mirror of
https://github.com/ArthurDanjou/breast-cancer-detection.git
synced 2026-01-14 15:54:14 +01:00
766 lines
897 KiB
Plaintext
766 lines
897 KiB
Plaintext
{
|
|
"cells": [
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "8797cb42",
|
|
"metadata": {},
|
|
"source": [
|
|
"## First view of the data"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 1,
|
|
"id": "391c54d2",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"(116, 10)\n",
|
|
" Age BMI Glucose Insulin HOMA Leptin Adiponectin Resistin \\\n",
|
|
"0 48 23.500000 70 2.707 0.467409 8.8071 9.702400 7.99585 \n",
|
|
"1 83 20.690495 92 3.115 0.706897 8.8438 5.429285 4.06405 \n",
|
|
"2 82 23.124670 91 4.498 1.009651 17.9393 22.432040 9.27715 \n",
|
|
"3 68 21.367521 77 3.226 0.612725 9.8827 7.169560 12.76600 \n",
|
|
"4 86 21.111111 92 3.549 0.805386 6.6994 4.819240 10.57635 \n",
|
|
"\n",
|
|
" MCP.1 Classification \n",
|
|
"0 417.114 1 \n",
|
|
"1 468.786 1 \n",
|
|
"2 554.697 1 \n",
|
|
"3 928.220 1 \n",
|
|
"4 773.920 1 \n",
|
|
"<class 'pandas.core.frame.DataFrame'>\n",
|
|
"RangeIndex: 116 entries, 0 to 115\n",
|
|
"Data columns (total 10 columns):\n",
|
|
" # Column Non-Null Count Dtype \n",
|
|
"--- ------ -------------- ----- \n",
|
|
" 0 Age 116 non-null int64 \n",
|
|
" 1 BMI 116 non-null float64\n",
|
|
" 2 Glucose 116 non-null int64 \n",
|
|
" 3 Insulin 116 non-null float64\n",
|
|
" 4 HOMA 116 non-null float64\n",
|
|
" 5 Leptin 116 non-null float64\n",
|
|
" 6 Adiponectin 116 non-null float64\n",
|
|
" 7 Resistin 116 non-null float64\n",
|
|
" 8 MCP.1 116 non-null float64\n",
|
|
" 9 Classification 116 non-null int64 \n",
|
|
"dtypes: float64(7), int64(3)\n",
|
|
"memory usage: 9.2 KB\n",
|
|
"The features are : ['Age', 'BMI', 'Glucose', 'Insulin', 'HOMA', 'Leptin', 'Adiponectin', 'Resistin', 'MCP.1']\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 1200x800 with 12 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Import of the libraries\n",
|
|
"import pandas as pd\n",
|
|
"import numpy as np\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"import seaborn as sns\n",
|
|
"\n",
|
|
"# Load data\n",
|
|
"data = pd.read_csv('dataR2.csv')\n",
|
|
"\n",
|
|
"# View data\n",
|
|
"print(data.shape)\n",
|
|
"print(data.head())\n",
|
|
"data.info()\n",
|
|
"\n",
|
|
"# Separate features and targets\n",
|
|
"features = data.columns[:-1]\n",
|
|
"print(\"The features are :\", list(features))\n",
|
|
"target = 'Classification'\n",
|
|
"\n",
|
|
"# View the distribution of the features\n",
|
|
"data.hist(bins=50, figsize=(12, 8))\n",
|
|
"plt.suptitle(\"Barplot of the features\", fontsize=16)\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "a62b9137",
|
|
"metadata": {},
|
|
"source": [
|
|
"### The dataset\n",
|
|
"\n",
|
|
"The dataset has 116 observations on 9 explicative features and 1 target variable.\n",
|
|
"The features are continuous and have the following labels: `Age`, `BMI`, `Glucose`, `Insulin`, `HOMA`, `Leptin`, `Adiponectin`, `Resistin`, `MCP.1`.\n",
|
|
"The target variable is called `Classification` and takes the values 2 if the patient has breast cancer and 1 if the patient hasn't.\n",
|
|
"\n",
|
|
"There are no missing values.\n",
|
|
"\n",
|
|
"### Distribution of the variables\n",
|
|
"Certain variables have an **asymmetrical distribution** and extreme values, more specifically `Insulin`, `HOMA`, `Leptin`, `Adiponectin`, `Resistin` and `MCP.1`. We will transform and standardise the data.\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "9cb261cd",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Splitting dataset between target and features\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 2,
|
|
"id": "3eddff01",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"X = data.drop(columns='Classification')\n",
|
|
"y = data['Classification'].map({2: 1, 1: 0})\n",
|
|
"# Mapping : 1 = healthy patient (negative), 2 = sick patient(positive)\n",
|
|
"# We want : 0 = healthy patient (negative), 1 = sick patient(positive)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "50ffc678",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Visualisation of ouliers"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"id": "14be5c48",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "iVBORw0KGgoAAAANSUhEUgAABdEAAASdCAYAAACvuBWpAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdeVyUVf//8fcAsigC4sKSgrgripqmooaW5L5rLlniln3dSu3OwjTFNMw2rVzS21wK605L211Tqdsls4zSMjXcUrAkQVFQ4fz+8MfcTjAIio7L6/l4zCPnnHOd63OuGeY0n7muc1mMMUYAAAAAAAAAACAXJ0cHAAAAAAAAAADAzYokOgAAAAAAAAAAdpBEBwAAAAAAAADADpLoAAAAAAAAAADYQRIdAAAAAAAAAAA7SKIDAAAAAAAAAGAHSXQAAAAAAAAAAOwgiQ4AAAAAAAAAgB0k0QEAAAAAAAAAsIMkOgAAd7iKFSvKYrHkenh6eqpu3bqKjo7WyZMnHR3mVVm8eLEsFosGDBjg6FCQhwEDBshisWjx4sWODsWhjh07ppIlS6pTp06ODgU3wKJFi9SwYUOVKFHC+nl78OBBR4d1U7lZPhsiIyPl5eWlpKQkh8YBAAAcjyQ6AACQJDVr1kxRUVGKiorSI488oiZNmmjfvn2aPn26wsLC9Pvvvzs6RIebPHmyLBaLJk+e7OhQcBt56qmndPbsWb3wwguODuWGudYkacuWLWWxWLRp06Yijet6+/zzzzVo0CDt3r1b999/v/Uz19PT09Gh3TC30o+b06dP1+nTpxUdHe3oUAAAgIO5ODoAAABwcxgyZEiupEZSUpJatGih3377TePGjdOKFSscExxwm9qxY4eWLVumBx98UHXq1HF0OLjOli9fLkl6/fXX9eijjzo4mptXbGysnnnmGQUEBDg0joYNG6pjx45asmSJRo8erbp16zo0HgAA4DiciQ4AAOzy9/fXU089JUnasGGDg6MBbj8zZ86UJA0ePNixgeCGOHz4sCSpatWqDo7k5hYQEKAaNWrI29vb0aFo8ODBMsZo1qxZjg4FAAA4EEl0AACQL39/f0nSxYsX86w/e/aspk+frrvvvlslS5ZU8eLFFRoaqgkTJujvv/+2abtixQpZLBaVLVtWR48ezdXXmjVr5OzsLG9vb+3bt89afvnSDz/++KO6d++usmXLysPDQ2FhYZo1a5aysrIKPbZvv/1WvXr1UmBgoFxdXVWuXDl16tRJ69aty9XWYrEoJiZGkhQTE2OzfvzlZ/AfP35cTzzxhKpVqyZ3d3cVL15cFSpUUKtWrfTyyy8XOLaDBw/KYrGoYsWKunjxombMmKHQ0FB5eHioTJky6tWrl3799Ve74xo3bpwaNWokf39/ubq6ys/PT506ddL69evz3ObyJRZSUlI0evRoVa5cWW5ubmrZsmWB4z579qxmzpyp5s2bq1SpUnJzc1NwcLA6deqkZcuWFaiP06dPa8GCBerevbuqVq2qEiVKqESJEqpTp46effZZnTp1Ks/tCnvs169fr06dOsnPz0/FihVTqVKlVLVqVT388MOKj4/Pcx8bNmxQ9+7dFRAQYH3PdOvWTVu3bi3wMcqRnJysFStWKDAwUA888ECebT766CMNGTJEtWvXVqlSpeTu7q6QkBANGjRIe/fuzdU+PDxcFotF77//vt39vvnmm7JYLOrWrZu17GqPec49FQ4ePKiNGzeqdevWKlWqlDw8PHT33Xdr6dKlNu1z3tdLliyRJA0cONDmb+lKSyVt2rRJFotFmzdvliTdd999NtvnLA9z+d9PVlaWXn31VdWvX1+enp6yWCzW/vbs2aNJkyapWbNmuuuuu+Tq6qrSpUsrMjJSH3zwQb4xtGzZUhcuXNCLL75o/dssXbq0unfvrl9++cVmm5zPsI0bN+aK+59XABXmc+nyvhcvXqyff/5ZvXv3VkBAgJydna3H8/Llb7Zt26YOHTqodOnSKlmypFq0aKGvv/7a2t/q1avVqlUrlSpVSp6ennrggQf0/fff57nv9evXa9SoUapXr57KlCkjNzc3lS9fXr1799aOHTtyta9YsaIGDhwoSVqyZInNa3f558yVlvt5//331apVK/n6+lo/YwYNGqTffvstz/aFfZ9erkOHDipTpozee+89paSk2G0HAABucwYAANzRgoODjSSzaNGiPOsnTpxoJJnGjRvnqjt58qSpV6+ekWS8vLxM586dTY8ePUyZMmWMJBMSEmISExNtthk1apSRZJo3b24uXLhgLT969KgpW7askWT+85//2GwTFRVlJJlhw4YZd3d3U7FiRdO7d2/TunVr4+rqaiSZnj17muzsbJvtFi1aZCSZqKioXLHPnz/fODk5GUmmfv36pm/fvqZp06ZGkpFkJk+enCuGunXrGkmmbt26JioqyvpYsGCBMcaY48ePm8DAQCPJBAUFmS5dupjevXube++91/j6+hpvb287r0JuiYmJRpIJDg423bt3N8WKFTORkZGmT58+plKlSkaS8fT0NFu2bMm1batWrYyTk5OpU6eOad++vXnwwQfN3XffbR3bzJkzc22Tc6w6dOhgQkJCTKlSpUznzp3Ngw8+aPr161egmA8fPmxq1aplJJnixYubBx54wPTp08fce++9xtvb2wQHB+c6pnm9977++msjyZQtW9Y0b97c+lqXLl3aSDJVqlQxf/31l802hT32ixcvNhaLxVgsFtO4cWPTu3dv07lzZ3P33XcbZ2dn88QTT+Qa35NPPmkkGScnJ9OoUSPz4IMPmsaNGxuLxWKcnZ3N22+/XaDjlOPtt982kszDDz9st42zs7MpXry4adiwoenevbvp3Lmz9fUvUaKE+e9//2vT/q233jKSTJs2bez2mfNe+OSTT6xlV3PMjfnf58fEiRONxWIxDRo0MH369DFNmjSxvt9ee+01a/s///zTREVFmcqVKxtJplmzZjZ/SytXrsz3mP3yyy8mKirK+Pn5Wcd5+fZff/21MeZ/fz9BQUGmc+fOxtXV1bRq1cr07dvXhIWFWfsbPHiwkWRq1Khh2rRpY3r37m3Cw8Otnw1jxozJFcPGjRuNJNO0aVMTGRlpihcvbtq2bWt69OhhKlSoYCQZHx8fm8++BQsW2I075/PDmMJ/Lhnzv7+jRx991Li5uZmKFSuaXr16mU6dOpmXX37ZGGNMixYtjCTzr3/9y7i4uJj69eub3r17Wz+/3dzczH//+1/z5ptvGicnJ9O0aVPTq1cvU61aNetnzb59+3Ltu3LlysbV1dXUr1/fdO7c2XTv3t36GeDi4mJWrFhh0/7JJ580zZo1M5JM5cqVbV672NjYXGP652dDdna26d+/v7X/+++/3/Tp08caZ/Hixc2XX36ZK87Cvk//qWfPnkaSWbZsmd02AADg9kYSHQCAO1xeSfSsrCxz9OhR88Ybbxg3Nzfj7OxsPv3001zb9u7d25pgvzzBdvr0adOuXTtroulymZmZplGjRkaSefrpp40xxly4cME0b97cSDIjRozItZ+chIokM3z4cJvk+88//2xNvs+bN89mO3tJ9ISEBOPi4mIsFotZunSpTd0XX3xhTcyvXbvWpm7SpElGkpk0aVLuA2mMiYmJMZLM0KFDcyX0z58/b9avX5/ndnnJSQJKMmXKlDE//vijte7ixYvWHyOCg4NNRkZGrjEcO3YsV59btmwxXl5eplixYubo0aM2dTnHSpJp1aqVSU1NLXCsxlx6zzRs2NBIMq1btzYnTpywqT937pz5/PPPbcrsJcqOHDli1q9fb7KysmzK09PTrQm04cOH29QV9tiHhIQYSdak6+WSk5PN999/b1M2f/58azL58tfCGGM2b95sSpYsaVxdXc1vv/2Wqz97Hn74YSPJzJ49226b999/35w5c8amLDs728yePdtIMqGhoTbjTU1NNcWLFzdOTk65XmNjjPnxxx+NJOPn52fzd3Q1x9yY/31+FCtWLNdnRM57ytvb25w9e9amzt5rX1A5SeGNGzfmWX/530/58uXN3r1782y3adMmc+DAgVzlv/76qylfvryRZLZv325Tl5NEz0l0Hz9+3Fp37tw506ZNG+t7sTBxX+3n0uWfj88880yu1/Dy/VosFvPOO+/Y1I0dO9ZIMtWrVzeenp42fysXL140PXr0MJLMkCFDcvW7cuVKk5KSkme5i4uLKV26dK7XPr8fN/85pn++P+bOnWv9TPzhhx+s5dnZ2dbPZx8fn1yfP1f7Ps3x6quvGklm8ODBdmMGAAC3N5LoAADc4XKSC/Ye99xzj/nmm29ybXfo0CHj5ORkLBZLrqSiMZfOLHd3dzeScp0tm5iYaEqVKmUsFov5/PPPzbhx44wk06BBg1wJYWP+l1AJCAgw586dy1X/xhtvGEmmatWqNuX2kjU5Z5927949z2MycuRII8k88MADNuVXSqIPHz7cSDIfffRRnvWFcXkSMK8zxzMyMsxdd91lJJm4uLgC9xsdHZ1n4jbnWBUrVizPpOKVrFq1yvoanT59ukDbXE0iNT093bi4uJiyZcvalBf22BcvXrzAVwZkZWVZz3L/7rvv8mwzY8YMI8k8+eSTBerTGGNCQ0ONJPPVV18VeJvLhYeHG0lm9+7dNuWPPPKIkWReeOGFXNuMHj3aekZyQdk75sb87/Nj7NixeW5bo0YNI8nEx8fblN/IJPo/E9IFlXNW/1NPPWVTnpNEt1gsZteuXbm227Ztm5FkKlWqVKi4r/ZzKedYVqtWzVy8eDHPbXP2++CDD+aqO3nypPVY/XOsxhizc+dOI126sqgw+vbtayTl+vHsWpLoOVcwvP7667m2yc7ONmFhYUaSmTZtmk3d1b5Pc6xZs8b6owkAALgzuQgAAEBSs2bNVKVKFevzv/76SwkJCdqxY4fGjBmjuLg4m5vhxcfHKzs7W3fffbfCwsJy9XfXXXepTZs2+vjjj7Vx40Y1bdrUWlexYkUtXrxYXbt2Vd++fXX69Gl5e3vrgw8+kJubm90Ye/XqJXd391zlUVFRGjVqlPbt26djx44pMDAw37Fu2rRJknKtRZxj8ODBevPNN/X1118rKytLzs7O+faXo1GjRpozZ46eeeYZGWPUunVreXp6Fmjb/ERFReUqc3NzU+/evfXqq69q06ZNeuihh2zqT548qc8//1w///yz/v77b124cEGSrGvN57WetiTVr19flSpVKnSMq1evliQ99NBDRTJmSdqyZYu+/vprHT58WGfPnpUxRpLk6uqqP//8U3///bdKlSolqfDHvlGjRtq0aZP69++vJ554QvXr15eTU963C/rhhx907NgxVa5cWQ0aNMizTc56zlu2bCnw+JKTkyVJpUuXzrfd/v37tXr1au3fv1+nT5+2rv+fs/3evXtVq1Yta/uBAwfqnXfe0ZIlSxQdHW0tv3DhguLi4iRJgwYNynNfhTnml+vUqVOe/dWsWVO//vqr/vjjj3zHeD316NEj3/ozZ87oyy+/1A8//KC//vpL58+fl3RpjX3J/t9KUFCQ6tatm6u8Zs2aklToMV/r51LXrl2v+FnVvn37XGW+vr4qXbq0Tp48mWd9zuf+sWPH8uzz2LFj+vzzz/Xrr78qNTXVev+M3bt3S7p0/PLqt7COHj2qAwcOSMr7M9FisWjgwIEaM2aMNm7cqPHjx+dqc7Xv05y/0Zy/OQAAcOchiQ4AACRJQ4YMyZW8uXjxop577jnFxsaqRYsW2rt3r0qWLCnpfwmikJAQu31WrlzZpu3lOnfurCFDhmjBggWSpPnz518xeWtvXyVLlrQmgY4ePXrFJPqVYs+JOyMjQydPnlS5cuXy7S/HI488onXr1ikuLk49evSQs7OzatWqpebNm6tnz566//77C9TP5Xx8fOTj45NnXU78/7xJ64IFCzRmzBilp6fb7TctLS3P8ooVKxY6Rkk6dOiQJKlGjRpXtf3lTpw4oR49euibb77Jt11aWpo1oVvYYz9nzhx17NhR77zzjt555x2VLFlS99xzj+6//3498sgjCgoKsrb9/fffJUkHDhywuSllXv78888CjzM1NVWS5OXllWd9VlaWRo4cqbfeesuazM7LP1/Lli1bqlKlStq7d6+2bNli/QHrs88+059//qnGjRtbE705ruaYX+7y43W5nLFlZGTk2+/1Uq5cORUvXtxu/aeffqqBAwfq5MmTdtvY+1u50pgzMzMLEem1fy4V5G/XXsyenp46efJknvU5n/l5jScmJkbTpk2z/kiXF3vHr7Byjk/p0qXt/s3kN+dIV/8+zan/582yAQDAnSPv020AAAAkubi4aOrUqSpTpoyOHz+upUuXFlnfJ0+e1Jdffml9vm3btiLpN79k4/Xm5OSkd999V7t379aMGTPUsWNHHT9+XHPnzlWrVq3UuXNn61nERenyMe/cuVOPPfaYMjMz9eKLL2rPnj06c+aMsrOzZYzRW2+9lWuby3l4eBR5fIU1ZMgQffPNNwoPD9fatWuVnJys8+fPy1xailABAQGSbMdQ2GNfs2ZN7d27V59//rmefPJJ1a5dW19//bUmTJigqlWr6t1337W2zc7OliT5+/srKioq30eXLl0KPM6cH0fsJRlnzZqlefPmyc/PT8uWLdPBgwd17tw563Ho27dvruMgXTojN+cHscWLF1vLFy1aJOnSmer/dDXH/HL2zuJ3tPzez3/88Yd69+6tkydPaty4cfrxxx+VmpqqrKwsGWO0Zs0aSbfOmAvyt3ulmAszpo8++kiTJ0+Wm5ub3nrrLe3bt0/p6enWz5qcqyAc+Zn8T1f7muX84JXXD0gAAODOwJnoAAAgX05OTqpYsaL++usv/fLLL9byu+66S9L/ztLNS05dTtscxhg98sgjOnr0qLp27ar4+Hi99tpratmypTp37my3v8TExDzLT58+bT2TtHz58lcc01133aUDBw7o999/V+3ate3G7e7uLl9f3yv290+1atVSrVq19NRTT8kYo6+++koPPfSQPv30Uy1dujTPJKY9p06d0qlTp/I8G/3gwYOSbMe8fPlyGWM0atQojRs3Ltc2Ocu5FLWcMzx//fXXa+onPT1dX3zxhZycnPTFF1/kGnd6erqSkpLsbl+YY+/i4qL27dtbl5pIS0vTq6++qpiYGD322GPq1q2bSpQooQoVKki6dAbs5Unpa1WuXDn9+eefds+C/uCDDyRJb731Vp5/F/m9llFRUZo8ebL+85//aNasWUpLS9OXX34pDw8P9enTx6bttR7zW9Wnn36qc+fOqVu3bnrxxRdz1V+vvxV7rvfnUlHLeX9OmzZNQ4cOzVVf1McvZx45efKk0tLS8jwb3d6cc61y/kb9/PyKtF8AAHDruLlOnwAAADed7Oxsa7L28jWmIyIi5OTkpF27dunHH3/Mtd3x48et62Tfd999NnXTp0/Xl19+qZo1a+rdd9/VkiVLrGfP5iwLkpfly5fnuaTAO++8I0mqUqVKgZInOetX20uIvv3225Kke++9Vy4u/zvnwNXVVZKsa/4WhMViUatWraxrlu/atavA2+bIGd/lzp8/r//85z+S/jceSUpJSZEkBQcH59omIyNDH374YaH3XxBt27aVJL333nv5LiNzJTlnAnt5eeX5w8G7775b4DNbC3vsvby8NHnyZPn4+Ojs2bP67bffJEn33HOPypQpoz179ljXeS4Kd999tyRpz549edbn91ru3r073/EEBQWpVatWSktL00cffaR3331XFy9eVPfu3eXt7W3TtiiPeUFdzd9SUW4v5X98jTFatmzZVfd9Na72c8lR8jt+J06c0Lp16/Lc7mpfu/Lly1uXa8nrGBljrOX/nHOu1c8//yxJdu+JAAAAbn8k0QEAgF0XL17UhAkT9Ndff0mSzdmwQUFBevDBB2WM0WOPPWZzNm16erqGDh2qjIwMNW3a1OamovHx8Zo4caKKFy+u5cuXq0SJEurYsaOefPJJ/f333+rVq5fd9XWPHTumf/3rXzbLcvzyyy+aMmWKJGnMmDEFGtcTTzwhFxcXrVq1ymbZDklau3atdcmTf/3rXzZ1OWd820ukLl26VDt37sxVfvr0aetNA/NKOF3J888/b03iSJd+2Hj66ad19OhRVahQwebGiTlrXS9ZskSnT5+2lmdkZGj48OF2z+a/Vp07d1b9+vV17NgxPfjgg7nOrs7IyLBZvscePz8/lSpVSqdOncr148G2bdtsbpR5ucIc+7Nnz+rVV1/Nc/3yr7/+WqdOnZKzs7P19S5WrJgmTZokY4y6deuW57rhWVlZ+uqrrwq1LFFOom/r1q151ue8lrNnz7YuKSNd+oGqf//+V0xC5tw8dNGiRfku5XK1x/xaXOlv6XpvL/3v+K5YscJ6E1Hp0mv53HPPFeomsUXhaj+XHCXn+M2fP996M1bp0o8yUVFR1iVQ/inntbP341F+csb+/PPP2/x4a4zR1KlTtWvXLvn4+OjRRx8tdN/5yXkvXM19LQAAwG3CAACAO1pwcLCRZJo1a2aioqKsj44dO5oKFSoYSUaSefbZZ3Nt+9dff5m6desaScbb29t07drV9OzZ05QtW9ZIMiEhISYxMdHa/sSJEyYwMNBIMosWLbLp6/z586ZJkyZGkhk9erRNXVRUlJFk/u///s+4u7ubkJAQ06dPH9OmTRvj6upqJJlu3bqZ7Oxsm+0WLVpkJJmoqKhcsb/11lvGycnJSDJ33323eeihh0yzZs2MxWIxkszkyZNzbZOUlGRKlChhPV4DBgwwgwcPNm+//bYxxpguXboYSSYwMNC0b9/e9OvXz7Rv3954e3sbSaZ27domLS2tQK9LYmKikWSCgoJMt27dTLFixcwDDzxg+vTpYypXrmwkmRIlSpivv/7aZru///7b+pqWLl3adO3a1fTo0cOUK1fOlCxZ0jzxxBN5HpP8jlVBHTx40FSvXt1IMsWLFzetW7c2ffv2NREREcbb29sEBwfbtM95Xf/5Xnjttdes77vGjRubvn37Wl+bRx55xDq+y99bhTn2f//9t5FknJycTN26dU3Pnj1N3759TXh4uPX1f+6553KN76mnnrLGFRoaarp06WL69OljWrZsaXx8fIwkM3fu3AIfr6SkJFOsWDETEBBgLl68mKt+27Zt1vd3lSpVTK9evUzbtm2Nh4eHCQ0NNd26dcvz+OU4d+6cKVWqlDXmihUr5vobuZZjboyxW57D3mv8448/GicnJ+Pk5GQiIyPNwIEDzeDBg83HH398pcNmjDHms88+M5KMq6ur6dixoxk0aJAZPHiw+e9//2uM+d/fzz/fc5e7cOGCadCggZFkPD09TYcOHUyvXr1McHCwKVasmHn66aeNJNOiRQub7TZu3Jhn+eVyjuU/tWjRwkgyGzduzHO7q/lcsneMC7PfK72OeY3n999/t77v77rrLtOjRw/TuXNn4+3tbQICAsygQYOMJDNp0iSb7TIzM63zQP369U3//v3N4MGDzYwZM644puzsbPPII48YScbFxcW0atXK9O3b1/q54+HhYb744otCjy+/Y3j+/HlTpkwZ4+7ubk6ePJnn9gAA4PZHEh0AgDtcTnLhnw9XV1cTHBxsevfubTfxYowx6enpJjY21tSrV88UL17cuLu7m5o1a5rx48eblJQUa7usrCzTunXrfBO1hw4dMr6+vkaSWblypbX88gTH999/bzp16mRKly5t3NzcTGhoqHn11VfNhQsXcvV3pcTwtm3bTM+ePY2/v79xcXExpUuXNh06dDBr1661O974+HgTGRlpSpUqZU125fQfHx9vRo8ebRo1amT8/f2Nq6ur8ff3N+Hh4eaNN94wZ86csdvvP12eBLxw4YKZNm2aqVGjhnFzczO+vr6mR48eZvfu3Xlu++eff5rhw4ebypUrGzc3NxMYGGgefvhhs2/fPrvHpCiS6MYYc/r0afPiiy+ae+65x5QsWdK4ubmZ4OBg07lzZ/P+++/btM0vcbVq1SrTtGlT4+PjYzw9PU3Dhg3NnDlzTHZ2dp4JscIc+wsXLph58+aZvn37mho1ahhvb2/j4eFhKleubHr06GE2bNhgd3z//e9/Tb9+/UxwcLBxc3MzJUuWNNWqVTNdu3Y1//73v23e8wXx0EMPGUl5Jv6MMSYhIcF07tzZBAQEGHd3d1O1alUzbtw4k5aWVqDk6fDhw61/0/9MZv5TYY+5MdeWnFy5cqVp1qyZKVmypDVJfKUYL7dgwQJz9913m+LFi1vHmLOfgiTRjbn0fh0/frypXr26cXd3N+XKlTNdu3Y13333nd1k+fVMohtT+M8lRyXRjbl0nPv162eCgoKsf+v/93//Z5KSksykSZPsvqY//fST6dy5sylbtqz1c/Ty43mlMS1btsz641WxYsVMhQoVzIABA8yvv/56VePLb38fffSRkWQGDhyY57YAAODOYDHmJrpdOgAAQB4GDBigJUuWaNGiRRowYICjw7khDh48qJCQEAUHB1vXpMftZ8eOHWrUqJG6d+9+3darB3D1OnXqpM8//1zff/+96tWr5+hwAACAg7AmOgAAAOAg99xzjx566CGtXLlSCQkJjg4HwGV27Nihzz77TFFRUSTQAQC4w5FEBwAAABxoxowZKl68uMaPH+/oUABcJjo6WiVLllRsbKyjQwEAAA7m4ugAAAAAgDvZXXfdpTNnzjg6DAD/sH79ekeHAAAAbhKsiQ4AAAAAAAAAgB0s5wIAAAAAAAAAgB0k0QEAAAAAAAAAsIMkOgAAAAAAAAAAdpBEBwAAAAAAAADADpLoAAAAAAAAAADYQRIdAAAAAAAAAAA7SKIDAAAAAAAAAGAHSXQAAAAAAAAAAOwgiQ4AAAAAAAAAgB0k0QEAAAAAAAAAsIMkOgAAAAAAAAAAdpBEBwAAAAAAAADADpLoAAAAAAAAAADYQRIdAAAAAAAAAAA7SKIDAAAAAAAAAGAHSXQAAAAAAAAAAOwgiQ4AAAAAAAAAgB0k0QEAAAAAAAAAsIMkOgAAAAAAAAAAdpBEBwAAAAAAAADADpLoAAAAAAAAAADYQRIdAAAAAAAAAAA7SKIDAAAAAAAAAGAHSXQAAAAAAAAAAOwgiQ4AAAAAAAAAgB0k0QEAAAAAAAAAsIMkOgAAAAAAAAAAdpBEBwAAAAAAAADADpLoAAAAAAAAAADYQRIdAAAAAAAAAAA7SKIDAAAAAAAAAGAHSXQAAAAAAAAAAOwgiQ4AAAAAAAAAgB0k0QEAAAAAAAAAsIMkOgAAAAAAAAAAdpBEBwAAAAAAAADADpLoAAAAAAAAAADYQRIdAAAAAAAAAAA7SKIDAAAAAAAAAGAHSXQAAAAAAAAAAOwgiQ4AAAAAAAAAgB0k0YHbmMVi0eTJkx22/wEDBqhixYoO2z8AALcL5nQAAByLufjmiAFwFJLowFVYvHixLBaLzaNcuXK677779OWXXzo6vGu2Z88eTZ48WQcPHnR0KHaNGzdOFotFvXv3dnQoAIBbGHO6Y0yePNnmmDs5OSkgIEAdO3bUtm3bbNoePHjQ2m7q1Kl59tevXz9ZLBZ5enralLds2VK1a9e+buMAAFw75mLHSkhI0MCBAxUSEiJ3d3d5enqqXr16GjdunH7//XdHhwfcNFwcHQBwK5syZYpCQkJkjFFycrIWL16s9u3b69NPP1XHjh0dHd5V27Nnj2JiYtSyZcub8ldmY4zee+89VaxYUZ9++qlOnz6tkiVLOjosAMAtjDndMebOnStPT09lZ2fryJEjWrBggSIiIvTtt9+qXr16Nm3d3d313nvvacKECTbl6enp+vjjj+Xu7n4DIwcAFDXm4htvwYIFGjZsmMqUKaN+/fqpRo0aunjxon7++WctXbpUM2fO1Llz5+Ts7OzoUAGHI4kOXIN27dqpYcOG1ueDBw+Wn5+f3nvvvVt6kr/Zbdq0SUePHtVXX32lNm3a6KOPPlJUVJSjwwIA3MKY0x2jZ8+eKlOmjPV5165dVbt2bS1fvjxXEr19+/b66KOP9OOPP6pu3brW8o8//ljnz59X27Zt9dVXX92o0AEARYy5+MbasmWLhg0bpmbNmumzzz7LdWLaK6+8omnTpjkoOuDmw3IuQBHy8fGRh4eHXFxsf59KT0/Xk08+qQoVKsjNzU3Vq1fXyy+/LGOMJOncuXOqUaOGatSooXPnzlm3S0lJUUBAgJo2baqsrCxJl9Yg8/T01O+//642bdqoRIkSCgwM1JQpU6z95eeHH35Qu3bt5OXlJU9PT7Vq1crmsunFixfrwQcflCTdd9991svpNm3alG+/q1atUu3ateXu7q7atWtr5cqVebbLzs7WzJkzFRoaKnd3d/n5+emxxx7T33//fcXYc8TFxalWrVq67777FBkZqbi4uDzbHTp0SJ07d1aJEiVUrlw5jRkzRmvWrMlzPNu3b1fbtm3l7e2t4sWLq0WLFvrvf/9b4JgAALcX5vQbM6f/k7+/vyTlOu6SFB4erpCQEC1btsymPC4uTm3btpWvr+9V7xcAcPNhLr6+c3FMTIwsFovi4uLyvLLb3d1dzz//fL5noW/atCnP8eQsxbZ48WKb8l9//VW9evVS2bJl5eHhoerVq+vZZ5+1aXOlYypJFy5cUExMjKpWrSp3d3eVLl1azZs317p163Ltr2fPnvL19ZW7u7saNmyoTz755IrHBsgLSXTgGqSmpuqvv/7Sn3/+qd27d2vYsGE6c+aMHn74YWsbY4w6d+6s1157TW3bttWrr76q6tWr66mnntLYsWMlSR4eHlqyZIn2799vM4GMGDFCqampWrx4sc3ElZWVpbZt28rPz08zZsxQgwYNNGnSJE2aNCnfeHfv3q17771XP/74o8aNG6eJEycqMTFRLVu21Pbt2yVJERERevzxxyVJ48eP1zvvvKN33nlHNWvWtNvv2rVr1aNHD1ksFsXGxqpr164aOHCgvvvuu1xtH3vsMT311FNq1qyZZs2apYEDByouLk5t2rTRhQsXrnjMMzMz9eGHH6pv376SpL59++qrr75SUlKSTbv09HTdf//9Wr9+vR5//HE9++yz2rJli55++ulcfX711VeKiIhQWlqaJk2apBdeeEGnTp3S/fffr2+//faKMQEAbn3M6ZfcyDldupTQ+Ouvv3TixAn98MMPevTRR+Xu7q5evXrl2b5v3756//33rYmNv/76S2vXrtVDDz1UoP0BAG5ezMWX3Ii5+OzZs/rqq6/UsmVLlS9fPt9xFpWEhAQ1btxYX331lR599FHNmjVLXbt21aeffmptU5BjKl26t0pMTIzuu+8+vfnmm3r22WcVFBSk77//3qavJk2a6JdfftEzzzyjV155RSVKlFDXrl3t/igB5MsAKLRFixYZSbkebm5uZvHixTZtV61aZSSZqVOn2pT37NnTWCwWs3//fmtZdHS0cXJyMvHx8Wb58uVGkpk5c6bNdlFRUUaSGTVqlLUsOzvbdOjQwbi6upo///zTWi7JTJo0yfq8a9euxtXV1Rw4cMBaduzYMVOyZEkTERFhLcvZ98aNGwt0POrVq2cCAgLMqVOnrGVr1641kkxwcLC17OuvvzaSTFxcnM32q1evzrM8LytWrDCSzL59+4wxxqSlpRl3d3fz2muv2bR75ZVXjCSzatUqa9m5c+dMjRo1bMaWnZ1tqlatatq0aWOys7Otbc+ePWtCQkLMAw88UKBjAAC4NTGn27pRc/qkSZPyPO4+Pj5m9erVNm0TExONJPPSSy+Zn3/+2UgyX3/9tTHGmNmzZxtPT0+Tnp5uoqKiTIkSJWy2bdGihQkNDS3Q2AEAjsFcbOtGzMU//vijkWRGjx6dq+7kyZPmzz//tD4yMzOtdVFRUTYxbNy4Mc+x5czdixYtspZFRESYkiVLmkOHDtm0vfx7eEGPad26dU2HDh3sjs8YY1q1amXq1KljMjIybPbVtGlTU7Vq1Xy3BfLCmejANZg9e7bWrVundevW6d1339V9992nIUOG6KOPPrK2+eKLL+Ts7Gz99TnHk08+KWOMzd3GJ0+erNDQUEVFRWn48OFq0aJFru1yjBw50vpvi8WikSNH6vz581q/fn2e7bOysrR27Vp17dpVlSpVspYHBATooYce0jfffKO0tLRCH4Pjx49r165dioqKkre3t7X8gQceUK1atWzaLl++XN7e3nrggQf0119/WR8NGjSQp6enNm7ceMX9xcXFqWHDhqpSpYokqWTJkurQoUOuJV1Wr16tu+66S507d7aWubu769FHH7Vpt2vXLu3bt08PPfSQTp48aY0pPT1drVq1Unx8vLKzswt9XAAAtxbm9Bs/p0vShx9+qHXr1mnt2rVatGiRqlWrph49emjLli15tg8NDVVYWJjee+89SdKyZcvUpUsXFS9evNDjBQDcXJiLb9xcnBObp6dnrrpKlSqpbNmy1kdRLH/y559/Kj4+XoMGDVJQUJBNncVikVS4Y+rj46Pdu3dr3759ee4vJSVFX331lXr16qXTp09bj83JkyfVpk0b7du3T3/88cc1jwt3Fm4sClyDRo0a2dz4pG/fvqpfv75Gjhypjh07ytXVVYcOHVJgYGCuNcZyLt86dOiQtczV1VVvv/227rnnHrm7u2vRokXWCeVyTk5ONpOKJFWrVk3SpbXH8vLnn3/q7Nmzql69eq66mjVrKjs7W0eOHFFoaGjBBv//5cRftWrVXHXVq1e3uZxq3759Sk1NVbly5fLs68SJE/nu69SpU/riiy80cuRI7d+/31rerFkzffjhh/rtt9+sx+HQoUOqXLlyruOXk3y/PCZJ+d6YNDU1VaVKlco3NgDArY05/cbO6TkiIiJsbizas2dPVa1aVaNGjdLOnTvz3Oahhx7SK6+8ojFjxmjLli0aP358gfYFALi5MRffuLk45/idOXMmV93HH3+sCxcu6Mcff9S//vWvQsVvz++//y5Jql27tt02hTmmU6ZMUZcuXVStWjXVrl1bbdu21SOPPKKwsDBJ0v79+2WM0cSJEzVx4sQ893fixAndddddRTA63ClIogNFyMnJSffdd59mzZqlffv2FXrClKQ1a9ZIkjIyMrRv3z6FhIQUdZgOk52drXLlytm9EWjZsmXz3X758uXKzMzUK6+8oldeeSVXfVxcnGJiYgodkyS99NJLqlevXp5t8vp1HgBwe2NOz9+1zun2eHp6qnHjxvr444+Vnp6uEiVK5GrTt29fRUdH69FHH1Xp0qXVunXrq9oXAODmxlycv2uZi6tUqSIXFxf9/PPPuepatGghKe+bfP9TXj9KSLLeuPV6iYiI0IEDB/Txxx9r7dq1+ve//63XXntN8+bN05AhQ6zf8//1r3+pTZs2efbxzxPsgCshiQ4UsYsXL0r63y+6wcHBWr9+vU6fPm3za/mvv/5qrc+RkJCgKVOmaODAgdq1a5eGDBmin376yeYyLunSZPn7779bfx2XpN9++02SVLFixTzjKlu2rIoXL669e/fmqvv111/l5OSkChUqSLI/EeYlJ/68LqP6574qV66s9evXq1mzZvLw8CjwPnLExcWpdu3aed7g5a233tKyZcusSfTg4GDt2bNHxhib8Vx+BntOTJLk5eWlyMjIQscEALh9Maf/T1HP6fm5/LjnlUQPCgpSs2bNtGnTJg0bNqxAX/IBALcm5uL/Kcq5uESJEmrZsqU2b96sP/7446rPyM65YvvUqVM25ZdfESDJeqZ/Xkn7HIU5ppLk6+urgQMHauDAgTpz5owiIiI0efJkDRkyxLq/YsWK8T0fRYY10YEidOHCBa1du1aurq7Wy8nat2+vrKwsvfnmmzZtX3vtNVksFrVr18667YABAxQYGKhZs2Zp8eLFSk5O1pgxY/Lc1+X9GWP05ptvqlixYmrVqlWe7Z2dndW6dWt9/PHHNpekJScna9myZWrevLm8vLwkyfqF9Z8TYV4CAgJUr149LVmyRKmpqdbydevWac+ePTZte/XqpaysLD3//PO5+rl48WK++zty5Iji4+PVq1cv9ezZM9dj4MCB2r9/v/WO3W3atNEff/xhs35bRkaGFixYYNNvgwYNVLlyZb388st5Xsr2559/XvEYAABuP8zp129Oz09KSoq2bNkif39/u5enS9LUqVM1adIkjRo16qr2AwC4+TEXX9+5+LnnnlNWVpYefvjhPL8LG2OuGG9wcLCcnZ0VHx9vUz5nzhyb52XLllVERITefvttHT58OM/9FOaYnjx50qYPT09PValSRZmZmZKkcuXKqWXLlnrrrbd0/PjxXHHzPR9Xg9M2gGvw5ZdfWn/xPnHihJYtW6Z9+/bpmWeesX64d+rUSffdd5+effZZHTx4UHXr1tXatWv18ccfa/To0dYzoadOnapdu3Zpw4YNKlmypMLCwvTcc89pwoQJ6tmzp9q3b2/dr7u7u1avXq2oqCg1btxYX375pT7//HONHz8+30u2pk6dqnXr1ql58+YaPny4XFxc9NZbbykzM1MzZsywtqtXr56cnZ314osvKjU1VW5ubrr//vvtfpmNjY1Vhw4d1Lx5cw0aNEgpKSl64403FBoaajMZt2jRQo899phiY2O1a9cutW7dWsWKFdO+ffu0fPlyzZo1Sz179sxzH8uWLZMxxuZGoZdr3769XFxcFBcXp8aNG+uxxx7Tm2++qb59++qJJ55QQECA4uLi5O7uLul/ZwM4OTnp3//+t9q1a6fQ0FANHDhQd911l/744w9t3LhRXl5e+vTTT+0eUwDA7YE5/ZIbMadfbsWKFfL09JQxRseOHdPChQv1999/a968efmeudeiRQvr5eYAgNsDc/ElN2ouvvfee/Xmm29q1KhRqlq1qvr166caNWro/Pnz+u233xQXFydXV1f5+/vb7cPb21sPPvig3njjDVksFlWuXFmfffZZnuuxv/7662revLnuvvtuDR06VCEhITp48KA+//xz7dq1q1DHtFatWmrZsqUaNGggX19ffffdd1qxYoXNDWJnz56t5s2bq06dOnr00UdVqVIlJScna+vWrTp69Kh+/PFHu+MC8mQAFNqiRYuMJJuHu7u7qVevnpk7d67Jzs62aX/69GkzZswYExgYaIoVK2aqVq1qXnrpJWu7nTt3GhcXFzNq1Cib7S5evGjuueceExgYaP7++29jjDFRUVGmRIkS5sCBA6Z169amePHixs/Pz0yaNMlkZWXZbC/JTJo0yabs+++/N23atDGenp6mePHi5r777jNbtmzJNcYFCxaYSpUqGWdnZyPJbNy4Md9j8uGHH5qaNWsaNzc3U6tWLfPRRx+ZqKgoExwcnKvt/PnzTYMGDYyHh4cpWbKkqVOnjhk3bpw5duyY3f7r1KljgoKC8o2hZcuWply5cubChQvGGGN+//1306FDB+Ph4WHKli1rnnzySfPhhx8aSWbbtm022/7www+me/fupnTp0sbNzc0EBwebXr16mQ0bNuS7TwDArY05PbfrPacbY8ykSZNyHfcSJUqY8PBw88EHH9i0TUxMNJLMSy+9lG+fOcfzci1atDChoaH5bgcAcCzm4txuxFyc44cffjD9+/c3QUFBxtXV1ZQoUcKEhYWZJ5980uzfv9+mbV4x/Pnnn6ZHjx6mePHiplSpUuaxxx4zP//8s5FkFi1aZNP2559/Nt26dTM+Pj7G3d3dVK9e3UycONGmTUGO6dSpU02jRo2Mj4+P8fDwMDVq1DDTpk0z58+ft2l34MAB079/f+Pv72+KFStm7rrrLtOxY0ezYsWKAh0b4HIWYwpwfQaAm8aAAQO0YsWKPC+3wpXNnDlTY8aM0dGjR7kTNwDAoZjTAQBwLOZiAAXFmugAblvnzp2zeZ6RkaG33npLVatWJYEOAAAAAACAAmFNdAC3re7duysoKEj16tVTamqq3n33Xf3666+Ki4tzdGgAAAAAAAC4RZBEB3DbatOmjf79738rLi5OWVlZqlWrlt5//3317t3b0aEBAAAAAADgFsGa6AAAAAAAAAAA2MGa6AAAAAAAAAAA2EESHQAAAAAAAAAAO277NdGzs7N17NgxlSxZUhaLxdHhAADuYMYYnT59WoGBgXJy4nfswmJOBwDcLJjTrw1zOgDgZlHQOf22T6IfO3ZMFSpUcHQYAABYHTlyROXLl3d0GLcc5nQAwM2GOf3qMKcDAG42V5rTb/skesmSJSVdOhBeXl4OjgYAcCdLS0tThQoVrHMTCoc5HQBws2BOvzbM6QCAm0VB5/TbPomec2mYl5cXkzMA4KbAZctXhzkdAHCzYU6/OszpAICbzZXmdBZvAwAAAAAAAADADpLoAAAAAAAAAADY4dAk+unTpzV69GgFBwfLw8NDTZs21Y4dO6z1xhg999xzCggIkIeHhyIjI7Vv3z4HRgwAAAAAAAAAuJM4NIk+ZMgQrVu3Tu+8845++ukntW7dWpGRkfrjjz8kSTNmzNDrr7+uefPmafv27SpRooTatGmjjIwMR4YNAAAAAAAAALhDOCyJfu7cOX344YeaMWOGIiIiVKVKFU2ePFlVqlTR3LlzZYzRzJkzNWHCBHXp0kVhYWFaunSpjh07plWrVjkqbAAAAAAAAADAHcRhSfSLFy8qKytL7u7uNuUeHh765ptvlJiYqKSkJEVGRlrrvL291bhxY23dutVuv5mZmUpLS7N5AAAAAAAAAABwNRyWRC9ZsqTCw8P1/PPP69ixY8rKytK7776rrVu36vjx40pKSpIk+fn52Wzn5+dnrctLbGysvL29rY8KFSpc13EAAAAAAAAAwOWysrL0ww8/aMOGDfrhhx+UlZXl6JBwDVwcufN33nlHgwYN0l133SVnZ2fdfffd6tu3r3bu3HnVfUZHR2vs2LHW52lpaSTSAQAAAAAAANwQ8fHxmjNnjs2JwP7+/ho+fLgiIiIcGBmulkNvLFq5cmVt3rxZZ86c0ZEjR/Ttt9/qwoULqlSpkvz9/SVJycnJNtskJydb6/Li5uYmLy8vmwcAAAAAAHe62NhY3XPPPSpZsqTKlSunrl27au/evTZtMjIyNGLECJUuXVqenp7q0aNHru/lhw8fVocOHVS8eHGVK1dOTz31lC5evHgjhwIAN634+HhNmjRJlSpV0uzZs/XFF19o9uzZqlSpkiZNmqT4+HhHh4ir4NAkeo4SJUooICBAf//9t9asWaMuXbooJCRE/v7+2rBhg7VdWlqatm/frvDwcAdGCwAAAADArWfz5s0aMWKEtm3bpnXr1unChQtq3bq10tPTrW3GjBmjTz/9VMuXL9fmzZt17Ngxde/e3VqflZWlDh066Pz589qyZYuWLFmixYsX67nnnnPEkADgppKVlaU5c+YoPDxcMTExOn/+vLZu3arz588rJiZG4eHhmjt3Lku73IIcupzLmjVrZIxR9erVtX//fj311FOqUaOGBg4cKIvFotGjR2vq1KmqWrWqQkJCNHHiRAUGBqpr166ODPuWkZGRocOHDzs6jNtOUFBQrhviAgBwPTGnXx/M6QDuNKtXr7Z5vnjxYpUrV047d+5URESEUlNTtXDhQi1btkz333+/JGnRokWqWbOmtm3bpiZNmmjt2rXas2eP1q9fLz8/P9WrV0/PP/+8nn76aU2ePFmurq6OGBoA3BQSEhKUlJSkTp066ZFHHsm1nEunTp20ZcsWJSQkqH79+g6MFIXl0CR6amqqoqOjdfToUfn6+qpHjx6aNm2aihUrJkkaN26c0tPTNXToUJ06dUrNmzfX6tWr+bJTQIcPH9bQoUMdHcZtZ/78+apWrZqjwwAA3EGY068P5nQAd7rU1FRJkq+vryRp586dunDhgiIjI61tatSooaCgIG3dulVNmjTR1q1bVadOHfn5+VnbtGnTRsOGDdPu3bvzTAplZmYqMzPT+jwtLe16DQkAHColJUWS9O9//1vh4eGaOHGiQkJClJiYqLi4OP373/+2aYdbh0OT6L169VKvXr3s1lssFk2ZMkVTpky5gVHdPoKCgjR//nxHh3FFhw4d0rRp0/Tss88qODjY0eFcUVBQkKNDAADcYZjTrw/mdAB3suzsbI0ePVrNmjVT7dq1JUlJSUlydXWVj4+PTVs/Pz/r2ZRJSUk2CfSc+py6vMTGxiomJqaIRwAAN5+cz8/atWtr6tSpcnK6tJJ2aGiopk6dqieeeEI//fRTrs9Z3PwcmkTH9eXu7n5LnV0VHBx8S8ULAMCNwpwOAChqI0aM0M8//6xvvvnmuu8rOjpaY8eOtT5PS0tThQoVrvt+AQAoKjfFjUUBAAAAAMCNMXLkSH322WfauHGjypcvby339/fX+fPnderUKZv2ycnJ8vf3t7ZJTk7OVZ9Tlxc3Nzd5eXnZPADgdpTz+fnTTz9pwoQJ2r17t86ePavdu3drwoQJ+umnn2za4dZBEh0AAAAAgDuAMUYjR47UypUr9dVXXykkJMSmvkGDBipWrJg2bNhgLdu7d68OHz6s8PBwSVJ4eLh++uknnThxwtpm3bp18vLyUq1atW7MQADgJpVzj4lHH31UBw4c0IgRI9S+fXuNGDFCv//+u4YMGWLTDrcOlnMBAAAAAOAOMGLECC1btkwff/yxSpYsaV3D3NvbWx4eHvL29tbgwYM1duxY+fr6ysvLS6NGjVJ4eLiaNGkiSWrdurVq1aqlRx55RDNmzFBSUpImTJigESNGyM3NzZHDAwCHCwsLk7+/v+Lj43PVGWP09ddfKyAgQGFhYQ6IDteCM9EBAAAAALgDzJ07V6mpqWrZsqUCAgKsj//85z/WNq+99po6duyoHj16KCIiQv7+/vroo4+s9c7Ozvrss8/k7Oys8PBwPfzww+rfv7+mTJniiCEBwE3F2dlZLVu21N69e3X+/Hk9+eSTWrFihZ588kmdP39ee/fuVYsWLeTs7OzoUFFInIkOAAAAAMAdwBhzxTbu7u6aPXu2Zs+ebbdNcHCwvvjii6IMDQBuC1lZWdq0aZOqV6+u1NRUvfLKK9a6gIAAVa9eXZs3b9ajjz5KIv0WQxIdAAAAAAAAAK5RQkKCkpKSNHHiRNWoUUMJCQlKSUmRr6+vwsLC9Ouvv2rEiBFKSEhQ/fr1HR0uCoHlXAAAgNXcuXMVFhYmLy8veXl5KTw8XF9++aUk6eDBg7JYLHk+li9fbrfPAQMG5Grftm3bGzUkAAAAALghUlJSJEkhISFydnZW/fr11apVK9WvX1/Ozs7WGzrntMOtgzPRAQCAVfny5TV9+nRVrVpVxhgtWbJEXbp00Q8//KAaNWro+PHjNu3nz5+vl156Se3atcu337Zt22rRokXW59x4DAAAAMDtxtfXV5KUmJio0NDQXPWJiYk27XDrIIkOAFeQkZGhw4cPOzqM205QUJDc3d0dHQb+oVOnTjbPp02bprlz52rbtm0KDQ2Vv7+/Tf3KlSvVq1cveXp65tuvm5tbrm0BAAAA4HYSFhYmf39/xcXFaerUqXJy+t8iINnZ2YqLi1NAQIDCwsIcGCWuBkl0ALiCw4cPa+jQoY4O47Yzf/58VatWzdFhIB9ZWVlavny50tPTFR4enqt+586d2rVrV743HsuxadMmlStXTqVKldL999+vqVOnqnTp0tcjbAAAAABwCGdnZw0fPlyTJk3ShAkT1K9fP4WEhCgxMVFxcXHaunWrYmJiuKnoLYgkOgBcQVBQkObPn+/oMK7o0KFDmjZtmp599lkFBwc7OpwrCgoKcnQIsOOnn35SeHi4MjIy5OnpqZUrV6pWrVq52i1cuFA1a9ZU06ZN8+2vbdu26t69u0JCQnTgwAGNHz9e7dq109atW/P9n8fMzExlZmZan6elpV39oAAAAADgBoiIiFBMTIzmzJmjESNGWMsDAgIUExOjiIgIB0aHq0USHQCuwN3d/ZY6Yzo4OPiWihc3n+rVq2vXrl1KTU3VihUrFBUVpc2bN9sk0s+dO6dly5Zp4sSJV+yvT58+1n/XqVNHYWFhqly5sjZt2qRWrVrZ3S42NlYxMTHXNhgAAAAAuMEiIiLUrFkzJSQkKCUlRb6+vgoLC+MM9FuY05WbAACAO4mrq6uqVKmiBg0aKDY2VnXr1tWsWbNs2qxYsUJnz55V//79C91/pUqVVKZMGe3fvz/fdtHR0UpNTbU+jhw5Uuh9AQAAAIAjODs7q379+mrVqpXq169PAv0Wx5noAAAgX9nZ2TbLqkiXlnLp3LmzypYtW+j+jh49qpMnTyogICDfdm5ubnJzcyt0/wAAAAAAFCXORAcAAFbR0dGKj4/XwYMH9dNPPyk6OlqbNm1Sv379rG3279+v+Ph4DRkyJM8+atSooZUrV0qSzpw5o6eeekrbtm3TwYMHtWHDBnXp0kVVqlRRmzZtbsiYAAAAAAC4FpyJDgAArE6cOKH+/fvr+PHj8vb2VlhYmNasWaMHHnjA2ubtt99W+fLl1bp16zz72Lt3r1JTUyVduoQxISFBS5Ys0alTpxQYGKjWrVvr+eef5yxzADdcRkaGDh8+7OgwbjtBQUFyd3d3dBgAAADXDUl0AABgtXDhwiu2eeGFF/TCCy/YrTfGWP/t4eGhNWvWFElsAHCtDh8+rKFDhzo6jNvO/Pnzuak5AAC4rZFEBwAAAHBHCAoK0vz58x0dxhUdOnRI06ZN07PPPqvg4GBHh3NFQUFBjg4BAADguiKJDgAAAOCO4O7ufkudMR0cHHxLxQsAAHC74saiAAAAAAAAAADYQRIdAAAAAAAAAAA7SKIDAAAAAAAAAGAHSXQAAAAAAAAAAOwgiQ4AAAAAAAAAgB0k0QEAAAAAAAAAsIMkOgAAAAAAAAAAdpBEBwAAAAAAAADADpLoAAAAAAAAAADYQRIdAAAAAAAAAAA7HJpEz8rK0sSJExUSEiIPDw9VrlxZzz//vIwx1jbGGD333HMKCAiQh4eHIiMjtW/fPgdGDQAAAAAAAAC4Uzg0if7iiy9q7ty5evPNN/XLL7/oxRdf1IwZM/TGG29Y28yYMUOvv/665s2bp+3bt6tEiRJq06aNMjIyHBg5AAAAAAAAAOBO4NAk+pYtW9SlSxd16NBBFStWVM+ePdW6dWt9++23ki6dhT5z5kxNmDBBXbp0UVhYmJYuXapjx45p1apVjgwdAAAAAIBbSnx8vDp16qTAwEBZLJZc36vPnDmjkSNHqnz58vLw8FCtWrU0b948mzYZGRkaMWKESpcuLU9PT/Xo0UPJyck3cBQAANx4Dk2iN23aVBs2bNBvv/0mSfrxxx/1zTffqF27dpKkxMREJSUlKTIy0rqNt7e3GjdurK1bt+bZZ2ZmptLS0mweAAAAAADc6dLT01W3bl3Nnj07z/qxY8dq9erVevfdd/XLL79o9OjRGjlypD755BNrmzFjxujTTz/V8uXLtXnzZh07dkzdu3e/UUMAAMAhXBy582eeeUZpaWmqUaOGnJ2dlZWVpWnTpqlfv36SpKSkJEmSn5+fzXZ+fn7Wun+KjY1VTEzM9Q0cAAAAAIBbTLt27awnreVly5YtioqKUsuWLSVJQ4cO1VtvvaVvv/1WnTt3VmpqqhYuXKhly5bp/vvvlyQtWrRINWvW1LZt29SkSZMbMQwAAG44h56J/sEHHyguLk7Lli3T999/ryVLlujll1/WkiVLrrrP6OhopaamWh9HjhwpwogBAAAAALg9NW3aVJ988on++OMPGWO0ceNG/fbbb2rdurUkaefOnbpw4YLN1eI1atRQUFCQ3avFAQC4HTj0TPSnnnpKzzzzjPr06SNJqlOnjg4dOqTY2FhFRUXJ399fkpScnKyAgADrdsnJyapXr16efbq5ucnNze26xw4AAAAAwO3kjTfe0NChQ1W+fHm5uLjIyclJCxYsUEREhKRLV4u7urrKx8fHZrv8rhaXLi27mpmZaX3OsqsAgFuNQ89EP3v2rJycbENwdnZWdna2JCkkJET+/v7asGGDtT4tLU3bt29XeHj4DY0VAAAAAIDb2RtvvKFt27bpk08+0c6dO/XKK69oxIgRWr9+/TX1GxsbK29vb+ujQoUKRRQxAAA3hkPPRO/UqZOmTZumoKAghYaG6ocfftCrr76qQYMGSZIsFotGjx6tqVOnqmrVqgoJCdHEiRMVGBiorl27OjJ0AAAAAABuG+fOndP48eO1cuVKdejQQZIUFhamXbt26eWXX1ZkZKT8/f11/vx5nTp1yuZs9OTkZOuV5HmJjo7W2LFjrc/T0tJIpAMAbikOTaK/8cYbmjhxooYPH64TJ04oMDBQjz32mJ577jlrm3Hjxik9PV1Dhw7VqVOn1Lx5c61evVru7u4OjBwAAAAAgNvHhQsXdOHChXyvFm/QoIGKFSumDRs2qEePHpKkvXv36vDhw/leLc6yqwCAW51Dl3MpWbKkZs6cqUOHDuncuXM6cOCApk6dKldXV2sbi8WiKVOmKCkpSRkZGVq/fr2qVavmwKgBALh9zZ07V2FhYfLy8pKXl5fCw8P15ZdfWutbtmwpi8Vi8/i///u/fPs0xui5555TQECAPDw8FBkZqX379l3voQAAgH84c+aMdu3apV27dkmSEhMTtWvXLh0+fFheXl5q0aKFnnrqKW3atEmJiYlavHixli5dqm7dukmSvL29NXjwYI0dO1YbN27Uzp07NXDgQIWHh6tJkyYOHBkAANeXQ89EBwAAN5fy5ctr+vTpqlq1qowxWrJkibp06aIffvhBoaGhkqRHH31UU6ZMsW5TvHjxfPucMWOGXn/9dS1ZssS6NFubNm20Z88eriwDAOAG+u6773TfffdZn+cssRIVFaXFixfr/fffV3R0tPr166eUlBQFBwdr2rRpNj+Yv/baa3JyclKPHj2UmZmpNm3aaM6cOTd8LAAA3Egk0QEAgFWnTp1snk+bNk1z587Vtm3brEn04sWL57vu6eWMMZo5c6YmTJigLl26SJKWLl0qPz8/rVq1Sn369CnaAQAAALtatmwpY4zden9/fy1atCjfPtzd3TV79mzNnj27qMMDAOCm5dDlXAAAwM0rKytL77//vtLT023WOY2Li1OZMmVUu3ZtRUdH6+zZs3b7SExMVFJSkiIjI61l3t7eaty4sbZu3Zrv/jMzM5WWlmbzAAAAAADgRuNMdAAAYOOnn35SeHi4MjIy5OnpqZUrV6pWrVqSpIceekjBwcEKDAxUQkKCnn76ae3du1cfffRRnn0lJSVJkvz8/GzK/fz8rHX2xMbGKiYmpghGBAAAAADA1SOJDgAAbFSvXl27du1SamqqVqxYoaioKG3evFm1atXS0KFDre3q1KmjgIAAtWrVSgcOHFDlypWLNI7o6GjrWq2SlJaWpgoVKhTpPgAAAAAAuBKWcwEAADZcXV1VpUoVNWjQQLGxsapbt65mzZqVZ9vGjRtLkvbv359nfc7a6cnJyTblycnJV1xX3c3NTV5eXjYPAAAAAABuNJLoAAAgX9nZ2crMzMyzbteuXZKkgICAPOtDQkLk7++vDRs2WMvS0tK0fft2m3XWAQAAAAC4WbGcCwAAsIqOjla7du0UFBSk06dPa9myZdq0aZPWrFmjAwcOaNmyZWrfvr1Kly6thIQEjRkzRhEREQoLC7P2UaNGDcXGxqpbt26yWCwaPXq0pk6dqqpVqyokJEQTJ05UYGCgunbt6riBAgAAAABQQCTRAQCA1YkTJ9S/f38dP35c3t7eCgsL05o1a/TAAw/oyJEjWr9+vWbOnKn09HRVqFBBPXr00IQJE2z62Lt3r1JTU63Px40bp/T0dA0dOlSnTp1S8+bNtXr1arm7u9/o4QEAAAAAUGgk0QEAgNXChQvt1lWoUEGbN2++Yh/GGJvnFotFU6ZM0ZQpU645PgAAAAAAbjTWRAcAAAAAAAAAwA6S6AAAAAAAAAAA2MFyLlcpOTnZZr1XXL1Dhw7Z/BdFw9vbW35+fo4OAwAAAAAAALilkUS/CsnJyXr4kf66cD7T0aHcVqZNm+boEG4rxVzd9O47S0mkAwAAAAAAANeAJPpVSE1N1YXzmTpXqYWy3b0dHQ6Qi1NGqvT7ZqWmppJEBwAAAAAAAK4BSfRrkO3urewSZRwdBgAAAAAAAADgOuHGogAAAAAAAAAA2EESHQAAAAAAAAAAO0iiAwAAAAAAAABgB0l0AAAAAAAAAADsIIkOAAAAAAAAAIAdJNEBAAAAAAAAALCDJDoAAAAAAAAAAHaQRAcAAAAAAAAAwA6S6AAAAAAAAAAA2EESHQAAAAAAAAAAO0iiAwAAAAAAAABgB0l0AAAAAAAAAADsIIkOAAAAAAAAAIAdDk2iV6xYURaLJddjxIgRkqSMjAyNGDFCpUuXlqenp3r06KHk5GRHhgwAAAAAwC0pPj5enTp1UmBgoCwWi1atWpWrzS+//KLOnTvL29tbJUqU0D333KPDhw9b6/meDgC4Ezk0ib5jxw4dP37c+li3bp0k6cEHH5QkjRkzRp9++qmWL1+uzZs369ixY+revbsjQwYAAAAA4JaUnp6uunXravbs2XnWHzhwQM2bN1eNGjW0adMmJSQkaOLEiXJ3d7e24Xs6AOBO5OLInZctW9bm+fTp01W5cmW1aNFCqampWrhwoZYtW6b7779fkrRo0SLVrFlT27ZtU5MmTRwRMgAAAAAAt6R27dqpXbt2duufffZZtW/fXjNmzLCWVa5c2fpvvqcDAO5UN82a6OfPn9e7776rQYMGyWKxaOfOnbpw4YIiIyOtbWrUqKGgoCBt3brVgZECAHD7mjt3rsLCwuTl5SUvLy+Fh4fryy+/lCSlpKRo1KhRql69ujw8PBQUFKTHH39cqamp+fY5YMCAXEu3tW3b9kYMBwAAFFB2drY+//xzVatWTW3atFG5cuXUuHFjmyVfrvZ7emZmptLS0mweAADcSm6aJPqqVat06tQpDRgwQJKUlJQkV1dX+fj42LTz8/NTUlKS3X6YnAEAuHrly5fX9OnTtXPnTn333Xe6//771aVLF+3evVvHjh3TsWPH9PLLL+vnn3/W4sWLtXr1ag0ePPiK/bZt29ZmCbf33nvvBowGAAAU1IkTJ3TmzBlNnz5dbdu21dq1a9WtWzd1795dmzdvlnT139NjY2Pl7e1tfVSoUOF6DgUAgCLn0OVcLrdw4UK1a9dOgYGB19RPbGysYmJiiigqAADuLJ06dbJ5Pm3aNM2dO1fbtm3T4MGD9eGHH1rrKleurGnTpunhhx/WxYsX5eJi/38r3Nzc5O/vf93iBgAA1yY7O1uS1KVLF40ZM0aSVK9ePW3ZskXz5s1TixYtrrrv6OhojR071vo8LS2NRDoA4JZyU5yJfujQIa1fv15Dhgyxlvn7++v8+fM6deqUTdvk5OR8v4RHR0crNTXV+jhy5Mj1ChsAgNtaVlaW3n//faWnpys8PDzPNqmpqfLy8so3gS5JmzZtUrly5VS9enUNGzZMJ0+evOL+uboMAIAbp0yZMnJxcVGtWrVsymvWrKnDhw9Luvrv6W5ubtal4nIeAADcSm6KJPqiRYtUrlw5dejQwVrWoEEDFStWTBs2bLCW7d27V4cPH7b7RV5icgYA4Fr99NNP8vT0lJubm/7v//5PK1euzPWFWpL++usvPf/88xo6dGi+/bVt21ZLly7Vhg0b9OKLL2rz5s1q166dsrKy8t2OS78BALhxXF1ddc8992jv3r025b/99puCg4MlXf33dAAAbnUOX84lOztbixYtUlRUlM1ZbN7e3ho8eLDGjh0rX19feXl5adSoUQoPD+eO3wAAXEfVq1fXrl27lJqaqhUrVigqKkqbN2+2SaSnpaWpQ4cOqlWrliZPnpxvf3369LH+u06dOgoLC1PlypW1adMmtWrVyu52N+rS7+Tk5CveHBUFc+jQIZv/4tp5e3vLz8/P0WEAuE2cOXNG+/fvtz5PTEzUrl275Ovrq6CgID311FPq3bu3IiIidN9992n16tX69NNPtWnTJkl8TwcA3LkcnkRfv369Dh8+rEGDBuWqe+211+Tk5KQePXooMzNTbdq00Zw5cxwQJQAAdw5XV1dVqVJF0qUzznbs2KFZs2bprbfekiSdPn1abdu2VcmSJbVy5UoVK1asUP1XqlRJZcqU0f79+/NNoru5ucnNze3qB1IAycnJeviR/rpwPvO67udOM23aNEeHcNso5uqmd99ZSiIdQJH47rvvdN9991mf5/xYHRUVpcWLF6tbt26aN2+eYmNj9fjjj6t69er68MMP1bx5c+s2fE8HANyJHJ5Eb926tYwxeda5u7tr9uzZmj179g2OCgAA5MjOzlZm5qUkc1pamtq0aSM3Nzd98skncnd3L3R/R48e1cmTJxUQEFDUoRZaamqqLpzP1LlKLZTt7u3ocAAbThmp0u+blZqaShIdQJFo2bKl3e/fOQYNGpTnSW45+J4OALgTOTyJDgAAbh7R0dFq166dgoKCdPr0aS1btkybNm3SmjVrlJaWptatW+vs2bN69913bW72WbZsWTk7O0uSatSoodjYWHXr1k1nzpxRTEyMevToIX9/fx04cEDjxo1TlSpV1KZNG0cO1Ua2u7eyS5RxdBgAAAAAgJsQSXQADsVaxEWHtYiL3p24FvGJEyfUv39/HT9+XN7e3goLC9OaNWv0wAMPaNOmTdq+fbskWZd7yZGYmKiKFStKunSDsZy/a2dnZyUkJGjJkiU6deqUAgMD1bp1az3//PPXfakWAAAAAACKAkl0AA7DWsTXB2sRF507cS3ihQsX2q0ryCXgkmzaeHh4aM2aNUUSGwAAAAAAjkASHYDDsBYxbmasRQwAAAAAuFpZWVlKSEhQSkqKfH19FRYWZl0CE7cekugAHI61iAEAAAAAwO0iPj5ec+bMUVJSkrXM399fw4cPV0REhAMjw9VycnQAAAAAAAAAAHA7iI+P16RJk1SpUiXNnj1bX3zxhWbPnq1KlSpp0qRJio+Pd3SIuAok0QEAAAAAAADgGmVlZWnOnDkKDw/X1KlTFRoaquLFiys0NFRTp05VeHi45s6dq6ysLEeHikIiiQ4AAAAAAAAA1yghIUFJSUnq16+fnJxs065OTk7q16+fjh8/roSEBAdFiKtFEh0AAAAAAAAArlFKSookKSQkJM/6nPKcdrh1kEQHAAAAAAAAgGvk6+srSUpMTMyzPqc8px1uHSTRAQAAAAAAAOAahYWFyd/fX3FxccrOzrapy87OVlxcnAICAhQWFuagCHG1SKIDAAAAAAAAwDVydnbW8OHDtXXrVk2YMEG7d+/W2bNntXv3bk2YMEFbt27VsGHD5Ozs7OhQUUgujg4AAAAAAAAAAG4HERERiomJ0Zw5czRixAhreUBAgGJiYhQREeHA6HC1SKJfA6dzpxwdApAn3psAAAAAAACOERERoWbNmikhIUEpKSny9fVVWFgYZ6DfwkiiXwOPxHhHhwAAAAAAAADgJuPs7Kz69es7OgwUEZLo1+BcSISyPXwcHQaQi9O5U/zIAwAAAAAAABQBkujXINvDR9klyjg6DAAAAAAAAADAdUISHQAAAMA1S05OVmpqqqPDuC0cOnTI5r+4dt7e3vLz83N0GAAA4BZFEh0AAADANUlOTtbDj/TXhfOZjg7ltjJt2jRHh3DbKObqpnffWUoiHQAAXBWS6AAAAACuSWpqqi6cz9S5Si2U7e7t6HAAG04ZqdLvm5WamkoSHQAAXBWS6AAAAACKRLa7N/cMAgAAwG3HydEBAAAAAAAAAABwsyKJDgAAAAAAAACAHSTRAQAAAAC4yV28eFHr16/XW2+9pdOnT0uSjh07pjNnzjg4MgAAbn8k0QEAgNXcuXMVFhYmLy8veXl5KTw8XF9++aW1PiMjQyNGjFDp0qXl6empHj16KDk5Od8+jTF67rnnFBAQIA8PD0VGRmrfvn3XeygAANw2Dh06pDp16qhLly4aMWKE/vzzT0nSiy++qH/9618Ojg4AgNsfSXQAAGBVvnx5TZ8+XTt37tR3332n+++/X126dNHu3bslSWPGjNGnn36q5cuXa/PmzTp27Ji6d++eb58zZszQ66+/rnnz5mn79u0qUaKE2rRpo4yMjBsxJAAAbnlPPPGEGjZsqL///lseHh7W8m7dumnDhg0OjAwAgDsDSXQAAGDVqVMntW/fXlWrVlW1atU0bdo0eXp6atu2bUpNTdXChQv16quv6v7771eDBg20aNEibdmyRdu2bcuzP2OMZs6cqQkTJqhLly4KCwvT0qVLdezYMa1aterGDg4AgFvU119/rQkTJsjV1dWmvGLFivrjjz8K3E98fLw6deqkwMBAWSyWfOfi//u//5PFYtHMmTNtylNSUtSvXz95eXnJx8dHgwcPZkkZAMBtjyQ6AADIU1ZWlt5//32lp6crPDxcO3fu1IULFxQZGWltU6NGDQUFBWnr1q159pGYmKikpCSbbby9vdW4cWO72wAAAFvZ2dnKysrKVX706FGVLFmywP2kp6erbt26mj17dr7tVq5cqW3btikwMDBXXb9+/bR7926tW7dOn332meLj4zV06NACxwAAwK3IxdEBAACAm8tPP/2k8PBwZWRkyNPTUytXrlStWrW0a9cuubq6ysfHx6a9n5+fkpKS8uwrp9zPz6/A2+TIzMxUZmam9XlaWtpVjAYAgFtf69atNXPmTM2fP1+SZLFYdObMGU2aNEnt27cvcD/t2rVTu3bt8m3zxx9/aNSoUVqzZo06dOhgU/fLL79o9erV2rFjhxo2bChJeuONN9S+fXu9/PLLeSbdAeBOlZWVpYSEBKWkpMjX11dhYWFydnZ2dFi4SiTRAQCAjerVq2vXrl1KTU3VihUrFBUVpc2bN9/wOGJjYxUTE3PD9wsAwM3mlVdeUZs2bVSrVi1lZGTooYce0r59+1SmTBm99957Rbaf7OxsPfLII3rqqacUGhqaq37r1q3y8fGxJtAlKTIyUk5OTtq+fbu6detWZLEAwK0sPj5ec+bMsTlxyN/fX8OHD1dERIQDI8PVcvhyLn/88YcefvhhlS5dWh4eHqpTp46+++47a70xRs8995wCAgLk4eGhyMhI7du3z4ERAwBwe3N1dVWVKlXUoEEDxcbGqm7dupo1a5b8/f11/vx5nTp1yqZ9cnKy/P398+wrpzw5ObnA2+SIjo5Wamqq9XHkyJGrHxQAALew8uXL68cff9Szzz6rMWPGqH79+po+fbp++OEHlStXrsj28+KLL8rFxUWPP/54nvVJSUm59ufi4iJfX998rzDLzMxUWlqazQMAblfx8fGaNGmSQkJC9MQTT2jcuHF64oknFBISokmTJik+Pt7RIeIqOPRM9L///lvNmjXTfffdpy+//FJly5bVvn37VKpUKWubGTNm6PXXX9eSJUsUEhKiiRMnqk2bNtqzZ4/c3d0dGD0AAHeG7OxsZWZmqkGDBipWrJg2bNigHj16SJL27t2rw4cPKzw8PM9tQ0JC5O/vrw0bNqhevXqSLi3Lsn37dg0bNizf/bq5ucnNza1IxwIAwK3KxcVF/fr1U79+/a5L/zt37tSsWbP0/fffy2KxFGnfXF0G4E6RlZWlOXPmqFq1akpMTLS5D5S/v7+qVaumuXPnqlmzZiztcotx6JnoL774oipUqKBFixapUaNGCgkJUevWrVW5cmVJl85CnzlzpiZMmKAuXbooLCxMS5cu1bFjx/K9izgAALg60dHRio+P18GDB/XTTz8pOjpamzZtUr9+/eTt7a3Bgwdr7Nix2rhxo3bu3KmBAwcqPDxcTZo0sfZRo0YNrVy5UtKlNVtHjx6tqVOn6pNPPtFPP/2k/v37KzAwUF27dnXQKAEAuLUsWbJEn3/+ufX5uHHj5OPjo6ZNm+rQoUNFso+vv/5aJ06cUFBQkFxcXOTi4qJDhw7pySefVMWKFSVdSgCdOHHCZruLFy8qJSUl3yvMuLoMwJ0iISFBSUlJ+u2331SpUiXNnj1bX3zxhWbPnq1KlSrpt99+0/Hjx5WQkODoUFFIDk2if/LJJ2rYsKEefPBBlStXTvXr19eCBQus9YmJiUpKSlJkZKS1zNvbW40bN7b5JedyXCYGAMDVO3HihPr376/q1aurVatW2rFjh9asWaMHHnhAkvTaa6+pY8eO6tGjhyIiIuTv76+PPvrIpo+9e/cqNTXV+nzcuHEaNWqUhg4dqnvuuUdnzpzR6tWruaIMAIACeuGFF+Th4SHp0rrkb775pmbMmKEyZcpozJgxRbKPRx55RAkJCdq1a5f1ERgYqKeeekpr1qyRJIWHh+vUqVPauXOndbuvvvpK2dnZaty4sd2+3dzc5OXlZfMAgNvRX3/9JUlq1KiRpk6dqtDQUBUvXlyhoaGaOnWqGjVqZNMOtw6HLufy+++/a+7cuRo7dqzGjx+vHTt26PHHH5erq6uioqKsa6r5+fnZbOfn52d3vTUuEwMA4OotXLgw33p3d3fNnj1bs2fPttvGGGPz3GKxaMqUKZoyZUqRxAgAwJ3myJEjqlKliiRp1apV6tmzp4YOHapmzZqpZcuWBe7nzJkz2r9/v/V5YmKidu3aJV9fXwUFBal06dI27YsVKyZ/f39Vr15dklSzZk21bdtWjz76qObNm6cLFy5o5MiR6tOnjwIDA699oABwi8u5f9S9994rJyfbc5ednJzUvHlzbd++Pdd9pnDzc+iZ6NnZ2br77rv1wgsvqH79+ho6dKh1Mr5aXCYGAAAAALideHp66uTJk5KktWvXWq8Qc3d317lz5wrcz3fffaf69eurfv36kqSxY8eqfv36eu655wrcR1xcnGrUqKFWrVqpffv2at68uebPn1+I0QDA7cvHx0fSpSWysrOzbeqys7P1zTff2LTDrcOhZ6IHBASoVq1aNmU1a9bUhx9+KEnWNdWSk5MVEBBgbZOcnGy9Odk/cRMyAAAAAMDt5IEHHtCQIUNUv359/fbbb2rfvr0kaffu3db1yguiZcuWua4Yy8/Bgwdzlfn6+mrZsmUF7gMA7iRlypSRJG3fvl0TJkxQv379FBISosTERMXFxWn79u027XDruOok+vnz55WYmKjKlSvLxeXqumnWrJn27t1rU/bbb78pODhYkhQSEiJ/f39t2LDBmjRPS0vT9u3bNWzYsKsNHQAAAACAW8bs2bM1YcIEHTlyRB9++KF12ZWdO3eqb9++Do4OAJAjLCxM/v7+8vb21oEDBzRixAhrXc7yWGlpaQoLC3NglLgahc5+nz17VqNGjdKSJUskyXq32VGjRumuu+7SM888U+C+xowZo6ZNm+qFF15Qr1699O2332r+/PnWS8EsFotGjx6tqVOnqmrVqgoJCdHEiRMVGBiorl27FjZ0AAAAAABuOT4+PnrzzTdzlXM/MAC4uTg7O2v48OGaNGmSmjRpoj59+sjNzU2ZmZn69ttvtW3bNsXExMjZ2dnRoaKQCp1Ej46O1o8//qhNmzapbdu21vLIyEhNnjy5UEn0e+65RytXrlR0dLSmTJmikJAQzZw5U/369bO2GTdunNLT0zV06FCdOnVKzZs31+rVq+Xu7l7Y0AEAAAAAuCWdOnVKCxcu1C+//CJJCg0N1aBBg+Tt7e3gyAAAl4uIiFBMTIzmzJmjrVu3WssDAgIUExOjiIgIB0aHq1XoJPqqVav0n//8R02aNJHFYrGWh4aG6sCBA4UOoGPHjurYsaPdeovFoilTpmjKlCmF7hsAgDvBJ598UqB2nTt3vs6RAACA6+G7775TmzZt5OHhoUaNGkmSXn31VU2bNk1r167V3Xff7eAIAQCXi4iIULNmzZSQkKCUlBT5+voqLCyMM9BvYYVOov/5558qV65crvL09HSbpDoAALgxCrLEmcViUVZW1vUPBgAAFLkxY8aoc+fOWrBggfWeZBcvXtSQIUM0evRoxcfHOzhCALhxMjIydPjwYUeHUSAlSpRQiRIlJOmqTj6+0YKCglj9w45CJ9EbNmyozz//XKNGjZIka+L83//+t8LDw4s2OgAAcEXZ2dmODgEAAFxH3333nU0CXZJcXFw0btw4NWzY0IGRAcCNd/jwYQ0dOtTRYdyW5s+fr2rVqjk6jJtSoZPoL7zwgtq1a6c9e/bo4sWLmjVrlvbs2aMtW7Zo8+bN1yNGAAAAAADuWF5eXjp8+LBq1KhhU37kyBGVLFnSQVEBgGMEBQVp/vz5jg6jQA4dOqRp06bp2WefVXBwsKPDuaKgoCBHh3DTKnQSvXnz5tq1a5emT5+uOnXqWNdf27p1q+rUqXM9YgQAAPko6CXc3MAGAIBbU+/evTV48GC9/PLLatq0qSTpv//9r5566in17dvXwdEBwI3l7u5+y50tHRwcfMvFDFuFTqJLUuXKlbVgwYKijgUAAFyFli1bWpdXM8bk2YY10QEAuHW9/PLLslgs6t+/vy5evChJKlasmIYNG6bp06c7ODoAAG5/hU6ip6Wl5VlusVjk5uYmV1fXaw4KAAAUXKlSpVSyZEkNGDBAjzzyiMqUKePokAAAQBFydXXVrFmzFBsba70xXeXKlVW8eHEHRwYAwJ3BqbAb+Pj4qFSpUrkePj4+8vDwUHBwsCZNmsRNzgAAuEGOHz+uF1980bq02uDBg7VlyxZ5eXnJ29vb+gAAALem1NRUpaSkqHjx4qpTp47q1Kmj4sWLKyUlxe6JbgAAoOgUOom+ePFiBQYGavz48Vq1apVWrVql8ePH66677tLcuXM1dOhQvf7661xSBgDADeLq6qrevXtrzZo1+vXXXxUWFqaRI0eqQoUKevbZZ62XfQMAgFtTnz599P777+cq/+CDD9SnTx8HRAQAwJ2l0En0JUuW6JVXXtHzzz+vTp06qVOnTnr++ef18ssv6z//+Y+effZZvf7661q6dOn1iBcAAOQjKChIzz33nNavX69q1app+vTpnKEGAMAtbvv27brvvvtylbds2VLbt293QEQAANxZCp1E37Jli+rXr5+rvH79+tq6daskqXnz5jp8+PC1RwcAAAosMzNTy5YtU2RkpGrXrq0yZcro888/l6+vr6NDAwAA1yAzMzPPK8suXLigc+fOOSAiAADuLIVOoleoUEELFy7MVb5w4UJVqFBBknTy5EmVKlXq2qMDAABX9O2332rYsGHy9/fXSy+9pM6dO+vIkSP64IMP1LZtW0eHBwAArlGjRo00f/78XOXz5s1TgwYNHBARAAB3FpfCbvDyyy/rwQcf1Jdffql77rlHkvTdd9/pl19+0YcffihJ2rFjh3r37l20kQIAgDw1adJEQUFBevzxx61fpL/55ptc7Tp37nyjQwMAAEVg6tSpioyM1I8//qhWrVpJkjZs2KAdO3Zo7dq1Do4OAIDbX6GT6J07d9bevXs1b948/fbbb5Kkdu3aadWqVTpz5owkadiwYUUbJQAAyNfhw4f1/PPP2623WCzKysq6gREBAICi0qxZM23dulUvvfSSPvjgA3l4eCgsLEwLFy5U1apVHR0eAAC3vUIn0SWpYsWKmj59uiQpLS1N7733nnr37q3vvvuOL+gAANxg2dnZjg4BAABcZ/Xq1VNcXJyjwwAA4I50VUl0SYqPj9fChQv14YcfKjAwUN27d9ebb75ZlLEBAIBCOHnypEqXLi1JOnLkiBYsWKCMjAx16tRJ9957r4OjAwAAV+vw4cP51gcFBd2gSAAAuDMVKomelJSkxYsXa+HChUpLS1OvXr2UmZmpVatWqVatWtcrRgAAkI+ffvpJnTp10pEjR1S1alW9//77atu2rdLT0+Xk5KRXX31VK1asUNeuXR0dKgAAuAoVK1aUxWKxW88V4QAAXF9OBW3YqVMnVa9eXQkJCZo5c6aOHTumN95443rGBgAACmDcuHGqU6eO4uPj1bJlS3Xs2FEdOnRQamqq/v77bz322GPWZdiuJDY2Vvfcc49KliypcuXKqWvXrtq7d6+1/uDBg7JYLHk+li9fbrffAQMG5Grftm3bax47AAB3gh9++EHff/+99bF9+3bNmzdP1apVy3f+BQAARaPAZ6J/+eWXevzxxzVs2DBuXAIAwE1kx44d+uqrrxQWFqa6detq/vz5Gj58uJycLv1WPmrUKDVp0qRAfW3evFkjRozQPffco4sXL2r8+PFq3bq19uzZoxIlSqhChQo6fvy4zTbz58/XSy+9pHbt2uXbd9u2bbVo0SLrczc3t0KO9PpxOnfK0SEAufC+BJCjbt26ucoaNmyowMBAvfTSS+revbsDogIA4M5R4CT6N998o4ULF6pBgwaqWbOmHnnkEfXp0+d6xgYAAAogJSVF/v7+kiRPT0+VKFFCpUqVstaXKlVKp0+fLlBfq1evtnm+ePFilStXTjt37lRERIScnZ2t+8qxcuVK9erVS56envn27ebmlmvbm4VHYryjQwAAoNCqV6+uHTt2ODoMAABuewVOojdp0kRNmjTRzJkz9Z///Edvv/22xo4dq+zsbK1bt04VKlRQyZIlr2esAADAjn+uk5rfuqmFkZqaKkny9fXNs37nzp3atWuXZs+efcW+Nm3apHLlyqlUqVK6//77NXXqVOuNUPOSmZmpzMxM6/O0tLRCRl9w50IilO3hc936B66G07lT/MADQFLuOdAYo+PHj2vy5MlcKQ4AwA1QqBuLSlKJEiU0aNAgDRo0SHv37tXChQs1ffp0PfPMM3rggQf0ySefXI84AQBAPgYMGGBdHiUjI0P/93//pxIlSkiSTSK6MLKzszV69Gg1a9ZMtWvXzrPNwoULVbNmTTVt2jTfvtq2bavu3bsrJCREBw4c0Pjx49WuXTtt3bpVzs7OeW4TGxurmJiYq4q9sLI9fJRdoswN2RcAAIXl4+OT6wdyY4wqVKig999/30FRAQBw5yh0Ev1y1atX14wZMxQbG6tPP/1Ub7/9dlHFBeAOwpqvuBndSu/LqKgom+cPP/xwrjb9+/cvdL8jRozQzz//rG+++SbP+nPnzmnZsmWaOHHiFfu6fAm4OnXqKCwsTJUrV9amTZvUqlWrPLeJjo7W2LFjrc/T0tJUoUKFQo4CwI10K3124s5xO7wvN27caPPcyclJZcuWVZUqVeTick1f6wEAQAEUyWzr7Oysrl27qmvXrkXRHYA7DJeqA9fm8pt1FpWRI0fqs88+U3x8vMqXL59nmxUrVujs2bNXlaCvVKmSypQpo/3799tNoru5ud1UNx8FcGXM6cD10aJFC0eHAADAHY2frAE4HGsR42Z0p65FbIzRqFGjtHLlSm3atEkhISF22y5cuFCdO3dW2bJlC72fo0eP6uTJkwoICLiWcAHcZJjTcTO6Vef0wiyV2rlz5wK1i4+P10svvaSdO3fq+PHjWrlypfVkuAsXLmjChAn64osv9Pvvv8vb21uRkZGaPn26AgMDrX2kpKRo1KhR+vTTT+Xk5KQePXpo1qxZV7zBOAAAtzKS6AAcjrWIgZvHiBEjtGzZMn388ccqWbKkkpKSJEne3t7y8PCwttu/f7/i4+P1xRdf5NlPjRo1FBsbq27duunMmTOKiYlRjx495O/vrwMHDmjcuHGqUqWK2rRpc0PGBeDGYE4Hik5Br/S2WCzKysoqUNv09HTVrVtXgwYNUvfu3W3qzp49q++//14TJ05U3bp19ffff+uJJ55Q586d9d1331nb9evXT8ePH9e6det04cIFDRw4UEOHDtWyZcsKPDYAAG41JNEBAIDV3LlzJUktW7a0KV+0aJEGDBhgff7222+rfPnyat26dZ797N27V6mpqZIuLfuWkJCgJUuW6NSpUwoMDFTr1q31/PPPs1wLAAB2ZGdnF3mf7dq1U7t27fKs8/b21rp162zK3nzzTTVq1EiHDx9WUFCQfvnlF61evVo7duxQw4YNJUlvvPGG2rdvr5dfftnmjHUAAG4nJNEBAICVMaZA7V544QW98MILBerHw8NDa9asuebYAAC402RkZGj9+vXq2LGjpEs33c7MzLTWu7i4aMqUKXJ3d78u+09NTZXFYpGPj48kaevWrfLx8bEm0CUpMjJSTk5O2r59u7p165ZnP5mZmTZxp6WlXZd4UTSysrKUkJCglJQU+fr6KiwsTM7Ozo4OCwAciiQ6AAAAAAA3ocWLF+vzzz+3JtHffPNNhYaGWpdY+/XXX+Xv76+xY8cW+b4zMjL09NNPq2/fvvLy8pIkJSUlqVy5cjbtXFxc5Ovra10CLi+xsbGKiYkp8hhR9OLj4zVnzhyb19Pf31/Dhw9XRESEAyMDAMdycnQAAAAAAAAgt7i4OA0dOtSmbNmyZdq4caM2btyol156ScuXLy/y/V64cEG9evWSMca61Nu1iI6OVmpqqvVx5MiRIogSRS0+Pl6TJk1SpUqVNHv2bH3xxReaPXu2KlWqpEmTJik+/ta7QS8AFBWS6AAAAAAA3IT279+vOnXqWJ+7u7vLyel/X+MbNWqkPXv2FOk+cxLohw4d0rp166xnoUuXzkg+ceKETfuLFy8qJSVF/v7+dvt0c3OTl5eXzQM3l6ysLM2ZM0fh4eGaOnWqQkNDVbx4cYWGhmrq1KkKDw/X3LlzC3wTWwC43Tg0iT558mRZLBabR40aNaz1GRkZGjFihEqXLi1PT0/16NFDycnJDowYAAAAAIAb49SpUzZrif/555+qWLGi9Xl2drZN/bXKSaDv27dP69evV+nSpW3qw8PDderUKe3cudNa9tVXXyk7O1uNGzcusjhw4yUkJCgpKUn9+vWz+aFGkpycnNSvXz8dP35cCQkJDooQABzL4Wuih4aGav369dbnLi7/C2nMmDH6/PPPtXz5cnl7e2vkyJHq3r27/vvf/zoiVAAAAAAAbpjy5cvr559/VvXq1fOsT0hIUPny5Qvc35kzZ7R//37r88TERO3atUu+vr4KCAhQz5499f333+uzzz5TVlaWdV1sX19fubq6qmbNmmrbtq0effRRzZs3TxcuXNDIkSPVp08fBQYGXttg4VApKSmSpJCQkDzrc8pz2gHAncbhSXQXF5c8L/tKTU3VwoULtWzZMt1///2SpEWLFqlmzZratm2bmjRpcqNDBQAAAADghmnfvr2ee+45dejQQe7u7jZ1586dU0xMjDp06FDg/r777jvdd9991uc5NySNiorS5MmT9cknn0iS6tWrZ7Pdxo0b1bJlS0mX1mkfOXKkWrVqJScnJ/Xo0UOvv/76VYwONxNfX19Jl35YCQ0NzVWfmJho0w4A7jQOT6Lv27dPgYGBcnd3V3h4uGJjYxUUFKSdO3fqwoULioyMtLatUaOGgoKCtHXrVrtJ9MzMTJvL2dLS0q77GAAAAAAAKGrjx4/XBx98oOrVq2vkyJGqVq2aJGnv3r168803dfHiRY0fP77A/bVs2VLGGLv1+dXl8PX11bJlywq8T9wawsLC5O/vr7i4OE2dOtVmSZfs7GzFxcUpICBAYWFhDowSABzHoWuiN27cWIsXL9bq1as1d+5cJSYm6t5779Xp06eVlJQkV1dX+fj42Gzj5+dnvaQsL7GxsfL29rY+KlSocJ1HAQAAAABA0fPz89OWLVtUs2ZNPfPMM+rWrZu6deum6Oho1apVS9988438/PwcHSZuA87Ozho+fLi2bt2qCRMmaPfu3Tp79qx2796tCRMmaOvWrRo2bJicnZ0dHSoAOIRDz0Rv166d9d9hYWFq3LixgoOD9cEHH8jDw+Oq+oyOjrZekiZdOhOdRDoAAAAA4FYUEhKi1atXKyUlxbqeeZUqVVhWA0UuIiJCMTExmjNnjkaMGGEtDwgIUExMjCIiIhwYHQA4lsOXc7mcj4+PqlWrpv379+uBBx7Q+fPnderUKZuz0ZOTk/NcQz2Hm5ub3NzcbkC0AAAAAADcGL6+vmrUqJGjw8BtLiIiQs2aNVNCQoJSUlLk6+ursLAwzkAHcMdz6HIu/3TmzBkdOHBAAQEBatCggYoVK6YNGzZY6/fu3avDhw8rPDzcgVECAAAAAADcnpydnVW/fn21atVK9evXJ4EOAHLwmej/+te/1KlTJwUHB+vYsWOaNGmSnJ2d1bdvX3l7e2vw4MEaO3asfH195eXlpVGjRik8PNzuTUUBAAAAAAAAAChKDk2iHz16VH379tXJkydVtmxZNW/eXNu2bVPZsmUlSa+99pqcnJzUo0cPZWZmqk2bNpozZ44jQwYAAAAAAAAA3EEcmkR///338613d3fX7NmzNXv27BsUEQAAAAAAAAAA/3NT3VgUAAAAAAAAjpOVlcWNRQHgH0iiAwAAAAAAQPHx8ZozZ46SkpKsZf7+/ho+fLgiIiIcGBkAOJaTowMAAAAAAACAY8XHx2vSpEmqVKmSZs+erS+++EKzZ89WpUqVNGnSJMXHxzs6RABwGJLoAAAAAAAAd7CsrCzNmTNH4eHhmjp1qkJDQ1W8eHGFhoZq6tSpCg8P19y5c5WVleXoUAHAIUiiAwAAAAAA3MESEhKUlJSkfv36ycnJNlXk5OSkfv366fjx40pISHBQhADgWCTRAQAAAAAA7mApKSmSpJCQkDzrc8pz2gHAnYYbiwIAAAAAANzBfH19JUmJiYkKDQ3NVZ+YmGjTDrev5ORkpaamOjqM28ahQ4ds/otr5+3tLT8/vxu+X5LoAAAAAAAAd7CwsDD5+/srLi5OU6dOtVnSJTs7W3FxcQoICFBYWJgDo8T1lpycrIcf6a8L5zMdHcptZ9q0aY4O4bZRzNVN776z9IYn0kmiAwAAq9jYWH300Uf69ddf5eHhoaZNm+rFF19U9erVrW1atmypzZs322z32GOPad68eXb7NcZo0qRJWrBggU6dOqVmzZpp7ty5qlq16nUbCwAAAArG2dlZw4cP16RJkzRhwgT169dPISEhSkxMVFxcnLZu3aqYmBg5Ozs7OlRcR6mpqbpwPlPnKrVQtru3o8MBcnHKSJV+36zU1FSS6AAAwHE2b96sESNG6J577tHFixc1fvx4tW7dWnv27FGJEiWs7R599FFNmTLF+rx48eL59jtjxgy9/vrrWrJkiUJCQjRx4kS1adNGe/bskbu7+3UbDwAAAAomIiJCMTExmjNnjkaMGGEtDwgIUExMjCIiIhwYHW6kbHdvZZco4+gwgJsKSXQAAGC1evVqm+eLFy9WuXLltHPnTpsvTsWLF5e/v3+B+jTGaObMmZowYYK6dOkiSVq69NLld6tWrVKfPn2KbgAAAAC4ahEREWrWrJkSEhKUkpIiX19fhYWFcQY6gDue05WbAACAO1XOTYX+eROpuLg4lSlTRrVr11Z0dLTOnj1rt4/ExEQlJSUpMjLSWubt7a3GjRtr69atdrfLzMxUWlqazQMAAADXl7Ozs+rXr69WrVqpfv36JNABQJyJDuAm4JTBnb9x8+F9eekmUqNHj1azZs1Uu3Zta/lDDz2k4OBgBQYGKiEhQU8//bT27t2rjz76KM9+kpKSJCnXmnV+fn7WurzExsYqJiamCEYCAABwc8jIyNDhw4cdHcZtJygoiCUCAVxXJNEBOIy3t7eKubpJv2++cmPAAYq5usnb+869oc6IESP0888/65tvvrEpHzp0qPXfderUUUBAgFq1aqUDBw6ocuXKRbb/6OhojR071vo8LS1NFSpUKLL+AQAAbrTDhw/b/L8Uisb8+fNVrVo1R4cB4DZGEh2Aw/j5+endd5Zal4vAtTl06JCmTZumZ599VsHBwY4O57bg7e19w+/4fbMYOXKkPvvsM8XHx6t8+fL5tm3cuLEkaf/+/Xkm0XPWTk9OTlZAQIC1PDk5WfXq1bPbr5ubm9zc3K4iegAAgJtTUFCQ5s+f7+gwruhW+24RFBTk6BAA3OZIogNwKD8/vzs2SXm9BAcHcxYGrpoxRqNGjdLKlSu1adMmhYSEXHGbXbt2SZJNgvxyISEh8vf314YNG6xJ87S0NG3fvl3Dhg0rqtABAABueu7u7rfU/6vz3QIALuHGogAAwGrEiBF69913tWzZMpUsWVJJSUlKSkrSuXPnJEkHDhzQ888/r507d+rgwYP65JNP1L9/f0VERCgsLMzaT40aNbRy5UpJksVi0ejRozV16lR98skn+umnn9S/f38FBgaqa9eujhgmAAAAAAAFxpnoAADAau7cuZKkli1b2pQvWrRIAwYMkKurq9avX6+ZM2cqPT1dFSpUUI8ePTRhwgSb9nv37rVZqmncuHFKT0/X0KFDderUKTVv3lyrV6/mBlAAAAAAgJseSXQAAGBljMm3vkKFCtq8+co3A/5nPxaLRVOmTNGUKVOuKT4AAAAAAG40lnMBAAAAAOAOEB8fr06dOikwMFAWi0WrVq2yqTfG6LnnnlNAQIA8PDwUGRmpffv22bRJSUlRv3795OXlJR8fHw0ePFhnzpy5gaMAAODGI4kOAAAAAMAdID09XXXr1tXs2bPzrJ8xY4Zef/11zZs3T9u3b1eJEiXUpk0bZWRkWNv069dPu3fv1rp16/TZZ58pPj5eQ4cOvVFDAADAIVjOBQAAAACAO0C7du3Url27POuMMZo5c6YmTJigLl26SJKWLl0qPz8/rVq1Sn369NEvv/yi1atXa8eOHWrYsKEk6Y033lD79u318ssvKzAw8IaNBQCAG4kz0QEAAAAAuMMlJiYqKSlJkZGR1jJvb281btxYW7dulSRt3bpVPj4+1gS6JEVGRsrJyUnbt2+/4TEDAHCjcCY6AAAAAAB3uKSkJEmSn5+fTbmfn5+1LikpSeXKlbOpd3Fxka+vr7VNXjIzM5WZmWl9npaWVlRhAwBwQ3AmOgAAAAAAuG5iY2Pl7e1tfVSoUMHRIQEAUCgk0QEAAAAAuMP5+/tLkpKTk23Kk5OTrXX+/v46ceKETf3FixeVkpJibZOX6OhopaamWh9Hjhwp4ugBALi+WM7lGjhlpDo6BCBPvDcBAAAAFEZISIj8/f21YcMG1av3/9i797goy/z/428YBTwAiikDKYSlqegkq60hNXla0U660kGjwrK1ldFW2c0yIRzDZWu3NDeg1TUPBblrpZ21IpWt0DXLxUOZBxJ3FToQkJpow/z+8Md8mwBTBG4YXs/HYx5xX9c197yHhIv5zDXXPVDSmW1Xtm7dqmnTpkmSoqOjVVZWpu3bt2vQoEGSpPfee09VVVUaMmRInef29fWVr69voz8HAA3D+/syoyMAtTLy3yZF9HoIDAxUWx9f6eBmo6MAdWrr46vAwECjYwAAAABoJo4dO6b9+/e7jgsLC7Vjxw4FBQUpLCxMM2fOVFpamnr16qWIiAilpKQoNDRU48ePlyT17dtXY8aM0W9+8xs988wzOn36tKZPn66JEycqNDTUoGcFoKG1K8wzOgLQ7FBEr4fg4GA9/9wqlZez2rchHDp0SAsWLNDcuXMVHh5udByPERgYWOOiQAAAAABar48++kjDhw93HSclJUmSEhIStGLFCs2ePVvHjx/X1KlTVVZWpquvvlrr16+Xn5+f6z7Z2dmaPn26Ro4cKW9vb8XFxWnx4sVN/lwANJ7vI6yqatfJ6BhADd7flxn2Jk+zKaL/6U9/0pw5c/S73/1OixYtkiSdPHlSv//977V69WpVVlYqNjZWmZmZzaIwGBwc3CxyeJLw8HD17t3b6BgAAAAA4JGGDRsmp9NZZ7+Xl5fmz5+v+fPn1zkmKChIOTk5jREPQDNR1a6TqjpcZHQMoFlpFhcW3bZtm/72t7/JYrG4tc+aNUuvvfaa1qxZo82bN+vIkSOaMGGCQSkBAAAAAAAAAK2N4UX0Y8eOKT4+XkuXLlXnzp1d7eXl5Vq2bJmefPJJjRgxQoMGDdLy5cv14YcfasuWLQYmBgAAAAAAAAC0FoYX0W02m66//nqNGjXKrX379u06ffq0W3ufPn0UFham/Pz8po4JAAAAAAAAAGiFDN0TffXq1fr444+1bdu2Gn3FxcXy8fFRp06d3NqDg4NVXFxc5zkrKytVWVnpOq6oqGiwvAAAAAAAAACA1sWwleiHDx/W7373O2VnZ7td6ftCpaenKzAw0HXr0aNHg50bAAAAAAAAANC6GFZE3759u7788kv94he/UJs2bdSmTRtt3rxZixcvVps2bRQcHKxTp06prKzM7X4lJSUym811nnfOnDkqLy933Q4fPtzIzwQAAAAAAAAA4KkM285l5MiR2rlzp1vb3XffrT59+ujBBx9Ujx491LZtW+Xm5iouLk6StHfvXhUVFSk6OrrO8/r6+srX17dRswMAAM/ifbLc6AhADfy7BIDzU1JSovJyfnc2hEOHDrn9FxcuMDBQwcHBRscAUE+GFdH9/f3Vv39/t7YOHTqoS5curvYpU6YoKSlJQUFBCggI0IwZMxQdHa2rrrrKiMgAAMDDBAYGqq2Pr3Rws9FRgFq19fFVYGCg0TEAoNkrKSnRHXfepdOnKn9+MM7ZggULjI7gMdr6+Or551ZRSAdaKEMvLPpzFi5cKG9vb8XFxamyslKxsbHKzMw0OhYAAPAQwcHBev65VaxaayCHDh3SggULNHfuXIWHhxsdxyOwag0Azk15eblOn6rU9z2vVZUfbz6iefE+WS4d3Kzy8vIWMa/zaTg0V0b+22xWRfRNmza5Hfv5+SkjI0MZGRnGBAIAAB4vODi4RbyYaUnCw8PVu3dvo2MAAFqhKr9AVXW4yOgYQIvEpzTREhj1Sc1mVUQHAADGSk9P18svv6zPPvtM7dq109ChQ/XYY4/p8ssvlySVlpYqNTVVb7/9toqKitS1a1eNHz9ejz766Fn/kJk8ebJWrlzp1hYbG6v169c36vMB0LRYuYbmiH+XAHBu+JRmw+OTmg3PqE9qUkQHAAAumzdvls1m05VXXqkffvhBDz/8sEaPHq09e/aoQ4cOOnLkiI4cOaK//OUv6tevnw4dOqTf/va3OnLkiF588cWznnvMmDFavny565gLgQOeg5VraO64vgAAnBs+pdk4+KRmy0cRHQAAuPx0ZfiKFSvUrVs3bd++XVarVf3799dLL73k6r/00ku1YMEC3XHHHfrhhx/Upk3df1r4+vrKbDY3WnYAxmHlWsNi1VrD4/oCAADgQlBEBwAAdaouiAUFBZ11TEBAwFkL6NKZa59069ZNnTt31ogRI5SWlqYuXbo0aF4AxmHlWsNj1RoAAEDzQBEdAADUqqqqSjNnzlRMTIz69+9f65ivv/5ajz76qKZOnXrWc40ZM0YTJkxQRESEDhw4oIcfflhjx45Vfn6+TCZTrfeprKxUZWWl67iioqL+TwYAAAAAgHqiiA4AAGpls9m0a9cuvf/++7X2V1RU6Prrr1e/fv00b968s55r4sSJrq8HDBggi8WiSy+9VJs2bdLIkSNrvU96errsdnu98wMAAAAA0BC8jQ4AAACan+nTp+v111/Xxo0b1b179xr93333ncaMGSN/f3+tXbtWbdu2Pa/z9+zZUxdddJH2799f55g5c+aovLzcdTt8+PB5Pw8AAAAAAC4UK9EBAICL0+nUjBkztHbtWm3atEkRERE1xlRUVCg2Nla+vr569dVX5efnd96P89///lfffPONQkJC6hzj6+srX1/f8z43AABovby/LzM6AlAD/y6Blo8iOgAAcLHZbMrJydErr7wif39/FRcXS5ICAwPVrl07VVRUaPTo0Tpx4oSef/55VVRUuPYq79q1q2t/8z59+ig9PV2//vWvdezYMdntdsXFxclsNuvAgQOaPXu2LrvsMsXGxhr2XAEAgOdpV5hndAQAgAeiiA4AAFyysrIkScOGDXNrX758uSZPnqyPP/5YW7dulSRddtllbmMKCwt1ySWXSJL27t2r8vJySZLJZFJBQYFWrlypsrIyhYaGavTo0Xr00UdZaQ4AABrU9xFWVbXrZHQMwI3392W8wQO0cBTRAQCAi9PpPGv/sGHDfnbMT8/Trl07bdiw4YKzAQAA/Jyqdp1U1eEio2MAADwMFxYFAAAAAAAAAKAOFNEBAAAAAAAAAKgDRXQAAAAAAAAAAOpAER0AAAAAAAAAgDpwYVEAAAAAAOARvE+WGx0BqIF/l0DLRxEdAAAAAAC0aIGBgWrr4ysd3Gx0FKBWbX18FRgYaHQMAPVEER0AfsbJkydVVFRkdIyfdejQIbf/NndhYWHy8/MzOgYAAAD+P4fDoXnz5un5559XcXGxQkNDNXnyZCUnJ8vLy0uS5HQ6lZqaqqVLl6qsrEwxMTHKyspSr169DM0eHBys559bpfJyVvw2hEOHDmnBggWaO3euwsPDjY7jEQIDAxUcHGx0DAD1RBEdAH5GUVGRpk6danSMc7ZgwQKjI5yTJUuWqHfv3kbHAAAAwP/32GOPKSsrSytXrlRkZKQ++ugj3X333QoMDNT9998vSXr88ce1ePFirVy5UhEREUpJSVFsbKz27Nlj+AKJ4OBgipQNLDw8nL/ZAUAU0QHgZ4WFhWnJkiVGx/A4YWFhRkcAAADAj3z44YcaN26crr/+eknSJZdcohdeeEH//ve/JZ1Zhb5o0SIlJydr3LhxkqRVq1YpODhY69at08SJEw3LDgBAY6KIDgA/w8/Pj9UXAAAA8HhDhw7VkiVL9Pnnn6t37976z3/+o/fff19PPvmkJKmwsFDFxcUaNWqU6z6BgYEaMmSI8vPz6yyiV1ZWqrKy0nVcUVHRuE8EAIAGRhEdAAAAAADooYceUkVFhfr06SOTySSHw6EFCxYoPj5eklRcXCxJNbZMCQ4OdvXVJj09XXa7vfGCAwDQyLyNDgAAAAAAAIz3z3/+U9nZ2crJydHHH3+slStX6i9/+YtWrlx5QeedM2eOysvLXbfDhw83UGIAAJoGK9EBAAAAAIAeeOABPfTQQ65tWQYMGKBDhw4pPT1dCQkJMpvNkqSSkhKFhIS47ldSUqKBAwfWeV5fX1/5+vo2anYAABoTK9EBAAAAAIBOnDghb2/3MoHJZFJVVZUkKSIiQmazWbm5ua7+iooKbd26VdHR0U2aFQCApsRKdAAAAAAAoBtvvFELFixQWFiYIiMj9cknn+jJJ5/UPffcI0ny8vLSzJkzlZaWpl69eikiIkIpKSkKDQ3V+PHjjQ0PAEAjoogOAAAAAAD017/+VSkpKUpMTNSXX36p0NBQ3XfffXrkkUdcY2bPnq3jx49r6tSpKisr09VXX63169fLz8/PwOQAADQuiugAAAAAAED+/v5atGiRFi1aVOcYLy8vzZ8/X/Pnz2+6YAAAGIw90QEAAAAAAAAAqANFdAAAAAAAAAAA6mBoET0rK0sWi0UBAQEKCAhQdHS03nrrLVf/yZMnZbPZ1KVLF3Xs2FFxcXEqKSkxMDEAAAAAAAAAoDUxtIjevXt3/elPf9L27dv10UcfacSIERo3bpx2794tSZo1a5Zee+01rVmzRps3b9aRI0c0YcIEIyMDAAAAAAAAAFoRQy8seuONN7odL1iwQFlZWdqyZYu6d++uZcuWKScnRyNGjJAkLV++XH379tWWLVt01VVXGREZAAAAAAAAANCKNJs90R0Oh1avXq3jx48rOjpa27dv1+nTpzVq1CjXmD59+igsLEz5+fl1nqeyslIVFRVuNwAAcG7S09N15ZVXyt/fX926ddP48eO1d+9etzH12W7N6XTqkUceUUhIiNq1a6dRo0Zp3759jflUAAAAAABoEIYX0Xfu3KmOHTvK19dXv/3tb7V27Vr169dPxcXF8vHxUadOndzGBwcHq7i4uM7zpaenKzAw0HXr0aNHIz8DAAA8x+bNm2Wz2bRlyxa98847On36tEaPHq3jx4+7xtRnu7XHH39cixcv1jPPPKOtW7eqQ4cOio2N1cmTJxv7KQEAAAAAcEEM3c5Fki6//HLt2LFD5eXlevHFF5WQkKDNmzfX+3xz5sxRUlKS67iiooJCOgAA52j9+vVuxytWrFC3bt20fft2Wa1WlZeXn/d2a06nU4sWLVJycrLGjRsnSVq1apWCg4O1bt06TZw4sfGfGAAAAAAA9WT4SnQfHx9ddtllGjRokNLT03XFFVfoqaeektls1qlTp1RWVuY2vqSkRGazuc7z+fr6KiAgwO0GAADqp7y8XJIUFBQkSfXabq2wsFDFxcVu9wkMDNSQIUPOukUbAAAAAADNgeFF9J+qqqpSZWWlBg0apLZt2yo3N9fVt3fvXhUVFSk6OtrAhAAAtA5VVVWaOXOmYmJi1L9/f0mq13Zr1e3BwcHnfB+J65wAAAAAAJoHQ7dzmTNnjsaOHauwsDB99913ysnJ0aZNm7RhwwYFBgZqypQpSkpKUlBQkAICAjRjxgxFR0fX+lFxAADQsGw2m3bt2qX333/fkMdPT0+X3W435LEBAAAAAKhmaBH9yy+/1F133aWjR48qMDBQFotFGzZs0K9+9StJ0sKFC+Xt7a24uDhVVlYqNjZWmZmZRkYGAKBVmD59ul5//XXl5eWpe/furvYfb7f249XoZ9turbq9pKREISEhbvcZOHBgnRm4zgkAAPA0J0+eVFFRkdExftahQ4fc/tvchYWFyc/Pz+gYaCIt5edI4mfJkxhaRF+2bNlZ+/38/JSRkaGMjIwmSgQAQOvmdDo1Y8YMrV27Vps2bVJERIRb/4+3W4uLi5P089utRUREyGw2Kzc311U0r6io0NatWzVt2rQ6s/j6+srX17dhnhgAAEAzUFRUpKlTpxod45wtWLDA6AjnZMmSJerdu7fRMdBEWtrPkcTPkicwtIgOAACaF5vNppycHL3yyivy9/d37VkeGBiodu3anfN2a3369FF6erp+/etfy8vLSzNnzlRaWpp69eqliIgIpaSkKDQ0VOPHjzfomQIAADS9sLAwLVmyxOgYHicsLMzoCGhC/Bw1Hn6W6kYRHQAAuGRlZUmShg0b5ta+fPlyTZ48WdK5bbe2d+9elZeXu45nz56t48ePa+rUqSorK9PVV1+t9evX81FBAADQqvj5+bHKE7hA/BzBCBTRAQCAi9Pp/Nkx57Ld2k/P4+Xlpfnz52v+/PkXnBEAAAAAgKbkbXQAAAAAAAAAAACaK4roAAAAAAAAAADUgSI6AAAAAAAAAAB1oIgOAAAAAAAAAEAdKKIDAAAAAAAAAFAHiugAAAAAAAAAANSBIjoAAAAAAAAAAHWgiA4AAAAAAAAAQB0oogMAAAAAAAAAUAeK6AAAAAAAAAAA1KGN0QEAAABwdidPnlRRUZHRMX7WoUOH3P7b3IWFhcnPz8/oGADQrPzvf//Tgw8+qLfeeksnTpzQZZddpuXLl2vw4MGSJKfTqdTUVC1dulRlZWWKiYlRVlaWevXqZXByNBSHw6GCggKVlpYqKChIFotFJpPJ6FgAYCiK6AAAAM1cUVGRpk6danSMc7ZgwQKjI5yTJUuWqHfv3kbHAIBm49tvv1VMTIyGDx+ut956S127dtW+ffvUuXNn15jHH39cixcv1sqVKxUREaGUlBTFxsZqz549vDHpAfLy8pSZmani4mJXm9lsVmJioqxWq4HJAMBYFNEBAACaubCwMC1ZssToGB4nLCzM6AgA0Kw89thj6tGjh5YvX+5qi4iIcH3tdDq1aNEiJScna9y4cZKkVatWKTg4WOvWrdPEiRObPDMaTl5enlJTUxUdHa2UlBRFRESosLBQ2dnZSk1Nld1up5AOoNWiiA4AANDM+fn5sWIaANDoXn31VcXGxuqWW27R5s2bdfHFFysxMVG/+c1vJEmFhYUqLi7WqFGjXPcJDAzUkCFDlJ+fTxG9BXM4HMrMzFR0dLTS0tLk7X3mEnqRkZFKS0tTcnKysrKyFBMTw9YuAFoliugejP1TGwf7pwIAALRM/H3cOPj72HMcPHhQWVlZSkpK0sMPP6xt27bp/vvvl4+PjxISElxbfAQHB7vdLzg42G37j5+qrKxUZWWl67iioqJxngDqraCgQMXFxUpJSXEV0Kt5e3srPj5eNptNBQUFioqKMiglABiHIroHY//UxsH+qQAAAC0Tfx83Dv4+9hxVVVUaPHiw/vjHP0qSoqKitGvXLj3zzDNKSEio93nT09Nlt9sbKiYaQWlpqST37Xt+rLq9ehwAtDYU0T0Y+6c2DvZPBQAAaJn4+7hx8Pex5wgJCVG/fv3c2vr27auXXnpJ0pkLTEpSSUmJQkJCXGNKSko0cODAOs87Z84cJSUluY4rKirUo0ePBkyOCxUUFCTpzJY9kZGRNfoLCwvdxgFAa0MR3YOxfyoAAADwf/j7GDi7mJgY7d27163t888/V3h4uKQzq5HNZrNyc3NdRfOKigpt3bpV06ZNq/O8vr6+8vX1bbTcuHAWi0Vms1nZ2dlue6JLZz6hkJ2drZCQEFksFgNTAoBxvH9+CAAAAAAA8HSzZs3Sli1b9Mc//lH79+9XTk6OlixZIpvNJkny8vLSzJkzlZaWpldffVU7d+7UXXfdpdDQUI0fP97Y8LggJpNJiYmJys/PV3Jysnbv3q0TJ05o9+7dSk5OVn5+vqZNm8ZFRQG0WqxEBwAAAAAAuvLKK7V27VrNmTNH8+fPV0REhBYtWqT4+HjXmNmzZ+v48eOaOnWqysrKdPXVV2v9+vVcXNYDWK1W2e12ZWZmut44kc5s82O322W1Wg1MBwDG8nI6nU6jQzSmiooKBQYGqry8XAEBAUbHAQC0YsxJF4bvHwCguWBOujB8/5o3h8OhgoIClZaWKigoSBaLhRXoADzWuc5JrEQHAAAAAACApDNbu0RFRRkdAwCaFfZEBwAAbvLy8nTjjTcqNDRUXl5eWrdunVu/l5dXrbc///nPdZ5z3rx5Ncb36dOnkZ8JAAAAAAAXjiI6AABwc/z4cV1xxRXKyMiotf/o0aNut2effVZeXl6Ki4s763kjIyPd7vf+++83RnwAAAAAABoU27kAAAA3Y8eO1dixY+vsN5vNbsevvPKKhg8frp49e571vG3atKlxXwAAAAAAmjtWogMAgHorKSnRG2+8oSlTpvzs2H379ik0NFQ9e/ZUfHy8ioqKzjq+srJSFRUVbjcAAAAAAJoaRXQAAFBvK1eulL+/vyZMmHDWcUOGDNGKFSu0fv16ZWVlqbCwUNdcc42+++67Ou+Tnp6uwMBA161Hjx4NHR8AAAAAgJ/l8du5OJ1OSWL1GgDAcNVzUfXc5AmeffZZxcfHy8/P76zjfrw9jMVi0ZAhQxQeHq5//vOfda5inzNnjpKSklzH5eXlCgsLY04HABjOE+f0psTrdABAc3Guc7rHF9GrV7ixeg0A0Fx89913CgwMNDrGBfvXv/6lvXv36h//+Md537dTp07q3bu39u/fX+cYX19f+fr6uo6r/7hhTgcANBeeMqc3NV6nAwCam5+b0z2+iB4aGqrDhw/L399fXl5eRsdBLSoqKtSjRw8dPnxYAQEBRscBWix+lpo/p9Op7777TqGhoUZHaRDLli3ToEGDdMUVV5z3fY8dO6YDBw7ozjvvPOf7MKc3f/weAhoGP0vNn6fN6U2NOb354/cQ0DD4WWr+znVO9/giure3t7p37250DJyDgIAAfqEADYCfpeatJaxWO3bsmNsK8cLCQu3YsUNBQUEKCwuTdOaPwTVr1uiJJ56o9RwjR47Ur3/9a02fPl2S9Ic//EE33nijwsPDdeTIEaWmpspkMmnSpEnnnIs5veXg9xDQMPhZat5awpzeXDGntxz8HgIaBj9Lzdu5zOkeX0QHAADn56OPPtLw4cNdx9X7kickJGjFihWSpNWrV8vpdNZZBD9w4IC+/vpr1/F///tfTZo0Sd988426du2qq6++Wlu2bFHXrl0b74kAAAAAANAAvJxcCQUGq6ioUGBgoMrLy3lXDrgA/CwBMBq/h4CGwc8SAKPxewhoGPwseQ5vowMAvr6+Sk1Ndbt4HIDzx88SAKPxewhoGPwsATAav4eAhsHPkudgJToAAAAAAAAAAHVgJToAAAAAAAAAAHWgiA4AAAAAAAAAQB0oogMAAAAAAAAAUAeK6AAAAAAAAAAA1IEiOgyXkZGhSy65RH5+fhoyZIj+/e9/Gx0JaFHy8vJ04403KjQ0VF5eXlq3bp3RkQC0UszpwIVhTgfQHDCfAxeOOd3zUESHof7xj38oKSlJqamp+vjjj3XFFVcoNjZWX375pdHRgBbj+PHjuuKKK5SRkWF0FACtGHM6cOGY0wEYjfkcaBjM6Z7Hy+l0Oo0OgdZryJAhuvLKK/X0009LkqqqqtSjRw/NmDFDDz30kMHpgJbHy8tLa9eu1fjx442OAqCVYU4HGhZzOgAjMJ8DDY853TOwEh2GOXXqlLZv365Ro0a52ry9vTVq1Cjl5+cbmAwAAJwP5nQAAFo+5nMAqBtFdBjm66+/lsPhUHBwsFt7cHCwiouLDUoFAADOF3M6AAAtH/M5ANSNIjoAAAAAAAAAAHWgiA7DXHTRRTKZTCopKXFrLykpkdlsNigVAAA4X8zpAAC0fMznAFA3iugwjI+PjwYNGqTc3FxXW1VVlXJzcxUdHW1gMgAAcD6Y0wEAaPmYzwGgbm2MDoDWLSkpSQkJCRo8eLB++ctfatGiRTp+/Ljuvvtuo6MBLcaxY8e0f/9+13FhYaF27NihoKAghYWFGZgMQGvCnA5cOOZ0AEZjPgcaBnO65/FyOp1Oo0OgdXv66af15z//WcXFxRo4cKAWL16sIUOGGB0LaDE2bdqk4cOH12hPSEjQihUrmj4QgFaLOR24MMzpAJoD5nPgwjGnex6K6AAAAAAAAAAA1IE90QEAAAAAAAAAqANFdAAAAAAAAAAA6kARHQAAAAAAAACAOlBEBwAAAAAAAACgDhTRAQAAAAAAAACoA0V0AAAAAAAAAADqQBEdAAAAAAAAAIA6UEQHWjEvLy+tW7fO6BgAAOACMacDAOAZmNOB5okiOuDBiouLNWPGDPXs2VO+vr7q0aOHbrzxRuXm5hodDQAAnAfmdAAAPANzOtAytTE6AIDG8cUXXygmJkadOnXSn//8Zw0YMECnT5/Whg0bZLPZ9NlnnxkdEQAAnAPmdAAAPANzOtBysRId8FCJiYny8vLSv//9b8XFxal3796KjIxUUlKStmzZUut9HnzwQfXu3Vvt27dXz549lZKSotOnT7v6//Of/2j48OHy9/dXQECABg0apI8++kiSdOjQId14443q3LmzOnTooMjISL355puu++7atUtjx45Vx44dFRwcrDvvvFNff/11434TAADwAMzpAAB4BuZ0oOWiiA54oNLSUq1fv142m00dOnSo0d+pU6da7+fv768VK1Zoz549euqpp7R06VItXLjQ1R8fH6/u3btr27Zt2r59ux566CG1bdtWkmSz2VRZWam8vDzt3LlTjz32mDp27ChJKisr04gRIxQVFaWPPvpI69evV0lJiW699daGf/IAAHgQ5nQAADwDczrQsrGdC+CB9u/fL6fTqT59+pzX/ZKTk11fX3LJJfrDH/6g1atXa/bs2ZKkoqIiPfDAA67z9urVyzW+qKhIcXFxGjBggCSpZ8+err6nn35aUVFR+uMf/+hqe/bZZ9WjRw99/vnn6t279/k/SQAAWgHmdAAAPANzOtCyUUQHPJDT6azX/f7xj39o8eLFOnDggI4dO6YffvhBAQEBrv6kpCTde++9eu655zRq1CjdcsstuvTSSyVJ999/v6ZNm6a3335bo0aNUlxcnCwWi6QzHy/buHGj6x3vHztw4ACTMwAAdWBOBwDAMzCnAy0b27kAHqhXr17y8vI6r4uS5OfnKz4+Xtddd51ef/11ffLJJ5o7d65OnTrlGjNv3jzt3r1b119/vd577z3169dPa9eulSTde++9OnjwoO68807t3LlTgwcP1l//+ldJ0rFjx3TjjTdqx44dbrd9+/bJarU27JMHAMCDMKcDAOAZmNOBls3LWd+3wgA0a2PHjtXOnTu1d+/eGvutlZWVqVOnTvLy8tLatWs1fvx4PfHEE8rMzNSBAwdc4+699169+OKLKisrq/UxJk2apOPHj+vVV1+t0Tdnzhy98cYbKigo0Ny5c/XSSy9p165datOGD8AAAHA+mNMBAPAMzOlAy8VKdMBDZWRkyOFw6Je//KVeeukl7du3T59++qkWL16s6OjoGuN79eqloqIirV69WgcOHNDixYtd715L0vfff6/p06dr06ZNOnTokD744ANt27ZNffv2lSTNnDlTGzZsUGFhoT7++GNt3LjR1Wez2VRaWqpJkyZp27ZtOnDggDZs2KC7775bDoejab4hAAC0UMzpAAB4BuZ0oOWiiA54qJ49e+rjjz/W8OHD9fvf/179+/fXr371K+Xm5iorK6vG+JtuukmzZs3S9OnTNXDgQH344YdKSUlx9ZtMJn3zzTe666671Lt3b916660aO3as7Ha7JMnhcMhms6lv374aM2aMevfurczMTElSaGioPvjgAzkcDo0ePVoDBgzQzJkz1alTJ3l782sIAICzYU4HAMAzMKcDLRfbuQAAAAAAAAAAUAfeWgIAAAAAAAAAoA4U0QEAAAAAAAAAqANFdAAAAAAAAAAA6kARHQAAAAAAAACAOlBEBwAAAAAAAACgDhTRAQAAAAAAAACoA0V0AAAAAAAAAADqQBEdAAAAAAAAAIA6UEQHAAAAAAAAAKAOFNEBAAAAAAAAAKgDRXQAAAAAAAAAAOpAER0AAAAAAAAAgDpQRAcAAAAAAAAAoA4U0QEAAAAAAAAAqANFdAAAAAAAAAAA6kARHQAAAAAAAACAOlBEBwAAAAAAAACgDhTRgRbEy8tL8+bNM+zxJ0+erEsuucSwx29Ml1xyiSZPnuw63rRpk7y8vLRp0ybDMgEAPB9zOwAAnoE5vXHxGh1Go4gOSFqxYoW8vLzcbt26ddPw4cP11ltvGR3vgu3Zs0fz5s3TF198YXQUN/PmzZOXl5e+/vpro6MAADwMc7sxfm5uv+SSS3TDDTfUaD9+/LgeffRRWSwWtW/fXoGBgbrmmmu0atUqOZ3OGuOr/5/ee++9tT7O3LlzXWPqynLrrbfKy8tLDz744Hk8QwBAU2NON4ZRr9czMzO1YsWKJn1M4FxQRAd+ZP78+Xruuee0atUqzZ49W1999ZWuu+46vf7660ZHuyB79uyR3W5vdpNyc2a1WvX999/LarUaHQUAcAGY25u/kpISDRkyRPPmzdOAAQO0aNEiPfroo/L29lZCQoImTZokh8NR435+fn566aWXdOrUqRp9L7zwgvz8/Op8zIqKCr322mu65JJL9MILL9RaqAcANC/M6a1DXUV0XqPDaG2MDgA0J2PHjtXgwYNdx1OmTFFwcLBeeOGFWldNwXN5e3uf9cU3AKBlYG5v/hISEvTpp59q7dq1uummm1zt999/vx544AH95S9/UVRUVI0V42PGjNGrr76qt956S+PGjXO1f/jhhyosLFRcXJxeeumlWh/zpZdeksPh0LPPPqsRI0YoLy9P1157beM8QQBAg2BOb914jQ6jsRIdOItOnTqpXbt2atPG/f2m48eP6/e//7169OghX19fXX755frLX/7iWsX0/fffq0+fPurTp4++//571/1KS0sVEhKioUOHulZUTZ48WR07dtTBgwcVGxurDh06KDQ0VPPnzz+nVVGffPKJxo4dq4CAAHXs2FEjR47Uli1bXP0rVqzQLbfcIkkaPny46+NvP7eP2Lp169S/f3/5+fmpf//+Wrt2ba3jqqqqtGjRIkVGRsrPz0/BwcG677779O233/5s9toMGzZM/fv31549ezR8+HC1b99eF198sR5//PEaY//6178qMjJS7du3V+fOnTV48GDl5OS4+uvaE676Y2lnU9t+a+eTDQDQPDG3N/3cfjZbtmzRhg0bNHnyZLcCerX09HT16tVLjz32mNv3XZIuvvhiWa1Wt7lfkrKzszVgwAD179+/zsfNzs7Wr371Kw0fPlx9+/ZVdnZ2wzwhAECTYU5vHnP6Z599pptvvllBQUHy8/PT4MGD9eqrr7qNqd6SJy8vT/fdd5+6dOmigIAA3XXXXW5ZLrnkEu3evVubN292fS+GDRsmidfoMB5FdOBHysvL9fXXX+urr77S7t27NW3aNB07dkx33HGHa4zT6dRNN92khQsXasyYMXryySd1+eWX64EHHlBSUpIkqV27dlq5cqX279+vuXPnuu5rs9lUXl6uFStWyGQyudodDofGjBmj4OBgPf744xo0aJBSU1OVmpp61ry7d+/WNddco//85z+aPXu2UlJSVFhYqGHDhmnr1q2Sznzk6f7775ckPfzww3ruuef03HPPqW/fvnWe9+2331ZcXJy8vLyUnp6u8ePH6+6779ZHH31UY+x9992nBx54QDExMXrqqad09913Kzs7W7GxsTp9+vQ5fNdr+vbbbzVmzBhdccUVeuKJJ9SnTx89+OCDbvvdLV26VPfff7/69eunRYsWyW63a+DAga7n3VjOJRsAoPlgbj+jqef20tJSff311zVuVVVVbuNee+01SdJdd91V63natGmj22+/Xd9++60++OCDGv233367XnvtNR07dkyS9MMPP2jNmjW6/fbb68x25MgRbdy4UZMmTZIkTZo0SS+++GKt28IAAJoP5vQzjH69/tPneNVVV+nTTz/VQw89pCeeeEIdOnTQ+PHjay3sT58+XZ9++qnmzZunu+66S9nZ2Ro/frzrDYlFixape/fu6tOnj+t78eP/R7XhNTqajBOAc/ny5U5JNW6+vr7OFStWuI1dt26dU5IzLS3Nrf3mm292enl5Offv3+9qmzNnjtPb29uZl5fnXLNmjVOSc9GiRW73S0hIcEpyzpgxw9VWVVXlvP76650+Pj7Or776ytUuyZmamuo6Hj9+vNPHx8d54MABV9uRI0ec/v7+TqvV6mqrfuyNGzee0/dj4MCBzpCQEGdZWZmr7e2333ZKcoaHh7va/vWvfzklObOzs93uv379+lrbfyo1NdUpye05XnvttU5JzlWrVrnaKisrnWaz2RkXF+dqGzdunDMyMvKs509ISHDL+9PH/bHw8HBnQkKC63jjxo01vmfnmg0AYDzmdndNPbef7Xb99de7PV9Jzm+//bbOc7788stOSc7Fixe72iQ5bTabs7S01Onj4+N87rnnnE6n0/nGG284vby8nF988UWtf2c4nU7nX/7yF2e7du2cFRUVTqfT6fz888+dkpxr164963MDABiDOd2dka/Xf2rkyJHOAQMGOE+ePOlqq6qqcg4dOtTZq1cvV1v1/8NBgwY5T5065Wp//PHHnZKcr7zyiqstMjLSee2119Z4LF6jw2isRAd+JCMjQ++8847eeecdPf/88xo+fLjuvfdevfzyy64xb775pkwmk+vd4mq///3v5XQ63d7tnDdvniIjI5WQkKDExERde+21Ne5Xbfr06a6vvby8NH36dJ06dUrvvvtureMdDofefvttjR8/Xj179nS1h4SE6Pbbb9f777+vioqK8/4eHD16VDt27FBCQoICAwNd7b/61a/Ur18/t7Fr1qxRYGCgfvWrX7mtMhs0aJA6duyojRs3nvfjS1LHjh3dVhP4+Pjol7/8pQ4ePOhq69Spk/773/9q27Zt9XqM+jqXbACA5oO53Zi5/aWXXnJ93398Cw4Odhv33XffSZL8/f3rPFd1X23PvXPnzhozZoxeeOEFSVJOTo6GDh2q8PDwOs+XnZ2t66+/3nXeXr16adCgQWzpAgDNHHN683i9Xq20tFTvvfeebr31Vn333Xeu83/zzTeKjY3Vvn379L///c/tPlOnTlXbtm1dx9OmTVObNm305ptv1jsHr9HRVLiwKPAjv/zlL90uVDJp0iRFRUVp+vTpuuGGG+Tj46NDhw4pNDS0xou96o9bHTp0yNXm4+OjZ599VldeeaX8/Py0fPnyWvfi9vb2dptYJal3796SVOcVur/66iudOHFCl19+eY2+vn37qqqqSocPH1ZkZOS5Pfn/rzp/r169avRdfvnl+vjjj13H+/btU3l5ubp161brub788svzeuxq3bt3r/F96ty5swoKClzHDz74oN5991398pe/1GWXXabRo0fr9ttvV0xMTL0esyGzAQCaD+Z2Y+Z2q9Wqiy66qEb7Ty8IVv09/+6779SpU6daz/Vzhfbbb79dd955p4qKirRu3bqz7oP66aef6pNPPtFdd92l/fv3u9qHDRumjIwMVVRUKCAg4KzPDQBgDOb05vF6vdr+/fvldDqVkpKilJSUOh/j4osvdh3/NHfHjh0VEhJS5/fxXPAaHU2FIjpwFt7e3ho+fLieeuop7du377wnOEnasGGDJOnkyZPat2+fIiIiGjqmYaqqqtStW7c6V2517dq1Xuf98f5zP+b80YVb+vbtq7179+r111/X+vXr9dJLLykzM1OPPPKI7Ha7JNV58dDqi8Q0VjYAQPPF3H52jTW316Vv375at26dCgoKZLVaax1T/SL4pyvsqt10003y9fVVQkKCKisrdeutt9b5eM8//7wkadasWZo1a1aN/pdeekl33333+T4NAIABmNPPrrHn9OrrnPzhD39QbGxsrWMuu+yyC3qMc8FrdDQViujAz/jhhx8kyXXBqvDwcL377rv67rvv3N7d/uyzz1z91QoKCjR//nzdfffd2rFjh+69917t3LnT7WNX0pnJ5+DBg653syXp888/l3Tm6tS16dq1q9q3b6+9e/fW6Pvss8/k7e2tHj16SKq7mFyb6vz79u2r0ffTx7r00kv17rvvKiYmRu3atTvnx2goHTp00G233abbbrtNp06d0oQJE7RgwQLNmTNHfn5+6ty5s8rKymrc78erDwAArQ9z+/8xem6/4YYblJ6erlWrVtVaRHc4HMrJyVHnzp3r/LRZu3btNH78eD3//PMaO3ZsrSvgpTMvpnNycjR8+HAlJibW6H/00UeVnZ1NER0AWhDm9P/T1HN69er8tm3batSoUed0n3379mn48OGu42PHjuno0aO67rrrXG3n8/0AmhJ7ogNncfr0ab399tvy8fFxffzruuuuk8Ph0NNPP+02duHChfLy8tLYsWNd9508ebJCQ0P11FNPacWKFSopKal11ZMkt/M5nU49/fTTatu2rUaOHFnreJPJpNGjR+uVV15x++hTSUmJcnJydPXVV7s+jtyhQwdJqrWg/FMhISEaOHCgVq5cqfLyclf7O++8oz179riNvfXWW+VwOPToo4/WOM8PP/xwTo9XX998843bsY+Pj/r16yen0+m6yvill16q8vJyt49xHT16tNarhAMAWgfm9uY1tw8dOlSjRo3S8uXL9frrr9fonzt3rj7//HPNnj37rAWAP/zhD0pNTa3z4+SS9MEHH+iLL77Q3XffrZtvvrnG7bbbbtPGjRt15MiRBnluAIDGxZxu7JzerVs3DRs2TH/729909OjRGv1fffVVjbYlS5a4Xq9LUlZWln744QfX/xfpzPejMWsJQH2xEh34kbfeesv1DvWXX36pnJwc7du3Tw899JBrgrvxxhs1fPhwzZ07V1988YWuuOIKvf3223rllVc0c+ZMXXrppZKktLQ07dixQ7m5ufL395fFYtEjjzyi5ORk3XzzzW7vtPr5+Wn9+vVKSEjQkCFD9NZbb+mNN97Qww8/fNaPWKWlpemdd97R1VdfrcTERLVp00Z/+9vfVFlZ6bYf6MCBA2UymfTYY4+pvLxcvr6+GjFiRJ17o6Wnp+v666/X1VdfrXvuuUelpaX661//qsjISNc7/JJ07bXX6r777lN6erp27Nih0aNHq23bttq3b5/WrFmjp556SjfffHP9/4ecxejRo2U2mxUTE6Pg4GB9+umnevrpp90uFDZx4kQ9+OCD+vWvf637779fJ06cUFZWlnr37u22VxwAwHMxt5/RnOf2VatWaeTIkRo3bpxuv/12XXPNNaqsrNTLL7+sTZs26bbbbtMDDzxw1nNcccUVuuKKK846Jjs7WyaTSddff32t/TfddJPmzp2r1atXKykpqd7PBwDQOJjTz2jqOf3JJ59U+/bt3dq8vb318MMPKyMjQ1dffbUGDBig3/zmN+rZs6dKSkqUn5+v//73v/rPf/7jdr9Tp05p5MiRuvXWW7V3715lZmbq6quv1k033eQaM2jQIGVlZSktLU2XXXaZunXrphEjRvxsTqDROQE4ly9f7pTkdvPz83MOHDjQmZWV5ayqqnIb/9133zlnzZrlDA0NdbZt29bZq1cv55///GfXuO3btzvbtGnjnDFjhtv9fvjhB+eVV17pDA0NdX777bdOp9PpTEhIcHbo0MF54MAB5+jRo53t27d3BgcHO1NTU50Oh8Pt/pKcqampbm0ff/yxMzY21tmxY0dn+/btncOHD3d++OGHNZ7j0qVLnT179nSaTCanJOfGjRvP+j156aWXnH379nX6+vo6+/Xr53z55ZedCQkJzvDw8BpjlyxZ4hw0aJCzXbt2Tn9/f+eAAQOcs2fPdh45cuSsj5GamuqU5Pzqq69cbddee60zMjKyxtifPvbf/vY3p9VqdXbp0sXp6+vrvPTSS50PPPCAs7y83O1+b7/9trN///5OHx8f5+WXX+58/vnnXY/7Y+Hh4c6EhATX8caNG2t8n841GwDAeMztNRk1t/9YeHi48/rrr6/R/t133znnzZvnjIyMdD1mTEyMc8WKFTX+XzmdZ75vNpvtnLOcOnXK2aVLF+c111xz1vtEREQ4o6KizjoGANC0mNNraso5vbabyWRyjTtw4IDzrrvucprNZmfbtm2dF198sfOGG25wvvjii64x1f8PN2/e7Jw6daqzc+fOzo4dOzrj4+Od33zzjdvjFhcXO6+//nqnv7+/U5Lz2muvdTqdvEaH8bycTnbaB4w0efJkvfjii27vGAMAgJaLuR0AAM/AnN4wVqxYobvvvlvbtm3T4MGDjY4D1At7ogMAAAAAAAAAUAeK6AAAAAAAAAAA1IEiOgAAAAAAAAAAdWBPdAAAAAAAAAAA6sBKdAAAAAAAAAAA6kARHQAAAAAAAACAOlBEBwAAAAAAAACgDm2MDtDYqqqqdOTIEfn7+8vLy8voOACAVszpdOq7775TaGiovL15H/t8MacDAJoL5vQLw5wOAGguznVO9/gi+pEjR9SjRw+jYwAA4HL48GF1797d6BgtDnM6AKC5YU6vH+Z0AEBz83NzuuFF9P/973968MEH9dZbb+nEiRO67LLLtHz5cg0ePFjSmXcDUlNTtXTpUpWVlSkmJkZZWVnq1avXOZ3f399f0plvREBAQKM9DwAAfk5FRYV69OjhmptwfpjTAQDNBXP6hWFOBwA0F+c6pxtaRP/2228VExOj4cOH66233lLXrl21b98+de7c2TXm8ccf1+LFi7Vy5UpFREQoJSVFsbGx2rNnj/z8/H72Mao/GhYQEMDkDABoFvjYcv0wpwMAmhvm9PphTgcANDc/N6cbWkR/7LHH1KNHDy1fvtzVFhER4fra6XRq0aJFSk5O1rhx4yRJq1atUnBwsNatW6eJEyc2eWYAAAAAAAAAQOth6BVQXn31VQ0ePFi33HKLunXrpqioKC1dutTVX1hYqOLiYo0aNcrVFhgYqCFDhig/P9+IyAAAAAAAAACAVsTQIvrBgwdd+5tv2LBB06ZN0/3336+VK1dKkoqLiyVJwcHBbvcLDg529f1UZWWlKioq3G4AAAAAAAAAANSHodu5VFVVafDgwfrjH/8oSYqKitKuXbv0zDPPKCEhoV7nTE9Pl91ub8iYAAAAAAAAAIBWytCV6CEhIerXr59bW9++fVVUVCRJMpvNkqSSkhK3MSUlJa6+n5ozZ47Ky8tdt8OHDzdCcgAAAAAAAABAa2DoSvSYmBjt3bvXre3zzz9XeHi4pDMXGTWbzcrNzdXAgQMlSRUVFdq6daumTZtW6zl9fX3l6+vbqLkBoLlxOBwqKChQaWmpgoKCZLFYZDKZjI4FAADOE3M6AACegTndsxhaRJ81a5aGDh2qP/7xj7r11lv173//W0uWLNGSJUskSV5eXpo5c6bS0tLUq1cvRUREKCUlRaGhoRo/fryR0QGg2cjLy1NmZqbbtSLMZrMSExNltVoNTIbWJD09XS+//LI+++wztWvXTkOHDtVjjz2myy+/3DVm2LBh2rx5s9v97rvvPj3zzDNNHRcAmiXmdAAAPANzuucxdDuXK6+8UmvXrtULL7yg/v3769FHH9WiRYsUHx/vGjN79mzNmDFDU6dO1ZVXXqljx45p/fr18vPzMzA5ADQPeXl5Sk1NVc+ePZWRkaE333xTGRkZ6tmzp1JTU5WXl2d0RLQSmzdvls1m05YtW/TOO+/o9OnTGj16tI4fP+427je/+Y2OHj3quj3++OMGJQaA5oU5HQAAz8Cc7pm8nE6n0+gQjamiokKBgYEqLy9XQECA0XEAoME4HA7Fx8erZ8+eSktLk7f3/70vWlVVpeTkZBUWFur555/nI2PNRGuak7766it169ZNmzdvdq20GDZsmAYOHKhFixbV65yt6fsHoHVhTm95mJMuDN8/AJ7qx3O63W7Xrl27XNu59O/fX6mpqczpzcy5zkmGrkQHANRfQUGBiouLFR8f7/ZiW5K8vb0VHx+vo0ePqqCgwKCEaM3Ky8slSUFBQW7t2dnZuuiii9S/f3/NmTNHJ06cqPMclZWVqqiocLsBgCdiTgcAwDNUz+mRkZG68847NWvWLD366KOaNWuW7rzzTvXr1485vYUydE90AED9lZaWSjpzEebaVLdXjwOaSlVVlWbOnKmYmBj179/f1X777bcrPDxcoaGhKigo0IMPPqi9e/fq5ZdfrvU86enpstvtTRUbAAzDnA4AgGeonquXLl2qoUOHKiUlRRERESosLFR2drb+/ve/u41Dy0ERHQBaqOoVvoWFhYqMjKzRX1hY6DYOaCo2m027du3S+++/79Y+depU19cDBgxQSEiIRo4cqQMHDujSSy+tcZ45c+YoKSnJdVxRUaEePXo0XnAAMAhzOgAAnqFTp06Szrze+fEWbZGRkUpLS9Pvfvc77dy50zUOLQfbuQBAC2WxWGQ2m5Wdna2qqiq3vqqqKmVnZyskJEQWi8WghGiNpk+frtdff10bN25U9+7dzzp2yJAhkqT9+/fX2u/r66uAgAC3GwB4IuZ0AACA5o0iOgC0UCaTSYmJicrPz1dycrJ2796tEydOaPfu3UpOTlZ+fr6mTZvGxUrQJJxOp6ZPn661a9fqvffeq3NLgh/bsWOHJCkkJKSR0wFA88acDgCAZygrK5Mk7dq1q9Y5fdeuXW7j0HKwnQsAtGBWq1V2u12ZmZmy2Wyu9pCQENntdlmtVgPToTWx2WzKycnRK6+8In9/fxUXF0uSAgMD1a5dOx04cEA5OTm67rrr1KVLFxUUFGjWrFmyWq2srAQAMacDAOAJqrdeu/fee/Xaa6/VmNPvvfdeLV26lC3aWiCK6ADQwlmtVsXExKigoEClpaUKCgqSxWJhtRqaVFZWliRp2LBhbu3Lly/X5MmT5ePjo3fffVeLFi3S8ePH1aNHD8XFxSk5OdmAtADQPDGnAwDQslVv0bZ7924999xz2rVrl2tO79+/v1JTU9mirYWiiA4AHsBkMikqKsroGGjFnE7nWft79OihzZs3N1EaAGi5mNMBAGi5qrdoS01NVWpqquLj4xUdHa3CwkKlpqYqPz9fdrudN8hbIIroAAAAAAAAANAA2KLNM1FEBwAAAAAAAIAGwhZtnociOgAAAAAAAAA0ILZo8yzeRgcAAAAAAAAAAKC5oogOAAAAAAAAAEAdKKIDAAAAAAAAAFAHiugAAAAAAAAAANSBIjoAAAAAAAAAAHWgiA4AAAAAAAAAQB3aGB0AAAAAAAAAzYPD4VBBQYFKS0sVFBQki8Uik8lkdCwAMBRFdAAAAAAAACgvL0+ZmZkqLi52tZnNZiUmJspqtRqYDACMxXYuAAAAAAAArVxeXp5SU1PVs2dPZWRk6M0331RGRoZ69uyp1NRU5eXlGR0RAAxDER0AAAAAAKAVczgcyszMVHR0tNLS0hQZGan27dsrMjJSaWlpio6OVlZWlhwOh9FRAcAQFNEBAAAAAABasYKCAhUXFys+Pl7e3u6lIm9vb8XHx+vo0aMqKCgwKCEAGIsiOgAAAAAAQCtWWloqSYqIiKi1v7q9ehwAtDYU0QEAAAAAAFqxoKAgSVJhYWGt/dXt1eMAoLWhiA4AAAAAANCKWSwWmc1mZWdnq6qqyq2vqqpK2dnZCgkJkcViMSghABiLIjoAAAAAAEArZjKZlJiYqPz8fCUnJ2v37t06ceKEdu/ereTkZOXn52vatGkymUxGRwUAQ7QxOgAAAAAAAACMZbVaZbfblZmZKZvN5moPCQmR3W6X1Wo1MB0AGIsiOgB4AIfDoYKCApWWliooKEgWi4VVIgAAAADOi9VqVUxMDK8tAOAnKKIDQAuXl5enzMxMFRcXu9rMZrMSExNZLQIAAIBz5nA4NG/ePD3//PMqLi5WaGioJk+erOTkZHl5eUmSnE6nUlNTtXTpUpWVlSkmJkZZWVnq1auXwenRUEwmk6KiooyOAQDNCnuiA0ALlpeXp9TUVPXs2VMZGRl68803lZGRoZ49eyo1NVV5eXlGRwQAAEAL8dhjjykrK0tPP/20Pv30Uz322GN6/PHH9de//tU15vHHH9fixYv1zDPPaOvWrerQoYNiY2N18uRJA5MDANC4KKIDQAvlcDiUmZmp6OhopaWlKTIyUu3bt1dkZKTS0tIUHR2trKwsORwOo6MCAACgBfjwww81btw4XX/99brkkkt08803a/To0fr3v/8t6cwq9EWLFik5OVnjxo2TxWLRqlWrdOTIEa1bt87Y8AAANCKK6ADQQhUUFKi4uFjx8fHy9nb/de7t7a34+HgdPXpUBQUFBiUEAABASzJ06FDl5ubq888/lyT95z//0fvvv6+xY8dKkgoLC1VcXKxRo0a57hMYGKghQ4YoPz+/zvNWVlaqoqLC7QYAQEvCnugA0EKVlpZKkiIiImrtr26vHgcAAACczUMPPaSKigr16dNHJpNJDodDCxYsUHx8vCS5rsETHBzsdr/g4GC36/P8VHp6uux2e+MFBwCgkbESHQBaqKCgIElnVgTVprq9ehwAAABwNv/85z+VnZ2tnJwcffzxx1q5cqX+8pe/aOXKlRd03jlz5qi8vNx1O3z4cAMlBgCgaVBEB4AWymKxyGw2Kzs7W1VVVW59VVVVys7OVkhIiCwWi0EJAQAA0JI88MADeuihhzRx4kQNGDBAd955p2bNmqX09HRJktlsliSVlJS43a+kpMTVVxtfX18FBAS43QAAaEkoogNAC2UymZSYmKj8/HwlJydr9+7dOnHihHbv3q3k5GTl5+dr2rRpMplMRkcFAABAC3DixIka19oxmUyuBRsREREym83Kzc119VdUVGjr1q2Kjo5u0qwAADQlQ4vo8+bNk5eXl9utT58+rv6TJ0/KZrOpS5cu6tixo+Li4mq84w0ArZnVapXdbtfBgwdls9l03XXXyWazqbCwUHa7XVar1eiIAAAAaCFuvPFGLViwQG+88Ya++OILrV27Vk8++aR+/etfS5K8vLw0c+ZMpaWl6dVXX9XOnTt11113KTQ0VOPHjzc2PAAAjcjwC4tGRkbq3XffdR23afN/kWbNmqU33nhDa9asUWBgoKZPn64JEybogw8+MCIqADRLVqtVMTExKigoUGlpqYKCgmSxWFiBDgAAgPPy17/+VSkpKUpMTNSXX36p0NBQ3XfffXrkkUdcY2bPnq3jx49r6tSpKisr09VXX63169fLz8/PwOQAADQuL6fT6TTqwefNm6d169Zpx44dNfrKy8vVtWtX5eTk6Oabb5YkffbZZ+rbt6/y8/N11VVXndNjVFRUKDAwUOXl5ey7BgAwFHPSheH7BwBoLpiTLgzfPwBAc3Guc5Lhe6Lv27dPoaGh6tmzp+Lj41VUVCRJ2r59u06fPq1Ro0a5xvbp00dhYWHKz883Ki4AAAAAAAAAoBUxdDuXIUOGaMWKFbr88st19OhR2e12XXPNNdq1a5eKi4vl4+OjTp06ud0nODhYxcXFdZ6zsrJSlZWVruOKiorGig8AAAAAAAAA8HCGFtHHjh3r+tpisWjIkCEKDw/XP//5T7Vr165e50xPT5fdbm+oiAAAAAAAAACAVszw7Vx+rFOnTurdu7f2798vs9msU6dOqayszG1MSUmJzGZzneeYM2eOysvLXbfDhw83cmoAAAAAAAAAgKdqVkX0Y8eO6cCBAwoJCdGgQYPUtm1b5ebmuvr37t2roqIiRUdH13kOX19fBQQEuN0AAAAAoCVwOBz65JNPlJubq08++UQOh8PoSAAAAK2eodu5/OEPf9CNN96o8PBwHTlyRKmpqTKZTJo0aZICAwM1ZcoUJSUlKSgoSAEBAZoxY4aio6N11VVXGRkbAAAAABpcXl6eMjMz3a4BZTablZiYKKvVamAyAK2Jw+FQQUGBSktLFRQUJIvFIpPJZHQsADCUoUX0//73v5o0aZK++eYbde3aVVdffbW2bNmirl27SpIWLlwob29vxcXFqbKyUrGxscrMzDQyMgAAAAA0uLy8PKWmpio6OlopKSmKiIhQYWGhsrOzlZqaKrvdTiEdQKPjzTwAqJ2X0+l0Gh2iMVVUVCgwMFDl5eVs7QIAMBRz0oXh+wfAUzkcDsXHx6tnz55KS0uTt/f/7bpZVVWl5ORkFRYW6vnnn2c1aDPBnHRh+P41Tz9+My8+Pt7tzbz8/HzezAPgkc51TmpWe6IDAAAAQGtTUFCg4uJixcfHuxXQJcnb21vx8fE6evSoCgoKDEoIwNM5HA5lZmYqOjpaaWlpioyMVPv27RUZGam0tDRFR0crKyuL6zQAaLUoogMAAACAgUpLSyVJERERtfZXt1ePA4CGxpt5AHB2FNEBAAAAwEBBQUGSpMLCwlr7q9urxwFAQ+PNPAA4O4roAAAAAGAgi8Uis9ms7OxsVVVVufVVVVUpOztbISEhslgsBiUE4Ol4Mw8Azo4iOgAAuGDp6em68sor5e/vr27dumn8+PHau3ev25iTJ0/KZrOpS5cu6tixo+Li4lRSUmJQYgBoPkwmkxITE5Wfn6/k5GTt3r1bJ06c0O7du5WcnKz8/HxNmzaNi4oCaDS8mQcAZ0cRHQAAXLDNmzfLZrNpy5Yteuedd3T69GmNHj1ax48fd42ZNWuWXnvtNa1Zs0abN2/WkSNHNGHCBANTA0DzYbVaZbfbdfDgQdlsNl133XWy2WwqLCyU3W6X1Wo1OiIAD8abeQBwdl5Op9NpdIjGVFFRocDAQJWXlysgIMDoOACAVqw1zUlfffWVunXrps2bN8tqtaq8vFxdu3ZVTk6Obr75ZknSZ599pr59+yo/P19XXXXVz56zNX3/ALReDodDBQUFKi0tVVBQkCwWC0WrZog56cLw/Wu+8vLylJmZqeLiYldbSEiIpk2bxpt5ADzSuc5JbZowEwAAaCXKy8sl/d++mdu3b9fp06c1atQo15g+ffooLCysziJ6ZWWlKisrXccVFRWNnBoAjGcymRQVFWV0DACtlNVqVUxMDG/mAcBPUEQHAAANqqqqSjNnzlRMTIz69+8vSSouLpaPj486derkNjY4ONhtpdOPpaeny263N3ZcAAAA/Ahv5gFATeyJDgAAGpTNZtOuXbu0evXqCzrPnDlzVF5e7rodPny4gRICAAAAAHDuWIkOAAAazPTp0/X6668rLy9P3bt3d7WbzWadOnVKZWVlbqvRS0pKZDabaz2Xr6+vfH19GzsyAAAAAABnxUp0AABwwZxOp6ZPn661a9fqvffeU0REhFv/oEGD1LZtW+Xm5rra9u7dq6KiIkVHRzd1XAAAAAAAzhkr0QEAwAWz2WzKycnRK6+8In9/f9c+54GBgWrXrp0CAwM1ZcoUJSUlKSgoSAEBAZoxY4aio6NrvagoAAAAAADNBUV0AABwwbKysiRJw4YNc2tfvny5Jk+eLElauHChvL29FRcXp8rKSsXGxiozM7OJkwIAAABoyU6ePKmioiKjY3iksLAw+fn5GR2jWaKIDgAALpjT6fzZMX5+fsrIyFBGRkYTJAIAAADgiYqKijR16lSjY3ikJUuWqHfv3kbHaJYoogMAAAAAAABoEcLCwrRkyRKjY5yTQ4cOacGCBZo7d67Cw8ONjvOzwsLCjI7QbFFEBwAAAAAAANAi+Pn5tbjV0uHh4S0uM9x5Gx0AAAAAAAAAAIDmiiI6AAAAAAAAAAB1oIgOAAAAAAAAAEAd2BMdAAAAAACgCZw8eVJFRUVGx/A4YWFh8vPzMzoGAA9GER0AAAAAAKAJFBUVaerUqUbH8DhLlizhoo0AGhVFdAAAAAAAgCYQFhamJUuWGB3jZx06dEgLFizQ3LlzFR4ebnScnxUWFmZ0BAAejiI6AAAAAABAE/Dz82tRK6bDw8NbVF4AaCxcWBQAAAAAAAAAgDpQRAcAAAAAAAAAoA4U0QEAAAAAAAAAqAN7ogOAB3A4HCooKFBpaamCgoJksVhkMpmMjgUAAAAAANDiUUQHgBYuLy9PmZmZKi4udrWZzWYlJibKarUamAwAAAAAAKDlYzsXAGjB8vLylJqaqm+//dat/dtvv1Vqaqry8vIMSgYAAAAAAOAZKKIDQAvlcDj05JNPyul06he/+IUyMjL05ptvKiMjQ7/4xS/kdDq1cOFCORwOo6MCAAAAAAC0WBTRAaCF2rFjh8rKyjRgwAAtWLBAkZGRat++vSIjI7VgwQINGDBA3377rXbs2GF0VAAAAAAAgBaLIjoAtFDVxfHJkyfL29v917m3t7cmT57sNg4AAAAAAADnjyI6ALRwXl5eRkcAAAAAAADwWBTRAaCFGjhwoCRp+fLlqqqqcuurqqrSihUr3MYBAAAAAADg/FFEB4AWauDAgerUqZN27typuXPnavfu3Tpx4oR2796tuXPnaufOnerUqRNFdAAAAAAAgAvQbIrof/rTn+Tl5aWZM2e62k6ePCmbzaYuXbqoY8eOiouLU0lJiXEhAaAZMZlMSkpKkiR9/PHHstlsuu6662Sz2fTxxx9LkpKSkmQymYyMCQAAAAAA0KI1iyL6tm3b9Le//U0Wi8WtfdasWXrttde0Zs0abd68WUeOHNGECRMMSgkAzY/VatX8+fPVqVMnt/bOnTtr/vz5slqtxgQDAAAAAADwEG2MDnDs2DHFx8dr6dKlSktLc7WXl5dr2bJlysnJ0YgRIySd2fe3b9++2rJli6666iqjIgNAs2K1WhUTE6OCggKVlpYqKChIFouFFegAAAAAAAANwPCV6DabTddff71GjRrl1r59+3adPn3arb1Pnz4KCwtTfn5+U8cEgGbNZDIpKipKI0eOVFRUFAV0AAAAAACABmLoSvTVq1fr448/1rZt22r0FRcXy8fHp8YWBcHBwSouLq7znJWVlaqsrHQdV1RUNFheAAAAAAAAAEDrYthK9MOHD+t3v/udsrOz5efn12DnTU9PV2BgoOvWo0ePBjs3AAAAAAAAAKB1MayIvn37dn355Zf6xS9+oTZt2qhNmzbavHmzFi9erDZt2ig4OFinTp1SWVmZ2/1KSkpkNpvrPO+cOXNUXl7uuh0+fLiRnwkAAAAAAJ7hf//7n+644w516dJF7dq104ABA/TRRx+5+p1Opx555BGFhISoXbt2GjVqlPbt22dgYgAAGp9hRfSRI0dq586d2rFjh+s2ePBgxcfHu75u27atcnNzXffZu3evioqKFB0dXed5fX19FRAQ4HYDAAAAAABn9+233yomJkZt27bVW2+9pT179uiJJ55Q586dXWMef/xxLV68WM8884y2bt2qDh06KDY2VidPnjQwOQAAjcuwPdH9/f3Vv39/t7YOHTqoS5curvYpU6YoKSlJQUFBCggI0IwZMxQdHa2rrrrKiMgAAAAAAHisxx57TD169NDy5ctdbREREa6vnU6nFi1apOTkZI0bN06StGrVKgUHB2vdunWaOHFik2cGAKApGLYS/VwsXLhQN9xwg+Li4mS1WmU2m/Xyyy8bHQsAAAAAAI/z6quvavDgwbrlllvUrVs3RUVFaenSpa7+wsJCFRcXa9SoUa62wMBADRkyRPn5+UZEBgCgSRi2Er02mzZtcjv28/NTRkaGMjIyjAkEAAAAAEArcfDgQWVlZSkpKUkPP/ywtm3bpvvvv18+Pj5KSEhQcXGxJCk4ONjtfsHBwa6+2lRWVqqystJ1XFFR0ThPAACARtKsiugAAAAAAMAYVVVVGjx4sP74xz9KkqKiorRr1y4988wzSkhIqPd509PTZbfbGyomAABNrllv5wIAAAAAAJpGSEiI+vXr59bWt29fFRUVSZLMZrMkqaSkxG1MSUmJq682c+bMUXl5uet2+PDhBk4OAEDjoogOAAAAAAAUExOjvXv3urV9/vnnCg8Pl3TmIqNms1m5ubmu/oqKCm3dulXR0dF1ntfX11cBAQFuNwAAWhK2cwEAD+BwOFRQUKDS0lIFBQXJYrHIZDIZHQsAAAAtyKxZszR06FD98Y9/1K233qp///vfWrJkiZYsWSJJ8vLy0syZM5WWlqZevXopIiJCKSkpCg0N1fjx440NDwBAI6KIDgAtXF5enjIzM90u5mQ2m5WYmCir1WpgMgAAALQkV155pdauXas5c+Zo/vz5ioiI0KJFixQfH+8aM3v2bB0/flxTp05VWVmZrr76aq1fv15+fn4GJgcAoHFRRAeAFiwvL0+pqamKjo5WSkqKIiIiVFhYqOzsbKWmpsput1NIBwAAwDm74YYbdMMNN9TZ7+Xlpfnz52v+/PlNmAoAAGOxJzoAtFAOh0OZmZmKjo5WWlqaIiMj1b59e0VGRiotLU3R0dHKysqSw+EwOioAAAAAAECLRREdAFqogoICFRcXKz4+Xt7e7r/Ovb29FR8fr6NHj6qgoMCghAAA4Hw5HA598sknys3N1SeffMKb4QAAAM0A27kAQAtVWloqSYqIiKi1v7q9ehwAAGjeuM4JAABA88RKdABooYKCgiRJhYWFtfZXt1ePAwAAzVf1dU569uypjIwMvfnmm8rIyFDPnj2VmpqqvLw8oyMCAAC0WhTRAaCFslgsMpvNys7OVlVVlVtfVVWVsrOzFRISIovFYlBCtCZ5eXm68cYbFRoaKi8vL61bt86tf/LkyfLy8nK7jRkzxpiwANDMcJ0TAACA5o0iOgC0UCaTSYmJicrPz1dycrJ2796tEydOaPfu3UpOTlZ+fr6mTZsmk8lkdFS0AsePH9cVV1yhjIyMOseMGTNGR48edd1eeOGFJkwIAM0X1zkBAABo3tgTHQBaMKvVKrvdrszMTNlsNld7SEiI7HY7+6eiyYwdO1Zjx4496xhfX1+ZzeYmSgQALQfXOQEAAGjeKKIDQAtntVoVExOjgoIClZaWKigoSBaLhRXoaHY2bdqkbt26qXPnzhoxYoTS0tLUpUsXo2MBgOF+fJ2TyMjIGv1c5wQAAMBYFNEBwAOYTCZFRUUZHQOo05gxYzRhwgRFRETowIEDevjhhzV27Fjl5+fX+YZPZWWlKisrXccVFRVNFRcAmtSPr3OSlpbmtqUL1zkBAAAwHnuiAwCARjdx4kTddNNNGjBggMaPH6/XX39d27Zt06ZNm+q8T3p6ugIDA123Hj16NF1gAGhCXOcEAACgeaOIDgAAmlzPnj110UUXaf/+/XWOmTNnjsrLy123w4cPN2FCAGha1dc5OXjwoGw2m6677jrZbDYVFhZynRMAAACDsZ0LAABocv/973/1zTffKCQkpM4xvr6+8vX1bcJUAGAsrnMCAADQPFFEBwAAF+zYsWNuq8oLCwu1Y8cOBQUFKSgoSHa7XXFxcTKbzTpw4IBmz56tyy67TLGxsQamBoDmh+ucAAAAND8U0QEAwAX76KOPNHz4cNdxUlKSJCkhIUFZWVkqKCjQypUrVVZWptDQUI0ePVqPPvooK80BAAAAAM0eRXQAAFBDWVmZnn/+eU2fPv2cxg8bNkxOp7PO/g0bNjRUNAAAAAAAmlS9LixaUlKiO++8U6GhoWrTpo1MJpPbDQAAtEy5ubm6/fbbFRISotTUVKPjAAAAAABguHqtRJ88ebKKioqUkpKikJAQeXl5NXQuAADQRA4fPqzly5dr+fLlKioq0sSJE7V27VqNHDnS6GgAAOAcHT9+XH/605+Um5urL7/8UlVVVW79Bw8eNCgZAAAtX72K6O+//77+9a9/aeDAgQ0cBwAANIXTp09r3bp1+vvf/65//etfGjNmjP785z9r0qRJmjt3rvr162d0RAAAcB7uvfdebd68WXfeeSeL3QAAaGD1KqL36NHjrPueAgCA5u3iiy9Wnz59dMcdd2j16tXq3LmzJGnSpEkGJwMAAPXx1ltv6Y033lBMTIzRUQAA8Dj12hN90aJFeuihh/TFF180cBwAANAUfvjhB3l5ecnLy4vrmQAA4AE6d+6soKAgo2MAAOCR6lVEv+2227Rp0yZdeuml8vf3V1BQkNsNAAA0b0eOHNHUqVP1wgsvyGw2Ky4uTmvXruWj3wAAtFCPPvqoHnnkEZ04ccLoKAAAeJx6beeyaNGiBo4BAACakp+fn+Lj4xUfH68DBw5o+fLluv/++/XDDz9owYIFmjx5skaMGMEqdQAAWognnnhCBw4cUHBwsC655BK1bdvWrf/jjz82KBkAAC1fvYroCQkJDZ0DAAAY5NJLL1VaWprmz5+vDRs2aNmyZbrhhhvk7++vr7/+2uh4AADgHIwfP97oCAAAeKxzLqJXVFQoICDA9fXZVI8DAAAth7e3t8aOHauxY8fqq6++0nPPPWd0JABodRwOhwoKClRaWqqgoCBZLBY+FYRzkpqaanQEAAA81jkX0Tt37qyjR4+qW7du6tSpU617pjqdTnl5ecnhcDRoSAAA0LS6du2qpKQko2MAQKuSl5enzMxMFRcXu9rMZrMSExNltVoNTAYAANC6nXMR/b333nNdNHTjxo2NFggAADS+nj17ntO4gwcPNnISAIB0poCempqq6OhopaSkKCIiQoWFhcrOzlZqaqrsdjuFdNQQFBSkzz//XBdddJE6d+581guEl5aWNmEyAAA8yzkX0a+99tpavwYAAC3PF198ofDwcN1+++3q1q2b0XEAoFVzOBzKzMxUdHS00tLS5O3tLUmKjIxUWlqakpOTlZWVpZiYGLZ2gZuFCxfK39/f9fXZiugAAKD+zrmIXlBQcM4ntVgs9QoDAACaxj/+8Q89++yzevLJJzV27Fjdc889uu6661yFGwBA0ykoKFBxcbFSUlJq/B729vZWfHy8bDabCgoKFBUVZVBKNEcJCQmurydPnmxcEAAAPNw5F9EHDhwoLy8vOZ3Os45jT3QAAJq/W265Rbfccov+97//acWKFZo1a5buu+8+3XnnnZoyZYp69epldEQAaDWqt9mIiIiotb+6ne04cDYmk8l1HbMf++abb9StWzdepwMAcAHOuYheWFjYmDkAAIABLr74Ys2dO1dz587V5s2bNW/ePP35z3/W119/rc6dOxsdDwBaheprTxUWFioyMrJGf/VrsepxQG3qWvBWWVkpHx+fJk4DAIBnOecienh4eGPmAAAABjl58qRefPFFPfvss9q6datuueUWtW/f3uhYANBqWCwWmc1mZWdnu+2JLklVVVXKzs5WSEgI22aiVosXL5Z05lPhf//739WxY0dXn8PhUF5envr06WNUPAAAPMI5F9F/bNWqVWftv+uuu87pPFlZWcrKytIXX3wh6cyFcx555BGNHTtW0pkX9b///e+1evVqVVZWKjY2VpmZmQoODq5PbAAA8CNbt27VsmXL9M9//lM9e/bUPffco5deeokV6ADQxEwmkxITE5Wamqrk5GTFx8crIiJChYWFys7OVn5+vux2OxcVRa0WLlwo6cxK9Geeecbt34mPj48uueQSPfPMM0bFAwDAI9SriP673/3O7fj06dM6ceKEfHx81L59+3Muonfv3l1/+tOf1KtXLzmdTq1cuVLjxo3TJ598osjISM2aNUtvvPGG1qxZo8DAQE2fPl0TJkzQBx98UJ/YAADg/4uMjNSXX36p22+/XZs3b9YVV1xhdCQAaNWsVqvsdrsyMzNls9lc7SEhIbLb7bJarQamQ3NWvd3P8OHD9fLLL/NmOAAAjaBeRfRvv/22Rtu+ffs0bdo0PfDAA+d8nhtvvNHteMGCBcrKytKWLVvUvXt3LVu2TDk5ORoxYoQkafny5erbt6+2bNmiq666qj7RAeC8nTx5UkVFRUbH8DhhYWHy8/MzOkar9emnn6pDhw5atWqVnnvuuTrHcRE7AGg6VqtVMTExKigoUGlpqYKCgmSxWFiBjnOyceNG19fV+6N7eXkZFQcAAI9SryJ6bXr16qU//elPuuOOO/TZZ5+d9/0dDofWrFmj48ePKzo6Wtu3b9fp06c1atQo15g+ffooLCxM+fn5dRbRKysrVVlZ6TquqKg4/ycDAD9SVFSkqVOnGh3D4yxZskS9e/c2OkartXz5cqMjAABqYTKZFBUVZXQMtFDLli3TwoULtW/fPklnXqfPnDlT9957r8HJAABo2RqsiC5Jbdq00ZEjR87rPjt37lR0dLROnjypjh07au3aterXr5927NghHx8fderUyW18cHCwiouL6zxfenq67HZ7feIDQK3CwsK0ZMkSo2P8rEOHDmnBggWaO3dui7gYdFhYmNERWrWEhASjIwAAgAb0yCOP6Mknn9SMGTMUHR0tScrPz9esWbNUVFSk+fPnG5wQAICWq15F9FdffdXt2Ol06ujRo3r66acVExNzXue6/PLLtWPHDpWXl+vFF19UQkKCNm/eXJ9YkqQ5c+YoKSnJdVxRUaEePXrU+3wA4Ofn16JWTIeHh7eovDDW999/r3feeUeff/65pDPz8qhRo9SuXTuDkwEAgPORlZWlpUuXatKkSa62m266SRaLRTNmzKCIDgDABahXEX38+PFux15eXuratatGjBihJ5544rzO5ePjo8suu0ySNGjQIG3btk1PPfWUbrvtNp06dUplZWVuq9FLSkpkNpvrPJ+vr698fX3PKwMAAK3Rq6++qnvvvVdff/21W/tFF12kZcuW1bh2CQAAaL5Onz6twYMH12gfNGiQfvjhBwMSAQDgObzrc6eqqiq3m8PhUHFxsXJychQSEnJBgaqqqlRZWalBgwapbdu2ys3NdfXt3btXRUVFro+mAQCA+vnwww918803y2q16oMPPlBpaalKS0v1/vvv65prrtHNN9+sLVu2GB0TAACcozvvvFNZWVk12pcsWaL4+HgDEgEA4DkaZE90h8OhnTt3Kjw8XJ07dz7n+82ZM0djx45VWFiYvvvuO+Xk5GjTpk3asGGDAgMDNWXKFCUlJSkoKEgBAQGuvd3quqgoAAA4N2lpabr77rv1t7/9za196NChGjp0qO677z7Nnz9fb775pkEJAQDA+Vq2bJnefvtt12vmrVu3qqioSHfddZfbtqdPPvmkUREBAGiR6lVEnzlzpgYMGKApU6bI4XDIarUqPz9f7du31+uvv65hw4ad03m+/PJL3XXXXTp69KgCAwNlsVi0YcMG/epXv5IkLVy4UN7e3oqLi1NlZaViY2OVmZlZn8gAAOBHtmzZoscee6zOfpvNpmuvvbYJEwEAgAuxa9cu/eIXv5AkHThwQNKZLdouuugi7dq1yzXOy8vLkHwAALRk9Sqiv/jii7rjjjskSa+99pq++OILffbZZ3ruuec0d+5cffDBB+d0nmXLlp2138/PTxkZGcrIyKhPTAAAUIfvv/9eAQEBdfYHBgbq5MmTTZgIAABciI0bNxodAQAAj1WvPdG//vpr18U933zzTd1yyy3q3bu37rnnHu3cubNBAwIAgIbXq1cvvffee3X25+bmqlevXk2YCAAANIT9+/drw4YN+v777yVJTqfT4EQAALR89SqiBwcHa8+ePXI4HFq/fr1r+5UTJ07IZDI1aEAAANDw7r77bv3hD3+odc/zN954Q7Nnz9bkyZObPhgAAKiXb775RiNHjlTv3r113XXX6ejRo5KkKVOm6Pe//73B6QAAaNnqVUS/++67deutt6p///7y8vLSqFGjJJ25aEmfPn0aNCAAAGh4v/vd7zRixAjdcMMN6tu3ryZMmKBf//rX6tOnj2666SZde+21mjlzptExAQDAOZo1a5batm2roqIitW/f3tV+2223af369QYmAwCg5avXnujz5s1T//79dfjwYd1yyy3y9fWVJJlMJj300EMNGhAAADQ8b29vrVmzRv/4xz+Uk5Ojzz77TJLUp08fzZs3TxMnTjQ4IQAAOB9vv/22NmzYoO7du7u19+rVS4cOHTIoFQAAnqFeRXRJuvnmm2u0JSQkXFAYAADQNCoqKiRJY8eO1dixY+vsP9vFRwEAQPNx/PhxtxXo1UpLS10L3wAAQP3Uu4iem5ur3Nxcffnll6qqqnLre/bZZy84GAAAaDydOnWSl5dXnf1Op1NeXl5yOBxNmAoAANTXNddco1WrVunRRx+VJHl5eamqqkqPP/64hg0bZmw4AABauHoV0e12u+bPn6/BgwcrJCTkrC/CgbNxOBwqKChQaWmpgoKCZLFYuDgtADSBjRs3ur52Op267rrr9Pe//10XX3yxgakAAEB9Pf744xo5cqQ++ugjnTp1SrNnz9bu3btVWlqqDz74wOh4AAC0aPUqoj/zzDNasWKF7rzzzobOg1YkLy9PmZmZKi4udrWZzWYlJibKarUamAwAPN+1117rdmwymXTVVVepZ8+eBiUCAAAXon///vr888/19NNPy9/fX8eOHdOECRM0depUpaWlacmSJUZHBACgxapXEf3UqVMaOnRoQ2dBK5KXl6fU1FRFR0crJSVFERERKiwsVHZ2tlJTU2W32ymkAwAAAMB5CAwM1Ny5c93a/vOf/2jZsmUU0QEAuADe9bnTvffeq5ycnIbOglbC4XAoMzNT0dHRSktLU2RkpNq3b6/IyEilpaUpOjpaWVlZ7MMLAAAAAAb605/+JC8vL82cOdPVdvLkSdlsNnXp0kUdO3ZUXFycSkpKjAsJAEATqNdK9JMnT2rJkiV69913ZbFY1LZtW7f+J598skHCwTMVFBSouLhYKSkp8vZ2fx/H29tb8fHxstlsKigoUFRUlEEpAaD14RonAACg2rZt2/S3v/1NFovFrX3WrFl64403tGbNGgUGBmr69OmaMGEC+64DADxavYroBQUFGjhwoCRp165dDZkHrUBpaakkKSIiotb+6vbqcQCAhjdhwgS345MnT+q3v/2tOnTo4Nb+8ssvN2UsAADQDBw7dkzx8fFaunSp0tLSXO3l5eVatmyZcnJyNGLECEnS8uXL1bdvX23ZskVXXXWVUZEBAGhU9Sqib9y4saFzoBUJCgqSJBUWFioyMrJGf2Fhods4AEDDCwwMdDu+4447DEoCAAAuxE/fGP+psrKy8z6nzWbT9ddfr1GjRrkV0bdv367Tp09r1KhRrrY+ffooLCxM+fn5dRbRKysrVVlZ6TquqKg470wAABjpvIroPzc5S2c+Cv7SSy/VOxA8n8VikdlsVnZ2ttLS0ty2dKmqqlJ2drZCQkJqfGwQANBwli9fbnQEAADQAH76xnht/Xfdddc5n2/16tX6+OOPtW3bthp9xcXF8vHxUadOndzag4ODVVxcXOc509PTZbfbzzkDAADNzXkV0X9ucgbOhclkUmJiolJTU5WcnKz4+HhFRESosLBQ2dnZys/Pl91ul8lkMjoqAAAAADRrDfnG+OHDh/W73/1O77zzjvz8/BrsvHPmzFFSUpLruKKiQj169Giw8wMA0NjOq4jOqjU0FKvVKrvdrszMTNlsNld7SEiI7Ha7rFargekAAAAAoPXZvn27vvzyS/3iF79wtTkcDuXl5enpp5/Whg0bdOrUKZWVlbmtRi8pKZHZbK7zvL6+vvL19W3M6AAANKp67YkONASr1aqYmBgVFBSotLRUQUFBslgsrEAHgBYoLy9Pf/7zn7V9+3YdPXpUa9eu1fjx4139TqdTqampWrp0qcrKyhQTE6OsrCz16tXLuNAAAMDNyJEjtXPnTre2u+++W3369NGDDz6oHj16qG3btsrNzVVcXJwkae/evSoqKlJ0dLQRkQEAaBIU0WEok8mkqKgoo2MAAC7Q8ePHdcUVV+iee+6p9Roqjz/+uBYvXqyVK1cqIiJCKSkpio2N1Z49exr04+IAAKD+/P391b9/f7e2Dh06qEuXLq72KVOmKCkpSUFBQQoICNCMGTMUHR1d50VFAQDwBBTRAQDABRs7dqzGjh1ba5/T6dSiRYuUnJyscePGSZJWrVql4OBgrVu3ThMnTmzKqAAA4AIsXLhQ3t7eiouLU2VlpWJjY5WZmWl0LAAAGhVFdAAA0KgKCwtVXFysUaNGudoCAwM1ZMgQ5efnU0QHgB9xOBxsd4hmZdOmTW7Hfn5+ysjIUEZGhjGBAAAwAEV0GIoXCQDg+YqLiyVJwcHBbu3BwcGuvtpUVlaqsrLSdVxRUdE4AQGgmcjLy1NmZqbb70az2azExERZrVYDkwEAALRuFNFhGF4kAADOJj09XXa73egYANAk8vLylJqaqujoaKWkpCgiIkKFhYXKzs5Wamqq7HY7fyMDABpdSUmJysvLjY7hMQ4dOuT2X1y4wMDAGgu0mgJFdBiCFwkA0HqYzWZJZ/4gDwkJcbWXlJRo4MCBdd5vzpw5SkpKch1XVFSoR48ejZYTAIzicDiUmZmp6OhopaWlydvbW5IUGRmptLQ0JScnKysrSzExMXxqEwDQaEpKSnTHnXfp9KnKnx+M87JgwQKjI3iMtj6+ev65VU1eSKeIjibHiwQAaF0iIiJkNpuVm5vrKppXVFRo69atmjZtWp338/X1la+vbxOlBADjFBQUqLi4WCkpKa6/jat5e3srPj5eNptNBQUFioqKMigl0PyxgrbhsHq24Rm1evZ8lJeX6/SpSn3f81pV+QUaHQeowftkuXRws8rLyymiw/PxIgEAPM+xY8e0f/9+13FhYaF27NihoKAghYWFaebMmUpLS1OvXr0UERGhlJQUhYaGavz48caFBoBmorS0VNKZNx1rU91ePQ5ATaygbRysnm04Rq2erY8qv0BVdbjI6BhAs0IRHU2OFwkA4Hk++ugjDR8+3HVcvQ1LQkKCVqxYodmzZ+v48eOaOnWqysrKdPXVV2v9+vXy8/MzKjIANBtBQUGSzrwBGRkZWaO/sLDQbRyAmlhBi+bMyNWzABoGRXQ0OV4kAIDnGTZsmJxOZ539Xl5emj9/vubPn9+EqQCgZbBYLDKbzcrOznbb7lCSqqqqlJ2drZCQEFksFgNTAi0DK2gBAI3B++eHAA3rxy8Sqqqq3Pp4kQAAAIDWxmQyKTExUfn5+UpOTtbu3bt14sQJ7d69W8nJycrPz9e0adO4XhAAAIBBKKKjyfEiAQAAAHBntVplt9t18OBB2Ww2XXfddbLZbCosLJTdbpfVajU6IgAAQKvFdi4wRPWLhMzMTNlsNld7SEgILxIAAADQKlmtVsXExKigoEClpaUKCgqSxWJhcQkAAIDBKKLDMLxIAAAAANyZTCZFRUUZHQMAAAA/QhEdhuJFAgAAAAAAAIDmjD3RAQAAAAAAAACoA0V0AAAAAAAAAADqQBEdAAAAAAAAAIA6UEQHAAAAAAAAAKAOhhbR09PTdeWVV8rf31/dunXT+PHjtXfvXrcxJ0+elM1mU5cuXdSxY0fFxcWppKTEoMQAAAAAAAAAgNbE0CL65s2bZbPZtGXLFr3zzjs6ffq0Ro8erePHj7vGzJo1S6+99prWrFmjzZs368iRI5owYYKBqQEAAAAAAAAArUUbIx98/fr1bscrVqxQt27dtH37dlmtVpWXl2vZsmXKycnRiBEjJEnLly9X3759tWXLFl111VVGxAYAAAAAAAAAtBKGFtF/qry8XJIUFBQkSdq+fbtOnz6tUaNGucb06dNHYWFhys/Pr7WIXllZqcrKStdxRUVFI6cGAAAA0BKcPHlSRUVFRsfwOGFhYfLz8zM6BgAAQKNpNkX0qqoqzZw5UzExMerfv78kqbi4WD4+PurUqZPb2ODgYBUXF9d6nvT0dNnt9saOCwAAAKCFKSoq0tSpU42O4XGWLFmi3r17Gx0DAACg0TSbIrrNZtOuXbv0/vvvX9B55syZo6SkJNdxRUWFevTocaHxAAAAALRwYWFhWrJkidExftahQ4e0YMECzZ07V+Hh4UbH+VlhYWFGRwAAAGhUzaKIPn36dL3++uvKy8tT9+7dXe1ms1mnTp1SWVmZ22r0kpISmc3mWs/l6+srX1/fxo4MAAAAoIXx8/NrUSumw8PDW1ReAAAAT+Vt5IM7nU5Nnz5da9eu1XvvvaeIiAi3/kGDBqlt27bKzc11te3du1dFRUWKjo5u6rgAAAAAAAAAgFbG0JXoNptNOTk5euWVV+Tv7+/a5zwwMFDt2rVTYGCgpkyZoqSkJAUFBSkgIEAzZsxQdHR0rRcVRcvjcDhUUFCg0tJSBQUFyWKxyGQyGR0LAAAAAAAAACQZXETPysqSJA0bNsytffny5Zo8ebIkaeHChfL29lZcXJwqKysVGxurzMzMJk6KxpCXl6fMzEy3i8SazWYlJibKarUamAwAAAAAAAAAzjC0iO50On92jJ+fnzIyMpSRkdEEidBU8vLylJqaqujoaKWkpCgiIkKFhYXKzs5Wamqq7HY7hXQAAAAAAAAAhjN0T3S0Tg6HQ5mZmYqOjlZaWpoiIyPVvn17RUZGKi0tTdHR0crKypLD4TA6KgAAOEcOh0OffPKJcnNz9cknnzCPAwAAAPAYhq5ER+tUUFCg4uJipaSkyNvb/X0cb29vxcfHy2azqaCgQFFRUQalBAAA54ot2gAAAAB4Mlaio8mVlpZKkiIiImrtr26vHgcAAJqv6i3aevbsqYyMDL355pvKyMhQz549lZqaqry8PKMjAgAAAMAFoYiOJhcUFCRJKiwsrLW/ur16HAAAaJ7Yog0AAABAa0ARHU3OYrHIbDYrOztbVVVVbn1VVVXKzs5WSEiILBaLQQkBAMC5qN6iLT4+vs4t2o4ePaqCggKDEgIAAADAhaOIjiZnMpmUmJio/Px8JScna/fu3Tpx4oR2796t5ORk5efna9q0aTKZTEZHBQAAZ8EWbQAAAABaAy4sCkNYrVbZ7XZlZmbKZrO52kNCQmS327kIGQAALcCPt2iLjIys0c8WbQAAAAA8AUV0GMZqtSomJkYFBQUqLS1VUFCQLBYLK9ABAGghfrxFW1pamtuWLmzRBgAAAMBTsJ0LDGUymRQVFaWRI0cqKiqKAjoAAC0IW7QBAAAAaA1YiQ5DORwOVqIDANCCsUUbAAAAAE9HER2GycvLU2ZmpoqLi11tZrNZiYmJvOAGAKAFYYs2AAAAAJ6MIjoMkZeXp9TUVEVHRyslJUUREREqLCxUdna2UlNTWbnWipSUlKi8vNzoGB7h0KFDbv/FhQsMDFRwcLDRMYAWoXqLNgAAAADwNBTR0eQcDocyMzMVHR3tdhGyyMhIpaWlKTk5WVlZWYqJiWEFm4crKSnRHXfepdOnKo2O4lEWLFhgdASP0dbHV88/t4pCOgAAAAAArRhFdDS5goICFRcXKyUlxVVAr+bt7a34+HjZbDYVFBSwos3DlZeX6/SpSn3f81pV+QUaHQdw432yXDq4WeXl5RTRAQAAAABoxSiio8mVlpZKkiIiImrtr26vHgfPV+UXqKoOFxkdAwAAAAAAAKjB++eHAA0rKChIklRYWFhrf3V79TgAAAAAAAAAMApFdDQ5i8Uis9ms7OxsnTx5UmvWrNFTTz2lNWvW6OTJk8rOzlZISIgsFovRUQEAAAAAAAC0cmzngiZnMpmUmJioRx55RGPGjHHry8jIkCTNnz+fi4oCAAAAAAAAMBwr0WGIPXv2SFKtFxb9cT8AAAAAAAAAGImV6Ghyp06d0po1a9S5c2etXr1ae/bsUWlpqYKCgtSvXz9NnDhRa9as0T333CMfHx+j4wIAAAAAAABoxViJjib3yiuvyOFwaMqUKfL19VVUVJRGjhypqKgo+fr66p577pHD4dArr7xidFQAAAAAAAAArRwr0dHkjhw5IkmKjo6utb+6vXocAABo/hwOhwoKClyfLrNYLFzfBAAAAIBHoIiOJhcaGipJys/P1w033FCjPz8/320cAABo3vLy8pSZmani4mJXm9lsVmJioqxWq4HJAACtjff3ZUZHAGrg3yXQ8lFER5MbN26cnnnmGS1btkxjxoxRmzb/98/whx9+0LPPPiuTyaRx48YZmBIA0JDmzZsnu93u1nb55Zfrs88+MygRGkpeXp5SU1MVHR2tlJQURUREqLCwUNnZ2UpNTZXdbqeQDgAtRHp6ul5++WV99tlnateunYYOHarHHntMl19+uWvMyZMn9fvf/16rV69WZWWlYmNjlZmZqeDgYAOT/592hXlGRwAAeCCK6GhyPj4+uuWWW7R69WrdcsstuueeexQdHa38/Hw9++yz+vbbbzVx4kQuKgoAHiYyMlLvvvuu6/jHb6KiZXI4HMrMzFR0dLTS0tLk7X3mcjuRkZFKS0tTcnKysrKyFBMTw9YuANACbN68WTabTVdeeaV++OEHPfzwwxo9erT27NmjDh06SJJmzZqlN954Q2vWrFFgYKCmT5+uCRMm6IMPPjA4/RnfR1hV1a6T0TEAN97fl/EGD9DC8eoVhvjtb38rSVqzZo2eeOIJV7vJZNLEiRNd/QAAz9GmTRuZzWajY6ABFRQUqLi4WCkpKa4CejVvb2/Fx8fLZrOpoKBAUVFRBqUEAJyr9evXux2vWLFC3bp10/bt22W1WlVeXq5ly5YpJydHI0aMkCQtX75cffv21ZYtW3TVVVcZEdtNVbtOqupwkdExAAAehiI6DPPb3/5W99xzj1555RUdOXJEoaGhGjduHCvQAcBD7du3T6GhofLz81N0dLTS09MVFhZW5/jKykpVVla6jisqKpoiJs5DaWmpJCkiIqLW/ur26nEAgJalvLxckhQUFCRJ2r59u06fPq1Ro0a5xvTp00dhYWHKz89vFkV0AAAaA0V0GKp6axcAgGcbMmSIVqxYocsvv1xHjx6V3W7XNddco127dsnf37/W+6Snp9fYRx3NS3VRpbCwUJGRkTX6CwsL3cYBAFqOqqoqzZw5UzExMerfv78kqbi4WD4+PurUqZPb2ODgYLeLS/8Ub4wDAFo6758fAgAAcGHGjh2rW265RRaLRbGxsXrzzTdVVlamf/7zn3XeZ86cOSovL3fdDh8+3ISJcS4sFovMZrOys7NVVVXl1ldVVaXs7GyFhITIYrEYlBAAUF82m027du3S6tWrL/hc6enpCgwMdN169OjRAAkBAGg6FNEBAECT69Spk3r37q39+/fXOcbX11cBAQFuNzQvJpNJiYmJys/PV3Jysnbv3q0TJ05o9+7dSk5OVn5+vqZNm8ZFRQGghZk+fbpef/11bdy4Ud27d3e1m81mnTp1SmVlZW7jS0pKznrdE94YBwC0dGznAgAAmtyxY8d04MAB3XnnnUZHwQWyWq2y2+3KzMyUzWZztYeEhMhut8tqtRqYDgBwPpxOp2bMmKG1a9dq06ZNNa55MWjQILVt21a5ubmKi4uTJO3du1dFRUWKjo6u87y+vr7y9fVt1OwAGo7392VGRwBqZeS/TYroAACg0f3hD3/QjTfeqPDwcB05ckSpqakymUyaNGmS0dHQAKxWq2JiYlRQUKDS0lIFBQXJYrGwAh0AWhibzaacnBy98sor8vf3d+1zHhgYqHbt2ikwMFBTpkxRUlKSgoKCFBAQoBkzZig6OpqLigIepF1hntERgGaHIjoAAGh0//3vfzVp0iR988036tq1q/4fe3ceV1W1/3/8DSgHFQHRZLgCojmSKFEZ1yLNEcvyq+XNKE0tS7Fu0sgVJUyjrBwqwOyaWmKWV7PZIUtpQCuVMC1zILGrYEWAQx4U9u8Pf5zbCVCQYTO8no/Hfshea+29P/sgrMPnrL3WNddco61bt+qSSy4xOzRUEycnJ4WEhJgdBkyUk5Oj/Px8s8NoEA4dOmT3L6rO3d1dXl5eZodR5yUnJ0uS+vbta1e+ZMkS3XXXXZKkefPmydHRUSNHjpTVatXgwYOVlJRUy5ECqEl/BIaruJmH2WEApTj+kWfahzwk0QEAQI2rjkXJANRdOTk5uuPOMTpTaDU7lAZl9uzZZofQYDR1tmj566+RSL8AwzAu2MbFxUWJiYlKTEyshYgAmKG4mYeKW7QxOwygTiGJDgAAAKBK8vPzdabQqj86XKdiF3ezwwHsOJ7Olw5uUX5+Pkl0AABwUUiiAwAAoMoKCwv1zjvv6MiRI/L19dXNN98sZ2dns8NCLSt2cWfkGgAAABocU5PoqampevbZZ7V9+3YdPXpUb7/9toYPH26rNwxDcXFxeuWVV5SXl6c+ffooOTlZnTp1Mi/oeuT06dPKysoyO4wGx9/fXy4uLmaHAQBAnbFw4UKtWrVKRUVFdmW33nqr7rvvPhMjAwAAAICqMzWJfvLkSfXs2VPjx4/XiBEjStXPmTNHL7zwgpYtW6bAwEBNnz5dgwcP1p49e0hiVkBWVpYmTpxodhgNzqJFi9S5c2ezwwAAoE5YuHChVq5cqVatWmnChAkKCwtTWlqaFi9ebJsLn0Q6AAAAgPrM1CR6RESEIiIiyqwzDEPz589XbGysbr75ZknSa6+dWwhm7dq1uu2222oz1HrJ399fixYtMjuMCzp06JBmz56tadOmKSAgwOxwLsjf39/sEAAAqBMKCwu1atUqtWrVSqtWrVKTJufeWt54440aMmSIbr31Vq1atUrjx49nahcAAAAA9VadnRM9MzNT2dnZGjBggK3M3d1dvXv3VlpaWrlJdKvVKqvVatsvKCio8VjrKhcXl3o1YjogIKBexQsAQGP3zjvvqKioSBMmTLAl0Es0adJE48eP1/PPP6933nlHt956q0lRAgAAAEDVOJodQHmys7MlqdTq6V5eXra6siQkJMjd3d22+fn51WicAAAAjdWRI0ckSWFhYWXWl5SXtAMAAACA+qjOJtEvVkxMjPLz823b4cOHzQ4JAACgQfL19ZUkpaWlqaioSDt37tSmTZu0c+dOFRUVKS0tza4dAAAAANRHdXY6F29vb0lSTk6OfHx8bOU5OTnq1atXucdZLBZZLJaaDg8AAKDRu/nmm7Vw4UIlJydr+fLldk8Lent76/jx43JycrKtbwMAAAAA9VGdHYkeGBgob29vbdq0yVZWUFCgbdu2lfvIMAAAAGqPs7Ozrr76ap08eVK//fabRo8erddff12jR4/Wb7/9ppMnT+rqq69mUVEAAAAA9ZqpI9FPnDih/fv32/YzMzOVnp4uT09P+fv768EHH9SsWbPUqVMnBQYGavr06fL19dXw4cPNCxoAAACSpKKiIh04cEC+vr7Kzs7WG2+8oTfeeEOS5OjoKF9fXx08eFBFRUVycnIyOVoAAAAAuDimJtG/+eYb9evXz7YfHR0tSRo7dqyWLl2qRx99VCdPntTEiROVl5ena665RuvWrZOLi4tZIQMAAOD/y8jIUHZ2thITE9WpUye98847OnLkiHx9fXXzzTdr3759ioqKUkZGhkJCQswOFwAAAAAuiqlJ9L59+8owjHLrHRwcNHPmTM2cObMWowIAAEBF5ObmSjo3DZ+zs7NuvfVWu/rAwEC7dgAAAABQH9XZOdEBAABQt3l6eko6NyVfWUrKS9oBAAAAQH1k6kh0AAAAXNjp06eVlZVldhilNGvWTK1bt9bLL7+syZMny9Hxf+MziouL9fLLL6tNmzZq1qyZfvzxRxMjLZu/vz/TBAIAAAC4IJLoAAAAdVxWVpYmTpxodhjl+u2333TfffeVW3++OjMtWrRInTt3NjsMAAAAAHUcSXQAAIA6zt/fX4sWLTI7jHLt2LFDq1at0m+//WYra9OmjW655RZdfvnlJkZ2fv7+/maHAAAAUOc4ns43OwSgTGb+3ySJDsB0jn/kmR0CUAr/L1GXuLi41OkR0507d9att96qDz/8UM8//7weeughDR06VE5OTmaHBgAAgApyd3dXU2eLdHCL2aEA5WrqbJG7u3utX5ckOgDTNctMNTsEAEAVOTk5qUuXLpKkLl26kEAHAJiCEbSoi+rL/0svLy8tf/015efXj3jrg0OHDmn27NmaNm2aAgICzA6nQXB3d5eXl1etX5ckOgDT/REYruJmHmaHAdhx/COPD3gAAADqCUbQoq4za/RsZXl5eZmSoGzoAgIC6vSTpbgwkugXKScnh0/mqsmhQ4fs/kX1MOuTuYtR3MxDxS3amB0GAAAAgHqKEbTVi9Gz1a8+/Y0OoDSS6BchJydHd9w5RmcKrWaH0qDMnj3b7BAalKbOFi1//TU6aQAAAACNAiNoqx+jZwHgHJLoFyE/P19nCq36o8N1Knap+4/ioPFxPJ0vHdyi/Px83kQCAAAAAAAAVUASvQqKXdyZggIAAAAAAAAAGjCS6AAAAACqheMfeWaHAJTC/0sAAFBVJNEBAAAAVItmmalmhwAAAABUO5LoAAAAAKrFH4HhKm7mYXYYgB3HP/L4gAcAAFQJSfQq4LFA1FX83wSAisvJyVF+fr7ZYTQIhw4dsvsXVefu7l6vFgkvbubBmkEAAABocEiiVwGjGQAAqN9ycnJ0x51jdKbQanYoDcrs2bPNDqHBaOps0fLXX6tXiXQAAACgoSGJXgU8roq6ikdWAaBi8vPzdabQqj86XKdiF3ezwwHsOJ7Olw5uUX5+Pkl0AAAAwEQk0auAx1UBAGgYil3c6dMBAAAAAGVyNDsAAAAAAAAAAADqKkaiV4HjaRYhQ91U3/5v1rd40Tjw/xIAAAAAAEgk0S+Ku7u7mjpbpINbzA4FKFdTZ4vc3ev2/L78LKGuqw8/RwAAAAAAoGaRRL8IXl5eWv76a8rPZ5RidTh06JBmz56tadOmKSAgwOxwGgx3d/c6vwgZP0vVi5+l6lcffo5QPRz/yDM7BKAU/l8CAAAAdQNJ9Ivk5eVFYqWaBQQEqHPnzmaHgVrGz1L142cJqLxmmalmhwA0CEyFhbqI/5cA0LCcPn1aWVlZZodRIYcOHbL7t67z9/eXi4uL2WHUSSTRAQBAo/dHYLiKm3mYHQZgx/GPvHrzAQ9TtKGuY4o2AGg4srKyNHHiRLPDqJTZs2ebHUKFLFq0iEF55SCJDgAA4OBgdgRAafXo/yVTtFUvpmirfkzRBgANh7+/vxYtWmR2GA2Sv7+/2SHUWSTRAQBAo8XoWdR19Wn0LFO0VT+maAMAoDQXFxf6R9Q6kugAAKDRYvRs9WL0bPVj9CwAAABgPpLoDVh9WWiBRRYAAGZi9Gz1Y/QsAAAAgIaEJHoDVt8WWmCRBdRVfCBVM/hACqg4fg/VDH4PNT78LNUMfpaAiuP3UM3g9xCAmuZgGIZhdhA1qaCgQO7u7srPjis29wAAlTVJREFUz5ebm5vZ4dSq+tI51zd0zo3Pjz/+WK8+kKovGuMHUo25T6oOjfn14/dQzWiMv4caO36WakZj/FlqzH1SdWjMrx+/h2pGY/w9BKB6VLRPIokOABfAB1I1ozF+IEWfJCUmJurZZ59Vdna2evbsqRdffFFXXXVVhY5tzK8fv4dqRmP8PdTY8bNUMxrjz1Jj7pOqQ2N+/fg9VDMa4+8hANWjon0S07kAwAWw8jdQPd58801FR0dr4cKF6t27t+bPn6/Bgwdr7969atu2rdnh1Wn8HgKqBz9LAMzG7yEAqJ8czQ4AAAA0DnPnztU999yjcePGqXv37lq4cKGaN2+uV1991ezQAAAAAAAoF0l0AABQ4woLC7V9+3YNGDDAVubo6KgBAwYoLS2tzGOsVqsKCgrsNgAAAAAAahtJdAAAUON+/fVXFRUVycvLy67cy8tL2dnZZR6TkJAgd3d32+bn51cboQIAAAAAYIckOgAAqJNiYmKUn59v2w4fPmx2SAAAAACARqheJNETExPVvn17ubi4qHfv3vrqq6/MDgkAAFRCmzZt5OTkpJycHLvynJwceXt7l3mMxWKRm5ub3QYAAAAAQG2r80n0N998U9HR0YqLi9OOHTvUs2dPDR48WMeOHTM7NAAAUEHOzs4KDQ3Vpk2bbGXFxcXatGmTwsLCTIwMAAAAAIDzq/NJ9Llz5+qee+7RuHHj1L17dy1cuFDNmzfXq6++anZoAACgEqKjo/XKK69o2bJl+v777zVp0iSdPHlS48aNMzs0AAAAAADK1cTsAM6nsLBQ27dvV0xMjK3M0dFRAwYMUFpamomRAQCAyvrHP/6hX375RTNmzFB2drZ69eqldevWlVpsFAAAAACAuqROJ9F//fVXFRUVlfrj2svLSz/88EOZx1itVlmtVtt+QUFBjcYIAAAqbsqUKZoyZYrZYQAAAAAAUGF1Ool+MRISEhQfH1+qnGQ6AMBsJX2RYRgmR1I/lbxu9OkAALPRp1cNfToAoK6oaJ9ep5Pobdq0kZOTk3JycuzKc3Jy5O3tXeYxMTExio6Otu3/97//Vffu3eXn51ejsQIAUFHHjx+Xu7u72WHUO8ePH5ck+nQAQJ1Bn35x6NMBAHXNhfr0Op1Ed3Z2VmhoqDZt2qThw4dLkoqLi7Vp06ZyHwW3WCyyWCy2fVdXVx0+fFgtW7aUg4NDbYSNSiooKJCfn58OHz4sNzc3s8MB6i1+luo+wzB0/Phx+fr6mh1KveTr60ufXsfxewioHvws1X306VVDn1738XsIqB78LNV9Fe3T63QSXZKio6M1duxYXXHFFbrqqqs0f/58nTx5UuPGjavQ8Y6OjmrXrl0NR4nq4Obmxi8UoBrws1S3MVrt4tGn1x/8HgKqBz9LdRt9+sWjT68/+D0EVA9+luq2ivTpdT6J/o9//EO//PKLZsyYoezsbPXq1Uvr1q0rtdgoAAAAAAAAAADVrc4n0SVpypQp5U7fAgAAAAAAAABATXE0OwDAYrEoLi7Obi57AJXHzxIAs/F7CKge/CwBMBu/h4Dqwc9Sw+FgGIZhdhAAAAAAAAAAANRFjEQHAAAAAAAAAKAcJNEBAAAAAAAAACgHSXQAAAAAAAAAAMpBEh0AAAAAAAAAgHKQRIfpEhMT1b59e7m4uKh379766quvzA4JqFdSU1M1bNgw+fr6ysHBQWvXrjU7JACNFH06UDX06QDqAvpzoOro0xsekugw1Ztvvqno6GjFxcVpx44d6tmzpwYPHqxjx46ZHRpQb5w8eVI9e/ZUYmKi2aEAaMTo04Gqo08HYDb6c6B60Kc3PA6GYRhmB4HGq3fv3rryyiv10ksvSZKKi4vl5+en+++/X48//rjJ0QH1j4ODg95++20NHz7c7FAANDL06UD1ok8HYAb6c6D60ac3DIxEh2kKCwu1fft2DRgwwFbm6OioAQMGKC0tzcTIAABAZdCnAwBQ/9GfA0D5SKLDNL/++quKiork5eVlV+7l5aXs7GyTogIAAJVFnw4AQP1Hfw4A5SOJDgAAAAAAAABAOUiiwzRt2rSRk5OTcnJy7MpzcnLk7e1tUlQAAKCy6NMBAKj/6M8BoHwk0WEaZ2dnhYaGatOmTbay4uJibdq0SWFhYSZGBgAAKoM+HQCA+o/+HADK18TsANC4RUdHa+zYsbriiit01VVXaf78+Tp58qTGjRtndmhAvXHixAnt37/ftp+Zman09HR5enrK39/fxMgANCb06UDV0acDMBv9OVA96NMbHgfDMAyzg0Dj9tJLL+nZZ59Vdna2evXqpRdeeEG9e/c2Oyyg3ti8ebP69etXqnzs2LFaunRp7QcEoNGiTweqhj4dQF1Afw5UHX16w0MSHQAAAAAAAACAcjAnOgAAAAAAAAAA5SCJDgAAAAAAAABAOUiiAwAAAAAAAABQDpLoAAAAAAAAAACUgyQ6AAAAAAAAAADlIIkOAAAAAAAAAEA5SKIDAAAAAAAAAFAOkugAAAAAAAAAAJSDJDrQiDk4OGjt2rVmhwEAAKqIPh0AgIaBPh2om0iiAw1Ydna27r//fnXo0EEWi0V+fn4aNmyYNm3aZHZoAACgEujTAQBoGOjTgfqpidkBAKgZP/30k/r06SMPDw89++yz6tGjh86cOaP169crKipKP/zwg9khAgCACqBPBwCgYaBPB+ovRqIDDdTkyZPl4OCgr776SiNHjlTnzp0VFBSk6Ohobd26tcxjHnvsMXXu3FnNmzdXhw4dNH36dJ05c8ZW/+2336pfv35q2bKl3NzcFBoaqm+++UaSdOjQIQ0bNkytWrVSixYtFBQUpA8//NB27HfffaeIiAi5urrKy8tLd955p3799deafREAAGgA6NMBAGgY6NOB+oskOtAA5ebmat26dYqKilKLFi1K1Xt4eJR5XMuWLbV06VLt2bNHCxYs0CuvvKJ58+bZ6iMjI9WuXTt9/fXX2r59ux5//HE1bdpUkhQVFSWr1arU1FTt2rVLzzzzjFxdXSVJeXl5uv766xUSEqJvvvlG69atU05OjkaNGlX9Nw8AQANCnw4AQMNAnw7Ub0znAjRA+/fvl2EY6tq1a6WOi42NtX3dvn17Pfzww1q5cqUeffRRSVJWVpYeeeQR23k7depka5+VlaWRI0eqR48ekqQOHTrY6l566SWFhIToqaeespW9+uqr8vPz048//qjOnTtX/iYBAGgE6NMBAGgY6NOB+o0kOtAAGYZxUce9+eabeuGFF3TgwAGdOHFCZ8+elZubm60+Ojpad999t15//XUNGDBAt956qzp27ChJeuCBBzRp0iRt2LBBAwYM0MiRIxUcHCzp3ONln376qe0T7z87cOAAnTMAAOWgTwcAoGGgTwfqN6ZzARqgTp06ycHBoVKLkqSlpSkyMlJDhw7V+++/r507d2ratGkqLCy0tXniiSe0e/du3XDDDfrkk0/UvXt3vf3225Kku+++WwcPHtSdd96pXbt26YorrtCLL74oSTpx4oSGDRum9PR0u23fvn0KDw+v3psHAKABoU8HAKBhoE8H6jcH42I/CgNQp0VERGjXrl3au3dvqfnW8vLy5OHhIQcHB7399tsaPny4nn/+eSUlJenAgQO2dnfffbf+85//KC8vr8xrjB49WidPntS7775bqi4mJkYffPCBMjIyNG3aNK1evVrfffedmjThARgAACqDPh0AgIaBPh2ovxiJDjRQiYmJKioq0lVXXaXVq1dr3759+v777/XCCy8oLCysVPtOnTopKytLK1eu1IEDB/TCCy/YPr2WpD/++ENTpkzR5s2bdejQIX3xxRf6+uuv1a1bN0nSgw8+qPXr1yszM1M7duzQp59+aquLiopSbm6uRo8era+//loHDhzQ+vXrNW7cOBUVFdXOCwIAQD1Fnw4AQMNAnw7UXyTRgQaqQ4cO2rFjh/r166eHHnpIl112mQYOHKhNmzYpOTm5VPubbrpJU6dO1ZQpU9SrVy99+eWXmj59uq3eyclJv/32m8aMGaPOnTtr1KhRioiIUHx8vCSpqKhIUVFR6tatm4YMGaLOnTsrKSlJkuTr66svvvhCRUVFGjRokHr06KEHH3xQHh4ecnTk1xAAAOdDnw4AQMNAnw7UX0znAgAAAAAAAABAOfhoCQAAAAAAAACAcpBEBwAAAAAAAACgHCTRAQAAAAAAAAAoB0l0AAAAAAAAAADKQRIdAAAAAAAAAIBykEQHAAAAAAAAAKAcJNEBAAAAAAAAACgHSXQAAAAAAAAAAMpBEh0AAAAAAAAAgHKQRAcAAAAAAAAAoBwk0QEAAAAAAAAAKAdJdAAAAAAAAAAAykESHQAAAAAAAACAcpBEBwAAAAAAAACgHCTRAQAAAAAAAAAoB0l0AAAAAAAAAADKQRIdAAAAAAAAAIBykEQHaoCDg4OeeOIJ065/1113qX379qZdvyxPPPGEHBwc7Mrat2+vu+66y5yATLJ582Y5ODho8+bNZocCAKglvC+oHtV9H3379lXfvn2r7XwAANDnAw0XSXTUK0uXLpWDg4Pd1rZtW/Xr108fffSR2eFV2Z49e/TEE0/op59+MjuUcj366KNycHDQP/7xD7NDqdOSkpK0dOlSs8MAgAaN9wXmKPlgvGRr2rSp2rdvrwceeEB5eXlmh2enrr6GAIDKoc83R0mf7+joqMOHD5eqLygoULNmzeTg4KApU6aUWR8fH6+ePXvK1dVVzZo102WXXabHHntMR44csbW766677L63bm5u6tmzp55//nlZrdYyY9uwYYMmTJigyy67TE5OTnx4gBrXxOwAgIsxc+ZMBQYGyjAM5eTkaOnSpRo6dKjee+893XjjjWaHd9H27Nmj+Ph49e3bt052AIZh6I033lD79u313nvv6fjx42rZsuVFn2/v3r1ydGyYn+UlJSWpTZs2pUbah4eH648//pCzs7M5gQFAA8T7AnMkJyfL1dVVJ0+e1KZNm/Tiiy9qx44d+vzzz2vkeq+88oqKi4srdcz5XsMNGzZUY3QAgNpAn28Oi8WiN954Q48++qhd+Zo1a8o95uDBgxowYICysrJ06623auLEiXJ2dlZGRoYWL16st99+Wz/++KPdNf79739LkvLy8rR69Wo9/PDD+vrrr7Vy5cpS51+xYoXefPNNXX755fL19a2mOwXKRxId9VJERISuuOIK2/6ECRPk5eWlN954o153nHXd5s2b9fPPP+uTTz7R4MGDtWbNGo0dO/aiz2exWKoxuvrB0dFRLi4uZocBAA0K7wvMccstt6hNmzaSpHvvvVe33Xab3nzzTX311Ve66qqrqv16TZs2rdbz8YE2ANQ/9PnmGDp0aJlJ9BUrVuiGG27Q6tWr7crPnj2rESNGKCcnR5s3b9Y111xjVz979mw988wzdmVNmjTRHXfcYdufPHmyevfurTfffFNz584tlSh/6qmn9Morr6hp06a68cYb9d1331XHrQLlaphDQNHoeHh4qFmzZmrSxP5zoZMnT+qhhx6Sn5+fLBaLunTpoueee06GYUiS/vjjD3Xt2lVdu3bVH3/8YTsuNzdXPj4++vvf/66ioiJJ5x4vcnV11cGDBzV48GC1aNFCvr6+mjlzpu1857Nz505FRETIzc1Nrq6u6t+/v7Zu3WqrX7p0qW699VZJUr9+/WyPMV1o7uy1a9fqsssuk4uLiy677DK9/fbbZbYrLi7W/PnzFRQUJBcXF3l5eenee+/V77//fsHYS6SkpKh79+7q16+fBgwYoJSUlDLbff7557ryyivl4uKijh076uWXXy6z3V/nRC95RC81NVX33nuvWrduLTc3N40ZM6bMOJOSkhQUFCSLxSJfX19FRUWVeoy8b9++uuyyy7Rnzx7169dPzZs319/+9jfNmTOn1PmsVqvi4uJ06aWXymKxyM/PT48++miZj48tX75cV111lZo3b65WrVopPDzcNqKtffv22r17t7Zs2WL7PpbMuVrWnOiViREAcGG8L6id9wV/de2110qSDhw4YFe+bds2DRkyRO7u7mrevLmuu+46ffHFF3Ztjh8/rgcffFDt27eXxWJR27ZtNXDgQO3YscPWpqx5XleuXKnQ0FC1bNlSbm5u6tGjhxYsWCDpwq/hX+dEL+mj33rrLc2ePVvt2rWTi4uL+vfvr/3791/06wIAqDn0+bXT599+++1KT0/XDz/8YCvLzs7WJ598ottvv71U+9WrV+vbb7/VtGnTSiXQJcnNzU2zZ88+7zUdHR1t/XRZ09z4+vpW+wfswPmQREe9lJ+fr19//VW//PKLdu/erUmTJunEiRN2n1oahqGbbrpJ8+bN05AhQzR37lx16dJFjzzyiKKjoyVJzZo107Jly7R//35NmzbNdmxUVJTy8/O1dOlSOTk52cqLioo0ZMgQeXl5ac6cOQoNDVVcXJzi4uLOG+/u3bt17bXX6ttvv9Wjjz6q6dOnKzMzU3379tW2bdsknZvm44EHHpAk/etf/9Lrr7+u119/Xd26dSv3vBs2bNDIkSPl4OCghIQEDR8+XOPGjdM333xTqu29996rRx55RH369NGCBQs0btw4paSkaPDgwTpz5swFX3Or1arVq1dr9OjRkqTRo0frk08+UXZ2tl27Xbt2adCgQTp27JieeOIJjRs3TnFxceV26GWZMmWKvv/+ez3xxBMaM2aMUlJSNHz4cLs3KE888YSioqLk6+ur559/XiNHjtTLL7+sQYMGlbqf33//XUOGDLHNqda1a1c99thjdnPnFRcX66abbtJzzz2nYcOG6cUXX9Tw4cM1b968UvO/x8fH684771TTpk01c+ZMxcfHy8/PT5988okkaf78+WrXrp26du1q+z7++f9XWSoSIwCgbLwvOKc23xeUpeQP3FatWtnKPvnkE4WHh6ugoEBxcXF66qmnlJeXp+uvv15fffWVrd19992n5ORkjRw5UklJSXr44YfVrFkzff/99+Veb+PGjRo9erRatWqlZ555Rk8//bT69u1rS9BfzGsoSU8//bTefvttPfzww4qJidHWrVsVGRl5Ua8JAKB60eefU9t9fnh4uNq1a6cVK1bYyt588025urrqhhtuKNX+3XfflSTdeeedFTp/eUo+mG/dunWVzgNUCwOoR5YsWWJIKrVZLBZj6dKldm3Xrl1rSDJmzZplV37LLbcYDg4Oxv79+21lMTExhqOjo5GammqsWrXKkGTMnz/f7rixY8cakoz777/fVlZcXGzccMMNhrOzs/HLL7/YyiUZcXFxtv3hw4cbzs7OxoEDB2xlR44cMVq2bGmEh4fbykqu/emnn1bo9ejVq5fh4+Nj5OXl2co2bNhgSDICAgJsZZ999pkhyUhJSbE7ft26dWWWl+U///mPIcnYt2+fYRiGUVBQYLi4uBjz5s2zazd8+HDDxcXFOHTokK1sz549hpOTk/HXXzkBAQHG2LFjbfsl39/Q0FCjsLDQVj5nzhxDkvHOO+8YhmEYx44dM5ydnY1BgwYZRUVFtnYvvfSSIcl49dVXbWXXXXedIcl47bXXbGVWq9Xw9vY2Ro4caSt7/fXXDUdHR+Ozzz6zi3HhwoWGJOOLL74wDMMw9u3bZzg6Ohr/93//Z3dtwzj3/6FEUFCQcd1115V6HT/99NNS3+OKxggAsMf7Anu19b4gLi7OkGTs3bvX+OWXX4yffvrJePXVV41mzZoZl1xyiXHy5Enb69GpUydj8ODBdn3kqVOnjMDAQGPgwIG2Mnd3dyMqKuq81x07dqzdffzzn/803NzcjLNnz5Z7zPlew+uuu86ury7po7t162ZYrVZb+YIFCwxJxq5du84bHwCg5tDn26vtPv+XX34xHn74YePSSy+11V155ZXGuHHjbPf95348JCTEcHd3r9C9GMa517hFixbGL7/8Yvzyyy/G/v37jaeeespwcHAwgoODL3j8DTfcYHffQE1gJDrqpcTERG3cuFEbN27U8uXL1a9fP9199912i1p8+OGHcnJysn2iW+Khhx6SYRh2I3yfeOIJBQUFaezYsZo8ebKuu+66UseV+POK0yUrUBcWFurjjz8us31RUZE2bNig4cOHq0OHDrZyHx8f3X777fr8889VUFBQ6dfg6NGjSk9P19ixY+Xu7m4rHzhwoLp3727XdtWqVXJ3d9fAgQP166+/2rbQ0FC5urrq008/veD1UlJSdMUVV+jSSy+VJLVs2VI33HCD3ZQuRUVFWr9+vYYPHy5/f39bebdu3TR48OAK39vEiRPtHsuaNGmSmjRpog8//FCS9PHHH6uwsFAPPvig3cKk99xzj9zc3PTBBx/Ync/V1dVuZIKzs7OuuuoqHTx40Fa2atUqdevWTV27drV7ja6//npJsr1Ga9euVXFxsWbMmFFqUVQHB4cK3+NfVSRGAEDZeF9Q++8LJKlLly665JJL1L59e40fP16XXnqpPvroIzVv3lySlJ6ern379un222/Xb7/9ZrvOyZMn1b9/f6WmptoWCvXw8NC2bdt05MiRCt+zh4eHTp48qY0bN1b4mIoYN26c3XzpJdPU0CcDgPno883p86VzU7rs379fX3/9te3fsqZykaSCggK1bNmyUvd18uRJXXLJJbrkkkt06aWX6l//+pfCwsIq9VQ7UJNYWBT10lVXXWW3mMjo0aMVEhKiKVOm6MYbb5Szs7MOHTokX1/fUr+4Sx6JOnTokK3M2dlZr776qm0e7yVLlpSZEHV0dLTr/CSpc+fOksqeo0uSfvnlF506dUpdunQpVdetWzcVFxfr8OHDCgoKqtjN/38l8Xfq1KlUXZcuXezmEN23b5/y8/PVtm3bMs917Nix814rLy9PH374oaZMmWI3J2ifPn20evVq/fjjj+rcubN++eUX/fHHH+XGVJIEv5C/Hu/q6iofHx/ba1xy7399TZ2dndWhQwe7760ktWvXrtT3s1WrVsrIyLDt79u3T99//70uueSSMmMqeY0OHDggR0fHUm9OqqoiMQIAysb7gtp9X1Bi9erVcnNz0y+//KIXXnhBmZmZatasmd11JJ13EfL8/Hy1atVKc+bM0dixY+Xn56fQ0FANHTpUY8aMKfX6/tnkyZP11ltvKSIiQn/72980aNAgjRo1SkOGDKlQ/OX580AA6X/T01RlvngAQPWgzzenz5ekkJAQde3aVStWrJCHh4e8vb1tg87+ys3NrdIfPru4uOi9996TJFksFgUGBqpdu3aVOgdQk0iio0FwdHRUv379tGDBAu3bt6/SnZAkrV+/XpJ0+vRp7du3T4GBgdUdpmmKi4vVtm3bchcCLS9xXGLVqlWyWq16/vnn9fzzz5eqT0lJUXx8fLXEWhP+PJfdnxl/mmO9uLhYPXr00Ny5c8ts6+fnVyOxlahIjACAiuF9wflV9X1BifDwcLVp00aSNGzYMPXo0UORkZHavn27HB0dbaPMn332WfXq1avMc7i6ukqSRo0apWuvvVZvv/22NmzYoGeffVbPPPOM1qxZo4iIiDKPbdu2rdLT07V+/Xp99NFH+uijj7RkyRKNGTNGy5Ytq9A9lIU+GQDqD/r886uuPr/E7bffruTkZLVs2VL/+Mc/Sj2dXaJr167auXOnDh8+XOG/pZ2cnDRgwIBKxQPUJpLoaDDOnj0rSTpx4oQkKSAgQB9//LGOHz9u9wl0yWrSAQEBtrKMjAzNnDlT48aNU3p6uu6++27t2rXL7tEo6VwHdPDgQdsnzpL0448/SpLat29fZlyXXHKJmjdvrr1795aq++GHH+To6GjrVCozHUhJ/CWjvP7sr9fq2LGjPv74Y/Xp08duhFhFpaSk6LLLLitz0ZSXX35ZK1asUHx8vC655BI1a9asQjGdz759+9SvXz/b/okTJ3T06FENHTpU0v/ufe/evXajAQoLC5WZmXlRHW/Hjh317bffqn///uf9PnTs2FHFxcXas2dPuQkBqWpTuwAAqo73Bf9T3e8LyuLq6qq4uDiNGzdOb731lm677TZ17NhR0rnRaBXpm318fDR58mRNnjxZx44d0+WXX67Zs2eXm0SXzo0gHDZsmIYNG6bi4mJNnjxZL7/8sqZPn65LL72U/hgAGgH6/P+p6T7/9ttv14wZM3T06FG9/vrr5bYbNmyY3njjDS1fvlwxMTFVvi5QFzAnOhqEM2fOaMOGDXJ2drY9ojV06FAVFRXppZdesms7b948OTg42P4gO3PmjO666y75+vpqwYIFWrp0qXJycjR16tQyr/Xn8xmGoZdeeklNmzZV//79y2zv5OSkQYMG6Z133rF7zCsnJ0crVqzQNddcIzc3N0lSixYtJJ2bPuVCfHx81KtXLy1btkz5+fm28o0bN2rPnj12bUeNGqWioiI9+eSTpc5z9uzZ817v8OHDSk1N1ahRo3TLLbeU2saNG6f9+/dr27ZtcnJy0uDBg7V27VplZWXZzvH999/bPt2viEWLFtmtEp6cnKyzZ8/avmcDBgyQs7OzXnjhBbtRYYsXL1Z+fn6Zq4NfyKhRo/Tf//5Xr7zySqm6P/74QydPnpQkDR8+XI6Ojpo5c6ZthF2JP8fSokWLCn0fAQDVj/cFNfe+4HwiIyPVrl07PfPMM5Kk0NBQdezYUc8995wtsfFnv/zyi6Rzc8b+OWbp3ChzX19fWa3Wcq/322+/2e07OjoqODhYkmzHVeY1BADUP/T5tdvnd+zYUfPnz1dCQoKuuuqqctvdcsst6tGjh2bPnq20tLRS9cePH9e0adMqfN0ffvjBLscAmIGR6KiXPvroI9unyMeOHdOKFSu0b98+Pf7447ZOaNiwYerXr5+mTZumn376ST179tSGDRv0zjvv6MEHH7SNjpo1a5bS09O1adMmtWzZUsHBwZoxY4ZiY2N1yy232EY/S+fm6Fq3bp3Gjh2r3r1766OPPtIHH3ygf/3rX+d9DGrWrFnauHGjrrnmGk2ePFlNmjTRyy+/LKvVqjlz5tja9erVS05OTnrmmWeUn58vi8Wi66+/vtz5yxISEnTDDTfommuu0fjx45Wbm6sXX3xRQUFBdn+sXnfddbr33nuVkJCg9PR0DRo0SE2bNtW+ffu0atUqLViwQLfcckuZ11ixYoUMw9BNN91UZv3QoUPVpEkTpaSkqHfv3oqPj9e6det07bXXavLkyTp79qwtporO711YWKj+/ftr1KhR2rt3r5KSknTNNdfYYrjkkksUExOj+Ph4DRkyRDfddJOt3ZVXXmm3QGdF3XnnnXrrrbd033336dNPP1WfPn1UVFSkH374QW+99ZbWr19vW1h12rRpevLJJ3XttddqxIgRslgs+vrrr+Xr66uEhARJ5xIHycnJmjVrli699FK1bdu23PniAABVw/uCc2rjfcH5NG3aVP/85z/1yCOPaN26dRoyZIj+/e9/KyIiQkFBQRo3bpz+9re/6b///a8+/fRTubm56b333tPx48fVrl073XLLLerZs6dcXV318ccf6+uvvy5zGrkSd999t3Jzc3X99derXbt2OnTokF588UX16tXLlkip7GsIAKjb6PPPMbPP/+c//3nBNk2bNtWaNWs0YMAAhYeHa9SoUerTp4+aNm2q3bt3a8WKFWrVqpVmz55doWt269ZN1113nTZv3mwry8jI0LvvvitJ2r9/v/Lz8zVr1ixJUs+ePTVs2LBK3RdwQQZQjyxZssSQZLe5uLgYvXr1MpKTk43i4mK79sePHzemTp1q+Pr6Gk2bNjU6depkPPvss7Z227dvN5o0aWLcf//9dsedPXvWuPLKKw1fX1/j999/NwzDMMaOHWu0aNHCOHDggDFo0CCjefPmhpeXlxEXF2cUFRXZHS/JiIuLsyvbsWOHMXjwYMPV1dVo3ry50a9fP+PLL78sdY+vvPKK0aFDB8PJycmQZHz66afnfU1Wr15tdOvWzbBYLEb37t2NNWvWGGPHjjUCAgJKtV20aJERGhpqNGvWzGjZsqXRo0cP49FHHzWOHDlS7vl79Ohh+Pv7nzeGvn37Gm3btjXOnDljGIZhbNmyxQgNDTWcnZ2NDh06GAsXLjTi4uKMv/7KCQgIMMaOHWvbL/n+btmyxZg4caLRqlUrw9XV1YiMjDR+++23Utd96aWXjK5duxpNmzY1vLy8jEmTJtm+XyWuu+46IygoqNSxZb1GhYWFxjPPPGMEBQUZFovFaNWqlREaGmrEx8cb+fn5dm1fffVVIyQkxNbuuuuuMzZu3Girz87ONm644QajZcuWhiTjuuuuMwzDMD799NNS39fKxAgA+B/eF5RW0+8LDMOw9em//PJLqbr8/HzD3d3d1u8ZhmHs3LnTGDFihNG6dWvDYrEYAQEBxqhRo4xNmzYZhmEYVqvVeOSRR4yePXsaLVu2NFq0aGH07NnTSEpKsjv3X+/jP//5jzFo0CCjbdu2hrOzs+Hv72/ce++9xtGjRyv0Gl533XV2cZb00atWrbI7PjMz05BkLFmy5LyvCwCg5tDnl2Z2n//X+46KiipV/vvvvxszZswwevToYTRv3txwcXExLrvsMiMmJsauvy55jc93/j/32YZR9v+Jku3PeQagujgYBivkABVx11136T//+U+ZjyOjeixdulTjxo3T119/bbfiOgAAdQ3vCwAAaBzo8wFIzIkOAAAAAAAAAEC5SKIDAAAAAAAAAFAOkugAAAAAAAAAAJSDOdEBAAAAAAAAACgHI9EBAAAAAAAAACgHSXQAAAAAAAAAAMrRxOwAalpxcbGOHDmili1bysHBwexwAACNmGEYOn78uHx9feXoyOfYlUWfDgCoK+jTq4Y+HQBQV1S4TzcauMOHDxuS2NjY2NjY6sx2+PBhs7vHeok+nY2NjY2trm11qU/fsmWLceONNxo+Pj6GJOPtt9+2qy/vHubMmWNrExAQUKo+ISHB7jzffvutcc011xgWi8Vo166d8cwzz1Q6Vvp0NjY2Nra6tl2oT2/wI9FbtmwpSTp8+LDc3NxMjgYA0JgVFBTIz8/P1jehcujTAQB1RV3s00+ePKmePXtq/PjxGjFiRKn6o0eP2u1/9NFHmjBhgkaOHGlXPnPmTN1zzz22/T/fY0FBgQYNGqQBAwZo4cKF2rVrl8aPHy8PDw9NnDixwrHSpwMA6oqK9ukNPole8miYm5sbnTMAoE7gseWLQ58OAKhr6lKfHhERoYiIiHLrvb297fbfeecd9evXTx06dLArb9myZam2JVJSUlRYWKhXX31Vzs7OCgoKUnp6uubOnVupJDp9OgCgrrlQn87kbQAAAAAANCI5OTn64IMPNGHChFJ1Tz/9tFq3bq2QkBA9++yzOnv2rK0uLS1N4eHhcnZ2tpUNHjxYe/fu1e+//14rsQMAYIYGPxIdAAAAAAD8z7Jly9SyZctS07488MADuvzyy+Xp6akvv/xSMTExOnr0qObOnStJys7OVmBgoN0xXl5etrpWrVqVeT2r1Sqr1WrbLygoqM7bAQCgxpFEBwAAAACgEXn11VcVGRkpFxcXu/Lo6Gjb18HBwXJ2dta9996rhIQEWSyWi75eQkKC4uPjL/p4AADMxnQuAAAAAAA0Ep999pn27t2ru++++4Jte/furbNnz+qnn36SdG5e9ZycHLs2JfvlzaMuSTExMcrPz7dthw8fvvgbAADABCTRAQAAAABoJBYvXqzQ0FD17Nnzgm3T09Pl6Oiotm3bSpLCwsKUmpqqM2fO2Nps3LhRXbp0KXcqF0myWCy2RURZTBQAUB8xnQtMVVRUpIyMDOXm5srT01PBwcFycnIyOywAAFBJ9OkAYK4TJ05o//79tv3MzEylp6fL09NT/v7+ks7NRb5q1So9//zzpY5PS0vTtm3b1K9fP7Vs2VJpaWmaOnWq7rjjDluC/Pbbb1d8fLwmTJigxx57TN99950WLFigefPm1c5NAkA9cuLECSUkJOjIkSPy9fVVTEyMXF1dzQ4LF4kkOkyTmpqqpKQkZWdn28q8vb01efJkhYeHmxgZAACoDPp0ADDfN998o379+tn2S+Y3Hzt2rJYuXSpJWrlypQzD0OjRo0sdb7FYtHLlSj3xxBOyWq0KDAzU1KlT7eZJd3d314YNGxQVFaXQ0FC1adNGM2bM0MSJE2v25gCgnrnvvvv0ww8/2PYzMzN14403qmvXrlq4cKGJkeFiORiGYZgdRE0qKCiQu7u78vPzeWSsDklNTVVcXJzCwsIUGRmpwMBAZWZmKiUlRWlpaYqPj+ePbgANDn1S1fD61U306QAaI/qkquH1A9CQlSTQHRwcNHDgQI0aNUpvvfWWNm7cKMMwSKTXMRXtk0iio9YVFRUpMjJSHTp00KxZs+To+L+p+YuLixUbG6vMzEwtX76cx8ABNCj0SVXD61f30KcDaKzok6qG1w9AQ3XixAndeOONcnBw0EcffSQXFxdb3enTpxURESHDMPT+++8ztUsdUdE+iYVFUesyMjKUnZ2tyMhIuz+2JcnR0VGRkZE6evSoMjIyTIoQAABUBH06AAAA8D8JCQmSpIEDB9ol0CXJxcVFAwYMsGuH+oMkOmpdbm6uJCkwMLDM+pLyknYAAKBuok8HAAAA/ufIkSOSpFGjRpVZf+utt9q1Q/1BEh21ztPTU9K5RRXKUlJe0g4AANRN9OkAAADA//j6+kqS3nrrrTLrV61aZdcO9QdJdNS64OBgeXt7KyUlRcXFxXZ1xcXFSklJkY+Pj4KDg02KEAAAVAR9OgAAAPA/MTExkqSNGzfq9OnTdnWnT5/Wxx9/bNcO9QdJdNQ6JycnTZ48WWlpaYqNjdXu3bt16tQp7d69W7GxsUpLS9OkSZNYgAwA6omioiJNnz5dgYGBatasmTp27Kgnn3xSf1673DAMzZgxQz4+PmrWrJkGDBigffv2mRg1qgN9OgAAAPA/rq6u6tq1qwzDUEREhGbPnq0ff/xRs2fPti0q2rVrVxYVrYccjD//hdsAsep33ZWamqqkpCRlZ2fbynx8fDRp0iSFh4ebGBkA1IyG2ic99dRTmjt3rpYtW6agoCB98803GjdunGbPnq0HHnhAkvTMM88oISFBy5YtU2BgoKZPn65du3Zpz549pRbcKU9Dff0aAvp0AI0NfVLV8PoBaOjuu+8+/fDDD6XKu3btqoULF5oQEcpT0T6JJDpMVVRUpIyMDOXm5srT01PBwcGMVgPQYDXUPunGG2+Ul5eXFi9ebCsbOXKkmjVrpuXLl8swDPn6+uqhhx7Sww8/LEnKz8+Xl5eXli5dqttuu61C12mor19DQZ8OoDGhT6oaXj8AjcGJEyeUkJCgI0eOyNfXVzExMYxAr4Mq2ic1qcWYgFKcnJwUEhJidhgAgCr4+9//rkWLFunHH39U586d9e233+rzzz/X3LlzJZ1bXDI7O1sDBgywHePu7q7evXsrLS2t3CS61WqV1Wq17RcUFNTsjaBK6NMBAACA/3F1ddXs2bPNDgPVhCQ6AACokscff1wFBQXq2rWrnJycVFRUpNmzZysyMlKSbFN8eHl52R3n5eVlN/3HXyUkJCg+Pr7mAgcAAAAAoAJYWBQAAFTJW2+9pZSUFK1YsUI7duzQsmXL9Nxzz2nZsmVVOm9MTIzy8/Nt2+HDh6spYgAAAAAAKo6R6AAAoEoeeeQRPf7447ZpWXr06KFDhw4pISFBY8eOlbe3tyQpJydHPj4+tuNycnLUq1evcs9rsVhksVhqNHYAAAAAAC6EkegwVVFRkXbu3KlNmzZp586dKioqMjskAEAlnTp1So6O9m8pnJycVFxcLEkKDAyUt7e3Nm3aZKsvKCjQtm3bFBYWVquxAgAAAABQWYxEh2lSU1OVlJRkNx+ut7e3Jk+erPDwcBMjAwBUxrBhwzR79mz5+/srKChIO3fu1Ny5czV+/HhJkoODgx588EHNmjVLnTp1UmBgoKZPny5fX18NHz7c3OABAAAAALgAkugwRWpqquLi4hQWFqbp06crMDBQmZmZSklJUVxcnOLj40mkA0A98eKLL2r69OmaPHmyjh07Jl9fX917772aMWOGrc2jjz6qkydPauLEicrLy9M111yjdevWycXFxcTIAQAAAAC4MAfDMAyzg6hJBQUFcnd3V35+vtzc3MwOBzo3hUtkZKQ6dOigWbNm2U0BUFxcrNjYWGVmZmr58uVycnIyMVIAqF70SVXD6wcAqCvok6qG1w8AUFdUtE9iTnTUuoyMDGVnZysyMrLUHLqOjo6KjIzU0aNHlZGRYVKEAAAAAAAAAHAOSXTUutzcXEnnFporS0l5STsAAAAAAAAAMAtJdNQ6T09PSVJmZmaZ9SXlJe0AAAAAAAAAwCwk0VHrgoOD5e3trZSUFBUXF9vVFRcXKyUlRT4+PgoODjYpQgAAAAAAAAA4x9QkenJysoKDg+Xm5iY3NzeFhYXpo48+stX37dtXDg4Odtt9991nYsSoDk5OTpo8ebLS0tIUGxur3bt369SpU9q9e7diY2OVlpamSZMmsagoAAAAAAAAANM1MfPi7dq109NPP61OnTrJMAwtW7ZMN998s3bu3KmgoCBJ0j333KOZM2fajmnevLlZ4aIahYeHKz4+XklJSYqKirKV+/j4KD4+XuHh4SZGBwAAAAAAAADnmJpEHzZsmN3+7NmzlZycrK1bt9qS6M2bN5e3t7cZ4aGGhYeHq0+fPsrIyFBubq48PT0VHBzMCHQAAAAAAAAAdYapSfQ/Kyoq0qpVq3Ty5EmFhYXZylNSUrR8+XJ5e3tr2LBhmj59+nlHo1utVlmtVtt+QUFBjcaNqnFyclJISIjZYQAAAAAAAABAmUxPou/atUthYWE6ffq0XF1d9fbbb6t79+6SpNtvv10BAQHy9fVVRkaGHnvsMe3du1dr1qwp93wJCQmKj4+vrfABAAAAAAAAAA2Yg2EYhpkBFBYWKisrS/n5+frPf/6jf//739qyZYstkf5nn3zyifr376/9+/erY8eOZZ6vrJHofn5+ys/Pl5ubW43dBwAAF1JQUCB3d3f6pIvE6wcAqCvok6qG1w8AUFdUtE8yfSS6s7OzLr30UklSaGiovv76ay1YsEAvv/xyqba9e/eWpPMm0S0WiywWS80FDAAAAAAAAABoNBzNDuCviouL7UaS/1l6erokycfHpxYjAgAAAAAAAAA0VqaORI+JiVFERIT8/f11/PhxrVixQps3b9b69et14MABrVixQkOHDlXr1q2VkZGhqVOnKjw8XMHBwWaGDQB1TlFRkTIyMpSbmytPT08FBwfLycnJ7LAAAAAAAADqPVNHoh87dkxjxoxRly5d1L9/f3399ddav369Bg4cKGdnZ3388ccaNGiQunbtqoceekgjR47Ue++9Z2bIAFDnpKamKjIyUlOnTtWTTz6pqVOnKjIyUqmpqWaHBgAAgFqSmpqqYcOGydfXVw4ODlq7dq1d/V133SUHBwe7bciQIXZtcnNzFRkZKTc3N3l4eGjChAk6ceKEXZuMjAxde+21cnFxkZ+fn+bMmVPTtwYAgOlMHYm+ePHicuv8/Py0ZcuWWowGAOqf1NRUxcXFKSwsTNOnT1dgYKAyMzOVkpKiuLg4xcfHKzw83OwwAQAAUMNOnjypnj17avz48RoxYkSZbYYMGaIlS5bY9v+6nlhkZKSOHj2qjRs36syZMxo3bpwmTpyoFStWSDq3+NqgQYM0YMAALVy4ULt27dL48ePl4eGhiRMn1tzNAQBgMtMXFgUAXJyioiIlJSUpLCxMs2bNkqPjuYeLgoKCNGvWLMXGxio5OVl9+vRhahcAAIAGLiIiQhEREedtY7FY5O3tXWbd999/r3Xr1unrr7/WFVdcIUl68cUXNXToUD333HPy9fVVSkqKCgsL9eqrr8rZ2VlBQUFKT0/X3LlzSaIDABq0OrewKACgYjIyMpSdna3IyEhbAr2Eo6OjbSRRRkaGSRECAACgLtm8ebPatm2rLl26aNKkSfrtt99sdWlpafLw8LAl0CVpwIABcnR01LZt22xtwsPD5ezsbGszePBg7d27V7///nvt3QgAALWMkegAUE/l5uZKkgIDA8usLykvaQcAAIDGa8iQIRoxYoQCAwN14MAB/etf/1JERITS0tLk5OSk7OxstW3b1u6YJk2ayNPTU9nZ2ZKk7OzsUu89vby8bHWtWrUq89pWq1VWq9W2X1BQUJ23BgBAjSOJDgD1lKenpyQpMzNTQUFBpeozMzPt2gEAAKDxuu2222xf9+jRQ8HBwerYsaM2b96s/v371+i1ExISFB8fX6PXAACgJjGdCwDUU8HBwfL29lZKSoqKi4vt6oqLi5WSkiIfHx8FBwebFCEAAADqqg4dOqhNmzbav3+/JMnb21vHjh2za3P27Fnl5uba5lH39vZWTk6OXZuS/fLmWpekmJgY5efn27bDhw9X560AAFDjSKIDQD3l5OSkyZMnKy0tTbGxsdq9e7dOnTql3bt3KzY2VmlpaZo0aRKLigIAAKCUn3/+Wb/99pt8fHwkSWFhYcrLy9P27dttbT755BMVFxerd+/etjapqak6c+aMrc3GjRvVpUuXcqdykc4taOrm5ma3AQBQn5BEB4B6LDw8XPHx8Tp48KCioqI0dOhQRUVFKTMzU/Hx8QoPDzc7RAAAANSCEydOKD09Xenp6ZLOTe2Xnp6urKwsnThxQo888oi2bt2qn376SZs2bdLNN9+sSy+9VIMHD5YkdevWTUOGDNE999yjr776Sl988YWmTJmi2267Tb6+vpKk22+/Xc7OzpowYYJ2796tN998UwsWLFB0dLRZtw0AQK1gTnQAqOfCw8PVp08fZWRkKDc3V56engoODmYEOmpV+/btdejQoVLlkydPVmJiok6fPq2HHnpIK1eulNVq1eDBg5WUlGRbjAwAAFTNN998o379+tn2SxLbY8eOVXJysjIyMrRs2TLl5eXJ19dXgwYN0pNPPimLxWI7JiUlRVOmTFH//v3l6OiokSNH6oUXXrDVu7u7a8OGDYqKilJoaKjatGmjGTNmaOLEibV3owAAmMDBMAzD7CBqUkFBgdzd3ZWfn88jYwAAUzXkPumXX35RUVGRbf+7777TwIED9emnn6pv376aNGmSPvjgAy1dulTu7u6aMmWKHB0d9cUXX1T4Gg359QMA1C/0SVXD6wcAqCsq2icxEh0AAFTZJZdcYrf/9NNPq2PHjrruuuuUn5+vxYsXa8WKFbr++uslSUuWLFG3bt20detWXX311WaEDAAAAABAhTAnOgAAqFaFhYVavny5xo8fLwcHB23fvl1nzpzRgAEDbG26du0qf39/paWlmRgpAAAAAAAXxkh0AABQrdauXau8vDzdddddkqTs7Gw5OzvLw8PDrp2Xl5eys7PLPY/VapXVarXtFxQU1ES4AAAAAACcFyPRAQBAtVq8eLEiIiLk6+tbpfMkJCTI3d3dtvn5+VVThAAAAAAAVBxJdAAAUG0OHTqkjz/+WHfffbetzNvbW4WFhcrLy7Nrm5OTI29v73LPFRMTo/z8fNt2+PDhmgobAAAAAIBykUQHAADVZsmSJWrbtq1uuOEGW1loaKiaNm2qTZs22cr27t2rrKwshYWFlXsui8UiNzc3uw0AAAAAgNrGnOgAAKBaFBcXa8mSJRo7dqyaNPnfWwx3d3dNmDBB0dHR8vT0lJubm+6//36FhYXp6quvNjFiAAAAAAAujCQ6AACoFh9//LGysrI0fvz4UnXz5s2To6OjRo4cKavVqsGDByspKcmEKAEAAAAAqByS6AAAoFoMGjRIhmGUWefi4qLExEQlJibWclQAAAAAAFQNc6IDAAAAAAAAAFAOkugAAAAAAAAAAJSDJDoAAAAAAAAAAOUgiQ4AAAAAAAAAQDlIogMAAAAAAAAAUA6S6AAAAAAAAAAAlIMkOgAAAAAAAAAA5TA1iZ6cnKzg4GC5ubnJzc1NYWFh+uijj2z1p0+fVlRUlFq3bi1XV1eNHDlSOTk5JkYMAAAAAAAAAGhMTE2it2vXTk8//bS2b9+ub775Rtdff71uvvlm7d69W5I0depUvffee1q1apW2bNmiI0eOaMSIEWaGDAAAAAAAAABoRJqYefFhw4bZ7c+ePVvJycnaunWr2rVrp8WLF2vFihW6/vrrJUlLlixRt27dtHXrVl199dVmhAwAAAAAAAAAaETqzJzoRUVFWrlypU6ePKmwsDBt375dZ86c0YABA2xtunbtKn9/f6WlpZkYKQAAAAAAAACgsTB1JLok7dq1S2FhYTp9+rRcXV319ttvq3v37kpPT5ezs7M8PDzs2nt5eSk7O7vc81mtVlmtVtt+QUFBTYUOAAAAAAAAAGjgTB+J3qVLF6Wnp2vbtm2aNGmSxo4dqz179lz0+RISEuTu7m7b/Pz8qjFaAAAAAAAAAEBjYnoS3dnZWZdeeqlCQ0OVkJCgnj17asGCBfL29lZhYaHy8vLs2ufk5Mjb27vc88XExCg/P9+2HT58uIbvAAAAAAAAAADQUJmeRP+r4uJiWa1WhYaGqmnTptq0aZOtbu/evcrKylJYWFi5x1ssFrm5udltAAAAAAAAAABcDFPnRI+JiVFERIT8/f11/PhxrVixQps3b9b69evl7u6uCRMmKDo6Wp6ennJzc9P999+vsLAwXX311WaGDQAAAAAAAABoJExNoh87dkxjxozR0aNH5e7uruDgYK1fv14DBw6UJM2bN0+Ojo4aOXKkrFarBg8erKSkJDNDBgAAAAAAAAA0IqYm0RcvXnzeehcXFyUmJioxMbGWIgIAAAAAAAAA4H/q3JzoAAAAAAAAAADUFaaORAcAAAAAAEDdUVRUpIyMDOXm5srT01PBwcFycnIyOywAMBUj0QEAAAAAqOdSU1M1bNgw+fr6ysHBQWvXrrXVnTlzRo899ph69OihFi1ayNfXV2PGjNGRI0fsztG+fXs5ODjYbU8//bRdm4yMDF177bVycXGRn5+f5syZUxu3h1qSmpqqyMhITZ06VU8++aSmTp2qyMhIpaammh0aAJiKJDoAAAAAAPXcyZMn1bNnzzLXFDt16pR27Nih6dOna8eOHVqzZo327t2rm266qVTbmTNn6ujRo7bt/vvvt9UVFBRo0KBBCggI0Pbt2/Xss8/qiSee0KJFi2r03lA7UlNTFRcXpw4dOigxMVEffvihEhMT1aFDB8XFxZFIB9CoMZ0LAAAAAAD1XEREhCIiIsqsc3d318aNG+3KXnrpJV111VXKysqSv7+/rbxly5by9vYu8zwpKSkqLCzUq6++KmdnZwUFBSk9PV1z587VxIkTq+9mUOuKioqUlJSksLAwzZo1S46O58ZcBgUFadasWYqNjVVycrL69OnD1C4AGiVGogMAgCr773//qzvuuEOtW7dWs2bN1KNHD33zzTe2esMwNGPGDPn4+KhZs2YaMGCA9u3bZ2LEAAA0bvn5+XJwcJCHh4dd+dNPP63WrVsrJCREzz77rM6ePWurS0tLU3h4uJydnW1lgwcP1t69e/X777/XVuioARkZGcrOzlZkZKQMw9DOnTu1adMm7dy5U4ZhKDIyUkePHlVGRobZoQKAKRiJDgAAquT3339Xnz591K9fP3300Ue65JJLtG/fPrVq1crWZs6cOXrhhRe0bNkyBQYGavr06Ro8eLD27NkjFxcXE6MHAKDxOX36tB577DGNHj1abm5utvIHHnhAl19+uTw9PfXll18qJiZGR48e1dy5cyVJ2dnZCgwMtDuXl5eXre7Pff+fWa1WWa1W235BQUF13xKqKDc3V5J05MgRPfnkk8rOzrbVeXt7a8KECXbtAKCxIYkOAACq5JlnnpGfn5+WLFliK/vzH9iGYWj+/PmKjY3VzTffLEl67bXX5OXlpbVr1+q2226r9ZgBAGiszpw5o1GjRskwDCUnJ9vVRUdH274ODg6Ws7Oz7r33XiUkJMhisVz0NRMSEhQfH3/Rx6PmeXp6SpKeeuophYWFafr06QoMDFRmZqZSUlL01FNP2bUDgMaG6VwAAECVvPvuu7riiit06623qm3btgoJCdErr7xiq8/MzFR2drYGDBhgK3N3d1fv3r2VlpZW7nmtVqsKCgrsNgAAcPFKEuiHDh3Sxo0b7Uahl6V37946e/asfvrpJ0nnRiTn5OTYtSnZL28edUmKiYlRfn6+bTt8+HDVbgTVLigoSE5OTvLw8NDMmTMVFBSk5s2bKygoSDNnzpSHh4ecnJwUFBRkdqgAYAqS6AAAoEoOHjyo5ORkderUSevXr9ekSZP0wAMPaNmyZZJkexy45HHvEl5eXnaPCv9VQkKC3N3dbZufn1/N3QQAAA1cSQJ93759+vjjj9W6desLHpOeni5HR0e1bdtWkhQWFqbU1FSdOXPG1mbjxo3q0qVLuVO5SJLFYpGbm5vdhrpl9+7dKioq0u+//64ZM2Zo9+7dOnXqlHbv3q0ZM2bo999/V1FRkXbv3m12qABgCpLoAACgSoqLi3X55ZfrqaeeUkhIiCZOnKh77rlHCxcurNJ5GbUGAEDFnThxQunp6UpPT5d07kmw9PR0ZWVl6cyZM7rlllv0zTffKCUlRUVFRcrOzlZ2drYKCwslnVs0dP78+fr222918OBBpaSkaOrUqbrjjjtsCfLbb79dzs7OmjBhgnbv3q0333xTCxYssJsGBvVTyVzn06ZN08GDBxUVFaWhQ4cqKipKmZmZmjZtml07AGhsmBMdAABUiY+Pj7p3725X1q1bN61evVrS/x7vzsnJkY+Pj61NTk6OevXqVe55LRZLleZfBQCgMfnmm2/Ur18/235JYnvs2LF64okn9O6770pSqb73008/Vd++fWWxWLRy5Uo98cQTslqtCgwM1NSpU+0S5O7u7tqwYYOioqIUGhqqNm3aaMaMGZo4cWLN3yBqVMlc576+vkpJSVFGRoZyc3Pl6emp4OBg/fDDD3btAKCxIYkOUxUVFZXqnJ2cnMwOCwBQCX369NHevXvtyn788UcFBARIOrfIqLe3tzZt2mT7w72goEDbtm3TpEmTajtcAAAapL59+8owjHLrz1cnSZdffrm2bt16wesEBwfrs88+q3R8qNuCg4Pl7e2tlJQUzZo1SyEhIba64uJipaSkyMfHR8HBwSZGCQDmIYkO06SmpiopKcluPlxvb29NnjxZ4eHhJkYGAKiMqVOn6u9//7ueeuopjRo1Sl999ZUWLVqkRYsWSZIcHBz04IMPatasWerUqZMCAwM1ffp0+fr6avjw4eYGDwAAADk5OWny5MmKi4tTbGysIiMjFRgYqMzMTKWkpCgtLU3x8fEMegPQaDkYF/o4up4rKCiQu7u78vPzWbykDklNTVVcXJzCwsLK7ZxJpANoaBpyn/T+++8rJiZG+/btU2BgoKKjo3XPPffY6g3DUFxcnBYtWqS8vDxdc801SkpKUufOnSt8jYb8+gEA6hf6pKrh9au7yhrs5uPjo0mTJvE3OoAGqaJ9Ekl01LqioiJFRkaqQ4cOmjVrlhwd/7e+bXFxsWJjY5WZmanly5fzKTeABoU+qWp4/QAAdQV9UtXw+tVtTLsKoDGpaJ/kWG4NUEMyMjKUnZ2tyMhIuwS6JDk6OioyMlJHjx5VRkaGSRECAAAAANA4OTk5KSQkRP3791dISAgJdAAQSXSYIDc3V9K5hebKUlJe0g4AAAAAAAAAzEISHbXO09NTkpSZmVlmfUl5STsAAAAAAAAAMAtJdNS64OBgeXt7KyUlRcXFxXZ1xcXFSklJkY+Pj4KDg02KEAAAAAAAAADOIYmOWufk5KTJkycrLS1NsbGx2r17t06dOqXdu3crNjZWaWlpmjRpEvOuAQAAoNEpKirSzp07tWnTJu3cuVNFRUVmhwQAANDoNTE7ADRO4eHhio+PV1JSkqKiomzlPj4+io+PV3h4uInRAQAAALUvNTVVSUlJys7OtpV5e3tr8uTJvD8GAAAwEUl0mCY8PFx9+vRRRkaGcnNz5enpqeDgYEagAwAAoNFJTU1VXFycwsLCNH36dAUGBiozM1MpKSmKi4tjoAkAAICJSKLDVE5OTgoJCTE7DAAAAMA0RUVFSkpKUlhYmGbNmiVHx3OzbgYFBWnWrFmKjY1VcnKy+vTpw4ATAAAAEzAnOgAAAACYKCMjQ9nZ2YqMjLQl0Es4OjoqMjJSR48eVUZGhkkRAgAANG6mJtETEhJ05ZVXqmXLlmrbtq2GDx+uvXv32rXp27evHBwc7Lb77rvPpIgBAAAAoHrl5uZKkgIDA8tcWDQwMNCuHQAAAGqXqdO5bNmyRVFRUbryyit19uxZ/etf/9KgQYO0Z88etWjRwtbunnvu0cyZM237zZs3NyNcAAAAAKh2np6ekqS3335b7777rnJycmx1Xl5eGjZsmF07AAAA1C5Tk+jr1q2z21+6dKnatm2r7du32y2a07x5c3l7e9d2eAAAAABQ44KDg+Xh4aFXXnlFFovFri4vL0///ve/1apVKwUHB5sUIQAAQONWp+ZEz8/Pl1R6hEVKSoratGmjyy67TDExMTp16pQZ4QEAAABAjSgsLJR0bgDRww8/rNWrV+vhhx+2PYVrtVrNDA8AAKBRu6iR6MXFxdq/f7+OHTum4uJiu7o/jyCv7DkffPBB9enTR5dddpmt/Pbbb1dAQIB8fX2VkZGhxx57THv37tWaNWvKPI/VarV7g1lQUHBR8QAAAABAbUhPT9epU6fk7+8vq9Wq5557zlbn7e0tf39/ZWVlKT09XaGhoSZGCgAA0DhVOom+detW3X777Tp06JAMw7Crc3BwUFFR0UUFEhUVpe+++06ff/65XfnEiRNtX/fo0UM+Pj7q37+/Dhw4oI4dO5Y6T0JCguLj4y8qBgAAAACobenp6ZKkBx98UD179lRGRoZyc3Pl6emp4OBgpaen66GHHiKJDjQAp0+fVlZWltlhNDj+/v5ycXExOwwADVilk+j33XefrrjiCn3wwQfy8fGRg4NDlYOYMmWK3n//faWmpqpdu3bnbdu7d29J0v79+8tMosfExCg6Otq2X1BQID8/vyrHCAAAAAA1yTAMOTk5KSQkxOxQANSQrKwsu8GCqB6LFi1S586dzQ4DQANW6ST6vn379J///EeXXnpplS9uGIbuv/9+vf3229q8ebMCAwMveEzJKA0fH58y6y0WS6nFeAAAAACgrurVq5def/11LV26VCEhIXJ0/N/SVcXFxVq6dKmtHYD6zd/fX4sWLTI7jAs6dOiQZs+erWnTpikgIMDscC7I39/f7BAANHCVTqL37t1b+/fvr5YkelRUlFasWKF33nlHLVu2VHZ2tiTJ3d1dzZo104EDB7RixQoNHTpUrVu3VkZGhqZOnarw8HBWpgcAAADQIPTq1UseHh7atWuXpk2bpjvuuEOBgYHKzMzU8uXLtWvXLrVq1YokOtAAuLi41KsR0wEBAfUqXjQOTItUc5gaqXyVTqLff//9euihh5Sdna0ePXqoadOmdvWVSW4nJydLkvr27WtXvmTJEt11111ydnbWxx9/rPnz5+vkyZPy8/PTyJEjFRsbW9mwAQAAAKBOcnJyUnR0tOLi4rRjxw6lpaXZ6iwWixwcHDR16lQ5OTmZGCUAAHUD0yLVHKZGKl+lk+gjR46UJI0fP95W5uDgIMMwKr2w6F8XJv0rPz8/bdmypbIhoh4pKioqtXASfxwAAACgsQkPD1d8fLySkpJsT+hKkqenpyZNmqTw8HATowMAoO6oL9MiSUyN1JBUOomemZlZE3GgEUpNTS31R4K3t7cmT57MHwkAAABodMLDw9WnTx8GmQAAcB71bVokiamRGoJKJ9Hrw6cmqPtSU1MVFxensLAwTZ8+3TbnY0pKiuLi4hQfH08iHQAAAI2Ok5OTQkJCzA4DAAAAf+J44SbSu+++qzNnzti+Pt8GXEhRUZGSkpIUFhamWbNmKSgoSM2bN1dQUJBmzZqlsLAwJScnV2pqIACAuZ544gk5ODjYbV27drXVnz59WlFRUWrdurVcXV01cuRI5eTkmBgxAAAAAAAVU6GR6MOHD1d2drbatm2r4cOHl9uusnOio3HKyMhQdna2pk+fLkdH+89xHB0dFRkZqaioKGVkZDAKBwDqkaCgIH388ce2/SZN/vc2Y+rUqfrggw+0atUqubu7a8qUKRoxYoS++OILM0IFAAAAAKDCKpRELy4uLvNr4GLk5uZKkgIDA8usLykvaQcAqB+aNGkib2/vUuX5+flavHixVqxYoeuvv16StGTJEnXr1k1bt27V1VdfXduhAkCdVVRUxJzoAAAAdUyFpnP5s9dee01Wq7VUeWFhoV577bVqCQoNm6enp6TyF6ktKS9pBwCoH/bt2ydfX1916NBBkZGRysrKkiRt375dZ86c0YABA2xtu3btKn9/f6WlpZkVLgDUOampqYqMjNTUqVP15JNPaurUqYqMjFRqaqrZoQEAADRqlU6ijxs3Tvn5+aXKjx8/rnHjxlVLUGjYgoOD5e3trZSUlFJPNhQXFyslJUU+Pj4KDg42KUIAQGX17t1bS5cu1bp165ScnKzMzExde+21On78uLKzs+Xs7CwPDw+7Y7y8vJSdnV3uOa1WqwoKCuw2AGioUlNTFRcXpw4dOigxMVEffvihEhMT1aFDB8XFxZFIxwWlpqZq2LBh8vX1lYODg9auXWtXbxiGZsyYIR8fHzVr1kwDBgzQvn377Nrk5uYqMjJSbm5u8vDw0IQJE3TixAm7NhkZGbr22mvl4uIiPz8/zZkzp6ZvDQAA01U6iW4YhhwcHEqV//zzz3J3d6+WoNCwOTk5afLkyUpLS1NsbKx2796tU6dOaffu3YqNjVVaWpomTZrEY6tAJRQVFWnnzp3atGmTdu7cyfoUqHURERG69dZbFRwcrMGDB+vDDz9UXl6e3nrrrYs+Z0JCgtzd3W2bn59fNUYMAHVHUVGRkpKSFBYWplmzZikoKEjNmzdXUFCQZs2apbCwMCUnJ9O/47xOnjypnj17KjExscz6OXPm6IUXXtDChQu1bds2tWjRQoMHD9bp06dtbSIjI7V7925t3LhR77//vlJTUzVx4kRbfUFBgQYNGqSAgABt375dzz77rJ544gktWrSoxu8PAAAzVWhOdEkKCQmRg4ODHBwc1L9/f7vFwoqKipSZmakhQ4bUSJBoeMLDwxUfH6+kpCRFRUXZyn18fBQfH6/w8HATowPql9TUVCUlJdmN6PX29tbkyZP5WUKFbNq0SZs2bdKxY8dKPSH06quvXtQ5PTw81LlzZ+3fv18DBw5UYWGh8vLy7Eaj5+TklDmHeomYmBhFR0fb9gsKCkikA2iQMjIylJ2drenTp8vR0X6ck6OjoyIjIxUVFaWMjAyFhISYFCXquoiICEVERJRZZxiG5s+fr9jYWN18882Szk3V6uXlpbVr1+q2227T999/r3Xr1unrr7/WFVdcIUl68cUXNXToUD333HPy9fVVSkqKCgsL9eqrr8rZ2VlBQUFKT0/X3Llz7ZLtAAA0NBUeiT58+HDdfPPNMgxDgwcP1s0332zbbrvtNr388stavnx5TcaKBsgwDLt9Fq4FKodHv1FV8fHxGjRokDZt2qRff/1Vv//+u912sU6cOKEDBw7Ix8dHoaGhatq0qTZt2mSr37t3r7KyshQWFlbuOSwWi9zc3Ow2AGiIcnNzJUmBgYFl1peUl7QDKiszM1PZ2dl265O4u7urd+/etvVJ0tLS5OHhYUugS9KAAQPk6Oiobdu22dqEh4fL2dnZ1mbw4MHau3dvld43AABQ11V4JHpcXJwkqX379rrttttksVhqLCg0fCWJv7CwMM2YMUOBgYHKzMxUSkqK4uLiGI0OVMBfH/0uGblW8uh3bGyskpOT1adPH6ZHQrkWLlyopUuX6s4776zSeR5++GENGzZMAQEBOnLkiOLi4uTk5KTRo0fL3d1dEyZMUHR0tDw9PeXm5qb7779fYWFhuvrqq6vpTgCg/vL09JR0LtEZFBRUqj4zM9OuHVBZJU8senl52ZX/eX2S7OxstW3b1q6+SZMm8vT0tGvz1w97Ss6ZnZ2tVq1alXl9q9Uqq9Vq22edEwBAfVPpOdG7d++u9PT0UuXbtm3TN998Ux0xoYFjzkegepQ8+h0ZGVnuo99Hjx5VRkaGSRGiPigsLNTf//73Kp/n559/1ujRo9WlSxeNGjVKrVu31tatW3XJJZdIkubNm6cbb7xRI0eOVHh4uLy9vbVmzZoqXxcAGoLg4GB5e3srJSWl1JOZxcXFSklJkY+Pj4KDg02KEKga1jkBANR3lU6iR0VF6fDhw6XK//vf/9rNbQ2Uh8QfUD149BvV4e6779aKFSuqfJ6VK1fqyJEjslqt+vnnn7Vy5Up17NjRVu/i4qLExETl5ubq5MmTWrNmzXnnQweAxsTJyUmTJ09WWlqaYmNjtXv3bp06dUq7d+9WbGys0tLSNGnSJJ4sw0Ur6XNzcnLsyv+8Pom3t7eOHTtmV3/27Fnl5ubatSnrHH++RlliYmKUn59v28rKKQAAUJdVeDqXEnv27NHll19eqjwkJER79uyplqDQsJH4A6oHj36jOpw+fVqLFi3Sxx9/rODgYDVt2tSufu7cuSZFBgCNS3h4uOLj45WUlGQ3OMnHx4epDlFlgYGB8vb21qZNm9SrVy9J56ZU2bZtmyZNmiRJCgsLU15enrZv367Q0FBJ0ieffKLi4mL17t3b1mbatGk6c+aM7T3Dxo0b1aVLl3KncpHOrXPClLAAgPqs0kl0i8WinJwcdejQwa786NGjatKk0qdDI0TiD6gef370+89zoks8+o2Ky8jIsP0x/d1339nVOTg4mBARADRe4eHh6tOnjzIyMpSbmytPT08FBwczAh0VcuLECe3fv9+2n5mZqfT0dHl6esrf318PPvigZs2apU6dOikwMFDTp0+Xr6+vhg8fLknq1q2bhgwZonvuuUcLFy7UmTNnNGXKFN12223y9fWVJN1+++2Kj4/XhAkT9Nhjj+m7777TggULNG/ePDNuGQCAWlPprPegQYMUExOjd955R+7u7pKkvLw8/etf/9LAgQOrPUA0PCT+gOpR8uh3XFycYmNjFRkZabdIb1pamuLj4/nDG+f16aefmh0CAOBPnJycFBISYnYYqCO+/fZbXX755RVaL+qbb75Rv379bPvR0dGSpLFjx2rp0qV69NFHdfLkSU2cOFF5eXm65pprtG7dOrm4uNiOSUlJ0ZQpU9S/f385Ojpq5MiReuGFF2z17u7u2rBhg6KiohQaGqo2bdpoxowZmjhxYjXeNQAAdU+lk+jPPfecwsPDFRAQYHtzl56eLi8vL73++uvVHiAaHhJ/qG9Onz6trKwss8Mok7e3t+69916tWrXK7tHvNm3a6N5775W3t7d+/PFHEyMsn7+/v90fbQAAACjNMIwKtevbt+952zo4OGjmzJmaOXNmuW08PT0vuFZKcHCwPvvsswrFBABAQ1HpJPrf/vY3ZWRkKCUlRd9++62aNWumcePGafTo0aXmUQXKw5yPqE+ysrLq3eiaX3/9VQsXLjQ7jPNatGiROnfubHYYjdKIESO0dOlSubm5acSIEedtu2bNmlqKCgCAxudC/XB+fj7TqwEAUAdc1CTmLVq0qHcJJdQ9zPmI+sLf31+LFi0yO4wLOnTokGbPnq1p06YpICDA7HAuyN/f3+wQGi13d3fbH+Rubm78cQ4AgEnee+89DRw4UF5eXmXWV2QaFwAAUPMuKon++uuv6+WXX9bBgweVlpamgIAAzZs3Tx06dNDNN99c3TGiAWPOR9QHLi4u9WrEdEBAQL2KF7VvyZIltq+XLl1qXiAAADRy3bp108iRIzVhwoQy69PT0/X+++/XclQAAOCvHC/cxF5ycrKio6MVERGh33//3fbJeKtWrTR//vzqjg8AANSg66+/Xnl5eaXKCwoKdP3119d+QAAANCKhoaHasWNHufUWi4Wn9wAAqAMqnUR/8cUX9corr2jatGlq0uR/A9mvuOIK7dq1q1qDAwAANWvz5s0qLCwsVX769GkWDQMAoIYtXLhQzz77bLn13bp1U2ZmZi1GBAAAylLp6VwyMzPLnH7DYrHo5MmT1RIUAACoWRkZGbav9+zZo+zsbNt+UVGR1q1bp7/97W9mhAYAQKNhsVjMDgEAAFRApZPogYGBSk9PL7Vo3bp169StW7dqCwyNQ1FREQuLAoAJevXqJQcHBzk4OJQ5bUuzZs304osvmhAZAAAAAAB1S6WT6NHR0YqKitLp06dlGIa++uorvfHGG0pISNC///3vmogRDVRqaqqSkpLsRj96e3tr8uTJCg8PNzEyAGj4MjMzZRiGOnTooK+++kqXXHKJrc7Z2Vlt27blQ00AAEw2YMAAHTx4UAcPHjQ7FAAAGrVKJ9HvvvtuNWvWTLGxsTp16pRuv/12+fr6asGCBbrttttqIkY0QKmpqYqLi9PVV1+tf/zjH7JYLLJarfrqq68UFxen+Ph4EukAUINKnigrLi42ORIAABq3rVu36r333lNhYaH69++vIUOG2Or+7//+T7/++quJ0QEAAOkiFhaVpMjISO3bt08nTpxQdna2fv75Z02YMKHS50lISNCVV16pli1bqm3btho+fLj27t1r1+b06dOKiopS69at5erqqpEjRyonJ+diwkYdUVRUpKSkJHXu3FmZmZlasGCB5syZowULFigzM1OdO3dWcnKyioqKzA4VABq8ZcuW6YMPPrDtP/roo/Lw8NDf//53HTp0yMTIAABo+P7zn/+oT58+WrBggf7973/rhhtu0HPPPWerj4qKUlxcnIkRAgAA6SKT6CWaN2+utm3bXvTxW7ZsUVRUlLZu3aqNGzfqzJkzGjRokN0CpVOnTtV7772nVatWacuWLTpy5IhGjBhRlbBhsoyMDGVnZ+vHH39Uhw4dlJiYqA8//FCJiYnq0KGDfvzxRx09etRu0TsAQM146qmn1KxZM0lSWlqaXnrpJc2ZM0dt2rTR1KlTTY4OAICGLSEhQffcc4/y8/P1+++/a9asWXrqqafMDgsAAPxFpZPoOTk5uvPOO+Xr66smTZrIycnJbquMdevW6a677lJQUJB69uyppUuXKisrS9u3b5ck5efna/HixZo7d66uv/56hYaGasmSJfryyy+1devWyoaOOqLkccSrrrpKs2bNUlBQkJo3b66goCDNmjVLV111lV07AEDNOXz4sC699FJJ0tq1a3XLLbdo4sSJSkhI0GeffWZydAAANGx79+7Vww8/bPtb+qGHHtLx48d17NgxkyMDAAB/Vuk50e+66y5lZWVp+vTp8vHxkYODQ7UFk5+fL0ny9PSUJG3fvl1nzpzRgAEDbG26du0qf39/paWl6eqrry51DqvVKqvVatsvKCiotvhQPfLy8iRJ1157rRwd7T/HcXR01DXXXKNt27bZ2gEAao6rq6t+++03+fv7a8OGDYqOjpYkubi46I8//jA5OgAAGrZTp07Jzc3Ntu/s7CwXFxedOHGiSk99AwCA6lXpJPrnn3+uzz77TL169arWQIqLi/Xggw+qT58+uuyyyyRJ2dnZcnZ2loeHh11bLy8vZWdnl3mehIQExcfHV2tsqF4l38/PPvtMQ4cOtUukFxcX6/PPP7drBwCoOQMHDtTdd9+tkJAQ/fjjjxo6dKgkaffu3Wrfvr25wQFANTt9+rSysrLMDqPB8ff3l4uLi9lh1Fv//ve/5erqats/e/asli5dqjZt2tjKHnjgATNCAwAA/1+lk+h+fn4yDKPaA4mKitJ3331nS6BerJiYGNsoOuncSHQ/P7+qhodqVPJmcNu2bYqNjVVkZKQCAwOVmZmplJQUbdu2za4dAKDmJCYmKjY2VocPH9bq1avVunVrSeeeBhs9erTJ0QFA9crKytLEiRPNDqPBWbRokTp37mx2GPWSv7+/XnnlFbsyb29vvf7667Z9BwcHkugAAJis0kn0+fPn6/HHH9fLL79cbSPUpkyZovfff1+pqalq166drdzb21uFhYXKy8uzG5Wck5Mjb2/vMs9lsVhksViqJS7UjODgYHl7e8vd3V0HDhxQVFSUrc7b21tdunRRQUGBgoODTYwSABoHDw8PvfTSS6XKeaoLQEPk7++vRYsWmR3GBR06dEizZ8/WtGnTFBAQYHY4F+Tv7292CPXWTz/9ZHYIAACgAiqdRP/HP/6hU6dOqWPHjmrevLmaNm1qV5+bm1vhcxmGofvvv19vv/22Nm/erMDAQLv60NBQNW3aVJs2bdLIkSMlnVt4JSsrS2FhYZUNHXWEk5OTJk+erLi4OF199dW67bbbZLFYZLVa9dVXX2nr1q2Kj4+v9EK1AICKycjI0GWXXSZHR0dlZGScty0faAJoSFxcXOrViOmAgIB6FS8AAEBDdVEj0atLVFSUVqxYoXfeeUctW7a0zXPu7u6uZs2ayd3dXRMmTFB0dLQ8PT3l5uam+++/X2FhYWUuKor6Izw8XPHx8UpKSlJaWpqt3MfHR/Hx8QoPDzcxOgBo2Hr16qXs7Gy1bdtWvXr1koODg91UbSX7Dg4OKioqMjFSAAAatk8++URTpkzR1q1b7RYYlaT8/Hz9/e9/V3JyMn8fAQBgskon0ceOHVttF09OTpYk9e3b1658yZIluuuuuyRJ8+bNk6Ojo0aOHCmr1arBgwcrKSmp2mKAecLDw9WnTx9lZGQoNzdXnp6eCg4OZgQ6ANSwzMxMXXLJJbavAQCAOebPn6977rmnVAJdOje47N5779W8efNIogMAYLJKJ9ElqaioSGvXrtX3338vSQoKCtJNN91U6eRnRRYodXFxUWJiohITEy8mVNRxTk5OCgkJMTsMAGhU/jy/bk3Mtfv0008rJiZG//znP21PsJ0+fVoPPfSQVq5cafehuJeXV7VfHwCA+uLbb7/VM888U279oEGD9Nxzz9ViRAAAoCyOlT1g//796tatm8aMGaM1a9ZozZo1uuOOOxQUFKQDBw7URIwAAKCGLFu2TB988IFt/9FHH5WHh4f+/ve/69ChQ5U+39dff62XX3651FzqU6dO1XvvvadVq1Zpy5YtOnLkiEaMGFHl+AEAqM9ycnJKrTP2Z02aNNEvv/xSixEBAICyVDqJ/sADD6hjx446fPiwduzYoR07digrK0uBgYF64IEHaiJGAABQQ5566ik1a9ZMkpSWlqaXXnpJc+bMUZs2bTR16tRKnevEiROKjIzUK6+8olatWtnK8/PztXjxYs2dO1fXX3+9QkNDtWTJEn355ZfaunVrtd4PAAD1yd/+9jd999135dZnZGTIx8enFiMCAABlqXQSfcuWLZozZ448PT1tZa1bt9bTTz+tLVu2VGtwAACgZh0+fFiXXnqpJGnt2rW65ZZbNHHiRCUkJOizzz6r1LmioqJ0ww03aMCAAXbl27dv15kzZ+zKu3btKn9/f7vFpf/KarWqoKDAbgMAoCEZOnSopk+frtOnT5eq++OPPxQXF6cbb7zRhMgAAMCfVXpOdIvFouPHj5cqP3HihJydnaslKAAAUDtcXV3122+/yd/fXxs2bFB0dLSkc2uS/PHHHxU+z8qVK7Vjxw59/fXXpeqys7Pl7OwsDw8Pu3IvLy9lZ2eXe86EhATFx8dXOAYAAOqb2NhYrVmzRp07d9aUKVPUpUsXSdIPP/ygxMREFRUVadq0aSZHCQAAKp1Ev/HGGzVx4kQtXrxYV111lSRp27Ztuu+++3TTTTdVe4AAAKDmDBw4UHfffbdCQkL0448/aujQoZKk3bt3q3379hU6x+HDh/XPf/5TGzdulIuLS7XFFhMTY0vqS1JBQYH8/Pyq7fwAAJjNy8tLX3zxhSZPnqyYmBgZhiFJcnBw0ODBg5WYmMgi3AAA1AGVTqK/8MILGjt2rMLCwmwLoJw9e1Y33XSTFixYUO0BAgCAmpOYmKjY2FgdPnxYq1evVuvWrSWdm4Jl9OjRFTrH9u3bdezYMV1++eW2sqKiIqWmpuqll17S+vXrVVhYqLy8PLvR6Dk5OfL29i73vBaLRRaL5eJuDACAeqJ9+/b68MMP9fvvv2v//v0yDEOdOnWyW18EAACYq9JJdA8PD73zzjvat2+fvv/+ezk4OKhbt262+VQBAED94eHhoZdeeqlUeWWmUenfv7927dplVzZu3Dh17dpVjz32mPz8/NS0aVNt2rRJI0eOlCTt3btXWVlZCgsLq9oNAABQj40fP75C7V599dUajgQAAJxPpZPoJTp16mRLnDs4OFRbQKg+p0+fVlZWltlhNDj+/v7VOl0BAJjts88+08svv6yDBw9q1apV+tvf/qbXX39dgYGBuuaaay54fMuWLXXZZZfZlbVo0UKtW7e2lU+YMEHR0dHy9PSUm5ub7r//foWFhenqq6+ukXsCAKA+WLp0qQICAhQSEmKbygUAANQ9F5VEX7x4sebNm6d9+/ZJOpdQf/DBB3X33XdXa3ComqysLE2cONHsMBqcRYsWqXPnzmaHAQDVYvXq1brzzjsVGRmpHTt2yGq1SpLy8/P11FNP6cMPP6yW68ybN0+Ojo4aOXKkrFarBg8erKSkpGo5NwAA9dWkSZP0xhtvKDMzU+PGjdMdd9whT09Ps8MCAAB/Uekk+owZMzR37lzbCDJJSktL09SpU5WVlaWZM2dWe5C4OP7+/lq0aJHZYVzQoUOHNHv2bE2bNk0BAQFmh3NB/v7+ZocAANVm1qxZWrhwocaMGaOVK1fayvv06aNZs2Zd9Hk3b95st+/i4qLExEQlJiZe9DkBAGhoEhMTNXfuXK1Zs0avvvqqYmJidMMNN2jChAkaNGhQtT/13b59ex06dKhU+eTJk5WYmKi+fftqy5YtdnX33nuvFi5caNvPysrSpEmT9Omnn8rV1VVjx45VQkKCmjS56AfdAQCo8yrdyyUnJ+uVV16xW2zspptuUnBwsO6//36S6HWIi4tLvRoxHRAQUK/iBYCGYO/evQoPDy9V7u7urry8vNoPCACARsZisWj06NEaPXq0Dh06pKVLl2ry5Mk6e/asdu/eLVdX12q71tdff62ioiLb/nfffaeBAwfq1ltvtZXdc889dn/XN2/e3PZ1UVGRbrjhBnl7e+vLL7/U0aNHNWbMGDVt2lRPPfVUtcUJAEBd41jZA86cOaMrrriiVHloaKjOnj1bLUEBAIDa4e3trf3795cq//zzz9WhQwcTIgIAoPFydHSUg4ODDMOwS3ZXl0suuUTe3t627f3331fHjh113XXX2do0b97cro2bm5utbsOGDdqzZ4+WL1+uXr16KSIiQk8++aQSExNVWFhY7fECAFBXVDqJfueddyo5OblU+aJFixQZGVktQQEAgNpxzz336J///Ke2bdsmBwcHHTlyRCkpKXrooYc0adIks8MDAKDBs1qteuONNzRw4EB17txZu3bt0ksvvaSsrKxqHYX+V4WFhVq+fLnGjx9vN21MSkqK2rRpo8suu0wxMTE6deqUrS4tLU09evSQl5eXrWzw4MEqKCjQ7t27ayxWAADMdtELi27YsEFXX321JGnbtm3KysrSmDFjFB0dbWs3d+7c6okSAADUiMcff1zFxcXq37+/Tp06pfDwcFksFj3yyCMsGA4AQA2bPHmyVq5cKT8/P40fP15vvPGG2rRpUyvXXrt2rfLy8nTXXXfZym6//XYFBATI19dXGRkZeuyxx7R3716tWbNGkpSdnW2XQJdk28/Ozi73Wlar1bZ4uSQVFBRU450AAFDzKp1E/+6773T55ZdLkg4cOCBJatOmjdq0aaPvvvvO1q66F0ABAADVz8HBQdOmTdMjjzyi/fv368SJE+revbtefvllBQYGnvcPYgAAUDULFy6Uv7+/OnTooC1btpRa1LNESRK7Oi1evFgRERHy9fW1lU2cONH2dY8ePeTj46P+/fvrwIED6tix40VfKyEhQfHx8VWKFwAAM1U6if7pp5/WRBwAAKAWWa1WPfHEE9q4caNt5Pnw4cO1ZMkS/d///Z+cnJw0depUs8MEAKBBGzNmjCkD0A4dOqSPP/74gsn53r17S5L279+vjh07ytvbW1999ZVdm5ycHEnn1lkpT0xMjN1T6wUFBfLz87vY8AHUoJycHOXn55sdRoNx6NAhu39Rde7u7qWeiqoNFzWdCwAAqN9mzJihl19+WQMGDNCXX36pW2+9VePGjdPWrVv1/PPP69Zbb5WTk5PZYQIA0KAtXbrUlOsuWbJEbdu21Q033HDedunp6ZIkHx8fSVJYWJhmz56tY8eOqW3btpKkjRs3ys3NTd27dy/3PBaLRRaLpXqCB1BjcnJydMedY3Sm0HrhxqiU2bNnmx1Cg9HU2aLlr79W64n0CiXRR4wYoaVLl8rNzU0jRow4b9uaeMwMAABUr1WrVum1117TTTfdpO+++07BwcE6e/asvv32W6ZkAwCgASsuLtaSJUs0duxYNWnyv5TAgQMHtGLFCg0dOlStW7dWRkaGpk6dqvDwcAUHB0uSBg0apO7du+vOO+/UnDlzlJ2drdjYWEVFRZEkBxqA/Px8nSm06o8O16nYxd3scIBSHE/nSwe3KD8/v24m0d3d3W1/ULu780MEAEB99/PPPys0NFSSdNlll8lisWjq1Kkk0AEAaOA+/vhjZWVlafz48Xblzs7O+vjjjzV//nydPHlSfn5+GjlypGJjY21tnJyc9P7772vSpEkKCwtTixYtNHbsWM2cObO2bwNADSp2cVdxi9pZ5BioLyqURF+yZEmZXwMAgPqpqKhIzs7Otv0mTZrI1dXVxIgAAEBtGDRokAzDKFXu5+dX7sKmfxYQEKAPP/ywJkIDAKDOYk50AAAaIcMwdNddd9kevT59+rTuu+8+tWjRwq4d07QBAAAAABq7CiXRQ0JCKvx4944dO6oUEAAAqHljx46127/jjjtMigQAAAAAgLqtQkn04cOH274+ffq0kpKS1L17d4WFhUmStm7dqt27d2vy5Mk1EiQAAKheTM8GAAAAAEDFVCiJHhcXZ/v67rvv1gMPPKAnn3yyVJvDhw9Xb3QAAAAAAAAAAJjIsbIHrFq1SmPGjClVfscdd2j16tXVEhQAAAAAAAAAAHVBpZPozZo10xdffFGq/IsvvpCLi0ulzpWamqphw4bJ19dXDg4OWrt2rV39XXfdJQcHB7ttyJAhlQ0ZAAAAAAAAAICLUqHpXP7swQcf1KRJk7Rjxw5dddVVkqRt27Zp8eLFmjFjRqXOdfLkSfXs2VPjx4/XiBEjymwzZMgQu3lbLRZLZUMGAAAAAAAAAOCiVDqJ/vjjj6tDhw5asGCBli9fLknq3r27li1bpm7dulXqXBEREYqIiDhvG4vFIm9v78qGCQAAAAAAAABAlVV6OhdJGjVqlL744gvl5ubqp59+0p133qlnn31WPXv2rO74tHnzZrVt21ZdunTRpEmT9Ntvv1X7NQAAAAAAAAAAKEulR6KXSE1N1eLFi7V69Wr5+vpqxIgRSkxMrM7YNGTIEI0YMUKBgYE6cOCA/vWvfykiIkJpaWlycnIq8xir1Sqr1WrbLygoqNaYAAAAAAAAAACNR6WS6NnZ2Vq6dKkWL16sgoICjRo1SlarVWvXrlX37t2rPbjbbrvN9nWPHj0UHBysjh07avPmzerfv3+ZxyQkJCg+Pr7aYwEAAAAAAHVXTk6O8vPzzQ6jQTh06JDdv6g6d3d3eXl5mR0GgItU4ST6sGHDlJqaqhtuuEHz58/XkCFD5OTkpIULF9ZkfHY6dOigNm3aaP/+/eUm0WNiYhQdHW3bLygokJ+fX22FCAAAAAAAallOTo7uuHOMzhRaL9wYFTZ79myzQ2gwmjpbtPz110ikA/VUhZPoH330kR544AFNmjRJnTp1qsmYyvXzzz/rt99+k4+PT7ltLBaLLBZLLUYFAACSk5OVnJysn376SZIUFBSkGTNm2BYQP336tB566CGtXLlSVqtVgwcPVlJSEn9EAACAapGfn68zhVb90eE6Fbu4mx0OYMfxdL50cIvy8/N5/wvUUxVOon/++edavHixQkND1a1bN9155512061cjBMnTmj//v22/czMTKWnp8vT01Oenp6Kj4/XyJEj5e3trQMHDujRRx/VpZdeqsGDB1fpugAAoHq1a9dOTz/9tDp16iTDMLRs2TLdfPPN2rlzp4KCgjR16lR98MEHWrVqldzd3TVlyhSNGDFCX3zxhdmhAwCABqTYxV3FLdqYHQYAoIFxrGjDq6++Wq+88oqOHj2qe++9VytXrpSvr6+Ki4u1ceNGHT9+vNIX/+abbxQSEqKQkBBJUnR0tEJCQjRjxgw5OTkpIyNDN910kzp37qwJEyYoNDRUn332GSPNAQCoY4YNG6ahQ4eqU6dO6ty5s2bPni1XV1dt3bpV+fn5Wrx4sebOnavrr79eoaGhWrJkib788ktt3brV7NABAAAAADivSi0sKkktWrTQ+PHjNX78eO3du1eLFy/W008/rccff1wDBw7Uu+++W+Fz9e3bV4ZhlFu/fv36yoYHAABMVlRUpFWrVunkyZMKCwvT9u3bdebMGQ0YMMDWpmvXrvL391daWpquvvpqE6MFAAAAAOD8KjwSvSxdunTRnDlz9PPPP+uNN96orpgAAEA9tGvXLrm6uspisei+++7T22+/re7duys7O1vOzs7y8PCwa+/l5aXs7Oxyz2e1WlVQUGC3AQAAAABQ26qURC/h5OSk4cOHV2oUOgAAaFi6dOmi9PR0bdu2TZMmTdLYsWO1Z8+eiz5fQkKC3N3dbZufn181RgsAAAAAQMVUSxIdAADA2dlZl156qUJDQ5WQkKCePXtqwYIF8vb2VmFhofLy8uza5+TkyNvbu9zzxcTEKD8/37YdPny4hu8AAAAAAIDSSKIDAIAaUVxcLKvVqtDQUDVt2lSbNm2y1e3du1dZWVkKCwsr93iLxSI3Nze7DQAAAACA2lbphUUBAAD+KiYmRhEREfL399fx48e1YsUKbd68WevXr5e7u7smTJig6OhoeXp6ys3NTffff7/CwsJYVBQAAAAAUOeRRAcAAFV27NgxjRkzRkePHpW7u7uCg4O1fv16DRw4UJI0b948OTo6auTIkbJarf+vvXuPirrO/zj+AoTBG8NSOkgCYUe8344lksZPW5KljuXJU5trSma5S+iuYpux6iImctSz5VpgRyvNzGO1pe2aSyWZnBIzMddbmiILls645TIoR0eD+f3Rr/lFMIoy8J0Zno9z5uj3Bq/hzHzfM+/5zuejlJQUFRQUGJwaAAAAAICro4kOAACa7eWXX77i9tDQUOXn5ys/P7+VEgEAAAAA4BmMiQ4AAAAAAAAAgBs00QEAAAAAAAAAcIMmOgAAAAAAAAAAbtBEBwAAAAAAAADADZroAAAAAAAAAAC4QRMdAAAAAAAAAAA32hkdAEDbZrPZZLfbjY7hFyoqKur9i+Yzm82yWCxGxwAAAPCIBQsWKCcnp966Xr166ciRI5Kkixcvavbs2dq4caMcDodSUlJUUFBQ7/VQZWWl0tPTtX37dnXq1ElpaWnKy8tTu3a0FwAA/osqB8AwNptND0+arMuXHEZH8Su5ublGR/AbwSEmrX9tHY10oAlqa2u1f/9+nT17VhERERo4cKCCgoKMjgUA+Jl+/fpp27ZtruWfNr9nzZql9957T2+99ZbMZrOmT5+u+++/X59++qmkH87199xzjyIjI7Vz506dPn1akydPVnBwsBYvXtzq9wUAgNZCEx2AYex2uy5fcuhCj/9RXajZ6DhAPYEX7dKJHbLb7TTRgasoLi5WQUGBrFara11kZKSeeOIJJSUlGZgMAPBz7dq1U2RkZIP1drtdL7/8sjZs2KA777xTkrRmzRr16dNHu3bt0vDhw/XBBx/o8OHD2rZtmywWiwYPHqxnnnlGc+bM0YIFCxQSEtLadwcAgFZBEx2A4epCzarreKPRMQAA16G4uFjZ2dlKTEzU/PnzFRcXp/Lycr3++uvKzs5WTk4OjXQA8CLHjh1TVFSUQkNDlZiYqLy8PMXExKi0tFSXL19WcnKya9/evXsrJiZGJSUlGj58uEpKSjRgwIB6FxikpKQoPT1dhw4d0pAhQ4y4SwAAtDgmFgUAAMB1qa2tVUFBgRITE7Vo0SL169dPHTp0UL9+/bRo0SIlJiZq5cqVqq2tNToqAEBSQkKC1q5dq8LCQq1cuVLl5eW64447dO7cOVmtVoWEhCg8PLzeMRaLxfVNI6vV2uAbej8u//TbSD/ncDhUXV1d7wYAgC+hiQ4AAIDrsn//flmtVk2cOFFOp1NffPGFioqK9MUXX8jpdGrixIk6ffq09u/fb3RUAICk1NRUPfDAAxo4cKBSUlK0detWVVVV6c0332zR35uXlyez2ey6RUdHt+jvAwDA0xjOBQAAANfl7NmzkqRTp07pmWeeaTAm+tSpU+vtBwDwLuHh4YqPj9fx48d111136dKlS6qqqqp3NbrNZnONoR4ZGandu3fX+xk2m821zZ2srCxlZma6lqurq2mkAwB8CleiAwAA4LpERERIkhYvXqwePXooPz9fW7duVX5+vnr06KHFixfX2w8A4F3Onz+vsrIydevWTUOHDlVwcLCKiopc248eParKykolJiZKkhITE3XgwAGdOXPGtc+HH36osLAw9e3b1+3vMZlMCgsLq3cDAMCXcCU6AAAArku/fv0UFBSksLAwZWdn6/DhwyopKVFERISys7P10EMPqbq6Wv369TM6KgBA0pNPPqmxY8cqNjZWp06dUnZ2toKCgjRhwgSZzWZNnTpVmZmZioiIUFhYmGbMmKHExEQNHz5ckjRmzBj17dtXkyZN0tKlS2W1WjVv3jxlZGTIZDIZfO9+EHihyugIQAM8LgHfRxMdAAAA1+XQoUOqra3Vf//7X917771yOByubSaTybV86NAhDRkyxKiYAID/8/XXX2vChAn67rvv1KVLF40cOVK7du1Sly5dJEnPPfecAgMDNX78eDkcDqWkpKigoMB1fFBQkLZs2aL09HQlJiaqY8eOSktL08KFC426Sw20Ly82OgLg82j6w1sZ+dikiX6dbDab7Ha70TH8QkVFRb1/4Rlms1kWi8XoGAAAP9bUsc4ZE71t4PWx5/D62PN4bfyDjRs3XnF7aGio8vPzlZ+f73af2NhYbd261dPRPOZCXJLq2ocbHQOoJ/BClU99wONLWYHWQhP9OthsNj08abIuX3JcfWc0WW5urtER/EpwiEnrX1vHmwUAQIv5ceK5AQMG6Nlnn9XBgwd19uxZRUREqH///srMzNSBAwfqTVAH/8Tr45bB62PP4bVx21HXPlx1HW80Ogbg0/gwCt7KyA+kDG2iFxcXa9myZSotLdXp06e1adMmjRs3zrXd6XQqOztbq1evVlVVlUaMGKGVK1eqZ8+exoWWZLfbdfmSQxd6/I/qQs2GZgEaE3jRLp3YIbvdzhsFAECrCAoKqjdkS11dnYFp0Np4fQxvxmtjALg2fBgFNGRoE72mpkaDBg3So48+qvvvv7/B9qVLl2rFihV69dVXFRcXp/nz5yslJUWHDx9WaGioAYnrqws1c1IBAAAt7uLFi6qsrDQ6RgNffvmlJOnAgQOaOXOmUlNTddNNN+mbb77RP//5Tx04cMC1X+fOnY2M2qiYmBiveE3pT3h9DAAAAH9kaBM9NTVVqampjW5zOp1avny55s2bp/vuu0+StG7dD1+/27x5sx566KHWjAoAAGCYyspKTZs2zegYV7R//37t37+/0W0vvfSSXnrppVZOdHWrVq1SfHy80TEAAAAAeDmvHRO9vLxcVqtVycnJrnVms1kJCQkqKSmhiQ4AANqMmJgYrVq1yugYDdTV1Wnu3Lm66aab9Lvf/U47d+7U+vXr9fDDD+v222/Xiy++qFOnTmnRokUKDAw0Om4DMTExRkcAAAAA4AO8tolutVolqcGYdRaLxbWtMQ6HQw7H/09oVF1d3TIBAQAAWkloaKjXXjH9hz/8QdnZ2Vq/fr3uuOMOSdJNN92k9evX68CBA8rJyVHv3r0NTgkAAAAA18/7Lglqpry8PJnNZtctOjra6EgAAPi9vLw83XbbbercubO6du2qcePG6ejRo/X2uXjxojIyMnTDDTeoU6dOGj9+vGw2m0GJ4SlJSUnKycnRiRMntGTJEknSkiVLVF5erpycHCUlJRmcEAAAAACax2ub6JGRkZLU4M21zWZzbWtMVlaW7Ha763by5MkWzQkAAKQdO3YoIyNDu3bt0ocffqjLly9rzJgxqqmpce0za9Ys/eMf/9Bbb72lHTt26NSpU41OLA7fk5SUpNdff12zZ8+WJM2ePVvr16+ngQ4AAADAL3jtcC5xcXGKjIxUUVGRBg8eLOmHoVk+++wzpaenuz3OZDLJZDK1UkoAACBJhYWF9ZbXrl2rrl27qrS0VElJSbLb7Xr55Ze1YcMG3XnnnZKkNWvWqE+fPtq1a5eGDx9uRGx4UFBQkHr16iVJ6tWrl4KCggxOBAAAAACeYWgT/fz58zp+/Lhruby8XPv27VNERIRiYmI0c+ZMLVq0SD179lRcXJzmz5+vqKgojRs3zrjQAADgqux2uyQpIiJCklRaWqrLly/XmzC8d+/eiomJUUlJSaNNdOY5AQAAAAB4A0Ob6Hv27NHo0aNdy5mZmZKktLQ0rV27Vk899ZRqamo0bdo0VVVVaeTIkSosLFRoaKhRkQEAwFXU1dVp5syZGjFihPr37y/phwnDQ0JCFB4eXm/fK00YnpeXp5ycnJaOCwAAAADAFRnaRB81apScTqfb7QEBAVq4cKEWLlzYiqkAAEBzZGRk6ODBg/rkk0+a9XOysrJcH7BLP1yJzoThAAAAAIDW5rVjogMAAN8zffp0bdmyRcXFxerevbtrfWRkpC5duqSqqqp6V6NfacJw5jkBAAAAAHiDQKMDAAAA3+d0OjV9+nRt2rRJH330keLi4uptHzp0qIKDg1VUVORad/ToUVVWVioxMbG14wIAAAAA0GRciQ4AAJotIyNDGzZs0LvvvqvOnTu7xjk3m81q3769zGazpk6dqszMTEVERCgsLEwzZsxQYmJio5OKAgAAAADgLWiiAwCAZlu5cqWkH+Y7+ak1a9bokUcekSQ999xzCgwM1Pjx4+VwOJSSkqKCgoJWTgoAAAAAwLWhiQ7AcIEXqoyOADTA4/LaXGmi8B+FhoYqPz9f+fn5rZAIAAAAAADPoIkOwHDty4uNjgAAAAAAAAA0iiZ6M3CVIryVrz02L8Qlqa59uNExgHoCL1TxAQ8AAAAAAKCJ3hw0VwDPqGsfrrqONxodAwAAAAAAAGiAJnozcPUsvBVX0AIAAAAAAACeQRO9Gbh6FgAAAAAAAAD8W6DRAQAAAAAAAAAA8FY00QEAAAAAAAAAcIMmOgAAAAAAAAAAbjAmOgAAAAAAAABJUuBFu9ERgEYZ+dikiQ4AAAAAAAC0cWazWcEhJunEDqOjAG4Fh5hkNptb/ffSRAcAAAAAAADaOIvFovWvrZPdzpXonlJRUaHc3FzNnTtXsbGxRsfxC2azWRaLpdV/L010AAAAAB4ReKHK6AhAAzwuAaDpLBaLIQ1KfxcbG6v4+HijY6AZaKIDAAAA8Ij25cVGRwBwBXl5eXrnnXd05MgRtW/fXrfffruWLFmiXr16ufYZNWqUduyoP5TDb3/7W7344ouu5crKSqWnp2v79u3q1KmT0tLSlJeXp3btaDEAAPwTFQ4AAACAR1yIS1Jd+3CjYwD1BF6o4gOe/7Njxw5lZGTotttu0/fff68//elPGjNmjA4fPqyOHTu69nv88ce1cOFC13KHDh1c/6+trdU999yjyMhI7dy5U6dPn9bkyZMVHBysxYsXt+r9AQCgtdBEBwAAAOARde3DVdfxRqNjAHCjsLCw3vLatWvVtWtXlZaWKikpybW+Q4cOioyMbPRnfPDBBzp8+LC2bdsmi8WiwYMH65lnntGcOXO0YMEChYSEtOh9uJrAi4zlDO/D4xLwfTTRAQAAAABog36cPDAiIqLe+tdff13r169XZGSkxo4dq/nz57uuRi8pKdGAAQPqjZmckpKi9PR0HTp0SEOGDGm9O/ATZrNZwSEm6cSOq+8MGCA4xCSz2Wx0DADXiSY6AABo02w2m6uJgOapqKio9y+az2w2M7kXgBZRV1enmTNnasSIEerfv79r/W9+8xvFxsYqKipK+/fv15w5c3T06FG98847kiSr1drgvPTjstVqbfR3ORwOORwO13J1dbWn744sFovWv7aOmu4hFRUVys3N1dy5cxUbG2t0HL9ATQd8G010AADQZtlsNj08abIuX3JcfWc0WW5urtER/EZwiEnrX1vHm24AHpeRkaGDBw/qk08+qbd+2rRprv8PGDBA3bp10y9/+UuVlZXplltuua7flZeXp5ycnGblbQqLxcL50sNiY2MVHx9vdAwAMBxNdAAA0GbZ7XZdvuTQhR7/o7pQvl4L7xJ40S6d2CG73U5TCIBHTZ8+XVu2bFFxcbG6d+9+xX0TEhIkScePH9ctt9yiyMhI7d69u94+NptNktyOo56VlaXMzEzXcnV1taKjo5tzFwAAaFU00QEAQJtXF2pmMkQAgN9zOp2aMWOGNm3apI8//lhxcXFXPWbfvn2SpG7dukmSEhMTlZubqzNnzqhr166SpA8//FBhYWHq27dvoz/DZDLJZDJ55k4AAGAAmugAAAAAALQBGRkZ2rBhg95991117tzZNYa52WxW+/btVVZWpg0bNujuu+/WDTfcoP3792vWrFlKSkrSwIEDJUljxoxR3759NWnSJC1dulRWq1Xz5s1TRkYGjXIAgN/y6ib6ggULGoyb1qtXLx05csSgRPUFXmTCEngnX3ts+lpetA08LgEAgL9ZuXKlJGnUqFH11q9Zs0aPPPKIQkJCtG3bNi1fvlw1NTWKjo7W+PHjNW/ePNe+QUFB2rJli9LT05WYmKiOHTsqLS1NCxcubM27AgBAq/LqJrok9evXT9u2bXMtt2tnfGSz2azgEJN0YofRUQC3gkNMMpu9e3xfnkvwdr7wPPIWxcXFWrZsmUpLS3X69Glt2rRJ48aNc213Op3Kzs7W6tWrVVVVpREjRmjlypXq2bOncaEBAGhjnE7nFbdHR0drx46rvzaPjY3V1q1bPRULAACvZ3xH+iratWvndnISo1gsFq1/bZ3sdq5S9ISKigrl5uZq7ty5io2NNTqO3zCbzV4/CRnPJc/iueR5vvA88hY1NTUaNGiQHn30Ud1///0Nti9dulQrVqzQq6++qri4OM2fP18pKSk6fPiwQkNDDUgMAAAAAEDTeH0T/dixY4qKilJoaKgSExOVl5enmJgYt/s7HA45HA7XcnV1dYvkslgsNFY8LDY2VvHx8UbHQCvjueR5PJdghNTUVKWmpja6zel0avny5Zo3b57uu+8+SdK6detksVi0efNmPfTQQ60ZFQAAAACAaxJodIArSUhI0Nq1a1VYWKiVK1eqvLxcd9xxh86dO+f2mLy8PJnNZtctOjq6FRMDAICfKy8vl9VqVXJysmud2WxWQkKCSkpKDEwGAAAAAMDVefWV6D+9om3gwIFKSEhQbGys3nzzTU2dOrXRY7KyspSZmelarq6uppEOAICBrFarJDX41onFYnFta0xrfbsMAAAAAIAr8eor0X8uPDxc8fHxOn78uNt9TCaTwsLC6t0AAIDv4dtlAAAAAABv4FNN9PPnz6usrEzdunUzOgoAAGiiHycIt9ls9dbbbLYrTh6elZUlu93uup08ebJFcwIAAAAA0BivHs7lySef1NixYxUbG6tTp04pOztbQUFBmjBhgtHRAABAE8XFxSkyMlJFRUUaPHiwpB+GZvnss8+Unp7u9jiTySSTydQqGQMvVLXK7wGuBY9LAAAAwDt4dRP966+/1oQJE/Tdd9+pS5cuGjlypHbt2qUuXboYHQ0AAPzE+fPn6w23Vl5ern379ikiIkIxMTGaOXOmFi1apJ49eyouLk7z589XVFSUxo0bZ1zon2hfXmx0BAAAAACAl/LqJvrGjRuNjgAAAJpgz549Gj16tGv5x0m+09LStHbtWj311FOqqanRtGnTVFVVpZEjR6qwsFChoaFGRa7nQlyS6tqHGx0DqCfwQhUf8AAAAABewKub6AAAwDeMGjVKTqfT7faAgAAtXLhQCxcubMVUTVfXPlx1HW80Ogbg8wIv2o2OADTA4xIAADQXTXQAAAAAzWI2mxUcYpJO7DA6CtCo4BCTzGaz0TEAAICPookOAAAAoFksFovWv7ZOdjtX/HpCRUWFcnNzNXfuXMXGxhodxy+YzWZZLBajYwAAAB9FEx0AAABAs1ksFpqUHhYbG6v4+HijYwAAALR5gUYHAAAAAAAAAADAW3ElOgAAaPOYdA7eiMclAAAA4B1oogMAgDaLyRDh7ZgMEQAAADAeTXQAANBmMRmiZzEZoucxGSIAAABgPJroAACgTWMyRM9jMkQAAAAA/oQmOgAAAAAAAACfcPHiRVVWVhodo0kqKirq/evtYmJiFBoaanQMr0QTHQAAAAAAAIBPqKys1LRp04yOcU1yc3ONjtAkq1at4hulbtBEBwAAAAAAAOATYmJitGrVKqNj+KWYmBijI3gtmugAAAAAAAAAfEJoaChXS6PV0UT3Y74yRhTjQwEAAAAAAADwVjTR/ZivjRHF+FAAAAAAAAAAvA1NdD/GGFEtg/GhAAAAAAAAgLaDJrofY4woAAD8A0O0tQyGaAMAAADQFDTRAeAqaF61DJpXQNMxRFvLYIi2toea3jKo6UDTcR5qGZyHALS0AKfT6TQ6REuqrq6W2WyW3W5XWFiY0XEA+KCvvvrKp5pXvqItNq+oSc3Tlv9+vvKG29fwhrvtoaa3DGp626pJntCW/36ch1pGWzwPAfCMptYkrkQHgKtgfoGWwfwCQNMxRBvgGdT0lkFNB5qO81DL4DwEoKXRRAeAq6B5BQCAf6CmA56Tn5+vZcuWyWq1atCgQXr++ec1bNgwo2N5Pc5DAOCbAo0OAAAAAAAAfMcbb7yhzMxMZWdna+/evRo0aJBSUlJ05swZo6MBANAiaKIDAAAAAIAme/bZZ/X4449rypQp6tu3r1588UV16NBBr7zyitHRAABoETTRAQAAAABAk1y6dEmlpaVKTk52rQsMDFRycrJKSkoMTAYAQMuhiQ4AAFpNfn6+br75ZoWGhiohIUG7d+82OhIAALgG3377rWpra2WxWOqtt1gsslqtjR7jcDhUXV1d7wYAgC/xiSY6b7gBAPB9jJ8KAEDblJeXJ7PZ7LpFR0cbHQkAgGvi9U103nADAOAfGD8VAADfd+ONNyooKEg2m63eepvNpsjIyEaPycrKkt1ud91OnjzZGlEBAPAYr2+i84YbAADfdz3jp/LVbwAAvE9ISIiGDh2qoqIi17q6ujoVFRUpMTGx0WNMJpPCwsLq3QAA8CVe3URnwhIAAPzD9Yyfyle/AQDwTpmZmVq9erVeffVVffnll0pPT1dNTY2mTJlidDQAAFpEO6MDXMmV3nAfOXKk0WMcDoccDodrmavWAADwTVlZWcrMzHQtV1dX00gHAMAL/PrXv9Z//vMf/fnPf5bVatXgwYNVWFjY4L07AAD+wqub6NcjLy9POTk5DdbTTAcAGO3HWuR0Og1O0vquZ/xUk8kkk8nkWv7x70ZNBwAYrS3X9B9Nnz5d06dPv65jqekAAG/R1Jru1U30652w5KdXrX3zzTfq27cvV64BALzGuXPnZDabjY7Rqn46fuq4ceMk/f/4qU19A37u3DlJoqYDALxGW6zpnkBNBwB4m6vVdK9uol/PG+6fX7XWqVMnnTx5Up07d1ZAQEBrxMY1+vHr+SdPnmSCGaAZeC55P6fTqXPnzikqKsroKIbIzMxUWlqabr31Vg0bNkzLly+/pvFTo6KiqOlejvMQ4Bk8l7xfW6/pzUVN936chwDP4Lnk/Zpa0726iS41/w13YGCgunfv3sIp4QnM0g54Bs8l79aWr1Zr7vip1HTfwXkI8AyeS96tLdf05qKm+w7OQ4Bn8Fzybk2p6V7fRGfCEgAA/Edzxk8FAAAAAMAIXt9El3jDDQAAAAAAAAAwRqDRAQCTyaTs7Ox6Y9kDuHY8lwAYjfMQ4Bk8lwAYjfMQ4Bk8l/xHgNPpdBodAgAAAAAAAAAAb8SV6AAAAAAAAAAAuEETHQAAAAAAAAAAN2iiAwAAAAAAAADgBk10GC4/P18333yzQkNDlZCQoN27dxsdCfApxcXFGjt2rKKiohQQEKDNmzcbHQlAG0VNB5qHmg7AG1DPgeajpvsfmugw1BtvvKHMzExlZ2dr7969GjRokFJSUnTmzBmjowE+o6amRoMGDVJ+fr7RUQC0YdR0oPmo6QCMRj0HPIOa7n8CnE6n0+gQaLsSEhJ022236YUXXpAk1dXVKTo6WjNmzNDTTz9tcDrA9wQEBGjTpk0aN26c0VEAtDHUdMCzqOkAjEA9BzyPmu4fuBIdhrl06ZJKS0uVnJzsWhcYGKjk5GSVlJQYmAwAAFwLajoAAL6Peg4A7tFEh2G+/fZb1dbWymKx1FtvsVhktVoNSgUAAK4VNR0AAN9HPQcA92iiAwAAAAAAAADgBk10GObGG29UUFCQbDZbvfU2m02RkZEGpQIAANeKmg4AgO+jngOAezTRYZiQkBANHTpURUVFrnV1dXUqKipSYmKigckAAMC1oKYDAOD7qOcA4F47owOgbcvMzFRaWppuvfVWDRs2TMuXL1dNTY2mTJlidDTAZ5w/f17Hjx93LZeXl2vfvn2KiIhQTEyMgckAtCXUdKD5qOkAjEY9BzyDmu5/ApxOp9PoEGjbXnjhBS1btkxWq1WDBw/WihUrlJCQYHQswGd8/PHHGj16dIP1aWlpWrt2besHAtBmUdOB5qGmA/AG1HOg+ajp/ocmOgAAAAAAAAAAbjAmOgAAAAAAAAAAbtBEBwAAAAAAAADADZroAAAAAAAAAAC4QRMdAAAAAAAAAAA3aKIDAAAAAAAAAOAGTXQAAAAAAAAAANygiQ4AAAAAAAAAgBs00QEAAAAAAAAAcIMmOtCGBQQEaPPmzUbHAAAAzURNBwDAP1DTAe9EEx3wY1arVTNmzFCPHj1kMpkUHR2tsWPHqqioyOhoAADgGlDTAQDwD9R0wDe1MzoAgJbx73//WyNGjFB4eLiWLVumAQMG6PLly3r//feVkZGhI0eOGB0RAAA0ATUdAAD/QE0HfBdXogN+6oknnlBAQIB2796t8ePHKz4+Xv369VNmZqZ27drV6DFz5sxRfHy8OnTooB49emj+/Pm6fPmya/u//vUvjR49Wp07d1ZYWJiGDh2qPXv2SJIqKio0duxY/eIXv1DHjh3Vr18/bd261XXswYMHlZqaqk6dOslisWjSpEn69ttvW/aPAACAH6CmAwDgH6jpgO+iiQ74obNnz6qwsFAZGRnq2LFjg+3h4eGNHte5c2etXbtWhw8f1l//+letXr1azz33nGv7xIkT1b17d33++ecqLS3V008/reDgYElSRkaGHA6HiouLdeDAAS1ZskSdOnWSJFVVVenOO+/UkCFDtGfPHhUWFspms+nBBx/0/J0HAMCPUNMBAPAP1HTAtzGcC+CHjh8/LqfTqd69e1/TcfPmzXP9/+abb9aTTz6pjRs36qmnnpIkVVZW6o9//KPr5/bs2dO1f2VlpcaPH68BAwZIknr06OHa9sILL2jIkCFavHixa90rr7yi6OhoffXVV4qPj7/2OwkAQBtATQcAwD9Q0wHfRhMd8ENOp/O6jnvjjTe0YsUKlZWV6fz58/r+++8VFhbm2p6ZmanHHntMr732mpKTk/XAAw/olltukST9/ve/V3p6uj744AMlJydr/PjxGjhwoKQfvl62fft21yfeP1VWVkZxBgDADWo6AAD+gZoO+DaGcwH8UM+ePRUQEHBNk5KUlJRo4sSJuvvuu7VlyxZ98cUXmjt3ri5duuTaZ8GCBTp06JDuueceffTRR+rbt682bdokSXrsscd04sQJTZo0SQcOHNCtt96q559/XpJ0/vx5jR07Vvv27at3O3bsmJKSkjx75wEA8CPUdAAA/AM1HfBtAc7r/SgMgFdLTU3VgQMHdPTo0QbjrVVVVSk8PFwBAQHatGmTxo0bp7/85S8qKChQWVmZa7/HHntMf/vb31RVVdXo75gwYYJqamr097//vcG2rKwsvffee9q/f7/mzp2rt99+WwcPHlS7dnwBBgCAa0FNBwDAP1DTAd/FleiAn8rPz1dtba2GDRumt99+W8eOHdOXX36pFStWKDExscH+PXv2VGVlpTZu3KiysjKtWLHC9em1JF24cEHTp0/Xxx9/rIqKCn366af6/PPP1adPH0nSzJkz9f7776u8vFx79+7V9u3bXdsyMjJ09uxZTZgwQZ9//rnKysr0/vvva8qUKaqtrW2dPwgAAD6Kmg4AgH+gpgO+iyY64Kd69OihvXv3avTo0Zo9e7b69++vu+66S0VFRVq5cmWD/e+9917NmjVL06dP1+DBg7Vz507Nnz/ftT0oKEjfffedJk+erPj4eD344INKTU1VTk6OJKm2tlYZGRnq06ePfvWrXyk+Pl4FBQWSpKioKH366aeqra3VmDFjNGDAAM2cOVPh4eEKDOQ0BADAlVDTAQDwD9R0wHcxnAsAAAAAAAAAAG7w0RIAAAAAAAAAAG7QRAcAAAAAAAAAwA2a6AAAAAAAAAAAuEETHQAAAAAAAAAAN2iiAwAAAAAAAADgBk10AAAAAAAAAADcoIkOAAAAAAAAAIAbNNEBAAAAAAAAAHCDJjoAAAAAAAAAAG7QRAcAAAAAAAAAwA2a6AAAAAAAAAAAuEETHQAAAAAAAAAAN/4XYxaH2h0GadoAAAAASUVORK5CYII=",
