREdbW1hw+fBhbW1v09PRwdHTE1NSUyZMn4+TkhJOTExYWFgwaNIgTJ04Uq6scOXLkyJEjR44cOXLkyCkd5WoFvzzz7t077OzsWLVqFXXr1v231SlXyFfw/1nkK/j/PPIV/H+e8ro6CPIV/H8D+Qr+P095baPyFfx/nvJsW+Qr+P888hV8OaUmNzeXpKQkTpw4QbVq1eSDezly5MiRI0eOHDly5MiR810on9NG5QhfX1/s7OwICAhg2rRp/7Y6cuTIkSNHjhw5cuTIkSPnfxT5Cv53pkGDBpw+ffrfVkOOHDly5MiRI0eOHDly5PyPIx/gy/nPk5Of82+r8E1UMUz+t1X4JnxTDb4s9B9FQyg7gOV/mfSCsjuD9p8mPTfzy0L/QdprVvu3VfhmXFL8/m0VvonNeWV3TOc/jXpB+dwPbqVZ599W4ZvxyX//ZaH/IGmP3/3bKnwzyorlc1jgrlQ++4kAQ+v/+G+r8E0o4/1vq/DNJGen/tsqfHfkLvpy5MiRI0eOHDly5MiRI0fO/wDyAb4cOXLkyJEjR44cOXLkyJHzP4B8gC9Hjhw5cuTIkSNHjhw5cuT8DyAf4MuRI0eOHDly5MiRI0eOHDn/A8gH+HLkyJEjR44cOXLkyJEjR87/AOUzXOY34Onpyfv37+nYseO/rYqc78ycRbaMGmuFto4WXp4vWL5wHX4+xUdvnjhtNGMmDMe0SkUSE5O5ccWNDau3kp6WAcDYSSMYPX4opmaVAPDzCcRh8y5cb94tc/3VmjVEd4IVqg1qIjQ2IHrJFlLO35Qpr1zDDKPl9ijXMEOxgga5sQm8v3KbBMejkPN9o7M3GNuVH6f1Rt1Ih3d+EdxffZQod1+pspUs6zHwzNIi9493XEBSYFSR+zUHtKL7DntCnL24MmFLmesOMHPhNEaMHYy2dgW8n75k1cKN+PsGyZQ/dmE3lm2aFbnv5xNIr7ZDSyxTFgydPYKuo3qgqa2Bv5cfe5fvItw/TKa8aa0qDJ87imoNq2NsZsLpbSc489tJCRlFRUWGzhlB+0Ed0THUJSkukbvnb3N62wny8/LLTPfPmbfYnjHjhn5os89ZMn8tfj4BMuWFQiEz5k5h2MgBmFQ0JjAgmHUrt+Lmcq/MdBowexgdRnZDQ1uDIG9/jizfS2Qx5Qtg0dOSQfNGYGRmQuzbaM5tPs7T6+5SZcett6HjqG6cWneIa3suAqBvasjme39KlT+1/jDXdl/4pt9Snm2i7fxJDBkzAC1tLV54vWL9ks0E+gYXm0ZDU53pi6fRrW8ndHS1iY6M5fcNf3LjoksR2ckzxzHzJxtO7P+LDT+VnZ2ZPG88A0b3pYJ2BV57vWHTT78R7BciU77PsJ4s/21xkfvtq3UnOysbgCYtGzPadjh1GtXGqKIhP8/eyN+nr5WZzpZjutFhWl8qGOkQ4xfOpTWHCXki3Z436NEcy9FdqdTAHCUVJWICInDdcZ43zp5imRYjOtN0cDuMa5uioKhA5KsQbmw5Q4iH9DxLy4g5o+gxqgca2pr4efmxa/lOwvzeypTvNrIHnYZ0xqy2GQoKCgS/CuLYlqO8efJaqryV/VCsF43j74OX2b1CejstDUqNG6MxfDjC2rURGBqSvHEjmde+/P+qW1mh1r8/AhMT8t+/J/P6dVJ37y5z/UqK/YIpDLMeiJZ2BZ4/fcXPizcRUMx79ZDTTlq0sShyP8AniH7tR5Ran3ZjutNlWj+0jXSI8gvn7JpDBD7xkSlfs2U9Bi8bS8XapiTHJOK86yL3jjmLv1dQVKD37KE0H9QObSMdkmOT8Dh/jyu/nZH6nhy5fgptRnXFad0RXPZcLvXvAdjn9hyXV6GExiWjLFSkURUjZva0oKaJrsw0O296sctFeuR712Uj0NP8fqcQtR7TjU7T+qFlpEO0Xzjn1xwmWMZ/UMFQhwHLrKnc0BxD84p4ON3l5PydEjLNrTowcrNtkbQL61iTm1X2JyosXDKDseOHoa2jzVOPZyyctxrfL/RRZs+bxvBRg6hY0ZgA/2DWrNyEq3Ph+/HpC1fMqpoWSXvz+i1GDp1aap3/Xwzwg4KC2LNnDytWrJC4b29vT48ePejfv/835z1s2DDmzp2LpaVladUslnnz5tGyZUuGDRv2XZ9z69Yt9u3bx5EjR0qVz6pVq6hSpQqTJk0qI81Khu3MiUyxG8e86csIDAhh9gIbjp3dTceW/UhLTZeaZsCQ3ixZNZdFs1bi/vApZuam/Pr7alRUlVk4cyUAUZExbFi9jeDAUBQVFbEa0Z89R7fTp9MIfF6X7ZFViupqZPmHkHLBGZON878oX5CTQ8p5ZzLfBJD/Pg2VOtUxXjMLBaGA+M37ylS3T6nZryVtV43hztKDRD/xo8HYrvQ9vIATnReRGpkgM92JzgvJTEoTf85MSCkio2VmSOulI4l8LPslXFqmzhjHJLsxLJy+kuCAUKbPn8KhszvpZjlIZl2xGzcfJWUl8WdlZWWu3D3FlQs3v0qmtAywGUy/KQNxnL+dyMAIrGYNZ/mxNczqZEfmhwHY56ioqRAbHsPjaw8ZMX+09HxtB9NzbG92zN3OW99QqtY1x37rLHKyczj7++ky0/9T7GdNwsZ+PLPtfyLAP5i5C+045bSXts17y/wfFi2bidXw/syftQJ/3yA6dmnDvqO/07/HaF4+f1NqnXrbDKTH5P7sm7+D6KAI+s8cxvyjK/ip8wwy06QfC1ijaW1sd8zl/LZTeF57hEVPS+wc57PeailB3v4Sss16WVLthxokRku2k3eRCcxqLmkzLXq0ZMyayXhcefhNv6U828QJ08cw1mYky2etJSTwLdPmTmTXqe30bzOC9DTpuguFAnad2k5K8nsWTF1GTFQsxhWNyM4u2ulr3LQBQ8b0x/eVv5Scvh1r+5GMnDaMtbM3EhoYxsQ5Y/n95GaGt7MWT5BIIyM9gyGtJNvmx8E9gJqGGoE+wVw5c4OVvy8pU50b97Wk/8qxnF9+gJAnPlhad2fiwcVs7TafJCn2vLplPQIfvuL6ltNkJKXy48C2jN01l10j1ognBapb1uPZ5YeEevqRnZFFu0m9mXR4Mb/1XkJCSHSZ6j/YdggDpwxk+7zfiAiMYPjsEaw59jN2HW3IkFHmjSwbce/SXd54vCY7I4v+kwey6sgaZvecSVRIpIRs7R/r0H1kD4JfFz+5VBoU1NTIDQ4m48YNtJeU7P/VtLNDpVUrUv/8k9ygIBQ0NFDU1/9uOn6JyTPGMsF2FEtmriEkIBTbeZPZd8aBXq2GymyzMycs+uydqcSF28e5etFZqvzX0LRvK6xWjuPU8n0EPvGlvXV37A4uYW23uSRKqdf6pobYHljMo9O3ODR7BzWa12H4z5NITUjB+5posrabzQDaj+3BkXmORPqGUbmuGdZb7MjNzuGawzmJ/Jr0aonZDzVIii7boxM9gqIYZlmXhqYGFFDAHze8mLb3OufmDkJbXfqRnuPaN2SopeSxmYuO30ZBge86uG/StxWDVo7j7PL9BD3xoY11d6YeXMwv3eZJtS1CFSXS3qXguvMiliO7yMw3Kz2T9R1mSdz7HoP7GbOnYDd9AtNtFxPgH8z8RfacvXAAS4uepKamSU3z0/LZDBsxgDkzl+PnG0jnLm05dMyR3t2G8+JDH6VbxyEIBAJxGmMTQ1zuOHHe6WqZ6P2fdtFPSUlh79692NvbM2rUKKZMmcKaNWt4/vx5ifNIS0vD0dGRuXPnUqlSpe+orZz/ApNsxvDH9n1cveSM35sA5tgtRUNTg4FD+shMY9GiCV4ezzl3+jLhYZE8uOvOuVOX+NGikVjm5lU3bjnfIzQ4jODAUDatcyAtNR2L5j+U+W9Iu/OEhN8OknrjHuQXfFE+520UKedvku0bTG5kLGluj3h/2Q01i4Zlrtun/DClF75n7vLmxC0SAyK5t+IwabFJNLSWbZABMuJTyIhLFl8Fn/1GRaGAbjvsefzrGVLexn43/SfYjGLX9oNcv+yKn08gC6avRENTnf5DeslMk5yUQnxsgvhqZtkEdXU1/jp24atkSkufSf04v/Msj68+JMzvLY5zt6OmoUbbAe1lpgl8HsCRdQe5d+EOWRlZUmXqWNTFw/kJni5PiAuPxcPZHY+b7tRqUrvMdP+cKbZj2fHbXv6+eBPfNwHMsl2CpqYGg636ykxjNbw/jtv34nLjDm9Dwzm8/xSuN+9gYz++THTqNrEvV3Y64XntERF+Yeyd54CqhhqWA9rJTNN9Yl98Hr7ksuNZogIjuOx4Fp9Hr+g2UfJ36Fc2ZNTKieya+Rt5uXkS3xXk55MSlyRxWfRoyet7z4kP/7a2UJ5t4pgpw9nvcATnv28R4BPEspk/o6GpTu/B3WWmGTCiL3oGuswctxAv9+dEhkXj5f6cV96SEz+aFTTY8McqVs5ZT0py2Z63PnyyFUd2HMftyh2CfIP5efYG1DXV6T6oa7HpCgrgXdw7ietTHro+5s+Ne3H7+zb5JXg3fA3tJvfB8687uJ90JTYwkourDvI+NhHLMd2kyl9afZhbOy8S/iyQhNAYnLefJeJFEA26NxfLnJztyMPDN4h8FUJ8UBROS/eRlZZJnQ5l/97sN2kAZ//4i4dXH/DWL5Ttc7ahpqFG+4EdZKbZOmszVw5dJvhVEBFBEez8yZGM1AyadmwqIadeQZ25v8/HYeHvpCZ/v/Ozsx8/JnXvXrJu36ag4Mv/r6BKFdQHDyZp6VKy7t8nLyqK3IAAsh8//m46fomxU0ew5/fD3Lzshr9PEEtmrEZDU52+Q3rITPP5O7Npyx9QU1fj3PGLpdan8+Q+PPrrNg9OuhITGMGZVQdIjk2k3RjpNqTtmG4kxyRyZtUBYgIjeHDSlcdn79Blaj+xTHWL2rx08eSly1PehcfxwtmTF86emDepKZGXbmUDrFaO5+BMB/Jyy9abcuekHgxsVouaJrrUMtFj3fD2JKZl4h0SIzONuooSBhXUxVduXj5eITEMbvH93u8AHSb34clft3n0wbY4rTpISmwibWTYlsTwOJxWH+LJX7dJTyqmvRXA+7hkiet7YGM3ju3bdnP54g183vgz3WYRmpoaDBkqu48ybMQAfv9tDzev3yI0JIwD+07gfOM2djMmimUSEhKJjY0XX127d+B9SioX/z8M8Lds2UJAQAA2NjZs376dRYsW0aRJE96/L/nLWENDgy1btlC79vetwP8L5JaxAfqnMatqipGJIXfcHojvZWVm8fihJxYtZHconjx+Sv1GdfixWWMAKlU2oWvPjrjJcDVVVFSk3+CeqGuo4+Eu3d3p30TJrCLqbS3IeFLyibCvRVFJgGGjaoTdeSFxP+zOC4yb1So2rdXfPzPOYwf9TyyhUqt6Rb5vuXAo78Pj8f2r7Lc/fKRK1coYGRty91bhqmhWZhZPHj6lafPGJc5nuPUgbrs8ICpS9ku1JDJfg1EVY3SN9Hh2x0t8Lzsrmzfur6hjUbdUefs8eUPDVo2oVKMyIHLrb9i6MU/dPL+Q8tswq2qKsYkht1zvi+9lZmbx6IEHzVo2kZlOWUWZrMxsiXuZGVm0aNVURoqSY1jFGB0jXV7dLWzbOVnZ+Lm/pqZFHZnpavxYm5d3n0nce3nHm5pNC9MoChSx+X02l3aIJgG+hIGpEfXaNOL2iW/z/ijPNrGyWSUMjQ14cLtwi0NWZhaej7xp0ryRzHSde7XHy/05S9bNw/X5ZZzuHMd2/iSEQoGE3IrNi7l52Q33+2VbtyuZVcTAWJ/Ht598onc23o+e0ahZg2LTqqgq4+R+koseZ9h8aAO1G9YsVr6sECgJqNywGn53Jd8ZfndfUNWi5H0nFU01MpKlr2gBCJSFCFWUipX5FozNjNEz0sPrM5v46vEr6loUfcfIQqgsRElFqcgg3n7jdB5cuc+LB9/vnfotqLRpQ15kJCotWqB//DgGJ0+itXgxCjo6/4o+plVFbfb+rUfie1mZWXg89OLHr3ivDh0zkLsuD4mOLN0Ev0BJQJWG1fH5rF773H1ONRn1utqPtYvIv7nzDLNG1VH8YEMCPXypZdkA4xqiRUOTmpWp3aoBr9wKbZ+iQJEJv8/k2o5zxJTA1peWtKwc8gsK0JKxei8Npyf+VFBTpmtD8++ml0BJgGnDavh+Vqa+d59j/hW2RRpKqsosu+fAioeOTNq3kMoNzEuVnzSqmlfB2MSoSB/l4QMPmreU3d8Q9VEkF1IyMzNpaVl0K8pHRlsP5czpi2RkSPcS/Fr+sy76aWlpvHnzhmXLltGokehlbmhoSM2aohferVu3+OOPP4qk69ChA/b29gB4eHhw5swZwsPD0dHRoW3btgwdOhShUPrPvnPnDvv27WPGjBk0a9aMgoICLl68iLOzM+/evcPExIQBAwbQvr30VbLVq1djamoq4Zaenp7O1KlTmTFjBi1btpS6LeBzd/bk5GR27drFs2fP0NbWxsrKSuI5v/32G7m5ucyfX+i+nZ+fj729PX369KFv3754e3tz7tw5wsJEe0Zr1qzJuHHjMDUV7feIjY1l+vTpzJw5ExcXF/z8/LC2tkZVVRWAFy9ecPDgQWJjY6lZsya2trYYGRmJn/c1ZfvXX3/x8OFDtmyR3N+4fPlyqlWrxsSJE4uk+RYMjUVuafGxki4/8XEJmFQ0kpYEgEvnrqGrq8OZywdRUAAlJSXOnrzI+lXbJOTq1KvF+etHUVFVJi0tnanWs/B9U7aunaWhyvGtqNSviaKKMkmnrxC/7eB3e5aqXgUUhQLS4yVnTDPiklFvK91zID02idtL9hP7LAhFJSF1hrRlwMklnB+2jqjHIpfOKu0bUrOfJad7/vTddAcwNPpYVyRXyOJj32FcTF35FPMaZli2acY06zmlkvladIxEe+yS45Mk7ifFJ6FnXDrXzPM7z6KmqcY25x3k5+UjVBJy1uE0N46UzYzy5xgZGwCiNvopcXEJVCzmf7jlco8pttY8uOdOUGAo7TpY0rtfVxQFAplpSoq2oahznPxZ3U6JT0LXRHb5ahvqkPLZf5ISnyTOD2DgnBGkJqbidvR6iXTpMLIrqe/e43XzyZeFpVCebaLBhzaa8NkqdkJcIkYmBjLTmZpVpkUbC6443cR+zDwqV6nITxvmo66hzpbVDgAMGd0fM3NTfpq+ukx0/RR9Iz0A3sUnStx/F5+IYTF6hwa+Zd3cX/F/HYi6hhrDJ1ux+8IOrLtOIiz4+w4Q1HW1EAgFpH5W51Pjk6nQpmSeYK2su6FtosdTJ9kTsz3mDSM7LZPXzmU7qaJrKLKJSVJson4xbfZzxsy3JjM9E/ebhSvg3Ub2wMS8Ettmby0bZcsQQaVKCExMUO3cmZSNG6GggAq2tuiuX887e3uRS8g/iKw2Gx/3Fe/V6ma0aGOB/dgvb0/8Epof6nVKEVueTJ020icJtQy18blfVF6gJERTtwIpcUnc3HkBVQ1Vlt7cQkFePgIlIdccznH36A1xmj5zhpKWmMq9o2W3Na84fr30mDoV9WhsZlgi+fz8Ai54+NP3xxooC0v/3pSFxof/4L1U2yJ7ovZLxAZFcnLhn0S+CUVFQ432E3ox46/VbO61iPgy3P5jZCSy2bGx8ZLPj42nYiVjmencXO4xzW489++6ExgYQvuOrejTr7uES/6ndOzcBvNqVTh66EyZ6f6fXcFXVVVFVVUVDw8PsrOzi3zfunVrdu/eLb6WLl2KUCgtb5s6AAAgAElEQVSkfv36AHh7e+Pg4EDPnj3ZsmULtra2PHr0iOPHj0t93pUrVzhw4ACLFi2iWTNRgKyTJ0/i6urKpEmT2LZtG4MGDWLPnj08ffpUah5dunTh3r175OQU7gG5f/8+qqqqWFjInrX5nD/++IPo6GiWL1/OggULuHPnDrGxhTOZ7du3x8vLi7S0wlnw169fk5iYSNu2bQHRTFHv3r1Zv349q1atQk1NjV9++aXIKv2JEyfo0aMH27Zto3lzkWtdbm4u58+fx9bWlrVr15KWlsaePXvEab62bDt16kRERAQBAYUBKSIjI/H19aVz584lLpfPGWjVhzdvH4svoVC0h6sAyZeagoJCse5uLVs3Y+b8aSxbsJbeHYczxXoWlm2bM3eJvYRcUEAwPTtYMbD7aI7uP83WP9ZRu94/s8JSEqLmruftkOlEzduIRvvm6E7+vvEaAPi8WBUUZHYqkoKieHXUlbgXIcQ8DeDO0oO8vfWcJtNErsKqupp03joNlzm7yEqWvlfvW+lv1YvnIffEl1Dpw0RUQdG6UtJO0QjrwcREx+F2Q3Zgt5LIfIm2Aztw5PVJ8fVxJfJzNRUoue6yaN2vHe0Hd2L7zK0s6jMXh9nb6GHdi87Di3ctLimDh/YlINxDfCl9+B8+b59farMrFm8gMCCE248v8TbuGes2LePkMSfy8/JkppGF5YB27Hx1VHwJlD68gIsUcPE6SU+iwMdGUqdlfdpadWT/QscS6aUoUKSNVSfu/eVWxJVfFuXZJvYe3J1HgS7iSyizblDU7nz6vaIC7+ITWT1vA2+e++L89y0cf93DsHGDANGk24yfbFhsv4rcMghC2mNQV1z9r4qvj5Pc0uu07Hxeer7mypnr+L8K4Jn7C5bZrCY8JJKhEweXWseSIlXn4gr7Aw17tqD3T6M5MduRpIh4qTJtJvSk5aguHLbZRlaq7DgEJaHDwI6cfHNGfAmEsux50d8ki74T+9NjdC82Tl1Pxgf9KlevjPXCsWydublM6kqZo6CAgrIyyevXk/P8OTkvXpC8fj1K9esjrFs6b66S0HdIDzyCb4kvpWLrfsn+ByvrAcRGx3H75v0vC5eUr63X0mwOhXbUol9rWgxuz6FZDvzSdzGH5uygnXV3Wg3rBIiC9LW06sixhZKB4b4Xmy+74x0Sw5YxnREolmxYd883nOjkNAZ9Z/f8jxT5+0toW2QR+tQfj7N3iHwdSvATHw5P/42E0BjajZO9FaQkWA3rR0ikl/j61j7KTwvXEuAfzP0nV4hKeMUvm1dw4tg58mT0UazHDeOp53Nevih9DKGP/GdX8AUCAXZ2duzatQsXFxfMzc2pU6cOrVq1olatWigrK6OsrAyI9urv3r2b7t2706mTqIE5OTnRr18/8WcTExNGjx6Ng4MD1tbWHzpeIk6dOoWzszMrVqygWrVqgGiAfPnyZZYtW0a9eiIXLyMjIwICArh+/TpNmxZ1zWjZsiUHDhzA3d2dNm3aAODm5kb79u1leg18TmRkJF5eXqxZs4a6Hwy0vb0906dPF8v88MMPqKmp8fjxY/EA+d69ezRq1AidD65Znwf9s7OzY9y4cQQEBIjzBejZs2cR2by8PCZNmiSOWdCvXz/++OMP8vPzUVRU/KqyBdDX16dJkya4urqKPTBcXV2pXr065ubmUsvB2dkZZ+fiA6zcvOaGl2eh24+Kiqg+GBoZEBVR6A6tb6BXZAXrUxYsnc7Fc1c5eUQUHMX3jT/q6ur8sn0V23/9U9wgc3JyCQ0WeUQ8937NDz82ZLKttTjo1L9NbrSoY5Ud+BYEihj/PJvE/WfgO0Q/z3z3nvzcPNQNtSXuqxloFVnVL44Yr0Bq9RfVP706VdAw1qX/icJI0gqKorpkE3yIk10WkxRUNNp+SXC5dptnni/Fn5U/BPQxMNaXcJ3XN9QtsposDSUlIYOH9+XUESeZBrskMiXB46Y7AV6FUaeFH3TXMdQhIaqwM61toF1kBetrsf5pPJd2O/HgkmgV7q1vKAamhgyys8L1VOkDHl2/6spTj8I2q/xJm42MKJx1NzDQI66Y/yEhIZEJo2egoqKMrp4O0VGxLF01l7ehX7/S6e38RCII3sfy1TbU4V1UoQ5a+tpFVug/JTlOcrUeoIK+Nskf9gXWbdUQbSNdtrnvFX8vEAoYungM3Sb2ZV4ryai5Tbo2Q9dYjztfUe7l2Sbeun6PF08Lo5crq3xoo0b6xHziqqtnoEtCvOyAVfGxCeTm5JKfX2j3gv1DUFNXQ1dfh8bNGqKnr8u5W0fF3wuFQiwsmzB07EBaVu9MjpSAfLK4e+M+r7wKO2Ufg4XpG+oRGxknvq+rr1NkT31x5Ofn4/PclyrVikZZLmvSE1PIy82jwmf1V0Nfi9T4okFQP6VhzxYM32bH6bl/SETQ/5Q2E3rSY94w9o//hfBnxZ/eUBLcbz7G9xObqKTy0SbqEv+pTdTXKZFN7DuxP2Pmj2H1uFX4PysMEFmnaV209bVxuFk4KScQCmjQsgE9x/RiWN0h5Gb/ewP//IQECnJzyQsPF9/LCw+nIDcXgZERuW/KbrAgDddrd3n+9JX488c+uYGRvoR7vb6BbpFVfWkoKQkZOKwPZ45eKNU78yOpH+q1VhG7rFVkRfkjKXHJUuS1ycvJJS1RtHVj4JLRuOy5jOcl0danSN8w9Cob0t1uIA9Pu1G7VQO0jHRY575LnIdAKGDA4tF0nNib5a3sSv3bPrLp0mOuPw9mz5SemOpXKHG6c+6+/FDViJrGsqPulwVp4v9Asq+oqa9VxGOoNBTkFxD2IgiDahVLlc+1K654ehRutftYp42NDSX6KIaG+sQV8w5NSEhk7Ci7D30UXaKjYlixej5vQ8OLyBoY6NGrTxcWzVtTKt0/5z87wAfRILVp06b4+Pjg5+eHt7c3ly9fZsSIEQweLJrVzs3NZdOmTVSuXJmxY8eK0wYFBREQEMCFC4WBrQoKCsjOziYpKQldXVGlvnr1KhkZGWzYsIGKFQsrRnh4ODk5Oaxfv15Cp7y8PAwNpbvAKCkp0a5dO9zc3GjTpg3h4eEEBARgZ1fyxhwREYGCgoJ4IAyirQl6enrizwKBgNatW3P37l06d+5MTk4Ojx8/ZsKECWKZ6OhoTp06RUBAACkpKeTn51NQUEB8vOTseo0aNaT+jk8DEurq6pKXl0d6ejqampolLttP6dKlC46Ojvwfe+cdFtXRxeF3YWHpTZqKiAU1Fuw1YEVN7LFhFHvB3jCxd4O99xZb7C3WmNhrbAgCKh2VXqWD1O+PlcUVEBQUN999nwcfd3Zm9rd3Z+6dM3PmzJAhQxCLxdy+fZtevXoVeB1sbW2xtZWuGh7acSHfPEmJyXmiQEeERWLTujluLtKHjkSiSpPmDXCaV7B7nbq6ep6HSWZmZp6Jig8RKYlknf+bQ0mESFkZkZIy2V/AwM9KzyTSPQAzm9r4XcjdI1vBpjb+F4vuTmxYqyJJEdIBWMRTf47Yyh8T1eSX3kh0Nbk9Zx/xgZ+/Hy/fthIeiXWrZri7SI0KVYkqjZrVZ/mC9YXW16FzW/TL6HHs4J/FylMUUpNSCPsgCvSbiBisbOrh5yb1ilGRqFCjcU0OOO0t1mdJ1FXlDCOArMws2URLcZH+DvLHVoWHRdKqTQueukgnYCQSVZo2b8jieasKre/t2zTCQiMQi8V07taBc6c//ciw1KRUUpPkXfpiI95Q07ouAW5SY0QsUaFa4+84tnR/gfX4uXhTy9pK7ii7WtZW+D6RGiLXDlzKEwnfcf9cHpy9w80jeY34Vv3a43nfg/CAok9qKfI9MTkpOU+U7cjwKJq3bCILkKcqUaVB03qsWbSpwHpcH7rxY88OcissFSubk5KcwpvoWK7/dYueT+Uj1S9aN5vX/kHs2rDvk4x7qe4UkpPkJ5aiwqNp0rIRL556yXTXa2rFxsWfdrRa1e8q4/O8+AZxYWSmZxLsEYCldR3cL+a6p1ta18HjUv7HPAJYdW5G39VjOOa4Ffe/8s9nM7wT7af2Yc/Q5SV2PF5KUkqeyPgxETHUs6mHr5t0sk5FokLNJrXY6/T7R+vqNqIH/R0HsGjwgjzH4z345z4TbOW9ViaunkRIQAgnNh0vVeMeIN3DA5FYjHK5cmSGSKP+K5crh0gsJjO8ZGK+fIzkpGReB+Ttsy1aNcXjvT7bsFk9Vr7bHvMxbDu1Rr+MHicPlUxA2sz0TAI9/KlhXQeXi7lxAWpY15FFxP+QABdvrNo3lkurYV2H1+7+ZL3zpFJVl+Q5Di87K/c5eevAP7hclA90OG7/LJzP3uXukbxHdX4uy8/e52+3AHaN+pFKxkWPuxARn8xtryDm9fy+xLQURGZ6JkEeAVSztuLpe9ekmrUV7pdKNhhk2RrmhLx4Vaw6EhOT8kTGDw+LoFWb73F5Io05JZGo0qx5IxbMXV5ofdIxSjhisZgu3Tty5lTe7Y4/2/ci7W0ap0/mb+t8Lt+0gQ/S2RMrKyusrKzo3bs327Zt4/jx43Tr1g2xWMyOHTtISkpi5syZKL3nmpKVlUXv3r1p3rx5njp1dHRk/69evTpPnz7l7t27cnvdcwYG06dPx9BQft9cQXsoQGrITps2jaioKK5du0a1atVk+96BfAdI7w+kiurGZGNjw5w5c4iJicHHx4eMjAyaNGkie3/58uUYGBgwcuRIDAwMUFZWZurUqXlc9CWSvAE5lD5w8cnRnDPwL+q1fZ8GDRogkUi4f/8+GhoaJCUlybwcSpLd2/5gvONI/HwC8Pd7xUTHUSQnJvPnex3n8OmduD7xYPliqSF35e8bjBg7CDfXZ7g+dseisjnTZo3n6j83Zb/NjHmTufbPLUKCw6QRqHt3orl1Y4b0G5evjuIg0lBD9d3Z0iiJEJczQlKjMplxCWSERmI4ZShqdaoRNEx6jI52t3Zkv03jrXcApGcgqW2J0ZShJPxzm+z0kj8yJIenO/+i3boxRLj6E/bYm1r27dA00cfjD+kDrN1aBwCuTpHOYlsN70hCUBQxXkEoqYqp/tP3VP6hEZdGrgMgI+UtMV7ys5tp8ckoKSvnSS8J9mw7xNipw/HzeclLv1eMcxxBclIKZ0/m3oAPnNrG0ycerFoib1DYDfyJe7ceEviRFeOi5PlcLuw+R8/xfQj2CyLUP4ReE/qSmpzKnTO3ZHnmHVqEr6sPh1ZIj7wUq4gxs6wASAddekb6WNSsJJ1AeCU1cJ2vPKLHmF5EBIYT6B1IpVqV6TqiOzdPXS/x75DDzq37meTogK+Pv/QYt2mjSUpK5tSJ3POCj535HVdnd5wWSfeA129oRdlyxni4eVK2nAmOM8ahpCRi84aSORby8u/n6TKuF2F+wYQFhNB1Qm9Sk1O5fyZ3f/EvB+cT8NSXEysOvitzgRnHFtN57E84//2Qhh2bUKN5bZb2mQNAQnQ8CR8cCZmZkUlcZCxh/vJHchmUM6R2y7rsnFr4oLgwFPme+MfOo4ycNIQA35e88g9k5OQhJCclc/FU7l7Xncc34u7ynA1OUnfYo/tO0W9Yb6YvmcKR309QrkJZxv4ygqN7pd4ICfGJJMTLB1FLSU4lLjYeX8+Cz+r+FI7uOsGQifa88n3Na/8ghk6WHo/3z+nciZyNR1fz3NWTrUul29+GTx2Mh/NzAgOC0NTWpO/wnlT9rgorZuTGPVDXUMeskjQAppKSCJPyxljWqkp8bDzhwcULSHZ71wXs1owj8Kkfrx570dTeFh0Tfe6/O/+772rpmdPHHKXXuW7X5titGcsFp4P4P3yB1rsVusy0DFkQvZajutBxmh1Hp2wmMiBUlicjNY3UhOK56X/Iud1n6DPejiC/IEL8Q+g70Y7U5BRu/XlTlmfR4d/wcfXmwPJ9APzk0JMBvwxk7eTVhAQEo/du5TYtNY3khGSS4pNIipcf7KcmvyUxNpHX3sUzJPJDpK6Ocnnp7ysSiVA2NkZctSpZ8fFkRUSgNXIk4ho1iHV0lOp0dibdywudX38lYZP0GaU9fjxpz5+T4VUykymfyv4dR3CYLO2zL/1eM3rKMJKTUjh/MjfuyO8nNuPu8oy1v8nH0eozsAf3bz8i6FXIh9V+Ntd2XWDQmvG8fOqH/2MvrO1t0TUx4PZB6d74gaul96sDjlIvjTt/XKbloI70mjeYOwevULlRdZr2bs3eibkT/+5XnWk/pjvRgRGE+gRhVsuCNsM78/CU9PmbGB1PYp57fQbxkbFEfKYX4oc4/fkvF1z8WDuwLTrqqkQlSCdaNFRV0Hjn0bLh0mM8AqPYMfIHubJnHnmjriKmg1WlEtFSGDd3XaD/mnG8fupLwGMvWti3R9dEn3vv7i0/r5Yugh52zG0P5WpWBEBNS53srCzK1axIZloG4b7S8VSHSb145eJDZEAYatrq2Az5gXI1zDk5p+SPht62ZR9Tp43Bx9sfP98AHH8dS1JSEieP545RTp3dxxNnN5YslMYaa9DIirJlTfFwf0HZsib8OnMCSiIlNq7fmaf+gYP7cPrkxQKP3PtcvnkD/0PMzMzIysoiLS2Nixcv4uzszNKlS9HQ0JDLV7lyZYKDgzE1Nf1ofZUrV6ZLly4sWbIEQGbkm5mZoaKiQmRkJLVrF/24sQoVKmBpacmVK1e4ffs2/fr1k3tfR0eHN29yg++kpaURHBwsc1U3MzMjOzsbPz8/qleXRl+OiooiJkbevcnS0hJTU1Pu3LmDt7c3jRs3lgXIS0hIIDg4mOHDh8u0+/v7l4jLExT92r6PsrIyrVq14vr162hoaNCkSRM0NTVLRM/7bN3wO2rqEpasmI2Ong6uzu4M6O0gt6plXqkCIe+5q25YtYPs7GymzRxP2XImxMTEcuXSDVYuyR1cGxkbsm77UoyMDUmIT8DzmQ+D+o7h1rV7lDRqtapRYf8K2WvDCYMwnDCIuNOXCZ+1GmUjA1TM3zvyMSMTg1F2qFYsB4hID40g9tA53uw7XeLa3sf33AMk+to0nNgdTWM9or2COD94JYnBUrclrfLyE2NKKmJazOmPpqk+GalpxHgHc37QSl5ff5pf9V+cHRv3oaauxsIV09HV1cH1iQdDeo+VbysWZoQGy6/uVqhYnuY2jZk0suBziouSpzic2XYKVTVVRix2QFNHC19Xb5bYzyf1vVUtE3NTokNyPXb0TQxY+dc62WtTi7J0sP+BZ/+6s6Cf1AjdPX8n/Rz7M2LxaHQNdXkT8YYrh//hxIajX+R7AGxevxs1dTWcVs5FV08HF2c3+vUcIfc7WFSqQEhw7sBITU2V6bMnYW5hRnJSMlcv32KCw/QSO+7s4rY/UVFTxX7xSDR1NfFz9WH1wEWkJuVGtzWuaCrnwu/7xIttE9bQc1p/eky2I+J1ONvGr5Fz/y8qLe3akZyQzONL9wvPXAiKfE/cs+kP1NQkzFo6DR1dbdxdnjO632S5lX4zi/KEvbfNJjwkgtF2k5i2cBLHruwnOjKa00fOs2PtnhLTVRgHNh9GoiZhmtNktHW1eebynEk//0Lye/3TzKK8nAu/lo4WM1Y6UsbIgMSEJLw9fBjdcyLPXT1leb6rW50tJ3P78KhfhjHql2FcOHqJxVOWFUuz2/n7aOhp03bCT+gY6RHmHcieoctle+r1PrifNx1gi7KKmG7zB9Nt/mBZut/95+zotxiA5oM6IFYVM2Cz/FnVj0/c5Pi0T/NmKIxTW0+iqibBYckYtHS08Hb1Yv6AeXIr/abmpkS9d81/HNQZFVUVft0i7zl29fgVNjiu42sjrl4dg3W5n6s1bBhaw4aRcukS8cuWoVSmDOJ3EwAAZGcTO3Mm2hMnor9hA7x9y9vHj0ncsuWrB9jLYdfG/UjUJMxd9is6utq4PXnGiL4T5Pqs+Qd9FqQR+JtaN8Jx1JwS1fPk/L9o6mnzw4Sf0DHSJ9Q7kC1Dl/HmXbs2KC8fhDE6KJKtQ5fRa+5grAe0Jy7iDScW7pFb8T8+fw9dHO2wWzwcLUNd4iPecO/IVf7acLJEtX+MY/el94VRu+QDtjq0q8eY9vUBiIxPITBa/pmYnZ3N6cc+/Fi/CuqqX8cEdD3/Lxp6WrSf0BMdIz1CvQPZ+d5voF8+b/DRaRflV8drt29ETFAkS6wnAKCuo0kfp5HoGOmRkpBM8POXbLJbyOsS2AL0IRvX7URdXY0Vq+ehq6fLk8dP6d1jmJxBblGpAsHvj1EkEmbNnUxFiwokJSVLj8gb9UueMYq1TVMqV7HAYUTxg0p+iCi7qEvGX5mEhATWrFlDmzZtqFixIurq6vj5+fH7779jbm5O9+7dWbp0KRMnTpTtkQfpir+Ghgaurq4sX76cHj160Lx5c5SVlQkMDMTX1xd7e3sAuYj2vr6+LFmyhK5du8pcx48cOcI///yDvb09NWvWJDU1FW9vb5SUlGTu43379mXq1Kly+9ivX7/Ozp07UVZWZseOHairq8veO3ToENevX2fy5Mno6Ohw6tQpnjx5QsuWLWVR9J2cnIiOjsbBwQFVVVX27duHr68vXbt2pW/f3MBpx48f5+7du0RGRjJt2jTq15d26qysLEaOHImVlRV2dnbExMRw4MABXr58iYODA61bt5ZF0V+6dKmcm/6NGzfYvXs3Bw4ckKU9e/aMhQsXsmvXLnR0dIp0bT88GQAgPDyciRMnoqSkxOzZs4s8cWJu8PmRNkuTKyblC8/0DXIlseBIz986q1OeF57pG6SBZoXSlvDZ3In7dk6S+BR+0Cv68VnfGlfjvQvP9A2ip6pV2hI+Gw2loh8/9S3RSrV4e1JLE8+skpmw+9rsqPyRs7u/cVo/L9kAt1+LdhpfZzX6S7Bybf3SlvBZzJ7y7R0TXVT2x+QfLF0RiCri8/+bXcFXU1PD0tKSv/76i7CwMNLT0zEwMMDa2ppevXpx8eJFMjMzWbtW/tienGPy6tWrx4wZMzh58iTnzp1DWVmZsmXL0rp163w/r2rVqsyZM0e2kt+rVy/s7OzQ1dXl3Llz7Nq1C3V1dSwsLOjevftHtbdo0YI9e/bQrFkzOeMeoEePHkRERLBixQrU1NTo2bOn3Io+IAsuuHDhQnR0dOjduzfx8XkD3djY2HD8+HF0dXWxsso9Y1RJSYkpU6awZ88eHB0dMTU1ZeDAgXmOqftcPvXa5mBiYkLNmjWJioqiVq2PnwcsICAgICAgICAgICAg8Gl8syv4ikxMTAxjx45lwYIFchHrBWDKlCnY2NjIgiQWBWEF/+sirOB/fYQV/K+PsIL/9RFW8L8+wgr+10dYwf/6CCv4Xx9hBb90UPgVfEUkIyOD2NhYDh8+TKVKlQTj/j3i4uJk2wlytjcICAgICAgICAgICAgIlByCgV+CeHl5sXDhQsqWLcuUKVNKW843xciRI9HW1mbUqFEFRtoXEBAQEBAQEBAQEBAQ+HwEA78EqVWrFseOHSttGd8kwnUREBAQEBAQEBAQEBD4sggGvsA3Tw1NxdzLXsGxZmlL+Cz+XKiY+9gB+moJ22K+NrdRzDAuf8UqbjtXVCJSY0tbwmczVE8x98mO0IouPJNAibLuZbnCM32jvElzKW0Jn8WJNLfSlvDZtB2jXNoSPguJmlJpS/hsxEqKec0/BcX9dQQEBAQEBAQEBAQEBAQEBGQIBr6AgICAgICAgICAgICAwH8AwcAXEBAQEBAQEBAQEBAQEPgPIBj4AgICAgICAgICAgICAgL/AQQDX0BAQEBAQEBAQEBAQEDgP4Bg4AsICAgICAgICAgICAgI/AcQjskT+GK8ffuWc+fO0bJlS4yNjb/a5w6cYk+nAT+ipauFp4sXm+Zs5pX3qwLz23S2wW5sH8pVLIdYRUxwQDCndp3m8okrcnUOnGovVy4mIoZ+DfuXqPbd93256hPGq5gkVJWVqFNOj4k2NahqpF1gmeC4ZDrvuJ4nfXPvxnxf6etcd0W85s3sbbFx6IK2sR4R3sGcX7Sfl4+88s1bq2Njmg5oR9laFqhIVIjwDeb6pj95ceWJLE/jfm2o39MGk2pmiJREhDx7yeXVJ3j1OP86/9905zBtxjjsB/dFV08HF2c3Zk5bjJenb4H5xWIxE6eOou/P3TEta4KfbwBL5q/m+tU7sjwTpoykc9f2VKlaibS0NJwfP8Vp4Vo8X/gI2hVYt6JqV/Q+CqDWsDZ6Q3ojqWmJ2MSQiNmrSDhzuUhlVczLYXZ8M4hEBDTp8cU0FoQiaVf0tqKI/VORtVceYovl2C6oGesR7xWM27z9RD/I/7dtuN6Binat8qRnJKdytvKw3DqHtqfy0A5oVjAiOTgKr/VneH38donozUFo51+/rQgr+AJfjN27dxMTE/NVjfu+Y/rQa1RPNs/dwoQuE4mNimXZISfUNdULLJPwJp5DGw4zqftkHDqM4e9j/zB15RQat2ksly/QNxC7Bj/L/hzajylx/Y8Do+lbryL7+rdgh11TlEUiHI49IC4lrdCyW3o34cqYdrK/JuaGJa4vPxTxmtfp0owu8wdxY/MZNnaaxStnb4bsnY5uuTL55q/U7Dv8/n3GvmEr2dh5Fl7XXbHfPhWLxtVleSo3q4n7+fvsGvAbW3rMI8o/lGH7p1PGwrRENCuy7hzGTxrB6HFDmT19CT+27UtUZDRHT+9GU0ujwDIz5kxi0FA75kx3omXTLuz//Si//7GR2lbfyfK0sG7C3t2H6dqxP726DSEjI5Njf+5GT0/3/167oupWVO2K3kdzUNJQJ833FVHLtpKVklr0gmIxJitnkeLs/sW0FYaiaFf0tqKI/VORtZfv3gyrxYPwWn+Ga+1nEfPYm+8PTUe9fP7t5emc/VyoM0buL/FlOMFnH8jyVBpsS+05P+O55hSXW/3Ki5Unqbt0CKbtGxRbbw5COy+ddi7Kzs7OLpGaBIpE3759P/p+q1atGDdu3FdS8+W4desWd+/eZW3FWqMAACAASURBVPr06SgpFW8eqUOFH4qc9/DjQ5zdd5bDG48AoKqmyjGXI+xcsosLBy8WuZ7NFzfhfNOZ35fvAaSryTadrRllO7rIdZyZX7PIeQsiOS0D6w1/s7ZHI1pVNck3T84K/sGB31PLVK/Yn9l94fNPyv8tXfOGygZFyjf2z0WEvnjN6Zm7ZGmO19fg8dcD/l5xtIh1LOblI08u/nawwDyzHm3h+qY/+XffP0Wqs/DP/PZ074l1KdLnAjz1vMXvOw+yfvV2ANTUJHj43GXh3BUc2Hss3zKuL26yaf0udm07IEvbtX89qSmpjHeYnm8ZDU0NfF4/ZMiA8Vy+dKPI+v6L2hVV97emfahe/SJp/tb66Ait6CJ95seo9PBPon7bXKRV8DK/OqCkrUXqYzcMZ48rlRX89ykN7bsS8zdcPuRbaysg3M9LQ/sWtaLdW1pfXETc89e4TMttLx3urSH4/AOeORXeXgwaV6P1uQXc6DKfmMfSVeJW5xYQ88QX9/l/yPLVWTAA/fpVudV94Ufre6RWJNlCO39HSbXzsNgXRdItrOB/ZXbs2CH7c3BwyJM2dOjQUlZYMrRs2ZKZM2cWybjPyMgokc80NTeljIkBzrdy3XjSUtNwf+BBzYbffaSkPPW+r0eFKma4P5CfxTc1N+XQoz/Yf3cvszbPwNT8y62e5JCUlkFWNuioqRSa1/FPZ9psvszgg/e47BX6xbWBYl5zZRVlytWuhM9t+c/yue2GecNqRa5HoqVGSlxSwZ+jKkYsUflonk9BUXXnYF7RDBNTI25euytLS019y/17j2nctOABjqpElbepb+XSUlNSadq8YYFltLQ0UVZWJi42vvjCUVztiqobFFO7ovfR4qLRsgkarZoStXRLaUv5ZL62dkVvK4rYP3NQRO0iFWX0rCoRcVO+vYTfdMOgcdHaSyX7NsR5BsqMewAlVRWy3qbL5ctMScOgfhVEYuViaQahnb/P127nwh78r4yeXu4Kq6amZp60HCIjIzlw4ABubm4oKSlRvXp1hg4dKnN3P3jwIO7u7tja2nLy5EkSExOxsbFh+PDhXLp0ibNnz5KRkUGbNm0YMGAAIpEIgLS0NI4cOcLdu3dJTk6mQoUK9O/fn9q1awOQnp7Ovn37ePjwIYmJiejq6tK6dWvs7OzYu3cvfn5+LF68WE7r9OnTqVOnDvb29nh5eXHs2DECAgLIzMzEwsKCgQMHUrVqVdnn29vbM2rUKJydnfHw8KBz587069ev2NfWwEgfgDeRb+TS30S9wdD04+7qGtoaHH50EBVVFbIys9g0ZzOPbjyWve/p4smqqasJ9A1Cz1CP/hN/Zt3pNYxs50BCbEKxtRfEimvPqW6sg1U5/YK1q4iZ2vo76pXXR1lJxE3fcKafe0JaRl061zL7YtpAMa+5hr42ymJlEqPi5NITo+Ko+n3tItXRbGB7dE0NcDl9p8A8HRz7kpaUKrdvrDgoqu4cjE2k7SEyUn5FMTIyCtOy+XunANy4eoeRYwZx785D/P1eYdOqOZ26tkdZueDBx5JlM3F3e87jh67/19oVVbeialf0PloclA0NMFowmbDJi8hOTiltOZ9EaWhX9LaiiP1TkbVLDLRREiuTGinfXt5GxqFmU3h7EWurU75rU545ya84R9xwo2L/1oRcfMQbV3/06lbCYkAblFTFSAy0SY2ILZZuoZ2XXjsXVvC/QVJSUliwYAGamposWrSIRYsWoampyeLFi0lPz51pCwkJwd3dndmzZzNlyhRu3rzJsmXLCA4OZt68eQwfPpxz587h4pLrirJhwwZ8fX2ZMmUKK1eupEWLFjg5OREUFAQgyz916lTWr1/PpEmTMDWVrpq2bNkSLy8vIiIiZPUFBQUREBBAy5YtAUhNTaVNmzYsXryY3377jQoVKrB06VKSk5PlvuPRo0dp2rQpq1atol27dnmuwZUrV5gxYwYzZswo8Dq17dGGM56nZX/KKu/mqz7YdSISiShsJ0pKYgpjfhjL+C4T2bNyLw7zRlHv+3qy9x/deMyt87cJ8AzA5Y4Lc4fMQ0lJiQ592n+03uKw6tpzXINiWN29IcpKogLz6WuoMqhxZazK6VPLVI+x1tXpVdecvQ/9S1zTf+qa56e5CMVq/dCYH2f15+jkzcQGR+Wbp8XQH2jSvy1/jF7H28QSHjAqiO6efbrgF/RY9qeiovJO/qe1lbkznPDzDeDWg/MERrrhtHIORw+eJjMzM9/8C36bTpNmDRk+cBJZWVn/V9oVVbeia8+DgvTRksR42a/EHz3PWzfP0pbyyZSqdgVpK4rcPxVZex4+1CcSUZQGY97bGpGSEq9PyAfPe7H2FGFXXGh1bgE9gg7QfK8jr47dkn5USWkGoZ2XQlsRVvC/QW7duoWamprMhR9g9OjRDBs2jKdPn9KoUSNZ+pgxY1BTU8PMzIw6deoQEBDAjBkzUFZWpnz58ly4cAEPDw8aNGhAUFAQjx49Yvv27TKvgS5duvD06VOuXr3K4MGDiYyMxMzMjBo1agBgZGQk+3/lypUpX748d+7coWfPngDcuXOHihUrYm5uDkDdunXlvsvw4cO5d+8ebm5uNGvWTJbesmVLWrduXeA1sLW1xdbWFoAOB/Pfg//v5ft4uuY+kFVUVQHQNzYgMjT3RqBXRo/YD1aYPyQ7O5uQl1K3dv/n/phXNefn8Xa43s1/Ji01OZWX3q8oV6ncR+v9XFZee87fniHstGuGmV7BgTwKok5Zfc56BJW4rv/CNU9+k0BmRiZaRvKeM5pldPLMMn9IrR8a03ftWI5P3VrgTHGLoT/QwbEPe4asIOipX7G0KrLuv/+6xpPHbrLXEom0rRgbGxISHCZLNzQsQ1RkwfuEo6PfMHTABCQSVfQN9AgLjWDOAkcCXwXnybvQaQY9enaiV9fBvH71+e1fUbUrqm5F156DovXRkkSjWX3UG1mhP+bdySciECkrU9n1IpFLNpJw4q/SFfgRSkO7orUVRe6fiqw9h7cxCWRlZKJmLN9eJIY6pBbSXgAsBrQh+MIj0mPlXdizUtN5MmUHLr/sRs1Il5TwN1Qa2I70hGTeRhffO1Vo51+/reQgGPjfIP7+/gQHBzNw4EC59LS0NMLCchuYiYkJamq5US50dXUpX768nAuIrq4u8fHxsnqzs7OZMGGCXL0ZGRmyWaq2bdvi5OTEpEmTqFu3Lg0aNKBu3boyF38bGxtu374tZ+B36NBBVldUVBQHDx7k+fPnxMbGyma4oqLkZ96qVKnyeRfnPVKSUkhJkp+tiw6PoYFNfbyfegOgIlGhdpNa7Ppt9yfVLVISyYzX/FCRqFChSgWe3nv66cILYfnVZ/ztGcKufs2oVEbrs+rwiojHUFNSwsr+G9c8Mz2TEI8ALK3r4HExN5qspXUdPC49LLBcnc5N6bN6DMcdt+LxV/75rId3wnZqb/YOXVHix7Uomu6kxGSSEl/LpYWHRdKyTQtcXTwA6cOzafOGLJq3stD63r5NIyw0ArFYTOdu7Tl7+pLc+4uXzaRHz0707DIYX5+A/0vtiqpb0bXnoGh9tCQJ7DFK7rVG2xboj+xH8M8TyYgofqC/L0lpaFe0tqLI/VORteeQnZ5JrFsAxi3rEHwut70Yt6xDyIWC2wuAfv0q6NW2wG3egQLzZGdkkhIaA4BZj+aEXXbJ6y3wGQjt/Ou3lRwEA/8bJDs7G0tLy3yj6Wtr556H/uFeDpFIlO/+jhx3j6ysLJSVlVmxYoXMYM9BIpEag5aWlmzevBlXV1fc3d1Zv3491apVY8aMGYhEImxsbDh69CgBAQGkpaURGRmJtbW1rJ6NGzcikUiYP38+RkZGqKio4ODgkCeQXs7nlTSnd5/m5wn9CPQNIjggiP4TfyY1OZVrf+aeE7/88FK8XL1l0dp/ntAPTxcvQl+HoqKqQpO2jbHt2Y7N83KD7YycM4L7Vx4QGRyBXhk9+k/qj5qGRO7c9pLA6bIHF54Hs7ZHQ3QkKkQlSo/40VAVo6Eq7a4bbnniERrLDjupR8RZjyDESiJqmOigJJLuwT/q8pJJrWqUqLaCUMRrfnvXRfquGUvgU19ePfamqb0t2ib6PDh4FYA+q6XH8R133AqAVdfm9F0zhotOhwh46ImWkfQYk8y0DFlQF5tRXegwrS/HpmwmKiBUlic9NY23CSXjSquounPYuXU/kxwd8PUJwN/3JZOnjSYpKZlTJ87L8hw/8zsuzu44LVoLQP2GVpQtZ4KH2wvKljNh2oxxKCkpsXlD7gTS0pVz6W3XjSH244mNjcfIWLpvLikpmeQk+e1B/2/aFVW3ompX9D6ag0hdDRXzd95SIhHissaoVq9MVlwCGWGRGEweiqR2dUJHSLfRpfm+kisvqVUNsrPzpH8NFEW7orcVReyfiqzdZ/tFGm8cyxsXX6IfeVNpkC3qpvr475e2l4Ybpe3FecJWuXKV7NuS4BdK1L280de1Kpui36AqMc6+qOppUtWhEzrVzXCeuDVP3s9FaOel084FA/8bpFKlSjg7O6Orq4u6esFniX8qlStXJjMzk4SEBKpVKzh6pYaGBi1atKBFixbY2NiwYMECoqOjMTQ0xMjIiOrVq3P79m3S0tKoVasWBgbSo8mys7Px9vZmwoQJlCsnfbhGRETw5s3HXbVLkmNbjyNRkzB+yTi0dbXwdPVk5oBZcqvOZSuWk3MnV9dQZ6LTeAzLGvI2NY1A30BWTFnFjTM3ZHmMyhoya9MMdPR1iIuJ48UTTyZ1n0JEcAQlyTFX6YBi1LEHcukOLSwZ8730N4tMfEtgrHzn33Xfl5D4FJRFIirqa7LwB6svHmBPplkBr7n7+fto6mnRdsJPaBvpEe4dxN6hK2R7vPQ+OFe26YB2KKuI6Tp/EF3nD5Kl+99/zs5+SwBoPqg9YlUx/TdPkivrfOImJ6ZtL7ZmRdadw6b1u1BTl7B05Vx09XRwcXajX88RJCXmtmeLSuZyrnBqahJmzJ6IuUUFkpKSuXb5FuMdphMfl+s+OHRkfwBOnt0r93mrlm1i1bLN/9faFVW3ompX9D6ag6R2NcrvyV2hMhg/CIPxg4j/8x8i56xG2dAAlQplv8hnFxdF0a7obUUR+6ciaw8+cx+JvhbVp/yEmrEe8Z5B3B2wgpQgaXvRKJ/3eEaxphpmPZrzYs2pfOsUKSth6dAJrSplyc7IJPLuc252XUByYP773T8HoZ2XTjsXZRcWCUvgi3H//n3WrFnDsWPyUS2Tk5P59ddfMTY2pk+fPpQpU4aoqCgePHhAly5dMDIykkXRX7Zsmazctm3biI6OZvbs2bK0FStWoKamxsSJEwFYvXo1AQEBDBo0CAsLC+Lj4/Hw8MDMzIxGjRpx5swZjIyMsLCwQCQScf78ee7du8fOnTsRi6XzQZcvX+bEiRNkZGRgb29PmzZtZJ/n6OiInp4eQ4cOJTk5mf379/Pq1St69epFjx49ZFH0p0+fTsOGBR8X8T4dKuS/B/9b58z8mqUt4bPovvB5aUv4bBoqG5S2hP87PuU8WQEBRWWoXtHOqv7WGKH1bbvH/xfZlZjX0FIUhPv512eLmmLeWx6pFZ7nW0WR23lYbF5PjPwQVvC/QTQ0NFi0aBEHDx5k1apVpKamoq+vT+3atdHQ+PSAa+8zceJETp48yb59+4iJiUFbWxtLS0vq1ZNGL5dIJJw+fZqwsDCUlJSoXLkys2fPlhn3AM2bN2fv3r0ANG3aVK7+8ePHs2PHDqZPn06ZMmXo168fhw8fLpZmAQEBAQEBAQEBAQEBgcIRVvAFvnmEFfyvi7CCL/ApKPJMuIBAURFW8AWKirCCL/ApCCv4Xx9FbudFXcFX+sI6BAQEBAQEBAQEBAQEBAQEvgKCgS8gICAgICAgICAgICAg8B9AMPAFBAQEBAQEBAQEBAQEBP4DCHvwBb55NDUsSlvCZ7HGwLq0JXwWepmKe0uYlPKktCV8Fr31rEpbwmezJ+JB4Zm+Qb7TrVDaEj6boJSSO8Loa9JUp0ppS/hsnqeElraEz8JMorhxScyUtUtbwmdhnVm8YMgCn06ccmkr+HwmLFbMZ1Hcrn9LW8JnU+Xxy9KW8NkkJb8sUj5hBV9AQEBAQEBAQEBAQEBA4D+AYOALCAgICAgICAgICAgICPwHEAx8AQEBAQEBAQEBAQEBAYH/AIKBLyAgICAgICAgICAgICDwH0Aw8AUEBAQEBAQEBAQEBAQE/gMIBr6AgICAgICAgICAgICAwH8AcWkLEFA81q1bR2ZmJo6Ojvm+/pbo1r0jw4cNoG69WhgZleGHjv24ffv+R8uYmhqxdOkc6tarTdWqFhw+dBoHh2lfVGfNQbbUHd0JDWM93ngHc2/BH4Q99Mo3b9nm39Ht+Ow86Udb/UKsX+5RTrWHd6TmwHZomxmS+iaRV387c9/pCBnJb0tMd9XBtlQf2xl1Yz3ivINxmXeAqAf5626yzoFKdi3zpGckp3KyyvA86YZNqtHm5BwSfEO41GZGiWl+n2kzxmE/uC+6ejq4OLsxc9pivDx9C8wvFouZOHUUfX/ujmlZE/x8A1gyfzXXr96R5WnWohFjJgzFqm4typYzYdLYmRw99Odna7Sx70A7h67oGusR6h3EyUX78HvkWWD+qk2/o+ecQZStZkZc+BuubD/LnYNXZO+LlER0mtyHxj/ZoGusR1xELI//vMPFdcfJyswCoPPUvtTv3Az9smXITM8g0COA86uPEfDE+7O/R0EoSh8FGOU4lJ/su6Gtq80zl+csn7kGf++XBebv0vdHFqyflSe9hUU70t6mAaCkpMSoaUP5sVcHDI3LEBURzaVTl9mxag+ZmZklolsR2nlB9JvSn479O6Kpq4W3izfb524l0Pt1gfnb/9yRNr3aYl7NHJFIRMAzfw6u/oMXj57L1fnzlP5y5d5EvGFIo4ElpnvCL6OwG9QTXV1tnj7xYMH05fh6+ReY/48/t9P0+0Z50n08/ehk0zdPepefOrJ2hxPX/7nNqAGTS0w3wOCpA+nSvzPaelq8cPFk/eyNvPR+VaSybbu3Ye7mWfx75T6zhsyVpVs1rUNfhz5Us7LEyNSQZVNW8vfxf4ql86fJdrTp3x5NXU38XHzYN3cnwT6BHy3T6Mdm9Hb8GWNzUyJeh3F85SGc/8496lOioUbf6fY06tgULX0tooOjuHbwby7tPi/LM2zZGGq2qIO+iT6pSan4OHtxbPkBQnyDP/k7KOqzX5G11xtoSxOHTmgZ6RHlE8y1hX8Q9Ch/3e9TvlE1fj46m2i/EPZ0mClLL2NZHuupvTCpbYGeuTF3157i7rpTJaY3P3bf9eKqVzCvohNRFStRp5wBE9vUoqqx7kfLZWdnc/CRHyee+BMcm4yumgpdrSoyqW3tL6r3fVTqWqHZzw6VatVQNjIizmkZKZcuFVpOo09vNLp1Q7msKVkJCaRc+pvE7Tu+guK8KMK4RTDw/yP07Zt3APA+rVq1Yty4cV/ks0eNGkV2du7Z6bNnz6Z69eoMGjToi3zep6CpocH9B84cOXKaXbvXFqmMqqqEqOgY1qzeytBhP39hhVCla1NaLLTnzuy9hD30ptZgWzod+IVjbaaTGBJdYLmjbX7lbWyS7HVqdLzs/1V7NKfZrH7c/HUXoQ+80DE3ptWqESirqXBz2q4S0V2hWzPqLx6I88y9RD70wnKwLS0P/sqlVr+SHJxXt8vc/bj9dkQurd3Z+UTez2usquhq0HTDGMLvPEPDVL9E9H7I+EkjGD1uKJPGzcTP5yVTfx3D0dO7+b7xjyQlJudbZsacSfS268a0SfPw9vKjTTtrfv9jI1079sfD7QUAmpoaeD734fjhM2zYtqxYGht0aU7v+YM5Onc3fo+8aDmwA2P3zmRJ+6m8yadtlDEzYsyeGdw/doN9kzdRpXF17BYPJzE6HtdLDwFoP7o7LQd15IDjZkK8Ailfw5yBq8eSkZbOpY3SQUmEfwjH5v5OdGAEKmqqtB3embH7ZrKozWQSouKK9Z0+RBH6KMDgcf0ZMLofCyc78cr3NSOmDmHz0bX0su5PclJKgeVSklPo0ayfXFqOcQ8wePwA+gzpyYJJv+H7wh/LmlVYsH42aWnp7F67r9i6FaGdF0TPMb3oMbIH6x3XEewXjN3kfiw6uJixrUeTUsA1r9OsDnfO3ebF4+ekpbyl24geLDiwiMk/TCT0ZYgsX5BvILPtcgfpOZNbJcGoCYMZNtaeGRMW4O/7ivHTRrL3xBY6NutJUlL+13zckF9QUVWRvVZVVeHCraNcPHM5T94KFcszfcEkHv37pMQ059BvrB19R/Vm+dSVvPYLYvBke1YeWs6gVkMLvOY5lDU3ZfSckTy975bnPXVNdV56veSfk5eZue7XYuvsPPonfhzZjR3TNhLmF0KPSX2YfnA+v7YZT2pSar5lqjaoxvhNjpxae4THl+7T6IdmTNgyjcW9ZuHn6gPAgLlDqGVtxbYp64kMDKd6k1oMXzaGhJgE7p6+CUCAmx93Tt4gJjQKTT1tek62Y/rBBUz9fjSZGUWflFPUZ78ia6/RpSnt5ttzec5egh57U3+gLb33/cJu2+kkfES3REeDzmtH8+ruM7Q+GJOoqEuIC4rE+9IjbKb1KRGdhfH4dSR9G1amdll9soEtN5/jcOgOpxzao6uuWmC51VfcueUbxpS2tbE01iXxbTqRifn3ly+FSF2dDP8AUi79g97smYUXALTHjUXSojkJW7eR4eePSEsTpTJlvrDSglGEcYtg4P9H2LEjdxbL2dmZ7du3y6Wpqhbc4YuLhobGF6u7uBw+fBqAMmWKbiS+fh3EL9MWAtDjpx+/iK73qTPqR7yP38bz0A0A7s7dT4XWVtQc1I6Hy44VWC41Kp7UN4n5vmfSyJJwF198Tt4FIDEoCp+Td6j0Y+MS013d4UcCjt3G/+B1AJ7M2Y9pm7pUGWyLu9PRPPnTE1JIT8gdIBo2roaWhQn3J2zNk7fJmlG8PHYbRKDRpUmJaX6fkWMGsXHdTi6clQ6gJ46ZiYfPXXr27sKBvflf99523di0fhdX/pEO9Pb9fgSb1s0ZPW4I4x2mA3D18i2uXr4FwPotTsXS2HZEZ+6fuMm9I9cAOL5gD9+1qouNfQfOrjicJ7+1fXviwt9wfMEeAML9grGoZ0m7UV1lBn7lhtXwuOqMx1WpcRATFIn7FWcs6lWV1fPozzty9Z5asp8W/dpiVtOCF7eeFus7fYgi9FGAn0f2Zd+mP7h2QfrbL5j0G/+4n+OHnu05deBsgeWys7OJjowp8H2rRrW5ffkuty/fAyA0KIxb/9yhdv2aJaJbEdp5QXQd3p2TW07w71/Sa7N+ylr2u/xByx6t+Ptg/is+ayatknu9ddZmmnZoRoPWDbiwN9fAz8zMIjYy9ovoHuzQnx0b9vL3eWm//XX8fO6/uEzXXj9wZH/+K3txsfFyr7v1+hF1DXVOHJJvW2KxmLXbnVjjtIVm1o3QN9ArUe29h//Eoc1HuXVReg9YOmUFp12PY9ujLecOXiiwnLJYmbmbZ7F7+R7qtaiHroGO3PsPrj3kwTXpPWjGml+KrfOH4V04v/UUj/+Srpptn7qRzU/20Lx7S64fyt8zoOOwrrz414Ozm04CcHbTSb5rXpuOw7qwZaJ0kG7ZsAZ3T93kxb8eAEQF3aC1XTuq1LeUGfjv1x8VFMmJVYdw+nstRuYmhPmHUFQU9dmvyNobjfgRjxO3cTsi1X11/n4qt7Kivn07bq0oWPePK0ficeI2IpGIap3k9YS5+RPmJvXOaTauW4lp/Rhbf7aWe/1b98ZYrzqLa2A0raqVzbfMy+gEjjz249jIdlQ2zO2fNb6o0ryk3X9A2n2p10z2zMK9M5UrVECjV0+ihg4j89V73ls+BXuhfWkUYdwi7MH/j6Cnpyf709TUzJOWY4QHBASwYMECBgwYwLBhw9i2bRspKblG17p161i9ejXHjh1jxIgRDB48mO3bt5Oenl7gZ+eUyfm/j48P58+fp2/fvvTt25fY2FjS09PZsmUL48aNY8CAAUyaNInz58/Lrfz/P6KkooxRnUoE3XSXSw+66Y5JI8uPlu15cTH2zpvocmQm5Vp8J/de2ENvytSsiHGDKgBolStDxfYNeH29ZIwzJRVl9K0qEXZDfqUm7KY7hoXozqHygDbEeQYS/dhHLr3qYFvUjHR5vu50iWjND/OKZpiYGnHz2l1ZWmrqW+7fe0zjpvULLKcqUeVtqryrYGpKKk2bNyxxjcoqylSoXRnP2/LX2PO2G5UaVsu3TKX61fLkf3HrKeZ1KqMkVgbA77EXls1qYVKlHACmVctTrXktnl13LVDH9z+3IyU+maDnL4v5rRST8uZlMTQpw/0bj2Rpb1PTcLn/FKtGH3dtlKhJOPfoOBecT7J2/3Kq15bvH64P3Wj0fQMqVjUHoFI1Cxp934C7V/8ttm5FaOcFYWJugoGxAS63XGRpaW/TePbgGTUafveRkvKIVcWoSFRIjJM3KkzNTfj94T523NnFtE2/YmJuUiK6K1Qsj7GJIXeu57prvk19y+N/XajfpG6R6+k7sAe3rt4jLCRcLn3qrLEEBYZw+uj5Akp+PmXNTSljUobHtx7L0tJS03B74E6tRh+fcBoxfShhgeH8fSKvx0FJY1TBBD1jfdzfm2xMf5uG18PnWDasXmC5qg2q4X5b/j7nfssVy4a5Jo7XoxfUt22MQVnp6qBlw+qY17TA7YYL+SFRl9CyT1uigiKJCooo8ndQ1Ge/ImtXUlHGtE4lXt6S1x1w253yDQvWXW+gLZpGuvy7seS3IJUUSW/TycoGHXWVAvNc9w6lvJ4md/3C6bz5Ej9uusScs4+JKcDj5VtBzfp7MkNCkDRpguGRQxgdPYLurBko6ZXs5OZ/DWEF//+I5ORkfvvtN2rWrMnSpUuJU136fAAAIABJREFUj49n27Zt7Ny5k4kTJ8ryPX36FBUVFebPn09kZCRbt25FU1MTe3v7Qj9j1KhRhIaGYmlpSe/evQHQ0dEhLS0NIyMjpk6dira2Nt7e3uzYsQNdXV1sbGy+2Hf+1lEz0EZJrEzKB27PyVFxlDfK33BIDo/l1ozfiXzqj7KKGMte1nQ5MpNzfX4j9N3+d7+z91HT16LbibkgAmUVMd4nbvPgAxf5z0X1ne63UfKrTqmRcZjY1Cq0vIq2OhW6NsFtqfyMuW6NCtRy7MmVzvPJzvpykz/GJoYAREbKu+RFRkZhWrbggf6Nq3cYOWYQ9+48xN/vFTatmtOpa3uUlZVLXKOWvg7KYmXiP2gb8VFxVP++Tr5ldIx08bybN7+yihgtfW3iI2O5vPUMappqzL68muzMLJRVxFzaeIrbf8ivetVu24ChGyehoq5KfEQsmwYuKXH3fEWhjLF0sB8dJb8SHxMZg1FZowLLvfJ7zaIpy/B57ouGlgY/j+jD7rNb+LndUAIDggDYt+kgmloaHL95gKzMLMQqYnav28eJfcUfTCpCOy8IfSPpykhslPwqe2xULGVMi+6aaT9tIKnJqTy8nLvP2tvFi/WO6wjyDULPUJc+E/qx/NQqJtiOJSE2oVi6Dd+1lagPvDaiIqMxKWtcpDosKpvT9PtGjB44VS7dunUzOvXoQLc2X8a908DIAIA3kW/k0t9EvsHQ1LDAco1aNqR119aM7Dj6i+j6ED1j6cA+/oO2ERcVi76JQcHljPSIi5S/h8VFxqFrlGsoHFiwm6FODqy/v5OM9Axp2vxduF5zlivXbuAP9Js5EDVNdUJ8g1jafz4ZaRlF/g6K+uxXZO0a+lLdSR/qjoxD8/v8dRtWN+P7ST/xx08LvuiYpLisuOxGdRNdrMoXfG8MfpNEaFwyfz8PYlHXRoiANVfdmXjsX/YPaY2SSPT1BH8CyuXKoWxiilq7tsQtXQbZ2WiPHYPeMidixoyD//OFwoIQDPz/I27evEl2djbjx4+XueyPGDGCpUuX0r9/fwwNpQ9wFRUVRo8ejaqqKhUqVKBfv37s2bOHfv36IRZ/vMloaGggFotRVVVF773ZNTU1Nfr0yd2bZGxsjK+vL3fv3s3XwL9y5QpXrlzJk/4x7Oy6s2FjrqvoTz2GcO/eo4+U+Hb48P4kEokK9G6I8w8lzj83KE34E1+0Kxhi5dBZ9qAs26wGDSb14M7svUS4+KJjYUqLhfY0mtaLx6tOlqBueY2iIj4gKvayRqSkxKsTua7gSqpimm8bj+uiQyQFRpaYRoCefbqwcu0C2Wt7uzFA/vo/5lUyd4YTqzYs4tYDqffJy4BAjh48jd2An0pUrxz5aeQjD7Q8+d8lvyvTsGsLmvRsyb5JGwn1DqR8TQt6zx9CdGAE/x67Livn/e8zlnb6FS0DHVr0a8uwzZNZ/dNc4ovh1qwoffSHnu2ZtSI3+M3kgVK39DyXvZD24u78DHfnZ7LXbo88OHTld+yG9WLV3PUAdOjejk69OzJn7CL8vAKoXtsSx0UTCXkdypnDBbtE54cit/NWPVozZmlunJjFQ6SujPm156J6fnUZ1o2OA35kXv85pCTmeqo9uZFrrL0CvJ54sf3OLtr0bsfZXZ82sdKt148sWp0bSHFU/0nvZH/aNX8fu4E/ER4WyY3LufdHfQM9lm1cwFSH2cTHFW8SIgfbn9oydVlugL6Zg+cA+YyXP3LP0dHXYfqaX1gywSmPl0RJ0aJHS4Y6Ocherx762zudH1xjRHn76IcU0p46DOlEtYY1WDPMiajgSKo3rcnPswcTGRSJ+83cVfx7f97C4/ZT9Iz16TSqOxO2TmNxz1mkpabxKSjqs1+htRfxPq6sKqbbpvFc/+0QcSU8JilJVl12wzUwmj2DWqGsVPAYLCs7m7TMLH7r1oiKZbQB+K1bI7pvu8yzkDfUKV/w5FipIhIhkqgSt8SJzCDpxHjcEieMDv2BSo0apL948UU/XlHGLR8iGPj/RwQHB2NhYSG3H79GjRpkZ2cTHBwsM/ArVaokl6datWqkpaURERFBuXLlPvvz//rrL27cuEFUVBRpaWlkZmYWWJ+trS22trYAbNxQtNnbCxeu8OhRrvtdSEjYZ2v9WqTGJJCVkYmGkXzkU/UyOnlmxz9GhIsfVbo1k71u/EsffM/8i+fhGwDEeAahoiGh5YrhOK89TXYxA0qlvdOt9oFuiaEOqZGF6648oA1BFx+R9l6wHTVjPXSrm9Fk7SiarB0FSCO+i5SU6BO4n1v2Kwn/wCWwqPz91zWePM51XZdIpO3b2NiQkODcdmJoWIaoyIID7URHv2HogAlIJKroG+gRFhrBnAWOBL769OjJhZH4Jp7MjEx0jOTd0LTL6BS4kh4fGZdPfl0y0zNIerfvscfMAVzdeR7nc9J9zSFegRiUN6LD2B5yBn5ayluiXoUT9Sqcly4+zLu+jhb92soC8X0OitJHb/19B48nuVHXVd8FPytjZEB4SK4broGhPjEf2V//IVlZWTx/6kWFymaytIlzx/DHtiP8c+YqAH6e/pQ1M2HIBPtPNvAVsZ3n8PDyA7xcciNZq0ik11zPSJ+o0ChZum4ZvTyr+vnRZVg37KfZs3DwAnyefvz0h9TkVAK9X1Ou0qc/365euonrk9z7Us6z08i4jJx7fRlDgzyr+vmhoiLmJ7suHP3jtNwpCpY1qmBiasS+k1tkaUpK0l2WL0If0Mm6LwF+RYt0n8Pdf/7luUtukNOcdm5grE9kaK5Bo2+ol2dVP4dKNSwwNC3D6sMrZGmid0bGlZeXGNp2BIH+QZ+k60OeXH6Ir0vub5gTjFDXSJ+Y0Nx2rGOoS9xH2kZsZCy6xvL3Rx1DXZmXlIpElb6/DmDj2FW4XJVuUwj0fEXFmpXoNKqbnIGfkpBMSkIy4S9D8XXxZrvbfhr/2Fy2T78wFPXZr8jak99IdWt+oFvDUIfkfHRrGuthWM2MTqtG0WmV/Jhkmt8+TgxZycvbHsXSVFxWXnbj72eB7LRviZm+5kfzGmqpIVYSyYx7AHMDLcRKIkLjk79ZAz8rOprsjAyZcQ+QGRREdkYGSibG8IUNfEUZt3yIYOD/H5GdnV3gCmtRV14/lxs3bnDw4EEGDRqEpaUl6urqnD9/Hg+Pkrs5JiYmkZiYVHjGb4is9Ewi3QMwa1kb/wsPZenlW9Ym4GLRZwjL1KpIckTuwEasrprnYZiVmVViv3NWeiZv3AIwbVWHoPO5uk1b1iawEN0G9augX7siLvMOyKWnhL3hUuvpcmlVh9hi0rIOd4etLdaqflJiMkmJ8kdrhYdF0rJNC1xdpG1QIlGlafOGLJq3stD63r5NIyw0ArFYTOdu7Tl7uvAjXj6VzPRMAj38qWFdB5eLuft5a1jXkQXM+5AAF2+s2ssHAKphXYfX7v5kvYvurKouyRMxPDsrSzYoLwiRkgixasH7+4qCovTR5KQUkpPkjdmo8GiatmrM86dSg0hVokq9plZsWLwlvyoKxLJmFXye5QYHUlNXy/N7ZGZmIVL69BA5itjOc0hJSskTpT0mIoZ6NvXwdZPG6VCRqFCzSS32Ov3+0bq6jehBf8cBLBq8QO54vIJQkahQvqoZ7v/mjf5eGElJySQFyEfGjwiP4vvWTXF3lX62qkSVRs3qsXzB+kLra9+5Dfpl9Dhx8IxcurvrszzH5U2ZORZdPW0WTF9O0OtPn3zJ75pHh0fTyKYhXu8mRVQkKtRpUpvtS3bmW4eXqzdD242USxv+yxC09bRZN3sjoYHFHwynJqWSmiRfT2zEG2rb1CXAzVems3rj7zjstL/AenyfeFPbui4Xt+de29rWdfFxlvZpZRVlxKoqefpjVmaWbDIlP0Qi6T9iSdHvj4r67AfF1Z6VnkmYewAWNrXxupir28K6Nt5/5dWdGPaG39vLB4GrP8gWC+vanB61jrig0l3VX/7PU/5+HsQuexsqGWoXmr9ehTJkZGUT+CaRCvpaAATFJpGRlU1ZnW83WHaahwdaYjHK5cqRGSINYqlcrhwisZis8PBCShcfRRm3fIhg4P8fYWZmxv3790lLS5OtMnh6eiISieRW0l++fEl6ejoqKtKHlY+PD6qqqhgbF23/oFgsJitL/ibt6enJd999R4cOHWRpYWFffhZMX1+XChXKo6srjRhauUpF4uLiCQ+PJDxcenPeuVMaIHDkSEdZOSsraUAhbW0tsrKysLKqSVpaGp4fOTv6c3Hf8Rdt1o8hwtWfsEfe1BzYDk0TfZ4fkK7otVkndU28Pnk7AHWGdyQhKIoY7yDpXrae31Pph0b8M3KdrM5XV1ywGvkjkW4BRLj4oWNhQuNfevPqqkuJzOADeG3/i6YbxxDj4kfkI2+qDmqHmqk+fvuluptukO7HfDBxm1y5KgPakOAXSuS/8rOu2RmZxHnJr/SkRsWTlZaeJ70k2Ll1P5McHfD1CcDf9yWTp40mKSmZUydyg1cdP/M7Ls7uOC2SRliu39CKsuVM8HB7QdlyJkybMQ4lJSU2b9gtK6OhqUGlytKAaSIlJcqblaNWnRrEvokjOCiUT+HargsMWjOel0/98H/shbW9LbomBtw+KA1kNXC11KX5gONmAO78cZmWgzrSa95g7hy8QuVG1WnauzV7J+YaFu5XnWk/pjvRgRGE+gRhVsuCNsM7/4+9cw+rKW3/+Hd3UCodt0onSSVSDCGnIsx4HSZCjcNoCGkwM45JLwohSSQ1QiiR0FAZmgY55pBUmo6ETnSQpPNh798f+7eXtr0r5p1pPZv1ua73umqtxXytd61nPffz3Pf3xv0oniO6rEJXjHf+Fo+vPERV6RsoqCrCav43UNZUQ/LF/9347UPE4R0FgFOHIrHg5/l4/uQF8p8WwOkXR9TV1OFy1HtTscDIvfgrJRMHtvPe1cWrfsDj5AwU5BVAvps8vnOaCaO+vbHT1Zf6Mzfj78Bx+VwU5b9EXvYz9DEzwlxnB1w8888E0+LwnLdFzJELmLXcAYVPC1GcVwz7nxxQX1uHG+ff75JuOeWF3JQchHnzWgpOd7bD3LXfw+8XXxQ/K4Ly/2e0NNY3ovYdLxD/wX0hHvx5H2XFZVBWU4L9z99Btqssrp698o/oPn7wJFxWLkRe7nM8e5qPH1c5oaamDjHn3v9/evxcENIe/QXfbQECf9Z+3nQk3rgvlC1RV1uP3KynAsfeVb2DlJSk0PH/hbNHfsO8FbOR/7QABXmF+P6nOairqcef569S1/hG7EJmShYO7wxBfV09nmc/F/g7qqtqICklKXBcVk4W2vraAHiLhRra6ujdrzfeVVahtPjTA6XLR2Jhu3wGXj4txKu8l7BdMRP1tfVIvHCDumb9SQ/kpeQiclc4AOCPo7Fwj9yGqT/aISnuHiy+GYa+w/tj20xef/b66jpkJqbDYT3Pt+F1URlMhpli1AxrROzgLUir99TEkP8Mx1+3UvGuogqqPdQwxcUOzY1NSLmSJCy0HcT12y/O2pMOX8JkPxe8TM1DYVIOBs4dBwUNFaSE83RP2sPT/fuqg+A0t6A8R3DuUVtehebGJoHjEtKSYBvxnm0pmS6Q764E9X56aKxpQOWLfycA3X45BRcf58NvliUUZbug/P9b3cl1kYJcF15o538tHenFbxA8l1cGa9lLHX01leERm4y1E8wB8DIAzLRUYKr177QjFgWra1dIar8fCyQ01CFlaAhOVRU4paVQWLIY0n1N8GYl73vfmPQQTdnZUFq/DlX7eeOl4orlaPwrA01Z2W3+d/5NxGHewgT4XxDW1tY4d+4cDhw4gBkzZqCqqgpHjhzByJEjqfR8AGhsbMSvv/6K6dOno6ysDBEREfj66687rL/n0717d+Tm5qKsrAwyMjLo1q0btLS0cPfuXaSlpYHNZuPGjRvIzc2Fisq/O6hMnjwBB4Pft00KDPQGAHh57cV2L96HRUdXW+jPJd79XejvefGiEP36jhK69n/lacw9yKh0w6CfbCGnroyK7EJcmu+D6v/vJa+gLWhuJNFFCpYb50BeUwXN9Y14k12E3+f7oODqe6fZ5H3nAS4XQ9bOhHwPVdRXvMOL+Ee4304bmE+lIPouZFQU0O+XaZBVV8bb7ELcnOeD2kJeOq2cCLMXKXlZ6E4bjow9/55D/scSsO8wZLvKYIfPRigpK+LRwzR8Z7dIoDe4fi89gdRmWVkZrHf/CXr6uqipqcXV+BtY7uwqUBM78CtTRMW+30Vat2EF1m1YgdMnf8PPP76v1f0YkmMTIa/cDRNXTIdidxW8zClA4IKdeFPEu8eqH9zj14VlCFqwEzM2OmLU3Al4W/oGZz2PCuz4n9l8FFNWO8BhqxMU2EqoKn2DOxFXcMmfV+PY0tyCHsY6GG4/BnLK3VBb+Q4v0p5ir4MHirMEd4f/CcThHQWA4wdOQkZWBq7bV6GbkgLSH2Vi+XerUNtqB1RHX0sghb+bUje4+6yFWndVVL+rQXZ6LhZPX46/Ut4vbvm4+2Gp6yKs37kKKmoqKC99jd/CY3B4z7F/RLc4POdtERV0Dl1kZeC8zQUKigrIScnG5rmbBHadNfU0Ud4qQPzP/MmQ7iKNdYGCO29XzvwJ/9W854ndg401AWvRTUURVRVVyE7Owrppq1FW9M/syAXvPw4ZWRls9l4PJaVuSE1Ox4JZy1BT8/6e6+nrCDnk6/bUxvDRQ/DLkn/m/v0dIgJPQ0a2C37ethzdlLohMyULa+euF7jnWj17fHJQ3meAMfaeeb+wtWCNIxasccTlyD/gvarjbJIPufjrb+gi2wWOW5dATlEeeSm52DVvC+pbOYKr62miovh9eUfuw2wcWLEHM1fPht1KB5Tkl+DAcl88TXnfyeXAij2wXzcPLvt+gYKyAsoLy3DONwLxx3jjTXNjE/oON8Wkxd9CTlEOb8vfIvt+Bjynu+HtJ/qTiOu3X5y1Z8Xeg6xKNwxfbgt5dWWU5xTi7A8+qPp/3YpabZtJtoWChgp+uPS+RltFXwMD541DfmImIr7z+se0tybyIa8t35JwwZa2zqNN4GLFCyLLqutR8Ob9zrMEiwV/++Hw/iMNC8NuQEZKEpa91LFmvFmnGuxJ9+kDVf/3CzvdnBaim9NC1F26jLc7dkJSTQ1SWq2++Vwu3qx3g+JPP0F1vz+4DQ1oTErCu4BA2gz2xGHewuJ+6X3KPkPu3r2LPXv2IDJSeFB89uwZjh8/jtzcXMjIyGDo0KFwdHRE165dAfDa3LW0tEBbWxvx8fFoamrCiBEjsHDhQmrXn3/N6tWrRf5eWFiIAwcOoKCgAI2NjQgODoacnByCg4ORlJQEFouF4cOHQ1FREXfv3sXevXuFdLZGXk7/H7w7ncce1X8n0Pi3UW4R3yHh57pkuiX8LWYqm9Mt4W9ztPRexxcRSF8lXbol/G0K68o7vohAhin2plvC3yaj7p/JSuhsdGTIrKv9GHQkO047JpFRLeSmO3+uvO28Bh//OCu2iue36O3hfz6jr7PonfScbgl/m5ra5x91HRPgMwjwYbBOAkyA37kwAX7nwwT4nQ8T4Hc+TIDf+TABfufDBPidDxPgdz5MgE8PHxvgf7qLDwPDR1BeXg4HBwfk5//zKb0MDAwMDAwMDAwMDAwMwjABPsO/Qnp6OiwtLaGnp0e3FAYGBgYGBgYGBgYGhi8CxmSPQYBffvnlH/l7Bg0ahKFDh/4jfxcDAwMDAwMDAwMDAwNDxzABPsO/gqKiIt0SGBgYGBgYGBgYGBgYvigYkz2GL5o///wT48ePp1vGJyOuugHx1S6uugHx1S6uugHx1S6uugHx1S6uugHx1S6uugHx1S6uugHx1S6uugHx1U6KbqYGn+GL5s8//6Rbwt9CXHUD4qtdXHUD4qtdXHUD4qtdXHUD4qtdXHUD4qtdXHUD4qtdXHUD4qtdXHUD4qudFN1MgM/AwMDAwMDAwMDAwMDA8BnABPgMDAwMDAwMDAwMDAwMDJ8Bkh4eHh50i2BgoBMDAwO6JfwtxFU3IL7axVU3IL7axVU3IL7axVU3IL7axVU3IL7axVU3IL7axVU3IL7axVU3IL7aSdDNmOwxMDAwMDAwMDAwMDAwMHwGMCn6DAwMDAwMDAwMDAwMDAyfAUyAz8DAwMDAwMDAwMDAwMDwGcAE+AwMDAwMDAwMDAwMDAwMnwFMgM/AwMDwGXH27Fk0NDQIHW9sbMTZs2dpUMTAwMDAwMDwb9Hc3IyAgACUlJTQLYWBEJgAn4GBgeEz4syZM6ivrxc63tDQgDNnztCgqG3y8vLA4XCon9v7HwMDAwMDj+bmZroldEh5eTlE+XhzuVyUl5fToOjzRUpKCklJSWCxWHRL+eJpbGxEWloaysrKaNUhRet/nYGBBsrLy6GkpARpaWmB4xwOBxUVFWCz2TQpa5+LFy/C2toaCgoKdEv5JKqqqgAAioqKAID8/HzcuXMHOjo6GDVqFJ3SPltEfeSfPXtG3LPj5uaG4OBgKCkpwc3Nrd1rT58+3Umq/h7iOq4APO1qampCzw2Xy8Xr16+J1s7QuTx8+BCDBw8WeS4qKgp2dnadrOjjEdd39Pfff4eqqiosLS0BAEFBQbh+/To0NDTg6uoKLS0tmhWKZtmyZdT43prq6mosW7aM6DH9zp07kJeXx4ABAwDwMuP+/PNP6Orq4scff4SKigrNCoWxsLBAUlISJk2aRLeUT+bu3buQk5ODubk5AN5YcuXKFejo6MDFxQXKyso0K2ybAwcOwNDQEN988w2am5vh5uaGwsJCSElJYc2aNfjqq69o0cUE+AxfHMuWLYOOjg5cXV2hrq5OHa+qqiL6o3Px4kWcPHkSgwcPxrhx42Bubi4Wq7V+fn4YPXo0bGxsUFVVhc2bN0NFRQWXLl3CmzdvMHXqVLoltklGRgakpaVhZGQEAEhISMCVK1egq6uL+fPnQ1ZWlmaF75k/fz71PCxfvlzg2eBwOGhsbMSECRPokieSgIAAauEnICCAZjX/G+I6rgDiPRG/du0abt++jfLycqFdTZKfqebmZkRFRbWpndR77u/vDzc3N5iYmAgcj4qKQkxMDNEBvri+o5cuXYKLiwsA3jcpMTERP/30E+7du4fQ0FCsX7+eZoVtI2qOUl9fjy5dutCg5uM5c+YMfvjhBwC87LLffvsN9vb2SElJQWhoKH7++Wd6BYpAW1sbZ86cQU5ODgwMDCAjIyNw/ptvvqFJWcdERkZi/vz5AIDnz5/j3LlzmDFjBlJTUxEaGoqffvqJZoVtk5qaiv/85z8AgKSkJNTX1yM4OBjXrl3DmTNnmACfgaEzUVdXx4YNG7BmzRqhiQqpHDhwAKmpqUhISMCuXbugqKiIMWPGYOzYsQKTFdJ48eIFnJycAPBWaTU1NbFjxw48ePAAJ06cIDrAP3bsGGbNmgUAKC4uRnBwMGxsbJCVlYWwsDAsXryYZoXvWbhwIQDe7s53330HOTk56pyUlBTU1dVhbGxMlzyRdO/eXeTP4oo4jit8xHEiHh0djd9++w0TJkxAZmYmvv76a7x69QqZmZlEjysAEBERgcTEREybNg3Hjx/H999/j9LSUty5cwcODg50y2sTJycn7Nq1C5s3b0bPnj0BAOfOnUNsbCzc3d1pVtcx4viOVlRUUN/4hw8fwtLSEiNGjICenh42b95MszphQkJCqJ9PnjwpMIZwOBw8ffoU+vr6NCj7eMrLy6nMiPv372PIkCGwtbXFgAED4OXlRbM60Vy6dAnS0tLIyMhARkaGwDkWi0V0gF9WVgZtbW0AwL1792BhYQE7Ozt89dVX2L59O83q2qempoZaHE9JScGwYcOgpKSEESNGICoqijZdTIDP8EWydOlSXLt2Ddu2bYOTkxPGjh1Lt6QOYbFYGDhwIAYOHIjq6mrcvHkTCQkJ+O2332BqagobGxtYWlpCUlKSbqkCNDY2Ujvdjx8/ptI7e/XqRXwdXklJCfT09ADwFifMzc2xaNEi5ObmwtfXl6gAf8yYMQB4E9g+ffoQ9xx0xIcTEj4sFgvS0tLQ1NQkrsTgQ8RtXBH3ifiVK1fg7OwMS0tLXL58GRMnToSGhgbOnj1Le/1jRyQmJmLx4sUYOHAgwsLCYGFhAU1NTejo6CAtLY24bBs+VlZWqK6uhpeXF7Zs2YJbt27h4sWLcHd3h6GhId3yOkTc3lEAkJOTQ1VVFdhsNtLS0vDtt98C4C3cNjY20qxOmIKCAurnoqIiSEm9DzWkpKTQq1cv4hfgpKWlUVdXBwBIT0+nnhM5OTnqOGkEBwfTLeFvIy0tTXkHpaenw9raGgAgLy9P7P3mo6ysjIKCAqioqCA1NRVLliwBwFsgp3MexgT4DF8s06ZNg46ODvbv34+ioiJMnjyZbkkfjYKCAgwMDPD8+XMUFhaitLQUR44cwYkTJ/Djjz/CzMyMbokUPXr0wL179zBs2DCBycnbt28hLy9Ps7qO4ZvApaenY+jQoQB4A/q7d+/olNUmnp6eItOt3717h0WLFhGbhurp6dnueRaLBQsLCyxfvpyo0ogPEadxRdwn4q9fv6aCyi5dulATwVGjRsHNzQ1Lly6lU167vH37Fjo6OgAAWVlZ1NbWAgAGDhyI8PBwOqV1yKRJk/Du3Tu4ubmBxWJh48aNMDAwoFvWRyNO7ygAmJub4+DBg9DX18erV6+olN+CggIis/c2b94MLpcLPz8/uLi4oGvXrnRL+mRMTEwQFhaGPn364OnTp1i1ahUAXiafmpoazeo6pra2Fl27dhWLMk6Ad79PnDgBExMTPHnyBCtXrgQAvHz5kvj7PXbsWPj5+UFVVRUSEhLU/PvJkydUVgIdMAE+wxeNhYUFtm7dCh8fH+Tm5tItp0MqKytx/fp1JCQkoKysDEOHDsWGDRtgamqKxsZGREZGIigoCIGBgXRLpZg5cyZb3p7NAAAgAElEQVT27duH0NBQmJmZUfXsqamp6NWrF83q2sfQ0BDnzp2Dubk5MjMzqZXZsrIyok1fRNHU1CQQwJHG+vXrceLECUyfPp16RnJzc3H+/HnY29uDxWLh+PHjOHnyJFWOQCriMq7w03sDAwPxww8/CJR1iAPKysrUzmb37t2Rk5NDBUGkT2zZbDZl7KapqYmUlBQYGBggJyeHuLKI2NhYoWPy8vKQlZVF3759BVKCp0yZ0tny/hbi8o4CvLKIiIgIlJeXY/Xq1VQm07NnzzBy5Eia1YmGy+XiwYMHsLe3pxayxAknJyccOnQI9+7dw+LFi6GqqgqAl4LNN94jjZaWFpw9exZxcXGora3Fvn37oKGhgVOnTqF79+4YP3483RLbZOHChQgODsbNmzfh5ORE3e+HDx8StWElipkzZ0JHRwfl5eUYPnw4Nc+SkJCAra0tbbrIne0xMPxLsNlsSEi87xCpp6cHLy8v+Pr60qiqY3bu3InU1FRoaWlhwoQJsLKyEkhZ7tKlCyZPnoyYmBgaVQozbNgwBAYG4s2bN1TNJgCYmZlh2LBhNCrrGEdHR/j7++PBgwews7ODpqYmAF56bZ8+fWhWJ0jrSXh8fLzALjeHw0FmZiatq8kdERERgR9++EHgY66hoQFFRUWEh4fD29sbEhISCAkJITLAF9dxhU9bNfghISH48ccfaVDUMf3790dSUhIMDAwwduxYHD9+HImJicjLy8Pw4cPpltcuQ4cORXp6OoyNjTFp0iTs27cPV65cQUVFBZXlRAqXLl0SeVxCQgLZ2dnIzs4GwHuGSA7wxfUdlZOTEznm2dvb06Dm45CQkACbzRaLdn6iUFNTE2leyDfeIxG+aeeiRYsQFBREHdfX10dsbCzRAT6bzcaGDRuEjpP4rRcFv8NFa/hlk3TB4opqUsnAwEAcQUFBGDduXLtGafz+sp+DYRnJNDY2QkJCgqgd8WXLlgHgmQPxU8X48E327O3tqd1x0pg7dy527doltAhRWFgIV1dXhIeHo6ysDL/88gvxKczihoODg8iyjqqqKixZsgQRERE0KWsfDocDLpdL1TneuXMHWVlZ0NLSwvjx44l6PzsiJycHOTk56NGjR5tt6BgYKisrhYJmUtv7JSQk4Pbt21ixYgXVLYXh32PFihVwdnZG//79MX/+fPj4+EBDQwNFRUX473//i6NHj9It8bPl0aNHiIuLQ0lJCdzd3cFms3HlyhWoq6vTloEgPl8/BoZ/AXH6WPLb5LQHi8UiMrgvLi7G3bt3RbaDInV3sD1IS6EFeF0WAF4te+s0TnFBR0cHUVFRWLp0KdWnuqmpCb/99huV4vn69WtiSyMKCwshISFBOS+npaUhISEBurq6sLW1FVhwIYXq6mrw1/hramoEDIE4HA6Sk5OFgn6SaG5uFngXR4wYgREjRgDgPSuk1262xtjYmLguFx3BN8Ui2ROjNeL4jgK8euqQkBAkJiaK3BEn1VclJiYGpaWlWLp0KdTU1ITatu3evZsmZR0jjm0sKyoqoKGhIXScy+USn0nR3NyM8+fPt3m/T506RZOyjrl58yYOHToEGxsbPH78GC0tLQB439Do6GgmwGdg6CzE9WN59uzZNs916dIFmpqaGDhwIO3BZ15eHvT19anJUnJyMnx9fdGrVy/k5ubC1NQUL168AIfDIb5N0erVq9ut5SVxgtK6bZI4TcAXLVoEb29vLF26FLq6umCxWMjPzweLxaJSJUtKSoht9RMUFIRJkyZBS0sLr1+/xq5du2Bqaoq4uDjU1dVhzpw5dEsUgt++EgBlatQaFotFdBrw7t274erqKuRUXF5eji1btsDf358mZaK5d+8eBg8eDCkpKdy7d6/da0kuX7p8+TIuXLiAiooKALx0ZltbW2LfTT7i8o7GxsZCT08P5ubmAIDQ0FAUFBRg7dq12LFjBzw8PJCdnY24uDg4OjrSrLZtRKUtk8rVq1fRu3dvqowwIiICd+/exbRp03Do0CEsW7YMWVlZuHfvHmbPnk2zWtHo6OggKytLaJPn7t27xHVDuXbtGgwNDaGrqwsAiIyMxO3bt/Htt98iJCQES5cuRXZ2Nh48eEB021CA167V2dkZI0eOxNWrV6njRkZGiIyMpE0XE+AzfPZ8Lh/LxMRElJeXo6GhASoqKgCAN2/eQEZGBoqKinj9+jWUlJTg4eEhchW3s8jIyMDJkyexZs0ayMrK4vTp07C3t4etrS0cHBywadMm1NfXw9/fH/369aNN58fw4QSlpaUFz58/R3Z2NtGTWXGcgBsZGSEgIAA3b95EcXExuFwuRo4ciVGjRlELFPzWOSRSVFREmUYmJibCyMgIbm5uSE9PR1BQEDHBQ2v4btdbtmwRyvqQkpICm82mzI5IpK6uDvv378cvv/xCHSsvL4enpyeRu+F79uyhSiH27NnT7rUkLTQHBgZiwYIF6Nq1K6KionD+/HlMnTqVWqDNzMzEyZMnUVdXh2nTptGstm3E5R3t168f/Pz8MHPmTFhbWyMlJQW//PILdb9NTEzQt29fqKqqIj4+nthAetasWXRL+Gi6d++OnTt3YtmyZejfvz8SExOxZMkSDBgwAIcOHYKVlRWsrKygq6uL1NRUIuvZ7ezs8Ouvv6KyshJcLhdJSUkoLi7GtWvXsG7dOrrlCaCmpobt27djxYoV6NevH+7cuUO1DQ0JCcHYsWMxduxY6OnpIT09HV9//TXdktvk5cuXIr83rbuj0AET4DN89nwuH8upU6fi5s2b+PHHH6nU09evXyMoKAijR4/GoEGD4Ofnh+PHj9M6mE+ZMgXNzc3w9PTEjh07UFxcTN1TCQkJNDY2QlZWFg4ODti5cyfRpkxtTVCio6OJ7bMtzhNwWVlZYvt/dwSHw6FqvtPT06lWVpqamqisrKRTWpvwF9gCAgKgpqZGbIpyW7i6usLDwwNHjhyBk5OTQHC/fPlyuuUJ0TpoJymA74iqqiqqlCM+Ph5LlizBqFGjqPNmZmbo0aMHTp06RfT4Ii7vqIGBAbZv347AwEBYW1ujpqaGKh2Uk5PDu3fvoKioCBMTExw6dIhmtR2Tnp6OwsJCAICuri5MTU1pViSMmZkZNm/ejICAAGzbtg1v376l/GBkZGRQU1MDeXl5DBo0iFhPkmHDhkFSUhJRUVFobm5GWFgY9PX1sWrVKgwcOJBueQKYm5tj48aNOHDgALy8vFBZWUmV4snIyKC2thZycnIYPHgw8WOliooKXr58KZQ5kZmZSRkz0wET4DN89nwuH8szZ85g3bp1AnWlampqmDdvHnx8fGBtbY3vvvsOPj4+NKrkMW3aNCp46Nq1K5qamgC8Hwh79uyJlpYW1NTU0CnzbzN06FC4ubkJpDiTgjhPwF+8eIGYmBgUFhaCxWJBW1sb3377LfT09OiW1iG6urr4448/MHjwYDx+/JjaDayoqCDeYKp79+6orKxEXFwcde91dHTw9ddfE+t5AAAKCgpwd3fHpk2bEBISgkePHqFPnz5YtmwZ8W3yxInWbuJVVVUwNDQUusbQ0BBv377tTFmfjDi9o926dYOrqysA3gJEaWkp2Gw2dHR0cOPGDUyePBmJiYlEe61UVFTAx8cHeXl5VCZQRUUFevfujTVr1hCXHaSpqQkPDw8Agm0se/TogUePHmHUqFHIzs6mvQyyPSwsLGBhYQGAV3tP8jiopaVF3W81NTW8efOGahv66NEjjBw5ksi2oR8yfvx4HD16FM7OzgB4G2+ZmZk4ceIErVksTIDP8EXwOXws3759SwXKrWlqaqImVsrKymhoaOhsaSLhpywZGhoiKysLOjo6GDx4MAICAjBs2DAiW819LJmZmcR+dMR1Ap6UlITdu3ejb9++1G5DdnY2XF1dsXr1amrSQipz586Fj48PYmJiYG1tTS1KJCUloXfv3jSra5+srCxs374dSkpK1Ht78+ZNXLx4Ee7u7kSmu/NRUVGhgvwBAwZQ3SRI5Pr16x99LUnlKI6Ojti/fz8UFRXRo0cP3Lp1CzNnzhS45tatW5R5HamI6ztqbW2N58+fo1+/frCzs8Pu3bsRHh4OLpdLdBuxkJAQSEhIYP/+/VBXVwfA81HZv38/jh49itWrV9OsUBh+hkfrNpaTJ0/GgQMHcPr0aZSXlxO9SN4akoN7PnxDXQsLC6SlpcHIyAiTJk1CQEAAIiMjUVpaSlzb0A+xtbVFbW0ttm3bhqamJnh6ekJKSgpTp07FxIkTadPFtMlj+OKIjY2FhIQEJk2ahEePHmH37t1Uu6WFCxcSW+vj7e2N169fY8mSJTAwMADAM7Q7dOgQ1NTUsG7dOiQlJSEiIoIo87eSkhLU19ejZ8+eqK+vx/Hjx5GTkwNtbW04OjoS7XTt7e0t8DuXy0VlZSWePXuGWbNmCU1ySWDNmjWwtLQU0nbmzBncv3+fiAwPUaxZswZDhw4VMnU7ffo0kpKSiNXdGg6Hg9raWoGFwtLSUsjIyBDtRu/u7g49PT0sXryYStPncDg4dOgQCgoKsG3bNpoVvmf+/PkiJ65NTU2QlJQUKDM4fvx4Z0rrkPnz5wv83tzcjJaWFurfw2/5Jy0tTZT2hIQEjBw5EtLS0rh37x78/PxgampKLdBmZ2cjIyMDK1euxNChQ2lW2z7i+o62prS0FHl5edDS0iI6u8nR0RGbN2+m5it8nj59ii1bthD1jHdEVlYWcnNzoa2tjUGDBtEtRyRz584VOTayWCxIS0tDU1MTNjY2RPoHfEhGRgY1TxwyZAjdcj6KhoYGFBYWgsvlQkdHh3ZzYybAZ/jiEZeP5du3bxEQEIC0tDSBSTh/10pJSQnp6eloaWnBgAEDaFb7eRAYGCjwO4vFgqKiIvr370/sPRbXCfjcuXPh6+srVLP28uVLrFmzBuHh4TQp+/zh72x+uANbVFSEdevWEXXvExISPvraMWPG/Gs6/leSk5Nx5swZODo6wsjICACQm5uL0NBQzJgxA4MHD6ZZYdvk5eUhNjYWRUVFAABtbW1MnTqVMrAjnaqqKpSUlEBfX5/aQSSZ69evY8SIEUJam5ubcfv2baKyPVrTVoCfl5cHT09PogP8qqqqNss28vPziZwr/v777zh37hy++uorgTHl0aNHmDp1KsrKypCQkABHR0fiNrKys7NhZGQk5APD4XCQm5tLdLZnaxPS1tTX1yMkJIS2VtBMij7DF4+6ujqVPkYySkpKcHd3R3FxMeUyrq2tLTAp79+/P40KPz/oGpj/F4YNG4bt27cjNjYWDx8+BMCbgG/fvp3oCbiioiLy8vKEAvy8vDyx2VlLT09vs49v6/aFpCEnJ4fS0lKhAL+0tBTy8vI0qRINyUH7pxAWFgYXFxeB8gcTExP88MMPOHDgANEBvoGBAX766Se6ZXwydXV1CAoKoloU+vv7Q0NDA8HBwVBWVia2JWRgYCAGDhwoNA7W1dVR3kIk0r9/fxw9ehQ///wz5XtUXl6OY8eO0dYb/GPZvn07PDw8hHZhX7x4ga1bt+Lw4cM0KWubjIwMODg4CATv33zzDeLj45Gamoo1a9ZAV1cXcXFxxAX4mzZtojqMtKampgabNm0i2mjv+vXrmDt3rlCA39jYiBs3bjABPgNDZ5Kbm4vHjx+jqqoKHA5H4BzJNW0Az5iE9FrHT+lbSvLA/eeff7aZzhYcHIwlS5Z0sqKPQxwn4OPGjUNwcDBevXoFY2NjsFgsZGVlISYmhsgavMePH8PQ0JD6qCckJODQoUMYOnQo0tLSMGbMGOTm5uLNmzcChockMnLkSAQFBWHevHnUTklWVhZOnjyJkSNH0qxOkOrqaiq9urq6ut1rSfZU4aeFf0iXLl1QXl5Og6JPo6KiQuT388PdWjq5fPkyDAwMqEWU8PBwvHnzBt7e3ti4cSN13eDBgxEREUFsgA+IrqcuLy+HnJwcDWo+jgULFsDHxwcrVqyAiooKWCwWKioqoKenhwULFtAtr13U1NTg7e0Nd3d3qi7/+fPn2Lp1K8aNG0ezOtGkpqZi3rx5QsfNzMwQGhoKABg4cCBRGVmtEfWMV1dX057q3hbV1dVUd5GamhpISkpS5zgcDpKTk2ndnGACfIYvjujoaISHh0NTU5P66IgDISEh7Z4naWFi5cqV1M9v375FZGQkhgwZQk20cnJy8ODBA6InVABvQqigoCDUOvHgwYNITU2lSVX7eHp6wtTUVKgGv7q6Gr6+vsTuJM+YMQOysrKIjY2lFn1UVFRgb2+P//znPzSrE6asrAyhoaHYsGEDVFRUEBMTg0WLFmHs2LG4c+cOXFxcwOFwcPjwYWInKHzmzZsHLpeLoKAgtLS0AOCZTU2YMAFz586lWZ0gTk5O1E5PR10sSF48NDIywtGjR/HTTz8JOIwfP36caFPDZ8+eYf/+/VR6/oeQdM/19fXh5+cHJycnWFhYICkpCWvWrIG+vr7Ad19bWxslJSU0KhXN6tWrKZ2bN28WCiDKysqoVn8kwmaz4e3tjbS0NBQVFVG1yebm5nRL65CVK1fCy8sLfn5+WL16NfLz87F161aMHz8es2fPplueSBQUFJCcnIxJkyYJHE9OTqYWOxsaGoj6HrX2izpw4IBAGQqHw8GLFy+ocgPSaP39aT3n5cNisWid4zIBPsMXx6VLl7BgwQJa3S0/loyMDPTp0weSkpIoKCgQONfc3Izi4mK0tLQQl3rdOiD29vbG7NmzBXbCbWxsYGhoiAcPHuCbb76hQ+JHsWrVKuzevRvy8vJUSuHBgweRkpJCtXchjYyMDDx//hz5+flYvnw55fbf3NyMjIwMmtW1DYvFwpQpUzBlyhTU1dUBgFDKG0nY2NhAVlYW27Ztg6+vL0pKSqgSGSkpKdTX10NWVhaTJ0+Gh4cHcYFya6SkpLBgwQLMmTMHJSUl4HK50NTUFLnDTDebN2+mJqubNm0SmwXaD1m6dCl8fHywbNkygQBfS0sLa9eupVld2wQHB0NNTQ3Ozs7EL5CbmJhg69at8Pf3h4WFBWpqatCtWzeh6+rr64Vqf0mA/x0tKCjAoEGDBAIzKSkpdO/eXWjxmUTMzc3FIqhvjZSUFNauXYstW7bA19cXWVlZmDBhAr777ju6pbWJnZ0djhw5goyMDKqTzpMnT/Dw4UMqGE1JSSFqAbH1N0ZGRkYgwJeSksLYsWMxYcIEOqR1yObNm8HlcrFlyxasXr1aIGNMSkoKbDab1laQTIDP8MVRW1tL9Kp3azw9PandKlE7r42Njfj1119hYmJCg7qPIz09HY6OjkLH+/fvT7TJDsBLbXNxccGePXuwYcMGXLlyBWlpafDw8ICGhgbd8tpk48aNCA4OxsaNG7F+/XqoqKjQLalNPuxUIApJSUkoKytjwIABRDnqjhgxgmqv1a1bN2phQlVVFfn5+TA2NkZVVRUaGxvplNkh169fR+/evaGjoyNgHtXY2IjExESianz79etH/Wxqakqjkv8NTU1N7N69m9rdBAAdHR2YmZkRHTQXFhbC29ub+DIxPmw2m/p29u7dG0lJSZg8eTKA9ynB8fHxRJp48Xtod+/eHSNGjCC2NWt73L9/HxcvXkRhYSEAXrbElClTiDR7FVXys2LFCmzbtg3Dhw/HlClTqGtILP+ZMGECtLS0cOnSJaolp7a2NjZu3EiNm7a2tnRKFGLFihUAeM/4tGnTiMou6Aj+PQ0ICICamhpxi4RMgM/wxTFy5EikpKQQvXPM5/DhwyJ3HPh06dIFdnZ28PLyIs40hY+ioiLu3r0r1Dv27t27bbrUkoSlpSWqq6uxefNmqKiowMPDg3hTRjU1NWzZsgUHDhzA+vXr4erqSutKcnu093zz4XA4KCkpwd69e2Fra0tUaQd/ocfExASpqanQ09PDyJEj4efnB3Nzc6SkpBDbcYFPYGAgZGRksGLFCoEFlNraWqJNvBwcHEQaM7179w6LFi0iKl1cFCwWCwMGDCD++WiNnp4eKisrxSbAB0Clts+ePRteXl4oKChAS0sLYmNjUVBQgCdPnsDT05NmlW0jrsaSMTExOHXqFKysrKgxJCcnB/v27YODgwNx3irtlfzEx8cjPj6e+p3UscXU1FQsFz5JzozoiO7du6OhoQHPnz/H27dv8WFzumHDhtGiiwnwGb4IYmNjqZ/ZbDYiIyORnZ0NPT09ykCFz5QpUzpbXpuEhYWJbL/RmqqqKtTX13eiqk/D3t4egYGB+OuvvwRatzx+/BhLly6lWZ0wbXkdKCkpQVdXV+BZIsn34EO6dOmClStX4syZM/Dw8CC2bvBTHGYfPHiAo0ePEhXg83FycqJ26u3t7dGlSxfk5ORg1KhRmDFjBs3qOmb69OnYu3cvZs2aJbQYJ240NTUJjeskEhcXh7i4OJSWlsLX1xcaGho4f/481NXVMWLECLrliWT27NkIDw+Hg4ODyO8niTubfPr06YNt27YhOjoampqaePz4MXr16gUvLy8i257xaW5uRlRUVJsdOkgNNmNiYrBw4UKR5XmRkZHEBfik+tP8HWpqaoSeE9K70dy4caPNZ3zfvn00qeqYtLQ07Nu3r03TV7reT/K/gAwM/wCXLl0S+F1WVhbZ2dnIzs4WOM6vAyaFqqoqajWwdWAJAFwuF2/evMGtW7eILjmwtram0sYePnxIGe1s3bqVSPOUD70O+GhqaqKhoaHN86Qya9Ys6Orq4sCBA3RL+Z8xMTERaqNHAi0tLbh9+za1+y0hIQE7OzuaVX0aNjY26Nu3L3x9fVFUVARnZ2e6JbVJ67EwPj5eIK2Tw+EgMzMT2tradEhrk6SkJBgbG1NZSxcvXkR0dDRsbW0FXK1VVVURFxdHbIC/detWAICXl5fI86QGm3z09PSwfPlyumV8EhEREUhMTMS0adNw/PhxfP/99ygtLcWdO3c+qWNNZ1NfXy+ydW///v0pV3eSaF3+I47U1dUhLCwMt2/fFrnpQ9K7ef/+fRgZGVHlgzExMYiKisK4ceOQkpKCGTNmIDs7G3l5eVRJDakcO3YMgwYNwuzZs4nKlGQCfIYvAnENbtavX0/9/OEihYSEBBQVFTFmzBhMnz69s6V9EkZGRkQG86IQ91X81iZkfCwtLaGlpYW8vDyaVP0zdOvWDZs2baJbhhCSkpI4ceIEBg0aRLeU/wkTExN4eXnBx8cHW7du7dClni5aj4VXrlwRqH2UkpKCuro6Fi9eTIe0Nqmrq8PGjRvh7u4OdXV1xMfHw9nZGYMGDUJERAR1Xa9evYheRBTn8XHdunWwsrLCqFGjoKysTLecjyYxMRGLFy/GwIEDERYWBgsLC2hqakJHRwdpaWnEmpANGTKkzfI8CwsLmlR9PCSmXbdHeHg4srOzsXz5cvj7+2Px4sUoLy9HfHw8cSavLS0t2LRpE1xdXaGjo4M///wTzs7OsLS0RExMDJWlFxERgYqKCprVtk9ZWRnWrVtHVHAPMAE+wxfI/fv3YWFhQZwhRkeI6yJFayorK4VSr9hsNk1qPk/a2oXQ09MjOg1V3DEyMkJeXh66d+9Ot5T/CXV1dcp5nL9bSxr8sdDT01PIvZhURo8eDTk5OezYsQN+fn4oKyuDrq6u0HWSkpLEmjI2NzcjOTkZ33zzjVg+5wMHDsTly5cRHh6Ofv36wcrKCsOGDSPe2Ovt27fQ0dEBwMs+rK2tBUB2T3OAl/V2/vx5ofK83NxcTJkyRSATh6TMSYDctOv2ePjwIVasWIF+/fpBQkICxsbGsLKyApvNxo0bNzBq1Ci6JVIMHz4cysrK2Lt3L3bv3o3Xr19Tzv/S0tJUFxpra2u4u7tjyZIlNCtumz59+qC4uJi47EImwGf44ti/fz81cIwdO5a4VM7PjdraWoSEhCAxMVEouAfI+1B6e3tjxYoVkJOT69Dh3dXVtZNUfRrp6elt1rKJ8w4cyYwbNw5hYWEoLy+HgYGBUIs5AwMDmpR1jLW1tYBDt6ysLNauXYszZ84gMzOTRmXtM2vWLLS0tAgdb25uRk5ODnEpt4MHD0bPnj0B8MwZnz17JhQoP3r0iArmSENKSgpxcXHEGrp2xJw5czBnzhxkZWXh1q1bCA0NxeHDhzF48GBYWVkRm4HDZrNRUVEBNpsNTU1NpKSkwMDAADk5OUQ76yckJEBeXh7FxcUoLi6mjsvLy+PatWvU76SVRgLkpl23R3V1NWUA3LVrV2pxwsTEBIcOHaJTmkj69u1LzUeUlZVRVVUFNpuN7t27Izs7GwMGDEBJSQnNKjtmwoQJCAsLw5s3b6Cnp0eZevKh69vPBPgMXxzBwcG4desWEhISEBMTA2NjY9jY2GD48OFEr+QHBgaKPM5isSAtLQ1NTU2MGDGCuI9RaGgoXrx4gbVr18LX1xcuLi6oqKjA77//jvnz59MtT4hu3bpR7ZMUFBSIblklioSEBBw6dAhDhgxBRkYGLCws8PLlS5SWlmL06NF0y/ts8ff3B4A2a0tJW8hqjSijQxaLRaSZYWs8PT2hrKyMtWvXUrs/AG+i6+npSeQ952csTZ06FUeOHEFDQwO4XC5ycnJw48YNREdHw8XFhWaVbTNgwACkp6fDxsaGbil/GxMTE5iYmGDBggVISUnB6dOn4e3tTeTzAgBDhw5Feno6jI2NMWnSJOzbtw9XrlxBRUUFcUZ1rfkw67C5uRnNzc1Ez7P4kJp23R7q6uooKysDm82GlpYW7t69C0NDQyQnJ0NeXp5ueSLhd9ExNTVFcnIyDAwMYGNjg71798LQ0BA5OTkYPnw4zSrbZ8+ePQB4sYUoGJM9BoZOomvXrpgwYQImTJiAwsJCXL16FSdPnsSxY8cwfPhw2NjYwNjYmG6ZQlRVVSErKwssFotKtc7PzwfAWyG8f/8+IiMjsWXLFujr69OoVJCUlBT8/PPP6Nu3LyQkJGBgYIARI0ZAWVkZ8fHxsLS0pBxz4z4AACAASURBVFuiAK2DnWXLltGo5O/Bdy4eN24c5s+fjzlz5kBDQwNHjhwRi4mVuBIQEEC3hP+JlpYWPHnyRCjrg8ViwcrKikZl7TNkyBB4enrCxcWFWGM6UYwdOxYtLS04deoUGhsbERAQAFVVVSxYsIDof4eZmRlOnTqF/Px8kZkqJNYmi6K8vBy3bt3CrVu3UFBQABMTE7oltcmcOXOony0tLaGmpobs7Gz06NEDgwcPplGZaB4/fox3794JPMfnz5/HmTNn0NLSAjMzM/zyyy/EBp0AuWnX7WFlZYWnT5+ib9++sLW1xa5du3D58mU0NTXh+++/p1teuyxZsgQcDgcAb/FTUVEROTk5+Oqrr4jPGCL1288E+AxfNDo6Opg8eTJkZGQQHR2NxMREXL9+Hb169YKzszOVTkkCJiYmkJWVhYuLCzWpamhowMGDB9GzZ0+4ubkhICAAoaGhRBmR1dTUUGmocnJyePfuHTQ1NWFsbIyDBw/SrK59AgMDRbYprK+vR0hIyCe1eOssSkpKYGZmBuB9LRsATJw4ER4eHsSZ7XwuiGNNMp+ioiJ4e3ujtLQUXC4XEhIS4HA4kJSUhLS0NNEB/qxZs9CvXz8EBQWhsLCQ+KyD1owfPx7jx4+nuqWQ3sYKeN9G9EPTVz6k7oIDvMyOu3fv4ubNm8jOzoaWlhZGjRpF1SmTSkZGBvr06UOl/vJNa1taWpCRkUFcKcr58+cFOvs8efIEp06dwtixY6Gjo4Po6GhERUURHXSSmnbdHra2ttTPAwYMgK+vL548eQJNTU2BDCcSkZSUFLjH1tbWsLa2plHRx0Pqt58J8Bm+SJqbm3H//n1cu3YN6enpMDQ0xOLFizFixAhUV1cjPDwce/fuhZ+fH91SKX7//Xds2rRJYMdERkYGdnZ22LJlC2xtbWFra0ucMZampiZKSkrAZrOhra2N27dvw9DQEPfv3yfeHOv69euYO3euUIDf2NiIGzduEBngd+vWjQrqVVVVUVBQgJ49e+Ldu3fEmneJK9evX//oa0merBw7dgwGBgbYtWsXlixZgl27dqG2thaHDx/Gd999R7e8DhkxYgQ0NDSwe/duFBUVEb2I1ZGvBx9S/T1IDuA7YsmSJejWrRtGjBgBR0dHIoM0UXh6eiI4OFhoAai2tpbIUpT8/HyBdzAxMRHGxsZYunQpAEBNTQ0RERFEB/ikpl1/CpqamkRnILx48eKjryVps00Ujx49QlxcHEpKSuDu7g42m40rV65AXV2d2nDpbJgAn+GLIyQkBLdv3wbAS2lydHQUMDVSVVXF7NmziUvPrq+vR2VlpZABU2VlJRXQde3aVaTpFJ1YW1vjxYsXMDU1xbRp07Bz507ExcWBw+FgwYIFdMsTSXV1NdUWp6amRmBlmcPhIDk5mdjdNhMTE6SmpkJPTw/Dhw/H0aNHkZaWhsePH8Pc3JxueZ8VR44cEfi9ubkZLS0tlG8Dl8uldsFJDvCfPn0KDw8PyMrKgsVigcPhwMDAAPPmzUNISAh2795Nt8QO6d27N7y8vLB7925s376dbjltkpycDDabDVNTU7qlfHG4urrCzMxM7DroABDpBfPu3Tsiy65qa2uhqKhI/Z6dnS2wo9+7d2/iW5+RmnbdEc+fP0d6errI1n7z5s2jSZVo1q1b99HXkrSgkpmZid69e1MGlzdv3sShQ4dgY2ODx48fU3NwDoeD6OhoJsBnYOgsCgsLsXDhQgwbNgxSUqJfARUVFeLcxocOHYqgoCDMmzcPvXv3BovFwpMnT3DixAkMHToUAC8VTktLi2algrR2x+3fvz/27t2Lp0+fokePHsS2bWvd/3vlypVC50k2IHNycqJ26qdNmwYJCQlkZ2dj+PDhmDFjBs3qPi9aG+olJyfjzJkzcHR0FGgJFRoaSvx953K5VGaQoqIiKioqoKWlBVVVVbx69YpmdW3Tr18/gTFcVVUVnp6eOHjwIJqammhU1jZTp07FzZs3kZmZiTFjxmDMmDFQU1OjW9ZHw+Vy8ccffyAuLg6lpaXw9fWFhoYGzp8/D3V1daL9AwYMGEC3hE+idbbH/v37BZ51DoeDgoICIv2ClJWVqay9pqYmPHv2DA4ODtT5+vp6SEtL06iwY0hNu26PS5cu4dixY1BVVRUyByTRLHjfvn10S/hbvHjxAuHh4Vi/fj0UFBQQHR0NZ2dnjBw5ElevXqWuMzIyQmRkJG06mQCf4YvjY+rTJSUliatrW7x4MY4fP479+/dTK4SSkpIYO3Ysleqmo6MDZ2dnOmV2CJvNJrreEeC1kuNyudiyZYtQn20pKSmw2Wxi3XVba5WQkMC0adNoVPPlEBYWBhcXF4EJt4mJCX744QccOHCASDMsPnp6enjx4gU0NDRgaGiICxcuQEJCAn/++SfRKZ6iFmGlpaWxfPlyGtR8HPPmzcOcOXOQnJyMq1evIioqCqamprCxsYGFhUWbi850kZSUBGNjY2pH9vfff0d0dDRsbW0FerCrqqoiLi6OqAD/9OnTmDhxIpVttXr16nYDHdIyVfgO4wCvtVzrlnhSUlIwMTHBuHHj6JDWLl999RVOnDiBuXPnIikpCbKysujbty91/sWLF0SPKwBw7969ds+TaCYZHR2NefPmYerUqXRL+ShIfwbaYuLEiQB4pTM+Pj54+fKlyIU2WVlZ1NbWdrY8CrK+JAwMnUBbdbOt28316tWrk1V1jIyMDJYsWYL58+ejpKQEXC4XmpqaAil6pLjnx8bGfvS1pPW/BUAt7gQEBEBNTU0sUzqrq6tFpumR2mNb3CktLRVyFAeALl26oLy8nAZFH8/06dPR0NAAAPjuu++wc+dOeHp6olu3biIzWEghIyMD0tLSVMZEQkICrly5Al1dXcyfP5/I9GWAt/BmYWEBCwsLVFZW4vr164iIiMDhw4cREBBAlO66ujps3LgR7u7uUFdXR3x8PJydnTFo0CBERERQ1/Xq1QsFBQU0KhWGy+Vi3bp1mDFjBr7++msMGzZMIMBvaWnB8+fPkZ2djW+++YZGpaLhe7x0794dU6dOJeq5aA97e3v4+vpi69atkJWVxbJlywQWrq5du0Z8uRi/Br8tSEoZ51NbW0tlc4ob2dnZIo/z5+UaGhqQk5PrZFVtM3HiRCqoV1FRwcuXL4WyPjIzM2ldxGACfIYvjiNHjrRZKwvwPvr6+vpwd3cXqCMjhcbGRjQ2NkJfX5/YNLe2HJY/hMViERng8+EP2BUVFULtwwAQl+UBAM+ePUNgYCDVQvFDSJyYfA4YGRnh6NGj+Omnn6jsjoqKChw/fpzINNrWDBw4kPpZQ0MDfn5+qK6uhry8PJGpnXyOHTuGWbNmAQCKi4sRHBwMGxsbZGVlISwsDIsXL6ZZYcfU19ejpqYG9fX1RAZwo0ePhpycHHbs2AE/Pz+UlZVBV1dX6DpJSUniTDwtLCwwceJEasG5rbKq6OholJWVdaa0T0JFRaXNZyM4OBhLlizpZEXto6ioCE9PT9TW1kJWVlZogXzVqlVEPuut+fA72dLSgmfPnuHEiRPEGo9aWlri8ePH0NDQoFvKJ9NRZq2EhASGDBmCZcuWiVxIpwO+Sef48eNx9OhRKnv29evXyMzMxIkTJ6jvEx0wAT7DF8fKlStx9uxZODo6onfv3gB4JlOhoaGws7ODqqoqgoKCcPz4caxYsYJmte+pq6tDUFAQlTrm7+8PDQ0NBAcHQ1lZmaia8AMHDtAt4R+hoqIC/v7+yMzMFHmexGA5KCiI6qetpKREdID2ObF06VL4+Phg2bJlAgG+lpYW1q5dS7O6T4f0DhcAryUk38fj7t27MDc3x6JFi5CbmwtfX19iA/zGxkbcuXMH165dw9OnTzF06FAsW7aMNjOmjhg8eDDlYq2hoYFnz54J7VY9evSIuOygqKgovHv3rsOAbOjQoXBzcxPwXiGJ8PBwKCgowNLSUuD4wYMHkZqaSpOqjmlrx1UcxpYPkZSUhKGhIWbPno3Dhw/Dx8eHbklCaGlp4fTp03jy5InI1n4kZqnwcXV1RVhYGKZPn0619Hvy5AkuXLgAe3t7cLlchIWF4eTJk8SZM9va2qK2thbbtm1DU1MTPD09ISUlhalTp1Lp/HTABPgMXxyhoaH48ccfqbROADA2Nsb8+fMRFBQEPz8/fP/997S7qF6+fBkGBgbU7l94eDjevHkDb29vbNy4kbpu8ODBiIiIICrAB4D//ve/cHNzg7y8PADg5MmT+Pbbb6mPe1VVFVxdXREUFESnzHY5duwYJCQksGfPHri5uWHDhg14+/YtIiMj4ejoSLc8kbx8+RKrVq0S2/o2cUVTUxO7d+9GWloaioqKAPDKIczMzIhfZGlqakJcXBz++usvVFVVgcPhCJzfsWMHTco6hq81PT2dSk9VVlbGu3fv6JTVJgcPHsSdO3fQo0cP2NjYYN26ddQYSTJ835SpU6fiyJEjaGhoAJfLRU5ODm7cuIHo6Gi4uLjQrFKQdevWISMjA7///nu7XQsyMzMF6ttJY9WqVdi9ezfk5eWpRaCDBw8iJSUFHh4e9Ir7wpCXlyfWePTixYtgsVhITk5GcnKywDkWi0V0gB8ZGYkFCxYIlG5oaWlBWVkZJ0+exM6dOyElJYVjx44RF+ADwOzZs2FnZ4fCwkJwuVzo6OjQnqXCBPgMXxxt1crKyMigtLQUAKCuro6amprOliaAvr4+/Pz84OTkBAsLCyQlJWHNmjXQ19cXCBi0tbVRUlJCo1LR5ObmCqS0x8XFYdy4cVSAz+FwiG+Vk5mZifXr10NbWxssFguKioowMTGBtLQ0Tp8+TWQdoYmJCQoLC5kAnwZYLBYGDBggdm7dBw8exMOHDzFkyBDo6OgQvyDBx9DQEOfOnYO5uTkyMzOpVOWysjIoKyvTrE40V69eBZvNhrKyMh49eoRHjx6JvM7V1bWTlX0cY8eORUtLC06dOoXGxkYEBARQGUMkGezx6devH1VK1dqVHuCV5lVWVuLZs2e0ptJ2hJmZGVxcXLBnzx5s2LABV65cQVpaGjw8PMQyHVscyMvLEzr25s0bXLhwgUiPJoBXriGuFBQUiOwmoqamRnl79OzZE2/evOlsaR3y8OFDDB48GDIyMlRWMJ+oqCjY2dnRoosJ8Bm+OAwNDan0e/4ksLKyEmFhYdSu/qtXr2h3STcxMcHWrVvh7+8PCwsL1NTUCLjq8qmvrxcLE7gPzd7EgcbGRuqeKygooKqqClpaWtDR0cGLFy9oVicaFxcX/PrrrygtLYWurq5Qmh6JvgGfC8nJybhw4QIKCwsB8HbwbW1tMWjQIJqVtU9SUhLWrVsnds+Go6Mj/P398eDBA9jZ2VGLWomJiejTpw/N6kRjZWUlNgsobTF+/HiMHz8eVVVV4HK5lEs96SgoKAjcexaLBV1dXcyePZv4RTlLS0tUV1dj8+bNUFFRgYeHB9TV1emW9dni5uYm