{ "cells": [ { "cell_type": "markdown", "id": "71554c5e-344e-4fb8-8567-99569b6b16a4", "metadata": {}, "source": [ "# Characterization of Unique Components\n", "\n", "This notebook demonstrates the tutorial workflow for MultiModulon analysis.\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "475401cb-a10c-434c-9470-d9e18ae2e9ad", "metadata": {}, "outputs": [], "source": [ "# Import required libraries\n", "from multimodulon import MultiModulon\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# Set display options\n", "pd.set_option('display.max_columns', None)\n", "pd.set_option('display.max_rows', 50)" ] }, { "cell_type": "markdown", "id": "6c22a9d8-5b3c-47ae-a156-af621db68d40", "metadata": {}, "source": [ "## Step 1: Load MultiModulon object\n", "\n", "Load the saved MultiModulon object from Tutorial_1_Create_multiModulon_object.ipynb" ] }, { "cell_type": "code", "execution_count": 2, "id": "102b5547-9eaa-41d7-af3b-714530fb62e9", "metadata": {}, "outputs": [], "source": [ "multiModulon = MultiModulon.load_json_multimodulon(\"./multiModulon_E_coli_comparison_demo.json.gz\")" ] }, { "cell_type": "code", "execution_count": 3, "id": "6ca98d62-3336-4498-bf59-03d0d106c4bc", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'BL21': '#B24C4C', 'MG1655': '#4C6AB2', 'W3110': '#88B24C'}" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "multiModulon.species_palette" ] }, { "cell_type": "markdown", "id": "c1940ac2-ca81-4f66-951f-67162c93206c", "metadata": {}, "source": [ "## Step 2: Characterize Unique Components\n", "\n", "Characterize Unique Components" ] }, { "cell_type": "markdown", "id": "bb4e0937-965e-47d8-b28b-e01dc41f4759", "metadata": {}, "source": [ "### MG1655" ] }, { "cell_type": "code", "execution_count": 4, "id": "f44eadbc-35e8-47bd-9d68-681a59c7037e", "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA8UAAAGSCAYAAADKJmMKAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjMsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvZiW1igAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3XdcVfX/wPHXZW8QEXACDnCLM8URao6y0tK0clGmucWVaeYeZbjN1FxpqWluMy1TNGdOVEQRBFQEFwoim/v5/cGP8+UKKubA8X76uA+553zOOe/zOeeO9/18zufolFIKIYQQQgghhBDiFWRU0AEIIYQQQgghhBAFRZJiIYQQQgghhBCvLEmKhRBCCCGEEEK8siQpFkIIIYQQQgjxypKkWAghhBBCCCHEK0uSYiGEEEIIIYQQryxJioUQQgghhBBCvLIkKRZCCCGEEEII8cqSpFgIIYQQQgghxCtLkmIhnrDIyEh0Oh2RkZEAuLu7o9Pp2LNnT66y27ZtQ6fT4efn90S29SCBgYHodLr/tJ2HGTNmDL6+vnnO0+l0BAYG5ms9j1L2WenevTtjxox5Ztvz9fVFp9OxbNmyXPPOnj2LTqfLVdcXLlzgs88+o2TJkpibm+Pm5kb//v2Ji4vLcxu//PJLnsfr+++/p1SpUtjZ2fHBBx8YLD99+nR0Op3BY8iQIdr8atWq5Zp/+vTp/1YJQgghhBDPkCTFQjxhJUuWJCYmhpIlS2rTTE1N2bRpU66y69evf2qJ6osoJiYGHx+fgg5DM2XKFBYuXPjMt/so58vJkyepXbs2ly9fZtWqVZw/f57Fixdz5MgR3njjDTIyMgzK79q1ix49euRa96+//srQoUOZPn06+/fv5+LFi/Tp00ebf+bMGXr37k1MTIz2GD16NACZmZmEhoaye/dug/nly5d/EtUhhBBCCPFUSVIsxBNmbGyMq6srxsbG2rRGjRqxefNmg3JKKTZt2kTdunWfdYjPLVdXV8zMzAo6DBISEmjXrh3ffPONwY8bz0qjRo34888/SUtLM5i+YcOGXOfLZ599Rt26dfnjjz+oX78+pUqVomnTpmzbto2oqCg2btyolR07dixvvvkmpUuXzrXNb7/9lmHDhtG2bVsqV67Md999x6lTp8jMzAQgJCSEatWq4erqqj1sbW0BiIiIIC0tjTp16hjMNzExedJVI4QQQgjxxElSLMQTlleX5latWnHhwgXOnj2rTTt48CCOjo54enoaLL9lyxZq1KiBpaUlFStWZN26ddq89PR0+vXrh4ODAyVKlOD33383WPbe7sdLly7F3d09zzgvX75M+/btcXR0xMnJif79+5Oamqot5+vry+jRo3FycsLBwYFBgwahlPqPtZLF19eXiRMn0qJFCywtLfH09GT79u15xp+QkMDHH3+Mra0tnp6eLFu2TGslzauO7+3C/c8//1CrVi0sLS2pUqUKa9euzXecERERpKSkcOzYsTwTyHuFhITQsmVL7OzsKF68OOPGjUOv12txdezYkV69emFnZ4ezszNTpkx54Pp8fHywsLBg586d2rQrV65w/vx5GjdurE07deoUhw8fZuzYsblakO3s7Dh69CjvvfeeNu2vv/5i+/bttG3b1qBsQkICx48f5/3339emNWrUiNOnT2s/7oSEhOQ6V7OdOXOGkiVLYmFh8cD9EkIIIYR4HklSLMQzUKhQIRo2bGjQJXb9+vW0adPGoNzOnTt5//336dKlC0FBQXz22Wd06NCBo0ePAjB69Gg2b97Mpk2bWLNmDbNmzfpP8aSlpdGkSRPu3r3L7t27Wb16Nb///jtffPGFVmb//v2cO3eOffv2MWfOHGbOnMmOHTv+0/ZymjhxIh999BGnT5/G29ub7t27awlkTp999hkhISEEBgYyffp0RowYke9txMbG8vbbb+Pn58epU6cYNmwYfn5+/PPPP/lavlq1amzZsuW+PyjkdOPGDRo2bEixYsU4dOgQc+fOZfbs2cycOVMrs2bNGiwsLDh27BhDhw5l2LBhhIaG3nedRkZGvP322wbny4YNG3jzzTcxNTXVph08eBArKytq1qyZ53rc3d0xMvrf2/zevXt5/fXXc5W7cOECANevX6d+/foUK1aMrl27cvv2bQCuXr1KXFyc9iNLhQoVCAgI0H4kCQkJwczMjLfffhtXV1def/11/v3334fWnRBCCCHE80CSYiGekdatWxskORs3bjRoxQOYM2cO7dq1w9/fH09PTwYNGkTbtm21BGThwoWMHz+eRo0aUa9ePaZPn/6fYtm2bRvR0dH8/PPPVKlShSZNmvD9998zd+5cEhMTgazrRBcsWICXlxedOnWiWrVqHD58+L9XwP9r1aoVfn5+lClThpEjR3Lp0iViY2MNyty6dYt169Yxa9YsatasSatWrfjyyy/zvY3vv/+eN954g759+1K2bFk6depEjx49mDFjxmPHf68VK1ZgZWXFggULqFChAq1bt2b8+PEGrcGFCxcmICCAsmXLMnToUBwdHTly5MgD19u6dWuDLvcbNmzIdb7cuHEDBwcHg1bi0aNHY2Njoz169uz50H3IPuZ9+vRh2LBhrFmzhuDgYDp37gyg9XBwcXFh8+bNDB8+nAkTJmj1efbsWW7dusVnn33G1q1bqVixIk2bNuXSpUsP3bYQQgghREGTC76EeEZat27N4MGDuXHjBteuXSM5OZlatWoZlAkJCcmVxPj4+LB48WJu3LjB9evX8fb21ubVrl37P8WS3RW2UKFCBtvJyMggLCwMyEqA7OzstPl2dnakp6fnuT5TU9M8W3uzp+Vs3SxXrpzBOoFc6z1//jyZmZkG+/ooA3CFhISwefNmbGxstGnp6en37f77OEJCQqhZs6bB9bM+Pj7ExsZqLa0eHh4G15jb2trety6zNWvWjJs3b2pduA8ePMi6desMRnQuVKiQto1s/fv315LZYcOGkZKS8tB9yI79yy+/5N133wVg4cKFVK9enStXrvD6669z48YNChcuDECVKlW4fv06P/zwAwMHDuTHH38kKSlJO55z585l3759LF++/JFa+IUQQgghCoIkxUI8I+7u7lSqVIktW7Zw5cqVXF2ngTyvyczMzNQGOwIMrut92KBU9448/LDt5Pw/r3Xf75piBwcH4uPjc03PTtgcHBweGPO967Wysso13dzcXPs7rxG7c+5rRkYGnTp1ypWQ5UzOn5QnXZfZrKysaNasGZs2bcLT0xNfX1+DJB/gtddeIykpiaCgIKpVqwZktUpnJ6/ZA2E9TNGiRQEMRov28vIC4NKlSxQrVkxbZ7YKFSoQHR0NZCXVOX9A0el0lC9fXpsvhBBCCPE8k+7TQjxDrVu3ZsuWLXl2nYasROTgwYMG0w4cOICXlxdOTk64uLgYdGE+fvy4QVkzMzPu3LmjPc++VjSv7YSGhhrch/bAgQOYmJhQpkyZR96vqlWral1oczp06BBWVlaP3EJbunRpzM3N77uv2Unm/fbVy8uL8+fPU7ZsWe2xceNGfvnll0eKIz+8vLw4evSoQcvvgQMHKFKkCI6Ojo+17oedL9WrV6d27dqMHz8+1zylFDExMfnaTqlSpShWrBhBQUHatJCQEHQ6HW5ubixcuBAvLy+DRP7EiRNaEt24cWPGjh2rzdPr9Zw8eVJuySSEEEKIF4IkxUI8Q61bt2bbtm1cuHCBRo0a5Zo/cOBAfvvtN2bOnMn58+eZPn0669ato3fv3uh0Ovr27cuoUaPYsWMHR44cYeDAgQbL165dm9mzZ3P+/Hk2bdrEkiVL8oyjWbNmlC5dms6dO3Pq1Cl27dpFv379+Pjjjw1adfOrfv36VK5cmQ8++IBDhw5x4cIFLe5+/fo9cgutlZUVffr0oV+/fhw8eJA9e/bw1VdfafNdXFwoWbIk3333HRcuXGDp0qUGI3H37t2bI0eOMHLkSM6fP8+KFSsYMWIEbm5uj7xvD9OxY0dSU1P5/PPPCQkJYePGjYwePZpevXo99j2o3377bYKCgti+fTvvvPNOnmWWLl3K3r17effdd9m1axdRUVFs376dN954g7///pt69eo9dDs6nY6BAwcyatQo/vrrL4KCgujVqxdt2rTB1dWVZs2aERMTw5AhQwgLC2PVqlXaLZwA3nnnHaZPn86mTZs4d+4cffv25fbt2/j5+T3W/gshhBBCPAuSFAvxDNWsWZNChQrRqlUrg2tMs7322mssX76cH374gcqVK7NkyRJWr15NkyZNABgxYgRdunShQ4cOtGrViu7duxssP3v2bG7evEnlypWZMmUK48aNyzMOY2NjbdCv1157jQ8//JDWrVszf/78/7RfRkZGbNu2jZIlS9KmTRsqVqzIF198QY8ePZg0adJ/WuekSZNo1KgRzZo1o2vXrnz66acG21u0aBH//vsvFStWZM2aNQZJs5ubG5s3b+aPP/6gcuXKjBw5kqlTp9KxY8f/FMuD2Nrasm3bNsLCwqhevTp9+/bF39+f0aNHP/a6nZ2dee211/D29sbJySnPMhUrVuT48eN4eHjw6aef4unpySeffEKxYsU4cuQIn3/+eb62NXjwYPr27Uvnzp2pX78+ZcqU0X5UcXNzY+vWrezfv5+qVasyfPhwvv32W9q3bw9k/ZjzxRdf0K9fP6pVq0ZwcDA7duzId/dtIYQQQoiCpFOPe+NRIYR4BgIDA2ncuPFj3ytZCCGEEEKInKSlWAghhBBCCCHEK0uSYiHEK+W9994zuI/vvY+nMRiXEEIIIYR4fkn3aSHEKyUmJoa7d+/ed76Li4tcCyuEEEII8QqRpFgIIYQQQgghxCtLuk8LIYQQQgghhHhlSVIshBBCCCGEEOKVZVLQATyv9Ho9V65cwdbWFp1OV9DhCCGEEK8EpRR37tyhWLFiGBnJb/dCCCGePkmK7+PKlSuULFmyoMMQQgghXkmXLl2iRIkSBR2GEEKIV4AkxfeRPfrspUuXsLOzK+BohBBCiFdDQkICJUuWlFHghRBCPDOSFN9HdpdpOzs7SYqFEEKIZ0wuXRJCCPGsyMU6QgghhBBCCCFeWZIUCyGEEEIIIYR4ZUlSLIQQQgghhBDilSXXFAshhBDihaKUIiMjg8zMzIIORQghxHPK2NgYExOTfI1RIUmxEEIIIV4YaWlpxMTEkJSUVNChCCGEeM5ZWVlRtGhRzMzMHlhOkmIhhBBCvBD0ej0REREYGxtTrFgxzMzMZJRqIYQQuSilSEtL4/r160RERFCuXDmMjO5/5bAkxUIIIYR4IaSlpaHX6ylZsiRWVlYFHY4QQojnmKWlJaampkRFRZGWloaFhcV9yz53A22lpKTQrVs3HBwcKFq0KFOnTr1v2d9//x1vb29sbGyoWrUqmzZtMpi/cuVKypQpg5WVFe+99x43btx42uEL8Vy5FX+H4NALBIdGcDvhTkGHI4QQT8SDfu0XQgghsuX38+K5aykeOnQoR44cYefOnURFRdG1a1fc3Nxo166dQbmTJ0/y/vvv89133/HWW2+xfft22rVrx+HDh6lWrRr//vsv3bp1Y968eXh7e9O/f3/8/PzYsmVLAe2ZEM+OUopjp89x7HQoyckpAFhZWlCzanm8K5aT7oZCCCGEEEL8v+cqKb579y4LFy7kjz/+oEaNGtSoUYPg4GDmzJmTKylesWIFTZo0oX///gCULVuWTZs2sXr1aqpVq8acOXNo3749Xbp0AWD58uW4ubkRERGBh4fHM983IZ6lS1eu8u+JEEyMjXBxcgQg/s5dDh0PpoijAyWKOhdwhEIIIYQQQjwfnqv+R0FBQaSnp+Pj46NNa9CgAYcOHUKv1xuU7dq1K998802udcTHxwNw8OBBGjVqpE0vWbIkpUqV4uDBg08peiGeH+EXr5Ceno69rQ06nQ6dToeDnQ1paelcuHSloMMTQohXip+fn/ZenNcjMDCwoEPMk5+fH35+fvkqe+3aNdasWaM9f573Swgh7vVctRTHxMTg5ORkMGS2i4sLKSkp3Lx5kyJFimjTK1SoYLBscHAwf//9Nz179tTWVaxYMYMyLi4uXL58Oc9tp6amkpqaqj1PSEh47P0RoqCkpKRinMc1FEY6I1JS0gogIiGEeLru/vLJM9uWdcclj1R+5syZ2g/5v/76KwEBARw+fFib7+jo+ETje1JmzpyZ77LDhg1DKcUHH3wAZH0Pe173Swgh7vVcJcVJSUmYm5sbTMt+njNhvdeNGzdo27Yt9evXp3Xr1g9c1/3WM3nyZMaOHfs44Qvx3HAp4kjohUvo9XptgIFMvZ5MpcfZqVABRyeEEK8We3t77O3ttb+NjY1xdXUt4KgeLjvm/FBKGTx/EfZPCCGyPVfdpy0sLHIlrdnP73frhatXr9KkSRP0ej2//fablgDcb133W8/w4cOJj4/XHpcuXXrc3RGiwHiWLoWzUyFib8QRf+cu8XcSuXo9DhcnR8p5lCzo8J57d+4mcT3uNmnp6QUdihDiJRcZGYlOp2P8+PEUKlSIvn37opRi0qRJeHh4YGZmRrFixQx+uPf19WXixIm0aNECS0tLPD092b59uzb/119/xcvLCwsLCypWrMiGDRu0eWFhYbRs2RIbGxtKlSrFrFmzAAgMDMTd3Z1evXphb2/Pt99+a9B9esyYMXz44Yd88sknWFlZ4eXlpd31Y8yYMfz000/89NNPuLu7A4bdp1NSUhg2bBglS5bE2tqad999V/uelb3/69ato0yZMlhYWPD2228TFxf3lGpcCCFye65aiosXL86NGzfIyMjAxCQrtNjYWCwtLXFwcMhVPjo6miZNmgBZb+Y5u1cXL16c2NhYg/KxsbEULVo0z22bm5vnalkW4kVlY2XJm43rciL4PBEXr6DT6aheuRzelTyxtrz/PdpedXeTUzhw9BQRl2LIyMjE2sqCqhXKUrVCWYxkxG4hxFO0b98+jhw5gl6vZ9myZcyYMUO7teS2bdvo1asX77zzDjVq1ABg4sSJzJ07l7lz5zJ8+HC6d+9OZGQkN27coHPnzixYsIDGjRuzZs0aPvroI6Kjo7GysqJ58+bUqFGDQ4cOceHCBT766CNKly6NjY0NUVFRpKSkcPToUczMzBg1apRBjOvWrePjjz/m6NGjbNq0ibZt2xIUFMSQIUMICQkBYM6cObn2rWfPnuzbt49ly5ZRuHBhhg0bRuvWrTly5IhWZtKkSaxcuRKlFO+++y5Tp05l4sSJT7HGhRDif56rpNjb2xtTU1MOHjxIgwYNANi7dy+1a9fOdY+pu3fv0rJlS4yMjNi1a1eubjp169Zl79692i+cly5d4tKlS9StW/eZ7IsQBc3BzhbfejVoWKcaAMbGxgUc0fNNrxQ79x3hQlQ0tjbWWFqZcTc5mX2HgzAxNqayV+mCDlEI8RLz9/enTJkyAFy+fJklS5bQtGlTICupHDt2LMHBwVpS3KpVK+07zsiRI6lWrRqxsbFcvXqV9PR0SpQogZubG4MHD6Zq1apYWFjw559/cv36dZYsWYKtrS2VKlVi9uzZBp8Pw4YNo2zZsnnG6OjoyPz58zE3N6dChQps3bqVxYsXExAQgKWlJYBBAwXArVu3WL58OX/88QeNGzcG4JdffqFkyZL89ddfeHl5ATB27Fjq1KkDQMeOHQ2uuRZCiKftuUqKrays6Nq1Kz179mTJkiVER0cTEBDAkiVZA1rExsZib2+PpaUlkyZNIjw8XOuak90qbGlpib29Pb169cLX15d69epRu3ZtBgwYwNtvvy23YxKvHEmG8yfm6g0uXbmGo70d5uZZg/2ZmZly41Y8p89doEI59zwHLxNCiCchu9sxQOPGjTl06BDDhw8nJCSE48ePExsbS2ZmplamXLly2t92dnYApKen4+3tTatWrWjWrBleXl60bt2azz77DCsrK86dO4enpye2trbasp98kjVAWfb3qZxx3KtWrVoGvepq1aqltRDfT2hoKHq9ntdee02b5ujoiJeXFyEhIVpSfO/+pMvlK0KIZ+i5+4Y3bdo0atasSePGjenTpw9jx47l/fffB6Bo0aL8+uuvAKxdu5bk5GRee+01ihYtqj0GDBgAQL169Zg/fz5jx47Fx8eHQoUKacm1EELc605iEhkZmVpCnM3Kwpw7d5NITZVRu4UQT4+Fxf8ubVm4cCFvvPEGKSkptG3blr///psSJUoYlM95p45sSil0Oh1btmzh0KFDtGvXjs2bN1OjRg1OnDiBqanpI8Vxr3uXz8zMzNWTL7/ry8zMNEjy792fewfuEkKIp+m5aimGrNbi7MEa7pXzDfLs2bMPXdej3F9PCPFqs7KywNjYiLT0dMxyfPFLSU3D1sYKc7OHf5kUQognYd68eYwaNYqhQ4cCcPv2ba5evZqvRPHs2bMsXLiQgIAA6tSpw/jx46lUqRLbt2+ncuXKhIWFkZSUpA08OmTIENLS0rQGiAc5efKkwV0Njhw5wuuvvw5kDayVV3xlypTBxMSEgwcP0qJFCwBu3rzJ+fPntVZiIYQoaM9dS7EQQhSE4q5FKOpcmJu3EkhJTSUzU09C4l3SMzKo6Okh3dCFEM9M4cKF2bFjB6GhoRw9epQOHTqQnp7+wNtTZnNwcOCHH35gwoQJRERE8PvvvxMZGUn16tVp0aIFrq6ufP7555w9e5ZNmzYxb948LVl9mAsXLvDFF19w7tw5Jk6cyNGjR+nWrRsA1tbWREZGEh0dbbCMjY0N3bt3p2/fvgQGBnLy5Ek6depEyZIladas2aNXjhBCPAXPXUuxEEIUBGMjI5o2qMXuA8e5cvUGGZlJWFqYU6tqeaqWL1PQ4QkhHsK648tzidTMmTP55JNPqFatGs7OznTo0AFra2uOHz/+0GVdXV1Zt24dw4YNY+LEiTg7OzN58mSaN28OwMaNG+nTpw/Vq1fH1dWVgIAAWrVqpV1T/CCvvfYa169fx9vbG09PT7Zu3Urp0lmDEHbu3Jk2bdpQrVo1rl+/brBcQEAAQ4YMoW3btqSlpfHGG2+wY8cOueuHEOK5oVNy0UaeEhISsLe3Jz4+XhvAQgjx8lNKcSPuNsmpaRSyt8XWOu97mwshno4Hff6mpKQQERGBh4fHA699FU/emDFjCAwMzFfyLIQQz4v8fm5IS7EQQuSg0+koUrhQQYchhBBCCCGeEbmmWAghhBBCCCHEK0taioUQQgghxAONGTOmoEMQQoinRlqKhRBCCCGEEEK8siQpFkIIIYQQQgjxypKkWAghhBBCCCHEK0uSYiGEEEIIIYQQrywZaEsIIXJI1idzLfMaGSqDQsaFKGRUCJ1OV9BhCSGEEEKIp0SSYiGE+H/R6dGcSD1Bkj4JhcJUZ0opk1J4W3hjrDMu6PCEEEIIIcRTIEmxEEIAd/V3OZ56nFR9Kg5GDujQkapSuZB+AQdjB8qYlSnoEIUQD3D69Olntq3KlSs/Unl3d3eioqIA0Ol0WFlZUa1aNUaNGkWLFi3yvZ4FCxbw1VdfkZyczL///kvFihUfKY4XWWRkJB4eHkRERODu7v7E1+/u7s6YMWPw8/N74usWQjz/5JpiIYQAYjNiSdInYW9kj5HOCJ1Oh4WRBUYYEZUeVdDhCSFecDNmzCAmJobLly9z8OBB6tevT6tWrdixY0e+1/HFF1/Qu3dvgoOD8fLyeorRvnoOHz5Mhw4dCjoMIUQBkZZiIYQA0lU6OnS5rh820ZmQqlILKCohxMvC3t4eV1dXAIoVK8aUKVOIiYlh4MCBnDp1Kl/riI+Px9fXFzc3t6cZ6iupSJEiBR2CEKIASUuxEC+51ExFaqYq6DCee/bG9uh0OtJVujZNKUWqSsXJ2KkAIxNCvKx69OjB6dOnCQsLA+D27dt07twZOzs7ihUrRr9+/UhOTgbQfrBr0qQJvr6+QFaX8caNG2NpaYmXlxdz587V1j1mzBg6duxIr169sLOzw9nZmSlTpmjzg4KC8PHxwcrKiuLFizNu3DhtXmpqKgMGDMDJyQknJyc6depEXFxcnvsQGBiIu7s7ixcvxtXVlUKFCjFlyhT27NlD+fLlsbW1pUuXLuj1eiDrfXX8+PEUK1YMBwcH3nnnHS5evKit79q1a3To0AE7OztcXV0ZMWIESv3vM2z9+vWUKVMGKysr3n33XW7duqXNW7hwIeXLl8fMzAwnJyf69OlDZmYmAH5+fgwaNIgOHTpgZWVFyZIlWb58ubasu7s7S5cufWjdZO9r7dq1sbS0pHnz5kRFRdG2bVusrKzw9vYmODgYgPT0dLp3746TkxM2Nja8++67REdHP/CcEEIUDEmKhXhJ3U5V7IvNZEtUJpsjM9kbk8ntVEmO78fZ2BlXY1cS9Anc0d/hrv4ucfo4rI2sKWtWtqDDE0K8hLKvCT5z5gwA3bp1Iz4+nn379rFhwwYOHz5M3759AYiJiQFg7dq1rFu3juTkZN58800aNGjAyZMnCQgIYNy4cQaJ3po1a7CwsODYsWMMHTqUYcOGERoaCkCXLl2oXr06wcHBLFq0iG+//ZatW7cCMGLECA4fPszWrVvZtWsX8fHxfPDBB/fdjytXrrB+/Xp2797NV199xfDhw/H392fp0qWsXLmSX3/9lY0bNwIwZ84cfvnlF1asWMHBgwdxcXGhefPmpKdn/SDZpk0bYmJi2L17N6tXr2bJkiV8//332rZ++uknVq1axa5duzh69CjffvstALt376Z///5MmjSJ0NBQ5s2bx6JFi7TtZm+7Zs2anD59mrZt2/L5558THx+fa38eVDcAI0eOZPLkyezdu5fjx49TvXp1mjVrxuHDh7GysmLEiBHa9nbv3s2ff/7JkSNHuHPnDgMHDnz4iSGEeOak+7QQL6G76Yq9sZnEpYC1CRjp4MIdxa3UTBoXN8bGVG4xdC9jnTG1LWsTlhrGxYyLZJJJKZNSlDMrRyHjQgUdnhDiJWRvbw/AnTt3CA8PZ8OGDcTFxWnTf/zxR7y9vZk2bZrW9drR0RFHR0cWLVqEs7Mz48ePB6BcuXJ89dVXzJgxg86dOwNQuHBhAgICMDY2ZujQoXzzzTccOXIET09PIiMjad26NW5ubnh4eLBjxw48PDxISkpizpw5HDlyhCpVqgCwfPlyChcuzKlTp7RpOaWnpzN16lQ8PT0pVaoUQ4cOpW/fvtStWxcAb29vzp49C8CUKVOYO3eu1to9f/58ihYtyrZt23Bzc+PAgQNcuHABDw8PAObNm0diYqK2rSlTplC7dm0A2rdvT1BQEAA2NjYsWrSI999/H8hq0Z06dSrBwcHatGrVqvHFF18AMG7cOGbOnElwcDA+Pj4G+3O/usnm5+fHG2+8AWS13MfExNCzZ08AOnfuzIwZM7T1WFpa4u7ujqOjI0uXLuXmzZsPPzGEEM+cJMVCvISiEhW3UhVOFjqM/r/LnYWx4maqIuqOopKjJMV5MdeZU8miEhVUBRRKbsMkhHiqEhISALCzsyMkJAS9Xk/x4sUNyuj1esLCwqhZs6bB9JCQEIKCgrCxsdGmZWZmYmLyv692Hh4eGBv/733M1tZWa5EdMWIEw4cPZ/78+bz99tt07twZV1dXTp8+TVpaGvXq1csVR2hoaJ5JMUDp0qUBsLS0BDAYIdrS0pLU1FQSExO5fPkyHTp0wMjof50Vk5OTCQ0NJSUlBUdHR4MEtHXr1kBWgglQpsz/7gRgb29PSkoKADVr1sTS0pLRo0cTHBzMqVOnOH/+vMHo3uXKldP+trOzA9DqI6f71c29+5q9b3ntK2R1j1+5ciWurq74+vry3nvvyejWQjynJCkW4iUUl6Iw4n8JMYCRToexDm5KF+qHMtLJlSVCiKfv5MmTQNYtnoKCgrC3t+fIkSO5yt2bKANkZGTQtGlTg67F9zIzM8s1Lfv63GHDhtG+fXvWr1/P5s2badKkCQsWLKBWrVoA7N271yDhBnBxcbnvtnIm44BB0pszZsjq1n3v6NmOjo7s2bPnvuvPljPJz7k/27dvp02bNnTp0oU333yT0aNH07t3b4OyD6qPnO5XN5999hmQv30FqFSpEpGRkfz+++9s2bKF4cOHs2LFCvbs2ZNrUEchRMGSb35CvIQsTUCfR+6bqcBSGj8fKF2viLqjJ/S2npi7evR5fGESQognYfHixdSsWRMPDw+8vLyIj49Hp9NRtmxZypYtS3JyMkOHDtVaHnPy8vIiNDQUDw8PrfzBgweZPXv2Q7ebkpLCgAEDMDMzY9CgQezatYsePXqwdu1aypQpg7GxMTdv3tTWa2dnx8CBA7l69epj7a+DgwPOzs7ExsZq6y5VqhRffPEF586do1y5csTFxXHp0iVtmVmzZtGmTZuHrvvHH3/k008/Zf78+XTr1o0KFSoQHh6eZ9L7IA+qm0e1bNkyNm/ezAcffMBPP/3Etm3b2Lt3L9euXXvkdQkhni5JioV4CZWyMcLcBOLTFHqV9UhIU5gZQUkbednfT1yK4s9LWYOS/Xstk11X9ARGZ5KcIYmxEOLxxMfHExsbS0xMDKdOncLf359Vq1YxdepUACpUqEDLli3p2LEjhw8f5tixY/j5+ZGYmIiDg0Ou9XXq1ImkpCQ+//xzzp49y9atW+nfvz/Ozs4PjcXCwoK9e/fSr18/zp07x5EjR9izZw/Vq1fH1taW7t2706tXLwIDAzlz5gxdunQhLCzMoFvzfzVo0CC++uorNm/ezPnz5/nss8/Yt28f5cuXp1KlSjRp0oRu3bpx6tQpAgMD+eabb2jWrNlD11u4cGH279/PqVOnCA4Oxs/Pj5iYmDx/UHiQB9XNo4qPj2fAgAH8/fffRERE8Msvv1CiRAmcnOSOBkI8b6T7tBAvoSKWOmo4GXHypp64/+8ubWWio7KjES6WBRzccypTKf69lklcKjia6TA20pGuV0TfVZy8qec1F2liF+J5Vrly5YIO4YH8/f3x9/dHp9NRpEgRatSowc6dO2nQoIFWZvny5fTr14+mTZtiYmJCy5Yt79vya2tryx9//IG/vz/e3t4ULlyYvn37Mnz48HzF8+uvv9KnTx9q166NiYkJ7du35+uvvwZg6tSpDBkyhLZt25Kenk6jRo3YunVrrq7L/8WQIUO4c+cOPXr0ICEhgVq1arF9+3YKFcoa0PDnn3+md+/e1K1bF3t7e3r06EHv3r2Jiop64HrHjBmDn5+fttxbb71Fr169OH78+CPH+KC6eRR9+vTh8uXLdO7cmbi4OGrVqsWmTZueSD0KIZ4snXrUfiWviISEBOzt7YmPj9cGYxDiRZOUobiWnPUSd7bQYSWjTt9XbJJiZ3QmtqZgavS/erqbrlDA227GWJhI/QnxtD3o8zclJYWIiAg8PDywsLAooAiFEEK8KPL7uSEtxUK8xKxMdLjbSiKXHxn6rG7mJjodZGZmTTQ2xsQIUjMhTQ/yFVwIIYQQ4uUjSbEQQgD25josMlJJiryM9aUIUICzM0nuntg7WGJtWtARCiGEEEKIp0FG3BFCCMD2bjxl/lxHyu073LYrwl0rW24mZ2IUfp6KKh5juX2GEEIIIcRLSZJiIYQACAyk2rqF1Ao9gF36XXTm5rgk3aTe+h9x2/17QUcnhBBCCCGeEuk+LYQQAOfPY6QUXpeC8bx0hkwjY4z1GeiiwyBYBtsTQgghhHhZSVIshBAA9vag14NS6HRgos/Imp6WBv9/qxAhhBBCCPHyke7TQggBUL9+VmJ86ZKWHHPlClhYgK9vQUcnhBBCCCGeEkmKhRACoGJF+PxzMDeHs2fhzJms6V26wGuvFWxsQgghhBDiqZHu00IIAaDTQevWWQnw8eNZLcVVqkDJkgUdmRBCCCGEeIqkpVgIIXJydYU334S33pKEWIgXiO4Z/ntU6enpjBkzhtKlS2Nubk6pUqUYNGgQd+7c0cq4u7uzdOnSJ1gjeRszZgy+97kkRCnF3Llzn3oM+aXT6QgMDHzs9ezcuZOQkBAAli5diru7+2OvsyD5+voyZsyYp7LuB50fQrzMJCkWQgghhHiKhg0bxtq1a/nxxx85d+4cS5Ys4c8//+Tjjz/Wyhw+fJgOHToUYJSwZ88e+vTpU6AxPA1Nmzbl6tWrAHTo0IHDhw8XcETPryFDhrBu3bqCDkOIZ066TwshxP/LzEgn9twxbkSEYGRsgnO5qjiXqYJO9+gtQ0IIkW3p0qUsXryYpk2bAlmtwvPmzaNhw4bExMRQtGhRihQpUsBRZrUUv+wsLS2xtLQs6DCeWzY2NgUdghAFQlqKhRACyEhL4dCqGexdOongHb9yavsv7Fk4jpNbl78SXxSFEE+PkZERO3fuRK/Xa9Pq1atHcHAwTk5OgGH3ab1ez5dffomTkxOFCxdmwoQJlC1bVutKrNPp+Pnnn6lcuTLm5uY0bNiQiIgIbd2bNm2ievXqWFhY4ODgwEcffURiYuIDY4yMjKRx48ba+gMDA/Hz88PPz49q1arh7OzM+fPnOXPmDC1atMDW1hYLCwsaNmyodU0ODAzE3d2dH374geLFi2NtbU3nzp1JTU0F4Pbt27Rt2xYHBwcKFSpEp06dSEhI0GIYN24czs7OODk5sWjRIoP47u1eHhgYaPCDZVhYGC1btsTGxoZSpUoxa9YsbTmAxo0bM2bMmFzdp0NCQmjZsiV2dnYUL16ccePGacdpzJgxdOzYkV69emFnZ4ezszNTpky5bx26u7uzePFiateujaWlJc2bNycqKoq2bdtiZWWFt7c3wcHBWvl//vmHWrVqYWlpSZUqVVi7dq3B+qZNm4a7uzs2Nja0aNHC4BhHR0fz5ptvYmFhgZeXFzt27NDmPc4xytl9Oj09ne7du+Pk5ISNjQ3vvvsu0dHRWrkuXbrQr18/bGxscHd3588//2TOnDm4uLhQpEgR7RgA/Prrr3h5eWFhYUHFihXZsGHDfetRiIIgSbEQQgBRx3YTdWw31oVccHKvgJN7BUwtrAj9ZxPXwk8VdHhCiBfYgAEDmD17Nu7u7vTq1Yu1a9eSnJxMxYoVMTU1zVV+8uTJLFu2jBUrVrBjxw62bNnChQsXDMqMHj2aWbNmcfToUW7cuMHIkSMBCA8Pp127dvTu3ZuzZ8+yevVqduzYwYIFCx4YY8mSJbWkLCYmBh8fHwCWL1/OhAkT+P333ylTpgzvvPMOHh4enDhxgv3795ORkcGwYcO09Vy5coXffvuNbdu2sW7dOtauXcuyZcu0mGNjY9m3bx+7du3ixIkTTJgwAYAFCxYwY8YMFi9ezI4dO3IlxQ+SkpJC8+bNsbGx4dChQ3z//feMGDGCLVu2aF2l165dy5AhQwyWu3HjBg0bNqRYsWIcOnSIuXPnMnv2bGbOnKmVWbNmDRYWFhw7doyhQ4cybNgwQkND7xvLyJEjmTx5Mnv37uX48eNUr16dZs2acfjwYaysrBgxYgQAsbGxvP322/j5+XHq1CmGDRuGn58f//zzDwDz589n7NixfPvttxw/fhw7Ozs++OADbTvLli2jQ4cOBAcHU6tWLTp37oxSCr1e/1jHKKc5c+awe/du/vzzT44cOcKdO3cYOHCgNv/XX3/FwcGBoKAgXnvtNdq3b8/27dsJDAykf//+DB48mOvXr3Pt2jU6d+7M8OHDOXfuHJ9++ikfffQRcXFx+T7GQjx16jmTnJysPv30U2Vvb69cXV1VQEDAQ5f5559/lIeHR67p9vb2CjB43LlzJ19xxMfHK0DFx8c/8j4IIV48uxeOVSsHv6u2Tx9o8PhlQEsV9PtPBR2eEK+MB33+JicnqzNnzqjk5ORc83iG//6Ln3/+Wfn4+CgjIyMFKFtbW7V48WJtvpubm1qyZIlSSqlixYqpRYsWafPOnj2rALVr166sfQU1Z84cbf7MmTNVuXLllFJKhYaGqnnz5hls+8MPP1SffvqpUkqp0aNHq9dffz3PGHft2qVyfjXs2rWreu2117TniYmJasqUKSoxMVGbNm/ePFW6dGmD5U+fPq3Nf++991T37t2VUkq9++67qnnz5uru3btKKaVCQkLUmTNnlFJK1apVS40bN05bLjg42GCfc9bPvbFu3LhR2djYqISEBG3+4sWL1datW7X6yl7PkiVLlJubm1ZvJUuWVOnp6dpyP/zwg3J1ddXqytXVVWVkZGjzHR0d1S+//JJn/bm5uanhw4drz9u3b68aNmyoPZ87d67y9PRUSik1cuRI9f777xssP2jQIG1a9erV1ejRo7V5sbGxasiQISopKUm9/vrr6qOPPtLmnThxQgEqNjb2sY9RzvOjf//+qmrVqurmzZtKKaUiIyPV0aNHtXLFihVTer1eKaXU1q1bFaDCw8OVUkolJSUpQO3fv18dO3ZMAeqvv/5SSiml1+vV9u3btfNAiKfpQZ8bOT131xQPHTqUI0eOsHPnTqKioujatStubm60a9cuz/KnTp2iXbt2WFhYGEyPjo4mPj6e8PBwrKystOnW1tZPNX4hxIspMz0NI6O8Os/oyMzIeObxCCFeLh07dqRjx47cvHmT7du3M3v2bLp160bVqlWpWbOmVu7GjRtcuXKF2rVra9O8vLwoVKiQwfrKlSun/W1nZ0d6ero23dzcnIkTJ3L69GmCg4MJDg6mc+fO/ynunF2Nra2t6dWrF8uWLePIkSOcPXuWY8eO4eLikq/YBgwYQOvWrSlSpAhvvPEG7dq10wYbO3PmDKNGjdKWq1ixYr6/s507dw5PT09sbW21aZ988slDlwsJCaFmzZqYmPzv67CPjw+xsbHcvn0bAA8PD4yNjbX5tra22v7kpXTp0trflpaWBvVnaWmpdVMOCQlh8+bNBtfwpqen4+npqe1TzvPCxcWF7777TntepkwZ7W97e3sgq8XcxcXlsY5RTj169GDlypW4urri6+vLe++9h5+fnzbfw8ND68KefZ129v5mP09NTaVu3bq0atWKZs2a4eXlRevWrfnss88Mvp8LUdCeq+7Td+/eZeHChcycOZMaNWrw3nvv8cUXXzBnzpw8y8+fPx8fH59cL3TIerMpWrQopUuXxtXVVXvIgDlCiLy4elUnIy2VzPQ0bVpa8l2MjE1wci9fgJEJIV5kJ0+eZPDgwdrzwoUL8/HHH7N7925KlCjBzp07DcpnJ2jqnrEM7n1uZmaW5/ygoCAqVarEmTNnaNSoEYsWLeLDDz/8z/HnbHRITEykdu3arFixgvLlyzN27FiDRO1hsTVp0oRLly4xd+5czM3N6dGjB127dr3vPubsWn7v97eMHD9W5tUFPT/ubVAByMzMNPj/3n3JK86ccibYwH1+bM2Kv1OnTpw4cUJ7BAcHs2XLFuDh+5QzUc8Z1+Meo5wqVapEZGQkv/zyC0WLFmX48OE0b95cK3vvvt5vf3U6HVu2bOHQoUO0a9eOzZs3U6NGDU6cOPHAfRTiWXqukuKgoCDS09O161gAGjRowKFDhwwGp8j2xx9/8NNPPxlc35DtzJkz2q9tQgjxMB61muJcphK3osO5HRPJregL3LkeTcmqPhSrUKugwxNCvKAyMjKYNm0ax48fN5huZmaGlZVVrlGnHRwcKFasGEePHtWmXbhwQWu5fJjly5fTqFEjfvnlF3r16kXt2rU5f/58vgYMfFjDQWBgIFeuXGHXrl0MHTqUN954g4sXL+Z7MMLp06dz9OhRunbtyurVq1myZIl2HXPlypUNbpUUGRlpsM9mZmYG93XOeY11uXLlCAsLIykpSZs2ZMgQ+vfv/8B4vLy8OHr0qEEr6YEDByhSpAiOjo752qf/ysvLi/Pnz1O2bFntsXHjRn755Rcga5+CgoK08jdv3qRIkSJERkY+cL2Pe4xyWrZsGZs3b+aDDz7gp59+Ytu2bezdu5dr16490nrOnj3LkCFDqFOnDhMmTCA4OJiSJUuyffv2R45JiKfluUqKY2JicHJyMvj1ysXFhZSUFG7evJmr/IYNG3j//ffzXFdISAhJSUn4+vpStGhR3nrrrQcOjJCamkpCQoLBQwjx6rCwdaB+1xFUf7cbhUt54lKuGrXb9abOhwMwNs3dUiCEEPlRo0YNWrVqRevWrVmxYgWRkZEcPHiQXr16kZKSQtu2bXMt069fP0aNGsXff/9NUFCQ1hU4P73dChcuzMmTJ/n3338JDQ1l8ODBHD58WOu2+yDZ3ZWPHj1KSkpKnutOTExkw4YNREZGsnDhQubMmZOvdQNcvnyZvn37cvDgQc6fP89vv/1G9erVtX2eOXMma9eu5fTp03Tr1s2g1bF27dosWrSI06dPExgYyNSpU7V5LVq0wNXVlc8//5yzZ8+yadMm5s2bR4sWLbT9On36NPHx8QbxdOzYkdTUVD7//HNCQkLYuHEjo0ePplevXk+9Z2Hv3r05cuQII0eO5Pz586xYsYIRI0bg5uYGQP/+/Zk+fTobN24kNDSUnj174uHhYdAdOy+Pe4xyio+PZ8CAAfz9999ERETwyy+/UKJECW3E9PxycHDghx9+YMKECURERPD7778TGRmpHXshngfP1TXFSUlJmJubG0zLfv6oL+azZ88SFxfHpEmTsLOz49tvv6Vp06acOXPG4JqTbJMnT2bs2LH/PXghxAvP0q4QFZq0o0KTvMcwEEI8vxTP763TVq9ezcSJExkzZgwXL17E2tqaFi1asGfPnjy/kwwZMoSYmBjatm2LsbExw4cP559//smzK++9+vfvz/Hjx3njjTewsLCgUaNGjBo1ilWrVj102SpVqtCsWTN8fHxYuXJlrvn16tVj1KhR9O7dm5SUFKpWrcr3339Pt27dtFv1PMj48eOJj4/n3XffJTExkddff11rGe3UqRPXr1+nX79+JCUlMXz4cIOW0gkTJuDn50fNmjUpX74848ePp0OHDkBWN96NGzfSp08fqlevjqurKwEBAbRq1Uqrk6FDhxIeHk61atW0ddra2rJt2zYGDBhA9erVKVKkCP7+/gwfPvyh+/K43Nzc2Lx5M8OGDeO7776jePHiTJ06lY4dO2r1cfnyZXr37k18fDy+vr789ttvD13v4x6jnPr06cPly5fp3LkzcXFx1KpVi02bNuXZdftBXF1dWbduHcOGDWPixIk4OzszefJkmjdv/kjrEeJp0qn/0p/iKVmzZg39+vUjNjZWmxYSEkLFihW5efPmfbuyLF26lDFjxhh0KUlNTSU9PV0bwCAlJYWSJUsyc+ZMbVCHnFJTUw0S74SEBEqWLEl8fDx2dnZPaA+FEEII8SAJCQnY29vn+fmbkpJCREQEHh4eeV4P+rLYtm0bNWvW1LpWX79+HWdnZyIiIh7aUiiEEOJ/8vu58Vy1FBcvXpwbN26QkZGhXbwfGxuLpaUlDg4Oj7Quc3Nzg1ZnCwsLPDw87vsr2b3lhRBCCCEKwvz588nIyODbb79Fp9MxatQoateuLQmxEEI8Jc/VNcXe3t6Ymppy8OBBbdrevXupXbv2fUfvy4tSijJlyrB06VJt2t27dzl//jzly8sosuLloJRCf+cambFnyLx5AZUptw0SQoiXwZw5czA2NsbHx4e6deuSmZnJ+vXrCzosIYR4aT1XLcVWVlZ07dqVnj17smTJEqKjowkICGDJkiVAVquxvb29du+z+9HpdLRq1YrRo0fj7u5OkSJF+PrrrylRogRvvfXWs9gVIZ4qlZlO+rkdZMaGQEYK6IzR2bpgVrElRnauBR2eEEKIx1C8eHE2bNhQ0GEIIcQr47lqKQaYNm0aNWvWpHHjxvTp04exY8dqI0wXLVqUX3/9NV/rmTJlinZT+Dp16pCens7WrVsfeXAAIZ5HGVGHybx8HJ2JGTq7ouisHVHx0aSd2YrKTH/4CoQQQgghhBDAczbQ1vPkQQN9CFGQlD6D1P2LUGmJGFkX/t/0zHTU3ZuYebfFuEi5AoxQCCH+OxloSwghxJOS38+N566lWAjxEJnpkJGCzuSegeGMTEBlotKSCyYuIYQQQgghXkCSFAvxojExz+ounZpoOD09GYzNMLLO+9ZlQgghhBBCiNwkKRbiBaPTGWFSshYYmaC/cxWVdhd90i1UUhzGRcqhsy9e0CEKIYQQQgjxwniuRp8WQuSPkUt5zFBkRP2LSrqFztgMI49qmHrUQ6fTFXR4QgghhBBCvDAkKRbiBaTT6TB2rYiRsxek3c3qUn3vNcZCCPEKCWju9My2NeTPG49U3tfXF19fX8aMGfPQsmlpafz000907979P0b33+WM08/PD4ClS5c+0nJPwpo1a3j99ddxdnb+T8tv2rSJ3r17ExcXx/r16zlw4ADTp09Hp9Mxbtw4pk2bRmRk5APXsXTpUsaMGZNnuTFjxhAYGEhgYOB/iu9FtHPnTooWLUqFChUeWDfPO3d3d4Pz+2kLDAykcePGPO64xk/6nDtx4gRJSUn4+Pg8kfUVpJzn5uOQ7tNCvMB0RsboLOwkIRZCiJfEypUrmThxYkGHUWCioqJo3749SUlJ/3kdo0aNokWLFoSEhFC1alXGjh1LQEAAQUFBdO/encOHDz9WjEOGDGHdunWPtY4XTdOmTbl69SoAHTp0eOw6fFX4+PgQExNT0GHk8t577xEaGlrQYTwROc/NxyEtxUIIIYQQz4lX/U6ZT2L/4+PjadCgAW5ubkRFRQHwxhtv4ObmBoClpeVjrd/GxuaxY3yRWVpaPnYdvirMzMxwdXUt6DByedXfZ/IiLcVCvKBupyqOXs9ka1QGO6MzuJCgRy9vckII8VxbunQpvr6+jB49GicnJxwcHBg0aBBKKQIDA/nkk0+IiopCp9MRGRmJr68v/fr1o3Tp0pQqVYo7d+6wb98+GjRogJWVFdbW1rz11lsGrVHbtm2jRo0aWFlZUa1aNf7++29t3vr166lYsSJWVlbUqVOH3bt3PzTmMWPG4OvrazDN3d09z67VaWlpDBo0iOLFi2Nqaoq7uzsLFiwwWG7YsGEULVqU6tWr5/py7uHhof2f3U23TZs2NGrUCEdHR3bv3k10dDTt2rWjUKFCmJubU6NGDfbt26etPzIykk8//RR3d3fc3d0BKF26NH5+fixdulSbBnD48GGtLj09PVm1alWufdLr9XzwwQd4e3tz+/Ztg/p40PHMNn36dIoXL46dnR39+/encePG+eqWDjBr1izc3NywsLCgVq1a7N27V5t3+vRpGjdujKWlJV5eXsydO9dg2Z9//pny5ctjZWWFj48Px48fB8DPzw8/Pz+qVauGs7Mz58+f5/bt23Tu3Bk7OzuKFStGv379SE5O1uoUoHHjxowZMyZXHYaEhNCyZUvs7OwoXrw448aNQ6/XA1nnTseOHenVqxd2dnY4OzszZcqUfO07wJkzZ2jRogW2trZYWFjQsGFDQkJCgKyuye7u7vzwww8UL14ca2trOnfuTGpqqrb8/PnzKVWqFHZ2dkyYMOG+25k3b57BPgEsWLCAcuXKAZCamsqAAQNwcnLCycmJTp06ERcXp5W933EKDAw0GOslLCyMli1bYmNjQ6lSpZg1a1ae5eB/xykvCxcupHz58piZmeHk5ESfPn3IzMw0WC7n8c3J19eXqKgoPvnkE/z8/LR67NWrF/b29nz77bf5eh3PnTuXunXrYmFhgbe3N0ePHs1XfZQoUYJZs2ZRuHBhXFxccvWMWbp0KRUqVMDS0pJatWqxZ88eg+3mfP/I/qEr+9x8HJIUC/ECiktR7L6SyZlbijvpEHsXDsTqOX5DL7/+CSHEc27//v2cO3eOffv2MWfOHGbOnMmOHTvw8fFhxowZlChRgpiYGEqWLAnAkiVL+Pnnn1m/fj16vZ5WrVrRvHlzgoOD+fPPPwkLC2Py5MkABAcH88477/D+++8TFBTERx99ROvWrYmNjSUoKIiuXbsycuRITp48SadOnXjzzTcJCwt7Yvs2efJkfv/9d9auXcu5c+fo2rUrffv2Neje+Msvv/Dnn3+ydOnSXInAv//+q/3foUMHADZu3MjHH3/Mzp07qVOnDp06dSIzM5MDBw5w/PhxSpQoQa9evYCsJLdEiRLMmDGDQ4cOGaxv5syZBtu6du0azZo1w9vbm+PHjzNixAi6du1KUFCQQbmBAwdy4sQJtm/fjoODQ659vt/xzN7X0aNHM2PGDA4cOEBkZGS+fogAOH78OEOHDmXu3LmcPXuWhg0b8sEHH6DX60lOTubNN9+kQYMGnDx5koCAAMaNG8fy5csB2L59O59++in+/v6cPHmSWrVq8fbbb5OWlgbA8uXLmTBhAr///jvlypWjW7duxMfHs2/fPjZs2MDhw4fp27evVqcAa9euZciQIQYx3rhxg4YNG1KsWDEOHTrE3LlzmT17tkFdr1mzBgsLC44dO8bQoUMZNmxYvrru6vV63nnnHTw8PDhx4gT79+8nIyODYcOGaWWuXLnCb7/9xrZt21i3bh1r165l2bJlWh0MGDCAiRMncuDAAQ4fPqz1HLhXu3btiI6ONkjs1q5dq52DI0aM4PDhw2zdupVdu3YRHx/PBx988NDjlFNKSgrNmzfHxsaGQ4cO8f333zNixAi2bNny0LrIaffu3fTv359JkyYRGhrKvHnzWLRoERs3btTK3Ht8c1q3bp32Gsk+TlFRUaSkpHD06FE++uijfL2OR48ezZdffsnJkyext7enf//++aqPq1evsmzZMv766y/mz5/PlClT+PHHH4GshLhv374MHz6cEydO8MYbb/DWW28RHR2tbTfn+8eRI0e0Y3XvufmopPu0EC+gs7f1xKdDEXO0LxRJGYqweIWHLThaFHCAQggh7iszM5MFCxZgZ2eHl5cX06ZN4/DhwzRr1gx7e3uMjY0Nuly+/fbb2oA4sbGxfP311wwaNAidToeHhwdt27bVkr9FixZRv359Ro4cCcCXX37J3bt3uX37NgEBAXTv3p2PP/4YgP79+7N7925++OEHpk6d+kT2rVq1ajRt2pS6desCWcnEuHHjCA0NxcXFBYBOnTpRpUqVPJcvUqSI9n92F10XFxd69uwJZHX7bNOmDW3btqVEiRIA9OnTh7feektbztjYGHt7e1xcXLTWziJFimBvb2+wrVWrVuHo6MisWbMwMjLCy8uLuLg4bRmAKVOmsGbNGvbt26fFf68HHc/vv/8ef39/LYH66aeftLgfJjIyEp1Oh5ubG+7u7kyYMIG3334bvV7PihUrcHZ2Zvz48QCUK1eOr776ihkzZtC5c2fmz5/Pxx9/rNVbQEAAZmZmWutm7dq1eeeddwAIDw9nw4YNxMXFaXX0448/4u3tzbRp07Rj4ujomKvr+IoVK7CysmLBggWYmJhQoUIFYmJiGDt2LAMHDgSgcOHCBAQEYGxszNChQ/nmm284cuQInp6eD9z/5ORkevbsSe/evbG2tgayWkFztjSnp6cza9YsKlWqRJUqVWjZsiWHDx+me/fuLFy4kI4dO9K5c2cAFi9efN+6d3JyomnTpqxdu5aaNWty69Ytdu3aRUBAAElJScyZM4cjR45o5+3y5cspXLgwp06deuBxyunPP//k+vXrLFmyBFtbWypVqsTs2bMxNjZ+YD3cy8bGhkWLFvH+++8DWa2nU6dOJTg4WJuW8/jey9HRUXuN5HxNDBs2jLJlywL5ex37+fnRpk0bAAYPHky7du2AB5+3ABkZGSxatIhq1apRo0YN/P39mT9/Pt27d2fWrFn079+fLl26APDNN9+we/du5syZo/3wl9f7R17n5qOSlmIhXjCZShGbpLAyxuAXdktjSNMrbqRIS7EQQjzPXFxcsLOz057b2dmRnp5+3/I5u3W6urrStWtXpk+fTpcuXahVqxYBAQFa18lz585Rs2ZNg+XHjx9P+fLlCQkJYc6cOdjY2GiPzZs3P9EBd9q0aUNycjKDBw+mVatWWuzZ8d27P/mRs7xOp6NXr17s3LmTnj174uvrS7t27XIlIPlx7tw5qlevjpHR/74ODxo0SEsErly5wogRIzA3N3/gdaEPOp4nT56kdu3a2rxChQrh5eWVr/hatGhBlSpVqFKlCjVq1CAgIIAKFSpgYmJCSEgIQUFBBsfyiy++0I7lveeBmZkZAQEB2n7c2/1Zr9dTvHhxbV316tVDr9c/tBdBSEgINWvWxMTkf+1sPj4+xMbGcvv2bSCrK3zOxM/W1vaB53s2a2trevXqxbJly+jWrRv169fH39/f4FwCDFpCc9b9mTNn8Pb21uYVLlyY0qVL33d7H374oTaA2saNGylXrhxVqlThwoULpKWlUa9ePa1+SpQogV6vJzQ09IHHKadz587h6emJra2tNu2TTz7hzTfffGhd5FSzZk2qVavG6NGjadeuHV5eXhw6dOixXmP3LpOf1/H96v1h9WFjY0O1atW0ZWvVqqV1iQ8JCeG1114ziKtevXra/P+6b/khSbEQLxgdYKwDfR65b/a8l0FiuuLKXT03UpR0CRdCvFTMzMxyTXvQ+5yFxf+6/0RHR1OlShV27txJzZo1mT59OoMHD9bmm5qa3nc92V1PT5w4oT3OnDnDvHnzHhjvvV2cs9eVl5EjR9KpUydMTU3p0qULBw8efOD+5EfO8nq9nmbNmjF16lRKlSrF0KFDte6yj+pBdQVgZGTE9u3b0ev1DxwR/EHH08TEJNexze9nmpWVFYcOHWLnzp34+vqyZMkSatSoQXR0NBkZGTRt2tTgWJ46dUq7bvhh+5azTjMyMrC3tzdY14kTJzh//jwVK1bM93qyZSdO2f8/6vmeLTExkdq1a7NixQrKly/P2LFj+e6773KVu3f9Odd973byiiXbe++9R2RkJMHBwQZdp7PP9b179+aqn+bNmz/wOOX0oGPyKK+x7du3U7NmTWJjY3nzzTf57bffqF+/vkGZR32N3btMfl7H96vLh9XHvT8WZGZmaj9M3e98ypmM/5d9yw9JioV4wRjpdLjZ6kjRK9L/PzNWShGfBlYmOlytXuysOFMpjl3PZNvFTHZG69lxOZOd0ZkkpEliLIR4+eX15Tin9evX4+joyJYtWxgwYAANGzbkwoUL2pf/cuXK5bom1sfHh1WrVuHl5UVERARly5bVHgsWLOCPP/544DbNzMy4c+eO9jwxMZFr167lWXbevHnMmTOHb775hg4dOnD37l0g/4ngw/b/zJkz7Nmzhx07djBixAhatWqlDTL2qD+glitXjpMnTxos16FDBy3xcnV1pWnTpnz33XcEBAT8p2uvK1WqZHCdakJCQr7Xc+DAASZPnkzjxo2ZNm0a586dIyUlhb179+Ll5UVoaCgeHh7asTx48CCzZ8/W9i3neZCZmYmHh4c2IFlOXl5exMfHo9PptHUlJyczdOhQg0Gr8uLl5cXRo0cNWn4PHDhAkSJFcHR0zNd+3k9gYCBXrlxh165dDB06lDfeeIOLFy/m+zhXrlzZ4NZRd+7ceWDd29vb07JlS1avXs2OHTv48MMPAShTpgzGxsbcvHlTqx87OzsGDhzI1atXH3iccipXrhxhYWEGtxsbMmQI/fv31xLMnK+zCxcu5Bnnjz/+yKeffsr8+fPp1q0bFSpUIDw8/JHO/4e9zh7ndfyw+rh9+7bBPa6PHDlC1apVgazz6d4E/ODBg/nuXfE4JCkW4gVU3sGI4lY6EtIU11MUN1IVJkZQ3ckIa9MXOyk+d1tx5pYeHeBontUtPPouHLyaSaa0GAshXnLW1tbcunWL8+fP59lSVLhwYS5evMjff//NhQsX+Pbbb1m7dq2WvPTs2ZN//vmHadOmaQNwBQcH06hRIwYOHMiqVauYNWsW4eHhzJgxg2nTpj302s7atWsTFBTEmjVrCA0NpUePHve9DrJw4cJs3ryZCxcusHfvXu16zoclVzn3HyAoKIjExMRc8x0cHDAyMmLVqlVERUXx22+/MXr06EfaRraOHTty8+ZNvvjiC86fP8/SpUvZuHEjzZo1MyjXvn176tatS79+/R5p/QD9+vVj5syZrFu3jpCQELp160ZiYqKWlCQmJnL9+vU8l7W0tGTs2LEsXLiQyMhIVq1aRWJiIlWrVqVTp04kJSXx+eefc/bsWbZu3Ur//v1xdnbWtvvzzz/z008/ERYWxsCBA9Hr9dSoUSPXdipUqEDLli3p2LEjhw8f5tixY/j5+ZGYmKgNLGZtbc3p06eJj4/PVYepqal8/vnnhISEsHHjRkaPHk2vXr0emnhB1nXDsbGxec4rXLgwiYmJbNiwgcjISBYuXMicOXPyfZz79u3L6tWr+fHHHzl79iw9evR46P2vP/zwQ6ZNm0b58uW114WtrS3du3enV69eBAYGcubMGbp06UJYWBgeHh4PPE45tWjRAldXV+2Ybdq0iXnz5tGiRQsqVaqEpaUlEydOJCIigu+++05r9c+rXvbv38+pU6cIDg7Gz8+PmJiYRzr/ra2tOXv2rMEI2vdu47++jvNTH927d+f06dOsXbuWWbNm0adPHyDr8oXZs2ezfPlyQkND+fLLLwkKCuKzzz574L7kdW4+KhloS4gXkIWJjteLGRN9V3E7FUyNoJi1DgfzFzshzlSK8Hg9pkY6Lbk3N4ZC5oobKXAtSVHU+sXeRyHE0zHkzxsFHcIT0aRJE8qWLUuVKlVytTRBVoK2Z88e2rVrh06no3bt2kydOpXRo0eTmppKmTJlWLt2LV9++SUjRoygUqVKbN68mWLFilGsWDGWL1/OmDFjGDp0KGXKlGHlypU0atTogTE1bdqUQYMGacnwoEGDuHLlSp5lFy9eTK9evahUqRLFixene/fumJiYcPz4cVq2bPnQ/c++3U379u359ttvc80vUaIEP/zwA+PGjWP48OF4eXkxa9YsunTpwvHjx6lXr95Dt5HNwcGB33//HX9/f2bNmkXp0qVZsWIF3t7enDhxwqDsrFmzqFGjhnbNaX59+OGHhIWF0bNnT1JSUujRowdubm5ay2BAQABLly41aDnL5u3tzeLFixk/fjx9+/bFzc2Nn3/+mQoVKgDwxx9/4O/vj7e3N4ULF9ZG7QVo1KgRc+fOZdy4ccTExFCrVi22bNly3/sLL1++nH79+tG0aVNMTExo2bKl1uoMWYOyDR06lPDwcIPrQW1tbdm2bRsDBgygevXqFClSBH9/fy2Oh/n111/55JNP8myBrFevHqNGjaJ3796kpKRQtWpVvv/+e7p165ara3JeGjZsyJIlSxg5ciQDBw6kW7duBtcY5+Wdd95Br9drrcTZpk6dypAhQ2jbti3p6ek0atSIrVu3Ymxs/MDjlHO0ZhMTEzZu3EifPn2oXr06rq6uBAQE0KpVKyCrBXjEiBHMmjWL999/n759++b5g8mYMWPw8/Ojbt262Nvb89Zbb9GrV6/7JtF56d27t3YNevao0Tk9zus4P/WRPXK6jY0NkyZN0gb/a9++vTaYYGxsLN7e3vz555+UL1/+vtvLeW5Onz4933VwL52Si/XylJCQgL29PfHx8QaDJwghnp6UDMWWqEyMdWBpYpj83kjR4+NqTGk76eAixMvsQZ+/KSkpRERE4OHh8dSuKxPiSdq9ezelS5fWbq+VkZGBk5MTGzZs0O513Lx5c/78888CjLJgver7/yoJDAykcePGz3SsmPx+bsi3SyHEc8PMGKxMIcVwYElSMxUmOh02L3jXcCGEEK+WDRs20K5dO44fP651Y7azs9NGuP7ll19yDZL0Kvnnn3+0HwyEKEjSfVoI8dww0unwsjfi0DU9t9OybjuVroe7GYpSNjqKSMOQEEKIF8i4cePo06cPzZo1Izk5GR8fH7Zt26a1WLVv3/6hI0W/zOrVq0eDBg0KOgwhJCkWQjxfStvpyFRGnL2tJykDTHTg6WCEd2GjfA3aIYQQQjwvbG1tH3jLqFc5IYbct+cRLzdfX9/n9jabciYKIZ4rOp0OTwcdpe10JKZnDbR17/XFT1OGyuCO/g4mOhNsdDaSiAshhBBCvOQkKRZCPJdMjHQ4mD+77SmluJhxkbNpZ7mrv4sxxhQ2LkxVi6rYGclge0IIIYQQLysZaEsIIYCYzBiOpRzjbuZdrHRWmOhMuJJxhX+T/yVdpRd0eEIIIYQQ4imRpFgIIYCI9AgyVAb2xvaY6kyx0FngYOTArcxbxGTEFHR4QgghhBDiKZGkWAghgPjMeMx0ZgbTjHXGACTpkwoiJCGEEEII8QzINcVCvKBS9ClEZURxNeMqxhhTzLQYJU1KYqKTl/V/YWtkS2xGrME0vdIDYGlkWRAhCSGEEEKIZ0C+PQvxAkrWJ3Mg+QA3Mm9gjDEKxZWMK1w3vU4ti1oY6aQTyKPyMPXgeuZ1EvQJWOusySSTO/o7OBg74GriWtDhCSEeYuatmc9sWwMKDXik8u7u7kRFReU5b9euXfj6+j6BqF5cY8aMITAwkMDAwMdaz507d1i/fj1dunQBsup9zJgx+Pn5PX6QT1FgYCCNGzd+bm9V87iy63/p0qUFGocQDyJJsRAvoMj0SG5k3sDByEHr4puqUrmUcYmSmSUpalK0gCN88RQ3KU5V86qEpoVyR93BCCOcTZypZl4Nc90zHAZbiOdMKKEEEsg1ruGBB01oQlHkPeZRzZgxgw4dOuSa7ujoWADRvJymTZvGrl27tKT48OHD2NjYFHBUYubMZ/eDlRD/lSTFQryAYjNjMdGZaAkxgLnOnER9Ijczb0pS/B/odDrKmpWlpGlJEjITMNYZU8iokNynWLzSAglkGtO4yU1MMSWddLawhdGMpjzlCzq8F4q9vT2urtLr5Gm6t6W1SJEiBRSJyMne3r6gQxDioaSPpRAvIB26+3az0iFJ3OMw15lTxKQIjsaOkhCLV9pd7vIjP3KXu1SiEl54UZGKXOQii1iE4uXs6llQ3N3dmTt3LnXr1sXCwgJvb2+OHj2qzb906RLvvvsuVlZWuLu7M3bsWDIzM4Gsbqn169fnvffew97enl9++QW9Xs+XX36Jk5MThQsXZsKECZQtW5bAwEAmTpxI1apVDbY/depUGjZsmCuuyMhIdDodK1asoHjx4jg4ODBgwAAyMjKArK7Pbdq0oVGjRjg6OrJ7925SUlIYNmwYJUuWxNramnfffZdLly5p6zxz5gwNGjTAysqKJk2acOPGDW3e0qVLcXd3N4jB19eXMWPGaM+nTZuGu7s7NjY2tGjRgoiICJYuXcrYsWPZvXu39t7t7u6uddnV6/V89913lC5dGktLSxo3bsypU6e0dep0On7++WcqV66Mubk5DRs2JCIi4r7Ha+HChZQvXx4zMzOcnJzo06ePdjz8/PwYNGgQHTp0wMrKipIlS7J8+XJt2YSEBD766CNsbW3x9PTk8OHD990OZLV4Z9eXp6cnq1at0uYdOHCABg0aYG1tjYeHB/PmzdPmPSiOefPm5arnBQsWUK5cOQBSU1MZMGAATk5OODk50alTJ+Li4oD/nRPjx4+nUKFC9O3bl9u3b9O2bVscHBwoVKgQnTp1IiEhQYsjZxf2LVu2UKNGDSwtLalYsSLr1q3T5vn6+jJx4kRatGiBpaUlnp6ebN++/YH1I8STIEmxEC+gEiYlyCTT4P65SfokTHWmOBs7F2BkQoiXRTDBRBNNKUppP7YZYUQxihFCCLHEPmQN4lGNHj2aL7/8kpMnT2Jvb0///v2BrBbQ999/H2dnZ44fP87SpUtZsWIFkyZN0pbdv38/lSpV4uDBg7Ro0YLJkyezbNkyVqxYwY4dO9iyZQsXLlwA4MMPP+TUqVOEhoZqy69evZoPP/zwvrGNHTuWX3/9lfXr17N27VpGjx6tzdu4cSMff/wxO3fupE6dOvTs2ZN169axbNkyDhw4QHp6Oq1bt0av15OamkqrVq0oXbo0x44do127dsyfPz/fdTR//nzGjh3Lt99+y/Hjx7Gzs+ODDz6gQ4cODB48mHr16hETk/s2euPGjSMgIIAZM2Zw7Ngx3NzcaNmyJXfv3jWo/1mzZnH06FFu3LjByJEj84xh9+7d9O/fn0mTJhEaGsq8efNYtGgRGzdu1MrMmTOHmjVrcvr0adq2bcvnn39OfHw8AD179uTs2bPs3r2b2bNnM3Xq1Pvu77Vr12jWrBne3t4cP36cESNG0LVrV4KCgggJCaFJkyY0atSIY8eOMWbMGAYPHsz69esfGke7du2Ijo42+OFl7dq1Whf/ESNGcPjwYbZu3cquXbuIj4/ngw8+MIht3759HDlyhAEDBjB69GhiY2PZt28fu3bt4sSJE0yYMCHX/uzcuZP333+fLl26EBQUxGeffUaHDh0M4pg4cSIfffQRp0+fxtvbm+7du6PX6+9bR0I8CdJ9WogXkJupG9cyr3El44r2QWGqM6WcaTmcjJ0KODohxMvgfi3BOnSo//8n8q9nz5707dvXYJqbmxvBwcHacz8/P9q0aQPA4MGDadeuHZCVSERFRXHo0CGMjIzw8vIiICAAPz8/vv76ayCrpfOrr77C0jJrtPy5c+cyYcIEmjdvDsBPP/1E+fJZXd7LlClDnTp1WLNmDV999RVRUVEcO3aMzZs33zf+KVOm0KBBAwDGjx/PsGHDtKTHxcWFnj17AnDr1i2WL1/OH3/8QePGjQH45ZdfKFmyJH/99RcZGRncvHmTH374AWtra8qXL09gYCDXrl3LVz3Onz+fgQMHasnbnDlzCAgIAMDGxgYzM7Nc3dSVUsyePZvJkyfz7rvvAvDjjz9SpkwZfv75Zz7//HMABg0aRJMmTQDo1asXc+bMyTMGGxsbFi1axPvvvw9ktUhPnTqV4OBgbVq1atX44osvgKyEfObMmQQHB1OpUiVWr17Nrl27qFGjBgCjRo2iT58+eW5r1apVODo6MmvWLO3Yx8XFkZyczE8//UT16tW1H0e8vLwICQlhypQpvPfeew+Mw8fHh6ZNm7J27Vpq1qzJrVu32LVrFwEBASQlJTFnzhyOHDlClSpVAFi+fDmFCxfm1KlT2NraAuDv70+ZMmWArNZjGxsbPDw8sLKy4rfffsuzR9ucOXNo164d/v7+Wp3/+++/BAQEsHLlSgBatWqltSyPHDmSatWqERsbS7FixfKsIyGeBGkpFuIFZKozpY5FHepa1MXTzJOK5hWpb1mfSuaVpMuvEOKJqEhFXHHlMpe1BFiPnitcoTzlZbCtRzRu3DhOnDhh8Ni6datBmeyuqwB2dnakp2f1BgoJCeHmzZvY2dlhY2ODjY0NHTp0IC4ujps3bwLg7OysJcQ3btzgypUr1K5dW1ufl5cXhQoV0p5/9NFHrFmzBshqJfb19cXZ+f49jerXr6/9XatWLa5fv651e87ZDTc0NBS9Xs9rr72mTXN0dNQStjNnzlCuXDmsra21+TnjfJhz585Rs2ZN7bmLiwvfffedtu95uXbtGnFxcQYxmZqaUqtWLUJCQrRp96v/e9WsWZNq1aoxevRo2rVrh5eXF4cOHdK6T+e1LoD09HRCQ0PJzMzE29tbm/+g/T937hzVq1fHyOh/X9kHDRpE3bp1CQkJMdgnAB8fnwfuU3YckNVjILvr8saNGylXrhxVqlThwoULpKWlUa9ePe18K1GiBHq93qB3Qc7jPmDAAPbv30+RIkVo3bo1hw8fxtPTM9f+PG7MQjwt0lIsxAvKRGdCCdMSlDAtUdChCCFeQrbY0o1uzGQmwQRjjjmppFKCEnzCJzJ+wSNydnambNmyDyxjZmaW5/SMjAzKly9v0D03W/YgRhYWFto0E5Osr3f3ttTlfJ7d3TgsLIzffvuNHj16PDA2U1NT7e/s5C87Ucu57Zx/55SZmaktd29cOfc7rx92s69fvjeO/MpPTPfGkVec2bZv306bNm3o0qULb775JqNHj6Z3794GZfI6ljnXl/Pv+x13ePD+5rVfD9unnNt+77336NmzJ8HBwQZdp7Pre+/evblG73ZxcdF+iMm5/SZNmnDp0iU2btzI77//To8ePdi+fTs///zzE41ZiKdFWoqFEEIIkadmNONbvuVDPsQHH7rRjQACqEzlgg7tleLl5cXFixcpUqQIZcuWpWzZskRERDB69Og8k0gHBweKFStmcJ3mhQsXuH37tva8aNGi+Pr6snjxYoKCgrRuv/dz4sQJ7e8jR45QrFgxChcunKtcmTJlMDEx4eDBg9q0mzdvcv78eby8vKhcuTKhoaHa9bUAx48f1/42MzPjzp072nOllMGAV+XKlSMoKMhg3UWKFNEGf8qLvb09Li4uBjGlp6dz9OhRvLy8Hrjfefnxxx/59NNPmT9/Pt26daNChQqEh4fnK3Hz8vLC1NTUYHCtnPt/r3LlynHy5MlcP2h89913eHl5GewTZA28ld99sre3p2XLlqxevZodO3Zo15SXKVMGY2Njbt68qZ1vdnZ2DBw4kKtXr+a5runTp3P06FG6du3K6tWrWbJkCWvXrs1z/x8nZiGeFmkpFkIIIcR9Vfr/f+LxxMfHExube3AyW1tbg67EeWnevDlubm506tSJSZMmcfv2bXr06MEbb7yBsbFxnsv069ePUaNGUapUKZycnLRBu3Imjh999BH9+vWjWbNmBl2r8zJgwAAWLlzI7du3GTVqVK7ro7PZ2NjQvXt3+vbty48//oijo6M2EnWzZs0wMjKiVKlSdOvWjfHjx3Po0CF+/fVXrUttrVq1iIuLY/bs2bRq1YrZs2drox4D9O/fH39/f6pUqUKFChX46quv8PDwwN3dHWtra65cuUJkZGSukZUHDRrEqFGjKFasGGXLluXbb78lJSUlz3tHP0zhwoXZv38/p06dwsjIiMmTJxMTE0NqaupDl7Wzs6NLly7069ePJUuWkJycbDCy9r06duzI119/zRdffEGPHj3Yt28fGzduZPjw4Tg6OjJz5kxGjBiBn58fBw4c4Pvvv7/vtdB5+fDDD+nevTvly5fXujvb2trSvXt3evXqxYIFC3B2dmbQoEFERUXh4eFhMJJ4tsuXL7NgwQKWLFlC4cKF+e2336hevXqucgMHDqRBgwbUrVuXt956iy1btrBu3Tr+/PPPfMcsxFOhRJ7i4+MVoOLj4ws6FCGEEOKV8aDP3+TkZHXmzBmVnJxcAJH9d25ubgrI8zF+/HitzJIlS7Rldu3apXJ+TQsPD1dvvfWWsrS0VEWKFFG9e/dWSUlJSimllixZotzc3Ay2mZ6ervr376/s7e2Vo6Oj+u6775ROp1P79+/XysTFxSkTExP1888/3zf2iIgIBahJkyYpZ2dn5eTkpL7++muVmZmplFJq9OjR6vXXXzdY5u7du6pXr17K0dFR2djYqDZt2qiLFy9q8y9cuKCaNGmiLCwsVJ06ddTgwYMN1hEQEKCcnZ2VnZ2dGjBggOrUqZMaPXq0UkopvV6vJk2apIoVK6asra1Vq1atVFRUlFJKqbCwMFWmTBllaWmprl69alCnGRkZ6quvvlIuLi7K0tJSNW3aVJ06dUrbJqB27dqlPc+rTrNduXJFNW/eXFlZWamiRYuqbt26qV69eqnmzZsrpZTq2rWr6tq1q8EyOdeflJSkunXrpmxtbVWpUqVUQECAetBX8v3796s6deooMzMzVb58ebV27Vpt3o4dO1T16tWVmZmZKlu2rJo3b54272FxKKVUYmKisrKyUt98841BuZzH0NbWVrVq1UpduHBBKfW/cyIiIsKgfLdu3VSRIkWUpaWlatmypVb+3jhWrlypvLy8lJmZmapSpYrB/rz++uvasb7ftoR4FPn93NApJZ3085KQkIC9vT3x8fHaRf5CCCGEeLoe9PmbkpJCREQEHh4e971OVGTZtm0bNWvWpEiRIgBcv34dZ2dnIiIitFbU8+fP4+3tzdWrV3NdO5otMjISDw8Pg+WEEOJFkd/PDek+LYQQQgjxkpk/fz4ZGRl8++236HQ6Ro0aRe3atXF3d+fOnTts376d+fPn89FHH903IRZCiFfFczfQVkpKCt26dcPBwYGiRYs+8Ibm2fbu3Uvp0qVzTV+5ciVlypTBysqK9957T7t1gBBCCCHEy2zOnDkYGxvj4+ND3bp1yczMZP369dr8zz77jLi4OCZOnFiAUQohxPPhuWspHjp0KEeOHNFuVN+1a1fc3Ny0G9jf69SpU7Rr1y5Xc/i///5Lt27dmDdvHt7e3vTv3x8/Pz+2bNnyLHZDCCGEEKLAFC9enA0bNuQ5z9bW1mAk6gdxd3eX2+EIIV56z1VSfPfuXRYuXMgff/xBjRo1qFGjBsHBwcyZMyfPpHj+/PkMGTKE0qVLGwztD1m/kLZv354uXboAsHz5ctzc3LQ+5UIIIYQQQgghxHPVfTooKIj09HR8fHy0aQ0aNODQoUPo9fpc5f/44w9++uknBg4cmGvewYMHadSokfa8ZMmSlCpVKte90YQQQrycMjMzpYVLCCGEEA/1XLUUx8TE4OTkhJmZmTbNxcWFlJQU7ebsOWV3C1q6dGme6ypWrJjBNBcXFy5fvpzntlNTUw3uL5eQkPAf90IIIURBuhxzjaCQMK5ej8PC3IzyZd2oWr4MJibP1UeeEEIIIZ4Tz1VLcVJSEubm5gbTsp/n54bo+VnX/dYzefJk7O3ttUfJkiUfaXtCiBefUorU1FSSk5PJyMgo6HDEf3DpylW2BR4kPDIapVck3LnL3n9PsvvgcWk1FkIIIUSenquk2MLCIlfSmv3cysrqiazrfusZPnw48fHx2uPSpUuPtD0hxIstLS2N2NhYYmJiiImJITo6mlu3bkki9QJRSnEi+DxJyam4OBXC1sYKRwc77GysOB95mWs3bxV0iEIIIYR4Dj1XfcmKFy/OjRs3yMjI0Lq5xcbGYmlpiYODwyOvKzY21mBabGwsRYsWzbO8ubl5rpZlIcSrQa/Xc/36dVJTUzExMcHExISMjAxu376NsbExdnZ2BR2iyIe09Ayu3byFjZUlOp1Om25pYU5C4l1uxN3GxcmxACMUQgghxPPouWop9vb2xtTU1GAwrL1791K7dm2MjB4t1Lp167J3717t+aVLl7h06RJ169Z9YvEKIV4OycnJpKamYmpqirGxMTqdDlNTUwDu3LkjrcUvCBNjI0xNTcjINOz6rtcrdDodZv9/TMVLSqd7do/HsHTpUnQ6HYsWLXqsdbi7uz9WHE9aYGCgwY9R9xozZgy+vr55zlNKMXfu3KcU2bOVlpbGjz/++My25+vry5gxY576dh71GLm7u+c55k9+5Dy/H3ZeCfGkPFdJsZWVFV27dqVnz54cPnyYDRs2EBAQwIABA4Cslt7k5OR8ratXr14sX76cRYsWcfLkSbp06cLbb78tt2MSQuSSmZkJkOvHNyMjIzIyMiQpfkEYGxvjVboUySlppKSmAZCp13Pj1m0c7GwpWcylgCMUAlauXEmZMmVYtmzZf15Hhw4dOHz48BOM6vH5+PgQExPzn5bds2cPffr0ecIRFYyVK1cyceLEgg7jiSuoY/Q455UQj+K5SooBpk2bRs2aNWncuDF9+vRh7NixvP/++wAULVqUX3/9NV/rqVevHvPnz2fs2LH4+PhQqFAhlixZ8jRDF0K8oLIv17j31m+ZmZmYmprKr9QvEO9K5ShXuiSJSUnEXo/j+s3bONjZ4FuvOhbmZg9fgRBP0bVr1/j7778ZPXo0//zzDxEREf9pPZaWlrnuyFHQzMzMcHV1/U/Lvkw/PL5M+5JTQe3X45xXQjyKR06KmzRpwu3bt3NNv379OrVq1XrsgKysrPjpp59ITEwkOjoaf39/bZ5SCj8/v1zL+Pn5ERkZmef0ixcvkpiYyLp16yhcuPBjxyeEePlYWFhgYWFBWloaGRkZ6PV60tLS0Ol02NnZSVL8AjE3M6Pl66/xbrOG+NarTvPX69CuVRNpJRbPhTVr1uDg4EDHjh0pVqyYQWuxu7s7ixcvpnbt2lhaWtK8eXOioqJo27YtVlZWeHt7ExwcDOTuXuru7s4PP/xA8eLFsba2pnPnzgaDjW7ZsoUaNWpgaWlJxYoVWbdu3X1jjI6Opl27dhQqVAhzc3Nq1KjBvn37tPlhYWG0bNkSGxsbSpUqxaxZs7Q4cr5XnjlzhgYNGmBlZUWTJk24ceNGntuLjIykcePGAOh0OgIDA/Hz88PPz49q1arh7OzM+fPnOXPmDC1atMDW1hYLCwsaNmxISEhIvurg9u3btG3bFgcHBwoVKkSnTp20W2/6+fnRv39/3nnnHSwtLalevTr79+/X4rt16xY9evTAxcUFe3t7OnfuzK1btwy226tXL+zt7fn222/55JNPiIqKQqfT5fnd9EH1GxkZiU6nY926dZQpUwYLCwvefvtt4uLitOXXr1+Pp6cn1tbW9O3bV+vplBdfX18CAgJo1qwZlpaW1KlTh7CwMHr06IGNjQ3lypVj9+7dWvnTp0/TuHFjLC0t8fLy0rpL53WM0tLSGDRoEMWLF8fU1BR3d3cWLFhgsP3Tp09TvXp1LCwsaNGiBRcvXtTmXb58mfbt2+Po6IiTkxP9+/fP8w4x955Xs2bNws3NDQsLC2rVqqVdKpl9LBYvXoyrqyuFChViypQp7Nmzh/Lly2Nra0uXLl1y/fgthEblwx9//KHGjh2rxo4dq4yMjNTQoUO159mPTp06qcKFC+dndS+E+Ph4Baj4+PiCDkU8BXq9XkXHXld7Dwepv/cdUSdDwlRSckpBhyUKUHp6urp69aqKiIhQFy5cUBcvXlTx8fFKr9cXdGhCvFIe9PmbnJyszpw5o5KTk3MvCM/u8R81aNBAdenSRSmlVK9evVTp0qW19xg3NzdVtGhR9ddff6kjR44oJycnVahQIfXDDz+o06dPq3r16ql3331XKaXUkiVLlJubm1JKqV27dilTU1PVpEkTdfLkSbVt2zZlaWmpFixYoJRS6u+//1ampqZq+vTp6ty5c2rq1KnKxMREHTlyJM8YfX19VZs2bVRISIgKDg5W77zzjqpSpYpW/x4eHqpt27bq9OnTatOmTcra2lpt3rxZ7dq1S2V/rUxJSVHu7u6qc+fOKiQkRH3//ffKxMREvf7667m2l5GRodauXasAFRMTo1JTU1XXrl2VkZGR2rRpk/r3339VZmamKl26tPr8889VWFiYOnr0qKpbt65655138lUH/fv3Vz4+Pur06dPq+PHjqlKlSmro0KFKKaW6du2qTE1N1bBhw1RISIgaMGCAsre3V9evX1dKKfX666+r2rVrq3///VcdOnRI1axZUzsO2fvs5+enzp8/r6KiotSMGTNUiRIlVExMjMrIyHik+o2IiFCAqlmzpjp06JA6ePCgcnZ2ViNGjFBKKRUcHKxMTEzUtGnTVEhIiOrRo4cC1OjRo/M8lq+//rqytbVVq1evVsHBwcrT01M5ODior7/+WoWEhKg2bdqoqlWrKqWUSkpKUiVKlFAjR45UoaGhatOmTcrFxUUtW7Ysz2M0ZswY5enpqQ4cOKDCw8PVqFGjlKmpqYqNjdXOZysrK7VixQp16tQp1aRJE+34p6amqnLlyqm33npLnTx5Uv3999+qdOnSqn///nme39nn1bFjx5SZmZnasmWLioiIUP7+/srV1VVlZmZq58Dbb7+tzp49q7777jtlZGSkqlevrg4cOKA2b96szMzM1Lp16/KsK/HyeuDnRg75eme/cOGCaty4sfL19VU6nU75+PgoX19f7dG4cWP19ttvqw0bNjyR4J8HkhS/3E4Eh6p5P69XMxb9qmYuWq1mLvpVrd78t0q4k1jQoYkClpaWplJSUlRmZmZBhyLEK+llTYovXryodDqd9qX8r7/+UoDas2ePUioriRg+fLhWvn379qphw4ba87lz5ypPT0+lVN5Jw+nTp7Wy7733nurevbv290cffWQQS4cOHdSHH36YK0a9Xq9mzJihLl26pE3btm2bMjIyUkoptXHjRmVjY6MSEhK0+YsXL1Zbt241SF62bNmibG1tVWLi/z5TP/jggzyT4pz7kK1r167qtdde054nJiaqKVOmGKxv3rx5qnTp0vmqg3fffVc1b95c3b17VymlVEhIiDpz5oy2LW9vb225zMxM5eHhoWbPnq2CgoIUoM6dO6fNDwkJUYA6e/astt2QkBBtfs5j86j1m50Ub9myRZs/cOBA1axZM6WUUkOGDFFNmjTR5qWlpalixYo9MCnOeey/+OILVapUKe2HmK1btyozMzOllFILFy5UNWrUMFh+1qxZ2rR7j9H69evVP//8oz1PSUnJdT4PGTJEm5+9byEhIWrjxo3KyspKxcXFafP/+OMPZWJiou7cuXPfpHjdunXK3NxcnTp1SimVdV7s2LFDpaena+Wyj1VSUpIC1KJFi7Rt1KlTR02aNCnPuhIvr/wmxfm6JZOHhwc7d+4E4JNPPmHmzJlyixLxwrqdkMjhoBB0QNEiWV3qMzMzib56neNnztOojneBxicKlqmMUCyEeApWrVqldSOFrK6thQoV4qeffqJhw4YAlC5dWitvaWlpMMK0paVlnt1Ls5UrV077287OjvT0dABCQkLo2bOnQVkfHx8WL16cax06nY5evXqxatUq9u/fz9mzZzl69KjW5fTcuXN4enpia2urLfPJJ58AWd1Xs505c4Zy5cphbW2tTatduza///77feO/V859t7a2plevXixbtowjR45w9uxZjh07houL4WUR96uDAQMG0Lp1a4oUKcIbb7xBu3bt+Pjjj7Wy9evX1/42MjKievXqhISEUKRIERwcHPD09NTmly9fnkKFChESEqLdLjS/I4E/rH4fth9nzpzB29tbm2dqamrwPC/3nlNubm5ad2RLS0vS0rIGJQwJCSEoKAgbGxutfGZmpjbmxr3atGnDX3/9xeDBg7Xjkb1Mtjp16mh/u7u74+joSEhICKGhoXh6elKoUCFtvo+PDxkZGYSFhd13X1q0aEGVKlWoUqUK1atXp3Xr1nTv3t0gxuz9tbS01Labc/8f9BoSr7ZHvqZ4yZIl2NnZcf36dS5dusTFixcNHi+bqKgo7e9Lly5p18SkpaURHh6ujYZ9+/ZtgwEzoqOjuXbtGgAZGRmEh4dz9+5dAOLj47lw4YJW9sqVK1y9ehXIGugnPDycxMREIOt2MOHh4doABzExMdoofEopwsPDuXPnDgCJiYmEh4drb65Xr17lypUr2nYuXLhAfHw8AHfv3iU8PJyMjKxbl1y7do3o6GitbEREhHbteHJyMuHh4dob540bN7h06ZJWNjIyUrveJSUlxaDszZs3Dc6Lixcv5qrDlJQUrWzOOrx06RLXr18HID09nfDwcJKSkrT6zlmHD6vv8PBwrezxoFPExsZib2uDXq8nNuYKaampWFtYEHz2PKHnz2v1HRsbazDqYXh4uHYdUnZ9Z38AXL161aAOc9Z3UlKSQX1fv36dy5cvG9Rh9jVK99bhvfUdFRWl1Xdqairh4eHam3xcXNxDz9ns+r5165bB9U6XL1/W6ju7DrPr+95zNjo6WjtnMzMzDc7ZhIQEg/qOiYnR7hl+7zmbfX5nn7OxsbEG52x4eHi+z9kLFy5o52x2fWd/kch+v8pZ3/c7Z2/cuJHrnL1582aedRgXF2dQh/Ie8XTfI/Kq76fxHnHlyhXtnM2u73vPWXmPeHrvETnX8zJZuXIlycnJ2NnZYWJigoWFBbdu3WLNmjXa+8S9Ccij3I7SzMxwILnsc9TCwiJX2czMzDyvRdXr9TRr1oypU6dSqlQphg4danDd86P8aJi9/fvF9zA5405MTKR27dqsWLGC8uXLM3bsWL777rtcy9yvDpo0acKlS5eYO3cu5ubm9OjRg65du2rl7t2vzMxMjIyM8qy77Pk56+9+5e71sPp92H7c+3deZe+V33MqIyODpk2bcuLECe1x6tQpjh8/nmf5kSNH0qlTJ0xNTenSpYvB7VSzGRsbGzzX6/WYmZnd95zM+X9erKysOHToEDt37sTX15clS5ZQo0YNg/fVx3kNiVfbI58pO3fupHjx4ri6uuLu7o67uzseHh7a/y+byZMna39PmTJFG5zi5s2b+Pv7a79o7dy5kxEjRmhlp0+fzqpVq4CsLwD+/v6cOXMGyLr38uDBg7Wyc+fO1d4UU1JS8Pf358SJEwD8+++/+Pv7a19iFy5cyMKFC4GsNxd/f3/+/fdfAE6cOIG/v7/2hWbZsmUG95QbPHiwNiDBmTNn8Pf31768rVq1iunTp2tlR4wYofUOCAsLw9/fX0sM1q1bx5QpU7SyY8aMYdu2bUDWFyx/f3/ti/aWLVuYMGGCVnbSpEls2rQJyPoy6e/vz7Fjx9izZw/jx4/n008/5dSpU6SnpxMQEMBvv/0GZH058/f3JzQ0FMj6RfrLL7/U1jtz5kxWrFgBZH2Z9/f35/Tp0wAcOHCAQYMGaWV/XbWCQ/sCgawPgZ8WziXiQhjoICIsjEEDB2pfTBcvXmwwcIS/v7/2xn/y5En8/f21L4U///wzc+bM0cp+8cUX7NmzB4CzZ8/i7++vJRGrV69m2rRpWtmvvvqKHTt2AFlflP39/bUvnxs2bDA4D8eNG6f92n758mX8/f21L8+///4748aN08pOnjyZDRs2AFlfsv39/bUvnDt27OCrr77Syk6bNo3Vq1cDWQmFv78/Z8+eBbJuxfDFF19oZefMmcPPP/8MZH2Z9/f35+TJkwAcPHjQYIC8BQsWaC0SGRkZ+Pv7c+TIEQCOHz+Ov7+/9uV+6dKlzJs3T1t20KBBHDhwAMgasMPf319LZFasWMHMmTO1sl9++aXWUhEaGoq/v7+WRPz2228EBARoZUeNGsVff/0FZCUb/v7+2pfyTZs2MWnSJK3shAkT2LJlC5CVLPn7+2sJyLZt2wzuDynvEU/nPSI7Mfvrr78YNWqUVvZpvUfMmzdPu79mWloa/v7+2hfDI0eO4O/vL+8RT/E9Iudxe1mEhoZy/PhxZs2aZZB0rFq1ioSEBNavX//Utu3l5ZUrYTlw4ABeXl65yp45c4Y9e/awY8cORowYQatWrQx+ZCtXrhxhYWHaOQ0wZMgQ+vfvb7CeypUrExoaqv3oA9w3uQIeOphhYGAgV65cYdeuXQwdOpQ33niDixcv5ntE5OnTp3P06FG6du3K6tWrWbJkCWvXrtXmZ7+fQlZSduLECapWrYqXlxe3b9/m3Llz2vwzZ86QkJCQZ/09bF8eVr8PU7lyZYNbcen1eoKCgh66XH54eXkRGhqKh4cHZcuWpWzZshw8eJDZs2cDufdr3rx5zJkzh2+++YYOHTpon8059+PUqVPa3+fPn+f27dt4eXlp28o5gNiBAwcwMTGhTJky943xwIEDTJ48mcaNGzNt2jTOnTtHSkqK9rklxGN51H7ZXl5eqmPHjiooKEhFRkbmerwssq9pOnnypDbt4sWL2sALqampKiwsTCUlJSmllLp165a6cOGCVvby5cvq6tWrSqmsAXzCwsK0a2Fu376twsPDtbLR0dHawASZmZkqLCxM3blzRymlVEJCggoLC9Ou/7hy5Yq6cuWKUirr2pSwsDDt2p47d+6osLAw7VrI2NhYFR0drW0nPDxc3b59WymVdR1GWFiYSk9PV0opdfXqVXX58mWt7IULF9StW7eUUlnXZYSFhanU1FSllFLXr19XFy9e1MpGRESomzdvKqWy+u3nLHvjxg0VFRWllY2KijKow3///VctX75cLVy4UM2fP19NnTpVLVq0SO3atUtFRkaqa9euKaWyrpsJCwvTrge6deuWQR0+rL7DwsK0sqfPnFVTvl+iflyxUa3c8KeaOX+ZWrxyg5q+cJX6/a89BvUdExOj1bdSSoWFhWnXuWXXd/ZAGrGxsQZ1mLO+7969a1Df165dM7imKCIiQru25t46vLe+IyMjtfpOSUlRYWFhKiUla5CwmzdvGrwO8zpns6+piIuLUxEREVrZS5cuafWdXYfZ9X3vOXv58mXtnM3IyDA4Z+Pj4w3q+8qVKyomJkYplfuczT6/s8/ZmJgYg3M2LCws3+dseHi4ds5m13daWppW3/k9Z69fv57rnL1x40aedXjz5k2DOpT3iCf/HvGw+n4a7xHR0dHaOZtd3/ees/Ie8fTeI44fP/7SXVM8ZswY5ejoqB2HnCpWrKiaN2+u3Nzc1JIlS7TpXbt2VV27dtWe57zO8n7XXOa17MGDB5WJiYmaMWOGCg0NVdOmTVPGxsbq77//zhXLpUuXlJGRkZo1a5aKjIxUa9asUU5OTgpQycnJKj09XXl6eqpOnTpp14ZaW1urLVu2GMSRlpamKlSooNq2bavOnDmjlixZoiwsLO57TfHhw4cVoI4cOaKSk5Nz7fv+/fuVkZGRWrNmjYqIiFA//vijsrS0VC4uLvmqg0GDBqny5curAwcOqNDQUNW2bVtVr149rRygAgIC1NmzZ1WfPn1UkSJFtPe3N998U9WpU0cbaKtWrVqqUaNG993umjVrlJ2dnQoNDdVez/mt3+zrbnO+7kaPHq3V2/nz55WFhYWaMGGCOnv2rBo4cKAyMjJ64DXFOeflXNe98SckJChnZ2fVrVs3FRISon7//XdVqFAhNWHChDyPkaenp+rcubMKDw9X//zzj6pRo4YC1B9//KGUyrqm2M7OTq1du1adOHFC1a9fXxsYLSMjQ1WuXFkbaGvnzp2qdOnS2iB09zu/jx8/rkxNTdWPP/6oIiIi1NKlS5WxsbE6c+ZMnscCULt27bpvfYhXwxMdaCsnCwsLgy92LysZaOvZ2L17t1q0aJHauHGj2rRpk9q0aZNas2aN+umnnwy+aD5Jer1eHTwerL7/6Tc1c9FqNWfpb2rGwl/VL+u3q7jbCQ9fgRBCiKfmPw+09RwrX768NrLuvWbPnq2MjIyUiYnJU0mKlVJq5cqVysvLS5mZmakqVaqotWvX3jfW+fPnq+LFiytra2tVo0YNtWLFCmViYqL279+vlMoaaKpJkybKwsJCubu7qx9++CHPOC5cuKCVq1Onjho8ePB9k+KUlBTVrFkzZWZmptauXZsrfqWyflgoUqSIsrW1VfXr11eLFy9WOp1OXb58+aF1cPfuXdWtWzdVpEgRZWlpqVq2bKl9l+3atat699131VtvvaUsLCyUj4+POnHihLae69evqw8//FDZ2toqBwcH1bVrV+0Hqry2e/PmTVWjRg1lbm6uDh8+/Ej1+7CkWCml/vzzT1WpUiVlYWGhPvzwQ/X2228/kaRYKaWOHj2qGjZsqMzNzVWxYsXU119/rf2Ieu8x2rt3r6pSpYqysLBQZcqUUd98843BQFZubm5q7NixqkKFCsrCwkK999572g9wSmWdH2+99ZaytLRUzs7OauDAgdrr+kHn9/Lly5Wnp6cyNzdXnp6eauXKlfc9FpIUC6Xy/7mhUyqffU/+31tvvcVHH31E586dH6eB+rmXkJCAvb098fHxMqjYU6KU4rfffiM9Pd1g0A7I6sb32muvUalSpae27cjLMYRHRZOcnEpRFye8SpfE1sb64QsLIYR4ah70+ZuSkkJERAQeHh75vo5TiAfx8/MD0C6ZEEK8XPL7uZGv0adzXn9UokQJevTowfbt2ylTpkyui+hzXu8lxMOYmZlp1zdmy/6d5mmOAqzT6fAoWQyPksWe2jaEEEIIIYQQz798JcW7du0yeF63bl2io6MNRnuDrERDkmKRXzqdjjJlyvDvv/+SkpKChYUFSilu3bqFjY0NxYsXL+gQhRBCCCGEEC+5/5QUC/GkeHl5abdZyb7liY2NDa+99prB/Q2FEEIIIZ406TYthIB8JsU55exKnZNOp8PMzIyiRYvSsmVLnJ2dHzs48fIzNTWlYcOGeHp6cvPmTUxNTSlevLgkxEIIIYQQQohn4pGT4rNnz/Lrr79SokQJatWqhVKKEydOEBUVRb169bh9+zb9+/dn27Zt1K1b92nELF4yOp0OV1dXXF1dCzqU51pSUhLnzp3j0qVLGBkZ4e7uTrly5TA3Ny/o0IR4KWVmZmr3ui5UqFCuMTSEEEII8XJ45KRYp9PRrVs3fvjhB+0Lgl6vZ8CAASQmJrJkyRImTZrE4MGD2bdv3xMPWIhXUXJyMjt37uTq1auYmZmhlOLatWvExMTg6+v7VAclE+JVdOXKFY4ePcrt27cBsLe3p0aNGpQoUaJgAxNCCCHEE2f0qAts3LiRIUOGGPxibmRkRL9+/VizZg0AH330ESdOnHhiQQrxqgsPD+fq1asULlwYBwcHChUqhIODA5cvX+bSpUsFHZ4QL5Xbt2/zzz//cOPGDaysrLCysiIuLo59+/YRFxdX0OEJIYQQ4gl75KTY1dWVPXv25Jq+d+9eChcuDEBsbCz29vaPH50QAshqtTIxMTH4McrU1BSlFNevXy/AyIR4+URERJCYmEjhwoUxMzPDzMwMR0dHEhMTiYiIKOjwhBBCCPGEPXL36bFjx9KtWzf27t1L7dq1UUpx9OhRVq1axffff09oaChdunThww8/fBrxCvFKMjU1Ra/X55qulJLrHIV4whISEjA2Nkan02nTdDodxsbGxMfHF2Bk4kXl7u5OVFRUrun169dn7969T3Xba9as4fXXX8fZ2ZkxY8YQGBhIYGDgU93mo3pe4xJCvDoeOSnu2LEjbm5u/PDDD8ybNw8TExMqVarErl27qFu3LocPH6Zfv3706dPnacQrxCupVKlSREVFkZycjKWlJUop7t69i5mZ2Ut5P2elFHFxcSQkJGBhYYGLiwtGRo/csUWI/8TOzg69Xo9SSkuMlVJkZmZKL6jn2MCxM5/ZtqaPHvDIy8yYMYMOHToYTDMzM3tSIeUpKiqK9u3baz0chgwZQv/+/Z/qNoUQ4kX0yEkxQIMGDWjQoEGe82rXrk3t2rUfKyghhCF3d3euXr1KWFgYiYmJKKUwNzencuXKL9yo3RkZGVy+fJlbt25hZmZGiRIlDBKNtLQ0Dh48yMWLF0lLS8PY2BhnZ2d8fHwkIRHPhIeHB6Ghody8eRM7OzsA7ty5g42NDR4eHgUcnXhR2dvbP/P3a6WUwXMbG5tnun0hhHhR5Kvp5dNPP+XOnTva3w96CCEeTVpaGnFxcdy9e/e+ZYyNjalXrx7NmjWjRo0a1K5dmxYtWuDt7W3QxfN5l5KSws6dO9m1axfHjx/n0KFD/PHHH1y4cEErExQUxPnz5zEzM8PJyQlbW1uuXLnCgQMH8uxCLsST5uDgQMOGDXFyciIpKYmkpCQcHR2pX78+jo6OBR2eeAn5+voyZswY7XlkZCQ6nY7IyEggq/v+zz//TOX/Y++/4+Oszrx//DO9N2lGvXdZtiXbuMsVjKnhCWSTDaR4k/AEkk1ZSPmFTQEekmwIsKQny26A9A2QAgklBLDBcpWLZPVepqhMr/fU+/uHfufkHjVLsmzZ5rxfL73Ao3tmzl11Pue6rs+1ejUUCgV27NiRVt9+8uRJNDY2Qq1Wo6qqCr/73e8AgC7ilJaW4plnnsGDDz6I3bt30/cdPXoUjY2N0Gg0KC0txU9/+lP6uwMHDuC+++7DBz7wAajVahQWFuKXv/zlnPsgEonS0p+feeYZlJSUAAAOHjyIkpIS/OQnP0F+fj40Gg0+/OEPIxqNzvgcjuPQ2NiI66+/HrFY7Lzj4DgOX/7yl1FYWAiNRoP3vOc91ICyvr4eP/zhD+m2+/btw65du+i//+u//guNjY30eP/hD39AeXk5lEolbrnlFmasx2C8i1iQKBauNPI8P+8Pg8FYGDzPo729HS+++CL++te/4sUXX8Thw4cRiUToNpFIBOFwmKZx5ubmoqGhAWvXroXFYrmiBDEAtLe3Y3R0FAaDARaLBWazGbFYDCdPnkQoFEI0GsXAwABUKhVUKhVEIhFkMhmMRiMmJiaYqRjjkpGXl4ebb74ZN954I2688UbcfPPNrB0TY0X5xje+ge9///s4deoUnE4nvvrVrwIAJiYmsG/fPjQ0NODMmTN44IEH8NGPfhQtLS04ceIEAODEiRMzUrc7Ozuxd+9e7Ny5E6dPn8aDDz6I+++/H3/84x/pNj/84Q+xYcMGtLW14Y477sAnP/nJJdfV2+12PP/883j11Vfxhz/8AS+88AJ+8YtfpG2TSqXwwQ9+EMlkEn/84x9pevl847jnnnvwhz/8Ab/4xS9w9OhRxONx3HbbbUilUti/fz8V6vF4HMeOHcPJkycRj8cBAK+//jpuuOEG+v3f+ta38Nvf/haHDh3CyZMn8fjjjy9pXxkMxpXHgtKnn3766Vn/n8FgLJ3u7m6cPHkSUqkUarUaiUQC3d3diEajuOaaa9DS0gKbzQae52E2m1FfX4/s7OyVHvaSSaVSGBwchFKppH2VRSIRjEYjnE4n7HY7srOzkUgkoFAo0t4rk8mQSCTAcdxKDJ3xLkUsFsNsNq/0MBhXCffccw/+9V//Ne218fFxaDSaBb3/vvvuw969ewEA9957L42A/u53v0NGRga+//3vQywWo7q6Gm63G5FIhKZrWywWqFSqtM976qmnsG7dOnzrW98CAFRXV6OzsxOPPvoo3vve9wKYirR+6UtfAgA8/PDD+N73vof29nZs27Zt0fsfj8fx/e9/H3V1dVizZg1uuOEGnDx5EnfffTfd5jOf+Qx6e3vx9ttvpx2XucZRW1uLX/7yl3jllVewZ88eAMCvf/1rFBYW4vXXX8f111+PO++8k5rClpeXY3JyEqdPn8bGjRvx1ltv4ctf/jL9noceegibNm0CMOWhc/LkyUXvJ4PBuDJZUk1xU1MTnnzySfT29uKll17Cr3/9a5SUlDDHaQZjgSSTSXR3d0MsFtM6WblcDolEAqvVCpfLhUAgAI1GQ1/zer247rrrrtj0TWJUNJdhVjKZpD1hA4FAmjCORCJQKBSsppjBYFyxPPzww7j99tvTXlOr1Qt+f2VlJf1/vV5Po53d3d1Yt25d2rP1vvvuAwCafj0bnZ2d2Lx5c9pr27ZtS0uhnv6dAOj3LoW59gGYSuV+++23sXnzZphMpnnfR8bR09ODVCqVth8ZGRlU4N97770IhUJob2/H22+/jR07dsBut+Pw4cOQSqUQi8XYsGEDdQafb3wMBuPqZtF2rn/4wx9w0003obi4GN3d3YjH45DJZDhw4AB+8pOfXIwxMhhXHdFoFKFQCEqlMu11hUKBYDAIp9OJzMxMaDQaqFQqmM1mBINB9Pb2rtCILxyJRILc3FyaDk6IRCK0flgqlWLVqlXgeR4ejwccx8Hv9yMUCqG0tBRGo3HldoDBmAOe5zExMYHW1la0tLRgbGyMlRMxZpCVlYWKioq0H1ICM70UJpFIzHj/dKdqco2RzJvFMv3vDzC1OJlMJuf8TuH3no/F7AMA6HQ6HDx4EO3t7fif//mfed9H3jvbPgD/2A+FQoGdO3fi4MGDePvtt6lRbFNTE9544w1cf/31acd+vvExGIyrm0WL4oceegg/+clP8Nhjj0EqnQo033///fj5z3/Oai8YjAWiUCigVCoRi8XSXo/FYkilUhCLxWn9h0ltrdPpvNRDXVbq6uqg1+sxOTkJn88Hl8uFSCSCiooKZGZmAgCqqqqwdetWGAwGxONxyOVyrFu3jqa0MRiXEzzP4/Tp03jttdfQ3NyMU6dO4fXXX8fx48eZMRxjwcjlcmpoCiDNfPB8VFZWorW1NU3AfeADH8B3v/vdeX0nqqurcezYsbTXjh49iurq6kWM/B9cyD4AwOrVq7Fz50589atfxVe+8pUFmVyVl5dDKpWm7YfL5UJvby/dD1JXfPToUezYsQM7duxAU1MTXnvttbR6YgaD8e5m0aK4t7cXW7ZsmfH6pk2bYLPZlmVQDMbVjkQiQVVVFeLxOILBIJLJJDiOg9frhclkgkwmm7FCnUgkrvh2GpmZmbjuuutQV1cHnU6H3NxcbN++HZs2bUqLmFRVVeGWW27Bbbfdhv/zf/4P1q1bRxfhGIzLCZvNhvb2dshkMpjNZlgsFigUCnR3d2NkZGSlh8e4Qti4cSN+//vf4+TJkzh58iS+/vWvL/i9d911F1wuF770pS+ht7cXzzzzDP785z9j3759tC63paUFwWAw7X2f+tSncPbsWTzwwAPo6enBs88+ix/96Ef49Kc/veR9+MEPfoDe3l68+OKLS/ag+fznPw+TyYQHHnjgvNtqtVrcfffd+Nd//VccPHgQra2t+NCHPoTCwkLs27cPAHD99dfjpZdegsFgQF5eHtatW4dwOIxDhw5h//79Sxojg8G4+li0KK6rq8Nrr71G/00mss8++yzq6uqWb2QMxlVObW0t1q5dCwDwer2IRqMoKirCnj17oNVq4Xa7kUwmkUql4Pf7IZVKUVZWtsKjvnBMJhO2bNmC2267Dfv370dlZeWsdcYSiQQajWbJqYGMqwue5xGJRGZkV6w0NpsNiUQCGo2G/j1UqVRIpVJMFDMWzH333Yf169dj586d+OAHP4ivfe1rC36v0WjEX//6V7z99ttYvXo1vvOd7+A3v/kNGhoaYDab8aEPfQjvf//78d///d9p7ysqKsJf/vIXvPrqq1izZg0eeeQRPPHEE/iXf/mXJe3DD37wA7hcLqxevRqPPvooHn744SV9jlwux3/+53/iqaeeQnNz83m3f+yxx7Bv3z7ccccd2L59O5RKJf7+979TX4pVq1YhKysLjY2NAP7R4rChoQEWi2VJY2QwGFcfIn6RBRPvvPMObr31Vuzbtw8vvvgiPvzhD6O3txfNzc146aWXqDPilY7f74fBYIDP56OmDgzGxSAUCsHn80GhUCAjIwMikQgjIyM4efIk/H4/eJ6HRqNBXV0d6urqrrg2TO9GSAstxvLgcDhw7tw5uFwuiMViFBcXY+3atYsyKbpYNDU1oaenZ4ZLtcvlQlFR0VXzN/FSMt/fX47jMDg4iNLS0jnrSRkMBoPBICz078ai8xF37NiBrq4u/PjHPwYw9Yd/69at+OUvf4mioqKlj5jBeJei0WhmtOQoKipCTk4OxsfHkUwmYbFYFty2g7E0UqkURkdHMTo6ikQigZycHJSWls5oDzXf+3t7e9Hb24twOIzMzEzU1NQgPz//Io/86mZiYgKHDh1COByGRqNBKpVCe3s7PB4P9u3bt+Jp9VlZWeju7kYikaBjIRkepB3OlQTP83A4HBgbG4PL5aIptxaLBZWVlVd0WzgGg8FgMOZiQbOJ22+/Hbt378auXbtQX1+PnJycJafFMBiMhSGXy1FYWEj/7fV6MTIygmg0CoPBgOLi4gULNsb88DyPEydOoLu7G8lkEiKRCAMDAxgaGsLu3bsXFJE6ffo0zp07B7FYDLlcjpGREYyPj6OxsZEtGF4APT09CIVCUKlUCIfDEIvFUKvVGBsbg9VqRUlJyYqOr7i4GAMDA7BarZDJZBCJRIjFYsjJybniyh1SqRROnDiBnp4eeL1ehMNhAFOuwG63G6Ojo9ixYwcKCgpWeKQMBoPBYCwvCxLFGRkZ+K//+i/827/9G4xGI3bs2IFdu3Zh9+7daGhoYGmCFwjP83A6nXA4HEgmk8jMzIRUKkUkEoFWq0VWVhY7xu9yBgcHcfz4cYRCIXotdHd3Y/fu3dDpdCs8uiufsbEx9PT0QKVSQaVSAZgyNrPZbOjt7cWaNWvmfb/f70dPTw+USiU1Q9NoNHC5XGhra0NhYSG7h5fI2NgYQqEQvF4vNZ+TSCSQyWTwer0rOzhMLV7t2rULPT09GBkZAc/zKCwsRFVV1RWX3js6Ooru7m7IZDKkUikoFAqIxWJwHAeTyQSO49Da2or8/Hx2PTMYDAbjqmJBopiYM/j9fhw7dgzHjh3D66+/jkceeQSpVAqNjY3YtWsXdu3ahY0bN17UAV9t8DyPc+fO4dy5c+A4DqlUCoFAABKJBFqtFjKZjDr0Xg71c4xLD8dxaG5uRjQahcVigUgkQjKZxMTEBFpaWqh5CGPpjI2NIZFIUEEMAFKpFDKZDCMjI+cVxW63GxzHpdWVikQiaDQaeL1ehEKhK945fKUgPb01Gg0kEgl4nkcsFkMoFEI8Hl/p4QGY6ve6du1aapx3pWKz2ZBMJiGXy5FIJKBUKiESiRCPxxEOh2EwGODxeBAMBtliHIPBYDCuKhZVjKXX63H99dfj+uuvp68dPHgQTz31FB588EFEIpG0pu+M8zM5OYnW1lZIJBKYzWY4HA4kEgnadF6pVGJkZIQ2oGe8+xgbG0MwGKQmXMBUpEytVsNqtSIWi0Eul6/wKK9sLjTqJZPJIBaLkUwm02pck8kkxGIxc9C+AHieh1gspv27gak0X5FIxKKVy0wikaDHVSQSUcM4kUiEVCpFr2dhD3UGg8FgMK4GFu1QMjAwgLfeegtvvfUWmpqaYLPZUF9fj3vvvRe7d+++CEO8urHZbDQCGIvFEIlEoFAokEgkEAgEYDAYoNVqYbVaEQgEFr06T9IN2eTxyiWVSs3qZkyEQiqVWqGRXd5Eo1GMjo4iGAxCo9GgsLBwznTW7OxsyGQyhMNhmpGRSCQQj8cXVA+cnZ0Nk8kEt9uNjIwMiMViGl1btWoVq/2+ADQaDbRaLWKxGDiOAzCVsiyTydhiwzKTk5ODvr4+yGQyyOVyxGIxeowVCgVCoRAqKytZ1hKDwWAwrjoWJIp/8YtfUCFss9nQ0NCA3bt344c//CF27NjBWhZdACSyTlJiU6kUpFIpXZkHpqJQ0WgU0WgUcrkcHMdBrVbPOyFMpVLo6emhTrgWiwU1NTXIy8u7JPvFWD4sFgtUKlVayiLP8wgGgygpKWGCaxa8Xi8OHToEt9tNFxSIH8L01jnAlBiorq5GZ2cnrdvmeR4FBQWorKw87/dJpVJs2bIFTU1NcLlcAKai+QUFBaivr1/2/Xs3UVhYCLfbjaysLMRiMYjFYojFYrqYyFg+SkpKMDQ0BKvVCoVCQVPX5XI5kskksrOzsW7dupUeJoPBYDAYy86CRPGBAweQn5+PL3zhC/jYxz7GaomWEYvFAolEQlNgJRIJEokEUqkUbcFDosd9fX0YHh5GPB6HUqlEdXU16urqaEqhkObmZrS3t1NDmqGhIYyNjWHnzp3MOfQKQ6fToa6uDmfPnoXT6YRUKkUsFoNer8eaNWtYFsA0eJ7HyZMn4XQ6kZmZCYlEglQqBZfLhRMnTuCGG26Ycc+IRCJs3LgROTk5sFqtSCQSyM7ORmlp6YJT07Ozs3HTTTfBarUiGo1Cr9cjLy+PpZpeINXV1bBarXC5XJDL5YjH4+B5HpWVlVdky6PLGWIa1tvbi9HRUcTjcdo/PSMjA4WFhaxUg8FgMBhXJSKe5NfOw7e//W0cPHgQTU1NMJlM2LVrF/bs2YPdu3ejvLz8UozzkuP3+2EwGODz+S5qJDyZTOLQoUMYGhqCRCJBMBiE3++HQqFAbm4u4vE4UqkUdDodfD4flEoljRYnEgls2LBhhgmQ1+vFX//6V0gkEiqseZ6Hy+VCbm4u9u/fz4TUFQbP8xgdHcXAwACN/FdUVMBkMs3YjvRLfbeeY3L9y+XytHTpaDSKSCSCG2+8cdZoMePyJRAIoLe3F3a7HXK5HMXFxSgvL1/xHsWMi8N8f385jsPg4CBKS0uvOHdvBoPBYFx6Fvp3Y2aIcRa+8pWv4LXXXoPH48Fvf/tb1NTU4De/+Q3WrFmDoqIifOQjH8HPf/5zDAwMLNsOvFuQSCTYsWMHtmzZAovFgsLCQqxZswaFhYXgeZ5GAzmOg0ajgU6ng0KhgMFggFQqRXd3N2KxWNpnut1uRKPRtLov4oTr8XgQiUQu9W4yLhCRSISioiLs3r0bN910EzZu3JgmiFOpFDo6OvDiiy/ihRdewGuvvYahoSEsYM3rqoOUIUyPBpOIcSKRWKGRMZaKTqfD+vXrccstt+D6669HdXU1E8SMKwqRSIQ777xzxuvPPPPMBffaPnLkCG655RZkZmbCZDJh3759OHr06Iztmpubccstt8BoNEKv16OxsRF/+tOfZv3MgwcP4uabb4bFYoFSqcSaNWvw+OOPX7YeFgMDA3jllVcWvP1zzz2HiYkJAMCDDz7IPHEYDMbijLZkMhkaGxvR2NiIr371q4jFYjh69Ch+/etf43Of+xzC4TBzn14CMpkMq1atwqpVq+hryWQS0WgUCoUCDocDra2tM1q6qFQqhMNhWvMl/DxiwiRM3SQRRDaZvPo4ffo0zp07B4lEArlcjrGxMUxOTiKZTC5rNgeJtqpUqsu2ltlgMNDMioyMDPo6MdyaHl1nMBhXB/9x5tK16Pr/rVu8ydtvf/tbfOITn8DevXuXbRwvvPAC7rrrLnzhC1/At7/9bUilUjz11FPYs2cP3njjDWzfvh0A8Nprr+G2227D3XffjW9961tQKpV46aWXcOedd+KrX/0qHnjgAfqZzz77LD7xiU/gX//1X/Htb38bBoMBhw8fxpe//GUMDQ3hBz/4wbKNf7n4+Mc/jl27duHGG28877bDw8N4//vfj8HBQQDAF77wBXz2s5+92ENkMBiXOYtWR6Ojozhx4gT9OX36NFQqFW644Qbs2LHjggfEcRw+/elP44UXXoBKpcIXvvAF3H///bNue+bMGdxzzz04d+4c6urq8NOf/hQbNmygvzcajfD5fGnvCQQCV0S/UNJyB5gSvzKZDLFYLC3sT+qQhb1VgSnTIKPRCI/HQ51wibP1mjVrWE3YVQZJLVUqlfTa1mg0cLvdaG9vR0lJyQXXtSYSCRw5cgQdHR3gOA5KpRKrVq3C9u3bL7uaWalUijVr1uDYsWNwOp3URVcqlWL16tWXrZhnMBhXNyUlJfj0pz+NlpaWZfk77Pf78X//7//FV7/6VXz1q1+lrz/xxBMYHh7Gl770JTQ1NYHjOHz0ox/FF77wBTzyyCN0u/vvvx+lpaV4//vfj5tvvhn19fUYHx/HZz7zGTzyyCP48pe/TLctLi5GcXExdu3aha997WvIysq64PEvJ4vJipq+7ZUwJ2QwGBefBaVPP/LII3jPe96D3NxclJSU4Atf+ALGxsZw11134eTJkxgbG8Nzzz23LCttX/ziF9Hc3Iw333wTP/7xj/HQQw/h+eefn7FdKBTCTTfdhB07duDUqVPYtm0bbr75ZoRCIQBTrY58Ph/6+/vhcDjoD6mxvZLIyMhAbm4u/H4/OI4Dz/MIh8OIRCKz5sfLZDJs2bIFer0ebrcbk5OTCAaDKCoqmlF/zLjyISnx069ttVqNQCBA74kL4c0338SxY8fg8/mQSCTg8/lw9OhRvPHGGxf82ReD8vJy7Nq1C8XFxVCpVCgsLMTOnTtRXV290kNjMBjvUh555BHYbDZ897vfnXMbq9WK97///cjIyIDZbMZnP/tZRKPRWbd96aWX4Pf78bnPfW7G7x5//HE89dRTdDuXy4UvfvGLM7a7/fbbUVtbi6effhoA8Pvf/x5SqRT33XffjG0bGxvR09MzpyDu6OjA/v37odPpoFQqsWPHDnR2dgKYSscuKSnBT37yE+Tn50Oj0eDDH/4w3bcHH3wQd911F+69917o9XpkZWXh0UcfpZ+dSqXw3e9+F2VlZVCpVNizZw/OnTsHYMoM9tChQ3jooYdoGnRTUxMaGxuhVquh0Whw0003weFwAABKS0vpf5955pkZ6dNHjx5FY2MjNBoNSktL8dOf/pT+7sCBA7jvvvvwgQ98AGq1GoWFhfjlL3856/FgMBhXFgsSxb/73e+Qn5+Pxx9/HMPDwxgcHKTpNVVVVcs2mFAohP/+7//G9773Paxfvx7vfe978aUvfQk//OEPZ2z7v//7v1CpVPjud7+L2tpaPPnkk9DpdHjuuecAAJ2dncjNzUVZWRlycnLoz5VoPiQSibBlyxYUFxeD4zi4XC4kEglUVVWhoaFh1vfk5OTg5ptvxo4dO7B582Zce+212Lt374yoMuPKR+haLiSRSNB06gshEAigo6MDwFQEWqVSUQHe3t4Ov98/6/sikQhcLhftLXupKSgowN69e3H77bfjuuuuQ3Fx8RV5/zMYjKuD/Px8PPTQQ/jmN79JU3eFxGIx7N27F6FQCIcOHcLvf/97/PWvf8WXvvSlWT+vpaUFNTU1s3YEKSkpoSVZzc3NqKqqgsFgmPVzGhsbceLECQDAsWPHsHnz5jlbPs5VjpNKpXDrrbeitLQUZ8+exZEjR5BIJNKizXa7Hc8//zxeffVV/OEPf8ALL7yAX/ziF/T3zz33HJRKJU6fPo0vfvGL+PKXv4yenh4AwMMPP4zHHnsMTz75JE6fPo3i4mLccMMNCIVC+N73voetW7fi/vvvxx/+8Af4fD7cfPPNuP7669He3o6//e1v6Ovrw7e//W0AoPt64sQJfOADH0jbj87OTuzduxc7d+7E6dOn8eCDD+L+++/HH//4R7rND3/4Q2zYsAFtbW2444478MlPfnJGViKDwbjyWFD6dFtb28UeB4CpB3w8Hse2bdvoa42NjfjmN785wzjn2LFjaGxspJNckUiE7du34+jRozhw4AA6OjoWJdhJH2DCXBP9lUKj0eDaa6+Fy+VCJBKBTqeDwWCYd5KvVCpRUVFxCUfJWAksFgsyMzMxMTEBk8lEWzaFw2GsWrXqgh1a7XY7otEo/ZxUKgWRSASlUgmO42Cz2dIcYuPxOM6cOYPBwUGa4l9ZWYm1a9eyenYGg/Gu5rOf/SyeeeYZfPazn8VLL72U9rtXX30VNpsNx48fp94HP/rRj3Drrbfim9/85ow0X6/XO6fQFeJ2u+f1UjCZTLS/utPpnOHOv3fvXiokAeBnP/sZ7rrrrrRtIpEI7rnnHnzqU5+ii6YHDhxIi/bG43F8//vfR11dHdasWYMbbrgBJ0+exN133w0AyMzMxGOPPQaJRIIvfvGL+I//+A80NzejsrISP/jBD/Dtb38b73nPewAATz31FMrLy/GrX/0Kn/zkJyGXy6HVapGRkYGxsTF87Wtfw3333QeRSITS0lLccccddB9If3OLxTIjUPDUU09h3bp1+Na3vgUAtH/9o48+ive+970AgPr6erpQ8fDDD+N73/se2tvb0+auDAbjymNBkeJLhcPhgNlsTotsZWdn0+jo9G3z8vLSXsvOzobVagUwtdoXDoexe/du5Obm4qabbqIrjrNBzCTIT2Fh4TLu2fIgEolgNptRWFgIo9HIol7vMlKpFOx2O/r7+zE+Pk7roiQSCbZu3YrMzEz4fL60dPm5MgkWg1qthkgkQjQaRTAYpD/RaBQikWjGpOLUqVNoa2ujvbaTySTOnj2LlpaWCx7L+YhGo3C5XMuSMn6xYA7YDMa7F4lEgp/85Cf461//OsP5ubOzE1VVVWkCdtu2bUgkEujr65vxWZmZmfB4POf9TiIU58JutyMzMxPAlED2er1pv//FL36Bs2fP4uzZszAajYjHZxqaaTQa3HvvvfjFL36Bj3/849i+fTs+//nPzzBfrayspP+v1+vTPqu0tDTNo0Kn0yEej2NiYgJutxubN2+mv5PJZLjmmmtoeraQnJwcfPSjH8V//ud/4iMf+QiuueYaPPbYYwsygu3s7Ez7HmDqHAi/Z/o+AJj1mDAYjCuLyypsEw6HZ5jgkH9Pr6mZa1uyXVdXF9xuN771rW9Br9fjO9/5Dq699lp0dHTMmmr0la98Ja2Gxu/3X5bC+N0KEYRutxsymQwFBQWznserFb/fj6amJoyNjSEWi0Emk6G4uBjbtm2DSqVCZmYmbrrpJtjtdkQiEej1euTk5MxoSzQfPM9jcnKSTp5ycnJgsViQn58PlUoFj8cDsVhMnc1jsRj0en3afRIIBDA4OEjruADQNLy+vj6sWrUKKpUKwWAQ4+PjEIlEyM7OvuBa/1Qqhfb2dnR1dYHjOEilUhQVFWHDhg2XTS/TWCyGjo4ODAwMIB6PIysrC6tWrUJ2dvZKD43BSMPn88HhcIDneWRlZSEjI4Mtwi4j27Ztw8c+9jF87nOfS0uNnu1ZRYTcbIJuw4YNeOyxxxAIBGb8PXznnXfwn//5n/jVr36FzZs344knnoDL5aLiV8ipU6eoI/bmzZvxrW99C8lkkgrUgoICuu1c2T7BYBAbN26E2WzGe97zHnzwgx9EV1cXHnvssbTtppfzCE2vZiv14Xl+zmd4Mpmc9bjYbDZcc8012LBhA/bt24e7774bf/3rX3Hs2LFZP0fIXOdA+D1zjZPBYFzZXFaiWKlUzhC/5N/CnrvzbUu2e/XVVxGPx2m60a9//WsUFhbSFgTTUSgUzJX2MiUWi6GpqQkjIyP0D5NarcamTZtQVla2wqO7+PA8j6NHj6K3txepVAqpVAo8z8Pr9UIsFmPPnj0AQIXyUr+jubkZXV1dtO+1XC5HbW0t1q5dC6PRiEAgkDY5kEql0Ol0iEQi9D4jEWSj0Zj2+UqlkkaYBwYG0NraSvtlazQaNDQ0XJAJVmdnJ5qbmyGXy6HRaBCLxdDV1YVoNIo9e/as+IQ+lUqhqakJAwMDUCgUkEgkGBgYwMTEBPbs2XPZObky3p3wPI/Ozk60tLTQ+1OhUKCmpgbr169f8fvoauI73/kO/vSnP6WJxurqavT09MDtdtN2ckePHoVUKp21lveGG26A0WjED37wg7SWSgDw5JNPwmq1Qq1W48Ybb0Rubi7+3//7f3jyySfTtnv++efR2dlJzaI++MEP4hvf+AZ+/OMf4zOf+Uzatn6/H8FgcNb9OXjwIOx2O86dO0eF89/+9rdlEYsGgwHZ2dk4duwY6uvrAUxFZk+dOoV9+/YBQNq1+cc//hEZGRn4y1/+Ql/7wQ9+QMcy33VcXV2NQ4cOpb129OhRZtLIYLwLWLIobm9vR09PD66//nqMj4+jtLT0gv9g5ufnw+l00n66ADA2NgaVSjVjkp2fnz8jHWhsbAy5ubkAZopcpVKJ0tJS2Gy2Cxoj49LT1dWFwcFB6PV6KBQKKghPnjyJrKysq76dgsvlwuDgIKLRKKRSKWQyGVKpFDiOQ2trKzZu3HjBx2B0dBQdHR1QKpW0Ri0SiaC9vZ2mR5eWliIUCtE6Yb1ej1AoBJ/PR79frVZDJpOlLVABoNHtQCCA06dPQywW07o1n8+H5uZmmEymJYnDRCKB7u5uSKVSmsomk8kgkUhgs9ngcrlm1MhdasbGxjAyMgKDwUCfSxqNBpOTk+js7GSimHFZMDk5iTNnzgAAvWfC4TDa2tpgNpuXvOjGmElmZia+853v4BOf+AQ9rvv27UNZWRk+/OEP4z/+4z/gdDrxmc98BnfeeeeMORAw1UroySefxIEDBxCJRHDnnXciGo3ixz/+Mf7617/i4MGDAKbaOj7zzDO49dZbwfM8PvGJT0Cj0eAvf/kLHnjgATz88MO01CYnJwdPPfUUDhw4gKGhIdx1110wmUw4fPgwHnroIaRSKdTV1c26P8FgEH/6059wzTXX4O9//zt++MMfpvlNXAj33Xcfvv71ryMvLw8VFRX4zne+A47jqFGWRqNBb28vJiYmkJmZiZGREbzxxhsoLS3Fc889hxdeeAEbN26k2wJTPjbT/zZ86lOfwve+9z088MADOHDgAI4ePYof/ehHsxq+MhiMq4tF1xR7PB5cd911qK+vxz/90z9hfHwcn//857F69WoMDw9f0GAaGhogk8nSUlwOHz6MjRs3zkgD3bJlC44cOUJX/nieR1NTE7Zs2QKe51FeXo5nnnmGbh8KhdDb24uampoLGiPj0sLzPAYGBiCTyaiYEIlEMBqNCIVCV8UiB8/zSKVSc/4+EokgGAxCLBZDLpdDLBZDKpVCoVBQo6sLZXR0FMlkktYPi0QiqNVqJJNJTE5OQiqV0lTnwsJCZGdnp42DYDAYUFRUhGAwiHA4jGQyiXA4jHA4jLKyMoyNjSEej0Ov19PvMRgM4DgOIyMjSxo7x3GIRCIz0t4UCgXi8TgCgcAFHZvlwOPxIJlMph0rUo8trA9nMFaS0dFRcBwHnU5H70+NRoNUKoWhoaG0bWOxGEZHRzE0NDRn9JAxPx/72MfSzJkkEglefPFFAFNpzP/8z/+M2267DT/72c/m/Iy77roLf/rTn3Do0CFs27YNe/fuxfDwMN5++21s2bKFbrd37140NTVhdHQUe/fuRX19PZ577jn86le/mhFl/sAHPoB33nkHo6OjuPnmm1FTU4NHHnkEt99+Ozo6Oqi4FLJ161Z8/etfx6c+9SmsXbsWzzzzDH70ox9hYmJiWf5G3X///bj77rtx9913Y8OGDbBarTh48CA1zfrEJz6BV155BTfccAPe//7340Mf+hDe97734ZprrsGbb76Jxx9/HJ2dnYhGozCbzfjQhz6E97///fjv//7vtO8pKirCX/7yF7z66qtYs2YNHnnkETzxxBP4l3/5lwveBwaDcXkj4hc5G/vwhz8Mv9+PZ599FoWFhWhpaYFOp8OHP/xhKBQK/PnPf76gAd1zzz04fPgwnn76adhsNnz0ox/F008/jdtvvx1jY2MwGAxQqVTw+/2oqKjABz/4QXzyk5/Ez372M/z+979HX18fNBoNPvvZz+LPf/4znn32WVgsFnzta19Db28vzp49m2bkMBd+vx8GgwE+n2/ZVjoZi4fneTz//POIx+MzaqYmJyexefPmWVetrwRSqRR6e3vR29uLUCiEjIwM1NbWptVvAVNuoM888wx1fCZEo1Ekk0nceuutF7zYc+jQIQwMDMxYNXc6nSgvL4dYLEZ3dzeMRiPkcjni8Tg8Hg8KCgpw/fXXp2WJcByHEydOYHR0FPF4HHK5HMXFxdi4cSPeeecdWK1Wmhoo/J7Kyko0NjYueuyJRAJ/+tOfwHFcmhNrNBpFOBzGDTfcsOKR2J6eHhw+fBiZmZlpC3wejwcGgwHvec97WGoqY8U5duwYOjo6qNAguN1u5OTkYP/+/QCmeumeOHECPp8PPM9DpVJRR+HluI7n+/vLcRwGBwdRWlp62fgFMBgMBuPyZaF/NxadPv3qq6/i4MGDaak8FosFTzzxxLLY0T/xxBO49957sWfPHhgMBjz00EO4/fbbAQC5ubl4+umnceDAAej1evzlL3/BPffcg//6r//C2rVr8fLLL9O0mEcffRQymQx33nknfD4f9u7di5dffnlBgphx+SASiZCbm4vu7m5otVo64SJmSrOZhlxukPTnQCAAg8GAsrIyGI1GnDlzBq2trTQCbLVaMTExge3bt6OkpIS+PyMjA0ajES6XC9FoFBKJhNb2ajSaZVm0yc7ORn9/f5q5SiKRoEY7xcXFiEQicDgc8Pl8EIvFyMnJwZYtW2ZMgpVKJXbs2AGfz4dwOAytVkvHaDabMTQ0lNZijdRIz9cyZD6kUimqqqrQ3NyMYDAIlUqFeDxOzfKmT/BXAmIM5/V6qXM8x3FIJBKoqKhggphxWUAWq4QlTMQtnRjCBQIBHDlyBOFwGCaTCWKxGMFgEGfPnoVer097djEYDAaDcaWwpJpijuNmvDY5OTlns/fFoFar8eyzz+LZZ5+d8bvpQe1Nmzbh9OnTs36OUqnE448/jscff/yCx8RYWWpra+FwODA5OQmlUkkFYUVFxWXv3Ds8PEwnkETM9vX1Yf369ejp6YFSqaT1uFqtFi6XC21tbSgqKqKiUSwWY+vWrTh48CCi0ShSqRQkEgkUCgVKS0uRk5NzweMsLS3FwMAAHA4HddaMxWLIy8tDaWkpFAoFrrvuOoyPjyMQCEClUiE3N3fGIlMymYTVasXk5CQkEgny8vLSIvxlZWXo7++H0+mERqMBz/MIh8Mwm80oLS1d8vjr6uoQi8XQ29sLr9cLmUyG0tJSbN68+bIQnGq1Glu2bMGxY8fgdrvB8zxkMhmqqqqYgcv/n3g8jpGREXrt5OfnIzc397I4f1cDCzEZKi4uRl9fHxwOB5RKJUQiEb0/Sc/7kZERBINBmM1m+lk6nQ5OpxP9/f1MFDMYDAbjimTRovjOO+/E5z73OfzsZz+DSCRCKBTCW2+9hXvuuYcaHjAYy0lmZiauvfZadHV1weFwQKFQoKysDFVVVZf1hDmRSOD06dOIRqOwWCwQiUTgeR4ulwvNzc0Ih8MzopgajQY+nw+hUChNTNbW1iIej6OrqwvhcBhyuRw5OTnYvHnzotouzYVCocCePXvQ3d1Na3uLiopQXV1Nzc1sNht6e3vh8/lotDM/P59+Rjwex+HDhzE8PEwdqtvb27F69WrU19dDJBJBp9Nhz549OHfuHOx2O8RiMaqrq7FmzZoZDvOLQSKR4JprrkFtbS38fj+USuVl18u7sLAQZrMZdrsd8XgcGRkZ9Lp4txONRvH222/DarWC53nwPI+uri7U1dVh3bp17BhdAOFwGF1dXRgaGgLP8ygqKkJNTc2sLe0UCgV2796Njo4Ouv3q1atRW1tLF+9I14fp50Qmk13W/cEZDAaDwZiPRYvi7373u/jKV76CDRs2IBaLob6+HhKJBHfffTe++93vXowxMhjIyMhYlvT8S4nL5YLf76emUgCoMCS1eMlkMq3vI0lfnp51IRaLadsin88HhUIxp+gLh8NwOBxIpVKwWCyzupbOhkqlQkNDA3UhFdLX14fjx4/TGmG32w2bzYYtW7bQViF9fX0YHByEwWCg0eZgMIi2tjbk5eXRul6TyYSdO3emtX5aLjQazQX3PL6YqFSqWVurvNvp7e3F6OgojEYjvfZDoRA6OjpQUFCw4jXhVyrRaBSHDh2C3W6HQqGASCRCa2srHA4HrrvuulkXotRqNQoKChCLxeD3+yEWi5FIJOjvyfNMWGrB8zw1MGIwGAwG40pk0aJYLpfj8ccfxyOPPIKBgQEkEgmUl5df9W1xrjQSiQQmJiaQSqWQmZlJ2+oIGR8fR3d3N01lLS8vR3l5OYvKXALkcjlUKhU8Hg+tpY3H4wgGg6itrZ3TCCCVSkGhUFB32On09/ejubmZRmyUSiVqamouKNoWj8fR2tqKVCqVNul1u91obW1FcXExpFIphoeHIZFI0kQuaTtkt9tnCJvlFMOMK5vh4WHaboygVqsxOTkJh8PBRPESGR4extjYGDIyMujim1arxeTkJPr7+7FmzRq6bSQSwfDwMPr6+jA6OgqRSASFQgGbzYbBwUE0NjYiPz8fRUVFsFgsGB8fh0ajoTXFWq0WVVVVK7WrDAaDwWBcEEuqKQ4EAmhvb0c8HgfP82l1vTt37ly2wTGWht1up86gqVQKGo0Ga9asQU1NDRVGNpsNb7/9NiKRCBQKBQKBABwOBwKBANatW7fCe3B1kJmZCYPBAK/Xi4yMDJo+7ff7kZOTQ1tFDA0NIRaL0VZTRUVFMz4rFArh1KlTsNlsSCQS0Gq1qKurQ2VlJT2nHo8HJ06cQDweR2ZmJi1vOHfuHEwm05Jrdj0eD4LB4AxDL51Oh0AgAK/XC7PZjEQiMSOVm7R1ma/lFIORSqVmLNqQa4e1q1o6TqcTPM+nZaOQVmrj4+NUFPt8Phw8eBCTk5Nwu930eUQW72KxGM6cOYPc3FzI5XLs2rULLS0tsFqtSCQSyM/Px9q1ay9ppJg9UxgMBoOxEBb692LRovhXv/oV7rnnHoTD4Rm/IylVjJUjGAyiqakJwWAQRqMRYrEYgUAAzc3N0Gq1KCwsBM/zOHfuHDiOSzNLCQaD6OrqQkVFxaz1ZozFIZVKsWHDBjQ1NVHzoGQyCb1ej/Xr10Oj0dD+y1qtFjKZDMlkEsePH4der6fthZLJJA4fPgyr1QqtVgu1Wo1AIIBjx45BKpWirKwMwFSPUVKnTM6pVquF0+mkVvRLQSKRQCwWz5rqLRaLaQplQUEBxsfH09IqiVv2ckX6kskkHA4HOI6DXq9nNbkrRCgUwuDgINxuN1QqFYqLiy/oHBcWFmJiYiLt2iEO8yxKvHTmMr9MpVJpmRotLS00Y4hkGJHyjng8DplMBofDAb/fD6PRCJ1Oh8bGRnAch1QqBZVKdcnuQ9Kr3W63w2KxQC6Xs2cAg8FgMGbA8zxisRgmJydpp5f5WLQofuCBB3D33Xfj4YcfZsLpMmR4eBh+vz9NLBgMBuoMWlhYiEgkArfbDY1GkzaZ0Gg0cDqdcDqd7NwuE4WFhbj++usxNDREWzKVlpbCYDCgvb0dPp8P+fn5NMLK8zw9V+vXrwcAjI2NYWxsDCaTiU5ySV1vV1cXSktLIRKJaHRn+gRRKpUiEokseR8yMjJgNpvhcDhon91UKoVAIID8/Hxas1xZWYnR0VFMTExAJpPRiXV5eTny8vKW/P0Er9eLw4cPw+l0IpVKQSaTIT8/H9u2baPp5sQQbGhoiC4QlJeXL2uvcVI/KZPJ3pUt3rxeLw4ePIixsTEaxe3u7sbGjRuX7KRdVVUFq9WK8fFxSKVSGjmurKxEbm7ucg7/qiEajWJgYABWqxUikQiFhYUoKytLE8IFBQXo6upCIBCgJU7hcBhisRjFxcX0c+x2OzQaDaLRKG3FRp4jqVQK0WgUgUBgxhhWok+wWCxGaWkpHA4H7Hb7Jf9+BoPBYFxZqNXqtK4uc7FoUexyufC5z32OiabLELfbjc7OTng8HiSTSeh0OqjVaiogyKRGGPkTQnrHCqOB7yYCgQDcbjdkMhmysrKW7ThkZGTQ/p9CPB4PRCJR2k0qEokgkUjgcrnSxpVMJmdEfRQKBfx+P43gEuMtYY9Rskp2IdE2kUiEjRs34u2336bjEolEyMjIwMaNG+nkWaPR4Nprr0VPTw/sdjukUimKi4tRXl5+wQ7ZqVQKR48exfj4OF0ciEajGBwcpO2OAKCtrQ1nz55FPB6HRCLB6OgoBgcHsXv37lnPwWLgeR6Dg4Po7OyE3++HXC5HRUUF6urq3lX3zOnTpzEwMEBdoknP5ZMnT6KwsHBJLuJqtRrXXnst+vv74XA4IJVKUVRUhJKSkhWPAqZSKWowt9JjIcRiMRw6dAhWq5XeW6Ojo7DZbNi5cye9HnNyclBfX4/W1lbYbDZEIhHwPI/s7Gyamk4Wr8RiMTiOSxPEwD8ywBKJxKzeFCuBXC5HUVEREokEy05jMBgMxpxIJBJIpdIF/f1e9Ezu1ltvxQsvvID7779/SYNjXBwmJiZw8OBBTExMIJFIwOfzwe12QyKRQCKRgOd5GtFTKBQoKipCZ2cnlEolpFIpeJ6H1+uFwWCYte+tz+dDb28vbYlUUlKC8vLySxYpI+JOJpMtSwsiIalUCmfPnkV3dzcikQgkEglMJhO2bNmyKDEZj8cxMTEBnudhsVigUCjm3Z4sWEyfhCaTyTTjOpVKRR1gheIrFovBaDTSc1BUVITs7Gw4HA76nlAoBIPBgMrKygXvx2yYzWbceOONGB0dRSgUgkajQVFR0YxIkVqtntPB+kKYnJzE5ORkmjuxQqGAWq3G0NAQGhoaEI/H0dbWBrFYTFtd8TyPyclJnDt3Drt27bqgMQwMDODIkSNIJpNQqVSIRCI4deoUQqEQtm7dOusD1+VyoaenBxMTE1CpVCgrK0NZWdmyX8OXimg0iq6uLsTjcahUKkgkEqRSKXAch/HxcTgcjiW7a6tUKqxevRqrV69e5lEvjWQyia6uLvT29iISiUCn06GmpuayMCMkEWKTyUSfCbFYDMPDwxgZGaElFSKRCFVVVXA6nWhvb4dcLodGo0E8HsehQ4ewZcsWVFRUICsri7ZSE/oAEOFM6ovnSsdeCUQiEWQy2WU1JgaDwWBcuSxaFOfn5+Pf//3f8fvf/x6VlZUz8rN//vOfL9vgGAuD53m0trbSdFar1Uqji4lEgk4aJiYmYLVaUVBQgPr6evh8PoyNjdHP0Ol02Lx584xJhtfrxZtvvgmPxwO5XI5kMgmbzQan0zmnGCAQR9NAIEBrDxeTZcDzPPr7+2kKoEqlQmVlJWpra5dNWPT29qK1tRUKhQJmsxnJZBJOpxNNTU246aabzitugam09VOnTsHv94PneWi1WjQ0NMwrRouLi9Hd3Q2Px0MXLPx+P110IOTn5yMzMxMTExMwGo2QSqUIhUJIJpNpvZqJAU5bWxuGh4fB8zwqKiqwevXqBbdlmg+VSrVi7rLRaHTWaLlMJgPHcYhGo3A6nYhEImlmPyKRCBqNBg6HA7FYbMmO16lUCh0dHdTNnRAOhzE4OIja2lrqIk4gC1WBQAAymQw2mw0dHR3Iy8vD1q1bUVBQsOLiarFEIhGEw2G60BaLxWidTiQSgd/vX/Jnh8NhjIyMIBwOQ6vVzrrocik5e/YsWltbIZVKIZfL4XK56KLIUtPElwvS41u4SCaXy8HzPMbGxqgo7uvrw+nTpzE8PIxUKgW1Wg2VSgWNRgOPx4Nz586hpKQEa9euhdvtRjAYpEKYfD7xQsjOzr5iF3MYDAaDwTgfixbFbrcbH/zgB+m/mTPohROLxRCNRqFSqZaUhslxHCYnJ6HVaiGVSmEymRAIBGjtp0KhQHZ2NiKRCLq6ulBQUACNRoN9+/ZhdHSUCrHCwsJZe7ySlGxhnXIkEkF/fz/Ky8uRnZ0967g8Hg8OHToEt9sNYOpa6ejoQGNj44JrTHt6enD8+HHwPA+lUolAIIATJ06A4zhs2LBh0cdqOjzPo7e3FyKRiEZnpVIpMjIy4PF4YLVazxv58ng8OHr0KDiOSxO3J06cgE6nmzXyDky5U2/ZsgWnTp2C2+2mYrq+vj7tPVKpFI2NjTh27BicTidNY2xoaJghUjUaDTZv3owNGzaA5/mrJopCIsROpxNKpRJKpRIymQzhcBh6vR4ajYamdpOU0Hg8TrMgxGLxBQnQSCSCQCAwIzVYpVLB6XTC6/WmiWKe59HW1oZAIACTyQSHw4FIJIJUKoXBwUEEAgE0NDRg/fr1V5wwJosy0WgUAOj4JRLJklvzTUxM4PDhw/B4PPR8ZWZmYufOnfSeupTHKRgMoqenB0qlku6TWq2Gx+NBR0cHysvLVzRlXiwWz/q3lxw7YMqL4Pjx44hEInThIhaLYXx8HAUFBdBqtQgGg/B4PMjKysK+fftw7tw5nDx5khppkvRkpVJJPQ4YDAaDwbgaWfRf9aeffvpijONdCen/2t/fj3g8DrVajdraWlRXVy9qAkgm/GSSRMSQQqEAx3GwWCx0YudyudJqh8/nSMzzPKxWK5RKZdqYlEolgsEgnE7nrKKYtOpyuVwwm810Eud2u3HixAnccsst551UJhIJdHR0AACtB1Wr1XTCWl1dvSz9scPh8IwIIomEcRx33vcPDQ0hFAqlLRqYTCZMTk5icHBwTlEMAKWlpcjLy8P4+Dh4nkdWVtasdXsmkwn79++H0+lEPB6H0WicdQGDcLXVuPr9foTDYbhcLpo2SQTLqlWrIJVKkZOTA7VajeHhYRpZFovFkMlkWL9+/QUtEMhkMkilUsTj8bToZSKRgEQimZFNQFLpNRoNfD4fbX1G6m+BqcUm0vN1IQQCAYyPj0MkEiE7O3tFesNrNJo0IyySZsvzPBQKxbzX+lykUikcP34cY2NjSKVStLVXIBCAx+OBTqeDWCxGSUkJampqLkldq9frBcdxM+rQNRoNgsEgdfdfKQoLCzE0NIRoNEqvvUgkAqlUShccBwYGEI1GYTQa4ff7ad9hjuMQDAZpj2HyrDAajdixYwf8fj/tS07c5RUKxQWZ9TEYDAaDcbmzpJlzU1MTnnzySfT29uKll17Cr3/9a5SUlOCf//mfl3t8Vy08z+PEiRPo7u6GUqmEXC5HMBjE8ePHAQA1NTUL/iyFQoGCggL6WRKJhLoRKxQKKp6ImFpsxEUqlc4pDueqKQ4GgxgfH6cTWmAq0mMwGGjatsFggEKhmDOllUw+p4s/tVoNt9sNr9dLhUEgEKDp1YvZR2IYNTIykiYy4vE4xGLxglyLiZvr9O+USCQIBoPnfT+p8T4fYrH4XdmeJhgM4siRI5DJZMjOzkYwGEQsFgPHcaivr6cp6mq1GlKpFD6fLy2KFo/HEQgEZtRuLwa5XI7S0lK0trbSBadkMgmv14usrKwZC0NisZjWgQeDQfpvMgalUoloNIqxsbHzimKe59He3o5z585RYUJqtxfznFgOwuEw3X9itEVQKpXzZg4J66vVajXKyspQWloKl8sFm82GcDgMkUgEqVRKz28wGER+fj6kUilOnz6N8fFx7N27d8lp8AtFoVDQRRDhggfJPpBKpRgeHobD4QAAZGdno6io6JJ5LJSUlMBms2FgYAA+nw/A1HO6qqoKBQUFAKbuG5L6rVQqEQ6H6YIOWTTKz8+nGQ48z+PkyZPo6uqiYpiYDgJTWTs1NTUrmtLOYDAYDMbFYtGi+A9/+AP+5V/+BXfffTf+8pe/0B6GBw4cgMfjwb333nsxxnnV4fV6MTQ0BI1GQ1MylUolvF4vOjs7UVFRsahoX319Pbxeb1qPSZ7nkZGRQQ2XkskkKisrFyUMRCIRysrK0NzcTM81z/Pw+/00hfXMmTNIJpOwWCwoKCig5jtziZBgMIhDhw4BAHXwXbNmzYz9lcvldGIqnASTialCoUAikUBzczMGBwdpm5y8vDxs3rx5wS64NTU1GB8fh8vlgkajQTKZRCgUQn5+/oLSvA0GA1KpFI2sAFMTzEQiccGOx9MJBALo7+/H5OQkrdG+EmtTF8Po6CiCwSDtqU3qvr1eLyKRSFqfbavVSqO6JJU0kUhgcHAQPp/vgqJ7a9euRSgUwujoKC1PsFgs2LZt2wwxJJVKUVJSgnPnzqVlcESjUUilUqjVapp+fD7sdjvOnDkDsVhM66X9fj9OnTqFjIyMS7pQwnEcLccIBALU5Vun09Eo+GwLScL6aoVCAY/HA5vNBq/XSxc6yGIBANoWCADt451IJOBwODAyMoKKioq0z08kEmhtbcXIyAhEIhEqKipQUVGxID+A2TCbzbBYLLDZbNTtPBaLIRQKoaqqCi0tLejr66POx6Q12vbt25clSyOVSiEUCtGMiOlIJBJs374dJSUlGBsbg0gkQm5uLvLy8ugzyGQyYXR0FABgsVgwNjaGSCSCRCJBHemF7vF9fX1oaWmhRnIikQjRaBQulwt5eXkIh8MIBAJMFDMYDAbjqmTRf70feugh/OQnP8Gdd96Jn/3sZwCA+++/H7m5ufj617/ORPEC8fv9iEajM0ynVCoVwuEwrZVcKDqdDvv27cPIyAi8Xi+i0SgcDgdCoRCcTieNRioUCrjdbphMpgULqZqaGkxMTMBms1Gxq1QqkZGRgaNHj9KoQzQahUQiQVZWFkpKSqDVauF2u2naKDBV5xYOh6HT6aBSqRCLxXDmzBlEo1HaVodA+op1dXVBJpNBLpcjHo/T3r5msxmnT59GR0cH1Go1TCYT7d3J8zz27NmzoH20WCyoqalBf38/FS01NTVYt27dgiI/paWl6O7upq7PxHRIp9NRw5vlwOv14q233oLb7aYprAMDA2hoaMDatWuX7XsIpGeyzWajRjvCSff58Pv91Kl6+rUciURon1uLxTKv+RrJUiDnkkQTZTIZQqEQ3W50dBTRaJQu1hDi8TjC4TB1r17ofpPMA2IwpFAosGvXLjidTvh8PiiVSuTk5MwpglavXg23242enh56j8jlcmRlZSEajUIuly8o3Xh4eBjxeDwtoqzX6+F0OjEyMrIoUczzPDweD6LRKAwGw6LbJ+n1eqhUKiSTSRQVFSGZTCKZTMLj8UAikcwawRXWVwtLDEKhELq7u+mzSBhlTiQSANLriMlCh8vlShPF4XAYzz33HE2/FolE6O3tRWVlJfbv379gEReLxTA4OAiHwwGJRIKCggLE43G4XC7wPA+JREId3o8ePQq1Wp0Wee3v76cZBNFolPbIXswxDofDOHr0KLq7u2lJTU1NDTZs2DDjc8h45soyKS8vx8DAAO07bzab4XK5oFKpsGnTJlRVVaUtGvT29tJyA7KgJBaLEQ6H4XA4aGYPg8FgMBhXI4sWxb29vTPECwBs2rQJNpttWQb1boCYak2PgsZiMRoFXSwKhSLN7TiRSGBsbAxerxf9/f2w2WwYHh6mArmkpAShUAgKhQL5+flzpiQqFArs2bMHNpsNLpeLRrqOHz9O2xfZ7XZqJCSRSODz+aDVaqFQKDA5OUlNXkKhEPR6PU3ZUyqVCIVCGBgYwKpVq2aIp/Xr19NJmc/no9Gy9evXIxaLob+/H0qlkqZYkwiH3W6H2+1OcwqeDs/zNDpC0pyJUDEajYjFYgua0BIHXo7j4PP5IJFIkJ2djcbGxhmOxBdCW1sb3G43rdEGpiLH7e3tKCkpoceOLIjE43HaI3mxkWSS3t/c3EyFp1KpRG1tLfbs2TNvNCwajeLkyZMYGRmhjs/FxcXYuHEj5HI5enp6cPDgQWoaRqKqt91226x10gaDYdb+y9FoNK0mnvShS6VSae8nEfyFiKNoNIojR47AarXSKKjFYsH27dvpOCwWy4LqgNVqNa677joUFxfjxIkTNMpG2n7V1dWlOWXPBdleCKnnXUjNOyEQCNDa3UQiAaVSiaqqKjQ0NCx4oYM4kJ89exbJZBKRSAQ+nw+JRAJarRavv/46rrnmmrTzIqyvFl6HarWaOoYbDAZ4PB5wHJfWQ10mk9F9J9kv06+9gwcPwm63Q6FQQKFQ0BZRfX19KCkpQX19/Xn3KxqN4uDBg7DZbGnuy+Xl5aivr0c0GoVWq0VOTg6OHTtGzacIcrkcoVAIx48fpyUjg4ODGBgYwJ49exZchvHiiy9iaGiI9i8n91IoFMK+ffsWlZ6dkZGBnTt34uzZs9TssLq6GuvXr5/xXOR5HsFgEGq1GolEgvY/Jz/xeBzA1MLcYhZrGQwGg8G4Uli0KK6rq8Nrr71GI8JkkvPss8+irq5ueUd3FWOxWJCdnQ2r1UqddTmOQyQSQX19PRXFPM8jHA4vSSgT05Vz587B6XTS7wmFQjh58iRaWlqgVqshEolgMpmwffv2OSf7UqkUxcXFKC4uBgC0tLTQaNPExASCwSCUSiWdRGVnZ8PtdmP16tVIJpNwuVw0AjFdKKpUKrjdbvj9/hkTLpVKhWuvvRbj4+Ow2+20T+4bb7wBk8mEUCg0I8qoUCgQDAYRDofnFcV2u506W+v1ehoN7+/vh1wuh1arxTXXXINNmzbNKSrj8TgOHz4Mt9tN05hJqnogEDjvOVooiUQCNpsNarU6TcBotVo4nU6Mj49Dr9fDbrfj6NGjtDWUQqFAWVkZNm3atKgJtdVqRVNTExW1RIC1tLQgOzt73sh0c3Mzuru76Vj9fj/Onj0LnudRXV2NV155Ja3uNx6Po7e3F08//TQ+9KEPzYjmFhYW0v7L5DNJBJq4b4dCIYyPj9O001gsBpVKRcWzxWJBfn7+eff77NmzGBgYgF6vh8FgoCm7R48exf79+5dUj19bW4vS0lIMDg5iYmICMpkMhYWFC057N5vNGBoaSkvPJxkbC03PT6VSaGpqgs1mg16vh1arRTgcRktLCxQKxZzPblIWQHwKgKlSDVLj6/V6IZVKkZWVBaPRCK/Xi+PHjyMjIwMGgwFAen21EFJeoVarsWrVKpw9e5Z+J6nHVygUtFaZ/JvUzJJWdOfOnaOfnUqloFQqqTFUb2/vgkRxX18fTZUmopvjOAwMDKC0tDRtsXG2uulYLIZwOAy1Wk2foalUCk6nEx0dHbMuJE+nt7cXNpsNUqmUmomRqPPQ0BAdy2LSs3Nzc5GTk0OfRW63G+3t7eA4DllZWaioqIBWq03zVsjKykIwGEQkEklL/ff7/Xj55Zdx5513MmHMYDAYjKuORYviJ554ArfeeivefPNNxGIxfPOb30Rvby+am5vx0ksvXYwxXpWIRCJs27YNTU1NmJiYQCKRgEKhQHV1NRUco6OjaGtro6mJRUVFqK+vX1Q63sTERFraaDQaRSgUQjweh0gkQmZmJnWFPnLkCG6++eYFTbpSqRTC4TB1BU4mk3TSrlAo6CQ6Go1ix44dAKYiXn/+859n9IslNcJzRfLEYjE0Gg2GhoaouRbP81QgT3f/5TiOitr5IK7fZrMZfr+fOnMDU+cnGAzi8OHDMJvNc7ZlstvtcLlcyMjIoMdNLpfTtFlhH+H54DgOY2NjtDZ7rkknad9FhCpBJBIhEongyJEjCAaDMJlMEIvFtA2XwWDAqlWrzjuOVCqF8fFxvPPOO4hEIrTNFzAVtQsEAmhra5tTFAcCAQwPD0MkEsFqtSIajVLxc/ToUUxMTFDBTqKd5Hs9Hg+OHTuGG264Ie0zZTIZdu7ciZaWFoyOjiKVSqGgoABr1qyBxWJBNBrFW2+9hfHxcRiNRrjdbsRiMXpd6XQ6XHfddeeNhnIch8HBwbS0WJlMBqPRSO8jvV5PW5jp9foFi2QSZa+trV3Q9kKEabDk3g+HwzCbzed1jyeMj4/T4yOTyWikOJFIUAMl4aJJNBpFe3s7BgcHkUgkYLFYUFdXR1PJ16xZQ7MRsrKyaHSWuNKPjo5SUUwW1Nra2miGDM/z9F4mwi0cDsNutyORSNAWaSKRCE6nkx7D+vp66HQ69Pf3Y2hoCD09PTSqnEqlaM0syTggv5sLko7d2dk5IwpNWsCNjY1RIQ4AOTk56O7uTnuOBYNBpFKptAUdsVgMlUqF0dFRbNq0CWKxGB6PB8PDwwiFQjAYDLTMBAAtTxGm/pPFBLfbjTfffBNZWVmorq5GTU3NnNczuYdJZkJeXh50Oh3Onj2Lc+fOIZlMQiQSoaenB0eOHEF5eTnWr1+PmpoaWK1WWK1WxGKxNPFPztnk5CT+/ve/473vfe9V7WPAYDAYjHcfixbFO3bsQHd3N370ox8BmHIU3bp1K375y18uyEGX8Q90Oh3279+PiYkJalBDnJPtdjveeecdmsKbTCbR0dEBv9+P6667bs6oXyAQoDWnpDdxKBSC2+2mQpjU/gJTk0aZTAaTyQSPxzNjAjgb8Xgcfr8fgUAAUqmUTtyIOY5EIqFiSDjBU6lUKC0tRVtbGyQSCZRKJWKxGHw+H4qKiuaN6g4MDMDr9abVJKpUKoyMjCAQCEAikUClUiEajSIcDqOqquq89aN+v59Ogt1uN52QJpNJKrQDgQBaWlrmFMXhcBipVCptMp1IJGh05/DhwygtLUV+fv6ck8jh4WGcOHECwWCQ1mvX1taioaGBpnJ2dnbSWlbiJmswGKjDeE5ODkZHR+F2u6HVauk+EEOnvr4+1NbWzjuRDYfDaGpqgsPhgMPhQDKZBMdxUKlUdJFDLBbP66hN6uHdbje9zkQiEf2s/v5+OtkWimJgajJP6oKnZ0VotVps376d1uaSNHly/CYnJ5GZmQmxWEyFcSAQQFFREa6//vp5ry1CNBqlYlEIEZFtbW003VcqlSI/Px8bN26ctzXWcqDVarFnzx60tbXREhViJLVQF2aycJVMJunzBviH2CGRdWDqPBw+fBhDQ0PUzX5wcBCTk5PYs2cPrWEmizM+nw9ut5uKWRIhFbJmzRq43W5aR87zPDQaDTZt2kSPN8kI8fv9UKlUyMnJoeaBxEhqYmICv/nNbxAIBMBxHL2GiLEdcd0nqfbz1fST+l273Y6JiQm6sJeVlZVmmDf9niGlJyTNGQAtQ5metSIUliMjIzh69Ch1I0+lUujp6cHOnTthNpshkUjo6+S9ZAGTPI98Ph/eeecdeDwebNu2bcbYIpEIzQggzyaTyYRNmzaho6MDMpkMWq0WIyMjVMi73W60tbWhqqoKyWQS4XAYsViMfqZcLqfjisfjsNvtmJycfFc64TMYDAbj6mVJNpnZ2dl4+OGHl3ss70pIz1EA8Hg8NGIxODgIjuOo4y4wlRbscDhgt9tRWFiY9jmpVAqnTp1Ca2srTbe2WCw0aklEEtmWCEAi5ohjtHAyNBsOhwPHjh2D1WqlLqbTCYfD6O3thdFonCGwGxoaEI1G6aSMpJKS2mGSzj0dUstMfkei1ES0JRIJhEIhSKVS1NXVYd26deeNZJhMJkxMTFBRIDw2ZCIqEong9XrT3sfzPHw+H23FJBaLqTO33++nokOhUKCnpwdDQ0NoaGjAmjVrZozB5/NRszJS+xsKhdDa2gqj0YisrCy88cYb6O7uposOJM3e7XZDJpPBbDajpaUFw8PDNA1dIpFAq9UiKyuLpuafj1OnTmFkZARGoxE6nQ7RaJTWEhLhRybZPp8PHo8HqVQKWq0WFosFXq8X3d3dmJycpHXWPM/TaB0RLtPTT4UieXqbn+nMVkLgdrvpYgwxsyooKIDX66U11SQd1Gq1Ynx8HEqlEiUlJSguLqbXCRGAPp8vbfElHA4jHo9jYGCA1q0mk0n09fUhFoth3759Fz1qZjQa0djYCJ/Ph5aWFtjtdlitVuh0OqxevRqlpaXzjkEYjSQLYcCUmCP3PRHF5LONRiMV3aT+t6uri4qhrKwsjI6O0mtLLpcjlUohGo1ieHgYkUiEfiaprx4dHYXX64VCoUBhYWFaRoRIJEJOTk6a+Ziwfnt4eBgvv/wyOI6DRCKh/YyFadnk2iELJ6tWrYLVaoXdbkcymURWVhaKi4shkUhw7NgxDA0NQa/XU3dmr9dLW59FIhHIZLIZZmhSqRQ7duxAQUEBrFYreJ6H0WhEZ2cnNREkY+A4DpWVlUgmkzh16hTtG0+udafTidOnT2Pfvn0oKSlBX18fwuEwIpEIzXYgEIEcjUZx9OhR+Hw+7NixI02IHzlyBK2trYjFYjRzx+/3Y2xsDBqNBrm5ubDZbNQ9nTzj4vE4zp49C51ON2PBNZFI0OuALHr4/X4mihkMBoNxVbFgUTw8PIwnnngCjz76KBQKBdasWZPm/Lpz504888wzF2OMVz3EnfXcuXPgOI46xE4XiDKZDKlUCj6fb4YobmtrwzvvvEOjJcCUKQqZJJI+uqQWEUiP1EUiESgUinlrFDmOw5EjR+D3+6FWq2m/2NkgE7rpIkahUGDHjh3weDy0zs1qteL111+n6Ydr1qxBfn4+hoeHMTo6SiPTZIIYDAZpqnEikaCRlbKyMmg0GsRiMfT29qK4uHheV+OKigqMjIykuTkT91rSlonUGwuPwfHjx2kKJIkoTU5OIhqNIhgM0sm6QqGAxWJBMBhEW1sbiouLIZVKYbPZaM/orq4u6lotFouh0+lonXB/fz8GBgYwNDQEnueh0+mQSCQQCAToOIGpyXJTUxOkUintLQqAmn4BQHFxMXp6ejA8PIxYLIb8/HxUVlam1eharVZotVrI5XJkZGRQA6V4PA6O45BMJiGVShGNRvHMM89Qp26j0QiLxYJQKJR2TITHUxhxI+KVTNrJ9SiRSJCfn59WTz85OUmPl9lsRlFR0Yz0ftKaa2xsjJ4zmUwGsVgMk8mEv/3tbxgbG4PL5YJIJKIZBMPDw6irq8OGDRvgcDjQ3NwMr9cLv98Pj8cDs9lM95cYfYXDYXqPKRQK2Gw2jI+PL8hFeimQKD8RXx6Phy7SENdncv3Ol6mTlZUFhUJBF5GImCTXzNDQEK299Xq9dHGBQNoljY+P03OZk5ODSCRCxW8ikUAymYRer0cikcDo6Cit+Qamnl9LdWPneR5NTU3gOI6mVSeTybTnj9DBmpRPHDlyhKZ5i0QidHV1obCwEGvXroXdboder6du5aFQCH6/H06nk15D1dXVs7Zlk0qlqKysTKs1lsvlOHv2LCYnJ+lYsrOzsWrVKkxOTlLPBGLIR571g4OD8Hq9KC8vh91ux9mzZ2kUFwCNIJO/CcS1f2RkBE1NTbj++ushFoths9lw9uxZWgtMxiCTyWhaeVZWFvx+P3VwJ6nUcrmcZtkolUpIpdK0Om1y/IR9jxkMBoPBuJpYkCju6OjAtm3bsGnTJtpXcmhoCF//+teRlZUFq9WKBx98EHfccQduvfXWiz3mq46JiQm0tLSk9SENBoM0RZkIOyIySM0emegCwIkTJxCLxaDRaKjQIKJGLpfTPpsEiUSCeDyOQCBA3UVra2tpHeBsWK1W+P1+GnmbbpwznWAwiFOnTmHnzp1pddDE1EWv1+Pvf/87NZCSSqUYHx+Hx+NBVlYWje6Q2thQKASO46hASyaTNProcrmoiRF5T2ZmJq677ro5ew1nZWWhtrYWbW1taY7FQlEnEoloRITneRw7dgzt7e00jVco/MiiA2lNEw6H4fF4YDKZ4HQ6afprIBCgBmqRSIR+DjnneXl5kMlktLUWES5EVE5f6CB1xqQOk9RZA4DT6UR+fj44jsPBgwepq25fXx/efvttZGVloaysDHl5eUgkEvQ8kajSxMQE3VdyjiYnJ2kkPZFIwOfzUaFGIpakPyqBLDrwPI+1a9eira0N8XicHnfS83fz5s10Mt/W1kYN3cg2BQUF2LlzZ9piS25uLsLhMDiOo6nOJBU9FArRKCmZ2JM0fJ7n0d3dDYvFguPHjyMUCsFisUClUsHpdMLpdCI3Nxdr167F2bNnaZo+STkmiwDt7e0YGxuDwWBAYWFhmmiPx+MYHR2Fz+ej0dH5FmqECB2RJRIJOI5LS0smwofcZ4WFhXNGi4lrttPppCJHKpUiMzOT1nMTyKLK9NThRCJB66j7+vpw+PBhWntKUsozMzNhNpvh8XjSFk1ng9wDJJVa+F3ChTtgKouGLPKQ+3O2Zxp5JpFnAsdxyMnJoeZ+8XgcIyMjVMSTcyGRSJCXlweVSgW/34+SkhJUVFQgOzt7zn7r06mrq0NmZiZGR0cRi8WQmZmJ0tJSKJVKaiwXiUSohwQwdY59Ph/+93//l5r6BQIBdHd302c0MQ0jWRQkK0Kr1WJ0dBRDQ0MoLS3FuXPnEIvFIBKJ6HEiz3YigEkGkvD8CgVuKpVKq5MWGm2R5xDJQAoGg+f1bWAwGAwG40phQaL4G9/4Bm6//Xb8/Oc/p6+JRCLccccddOV/eHgYP/nJT5goXgLE2ETo/JyRkQGbzZZWIzo2NkYNcDo7O6HVatHQ0ICCggL4fD5a3wv8o30JgDTxKhRWZNJEJlKjo6MQiURzimNSJ0yMr+ZLcwVAU/JGR0exatUqbN68OU0w2Gw2jI2NpZlUKZVK2O12OJ1O5OTkQK1Wg+d5TExMUPFHxDAwNZklURAA1LArmUzC4XDg9ddfx4c+9KEZKYGk9s5utyMej4PneToZJNFnUsdHhJvP58Pw8DCtZSSpoSRibrFYEIlEaOSF1EsbjUYkk0l0d3cDmIpsxmIxKu7J9mRcXq+X1jba7XYolUoqHoTpxyQ1mYyXTMSVSiU1s5LJZMjLy6MtdEiqODmPNpsNNpsNRqMRarUa4XCYjiUzM5PWh2/cuBFerxddXV10IUCYzk2uu8HBQchksrSoHRkn2c/q6mps2rQJhw8fxvj4OGQyGcrLy3HNNdfAYDAgGAyip6cHzc3NNNpOUjxHR0fR3d2NtWvXwuVyYWhoCA6Hg+4PiRQLzzO55sViMT3upAZULpejvb09rYeuQqGAyWTC+Pg4ysrKsG7dOhw/fhypVCptcScejyMSiaCjo4OKupycHOzatQtqtRqhUAiHDh2i0VVgKqNj69atMzI9ZmNwcDDNEZkYwZFrk5Q8kNRuEsmfC5PJBK1WC5PJRMsniJGVsC66oKAAOp0OHo+HehyQa7W8vBwOhwMvv/wyXdAh951YLE4rcdBqtTRrYroplNfrxenTp+mxyczMRH19PbRaLTo7OzEyMgKRSISSkhLU1NSkRf9JKQjpB07uT+FzjizAhMPhtO8lLZ5cLhcVm2TfSY/enJwcZGdno6WlhZZ01NTUzGqaR+4nsliSm5uL3NzcGcfebDZDo9HAarXS9HVS8ysSiRAIBHDq1Cn09vbC6XSmlRyQfSTZCuT8k+yUN954AwUFBRgfH087JuR+F2aVCB3xhZFoocEguU+VSiWNZpNzbDQawXEcXnnlFbrQsmnTpgXV7DMYDAaDcTmzIFF88OBB/O1vf0t7bboguvvuu2e4xjJmh+d52Gw22O12pFIpuFyuGcfTYDDQNEYySSKpg5mZmRCJRPD5fDhx4gRkMhlNkSMTVZLKSL6PRFRIBIG0eCITJ4VCgXg8jvb2djgcDlx33XUzIloGgwESiQSxWIzWIwtr3maDRGwOHz6MyclJ3HDDDTQy4fP5ZphUkclbNBpNc9r1+Xx0P6PRKI12THeXJXXOpCZ2YmICVqsVxcXF9Li3t7ejt7cX0WgUWVlZyMrKoinCcrmcThJJiung4CC2b9+OcDhM0xpVKhV1uyWimixgRKPRtPpsu90OqVRKU2/JGBOJBI3KEVOqZDKJ8fFx5Obmoqamhjopk/0W7q9wIkv2ned5mM1mZGZmwuv1Qq1W07pPjUZDx0rEFTH2mpychE6no+2xlEol/b7169ejvr4er776Ku2dKmzTQ641YSr+bAsmMpkMer2eCo/3ve99M7bp7e3FqVOn4HQ6EQgE6DVqsVjo+R8aGoJWq8Xx48dptJ0IjNnqlUm0TPh7cj9Fo1FMTk7SqDuBpL8TUzHy/6TOlCwGiEQiGAwGmEwmJBIJ2O12tLa2YsuWLThz5gxsNhsyMzPpezweD06cOJGW5UHG6XQ609L5iWAk94cwsk5Mz4RC3+/3w2QyIRwOUyM7ISUlJejo6MDw8HBair/JZEJJSQkA0PThkpISDAwM0HptsphRUVGB559/HsFgkI6L1BFLJBJaZ65UKnHy5Em88sorEIvFKCsrw969e2mf5oMHD8LlctFUaNIDndTlkzZMZ86cwfj4OHbt2gWLxYJAIEDvK1I3Oxc8zyMej9P7gCASiWgqd3t7O42OchyHeDwOpVJJuyvIZDLqyxCLxdJ8AaxWK9rb22ltf1lZGerq6maUjJBocHFxMS2FCIVC9H4lKfocx8Hr9dL0ZbJ4RhYjhVkV5H4jfwdIBgG5zoT3I7l2yL5Pv0fIuSTPh0gkQq8tcn6Ki4thsVjQ19dH+1MHg0HYbDb09fVh06ZN2LBhw6LaRTEYDAaDcTmxoL9goVCIpvUS/vSnP6WlpZLWKIz54Xkex48fp8ZJxA2a4zgaEYpGo3RC1tDQgOzsbFpbKjQAMplMmJychMPhgNlsRn9/P/0e4WRROAkiqcXEUGViYgIVFRVUnJF61t7eXqxfvz5t7Hl5ecjLy6Pph3K5fF5RTCafKpUK4XAY/f39OHv2LO3ZSSbtZDIqFoupW3IymYTVaqWRD/IaESLzQcxohD2Zm5ubEQ6HMTExgXg8TsUhafGj0+ng8/lo5IhEiIng6u3tRUFBQVpUhUSohW2FhO2pyDEQppyTmjxyLkh6pEqloosgZOHh9OnT0Gq1sFqtUKlUiEQiMwyzhOdZJBJhcnISOTk54DiOti46ffr0DGdbcl0Q8UQWTgoKCiCVShEIBKDX61FVVYWamhoAoAsN5Boik3Ph58026SbRObLQMFf9rdvtxsmTJ5FMJqHVamkEmrQkE4vFVPA1NzdTZ3YS+Z4e7SL/Jgs/wnGRcZK+xqQ9EUlDl8vlCAQCcDgcePHFF+H3++mCBjF6IttJpVIanZPL5RgcHKSRP2JKZDabae9e4vJOen5zHIc333wTfX19NOVYoVDQ8RkMBtrmTIhwn8RiMW3b5Ha7aao5aWFE9pnU8pP3kX03GAw4ceIEOjs76b2j1WqxevVq6PV6ZGZmIjMzExMTEzRVnkRIyeIREUuFhYUYGRmhUUae53Hq1Cn09fXhwIEDNANGr9fT691sNmN4eBipVAolJSU0skz6RFutVqxfvx7BYBATExPUIGyuHsjCY+T1eunfKnIOs7KyUFRUBLFYTFOKlUoliouLcfLkSerqTu7pRCKBzs5OVFVVQaFQwG634+DBg3ShMhqN4syZM/D5fNi1axctYSFZPcSUj9wLJJ2a3Bc8z9NaX7PZjGAwSMsByLmTSCTQaDT0GUieMzKZDAqFgv4dETpyC/+fXCfkvhWmY5eVlWHXrl14++23YbVaIRJN9Y+WSCQ0++HNN9+kmTnEJFEqlYLjOJw9exYymWzG3wwGg8FgMK4UFiSKi4uL0drampbyd+2116Ztc+rUqTTTEcbs2Gw2dHd3Q6VS0fRbjuMwMjICq9UK4B+tYWQyGWw2G6RSKTwez4zVf2Aq8hsKhaDX62nd2HShND2iSybqZLIknGyTidvY2NiMsYvFYuzYsQPnzp3D4OAgjY6RyPT0bclYg8EgrQE+duwYCgoKUFBQgPz8fCQSCQwMDKRtTyJiPp+PLhoIJ3UL6T1KxFs8Hqe9TKdHVkkkaWRkBAUFBTQaSyI4xGRLqVRiZGQEq1atQmFhIbxeL40QC9NCp7t3E6Mnk8kEl8uFZDJJFwKImIjH47QGloyPRKt7e3tpOm8ikYBKpaLbzwZZUCGZB1lZWZBKpbQWkIxNKA6FkR2STnrrrbfS1HGyfxzHweVy0dRukp45/XoUCi5yrMm5BwC9Xj9nn20S0TabzTRaRYTWyMgIreUV1kQK68uF5184BhIVFSL8vd/vRyqVgt1up2nY5L6Qy+W0rprUXwozL+RyOTweD71GSYr70NAQXTAJh8OwWq1IpVK0LzgZbyKRwB//+EfaD5jcr8QLIBaLYXx8HEVFRdQvgIgocvzJuero6KC1vQDQ2dkJr9eL66+/HnK5HO+8886MOl+e5+FwOPDb3/4Wk5OTdL/JNTc4OIibb76ZRnjJ+4ngEh5X4sButVoRCoWoICPPJa/XixdffBHFxcXw+/00U4SUY5D7jnwmWQTjOA6jo6O49tprsX//frzzzjvo7++HWq2GTCaj7aCECIVgPB6Hw+GAXC6nx6yrqwsdHR1Qq9UoKiqiGSNHjhyhiy3CtnWxWAxerxc+nw96vR5vvPEGHA4HrWs2mUwwGAwYHR2lmR7t7e04dOgQ7WdMRDa5doTGh8JFnFAoRJ9dZGFBKpXS8gZigkbeS84ZiS4Hg8G0ZzopgSD7IjzGIpEIGo0G+/btQ0ZGBt7znvegs7MTQ0NDSKVSKCwspK3cIpEIJBIJwuEwFcTkepdKpejr65s1Us5gMBgMxpXAgkTx+973Pvzbv/0bdu7cOatJTDAYxEMPPYSPfOQjyz7Aqwli7OP3+2k7DFK7RWq1SDslk8mEeDyO3t5eDA8PU2MT0mqJfB4xvxkfH6fuskJRIHSYJpCU1+mCmJBKpWjqntvthkajoeddqVRi48aNqKurQyQSwdjYGN566y243W762QRifEMmz0S0HTlyBLfeeitGR0dpaiYRWcL+xqR+brqIEzpOzwUR68K6VuF5EB6LVCqFiYkJGvUjtZBENEejUVp3uHfvXrhcLthsthnia7bzLRKJoNfrqfOxsMevsOZbWCvMcRysViuNKmdmZiKZTKYZ38wGESDkv16vF5OTk/D5fGnCcfq4yZhIK52f/exnUKlUqK6uRmVlJYaGhtDa2krPsXD808czPVIsjHCSNF+enzKB6+rqoos+paWlaa65KpWKLgYRSJsnEj2e71gshng8Dp/PR8dPrhsSgROJRNDpdFSsCKPuJBWeRABJRJnUKxNBnkwmMTk5CblcDpVKRTNvTpw4gf7+/jSBQwQeySLwer3U1ZsYlglrd4EpYzTSeo0cQ4lEgtHRUZw8eRJZWVkYHBxM+z259lOpFIaGhujziFxrIpEIbrcbzz77LHVoJtF64XjJ/pGI7fRnkLDvrs1mQzQapY7VJD2eHDeyaBQOhzE+Po54PI5YLIbu7m7o9Xps2LABWq2WjoOUIUxHmLWgUCig0WhgNBoxOTlJ27splUo4nU709PRApVLBZDJR4Uei9GT/hG3s3nnnHdjtdnodkEyW3NxcJBIJeL1emEwmvP322wgEAtTZmTj8CxfdANDzSsQy6f9OthGJptr2WSwWuFwujI2NgeO4tOuEPGNJxwKpVEqjzJFIZMaxER6zSCSCQ4cOob6+HqWlpVi3bh3WrVtHvxsAvabJopgwTVssFlNHbLKPDAaDwWBcaSxIFH/lK1/BSy+9hNraWtx///1obGxERkYGvF4vjhw5gieffBI5OTn4/Oc/f5GHe+VCoqSdnZ0IBoPUVdhsNlNTq2QyicLCQmg0GgSDQdjtdjqxyczMRDQahcPhgNfrpdFfqVRKoxOxWIzWgAkjenO1TSITKbfbTY1SSBqo1+vFT3/6UzrOoqIi7N+/H3K5HOfOnUNnZydNxZwtnVYY0RJ+F9m30dFR9Pb2QqVS0dYuHMfBbrfTyANJfxZyvj7KBCIeyORN6Ew7G6QuUqvV0pRa8jmkLnp4eBjFxcX4wAc+gL/97W9oa2ujUcW5JubErIiIUqELMzlO5PuFYwGQVv9rNBrhdrsRjUZnpEELj41EIkFWVha0Wi3i8TiGh4dplGg2ESs8viQtmKRPNzc3o7W1FWq1mmYWCKNbs0Ei/uQ6IPXXpFYzlUrBZrPhxIkTmJiYoGnITqcTBoMBPM/Tul3hAgLwD0MgYauxhWAwGOh1PhskWmk0GmnKPMkYIMZdJHqqUChgNpvBcRw8Hg9dqBBG/4iQIAKIZGlEIhE4nU5s376dpg6TdPHp4xGKPXK8SSSQ3EtkwYmkmgvbLZG0X3IeiSu58H6cfgzJohSBCELSu5ecR+E1QzIwiNEWuZ6FmSnC7+E4DuPj4/QaIYZhZHuFQkHrmsn+yeVyqNVqtLW1Ucdlco0QE6m5FmfI9RoKheByuaiDeCqVos8uskhIyiGI07cwPZvneSqa7XY7jfqSTAzSN1ypVEKhUKC3t5fWxJNyCXJehdkGwtILMmay6CfMbCHjNBqNNOtACBGoZNGD4zj6+dOvr+nHiud59PT0YGxsDLt370ZtbS39XoJUKkVVVRWOHz9OywyENdFutxsZGRk0+4nBYDAYjCuNBYlitVqNpqYmPPTQQ/iP//iPtD6MmZmZ+NjHPoYHH3yQmWzMQ39/P3p6emj9GRFHk5OTNL2QpEKTNEWe56nhEYlcEWMhInA0Gg18Ph+N3gjbqcyG0F0UAJ3EOBwOGiGWyWTo6+sDABrt6unpQTgcRmFhITo6OuDz+WYVqER8kokumeyRyBWZWLpcLmqeRcSycCI4W0r2QiDGR/X19Th58iTi8XhaxHg6wkiyUqmcIZ5I9EoqlaKlpQUFBQUYHR1FMBik6a3z1VUnk0kMDw/T80WiOuQ4LSTiPTk5mWYWNb1OUAjpX6rVaqFWq6mwJpkJwrTn2d5PUoSj0ShtgQX8Y9IuPGZzjVeYfUBElFKphMlkgkwmQ29vLzUcEkY1Sa0q6RMrPK5kvOeLzk9HJpPBaDRieHh43u2I8CTRPyImyH0Vi8Xo9R6JRBAIBOj4yHOPCBOSvk9qnYWEw2FqiuRyuWYI/+ljIvcqEVFE4BgMBvq6SCSivauJYRTJPiBkZmbC4XCkffZc3ymEPHdIjfVspQvC55TRaKTGeHMhNNMjUWUSQc/JyYHdbqcZM6TNU0ZGBpxOJw4ePAi/35/2fJjNY0Ao/kktd19fHz0uwoUlYYRe+Awix4OI46KiIvrdGRkZtLUSEfbBYBBZWVnIz8/H4cOH6f1GzA+JkR7JRpm+SCM00Jqe2RIIBJCbm0sXhMjfjNmur7nO5WyQ7ACen6ppPnXqFMrKymi0NxqNwul0QiwWo7q6Gi6XC0eOHEk79slkkvZQnq03PYPBYDAYVwILVrEajQaPPvoovvOd76C/vx9OpxMmkwkVFRWzpuAy0hkaGqITtFgsRusYY7EYrFYrzGYz/H4//H4/AKSlHZM6rnA4nFbHJxKJEAqFaJ0ZgHkn2eQ9JEpFJqSxWAzBYJCm8ZHaQpIyTdL/yGQ1FArNKgRJxJhEZ8j7yKQ1FotRcULGnEgkUFhYCJVKlSZQZxMUC0GtVmPdunWzRqzmgmwbDodpNJCIRyJw/H4/OI7D6dOn0dXVBQAoKyvD+Pg4xsfH5/38uY7VQhFeF8D8opSMmdT/CiPSJFVVmKYsFJsAaH2zMJ1b+N0LYXp9L/nORCKB8vJy9Pb20rpN4mZNapHNZjPUajUmJiYApAuehUzyCeS+IaZI57uWSORQp9OlCSMSFSUpqGSsBHI/kr63c0VIyZhSqRTOnj1LI37nW/gRijXgH22HXC4XJBIJMjIykJGRQRfGSD2p8FiFQiEMDg5SUbZYiKHe9CwQIfF4nJZ4nO8ZRPZDKO5IdJ6keJMFOtJejZjgEYMqoXCcbwHQbDYjOzubpmITFnMtke1PnTqFVatWUSFMFgLIIgRpLUbEPHHSnv5dSqUScrmcXtvCNPbZ9odEfknmApDeRulCyghIqjwZh9VqRUdHB9atW4fe3l60tLTQVHqyQDpd9JLnCMdx6OvrQ0NDw5LHw2AwGAzGSiHil6sw7yrD7/fDYDBQY5UL5aWXXoLX66WptHa7HV6vl06mSH3ibGRnZ8Pv99PUxtlS4uZj+iSWTEQBzEgrJqmCcrmcimIStSMTbrL9bJeOcOIt/H/hGEg0ktTRkdYfROAvBiLkSeqgTCajk9WFploLIRM84Y8wekPaluj1eohEIrhcrkVHtOeK0l4IwsjRbJ8/XSgJfz99+4VEhJeKTqejx4v0Xxa2D9NoNLBYLHA4HPR6nytdfC4kEkmaK/VCIvKEuSJw8zH9WlnMexYrzqZ/hkqlokKe9DGe/h0AaJr6Yu8JYqgkjFKT8zHbdTPfcSPPFrLfZEFhvnR8EskkokvonDwfZCwk+kwcqy8UYZ04KWERprfrdDpUVlYiOzsbr732Gn2+CReeiJEe8I9FDuEi1FxoNJq0vswXA4lEQl3Lm5ubEY/HodFo4HQ6Z/QAJzX3ZPFTrVajtLQUN9544wWPY7n//jIYDAaDcT5YvvMlIjc3FxMTE0ilUuA4Lm2Ccb6JKhHPJPq6WBFG3IdJKiyZ1Gk0mrSoF5Bez0omrqRecSGRiemigExOpwsyYlAkEomoCc18acFzQaLt012gyYR1scJuvvRcInoSiQSNZC6F5RKbxIyHRJnmi5zNJzxmi0zNlpK6lPFNv1bJ9UbS66d/N3FbJlkHswkAYRub2UilUtSlmwiShSJMCyXGdedjsSndS33PbJ8hEoloux9hVoAwNV2Ytr9YSPsyIfNFNOeDpMkLXcvPdxyI8zM55wsVhGS/k8kkXC7XkhbIZoN8jjCTBACtJeY4Dt3d3dTTgWTOCBdNyPOK3B8LvQ6IqL8Yi2oEUlf+1ltv0dZcxMBtOuTaIAaFPM+z1GkGg8FgXLEwUXyJqKqqwsjICCYmJuB2uxc02SYIDVmWIvTIpFI4mSLponNBzGmIaCUTHlJbuBDmi5rNllJ8IRM9YS0yEd3LPXHkeX7RkeyLiVBwnm9flyLaLpT5Fm/mujZmE2HTo5FCl/XZIBFIhUIBtVoNl8u1qHELU0Uvd4S110RkEffk6RHylU4Kms39fCFjmt5yayEIhXssFrso0VVhCQIxqOM4DsFgEKFQKK2H+fQyBXLelnJOLvZ59Hg8tAWcVCo9b4SdmMIZDAbae5vBYDAYjCsN8fk3YSwHer0ee/fupem3ANKim/MhjLQudUJE6vQW836hEQ4wNflZjhTEiwlx3V2uyBBj5ZluOkTMr+ZC6PKbk5OzpAUB4q57uUJckck9ynEcfa5cruNeaOrzckIWCC7Wdwpr8UmJi9AETJjJcT4X6MsFsg+hUGjBfgKpVAoajQalpaUXeXQMBoPBYFwcmCi+hBCXWlKrezFrwy4G09OgGYzLFdIvdiGmT1ciwlp6IUQAXo7CeCWeHRzHIRqNXtTvJu3c5jP1W2yq+eXAYp/3Tqdz0aZ8DAaDwWBcLjBRfAkR9jZlMBgXl1QqhaGhoZUexkWBtOhiXD0sRx3/ShKLxTA4OLjSw2AwGAwGY0mwmuJLCMdx1DSLwWAwlsqVEGlkLI4r/Zwuxm+CwWAwGIzLDRYpvoScO3eOCWIGg8FgXHUEg0FotdqVHgaDwWAwGEuCieJLRDweR3d390oPg8FgMBiMZYeYjTEYDAaDcSVy2YlijuPw8Y9/HEajEbm5uXj88cfn3PbMmTPYvHkz1Go1Nm7ciFOnTqX9/re//S3Ky8uhVqvx3ve+F06n82IPf1aSySTeeecdNmFgMBgMxlUHaU01MjKy0kNhMBgMBmNJXHai+Itf/CKam5vx5ptv4sc//jEeeughPP/88zO2C4VCuOmmm7Bjxw6cOnUK27Ztw80330xbBp04cQIf//jH8Y1vfAPHjh2Dx+PBgQMHLvHeTGGz2TA8PHzF14wxGAwGgzEbwp72DAaDwWBcaYj4y+gvWCgUgtlsxiuvvILdu3cDAB555BH8/e9/x8GDB9O2/fnPf45HHnkE/f39EIlE4HkeVVVV+Pd//3ccOHAAH/nIRyAWi/HMM88AAEZHR1FcXIz+/v4F9VL0+/0wGAzw+XzQ6/UXtF+nT5/G22+/DZ/Pd0Gfw2AwGAzG5YhMJkNVVRXe9773XfBnLeffXwaDwWAwFsJlFSluaWlBPB7Htm3b6GuNjY04fvz4jH6Jx44dQ2NjI21jIRKJsH37dhw9epT+fufOnXT7wsJCFBUV4dixY5dgT9JJpVJMEDMYDAbjqkWhUKCurm6lh8FgMBgMxpK4rESxw+GA2WyGXC6nr2VnZ4PjOLhcrhnb5uXlpb2WnZ0Nq9W6oN9PJxqNwu/3p/0sF6yfKIPBYDCuZiQSCSorK1d6GAwGg8FgLInLShSHw2EoFIq018i/o9HogrYl253v99P59re/DYPBQH8KCwsvaF+E6HS6ZfssBoPBYDAuN8LhMDOTZDAYDMYVy2UlipVK5QzRSv6tVqsXtC3Z7ny/n85XvvIV+Hw++jM6OnpB+yKkpKRk2T6LwWAwGIzLjWQyuWIdHhgMBoPBuFCkKz0AIfn5+XA6nUgkEpBKp4Y2NjYGlUoFo9E4Y9uxsbG018bGxpCbm7ug309HoVDMiCwvF0qlEkqlEhzHXZTPZzAYDAZjJRGLxXNmYjEYDAaDcblzWUWKGxoaIJPJ0sywDh8+jI0bN0IsTh/qli1bcOTIEdr+ged5NDU1YcuWLfT3hw8fptuPjo5idHSU/v5SIpVKodFoLvn3MhgMBoNxKZDJZMjKylrpYTAYDAaDsSQuK1GsVqvx0Y9+FPfccw9OnjyJP/3pT3jsscfwuc99DsBUpDcSiQAA3ve+98Hr9eLzn/88Ojo68PnPfx6hUAjvf//7AQD33nsvfvnLX+J//ud/0Nraio985CO45ZZbFtSO6WKQkZGxIt/LYDAYDMbFRiqVsvZJDAaDwbhiuaxEMQA88cQT2LBhA/bs2YNPf/rTeOihh3D77bcDAHJzc/G///u/AAC9Xo+//OUveOedd7BhwwYcO3YML7/8Mo3Ibt26FT/72c/w0EMPYdu2bTCZTHj66adXZJ94nkcsFluR72YwGAwG42KTSCRgt9tXehgMBoPBYCwJEU/yjxlp+P1+GAwG+Hy+C179npiYwLPPPotwOLxMo2MwGAwG4/JBKpXiuuuuw+bNmy/4s5bz7y+DwWAwGAvhsosUX43YbDaa9s1gMBgMxtVGMplEIpFY6WEwGAwGg7EkmCi+BHi9XrCAPIPBeDciFoshEolWehiMS0AwGFzpITAYDAaDsSSYKL4EeDyelR4Cg8FgrAgikYi22GNcnYhEIkgkEoRCoZUeCoPBYDAYS4KJ4ktAKpVa6SEwLjIsEsZgzEQikUAkEiGRSMxoq3e5cDmMa/rzYznGdCmfSWKxGFqtFnK5/JJ9J4PBYDAYy8nKzwbeBRQVFV0WE6+VRiKR0P8XiURX1THJzs6GVqs973YKheISjObq5UpefBCLxZDJZCs9jGVhoeeB53lIJBLI5XLodDqoVKpFvf9iIhaL6TNopZ9FPM/TY2I0GmEymZCVlQWDwQClUpn27FwMl2q/5HI5VCoVSkpKLsn3MRgMBoOx3Fw9quQypqamBmazeUHbkvq7y2HSuJxIJJK0iHlGRgYyMjLmnLRNPwZLOSaX8hiKRCJotVr6nbONV6lUQi6XL2hcMpmMfsb5theJRFeN2DofC6nNv1zvnW3btqGoqGilh7EsCM/D9Gte+JNKpRCNRpFIJBAMBi+J4eBCBSTP8/RHyEpdPwqFAiaTCTk5OVCpVCgoKEBeXt6sY1woPM9T8b+U/Vro++RyOcrKylBVVbWUYTIYDAaDseIwUXwJ0Ov1+Kd/+icYjcZ5txOJRFCpVFAoFAuajEgkElqrt1xC+nyfQaJdCxFqwm2SySR9v0QiAcdx4HkeUqk0bTuZTAalUgmFQgGJRAKJREK/U6VSXbaCx+PxIB6P0/pJpVIJmUxG94/sdzQahUQigVarnXNBgLwfmF8EkmPB8zzi8fjy79S07wFWPqI2/XqZjctxUUksFiMQCGBiYmLZP3u2BRGxWHxJ6njJsZZKpfR+Jdes8FpJJpP0GQDMFNXkM8h5W+p1plAoUFhYSCPS80HGQMT7bGO7FIjFYiiVSuTn58NoNNJnQywWg8vlQjKZpMeWPBsWKlTJAsFSSnikUil9Hs/3fSqVCps3b8bu3btZ+jSDwWAwrliYKL5EmM1mHDhwACUlJTMioEQwKZVKaDQaZGdnQyaTzZg4kvo8YEoQWywWaDQaiESiZZ3ISaXStEmpXC5HZmYmDAYDZDIZ1Go1JBJJ2mRcLpfT18l7VSoVDAYDncwZjUbk5+dDqVQiFovB6/VCLpdDo9HQRQCZTIZYLEajSzzPQ6VSQa/XL3qiLzwmwmMHTE1ENRrNhRymNJLJJEpLS2EwGJBMJhGNRpFKpeg+GI1G7NixA7t27UJubi6Ki4thsVggk8nSFkAUCgWUSuWcAmIuLqZYlclk0Gq1tF/oUlM5LxSVSoW8vLzzfr9cLj/vMZNIJDAajcu20HK+SD3P8xgYGFh2I6Lpgg74x2JZKpWi95RcLofBYIBcLr/ga4U8s8hzh6T+EuFLXl+oECMp1lqtlgqwzMzMBV9nwkioSqWiC24L2c/p45ztWrjYCyypVApSqRQ8z2PVqlUoKytDIpGAzWaDz+dDKpWixzaVSiEWi533+iaCVrh/C/0bQdLd1Wo1dDrdvNktYrEY1dXV2LhxIzNTYzAYDMYVDfsrdolIpVLo7u6GWCyGXq9HIBAAMJVSSyaVZHLn8XgQi8VmfAbZTiQSoaamBtnZ2ejq6kIikQDHcQCQJqYWgkgkglwupxMuhUKBrKwsxGIxcByH3NxcVFRUwGQy4Y033qAiTywWp/WkJBNQo9FI23Lk5eXR7Xieh0ajgdlsRigUQiQSoUI/lUpRcRKPx6FSqegEKxwOIx6PIzs7G2azGRMTE/B6veedeIvFYqjVaoTDYTqpnG2bxSCTyeaMyCYSCfT39yOZTEIsFlOxQCLcGRkZWLVqFdRqNZxOJ1wuF3Jzc6HX6+H3++F2uyEWi1FZWQmRSIRoNIqRkRF6XmdDeD1otVoEg8FlN3UTi8WQy+VYs2YNtFotDh48SPdxOb9LrVbTcxqPx+k1I4Qcl/Nd49FoNG3809NP1Wo1OI5DIBCg0fz5Iu1SqRQ6nQ6hUGjGfUmOv/Aemg0iwqPR6Kz39lIg54bcKxzHUXEqvE9TqRTEYjEyMjIQDAbpPRGNRpeUmivMUCDjIEKcXBtEmC7mM4kIlkqlCAaDaeMXolKp6DUyfRzkuQUsLTo625iJaJdIJIjH43PuF8mgER77hSwOaLVaNDY2oqioCDk5OYhGozh+/DicTiekUmmaCF7IPpFrIB6P0+crOY4LOScmkyntOJJ9J+JdJpPRezA7Oxv79u1jgpjBYDAYVzzsL9klohkvuiQAAGT7SURBVL+/H+3t7ZBIJMjPz0cwGMTk5CSdsCSTSWg0GoRCoTQhJIwMk5RivV6Pm2++GZFIBOPj43QStpTJNpnwCSM0UqkUZrMZ1dXVqKiooGJVp9PRydL0CFU0GoVUKqXRYhJtEE4OiRDW6XTw+/3geR4cx0EsFsNoNCKRSCCZTKKwsBDj4+N00p5IJGC321FeXg6ZTLagiaFUKoVUKoVer0c8Hp8RoeN5ftFRu/m+l+d5+P1+yOVyGjVUqVTQarVQKBQIBAIYGBhAbW0tNm7ciMOHD8PpdFJBVVBQQKPLJPVarVbTYzDf9wJIW6C4UIg4Jf+NRqPo6upCQUEBKioqqPhfrgwFYbYESb8lIjkYDNJ9S6VS8Pl8834nuT5EIhEUCgUSiQS9P4Tp+mRBJJFI0En+9PMrXKjKzc1FKpXC4OAg4vE4UqkUFdQcxyEcDs+7yEKuxWAwuKj7VCKRUAFC7h25XE4XsMjzg2RocBwHl8uFVCpF7+tIJIJkMgmfz4eMjAyEw+G0581SziHZ11QqRaOXQgEuFLMKhSJtoWI2EokEIpEITSUmixTCenmlUolEIoFUKkWjl/F4PC3LhHzWct4PZH9zc3MRjUYhFosxMTFB9488m6uqquByuWCz2aBWqyGTyRCNRukxnn6/kJTzbdu2YfPmzfR1pVKJjIwMBAIBhMPhtBpt4bWg0WjAcdyMfZ2eYUTKcciiwXRhLxyXTCajz8VkMolgMEi/m/ztycjIQCQSgVqtxs6dO6FWq5f1WDMYDAaDsRIwUXyJOHPmDFwuF53AKRQK5OXlwePx0AgOWd0nEygygRcKkMzMTGzatAkqlQoqlQrXXnstenp6MDIygnA4DJfLhUgksqhJYTQahUajQW1tLRobGwHMrN2UyWSoqKhAMBikkW6Xy5UWrUkmkzTiaTAYqNOySqWiqdLClGIykReJRAgEAvSznE4nYrEYra/2+/2IxWIYHh6m28wVqSQTOKPRCLFYDLfbTQUmEd3A1ER2sYsI54tQkvGQSTnHcfB6vXRcb731Fjo7O1FXV4f9+/djZGSETjoNBgNGR0dht9sRCATA8zw15ppPUJDrguO4RUXGtFototHojAip0BCNXIMKhQKxWAw2mw11dXWQSCTo7e1d1ogn+SyNRkOPs/BeAKauMblcThdlpv9OJpPhmmuuQU9PD6LRKORyOU1Fj0ajVEAIU/xJlFgo8siYyL9JhgBZlIrH45DJZNDpdHTRZr4IovDYZmRkwO/3p11L8y0uTK/Fl8vlyMrKwoYNGyCXyzE6OopEIgGLxQK/34+Ojo60c5hKpZCRkYFEIoFwOAyZTIbMzExa++l0OpFIJGg0cq6siun7IVwUExptkfuSCMLpCyxzMf27yXVHFoaEC3GkpII8c3Q6Ha271Wg0F6VuOx6Pw+FwQK1Wo6GhAaWlpXSBRC6XIycnB1u2bMHrr78Oo9FIS0DEYjEyMzPpvUYWD8iCoUQiwejoKNauXZtWzqFWq6FSqZBIJOhzlCxukHMgrN+ejlQqpQsIarWa3sPkdWEUXhhpJ6Ut5DvIda1QKLB69WoqmouKilBVVYXs7OxlP9YMBoPBYKwETBRfAqxWK6xWK43u8DxPozUqlQq1tbUAgMOHD9OIFYm6AqBRKKVSia1bt6KkpIRONE0mEzZv3ozNmzeD53m89tprGBgYgNvtXnQqNZn0zMWaNWsQDocxPDw8a4RJKMpIjRyJbnEcB4VCAbfbDSBddJDtyASQ4zgaCSILCCR6RITa9H0j0RpyTLOzs2nkzO/3QyaT0UkkqU0mgmYxNbvnixZPj1KRz+Z5HsFgEIODgxgZGUFdXR22bNmCM2fOwOFw0Iil2WyG2WyGVCqFyWTCqVOn0NnZed4xLkYQCyOj08WKMBIlFouhUqmowInH4xgfH8cdd9wBp9OJU6dOoaenB6FQiIq2+YTy9OitMEIsrJsk9wj5LLlcjng8PkPEEzMycp0UFxejoaEBY2Nj8Hg8iEajUCqVVHQT4azVapFMJhGJRKBQKGjqs3BRiog0cr2QtGNyfEgdPIk+n+86isfjCAaDtG42mUzS9ykUCoRCIRp1nQ5JK5bL5SgsLERubi6MRiMyMjJQUFAAABgaGsLx48dpaxxhFDkrKwtyuRwOhwOrVq3CunXroNVqwfM8RkZG8Nprr2FychLJZHLefSAiavpCijCSSbYhkWpyLIkoE+4fMdAj9wvJ7iDvJwtLZCGERJLJ5wqj5ORazs7Opot1C42ALzTjISMjA1qtFv39/aivr0dDQwP8fj+USiUVhxKJBCaTiT6vyEKG0+mEwWCAw+GgzxKtVgudTge3243h4WGsWrWKfldJSQkGBweRSCRoFg+5D8gixPSFT+ECEbm/RCIRYrEYzQJKpVIIBoP02Ugi0UqlEhaLBS6Xi0bgNRoNNBoNzWBJJpO44YYbVsxTgMFgMBiMiwkTxZeAvr6+tIkbEbiRSIRGj0pKShCNRnHy5Eka5SLCjdSl6nQ6nD59GocPH4bJZEJ9fX2acZdIJEJtbS0mJyfh8/nOK4qF0Vafz4eXX34ZN9xwA53gTUxMoLu7G5OTk9BoNCgrK8PWrVuxatUq/PnPf4bdbk8TmGTiJJVKIZfL4Xa7acSzsbGR7uPQ0BB8Ph8ikUhaFEkorEgUJZlMQq1Ww2KxYHJyErFYjC4WkAgdmQCSbUlNdDgchlKpRDgcpkZfJK0xHo8jEAggEAicN42aRBYX4vA83zEnoiORSKC1tRU2mw0SiQQ6nQ4ymQxutxvj4+MoKSlBVVUVmpub4ff7qXgC0lMjlUoljEYjQqEQrVFfCGTxQHg9ksib8FiQ1GlyXoSR27y8POTl5WFychK/+93v0oQxea8wkigWi5GdnU3rXT0eT1odKRGg5FzJZDKaHjo99ZkILmL8RlL7N2/eDIvFguLiYipgw+EwjZiRSC85pyRaSgzExsfH6WukhEFoVpSZmYmsrCx0dHTQa4EcQ71eT9NNZ4Pnefh8PjpWsh9+v59mBgjvY2G9OLkXIpEIOjo60NXVhVOnTmHnzp1USA0ODiKVSkGr1cLtdlMxSdJ3yT1ZUFBA+2mLRCL4fD6IxWKYTCYEAgEqSIUCmTyvxGIxzVogta7kOhIKVfJfUptKxCE5rmRhi5j1kUWa0tJS2Gw2xONxKJVKmj1DRB3ZB47jwHEcVCpVmqmdTqej9wHZdrZ7eyEieK66aZIl09/fj9WrV89otVdSUoJz585BpVJBrVbT804WUQwGw4wuBCKRCOFwOO210tJSjI2N4dixY/T8Cb9fmHFDRLZGo6H3EPCPFnAqlQoejwdut5uWxWzevBlWqxVNTU1QqVT0/JPFKHL8gKnnRTwex+TkJMbGxpCfnz/vsWMwGAwG40qEieJLgMfjgcFggM/nA8dxaVFKnU6HgoICxONxGkUiUREyWSRC0eFw0M+cmJiA1WrFddddh5qaGvp6UVERGhsb8dprr2FiYmLeyZ+wJo6kMDc1NeHmm2+Gy+XCoUOHaDQtEAjA4XAgEAhg/fr1yM7OhtVqpbVqQLpxVXV1NfLy8pBMJmE2m9MmgiQCQtIFycSORJNJzTERsgaDgUZ7yfcQMa5WqxEMBiGRSJCZmUlFsNfrTUvHJEZARBBGIhHk5+cjMzMTb7zxxqxiVhj9Op8gFqaak8WG6ZNvoeghUdeMjAykUqk0QdLT04OhoSEYDAZYLBbo9XoMDw+nGd9kZmYiNzcXYrEYdrsdkUiECpX5osbkOAjNe2QyGRQKRVoPWZLWTmo9iagpLCxMyyawWCy4+eabcejQIXAch2g0SiflxHyHnKtIJELTSslYiOAlIpBM/EntMLlPiEs5SWMm51Kv1yMzMxPV1dXIzc0FAGzduhUajQa9vb0IBAKIx+OIx+PIysrC2NgY4vE4FdhksaG2tjZNSAtrY4lJld/vx5YtW+DxeOB0OqkYJC10SESZ7DPwj164ZL9KSkpQWloKjUYDq9WKsbExdHZ2QiKRUPFDRJ5EIoFKpaLikCyQiUQieL1evPXWWygoKIBerwfHcfQckXuJLCh4PB4kEgmYzWYqaJLJJNra2vDWW2+lRfd1Oh2tESaRyczMTKhUKjidzrT6XaGYI4tf5L0ZGRnYv38/Tp48icnJSfrcI1kQxHWdHG+e5+H1ehEOh+l3E9dsvV6PcDiMHTt2QKvVorm5GZOTk1Cr1YjH43SBhdxzpaWl6Ovro9edMKJKItFCsTvbM1L4mnAREwC9V8izUUhdXR2cTifGx8fpuVepVFi/fj3Gx8dpBkMwGKQ+DIlEgi5UCO/T7du3QyaT4dSpU/TcxGIxughIhLFCoZhRTkDOj8FgoOcvkUjg2muvRV5eHv3d2NgYOjo6aISYpLwL94ukiAOYId4ZDAaDwbhaYKL4EmA0GuH1emkNMZlcqdVqrFu3DrFYDIcOHcLY2BgViCTFlDgXE0FMDIgSiQSCwSCOHj2KioqKtH7FpaWluOOOO/Cb3/zmvMZEQvMWUhNstVrR19eHSCQCs9lMJ1rBYBBdXV2oqKhAQUEBzpw5kyY8hXXCRqMRpaWls34nqacTmuMQESKTybB161a0tLQgGo1CJpPB6/VCqVSiqKgIp06dSovGEdFqsVhQUVGB1tbWtMgKMDWZJLhcLsRiMRgMBlRWVqKkpAStra0YGxubMU5hGu35IOmNRGwSkTQ9JZVMXskPabkilUqh1WqRSqUQiURoqjCJ4tbU1GBsbIweLyJIOI6DUqlMiyDNNT69Xk8XWIS1qiRKTFIzyRiJeEgkEtRoaO3atTM+u6ysDCqVCt3d3ejq6kIkEqETdjLBJv8WHiNiKkaMq4j4yMvLg16vp7WhRPCT68FsNoPnp9zM3/ve984Yj1wuR0NDA2QyGXp7exGJRKiju8lkovdgIpGAWq1GdXU11q5dC6vVCqfTiUAgkLYYQqJnPD9lprZv3z4cPXqU1ovL5XIUFxejp6cnLX14+phuu+02GAwG+lpGRgZUKhWsVit0Oh1GR0fp+REushCxR9KLScu0QCCAnp4eXHPNNcjKyoLdbofL5UIoFKJpyalUCuFwGFqtFllZWXj99ddpBgCp3SdRaLJYQ64xUgu7c+dOxGIxvPPOO2ljI6UO5BlAIoxqtRr19fUoKytDbm4u7HY7FddGoxHt7e20Jt1gMCAvLw/t7e1wuVz0+UEWTsjxrKmpwapVqyCRSFBYWIje3l4MDg4iGo1i1apVtL0WaXP261//GpOTkzPuPRJpJv8mx4m4ZpM0b+H9S9L0hS7fJAI7HY1Gg+uuuw7Dw8PweDw05T0zMxN6vZ6Oe3rJyGzPaJFIhE2bNiErKwvd3d3w+XzIzMzEtm3bIJFI4HQ66fWtUCjg8XjS2lHpdDqYTCYA/ygvyc7OpufP6XTC4/HQRULhwiC5J4nRH1k80Gq1tC5feI0yGAwGg3Glw0TxJaCyshI2m42KzEQigUAggIyMDFRUVKClpQV2ux0ZGRk0kuFyuSCXy7Fv3z4MDw/DarVCpVLRCBSZzLndbni93hlpfBaLBfv378eLL744w6hJOGEX1ivG43GEw2EEAgG43W7aA5mg0WjgdDrhdDpRXl4Oi8VCI2bCWl+9Xo/Kyso5j0dubi5tqyIU1AqFgkaPSVQQAMrLy1FdXQ2O43D69Om0iAjZl4qKCmzYsAEjIyPw+XwAQCeGWVlZ8Hg8VPSRie+xY8cwNDREBen0ieFiKC8vR319Pf7+979T86zZajSJGBZGkwHQY0+2kUgktFczmYwrlUqYTCbU1tait7cXfr8f+fn5qKmpQSAQwJ///Oc5xyeTyZCVlQW1Wo1QKITJyUkEAgEqQoSLG7MJa1LXHYlE0oQdITc3Fz6fD4ODgygpKUEymcTY2BgV4CSyS5yDp4sTsiBCDNL0ej2tpwwEAnQxSKVSQSKRwO12z+p6GwqFEAqF0N7ejsHBQeoQzfM8JiYmYDQaadswg8GAxsZG1NbWQiQSoaGhAS+++GJaHTh5P/k+iUSCvLw83HLLLTTV12QywWKx0DIJpVJJxQSJ6GVkZNDjRs4rMVMSmmgR4U/EpjCKS6L85P9JnToA6go+NDREjZzIMdXpdAgGg2hra6OZEhMTE5DL5bTGm5QqkHR5Miah4R8xvEomkzS7gPQVB0ANAbOysrB69WoAUyZ75eXlaeeooaEBdXV1NAW6u7sb586dS1ugI+cgHo9j9erVaGhoSGvZVFtbS70YZuODH/wgjh8/js7OTurGDYAuSJLPImMnjs9kUUqr1cJgMNDnq0g05fYcCAQQjUZRV1c3I0pMkMvlsz7/srKyoNVqqfgnnymXy9HR0YHy8nIakSWQRc7i4mIMDAygv78fbW1tMJlMqK6uxurVq3H27FnYbDZkZGTQshBS20wWWCORCFavXk2vH57ncfbs2f+vvfuOjrM68wf+fWdGml6kkazerWrZluVeQyeLYTcBkj1pazbZBJNsshNYSmDD0kIP4A1hgeUETsJmgZBKCUkIGFxlsGXJTZI16mU0vXfN+/tDv3ujUbElW7Jk6fmc43Os0auZq6tXo/d5732eBw6HAwD47gvWMoxtc2er7Wz3xJ49e/gNqdHdCQghhJCLHQXFF0BeXh7Wr1+P5uZm+Hw+SCQS5ObmYt26dZDJZOju7k7qzcsqljqdTl4IBcC4i4/R+YYTqaqqgsfjwaFDh/gq19igj13gsCAlEonwwGRscDQ6+FWr1diwYQMOHjyYtPVXr9fj8ssvH3dxN1pOTg5vu8Qu7lmgGo/HcejQIR78s8A4MzMTx48f59sCR4+NjUmhUKC8vBxerxc6nY4/BoBv6y0uLuZjC4VC6Orq4q+hVCp5MZ/RWyzPtlIslUqxYsUKLFu2DAqFAu+//37S9l/2PBPlKbKP2cU4C0hG59CyY6LRKLKyslBWVoaysrKkmwMAcPDgQfT39/Mtrmzlla0mC4IAp9PJc4JlMhk6Ojp44R12Po2+cGZjTU9PRyQSwalTp5CdnT3hPJjNZr7y7Pf7+arw6H6prPiV0WhEX18fz51nwTZb2WIr1Hl5eejv70c4HIbBYOAr5KIoorS0lL92NBrFkSNH0NnZiUAgwFMW2E4HlUqFvr4+ACM7N6qqqlBZWQmj0cifg23VT01Nhc/n4+cPW21lRYtcLhfS0tKSXh8YyScdGhpCSkoKbx/EinfV1NQgEAjg6NGj6O3tRSKRgMFgQE1NDYxGI2w2GwwGA+x2e9JNLLaCzs5Phq3es5ther0eq1evhsVi4aue6enpvLI9uyHHdhSwYImt/LGfPatErdFoEA6HodfrkZ2djcOHDyf1Ho5GozyglEhGeoKz4l3Dw8Po6+vj+c5sR0QgEODBJsslZs/FAne2Es0K40kkEjgcjmn3wVWpVLjkkksQjUZ5LrnH40nagTE6B1mlUsFoNEIqlaKvr4/nh7OK1ux9SiqVoq6uDsuXL5/WeADA5/MhGo2isLCQ78hgFfndbjdsNltSvm4kEkFvby98Ph/sdjv6+vr413R3d6OjowNFRUUoKChARUUFzGYzr4jNWsCpVCpotVrk5uYmjZndGGM3w9j7w+iK1uyGEAvgg8Eg+vv7kZOTA4fDgf379yMajWLZsmXTngtCCCFkvqGg+AIQBIFv1XW5XLy4Flt9GX3hO/pr2AVmXl4e36rIVpbYKlJmZua4wi2jrVy5Ei0tLejt7Z1wFZRV3WUBqVqtRn5+PgYHB3Hy5EkoFAq+0uZ2u/lFMjBSjVqtVqOpqYmvVq9Zswa5ublnnI+UlBRs2rQJ+/bt4/2KBWGkSnUgEOC9koGRC8POzk4UFRXB7XZDp9PxIjys3cjoPsRLlizhfX7ZSg5bmRcEAVarlW83Zq2igL8FviyYnGpADIwEBceOHcOyZctQVlYGrVaL9vZ2eL1evjJ06tQpviWR0Wq1UKvVfGs8C95kMhlvQ8UqjwcCAeh0OixdupR//dibJEuWLIHVak1afWRbZdPT03HttdfCZrNBIpEgOzsbCoUCra2tOHr0KAKBAPx+Pw8SRudhCoIAh8OB3Nxc3p917PkK/K1K+uDg4LjerJFIhOfIZmVlQSaTIT09HVVVVVAqlThx4gTP/QVGAgiNRoOamhrk5+fjk08+SVrVqqmpSVqB/PTTT9HS0sLnL5EY6WnMtluzG00AcN11101YZZ1tMdVqtTyPPhwO8zzt4eFhtLS0oKuri98EGf0zWL9+PTo6OmC325OeNy8vD7W1tdizZw/6+/uhVqshk8kwNDQEt9uN1atX8zlm1b7ZyqVSqYTX60VXVxevM8C2omdmZibVE8jOzkZGRgYSiQR/DQB85wK7QcSCTZaCAfztPGc3RdiNr/Xr1yMUCqGzsxNLliyB1+tFMBjkuzwEYaTi8+htuW63G62traioqMDw8DAaGhrQ29vLc4ULCwuxbt06/vvJbozIZDJ+c5BtI5fL5bDZbLDZbNNu/+PxeGC32/l7htFoRCAQQF9fH0RxpBc2q2MQiUTg8XiQkZEBvV6PaDSKiooKqNVqFBcX8xs3Go1mwm3TUzH6XGE/i8m43W589NFHfJXb6XRCKpWisLAQUqkULpcLPp8PHo8HfX19fL50Oh3y8/MRjUbhdDoRi8VQXV2N+vr6pIrdbCzs93KiG67p6em8cjtbfWa7NdRqNTweD06ePImlS5dOumpOCCGEXCwoKL6A2BbW0Vjf0c7OTr5FFACvnMxWd8rLy3m+JttmqFAosHnz5jNuXxscHOQXQmyld2ygFw6HeZGvFStWQCaTYeXKlfB4PLBYLPx4VuF39EorW2kERgqKNTc3Q6fTjSscM1Z2dja2b9+Ovr4+RCIR6PV6nDx5khefYVifYovFwnNu1Wo1f35RFGG32/nHeXl5KCkpgdls5sGAx+PhK2uhUIhXa87JyYFUKkVeXh7vGTy6RRRbGWIB8kQ3FdgFpsPh4F+3ZMmSpJ9za2srzyNk1XpHt2VhF+Ws0nEsFuNVstlrl5aWYvny5XwldSIrVqzgPXpZZd5wOAyJRIJly5ZBq9Um5VcDIwXRKioqeGXjhoYGvv2crcCzFUSXy8VXuSaSlZWF5uZmHmiMzqlmOxJYBWqHw8FvorCe3UeOHOGBb2ZmJlatWsVXO7OysjAwMMALt6WlpfHn9fv96Orqglqthkql4sXpJBIJvF4v0tLSIJVKeY7+ZDsrDAYDMjMz0dfXxwucOZ1OnkrAVoZ9Ph+OHj067uesVqvxpS99CYcOHUJXVxeAkW31a9asgc1mw+DgIE+RAEYCI7vdjsHBQfzd3/0drFYrPw+am5t50CyKInQ6HV+dlUqlyMnJwdVXX530u8L6MA8ODkImk0Gr1UKj0fBgdHQ1YeBvARGrkiyKInJzc1FfXw+5XI6CggKo1Wp0dXUhHA7zgnlsCzXrVQ6M5OqrVCqoVCpe7C4UCqGpqQmnT5/mYwmHw2hra4NUKsWmTZsAjBRvUygUcDqdUCgU/GfFfiZsO+90xONxtLa2YmhoCBKJBBqNBgaDYVyOLDvPpVIp/H4/VCoVrFYrhoeH0draym9Grl279qzvaWej0WiQmZmJ3t5evjLLVtF1Oh0/l0RRxKeffgq73c7zulnhQLbtPRQK8V0MOp0Og4ODiEQi/OaEXC5HTk4OrFYrrFYr/vznP/M0hIqKCt5jeHBwMCldgOWFx2Ixvm2c7fBg88R+/9VqNbxeLzwez7i/a4QQQsjFhoLiOSYIAmpra2G322Gz2XiOHzCyEstWga+44gqkpaWhra2NrwisWbMmaeVwIuyiZ/T22LFbo1nl2OzsbKxcuRLAyHbCK664An19ffB4PEkXycynn36Knp4e6PV6vv25v78fDQ0NuOyyy86aa6ZQKJLG39bWNumxEomEFzNiW2NZwKtQKFBcXAwA/GI7JycHPT09vGhVSkoKL0AkCALC4TCsVivUajXq6+tRVVWFPXv28BxpFrSOXrUaGxSzY0ZXKp6I2Wzmx7DVNdY6hb2eTqfjlX/lcjmfz6uuuopvNz3bfBYVFWHz5s04cOAA32Isk8mQlZWFRCKBzs5OFBQUjNuKylaoc3Nz+ZZJAEk5sWyl7ExBcVVVFRobG3keNNs+nJaWxm9KeDwenpe7fv16HqBlZ2fjs5/9LF+5Z1v4mdG5qT6fD4cOHUJPTw8/NhQK8ZVgtVrNWzWxmwzxeJzngk72cxIEAWvWrEEwGOT9tFlRpYKCAv59a7Va2Gw29PX1jQsG1Go1Lr300nHPzbbTj557tnprs9l4oCuKIj744AP09/fzAJ/dzCotLUV1dTVfbR8d3Hs8Hl5JWqPRIBgMwuFwwO/3o6ioiLceE0URNpuNt0NjfYfZVnG5XI7y8vKkfO3U1FSecxyPx3k7tUAggFgsxlcxXS4XDAYDP39jsRh6enqSVldZAN7d3Y0VK1ZAo9FAp9Nh06ZNeOutt3hRNZYTO7qK8lQlEgns27cP7e3tfJcC203CelSzqtZer5efJwBgsVgQiUR4v/BgMIhjx44hFoth2bJlSEtLO+ccWkEQsGrVKni9Xv4zj0QifLv7n//8Z5SVlfFgdXh4mN8IYmNmKS4stYIFqnK5HMFgkBdVY9hOG4PBAIVCAY/Hg4MHDyIcDqOurg79/f0YGBjgKRSjc+JZIDy64ODoGgns9/xMqTKEEELIxYKC4nlgyZIluPzyy9HW1gar1QqVSoXS0tKknEW2KrxmzRpEo1He93KqVCoVb13C/gF/KyZUWFiIz3zmM0lBr0wm48HmWD6fD319fXylEwC/0LRYLHC73Wdc1ZxIfn4+uru7+coWAN4OKCcnBxkZGVi/fj2OHDkCl8sFYGT1ZdWqVUnBiUwmQ3l5OcrLy9HR0QGr1YrMzEwMDg7y3NBEIoFAIICqqirk5+dDKpWiqqoK/f39OHnyJKxWK98Gm5ubi4GBAb6CCiRXkWaVmSfT19fHi3iNvqhk1ZdZ0MEK4rDc4ry8PKSnp0+6sjmRDRs2oLq6Gq2trejv7+cFxo4dOwaJRIL8/Hxs27Ztwu2O2dnZyM3N5YWAWAX00RfLY/NoR1uyZAmfKzYvBoMBaWlpcDgcWL58OQ/KR1c1Z1ge7JkEg0F88MEHvCWPKIro6OhAMBjkea1SqRRZWVno7+/H8PAwPB4PUlNTUVpaetb8R6PRiM9+9rPo7e2F3+9Ha2srz4Nm2O/PVPpWM+zrx249ZxWxGY/Hg8HBQUSjUd5rnN1wsVgs2LJly4TpEu3t7XzFjuU+s9Y/1dXVCIfDaGpq4qugLI+f3SxbsmQJtFotnE4nX/VlsrKykJ6ezosFjk65YL9LSqWSFwjUarVYtmwZ3w4/drsx25rOtiMDIyvql19+Ofbt2wdRFHkv50AggOrq6jOmiIxlsVjQ3d0NvV4PlUrF86xZxXG2Oi6Xy/m5yfKjI5EINBoNjEYj7yPtdrvR0NCA7u5u5OfnY8OGDWfd/jwZVgCxo6MDAwMDvOK4RCLhrZxYRXJ2c3R0MT72XsF2b7Ae50qlEk6nMyntgd0I0Gq1/PdKpVLxquWVlZX4/Oc/j48//pj3uVYqldDpdPD7/ROe32z3SUpKCrxeL4qKiqZ1w4IQQgiZrygonieMRiM2btx41uPYKsxU5eTkoK2tDWlpabz9D1vxFASBbyvMz89PCojPhlXQHXtxmJKSgmAwOK7i9VSUlpZiYGAAXV1dST2UKyoqeAGa0tJS5OXl8XYrS5YsOeN8jC46lZuby3Mi2dg3bNjAg05BEJCfn4/8/HyIooi2tjY0NDTwQIAFwuxY9n+FQoH6+vpJ54ldjLNxAH/L4WSB5v79+/nKC1uRYYHldLF2U+3t7TxHlgVxPT09aG1tnbC1kkQiwdatW2GxWBAIBHjlWaVSiWg0ivz8/LNeAFdWVsLr9cJgMPBVPpYLW1BQcMabB1PBcnYzMzP53LAtvg6Hg7fVYfOQnZ2N0tJSpKWlISsra0rzqVQqUVFRwefk8OHDScEs+1mOLtJ1NgUFBbyascFg4H2JASTtlohGo3C73TzXno1BEAS4XC643e4JA0S73Z60m2B0hW+Px4MNGzbA6/XC7/cn5dKz4NZmsyWtPI4mlUqxYcMGvPnmm7zf8OgK1KyYGgBeabu2thaRSISPYfTqJdteP/b9pra2FgqFAqdOneKF2pYtW8YrWU8VCw7Ze2VeXh48Hg9/zvz8fHR1daGtrY2vkGdkZPBV+7y8PMhkMlgsFr6zgVUHZ8Xktm3bNq0xjabVarFy5Uqep5uZmcl/bg6HA11dXYjH40k7NRhWtC4cDkOr1SIzMxPA31qrsfQaYKSYFutpPppKpYLb7eZtArdv345AIAC73Q6ZTAaHw8G3uI9+v2LVyV0uF+RyObKzs7Fu3TqqPk0IIWRBoKB4gSssLERpaSk6Ojqg0Wjg9/t5sMX6hsbj8WkXsdFqtVAqlQgGg0mBEsuF1ul00x6rTCbDli1bUFRUhKGhIV4lOS8vLymYkcvlyM/Pn9JzZmdnQ6PRwOPx8FVLnU4Hh8OBysrKSW8ECIKAiooKyGQynDp1il8wAuCVttk8VlZWorCwcMLnGVtcayy73Z50Q4JdzLMKzhaL5ZwCyYGBAZ4Hyi5aU1JSkJqais7OzgmDYmAkkFy/fj0aGxt54MOqA69cufKsF8AVFRUYGBjAwMAAz9tkczRZ1erpsFqtSRfrwEjQxopjjV4Zrq2txerVqycsqjVV5eXl6O7uht1u5zmc7AZBUVHRlJ9HqVRi8+bNOHjwIM8PVSqVWLlyZVJQzH5H4/E4HzdbFRRFkRdCG0utVietErKvY6kRo7d+s4JTXq83qYZBX18fcnNzJ8wP1el00Ov1vPCe2+3mhbBYIKxUKuHz+VBYWMgLZ5WVleH48eN8ZZq1dVqxYsW4llqsIGFZWRnftj7dqtMAxm3/VyqVSSupLpeLF+hjq63XXHMNIpEI3n//fb6l3O/389Z37DlEUeQpJeezQppIJDAwMAClUpn0O8VacbHxM+z/LN2jvb2dV0VnN2k2bNjAK1MDI6vv7LjR2Gr56JuJarWavwe1tLTwx0ffVGTzuWHDBqSnpyMnJ+ecfj6EEELIfER/0RY4qVSKzZs3Iz8/H52dnTCbzYjFYvwCKBKJoLKyctqFUuRyOaqqqnD48GG4XC6ehxaPx1FXVzdhD9mpkMlkKCkpQUlJyTl9/VgKhQKrV69GQ0MDXw0DRrYxThYYMoIgoKysDCUlJdDpdPxikW2rZttaWeGziS4Q2TZNZnSVa/Z1Q0NDSEtLG1fIx2azweVynVNQHI/Hk4qGjf6eztaLuba2Flqtlhcry8jIQHl5+ZTOEYVCgUsvvRSdnZ0YHBxESkoK8vPzz5iLPB0sCJtIRUUFqqqqeF7l+RZGAkaChcsuuwynTp1Cb28vJBIJSkpKUFVVNe1gOzs7G9deey0sFgvi8TiMRuO4wmdOpzOp0NvYn93YvtdMcXExOjs74fV6odVqeQEnlUrFb9jo9XpeuXr0LgSWM85WRCcyukcye/7RlchZz2KZTJZ0ntTX10MikcBsNiMYDCI1NRUrV67ktQsmwlo8nau8vDy+GqrX6xEOh+F2u3mbrSVLlvDVU5ZjzfoEGwwG2Gw2nhPPis2x1Xm5XM5zqs8nKGbPO7oPNYCk/Gb2sxjbwm3Tpk2oqalBW1sbTyNg71OCICTtWonFYjh9+jTP/Y3FYvB4PCgoKJg0VWH0boGx7xVyuRzLli2jYJgQQsiCQ3/ZFgGpVMpzlDds2ID29nZYLBakpKSgqKiIX0xNV21tLVJSUnDixAmeh1paWsr7k84XpaWlMBgM6Onp4f1ui4uLp5wXKJFIUFtbi5aWFgwNDSVVa5XL5RgcHMTp06dRXV094deWlpby7d4MW8VjxYS8Xi9fhQP+1hN6uoGXKIro6upCa2srnE4n38o8ugVYZWXlGZ9DEAQUFxdPmk9+NuyGyeh2QTOlqKiIB+vsxg7bFltQUACdTndOuxSAkVzUtrY2OBwOaDQaLF26FMXFxdBqtVi3bh3WrVt33uOXyWRn3OXg9/v5DabRwRCr+jvZ95aXl4dVq1bh+PHjsNvtPDWivr6eB4AlJSU4ffo0rFYrYrEYf53R1ZnZSvvYLbcymQxFRUU4fvw4zzv1+Xw80GQrwEVFRUm7JmQyGdasWYPa2lqe932u+bhTpdVqsXbtWnzyySfo6elBMBhMKhbncDh42za2Pfnw4cMwm80AkHRDIiUlBVlZWTxID4VCSE1NHXczY7pY4bQjR47wGgqjWyaxdA1W/Z3llrPK06wQ2NmsWbMG4XCYF+6SSqXIzs7Ghg0bJn3PX7p0KQ4fPpx0cwYYudE2UaE+QgghZCGgv24LWCKRQE9PDy9elZOTg9LS0rOu1EwVu0hnF2yCIPD2Ldu2bZtWjvJsY619zpXL5UrKk2YXimy7Y3Nz84RBMTCST3r48OFxhXNEUURqaircbjdsNhucTif0ej2MRiM8Hg80Gs2Ut4kzPT092LdvH2KxGLRaLXw+H4aGhuDz+aBWq5GRkTErwSrD+vqq1eppFQibqry8PKxYsQInT57kK/YKhQJ1dXXntT27p6cHe/fu5fmurOCV3+/H8uXLZ2r4Z8WKhQF/2+YKjOQa6/X6Sc8HVsW+uLgYVqsVEokEWVlZSUWuDAYDtm7din379vHzmQV+rBq7Xq+f9Oe2fPlyuFwuXtFeLpcjNTUVBoMBer0ehYWFKCsrmzBoUigUMxoMx+Nx9Pf3w+l08hsNowuWlZWVQalU4p133kFKSgrS0tIQjUYxNDSEcDgMl8uFJUuWIBgM8tZDbOXX4/FAqVRi7dq1MJvNPO+aBf61tbUz8t5WXV0Nh8OB3t5evvuBVZp3uVy8cjpb1WdpKdO5Uca6CAwNDfF8ctaKbjIFBQWorq7GyZMneXCeSCSg1WrPK5eaEEIImc8oKF6gWK/LU6dO8dWHnp4edHZ24rLLLpuRi7pYLIaDBw8iGAzyqrfxeBwDAwNoamrifUgvdqIoorW1dcKtq6xNTX9/P/x+/4RbdkdfgLO2OKmpqbzirNFohF6vh9/vh81mg8/nQ35+PjZu3Diucu/ZxtnS0oJ4PI6MjAyIosj7iEYiEZSVlc1Iv9WJhEIhHD16FN3d3RgeHuYViEtLS2e0EI8gCFi5ciXPOwdGismdb35nc3MzotFoUg621+vl22rPZzvvdOTm5iInJwd9fX28Pyzrzb1ly5azrtKdbdt4Tk4OPve5z+H555/nW63ZymQgEOAtnSbCAqze3l6et11QUHDeq6bTFYlEsGfPHj5Hoiji+PHjWLNmDcrLy/lxfr+fVyJnq65sy7LP58OSJUvgdrt5TQUWbBqNRthsNqSlpaG+vh5tbW0IBoOQy+Woq6s7a9rFVMnlclxyySUYGBiA0+nkqQZ2ux3vvvsufD4fv2mh1+shiiJKSkqmfXNhsur44XA4qU88C5YFQcDf/d3fIS8vj/eOz87Oxtq1a3lhL0IIIWShoaB4gbLZbGhtbYVCoeAX9MPDw7BarWhpacHq1avP+zUsFgvfnssCCZlMBpVKhZ6eHqxevXpalbLnK1EU4Xa7eYAytoo0u+nQ19c34SpsSkoKpFIpSkpKEIvFeP6x2WxGamoq0tLSYDAYEA6H4fP5MDw8jE2bNvGK21PFigixi2a2+qXX62Gz2ZCTkzMrATHrC9vd3Q2VSoXU1FS4XC7s37+f5+DOJEEQkJaWNu2WX5Px+/3weDxQq9VJAbxGo5mwRdFsYsXmGhoaYLVaeYGn6urqs7aTmiq29Zz1bgZG5lStViM1NRVOp3PS/HGW8z+XTp06hZ6eHl7hnOVPHz58GFlZWXyLObuJlUgkePXojIwM3vLKarXy7eqjzyWW7x8Oh7Fu3TpUV1cjFApBqVTO+PuZVCpFQUEBCgoK+GM6nQ5f+MIX8NFHH8Hr9fLaBTk5OVi1atWMvK7FYsG+fft4lXPWO3zr1q1QKBSQSqVYtWrVjL0eIYQQMt9RULxADQ0NIRaLJa2gsYqjvb29MxIUs2JOY9vcsB63ZyvodLFghWdYz14WGI/+vFKpnLQNVX5+PlpbW3lOZUpKCnw+H0RR5Bfw7DkUCgXsdvu4SsJTwdrLjK1QzLZAzlYu59DQEAYGBmAwGHh/aYVCAYfDgZaWFhQXF8/rti2smvXYAl7s3B67OptIJHjPar1ef05ts87EYDDgqquugtPpRDQahcFgmNaOgbNh+bV5eXmIRqO8FRg7d1gLstnY/n6+RFFEZ2cnUlJS+Mouu/ljt9sxMDDAf6ckEgn8fj+cTifvoa7X63krI7bbYGBgIOl7ZecBWwGfbhu8mZCVlYV/+Id/QH9/P8LhMHQ63Vm3PU9VLBbDgQMH4PV6kZ6eDolEgmg0ip6eHjQ3N89I7jwhhBBysaGgeIGaLAgZW9H2fGRkZECpVCIQCPAVSFEUEQgEkJubO6MX8nNJEARkZmais7NzwoqwrCfsRP1jgZEtscuXL0/Kg5XJZNDr9eMCrmg0ipSUlHOaO9bSpqGhga+AsQDOaDROe+V5qrxeL+LxOA+IGYVCAY/Hg1gsNu5zU8V2N7AtnqN3JcwUtVqN3Nxc3tdZKpUikUjA7XYjPT09acvo4OAgjhw5ApfLBWAkV72+vn5G2k2NNt0+yBMJBoNobW1FT08PgJEiZZWVlbw1md1u5wXYWIugWCyGvXv3QqVSoaKiAtXV1TMe9J+v0bnWY7EbcVarFYcPH+aFokKhEAKBAJxOJ8rKynDppZdCp9PBZrPh/fffh9PphEaj4SkHaWlp02q5NRvkcjlKS0tn/HkHBwfh8XiQlpbGf7apqalQKpXo6urCqlWrzquNGSGEEHIxoqB4gcrJyYFcLk8KWOPxOKLR6Ixd7Gm1WlRVVaG5uRkOhwMpKSmIRCJQKpWora2dt6uDFosF7e3tcLvdMBgMKCsrO2vbo5KSErS0tCAUCiEUCgFA0kpVTk7OpEGnIAioq6tDQUEBLBYLgJGVoL6+PjQ2NiIQCECpVCIajcLr9aKgoOCcc/eqqqowODiIEydOIBwOQyKR8NzI2brQVSqVkEgkfMWRYcW+zrVarcvlwr59++BwODA8PAy5XI6SkhKsW7duxivgrlq1Cj6fL6lKuE6nw/r16/lrud1u7NmzB4FAgK8iWiwWfPzxx7j66qvPK69ZFEXec5bl+Z6PcDiM3bt3Y3BwkN+QOHz4MAYHB3HZZZehrq4Oe/bs4f23vV4vAoEADAYDZDIZ/H4/Dh06hEgkktTiZ64JgoC8vDycOnUKGo2Gv8eEw2GkpKTwiswnT55EMBhEYWEhQqEQfD4fL1pVW1vLV5MzMzOxdetWHD16lBfcKigowIoVK5J68y4kZ9rhw2okUFBMCCFksaGgeIFKT0/HsmXLcOzYMVitVn5hl5eXN6PVh+vq6qDVatHR0QG/34/CwkJUVFQgKytrxl5jJnV2duLAgQP8ItpqtaK7uxsbN24846oM67VrsVig1+sRDAYRDochCAKqq6uxbdu2MwZqgiCMa6PCKuJ2dHTwQjtFRUVnbJdyNi6XCw6HA0qlElqtlvclPnHiBHJycmalnUpubi7S09N5cSKZTMYDvPLy8nMK8OLxOPbt2wer1coDtVAohJaWFqjV6hmpnj6aTqfDVVddhd7eXvh8PigUChQWFiblEnd0dMDn8yEzM5P/fDIyMmCz2dDZ2Ym6urpzem2v14sjR45gcHAQiUQCer0ey5cvP6+bV52dnbBYLDAajXxVNR6PY3BwEJ2dnaiqqsKVV14Js9kMu92OYDCIjIwMnkusUqng9/vR1taGysrKeVVJvrq6GhaLBTabDXK5nPddrqiowJIlS3gPZYVCAYlEArVazcdvs9kQDoeTni8/Px+5ubnwer0Ih8Po7OzERx99hEQigYyMDNTW1p5Tr/D5Kj09HXK5HMFgkM8LuymTk5Mz6y2zCCGEkPmIguIFilXpZSuSsViM59Gd61bWyV5n6dKlWLp06Yw952yJx+NoampCLBbjVYZFUYTL5UJTUxMKCwvHBY2BQAAdHR0YGhqCQqFARkYGAoEA325YW1uLqqqqcwpiZTIZ1q9fj5qaGt6nmG1nPVetra3w+/3Izs7mz8OCob6+vnPuPXwmrDjU/v37+aquQqHgc3MuLBYL7HY7D7KBkUAtFouhvb0dy5Ytm/EAPzU1FWVlZZN+3uPx8Oq8DMs3ZznG0xWNRvHxxx9jaGgIGo0GKSkpsNvt2LdvH1JTU885GBsaGuL9jRmZTAZBEGC1WlFVVcVv0jidTjidznHFxJRKJdxuNy9CNl+kpaXh8ssvR1tbGwYGBqBQKFBSUoKysjL+O61QKOB2u5O+juUKT/T+x3o1Hzx4EP39/VAqlZBKpejt7YXT6cRll122YCov6/V6lJeX48SJEzxdIxQK8d/ZhbYyTgghhEwFBcULGNvWu5BWOc6H2+3mbWjYhZ8gCLyf79iqu16vFx9++CHfYsqKD5WXl6OysnLCnOBzodVqZ6ytDVshG31hK5PJePA/G0ExMLL6dM0118BqtfLiUGyL6rlg/Z/H5o6mpqYiGo0iFovNyqr3mWi1WgwPDydtqRVFEcPDw+dc1buvrw82my1pRTc1NRV2ux1tbW3n/LubkpIyrnAYG+/YrbFyuRwymWxcXjjL3Z2PFeT1ej3Wrl074efYjbqGhgYe7LHzX6vVTprm0NfXB4vFgvT0dH5uKZVK2O12tLa2LpigWBAErF69GjqdDqdPn0YoFEJxcTGqqqqQm5s718MjhBBC5gQFxeS8seI04XAYWq32grSvYduX1Wr1lC/aJRIJLyo02tg2SwwrjJWRkcE/5/f70dnZierq6gselE2FWq2G1+tNeozlyM72tkiJRDJjBaf0ej3PUR89brbNdy4CtZKSEpw+fZoHV8DIjRO1Wn3ObYpGt8RhBEGAXC6Hw+E457EWFBSgvb0dwWCQF20LBoOQyWRJ7X+AkXOmoKAAra2tPAiOxWLweDwoKChAenr6OY9jrlRUVMDlcqGzsxN+v5/f/NqwYcOk709utxuiKCb9XrOfhdVqvVBDvyCkUimqqqpQWVkJYPLCjIQQQshiMf+u6slFJRQK4dChQ+jr60M8HodcLkd5eTnq6upmpaVLNBrFkSNH0NnZyV+vsrISy5cvP2vualpaGu9TajQaeSEdr9eLrKyspIv/RCKB3t5eXkSKUavVsNvtGBoamrE+uTOptLQUAwMDCAQCUKlUSCQSPPdyvuZ5TyQjIwMFBQUwm82IxWJISUlBMBiEVCqds4rIRqMRmzdvxpEjR/h2aYPBgNWrV59z4MgC1rGFj6LR6KS9gqeioKAANTU1aGlpQSAQADCyAr1s2bIJV0rr6+sRCoUwODgIr9cLqVSKnJyc88pvn0symQybNm1CZWUlLwKYm5t7xhtDcrkcoiiOK64Vj8fn1fbxmXQx/mwJIYSQ2UBBMTlnoihi//796OrqgkajgUqlQjgcRnNzM2Qy2YwXQxJFEQ0NDWhra+PFc0KhEI4cOQJBELBixYozfr0gCFizZg327NnDV+FEUYTBYMDatWuTgpLR22MvJqWlpfB4PDh58iS6u7sRCoUgCAJ0Oh0+/PBDrFy58qLI/xYEARs3boRarUZnZyei0SjS0tJQU1MzK21qpqqwsBC5ubn8/DEajee1Y6CgoAB6vR5OpxN6vR5SqRR+vx9SqfS8fk7sXGe9eIGRiueji4SNplKpcMUVV2BoaAh+vx9KpRLZ2dnzslfxVE1U3O5MCgoKcOzYMTidThgMBkgkEgSDQYiieMZcc0IIIYRc/CgoJufM4XBgYGAAOp2Or8BoNBokEgmcPn0aNTU1M9raw+PxoKenhwfgwEjupNfrRVtbG6qqqs5aRCwzMxOf/exn0d3dzVdTi4qKxq0ECYKA4uJiNDc3Q61W8+DA5/NBqVTO2zxtiUQCrVbL+0UnEgkolUqo1WoEAgE0NDRAqVQiMzMTFosF8XgcGRkZ55X/O1vkcjnWrl2LlStXIhqNQqVSzYueuTKZbMZW3VUqFbZs2YKGhga4XC4kEgmoVCqsXLnyvPO/BUHAkiVLprziLAjCjPdbvphoNBps2rSJ/yxYwa7ly5fP6Y0YQgghhMy+eRUUNzY2YufOnTh27BiWLVuG559/HqtXr570+GeeeQZPPPEEvF4vvvjFL+InP/kJD5Z++9vf4vrrr086/oYbbsCbb745q9/DYhIIBBCLxcb1Z5XL5YhEIgiFQjMaFPv9fkSj0XFFqRQKBUKhEILB4FmDYrY1cunSpWcdW01NDYaGhng+oSiKkMvlWL58+Xn1pJ1Ng4OD+OSTT3j+aGpqKmKxGOx2O/Lz8+H1etHY2IhoNAqPx8Mv/CsrK7Fq1ap5EXSOlZqaOqMV0+ebjIwM1NTU4PTp00gkEigpKUFFRQVtbZ0D+fn5424YzdffdUIIIYTMnHkTFAcCAVxzzTX4yle+gldeeQXPP/88tm/fDrPZPGE+169//Wvcd999ePXVV5GVlYWbbroJd9xxB5599lkAI0WSrrvuOrz44ov8a6j/4szSaDRITU0dVwwpHA5DoVDwfMmZolQqJyy+FIlEkJKSctbX6+vrw/Hjx+FyuSCVSlFcXIwVK1ZMel6o1WpcccUV6Orqgt1uh1wuR0FBwbzOze3q6kIkEoFcLufbcCUSCcLhMP/YbDZDr9cjLS0NEokEgUAAx44dg06nQ3l5+YyMw+fzweVyISUlBUuWLLmot+HOpuHhYezfvx9ms5kXfLNarRgaGsLWrVvnZTG3hU4ul59Xj2hCCCGEXHzmzRXX66+/DqVSiSeeeAKCIOCZZ57Bu+++i1/96le46aabxh2/a9cumEwmXHvttQCAF154AVdddRUef/xxqFQqnDp1CrW1tYt6O+BsS09PR25uLjo7O5FIJJCamopQKIRYLIYVK1bM6Crx2Ndjq7ahUAjhcBgrV648Y0XigYEBfPzxx4hEIlCpVIjH4zh27Bg8Hg8uv/zySVdIFQrFOffanQs+n48HwgCSigbFYjFEo1GIosgDYmDk5kYkEoHZbD7voDiRSODIkSO81YtUKoXRaMTGjRthNBrP75tbgHp7e2E2m6HRaPj5G41G0dXVhfz8/Bm7SbEQhcNheL1eyOVy6HQ6WlknhBBCyDmbN3slDx48iC1btiT1j928eTMOHDgw7tjh4WF88skn2LZtG39sw4YNiEajaGpqAjCyUlxRUXFhBr9ICYKATZs2oaKiAsPDwzwgq6urw7Jly2bl9TZs2IDS0lLEYjGeg1lTU3PWol4tLS0Ih8MwGo1QqVTQarUwGAwYGBjAwMDAjI8VGAlIBwYGsHfvXvzpT3/CJ598AqfTOSuvxRiNRl4tVy6XIxwOIx6PI5FIIBaLQSqVjquoDYxsUWZVis9Ha2srjh07BmBkW7BWq4XVasXevXsRi8XO+/kXmoGBASQSiaQbOqmpqRAEAf39/XM4svkrkUigqakJv//97/HHP/4Rb7/9Nnbv3j0j5y8hhBBCFqd5s1I8ODg4LpDKysrC8ePHxx3rdrsRDoeRm5vLH5PJZDAajejr64MoimhtbcWf/vQnPPzwwxgeHsYXvvAFPPDAA5PmJkYiEUQiEf7x2F6vFyO/3w+fzweVSjVrKykKhQJbt26Fz+dDOByGRqOZ8W3To6lUKlxyySVwu90IhULQarXjcozHEkURdrsdSqUyaQ5SU1MxPDwMj8eD/Pz8GR/r6dOncejQIUSjUchkMvT19aGjowPbtm2btUJdZWVlMJvNcLvdMBgMcLlcCAaDfBtzfn4+WlpaeJsjYGR+wuHwec+BKIpoa2uDVCqFRqMBMFIILT09HU6nE/39/eddPGoxudgqn18oLS0taGxsREpKCnQ6HWKxGDo6OhCLxXDFFVfMy7x4QgghhMxv8yYoDgaD47a/soJNEx3LPj/R8T09Pfz53njjDXR2duJ73/seQqEQdu3aNeHrP/LII7j//vtn6LuZW/F4HIcPH0ZHRwfPty0oKMC6detmLa96KsHpTBEEAWlpadPqE6xQKOB2u5MeYzmcZ9p2fa7C4TCampogiiIyMzMB/C04b2pqQnZ29qzcpDAYDPjMZz6DpqYm2O12GI1GlJWVoaqqiudJut1u9Pf382rOwWAQSqUSlZWV5/Xaw8PDCIVC4248SaVSHniTZDk5OWhra+N54MDINndRFGflRs3Fbnh4GK2trZBKpbxiukwmg1QqhcVigdVqpZQZQgghhEzbnAXFDz/8MB5++GH+8fr168cFwCz/cywW2E12fFFRERwOB9LS0iAIAurq6pBIJPDVr34VTz311IRFf37wgx/g1ltv5R97vV4UFBSc1/c4V44ePYoTJ05ApVLBYDAgEonwyraf+cxnFl3unSAIKC8vx8GDB3kbpkQiAZfLBZ1ONyvBh91uh9/vR3p6etI4tFotHA4H/H7/rN1EyMrKwpVXXolAIABBEKBSqZJ+5tu2bUNzczO6u7uRSCSQm5uL2tra8y4gJpVKYTAYYLFYkorjRaPRpCCG/E1hYSFKSkrQ0dEBn8+X9Ditqo/HqtqPvZGVmpoKj8dDW6gJIYQQck7mLCjeuXMnvvjFL/KPH3vsMVgslqRjLBbLhNtMjUYjFAoFLBYLL4IUj8fhcDj48aODEQCorq5GOByG0+nkK3ejyeXyWVkxvNDC4TDMZjMUCgUPTFhQ1N/fD7fbPa0V1oWioqICPp8Pp0+fht1uh0QiQVpaGjZs2DArq+eCIEAQBCQSiaTtnGx1erZvTAiCwLcwj6VSqbBhwwbU19cjHo+P21Z+Pq9ZXV0Nm80Gp9MJlUqF4eFhBAIBFBQU0AreBKRSKTZv3oz8/HyeQ5yTk4OSkhKqPD0BuVwOlUrF+4UzLEVhok4FhBBCCCFnM2dXXenp6UmB68aNG/Hoo4/yarmiKGLfvn245557xn2tRCLB2rVrsXfvXlxyySUAgAMHDiAlJQUrV67En/70J3z5y19Gb28vX2k+evQojEbjhAHxQhIKhRCNRsetsMvlcgQCAQSDwUUZFEulUqxbtw4VFRVwOp1ISUlBdnb2jFfIZpYsWQKdTgev18t3LCQSCfj9fhQXF8+Li/fZ6P9bWFiIzZs34/jx47zwWnV19bztgTwfyGQylJWVoaysbK6HMu9JpVJUVFSgoaEBXq8XKpUKsVgMPp9v3rdLI4QQQsj8NW+WIm688UbcddddMJlMuPnmm/HCCy8gEAjw1eRQKASPx8NXm7797W/j5ptvRm1tLfLy8nDLLbfgm9/8JlQqFTZt2gSlUol/+Zd/wX/+53+io6MDt99+O+644465/BYvCJVKxasOjw542MeTrR4uFgaDAQaDYdZfJyUlBWvXrsX+/fths9n4Smx6ejpWrVq1YLewC4KA0tJSFBUVIRAIIDU1lfqDkxlVVVWFWCyG1tZWeL1eflNh7dq1C/b3ihBCCCGzSxDnUYnTQ4cOYefOnTh16hRWrFiB559/HqtWrQIAvPLKK/jnf/7npIqsjz76KJ5++mlEIhHccMMN+OlPf8ovwE+cOAGTyYSDBw9Cq9Xi5ptvxr333jvliyav1wu9Xg+Px3PR5UI2NjaisbERCoUCCoUC0WgUgUAAlZWV2LJly1wPb1Fxu9288JtOp0NxcXHSKn48HofP50Nqauq8WD0m5GJBfYoXrov57y8hhJCL07wKiueTi/mP8vDwMJqamnD69GlefbqkpAT19fUzvl2WnBvWvujEiRMIBAKQyWQoKChAfX39hMXlCCFksbiY//4SQgi5OM2b7dNk5kilUtTX16OmpgZ+vx9KpZJWIeeZjo4ONDQ0AADUajXi8ThaW1sRDAap1yohhBBCCCEXEAXFCxjbPk0uPKfTie7ubgQCARgMBhQXF/N8blEUcerUKQwPD0Mul8Pr9UIikUClUmFwcBAWiwW5ublz/B0QcvELBALo6uqCx+OBUqlEcXHxoiw0SAghhJAzo6CYkBnW3d2N/fv3IxgMQiKR8K3Sn/nMZ2A0GhGLxeDxeOD3++F0OnmevFQqhVwuh9/vn+PvgJCLn9PpxO7du+FyuSCRSJBIJNDa2oqNGzeiqKhorodHCCGEkHmE9mgSMoOi0SgOHz6MSCSCzMxMZGRkwGg0wuVyobGxEaIoQiaTIRwO8+rMSqUSCoWCt2yiNH9Czo8oimhsbITb7UZGRgYyMjKQmZmJcDiMw4cPIxqNzvUQCSGEEDKPUFBMyAyy2Wzwer0wGAy8Gq5EIoFWq4XVakUgEIAgCJBIJBAEAfF4HKIoIpFIIJFI8BUtQsi5CwQCGBoagkaj4fn5giDAYDDA6/XCZrPN8QgJIYQQMp/Q9mlCZpAoipOu9LLPiaIIlUoFnU6HSCSCSCQCQRCgVqshk9GvJCHna7LfQ0EQzvg7SgghhJDFia7ACZlBmZmZ0Gg08Hq9vKCPKIrw+/3Iy8uDRqOBIAjIy8uD3+9HVlYWYrEYXyGOxWLIzMyc4++CkIubRqNBRkYG+vv7oVAo+K4Nr9cLjUZDv2OEEEIISUJBMSEzSC6Xo66uDocOHYLVaoVMJkM8HodWq0VdXR2/OK+pqcHQ0BBcLhdSU1ORSCQgiiKqqqpgNBrn+LuYP0KhEHp7exEOh6HT6ZCXl4eUlJS5HhaZ5wRBQF1dHTweD2w2G2QyGa/2XldXB7lcPtdDJIQQQsg8Ioi0j2xCXq8Xer0eHo8HOp1urodDLjIWiwWdnZ3w+/1IT09HWVkZDAZD0jFutxunT5+GxWKBXC5HSUkJysrKqEfx/zc0NIS9e/fC4/EAGAl0srKysG3bNt7eipAzcbvdMJvNcDgc0Gq1KCkpQXZ29lwPi5wF/f0lhBByoVFQPAn6o0zI3InH43jnnXfgcDhgNBohkUgQj8fhcDhQVVWFLVu2zPUQCSGzhP7+EkIIudBoSYoQMu9YrVa43W6kpaXxlXOZTAaNRoPe3l6EQqE5HiEhhBBCCFkoKCgmhMw78Xgcw8PDkEqlSY9LpVIkEgnE4/E5GhkhhBBCCFloKCgmhMw7RqMRSqUSfr+fP8aqeBsMBqjV6jkcHSGEEEIIWUgoKCaEzDtqtRo1NTWIxWJwOp3w+Xyw2+2Qy+VYvnw5FSMjhBBCCCEzhloyEULmpRUrVkCj0aC9vR1+vx+5ubmorKxETk7OXA+NEEIIIYQsIBQUE0LmJUEQUFZWhrKysrkeCiGEEEIIWcBoDyIhhBBCCCGEkEWLgmJCCCGEEEIIIYsWBcWEEEIIIYQQQhYtCooJIYQQQgghhCxaFBQTQgghhBBCCFm0KCgmhBBCCCGEELJoUVBMCCGEEEIIIWTRoqCYEEIIIYQQQsiiRUExIYQQQgghhJBFi4JiQgghhBBCCCGLFgXFhBBCCCGEEEIWLQqKCSGEEEIIIYQsWhQUE0IIIYQQQghZtCgoJoQQQgghhBCyaFFQTAghhBBCCCFk0aKg+Cy6u7v5/3t7e2G32wEA0WgUZrMZoVAIAOB2u9HZ2cmP7e/vh9VqBQDE43GYzWYEAgEAgMfjQUdHBz92YGAAQ0NDAIBEIgGz2Qy/3w8A8Pl8MJvNEEURADA4OIjBwUEAgCiKMJvN8Pl8AAC/3w+z2YxEIgEAGBoawsDAAH+djo4OeDweAEAgEIDZbEY8HgcAWK1W9Pf382M7OzvhdrsBAKFQCGazGdFoFABgt9vR29vLj+3q6oLT6QQAhMPhpGMdDgd6enr4sT09PePmMBwOAwCcTie6urqS5ttmswEAYrEYzGYzgsEgn+/Rc3i2+TabzUnzbbFYkuabzeHY+bZYLHy+AcBsNsPr9SbN9/DwMJ/v0XM4er6DwWDSfNtsNvT19SXNocvlmnAOx853d3c3n+9IJAKz2YxIJMLn8GznLJtvl8uVNN99fX18vtkcsvkee8729/fzc3Z4eDjpnPV6vUnzPTg4yOd77DnL5pudsxaLJemcNZvNUz5nOzo6+DnL5jsWi/H5nuo5a7fbx52zDodjwjmc6Jyl9wh6j6D3iPN7jxj9PIQQQsiFQEHxWTzyyCP8/48//jh+85vfABi5kDOZTGhvbwcAfPDBB7j77rv5sU8//TRee+01ACMXACaTCSdPngQA7N27F7fddhs/9rnnnsPPf/5zACMXOyaTCUePHgUAHDp0CCaTiV/EvvTSS3jppZcAjFysmUwmHDp0CABw9OhRmEwmfkHz85//HM899xx/ndtuuw179+4FAJw8eRImk4lfvL322mt4+umn+bF33303PvjgAwBAe3s7TCYTDwx+85vf4PHHH+fH3nfffXjvvfcAjFxgmUwmfqH99ttv46GHHuLHPvzww/jDH/4AYORi0mQy8Yuuv/zlL7j33nv5sU8++STefPNNACMXZyaTCW1tbQCA3bt346677uLH7tq1C7/85S8BjFzMm0wmHD9+HABw4MAB3HrrrfzY559/Hq+88gqAkYtAk8mExsZGAMCnn34Kk8nEL0x/9rOf4cUXX+RfazKZcPDgQQBAc3MzTCYTvyh89dVX8eyzz/Jj77jjDnz88ccAgJaWFphMJh5EvPHGG3jqqaf4sffccw/ef/99ACMXyiaTiV98/u53v0s6Dx944AG88847AEYuUk0mE794fuedd/DAAw/wYx955BH87ne/AzBykW0ymfgF5/vvv4977rmHH/vUU0/hjTfeADASUJhMJrS0tAAAPv74Y9xxxx382GeffRavvvoqgJGLeZPJhObmZgDAwYMHYTKZ+LEvvvgifvaznwEYuZA2mUz49NNPAQCNjY0wmUz84v6VV17B888/z7/21ltvxYEDBwAAx48fh8lk4oHML3/5S+zatYsfe9ddd2H37t0AgLa2NphMJh5EvPnmm3jyySf5sffeey/+8pe/ABgJNkwmE78o/8Mf/oCHH36YH/vQQw/h7bffBjASLJlMJh6AvPfee7jvvvv4sfQeQe8R9B4x4nzeI0b/3AghhJALQiQT8ng8IgCxubmZP9bT0yPabDZRFEUxEomI7e3tYjAYFEVRFF0ul9jR0cGP7evrE4eGhkRRFMVYLCa2t7eLfr9fFEVRdLvdotls5sf29/eLFotFFEVRHB4eFtvb20WfzyeKoih6vV6xvb1dTCQSoiiK4sDAgDgwMCCKoigmEgmxvb1d9Hq9oiiKos/nE9vb28Xh4WFRFEXRYrGI/f39/HXMZrPodrtFURRFv98vtre3i7FYTBRFURwaGhL7+vr4sR0dHaLL5RJFURSDwaDY3t4uRiIRURRF0WaziT09PfzYzs5O0eFwiKIoiqFQKOlYu90udnd382O7u7vHzWEoFBJFURQdDofY2dmZNN9Wq1UURVGMRqNie3u7GAgE+HyPnsOzzXd7e3vSfA8ODibNN5vDsfM9ODjI51sURbG9vV30eDxJ8x2Px/l8j57D0fMdCASS5ttqtYq9vb1Jc+h0Oiecw7Hz3dXVxec7HA6L7e3tYjgc5nPY1dWVNIeTzbfT6Uya797eXj7fbA7ZfI89Z/v6+vg5G4/Hk85Zj8eTNN8DAwN8vsees2y+2Tk7ODiYdM62t7dP+Zw1m838nGXzHY1G+XxP9Zy12Wzjzlm73T7hHE50ztJ7BL1H0HvE+b1HNDY2igD4PBJCCCGzTRDF/78HjCTxer3Q6/XweDzQ6XRzPRxCCCFkUaC/v4QQQi402j5NCCGEEEIIIWTRoqCYEEIIIYQQQsiiRUExIYQQQgghhJBFa14FxY2NjVi/fj1UKhXWrl2Lw4cPT+nrvvnNbyZVgAVGKrR+4xvfgMFgQE5ODn784x/PwogJIYQQQgghhFzM5k1QHAgEcM0112Dr1q04fPgwNm3ahO3bt/P2K5N5/PHHefuR0W6//XZ8+umn+OCDD/Dcc8/h/vvv5607CCGEEEIIIYQQYB4Fxa+//jqUSiWeeOIJVFdX45lnnoFWq8WvfvWrCY/3er248cYb8eijj6KgoCDpc4FAAC+99BJ27dqF+vp6fP7zn8cdd9yR1B+SEEIIIYQQQgiZN0HxwYMHsWXLFgiCAAAQBAGbN2/GgQMHJjy+s7MT4XAYR44cQWlpadLnmpqaEIvFsGnTJv7Yli1b0NDQgEQiMXvfBCGEEEIIIYSQi4psrgfADA4OYtmyZUmPZWVl4fjx4xMev3LlSrz99tuTPldGRgZSU1OTniscDsPhcCAzM3Pc10QiEUQiEf6x1+s9l2+DEEIIIYQQQshFZN6sFAeDQcjl8qTH5HJ5UqB6vs8FYNLne+SRR6DX6/m/sVuyCSGEEEIIIYQsPHMWFD/88MPQaDT8HzA+YI1EIlCpVNN+boVCMeFzAZj0+X7wgx/A4/Hwf729vdN+XUIIIYQQQgghF5c52z69c+dOfPGLX+QfP/bYY7BYLEnHWCwW5OTkTPu58/LyYLfbEY/HIZPJ+HMplUoYDIYJv0Yul49bXSaEEEIIIYQQsrDNWVCcnp6O9PR0/vHGjRvx6KOPQhRFCIIAURSxb98+3HPPPdN+7rq6OqSkpPDiXQCwd+9erF27FhLJ1BbHRVEEQLnFhBBCyIXE/u6yv8OEEELIbJs3hbZuvPFG3HXXXTCZTLj55pvxwgsvIBAI8NXkUCgEj8eD7Ozssz6XSqXCjh07sHPnTrz88svo7+/Hk08+iZdffnnK4/H5fABAucWEEELIHPD5fNDr9XM9DEIIIYvAvAmKdTod3n77bezcuRMvvvgiVqxYgXfffRdqtRrASB/jf/7nf57yneOnnnoKt9xyCy699FLo9Xrcf//9uP7666c8ntzcXPT29kKr1fI2UTPB6/WioKAAvb290Ol0M/a85Mxo3ucGzfvcoHmfGzTvM0MURfh8PuTm5s71UAghhCwSgkj7ky4or9cLvV4Pj8dDF00XEM373KB5nxs073OD5p0QQgi5OM2blkyEEEIIIYQQQsiFRkExIYQQQgghhJBFi4LiC0wul+M///M/qf3TBUbzPjdo3ucGzfvcoHknhBBCLk6UU0wIIYQQQgghZNGilWJCCCGEEEIIIYsWBcWEEEIIIYQQQhYtCooJIYQQQgghhCxaFBRfQOFwGN/4xjdgMBiQk5ODH//4x3M9pEUlEomgtrYWu3fvnuuhLHj9/f248cYbkZ6ejry8PNx6660Ih8NzPaxFob29HVdffTU0Gg0KCwvxxBNPzPWQFpXt27fjpptumuthEEIIIWQaZHM9gMXk9ttvx6effooPPvgA3d3d2LFjB4qKinDjjTfO9dAWvHA4jC9/+cs4ceLEXA9lwRNFETfeeCPS0tKwZ88eOJ1OfP3rX4dUKqUAbZYlEgls374da9euRWNjI06fPo0vfelLyMvLw5e//OW5Ht6C99prr+Hdd9/Fjh075noohBBCCJkGqj59gQQCAWRkZOCPf/wjLrnkEgDAQw89hPfff59WLmfZyZMn8eUvfxmiKKK5uRkffvgh/xmQmdfS0oLq6mpYLBZkZWUBAP7v//4P//7v/47+/v45Ht3CNjg4CJPJhJdeeglarRYAcP311yM7OxvPPffcHI9uYXM6nVi5ciVycnJQU1ODV155Za6HRAghhJApou3TF0hTUxNisRg2bdrEH9uyZQsaGhqQSCTmcGQL30cffYRLL70UBw4cmOuhLArZ2dl47733eEDMeDyeORrR4pGTk4PXX38dWq0Woihi3759+Pjjj+km0AXw7//+7/ja176GmpqauR4KIYQQQqaJtk9fIIODg8jIyEBqaip/LCsrC+FwGA6HA5mZmXM4uoXtlltumeshLCoGgwFXX301/ziRSODZZ5/F5ZdfPoejWnyKi4vR09ODa6+9FjfccMNcD2dB++CDD/Dxxx/j2LFj9H5DCCGEXIRopfgCCQaDkMvlSY+xjyORyFwMiZAL4o477sCRI0fwox/9aK6Hsqj8+te/xltvvYWjR4/i+9///lwPZ8EKh8O4+eab8dOf/hRKpXKuh0MIIYSQc0ArxReIQqEYF/yyj1Uq1VwMiZBZd+edd+KZZ57B66+/jtra2rkezqKyZs0aACNB21e+8hU8+eSTSTtVyMy4//77sWbNmqTdEYQQQgi5uFBQfIHk5eXBbrcjHo9DJhuZdovFAqVSCYPBMLeDI2QWfPe738V///d/49VXX6XtuxfI0NAQDhw4gM997nP8sZqaGkSjUXi9XmRkZMzd4Bao1157DRaLBRqNBsDfbna++eab8Pv9czk0QgghhEwRBcUXSF1dHVJSUnDw4EFs2bIFALB3716sXbsWEgntYicLy/3334/nn38er732GrUcu4A6Oztx/fXXo7e3F3l5eQCAw4cPIzMzkwLiWbJ7927EYjH+8Z133gkAeOyxx+ZqSIQQQgiZJgqKLxCVSoUdO3Zg586dePnll9Hf348nn3wSL7/88lwPjZAZderUKTz44IP4wQ9+gC1btsBisfDPZWdnz+HIFr61a9di9erV+PrXv46nn34aXV1duP3223HPPffM9dAWrKKioqSPWSuspUuXzsVwCCGEEHIOKCi+gJ566inccsstuPTSS6HX63H//ffj+uuvn+thETKjfv/732N4eBgPPfQQHnrooaTPUVv02SWVSvH73/8e//qv/4qNGzdCrVbje9/7Hr73ve/N9dAIIYQQQuYtQaSrVEIIIYQQQgghixQlsxJCCCGEEEIIWbQoKCaEEEIIIYQQsmhRUEwIIYQQQgghZNGioJgQQgghhBBCyKJFQTEhhBBCCCGEkEWLgmJCCCGEEEIIIYsWBcWEEEIIIYQQQhYtCooJIYQQQgghhCxaFBQTQpIEAgH88Ic/RFVVFZRKJTIyMnDjjTfixIkTczYmn88Hk8mE/Px8yOVylJeX44EHHkA0GuXHdHR04I9//ON5vcbPf/7zMx4TDodRX18Ph8OR9Hh7ezuUSuW0X/OnP/0pCgsLodPp8IUvfAFOpxMA4HA4UF9fj3A4PO3nJIQQQggh00NBMSGE8/v92Lx5M/7v//4Pjz/+OFpaWvCnP/0JWq0WmzZtQmdn55yMa8eOHWhsbMQbb7yB1tZWPPnkk3jxxRdx22238WO+8Y1voKGh4Zxf46mnnsLPfvazMx7z6KOP4rrrroPRaOSP9fb24tprr512APv666/j9ttvx9NPP439+/ejp6cH3/nOdwAARqMR1113HR599NHpfyOEEEIIIWRaZHM9AELI/PHAAw/AarXi5MmTMBgMAICioiK8/PLL6O3txVNPPYWf/OQnF3RMHo8Hv/vd73DkyBHU1dUBAIqLi+Hz+fCtb30Lu3btgkQigSiK5/U6Z/t6v9+PXbt2Ja2Y/+53v8O3vvUt5OTkTPv1HnvsMdx555244YYbAABPPPEEvv3tb2N4eBhSqRS33HILqqurcfvtt0OtVk/7+QkhhBBCyNTQSjEhBACQSCTwyiuv4NZbb+UB8Wi/+MUv8Pjjj/OP9+zZgzVr1kCpVGL58uX49a9/zT9300034dZbb8U//uM/QqVSoaCgAL/4xS/45yORCP7t3/4NGRkZyMjIwFe/+lW+dXgsQRAgCALef//9pMevv/56NDY2QhAE3HTTTfjoo49w//3345JLLgEA7Nu3D1u2bIFKpYJarcY111yDwcFBAMArr7yCzZs34/Of/zz0ej1+9KMf4f7778dHH30EQRAmHMf//u//orKyErm5ufyxd955Bw8++CB27do14de88MILKCkpgUajwSWXXIJjx44BALxeLxobG3H99dfzY7dt24bjx49DKpUCALKzs1FRUYH//d//nfC5CSGEEELIzKCgmBACADCbzbDZbNi6deuEn8/JyeF5sxaLBddeey1uuukmHDt2DHfeeSduuukm7Nmzhx//7LPPYvXq1Th+/DhuuOEG3HzzzfB4PACAu+++G5988gneffddfPjhh/B4PPjCF74w4evqdDrcdNNNuP3221FVVYVbb70V7777LqRSKSorKyEIAnbt2oWNGzfitttuw29+8xt4PB5s374dV111FU6cOIE///nPaG9vxyOPPMKfd//+/Vi2bBkOHjyIf/qnf8Jtt92GjRs38sB5rPfeew9XXnll0mP/8z//g5tvvnnC49966y3cd999+MlPfoLGxkZs3boVl156KVwuFzo6OgAANpsNmzdvRm5uLnbs2AG32530HFdeeSXee++9CZ+fEEIIIYTMDAqKCSEAALvdDgBIT0/nj73//vvQaDT837JlywCMFIi64oor8K//+q9YunQpvvrVr+Jb3/oWnnnmGf61K1euxB133IHS0lI88MADCIVCOHHiBILBIJ599lm88MILWLduHZYvX45f/OIX2L17N19JHet//ud/8F//9V9QKpV4+umnsX37dhQVFeGdd94BAOj1eqSmpkKj0SA9PR2hUAg//OEP8cMf/hAlJSXYvHkzbrjhhqStz4Ig4J577kF1dTUKCgqg0WiQmpqK7OzsCcdw5MgRVFdXT3k+H3/8cdx999249tprUV5ejgcffBBFRUV49dVX4ff7AQDf+c53cOedd+JXv/oVTpw4ga997WtJz1FTU4MjR45M+TUJIYQQQsj0UU4xIQQAkJaWBgBJq5WbNm3C0aNHAQC/+c1v8NxzzwEATp06hbfeegsajYYfG4vFUFFRwT8uLy/n/9fpdPyYjo4ORKNRbNy4Men1E4kE2trasHz58nFjk0gk+O53v4vvfve7GBgYwLvvvounnnoKN954I8xmc9KWZmBk6/GOHTvw9NNP4+jRozh58iSampqwefNmfsySJUumVTHaZrMhIyNjysefOnUKd9xxB37wgx/wx8LhMNra2rB27VoAwF133YW///u/BwC89NJLWLVqFQYGBvj3YzQaYbVap/yahBBCCCFk+igoJoQAAJYuXQqj0Yj9+/fzoE2lUmHp0qUARoJIJh6P46tf/SruvvvupOdISUnh/09NTR33GqIoIh6PAwD27t2bFFQDQFZW1riv2b17N/bt24d77rkHAJCbm4t/+Zd/wfXXX4/8/Hzs27dv3Nbr/v5+rFmzBqtXr8aVV16Jb37zm3jnnXdw8OBBfoxCoTj7pIwiCAKGh4enfHw8HsczzzyDyy+/POlxnU6HUCgEAKiqquKPV1ZWAhipZs2C4kQiAYmENvQQQgghhMwmutoihAAAZDIZvv71r+OZZ56Bz+cb9/n+/n7+/8rKSpw+fRpLly7l/37/+99PqShUWVkZpFIpHA4H/1qdTofvf//7GBoaGne80+nEgw8+CIvFkvS4RqOBTCZDZmYmACQVyPrtb3+L9PR0vP322/i3f/s3bN26FR0dHWesMD1ZgS0mKytrXH/iM6msrERfX1/SHP3oRz/CwYMHUVhYiNzcXDQ1NfHjT506BUEQUFRUxB+z2+2TbucmhBBCCCEzg4JiQgh33333ITs7Gxs3bsSbb76Jzs5OHDp0CN/61rdw77338iJc3/72t/Hpp5/iP/7jP3D69Gn88pe/xN13350U0E1Gq9Xim9/8Jm655Rbs3r0bJ0+exD/90z+hvb0dJSUl446/7rrrUF1djSuuuAJvvfUWurq6sGfPHnzpS19CZWUltm3bBgBQq9U4ffo0rFYrjEYjenp68Ne//hUdHR147LHH8Otf/xqRSGTScanVagwMDKCrq2vCz69atQrNzc1TmMURt956K5555hn84he/gNlsxp133ok33ngD1dXVEAQB3//+93HvvffiL3/5C5qamnDLLbfgc5/7XFIQ3NzcjPr6+im/JiGEEEIIOQciIYSMEolExMcee0xcsWKFqFQqRYPBIF599dXib3/726Tj/vKXv4j19fViamqqWFJSIv7kJz/hn9uxY4e4Y8eOpOMBiB9++KEoiqIYCATEW265RUxPTxe1Wq24fft2saOjY9IxORwO8Tvf+Y5YWFgopqSkiFlZWeLOnTtFh8PBj/ntb38rpqWliatWrRLj8bi4c+dO0WAwiGlpaeJVV10lPv3006JOpxPD4bD48ssvi0VFRUmv0d7eLpaVlYlKpVIcGhoaN4YXX3xR3Lhx44Tj+/DDD8WJ3k537dolFhUViQqFQly9erX417/+lX8ukUiIDz74oJiVlSWq1WrxS1/6kuh2u5O+fsOGDeLPfvazSeeFEEIIIYScP0EUz7CfkBBCCICR3sKFhYVoamqa0or4+erq6kJ9fT16enrG5V4TQgghhJCZQ9unCSFkCnQ6Hb7zne/gxRdfvCCv9+KLL+Lb3/42BcSEEEIIIbOMVooJIWSKgsEgNm7ciA8++ABGo3HWXsfhcOCyyy7DgQMHoFKpZu11CCGEEEIIBcWEEEIIIYQQQhYx2j5NCCGEEEIIIWTRoqCYEEIIIYQQQsiiRUExIYQQQgghhJBFi4JiQgghhBBCCCGLFgXFhBBCCCGEEEIWLQqKCSGEEEIIIYQsWhQUE0IIIYQQQghZtCgoJoQQQgghhBCyaP0/SthxMwjSeFoAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "multiModulon.view_iModulon_weights(\n", " species=\"MG1655\",\n", " component=\"Unique_1\",\n", " fig_size=(6, 4),\n", " font_path = \"/usr/share/fonts/truetype/msttcorefonts/Arial.ttf\",\n", " show_COG=True\n", ")" ] }, { "cell_type": "code", "execution_count": 5, "id": "3e01f42f-a3de-4dc1-96e9-91a8b6ca4e40", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "multiModulon.view_iModulon_activities(\n", " species=\"MG1655\",\n", " component=\"Unique_1\",\n", " fig_size=(8, 3),\n", " font_path = \"/usr/share/fonts/truetype/msttcorefonts/Arial.ttf\"\n", ")" ] }, { "cell_type": "markdown", "id": "43088cd4-5da5-4871-ae32-88643ba0523d", "metadata": {}, "source": [ "### BL21" ] }, { "cell_type": "code", "execution_count": 6, "id": "9a7e64f0-7c9d-4277-b955-202b6ff6b1c3", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "multiModulon.view_iModulon_weights(\n", " species=\"BL21\",\n", " component=\"Unique_1\",\n", " fig_size=(6, 4),\n", " font_path = \"/usr/share/fonts/truetype/msttcorefonts/Arial.ttf\",\n", " show_COG=True\n", ")" ] }, { "cell_type": "code", "execution_count": 7, "id": "1d063de4-650d-4941-bab7-5833a4fda7c6", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "multiModulon.view_iModulon_activities(\n", " species=\"BL21\",\n", " component=\"Unique_1\",\n", " fig_size=(8, 3),\n", " font_path = \"/usr/share/fonts/truetype/msttcorefonts/Arial.ttf\",\n", " highlight_project = ['in_house_1', 'multi_ALE','pan_fur']\n", ")" ] }, { "cell_type": "code", "execution_count": 8, "id": "22ecbde6-7f84-40be-84d5-36a248915a95", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "multiModulon.view_iModulon_weights(\n", " species=\"BL21\",\n", " component=\"Unique_3\",\n", " fig_size=(6, 4),\n", " font_path = \"/usr/share/fonts/truetype/msttcorefonts/Arial.ttf\",\n", " show_COG=True\n", ")" ] }, { "cell_type": "code", "execution_count": 9, "id": "10633cc2-adcb-4f19-a0d6-7fd8b8a65172", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "multiModulon.view_iModulon_activities(\n", " species=\"BL21\",\n", " component=\"Unique_3\",\n", " fig_size=(8, 3),\n", " font_path = \"/usr/share/fonts/truetype/msttcorefonts/Arial.ttf\",\n", " highlight_project = ['in_house_2']\n", ")" ] }, { "cell_type": "markdown", "id": "66d3e0a6-5ac9-4939-ba84-365aea028001", "metadata": {}, "source": [ "### W3110" ] }, { "cell_type": "code", "execution_count": 10, "id": "96fbe459-78e5-4d8d-a64e-ff8181f7c0df", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "multiModulon.view_iModulon_weights(\n", " species=\"W3110\",\n", " component=\"Unique_2\",\n", " fig_size=(6, 4),\n", " font_path = \"/usr/share/fonts/truetype/msttcorefonts/Arial.ttf\",\n", " show_COG=True\n", ")" ] }, { "cell_type": "code", "execution_count": 11, "id": "0d1865c3-c29d-4158-b7da-402e4a8f0ab3", "metadata": {}, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "multiModulon.view_iModulon_activities(\n", " species=\"W3110\",\n", " component=\"Unique_2\",\n", " fig_size=(8, 3),\n", " font_path = \"/usr/share/fonts/truetype/msttcorefonts/Arial.ttf\"\n", ")" ] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:multimodulon_dev]", "language": "python", "name": "conda-env-multimodulon_dev-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.13" } }, "nbformat": 4, "nbformat_minor": 5 }