8riRkRFlfsjwz6GtrY3z58/D2dmZMmRsbm7G+fPnoa2tDYBX207iwq2/vz/c3NxgYmIicDwqKgoxMTFMgM/A0Fnwa2VdXFyEamXXrFkDgBc0k9C7ms1mU62gevfujaSkJEyePBnA+76m8fHxxE5mxR0tLS0UFxdDXV0dPXv2xB9//AE1NTVcvnyZ9gWgtnj58iWeP3/eZm0mib4BnwNXrlzB4cOHMXr0aFhbWwPgZYDs3r0bixYtgo2NDc0K20ZJSUnk4iHp6OnpiWxt9v333xO76Lls2TK6JfwtPtz9bgtSMw8A8br3ISEhIo8rKSlBV1dXoFPNwoULO0vWF8OHJZr8DD6SSzkAXobq/fv3RZoCL1q0iCZVHePk5IRdu3Zh6dKllN9Hfn4+OBwONaa8evUKEyZMoFOmSPjaN2/eTGk/d+4cYmNj4e7uTpsuJsBn+OLo0aMHfH19BWpltbW1YW5uTgXNJLUa4e/Azp49G15eXigoKEBLSwtiY2NRUFCAJ0+ewNPTk2aVovlwp0rcdq4mTZqEyspKAMDMmTOxfft23L59G9LS0sROFoODg9G/f39Mnz6dMdnrRC5cuABHR0cBUx0bGxsYGBjgwoULRAf4s2fPxqlTp/Djjz+KpQHWh5A+CRdHkpOTwWaz261lJxVxXJxoq+WgpqYmGhoaiGtJ+LnxoYmkOJCWlgZvb29oa2ujoKAA+vr6KCkpAYfDoYzrSKVPnz4ICAjA9evXUVxcDIA3D7eyskLXrl0BAGPGjKFRYdtYWVmhuroaXl5e2LJlC27duoWLFy/C3d2d1vvO4opj3iwDw9/gczB9y8/PR3R0NJ49ewYOh4NevXph2rRplJM0STg4OMDc3JxKt0pJSUG/fv2oyXdzczPS0tLEake5oaEBRUVFYLPZRLZQBHi7lz4+PkwNficzZ84c7NmzR+i+v3r1CqtWrcLJkydpUtYxtbW12LNnD/766y8oKysLlXXQbTjamjVr1sDDwwMKCgpYvXp1uwtYonb3Gf4eJ06cwM2bN9GlSxeMGTMGY8aMEVkzSyIODg4ftThBcup1bW0tXr58CRaLBQ0NDbEwZhR3KisrkZ2djbdv3wqVGJJoWOfm5oZBgwZh1qxZmD9/Pnx8fKCkpAR/f3+Ym5vT6uj+JXD69GlcvnwZLBYL//3vf6k2enTB7OAzfDF8DqZvenp6WL58Od0yPgp+mjKf0aNHd3gN6cjIyNA+aHeEmZkZ8vLymAC/k2Gz2UhLSxO676mpqcTvBgUEBKCgoACTJk0iPutj2LBhkJaWBgChtmEM/x7z5s3DnDlzkJycjKtXryIqKgqmpqawsbGBhYUFtZBLIlOnTsXNmzeRmZkpdosT5eXlOHz4MFJSUqggk8Vi4auvvoKTkxPV3YDhn+XGjRs4ePAguFwu5OXlhbwbSAzwi4qK8PPPPwPgZX42NjZCVlYW9vb22LVrF/EBfmpqKuLi4lBaWgo3Nzeoqanh6tWrUFdXR//+/emWJ0DrEhk+8vLykJWVRd++fZGRkYGMjAwAwJQpUzpbHgAmwGf4ghG35JXCwkJISEhAS0sLAC8dKyEhAbq6urC1tSWu5pTk3ZBP4f79+0hPTxfZPmzVqlU0qWqbgQMHIiwsDPn5+SJ74Q4bNowmZZ83U6dORUhICPLy8tCnTx+wWCxkZWXhxo0bxNfIPn78GJs2bRJoHUoqrd3OSXY+/xyRkJCAhYUFLCwsUFlZievXryMiIgKHDx9GQEAA7W2h2kJcFycqKirg7u4OFosFe3t76OjoAODNBeLi4uDu7o4dO3YQ6wcjzkRERODbb7/FzJkzhb6hpCIjI0NtYikrK6OkpAS6urpgsVjEtQ3NyspC7969qcXa27dv49dff8XYsWORmppK/Tuam5tx4cIF4gL8S5cuiTwuISGB7OxsZGdnA+AtBjEBPgMDQ7sEBQVh0qRJ0NLSwuvXr7Fr1y6YmpoiLi4OdXV1mDNnDt0SPztCQ0Nx6dIlmJiYQElJibhFFFEcOXIEAPDbb7+JPC9OJRHixIQJE6CkpISYmBjcv38fAM/bY+XKlRgyZAjN6tqHzWZTE63/a+/e43K+//+BP650LlcHHengQ5JzI2eqhTF8DCPG1DDHnMdothUXIwlj9EHO20hm5tSP2cj5NKxMZTRN5YqWdNbp+v3h1vu7axUx9X5fV4/77fa53a7r9X5Xj3yudV3P9/v1er6IqqOwsBB5eXkoLCyUbGH/d5p4cSIqKgo2Njb47LPP1PpKdOrUCQMGDMCSJUuwb98+YXtIen0KCgrg7e2tMcU98GyHqNu3b8PBwUG40J+SkoJLly5Jbg3+vXv38O2332LBggUwNjYWOuj36NEDp06dEs5zdXVFVFSUeEGrsH79erEjvBALfKpTNLnpW2pqqrD/6oULF9CsWTMEBgbi5s2bCA8PZ4FfA2JiYjBnzhzJF2h/xwJePJ06dZJUg87q8vf3x9dff40PP/xQo5Z2BAQEVPo3XCaTQU9PD3Z2dsJdWvr3ioqKcP78eZw8eRJ3795Fp06dEBAQgDZt2ogd7aVoysWJ69evY8aMGZU2jTQwMMDIkSOxbt06EZJpvx49euDatWt4++23xY5SbWPGjEFhYSEAwNfXF3l5eTh58iTs7e0lN4usX79+KCsrQ3BwMFasWIEHDx5UuhuUkZER8vPzRUio+VjgU52ybt06YTpecXExNm7cqNb0TcrKysqE7Ddv3sQbb7wB4FlX3fJO7/R66evrC3uwElXm6NGj6N27t0Z3bl+1ahWKi4sxc+ZM6OnpVbhrtWPHDpGSPd+bb76Jw4cPo1mzZsIdqjt37uDOnTvo06cP0tLSsHLlSkyfPh3du3cXOa1m27hxI86fPw97e3v4+Pjg448/1qhGb5p4cSI7Oxu2trZVHrezs0N2dnYtJqo7/P39ERoairi4ODg5OVVYxjFs2DCRklWtfPkm8Kwwlvoyyf79+wvLwiwsLPDgwYMK/Wri4+Of+9+AVJw/fx5xcXGVNmQUa3cOFvhUZ2h60zdHR0ccP34cHTp0QFxcnHDHPjMzU7Id3TXd4MGD8cMPP2DixImSnqpXWcOXqoi1Hkxb7dixA927dxcKfH9/f6xYsUIjPpSUk9rdnepKT0/H4MGDMXjwYLXxH374ASkpKZg7dy7279+PH374gQX+v/Tzzz/DysoK5ubmuH79Oq5fv17peVLaaq6cpl6cMDMzg1KprLIh4IMHD2BmZlbLqeqGH3/8ETdu3ED9+vWRnp6udkwmk0mywNdE5QW+j48Ptm/fjilTpkAmk+Hx48e4ffs2vv76awwdOlTklM+3a9cuHD16FK1atYKFhYVkZgazwKc6Q+pXM19k9OjRCA0NxaFDh+Dl5SVsjXf16lU0bdpU5HTaqVevXrh27RomT54Me3v7CkV+UFCQSMnUVdXw5Z/EbPhSV2ha805AuvsLv8jly5cr3eO8c+fO2L9/PwICAtClS5cq+1FQ9Xl6ekrmg+vL0tSLE+7u7tizZw8+//zzCj0yioqKEBkZKczko9fru+++w5gxYzTi/TIwMLBa5y1btqyGk7y6wYMHIy8vD8HBwSgpKUFQUBB0dXUxYMAA9O/fX+x4z3X69GnMnDlTcru6sMAn0hAtW7bEli1bkJ+fL2ztBwC9e/eGgYGBiMm01+bNmxEfHw93d3dJbx+mCQ1fSFpyc3Orfe7f/95Iib6+PuLj4yv0DYiPjxdmVJSVlWn08gmpCAgIEDvCK9PUixPDhw9HYGAgZsyYgb59+6JRo0aQyWS4f/8+jh8/jtLSUsyePVvsmFqprKxMY3p3JCUlwcrKCh07dtTYv3UymQzvv/8+hg0bhj///BMqlQqOjo4wNjYWO9oLlZWVoXHjxmLHqIAFPpGGiImJQdOmTYWtcsqZm5vjwoULkl5eoKkuXLiAuXPnom3btmJHIQn75x7JmlBMjB8/vtrnSrVxY//+/REREYG7d++qrcGPiYnBu+++CwC4ceOGJD98Ue3R1IsTlpaWUCgU2LJlC3bv3q12zN3dHePGjeMWeTXE29sbZ8+e1Yip+GPGjMGpU6cQExODHj164M0330STJk3EjvVKDA0N4erqKnaMl9K7d2+cPn0avr6+YkdRI1Np4nxCojpoxIgRMDAwwPTp09W6umdlZWHSpEmS/RCuyQICAhAYGFjhoorU5ebm4saNG8jIyKjQPFITPrBokvL/LsuL+sLCQrXn5aTWqO7WrVvVPrdly5Y1mOTfOXfuHKKjo5Gamgrg2daE/fv3R7du3QA8m8oMQGPvbBEBz/6mK5VKAM+a60l1Vo22iIiIwNmzZ+Ho6AgnJ6cKy/Ok2Lfkzp07+Pnnn3H+/HnY2NjgzTffRM+ePSX7WlmyZEm1z/30009rMMm/ExERgXPnzsHBwUFSrxXewSfSIEOGDMGaNWswfPjwCo2l6PXz9fVFZGQkAgICJL2d0t/dvn0by5cvh56eHrKzs2FpaYnHjx9DT08P1tbWLPBfsylTpogd4ZVIuWh/Gd27d39uAz0W9qQNTE1NJbeXuTb7+7bEaWlpIqepHhcXF7i4uOCDDz7AhQsXcOzYMXzzzTfYtGmTJKe6/70RrUqlwrlz5yCXy4XX+d27d/HkyRPJN0hNTU0VZolJ6bXCAp9Ig/j4+KBFixYICwtDamoqJk2aJHYkrXbw4EE8evQIEyZMgJWVVYUrsytXrhQpWdW+/vpr9OjRA2PHjoW/vz8+//xzGBgY4Msvv4SPj4/Y8bSOh4eHZO+QvIqsrKwKsz6srKxESlM9N2/eREpKCoBnu420atVK5EREpMmk0kD3VSQlJeG3335DSkoKnJ2dK2zxJxUTJkwQHu/cuRM9e/bE+PHjhdlvKpUK27Ztk/QORsCz10p+fj4ePHgAmUwGW1tbSezSIc3/14moSm5ubli6dClCQ0OhUCheai0tvRypdUWtjuTkZEyePBkymQw6OjooLi6Gra0tRo8ejbVr11a6PSS9uokTJ6J58+bo2LEjPDw8YGNjI3akl5afn4+tW7fiwoULFYp7QLpr8DMzMxEaGoqkpCRhLXJmZiaaNm2KuXPncn0yEb2SX375BR06dKj02P79+yW3dVtWVhZOnTqFkydPIi8vD56envjiiy80ZnlhTEwMFApFhX42/fr1w8KFC+Hv7y9iuqplZGQgIiICN27cEHbQkclkeOONNzB+/HhRL46zwCfSQDY2NlAoFFi7di0UCoXYcbRSaWkpmjZtimbNmqF+/fpix6m2v1+tNzMzQ0ZGBhwcHGBoaIjHjx+LmEw7bdiwAVevXsWVK1fwzTffoGHDhkKxrymNjnbu3Ink5GTMmzcPYWFhmDJlCjIzM3H06FH4+fmJHa9KW7duhY6ODtatWydcWElPT8e6deuwbds2fPTRRyInJCJNtHbtWgQGBsLNzU1tfP/+/Th06JCkCvyQkBDE/5J9NwAAIABJREFUxsaiTZs2GD16NDp06CD5u97/VFZWhpSUFDRs2FBtvHxmlhRlZmZi4cKFkMlk8PX1FS6mpKSk4NixY1i4cCGWLVsm2oVmFvhEGsLLy0ttPamhoSHmzZuHqKgoxMfHi5hMO9WrVw9hYWFYvXq1RhX4TZo0wd27d9GwYUO0atUKe/bsQVZWFs6cOQMnJyex42kdc3Nz9O7dG71790ZhYSFu3LiBK1euYMmSJTA0NISHhwc8PDzQunVr6OjoiB23Ujdu3MDMmTPRokUL6OjooEmTJujWrRvMzc3x448/SnYmS1xcHIKCgtRmTdja2mLs2LFYvHixiMmISJONHz8eK1asQFBQEJydnQEA3333HQ4fPoyFCxeKnE7dtWvXYGFhgSdPnuD777/H999/X+l5y5Ytq+Vk1efl5YXw8HAolUqhi/7t27fxww8/SGqHqAMHDqBPnz4wMTFBVFQUbGxs8Nlnn6l9Nu/UqRMGDBiAJUuWYN++fZg4caIoWVngE2mIqVOnVhgrv3JINcPZ2RlKpVKjpl2PHDkSBQUFwuOvvvoK27Ztg729vcY2hNMUhoaG6NKlC7p06YKysjL89ttvuHr1KjZu3Ij8/HyMGzdOkksk8vLyYG1tDQAwNjZGTk4O7Ozs4Orqio0bN4qc7uVpwjaFRCRdnp6eyM3NxdKlS7F48WKcPXsWR44cwcKFCyXX7HDQoEEa/zfPz88Pcrkchw4dQnZ2NgBALpdjwIABkmooffnyZXh6esLExATXr1/HjBkzKm3kamBggJEjR2LdunUipHyGBT6Rhjh//jxMTEzQrl07AMC+fftw4sQJODo6YurUqbCwsBA5ofYZPnw4du3aheHDh6NJkyYVOulLsbla06ZNhcdyuRyffPKJiGnqLh0dHbRp0wZt2rTB2LFjce/evUrXt0uBnZ0d0tPTYWVlhUaNGuHcuXNwcXHB5cuXJfkaL9e6dWts27YNM2fOFNY6ZmRkYPv27WjdurXI6YhIk/Xv3x85OTkIDAyETCbDZ599JsllV6NHjxY7wr+mo6ODoUOHYujQocjNzYVKpZLkzMkvvvhCeJydna22E8A/2dnZCRcrxMACn0hDREVF4YMPPgDwrEvq999/D19fX9y4cQM7d+7EzJkzxQ2ohZYvXw4ACAsLq/S4FJuPnThxAr1796702KZNm0SbLlZXZGZmIiMjQ62Yl8lkaNGihYipns/LywvJyclo1aoVBg8ejOXLl+PYsWMoKyvD2LFjxY5XpbFjxyI0NBTTp0+HhYUFZDIZMjMz4ezsLMl9qolIug4fPlxhzMTEBIaGhmjRogVu3bqFW7duAQAGDhxY2/GqNGnSJHTs2BEdO3ZEq1atJNs1v7qkfFF54cKF+Oijj2BpaQkzMzMolUo0aNCg0nMfPHgAMzOzWk74fzT7VUBUh2RkZAgNSC5fvoyOHTvinXfeQbt27bB06VKR02knTdwq55tvvoGpqWmFddMbN27Er7/+KlIq7ZeZmYm1a9dW2Q9DiheDyv39w2rr1q2xZs0a3L17F/b29pLu22BlZSU0mEpNTYVKpYKDgwPs7OywY8cOzJkzR+yIRKQhoqOjKx3X0dFBYmIiEhMTATy7YCulAn/GjBm4evUqIiIikJOTA3d3d3h4eKB9+/YwNjYWO1615OXlITIyEnFxccjOzkZZWZna8W3btomUTJ2HhwcMDAwAAO7u7tizZw8+//xz6OnpqZ1XVFSEyMhIvPHGG2LEBMACn0hj6OnpCWurb968iTfffBPAszWz5eP0erVs2VLsCC9tzpw5WLlyJUxMTNCmTRsAz4r7GzduIDg4WNxwWmz79u3Q0dHBqlWrEBgYiE8++QRPnjzB3r17JbvFTzmlUgk7OzvhuZWVlTDlPS4uTngdSVXbtm3Rtm1b4fm9e/dw6dIlERMRkaZZv3692BFeSatWrdCqVSv4+/sjOTkZV69exZEjRxAeHo4WLVoIjV7F3LLtRcLDw3H37l306tVLmI0lRUOGDBEeDx8+HIGBgZgxYwb69u2LRo0aQSaT4f79+zh+/DhKS0sxe/Zs0bKywCfSEG5ubti1axeaN2+Ou3fvCnen0tLSqpwiRP9eVlYWjh07hpSUFMhkMjg4OOCtt96Cubm52NEq1aZNG0yZMgWrVq3CJ598gp9++gmxsbEIDg5+7nox+nfi4+OxYMEC4U1eLpfDzc0Nenp6iIyMVCtApWbp0qVQKBQVXtOxsbFYuXIldu7cKVIyIiKqLmdnZzg7O+Pdd9/FX3/9hatXr+Lq1avYtWsXHB0dMXLkSLi7u4sds4K4uDgsXLhQ6KCvCSwtLaFQKLBlyxbs3r1b7Zi7uzvGjRsn2hZ5AAt8Io0xfvx4bN68GZcuXcKECROEPxw3btwQGu/R65WQkIAvvvgCZmZmwhvPmTNnhG66Un0z6tKlC3JzcxEUFAQLCwsEBwdr1E4AmqioqEhoCmRqaors7Gw0bNgQDg4OSE5OFjnd87Vr1w4KhQIKhUKY0hkbG4vQ0FD4+fmJnI6IqPalpaXh4sWLFXqqAJXvaiQ1DRo0QN++fdG3b1/k5+fj+vXrYkeqklwu15jlBH9nY2ODwMBA5ObmQqlUAnjWXE8KfQRY4BNpiAYNGmDBggUVxssb79Hrt2vXLnTv3h0TJkwQ9jAvKyvD5s2bsXPnTixZskTkhM9s3bq10nEzMzM4OjqqNQ9i87Ga0bBhQ6SlpcHGxgbOzs44fvw4GjRogP/3//6fqFfxq2P8+PH48ssvsWzZMnz22WdISEhAaGgo/P39q2zYSESkra5du4awsDA0btwYSUlJcHFxgVKpRElJCdzc3MSOV6kHDx5AJpMJy61u3bqF06dPw8HBAQMGDED37t1FTli1ESNGYO/evQgICBDWuGsSU1NTyW2fyAKfSIMUFRXh2rVrUCqV6NOnD0xMTKBUKmFqaiqJK4ba5t69ewgICBCKe+BZw52BAwfi448/FjGZuvv371c6bmdnh6dPn1Z5nF6f/v37IysrCwAwbNgwfPHFFzh37hz09PQQEBAgcrrnk8lkmD59OkJCQrBo0SL8+eefki7uQ0JCnnucPUmI6N+IjIzEsGHDMGTIEPj5+WHatGmwsLDAV199JdmZe+vXr0ffvn1hZ2eHzMxMLFu2DC4uLvjll1+Ql5eHESNGiB2xSgcPHkR6ejomTJgAa2vrCjsBvOhvPlXEAp9IovLz89WmLCmVSigUChQWFiIvLw9du3aFiYkJjh8/jvz8fEyePFnEtNrJ2NgYDx8+FHYvKPfw4UOYmJiIlKoiTez2r2169uwpPG7SpAnWr1+P1NRUWFlZQS6Xi5iscklJSRXGhgwZgrVr18LLywtNmjQRzpHa3s8v2h+5fv36XJJCRK8sLS0N3bp1AwDUq1cPT58+hb6+PoYNG4Zly5ZJqot+udTUVDRt2hQAcPHiRTRp0gRBQUGIjY3Fpk2bJF3gt2/fXuwIWocFPpFEHT16FEZGRhgwYACAZ12627ZtiwkTJqhNy/fw8EB4eLhIKbVb9+7dER4ejvfffx/NmzcH8Gxd/rfffivp6W5U++7cuaM2Rc/AwEAojE+fPg1PT0+xolUqMDCwymM//vgjfvzxR+G51Lb404T1r0SkuYyMjFBcXAwAsLCwgFKphJOTE0pLS5GXlydyusqVlJQI27XFxcUJW7Q1bNgQjx8/FjPaC40cOVLsCFqHBT6RRPn4+GD16tXIzMzEmDFjkJiYiKVLl6pNFweebWmVmZkpUkrt9v7770OlUiE8PBylpaUAAF1dXfTp0wejR48WOd3/eZnpa/Pnz6/BJHXX8uXLsWjRIjRq1Eht/PTp09i8ebPkCvyvvvpK7AhERJLk4uKChIQEODg4oH379ti1axeSk5Nx+fJlyU7Rd3R0xE8//QQPDw/ExcUJd+wzMzNfOOtJCoqLi3H9+nWkp6ejV69ewgxKExMTSc2Y1BQs8IkkytLSEkFBQfj222+FsfIi8+8yMjI0svuoVN26dQvNmzdHvXr1oKuri7Fjx2LUqFFIT0+HSqWCnZ2d5JrAaMKbt7YbOHAglixZAoVCIew3HBMTg4iICMyaNUvkdBVZW1uLHYGISJL8/f1RWFgI4Nl+5wUFBbh06RLs7e3h7+8vcrrKvffee1i5ciW+//57dOvWDY0bNwbwrGFg+dR9qUpPT4dCoUBeXh4KCgrQqVMnGBsbIzo6GoWFhZg0aZLYETWOTKVSqcQOQUQvtmbNGhgYGGDKlCnw8/PDypUrYWpqitDQUNjY2GDKlCliR9QKI0aMwKZNm2BmZoZp06Zh2bJlLKCpWnbu3Ilr165h8eLFuHbtGiIiIjBnzhxJri+8dOlStc/t3LlzDSYhIqLXoaSkBDk5ObCwsBDG0tLSYGhoKOndXJYvXw4zMzNMnDgRY8eORWhoKGxtbXHr1i2Eh4dj3bp1YkfUOLyDT6Qh/Pz8sGjRIsycORPFxcVYvXo1lEolzM3NMXv2bLHjaQ1TU1M8fPgQZmZmePToEXgNlKrLz88Pubm5WLhwIbKysiRb3APAqlWrqn2u1NbgExHVpA0bNqBVq1bw8vJSG8/Pz8f27dsl2wdEV1cXZmZmwp7sNjY2FZoES9Ht27exZMkS1KtXT22cS1BfHQt8Ig1haWmJ0NBQnD17Fn/88QdUKhV69+6Nnj17Ql9fX+x4WqNz584IDg6Gubk5AGDBggUV+h6Uk+o65ps3b+LcuXPIyMhASUmJ2jF23H99KrsL/sYbbyAuLg7du3dHcXGxcI7U7oKzaCciqlxMTAzOnTuH5ORkjBkzBjKZDMCzrYpjYmIkWeCXlZVh7969OHLkCIqKigAA+vr6GDhwIIYPH17l5xgpUKlUlS5BzczM5BLUV8QCn0iD6Ovrw8fHR+wYWm3ChAnw8PDAgwcPsHPnTnh7e8PIyEjsWNV26tQpbN68GR07dsStW7eE3+Xhw4dqW7nRv/e8u+AnT57EyZMnhecsqImINMf8+fOxceNGpKWlYdasWTA0NBQ70nN9++23OHXqFPz8/ODm5gYAiI+Px969e1FaWopRo0aJnLBqbdu2xdGjR4W19jKZDIWFhdi7d6+wGwC9HBb4RBoiJiam0nGZTAY9PT3Y2dnhP//5Ty2n0j4ymUyYVp2cnIz//ve/GlXgHzp0COPGjUOvXr3g5+eHUaNGwdbWFlu2bJH8BxRNo01Fe2lpKe7cuVPprI9/TlMlItJ2zs7OWLZsGUJDQ7Fw4UIEBgZCV1e6ZdOZM2cwefJkeHh4CGOOjo6wsLBARESEpAt8Pz8/BAcHY/bs2SguLsaXX34JpVIJU1NTzJgxQ+x4Gkm6r1QiUrNlyxaUlJSgtLRUmC6mUqmENUulpaVo3LgxFi5cCLlcLmZUrSHFaXgvkp6ejjZt2gAA9PT0hE7A/fr1Q3BwsKS29yNpSE1NRUhICB4+fAiVSgUdHR2UlZWhXr160NPTY4FPRHWSXC5HUFAQNm3ahMDAQIwfP17sSFXKzc2tdL19o0aNkJubK0KiF4uLi0ObNm3QoEEDYQlqUlISVCoVvLy84OnpyRsTr4gFPpGGmD17Nvbt2wd/f39hy5O7d+9i586dGDp0KCwtLREeHo4dO3Zg+vTpIqfVDkVFRTh69Chu3ryJJ0+eVGi4t3LlSpGSVa1+/fpCUW9paYn79+/D2dkZOTk5wro8ej0OHz6Mt956C/r6+jh8+PBzzx04cGAtpXp527dvR5MmTbBixQpMnDgRK1asQH5+PiIiIjBy5Eix4xERiUZXVxdTp07FwYMHsXbtWrHjVMnJyQnHjx/HBx98oDZ+7NgxODk5iRPqBZYsWQJra2v4+PjA29sbvXv3FjuS1mCBT6Qhdu7cialTp6JZs2bCmKurK/z8/BAeHo7Vq1djzJgxkm38pokiIiJw5coVdOnSBa6ursLMCSlzc3PDr7/+CicnJ3Tt2hXbtm1DbGws4uLi0LZtW7HjaZXo6Gh4eXlBX18f0dHRVZ4nk8kkXeDfvXsXwcHBMDQ0hEwmQ1lZGZo0aYL3338fW7duleSFLCKimjJlyhS15m6lpaV466238J///AcJCQkiJqvaqFGjsHz5csTFxaF58+YAgMTERKSnp2PBggUip6tcWFgYfv75Z0RHRyMqKgpt27ZFr1694OHhIemmgJqABT6Rhnj48CEMDAwqjBsYGODhw4cAnm2JkpeXV9vRtNaVK1cwe/ZsjSqMx48fL9ypHzx4MHR0dJCYmIiuXbvi3XffFTmddlm/fn2ljzWNSqUS/rbI5XJkZmaiYcOGsLS0FLZbIiLSdnFxccjJyYG3t7cwduDAAURFRaG0tBRt2rTBrFmzxAv4HG3atMGaNWsQHR2N1NRUAEC7du3w9ttvw9raWuR0lXNwcICfnx9Gjx6Nq1ev4uTJk1i9ejVMTU3h5eUFHx8fjdjmT4pY4BNpCBcXF2H6ffkWbllZWdi1a5dwV1+pVMLS0lLMmFrFwMAAVlZWYsd4KaampsJjHR0dDB48WMQ0dUdMTAy6desGPT09tfGSkhKcO3dO0uvYnZyckJycDFtbW7i4uOCHH36Ajo4OTpw4ATs7O7HjERHVigMHDqh1bb9z5w52796NN998Ew4ODjh48CD279+PMWPGiJiyatbW1vDz8xM7xkurV68eOnfujM6dOyMzMxOnTp3CqVOncOjQIbi5uWHRokViR9Q4LPCJNMTkyZMRGhqKKVOmCEV8+Z22uXPnAgAKCwt5l/Y1GjRoEA4fPowPP/yQ08XouTZs2AB3d3eYmZmpjRcUFGDDhg2SLvCHDBmCp0+fAgBGjhyJ5cuXY9GiRahfvz5mz54tcjoiotrx559/qjWivXDhAlxdXTF58mQAQIMGDbBnzx7JFvglJSX4888/kZ2djbKyMrVj5bsDSZ2lpSX69u0LIyMjREVFSXZJhNSxwCfSEPb29ggLC0NsbKww/apRo0Zo27atsDa8U6dOYkbUOrGxsUhISMCNGzfg4OAg7FhQbv78+SIlIymqrEdDRkaG2lpOKXJ3dxce29raYvXq1cjNzYWJiYlG9J0gInod8vPz1XYhSkxMVLuj37RpU2RmZooR7YVu3bqFL7/8EllZWZUe14RtXWNjY3Hy5ElcuXIFenp66N69O3r16iV2LI3EAp9I4j799FMEBgYKH7Z/++03DBo0SJiKnZ2djfnz5yM8PFzkpNpHLpfzogk910cffSQUwUFBQWoXgcrKyvDo0SO1D4hSFBMTg6ZNm8LBwUEYMzU1RVFRES5cuCDp2QdERK+Lubk50tPTYWVlheLiYvzxxx8YMWKEcLywsLDCMiyp2LJlC1q2bImRI0fCwsJCYy7OZmRk4OTJkzh16hQyMjLQokULTJw4EV26dIG+vr7Y8TQWC3wiifv9999RUlIiPD927Bh69eolFPhlZWWSvaKs6aZOnSp2BJK4Ll26AADu37+P9u3bq+3Zq6urC2tra+EcqdqwYQMMDAwwffp0dOzYURjPz8+X/PICIqLX5Y033sDXX38tNH0zNDREixYthOPJycmS7Uvy8OFDzJs3D7a2tmJHqTaFQoHffvsNZmZmQlM9qf77ahoW+EQa5p97sdPrFxIS8sJzZDIZPv7441pIQ1I2fPhwAM+aG3Xr1k1j7zgMGTIEa9aswfDhw9mYkYjqJF9fX4SFhUGhUMDQ0BABAQHQ1f2/UunkyZOS3VXHxcUFSqVSowpkfX19zJ07F+3bt2efo9eMBT4R0T/Ur19f7AgvZevWrRg1ahQMDQ2xdevW5547bty4WkpVt3h7e6OoqAgXL16EUqlEnz59YGJiAqVSCVNTU7XdDaTIx8cHLVq0QFhYGFJTUzFp0iSxIxER1Sq5XI5FixYhPz8fhoaGFYrOOXPmqM3SkpIBAwZg165dyM7OhpOTk9qFCQBqS7Ckgn2Mag4LfCIN8M+1VJqytkpTadrU/Pv376O0tFR4TLVPqVRCoVCgsLAQeXl56Nq1K0xMTHD8+HHk5+cLXZilzM3NDUuXLkVoaCgUCgXGjx8vdiQiolpXVWNUKV+oDQ0NBQCsX7++0uOa0GSPXh8W+EQaYN26dcLV2OLiYmzcuFGYCvz39flUNwUFBVX6mGrP9u3b0bZtW0yYMAEffPCBMO7h4aFRDTBtbGygUCiwdu1aKBQKseMQEVE1rF69WuwIJCEs8Ikk7p8Nrnr27PnCc4iodiUmJmLp0qUVpnRaWVlJvgmml5eXWu8AQ0NDzJs3D1FRUYiPjxcxGRERVUfDhg3FjkASwgKfSOI0bbo4iS8tLQ0XL15ERkZGhRkefD3VnPJlEn+XkZFR5XRPqajsNSGTyeDr6ytCGiIiehVpaWk4dOgQUlJSIJPJ4ODggIEDB7L4r4NY4BMRaZFr164hLCwMjRs3RlJSktBZt6SkBG5ubmLH01rt2rXD4cOHMWXKFADPCuT8/HxERUWhffv2Iqd7seTkZLUPho0aNcKgQYPg5OQkdjQiInqB69evY8WKFWjSpInwXp+QkIC5c+fi448/hru7u8gJqTbJVNxzi4hIa8yfPx9dunTBkCFD4Ofnh9DQUFhYWOCrr76Cq6srBg4cKHZErZSZmYlFixYBeLYfcePGjaFUKmFubo5FixZBLpeLnFBdTEwMunXrBj09PVy9ehUrV65EixYt0Lx5cwDPlhwkJCTgo48+goeHh8hpiYjoeT7++GO0a9cOo0ePVhv/5ptv8Ouvv2LFihUiJSMx8A4+EZEWSUtLQ7du3QAA9erVw9OnT6Gvr49hw4Zh2bJlLPBriKWlJUJDQ3H27Fn88ccfUKlU6N27N3r27Km2vl0qtmzZgjfeeAN6enrYs2cPhg4dWmFKfmRkJCIjI1ngExFJXGpqKmbPnl1h3MfHB0ePHhUhEYmJBT4RkRYxMjJCcXExAMDCwgJKpRJOTk4oLS1FXl6eyOm0m76+Pnx8fMSOUS07d+4UHj948ACenp4VzvH09MTBgwdrMxYREb0CuVyO5ORk2Nvbq40nJydLbgYZ1TwW+EREWsTFxQUJCQlwcHBA+/btsWvXLiQnJ+Py5ctwdXUVO55Wy8rKQmJiIp48eYJ/rn7r27evSKkqFxISgunTp8PY2BhyuRxJSUmws7NTOycpKQlmZmYiJSQioury9vbGxo0b8ejRI2GpVUJCAr7//nu8/fbbIqej2sYCn4hIi/j7+6OwsBAAMHz4cBQUFODSpUuwt7eHv7+/yOm01+nTp7Fx40aoVCqYmJhAJpMJx2QymeQK/Pr16wsZe/XqhU2bNkGpVMLV1RUymQwJCQk4dOgQBg0aJHJSIiJ6keHDh0NfXx8HDhxAbm4uAMDU1BTvvPMO/47XQWyyR0RE9C9NnToVXl5eGDZsGOrVqyd2nJeiUqlw5MgRHD58GI8fPwbwbHnHoEGD0KNHD07vJCLSINnZ2VCpVJyBVYexwCciIvqXxo4di+XLl8PW1lbsKNW2Z88ejBw5Um2soKAAwLNeDjk5OVi8eDFCQ0PFiEdERESvgFP0iYg03IgRI6p9bmRkZA0mqbt69OiBa9euadRaxyNHjsDc3Bz9+vUTxoyMjAAAubm5UCgUaksNiIhIOirrml+V1atX12ASkhoW+EREGu7vb/JPnjzB3r170bFjR6Gp3u3bt3HlypUK26DR6+Pv74/Q0FDExcXByckJurrqb6/Dhg0TKVnVZs2ahVWrVsHU1BQ9evQQxvPy8qBQKFBaWorg4GDxAhIRUZV69uwpPC4qKkJ0dDScnZ2F9/7ff/8d9+7d06gLz/R6cIo+EZEWCQkJQYcOHdC7d2+18RMnTuDKlSsIDAwUKZl2i46Oxvbt21G/fv0K6x5lMhlWrlwpUrLnK28OOG/ePLi7uyM/Px8KhQKFhYVYtGgR198TEWmA8PBwNGjQoMKF/KioKDx69AhTp04VKRmJgXfwiYi0yM2bNyvtlt+6dWvs2LFDhER1w3fffYcxY8Zg4MCBYkd5KZ6ensjNzUVYWBjmzJmDqKgoFBQUIDg4mMU9EZGGuHjxIkJCQiqM9+jRAwsWLGCBX8foiB2AiIheH7lcjosXL1YYv3jxIgu2GlRWVgYPDw+xY7yS/v37Y+DAgVi+fDny8vIQFBQEc3NzsWMREVE16evrIyEhocJ4YmIi9PX1RUhEYuIdfCIiLeLr64sNGzbgt99+Q7NmzQA8W4cXFxeHyZMni5xOe3l7e+Ps2bOSXGtflX/e7dHV1YWxsTE2bdqkNj5//vzajEVERC+pX79+2Lx5M+7du6f23v/TTz/hnXfeETkd1TauwSci0jK///47oqOjkZqaCpVKBQcHB7z99tvCmz69fhERETh79iwcHR3h5OSEevXqqR0fN26cSMmqtmHDhmqdx6mdRETSFxMTg6NHjyItLQ0A0LBhQ/Tv3x9eXl4iJ6PaxgKfiIjoX1q0aNFzjwcFBdVSEiIiIqrLWOATEWmZ4uJinDlzBikpKZDJZHB0dET37t2hp6cndjQiIiIiqkEs8ImItEhKSgqWLl2KgoICODk5AQD+/PNPGBsb45NPPoGDg4PICbVTTEwMmjZtWuHft6ioCBcuXOAUSSIieq0+/PBDrFq1CnK5HOPHj4dMJqvyXENDQzg6OmL06NH8HFAHsMAnItIiCoUCBgYGmDZtGoyNjQEA+fn5WLduHUpKSrBw4UKRE2qnESNGwMDAANOnT0fHjh2F8aysLEyaNAmRkZEipiMiIm3z448/wtvbG3p6evjxxx+fe25xcTF+/fVXZGdnY9myZbWUkMTCLvpERFokMTERy5YtE4p7ADA2NsZ7773H4r6GDRkyBGvWrMHw4cMxePBgseMQEZEW69OnT6WPq9KpUyd89NFHNRmJJIIFPhGRFtHT00NeXl6F8fz8fK7Br2E+Pj5o0aIFwsLCkJqaikmTJokdiYiICACzDTuIAAAOqElEQVRgZWWFHTt2iB2DagELfCIiLdKhQwds3LgRkyZNgqurKwDg9u3b2LRpEzw8PEROp/3c3NywdOlShIaGQqFQYPz48WJHIiIiLVdaWoqDBw/i3LlzyMjIQElJidrxr7/+WqRkJAYW+EREWmTs2LFYv349goKCoKOjAwAoKyuDh4cHPvjgA3HD1RE2NjZQKBRYu3YtFAqF2HGIiEjLRUVF4dSpUxg0aBC++eYbDBs2DA8fPsTly5cxfPhwseNRLWOBT0SkRUxMTPDxxx9DqVQiJSUFAODg4AA7OzuRk2k3Ly8v6OvrC88NDQ0xb948REVFIT4+XsRkRESk7c6ePYuJEyeiffv22LNnD7p27Qo7Ozs4OjoiISEB/fr1Ezsi1SIW+EREWqKkpARTpkzB559/DkdHRxb1tWjq1KkVxmQyGXx9fUVIQ0REdUlWVpawNa6hoSHy8/MBPFu2x11c6h4W+EREWkJXVxe6urrP3QuXak5ycjIOHTqElJQUyGQyNGrUCIMGDRI+dBEREdWEBg0aICsrC1ZWVrC1tcXNmzfRpEkTJCUlscFuHVQvODg4WOwQRET0epSWluLSpUvw8PAQ1uBTzbt69SoWL14MExMTtG7dGnZ2drh//z727NmDxo0bo2HDhmJHJCIiLfXo0SP89ddfaNmyJfT19bF161acO3cOJ0+eRO/evdGuXTuxI1ItkqlUKpXYIYiI6PVYvnw54uPjoa+vD0dHRxgYGKgdnz9/vkjJtNvcuXPRqVOnClPyIyMjcfXqVYSGhoqUjIiI6ppbt24hISEBDRs2RJcuXcSOQ7WMU/SJiLSIXC5H586dxY5R5zx48ACenp4Vxj09PXHw4EEREhERUV3VsmVLtGzZUuwYJBIW+EREWqSyZm9U8+RyOZKSkio0NkxKSoKZmZlIqYiISFtdu3at2ue2b9++BpOQ1LDAJyIi+pd69eqFTZs2QalUwtXVFTKZDAkJCTh06BAGDRokdjwiItIyISEh1T6XnfTrFq7BJyLSAtV9o+ca/JqhUqlw5MgRHD58GI8fPwYAWFhYYNCgQejRowfkcrnICYmISJsUFxdX+1x20q9beAefiEgL1K9fX+wIddKePXswcuRIyGQyDBw4EAMHDkRBQQEAwMjICDk5OVi8eDGb7BER0WvFop2qwgKfiEgLcO29OI4cOQJzc3P069dPGDMyMgIA5ObmQqFQQCaTiRWPiIjqgBetx+ca/LqFBT4REdErmjVrFlatWgVTU1P06NFDGM/Ly4NCoUBpaSmCg4PFC0hERFrvRcv0uAa/buEafCIion/h9OnT2LhxI+bNmwd3d3fk5+dDoVCgsLAQixYt4vp7IiKqUf9cj19aWoo//vgD3377Ld577z1umVfHsMAnIiL6l44ePYrdu3djzpw5iIqKQn5+PoKDg2Fubi52NCIiqqPi4+Oxffv2l+q4T5qPU/SJiIj+pf79+yMnJwfLly+HnZ0di3siIhKdXC5HWlqa2DGolrHAJyIiekX/vCuiq6sLY2NjbNq0SW2c2xMSEVFNSUlJUXuuUqnw+PFjHDhwAM7OziKlIrGwwCciInpF/9yesHv37iIlISKiuuqjjz6qdLxx48aYNm1aLachsXENPhERERERkYb65zR8mUwGuVwOExMTkRKRmFjgExERERERaZgNGzZg7NixMDIyEjsKSYiO2AGIiIiIiIjo5cTExKCoqEjsGCQxLPCJiIiIiIiItAALfCIiIiIiIg0kk8nEjkASwzX4REREREREGmbEiBHVOi8yMrKGk5CUcJs8IiIiIiIiDTRp0iQYGxuLHYMkhAU+ERERERGRBurQoQPMzMzEjkESwjX4RERERERERFqABT4RERERERGRFmCTPSIiIiIiIiItwDv4RERERERERFqABT4RERERERGRFmCBT0RERFpn79698PX1xcOHD8WOInj48CF8fX2xfv16AEBwcDB8fX0rPffv5xEREVUXt8kjIiKiGpOeno4DBw4gPj4eGRkZ0NPTg7m5OZo2bQpvb2+0bt1a1Hx5eXk4cuQIWrVqhVatWtXoz5LL5Zg2bRrs7OwAAEOHDoWPj0+N/KwjR47AxMQE3t7eNfL9iYhImljgExERUY24e/cugoODUa9ePXh6esLR0RFFRUV48OABfvnlFxgZGUmiwN+3bx8A1HiBb2hoCE9PT+F527Zta+xnHT16FNbW1izwiYjqGBb4REREVCOioqLw9OlTrFixAo0bN1Y7Nm7cOGRlZYkTrBYVFBTAyMhI7BhERFRHsMAnIiKiGqFUKlG/fv0KxT0A6OjowNLSEgCwfv16xMTEVPl99u7dCwBITU1FdHQ0bt26hYyMDJSVlaFRo0bo06cPevfu/cI8ZWVliIiIwE8//YRRo0bBxcUFixYtAgDs27dPuJNvbW2ttv79/PnziI6ORnJyMsrKyuDk5IRBgwahS5cuat/f19cXXl5e8PT0xN69e3Hv3j00bdoUwcHBwu9Y/rtU9nUBAQEv/B1iY2Nx8OBB3LlzB8XFxbC3t8dbb72Ft956S+37AcCjR4/U1vh/9dVXsLGxeeHPICIizcUCn4iIiGqEra0t0tLScOnSJXTu3LnK8/r06YM2bdqojeXm5mLXrl0wNTUVxn777TfEx8ejffv2sLGxwdOnT3Hx4kVs2rQJOTk5GDJkSJU/o6ioCGvWrMH169cREBAAT09PZGVlwd/fHzt27ECnTp3QqVMnAM+m0pfbs2cP9u/fD3d3d4wYMQIymQxXrlzBqlWrMG7cOPTr10/t5yQlJeHSpUvo1asXvLy8Xurf60VOnDiBzZs3o1mzZhg6dCgMDAwQGxuLiIgIpKenY8yYMQCAadOmYceOHZDL5Wr/JnK5/LXmISIi6WGBT0RERDXi3XffRWxsLMLCwmBvb4/mzZvDxcUFLVu2hIODg3Ceq6srXF1dheclJSVQKBTQ0dHBvHnzhHFPT0+1O9UAMGDAACxevBgHDhzAf//7X+jqVvxok5ubi5CQECQnJ2PBggVo164dAMDc3BwdO3bEjh074OTkpLY+HnhWrO/fvx+DBw/GqFGjhPH+/ftjxYoV2L17N7y8vNSm4N+/fx+ffvrpa19f//jxY2zbtg3dunXDzJkzhfG+ffti27ZtOHz4MPr06QM7Ozt4enoiMjISZmZmFX4nIiLSbtwmj4iIiGqEq6srQkJC4OXlhfz8fJw6dQoRERGYM2cOPv/8c6Snp1f6deHh4UhISEBAQIBa4f/3O+tFRUXIyclBbm4u2rZti4KCAqSlpVX4XhkZGfjss8+gVCoRHBwsFPfVcfbsWchkMnh7eyM7O1vtfx4eHigoKMDt27fVvsbZ2blGmuddvHgRxcXF8PHxqZClQ4cOUKlUuHnz5mv/uUREpFl4B5+IiIhqjJOTk7C2/NGjR7h16xZ+/vlnxMfHY8WKFQgJCVG76x4VFYUzZ87A19cX3bp1U/tehYWF2Lt3Ly5cuIC//vqrws/Kzc2tMBYSEoLS0lKsXLlS2J6uulJTU6FSqTBr1qwqz3ny5Inac3t7+5f6GS+TBQAUCkWV59SFpoVERPR8LPCJiIioVlhbWwtN6D7//HMkJibizp07cHNzAwCcOXMGUVFR8PT0xLBhwyp8/Zdffolr166hV69eaNmyJUxNTaGjo4Pr16/jyJEjUKlUFb6me/fuOHHiBPbt24epU6dCR6f6kxdVKhVkMhkCAwOr/DpHR0e15wYGBpWeJ5PJKh0vLS2tdhbg2fp6c3PzSs+xtbWt1vciIiLtxQKfiIiIapVMJkOzZs2QmJiIzMxMAEBCQgL+97//wc3NDZMnT67wNXl5ebh27Rp69uyJiRMnqh2Li4ur8mcNHjwYdnZ2+Prrr1FWVoZp06apFetVFd4AYGdnhxs3bsDKykqtZ8CrKG8WmJubq9Y4sKplCv9UPjOgfv36NbIEgIiItAPX4BMREVGNiI2NrfQOdVFREX799VcAgIODA5RKJUJDQ2FpaYl58+ZV2iivqjvojx8/xs8///zcHIMGDcIHH3yAs2fP4ssvv1TLVL6uv7Lp/eUN6nbv3o2ysrIKx/85Pf95ygv02NhYtfHDhw9X6+u7du0KPT097N27F0VFRRWO5+fno7i4WHhuaGhY6e9ERETajXfwiYiIqEbs2LEDOTk58PDwgJOTE/T19fHXX3/h7NmzePDgATw9PeHk5IRPPvkEOTk56NOnD65fv17h+3h6esLIyAht27bFmTNnoK+vj6ZNm+LRo0c4ceIEbGxskJOT89ws/fv3R7169bB161aUlpZi1qxZ0NXVRf369WFnZ4fz58/Dzs4OZmZmMDAwgIeHB1xcXODr64u9e/di3rx56Nq1KywsLPD48WMkJSXh+vXr2L17d7X+Lbp3747du3dj06ZNSEtLg6mpKW7cuPHC3OUaNGiADz/8EP/73/8we/Zs9OzZE9bW1sjOzsaff/4pbN1Xvs99s2bNcPLkSezZswcODg6QyWTo0KGDWqNCIiLSPizwiYiIqEb4+fnhypUrSExMxKVLl5CXlwdjY2M4OzvjnXfegbe3N4D/uxO+f//+Sr9P+Z306dOn49tvv8Uvv/yCmJgY2NnZYeTIkdDV1cWGDRtemKdv376oV68eNm/ejFWrVmHOnDnQ1dXFjBkzsGPHDuzevRtPnz6FtbU1PDw8AADDhg1DkyZNEB0djSNHjuDp06cwMzODo6Mjxo4dW+1/C2NjYwQGBmLnzp34/vvvYWhoiE6dOmH69OnV/j5vvvkm7O3tcejQIZw4cQJ5eXmQy+Vo2LAhRowYobY2/7333kNubi6OHTuG/Px8qFQqfPXVVyzwiYi0nExVWUcaIiIiIiIiItIoXINPREREREREpAVY4BMRERERERFpARb4RERERERERFqABT4RERERERGRFmCBT0RERERERKQFWOATERERERERaQEW+ERERERERERagAU+ERERERERkRZggU9ERERERESkBf4/3/+5r8f7aOsAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15,10))\n", "ax = sns.heatmap(heatmap4_norm_row, annot=True, cbar=False, annot_kws={\"size\": 14})\n", "ax.set_title('Lakhely - szakterület (sor szerint normalizálva)', fontsize = 24, y=1.04)\n", "ax.set_xlabel('Szakterület', fontsize=18);\n", "ax.set_ylabel('Lakhely', fontsize=18);\n", "plt.setp(ax.get_xticklabels(), rotation='vertical', fontsize=14);\n", "plt.setp(ax.get_yticklabels(), rotation='horizontal', fontsize=14);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.E. Korreláció vizsgálata tanulmányok és szakterület között \n", "\n", "[Tetejére! ⇡](#home)" ] }, { "cell_type": "code", "execution_count": 111, "metadata": {}, "outputs": [], "source": [ "df_stud_work=df.loc[:, ['studwhat', 'workwhat']].copy()\n", "df_stud_work.dropna(inplace=True)\n", "df_stud_work = df_stud_work.groupby('studwhat').filter(lambda x : len (x) >= 15)\n", "df_stud_work = df_stud_work.groupby('workwhat').filter(lambda x : len (x) >= 10)" ] }, { "cell_type": "code", "execution_count": 112, "metadata": {}, "outputs": [], "source": [ "heatmap5 = pd.crosstab(df_stud_work.studwhat, df_stud_work.workwhat)\n", "heatmap5_norm_row=heatmap5.sub(heatmap5.mean(axis=1), axis=0)\n", "heatmap5_norm_row = heatmap5_norm_row.div(heatmap5.std(axis=1), axis=0 )" ] }, { "cell_type": "code", "execution_count": 113, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(15,10))\n", "ax = sns.heatmap(heatmap5, annot=True, cbar=False, fmt='g', annot_kws={\"size\": 14})\n", "ax.set_title('Tanulmányi terület - szakterület', fontsize = 24, y=1.04)\n", "ax.set_xlabel('Szakterület', fontsize=18);\n", "ax.set_ylabel('Tanulmányi terület', fontsize=18);\n", "plt.setp(ax.get_xticklabels(), rotation='vertical', fontsize=14);\n", "plt.setp(ax.get_yticklabels(), rotation='horizontal', fontsize=14);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3. Adatok mentése későbbi vizualizációhoz a [weboldalon](https://lorinczszabolcs.github.io/eletpalya) \n", "\n", "[Tetejére! ⇡](#home)" ] }, { "cell_type": "code", "execution_count": 136, "metadata": {}, "outputs": [], "source": [ "colors1 = np.array(['rgb(4,4,21)', 'rgb(55,15,79)',\n", " 'rgb(105,27,127)', 'rgb(148,42,124)',\n", " 'rgb(189,66,117)', 'rgb(230,108,102)',\n", " 'rgb(251,144,103)', 'rgb(253,175,121)',\n", " 'rgb(253,203,143)', 'rgb(252,230,168)',\n", " 'rgb(255,255,255)']).tolist()\n", "\n", "colors2 =np.array(['rgb(4,4,21)', 'rgb(35,11,56)',\n", " 'rgb(67,17,92)', 'rgb(98,24,127)',\n", " 'rgb(124,33,125)', 'rgb(150,43,124)',\n", " 'rgb(176,52,122)', 'rgb(201,78,113)',\n", " 'rgb(225,103,103)', 'rgb(250,129,94)',\n", " 'rgb(251,148,105)', 'rgb(253,166,116)',\n", " 'rgb(254,185,127)', 'rgb(253, 201, 142)',\n", " 'rgb(253, 218, 157)', 'rgb(252, 234, 172)', \n", " 'rgb(252, 244, 220)', 'rgb(252, 255, 255)']).tolist()" ] }, { "cell_type": "code", "execution_count": 137, "metadata": {}, "outputs": [], "source": [ "data_df=pd.crosstab(df_birth_stud.birth, df_birth_stud.studwhat)\n", "data_df_normalized=pd.crosstab(df_birth_stud.birth, df_birth_stud.studwhat, normalize='index')\n", "data={}\n", "for i in range(len(data_df.columns)):\n", " x = np.array(data_df.index).tolist()\n", " y = np.array(data_df.iloc[:, i].values).tolist()\n", " name = str(data_df.columns[i])\n", " marker = dict([('color', colors1[i])])\n", " trace = dict([('x', x), ('y', y), ('name', name), ('marker', marker), ('type', 'bar')])\n", " data[i] = trace\n", "with open('../data/birth_stud.json', 'w') as outfile:\n", " json.dump(data, outfile, ensure_ascii=True)\n", "data_normalized={}\n", "for i in range(len(data_df_normalized.columns)):\n", " x = np.array(data_df_normalized.index).tolist()\n", " y = np.array(data_df_normalized.iloc[:, i].values).tolist()\n", " name = str(data_df_normalized.columns[i])\n", " marker = dict([('color', colors1[i])])\n", " trace = dict([('x', x), ('y', y), ('name', name), ('marker', marker), ('type', 'bar')])\n", " data[i] = trace\n", "with open('../data/birth_stud_normalized.json', 'w') as outfile:\n", " json.dump(data, outfile, ensure_ascii=True)\n", "\n", "# heatmap\n", "\n", "data = {}\n", "x = np.array(data_df.columns).tolist()\n", "y = np.array(data_df.index).tolist()\n", "z = [[] for i in range(data_df.index.size)]\n", "\n", "for i in range(len(data_df.index)):\n", " z[i] = np.array(data_df.iloc[i, :].values).tolist()\n", " \n", "data[0] = dict([('x', x), ('y',y), ('z',z), ('type', 'heatmap'),\n", " ('colorscale', [[0, 'rgb(4, 4, 21)'],\n", " [0.35, 'rgb(98,24,127)'],\n", " [0.5, 'rgb(176,52,122)'],\n", " [0.6, 'rgb(250, 129, 94)'],\n", " [0.7, 'rgb(254,185,127)'],\n", " [1, 'rgb(252, 234, 172)']\n", " ]\n", " )\n", " ])\n", "\n", "with open('../data/birth_stud_heatmap.json', 'w') as outfile:\n", " json.dump(data, outfile, ensure_ascii=True)" ] }, { "cell_type": "code", "execution_count": 138, "metadata": {}, "outputs": [], "source": [ "data_df=pd.crosstab(df_birth_work.birth, df_birth_work.workwhat)\n", "data_df_normalized=pd.crosstab(df_birth_work.birth, df_birth_work.workwhat, normalize='index')\n", "data={}\n", "for i in range(len(data_df.columns)):\n", " x = np.array(data_df.index).tolist()\n", " y = np.array(data_df.iloc[:, i].values).tolist()\n", " name = str(data_df.columns[i])\n", " marker = dict([('color', colors2[i])])\n", " trace = dict([('x', x), ('y', y), ('name', name), ('marker', marker), ('type', 'bar')])\n", " data[i] = trace\n", "with open('../data/birth_work.json', 'w') as outfile:\n", " json.dump(data, outfile, ensure_ascii=True)\n", "data_normalized={}\n", "for i in range(len(data_df_normalized.columns)):\n", " x = np.array(data_df_normalized.index).tolist()\n", " y = np.array(data_df_normalized.iloc[:, i].values).tolist()\n", " name = str(data_df_normalized.columns[i])\n", " marker = dict([('color', colors2[i])])\n", " trace = dict([('x', x), ('y', y), ('name', name), ('marker', marker), ('type', 'bar')])\n", " data[i] = trace\n", "with open('../data/birth_work_normalized.json', 'w') as outfile:\n", " json.dump(data, outfile, ensure_ascii=True)\n", "\n", "# heatmap\n", "\n", "data = {}\n", "x = np.array(data_df.columns).tolist()\n", "y = np.array(data_df.index).tolist()\n", "z = [[] for i in range(data_df.index.size)]\n", "\n", "for i in range(len(data_df.index)):\n", " z[i] = np.array(data_df.iloc[i, :].values).tolist()\n", " \n", "data[0] = dict([('x', x), ('y',y), ('z',z), ('type', 'heatmap'),\n", " ('colorscale', [[0, 'rgb(4, 4, 21)'],\n", " [0.35, 'rgb(98,24,127)'],\n", " [0.5, 'rgb(176,52,122)'],\n", " [0.6, 'rgb(250, 129, 94)'],\n", " [0.7, 'rgb(254,185,127)'],\n", " [1, 'rgb(252, 234, 172)']\n", " ]\n", " )\n", " ])\n", "\n", "with open('../data/birth_work_heatmap.json', 'w') as outfile:\n", " json.dump(data, outfile, ensure_ascii=True)" ] }, { "cell_type": "code", "execution_count": 139, "metadata": {}, "outputs": [], "source": [ "data_df=pd.crosstab(df_live_stud.livesin, df_live_stud.studwhat)\n", "data_df_normalized=pd.crosstab(df_live_stud.livesin, df_live_stud.studwhat, normalize='index')\n", "data={}\n", "for i in range(len(data_df.columns)):\n", " x = np.array(data_df.index).tolist()\n", " y = np.array(data_df.iloc[:, i].values).tolist()\n", " name = str(data_df.columns[i])\n", " marker = dict([('color', colors1[i])])\n", " trace = dict([('x', x), ('y', y), ('name', name), ('marker', marker), ('type', 'bar')])\n", " data[i] = trace\n", "with open('../data/live_stud.json', 'w') as outfile:\n", " json.dump(data, outfile, ensure_ascii=True)\n", "data_normalized={}\n", "for i in range(len(data_df_normalized.columns)):\n", " x = np.array(data_df_normalized.index).tolist()\n", " y = np.array(data_df_normalized.iloc[:, i].values).tolist()\n", " marker = dict([('color', colors1[i])])\n", " name = str(data_df_normalized.columns[i])\n", " trace = dict([('x', x), ('y', y), ('name', name), ('marker', marker), ('type', 'bar')])\n", " data[i] = trace\n", "with open('../data/live_stud_normalized.json', 'w') as outfile:\n", " json.dump(data, outfile, ensure_ascii=True)\n", " \n", "# heatmap\n", "\n", "data = {}\n", "x = np.array(data_df.columns).tolist()\n", "y = np.array(data_df.index).tolist()\n", "z = [[] for i in range(data_df.index.size)]\n", "\n", "for i in range(len(data_df.index)):\n", " z[i] = np.array(data_df.iloc[i, :].values).tolist()\n", " \n", "data[0] = dict([('x', x), ('y',y), ('z',z), ('type', 'heatmap'),\n", " ('colorscale', [[0, 'rgb(4, 4, 21)'],\n", " [0.35, 'rgb(98,24,127)'],\n", " [0.5, 'rgb(176,52,122)'],\n", " [0.6, 'rgb(250, 129, 94)'],\n", " [0.7, 'rgb(254,185,127)'],\n", " [1, 'rgb(252, 234, 172)']\n", " ]\n", " )\n", " ])\n", "\n", "with open('../data/live_stud_heatmap.json', 'w') as outfile:\n", " json.dump(data, outfile, ensure_ascii=True)" ] }, { "cell_type": "code", "execution_count": 140, "metadata": {}, "outputs": [], "source": [ "data_df=pd.crosstab(df_live_work.livesin, df_live_work.workwhat)\n", "data_df_normalized=pd.crosstab(df_live_work.livesin, df_live_work.workwhat, normalize='index')\n", "data={}\n", "for i in range(len(data_df.columns)):\n", " x = np.array(data_df.index).tolist()\n", " y = np.array(data_df.iloc[:, i].values).tolist()\n", " name = str(data_df.columns[i])\n", " marker = dict([('color', colors2[i])])\n", " trace = dict([('x', x), ('y', y), ('name', name), ('marker', marker), ('type', 'bar')])\n", " data[i] = trace\n", "with open('../data/live_work.json', 'w') as outfile:\n", " json.dump(data, outfile, ensure_ascii=True)\n", "data_normalized={}\n", "for i in range(len(data_df_normalized.columns)):\n", " x = np.array(data_df_normalized.index).tolist()\n", " y = np.array(data_df_normalized.iloc[:, i].values).tolist()\n", " marker = dict([('color', colors2[i])])\n", " name = str(data_df_normalized.columns[i])\n", " trace = dict([('x', x), ('y', y), ('name', name), ('marker', marker), ('type', 'bar')])\n", " data[i] = trace\n", "with open('../data/live_work_normalized.json', 'w') as outfile:\n", " json.dump(data, outfile, ensure_ascii=True)\n", "\n", "# heatmap\n", "\n", "data = {}\n", "x = np.array(data_df.columns).tolist()\n", "y = np.array(data_df.index).tolist()\n", "z = [[] for i in range(data_df.index.size)]\n", "\n", "for i in range(len(data_df.index)):\n", " z[i] = np.array(data_df.iloc[i, :].values).tolist()\n", " \n", "data[0] = dict([('x', x), ('y',y), ('z',z), ('type', 'heatmap'),\n", " ('colorscale', [[0, 'rgb(4, 4, 21)'],\n", " [0.35, 'rgb(98,24,127)'],\n", " [0.5, 'rgb(176,52,122)'],\n", " [0.6, 'rgb(250, 129, 94)'],\n", " [0.7, 'rgb(254,185,127)'],\n", " [1, 'rgb(252, 234, 172)']\n", " ]\n", " )\n", " ])\n", "\n", "with open('../data/live_work_heatmap.json', 'w') as outfile:\n", " json.dump(data, outfile, ensure_ascii=True)" ] }, { "cell_type": "code", "execution_count": 142, "metadata": {}, "outputs": [], "source": [ "data_df=pd.crosstab(df_stud_work.studwhat, df_stud_work.workwhat)\n", "data_df_normalized=pd.crosstab(df_stud_work.studwhat, df_stud_work.workwhat, normalize='index')\n", "data={}\n", "for i in range(len(data_df.columns)):\n", " x = np.array(data_df.index).tolist()\n", " y = np.array(data_df.iloc[:, i].values).tolist()\n", " name = str(data_df.columns[i])\n", " marker = dict([('color', colors2[i])])\n", " trace = dict([('x', x), ('y', y), ('name', name), ('marker', marker), ('type', 'bar')])\n", " data[i] = trace\n", "with open('../data/stud_work.json', 'w') as outfile:\n", " json.dump(data, outfile, ensure_ascii=True)\n", "data_normalized={}\n", "for i in range(len(data_df_normalized.columns)):\n", " x = np.array(data_df_normalized.index).tolist()\n", " y = np.array(data_df_normalized.iloc[:, i].values).tolist()\n", " name = str(data_df_normalized.columns[i])\n", " marker = dict([('color', colors2[i])])\n", " trace = dict([('x', x), ('y', y), ('name', name), ('marker', marker), ('type', 'bar')])\n", " data[i] = trace\n", "with open('../data/stud_work_normalized.json', 'w') as outfile:\n", " json.dump(data, outfile, ensure_ascii=True)\n", " \n", "# heatmap\n", "\n", "data = {}\n", "x = np.array(data_df.columns).tolist()\n", "y = np.array(data_df.index).tolist()\n", "z = [[] for i in range(data_df.index.size)]\n", "\n", "for i in range(len(data_df.index)):\n", " z[i] = np.array(data_df.iloc[i, :].values).tolist()\n", " \n", "data[0] = dict([('x', x), ('y',y), ('z',z), ('type', 'heatmap'),\n", " ('colorscale', [[0, 'rgb(4, 4, 21)'],\n", " [0.35, 'rgb(98,24,127)'],\n", " [0.5, 'rgb(176,52,122)'],\n", " [0.6, 'rgb(250, 129, 94)'],\n", " [0.7, 'rgb(254,185,127)'],\n", " [1, 'rgb(252, 234, 172)']\n", " ]\n", " )\n", " ])\n", "\n", "with open('../data/stud_work_heatmap.json', 'w') as outfile:\n", " json.dump(data, outfile, ensure_ascii=True)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { 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