|
|
"text/plain": [
|
|
"<Figure size 1500x1200 with 9 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"n_cols = 3\n",
|
|
"n_rows = int(np.ceil(len(features) / n_cols))\n",
|
|
"\n",
|
|
"# Boxplots\n",
|
|
"fig, axes = plt.subplots(n_rows, n_cols, figsize=(5 * n_cols, 4 * n_rows))\n",
|
|
"axes = axes.flatten()\n",
|
|
"\n",
|
|
"for i, col in enumerate(X.columns):\n",
|
|
" sns.boxplot(x=y, y=X[col], ax=axes[i])\n",
|
|
" axes[i].set_title(f\"Boxplot de {col}\")\n",
|
|
" axes[i].set_xlabel(\"Classe\")\n",
|
|
" axes[i].set_ylabel(col)\n",
|
|
"\n",
|
|
"for j in range(i + 1, len(axes)):\n",
|
|
" fig.delaxes(axes[j])\n",
|
|
"\n",
|
|
"fig.suptitle(\"Boxplots par classe (avant tranformation)\", fontsize=16)\n",
|
|
"plt.tight_layout(rect=[0, 0, 1, 0.97])\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "2eec1d6e",
|
|
"metadata": {},
|
|
"source": [
|
|
"we start by separating explicative features and target, and recode the latter the following way:\n",
|
|
"- `1` : sick patient (positive),\n",
|
|
"- `0` : healthy patient (negative).\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "556f426b",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Logarithmic transformation"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"id": "af21af16",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 1200x400 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 1200x400 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "iVBORw0KGgoAAAANSUhEUgAABKUAAAGMCAYAAAALJhESAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAACNeklEQVR4nOzdd1gUV9sG8HtpS+9VRUCwi73EClassfeoqElM7DFRY/LG3mNLtSUBNVETjTGW2BV7V+yiApYgikpdkH6+P/x247JL2QV2KffvuriUM3Nmnjl7dvbsw8wZiRBCgIiIiIiIiIiISIcM9B0AERERERERERGVP0xKERERERERERGRzjEpRUREREREREREOsekFBERERERERER6RyTUkREREREREREpHNMShERERERERERkc4xKUVERERERERERDrHpBQREREREREREekck1JERERERERERKRzTEoREZGS4OBgSCQSBAcH6zsUjZTWuKn4lee+MXv2bEgkEoSEhOg7FJ3bsmULGjZsCCsrK0gkEkyePFnfIelMSEgIJBIJZs+eXehtBQYGQiKR4OHDh4XeFhERUU5MShFRqXX58mWMHj0aVatWhYWFBczMzODt7Y1hw4bh0KFD+g6PyiCJRAJ/f399h0FUbMpKHz979iyGDh2KxMREfPzxx5g1axY6d+6s77DKrZKcHPX09IREIoFEIsHNmzfVrpOVlYWKFSsq1sstQafJuETeJm//WFhYoG7dupg9ezaSk5NzjTk8PByzZ8/Gu+++q4jL09NT2yYgItIrI30HQESkqezsbHz22WdYuXIljIyM0K5dO7z77rswNjZGREQE9u7di19//RVz587FV199pe9wS53evXvjnXfegZubm75DISLSyt69eyGEwMaNG9GiRQt9h0MlnIHBm7/T//LLL1ixYoXK8n379uHp06cwMjJCZmamyvLCjEv69u2LOnXqAACio6Oxa9cuzJkzB7t378bZs2dhYmKisr+TJ09izpw5MDQ0RM2aNfHs2bOiaAYiIr1gUoqISp3//e9/WLlyJerXr4/t27fD29tbafnr16/x/fff49WrV3qKsHSzsbGBjY2NvsMgItLa06dPAQAVKlTQcyRUGhgbG6NNmzb49ddfsWTJEhgbGyst/+WXX2BjY4N69erhxIkTKvULMy7p168fBg0apPh92bJlaNq0Ka5cuYLNmzcjMDBQpU6bNm1w9uxZ1KtXD2ZmZjA1NdXyyImI9I+37xFRqfLgwQMsXboUDg4O2L9/v8rADwDMzMwwdepUzJkzR6n85cuXmDx5Mry8vCCVSuHs7IwBAwaovVxfPodGREQEli1bhmrVqsHMzAy1atXC1q1bAQDp6en48ssv4enpCVNTU9StWxf79u1T2Za/vz8kEglSU1Px+eefo3LlyjA1NUXNmjXx3XffQQihtH5CQgKWLFkCPz8/VKhQASYmJqhQoQKGDx+O8PBwle2/fVtEcHAwGjZsCHNzc8UtOJpuL7f5d65cuYJ+/fqhcuXKkEqlcHJyQpMmTbBgwQKVbdy8eRMDBgyAs7MzpFIpvLy8MHnyZLUDck9PT3h6ekImk2HSpEmoUKECpFIp6tati+3bt6usXxB///03mjZtCnNzczg5OWHUqFF4/vy52nUjIyPx/vvvK47Lzc0NgYGBePTokWId+fwsAHD8+HGl2y2Cg4Nx7do1SCQSjB8/XmnbO3fuhEQigVQqRUpKispxe3l5qY29ffv2sLOzg6mpKerUqYNly5YhKysr12MtyPpvv64HDx5EixYtYG5uDgcHB4wYMUKjJK78NYuPj8f48ePh7u4OIyMjpT5z/fp1DBo0CG5ubjAxMYGHhwcmTJiQ637Wrl2L2rVrw9TUFO7u7pg2bRpSU1PV3k4m37868vdbQfz1118YPHgwfHx8YG5uDhsbG7Ru3Rp//vmnyroPHz6ERCJBYGAg7ty5g969e8PBwaFAc+1cvnwZ48ePR506dWBjYwMzMzP4+vpi8eLFyMjIUFlfm/fEkydPMHjwYNjb28PS0hJ+fn5qvzznJr8+Dij3od27d6Nly5awsrJSvBbp6en47rvvEBAQAHd3d8V5tk+fPrh69arKPrXpk8eOHUOXLl0UbeLi4oLWrVtj3bp1SscRFBQEAPDy8lJ7y9Xp06fRrVs32Nvbw9TUFDVq1MCsWbNU3qfAf7c0RkVFYfjw4XB1dYWBgQFCQkKU5m46c+YM2rZtCysrKzg5OWHs2LF4/fo1gDdXbjVv3hwWFhZwcXHBtGnT1F5xA2h2Dnj9+jU+//xzuLu7K9Zdv359Lq9y3m7duoXu3bvDysoKNjY26Nq1a663s2nyueLv76/4PG7btq3i9Xj7PXzs2DGMGjUK1atXh6WlJSwtLdG4cWPF66oLo0aNwosXL7B7926l8hcvXmDPnj0YPHgwzMzMVOoVZlyijpWVlSIRdfHiRbXrVKlSBe+8847aeIiIShteKUVEpUpwcDCysrIwZswYuLi45LmuVCpV/P/Fixdo3rw5wsPD4e/vj0GDBiEyMhLbt2/H3r17ceDAAbRq1UplG1OmTMH58+fRo0cPGBoaYuvWrRgyZAjs7Ozw3Xff4fbt2+jWrRtSU1OxefNm9OzZE3fu3FE7KB0wYACuXr2Kvn37AgD+/PNPTJw4EQ8fPsTy5csV6925cwczZ85E27Zt0bt3b1hYWODu3bvYvHkz9u7diytXrsDDw0Nl+19//TWOHTuGnj17olOnTjA0NCzU9t4WGhqKFi1awNDQED179oSHhwfi4+Nx+/ZtrFu3Dl9++aVi3VOnTiEgIADp6eno168fPD09cfbsWXzzzTfYs2cPzp07B0dHR6XtZ2RkoFOnToiLi0Pfvn2RkpKCrVu3YsCAAdi/fz86deqUZ3xv+/PPP3HgwAH069cPHTp0wLlz5xAUFISTJ0/iwoULsLOzU6x7/vx5BAQEIDk5Gd27d0fVqlXx8OFD/Pbbb9i3bx/Onj2LKlWqwNPTE7NmzcKcOXPg4eGh9Jfr+vXro27dunBwcMCxY8eUYpH/np6ejtOnT6Njx44A3iTCHj16hJEjRyqtP2PGDCxevBgVK1ZEnz59YGNjg5MnT2Lq1Kk4f/48tm3bVqj1AWDXrl3Yu3cvevTogRYtWuDEiRPYuHEjwsPDcerUqQK3c1paGtq1aweZTIZ3330XRkZGivfkrl27MGDAABgYGKBnz55wd3fH7du38f333+PAgQM4f/680uswc+ZMzJs3Dy4uLvjggw9gbGyMP/74A3fv3i1wPNqYMWMGTExM0KpVK7i5ueHFixfYtWsX+vXrh2+//RYTJkxQqfPgwQO888478PX1RWBgIF69eqX29pq3rV+/Hrt370abNm3QtWtXpKSkICQkBDNmzMDFixfVJsE0eU9ER0ejefPmiIqKQkBAABo2bIg7d+6gY8eOaNu2bYHaIr8+/rZt27bh4MGD6N69O8aOHYvExEQAQGxsLCZPnozWrVuja9eusLOzQ0REBHbt2oV9+/bhxIkTaNKkicq+C9on5evY2tqiZ8+eitfs2rVr2LRpEz788EPFcezcuRPXrl3DpEmTYGtrCwCKf7dt24bBgwdDKpVi4MCBcHZ2xsGDBzF37lwcOHAAISEhKleevHr1Cs2bN4e9vT0GDRqE1NRUWFtbK479/PnzWLJkCQICAjBmzBgcO3YMq1evRmJiInr06IHAwED07NkTzZs3x969e/H111/D0tISM2fOVNqPJu/p7OxsvPvuuzh8+DB8fX0xZMgQvHr1Cp988kmBX3e5mzdvomXLlpDJZOjTpw+qVq2KCxcuoGXLlqhXr57K+pp8rsj70vHjxzFixAhFMkr+egDAkiVLFO+t3r17Iz4+Hvv378eYMWMQFham9BmZl5CQELRt2xZ+fn4az1/Vu3dv2NnZISgoCH369FGUb9q0CRkZGRg1apTaKQG0HZcUREET7EREpZogIipF/P39BQBx+PBhjeqNHDlSABAzZsxQKt+7d68AIHx8fERWVpaifMSIEQKAqFatmoiJiVGUnz9/XgAQtra2olWrVkImkymW/f777wKAmDBhgtI+/Pz8BABRvXp1ER8fryiPj48X1atXFxKJRFy8eFGp/NWrVyrHcPToUWFgYCDef/99pfJZs2YJAMLCwkJcv35dpZ6m2wsKChIARFBQkKJsypQpAoDYuXOnynZevnyp+H9WVpbw9vYWAMT+/fuV1ps6daoAIEaNGqVU7uHhIQCInj17irS0NEX54cOHBQAREBCgsk915HGr2/fnn38uAIjx48crytLT04Wnp6ewsrISV65cUVr/5MmTwtDQUHTv3l2pHIDw8/NTu/8+ffoIAOLZs2eKMl9fX9G6dWthYmKi1Pd+/vlnAUBs3LhRUXbw4EHF8b7dr7Kzs8VHH30kAIjt27drvb68fYyMjMSpU6cU5ZmZmYr31dmzZ9UeW07y1ywgIECkpKQoLXv58qWwtrYWFStWFA8fPlRatmXLFpXXISwsTBgaGoqKFSuK58+fK8oTExNFrVq11La5h4eH8PDwUBub/P32NnV9WgghwsPDVeonJSUJX19fYWNjI5KTkxXlkZGRiv41c+ZMtfvOzaNHj0RmZqZSWXZ2thg1apQAoPR6CKH5e0J+vpo/f75S+dq1axUxHzt2rECx5tXH5e1oYGAgDh06pLI8NTVV/PvvvyrlN2/eFJaWlqJDhw5qt1fQPil/j4WGhqrs4+3zkBD/tUlkZKRSeUJCgrCxsRFSqVRcu3ZNUZ6VlSUGDhwoAIi5c+cq1ZG34ciRI1Vex2PHjimWv31+TE9PF3Xr1hUSiUQ4OjqKCxcuKJYlJiYKZ2dnYW9vL9LT0xXl2r6nO3furBTX9evXhYmJiQAgZs2apdJW6sjfN7/++qtS+YwZMxTH93Zbavs5lVs/jIiIUCnLyMgQHTt2FIaGhuLRo0cFOg7565FbH1bHw8NDSKVSIYQQ48ePF0ZGRiI6OlqxvHbt2sLX11cIIURAQIBKW2g7LpG3yZYtW5TKk5KSFOe+DRs2FGhbUqk013MiEVFJx6QUEZUqNWrUEADE3bt3C1wnLS1NmJqaCgcHB6UvmXIdO3YUAMSJEycUZfIvNOoGhFWqVBEAxPHjx5XKMzMzhbGxsWjTpo1SeW6DfSGE2LRpk8qX9Lz4+voKT09PpTL5wPaTTz4p0Dby215eSakDBw7kub0TJ04IAKJLly4qy5KSkoS9vb0wNTVV+qIt/wKu7kuJh4eHsLe3L9CxyOPO+cVXvm9bW1thbW2tSD7u2LFD7RdQuT59+ggDAwORkJCgKMvry853332n9AXjxYsXQiKRiEWLFok2bdqIZs2aKdZ97733BADx+PFjRdm7774rAKj98hUfHy8kEono27ev1uvL22f48OEq68uXffvtt2qPLSf5a/b2l3q5FStWqCTc3tawYUPh6Oio+H327NkCgFixYoXKups3by7WpFRuli9fLgCIkJAQRZk8KeXq6qrUfwvj8uXLAoCYPXu2Urkm7wn5+c3Z2Vm8fv1aad2srCxRtWrVIk9K9e7du0DbeluPHj2EiYmJUhJG0z4pT0qFhYXlu7/cklIbN24UAMTHH3+sUufRo0fCyMhIVKlSRakcgDAxMREvXrxQqSNPgrRt21Zl2dy5cxXJrJzkCcm3X2NN39Nt27YVAMTly5dV1h89enSBk1KPHj0SAETdunVVlsnPneraMjd5fU4VtB/K/fnnnwKACA4OLtD6ycnJ4s6dOwVOYgmhnJS6cuWKACAWL14shBDi3LlzAoBYuXKlEEJ9UkqbcYkQ/7VJ3759xaxZs8SsWbPERx99JCpUqCAAiMaNGxf4XMOkFBGVZrx9j4jKvLt37yI1NRVt27aFubm5yvK2bdvi0KFDCA0NRevWrZWW5bxtBQDc3NwQERGhsszQ0BDOzs6KCXZzyrntt8tyzrcSEhKCVatW4fz583j58qXS3CO53SrUtGlTteXabu9tAwYMwKpVq9C7d28MHDgQHTt2RJs2bVCxYkWl9eTHoe6R8vI5Qg4ePIiwsDD4+voqltna2qqdX6lSpUo4e/ZsvvG9TV07W1paon79+ggJCUFERAR8fHxw7tw5AEBYWBhmz56tUufZs2fIzs7GvXv30Lhx43z3K79d5tixYxg0aBBCQkIghEC7du2QmpqKBQsWICkpCVZWVjh27Bi8vb3h7u6uqH/u3DlYWFjgl19+Ubt9MzMzpdvZNF1frlGjRipllSpVAgDEx8fne5xypqamSq/h23EBb25nUjdnWWpqKl6+fImXL1/C0dER165dAwC1t8+2bNmywPFoIyYmBosXL8a+ffvw6NEjxfw/curey/Xq1SvQe+Zt6enp+P7777F161bcvXsXMplMaS45dfsp6HsiLCwMqampaNeuncotZwYGBmjZsiXu37+vUbz5yetcExoaiqVLl+LUqVN49uyZypxZL1++VHmyZ0H75KBBg7Bjxw688847GDJkCNq3b4/WrVur3A6cl7zOUZUrV0aVKlVw7949xXtVzsvLK8/95PZZkd+yp0+fKl5nTd/T165dg4WFBRo2bKiybuvWrfHzzz/nGu/b8noPvn3uzKmwnytvS0pKwrJly7Bz506Eh4cjOTlZaXlun6s5mZubo0aNGhrt+20NGjRA/fr1ERQUhOnTp+OXX36BiYkJ3nvvPa23mZ8///xTcQuvubk5vL298eGHH+Kzzz7TuB2JiEojJqWIqFRxdXXF3bt3ERUVherVqxeojnzOj9zmepB/OZCv9zZra2uVMiMjozyXqZu4OLf9y8sSEhIUZdu2bcPAgQNhaWmJgIAAeHp6wtzcXDEh8NsTcOe3/cJs723NmjVDSEgIFi5ciM2bNysmEW7SpAmWLFmiSMho29a5Pe3PyMgI2dnZ+cb3ttz2nbOtY2NjAQC//fZbntvL+eUoN7Vr14azs7NiHqljx47B2toajRo1wuvXrzFnzhycPHkSVatWRVRUFN5//32l+rGxscjMzMxzIty3Y9F0fbm8+nRuk6mr4+zsrHa+E3m7/vDDD3nWT05OhqOjo6IvODs7q6yT3/wshREbG4smTZrg8ePHaNmyJTp06ABbW1sYGhoiNDQUf//9N9LS0ookpn79+mH37t2oVq2aYg4jY2NjxMfH45tvvlG7n4K+J+T9WV37aRtvfnLb5pkzZ9CuXTsAQKdOnVC1alVYWlpCIpEo5nhSd6wF7ZP9+/fHzp07sWLFCqxZswY//PADJBIJ2rZti+XLl6tN/uRUkHPUvXv3kJiYqJSUyq8dtfmsAKD0eaHpezohIUEpsf02TV53bfpQUXyuyKWnp8Pf3x9XrlxBgwYNMGzYMDg4OMDIyAgPHz7Ehg0b1Pab4jJq1ChMnDgRhw8fxtatW9GjR488E5LajEvetmXLFqWn7xERlTdMShFRqdKyZUuEhITgyJEjii8/+ZF/Icjt6WvPnj1TWq+4PH/+HJUrV1YpA5S/gM6ePRumpqa4fPkyqlatqrS+/Ml/6uQ2Iaq228updevW2LdvH16/fo3z589j9+7d+PHHH9GtWzfcvHkTVapUKRFtndu+c7a1PIbdu3eje/fuRbJvf39//PHHH4iKikJISAjatGkDQ0NDxVOSjh07hqioKABQmYjY2toaEokEL1++LNC+NF2/qOXW3+TteuPGDdSpUyff7cjXj4mJUZlwP7fX0sDAAOnp6WqXvZ3gzcvPP/+Mx48fY968efjf//6ntGzx4sX4+++/1dbTdOLhixcvYvfu3QgICMDevXsVDyAA3lwZ880332i0vZzk/TkmJkbt8tzasDBya4MFCxYgLS0NJ0+eVLnq5ty5c4orcgqjZ8+e6NmzJ5KSknD69Gns2LEDP//8Mzp37oy7d+8qTZ6tjrbnKF1MOK3pe9rGxgYvXrxQu0yT112bPlRUnyvAm6cNXrlyBaNHj8ZPP/2ksq0NGzZotL3CGjp0KKZOnYrAwEAkJiZi9OjRea6vzbiEiIj+Y6DvAIiINBEYGAhDQ0OsW7cu18G4nPwvqzVq1ICpqSkuXryo9nHf8tsSCvJX9sI4efJkrmUNGjRQlIWHh6NmzZoqA/3o6GhERERovN+i3p6ZmRn8/f2xfPlyfPHFF3j9+jUOHTqkdBzqbvVITk7GpUuXYGZmptVfkwtKXTvLZDKEhobC2toaVapUAfDm6i8AGt0eaGBgkOfVRPJE05YtW3D79m3FFxSpVIoWLVrg6NGjiiupct4+1KxZM7x69arAt1ppur6uaNqu8id7nT59WmXZmTNn1Naxs7NDTEyM0u1CwJs+VtD2kN9a2LNnT5Vl6vqQtuT76datm1JCqqj2U61aNZiamuLSpUtITU1VWpadnZ1rG+Ymvz6el/DwcNjb26skpFJSUnDlyhWttpkbKysrdO7cGevWrUNgYCCeP3+O8+fP51svr3PUkydPEB4ejipVqihdJaUrmr6n69Wrh+TkZLVtq0nfkr8H1T19U37uzEnTzxV531fXt3T1Xiwoe3t79OrVC1FRUahYsSICAgLyXF+bcQkREf2HSSkiKlV8fHwwbdo0vHz5El26dEFkZKTKOqmpqVixYoViniATExMMHjwYL1++xKJFi5TW3b9/Pw4cOAAfH59in79m3rx5SldxJCQkYP78+ZBIJBgxYoSi3MPDAw8ePFD663Rqaio+/vjjXG8NzEtRbO/s2bMqX3iB//6CLp/LpmXLlvD29sa+fftw+PBhpXXnz5+PV69eYfDgwcU6T8bhw4dx4MABpbIFCxYgPj4ew4cPh4HBm4++nj17onLlylixYgVOnDihsp2MjAyVL2n29vb4999/c923PCm1dOlSAFD6q3nbtm0RGhqKgwcPolq1aqhQoYJS3YkTJwJ4c+vIq1evVLb97Nkz3LlzR+v1dWXkyJGwsrLCl19+iVu3bqksT0lJUcw7BbyZJ8jAwADLly9XukIkOTkZCxYsULuPJk2aICMjQ+nWSyEEZsyYUeDbLeVXZeV8jTdv3ox//vmnQNsozH5u3bqlcj7ShlQqxYABAxATE4Ply5crLfvpp59w7949jbaXXx/Pi4eHB+Li4pRe96ysLHz22Wf5flkviBMnTqhNasiv8Mk5p5Y6PXv2hI2NDYKCgpTiFEJg+vTpyMzMRGBgYKFj1Yam7+lhw4YBAL788kuldrlx4wY2bdpU4P1WrlwZbdq0wfXr11VuZ164cKHaueY0/Vyxt7cH8Cbxp25bgOp75Pjx41i/fn2BjwN4c365e/cuHj9+rFG9nBYvXoy//voLO3fuVHxm5EabcUlBRUdH4+7duwW+ApSIqDTi7XtEVOrMnz8fqampWLlyJapXr4527dqhTp06MDY2RmRkJA4fPoxXr15h/vz5ijpLlizB8ePHMX/+fJw5cwbNmjXDw4cPsW3bNpibmyMoKCjfgWdhVatWDXXq1EHfvn0BvJnc9N9//8WUKVOUJtKeMGECJkyYgAYNGqBfv37IzMzEoUOHIIRAvXr1NL4Fpii2t2TJEhw7dgxt2rSBl5cXTE1NceXKFRw5cgRVqlRB7969Aby5yiI4OBgBAQHo2rUr+vfvDw8PD5w9exYhISHw9vbG4sWLNYpfU927d0ePHj3Qr18/eHp64ty5c4qJxefOnatYTyqVYvv27ejSpQv8/PzQrl07+Pr6QiKR4NGjRzh58iQcHByUJhZu164d/vjjD/Tq1QsNGjSAoaEh3n33XdStWxcAUL16dbi5uSE6OhoODg6KcuBNUio7OxuvXr1Cv379VOLu3LkzvvrqK8ybNw8+Pj7o3LkzPDw88OrVKzx48AAnT57E/PnzUbNmTa3W1xUnJyds2bIF/fv3R7169dC5c2fUqFEDaWlpePjwIY4fP44WLVpg//79AN602eeff46FCxfC19cXAwYMgJGREXbs2AFfX1/cvHlT5b05fvx4BAUF4f3338ehQ4fg5OSEkydPIj4+vsB9etiwYViyZAkmTJiAY8eOwcPDA9euXcORI0fQp08f7Nixo0jao2nTpmjatCn++OMPREdH45133sHjx4+xa9cudOvWDdu3by/0PhYvXowjR47gf//7H06dOoUGDRrgzp07+Oeff9CpUyccPHiwwNvKr4/nZcKECTh48CBatWqFAQMGwNTUFCEhIYiKioK/v7/aq5M0MXHiRDx9+hStWrWCp6cnJBIJTp06hQsXLuCdd95RO1F3TtbW1li/fj0GDx6MZs2aYeDAgXBycsLhw4dx+fJlNG3aFFOnTi1UnNrS9D09YsQIbN68Gfv370eDBg3QpUsXxMbGYsuWLejUqRP27NlT4H3/8MMPaNmyJYYPH46dO3eiatWquHDhAi5evIjWrVurXLGk6edK27ZtIZFI8MUXX+DWrVuwsbGBra0txo8fjx49esDT0xNLly7FzZs3UadOHYSFhWHPnj3o3bu3Ru+RCxcuoG3btvDz8ytUf/P09ISnp2eB19dmXFIQM2bMwIYNGxAUFKSULH358iU+++wzxe8ZGRl4+fKl0jrLli3T6CEARER6o8cn/xERFcrFixfFqFGjhI+PjzAzMxNSqVR4enqKIUOGiEOHDqms/+LFCzFx4kTh4eEhjI2NhaOjo+jXr5+4ceOGyrq5PU5cCPWPnJdT96h6+fqvX78W06ZNE+7u7sLExERUr15dfPvttyI7O1tp/ezsbLFmzRpRu3ZtYWpqKlxdXcXo0aNFTEyM2n3n96htTbcnfxR7UFCQomz//v1i+PDhonr16sLKykpYWlqKWrVqiS+++ELtY9KvX78u+vXrJxwdHYWxsbHw8PAQkyZNUruuujbL2XYF8XbcO3fuFE2aNBFmZmbCwcFBBAYGiujoaLX1/v33XzFp0iRRtWpVIZVKhbW1tahZs6Z4//33xZEjR5TWjY6OFgMGDBCOjo7CwMBApZ2EEGLIkCGKx3y/LT09XVhaWgoAYsuWLbkex6FDh0SPHj2Ek5OTMDY2Fq6urqJ58+Zi3rx54vHjx1qvr+51lZM/1r4gj48XIu/XTO7u3bti9OjRwsPDQ5iYmAg7Ozvh6+srJk6cKC5cuKCy/o8//ihq1qwpTExMRKVKlcRnn30mnjx5IgCInj17qqx/9OhR0axZMyGVSoWDg4MYNmyYeP78eYH7tBBChIaGik6dOgk7OzthZWUl/Pz8xOHDh9WuHxkZKQCIESNGFKiN3hYTEyNGjRolKlSoIExNTYWvr6/44YcfREREhNptavOeePTokRg4cKCwtbUV5ubmonXr1uL48eP5nh9yyquP59WH5LZv3y4aNmwozM3NhaOjoxgwYIAIDw9Xe07VtE9u3bpVDBgwQHh7ewtzc3NhY2Mj6tWrJ5YsWSKSkpKU6ud1DhdCiBMnToguXboIW1tbYWJiIqpVqya++uorIZPJVNYFIPz8/NRuJ6/3Tl7Hl9frosk5IDk5WUybNk1UrFhRSKVSUatWLbFu3TqN39NCCHHjxg3RtWtXYWlpKaysrESXLl3EjRs31Lalpp8rQggRHBwsfH19hVQqFQCU+nhERITo27evcHJyEubm5qJJkyZi69atGh+HfP3cXi91PDw8hFQqLdC6AQEBefYrTcYl8j6Q1+eBvO1z9iH5+Sivn9xiJCIqaSRCvPVMYiIiKnL+/v44fvw4eLol0szhw4fRsWNHTJs2DUuWLNF3OERERERUxDinFBEREenVixcvVOYKio+Px4wZMwAAvXr10kNURERERFTcOKcUERER6dVvv/2GZcuWoV27dqhQoQKio6Oxf/9+xMTEIDAwEM2bN9d3iERERERUDJiUIiIiIr1q0aIFGjVqhMOHDyM2NhaGhoaoWbMmvvrqK4wdO1bf4RERERFRMeGcUkREREREREREpHOcU4qIiIiIiIiIiHSOSSkiIiIiIiIiItI5JqWIiIiIiIiIiEjnmJQiIiIiIiIiIiKdY1KKiIiIiIiIiIh0jkkpIiIiIiIiIiLSOSaliIiIiIiIiIhI55iUIiIiIiIiIiIinWNSioiIiIiIiIiIdI5JKSIiIiIiIiIi0jkmpYiIiIiIiIiISOeYlCIiIiIiIiIiIp1jUoqIiIiIiIiIiHSOSSkiIiIiIiIiItI5JqWIiIiIiIiIiEjnmJQiIiIiIiIiIiKdY1KKiIiIiIiIiIh0jkkpIiIiIiIiIiLSOSaliIiIiIiIiIhI55iUIiIiIiIiIiIinWNSioiIiIiIiIiIdI5JKSIiIiIiIiIi0jkmpYiIiIiIiIiISOeYlCIiIiIiIiIiIp1jUoqIiIiIiIiIiHSOSSkiIiIiIiIiItI5JqWIiIiIiIiIiEjnmJQiIiIiIiIiIiKdY1KKiIiIiIiIiIh0jkkpIiIiIiIiIiLSOSaliIiIiIiIiIhI55iUIiIiIiIiIiIinWNSioiIiIiIiIiIdI5JKSIiIiIiIiIi0jkmpYiIiIiIiIiISOeYlCIiIiIiIiIiIp1jUoqIiIiIiIiIiHSOSSkiIiIiIiIiItI5JqWIiIiIiIiIiEjnmJQiIiIiIiIiIiKdY1KKiIiIiIiIiIh0jkkpIiIiIiIiIiLSOSaliIiIiIiIiIhI55iUIiIiIiIiIiIinWNSioiIiIiIiIiIdI5JKSIiIiIiIiIi0jkmpYiIiIiIiIiISOeYlCIiIiIiIiIiIp1jUoqIiIiIiIiIiHSOSSmickQmk8HZ2Rm//faboiwwMBCWlpZFvq+vv/4aVapUgaGhIerXr1/k2y/rZDIZ3n//fbi6ukIikWDy5Mn6DqnIzJ49GxKJpFj3sX//flhaWuLFixfFuh8iIioeHEdobv/+/ahfvz5MTU0hkUgQHx+v75CKjEQiwezZs3W+X12MWeT++OMP2NvbQyaT6WR/5dGgQYMwYMAAfYdBOTApRfSW4OBgSCQSSCQSnDp1SmW5EALu7u6QSCTo3r27yvLU1FSsXLkSzZo1g42NDUxNTVGtWjWMHz8e9+7dU6wn/4CT/5ibm6NWrVr43//+h8TERLWxXbhwAWPHjkWjRo1gbGys1QfkN998AysrKwwaNEjjupo4ePAgpk2bhpYtWyIoKAgLFy4s1v0V1I8//ojg4GB9h1EgCxcuRHBwMD7++GNs2rQJw4YN03dIGklJScHs2bMREhKil/137twZPj4+WLRokV72T0SkrbI+FikIdeOIp0+fYvbs2QgNDS2Wfapz+/ZtzJ49Gw8fPtTZPrX16tUrDBgwAGZmZvjhhx+wadMmWFhY6Dssjfzzzz96STyVBFlZWZg1axYmTJig9MdiT09PSCQSdOjQQW299evXK97Dly5dUlkeGhqK9957D+7u7pBKpbC3t0eHDh0QFBSErKwsxXpvnwsMDAxQoUIFdOrUKc9x3IIFC/Duu+/CxcVFb0lDTWOZPn06/vzzT1y7dk23AVLeBBEpBAUFCQDC1NRUfPzxxyrLjx07JgAIqVQqunXrprTsxYsXolGjRgKA6N69u1i1apX46aefxNSpU4W7u7swNjZWrDtr1iwBQKxevVps2rRJrF69WvTu3VsAEM2bNxfZ2dkq+541a5YwNjYWjRo1EtWqVROavn3T09OFk5OTWLhwoVL5iBEjhIWFhUbbys/06dOFgYGBSEtLK9LtFlbt2rWFn5+fvsMokGbNmomWLVvqOwytvXjxQgAQs2bNUlmWkZEhXr9+Xewx/Pjjj8Lc3FwkJiYW+76IiIpKWR6LFJS6ccTFixcFABEUFFQs+1Rn27ZtAoA4duyYzvaprX379gkA4tChQ/oORWvjxo3LtU+9fv1aZGRk6Dii/94nxe2vv/4SEolE/Pvvv0rlHh4ewtTUVBgYGIjo6GiVen5+fsLU1FQAEBcvXlRatn79emFoaCgqVKggpk+fLn766SexcuVK0b17dyGRSMSCBQsU6wIQHTt2FJs2bRIbN24Uc+bMES4uLkIikYh//vlHbcwAhKurqwgICMh1zKcrmsTStGlTMWzYMN0FR/nilVJEanTt2hXbtm1DZmamUvnmzZvRqFEjuLq6qtQJDAzE1atXsX37duzevRuTJk3C6NGjsXTpUty/fx8TJ05UqdOvXz+89957+Oijj7Bjxw706dMHZ8+exblz51TW/fjjj5GQkIBLly6hY8eOGh/Tnj178OLFC51cshoTEwMzMzOYmJgUyfaEEHj9+nWRbKugkpOTdbq/nGJiYmBra1tk28vMzER6enqRba8wjIyMYGpqWuz76du3L9LS0rBt27Zi3xcRUVEri2ORgirqcUReiurzXh9jlbfFxMQAQJGOHfQ9FnqbqakpjIyM9B1GsQkKCkLLli1RsWJFlWUtW7aEpaUlfv/9d6Xyf//9FydPnkS3bt1U6pw7dw4fffQRmjdvjrt372Lx4sUYPXo0Jk+ejN27d+PChQuoUKGCUp1q1arhvffew7BhwzBz5kwcOnQIQgisWrVKbcyRkZGIjo7Gr7/+qv2Bv8Xf3x+BgYFa1dUklgEDBmDHjh28TbIEYVKKSI3Bgwfj1atXOHTokKIsPT0d27dvx5AhQ1TWP3/+PPbu3YvRo0ejb9++KsulUimWLVuW737btWsH4M2JNScXFxeYmZlpchhKdu7cCU9PT3h7e6tdHhERgYCAAFhYWKBChQqYO3cuhBBK62RnZ2PVqlWoXbs2TE1N4eLigjFjxiAuLk6xjkQiQVBQEJKTkxWXActvmcvMzMS8efPg7e0NqVQKT09PfPHFF0hLS1Paj6enJ7p3744DBw6gcePGMDMzw9q1awEA8fHxmDx5suIyZB8fHyxZsgTZ2dl5Hr+npydu3bqF48ePK+Ly9/cH8N+tEsePH8fYsWPh7OyMSpUqAQAePXqEsWPHonr16jAzM4ODgwP69++vcim/fBunT5/GlClT4OTkBAsLC/Tu3VtlXqNLly4hICAAjo6OMDMzg5eXF0aNGgUACAkJgUQiQWRkJPbu3auIVb6/mJgYjB49Gi4uLjA1NUW9evWwYcMGpe0/fPgQEokEy5Ytw6pVqxTtLb8NQSKR4N69e3jvvfdgY2MDJycnfPXVVxBC4MmTJ+jZsyesra3h6uqK5cuXK207PT0dM2fORKNGjWBjYwMLCwu0bt0ax44dU9q/k5MTAGDOnDmKY5BfSq1ufgZN+8apU6fQtGlTmJqaokqVKti4caPKa+7s7Iy6devi77//VtcliIhKtLI4FgkKCkK7du3g7OwMqVSKWrVqYfXq1Urr5DaOaNKkCQBg5MiRKuML4M3xd+7cGTY2NjA3N4efnx9Onz6ttG3558/t27cxZMgQ2NnZoVWrVmpjDQ4ORv/+/QEAbdu2VexTfjtTXmOVghzn29vI7zMtIyMDc+bMQdWqVWFqagoHBwe0atVK0Tf8/f0xYsQIAECTJk0gkUiUvtxv27YNjRo1gpmZGRwdHfHee+8hKipKaR/yOUbDw8PRtWtXWFlZYejQoYrXZPz48di2bRtq1aoFMzMzNG/eHDdu3AAArF27Fj4+PjA1NYW/v7/KGOnkyZPo378/KleuDKlUCnd3d3zyySdKSbzAwED88MMPiv3Jf+TU3ZJ19epVdOnSBdbW1rC0tET79u1VkqmajM8KqqBjluzsbMyePRsVKlSAubk52rZti9u3b8PT01Pp9UlNTcX+/ftzvUXP1NQUffr0webNm5XKt2zZAjs7OwQEBKjUkY+/fvvtN1hZWaksb9y4cb4JIF9fXzg6Oqo9FwBv+m9JoUksHTt2RHJystK5lfSr7KabiQrB09MTzZs3x5YtW9ClSxcAwL59+5CQkIBBgwbh22+/VVp/165dAFDoeX/Cw8MBAA4ODoXajjpnzpxBw4YN1S7LyspC586d8c4772Dp0qXYv38/Zs2ahczMTMydO1ex3pgxYxAcHIyRI0di4sSJiIyMxPfff4+rV6/i9OnTMDY2xqZNm7Bu3TpcuHABP/30EwCgRYsWAID3338fGzZsQL9+/fDpp5/i/PnzWLRoEe7cuYO//vpLKaawsDAMHjwYY8aMwQcffIDq1asjJSUFfn5+iIqKwpgxY1C5cmWcOXMGM2bMQHR0dK5/yQGAVatWKe7T//LLLwG8GVy/bezYsXBycsLMmTMVfx28ePEizpw5g0GDBqFSpUp4+PAhVq9eDX9/f9y+fRvm5uZK25gwYQLs7Owwa9YsPHz4EKtWrcL48eMVf92KiYlBp06d4OTkhM8//xy2trZ4+PAhduzYAQCoWbMmNm3ahE8++QSVKlXCp59+CgBwcnLC69ev4e/vjwcPHmD8+PHw8vLCtm3bEBgYiPj4eEyaNEkplqCgIKSmpuLDDz9UzCMgN3DgQNSsWROLFy/G3r17MX/+fNjb22Pt2rVo164dlixZgt9++w2fffYZmjRpgjZt2gAAEhMT8dNPP2Hw4MH44IMPkJSUhJ9//hkBAQG4cOEC6tevDycnJ6xevRoff/wxevfujT59+gAA6tatm+vro0nfePDgAfr164fRo0djxIgR+OWXXxAYGIhGjRqhdu3aSus2atQIO3fuzHW/REQlVVkci6xevRq1a9fGu+++CyMjI+zevRtjx45FdnY2xo0bBwBqxxFVq1bF3LlzMXPmTHz44Ydo3bo1gP/GF0ePHkWXLl3QqFEjzJo1CwYGBorE0MmTJ9G0aVOlOPr374+qVati4cKFKn+Ak2vTpg0mTpyIb7/9Fl988QVq1qwJAIp/AfVjlYIep1xBPtNmz56NRYsW4f3330fTpk2RmJiIS5cu4cqVK+jYsSO+/PJLVK9eHevWrcPcuXPh5eWl+COkfNzWpEkTLFq0CM+fP8c333yD06dP4+rVq0pXVmVmZiIgIACtWrXCsmXLlMY4J0+exK5duxTxL1q0CN27d8e0adPw448/YuzYsYiLi8PSpUsxatQoHD16VFF327ZtSElJwccffwwHBwdcuHAB3333Hf7991/F1cxjxozB06dPcejQIWzatCnvjgTg1q1baN26NaytrTFt2jQYGxtj7dq18Pf3x/Hjx9GsWTOl9fMbn2mioGOWGTNmYOnSpejRowcCAgJw7do1BAQEIDU1VWl7ly9fRnp6eq7jdAAYMmQIOnXqhPDwcMVru3nzZvTr1w/GxsZK66akpODIkSNo06YNKleurPHxycXFxSEuLg4+Pj5ab6MkkidWT58+jd69e+s7HAI4pxTR2+TzOFy8eFF8//33wsrKSqSkpAghhOjfv79o27atEOLN/d1vz+Mgn4MhLi6uQPuR358eFhYmXrx4ISIjI8XatWuFVCoVLi4uIjk5Oc/6ed1zr05GRoaQSCTi008/VVk2YsQIAUBMmDBBUZadnS26desmTExMxIsXL4QQQpw8eVIAEL/99ptS/f3796uUq5unKjQ0VAAQ77//vlL5Z599JgCIo0ePKso8PDwEALF//36ldefNmycsLCzEvXv3lMo///xzYWhoKB4/fpxnO+Q2p5T8dW/VqpXIzMxUWiZ//d929uxZAUBs3LhRZRsdOnRQmofjk08+EYaGhiI+Pl4I8WbOAKi57z+nnH1MCCFWrVolAIhff/1VUZaeni6aN28uLC0tFXMnRUZGCgDC2tpaxMTEKG1D3vc+/PBDRVlmZqaoVKmSkEgkYvHixYryuLg4YWZmJkaMGKG0bs65wuLi4oSLi4sYNWqUoiyvOaVyzs+gTd84ceKEoiwmJkZIpVK1/XvhwoUCgHj+/LnKMiKikqisjkWEUP+ZGhAQIKpUqaJUpm4ckducUtnZ2aJq1aoiICBA6fM3JSVFeHl5iY4dOyrK5Mc8ePDgAsWb15xSuY1V5PvOSd1xFvQzrV69eipjgpze7jdy6enpwtnZWdSpU0dpLsc9e/YIAGLmzJmKMvl48PPPP1fZNv5/DrPIyEhF2dq1axXz+Lw9d+OMGTMEAKV11bXHokWLhEQiEY8ePVKU5dWnco4pevXqJUxMTER4eLii7OnTp8LKykq0adNGpV3yG5/lRtsxy7Nnz4SRkZHo1auX0nqzZ88WAJTGVj/99JMAIG7cuKGyf/n7PDMzU7i6uop58+YJIYS4ffu2ACCOHz+u8tpfu3ZNABCTJk3K89jeBkCMHj1avHjxQsTExIjz58+L9u3bCwBi+fLledbNa8ynCT8/P6V20UZBY6lWrZro0qVLofZFRYe37xHlYsCAAXj9+jX27NmDpKQk7NmzR+3l8gAUT6lRd3lsXqpXrw4nJyd4eXlhzJgx8PHxwd69e1Wuvims2NhYCCFgZ2eX6zrjx49X/F9+mXZ6ejoOHz4M4M1fuWxsbNCxY0e8fPlS8dOoUSNYWloq3b6lzj///AMAmDJlilK5/EqgvXv3KpV7eXmpXI68bds2tG7dGnZ2dkoxdOjQAVlZWThx4kQ+LZG3Dz74AIaGhkplb9+mkJGRgVevXsHHxwe2tra4cuWKyjY+/PBDpcvNW7dujaysLDx69AjAf3M97NmzBxkZGRrF988//8DV1RWDBw9WlBkbG2PixImQyWQ4fvy40vp9+/ZV3EaX0/vvv6/4v6GhIRo3bgwhBEaPHq0ot7W1RfXq1REREaG0rnyOj+zsbMTGxiIzMxONGzdW2x4FPS6g4H2jVq1air+SA2+uIssZp5y8z798+VKr2IiI9KksjUUA5c/UhIQEvHz5En5+foiIiEBCQoJW2wwNDcX9+/cxZMgQvHr1SjE2SE5ORvv27XHixAmVW/w/+uijQh2HnLqxCqDZcRbkM83W1ha3bt3C/fv3NYrv0qVLiImJwdixY5XmcuzWrRtq1Kih8vkKvJk3TJ327dsr3SIlvxKpb9++Sn1OXv52/G+3R3JyMl6+fIkWLVpACIGrV69qdEzAmyv8Dx48iF69eqFKlSqKcjc3NwwZMgSnTp1SeYJkfuOzgiromOXIkSPIzMzE2LFjldabMGGCyjZfvXoFAHmO0w0NDTFgwABs2bIFAPDbb7/B3d1dqe/IaXsu+Pnnn+Hk5ARnZ2c0a9ZMccvj5MmTNdpOQWRkZCiN5V++fImMjAykpaWplOc3RYc25N8lqGTg7XtEuXByckKHDh2wefNmpKSkICsrC/369VO7rrW1NQAgKSlJowkm//zzT1hbW8PY2BiVKlXKdb6noiJyuUTdwMBA6UMdeDPZIQDFvAD3799HQkICnJ2d1W5DPsFmbh49egQDAwOVS4BdXV1ha2urMijw8vJS2cb9+/dx/fr1XBMt+cWQH3X7fP36NRYtWoSgoCBERUUptaG6AXTOy6TlAwz5vFt+fn7o27cv5syZg5UrV8Lf3x+9evXCkCFDIJVK84zv0aNHqFq1KgwMlP+eIL+VoCBtmFuc8seGOzo6qpTLB0tyGzZswPLly3H37l2lxFpe+8uLpn1D3aXodnZ2SnObyclfr+J6bDkRUXEqa2OR06dPY9asWTh79ixSUlKUliUkJMDGxkbjbcoTNfI5ldRJSEhQ+sKv7edVTrltR5PjLMhn2ty5c9GzZ09Uq1YNderUQefOnTFs2LA8b4sH/hsXyG8rfFuNGjVw6tQppTIjIyPFnJo5qRs3AIC7u7va8rfjf/z4MWbOnIldu3apfFZrk4x88eIFUlJS1B5XzZo1kZ2djSdPnijd0p/f+KygCjpmkf+bcz17e/tck0+5jdPlhgwZgm+//RbXrl3D5s2bMWjQILXjm7fPBZro2bMnxo8fD4lEAisrK9SuXRsWFhYabaOgTp8+jbZt26qUnzlzBlu3blUqi4yMLPL5q4QQHBuWIExKEeVhyJAh+OCDD/Ds2TN06dIl10FejRo1AAA3btxQ+xeL3LRp00YlCVAc7O3tIZFINP7gfVt2djacnZ3x22+/qV2eW6Iop4J+AKibSDU7OxsdO3bEtGnT1NaRJ9K0pW6fEyZMQFBQECZPnozmzZvDxsYGEokEgwYNUvuXm5xXWsm9nRzZvn07zp07h927d+PAgQMYNWoUli9fjnPnzsHS0rJQx5Df8eQVZ36xA8Cvv/6KwMBA9OrVC1OnToWzszMMDQ2xaNEixTwk2ipo3yhInHLyPq+L9xkRUXEoK2OR8PBwtG/fHjVq1MCKFSvg7u4OExMT/PPPP1i5cqXWV0PI63399deoX7++2nVyfrYWZrL2/Laj6XEW5DOtTZs2CA8Px99//42DBw/ip59+wsqVK7FmzRqlK58LSyqVqvzhK78484s/KysLHTt2RGxsLKZPn44aNWrAwsICUVFRCAwMLJarYLSJU1NFmdCQz98WFxeXa1IQeHMVmre3NyZPnozIyMhcr5r08fGBkZGRYiL6gqpUqVKuk60XtXr16qlMNP7pp5/C1dUVU6dOVSpX96TRwoqLi0PVqlWLfLukHSaliPLQu3dvjBkzBufOnctzIsQePXpg0aJF+PXXXzUaCOqKkZERvL29c316RnZ2NiIiIpSSOvfu3QPw39MsvL29cfjwYbRs2VKrwZyHhweys7Nx//59pUlCnz9/jvj4eHh4eOS7DW9vb8hkMq0/MLUZQGzfvh0jRoxQegpdamoq4uPjtYpB7p133sE777yDBQsWYPPmzRg6dCi2bt2a5+DSw8MD169fR3Z2ttKg8e7du4rlxW379u2oUqUKduzYodSes2bNUlpPk7Yuir6Rm8jISDg6OhY4aUpEVNKUlbHI7t27kZaWhl27dildtZLf7f9yuX2uyK/ssra2LvIv1NqMGwp7nLmxt7fHyJEjMXLkSMhkMrRp0wazZ8/Od9wAvJmQXf5URbmwsDCdjBtu3LiBe/fuYcOGDRg+fLiiXN2Tzwra3k5OTjA3N0dYWJjKsrt378LAwEDlCq6iUtAxi/zfBw8eKF1R9+rVK5U/EssTypGRkfD19c1z/4MHD8b8+fNRs2bNXJOw5ubmaNeuHY4ePYonT54UW1sUhp2dncr71c7ODm5ubsWeGMvMzMSTJ0/w7rvvFut+qOA4pxRRHiwtLbF69WrMnj0bPXr0yHW95s2bo3Pnzvjpp5/UPukrPT0dn332WYH3Gx4eXuirTnJq3rw5Ll26lOvy77//XvF/IQS+//57GBsbo3379gDezGuRlZWFefPmqdTNzMzMN0nTtWtXAFB5Qt6KFSsAvJnfID8DBgzA2bNnceDAAZVl8fHxyMzMzLO+hYWFxskkQ0NDlb+ifffdd8jKytJoO3JxcXEq25MPKnI+Sjinrl274tmzZ0pfSjIzM/Hdd9/B0tISfn5+WsWkCflfGt8+hvPnz+Ps2bNK68nnIilIexdF38jN5cuX0bx5c63rExHpW1kZi6j7/EhISEBQUFCB6stvI8r5udKoUSN4e3tj2bJlkMlkKvVevHihZcS57zMvhT1OdXLeRm9paQkfH598xw2NGzeGs7Mz1qxZo7Tuvn37cOfOnUJ9vhaUuvYQQuCbb75RWbeg7W1oaIhOnTrh77//VkwzAbxJDG3evBmtWrVS3MJW1Ao6Zmnfvj2MjIywevVqpfXeHm/LNWrUCCYmJnmO0+Xef/99zJo1S+mPperMmjULQggMGzZM7fvi8uXL2LBhQ777A97037t372o971tJc/v2baSmpiqe3kn6xyuliPKR1xwFb9u4cSM6deqEPn36oEePHmjfvj0sLCxw//59bN26FdHR0Vi2bFmBtiVPBL39Qfvo0SPFI3LlH1rz588H8OavMfk9Arpnz57YtGkT7t27p3Kbm6mpKfbv348RI0agWbNm2LdvH/bu3YsvvvhCcYWJn58fxowZg0WLFiE0NBSdOnWCsbEx7t+/j23btuGbb77JdZ4L4M1luiNGjMC6desQHx8PPz8/XLhwARs2bECvXr3U3lee09SpU7Fr1y50795d8bjk5ORk3LhxA9u3b8fDhw/zvAWhUaNGWL16NebPnw8fHx84Ozur/OUwp+7du2PTpk2wsbFBrVq1cPbsWRw+fFjrR2Vv2LABP/74I3r37g1vb28kJSVh/fr1sLa2Vgx0cvPhhx9i7dq1CAwMxOXLl+Hp6Ynt27fj9OnTWLVqlcYTWmqje/fu2LFjB3r37o1u3bohMjISa9asQa1atZQGPWZmZqhVqxZ+//13VKtWDfb29qhTpw7q1Kmjss2i6BvqxMTE4Pr16yqP3yYiKm3KwlikU6dOMDExQY8ePTBmzBjIZDKsX78ezs7OiI6Ozjceb29v2NraYs2aNbCysoKFhQWaNWsGLy8v/PTTT+jSpQtq166NkSNHomLFioiKisKxY8dgbW2N3bt3F+iYc6pfvz4MDQ2xZMkSJCQkQCqVol27drnOr1kUx6lOrVq14O/vj0aNGsHe3h6XLl3C9u3blR5So46xsTGWLFmCkSNHws/PD4MHD8bz58/xzTffwNPTE5988olW8WiiRo0a8Pb2xmeffYaoqChYW1vjzz//VDulRKNGjQAAEydOREBAAAwNDTFo0CC1250/fz4OHTqEVq1aYezYsTAyMsLatWuRlpaGpUuXFtvxFHTM4uLigkmTJmH58uV499130blzZ1y7dg379u2Do6Oj0lVhpqam6NSpEw4fPoy5c+fmuX8PDw/Mnj073zhbtGiBH374AWPHjkWNGjUwbNgwVK1aFUlJSQgJCcGuXbsU7938/PXXXxg5ciSCgoIQGBioKN+0aRMePXqkmDftxIkTim0OGzZMJ1fiaRPLoUOHYG5ujo4dO+osPsqHDp/0R1TiqXucrjo5H8Msl5KSIpYtWyaaNGkiLC0thYmJiahataqYMGGCePDggWI9+eNlX7x4kev2PTw8lMqOHTsmAKj98fPzy/fY0tLShKOjo+JRsnLyxy6Hh4eLTp06CXNzc+Hi4iJmzZolsrKyVLazbt060ahRI2FmZiasrKyEr6+vmDZtmnj69KnKNnPKyMgQc+bMEV5eXsLY2Fi4u7uLGTNmiNTUVJXjz+3Rx0lJSWLGjBnCx8dHmJiYCEdHR9GiRQuxbNkykZ6enmcbPHv2THTr1k1YWVkptVter3tcXJwYOXKkcHR0FJaWliIgIEDcvXtXeHh4KD22NrdtyF83+eOkr1y5IgYPHiwqV64spFKpcHZ2Ft27dxeXLl0qUBs8f/5cEY+JiYnw9fVVeTx2ZGSkACC+/vprlfq59b3cXjM/Pz9Ru3Ztxe/Z2dli4cKFwsPDQ0ilUtGgQQOxZ88eMWLECJU+e+bMGdGoUSNhYmKi9HjenI9XFqLwfcPPz0/lfbB69Wphbm6u9KhqIqKSriyPRXbt2iXq1q0rTE1Nhaenp1iyZIn45ZdfBAARGRmpWC+3z6S///5b1KpVSxgZGQkASp9/V69eFX369BEODg5CKpUKDw8PMWDAAHHkyJECH7M669evF1WqVBGGhoZKn+d5jVUKepwF/UybP3++aNq0qbC1tRVmZmaiRo0aYsGCBUrjnrz6ze+//y4aNGggpFKpsLe3F0OHDhX//vuv0jq5tbkQQgAQ48aNUyrLbawh7yPbtm1TlN2+fVt06NBBWFpaCkdHR/HBBx+Ia9euqbyGmZmZYsKECcLJyUlIJBKlscLb4wi5K1euiICAAGFpaSnMzc1F27ZtxZkzZ5TWKej4LDeFGbNkZmaKr776Sri6ugozMzPRrl07cefOHeHg4CA++ugjpXV37NghJBKJePz4sVJ5Xv0sv2MUQojLly+LIUOGiAoVKghjY2NhZ2cn2rdvLzZs2KA0zlf3Gufcfs7xpp+fX67ng/zaVR0/Pz+lsbWmdQsaS7NmzcR7772n1X6oeEiE0HJ2NyIqdebNm4egoCDcv38/1wkficqKBg0awN/fHytXrtR3KERERESIj4+HnZ0d5s+fjy+//FJRnpWVhVq1amHAgAFqp8qgohEaGoqGDRviypUruc7JRbrHOaWIypFPPvkEMplM5VGrRGXN/v37cf/+fcyYMUPfoRAREVE59Pr1a5Uy+VxU/v7+SuWGhoaYO3cufvjhB7VzQFHRWLx4Mfr168eEVAnDK6WIiIiIiIiIilBwcDCCg4PRtWtXWFpa4tSpU9iyZQs6deqk9qE9ROUVJzonIiIiIiIiKkJ169aFkZERli5disTERMXk5wWdYJyovOCVUkREREREREREpHOcU4qIiIiIiIiIiHSuzN++l52djadPn8LKygoSiUTf4RAREVEJJYRAUlISKlSoAAMD/t1OHY6riIiIqCAKOq4q80mpp0+fwt3dXd9hEBERUSnx5MkTVKpUSd9hlEgcVxEREZEm8htXlfmklJWVFYA3DWFtba3naIiIiKikSkxMhLu7u2LsQKo4riIiIqKCKOi4qswnpeSXlltbW3PwRERERPnibWm547iKiIiINJHfuIoTJhARERERERERkc4xKUVERERERERERDrHpBQREREREREREekck1JERERERERERKRzTEoREREREREREZHOMSlFREREREREREQ6x6QUERERERERERHpHJNSRERERERERESkc0b6DoAKLzY2FjKZTOv6lpaWsLe3L8KIiIiIiIiISBf4fZBKMyalSrnY2FjMnD4N6YmJWm/DxNoac5cs5YmIiIiIiIioFImNjcWn079AXFKK1tuwszLH8iUL+X2Q9IJJqVJOJpMhPTERgU3qw83eTuP60bFxCL4YCplMxpMQERERERFRKSKTyRCXlAKvpgGwsXPSuH5C3AtEXjjA74OkN0xKlRFu9nao7OSo7zCIiIiIiIhIx2zsnGDn7KbvMIg0xonOiYiIiIiIiIhI55iUIiIiIiIiIiIinWNSioiIiIiIiIiIdI5JKSIiIiIiIiIi0jkmpYiIiIiIiIiISOeYlCIiIiIiIiIiIp1jUoqIiIiIiIiIiHSOSSkiIiIiIiIiItI5JqWIiIiIiIiIiEjnmJQiIiIiIiIiIiKdY1KKiIiIiIiIiIh0jkkpIiIiIiIiIiLSOSaliIiIiIiIiIhI55iUIiIiIiIiIiIindNrUurEiRPo0aMHKlSoAIlEgp07dyotF0Jg5syZcHNzg5mZGTp06ID79+/rJ1giIiKiEozjKiIiIipt9JqUSk5ORr169fDDDz+oXb506VJ8++23WLNmDc6fPw8LCwsEBAQgNTVVx5ESERERlWwcVxEREVFpY6TPnXfp0gVdunRRu0wIgVWrVuF///sfevbsCQDYuHEjXFxcsHPnTgwaNEiXoRIRERGVaBxXERERUWmj16RUXiIjI/Hs2TN06NBBUWZjY4NmzZrh7NmzuQ6e0tLSkJaWpvg9MTGx2GMt7VLT0hEVFaVV3YyMDBgbG2u9b0tLS9jb22tdPzY2FjKZTG/7JyIiKg04riIiIqKSqMQmpZ49ewYAcHFxUSp3cXFRLFNn0aJFmDNnTrHGVpbEy5Jx5+5trF68EKamZhrVTU1LR1j4fdSqWhXGxiZa7d/E2hpzlyzVKjEUGxuLmdOnIb0QA+TC7J+IiKi04LiKiIiISqISm5TS1owZMzBlyhTF74mJiXB3d9djRCVbcloaTAAMb1wP3hUralT3angklt+9jaEN6mhcFwCiY+MQfDEUMplMq6SQTCZDemIiApvUh5u9nc73T0REVNZxXEVERETFqcQmpVxdXQEAz58/h5ubm6L8+fPnqF+/fq71pFIppFJpcYdX5rjY2qKyk6NGdaJexWpdtyi52dvpdf9EREQlHcdVREREVBLp9el7efHy8oKrqyuOHDmiKEtMTMT58+fRvHlzPUZGREREVLpwXEVEREQlkV6vlJLJZHjw4IHi98jISISGhsLe3h6VK1fG5MmTMX/+fFStWhVeXl746quvUKFCBfTq1Ut/QRMRERGVQBxXERERUWmj16TUpUuX0LZtW8Xv8jkLRowYgeDgYEybNg3Jycn48MMPER8fj1atWmH//v0wNTXVV8hEREREJRLHVURERFTa6DUp5e/vDyFErsslEgnmzp2LuXPn6jAqIiIiotKH4yoiIiIqbUrsnFJERERERERERFR2MSlFREREREREREQ6x6QUERERERERERHpHJNSRERERERERESkc0xKERERERERERGRzjEpRUREREREREREOsekFBERERERERER6RyTUkREREREREREpHNMShERERERERERkc4xKUVERERERERERDrHpBQREREREREREekck1JERERERERERKRzTEoREREREREREZHOGek7AKLyLDY2FjKZTOv6lpaWsLe3L8KIiIiIiEgfCjMuLO9jwtI+pi5M/FFRUchITy/iiDRT2tuf9ItJKSI9iY2Nxczp05CemKj1NkysrTF3yVKexImIiIhKsdjYWHw6/QvEJaVoVd/OyhzLlywsl2PCwrYdoN/2K2z8KcnJiIh8iLppaUUcWcGU9vYn/WNSikhPZDIZ0hMTEdikPtzs7TSuHx0bh+CLoZDJZDyBExEREZViMpkMcUkp8GoaABs7J43qJsS9QOSFA+V2TFiYtgP0336Fjf9JxB2E3Q9HZlZmMUSXv9Le/qR/TEoR6ZmbvR0qOznqOwwiIiIi0jMbOyfYObvpO4xSqbS3nbbxJ7yKKYZoNFfa25/0hxOdExERERERERGRzjEpRUREREREREREOsekFBERERERERER6RyTUkREREREREREpHNMShERERERERERkc4xKUVERERERERERDrHpBQREREREREREekck1JERERERERERKRzTEoREREREREREZHOMSlFREREREREREQ6x6QUERERERERERHpHJNSRERERERERESkc0xKERERERERERGRzjEpRUREREREREREOleik1JZWVn46quv4OXlBTMzM3h7e2PevHkQQug7NCIiIqJSheMqIiIiKmmM9B1AXpYsWYLVq1djw4YNqF27Ni5duoSRI0fCxsYGEydO1Hd4RERERKUGx1VERERU0pTopNSZM2fQs2dPdOvWDQDg6emJLVu24MKFC3qOjIiIiKh04biKiIiISpoSnZRq0aIF1q1bh3v37qFatWq4du0aTp06hRUrVuRaJy0tDWlpaYrfExMTdREqaSk1LR1RUVFa1Y2KikJGRnoRR0RERFQ2cVxFRETqpKelFe47WTq/k5H2SnRS6vPPP0diYiJq1KgBQ0NDZGVlYcGCBRg6dGiudRYtWoQ5c+boMErSVrwsGXfu3sbqxQthamqmcX1ZcgqePIxAWpp/0QdHRERUxnBcRUREOb2WJeLOnduYs3gFTM00/06WkpyMiMiHqPvWHzCINFGik1J//PEHfvvtN2zevBm1a9dGaGgoJk+ejAoVKmDEiBFq68yYMQNTpkxR/J6YmAh3d3ddhUwaSE5LgwmA4Y3rwbtiRY3rXw2PxPIH95CRmVn0wREREZUxHFcREVFO6WmpyIYhPJsEwLViZY3rP4m4g7D74cjM4ncy0k6JTkpNnToVn3/+OQYNGgQA8PX1xaNHj7Bo0aJcB09SqRRSqVSXYVIhudjaorKTo8b1ol7FFkM0REREZRPHVURElBsrOwfYObtpXC/hVUwxREPliYG+A8hLSkoKDAyUQzQ0NER2draeIiIiIiIqnTiuIiIiopKmRF8p1aNHDyxYsACVK1dG7dq1cfXqVaxYsQKjRo3Sd2hEREREpQrHVURERFTSlOik1HfffYevvvoKY8eORUxMDCpUqIAxY8Zg5syZ+g6NiIiIqFThuIqIiIhKmhKdlLKyssKqVauwatUqfYdCREREVKpxXEVEREQlTYmeU4qIiIiIiIiIiMomJqWIiIiIiIiIiEjnmJQiIiIiIiIiIiKdY1KKiIiIiIiIiIh0jkkpIiIiIiIiIiLSOSaliIiIiIiIiIhI55iUIiIiIiIiIiIinWNSioiIiEiPIiIi9B0CERERkV4wKUVERESkRz4+Pmjbti1+/fVXpKam6jscIiIiIp1hUoqIiIhIj65cuYK6detiypQpcHV1xZgxY3DhwgV9h0VERERU7JiUIiIiItKj+vXr45tvvsHTp0/xyy+/IDo6Gq1atUKdOnWwYsUKvHjxQt8hEhERERULrZJSnp6emDt3Lh4/flzU8RARERGVS0ZGRujTpw+2bduGJUuW4MGDB/jss8/g7u6O4cOHIzo6Wt8hEhERERUprZJSkydPxo4dO1ClShV07NgRW7duRVpaWlHHRkRERFRuXLp0CWPHjoWbmxtWrFiBzz77DOHh4Th06BCePn2Knj176jtEIiIioiJlpE2lyZMnY/Lkybhy5QqCg4MxYcIEjB07FkOGDMGoUaPQsGHDoo6TiNRITUtHVFSU1vUtLS1hb29fhBFpJjY2FjKZTOv6+o6fiKgorFixAkFBQQgLC0PXrl2xceNGdO3aFQYGb/526OXlheDgYHh6euo3UCIqs/Q9JivM/qOiopCRnq71volIv7RKSsk1bNgQDRs2xPLly/Hjjz9i+vTpWL16NXx9fTFx4kSMHDkSEomkqGIlorfEy5Jx5+5trF68EKamZlptw8TaGnOXLNVLYic2NhYzp09DemKi1tvQZ/xEREVl9erVGDVqFAIDA+Hm5qZ2HWdnZ/z88886joyIyoPY2Fh8Ov0LxCWlaL0NOytzLF+yUKsxWWH3n5KcjIjIh6jLO3eISqVCJaUyMjLw119/ISgoCIcOHcI777yD0aNH499//8UXX3yBw4cPY/PmzUUVKxG9JTktDSYAhjeuB++KFTWuHx0bh+CLoZDJZHpJ6shkMqQnJiKwSX242dtpXF/f8RMRFZX79+/nu46JiQlGjBihg2iIqLyRyWSIS0qBV9MA2Ng5aVw/Ie4FIi8c0HpMVtj9P4m4g7D74cjMytS4LhHpn1ZJqStXriAoKAhbtmyBgYEBhg8fjpUrV6JGjRqKdXr37o0mTZoUWaBEpJ6LrS0qOznqOwytudnbler4iYgKKygoCJaWlujfv79S+bZt25CSksJkFBHphI2dE+yc1V+tWZL3n/AqphiiISJd0Wqi8yZNmuD+/ftYvXo1oqKisGzZMqWEFPBm/oNBgwYVSZBEREREZdWiRYvg6KianHd2dsbChQv1EBERERGRbmh1pVRERAQ8PDzyXMfCwgJBQUFaBUVERERUXjx+/BheXl4q5R4eHnj8+LEeIiIiIiLSDa2ulIqJicH58+dVys+fP49Lly4VOigiIiKi8sLZ2RnXr19XKb927RocHBz0EBERERGRbmiVlBo3bhyePHmiUh4VFYVx48YVOigiIiKi8mLw4MGYOHEijh07hqysLGRlZeHo0aOYNGkSp0IgIiKiMk2r2/du376Nhg0bqpQ3aNAAt2/fLnRQREREROXFvHnz8PDhQ7Rv3x5GRm+GZtnZ2Rg+fDjnlCIiIqIyTauklFQqxfPnz1GlShWl8ujoaMVgioiIiIjyZ2Jigt9//x3z5s3DtWvXYGZmBl9f33zn7yQiIiIq7bTKIHXq1AkzZszA33//DRsbGwBAfHw8vvjiC3Ts2LFIAyQiIiIqD6pVq4Zq1arpOwwiIiIindEqKbVs2TK0adMGHh4eaNCgAQAgNDQULi4u2LRpU5EGSERERFSWZWVlITg4GEeOHEFMTAyys7OVlh89elRPkREREREVL62SUhUrVsT169fx22+/KS4zHzlyJAYPHgxjY+OijpGIiIiozJo0aRKCg4PRrVs31KlTBxKJRN8hEREREemE1hNAWVhY4MMPPyzKWIiIiIjKna1bt+KPP/5A165d9R0KERERkU5pnZS6f/8+jh07pvYy85kzZxY6MCIiIqLywMTEBD4+PvoOg4iIiEjntEpKrV+/Hh9//DEcHR3h6uqqdJm5RCJhUoqIiIiogD799FN88803+P7773nrHhEREZUrWiWl5s+fjwULFmD69OlFHQ8RERFRuXLq1CkcO3YM+/btQ+3atVXm59yxY4eeIiMiIiIqXlolpeLi4tC/f/+ijoWIiIio3LG1tUXv3r31HQYRERGRzmmVlOrfvz8OHjyIjz76qKjjUREVFYXp06dj3759SElJgY+PD4KCgtC4ceNi3zcRERFRcQsKCtLZvjiuIiIiopJEq6SUj48PvvrqK5w7dw6+vr4ql5lPnDixSIKLi4tDy5Yt0bZtW+zbtw9OTk64f/8+7OzsimT7RERERCVBZmYmQkJCEB4ejiFDhsDKygpPnz6FtbU1LC0ti2QfHFcRERFRSaNVUmrdunWwtLTE8ePHcfz4caVlEomkyJJSS5Ysgbu7u9JfEL28vIpk20REREQlwaNHj9C5c2c8fvwYaWlp6NixI6ysrLBkyRKkpaVhzZo1RbIfjquIiIiopNEqKRUZGVnUcai1a9cuBAQEoH///jh+/DgqVqyIsWPH4oMPPsi1TlpaGtLS0hS/JyYm6iJUKqVS09IRFRWldX1LS0vY29sXYUS6Vd6Pn4ioJJg0aRIaN26Ma9euwcHBQVHeu3fvPMc8muK4ioiISqL0tDR+JynHtEpKyaWnpyMyMhLe3t4wMirUptSKiIjA6tWrMWXKFHzxxRe4ePEiJk6cCBMTE4wYMUJtnUWLFmHOnDlFHguVPfGyZNy5exurFy+EqamZVtswsbbG3CVLS+VJsLwfPxFRSXHy5EmcOXMGJiYmSuWenp6FGqTnxHEVERGVNK9libhz5zbmLF4BUzPtvpPYWZlj+ZKF/E5SSmmVSUpJScGECROwYcMGAMC9e/dQpUoVTJgwARUrVsTnn39eJMFlZ2ejcePGWLhwIQCgQYMGuHnzJtasWZPr4GnGjBmYMmWK4vfExES4u7sXSTxUtiSnpcEEwPDG9eBdsaLG9aNj4xB8MRQymaxUngDL+/ETEZUU2dnZyMrKUin/999/YWVlVaT74biKiIhKkvS0VGTDEJ5NAuBasbLG9RPiXiDywgF+JynFtEpKzZgxA9euXUNISAg6d+6sKO/QoQNmz55dZEkpNzc31KpVS6msZs2a+PPPP3OtI5VKIZVKi2T/VD642NqispOjvsPQm/J+/ERE+tapUyesWrUK69atA/Bmfk6ZTIZZs2aha9euRbYfjquIiKiksrJzgJ2zm77DID3QKim1c+dO/P7773jnnXcgkUgU5bVr10Z4eHiRBdeyZUuEhYUpld27dw8eHh5Ftg8iIiIifVq+fDkCAgJQq1YtpKamYsiQIbh//z4cHR2xZcuWItsPx1VERERU0miVlHrx4gWcnZ1VypOTk5WSVIX1ySefoEWLFli4cCEGDBiACxcuYN26dYq/JBIRERGVdpUqVcK1a9ewdetWXL9+HTKZDKNHj8bQoUNhpuX8GupwXEVEREQljVZJqcaNG2Pv3r2YMGECACgSUT/99BOaN29eZME1adIEf/31F2bMmIG5c+fCy8sLq1atwtChQ4tsH0RERET6ZmRkhPfee69Y98FxFREREZU0WiWlFi5ciC5duuD27dvIzMzEN998g9u3b+PMmTM4fvx4kQbYvXt3dO/evUi3SURERFRSbNy4Mc/lw4cPL7J9cVxFREREJYlWSalWrVohNDQUixcvhq+vLw4ePIiGDRvi7Nmz8PX1LeoYiYiIiMqsSZMmKf2ekZGBlJQUmJiYwNzcvEiTUkREREQliVZJKQDw9vbG+vXrizIWIiIionInLi5Opez+/fv4+OOPMXXqVD1ERERERKQbWiWlHj9+nOfyypUraxUMEREREQFVq1bF4sWL8d577+Hu3bv6DoeIiIioWGiVlPL09MzzKXtZWVlaB0REREREbyY/f/r0qb7DICIiIio2WiWlrl69qvR7RkYGrl69ihUrVmDBggVFEhgRERFRebBr1y6l34UQiI6Oxvfff4+WLVvqKSoiIiKi4qdVUqpevXoqZY0bN0aFChXw9ddfo0+fPoUOjIiIiKg86NWrl9LvEokETk5OaNeuHZYvX66foIiIiIh0QOuJztWpXr06Ll68WJSbJCIiIirTsrOz9R0CERERkV5olZRKTExU+l1+mfns2bNRtWrVIgmMiIiIiIiIiIjKLq2SUra2tioTnQsh4O7ujq1btxZJYERERETlwZQpUwq87ooVK4oxEiIiIiLd0iopdezYMaXfDQwM4OTkBB8fHxgZFekdgURERERl2tWrV3H16lVkZGSgevXqAIB79+7B0NAQDRs2VKyX15OPiYiIiEojrTJIfn5+RR0HERERUbnUo0cPWFlZYcOGDbCzswMAxMXFYeTIkWjdujU+/fRTPUdIREREVDy0SkrlfHRxXt59911tdkFERERULixfvhwHDx5UJKQAwM7ODvPnz0enTp2YlCIiIqIyS6ukVK9evSCRSCCEUCrPWSaRSJCVlVW4CImIiIjKsMTERLx48UKl/MWLF0hKStJDRERERES6oVVS6uDBg5g+fToWLlyI5s2bAwDOnj2L//3vf1i4cCE6duxYpEGWdLGxsZDJZFrXt7S0hL29fRFGRLqSmpaOqKgorepGRUUhIyO9iCMiIqLSpnfv3hg5ciSWL1+Opk2bAgDOnz+PqVOnok+fPnqOjogof+lpaYUbE6frd0xcmPgBICMjA8bGxlrVLQnHT6RPWiWlJk+ejDVr1qBVq1aKsoCAAJibm+PDDz/EnTt3iizAki42NhYzp09DemKi1tswsbbG3CVLmZgqZeJlybhz9zZWL14IU1MzjevLklPw5GEE0tL8iz44IiIqNdasWYPPPvsMQ4YMQUZGBgDAyMgIo0ePxtdff63n6IiI8vZalog7d25jzuIVMDXTfEyckpyMiMiHqJuWVgzR5a+w8aenpSHiwT14V60OYxMTjevr+/iJ9E2rpFR4eDhsbW1Vym1sbPDw4cNChlS6yGQypCcmIrBJfbjZ2+VfIYfo2DgEXwyFTCZjUqqUSU5LgwmA4Y3rwbtiRY3rXw2PxPIH95CRmVn0wRERUalhbm6OH3/8EV9//TXCw8MBAN7e3rCwsNBzZERE+UtPS0U2DOHZJACuFStrXP9JxB2E3Q9HZpZ+xsRFEf+tO2Fwb9ihVB4/kb5plZRq0qQJpkyZgk2bNsHFxQUA8Pz5c0ydOlVx2Xl542Zvh8pOjvoOg/TAxdZWq9c+6lVsMURDRESlVXR0NKKjo9GmTRuYmZlBCAGJRKLvsIiICsTKzgF2zm4a10t4FVMM0WiusPGX9uMn0hcDbSr98ssviI6ORuXKleHj4wMfHx9UrlwZUVFR+Pnnn4s6RiIiIqIy69WrV2jfvj2qVauGrl27Ijo6GgAwevRoPnmPiIiIyjStrpTy8fHB9evXcejQIdy9excAULNmTXTo0IF/0SMiIiLSwCeffAJjY2M8fvwYNWvWVJQPHDgQU6ZMwfLly/UYHREREVHx0SopBQASiQSdOnVCmzZtIJVKmYwiIiIi0sLBgwdx4MABVKpUSam8atWqePTokZ6iIiIiIip+Wt2+l52djXnz5qFixYqwtLREZGQkAOCrr77i7XtEREREGkhOToa5ublKeWxsLKRSqR4iIiIiItINrZJS8+fPR3BwMJYuXQqTtx57WadOHfz0009FFhwRERFRWde6dWts3LhR8btEIkF2djaWLl2Ktm3b6jEyIiIiouKl1e17GzduxLp169C+fXt89NFHivJ69eop5pgiIiIiovwtXboU7du3x6VLl5Ceno5p06bh1q1biI2NxenTp/UdHhEREVGx0epKqaioKPj4+KiUZ2dnIyMjo9BBEREREZUXderUwb1799CqVSv07NkTycnJ6NOnD65evQpvb299h0dERERUbLS6UqpWrVo4efIkPDw8lMq3b9+OBg0aFElgRERERGVdRkYGOnfujDVr1uDLL7/UdzhEREREOqVVUmrmzJkYMWIEoqKikJ2djR07diAsLAwbN27Enj17ijpGIiIiojLJ2NgY169f13cYRERERHqh0e17EREREEKgZ8+e2L17Nw4fPgwLCwvMnDkTd+7cwe7du9GxY8fiipWIiIiozHnvvff49GIiIiIqlzS6Uqpq1aqIjo6Gs7MzWrduDXt7e9y4cQMuLi7FFR8RERFRmZaZmYlffvkFhw8fRqNGjWBhYaG0fMWKFXqKjIiIiKh4aZSUEkIo/b5v3z4kJycXaUBERERE5UFERAQ8PT1x8+ZNNGzYEABw7949pXUkEok+QiMiIiLSCa3mlJLLmaQiIiIiooKRX4F+7NgxAMDAgQPx7bff8gp0IiIiKjc0mlNKIpGo/MWOf8EjIiIi0hyvQCciIqLyTqOklBACgYGB6NOnD/r06YPU1FR89NFHit/lP8Vl8eLFkEgkmDx5crHtg4iIiEgfdH0FOsdVREREpG8a3b43YsQIpd/fe++9Ig0mLxcvXsTatWtRt25dne2TiIiIqLjo8wp0jquIiIioJNAoKRUUFFRcceRJJpNh6NChWL9+PebPn6+XGIiIiIiKkvwKdKlUCgCKK9BzPn1vx44dRbpfjquIiIiopCjUROe6Mm7cOHTr1g0dOnTId/CUlpaGtLQ0xe+JiYnFHR5RuZWalo6oqCit6kZFRSEjI72II9JMbGwsZDKZ1vUtLS1hb29fhBERlQ+Fee+Vpfedvq5A57iKqHgU5twWFRWFjHTtx0XpaWmFG5MVYt9EpD9l4ftMiU9Kbd26FVeuXMHFixcLtP6iRYswZ86cYo6KiOJlybhz9zZWL14IU1MzjevLklPw5GEE0tL8iz64AoiNjcXM6dOQXogvWCbW1pi7ZKneT+REpUlh33tl6X2njyvQOa4iKh6xsbH4dPoXiEtK0ap+SnIyIiIfou5bSeCCei1LxJ07tzFn8QqYmmk+JivMvolIfwp73gEAOytzLF+yUK/jqhKdlHry5AkmTZqEQ4cOwdTUtEB1ZsyYgSlTpih+T0xMhLu7e3GFSFRuJaelwQTA8Mb14F2xosb1r4ZHYvmDe8jIzCz64ApAJpMhPTERgU3qw83eTuP60bFxCL4YCplMVia+HBPpSmHee3zfFQ7HVUTFRyaTIS4pBV5NA2Bj56Rx/ScRdxB2PxyZWZqPi9LTUpENQ3g2CYBrxco63TcR6U9hzzsJcS8QeeGA3sdVJTopdfnyZcTExKBhw4aKsqysLJw4cQLff/890tLSYGhoqFRHKpUq5mYgouLnYmuLyk6OGteLehVbDNFozs3eTqv4iahw+N7TPY6riIqfjZ0T7JzdNK6X8Cqm0Pu2snPQ276JSH+0Pe+UFCU6KdW+fXvcuHFDqWzkyJGoUaMGpk+frjJwIiIiIiL1OK4iIiKikqZEJ6WsrKxQp04dpTILCws4ODiolBMRERFR7jiuIiIiopLGQN8BEBERERERERFR+VOir5RSJyQkRN8hEBEREZUJHFcRERGRPvFKKSIiIiIiIiIi0jkmpYiIiIiIiIiISOeYlCIiIiIiIiIiIp1jUoqIiIiIiIiIiHSOSSkiIiIiIiIiItI5JqWIiIiIiIiIiEjnmJQiIiIiIiIiIiKdY1KKiIiIiIiIiIh0jkkpIiIiIiIiIiLSOSaliIiIiIiIiIhI55iUIiIiIiIiIiIinWNSioiIiIiIiIiIdI5JKSIiIiIiIiIi0jkjfQdARERERERERKSN9LQ0REVFaVXX0tIS9vb2RRwRaYJJKSIiIiIiIiIqdV7LEnHnzm3MWbwCpmZmGte3szLH8iULmZjSIyaliIiIiIiIiKjUSU9LRTYM4dkkAK4VK2tUNyHuBSIvHIBMJmNSSo+YlCIiIiIiIiKiUsvKzgF2zm76DoO0wInOiYiIiIiIiIhI55iUIiIiIiIiIiIinWNSioiIiIiIiIiIdI5JKSIiIiIiIiIi0jkmpYiIiIiIiIiISOeYlCIiIiIiIiIiIp1jUoqIiIiIiIiIiHSOSSkiIiIiIiIiItI5JqWIiIiIiIiIiEjnmJQiIiIiIiIiIiKdY1KKiIiIiIiIiIh0jkkpIiIiIiIiIiLSOSaliIiIiIiIiIhI55iUIiIiIiIiIiIinSvRSalFixahSZMmsLKygrOzM3r16oWwsDB9h0VERERU6nBcRURERCVNiU5KHT9+HOPGjcO5c+dw6NAhZGRkoFOnTkhOTtZ3aERERESlCsdVREREVNIY6TuAvOzfv1/p9+DgYDg7O+Py5cto06aNnqIiIiIiKn04riIiIqKSpkQnpXJKSEgAANjb2+e6TlpaGtLS0hS/JyYmFntcRFQ+paalIyoqSqu6lpaWeZ7L8hMbGwuZTKZ1/cLuv7BKe/xEZQHHVWUPz61ERJpJT0vTejwPABkZGTA2Nta6Ps+7pSgplZ2djcmTJ6Nly5aoU6dOrustWrQIc+bM0WFkRFQexcuScefubaxevBCmpmYa1zextsbcJUu1+hCKjY3FzOnTkF6IL4eF2X9hlfb4icoCjqvKntjYWHw6/QvEJaVovQ07K3MsX7KQ51YiKhdeyxJx585tzFm8AqZmmo/n09PSEPHgHryrVoexiYlWMfC8W4qSUuPGjcPNmzdx6tSpPNebMWMGpkyZovg9MTER7u7uxR0eEZUzyWlpMAEwvHE9eFesqFHd6Ng4BF8MhUwm0+oDSCaTIT0xEYFN6sPN3k7j+oXdf2GV9viJygKOq8oemUyGuKQUeDUNgI2dk8b1E+JeIPLCAZ5biajcSE9LRTYM4dkkAK4VK2tc/0nEHdy6Ewb3hh20qs/z7hulIik1fvx47NmzBydOnEClSpXyXFcqlUIqleooMiIq71xsbVHZyVEv+3azt9PbvotCaY+fqLTiuKpss7Fzgp2zm77DICIqNazsHLQ6bya8iilUfXqjRCelhBCYMGEC/vrrL4SEhMDLy0vfIRERERGVShxXERERUUlTopNS48aNw+bNm/H333/DysoKz549AwDY2NjATIt7PomIiIjKK46riIiIqKQx0HcAeVm9ejUSEhLg7+8PNzc3xc/vv/+u79CIiIiIShWOq4iIiKikKdFXSgkh9B0CERERUZnAcRURERGVNCX6SikiIiIiIiIiIiqbmJQiIiIiIiIiIiKdY1KKiIiIiIiIiIh0jkkpIiIiIiIiIiLSOSaliIiIiIiIiIhI55iUIiIiIiIiIiIinWNSioiIiIiIiIiIdI5JKSIiIiIiIiIi0jkmpYiIiIiIiIiISOeYlCIiIiIiIiIiIp1jUoqIiIiIiIiIiHSOSSkiIiIiIiIiItI5JqWIiIiIiIiIiEjnjPQdAAGpaemIiorSqm5UVBQyMtKLOCKi0qE0v3f0HXth9g8AlpaWsLe3L1QMREQ5xcbGQiaTaV2/sOcmfe9f39LT0kr1Z0NhX7+MjAwYGxtrVTcqKgoZ6RyTExFpikkpPYuXJePO3dtYvXghTE3NNK4vS07Bk4cRSEvzL/rgiEqw0vze0Xfshd0/AJhYW2PukqWl+ssXEZUssbGx+HT6F4hLStF6G3ZW5li+ZKFW5yZ971/fXssScefObcxZvAKmZtp9Nujz+Av7+qWnpSHiwT14V60OYxMTjeunJCcjIvIh6qalabV/IqLyikkpPUtOS4MJgOGN68G7YkWN618Nj8TyB/eQkZlZ9MERlWCl+b2j79gLu//o2DgEXwyFTCYrlV+8iKhkkslkiEtKgVfTANjYOWlcPyHuBSIvHND63KTv/etbeloqsmEIzyYBcK1YWeP6+j7+wr5+TyLu4NadMLg37KDV8T+JuIOw++HIzOKYnIhIE0xKlRAutrao7OSocb2oV7HFEA1R6VGa3zv6jl3b/RMRFScbOyfYObuV2/3rm5WdQ6k+fm1fv4RXMQC0P355fSIi0gwnOiciIiIiIiIiIp1jUoqIiIiIiIiIiHSOSSkiIiIiIiIiItI5JqWIiIiIiIiIiEjnmJQiIiIiIiIiIiKdY1KKiIiIiIiIiIh0jkkpIiIiIiIiIiLSOSaliIiIiIiIiIhI55iUIiIiIiIiIiIinWNSioiIiIiIiIiIdI5JKSIiIiIiIiIi0jkmpYiIiIiIiIiISOeYlCIiIiIiIiIiIp1jUoqIiIiIiIiIiHSuVCSlfvjhB3h6esLU1BTNmjXDhQsX9B0SERERUanEcRURERGVFCU+KfX7779jypQpmDVrFq5cuYJ69eohICAAMTEx+g6NiIiIqFThuIqIiIhKkhKflFqxYgU++OADjBw5ErVq1cKaNWtgbm6OX375Rd+hEREREZUqHFcRERFRSWKk7wDykp6ejsuXL2PGjBmKMgMDA3To0AFnz55VWyctLQ1paWmK3xMSEgAAiYmJxRJjUlIS0jMy8OBpNJJev9a4/sPnMcjMykLEs+cQBprnCPVZvzTHzvqsz/eO9vWfx8VDlpyCe/fuISkpSeP60dHRSHmdovV5s7D7J/0qzOv/PC4e6RkZSEpKKpbPdfk2hRBFvu2SoKSPq5KSkpCRkY6Y6EdIe52scf2E+JdISU4u1LnpdUqK3vZfWIWN/2VMFLKzsvAq+l8YSTTff3k/fn3WL82xsz7rl+f3Tkn43MrISNf/uEqUYFFRUQKAOHPmjFL51KlTRdOmTdXWmTVrlgDAH/7whz/84Q9/+KPVz5MnT3QxzNE5jqv4wx/+8Ic//OGPrn/yG1eV6CultDFjxgxMmTJF8Xt2djZiY2Ph4OAAiSTv9GViYiLc3d3x5MkTWFtbF3eopQ7bJ29sn7yxffLHNsob2ydvbJ+8FaR9hBBISkpChQoVdBxdyVWYcVVJwPfFG2yH/7At3mA7/Idt8Qbb4T9sizcK2w4FHVeV6KSUo6MjDA0N8fz5c6Xy58+fw9XVVW0dqVQKqVSqVGZra6vRfq2trct158sP2ydvbJ+8sX3yxzbKG9snb2yfvOXXPjY2NjqMRrf0Na4qCfi+eIPt8B+2xRtsh/+wLd5gO/yHbfFGYdqhIOOqEj3RuYmJCRo1aoQjR44oyrKzs3HkyBE0b95cj5ERERERlS4cVxEREVFJU6KvlAKAKVOmYMSIEWjcuDGaNm2KVatWITk5GSNHjtR3aERERESlCsdVREREVJKU+KTUwIED8eLFC8ycORPPnj1D/fr1sX//fri4uBT5vqRSKWbNmqVymTq9wfbJG9snb2yf/LGN8sb2yRvbJ29snzd0Oa4qCfi6v8F2+A/b4g22w3/YFm+wHf7DtnhDV+0gEaKMPveYiIiIiIiIiIhKrBI9pxQREREREREREZVNTEoREREREREREZHOMSlFREREREREREQ6x6QUERERERERERHpHJNS/++HH36Ap6cnTE1N0axZM1y4cEHfIenEokWL0KRJE1hZWcHZ2Rm9evVCWFiY0jr+/v6QSCRKPx999JHSOo8fP0a3bt1gbm4OZ2dnTJ06FZmZmbo8lGIxe/ZslWOvUaOGYnlqairGjRsHBwcHWFpaom/fvnj+/LnSNspq2wCAp6enSvtIJBKMGzcOQPnsOydOnECPHj1QoUIFSCQS7Ny5U2m5EAIzZ86Em5sbzMzM0KFDB9y/f19pndjYWAwdOhTW1tawtbXF6NGjIZPJlNa5fv06WrduDVNTU7i7u2Pp0qXFfWhFIq/2ycjIwPTp0+Hr6wsLCwtUqFABw4cPx9OnT5W2oa7fLV68WGmdstg+ABAYGKhy7J07d1Zap7z2HwBqz0cSiQRff/21Yp2y3H/Ku8WLF0MikWDy5Ml5rrdt2zbUqFEDpqam8PX1xT///KObAHWkIO0QHBys8j4wNTXVXZDFJL9xmzplsT9o2g5ltT/IRUVF4b333oODgwPMzMzg6+uLS5cu5VknJCQEDRs2hFQqhY+PD4KDg3UTbDHStB1CQkLUfqY+e/ZMh1EXvfy+v6hTFs8TgOZtUVznCialAPz++++YMmUKZs2ahStXrqBevXoICAhATEyMvkMrdsePH8e4ceNw7tw5HDp0CBkZGejUqROSk5OV1vvggw8QHR2t+Hl7gJ6VlYVu3bohPT0dZ86cwYYNGxAcHIyZM2fq+nCKRe3atZWO/dSpU4pln3zyCXbv3o1t27bh+PHjePr0Kfr06aNYXtbb5uLFi0ptc+jQIQBA//79FeuUt76TnJyMevXq4YcfflC7fOnSpfj222+xZs0anD9/HhYWFggICEBqaqpinaFDh+LWrVs4dOgQ9uzZgxMnTuDDDz9ULE9MTESnTp3g4eGBy5cv4+uvv8bs2bOxbt26Yj++wsqrfVJSUnDlyhV89dVXuHLlCnbs2IGwsDC8++67KuvOnTtXqV9NmDBBsaysto9c586dlY59y5YtSsvLa/8BoNQu0dHR+OWXXyCRSNC3b1+l9cpq/ynPLl68iLVr16Ju3bp5rnfmzBkMHjwYo0ePxtWrV9GrVy/06tULN2/e1FGkxaug7QAA1tbWSu+DR48e6SDC4pfXuC2nstwfNGkHoOz2h7i4OLRs2RLGxsbYt28fbt++jeXLl8POzi7XOpGRkejWrRvatm2L0NBQTJ48Ge+//z4OHDigw8iLljbtIBcWFqbUN5ydnXUQcfEpyPeXt5Xl84SmbQEU07lCkGjatKkYN26c4vesrCxRoUIFsWjRIj1GpR8xMTECgDh+/LiizM/PT0yaNCnXOv/8848wMDAQz549U5StXr1aWFtbi7S0tOIMt9jNmjVL1KtXT+2y+Ph4YWxsLLZt26You3PnjgAgzp49K4Qo222jzqRJk4S3t7fIzs4WQpTvviOEEADEX3/9pfg9OztbuLq6iq+//lpRFh8fL6RSqdiyZYsQQojbt28LAOLixYuKdfbt2yckEomIiooSQgjx448/Cjs7O6U2mj59uqhevXoxH1HRytk+6ly4cEEAEI8ePVKUeXh4iJUrV+Zapyy3z4gRI0TPnj1zrcP+o6xnz56iXbt2SmXlpf+UJ0lJSaJq1ari0KFD+X7uDBgwQHTr1k2prFmzZmLMmDHFHGXx06QdgoKChI2Njc5i05W8xm3qlNX+oGk7lNX+IMSb83erVq00qjNt2jRRu3ZtpbKBAweKgICAogxNp7Rph2PHjgkAIi4urniCKiFyfn/JqayeJ9TJry2K61xR7q+USk9Px+XLl9GhQwdFmYGBATp06ICzZ8/qMTL9SEhIAADY29srlf/2229wdHREnTp1MGPGDKSkpCiWnT17Fr6+vnBxcVGUBQQEIDExEbdu3dJN4MXo/v37qFChAqpUqYKhQ4fi8ePHAIDLly8jIyNDqe/UqFEDlStXVvSdst42b0tPT8evv/6KUaNGQSKRKMrLc9/JKTIyEs+ePVPqMzY2NmjWrJlSn7G1tUXjxo0V63To0AEGBgY4f/68Yp02bdrAxMREsU5AQADCwsIQFxeno6PRjYSEBEgkEtja2iqVL168GA4ODmjQoAG+/vprpVs+y3r7hISEwNnZGdWrV8fHH3+MV69eKZax//zn+fPn2Lt3L0aPHq2yrDz3n7Jo3Lhx6Natm9K5NTdnz55VWS8gIKBMjPk0aQcAkMlk8PDwgLu7O3r27FlmPndzG7epU5b7gybtAJTd/rBr1y40btwY/fv3h7OzMxo0aID169fnWacs9gtt2kGufv36cHNzQ8eOHXH69OlijlS3cvv+8ray2B/UKUhbAMVzrjAq9BZKuZcvXyIrK0vpSzEAuLi44O7du3qKSj+ys7MxefJktGzZEnXq1FGUDxkyBB4eHqhQoQKuX7+O6dOnIywsDDt27AAAPHv2TG37yZeVZs2aNUNwcDCqV6+O6OhozJkzB61bt8bNmzfx7NkzmJiYqHxZdnFxURx3WW6bnHbu3In4+HgEBgYqyspz31FHfkzqjvntPpPzsmgjIyPY29srrePl5aWyDfmyglyKXRqkpqZi+vTpGDx4MKytrRXlEydORMOGDWFvb48zZ85gxowZiI6OxooVKwCU7fbp3Lkz+vTpAy8vL4SHh+OLL75Aly5dcPbsWRgaGrL/vGXDhg2wsrJSuqUaKN/9pyzaunUrrly5gosXLxZo/dw+d0r7Z46m7VC9enX88ssvqFu3LhISErBs2TK0aNECt27dQqVKlYo52uKT17jNyspKZf2y2h80bYey2h8AICIiAqtXr8aUKVPwxRdf4OLFi5g4cSJMTEwwYsQItXVy6xeJiYl4/fo1zMzMdBF6kdKmHdzc3LBmzRo0btwYaWlp+Omnn+Dv74/z58+jYcOGOj6C4qHu+0tOZfU8kVNB2qK4zhXlPilF/xk3bhxu3rypcs/523OR+Pr6ws3NDe3bt0d4eDi8vb11HaZOdenSRfH/unXrolmzZvDw8MAff/xRKj+QitPPP/+MLl26oEKFCoqy8tx3qHAyMjIwYMAACCGwevVqpWVTpkxR/L9u3bowMTHBmDFjsGjRIkilUl2HqlODBg1S/N/X1xd169aFt7c3QkJC0L59ez1GVvL88ssvGDp0qMoEnOW5/5Q1T548waRJk3Do0KEyNSmzprRph+bNm6N58+aK31u0aIGaNWti7dq1mDdvXnGFWuzyGrepu2qyrNK0HcpqfwDe/NG9cePGWLhwIQCgQYMGuHnzJtasWZNrMqYs0qYdqlevjurVqyt+b9GiBcLDw7Fy5Ups2rRJJ3EXN3XfX8qrgrRFcZ0ryv3te46OjjA0NFR5Ytrz58/h6uqqp6h0b/z48dizZw+OHTuWb5azWbNmAIAHDx4AAFxdXdW2n3xZWWJra4tq1arhwYMHcHV1RXp6OuLj45XWebvvlJe2efToEQ4fPoz3338/z/XKc98B/jumvM43rq6uKg9ZyMzMRGxsbLnpV/KE1KNHj3Do0CGlq6TUadasGTIzM/Hw4UMAZb993lalShU4OjoqvafKe/8BgJMnTyIsLCzfcxJQvvtPaXf58mXExMSgYcOGMDIygpGREY4fP45vv/0WRkZGyMrKUqmT2+tbml9bbdohJ2NjYzRo0EBxLikr3h63qVMW+4M6+bVDTmWpP7i5uaFWrVpKZTVr1szzdsbc+oW1tXWp/aO0Nu2gTtOmTctEvwAK/v2lPJwnCtoWORXVuaLcJ6VMTEzQqFEjHDlyRFGWnZ2NI0eOKGUByyohBMaPH4+//voLR48eVbllQZ3Q0FAAb05uwJuM6Y0bN5S+CMm/SOY8+ZV2MpkM4eHhcHNzQ6NGjWBsbKzUd8LCwvD48WNF3ykvbRMUFARnZ2d069Ytz/XKc98BAC8vL7i6uir1mcTERJw/f16pz8THx+Py5cuKdY4ePYrs7GxFUq958+Y4ceIEMjIyFOscOnQI1atXL/W3FskTUvfv38fhw4fh4OCQb53Q0FAYGBgoblsry+2T07///otXr14pvafKc/+R+/nnn9GoUSPUq1cv33XLc/8p7dq3b48bN24gNDRU8dO4cWMMHToUoaGhMDQ0VKnTvHlzpXMw8Ob1Lc1jPm3aIaesrCzcuHFDcS4pK94et6lTFvuDOvm1Q05lqT+0bNkSYWFhSmX37t2Dh4dHrnXKYr/Qph3UCQ0NLRP9Aij495ey2B9yKmhb5FRk54oinzq9FNq6dauQSqUiODhY3L59W3z44YfC1tZW6YlgZdXHH38sbGxsREhIiIiOjlb8pKSkCCGEePDggZg7d664dOmSiIyMFH///beoUqWKaNOmjWIbmZmZok6dOqJTp04iNDRU7N+/Xzg5OYkZM2bo67CKzKeffipCQkJEZGSkOH36tOjQoYNwdHQUMTExQgghPvroI1G5cmVx9OhRcenSJdG8eXPRvHlzRf2y3DZyWVlZonLlymL69OlK5eW17yQlJYmrV6+Kq1evCgBixYoV4urVq4qnxy1evFjY2tqKv//+W1y/fl307NlTeHl5idevXyu20blzZ9GgQQNx/vx5cerUKVG1alUxePBgxfL4+Hjh4uIihg0bJm7evCm2bt0qzM3Nxdq1a3V+vJrKq33S09PFu+++KypVqiRCQ0OVzknyJ6GdOXNGrFy5UoSGhorw8HDx66+/CicnJzF8+HDFPspq+yQlJYnPPvtMnD17VkRGRorDhw+Lhg0biqpVq4rU1FTFNspr/5FLSEgQ5ubmYvXq1Sr1y3r/IdWnvg4bNkx8/vnnit9Pnz4tjIyMxLJly8SdO3fErFmzhLGxsbhx44Yeoi0++bXDnDlzxIEDB0R4eLi4fPmyGDRokDA1NRW3bt3SQ7RFJ79xW3npD5q2Q1ntD0K8eYqvkZGRWLBggbh//7747bffhLm5ufj1118V63z++edi2LBhit8jIiKEubm5mDp1qrhz54744YcfhKGhodi/f78+DqFIaNMOK1euFDt37hT3798XN27cEJMmTRIGBgbi8OHD+jiEIpXb9xchys95Qk6TtiiucwWTUv/vu+++E5UrVxYmJiaiadOm4ty5c/oOSScAqP0JCgoSQgjx+PFj0aZNG2Fvby+kUqnw8fERU6dOFQkJCUrbefjwoejSpYswMzMTjo6O4tNPPxUZGRl6OKKiNXDgQOHm5iZMTExExYoVxcCBA8WDBw8Uy1+/fi3Gjh0r7OzshLm5uejdu7eIjo5W2kZZbRu5AwcOCAAiLCxMqby89h3543Nz/owYMUIIIUR2drb46quvhIuLi5BKpaJ9+/Yqbffq1SsxePBgYWlpKaytrcXIkSNFUlKS0jrXrl0TrVq1ElKpVFSsWFEsXrxYV4dYKHm1T2RkZK7npGPHjgkhhLh8+bJo1qyZsLGxEaampqJmzZpi4cKFSkkZIcpm+6SkpIhOnToJJycnYWxsLDw8PMQHH3yg8geU8tp/5NauXSvMzMxEfHy8Sv2y3n9INRnj5+en1D+EEOKPP/4Q1apVEyYmJqJ27dpi7969ug1SB/Jrh8mTJyvGvS4uLqJr167iypUrug+0iOU3bisv/UHTdiir/UFu9+7dok6dOkIqlYoaNWqIdevWKS0fMWKE8PPzUyo7duyYqF+/vjAxMRFVqlRRfDcqzTRthyVLlghvb29hamoq7O3thb+/vzh69KiOoy4euX1/EaL8nCfkNGmL4jpXSIQQonDXWhEREREREREREWmm3M8pRUREREREREREusekFBERERERERER6RyTUkREREREREREpHNMShERERERERERkc4xKUVERERERERERDrHpBQREREREREREekck1JERERERERERKRzTEoREREREREREZHOMSlFRERERERUgvj7+2Py5Mn6DkOtV69ewdnZGQ8fPtR3KAWWnp4OT09PXLp0Sd+hEFEOTEoRUakRGBgIiUSCjz76SGXZuHHjIJFIEBgYqCh79uwZJkyYgCpVqkAqlcLd3R09evTAkSNHFOt4enpCIpFAIpHAwsICDRs2xLZt21S2n5qaisDAQPj6+sLIyAi9evUqjkMkIiIiKnLR0dEYMmQIqlWrBgMDg0IlvBYsWICePXvC09MTAPDw4UNIJBIYGhoiKipKZb9GRkaQSCQqSaw///wT/v7+sLGxgaWlJerWrYu5c+ciNjYWABAcHKwYoxkYGKBSpUoYOXIkYmJiVGLasWMHOnXqBAcHB0gkEoSGhiotNzExwWeffYbp06drfdxEVDyYlCKiUsXd3R1bt27F69evFWWpqanYvHkzKleurCh7+PAhGjVqhKNHj+Lrr7/GjRs3sH//frRt2xbjxo1T2ubcuXMRHR2Nq1evokmTJhg4cCDOnDmjtE5WVhbMzMwwceJEdOjQoXgPkoiIiKgIpaWlwcnJCf/73/9Qr149rbeTkpKCn3/+GaNHj1ZZVrFiRWzcuFGpbMOGDahYsaLKul9++SUGDhyIJk2aYN++fbh58yaWL1+Oa9euYdOmTYr1rK2tER0djX///Rfr16/Hvn37MGzYMJXtJScno1WrVliyZEmusQ8dOhSnTp3CrVu3NDlkIipmTEoRUanSsGFDuLu7Y8eOHYqyHTt2oHLlymjQoIGibOzYsZBIJLhw4QL69u2LatWqoXbt2pgyZQrOnTuntE2r/2vvXkOabP84gH89VfNUlkMzJDGPlUgZmkm+SMzmKgvsYCy11UhMEzENIjIDK6mEzKVRuHxhRWKFkfYiQdjEjjLBNscKGiEJlnNkRdP0/6L/M7pT85DZ48P38+46/K77uvfq2u++7ut2c4O3tzeCgoKgVCohEolw//59QR8XFxdUVFRAoVDA29v7z94kERER0f+ZzWakpqbCw8MDzs7OkEgkMBqNgj5Xr16Fr68vnJ2dsX37dpSWlmLBggW2dj8/P1y8eBGpqamYP3/+qNdJT0/Htm3bUFRUBLFYDHd3d2RkZMBqtdr6NDQ0YO7cuVi7du2I+LS0NKhUKkGdSqVCWlqaoO7p06c4ffo0Lly4gHPnzmHdunXw8/NDfHw86urqBP3t7Ozg7e0NHx8fSCQSHD58GI8ePRI8nASAvXv34sSJE798cOjh4YGYmBjcunVrzD5ENPOYlCKiWUculwsWPVVVVdi3b5+t3Nvbi4cPH+LQoUNwcXEZEf/jIu1njo6OcHJyEizAiIiIiP6W9PR0PH/+HPX19WhtbcXw8DASExMxMDAAAGhpaUFGRgZycnKg1WoRHx+P4uLiKV2rqakJer0ezc3NuHnzJu7cuYOioiJbu1qtRkRExKixW7duhdlshkajAQBoNBqYzWZs2bJF0K+mpgaurq7IzMwcdZxfrdNEIhGGhoYwODg4yTv7LjIyEmq1ekqxRPRnMClFRLOOTCaDRqOByWSCyWRCS0sLZDKZrf3Vq1cYHh5GSEjIpMa1Wq04c+YMLBYLNmzYMN3TJiIiIpoUo9GI+vp6XLt2DevXr0d4eDhqamrQ1dWFe/fuAQAuXboEiUSCI0eOICgoCJmZmZBIJFO63pw5c1BVVYUVK1ZAKpXi1KlTKCsrw9DQEADAZDLBx8dn1FgnJyfIZDJUVVUB+P7QUCaTwcnJacQ9+fv7j6gfj9FoRGVlJdasWQM3N7cp3B3g4+MDk8k0pVgi+jOYlCKiWUcsFkMqleL69etQqVSQSqXw9PS0tQ8PD09qvKNHj8LV1RXOzs4oKSnB2bNnIZVKp3vaRERERJOi1+vh6OiIqKgoW92iRYsQHBwMvV4PADAYDIiMjBTE/VyeqPDwcDg7O9vK0dHR6O/vx9u3bwEAX758wbx588aMl8vlqK2tRXd3N2prayGXy0f0mcw6zWKx2NZowcHB8PLyQk1NzSTuSEgkEuHz589Tjiei6ef4tydARDQVcrkcWVlZAAClUiloCwwMhJ2dHTo7Oyc0Vn5+PtLT0+Hq6govLy/Y2dlN+3yJiIiIZjtPT0+YzeYx28PCwhASEoKUlBSEhoZi5cqVI76EFxQUBI1Gg4GBgXF3S7m5uaGtrQ329vZYvHgxRCLRb82/t7cXYrH4t8YgounFnVJENCtt2rQJVqsVAwMDSEhIELQtXLgQCQkJUCqV+PTp04jYvr4+QdnT0xMBAQHw9vZmQoqIiIj+NUJDQzE4OIgnT57Y6j58+ACDwYDly5cDAIKDg/Hs2TNB3M/liWpvbxccIv748WO4urrC19cXALBq1SrodLpfjiGXy9Hc3DzqLikA2LNnD/r7+3H58uVR239cp9nb2yMgIAD+/v6/nZACgI6ODsGHcYjo72NSiohmJQcHB+j1euh0Ojg4OIxoVyqV+PbtGyIjI1FXVwej0Qi9Xo+ysjJER0ePO355eTni4uIEdTqdDlqtFr29vbBYLNBqtSOe/hERERFNl8DAQCQlJUGhUECj0aC9vR0ymQxLlixBUlISACA7OxsNDQ0oLS2F0WjElStX0NjYOOJB2z/rlv7+fvT09ECr1Y5IMFmtVuzfvx86nQ4NDQ0oLCxEVlYW7O2//21MSEjAy5cvf7lbSqFQoKenBwcOHBi1PSoqCgUFBcjLy0NBQQFaW1thMpnQ1NSEHTt2oLq6etzfJSQkBHfv3rWVe3t7BfdjMBig1WrR3d0tiFOr1di4ceO44xPRzOHre0Q0a7m7u4/Z5u/vj7a2NhQXFyMvLw/v3r2DWCxGREQEKioqxh37/fv3eP36taAuMTFRcDjmP0/aJnuGFREREdFEqVQq5OTkYPPmzbBarYiNjUVDQ4Pt1beYmBhUVlaiqKgIx48fR0JCAnJzc1FeXi4Y58cdQi9evMCNGzewdOlSvHnzxlYfFxeHwMBAxMbG4uvXr0hJScHJkydt7WFhYVi9ejVu376NgwcPjjpfR0dHwVmfoykpKUFERASUSiUqKysxNDSEZcuWITk5GWlpaeP+JgaDARaLxVaur68XfIl59+7dAIDCwkLb/FtbW2GxWJCcnDzu+EQ0c+yG+W+KiIiIiIjoP0OhUKCzsxNqtXrCMenp6ejr67N91W8sDx48QH5+Pjo6Omw7qGaDXbt2ITw8HMeOHfvbUyGiH3CnFBERERER0Sx2/vx5xMfHw8XFBY2Njaiurh7zzKbfJZVKYTQa0dXVZTtr6t/OarUiLCwMubm5f3sqRPQT7pQiIiIiIiKaxXbu3Inm5mZ8/PgR/v7+yM7ORkZGxqTGmOhOKSKi6cSkFBERERERERERzbjZ8xIwERERERERERH9ZzApRUREREREREREM45JKSIiIiIiIiIimnFMShERERERERER0YxjUoqIiIiIiIiIiGYck1JERERERERERDTjmJQiIiIiIiIiIqIZx6QUERERERERERHNuP8BoDFEe7IGOZ8AAAAASUVORK5CYII=",
|
|
"text/plain": [
|
|
"<Figure size 1200x400 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 1200x400 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 1500x1200 with 9 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "iVBORw0KGgoAAAANSUhEUgAABc8AAAScCAYAAABdg3dXAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3xUxd4G8GdLdtMTSCNAgBB6EZReFFAE6QpIUwlNLIAFFeGVIja8dmxguRQRO0UURFHgSrEgxUINEnpLAul9d94/Zs9me3bTdkOe7+fDvWbP2bNz6sz8phyVEEKAiIiIiIiIiIiIiIjM1N5OABERERERERERERGRr2HwnIiIiIiIiIiIiIjIBoPnREREREREREREREQ2GDwnIiIiIiIiIiIiIrLB4DkRERERERERERERkQ0Gz4mIiIiIiIiIiIiIbDB4TkRERERERERERERkg8FzIiIiIiIiIiIiIiIbDJ4TEREREREREREREdlg8JyIiNySlJSE6dOno1WrVggKCoK/vz/q16+PTp06Yfr06VizZo23k1ijbN++HSqVCr179/Z2Uspl//790Gg0mDFjhtXnrvZPpVJBpVJVUQp9m7PjtHPnTqhUKsyaNcs7CbsG9e7dGyqVCtu3b7f6fMKECVCpVFixYoVX0nUtuVaea5a+/vprqFQqvPrqqxW2zd27d6Nfv36oXbs21Go1rz8fIoTAyy+/jDZt2iAgIID5lRPOnqdVyWAwoEWLFmjYsCHy8vK8lg4iIvJ9DJ4TEVGp1q5di7Zt2+Kdd97B5cuX0aNHD4wYMQLXXXcdzp07h3feeQf33Xef19LXqFEjqFQqnDx50uHykydPQqVSoVGjRlWarupkxYoVUKlUmDBhQpX+7owZMxAQEIB58+aVe1vuVMZrSiCjZ8+eGDRoEBYvXoykpCRvJ4d8QE259n1JQUEBZs6cibi4OEybNq1Ctnn+/HkMGjQIP/74I9q0aYO7774biYmJaNKkiU83Pjz99NNQqVR4+umnvZ2USrVkyRLMmjULZ8+exYABA5CYmIjExERvJ6tKVZdzrdFo8Nxzz+H06dN46aWXvJ0cIiLyYVpvJ4CIiHzbpUuXkJiYiIKCAjz22GN47rnn4O/vb7XO3r178dVXX3kphVRdffXVV9i1axeeeOIJREdHWy3r3LkzDh8+jMDAQLvvHT58uKqSWK0tXLgQGzduxJNPPom1a9d6OznXrEWLFmH27NmIjY31dlLIx7z11ls4ceIE3nnnHbt8s6x++OEHpKenY9y4cVi9erXVMm/24iXpiy++AAB8+eWXuPXWW72cGt/10UcfITc3Fw0aNPBqOkaOHIm2bdviP//5D+677z7UqVPHq+khIiLfxJ7nRETk0rfffovs7GzUrVsXr7zyisMAQIcOHbBo0SIvpI6qs9dffx0AMHnyZLtlgYGBaNGihcOKdYsWLdCiRYtKT19116FDB7Rr1w5ff/2101EZVH6xsbFo0aIFwsLCvJ0U8iEGgwFvvfUW/P39cdddd1XYdk+fPg0AaNq0aYVtkyoOz497GjRogBYtWjhsIK9qkyZNQl5eHt5//31vJ4WIiHwUg+dEROTSpUuXAABRUVFl+n5xcTGWLVuGvn37IjIyEnq9HvXr10ffvn3x1ltvWa2bkpKCN998EwMHDkR8fDwCAgIQGhqKjh074j//+Q/y8/Ot1lemGjl16hQAID4+3jw1gTJ9x4QJExAfHw8AOHXqlNVyR1MY7N27F3fddRcaNGgAvV6P2rVro3///ti0aZPD/bOcMubrr7/GzTffjNq1a7s9l6fl8OZTp05h/PjxiI2Nhb+/P5o1a4ann366THNxHjlyBBMnTkTDhg3N+3HLLbeYe8XZ7sPEiRMBACtXrrQ6PpbD/zMyMjB37ly0bdsWQUFB0Ov1qFu3Lnr06IH58+ejqKjI7fTt378fu3fvRteuXdG8eXO75Z7Mea6s+7///Q8A0KdPH6t9WLFihfk4225D+WcbXD527Bjuu+8+JCQkwN/fH2FhYbjpppvw8ccfO9wfyyljduzYgSFDhiAqKgpqtdpqLuK8vDy8+uqr6Nq1K8LDw+Hv74/mzZtj1qxZSEtLc3q8PvroI3Tq1AmBgYGoXbs2brvtNuzYscPp+ooJEybAaDRiyZIlpa5rKSsrCx988AGGDx+Opk2bIigoCEFBQWjbti2eeuoppKenO/2uJ/e8YuvWrbjzzjtRv3596PV6REVFoVOnTliwYIHD4/L9999j8ODBiI6Ohk6nQ926dTF69Gj88ccfDrfv7vk5c+YMJk2aZL4HmzZtiqeeesrlPehsznPLezslJQXTpk1DXFwcdDod4uLiMGPGDKfHUQiBZcuWoWPHjggMDERERAQGDBiA3bt3ezw1h6fXvqfH1h2enl9HfvzxR8yYMQPt27e3uq5Gjx6NPXv2OPyO0WjE+++/jx49eiA8PBx+fn6Ijo5Gu3btMGPGDLt9v3DhAh5++GE0a9YM/v7+CAwMRFxcHG655Ra88sorHu3zhg0bcPr0adx+++0OG1Y8vceU/G7BggUA5MgS5Rw2atQIvXv3Rp8+fQAA//vf/6zOsaMpy3766ScMHz4csbGx0Ol0iI6Oxh133IFffvnF4f5YPneXL1+Obt26ISwszOWUaZbfXbhwoV26bacKcyc/9bSc4Cj9a9asQc+ePREaGoqgoCD06NHDaR7v7jWhPGOSk5MBWJdHbKcvqYznl+Wx++6779C7d2+EhYWhVq1aGDx4MP7++2/z9j755BN069YNISEhCA8Px/Dhw/Hvv/86/O21a9diypQpaNOmDWrVqgV/f3/Ex8dj0qRJOHr0qMPj7M65djXNWnFxMZYuXYru3bsjLCzM/Cx+6KGHcO7cOYfpLOv5BYC77roLWq0W7733HoqLi52uR0RENZggIiJyYdWqVQKA0Gg04scff/Tou+np6aJnz54CgPDz8xO9evUSY8eOFX369BFRUVHCNhtSfqtevXqiV69eYsyYMeKWW24RwcHBAoDo1q2byM/PN6+/Y8cOkZiYKIKCggQAMWLECJGYmGj+d/jwYfHBBx+IESNGCAAiKCjIanliYqLV77/xxhtCrVYLAKJ9+/Zi5MiRomfPnkKn0wkAYuHChXb72LBhQwFATJ8+XQAQHTt2FGPHjhW9evUSP//8c6nHaMGCBQKAGD9+vIiIiBAxMTHizjvvFIMHDzbvV48ePUReXp7V97Zt2yYAiF69etlt89tvvxX+/v4CgGjevLkYM2aMuPnmm4VGoxEAxKRJk6zWf+yxx0SPHj0EAJGQkGB1fBYtWiSEECInJ0e0adNGABBRUVFiyJAhYsyYMaJ3796iTp06AoC4evVqqfurmD9/vgAg5s6d63C5q/0DYHXtHD58WCQmJoqYmBgBQPTv399qH3bs2CHWrVsnEhMTzd+1vQ5SUlLM2/viiy/Mx69FixbijjvuEDfffLP5fEycONEuTb169RIAxIMPPijUarVo1aqVGDNmjOjXr5/45JNPhBBCnDt3TrRt21YAELVr1xZ9+/YVd9xxh/kaatSokTh58qTdth966CEBQKjVanHTTTeJMWPGiFatWgm1Wi0efvhhp8dJCCH++ecfAUA0a9bM1emws2PHDvO57tmzpxg9erTo16+fiIiIEABEkyZNRGpqqt33PL3nhRBixowZ5vPSvn17MWbMGDFgwADRuHFjAUBs27bNav25c+cKAEKlUokePXqIsWPHivbt25ufU//973/tfsOd83P48GERHR0tAIjY2Fhx5513ioEDB4qAgADRrVs30a1bN4fpUa6r5cuXW32u3NuTJk0S9evXFzExMWL48OFi4MCBIiwsTAAQnTp1EoWFhXbpfeCBB8znXHkWtm7dWmg0GvHYY4+5POe2PLn2y3JsS+PJ+XV13yckJAidTieuv/56MXToUDF8+HDRqlUrAUBotVrx1Vdf2X1n4sSJAoDw9/cXffv2FWPHjhX9+/cXTZs2FQDEunXrzOteuHBB1K1bVwAQDRo0EMOGDROjR48WN954o6hdu7YICwvzaL/Hjx8vAIgPP/zQ4XJP7zElv2vXrp0AINq1a2c+h4899phYtGiR6N+/vwAgYmJirM7xY489ZvXbyjWkVqtF586dxZ133im6dOkiVCqV0Gg0YtmyZXbpVc7h9OnThVqtFj179hRjx44VXbp0cfjcsuQs3YmJieKDDz4wr+dOfuppOcE2/fPnzzdf36NHjzanS6VSibVr11p9x5NrYtGiRU7LI5bXWWU9v5RjN3v2bPO2R40aJZo1ayYAiPDwcHH8+HHxxBNPCK1WK26++WYxcuRIERcXJwCIunXriitXrtj9tkajEYGBgaJjx45i+PDhYujQoeZ7NygoSOzatatM51rZJ9vnaX5+vujbt6/5vh0wYIAYPXq0OZ2RkZFi7969FXJ+LXXs2FEAELt373a6DhER1VwMnhMRkUtZWVmiXr165spH7969xbPPPis2btwoLl++7PK7w4cPFwDE9ddfL5KTk62WFRUVifXr11t9dujQIfHLL7/YbefKlSuiX79+AoB46aWX7JYrlUbb31AkJycLAKJhw4ZO07p582ahUqlEZGSk+N///me17K+//hL169cXAMT27dsd/rZGoxFff/210+07owTYAIhhw4aJ3Nxc87IzZ86YK76zZ8+2+p6zINPFixfNgbnnnntOGI1G87I9e/aIWrVqCQDi/ffft/re8uXLzYE1R1auXCkAiAEDBtgF+wwGg9i+fbsoKChwe7+VAOvGjRsdLvckeK5wVhl357uKv/76S+j1euHv7y/WrFljtezkyZPm4PfKlSsd/jYA8c4779ht12g0mhsoJk+eLDIzM83LioqKzMGsPn36WH3v22+/NQcpbBtjXnjhBfNvOgukGo1GER4eLgCIM2fOON1vW2fOnBE//vijMBgMVp/n5OSYg4IPPvig3fc8vefffPNNAUBERESIrVu32m3vt99+E6dPnzb//d1335mDKj/88IPVuh9++KE5aP/PP/9YLSvt/AghRKdOnQQAMWrUKKvGqlOnTomEhATz9z0NngMQEyZMsAronT592vxcVYJfiq+//loAEMHBwXaBqVdffbXUc+5Madd+WY+tK56eX1f3/bp16xwG99atWye0Wq2IiIiwen6eOnVKABD169cXFy5csPveoUOHxKlTp8x/L1y4UAAQU6dOtXpuCiFEYWGhx43HSrDv4MGDDpeX9R5TrqsFCxbYLXN1/BTvv/++OTj/559/Wi373//+J0JCQoROpxPHjh2zWqZcP6GhoQ7z6dK4SrfCnfy0rOUEJf3h4eHi119/dZg220bGslwTrsojlfn8Un5Xr9dbpau4uFjceeedAoBo06aNiIiIEAcOHDAvz8nJEd27dzeXGWx99tlnIjs72+ozo9Eo3nnnHQFAtG7d2u7YuHOuneXXTz75pABkQ77lMSwsLBSTJ08WAER8fLxdeaMs59eS0kj97LPPOl2HiIhqLgbPiYioVEeOHBFdunQxV04s/7Vv314sWbJEFBcXW33nwIED5kri2bNny52Go0ePCkD21LRVEcFzZf8c9V4UQvZGVnqTOfpt297c7lIqdQEBAQ4DPN988405YGEZ0HMWJHn22WcFANGhQweHv/fKK68IAKJp06ZWn5cWPH/ppZcEAPHaa695toNOKL3zTpw44XC5t4Lno0ePFgDEK6+84nD577//7vD4Kr998803O/yeEjRp3769KCoqsltuMBjMPfv//vtv8+dKD7wnn3zS4XaVHouugmVKj+myNO44kpOTI7RarYiKirL63NN7vqioyNwb3bahwplbbrlFABAzZ850uHzw4MECgLj33nutPi/t/OzcudPcSOGoR/26devKHDyvX7++yMnJsdvmiy++6PDZcfPNNwsAYs6cOQ7TqgT5Kzp4XtZj60xZzq87wV9Hxo4da9cYp9yrQ4cOdWsbDz74oADgsnequ1JSUgQge3bb5o3ucHaPCVG+4LnBYDD3pP7jjz8crqM86217qyvXzzPPPOPx/pSWbkV581NX5QQl/W+++abdsvz8fHOjs2VjTlmuCVflkcp6fln+7hNPPGG3bN++fS6D72vWrBGAfeNtaZS8xbaBqKzB87y8PPMIgg0bNth9JycnxzzCbPXq1VbLynJ+Lb333nsCgLjjjjtc7DEREdVUWhAREZWiefPm+PXXX/H7779j48aN+O2337Bv3z6kpKTgwIEDeOCBB7BmzRps3LgROp0OALB582YAwKBBg1CvXj23f8tgMGD79u3YvXs3Lly4gLy8PAjZ2AsADufYLK/U1FT8/vvvCAgIwJAhQxyuo8wvvHv3bofLR44cWa409OvXD3Xq1LH7fPDgwYiIiEBaWhr27duH7t27u9yOMn9oYmKiw+WTJ0/G448/jqSkJJw/fx5169Z1K32dOnUCALz00kuIiIjA4MGDUbt2bbe+aysnJwc5OTkAgIiIiDJtozIYjUZ89913AIDRo0c7XKdjx44IDg7G/v37kZ+fb/cCXWfXwcaNGwEAI0aMgFZrX/xSq9W46aab8M8//2D37t1o06YNiouLsXPnTgDA3Xff7XC748ePx4EDB1zul3KMlfcXeGL37t3YsWMHTp8+jdzcXPN9qNPpkJKSgqtXr6JWrVoAPL/n9+7di5SUFERGRuKOO+4odf3i4mLs2rULAKzmzrU0efJkfPvtt9i2bZvD5c7Oj3Lf3HbbbQ6vyWHDhiEsLAwZGRmlptPWLbfc4vCleC1btgQAqzl8i4uLzc8YZy+ZHDdunNM5vsuqIo6tLU/PrzvOnz+PjRs34siRI8jIyDDPT3zw4EEAMn8YOHAgAPli4ZCQEGzatAnPP/88xo0bZ37/hSOdO3fGu+++i9mzZ0MIgX79+iE4OLhM6VTutbCwMGg0GpfrenKPldf+/ftx/vx5JCQkoEOHDg7Xqey8zh2l/UZ5ygmO8ni9Xo/GjRtj//79OHfuHOLi4gBU7DVRmc8vS8r1b8ny5aWulp8/f97hNo8fP47Nmzfj+PHjyMrKgsFgAFBynR89ehStWrUqNW2l+eOPP5CdnY3atWs7PE+BgYEYM2YMFi9ejG3btmHcuHF263hyfi2VJ58kIqJrH4PnRETkts6dO6Nz584AACEE9u/fj5dffhmfffYZfvzxRyxevBhPPPEEAJhf4tmiRQu3t5+UlIQ77rjDHAhxJDMzsxx74FhycjKEEMjLy4Ner3e5bkpKisPPHb2QzROugjqNGjVCWloazp49W+p2lECcs+2Fh4ejdu3auHLlCs6ePet28Lx379548skn8fLLLyMxMREqlQpNmzZFjx49MGzYMAwZMgRqtXvvIbcMQIaEhLj1naqQlpZmvr4cVa4drW8bJHZ2HZw4cQIAMG/ePMybN8/ldpVrLC0tzfzyO2fn09V1owgNDQUAXL16tdR1FZcvX8aIESPMwXtnMjMzzYE9T+95Zf3mzZs7fHmvLXeOR0JCAgA4famcs/Oj3FvOtqu8dPHPP/8sNZ22GjRo4PBz5bxYvuAwNTXV/LeztJb3WeNIRRxbW56e39IsXLgQzz//vMsXE1vmDyEhIVi+fDkmTpyIuXPnYu7cuYiNjUXXrl1x2223Ydy4cVaB0HvuuQdbtmzB6tWrMWLECGg0GrRq1Qo9e/bEyJEjcfPNN7udVuUZp5xjR8pyj5WX8hz6999/Sz0nlZXXucPVb5S3nODJ/ViR10RlPr8sOdo/y+vc0XIlH7Z92arBYMD06dPx3nvvmRsmHKmocllp5Reg9GPkyfl1tNyTfJKIiGoOBs+JiKhMVCoVbrjhBnz66afIzc3Fhg0bsH79enPwvCxGjhyJgwcPYvDgwZg1axZatWqF0NBQ+Pn5obCwsNTAdlkZjUYAsoI5YsSIMm0jICCgIpPkkKvKa1V48cUXcf/99+Obb77Bzp07sWvXLixfvhzLly9Hp06dsG3bNgQFBZW6nfDwcPN/Z2VluQwwVSXlOgCc99y35Oh6dHYdKNvu2bOnufLvTOvWrUv9bU8ogTxPAnBTpkzBzp070a1bNyxcuBDt2rVDrVq14OfnBwCoW7cuLly44PVr0lNVcZ/acrdRyV0VEYiubtauXYunn34awcHBePvtt3HzzTejbt26CAgIgEqlwv/93/9h0aJFdtfjiBEj0LdvX2zYsAE7duzArl27sG7dOqxbtw7z58/Hli1b0LZtWwDyPH388cf4v//7P2zcuBG7du3Crl27sGTJEixZsgRDhgzBunXrSu1JDpQ841wFFb1xjynPoTp16qB///4u142MjHT4eVXcQ65+o7zlBE/ux4q8JiqCO8e+tP3zZP8XL16MpUuXok6dOnjttdfQvXt3xMTEmEdcjRs3Dp9++qlP5QNlfd6WJZ8kIqKag8FzIiIqt379+mHDhg1ITU01f6b0/jly5Ihb2zhy5Aj++usvREdHY926dXZTWyQlJVVcgm0ovYxVKhWWLVtW4cEudyQnJztddvLkSQBA/fr1S91OvXr1cOTIEXMPQ1sZGRm4cuWKeV1PNWrUCDNmzMCMGTMAAHv27MHdd9+NPXv24KWXXsLChQtL3UZgYCCCgoKQk5ODtLQ0nwmeR0ZGIiAgAHl5eXjllVecBo/KQrnGhg0bhscff9yt70RERECv16OgoAAnT550GFRXrg1X0tLSAAAxMTFu/W5OTg42bdoEtVqNTZs2WTV2KMsvXrxo9z1P73ll/WPHjkEIUWpQ2PJ4nDhxAtddd53dOsp17+m1razv6ngqPakrk+U+njp1yuFUCO6c8/L8bkUdW0/PrytffPEFAOD555/H1KlT7Za7yh/CwsJwzz334J577gEAnDlzBjNmzMDXX3+N6dOn43//+5/V+q1atUKrVq3wxBNPQAiBrVu3Yty4cfjmm2/w0UcfYeLEiaWmNzo6GgCQnp4Og8FgF1wt6z1WXspzKCIiAitWrKjw7Vc2b5UTKuKaqMznV2VR7rv33nsPQ4cOtVte0cdb2W9X5aHKOkae5pNERFSzVH10gIiIqhV3ehSdPn0agHVw97bbbgMAbNq0yek8mpaUgG7dunUdzgn98ccfO/2uMs+6Mv+tp8vr1q2L6667DllZWeZ5m6vaDz/8gMuXL9t9vmnTJqSlpSEkJMTpHLWWlPlqV65c6XD5smXLAMg5Ti0rn6UdI2c6deqEBx98EABKnXvb0g033AAAOHTokEe/54o7+6D06nS0jkajwa233gqgJGhQUQYMGAAA+PLLL93upafVatGjRw8AwOrVqx2us2rVKpfbMBqNOHz4MAC4df0AsoHFYDAgNDTULqgHyHvR0T54es937NgRkZGRSElJwfr160tdX6vVomfPngDgNPCnXN99+vQpdXuWevXqBUDO2648iyxt2LAB6enpHm2zLPz8/NCtWzcAwCeffOJwnU8//bTM2wYcX/uVcWw9Pb+uKOekYcOGdssuX76MLVu2uL2tuLg4cyNfac8slUqFW265xTy3srvPuMjISMTFxUEI4bAxqaz3WGlKewZ26tQJkZGROHTokMtpTypDWfMYS+UpJ1SUsl4Tlfn8qiyu7ruDBw863feynmvlnSJXrlzBhg0b7Jbn5eXhs88+A1Dxx+iff/4B4H4+SURENQuD50RE5NK7776LxMREhy8PE0Jg7dq1ePvttwEAY8aMMS9r3749hg0bhry8PAwbNswcYFcUFxdbVY6aNWsGjUaDv//+2/zyPsU333yD119/3WkalaC9s2BAVFQUdDodLl686DAwBgDPPfccAGDixIn45ptvHO7rb7/9hh9++MFpOsojLy8PDzzwAPLy8syfnT9/Ho899hgA4P7777d7OaUj9957L0JDQ7Fv3z688MILVgGY/fv3m/fTdnod5Rg6C2avW7cOP//8s9XUJgBQVFRkbnBwVMF2Rqn4/vLLL25/pzSlXQfurLNgwQLodDo88cQTWLlypd3+ArKSvXbtWo/SNmzYMHTq1Am///47Jk6c6HA+4atXr2Lp0qVWAYdHHnkEAPDWW2/Z3YMvvfQS9u3b5/J3Dx48iIyMDDRr1sztnnoxMTGoVasW0tPT7YLzv/76K+bMmePwe57e81qtFk899RQAYOrUqfj555/ttrlnzx6ruf6V+2HJkiX46aefrNZdsWIFNmzYAD8/Pzz88MNu7avixhtvxA033IDs7GxMmzYNBQUF5mVnzpxxe7RARXjooYcAAG+++SZ+/fVXq2WLFy/Gb7/9VqbtlnbtV/SxLcv5dUZ5uer777+PwsJC8+cZGRlITEx0+CLX/fv34/PPP7d6piqUZ7zlM+ujjz7C3r177dbNysoy50kV9Ywr6z1WGuUcJyUlOZwb3s/PDwsWLIAQAnfccYfD+dYNBgO2bt1qd+2VlzvP59KUp5xQFhV9TVTW86uyKPfdO++8Y5UXXrhwAePHj3caHC/rufb398e0adMAyGNlOdqnqKgIDz/8MC5evIj4+PgKf3Gtkr96Mo89ERHVIIKIiMiF119/XQAQAERUVJTo16+fGDdunBg4cKBo1KiRedndd98tDAaD1XevXLkiunbtKgAInU4nevfuLcaNGyduvvlmERUVJWyzoYcfflgAEGq1WvTq1UuMHTtW3HDDDQKAmDt3rvm3bL399tsCgAgODhbDhw8XkydPFpMnTxZHjhwxrzNy5EgBQMTFxYmxY8ea17G0ePFiodVqBQDRpEkTMWjQIDFu3Dhx6623iujoaAFAPPnkk1bfadiwoQAgkpOTy3R8FyxYIACI8ePHi9q1a4s6deqIO++8UwwZMkQEBQUJAKJbt24iNzfX6nvbtm0TAESvXr3stvnNN98If39/AUC0aNFCjB07Vtxyyy3mfZs4caLddwoKCkTdunUFAHH99deL8ePHi8mTJ4uXXnpJCFFybiIjI8Wtt94q7rrrLjF06FDzcalXr544c+aM2/u9b98+AUB07tzZ4XJX++fsOvj222/N19rgwYPFpEmTxOTJk8WuXbvM6zz++OPm/Rg1apT5OkhNTTWv88UXX4jAwEABQNSvX1/069dP3HXXXWLAgAGifv36AoAYPXq01W/36tVLABDbtm1zus/nzp0T7du3FwBEUFCQ6N69uxgzZowYPny4aN++vdBoNAKAyMvLs/retGnTzPdF7969xdixY0Xr1q2FWq02nxdHx0kIIV577TUBQMyaNctpuhyxvO+7dOkixo4dK3r06CFUKpW45557nF73nt7zRqNR3H///ebfuv7668WYMWPEwIEDRePGjR0eU+VZoFKpRM+ePcW4cePMzwmNRiP++9//2u2PO+fn4MGD5jTWrVtXjBo1SgwePFgEBgaKrl27im7dujncRmJiogAgli9fbvW5cm8vWLDA4e+5usanTp1q3h/lnLdp00ZoNBrx6KOPCgDi1ltvdbovjrhz7Zfl2Lri6fl1dkxOnDghwsPDzc+aESNGiKFDh4qwsDARGxsrJk2aZHes161bJwCIgIAA0aNHDzFmzBgxcuRI0bx5c/P1+d1335nXHzZsmPncDxw4UNx1111i4MCBIiwsTAAQbdq0EZmZmW7v+9q1awUAMWrUKIfLy3qPlXZddezYUQAQzZs3F3fddZeYPHmyXb71xBNPmH+7devWYtiwYWLMmDGid+/e5uO8ZMkSq+84e+666+LFi+Y8rUePHmLChAli8uTJYtmyZeZ13MlPy1pOKC39jp4RZbkmStuHynp+lfa7rvY/OTlZABANGza0+vzXX38VOp3OXCYaNWqUuO2220RAQIBo3bq1uOOOOxw++9w51872KT8/X9xyyy3me3fgwIFi9OjRokGDBgKAiIiIEH/88YdH++fq94QQ4vLly0Kr1Yq6deuKoqIip9sgIqKai8FzIiJyKTMzU6xfv17MmDFDdO7cWdSvX1/4+fmJgIAAkZCQIMaOHWsVgLBVUFAglixZIm688UYRHh4udDqdqF+/vrj11lvFO++8Y7Wu0WgU//3vf0WHDh1EcHCwCAsLEz179hSfffaZEMJ55chgMIhFixaJ1q1bm4PGtpWktLQ0cd9994kGDRoIPz8/p9v6+++/xdSpU0XTpk2Fv7+/CAwMFI0bNxb9+/cXb775pjh37pzV+hUVPF+wYIE4ceKEGDt2rIiJiRE6nU40adJEzJ8/X+Tk5Nh9z1XgTQghDh06JBITE83nKzw8XPTp08d8LB35+++/xdChQ0VUVJRQq9VW29+/f7+YPXu26Nmzp6hXr57Q6XQiKipKdOjQQbzwwgtWATh3de/eXQAQhw4dcrp/vXv3tlvmqpL8wQcfiBtuuMEc/Lat2Ofl5YlZs2aJJk2amIMCjs5fcnKyePTRR0WbNm1EUFCQ8Pf3Fw0bNhS9e/cWL774ojh+/LjV+u4EN4SQgYGlS5eKPn36iIiICKHVakV0dLRo3769mDZtmvj+++8dfm/ZsmWiQ4cOwt/fX4SFhYm+ffuKbdu2lXodtGvXTqjV6jJdn+vXrxfdu3cX4eHhIjg4WHTs2FG8++67wmg0urzuPbnnFd99950YNmyYiImJEX5+fiIqKkp07txZLFy4UKSlpTlcf+DAgeZjqDQ6/fbbbw637+75OXXqlJgwYYL5HmzcuLF48sknRU5OjtNtVEbw3Gg0mq9lf39/ER4eLvr16yd+/vln8dFHHwkAYuzYsS73xZa7176nx9Yd7p5fV8ckOTlZ3HXXXaJBgwZCr9eLhg0bivvvv19cvHjR4bG+cOGCePHFF8XAgQNFfHy8CAwMFKGhoaJVq1Zi2rRpVo2rQgjx888/i0ceeUR07txZ1KlTR+h0OlGnTh3RrVs38dZbb4ns7GyP9rm4uFg0aNBA+Pv7iytXrjhcpyz3WGnX1alTp8S4ceNEbGysucHUNigqhBC7du0Sd911l2jYsKHQ6/UiJCRENGvWTNx+++3iww8/tEtzeYPnQshj3LdvX1GrVi1zHpOYmGhe7k5+WtZyQlmCq2W5JtzZh8p4flVG8FwIIf766y8xdOhQERsbK/z9/UXTpk3FrFmzRGZmptNnnxCln2tX+1RUVCTeffdd0bVrVxESEiJ0Op1ISEgQM2bMEGfPnvV4/0r7PaWReeHChU6/T0RENZtKCB96PTYREVEN8/TTT2PhwoVYsGABnn76aW8np0p99dVXuPPOOzFz5ky8+uqrVss2bdqEQYMGYeDAgdi4caOXUli97d27Fx07dsQdd9zh8TQz5LsmTZqE5cuX49VXX8XMmTO9nRxy4ZVXXsETTzyBN9980/ySZSLyHUIItGvXDsePH8eJEydQp04dbyeJiIh8EOc8JyIiIq8YOXIkevTogffeew+XLl2yWqbMt9u8eXNvJO2aMH/+fOh0OvznP//xdlLIQwcPHkROTo7VZ0ajER988AFWrFgBf39/jB071kupI3fNmDEDjRs3xksvvYT8/HxvJ4eIbHz11Vf4+++/8eSTTzJwTkRETjF4TkRERF7z1ltvIS8vD88++ywA4MUXX0Tfvn3x3HPPQaPRYPz48V5OYfW0c+dObNq0CQ8//DCaNm3q7eSQh15++WVERUWhR48eGDVqFAYNGoSEhARMnToVarUa7777LmJjY72dTCqFXq/Ha6+9hrNnz5pfrE1EvsFgMGDevHlo0KABZs2a5e3kEBGRD9N6OwFERERUc11//fUwGAzmvzdv3ozffvsNHTp0wLx589C+fXvvJa4a69mzJzgzX/U1evRoZGZmYu/evThw4ACKi4sRHR2N0aNH45FHHkHXrl29nURy07Bhw3gvEvkgjUaDI0eOeDsZRERUDXDOcyIiIiIiIiIiIiIiG5y2hYiIiIiIiIiIiIjIBoPnREREREREREREREQ2GDwnIiIiIiIiIiIiIrLB4DkRERERERERERERkQ0Gz4mIiIiIiIiIiIiIbDB4TkRERERERERERERkg8FzIiIiIiIiIiIiIiIbDJ4TEREREREREREREdlg8JyIiIiIiIiIiIiIyAaD50RERERERERERERENhg8JyIiIiIiIiIiIiKyweA5EREREREREREREZENBs+JiIiIiIiIiIiIiGwweE5EREREREREREREZIPBcyIiIiIiIiIiIiIiGwyeExERERERERERERHZYPCciIiIiIiIiIiIiMgGg+dERERERERERERERDYYPCciIiIiIiIiIiIissHgORERERERERERERGRDQbPiYiIiIiIiIiIiIhsMHhORERERERERERERGSDwXMiIiIiIiIiIiIiIhsMnhMRERERERERERER2WDwnIiIiIiIiIiIiIjIBoPnREREREREREREREQ2GDwnIiIiIiIiIiIiIrLB4DkRERERERERERERkQ0Gz4mIiIiIiIiIiIiIbDB4TkRERERERERERERkg8FzIiIiIiIiIiIiIiIbDJ4TEREREREREREREdlg8JyIiIiIiIiIiIiIyAaD50RERERERERERERENhg8JyIiIiIiIiIiIiKyweA5EREREREREREREZENBs+JiIiIiIiIiIiIiGwweE5EREREREREREREZIPBcyIiIiIiIiIiIiIiGwyeExERERERERERERHZYPCciIiIiIiIiIiIiMgGg+dEVeDMmTPw9/fHrl27vJ0Un7B9+3aoVCps377d/NmECRPQqFEjr6Wpopw8eRIqlQorVqwwfzZ79mx06dLFe4kiIiKPPPjgg7j11lu9nQyf0bt3b/Tu3dv8t6O8rrqyLX+kpaUhKCgImzZt8l6iiIh8wNNPPw2VSuXtZFSZ7OxsREdHY/Xq1d5Oik9wlNdfS9eESqXC008/bf576dKlaNCgAQoKCryXKPJZDJ7TNendd9+FSqXymYDlM888gy5duqBHjx5eS8Mnn3yCN954w+7z8+fP4+mnn8aBAweqPE2u5Obm4umnn7YKsCs2bdpkldH5ukceeQR//vknNmzY4O2kEBH5lBUrVkClUln9i46ORp8+ffDdd9/Zra+sM2XKFIfbe+qpp8zrpKammj+fMGECgoOD3UpTcnIyPvzwQ/zf//1f2XaqArjKm53l597mLG92lZ/7ooiICEyZMgXz5s3zdlKIiCpccnIypk+fjmbNmiEwMBCBgYFo1aoVpk2bhr/++svbyfOqxYsXIyQkBGPGjPFaGqpjXvrCCy9g/fr1dp/v3r0bTz/9NNLT06s8TWUxYcIEFBYW4r333vN2UsgHMXhO16TVq1ejUaNG+P3333H8+HGvpiUlJQUrV67E/fff79V0uAqeL1y4sEqD5zfddBPy8vJw0003mT/74IMPcPToUfPfubm5WLhwodPg+cKFC6siqRWiTp06GDZsGF555RVvJ4WIyCc988wzWLVqFT766CPMmjULKSkpGDhwIL799lu7df39/bFmzRoUFhbaLfv000/h7+9frrQsXrwY8fHx6NOnT7m2Ux6u8mZvBM9/+OEH/PDDD+a/GzZsiLy8PNxzzz3mz5zlza7yc191//33Y9++fdi6dau3k0JEVGG+/fZbtGnTBqtWrULfvn3x+uuvY/HixRgwYAA2bdqE9u3b49SpU95OplcUFRVh8eLFmDJlCjQajdfS4Ut5qaO8fu7cucjLy7Naz1XwfOHChdUmeO7v74/ExES89tprEEJ4OznkYxg8p2tOcnIydu/ejddeew1RUVFeH3b18ccfQ6vVYsiQIV5NR1XLyclxukytVsPf3x9qdckjyM/PD3q9viqS5pAQwq4gUJFGjRqFnTt34sSJE5X2G0RE1dWAAQNw991345577sHjjz+OHTt2wM/PD59++qndurfddhsyMzPteqbv3r0bycnJGDRoUJnTUVRUhNWrV2PUqFFl3kZ1ZDQakZ+f73S5TqeDTqcz/61SqeDv7+/VAIOrckZ5tWzZEm3atLkmpqUhIgKAf//9F2PGjEHDhg1x5MgRvPvuu7jvvvtw77334tVXX0VSUhLeeOMNq/pZTfLtt98iJSWlxuX/rvJSR3m9VqstdyeF8srNza20bY8aNQqnTp3Ctm3bKu03qHqqmU9GuqatXr0atWrVwqBBgzBy5EinwfO0tDTcc889CA0NRXh4OBITE/Hnn386nMPzyJEjGDlyJGrXrg1/f3907NjR7Sk41q9fjy5dutgNF09KSsKIESNQp04d+Pv7o379+hgzZgwyMjKs1vv444/RuXNnBAYGolatWrjpppusen99/fXXGDRoEOrWrQu9Xo+EhAQ8++yzMBgM5nV69+6NjRs34tSpU+bh7I0aNcL27dvRqVMnAMDEiRPNyyz3/7fffsNtt92GsLAwBAYGolevXnZztytznx06dAjjxo1DrVq10LNnT6fHpLQ5z0+ePImoqCgAwMKFC83pevrppzFhwgS88847AGA1zF9hNBrxxhtvoHXr1vD390dMTAzuu+8+XL161SoNjRo1wuDBg/H999+jY8eOCAgIMA/RSk9PxyOPPIK4uDjo9Xo0adIE//nPf2A0Gq22kZ6ejgkTJiAsLMx8DTlrWe/bt6/5fBERkWvh4eEICAiAVqu1W1avXj3cdNNN+OSTT6w+X716Ndq2bYs2bdqU+Xd37tyJ1NRU8zPb0ltvvYXWrVub8+OOHTvapeHcuXOYPHmyOU+Oj4/HAw88YO4lf+XKFTz++ONo27YtgoODERoaigEDBuDPP/80b8NV3uwsP1cUFBRgwYIFaNKkCfR6PeLi4jBr1iy7+TtVKhWmT5+O1atXo3Xr1tDr9di8ebPT41LanOfO8mZX+bnCnTKWMr3P//73Pzz44IOIjo5G/fr1zcu/++473HjjjQgKCkJISAgGDRqEgwcP2u3H+vXr0aZNG/j7+6NNmzZYt26d032+9dZb8c0337D3GRFdE1566SXk5ORg+fLliI2NtVuu1Wrx0EMPIS4uzuk2XL3vwvbZDpSeJwLAiRMncOedd6J27doIDAxE165dsXHjRrvtu5sHT5o0CTExMdDr9WjdujWWLVtWypGR1q9fj0aNGiEhIcHq84sXL2LixImoX78+9Ho9YmNjMWzYMJw8edJqve+++w69evVCSEgIQkND0alTJ6v07dixA3feeScaNGhgzp8fffRRq85b3s5Lbbkz57lKpUJOTg5WrlxpTteECRPw9NNP44knngAAxMfHW+2L4uOPP0aHDh0QEBCA2rVrY8yYMThz5oxVGnr37o02bdpg7969uOmmmxAYGGieVs/dMk9BQQEeffRRREVFISQkBEOHDsXZs2cd7nOHDh1Qu3Zt1tnJjn2NhKiaW716NYYPHw6dToexY8diyZIl2LNnj7kiCsgA65AhQ/D777/jgQceQIsWLfD1118jMTHRbnsHDx5Ejx49UK9ePcyePRtBQUH44osvcPvtt2PNmjW44447nKalqKgIe/bswQMPPGD1eWFhIfr374+CggLMmDEDderUwblz5/Dtt98iPT0dYWFhAGTm+PTTT6N79+545plnoNPp8Ntvv2Hr1q3o168fAJkJBgcHY+bMmQgODsbWrVsxf/58ZGZm4uWXXwYg54DNyMjA2bNn8frrrwMAgoOD0bJlSzzzzDOYP38+pk6dihtvvBEA0L17dwDA1q1bMWDAAHTo0AELFiyAWq3G8uXLcfPNN2PHjh3o3Lmz1X7deeedaNq0KV544YVyVTajoqKwZMkSPPDAA7jjjjswfPhwAMB1112HnJwcnD9/Hlu2bMGqVavsvnvfffdhxYoVmDhxIh566CEkJyfj7bffxv79+7Fr1y74+fmZ1z169CjGjh1r7nXRvHlz5ObmolevXjh37hzuu+8+NGjQALt378acOXNw4cIF81B5IQSGDRuGnTt34v7770fLli2xbt06h9cQAISFhSEhIQG7du3Co48+WuZjQ0R0LcrIyEBqaiqEELh8+TLeeustZGdn4+6773a4/rhx4/Dwww8jOzsbwcHBKC4uxpdffomZM2e67EFdmt27d0OlUuH666+3+vyDDz7AQw89hJEjR+Lhhx9Gfn4+/vrrL/z2228YN24cADnVSufOnZGeno6pU6eiRYsWOHfuHL766ivk5uZCp9PhxIkTWL9+Pe68807Ex8fj0qVLeO+999CrVy8cOnQIdevWdZk316tXz2F+DsiyzdChQ7Fz505MnToVLVu2xN9//43XX38dx44dsxtSvXXrVnzxxReYPn06IiMjy/XS7vvuu89h3uwqPwc8L2M9+OCDiIqKwvz588295VatWoXExET0798f//nPf5Cbm4slS5agZ8+e2L9/v3m/fvjhB4wYMQKtWrXCokWLkJaWZg6IONKhQwe8/vrrOHjwYLkaZIiIfMG3336LJk2aVNk7wdzJEy9duoTu3bsjNzcXDz30ECIiIrBy5UoMHToUX331lTkPcCcPvnTpErp27WpuHI6KisJ3332HyZMnIzMzE4888ojL9O7evRs33HCD3ecjRozAwYMHMWPGDDRq1AiXL1/Gli1bcPr0aXP+smLFCkyaNAmtW7fGnDlzEB4ejv3792Pz5s3m9H355ZfIzc3FAw88gIiICPz+++946623cPbsWXz55ZcAvJuXltWqVaswZcoUdO7cGVOnTgUAJCQkICgoCMeOHcOnn36K119/HZGRkeZ9AYDnn38e8+bNw6hRozBlyhSkpKTgrbfewk033YT9+/cjPDzc/BtpaWkYMGAAxowZg7vvvhsxMTEelXmmTJmCjz/+GOPGjUP37t2xdetWl6MUb7jhBrvOgkQQRNeQP/74QwAQW7ZsEUIIYTQaRf369cXDDz9std6aNWsEAPHGG2+YPzMYDOLmm28WAMTy5cvNn99yyy2ibdu2Ij8/3/yZ0WgU3bt3F02bNnWZnuPHjwsA4q233rL6fP/+/QKA+PLLL51+NykpSajVanHHHXcIg8FgtcxoNJr/Ozc31+679913nwgMDLRK86BBg0TDhg3t1t2zZ4/dPiu/0bRpU9G/f3+734uPjxe33nqr+bMFCxYIAGLs2LFO98fStm3bBACxbds282eJiYlW6UtJSREAxIIFC+y+P23aNOHo8bVjxw4BQKxevdrq882bN9t93rBhQwFAbN682WrdZ599VgQFBYljx45ZfT579myh0WjE6dOnhRBCrF+/XgAQL730knmd4uJiceONNzo8nkII0a9fP9GyZUu7z4mIaqrly5cLAHb/9Hq9WLFihd36AMS0adPElStXhE6nE6tWrRJCCLFx40ahUqnEyZMnzXlSSkqK+XuJiYkiKCio1PTcfffdIiIiwu7zYcOGidatW7v87vjx44VarRZ79uyxW6bko/n5+XZ5enJystDr9eKZZ54xf+YsbxbCeX6+atUqoVarxY4dO6w+X7p0qQAgdu3aZf4MgFCr1eLgwYMu90nRq1cv0atXL6s026bPWd7sKj93t4ylXCc9e/YUxcXF5s+zsrJEeHi4uPfee622e/HiRREWFmb1efv27UVsbKxIT083f/bDDz8IAA6P5+7duwUA8fnnnzs8JkRE1UVGRoYAIG6//Xa7ZVevXhUpKSnmf5Z1SyU/VTh69itsn/Pu5ImPPPKIAGCVb2VlZYn4+HjRqFEjc37pTh48efJkERsbK1JTU60+HzNmjAgLC3NYZ1YUFRUJlUolHnvsMavPr169KgCIl19+2el309PTRUhIiOjSpYvIy8tzuJ9COK6zL1q0SKhUKnHq1CnzZ97IS51xdL5trwkhhAgKChKJiYl233/55ZcFAJGcnGz1+cmTJ4VGoxHPP/+81ed///230Gq1Vp/36tVLABBLly61WtfdMs+BAwcEAPHggw9arTdu3Dinx3Pq1KkiICDA7nOq2ThtC11TVq9ejZiYGPNLvlQqFUaPHo3PPvvMahqTzZs3w8/PD/fee6/5M7VajWnTpllt78qVK9i6dStGjRqFrKwspKamIjU1FWlpaejfvz+SkpJw7tw5p+lJS0sDANSqVcvqc6Vn+ffff+90zq7169fDaDRi/vz5dnPPWQ6VCggIMP+3ksYbb7wRubm5OHLkiNO0lebAgQNISkrCuHHjkJaWZt73nJwc3HLLLfj555/tpjHx9ktRv/zyS4SFheHWW281pzc1NRUdOnRAcHCw3dxl8fHx6N+/v902brzxRtSqVctqG3379oXBYMDPP/8MQL7MRavVWo0q0Gg0mDFjhtP0KdskIiJr77zzDrZs2YItW7bg448/Rp8+fTBlyhSsXbvW4fq1atXCbbfdZp4T/ZNPPkH37t3RsGHDcqUjLS3NLs8G5DQyZ8+exZ49exx+z2g0Yv369RgyZAg6duxot1zJt/V6vTlPNxgMSEtLQ3BwMJo3b459+/aVK+1ffvklWrZsiRYtWljlXzfffDMA2OWBvXr1QqtWrcr1m+VRljLWvffeazX36pYtW5Ceno6xY8da7bNGo0GXLl3M+3zhwgUcOHAAiYmJ5jIYIKdmcXYMlOuA+TYRVXeZmZkAYDeNKCCnxYiKijL/U6YNKQ9388RNmzahc+fOVtN9BgcHY+rUqTh58iQOHToEoPQ8WAiBNWvWYMiQIRBCWOUH/fv3R0ZGhss89sqVKxBC2OX/AQEB0Ol02L59u90UoIotW7YgKysLs2fPtpsL3FmdPScnB6mpqejevTuEENi/f7/TtJWmIvLSqrZ27VoYjUaMGjXK6lzVqVMHTZs2tSuv6PV6TJw40eozd8s8mzZtAgA89NBDVt93NRKhVq1ayMvLq9S51an64bQtdM0wGAz47LPP0KdPHyQnJ5s/79KlC1599VX89NNP5qlOTp06hdjYWAQGBlpto0mTJlZ/Hz9+HEIIzJs3D/PmzXP4u5cvX0a9evVcpk3YTGESHx+PmTNn4rXXXsPq1atx4403YujQobj77rvNlbp///0XarW61IrtwYMHMXfuXGzdutVcMFLYzp/uiaSkJABwOg2Jsn3LQkZ8fHyZf68iJCUlISMjA9HR0Q6XX7582epvR+lNSkrCX3/9ZR5S5mwbyjVkWwht3ry50/QJIawKUUREJHXu3Nmqgj127Fhcf/31mD59OgYPHmz1skrFuHHjcM899+D06dNYv349XnrppQpJi22eDQBPPvkkfvzxR3Tu3BlNmjRBv379MG7cOPTo0QMAkJKSgszMzFKn9zAajVi8eDHeffddJCcnWzXsR0RElCvdSUlJOHz4cKn5l8LbeXZZyli2aVbKKkpl2VZoaCgAmWcDQNOmTe3WcdZwoVwHzLeJqLoLCQkBAGRnZ9ste++995CVlYVLly45nSrNU+7miadOnXI4jUzLli3Ny9u0aeNWHpyeno73338f77//vsPfss0DHbHN//V6Pf7zn//gscceQ0xMDLp27YrBgwdj/PjxqFOnDgBZZwdQ6r6ePn0a8+fPx4YNG+wC8eWps1dEXlrVkpKSIIRwmCcDsJpmFZDvurEtB7pb5jl16hTUarXdXPal1dkB5v9kjcFzumZs3boVFy5cwGeffYbPPvvMbvnq1avNwXN3KT2rH3/8cbseygrbgLslpSLsqKX61VdfxYQJE/D111/jhx9+wEMPPYRFixbh119/dfniDkvp6eno1asXQkND8cwzzyAhIQH+/v7Yt28fnnzySbue4Z5Qvvvyyy+jffv2DtexDRxbtqh7g9FoRHR0tNOXxNpmro7SazQaceutt2LWrFkOt9GsWbMyp+/q1avm+d6IiMg5tVqNPn36YPHixUhKSkLr1q3t1hk6dCj0ej0SExNRUFCAUaNGlft3IyIiHObZLVu2xNGjR/Htt99i8+bNWLNmDd59913Mnz8fCxcudHv7L7zwAubNm4dJkybh2WefRe3ataFWq/HII4+UK88GZP7Vtm1bvPbaaw6X274EzhfybMCzMpZtmpVtrFq1yhzIsOTohbPuUq4D5ttEVN2FhYUhNjYW//zzj90yJXht+wJMR5wFEy0bgitDaXmwkhfcfffdTjt+KfODO1K7dm2oVCqH+f8jjzyCIUOGYP369fj+++8xb948LFq0CFu3brV7P4ozBoMBt956K65cuYInn3wSLVq0QFBQEM6dO4cJEyZUSJ29PHlpVTMajVCpVPjuu+8c9oB3J8bgaZnHE1evXkVgYKDXjxP5FgbP6ZqxevVqREdHOxxqtnbtWqxbtw5Lly5FQEAAGjZsiG3btiE3N9eq9/nx48etvte4cWMAsvWzb9++HqepQYMGCAgIsOoJb6lt27Zo27Yt5s6di927d6NHjx5YunQpnnvuOSQkJMBoNOLQoUNOg9fbt29HWloa1q5di5tuusn8uaPfc1bYcfa50jobGhpapn0vL1ctva7S/OOPP6JHjx5lzuwSEhKQnZ1d6j43bNgQP/30k/lldYqjR486/U5ycjLatWtXpnQREdU0xcXFABz3lANkZer222/Hxx9/jAEDBlRIkLNFixZYvXo1MjIyrKb3AICgoCCMHj0ao0ePRmFhIYYPH47nn38ec+bMQVRUFEJDQx0GJix99dVX6NOnD/773/9afZ6enm6V/rLmgX/++SduueUWr/SW8rScUd4yFlBSVomOjna5DWU6H6WnuiVn+bZSllJ6QBIRVWeDBg3Chx9+iN9//x2dO3cu0zaUEcfp6elWnyujexTu5okNGzZ0+AxWph61nIqttDw4JCQEBoOhTPmJVqtFQkKC0zp7QkICHnvsMTz22GNISkpC+/bt8eqrr+Ljjz8250P//POP0051f//9N44dO4aVK1di/Pjx5s+3bNlit6438tLyKkucQQiB+Pj4MndMc7fM07BhQxiNRvz7779Wvc1Lq7Mz7ydbnPOcrgl5eXlYu3YtBg8ejJEjR9r9mz59OrKysrBhwwYAQP/+/VFUVIQPPvjAvA2j0WgXeI+Ojkbv3r3x3nvv4cKFC3a/m5KS4jJdfn5+6NixI/744w+rzzMzM81BAUXbtm2hVqtRUFAAALj99tuhVqvxzDPP2LVGK0OJlJZayyFmhYWFePfdd+3SEhQU5HBIWFBQEAD7QlCHDh2QkJCAV155xWHgorR9Ly+lUcM2XYDzNI8aNQoGgwHPPvus3XeKi4sdbsvWqFGj8Msvv+D777+3W5aenm4+bwMHDkRxcTGWLFliXm4wGPDWW2853G5GRgb+/fdfdO/evdQ0EBHVdEVFRfjhhx+g0+lcVmAef/xxLFiwwOlQZU9169YNQgjs3bvX6nPlHSYKnU6HVq1aQQiBoqIiqNVq3H777fjmm2/s8nzAOt+2HRb+5Zdf2s1H6iyfU5Y5ys9HjRqFc+fOWZVtFHl5ecjJyXGwxxXHWZqd5eflLWMBsjwXGhqKF154AUVFRU63ERsbi/bt22PlypVWx27Lli3mOXVt7d27F2FhYQ5HPRARVTezZs1CYGAgJk2ahEuXLtktdzRlma3Q0FBERkaa3wGlsK17upsnDhw4EL///jt++eUX87KcnBy8//77aNSokXn60tLyYI1GgxEjRmDNmjUOA/bu5CfdunWzS2tubi7y8/OtPktISEBISIi5zt6vXz+EhIRg0aJFduu6qrMLIbB48WK7dHgjLy2voKAgj+rsw4cPh0ajwcKFC+2uOyGE3fl2xN0yz4ABAwAAb775ptU6b7zxhtNt79u3j3V2ssOe53RN2LBhA7KysjB06FCHy7t27YqoqCisXr0ao0ePxu23347OnTvjsccew/Hjx9GiRQts2LABV65cAWDdSvrOO++gZ8+eaNu2Le699140btwYly5dwi+//IKzZ8/izz//dJm2YcOG4amnnkJmZqZ57s2tW7di+vTpuPPOO9GsWTMUFxdj1apV5owfkMOrnnrqKTz77LO48cYbMXz4cOj1euzZswd169bFokWL0L17d9SqVQuJiYl46KGHoFKpsGrVKoeFnw4dOuDzzz/HzJkz0alTJwQHB2PIkCFISEhAeHg4li5dipCQEAQFBaFLly6Ij4/Hhx9+iAEDBqB169aYOHEi6tWrh3PnzmHbtm0IDQ3FN998U6bz5Y6AgAC0atUKn3/+OZo1a4batWujTZs2aNOmDTp06ABAvvijf//+0Gg0GDNmDHr16oX77rsPixYtwoEDB9CvXz/4+fkhKSkJX375JRYvXoyRI0e6/N0nnngCGzZswODBgzFhwgR06NABOTk5+Pvvv/HVV1/h5MmTiIyMxJAhQ9CjRw/Mnj0bJ0+eRKtWrbB27Vqnc9b9+OOPEEJg2LBhFX6siIiqu++++87c0+zy5cv45JNPkJSUhNmzZ5vzTkfatWtXoSN6evbsiYiICPz4449W82j369cPderUQY8ePRATE4PDhw/j7bffxqBBg8xzyb7wwgv44Ycf0KtXL0ydOhUtW7bEhQsX8OWXX2Lnzp0IDw/H4MGD8cwzz2DixIno3r07/v77b6xevdrcc0zhKm92lp/fc889+OKLL3D//fdj27Zt6NGjBwwGA44cOYIvvvgC33//vcMXt1UUZ3mzq/y8vGWs0NBQLFmyBPfccw9uuOEGjBkzBlFRUTh9+jQ2btyIHj164O233wYALFq0CIMGDULPnj0xadIkXLlyBW+99RZat27tsJPAli1bMGTIEM55SkTXhKZNm+KTTz7B2LFj0bx5c9x1111o164dhBBITk7GJ598ArVaXer0oVOmTMGLL76IKVOmoGPHjvj5559x7Ngxu/XcyRNnz56NTz/9FAMGDMBDDz2E2rVrY+XKlUhOTsaaNWvML9h2Jw9+8cUXsW3bNnTp0gX33nsvWrVqhStXrmDfvn348ccfzfV8Z4YNG4ZVq1bh2LFj5t7Qx44dwy233IJRo0ahVatW0Gq1WLduHS5duoQxY8YAkPnQ66+/jilTpqBTp04YN24catWqhT///BO5ublYuXIlWrRogYSEBDz++OM4d+4cQkNDsWbNGofTxHgjLy2vDh064Mcff8Rrr72GunXrIj4+Hl26dDHvy1NPPYUxY8bAz8/PHH947rnnMGfOHJw8eRK33347QkJCkJycjHXr1mHq1Kl4/PHHXf6mu2We9u3bY+zYsXj33XeRkZGB7t2746effrKbcUCxd+9eXLlyhXV2sieIrgFDhgwR/v7+Iicnx+k6EyZMEH5+fiI1NVUIIURKSooYN26cCAkJEWFhYWLChAli165dAoD47LPPrL7777//ivHjx4s6deoIPz8/Ua9ePTF48GDx1VdflZq2S5cuCa1WK1atWmX+7MSJE2LSpEkiISFB+Pv7i9q1a4s+ffqIH3/80e77y5YtE9dff73Q6/WiVq1aolevXmLLli3m5bt27RJdu3YVAQEBom7dumLWrFni+++/FwDEtm3bzOtlZ2eLcePGifDwcAFANGzY0Lzs66+/Fq1atRJarVYAEMuXLzcv279/vxg+fLiIiIgQer1eNGzYUIwaNUr89NNP5nUWLFggAIiUlJRSj4cQQmzbts0ufYmJiVZpEkKI3bt3iw4dOgidTicAiAULFgghhCguLhYzZswQUVFRQqVSCdtH2fvvvy86dOggAgICREhIiGjbtq2YNWuWOH/+vHmdhg0bikGDBjlMX1ZWlpgzZ45o0qSJ0Ol0IjIyUnTv3l288sororCw0LxeWlqauOeee0RoaKgICwsT99xzj9i/f7/dMRRCiNGjR4uePXu6dXyIiGqK5cuXCwBW//z9/UX79u3FkiVLhNFotFofgJg2bZrLbTrKkxITE0VQUJBbaXrooYdEkyZNrD577733xE033WTOCxMSEsQTTzwhMjIyrNY7deqUGD9+vIiKihJ6vV40btxYTJs2TRQUFAghhMjPzxePPfaYiI2NFQEBAaJHjx7il19+Eb169RK9evWy2pazvNlVfl5YWCj+85//iNatW5vLDR06dBALFy60Sqs7x9GSbfqSk5Pt8jpXebOz/FwI98pYynWyZ88eh+nbtm2b6N+/vwgLCxP+/v4iISFBTJgwQfzxxx9W661Zs0a0bNlS6PV60apVK7F27VqH5Y/Dhw8LAA7LZURE1dnx48fFAw88IJo0aSL8/f1FQECAaNGihbj//vvFgQMHrNZV8lNLubm5YvLkySIsLEyEhISIUaNGicuXL9s924UoPU8UQuYBI0eOFOHh4cLf31907txZfPvtt1bbcTcPvnTpkpg2bZqIi4sTfn5+ok6dOuKWW24R77//fqnHpaCgQERGRopnn33W/FlqaqqYNm2aaNGihQgKChJhYWGiS5cu4osvvrD7/oYNG0T37t1FQECACA0NFZ07dxaffvqpefmhQ4dE3759RXBwsIiMjBT33nuv+PPPP30qL7XlKK93dE0cOXJE3HTTTSIgIEAAEImJieZlzz77rKhXr55Qq9UCgEhOTjYvW7NmjejZs6cICgoSQUFBokWLFmLatGni6NGj5nV69eolWrdu7TB97pZ58vLyxEMPPSQiIiJEUFCQGDJkiDhz5ozDa/bJJ58UDRo0sCt/EqmEcGN8DlENsX79etxxxx3YuXOn+e3dFWHy5Mk4duwYduzYUWHbrM5++ukn9O3bFzt27EDPnj29nZxKd/HiRcTHx+Ozzz5jKzYRkY87ceIEWrRoge+++w633HKLt5PjE2688Ubo9Xr8+OOP3k5KlXjkkUfw888/Y+/evex5TkRUQzz77LNYvnw5kpKSHL7Isqb5999/0aRJE6xatQp33323t5NT6QoKCtCoUSPMnj0bDz/8sLeTQz6Gc55TjZWXl2f1tzJfdWhoKG644YYK/a0FCxZgz5492LVrV4Vut7pS5mOriJe7VQdvvPEG2rZty8A5EVE10LhxY0yePBkvvviit5PiMy5cuFBj8uy0tDR8+OGHeO655xg4JyKqQR599FFkZ2fjs88+83ZSfEJNq7MvX74cfn5+uP/++72dFPJB7HlONdaUKVOQl5eHbt26oaCgAGvXrsXu3bvxwgsvYM6cOd5O3jUpJycHq1evxuLFi5GZmYlTp06Z57IjIiIi37J7926sXbsWr776Kt5//33ce++93k4SERERVbJly5Zh2bJl2L9/P86dO4fw8HBvJ4nIqxg8pxrrk08+wauvvorjx48jPz8fTZo0wQMPPIDp06d7O2nXrJMnT6J58+Zo27Yt3n33XXTu3NnbSSIiIiInJk6ciO+++w5jx47Fyy+/DK1W6+0kERERUSXTarVo1qwZXnnlFQwcONDbySHyOgbPiYiIiIiIiIiIiIhscL4EIiIiIiIiIiIiIiIb1WLspdFoxPnz5xESEsIX9xAR0TVPCIGsrCzUrVu3Wr4XgPk2ERHVJMy3iYiIqg9P8+1qETw/f/484uLivJ0MIiKiKnXmzBnUr1/f28nwGPNtIiKqiZhvExERVR/u5tvVIngeEhICQO5UaGiol1NDRERUuTIzMxEXF2fO/6ob5ttERFSTMN8mIiKqPjzNt6tF8FwZOhYaGsrMnIiIaozqOnSa+TYREdVEzLeJiIiqD3fz7eo3IRsRERERERERERERUSVj8JyIiIiIiIiIiIiIyAaD50RERERERERERERENhg8JyIiIiIiIiIiIiKyweA5EREREREREREREZENBs+JiIiIiIiIiIiIiGxovZ0AInKT0QhknAEKswFdMBAWB6jZ/kVERERlxLIFERE5wzyCiAgAg+dE1UPKUeDwN0BqElCcD2j9gcimQMshQFTzyv99FpyIiIiuLd4uWxARke9iHkFEZMbgOZGvSzkK/LoUyE0DwuoBfkFAUQ5w4S8g4xzQ9f7KLcCw4OR72JhBRETl4e2yBRFRdVETy93VKY+oieeHiKocg+dEvsxolIHr3DQgqgWgUsnP9aFAVAiQcgQ48i0Q0dSzQoK7hYzqVHCqKdiYQVRzsEJIlaGyyhYVlTZe80TkK2piubui8oiqeJ7XxPNDRF7B4DmRL8s4IwsDYfVKCi4KlQoIrQekHJPr1Wro3jbdLWT4cuXaF3ijgs/GDKKagxVCqiyVUbaoCLzmfRsbNqimqanl7orII6rieV5Tzw8ReQWD51RzOasElKVyUFkVisJsWeDwC3K8XBcIZJ2X67nDk0KGr1aufYE3KvjXYmMGK+JU2Xz9GnOWvvJWCMu631X9vWuJq2Pga8e1ossWFYFBEN9WWeUePjvIV12L5W53lTePqIrneU0+P0TkFQyeU82UchQ4tAG4cAAozAF0QUBse6BOW+DSP55VDiozkKoLltsrypGFAVuFuXK5Lrj0bXlayPDFynV5VUQlTSkQ5qQC/qGAfzhgLAbO/ykLhF2mAn6BFd/4cq01ZrCHIVU2X7rGHN3jaUmO09d8AHDgU+BKskynLkTe4+5WCMu631X9vapQVYE5V8cA8N5xdbb/FVm28ISrTgsMgviuygqE+fKzg8jb5W5vNiyVJ4+oque5t88PEdU4DJ7TtcOTeby3vQikHAKEERAAVAAuHZTLa8fLzN6dykFpgdTytqyHxcmKxIW/ZIHDsnAgBJB5DqjbTq5XGk8LGd6qXNuqqMJjRQUiDn8DXD0pz/OVf+X/q7VAYASQfQnYPAcIigYMBRXb+HItNWb4Qg9D9na7tvnCNWaZFtt7PCAcyL4MGA3W6Tu5Czi4Dsi9AvgFADmX5bMlshkQFFl6hbCs+13V36sKVRWYc3UMLh6U5Qvb81wVx9XV/kc0LVvZojzPTVfp0fozCOKrKisQ5svPDiKg7OXuiuqo482GpfLUP6sqqH0t1YuIqFpg8Jy8q6oDo0Yj8Mcy4Pw+QKMDtHqZkRuNQE4aUJwHBNR2r6dfaYHUwmy5XKOXFYKy7J9aLfch45xMQ2g9WRgozJUFl6AIoMVg97bpaSHDnYJTbDvZAHHpYOUEICuq8FhRlbSMM8DZP2SQ3FgM6EMAjR9gKALSTwP5GfK6aloPCG/gfuOLO+nylcaM8vKFHoberpRQ5fKFa0zh6B4vzAZObAOK8oAmfUvu5+JCIO8KkHXRFGyNA4RBPm8KMoF6HWUA3VWF3ZP9VvLfgkzgzy+AnBSZxxTly+e6Pkxux9nx8qXjbMv2uGsDgeyLQPJO4PIR4KbHgOiW5f8dQzGw72PgarLcT6NR/qZWB0Q0A45+A0AFtBhScgxKOx/5mcBfn8tG+eiWZTuu7uQtnpYtyvPcLC09TfsyCOKrKiMQ5svPDiJFWcrdFVG+rOqGJUMxcPZ3mecERQL1OwMabdnrn1UV1L5W6kVEVG0weE7ek3IUOPQNcGG/xdQp1wOtXBQwnA19d7eQkX4KOLkbEMVAsRHIu2rqfS4AQz4Alanymg4E1JLfcVY5cBVIzb4kgx9/ngXO75cB9bIG6KKay31QCmNZ5+W26raTBRd3t+VpIaO0wL1aI3tFbn+xcgKQFVV4rMhKWkGmqbHEUNILFJANJEYDYCgEVGqguADIS5OB9MjmQOpR540v7qarIkcheJO3h1myt9u1z9vXmMLZPQ4BqDTyX1oSEBgpP049JgPqwXVk2opy5YgmjU5uIzXJ1DDrpELoyX4X55fkKblpsgFUpQZSDst0KY3Akc2cHy9fOc62bI97bhpw8R/5/8Ziecw3zwH6LwJiyhFATzkK7FsFHN4gn//K6DVdkJy6yy9Ink+NHijMlCPTFM7OR8oxIOsckHYCCIoCgqPk/zv7nqPj6m7e0uNR98sW5WmMcCc9p38t6WhwLYx0q25c7XdlBMJ89dlBZMnTcndFlC+rumHp6Gbgt6XAlROy/qpSAaF1gRvGA+3vdp1HRDQFrp7y3rRg10q9iIiqDQbPyTtSjsqg6+XDstKpSPsXuHwQ6D3bcS9d29b8iCaygOGqkHH4Wxl8KMqV06lkXQJgkEFzrV4GCorzgcIi+d+FOTKorgTPAceVA2eBVK3e1BM9GYARqNseCG9YvgBdVHNZSPGkUmfbk6BeR88LGc4C96H1ZO/IzAuVE4CsyMKjZSVNCCDzjCy46QKBkPqeVdIKskwBrTDr42fIl9eQWivPz9k98jpQAlChdR03vpRWebx8FDjzq/w9XTDQfFDZRyH4SlDAm8Ms2dutZvCVobzO7vHiQplHBITLEU8FGfLz3DTZCKv2kw2xBVny2lSp5Oe5qXJ0S9YFxxVCd/f70j9A0o8lFfyifPldoxEo9pefqf1KerzXvd6UR2aX7fequrew5XHPTQPO/SGD2EoDt1Yvl+98FbjpibLP1fzrUpnPC6NsODUUymWFkPuecxnIS5dlCWWZJdvzkX4SKMiRIwDy0+X5z74MNOwGBEfL60ark4Hr3CvAhT/ldmyf5Z4EJh2VLULryTxFGVEWWq98jRHupCfrktzH9NPeC4LU1BFJpe13ZQTCfPXZQWTJk9G/FVW+rMyGJdt6wKWDwI9Pm8oaIbI+W5gNXPgb+P4p4ORO4MbHgJ4zHXdc2/ma+9OCCSHLOsUFQMZZoEE3uZ3y1E0qcnQ2EZEbGDynqmc0An8sB87tlT2NlJ51hkI5XPncXuCPFUD/50syPGet+ad/A66eAOI6y/Xy0+V2NDo55NwvQM4fe36fDGTmpgEF6XK5ZQBU4yeXGw2AUcjKsCVHlQNngVQhZMUWAhAq93oh2x4fRwUJtdr9gpJtTwKNH1C7sSxEBEZ4VsiwrVz7BQF/fym/U1kByIosPCqVtMwLchRA3lU5FYJKI4Mada8HIGSvz9IKb7oQ2aOwKN80tY/pc6XXeWGuTJ8uUPYyNBTKAFR+uuw9aFkRLK3yWJwHXPwL2LVYXntKwbRZ/5KX2rrbC8SXggLuVMQ1ehkkrOjpgGpob7eff/4ZL7/8Mvbu3YsLFy5g3bp1uP32211+Z/v27Zg5cyYOHjyIuLg4zJ07FxMmTKiS9Jabp8GeympYsrzHzRXHQvmZ0SADusUF8h9Upmm//EzP2QA5bDo3Re6D2tTIm3IUiIh3/Kx299469UtJBR+QzxEI+X1jkXxGhsYBgaYe75cOAbUa2QfHyhtUc/e4e3p+lOOuDZRB3qI8me8p97wuSD7Dc1LLllcZjcDBDTLP0PrLsoByPKCS5YKCLCAgUv5GQZY8r46Oj3I+0k+apo7LL+m5DpW8ZpJ+kKMR1BqZdynT6uz7yDQ6wOZZ7mlg0rJskXIU2PWGdV4RFAWkHZfvgylLY4S76WnYTXZeqMwgiLNrqaaOSHJnv8s6P74rnG6Bqgt3R/9WVPkyP9M09Ze+ZPo0y+BzUZ6pLpvp2X7Y1gPUOuDcHvksDKkHZF+Qna78AuRzID8dOL4V0AQA3R8s2U+jEUj+H7B3hWzsjWwi71NX04L5BciAefblkvJNRILM25T6jLt1E9tneETTihmdfS3ylU5TRNcQBs+p6qWflq3ZKo2slCllDK1e/p11ATi5Azi9WwY3/YKAQxsct+aHx8me6ilHZSat9IRSa2XmnJ8pM42YVkBYA/lyUKXyqQuSFT9ApkWjAww5ANQy4JxzWX6mC3VcOXAWSDUUyMKNEKah3P/I9LjqhayoiCDn0c3Alvmywh4UaUpjrtx25nmg81RZKPKkkGFZub56SlakKzMAWZG9knTBMihx6R8ZGPILlIEMY5HsyXn8J3mdKdeNq2PuHyqDSOmn5HeV4IHRIIPdgCnwESCPhVYvgyNZFwAI6/1xVXnMSQXO/C7PoTZA/q7RIHsaZpwDukyV++FOL5CYNsCx730nKFDaMMuUIwCEbEBz96Wr7nIWzNSaGtuu0d5uOTk5aNeuHSZNmoThw4eXun5ycjIGDRqE+++/H6tXr8ZPP/2EKVOmIDY2Fv3796+CFJeTJ0N5y/PMLa1iotzjmWeAjPPyHizMlesX5cqKsdpPNhLVjpd5U/op031venYYCgFjuml6MQMQ2xa4/m7HaXNnv8MbyEZVfbC8/gVM06aFyCC+RgcU5snRNFp/+XnmOaBBF/vgWHmGTLt73MtyfpTjnn2xpDe/1UghU4NyWfOqAx8Dez6Q59BYLI+bSiXLEbpA+TwpzAMCYMofiuRxtqQcn1oNgcyLMghRnF8yhU9+hvwnhMxbCrKAkDrymV2YLfOE0PqALqDkWa7kC5kXZLoKs2XeUpBh3anAUWDSVUDk4j9yTvfgGHnteNoY4W6gNKaNHE3oKghS1mCAsn/HvpPHSqWR+XRkUzmi6+jG8vcYrW6BCk+m96no3p2cboGqE3dG/5an3qI8Oy79Axz9QTbMpv0rn1GBEXL6ruwUea8W5cupR//8Qj7TLYPalp2cIGQe5Rck38m17yOZ10eYnu2pSXIEsdZfdvJRAufCILev9Zf5RtrxkudfWpKcbvXQepmWgFqynB7ZTKYzJLZkOrOOk+S7LI5slA3Exfmy3FE7AQg35b3/bpP1kqgW7tVNXJUHHPWO96Xnb1XnD77UacqZ6pZnUsWpxufe4+B5jevBdq3wpYs0LUkOZQ62CJwrVJBBg/RTwPb/AIG1ZSXw6mmgTiv7YK1WJyunaf/KjDuwdkkv9qsnZaU2OEZm8GqNXK4LlhXR/AzZO1jpzaX8PgRw/oDcNlRyeXRL+8qBs0BqUZ4sABiKS3q0a/1l8CP7ouNeyIBFD6BUWXnxD7MOmLoT5DQUyx7nBVlAeCNArVSGQgC/YNm77ehGYOznMqBbluuhKobbVmSvpJBYIPNsSYVf2U+1XgY08tJkQTGknjynrgpvYXFA/Y6ysFhcJF/uV5Alz61KC2iE6TrQWyTAFDURKlhFUCwrj5HBck5cQ6EMpqUclY032kBZiFYC+wG15XE9uklWaEsbmXH+T+DIJiAgDKjXyTemKXE1zDLliJzvN7SerJBXdKDfUTDT8iW/oXWvyd5uAwYMwIABA9xef+nSpYiPj8err74KAGjZsiV27tyJ119/3WnwvKCgAAUFBea/MzM97BVVkdwdyuvJ+zJsuVMxCYuTU7Mc3VwyjVNRjgymqtQlQdycFNnbOydNPqd0wUBYfbl+fqYM9PmHAA26ArcskD3SS9vvy4fl80ytkflIfqb8Xs4luX9+AaZew/7yuARFyfzJUGCahqQYQIEMvGq08rdtnxFlHTLtbi/fsvYGVp6tyTvl/a00kgPyEVyQBYTEmILB/3qWVx3dDOx4VZYf9CEAVPI8iuKSd6joAk09+K/Ick5hDpB2DFC3tD8+DbrKkXgFmaYgv+l3AmrLvMlYLM+/oUAGOgz58rz6BcpAdoOuMvBwdo+cOiUoWl6PV0/LEQMB4bIcZJmHaP2ARj2t5+l1FhAJipTHOC0JuHBA7qunjRGeBErVaudBqsuHgf2r5T0nDHJfopqVHgxIOSpfFJ+0peT+Co6WnS8u/CWv3YJs2YBV1g4BvhKo8KSs7+n0PhXZu5PTLVB14Mn95KzeonTUyLsin8O2dSfl2XH2D/nOkeIief+pIbeXflp2EtOFyMZVQyHgV0uOTP35ZaDnYzJNhzbIZ3R2iqxnqnWAPkg+23JSABiBwCiZH0Q1k3mNSiP3sSDD1NvcVA+BMFVXjPK/U47JxsdDG0zv6CiQjblQy78zzsjvGwpKRpAn/SCfLdkpAFRAXFcgJFo24AKyDF6QJfMPnSlfcFU3qazRQVURH6nq/KE6jKTylTyTql41P/ceB89rXA+2a4HPXaQqm/+3UJQrh3UZimQFMaIpkHFaBpQvHQa0QbLip/QW9QuRGXxxgazQaZWgpZAFFmGUhRWdqSCj1cnKoNKbqyivJJNUqWTQUwX5mVUFz8FuuAqkKttTpooRQgZL/ALkPtr2QlZ6AKWflNtK+9c+YOpOkPPs77JCHRRZEjhXqFWy4JX2rxx23bC78+24UhXDbSuyV9K5P+T14Rdouv51pgKjASjMgiyhqoGiLCCwluvCm2WFLzdVVqTVGtnjLj9dnkeV2tTLz09ex8pcgkGRpnMP621dOggc+cY097+QQaucFLncz9SLXWkQyrksf+/MnpKKvKveY6F15ZRFjoJt3pymxFFFXKOX+x9ar/IC/bbBTNuX/KafBloMqPG93X755Rf07dvX6rP+/fvjkUcecfqdRYsWYeHChZWcMg+UFuyJaCpHapSlt6lHFRNTo5nRKKcMMxbL0STFBbIEpg+Rw6Izz8i8I6BWSaBd4yfTk3Ue0AcC7cY5D5xb7nez/rIR9eKfJYHN4DolQU+/ANkDTKWWU4zlp5veAVG3ZFh1QZap11stICBC9gouy3G2LWO429u1dkLZ549Vnq2Xj8igr1Yve0crz2O/ABkYLsrzLK9SGqcLc0u+U5wr8ySoABhlUN1YLI9tcLScLi0/Q6Yz57L98dH6m6bkKbB+z4pGI4MfGlHSu91YLBvVg6Lld3JTTb3Ki03Tg2XI52d4Axm8T/5ZNoiE1TeVI3JlY4E+BIhubT1diWVARKUume++XkdTw2I92SFBFyTLZgp3GiPcDZQC1tOORbUsObdHN8sOFVnnTcdHJ49X9mXre842EFKUC/z6HnDmF5nY8Iby2OSkyHXqdZBlpuyL8piUZUSSrwQqPC3re9oRoizv3nGlogPy1xh2VisDTwKhpa3r6f3kqN6SmyrL2EodITBSTnvZaqh1A3FOqqxDqnVASIRplFqWfL4ai2Rvc41Obq84Xz6ninJlr/CrD8v0Z54tGbEEyI44Sn5flANo/GU9UHm2h9WX+YhKJd/5ZcwsqYcApnxNyGeyVi9H7eSmye+ln5blldxU0wjvLLmuSiv/XxhlB63iIpjfMXb5oKy/68PkMzY3TdaLcq/Iv5UXajuqm5R1PvmKPsdl4W7+UFFBfEfHSomHBNaWv3G4ijtN2fKVPJOq3jVw7j0OnldFDzaqQL54kUYkyEpP/lVAW6ckExQAsk0FA32IzDzVGrmuf7jshfXvT7LypgSWlQqxVi8LAxq/kt7fhgJZaFBrgayzsuCg8ZMBAkMRUGD6vkotPy8ulBXhiBZArThZMNEFAsH1ZK+x0gKpQREy0yrKk9OjCKPMsDR+MlgrDLIHgCiSPYotI/IZZ2Svg6yLsiKs1Vv0Vr8kAyaWAVNnclLlvvkFOl6uC5BpzUkt+/mriuG2FdkrSdnX8PpyxENRHiBMPStUKhkIMBTIbStcBZZtK3yF2XL94Fg5FLEgxzQfYZa89oLrAKGx8ruOgjTC9D8qAFCVvHwOfqbCpKmQrNbIIFZuihztkG/q2euq95ih0DR/eKZ14VThzWlKbCvi+RlyqpagCPv9qNBAvymYKWxaxJSKgnDQqFfDXLx4ETExMVafxcTEIDMzE3l5eQgICLD7zpw5czBz5kzz35mZmYiLq6BGiLJWKlwFe66eKtv8pJ5U4jLOyN7IDbvLRsuUy3J9YzHgHyzzOQGZJxblyHTV7yTzActnSFicadSUk+e6pZSjcpomfQjQ6MaSnudn/5B5ScItMkiafUlW5INjZN6ZfUmmWRckj0lMa1lZz7ogX3rt6nnuSVDN8nkF2L+nRDnuZ38v3/yxUc2Bmx6TvbFTk0zBBz8Z5I1sJp+lKUc8y6uUxumQOrI3Xd4Vef7UGtOUcAKAqcE+ogkQ30uOHIrrBHR/WOZdtsfHaAQimsmpUYoLAD9/+VtGg6lB3x/Qmco1KpWcqkWtlvlEQRZQVCAD1oZCme9rdbJMU5At97EoR+Z7MDXmRzSR/3/5INCkb8m1rAREtP6m3zXNd5+aBDSIkFPfZZ6V2yvM8bwxorRAKeD85XNGI/DTQnnPCgNgMMj1sy/J+64oV95zRqMcWadsQ6OXDRZF+aZ3nNSWx05tmhIpN1U2roSapjJKOwLkZXo2IslXXkJdlrJ+WTpCePLuHXdUdED+GsLOah7yJBBa2rpluZ9s6y1+AcDlQ/JZrIIc3RXTErj4d8kUmsp0UaF15XPcP1TW/5SXNivPWBVkOV4XKNMSEC6f0QXZpikpiyFHQRVC9hZXAcgvqd9qdDLPyM8ueZF2XoasX+dcNn0f8jmpUpfkZSqNaZrP4/L57h8qv1tcJIPewgAYlZ7qQo7AAuSzU6WWjZLCKPOLvKvyX2RzeSyMxbIRPy/d/oXatnWTsswnXxnn2FPu5g+2eZeza9edsrDtsVIacJR8TQhZxqx3A5DQp3z7Vxa+kmdS1fPk3AM+Wy7wOHjuqbL0YPOp4d/Vma8+oMIbAo26y55EynykGj9ZCMhPl2kJa1AS6NOHyUphxhlZHvAPAfxrl/QWLUiX2wyKKgk4CKP8jj5YbvP0byXzjmsDSqZSiWpuapXPk0Oc/UNlj/QLf1pUns46n6fcspef8nJOCFmgUPvZ9xJUARDqkkC6Ij9T9uoqNPVKV4Z/K73Vi1XWAVNngiJNjQe5piHlNgrz5PKgSI9OmZWqGm5bUb2SlGMCyIevId80R3mhLNip1CVz1VpyFVh29hLVi38DcW3lFCxKzzVdqHxJrG2QRrk/hQFoMbTkO7mpwL9X5edXk0sKvcq1oPWXwYvCLLkdV73HtDpZEC/Oty+cAt5/KZdlRfzSQVODl5u94NxlWdjMz5AF/obdS96RoAQoQ+vIhrW8K9fcC0Orgl6vh16vL31FT5W3Z5CzYE9Zp5/ypBKn/EZEU5nuHGV6L60MisIor0eV2hT0VMl7Ma6rbPAtNDXgBtWRL8Yu7dq3yvNblqQvP13+hlote6pFNpUBc2W6saAoWZm/8q98Xsa0lvlk5jn5d/OBpRdi3Q2qKcekKE8GjG0DlREJcnlOavmnB4tuCfRfJF9kmZMqz01wjPztlCOe51VK47TWovFIrTJNq2IKNpja4ACVfO4HRcrf0GgdHx+1Gmg/Dji1UzZUhNSVvfOMhpKOAX4Bshd7YY7shajWy2VqLWAskMfQL0B+R6Mr6dUXHAWISHmuY6+Tx1cfJp95tg0Uwii3ZyiUv6lSyWtD6d2uDQBi2spnaMaZsjVGOAuUupo+Kf2sbDC+klzSo1+rk9szFMlOGGlJQJKfnNaluLBkG1kX5P5p9fLesOwxr4Lcv5w02Xih1gBn98nPPBmR5AsvoS5rWd9X5h2v6ID8NYKd1TzgSSC0tHW7TJXzdJel7qzUW2ynwQqMlPeaMvI55Qjw5ydA1iWZhqJ86ynGVJAB58zz8rmu1phGORfKBlRllLVaLRtdhdJjXAU5mhaQ+ZHBFHQPKqkbGkwjtfOuyDzy1BXY9TYXpsC5Lkh+J+ucnPJN7Qfzy8tVKpmfFGfBPJJcZeoApIzkLswxBeaD5PPeUCifK7mpJS9NV2tlvmXJtm7iaXmtMs+xJ9zJH87ssc+7nE1j505Z2PJY5abKjhPmF3zr5LKsi/L9JqF1q74DpS/kmeQd7p775P/JqZ98ZsYMa5UePC9LDzafG/5dXVX1A8rd3oFqtXyRSNZlIOWQaU5XyAIAICuPddtbp1llSrPRIH+nZGNyocZPBhyUAKRGV1IxBEoC6Uorfn6mLHxcPiTXV6lKhrcXZtlXnvIzZKHH0Tzlx76X87U1ulEWAjLPAyd/Ns0nq5c9yUWhrPTpQkyfFZQEPwH53/kZph5SqpKpRYRBFj6EkJVmy+84Ur+zHCaeclTOcW45dYtRyIw0uoVcrzzKE9j2pBdpRfRKsj0mWlPPPrUGcroW03y/IfWtv1daYNm2wtdqqDz3qUflvRVoGiafetRxkMby/lSrLXqFC/l3UX5J8EQbYLoWTAHgoIiSxhFXvcf0YXK9gkxZ6LXkay/lqozpgGwLm0X5shGqQVegQTf7F+kJgwwuXmMvDPVUnTp1cOnSJavPLl26hNDQUId5dqWpzJ5BZb3ePKnEWf6GEgRV8gVA9t5Sa00Nd6ZndVEOcOa4dVBZ92/J+zpccZbnGwrlte1fS+YBmpZyyjHL3kh+AXIO6MBI2XirzZPPhujWspJZUYVYXbDM68/8JvNzpUJnKJR5bW6qqTE8smKeBzEtgZueKHkOXPm37FNDKA2xytQsetOoJYMpqCuMANSmZ26GfCeKs5e72qax15PA/16SDbpavRy+7x8mt+8fBtRpK9OffUkuK8iSo5o0/jIthiLZAKgPk8FmY7EpICGAQlPZQ8ljlGvUsoFCpZbB9exLJdPXafzk7xQXyuukQWeg6W3ArtfL3hhhm29aBn4jm8syXF6aTHtkcznt2Pn9JY0FSg98oGSKtIJs2fiq0QJxXUqWa3Wy7GcoktdRcRHgZ9HAp+xfQYZpugGV5yOSquIdMKUpa1mf845fU2psZzVPezOWtu4Bi6B2WUc9tdUBF/bLETsBteRz2fzcMm0j9ZjMA8MbWDRemsr8RblyailDgendWRpTkFzI50loXflsK8gq6e0NwKL11uL4FAKqUFOvY8jf9AsoeQl1QG1ZRwAgp1gBAFNje0G2/AwAjGpAZ3p+Kj3VCzJk2UKlhjnortTLi3JMn5t6xGsDABTJ/LEoT24jJ0WOhlLmQQcc1008Ka+5cz2U9xy7q7T8wS9AdpwLqSPrqs6uXWEEfntf5rv+oTIvNxbL91rZloWVY1WYLfehKE+W65TdVKnlNVmQ450OlL6QZ5J3uHPuU4/Khh0hfGfGDBuVHjwvi0od/l2TVOUDytPegVHNgT6zS15wUpgDQCV76ca2tu4ZXZAhH/7BdUqGeOdekQWN8DhT76grMvMPCJffUeYgFcVyPlkhSoLQRfklL23zDwf8tKbWeVMgLbJpSXBDqzcNXb8ov2s5HYplBh3d0rpg5BckCzoqLRAeayoYaWSlNzdVHnvLnuHKEGhDoawom+dh1wJatdxvjakXgCsaLdDlfmDLfDl/emCknKqlME/+rn8I0Pm+0ufNdUdZAttl6UVa3l5Jzo5JcZEsmKpUct5Ty3SXJbDsaYOCs/tTo4O554gwlsyhD5S8wEelLQkaueo9BshrJiRG9sJTetj7YuW4onvBOQq8Zl2QQ1zP/CZ7nwfajMAo8HJPfB/RrVs3bNq0yeqzLVu2oFu3blWXiMoeOVXW682TSpzVS4GbWwcnIUoCoMH1APV+mWdcPlIydZnGTz6nMs7IvMxyailHXD1T1Fr5m8ZiGQwNjpbTcSgvMivMBW59VuZTyvO8MBf4/f2KbbwIrSfTmJdu/VJrJWCcflJWJOt1BE7trpjnQUVNDaE0xF78W16fukCZbmUqkcJsWSlNuFkGwa8b5f7xaX6bzOcsX4ip0gK5l2WZQKOXvfJzU+UxCqgFRDSWZYbCHFmhjmxWMuWK0oscMI20s+jZp1yjtg0UUc2sRyQoU8+ln5FT2Sn5WEU1RgAlgV9dIHDmV/uRCFCVlFFt30WjvFemOB8ozpHlOcvlGp1pygK9afqaNEAbW7KOoUjmiZmmvLreDfK/PRmRVBXvgClNecr6nHf8mlFjO6t50ngEuLeuMAW1HXGn7lyUa5pyrYGpo46DbRhNvbuLcmTwWCkfqHVyRIyhUE7xqfUrGT2mD5H3em4aEBJQ+mhkhdZPNvIa800jbwtKesAbi+VvKp29jMVyelG70apG04utQ2XeJAymOdKNJXVulVrutzCWPF/VxpJyhdoUlNf6m166HVTSiOmqbuJJec3d66G859gdpeUP2ZfktRLqIq2XjwK5V2WQ3Vgs81zLPNL2nWjKsTr9a8loR2XTwqLcGdHEOz28fSHPJO8o7dwX5MgpEVVqoO4Njut9h7+VZbuiXK9N51LpwfOy9GCrtOHfNU1VPaDK2jswqjlw42OOp74QouSmKS4saeWOaiED1caikt6iOZeBf7fJdES3NGV6F01zukbJ72acMQ1rUwMq09xshuKSIboFWXL94nz5/7XiLTIyJSguSv4bcJ5Ba/WyYqu8iC0gvKTXe94Vme7wBtbnpDBHFiCEQU4bo9WX9DwvLjAFFvxMjQylaH6b/H9lKpncVLnt6BYycK4srwieBLa9Of++s2MS00qef2NxyXyC5QksexKkcXp/qmTA3+AHqE09OYryTAXnYNOURHqYr8XSeo/VbgQ07S+Dxr5cOa7IXnDOAq+h9WTwK+24vB4bRJQs87We+BUoOzsbx48fN/+dnJyMAwcOoHbt2mjQoAHmzJmDc+fO4aOPPgIA3H///Xj77bcxa9YsTJo0CVu3bsUXX3yBjRs3Vl2iK3vkVFmvN08qcZa/kXpU9hbLT5eNOIDp3R6x8p0aUS3kNZmTAoTElox8KsySI2P8w4Bjm+T96uwecPZMUSrmGWdNUz/pSo6jPgzIvCADh7UalWzbaCz7C1VdyTwn0xhQSwYzLUd5FWTJzzV6eYwqsldsRUwNoTTEbp5jaoxUyX0xGuT7UnQBQMOupjylyHG5y5XolsCtz1jnH4W51nOhhjeUvb21/nKEgEYvr0eVSk6dApSc76yL8vPgOiU9+yyv0fqdrRsoAiNLRiRkp5jOT5gsO1x/V0leUZHzVBdmy2s+J6Xkxe+WIxGKC0qmLRPGkpkJLAkBQC3vEUvm43BBdnxQ5nHXh8jyVO4VWbZSGhHC4uTx9WREki9MfVLesj7nHa+xronOap42HpW2rjDIYG956s7u3JMBtWQjdvppmcdGmhovsy+YepQLWdbX+JmmeSs01X395Nzlqgv20504o9KZeo0Hybw996J8NmpMz73iAlOHsjBZTy0qhnUPdlNg3GiQZRKVuiSADlPjgFYn69VK0F2lBlRG0/ResfIZr1LLAJlaI/PwDhPlPpdWN/GkvObO9VAR59gdpeUPGedk3hRcB05fVp12XO5j3lXTiDeLMlP2JRlEt3wnmnKsLv4ty5t+ASWNGeZ3lDSVDRfZF6q+h7cv5JnkHaWd+7TjMtYW0cRxvc8vADi4To5IVKZf9sJ0LpUePPeJHmw1VVU8oMrbO9DZ1BeWmaNlz6qoZrLAYUkbICudEU1k5px13tSrWVcyVUWQqQdTcYGcR1oA8NPB/KZxtUZmYIW5pjnqIuUL3ZTMRh8sAxhFFsFrZxm0PkwGSZShwkW5ch/UWlnpVWvlC8Qsj7suRBZaCv0AiJKXWipTvQAyo1P+uzTNb5MvAzv7u2x5DoqUFeWK6HFeFuW5TsryskBH33F2TK78W7G9rtwN0ji7P5UXvylzyobWLQkcKC+Us70W3ek91rSf71eOK6oXnLPAq0olKyi5aXIO3fCGsperL/bEr0B//PEH+vTpY/5bqSwnJiZixYoVuHDhAk6fPm1eHh8fj40bN+LRRx/F4sWLUb9+fXz44YdVO29qVYycKsv15mnQ3fY3gqJKemkpI6zqtpO9LH57D8gNkftUmC3zCmVOabWu9MYCZ88UlUp+nn7KFIBUyUqYq+u+shovCrNlwDKuiywo275cOaKxrCQWZsu5132tV2zz2+Qx/P7/ZHC6uECWHwIjgfodgNpNPH8RqSVH+UdUc+tnt/IyOdsRApbXY2hdeb6hkg00wiBH1lieb43W/lr2D5c9rTPPycB8cBSQfVlO3aNSlxzzipqn2i9Ibr8wRwZYlEtNq5e/n34astODyjTlQJGpJ6fKlCeaylb6EFMgx4JKJcuMuamyTBXZVl5b2ZdNHTYCgMZ9gGb9gD8/Kwmk2L5Y29WIJF+Y+qQiyvqcd7zaq7Gd1TxtPCo1qF1b1tXST5X9fnL3nmw+UE7HkXJYpie8oXyOFOfLwLhfgHymBEXKOYBz02S9wFgkp3JT+cn5yM1UsJu2BZDTYYU3kCPgMs8DIdGyPnT+T/mMMhbJPFaZpsvypaFASaDKYOqxroKpU5uQdVNlGhblBeWAfB4Lo6y3CqN8KXVUczkatrhQ1pGb9S/pLV5a3cTd8ppbDRcVcI7dUVr+EBwp63RZZ4GM845fVq1SlYwcDoosSasyMj4nRY5GM0+9YzpWHSYAaSdkY0ehqqSMpcy9n5/pnR7evpBnkneUdu71QQCiHV+TualyquXcNNnxMayB16Zz8TiSVi17sNVUVfGAqugKtqPM0VHPKoWSycV1Aro/XFKhzLsKfDdb3ljBdUrSpsz5BiELCypTi7laY+plpJbfKciQ88QpwYuQunI9yxvaWQZtWWEzFgO1GsseaTC12odE2R93/1DZ6y/9lGy59w8zVRaFrJxrtLJQ5e+gIOCMRiunpvAW2xc1phzz/DopyzQvpX3H9ph4q9eVs/vTYBppERwlRy0U5Zc0vihDyAH7zKW0/aguleOKOB+uAq9BkUBcZzmkMTfVFMzzwZ74Fah3794QtnP5WlixYoXD7+zfv78SU1WKqho5VZbrzdOgu6MXDENYDztMOSwrQ41uBIqyrXu+qkzB7tIaC1zl+Tmpcnqq4GhTAPFC2aaVUpS18UI5r37+Je8dsOxpVZAl51tXzqsv9optMVDmx9ueM40UMI1oKc4v24tIS+Po2W37t6PrsfkgAEY5RU7accfn2/ZaTj0qh4drdPI5GVq/kisoynB/i/+2XKbxM43cK5RTF6k0coocZaoAjVo2XEQ0lcGAUGFdxgiIkA2kwTGyUVqllvlqWD2g2QAgvpdc79zesgefvT31CYMRhBrcWc3TxiN31m020L5B0pP7yZ17stlA+UyKbgn8swY4f6BklLVfEBDTAohpU1IG8A8HTu82BT0DgbCGcuS1mZPAOSDzTb8AmRaVAPyigeQdJe8Aqtte5q8Z50yNkJbbMk0FplLJDmmGIlmOyE+X9dPASJkOQ5FpujGNfM4aikqSFWzqBGD5wlTLEXru1k2imgO1E1x3DHP3eijvOXaXq/yh+UA5v/PRzbL85+hl1bHt5XXhH+S4/qwNkOWogizrZfG9ZIfE07/JKW61FuVJb/fw9naeSd7j6tzXvcG6I4NCCBkjKjBNjRhQS8btKvoFv27yOHheLXuw1WSV/YCqjAq2o8qyo55VtpmcRluSAV85Kf9fAFaVMWFRGLCk8ZcFi/wMGayv01YGzTU6OQ976lH7TMZVBh0QUfJSlLRjJS8jrd0YaHq3/XEPi5PDpQ0Fco7bvCsyiK4E7zV+9r3VfVnKUfm2+Qv7ZY8yo0EGGRp0dRwIc3SdlGWal7JODeOtwHJpjUV1O8oeI0ogzdm16O39qGjl3Y/SAq/aAKDOdUDHCbKhyhcCcmStKod2luV68zSoW9pvKNdsca59z1fA/caC0vL8ck8r5WF6bFmd1xbW++rsvPric61Oa6Dv0yXH+eoJ71b+nF2PQOnnW/lu+ingtyUy8BF7fcl6lVlBKcqVDcU5qpIpVSyn8dGHyEANAFw+bHoRqp+pCKeSvRjjugDXjZYvb3dURqzVCOg01fSZk+NQ3uCztxt5GIy45rCzmps8bTxyZ92KuJ9cbSO6tZyO6+wfJc+1wAg5Zag+SH6efkb2FFfKPsFRQHQrIPl/cv0zv5qmH/GTnZUcNT5CAwSEAl3uA879IetjEU3k88n2HUCNegKnfpUN+SqN6d2jxabft6kz+wXKKUb9w2RaAmqZpn4xyIZxbYCsUytTjYTFyUbL/MzyBacddY46tdu6Q5W710NVPjNd5c9KQ4Wzl1VrdfJ4FuXLXvy2p7g4T+aDtiPT1eqS0fy5afI4OBqB5q16j7fzTPIeV/eDo44MBRmysUwF2Vhn+YLhinzBr5s8Dp5Xyx5sNV1lPqAqq4LtqLLsSSZXlCMrXDkpJS+/0viV9DQHZGC6OK9k7rOA2kD+1ZIW/oDaMv2pRx1nMq4y6JQjslW+ViP5uTKUrSBTVvBqxzufzy031TRvmcV3giKrT8+hlKPA9hdNBULT8D1DkZw/NflnIKGP/Ysaba+TskzzUtkvGKwsrhqLUo/K66e0a5GsuRt4jevK4+irqkNvyooM6lZkY0FpeX55ppUqS3osVYfz6i5fq/w5ux7dOd9qtQya52XI8267D5VVQdEFy6mMgqNKhq1bTuMTGivXazdG9s47sU2WrWDqcd64p5w3N6q5LFeVNRBSEYEUbzfy+Nr1SOXCzmoe8OT+dXfdirifHG2jKFdO1ZKbKt+7oNHJZ1lhlpx+o15HGcg+/pMMDMf3lgH1jLMysKQLkp0/AmvLTlZJ35t6HWtksFt5R4RGD2i1QGw7GXgVwvolfHbvAOoONOoug+rKiGe1VqbbUAAIrazTqVSyg1dgbaDDJOD4j3J6Ea0/AJUctW35TrLTv8rnelFO+YLTnnSOqspz7C5H+cPVU7KBoWF3U/3fIv9TRhoXZstOdLbxDKWBWePnfGS6rzeqejvPJO9xdu4d1Q/yTO8QDIoq6VxoqaJe8OsmL02ATFWush5QVdk70NOXMQZFyQC6bYYUFCkzq+ICucw8dYtatu7WaiRbyp0Nc7ZNk6OewxDypq/Xyf6YOAvi2m7LPJ1Ee9/I5NxhNAJ/LJcFPI1eZuYanTzWBZny+JzbL+fac/WixrJMB1TZLxisTOVtLCJr11KAribz9YJ/Raroa7a8eX5l3kPX0nm9lip/VfGeAVuWZci4rnKklTKNj+VIq/he8l/6aSAtCYAKiEiQQQPL9wuUJxByLQSfr6XrsYZjZzUPeXL/urtuRdxPltuwfBF3SCyQ9q+sJ2n18pmXmybzxAZd5b9Lh4DMM7KeeiVZ9uZu2F3WbxXxvWQAHSogsI6cyspoNPUMDwXaDAdO7nLvHUDBMTIQfuVfAEL+bYyQvZeL82RgXhskp5Ppcp+ccub8fhnQr8xRnmXpHFWV57islDw3oqmcw9nZy6qjmssOdcrIdHMDc3TpI9OvhXyNag5H9QNjsWxgjGlZ8q4oSxU1jaebGDyn8qnqIFVZXsaoVMiUDCnrMpC0GTCahripYHrxVJFMb89H5YvKPJn/1jJjys8A/lght+VpELe6Z3Lpp4GTO00vNokqGV7m5y9fVpN2XFZ8o1rKVnVn10lZKvHeqPhXpup+LXjbtRSgq8lq0n3ga9dsZaanJp3X6qKq3jNgybIMqYy0CnQx0qp2I/nP1fbK22jE4DNR9eTJ/euNe92yk09xvmkaKp1cplLJXsW5qTKIGlZfTv15w3i5fO9ymUf6h1lvM7Kp7M1+bh9gLAAMQgZUazUCWg+XQfqiPPffARRWXwZti/Jk72YV5CggQ6F8f0SnSUCbkbJnutFYNaM8y9o5ytef57Z5rrOXVTcfCBzaUPaR6b5+HIgsOXpP1N9fAhf/Nr2wuBI76rqBwXMqP1+r8AOOK2QBtYGCHDmfW0A4EFRHDpNT5iMPjpEt/ymHgWa3eZbRW2ZMlw7KIW5lDeJW50wuLUm+nCzYInCu0AXKQlnmeSDztHwpnrPrpCyVeG9U/Ctbdb4WfAEDdNeGmnQf+No1W5npqUnntTqoypGElnyxDElEVNEsO/kIo+w9bCiUPc8BWRctyJKjb5Are5pHNpXfU2ud119iWssgfLP+MqB66bAMfp/aJedIv3pK1sHCHeS3jnqHF+UCh78FLhyQ86TrgoC611vPLQ5UXQe6a61zlMLdPDe+lxwRUJ1HphN5wrZ+oMzf7wOjyRk8p4rhaxV+JU2Ohn6o/YD4m+Sbym2HSBVklX9qj2sxiOs2lc3/2/ALkC81uW6sLBA4u07KUon3VsWffBsDdFTd+No162vpocrhzemufLEMSURUkazqh2HyJaHZl+Q0lyrIzlxqrayTWtZZMs6UXq/0C5AB1kN/yPmBlXnBC7PlqN9Tu+WLPi2nfHHVOzyyuftT4FR24+e1Wq/2JM9lHkk1mQ91smDwnCqOL1awbTObzAvAvo+A0LiSF4NaqojW65ocxI1IkG9dz78KaOvY73teuhyS3bCbfLmXM2WpxHOeayIiorLzZgXFF8uQREQVxap+2AKIaiZ7iuemymBoQaYcJZ15Hgi2mI7DnXplbDvg7B/284L7hwENe9i/gLS0upEnz+PKDuxey/VqT/Jc5pFUk/lIAxKD53Tts8xsdMGydb4yW69rchA3vKF8W/vRzbIAZ/tWcGEE4ns4HjpoqyyVeB9qmSQiIqp2fKSCQkR0TXFUP6x7vZzuM/O8nEc8sDZQr711ncWdemW9G4A/P3M8L3hQlPULSNXaiq8bVWZg91qvVzPPJXKPDzQgMXhONUtVtV7X1CCuWg10nCRfyppyCMjPNL2QFfIFJ/VuADpMdL9AUJYCBQshREREZecDFRQiomuObf2wOB+oFS+D2w26AjFtHNdZSqtXGotdzwtu+QLS0NjqVze61uvVzHOJqgUGz6lmqcrW65oaxI1qDvSZLd8MXtrLZtxRlgIFCyFERERERORLylo/dPW9q6fcmxc9smn1rR/V1Ho1EfkMBs+p5qnK1uuaGsSNag7c+BgLOERERERERIqy1g+dfe9anhfcUk2tVxORT2DwnGomtl5XPhZwiIiIiIiIKs+1Pi84EZEPYPCcai4Gd4mIiIiIiKg6u9bnBSci8jIGz4mIiIiIiIiIqiuOrCYiqjQMnhMRERERERERVWccWU1EVCnYDElEREREREREREREZIPBcyIiIiIiIiIiIiIiGwyeExERERERERERERHZYPCciIiIiIiIiIiIiMgGg+dERERERERERERERDYYPCciIiIiIiIiIiIissHgORERERERERERERGRDQbPiYiIiIiIiIiIiIhsMHhORERERERERERERGSDwXMiIiIiIiIiIiIiIhsMnhMRERERERERERER2WDwnIiIiIiIiIiIiIjIBoPnREREREREREREREQ2GDwnIiIiIiIiIiIiIrLB4DkRERERERERERERkQ0Gz4mIiIiIiIiIiIiIbDB4TkRERERERERERERkg8FzIiIiIiIiIiIiIiIbDJ4TEREREREREREREdlg8JyIiIiIiIiIiIiIyAaD50RERERERERERERENhg8JyIiIiIiIiIiIiKyweA5EREREREREREREZENBs+JiIiIiIiIiIiIiGwweE5EREREREREREREZIPBcyIiIiIiIiIiIiIiGwyeExERXePeeecdNGrUCP7+/ujSpQt+//13l+u/8cYbaN68OQICAhAXF4dHH30U+fn5VZRaIiIiIiIiIt/A4DkREdE17PPPP8fMmTOxYMEC7Nu3D+3atUP//v1x+fJlh+t/8sknmD17NhYsWIDDhw/jv//9Lz7//HP83//9XxWnnIiIiIiIiMi7GDwnIiK6hr322mu49957MXHiRLRq1QpLly5FYGAgli1b5nD93bt3o0ePHhg3bhwaNWqEfv36YezYsaX2ViciIiIiIiK61pQpeM7h30RERL6vsLAQe/fuRd++fc2fqdVq9O3bF7/88ovD73Tv3h179+415+0nTpzApk2bMHDgQKe/U1BQgMzMTKt/REREVDasbxMREfkOradfUIZ/L126FF26dMEbb7yB/v374+jRo4iOjrZbXxn+vWzZMnTv3h3Hjh3DhAkToFKp8Nprr1XIThAREZG91NRUGAwGxMTEWH0eExODI0eOOPzOuHHjkJqaip49e0IIgeLiYtx///0up21ZtGgRFi5cWKFpJyIiqolY3yYiIvItHvc8r4rh3+zBRkRE5B3bt2/HCy+8gHfffRf79u3D2rVrsXHjRjz77LNOvzNnzhxkZGSY/505c6YKU0xERHTt4HRrREREvsWj4HlVDf9etGgRwsLCzP/i4uI8SSYREREBiIyMhEajwaVLl6w+v3TpEurUqePwO/PmzcM999yDKVOmoG3btrjjjjvwwgsvYNGiRTAajQ6/o9frERoaavWPiIiIPMPp1oiIiHyPR8FzV8O/L1686PA748aNwzPPPIOePXvCz88PCQkJ6N27t8vh3+zBRkREVH46nQ4dOnTATz/9ZP7MaDTip59+Qrdu3Rx+Jzc3F2q1dfFAo9EAAIQQlZdYIiKiGq6q6tvsrEZEROS+Mr0w1BNlGf7NHmxEREQVY+bMmfjggw+wcuVKHD58GA888ABycnIwceJEAMD48eMxZ84c8/pDhgzBkiVL8NlnnyE5ORlbtmzBvHnzMGTIEHMQnYiIiHwDp1sjIiKqXB69MLS8w78BoG3btsjJycHUqVPx1FNP2fVuIyIiooozevRopKSkYP78+bh48SLat2+PzZs3m3u1nT592iovnjt3LlQqFebOnYtz584hKioKQ4YMwfPPP++tXSAiIqoRqqq+rdfrodfrK34HiIiIrkEeRa45/JuIiKj6mT59Ok6dOoWCggL89ttv6NKli3nZ9u3bsWLFCvPfWq0WCxYswPHjx5GXl4fTp0/jnXfeQXh4eNUnnIiIqAZhfZuIiMj3eNTzHJDDvxMTE9GxY0d07twZb7zxht3w73r16mHRokUA5PDv1157Dddffz26dOmC48ePc/g3ERERERERkQ3Wt4mIiHyLx8FzDv8mIiIiIiIiqnisbxMREfkWlagGY7kyMzMRFhaGjIwMvjyUiIiuedU936vu6SciIvJEdc/3qnv6iYiIPOFpvse3dRIRERERERERERER2WDwnIiIiIiIiIiIiIjIBoPnREREREREREREREQ2GDwnIiIiIiIiIiIiIrLB4DkRERERERERERERkQ0Gz4mIiIiIiIiIiIiIbDB4TkRERERERERERERkg8FzIiIiIiIiIiIiIiIbDJ4TEREREREREREREdlg8JyIiIiIiIiIiIiIyAaD50RERERERERERERENhg8JyIiIiIiIiIiIiKyweA5EREREREREREREZENBs+JiIiIiIiIiIiIiGwweE5EREREREREREREZIPBcyIiIiIiIiIiIiIiGwyeExERERERERERERHZYPCciIiIiIiIiIiIiMgGg+dERERERERERERERDYYPCciIiIiIiIiIiIissHgORERERERERERERGRDQbPiYiIiIiIiIiIiIhsMHhORERERERERERERGSDwXMiIiIiIiIiIiIiIhsMnhMRERERERERERER2WDwnIiIiIiIiIiIiIjIBoPnREREREREREREREQ2GDwnIiIiIiIiIiIiIrLB4DkRERERERERERERkQ0Gz4mIiIiIiIiIiIiIbDB4TkRERERERERERERkg8FzIiIiIiIiIiIiIiIbDJ4TEREREREREREREdlg8JyIiIiIiIiIiIiIyAaD50RERERERERERERENhg8JyIiIiIiIiIiIiKyweA5EREREREREREREZENBs+JiIiIiIiIiIiIiGwweE5ERHSNe+edd9CoUSP4+/ujS5cu+P33312un56ejmnTpiE2NhZ6vR7NmjXDpk2bqii1RERERERERL5B6+0EEBERUeX5/PPPMXPmTCxduhRdunTBG2+8gf79++Po0aOIjo62W7+wsBC33noroqOj8dVXX6FevXo4deoUwsPDqz7xRERERERERF7E4DkREdE17LXXXsO9996LiRMnAgCWLl2KjRs3YtmyZZg9e7bd+suWLcOVK1ewe/du+Pn5AQAaNWpUlUkmIiIiIiIi8gllmraFw7+JiIh8X2FhIfbu3Yu+ffuaP1Or1ejbty9++eUXh9/ZsGEDunXrhmnTpiEmJgZt2rTBCy+8AIPB4PR3CgoKkJmZafWPiIiIyob1bSIiIt/hcfBcGf69YMEC7Nu3D+3atUP//v1x+fJlh+srw79PnjyJr776CkePHsUHH3yAevXqlTvxRERE5FxqaioMBgNiYmKsPo+JicHFixcdfufEiRP46quvYDAYsGnTJsybNw+vvvoqnnvuOae/s2jRIoSFhZn/xcXFVeh+EBER1RSsbxMREfkWj6dt4fBvIiKia5fRaER0dDTef/99aDQadOjQAefOncPLL7+MBQsWOPzOnDlzMHPmTPPfmZmZDKATERGVQVXUtwsKClBQUGD+myPGiIiInPOo5zmHfxMREVUfkZGR0Gg0uHTpktXnly5dQp06dRx+JzY2Fs2aNYNGozF/1rJlS1y8eBGFhYUOv6PX6xEaGmr1j4iIiDxTVfVtjhgjIiJyn0c9z10N/z5y5IjD75w4cQJbt27FXXfdhU2bNuH48eN48MEHUVRU5LQH26JFi7Bw4UJPkkZERB4wGo1OA6FUNXQ6HdTqMr16xKPf6NChA3766SfcfvvtAOS5/+mnnzB9+nSH3+nRowc++eQTGI1Gc/qOHTuG2NhY6HS6Sk0vERE5xnzb+6oi366q+jZHjBEREbnP42lbPMXh30REvqWwsBDJyckwGo3eTkqNplarER8fX+kB6ZkzZyIxMREdO3ZE586d8cYbbyAnJ8c8HHz8+PGoV68eFi1aBAB44IEH8Pbbb+Phhx/GjBkzkJSUhBdeeAEPPfRQpaaTiIgcY77tG6oq3/ZUWerber0eer2+ilNKRERUPXkUPC/r8G8/Pz+nw78dFT6YmRMRVQ4hBC5cuACNRoO4uLhK70FFjhmNRpw/fx4XLlxAgwYNoFKpKu23Ro8ejZSUFMyfPx8XL15E+/btsXnzZnOvttOnT1tdB3Fxcfj+++/x6KOP4rrrrkO9evXw8MMP48knn6y0NBIRkWPMt31DVeXbVVXfJiIiIvd5FDzn8G8iouqtuLgYubm5qFu3LgIDA72dnBotKioK58+fR3FxsfkFX5Vl+vTpTvPp7du3233WrVs3/Prrr5WaJiIiKh3zbd9RFfk269tERES+x+OuCzNnzsQHH3yAlStX4vDhw3jggQfshn/PmTPHvP4DDzyAK1eu4OGHH8axY8ewceNGvPDCC5g2bVrF7QUREblFeXkUK1Pep5wDVy/0IiKimo35tu+oqnyb9W0iIiLf4vGc5xz+TURU/VXmNCHkHp4DIiJyF/MM76uqc8D6NhERkW9RCSGEtxNRmszMTISFhSEjIwOhoaHeTg4RUbWVn5+P5ORkxMfHw9/f39vJqdFcnYvqnu9V9/QTEfkK5tu+g/k2ERHRtcHTfI9vnCEiIiIiIiIiIiIissHgORERXTNUKhXWr1/v7WQQERGRG5hvExERka9j8JyIiDxmNAqcuZKLIxczceZKLozGyp8B7OLFi5gxYwYaN24MvV6PuLg4DBkyBD/99FOl/7Y7hBCYP38+YmNjERAQgL59+yIpKcnbySIiImK+7QDzbSIiInKHxy8MJSKimu345Sx8/88l/JuSjfxiA/y1GiREBaN/mxg0iQ6plN88efIkevTogfDwcLz88sto27YtioqK8P3332PatGk4cuRIpfyuJ1566SW8+eabWLlyJeLj4zFv3jz0798fhw4d4jy1RETkNcy3HWO+TURERO5gz3MiInLb8ctZWL7rJP45n4HwQD80jgxGeKAf/jmfgeW7TuL45axK+d0HH3wQKpUKv//+O0aMGIFmzZqhdevWmDlzJn799Ven33vyySfRrFkzBAYGonHjxpg3bx6KiorMy//880/06dMHISEhCA0NRYcOHfDHH38AAE6dOoUhQ4agVq1aCAoKQuvWrbFp0yaHvyOEwBtvvIG5c+di2LBhuO666/DRRx/h/PnzHI5ORERew3yb+TYRERGVD3ueExGRW4xGge//uYQrOYVoGh0MlUoFAAjx90OwXouky9n44eAlNI4MhlqtqrDfvXLlCjZv3oznn38eQUFBdsvDw8OdfjckJAQrVqxA3bp18ffff+Pee+9FSEgIZs2aBQC46667cP3112PJkiXQaDQ4cOAA/Pz8AADTpk1DYWEhfv75ZwQFBeHQoUMIDg52+DvJycm4ePEi+vbta/4sLCwMXbp0wS+//IIxY8aU4wgQERF5jvk2820iIiIqPwbPiYjILefS8/BvSjZiw/zNFXCFSqVCbJg/jl/Oxrn0PMTVDqyw3z1+/DiEEGjRooXH3507d675vxs1aoTHH38cn332mbkSfvr0aTzxxBPmbTdt2tS8/unTpzFixAi0bdsWANC4cWOnv3Px4kUAQExMjNXnMTEx5mVERERVifk2820iIiIqP07bQkREbskpLEZ+sQGBOsftrgE6DQqKDcgpLK7Q3xWi7C81+/zzz9GjRw/UqVMHwcHBmDt3Lk6f/n/27jy8qSr/H/j7Zk+TpgvdKJRCoeybgiKi4sIAyqCOKOowijriOMIgoqiICqgMLqOiiDDjd8QZfyiOM+A4oggiODqggogCAkIpZetG1zR7cs/vj9DQpEmbrkna9+t5+ii5N7nn5Oaec+7nLPe4b/vcuXNx9913Y9y4cXj22WeRl5fn2zZ79mw888wzGDNmDBYuXIgff/yxRfkgIiJqT6y3WW8TERFRyzF4TkREYTFoVNCplLCGuMm2OT3QqpQwhLhJb67c3FxIktTkh4vt2LED06ZNwzXXXIOPPvoI33//PRYsWACn0+nbZ9GiRdi/fz8mTZqEzz//HAMHDsT69esBAHfffTeOHj2K2267DXv37sXIkSOxfPnyoMfKyMgAABQXF/u9Xlxc7NtGRETUnlhvs94mIiKilmPwnIiIwtItUY/eqUYUVtnrjSoTQqCwyo4+aUZ0S9S36nGTk5MxYcIErFixAhaLpd72ysrKoO/bvn07srOzsWDBAowcORK5ubkoKCiot1/fvn3xwAMPYNOmTbjhhhuwevVq37asrCzce++9WLduHR588EG88cYbQY/Vq1cvZGRkYMuWLb7Xqqur8c0332D06NFNzDEREVHLsd5mvU1EREQtx+A5ERGFRaGQMGFwOpINGhwuqYHZ7oJblmG2u3C4pAbJBg3GD0pv1YeO1VqxYgU8Hg8uvPBC/Otf/8Lhw4dx4MABvPrqqyFvcnNzc3H8+HGsXbsWeXl5ePXVV32j0wDAZrNh1qxZ2LZtGwoKCvC///0PO3fuxIABAwAAc+bMwaeffor8/Hzs3r0bW7du9W0LJEkS5syZg2eeeQYffvgh9u7di9tvvx2ZmZm4/vrrW/37ICIiagzrbdbbRERE1HJ8YCgREYWtT1o87hzTE5/uK0ZeaQ2Kq+3QqpQY0i0B4welo09afJscNycnB7t378aSJUvw4IMPorCwEKmpqRgxYgRWrlwZ9D3XXnstHnjgAcyaNQsOhwOTJk3CE088gUWLFgEAlEolysrKcPvtt6O4uBgpKSm44YYbsHjxYgCAx+PBzJkzcfLkSZhMJkycOBEvv/xyyDQ+/PDDsFgsuOeee1BZWYlLLrkEGzduhE6na/Xvg4iIKByst1lvExERUctIoiVPdGkn1dXVSEhIQFVVFUwmU6STQ0QUs+x2O/Lz89GrV68W3RzKssCpShssTjcMGhW6JerbZORaR9bQuYj1ei/W009EFC1Yb0cP1ttEREQdQ1PrPY48JyKiJlMoJGQlx0U6GURERBQG1ttEREREzcM1z4mIiIiIiIiIiIiIAjB4TkREREREREREREQUgMFzIiIiIiIiIiIiIqIADJ4TEREREREREREREQVg8JyIiIiIiIiIiIiIKACD50REREREREREREREARg8JyIiIiIiIiIiIiIKwOA5EREREREREREREVEABs+JiKjDkCQJH3zwQaSTQURERGFgvU1ERETRjsFzIiJqOlkGKgqA4v3e/8pymx+yqKgIf/jDH5CTkwOtVousrCxMnjwZW7ZsafNjh2PdunUYP348unTpAkmSsGfPnkgniYiIyIv1dj2st4mIiCgcqkgngIiIYkzpIeDAf4AzhwG3HVDpgJRcYMBkILVfmxzy2LFjGDNmDBITE/HCCy9gyJAhcLlc+PTTTzFz5kwcPHiwTY7bFBaLBZdccgmmTp2KGTNmRDo5REREXqy3g2K9TUREROHgyHMiIgpf6SHg61VA4Y9AXDLQJdf738Ifva+XHmqTw953332QJAnffvstpkyZgr59+2LQoEGYO3cuvv7665Dve+SRR9C3b1/ExcUhJycHTzzxBFwul2/7Dz/8gCuuuALx8fEwmUwYMWIEdu3aBQAoKCjA5MmTkZSUBIPBgEGDBuHjjz8OeazbbrsNTz75JMaNG9d6GSciImoJ1tshj8V6m4iIiMLBkedERBQeWfaOXLOWAan9AUnyvq41AanxQOlB4OBH3htzRev1zZaXl2Pjxo1YsmQJDAZDve2JiYkh3xsfH4+33noLmZmZ2Lt3L2bMmIH4+Hg8/PDDAIBp06bhvPPOw8qVK6FUKrFnzx6o1WoAwMyZM+F0OvHf//4XBoMBP/30E4xGY6vli4iIqE2x3ma9TURERC3G4DkREYWn6oR3yndCt3M34LUkCTB1A0p/9u6XlN1qhz1y5AiEEOjfv3+T3/v444/7/r9nz5546KGHsHbtWt9N+PHjxzFv3jzfZ+fm5vr2P378OKZMmYIhQ4YAAHJyclqSDSIiovbFersl2SAiIiICwGVbiIgoXM4a71qp6vqjyAAAmjjvdmdNqx5WCNHs97733nsYM2YMMjIyYDQa8fjjj+P48eO+7XPnzsXdd9+NcePG4dlnn0VeXp5v2+zZs/HMM89gzJgxWLhwIX788ccW5YOIiKhdsd5uUT6IiIiIAAbPiYgoXBqj9yFjLkvw7U6rd7umdadI5+bmQpKkJj9cbMeOHZg2bRquueYafPTRR/j++++xYMECOJ1O3z6LFi3C/v37MWnSJHz++ecYOHAg1q9fDwC4++67cfToUdx2223Yu3cvRo4cieXLl7dq3oiIiNoM623W20RERNRiDJ4TEVF4ErKAlFyg6hQQOKpMCKD6FJDa17tfK0pOTsaECROwYsUKWCz1AwCVlZVB37d9+3ZkZ2djwYIFGDlyJHJzc1FQUFBvv759++KBBx7Apk2bcMMNN2D16tW+bVlZWbj33nuxbt06PPjgg3jjjTdaLV9ERERtivU2620iIiJqMQbPiYgoPAoFMGAyENfF+5AxezUgu73/LT0IGLoA/X/Zqg8dq7VixQp4PB5ceOGF+Ne//oXDhw/jwIEDePXVVzF69Oig78nNzcXx48exdu1a5OXl4dVXX/WNTgMAm82GWbNmYdu2bSgoKMD//vc/7Ny5EwMGDAAAzJkzB59++iny8/Oxe/dubN261bctmPLycuzZswc//fQTAODQoUPYs2cPioqKWvGbICIiChPrbdbbRERE1GIMnhMRUfhS+wEX3Qt0HQrYyoGyI97/Zg4DRt3r3d4GcnJysHv3blxxxRV48MEHMXjwYPziF7/Ali1bsHLlyqDvufbaa/HAAw9g1qxZGD58OLZv344nnnjCt12pVKKsrAy33347+vbti6lTp+Lqq6/G4sWLAQAejwczZ87EgAEDMHHiRPTt2xevv/56yDR++OGHOO+88zBp0iQAwC233ILzzjsPq1atasVvgoiIqAlYb4dMI+ttIiIiCockWvJEl3ZSXV2NhIQEVFVVwWQyRTo5REQxy263Iz8/H7169YJOp2v+B8kyUHXC+5AxjdE75bsNRq51ZA2di1iv92I9/URE0YL1dvRgvU1ERNQxNLXeU7VDmoiIqKNRKICk7EingoiIiMLBepuIiIioWTjcgIiIiIiIiIiIiIgoAIPnREREREREREREREQBGDwnIiIiIiIiIiIiIgrA4DkRUScUA8+K7vB4DoiIKFysMyKP54CIiKhzYvCciKgTUSqVAACn0xnhlFDtOag9J21pxYoV6NmzJ3Q6HUaNGoVvv/02rPetXbsWkiTh+uuvb9sEEhFRUKy3o0d71ttEREQUPVSRTgAREbUflUqFuLg4lJaWQq1WQ6FgH2okyLKM0tJSxMXFQaVq26r4vffew9y5c7Fq1SqMGjUKy5Ytw4QJE3Do0CGkpaWFfN+xY8fw0EMP4dJLL23T9BERUWist6NDe9bbREREFF1Y8xMRdSKSJKFr167Iz89HQUFBpJPTqSkUCvTo0QOSJLXpcV566SXMmDEDd955JwBg1apV2LBhA9588008+uijQd/j8Xgwbdo0LF68GF9++SUqKysbPIbD4YDD4fD9u7q6utXST0TUmbHejh7tVW8D3hljL7zwAoqKijBs2DAsX74cF154YaPvW7t2LW699VZcd911+OCDD9o8nURERJ1Bs4LnrMyJiGKXRqNBbm4up4BHmEajafMRhE6nE9999x3mz5/ve02hUGDcuHHYsWNHyPc99dRTSEtLw29/+1t8+eWXjR5n6dKlWLx4caukmYiI/LHejg7tUW8DnDFGREQUbZocPGdlTkQU+xQKBXQ6XaSTQW3szJkz8Hg8SE9P93s9PT0dBw8eDPqer776Cn/961+xZ8+esI8zf/58zJ071/fv6upqZGVlNSvNRERUH+vtzoMzxoiIiKJLk7vO61bmAwcOxKpVqxAXF4c333wz5HvqVuY5OTmNHsPhcKC6utrvj4iIiNqW2WzGbbfdhjfeeAMpKSlhv0+r1cJkMvn9ERERUdPUzhgbN26c77WmzhgLx9KlS5GQkOD7Y4c3ERFRaE0KnrMyJyIiih0pKSlQKpUoLi72e724uBgZGRn19s/Ly8OxY8cwefJkqFQqqFQq/P3vf8eHH34IlUqFvLy89ko6ERFRp9PQjLGioqKg76mdMfbGG2+EfZz58+ejqqrK93fixIkWpZuIiKgja1LwnJU5ERFR7NBoNBgxYgS2bNnie02WZWzZsgWjR4+ut3///v2xd+9e7Nmzx/d37bXX4oorrsCePXvYmU1ERBRFOGOMiIio7TXrgaHhakllrtVq2zBlREREncPcuXMxffp0jBw5EhdeeCGWLVsGi8XiW0v19ttvR7du3bB06VLodDoMHjzY7/2JiYkAUO91IiIial0tmTFWS5ZlAIBKpcKhQ4fQu3fvtk00ERFRB9ek4DkrcyIiothy8803o7S0FE8++SSKioowfPhwbNy40TeL7Pjx41AomvwIFCIiImpldWeMXX/99QDOzRibNWtWvf1rZ4zV9fjjj8NsNuOVV17hjDEiIqJW0KTgOStzIiKi2DNr1qyg9TQAbNu2rcH3vvXWW62fICIiIgqKM8aIiIiiS5OXbWFlTkRERERERNT6OGOMiIgoujQ5eM7KnIiIiIiIiKhtcMYYERFR9JCEECLSiWhMdXU1EhISUFVVxSeBExFRhxfr9V6sp5+IiKgpYr3ei/X0ExERNUVT6z0OESciIiIiIiIiIiIiCsDgORERERERERERERFRAAbPiYiIiIiIiIiIiIgCMHhORERERERERERERBSAwXMiIiIiIiIiIiIiogAMnhMRERERERERERERBWDwnIiIiIiIiIiIiIgoAIPnREREREREREREREQBGDwnIiIiIiIiIiIiIgrA4DkRERERERERERERUQAGz4mIiIiIiIiIiIiIAjB4TkREREREREREREQUgMFzIiIiIiIiIiIiIqIADJ4TEREREREREREREQVg8JyIiIiIiIiIiIiIKACD50REREREREREREREARg8JyIiIiIiIiIiIiIKwOA5EREREREREREREVEABs+JiIiIiIiIiIiIiAIweE5EREREREREREREFIDBcyIiIiIiIiIiIiKiAAyeExEREREREREREREFYPCciIiIiIiIiIiIiCgAg+dERERERERERERERAEYPCciIiIiIiIiIiIiCsDgORERERERERERERFRAAbPiYiIiIiIiIiIiIgCMHhORERERERERERERBSAwXMiIiIiIiIiIiIiogAMnhMRERERERERERERBWDwnIiIiIiIiIiIiIgoAIPnREREREREREREREQBGDwnIiIiIiIiIiIiIgrA4DkRERERERERERERUQAGz4mIiIiIiIiIiIiIAjB4TkREREREREREREQUgMFzIiIiIiIiIiIiIqIADJ4TEREREREREREREQVg8JyIiKiDW7FiBXr27AmdTodRo0bh22+/DbnvG2+8gUsvvRRJSUlISkrCuHHjGtyfiIiIiIiIqKNi8JyIiKgDe++99zB37lwsXLgQu3fvxrBhwzBhwgSUlJQE3X/btm249dZbsXXrVuzYsQNZWVkYP348Tp061c4pJyIiIiIiIoosBs+JiIg6sJdeegkzZszAnXfeiYEDB2LVqlWIi4vDm2++GXT/NWvW4L777sPw4cPRv39//N///R9kWcaWLVvaOeVERESdE2eMERERRY9mBc9ZmRMREUU/p9OJ7777DuPGjfO9plAoMG7cOOzYsSOsz7BarXC5XEhOTg65j8PhQHV1td8fERERNR1njBEREUWXJgfPWZkTERHFhjNnzsDj8SA9Pd3v9fT0dBQVFYX1GY888ggyMzP9AvCBli5dioSEBN9fVlZWi9JNRETUWbXHjDF2ehMREYWvycFzTv8mIiLqHJ599lmsXbsW69evh06nC7nf/PnzUVVV5fs7ceJEO6aSiIioY2ivGWPs9CYiIgpfk4LnnP5NREQUO1JSUqBUKlFcXOz3enFxMTIyMhp875/+9Cc8++yz2LRpE4YOHdrgvlqtFiaTye+PiIiImqa9Zoyx05uIiCh8TQqec/o3ERFR7NBoNBgxYoTfbK/a2V+jR48O+b7nn38eTz/9NDZu3IiRI0e2R1KJiIiohcKdMcZObyIiovA164GhzcXp30RERO1r7ty5eOONN/C3v/0NBw4cwO9//3tYLBbceeedAIDbb78d8+fP9+3/3HPP4YknnsCbb76Jnj17oqioCEVFRaipqYlUFoiIiDqF9poxRkREROFTNWXn1qjMP/vss7Cmf2u12qYkjYiIiIK4+eabUVpaiieffBJFRUUYPnw4Nm7c6JtFdvz4cSgU5/rSV65cCafTiRtvvNHvcxYuXIhFixa1Z9KJiIg6lbozxq6//noA52aMzZo1K+T7nn/+eSxZsgSffvopZ4wRERG1siYFz1mZExERxZ5Zs2aFrKe3bdvm9+9jx461fYKIiIgoqLlz52L69OkYOXIkLrzwQixbtqzejLFu3bph6dKlALwzxp588km88847vhljAGA0GmE0GiOWDyIioo6iScFzgJU5ERERERERUVvgjDEiIqLo0uTgOStzIiIiIiIiorbBGWNERETRo8nBc4CVORERERERERERERF1bIrGdyEiIiIiIiIiIiIi6lwYPCciIiIiIiIiIiIiCsDgORERERERERERERFRAAbPiYiIiIiIiIiIiIgCMHhORERERERERERERBSAwXMiIiIiIiIiIiIiogAMnhMRERERERERERERBWDwnIiIiIiIiIiIiIgoAIPnREREREREREREREQBGDwnIiIiIiIiIiIiIgrA4DkRERERERERERERUQAGz4mIiIiIiIiIiIiIAjB4TkREREREREREREQUgMFzIiIiIiIiIiIiIqIAqkgngIiIiIiIiIiIiKgj8Hg8cLlckU5Gp6ZWq6FUKlvlsxg8JyIiIiIiIiIiImqhmpoanDx5EkKISCelU5MkCd27d4fRaGzxZzF4TkRERERERERERNQCHo8HJ0+eRFxcHFJTUyFJUqST1CkJIVBaWoqTJ08iNze3xSPQGTwnIiIiIiIiIiIiagGXywUhBFJTU6HX6yOdnE4tNTUVx44dg8vlanHwnA8MJSIiIiIiIiIiImoFHHEeea15Dhg8JyIiIiIiIiIiIiIKwOA5EREREREREREREVEABs+JiIiIiIiIiIiIKCRJkvDBBx9EOhntjsFzIiIiIiIiIiIiok6qqKgIf/jDH5CTkwOtVousrCxMnjwZW7ZsiXTSAABCCDz55JPo2rUr9Ho9xo0bh8OHD7fLsRk8JyIiIiIiIiIiIooCsixwotyKg0XVOFFuhSyLNj3esWPHMGLECHz++ed44YUXsHfvXmzcuBFXXHEFZs6c2abHDtfzzz+PV199FatWrcI333wDg8GACRMmwG63t/mxGTwnIiIiIiIiIooC7R00I6LocqTEjJXb8vDy5p/x6pbDeHnzz1i5LQ9HSsxtdsz77rsPkiTh22+/xZQpU9C3b18MGjQIc+fOxddffx3yfY888gj69u2LuLg45OTk4IknnoDL5fJt/+GHH3DFFVcgPj4eJpMJI0aMwK5duwAABQUFmDx5MpKSkmAwGDBo0CB8/PHHQY8jhMCyZcvw+OOP47rrrsPQoUPx97//HadPn26XZWRUbX4EIiIiIiIiIiJq0JESMz7dV4y80hrY3R7oVEr0TjViwuB09EmLj3TyiKiNHSkxY/X/jqHc4kTXBB3iNHpYnW7sO12F01U23DmmZ6uXBeXl5di4cSOWLFkCg8FQb3tiYmLI98bHx+Ott95CZmYm9u7dixkzZiA+Ph4PP/wwAGDatGk477zzsHLlSiiVSuzZswdqtRoAMHPmTDidTvz3v/+FwWDATz/9BKPRGPQ4+fn5KCoqwrhx43yvJSQkYNSoUdixYwduueWWFnwDjWPwnIiIiIiIiIgogiIRNCOi6CHLAp/uK0a5xYncNCMkSQIAxOvUMGpVOFxSg037i5GTYoRCIbXacY8cOQIhBPr379/k9z7++OO+/+/ZsyceeughrF271hc8P378OObNm+f77NzcXN/+x48fx5QpUzBkyBAAQE5OTsjjFBUVAQDS09P9Xk9PT/dta0sMnhMRERFFgCwLnKq0weJ0w6BRoVuivlUbwp0Nv08iIopVkQqaEVH0OFVpQ15pDbom6HxlQC1JktA1QYcjJTU4VWlDVnJcqx1XiOYvDfXee+/h1VdfRV5eHmpqauB2u2EymXzb586di7vvvhtvv/02xo0bh5tuugm9e/cGAMyePRu///3vsWnTJowbNw5TpkzB0KFDW5yftsA1z4mIiIjaWSTWMuzI+H0SEVEsa0rQjIg6JovTDbvbgzhN8HHOeo0SDrcHFqe7VY+bm5sLSZJw8ODBJr1vx44dmDZtGq655hp89NFH+P7777FgwQI4nU7fPosWLcL+/fsxadIkfP755xg4cCDWr18PALj77rtx9OhR3Hbbbdi7dy9GjhyJ5cuXBz1WRkYGAKC4uNjv9eLiYt+2tsTgOVGU4QNiKBrwd0jUdmqnZe87XYXEODVyUoxIjFNj3+kqvPnVMXx5uJTXXhM09H2u/t+xiAfQwy1PWe5Sa+Nviih2mB0ulFsdsDo9qLa56o0EbaugWbhYnhC1PYNGBZ1KCWuI69zm9ECrUsIQIrjeXMnJyZgwYQJWrFgBi8VSb3tlZWXQ923fvh3Z2dlYsGABRo4cidzcXBQUFNTbr2/fvnjggQewadMm3HDDDVi9erVvW1ZWFu69916sW7cODz74IN54442gx+rVqxcyMjKwZcsW32vV1dX45ptvMHr06CbmuOm4bAtRFOEDYiga8HdI1HYampbtdHvwbX459pyoRI9kHYSQ0DVBj3ED03Bx7xRO0w4i2qe5h1uestyl1hbtvykus0R0zpESMz7YfQp5JRYcO2OFTq1EUpwGfdKMSDZoALRe0Kw51160lydEHUW3RD16pxqx73QVjFqV3ywUIQQKq+wY0i0B3RL1rX7sFStWYMyYMbjwwgvx1FNPYejQoXC73di8eTNWrlyJAwcO1HtPbm4ujh8/jrVr1+KCCy7Ahg0bfKPKAcBms2HevHm48cYb0atXL5w8eRI7d+7ElClTAABz5szB1Vdfjb59+6KiogJbt27FgAEDgqZPkiTMmTMHzzzzDHJzc9GrVy888cQTyMzMxPXXX9/q30cgBs+JogQfEEPRgL9DorYValp2ucWBH05WweH2wObyoKhagtnuxp6Tlfji5xJc0T8Nvx7VI6quv2gIfkVqbchwhFuestylxjT1Wmvr31RLr30G4qizaeiaqb1ey2qcSIvXotLqhE6lQKnZjhqHG8OzEpEUp26VoFlzrj3WUUTtR6GQMGFwOk5X2XC4xNu+1WuUsDk9KKyyI9mgwfhB6W3S3s7JycHu3buxZMkSPPjggygsLERqaipGjBiBlStXBn3PtddeiwceeACzZs2Cw+HApEmT8MQTT2DRokUAAKVSibKyMtx+++0oLi5GSkoKbrjhBixevBgA4PF4MHPmTJw8eRImkwkTJ07Eyy+/HDKNDz/8MCwWC+655x5UVlbikksuwcaNG6HT6Vr9+wjE4DlRGwr35iLaR85R5xDO7/DTfcVQD1PA5vJwpBhRM5xby/Dcza8QAnklFticHhh1Kpwo965n2sWoRVKcGmfMDnx1+AzsLhl3XRIdN6nREvwK9n3WpdcoUVxtb/dp7uHW6z2TDaz/qUFNvdbauk3Z0ms/GgJx0dDxRx1f7e/sQGE1dh2rQKnZDodH9rtmclKMda5XA/RqBartLlRYnUjQq2BxuPFTYRVSjVokGzQY2j0BP5eYm91p1dRrj/eoRO2vT1o87hzT01fXFlfboVUpMaRbAsYPatt2dteuXfHaa6/htddeC7lP4JJSzz//PJ5//nm/1+bMmQMA0Gg0ePfdd0N+Vqj1zUORJAlPPfUUnnrqqSa9rzUweE4hsWHZMk25uYjmkXPUeTT2O9SrFdiw9zR+PFkJpVLiSDGiZqi7lmG8Tg0AMNvdKLc6YdAqUWx2QAiB5Dg1tCrvo2kSDRrYnB6cqrSGvEltzzo7GoJftYJ9n3XVnebent9RuPX67hMVrP/bWCy3Z5tzrbVlm7Kl1340BOKipeOPWle0XOe+gHlRNXbml+On09XIK62BLARSjVr06GKAUgHsPVWJ01U2XD04A3mlNdCrFdhVUIkKqxMOtwyr0wOL0wONUoKzWkbvVCN0aiXW7T7VrN9tc6893qMSRUaftHjkXG6MinKNvBg8bwPRUnm3BBuWLdPUm4toHTkXqzrCNRgJDf0Oyy0OHCo2o9ziRN/0eHRPiuOUTaJmCLaWodMjwy3LUAsFauxuGHVqaNVK33vUSgUswo2kOE3Qm9T2rLOjIfhVV7hrQ9pcbqzcltdu7Zpw6/Uyi5P1fxuK5fZsc6+1tmpTtsa1H+lAXDR1/FHriZbrvDYd35+owP7T1aixu+DyyJAFoJCASqsLBWVWpJq0yDDpYHF4sOVACUrNDpRbnXC4PDDq1IjXqeByy6iwuqBSSohTK2G2u2G2u5v0u617P1Rtc+FIibnJ1x7vUYkiR6GQ2CkVRRg8b2UNVd45KdHZcxQYaLQ5PfjbDjYsgwkVlK37ul6txMZ9RY0sfVEEzTAFrGeXvohTK8MeOdfStHZ00dKAjhWBDWutUlHvd1i7pESN3Y1EvRpJcRooFRKnbBI1Q7C1DJWSBCGAM2YXFJKEFIPG7+bW5ZGhVChg0qlRZnH43aS2dzAo0sGvQOGsDdkvIx5/217Qru2acEfEdzFoWr3+J69YD5Q291prymyMhgS2I2UhWnztRzIQF20df9Q6ouU6P7duuQOnK22ocbgghIBbFhACEJIESQKcHhlmuxsK2KFSKuCRZZTWOOB0C6SbtL7fpVatRLpJgeJqO4rtbiQZ1BielRT27zbwfsjhknGi3IqRPZOClguhrr265YlRq4LZ7obTI0OjVCBep2IdRUSdBku5VtRQ5X2gqBppRi0qba6oCugFVqxapQJnapyABJyXlciGZR2hgrL9u8bjYKHZ97rHI3Ciwor+GfENLH1RhB9PVUGp8C59kZNiQOLZB8G0xlOVYzGA3BrB/mhpQMeKUNf/GYvT7/o3290oszgASEg2ahGvO1d1RPuUzc7aiUTRI9hvMHAtQ7vLA61KAVkI6NQaqJQK3/uFEKixu5Fm0kGpgN9NaiSCQdE4Cq2htSHHDUjH5p/aP2AWbES8EAJmuxsOtwenKm24sGcyzs9Kws78ikZHzrfkAXGdUbBrQwhvECspTo2TFVZ8uq8YOZdHb3u2uddauLMx6v6m6g2kcbmxeX+JXzvSpFfhTI0DmSF+i+Fc+60V2G+OaOv4o5ZrjTownIFRjbUf66YjzajFN/nlEALQqJSwuWQIAUgKQKOU4PIIWBxuZCZoYXHIKKq2AZAgwbuGsMPlgUcIKCUJGpUCbo8M+9k0lFmcvqC1JEkhf7fB7oeKq204UOjG7uMVuKBnMpINWr88hLr2asuTr4+WwS17R8O7PTJUSgWS4tRQKRQY3bsL6ygi6vAYPG8lDVXeTrcHX/x8BnqNEmN6d0GmNjoCenV7yON1Kph0alTbnMgrNcOkV6PC6vSrWDtzwzJUUPbr/DKs33MKXU065KYbEafR42SFFWUWJw4Vm2HQqvy+w3KLE4eKa1BucaBfuhHdzi59sb+wGkqFBKVCavFTlWMxgNwawX6OKGqaUL+TMzVOFFbZAVQiN80IvUaJCqsTVTYXUoxa9E411rvpbO1gWWsFvGOxE4k6lsZ+g3XXMjxjdmDDj6fx3fFKVFicSI3XwC17A+d6jRI5KXEoqnb4Bb0iEQyKZPCrIaHWhoxUwCxwRLxercCpShvO1DhR43AjTu39LRwrtzQ6cj7c+p/OCTzv5RYH8kosKLc64Za9waxS82kMy0rAJbmpkU5uUM291kLNxrA63Dh6xgKjVoUh3RN8+weWU063jFKzAyad2te2tTrdyCutwYlyK1KMGmQlG8JOT13NCey3lmjs+KOWaWn5Hu7AqMbaj7Xp0KsV2FlQAbPdBYUEON0yPAJQSoAsBAS893pOj4wahwcAUG33IDNBB6vTgyMlNWdD6ALegDqgUUlwywI/FZmhVtScDVpr0CfNiGSDpt7vNtT9UNcEPbK7xOHoGQuOlNTggp7nZrg1dO0pFBL6d43H+j2nYLa70MWgQUKcGjanB0fPWBCvU6NfRnyr1lEc+EJE0YjB81YSqvIWQuBoqRUKCZCAs1OdBDRKBfqkGnCk1BKRgF5txXq8zAq3LONYmRVujwy3LGB3yVBKbuSVWpAU5z91vDM2LEM1QoxaFdxuGWa7C6lGje8mIClOgyS9Gha7/3cohMCRkhrU2N1I0KuRGGTpi8wEHZIMGhwttTTrqcqxGEBurWB/SxrQna2R1tDv5LweicDxSkAAJytssLk8kAAkx2nQN93bUA/UmsGy1gp4x2InUltasWIFXnjhBRQVFWHYsGFYvnw5LrzwwpD7v//++3jiiSdw7Ngx5Obm4rnnnsM111zTjimOfeH+Bn3lUQaQkaCD/uvj2HqoBCcrbDBoVUiN1yIzQYcyi6teILU1g0HhloORDH41JtjakJEMmNWOiH/n7Dm1uTwwaFXolWJAZoIOhVV2rP7fMdw5pmfIkfPh1v91RUudJsvemXj5ZywAgJwUA7onxbVLWuqe93KLA3tOVMLm9MCoU0GtVMHh9qC4yo7/++oorE4PBnQ1+XVKRcN3JwsBk16FvNIaDO2WAIXCf0ZKQ9da4GyMIyU1OFPjnUEmBLB+9yn8eKIK/bvG4/ODJb5ySq/W4eujZSiqtsMjC7g8wtdWHdotAYWVduw7XX32ewk/PbXCWWaprTqLorXjj5qvJeV7YwOjMkxadE3QwaRTw+3x4Jv8MuwvrMKvL+yBi3un1HvOwJkaB8osDlRanZAAqJQKCAHAI+ARgAKARwZkIUOWgVKzA7IQkCCh3OKE7I2Xe+Pm8H62RwiY7TI8QkCjlJAYp4HLI1BqtsNsdyE3zQgBwOURqLI6cbCoGpVWJ348WYk4jXed9Lqj1PukxaPc4kRBmRXdk+KQZtI2eu3JssDBQu9a6akGDSpsLlTbXFAqFMhJMUClVOBQkRlX9Etr8uj+YDjwhYiiFVsHrSRU5W22u1FudUKrVuCM2YFdBRVQKSWoFAokx2mQkaBt1oinlt4Ynaq04fsTFSgxexvHRp0aap0KNQ5v5S87BAqrbDDb42HSn2tgdqSGZbjfYaigrNnuRoXN2wNfYXXBbHfDpPc+5CXJoMXpShvKahy+1812NyosDkgQ6BJi6YsKqwu3X9wTCklq1rmNhSmpdb/3OLUSG/c2vD58uMH+5jagj5SYsXFvEfaeqoLF5YZBrcKQbgmYOCQDfdLioyYI0Zoa+52kxmtwoLAaqUYdhCSgVymRbNCgtMaJ7klxbRYsa62Adyx2IrWl9957D3PnzsWqVaswatQoLFu2DBMmTMChQ4eQlpZWb//t27fj1ltvxdKlS/HLX/4S77zzDq6//nrs3r0bgwcPjkAOYk/tb7CsxokMkxYOtwwhvDexuWnGkL/BPmnxePyXA3HFgDRsOVCMwio7lJIEQAoaSG1pMKi2fDtQVI1d+eUoNTvg8MgN3qxGMvjVHA19R0IIlFTbYXfJqLa5IMui1dOdk2JEslGDHl3i0C1RD61K6QtmCCF8v4V7x/bG74OMnG/O8mXREHg4UmLGO18fx9f55ai0OSEJIEGvxqBuCfjFoHQMyDC1aX1ae94tDjfySiywOT1IrvMsAadbhkcGfjpdjRc3HcLAriYkxWmAsw/1i/R3V3sOz9Q4cKLcisJKOwZ3M6Froj7sa612Nsb2vDN459vjkCRvB4ZBq4bV6cbeU5XY9FMRTHq1b6m2apsLFqcHGSYtLA4P8kprkBTnXWdZoVBgcDcTvj9eiR9PVaF3qrFZ135Dyyw1p7MoXNHc8UfN09w6sLGBURUW78M7S80O2JweWF3eUeJCAAVnLLh6SFdMHJzhe55ZYaUNhZV2OD0epMZ7l2n1yN6lV5QS4BGALAC7W/alwe7yQK9RIkGnhtnhgcPtQe9UA1QKBTxCQAHgTI0DZ2q8cQRZ9obUtSoFPGoFTlXZUFRlhxACSqUCiz7cD4NWhXKLC6VmOxLj1N7namlVyEzUI9WoRVKcGudnJ2F3QQXKLQ5Yne5Gr73ae4bcNCMMGhUKq22wOb1p72rSw+J043CxGbsKymHSq+vVXU2pkzjwhYiiWexHQKNEqMrb6ZFhdbpRc/bhGmkaJYxaFVweGSVmO6rsTnQxaJs04qk5N0aBAcAqmxPHy63weAS6GM/dTMRrVUjUq1FhdaHK6oTD4wHgzU9Halg25TsMFZR1emS4ZRkJejWqbC44Pd4Gkbdn34hquwtlNQ5UWJ2I03qXvqiwuZBi1KB3qiHk0hc2lwf9M0zNyle0T0kN/N49ssCJchv6Z9RfCqSpwf7mNKCPlJix7LPD+LnYDI8sfK/nl1lwsNiMX53XrUnTNoHoGfHXkIZ+J+UWBw4Vm1FhdaFfhgndzy4tdLi4pt5yLq0ZLGvNgHcsdCK1p5deegkzZszAnXfeCQBYtWoVNmzYgDfffBOPPvpovf1feeUVTJw4EfPmzQMAPP3009i8eTNee+01rFq1ql3T3pBovtZqO6grLE4cK7PALcu+TvPeaYYGf4MKhYRLc1MxpndKo/mrDQbtPVWFDJOASxa+9VABNFhn15bH35+owM/FZrg9Al0TdOiXEQ+dWtngzWqkgl/NESpgVm5x4kiJGQVlVsTrVHj3m+PYmV/R6oHSU5U2HC21oHeqsV7dFKw8akmZFC2Bh9q69YcTlVBIElKNWthdbpyusuFYmRVfHTmDQZkmnJeV1GaB6drz/u2xMpRZHDDqzp17q8ON05V2qJQS0gw6eISAzenBroJiAMAFPZOQk2KM6EMHa89hZqIeKUYN9p2uxvfHK3GmxokUo7ZJ19oPJ6ogBDCsu/+zjDJMAj+erIJKea5cqW3bxqs0Z5e7cfoGgQBA10Q9ztQ40auLEZVWV7Ov/VDLLLVlGR5rHX+xPGOsvern5naINDQwqshsh0eWUWH1QK3UwebywOURgBBQKoBquws7j5XjYJEZafFaVFpdKLM4UGK2Q5Ik31KoFTYXZCEQjARAIXnXP9dqlFAqgDMWGacr7chK1kOnVqLG4UaV3Q29RgWjVgmVUkJZjQMuj0CFzQm3R/atq65Ve0eyHy+3QaNUwCMLVNvcsLlk2CttOFJSgy5GDbqa9MhI0GJgVxNuHdUjaLA7UO09g92lwMFCs2/pK5VCgdMVdiQZ1DhSUoM/f5EHrVrpd68EIOw6iQNfiCjaMXjeSkJV3mqlBIvDDbvLO+Il/uw2rUoJjcH7BG0IIE6tDOs4zbkxChYo1qoUqLa5/EbhAN4buWSDFhanBzaXB5VWJ5LiNGE1LCMdyAj3gS82pwd/2xH+dxgqKKtRKqBSKGBzeqBSKKCp84C3ZIMG/dKNOCgAm8uDY2cscHsEUgwa9EuPr/eQFqB1RvVH85TUYL/dUxXWs8FawKBV11sSpCnB/qY2oGVZ4J2vj+OHE5XQqBSI16mhPvsgH7PdhV3HKnC42IxeKUZkJoZ/rTU0ij2S6l4H1TYXtEpFvd+JEAJ5JRbU2N1I1KuRVGdpId9yLgAqLE4UV8utGixrzYB3tHcitSen04nvvvsO8+fP972mUCgwbtw47NixI+h7duzYgblz5/q9NmHCBHzwwQchj+NwOOBwOHz/rq6ublnCGxEto2tDOVBYjZ+LzFArJcTr1VArz3Wamx0uDOmWAIfb0+BvMNgSJMH26d81Hpt+KsKPJyuhVnnbF/Fa72izHslxQevsus88qbA4oVYokBSnRJXNhb2nqjA8K7HBEfJAZIJfzREsYGZzebC7oAKVNpd3JF6PpEY7DJqrvcqjlgYeWqsNJ8sCG/cW4ediMzQqBboYNLC7ZFRY3ZAkCSqFgMPtQbnFib2nKps8qyjcNNae9/2FVaiyuaBVKyELAefZh7UCQLcEPXQaJSosDhRW26FRKQAhUFTtQPekuHYP2oQ6h1nJBnRL1OPHU1XISTHizjE9w17+pqG61SULaFQK1NjdvgB5bdvW5ZGhVipQ43D7BocA3nZkilGLuy7pCakJsyRDnbv27sCOlY6/WJ4x1p71c3M7REKVy3a327uEikdAIQE1difcMmDQKABI3lHoTg8MWiV+OFEJvVqJMX1SoFEpcFhrRo3Dg+PlNiToVNAqJTjcAnXG5kCCd/1zlVIBjyzD4xEoqXJApZSQYtSgxuGB2e6BQuGB2+O9PjNMOrg8Mkx6NX4uMqPa7oao83kKSUa1TYbVJUMWgAUeqBXeUe5ql4TEODWcbgG7y4OiahtOVFjxi4HpGJmdHNaDUQ0aFZxuGbuPV8DtEb6lr1weGScrrNhf6IJWpcSw7olIM+l890qnKm3QqRRh10kc+EJE0a5ZEbRY7glvK6Eqb4vDDadbQKFQ1Fs/3EuC8D1fu2HNuTEKFWw/VFQNm9MDs9JVL9CoUytg1CihlCTYXTKOnbE02rCMdCAj3Ae+aJUKnKlxAhJ8U1Qb+w5DBWXjdSok6dU4WmZBTorBbxkWIQRsLhmThmRg8rBMWF0e6NVK/OeH09h/uhpCiDaZLhqtU1JD/XYT4zRI0KtRY3f7TQ2u1ZRgf1Mb0CcqrPg6vxwKSUKXOp1IWpUEdZwaZTVOWBwuXNQr2RdgbuxaW/bZYRwqqobD7W3AKiTg6JkaHCw2Y8643IjdlB0pMWPjPm9Q3+p0Q69W+R4OOjwrATUOD5weGQ63B2U1dgASkoMsLZSbbkSFxRn2aJWmCCfAVFRlR15pTaM369HcidTezpw5A4/Hg/T0dL/X09PTcfDgwaDvKSoqCrp/UVFRyOMsXboUixcvbnmCwxAto2tDkWWBXccq4JYFkg0aaFXezvHaTvPysw+U7pEU1+Lf4JESMz4/WAKTTg2VQkKNww2HW0ah3Y7UeC2u7J9W77uoWx5nmHQ4VmZFvF4NjdK7PEy5xYn9p6swpFsitCoFfjhRiW+PlSExTlPvuotE8Ks56gbMjpSY8VNhNcx2N3JSDGcfuubt0A5Wvrc0qNyU8qglx2pJ4KE123CnKm3Ye6oKHln48ltuccLlkaFXK+FRKeBwyaiyujC0WwKKzY6wAtPNSWOftHjcemEPHDtjhcXhhtUJyLL3d5tp0iFO6137XBYSauxuxOvVAITfaOv2DNo0dA4VCgV6p3pHe9fuG87vpKG6VaNUQKNSwOH2+ALk8ToVkuM0KDHbYdCq/AaH1G1HNmXt+kjfIwSKhY6/9pgx1had3pGon5vTIRKsXC63OPHjyWpYHO6zj+oUsLtl6DVK7xIsCkCplOBweVBQZoNCklB7merVSpj0GmhUbhRVO1BsdkCpkHwjz9VKQJzrg4JHCGjVSmhUCrg9AhanGw6395kYgzPjEa/XwOHyYN+pKgDeeqLEbIbTI0OtlKCQvHW5UwasLhkKAJC8gXkhANfZY7llAY8MqFUSbE7Zdy3X/tLDuTa7mnRwuGRUWF3okXTuWQeasx0AdpcHJp0K6SYdFHWe5fXDyUqUmp0Y1SsprDqpPTuao/naJ4oFkiRh/fr1uP766yOdlHbV5Lu2WO4Jb2vBKm+7y4MuRg1UCgk2lwdKpQS10juio8buhlGnQheDBraza6k1pKk3Rg0F23PT4vFzcQ1sThllFifidSq/dMVpVeibocfvxvZuNEgW6UBGYw986WrSITfdiDiNHsXV3u/QpFehwur0GwEe6gapoaCsSqU4G7Twjs4JDNZOGJyBHl0MvmNMHJyBwip7m00XjdYpqaF+u/E6FboYtDhVaUV5nfXhgeYF+5vSgM4/Y0GlzYlUo7b+aCyPgID3YV2VdjcSG/md1I5i33WsHI466xkCgBmA+Vg53v3mOBZMGtju371vaZoiMzxCwPskIgluj4DTI+N4ufXslG0Bp0tGhc2FjAQdeqfWX0rH23D1jn5p7tJCoTQWYCqstOFYmQXvfnMcSqXU4M13tHYidWTz58/3G61eXV2NrKysVj9OLEzrPVVpQ6nZjq4JOlTZXNCoFL50SpIEg1aJwko7RmQnteg3WPe7OK9HIoDah5LLUCskFFXbgz7Eq2557HDL3oeFK4AzZjdsLu+6q8XVduSVWKBSejvRfy42Iys5DilGbVhBr2i8Oa0NmO0qKMefv8hDF4MWGQF1UmD57nB7ggYWfjEoDXq1Kqz8hVse2VxurNyW1+wAY0ue+9GabTiL0w2Ly3sMtVKC0y3D5vKcvQ4AJSRIEHDJMlyyCCswHSqNe09V4ediMyYN6xpyDfUxvVNwzeAM7CwoR7dEPSwOD/afrkK8TgUhhDdorlPB4nBDfbYDyRIw2rq9ZiuFcw6PlNTgza+Oodoe3rrsDdWt8ToV4rUqFNrdUCvOlVG90wyotjtRVG1H9yQ99BoFzHZXWO3Ils72bC/R3PHXXjPGWrvTO5L1c1M7RALL5QqrC3tOVHofhCl5g84Szgaf7W7YlRI0SoV35LjCW0YkxnmfHeD0yOhi0ECnVuB0pQsaCYBaiXSTFm6PjMIqGxSSAl2TdCi3uuDyyDBoVFCejQ1YHW54BOCAgNXpxM5j5bigVxf07GI4W19bYHe64ZIFdCoFrC7P2cA8cPbpot6WvQAkhff/lTi3zrpLlqEQEtyyjMQ479KhFVYXtuedwSf7ihq9Ngur7dCqFb5lXY1nYwa+ZWXUKqjO/rv2Hk6SJCTFaXC4pAYeOdgZqF+utsfAl2jryCNqlCwDVScAZw2gMQIJWUCdh3W3haKiIixZsgQbNmzAqVOnkJaWhuHDh2POnDm46qqr2vTY4Vi3bh1WrVqF7777DuXl5fj+++8xfPjwdjl2k0ufWO0Jby+BlXe1zYV3v/E+pKewyrv+dY3DDZVCgTSTDhkmLQAprIqgqTdGDQXbTXo1eiTH4USFDSadCjaXDIvDDaVCgdR4LVRKBc7vkYx0k67BwH6kAxmNPfDFbHch1ajx3bBqVErEaZRwuWXklVrqzQYIdYMUKig7OqcL+mWcG93e2GiH9pguGo1TUkP9dmtv0qrsTpTVOH3rw7ck2N+UBrQkAAEBIYT34WHC+3AftyzOzQ4IMi0k8HdyosKKL34uRY3DA7VSglal8I4KEYDDLaPG4cG2Q6W4/WIrsut0prQ1WRZ455uzS9P4lo/wdpKV1ThQaXWdnVbvHV0nKbxjbbzrv9fPeFuO2G4owFRWY8fOYxXQa5TITNT5HnYW6uY7nE6kcQPSoy641xZSUlKgVCpRXFzs93pxcTEyMjKCvicjI6NJ+wOAVquFVlt/OarWFgvTei1ONxweGf0yTNh7qgrlFqfvZtPbQe2BSilhZM/kFv3mgn0XdR/wrVBIQb+LuuWxEG54zgZwa2fLuDwCbo9Ajey9oVdIwBmzE0qFdHbt5YaDXtF8c6pQSDDp1dCqlUgz1f8NAefK9wOF1fji59L6HfNHy7DppyKkxmuhUSkazV845VG/jHj8bXtBiwKMzQk8tEUbzqBRwaD2HsPlEfAIb0e0UvLe7HmEgIAE9dkRzY0FpkOl0eWRUWV1oqDcioNF1RjY1YQ+afH1zoNCIWHikAwUVtu916JWCcXZ4Jfz7KjSnBQDDhSZvesaQ0AZsBRfe81WCqcT+US5FZIE9E41hvU7aahuBYA4jQqp8VoUVTugUEjQa5RQKxVIMmihPDtrtqDMGlY7MvDab85sT2q/GWOt3ekd6fq5KR0idcvln4vNKDU7YHW4YdQqUSopIHD2OVZn9/fIAjbZA6VCgQSNEjh7/+BXVpxtNiuUCgh41yJXKRVQKb2zzzQqBZSSBFnhHTludbpRbXNDBqCSAM/Zzyi3OPHl4TOwOr3xAgmAxemBUgIsHhkuGXBL/g+3FrVpFefSXPug0kS9Gjq1Ei6PwHlZiTDoVMgvteCzn0rCKvstTjc0KgVGZCcj/4zFF8twuWUoFRKSDWrIwrscV+1z0gDApFNDgneN+KSAZTmB+uVqWw98ifRgP6ImKz0EHPgPcOYw4LYDKh2QkgsMmAyk9muTQx47dgxjxoxBYmIiXnjhBQwZMgQulwuffvopZs6cGbIOak8WiwWXXHIJpk6dihkzZrTrsZvUCozVnvC62mM0VN3KW5YFduZXYN/pKozMTvQtj6BRKmDUKnGk1BJ2RdDUG6OGgu2SJKFvRjxKaxyI06rQJ00PpUKCRxYw292+h5K88tnhBm9+I91QauiBLxU2F7oYNKiwuvzXclR6A5uBD0ECGr5Baigoe0W/tLB/V+0xXTTapqQ29NtNNmjRLz0eB4UZNqcnrGWCGhNOAzonxYCEODXOmJ1QSIDNJUMWAgpJ8o2Wi9OokBTX+LWWV1qDErPde+OpPjfKVCkBerUCHuFBqdm75Eiw4HlblUsnK6z4+mgZlBLQpc4Ie41SAXF2xIpKAfRNi4dCKUGvUuJkhQXHyr0PF7qg57nOpbYesR0qwGR1uPFtfgUA4MKeyTDpvQ3wxm6+G+pE6pcRj80/RWdwr7VpNBqMGDECW7Zs8U2tk2UZW7ZswaxZs4K+Z/To0diyZQvmzJnje23z5s0YPXp0O6S4YbGwnn1teadTKzA8KxFHSmr8Os4TDd7nCQxo4eyN5n4Xdctjo1YJj0fA7pJh0ilRbXfD5ZF9d98SvOWYQgGUmB04esaCS/uk4EipJeh1Fws3p+G0pTRKBXYdqwgSsBWosDpRWuNdo/aiXl1gc3lC5q+2bHfLAlcPzsCe45U4esbiVx6NG5COzT+1PIDdnMBDU9pw3RL1YdVT3RL1GNItAfllFpjtLhg1Sigkyds5De+SBwqFhDSTd2mwGoe7wcB0sDSWWxzYc6ISNqcHiXFqeGQBlVIKeR4Cl+2RAFRaXcjuEoc+aUYkxWlQVO194B+EQHqC3rdsWXvOVmroHMqyjH2nqqFWKTC0W4Jv6YTGfieNdd706BKHK/un1RsEMjqnC8YNSPcuQRlG2yTYtd+c2Z7Uflq70zsW6ue6asuFf+w8if2nq6FUALLwPhdMAFArJNjdHnhk72Abndq7zKpSAiRJ4Ey1AxmJehi1SpjtbtjdMjITdai0umB1elDjcEGnUiI5TgO37H0osUalgMclUGlzweY6NyRbAFArFQAEtCrvM4l+PFmFSYO7osziwJkah7c8kACF8K6jLgU8jFSSABmA4uznCXg7v1VK7/19RoIOJr0aNY7aTnMbuiXpGy3767ZpLuiZBLPdjdIaB/JLLaiwOFFq9qbtYJEZSoXC9/wqpQJI0KtRYXWiR3Jco3VSW86ejvRgP6ImKz0EfL0KsJYBCd0AtQFwWYDCH4GqU8BF97ZJAP2+++6DJEn49ttvYTCci1kMGjQId911V8j3PfLII1i/fj1OnjyJjIwMTJs2DU8++STUam87+4cffsCcOXOwa9cu71Kwubn485//jJEjR6KgoACzZs3CV199BafTiZ49e+KFF14Iucz3bbfdBsAb6G9vTQqex2pPeK1IjIaqWxEcKbWga4IOiXFq2JweHCm1NKkiaOqNUWM3iHq1En3T45GTYsCZGiesTu8NTGaiDiVm78OTGrv5jXRDKdTxnR4ZbllGgl6NKpvLby3HpDgNSqrtkCThNy03nBukUEHZpk7/bI/potE0JbWx3653ffhM/HJYV9hcnnYJ9ndPikO/jHhs+qkYQhaI06qgUyng8ghU21zwCO/6/3XX/a5Nb+DvpKzGCbcsEFdneYZakiRBrZBgdcsoq3HWS0dzyqVwg+1Hz1hQZXWhS7y3IetweeAR3lGlVqcHWqUEs92NfaeroVN7O5Z0agX0aiUKyqzonhSHNJO23Zb9CRbwdssCKqUCF3QzoYvR/yavsZvvYJ1INpe7xSM8Y83cuXMxffp0jBw5EhdeeCGWLVsGi8Xim0F2++23o1u3bli6dCkA4P7778fYsWPx4osvYtKkSVi7di127dqFv/zlL5HMBoDYWM++bnmXm2b03WzWXU5laPfEFgfimvtd1E1ferzWuwySWgmLU4b97APHlGcn3SgU3rpEq1LA4ZFxssIGs90d9LqLlZvTcNpSWcl6lJ5tA9XtQDxSUgO7y4MMkxYWh/fBcSZ98PwFK9tzUg341fndkBqv9ZXdrTUIoTmBh3DbcAcKq/HhntNh1VO1I70PFpvxw4lKVHpkqJQSbA63dxVhSUKqQet7X2PtrsA01j7Y2ub0INmggQBQYXVCo1IiN0HfYIdqbX1woKgaG34ohMPtfSimRwh0TdDiZIUVAJBh0sIjBGwOd7suedfQOcwrrfGOHO1xLnBeK5y6sLEZiU0ZBBIo1LXf3NmenV17zRhrbbFQPwfqkxaP68/LxM8lZmSYdHDLMpweGdU2F2ThDWhbnW64ZQGFpIBSIcHq9KDa7oF8dt3yXQWV6GLUeJdF0avh8ghkJurRPyMeWpUSLo+M709UorjaDpUEyGfb4bUU3tWiIEFAp1YiM0EPh9u7nIvV7UG8TuUbmOORAaHwQPYAAatEQhIAFN7yQJYFxNmZY3aXjGSDd8k1wFvmdk3QobjajrgQ56Lutdk3Ld6vTeOWBQrKrN5yWatCtc0Fk16FKpt36ZvhWYlIilOjqNqBi3K6wO7yhF0ntdXs6UgP9iNqEln2jji3lgGp/eF7uILWBKTGA6UHgYMfAV1yW3UJl/LycmzcuBFLlizxC5zXSkxMDPne+Ph4vPXWW8jMzMTevXsxY8YMxMfH4+GHHwYATJs2Deeddx5WrlwJpVKJPXv2+ALrM2fOhNPpxH//+18YDAb89NNPMBqNrZav1hQ9tVcdbTH9O5KjoVqrImjqjVE4N4jn90jCPZfmoPBsBRmnVuLDPadRWGUP6+Y30g2lUMfXKBVQKRTedcnrTKmTJAl90owotzhgtnvgdHuD7JFeE7yjC+e3O2FwersuaQIASXoN4nVqOF3ep9p7PDIEJOg0SsRJ3ofeHC6pQWaivsFlPwQEVAoJLrcMrUqJuu0yIQCX2xs0SzH6T1tsTrnU1GC7kACHS0Z5jdM3ul4I7wgYGd4HCUmS9wZAFgJmmwsqhQSoFCi3OHydau217E9gwLuoyo73dh5HZmLwxmxjN9+BM4FWbstr9eBeNK7vXNfNN9+M0tJSPPnkkygqKsLw4cOxceNGX8f28ePH/YIxF198Md555x08/vjjeOyxx5Cbm4sPPvggKp5TEgvr2Qcr7+K0SkhO701rF6O2VeqZ5n4X/p36NZCFQHqCFoWVdu8yLYBvJppWqfCuqyoBOpV3BGqFzYXuSfp6112s3JyGUx+N7JmMD74/5RdYMNvdqLA6YdSpoVZKsDqdvg74YGulByvb95+uRmGVHXeO6en7DlpzEEJT25vhtOEcbhkb9hbC6ZbDrqf6pMVjzrhcvPP1cXydXw6by9sRqlRIyErSY1hWItRKCYdLahptdwWm0Wx3o9zqXQpJkiQ43efaeY39zmrrg6zkOOSkGOp9T+MHpkPAOyq9NWbBNUeoc9grxQAh0Oy6sLEZiS0ZcBHq2m/JbM/OLFZnjMVC/RxMvE6N5DgN4jRKONwSlAoJXRP0qLS6YHN5oFYpINwyFArvso4eIdDt7G/d7ZFxutKGshoHHC4ZpW4nTHo1BmUmeDv3hHdGd4ZJC7vTjQqrC3aXB2qlN/itUUlQKSQIIeCSvfcMRq0ScVrvTLBjZywYkGFCQZkVZ2qcUEqAWqmESiHODhQ7lw+l0rvNIwQUAJweb5mbHq9Fv64mvzL3qgHpWL/7VFj37yGXuNF5O8ZqH3xq1CpRY3fjp8IqpBq16GLU4tejegBAk2IgbTF7OtKD/YiapOqEd6mWhG5AQHsakgSYugGlP3v3S8putcMeOXIEQgj079+/ye99/PHHff/fs2dPPPTQQ1i7dq0veH78+HHMmzfP99m5ubm+/Y8fP44pU6ZgyJAhAICcnJyWZKNNNam1Eqs94eGMhvp0XzHUwxRtNuq1tSqCptwY+Vd2NYjXqfyWZuli9N6wqFQKX4P5RLkVR89Ywr75jXRDKdTx43UqJOnVOFpmQU6KwW/0cFKcGmnxOqSZALdHjtgNUmcTbWuxn6q0odLmwsU5yThdacfpKhucbhkalQLdEvTomqhDtd2NHskGnKlxNLjsh/vs6DWbywOb0w2NWgnl2WnqTpcHMoB0k8436gNo3ijNpgbbe6UYoFcpcarSXmctdglOt4BLdvtGmJrtbtQ4PFBI3mVn5LNrJM64LAeJcZp2DwjXvYk3aFTQq1Wt0kHXFsG9aF7fua5Zs2aFvOnetm1bvdduuukm3HTTTW2cqqaL1ociB2qP8q4l38W56eonUFBmhdXhQZxaiRqFC3qNChqlAjUOl3cdVQlnH/F49sFkskBJtR1219nRebJ37dVYujlt7PxoVUpsVBX5lTtOj/fhqmqdCi6PXG9d7Nr8mR0ubD1QGnbZ3tqDEJrS3mysDXe60g6HS4ZK4UHf9PgmdTj2SYvH478ciBMVVuSfseB0pQ35Zyw4Y3ag2uaCwyWHdT0EprF2ZqFaee6Bn2kmna+dF+7vLNT3BCDinaHB0iYLgVc+O9yi30lbzUgMde23dLZnZxaLM8ZipX4OFDgbS6VQQKWUkJmog8PlQbnVhRSjBgICJdVO6NQKXNo3FR7ZOwumzOJAlc0FWQgk6NUY1t0bOC+3OPy2GzQqGLUq6DRKeDwyXB4nFJJ32LksvMucKCQJLo/3WlEqpLMPGVchMU6NMosTssDZJSYB1dl7eu+SL0D3xDhoNUo4XB5U2lzQKJUY0t0Eg0ZVr8zNSTHixxNVYd+/B1vixuFWoHtyHFKMGpwxO1FudcIjZJRUOzAyOxk3jezuK9ubGgNp7bIq0oP9iJrEWeNd41wdYlChJg4wn/bu14pEwFJQTfHee+/h1VdfRV5eHmpqauB2u2EynVuecu7cubj77rvx9ttvY9y4cbjpppvQu3dvAMDs2bPx+9//Hps2bcK4ceMwZcoUDB06tMX5aQtNKiFitSe8sYCJXq3Ahr2n8ePJSu/05TYKfrRWRdCUG6M+afG4sn8a3vrfMew/XQWXxxvk69nF4Fep1WrqzW+kG0oNHV+lUsCkU0Ol8D4BPHCNx+kXZ0OvVkXtaNFwRfuo17qiaS322t96ot77QBuVQgGh8v4XAHRqJRxuGdefl4l4nbrBZT8sDhcOFdfA5pLhkb0PH63z+B4YtSqM7ZuK7knnrv+mBnKbE2zvlqBHYpwap6ts3vx5Px2Ad73EWlqVdyqqLLwPJXJ5ZMSpFchM0KNHO88GCNSaHXStHdyLhfWdO6Jo64gLpb2eb9Hc76JPWjwentAfgISfCquQbtTiiyNn4HLL0KgkqN0K2F0ydGoFlArA4pChUipwosKK4moH4nUqvPvNcezMr8CEwekxd3Pa0PmRZVGv3KkdRetyy6hx+AdsgXP5q7G7m1S2t8UghHDbmw21oU5X2uCRBVweGfG6+rNBw+lwVCgkZHcx+GaVNae9EphGo1YFhVT3gZ8q9E49Vyc25XcW6nuKhmn7gWkL9pusFelAdKhrn7M9my9WZ4zFSv1cV90ypqjaAYNGicqzs4wsTg8S4zTo2cWAA4XV0CglZCTovQ/DlCQk9dT4ZiWV1jjQxaBBmcW7FOqhYjNq7G4AElKMWqSbtNh3uhrxWhUMRu/7vEtHSVCrlNCpFL4yt8ziRHZyHDJMOpSaHQAkdE/So8zs9A7aOduG12sUyE6O8y6/6vLA4vJArVRgUGYCpl/c0285pji1EgKAzeXBqUobfjEorUn374FL3OjVSsSfnQHUs4t3YJ7N5UFxtR3XDc+sN6AvkuVqpAf7ETWJxuh9OKjL4l2qJZDT6t2uad2lTXJzc73PL2jiQ0F37NiBadOmYfHixZgwYQISEhKwdu1avPjii759Fi1ahF//+tfYsGEDPvnkEyxcuBBr167Fr371K9x9992YMGECNmzYgE2bNmHp0qV48cUX8Yc//KFV89camnwHE4s94Q0FTMotDhwqNqPc4kTf9Hh0T4qLieBHuJXQkRIzPj9YAoNWiYtykqFUKOCRZZjtbnx+sOTsw5LO5a85N7+RbiiFOv7onC7olxFf7yFI0dyAa6pYGfVaV6QbULUMGhWcbhm7j1fA7REw6VVQKxVweWSU1jhQbnUiKzkO8Tp1o8t+mPQaXJqbgs8OlMDl8cCoUUGG9+GjWpUSfTPi8etRPZq11mxtILc5o6YLq+1IMmiQbtKh2u46G9T3zrio+wkeASjPjiwVQkCSALcAaqJghGhrdtC1ZnAvVtZ37qiiqSOuIe1R3rXku1CpFJh6QXes/p8bZTUOpMVrcaLChhq72/tgNIW3G7DG7oZbAFqFhNOVdiQZ1Di/RxJ0aqWvvTR9dM+Yuzlt6Dkm9csdBQwaJU5W2pBq1KB3qiHoA5WNWlVMDUII1oZyuGU43DJcHhnHyiyosDpxssKOPmlG38PgguWlMc29HgIf+AnUfeBnvC9N0fo7aw2R/p00pKHAFGd7Nl+szhiLlfq5rrplzPcnvPcBpWYHuibq0Dc9HjanBxU27wj0umW/JEkw6dWI03rXNv/l0Ez8XGzGx3sLUW5xIlGvRrLRu964SiHhVIUNdpcHBo0Wo3unYOexcrg8MrRKhbftLQsUmx1IitNgxmU5+LmoBjuOnoHL40GKUYsUgwY1Dg9cHg9sThlZyXqcn52E/DNWXNU/DQadCl0MGpyflQSVytu5kpUchyMlZvznh8J694vBHhbc0LVZd4mbwI4yk14NSQKS4jRB29iRFM3lJ1E9CVlASq734aCp8f5LtwgBVJ8CMod592tFycnJmDBhAlasWIHZs2fXW/e8srIy6Lrn27dvR3Z2NhYsWOB7raCgoN5+ffv2Rd++ffHAAw/g1ltvxerVq/GrX/0KAJCVlYV7770X9957L+bPn4833nijYwTPY7EnPFTApPahQzV2NxL1aiTFaaBUSB0m+FE3uFN3ui3gzXvQkarN7JmNdEOpoeO35CFI0YyjXlumq0kHh0tGhdWFHkl6X7mlVSmhjpNwvMKGdLeMriad7z0NBbC7GLW4uHcyDhaakRKvhQAQp1FiaLfEoJ0ZTQ3kNmfUtMXphkalwMW9uyD/jAUl1Q64ZBnus4ERnVoBl9s7ykWWBSRJglGnhlblXdrFO2Im8lqrg641R57EyvrOHVm0dMRFg5Z8F3WvL7csUGF1ocbuhkYpwahVeYOobhkKyfvwtJxUw9kgqnc0cm176bMDxU0eyRbNAssdh9uDJIMGblnApFdDrVQEHUWrVSljchBC4MM0VQoZJp0KFRYnlAoJpWY7ahxuDM9K9AWr23M2gV8aC6uxYW8hHC4P1Eqp04xmjvTvJJTGAlMdabYnhScW6+fAMmbXsQqUmu2otrng9gikGDTolx7vq/vqqi0LB3Q1oV9GPPaerELf9PizgWRve1MIgSSD1rtGusWJizNMMGiV2HO8EhVW7zM0dColBmTE444xvXDVgHT0SjHj52IzjpZaYFG5YdCqoFV7B/okG7XITTfB7pKhVysxKqdL0O+8sfvF6aN74lpNZljXZiyP4I7W8pOoHoUCGDAZqDrlfTioqZt3qRan1Rs4N3QB+v+yVR8WWmvFihUYM2YMLrzwQjz11FMYOnQo3G43Nm/ejJUrV+LAgQP13pObm4vjx49j7dq1uOCCC7BhwwasX7/et91ms2HevHm48cYb0atXL5w8eRI7d+7ElClTAABz5szB1Vdfjb59+6KiogJbt27FgAEDQqaxvLwcx48fx+nTpwEAhw4dAuBdLrytlwZvVms31nrCQxX0ZrsbZRbvVKhko9Zv+m1HCH40J7jTkp7ZSDeUGhpBFovnryEc9dpyhdV2aNUKJOrVqLC6YNSdG3leY3cjMU4DjUqBwmp72A9265qoh93lwdQLeiAjQdeitWYDG6DNGTVd+x6dWokLeibDbHfD6ZFRY3fhy8Nn4PbIiNMqkRavg0opQSlJ0KgUKKtxIE6jhFEbHcsrAK3TQdeaI09iaX1nosYEBk935pfjeJkVVpd3LfQkgxrHyqzokRSHjIA2Rd32xORhmR3q5jRYuWNzenzPvAiWv+YurxHpQQgKhYRuiXp8uOc0nB4ZfdO904FPVmhRYrYjKc5bV+aV1iApLgkA2j1Q4vfAz9T6D/yM1d9ZU0T6d9JQujrStU+dU90yZtyAdN91plcr8Z8fTmP/6eqzMzRDl+s/l5ihVEronhQHpcK/ruyTZkS13YWyGgcqzs5wTY7T4GCRGWqVAr86rxuuHZrpGzXeJy0eM6/og6c/+gl5pTVwur3Lp6WdfY5SUpwah0tqQpbD4dwvfnagGPeO7R1WGRLrI7ijtfwkqie1H3DRvcCB/3gfHmo+7V2qJXOYN3Ce2q9NDpuTk4Pdu3djyZIlePDBB1FYWIjU1FSMGDECK1euDPqea6+9Fg888ABmzZoFh8OBSZMm4YknnsCiRYsAAEqlEmVlZbj99ttRXFyMlJQU3HDDDVi8eDEAwOPxYObMmTh58iRMJhMmTpyIl19+OWQaP/zwQ9+qJwBwyy23AAAWLlzoO2ZbiZ7ISBsKVdBXWJ2osrmQcnY6VWCAOdaDH80N7rABHP046rXlakdlj8hORv4Z77T0GocbKoW3UZrdJQ7VNpff9RFOAFun9q6/2tj33tQGaHNGe9R9T26aESa9N80apQIJejVKaxwQ8K55rlZ5Ow7KLU6olArfkjXRpDU6wlqrfIu19Z2JGuMXNOif7ndzaba78NrWI0gz1a9zAP/2RP8MU4e6OQ1W7vRJC52/WB6EEKxt0TvNALPDhQqrCxqVAmdqHCissqHG4YlooKQzB0Ei/TsJpTOfE+p4Aq+ziYMzUFhlb7Rcb6h9mGzQoF+6EQeFd+3x2mWMLuubGrIN2jcjHk9MHoAVW/NQVuNA1wQdUuO1sLtkHC6pabAcbov7xViPE0Rr+UlUT2o/oEsuUHXC+3BQjdG7VEsbjDivq2vXrnjttdfw2muvhdwn8OGizz//PJ5//nm/12qfeanRaPDuu++G/Kzly5c3KX133HEH7rjjjia9p7V0mrv6YAW9WxZINmjRN91/DcdasR78aElwhw3g6MZRry13blS2Ahf0TPKNytYoFYjXqVDjcMPhkv2uj9aertiUBmhzAjKh3gMIqFUKGLUqpMdrYXfLsDjdUCoUSI3XQqVU4PweSVE57bI1tEb5FstTV4kaE3hzeaLc2qT2REe/OW0sf7EaXAjWtkg2aDE8KxF5JRacsThQbXOh3OLCiOykiOelo//OYhHPCXVU4ZbrjbUPbS4Zk4ZkYPKwTFhdnrDaoH3TTfjDlX18xy4os4ZVp7TV/SLjBETtRKEAkrIjnQo6Kzajws0UWNDHqZX4cM9p7C9sfApWLGppcIcN4OjFUa8tF2pUNhD6+miL6YpNaYA2JyAT6j2X9klBsdkBt0cgXqeCUiHBIwuY7W50MUb3tMvW0NLyLdanrhI1BTuLmi4Wgwuh2hbJBi2SempQWGVHucWB343Nwcjs5KjOCxFRawunXA+nfThhcAZ6dDE0cKTmHTtQW94vMk5ARJ1Np4us1ZuCNSQDhdWNT8GKRQzudFwMZLRcc6+PthhR2JQGaHMaz6Hec/RMjS8fVqcbWpUSQ7tH98jIaBKro0uJmortieaJteBCQ20LAKhxuDEiO5mBcyLqtMIp19uqfdjUOoX3i0RErafTBc8DdfTgR0fPX2fFQEbraO71EekRhc0JyARftzf2RkZGG36H1FmwPdHxsW1BRNQ6oqF9yDKdiKj1SCJwtfcoVF1djYSEBFRVVcFkMrXJMWRZdOjgR0fPX2d1pMTsC2Q43N6pd33SjAxkNBGvD4o27VHvtaVYTz+FxvKy42PbgqjpYr3ei/X0U2gs04nal91uR35+Pnr27Am9njM7Islms+HYsWPo1asXdDqd37am1nudfuR5rVibWttUHT1/nVU0jGroCHh9EBGFh+Vlx8e2BRFRx8Eynah9KZVKAIDT6WTwPMKcTieAc+ekJRg8J4pxDGQQERFRa2Lbgoio42CZTtR+VCoV4uLiUFpaCrVaDYVCEekkdUqyLKO0tBRxcXFQqVoe+mbwnIiIiIiIiIiIiKgFJElC165dkZ+fj4KCgkgnp1NTKBTo0aOH3wOTm4vBcyIiIiIiIiIiIqIW0mg0yM3N9S0bQpGh0WhabeQ/g+dERERERERERERErUChUNR7SCXFLi6+Q0REREREREREREQUgMFzIiIiIiIiIiIiIqIADJ4TEREREREREREREQWIiTXPhRAAgOrq6ginhIiIqO3V1ne19V+sYb1NRESdCettIiKi2NHUejsmgudmsxkAkJWVFeGUEBERtR+z2YyEhIRIJ6PJWG8TEVFnxHqbiIgodoRbb0siBrrHZVnG6dOnER8fD0mSIp2cNlFdXY2srCycOHECJpMp0slpV501750130DnzXtnzTfQefPe3HwLIWA2m5GZmQmFIvZWWKtbb5vN5g5x7jvKb5j5iC4dJR9Ax8kL8xFdYiUfHanebo377Vg5by3VGfLZGfIIdI58doY8AsxnR9KWeWxqvR0TI88VCgW6d+8e6WS0C5PJ1GF/+I3prHnvrPkGOm/eO2u+gc6b9+bkOxZHrtWqW2/X3oR3lHPPfEQX5iP6dJS8MB/RJRby0VHq7dYUC+etNXSGfHaGPAKdI5+dIY8A89mRtFUem1Jvx163OBERERERERERERFRG2PwnIiIiIiIiIiIiIgoAIPnUUKr1WLhwoXQarWRTkq766x576z5Bjpv3jtrvoHOm/fOmu+6Osp3wHxEF+Yj+nSUvDAf0aWj5KOz6SznrTPkszPkEegc+ewMeQSYz44kmvIYEw8MJSIiIiIiIiIiIiJqTxx5TkREREREREREREQUgMFzIiIiIiIiIiIiIqIADJ4TEREREREREREREQVg8JyIiIiIiIiIiIiIKACD5+1s5cqVGDp0KEwmE0wmE0aPHo1PPvnEt91ut2PmzJno0qULjEYjpkyZguLi4gimuG08++yzkCQJc+bM8b3WUfO+aNEiSJLk99e/f3/f9o6abwA4deoUfvOb36BLly7Q6/UYMmQIdu3a5dsuhMCTTz6Jrl27Qq/XY9y4cTh8+HAEU9w6evbsWe+cS5KEmTNnAui459zj8eCJJ55Ar169oNfr0bt3bzz99NOo+1zqjnrOzWYz5syZg+zsbOj1elx88cXYuXOnb3tHyfd///tfTJ48GZmZmZAkCR988IHf9mC/e0mS8MILL4T8zMbKyNa2dOlSXHDBBYiPj0daWhquv/56HDp0yG+f5lyjkTjHjeWlvLwcf/jDH9CvXz/o9Xr06NEDs2fPRlVVVYOfe8cdd9Q7JxMnToxYPgDg8ssvr5eme++9t8HPbe9z0lg+jh07FvIaef/990N+bnufj7Zoq0aqDGwoL7FyfTSWDyA2ro/G8hEr1wf56wxt/Y7avm2sTRdOnsrLyzFt2jSYTCYkJibit7/9LWpqatoxFw1rKI8ulwuPPPIIhgwZAoPBgMzMTNx+++04ffq032dEex6Bxs9lXffeey8kScKyZcv8Xo/2fIaTxwMHDuDaa69FQkICDAYDLrjgAhw/fty3PRbuwRvLZ01NDWbNmoXu3btDr9dj4MCBWLVqld8+0Z7P1roXO378OCZNmoS4uDikpaVh3rx5cLvdbZdwQe3qww8/FBs2bBA///yzOHTokHjssceEWq0W+/btE0IIce+994qsrCyxZcsWsWvXLnHRRReJiy++OMKpbl3ffvut6Nmzpxg6dKi4//77fa931LwvXLhQDBo0SBQWFvr+SktLfds7ar7Ly8tFdna2uOOOO8Q333wjjh49Kj799FNx5MgR3z7PPvusSEhIEB988IH44YcfxLXXXit69eolbDZbBFPeciUlJX7ne/PmzQKA2Lp1qxCi457zJUuWiC5duoiPPvpI5Ofni/fff18YjUbxyiuv+PbpqOd86tSpYuDAgeKLL74Qhw8fFgsXLhQmk0mcPHlSCNFx8v3xxx+LBQsWiHXr1gkAYv369X7b6/7uCwsLxZtvvikkSRJ5eXkhP7OxMrK1TZgwQaxevVrs27dP7NmzR1xzzTWiR48eoqamxrdPc67RSJzjxvKyd+9eccMNN4gPP/xQHDlyRGzZskXk5uaKKVOmNPi506dPFxMnTvQ7J+Xl5RHLhxBCjB07VsyYMcMvTVVVVQ1+bnufk8by4Xa7610jixcvFkajUZjN5pCf297noy3aqpEqAxvKS6xcH43lQ4jYuD4ay0esXB90Tmdp63fU9m1jbbpw8jRx4kQxbNgw8fXXX4svv/xS9OnTR9x6663tnJPQGspjZWWlGDdunHjvvffEwYMHxY4dO8SFF14oRowY4fcZ0Z5HIRo/l7XWrVsnhg0bJjIzM8XLL7/sty3a89lYHo8cOSKSk5PFvHnzxO7du8WRI0fEv//9b1FcXOzbJxbuwRvL54wZM0Tv3r3F1q1bRX5+vvjzn/8slEql+Pe//+3bJ9rz2Rr3Ym63WwwePFiMGzdOfP/99+Ljjz8WKSkpYv78+W2WbgbPo0BSUpL4v//7P1FZWSnUarV4//33fdsOHDggAIgdO3ZEMIWtx2w2i9zcXLF582YxduxYX/C8I+d94cKFYtiwYUG3deR8P/LII+KSSy4JuV2WZZGRkSFeeOEF32uVlZVCq9WKd999tz2S2G7uv/9+0bt3byHLcoc+55MmTRJ33XWX32s33HCDmDZtmhCi455zq9UqlEql+Oijj/xeP//888WCBQs6bL4bapzXuu6668SVV17Z4D4NlZHtoaSkRAAQX3zxhRCieeVytJzjwLwE849//ENoNBrhcrlC7jN9+nRx3XXXtUEKwxMsH3XbDOGIhnMSzvkYPnx4vXIzUKTPhxAta6tGw7moqzYvwcTC9VGrbj5i8fqo1dD5iJXro7PqLG39ztC+DWzThZOnn376SQAQO3fu9O3zySefCEmSxKlTp9ot7eEKp9367bffCgCioKBACBF7eRQidD5PnjwpunXrJvbt2yeys7P9guexls9gebz55pvFb37zm5DvicV78GD5HDRokHjqqaf8Xqu95xQiNvPZnHuxjz/+WCgUClFUVOTbZ+XKlcJkMgmHw9Em6eSyLRHk8Xiwdu1aWCwWjB49Gt999x1cLhfGjRvn26d///7o0aMHduzYEcGUtp6ZM2di0qRJfnkE0OHzfvjwYWRmZiInJwfTpk3zTR/qyPn+8MMPMXLkSNx0001IS0vDeeedhzfeeMO3PT8/H0VFRX55T0hIwKhRo2I+73U5nU78v//3/3DXXXdBkqQOfc4vvvhibNmyBT///DMA4IcffsBXX32Fq6++GkDHPedutxsejwc6nc7vdb1ej6+++qrD5rsxxcXF2LBhA3772982um+oMrI91C7RkJycDKB55XK0nOPAvITax2QyQaVSNfhZ27ZtQ1paGvr164ff//73KCsra9W0NiRUPtasWYOUlBQMHjwY8+fPh9VqDfkZ0XBOGjsf3333Hfbs2RPWNRKp89EabdVoOBdA/bwEEwvXR6h8xNr10dj5iIXro7PrLG39zti+DSdPO3bsQGJiIkaOHOnbZ9y4cVAoFPjmm2/aPc2toaqqCpIkITExEUDHyaMsy7jtttswb948DBo0qN72WM+nLMvYsGED+vbtiwkTJiAtLQ2jRo3yW/Kko9yDX3zxxfjwww9x6tQpCCGwdetW/Pzzzxg/fjyA2Mxnc+7FduzYgSFDhiA9Pd23z4QJE1BdXY39+/e3STobbhlSm9i7dy9Gjx4Nu90Oo9GI9evXY+DAgdizZw80Go2vsK6Vnp6OoqKiyCS2Fa1duxa7d+/2Wwe4VlFRUYfN+6hRo/DWW2+hX79+KCwsxOLFi3HppZdi3759HTrfR48excqVKzF37lw89thj2LlzJ2bPng2NRoPp06f78le3wKv9d6znva4PPvgAlZWVuOOOOwB07N/6o48+iurqavTv3x9KpRIejwdLlizBtGnTAKDDnvP4+HiMHj0aTz/9NAYMGID09HS8++672LFjB/r06dNh892Yv/3tb4iPj8cNN9zQ4H4NlZHx8fFtmkZZljFnzhyMGTMGgwcPBtC8azQaznGwvAQ6c+YMnn76adxzzz0NftbEiRNxww03oFevXsjLy8Njjz2Gq6++Gjt27IBSqWyL5PuEysevf/1rZGdnIzMzEz/++CMeeeQRHDp0COvWrQv6OZE+J+Gcj7/+9a8YMGAALr744gY/KxLnozXbqpE+F6HyEijar4+G8hFL10e45yOarw/y6ixt/c7Yvg0nT0VFRUhLS/PbrlKpkJycHJP5ttvteOSRR3DrrbfCZDIB6Dh5fO6556BSqTB79uyg22M9nyUlJaipqcGzzz6LZ555Bs899xw2btyIG264AVu3bsXYsWM7zD348uXLcc8996B79+5QqVRQKBR44403cNlllwGIvVhDc+/FioqKgpZPtdvaAoPnEdCvXz/s2bMHVVVV+Oc//4np06fjiy++iHSy2tSJEydw//33Y/PmzfVGZ3Z0taMSAGDo0KEYNWoUsrOz8Y9//AN6vT6CKWtbsixj5MiR+OMf/wgAOO+887Bv3z6sWrUK06dPj3Dq2s9f//pXXH311cjMzIx0UtrcP/7xD6xZswbvvPMOBg0ahD179mDOnDnIzMzs8Of87bffxl133YVu3bpBqVTi/PPPx6233orvvvsu0kmLmDfffBPTpk1rtMxvqIwMZ8RhS8ycORP79u3DV1991abHaQ+N5aW6uhqTJk3CwIEDsWjRogY/65ZbbvH9/5AhQzB06FD07t0b27Ztw1VXXdWaya4nVD7qBjSHDBmCrl274qqrrkJeXh569+7dpmlqjsbOh81mwzvvvIMnnnii0c+KxPnoSG3VUHmpG7CNheujoXzE0vURzvmI9uuDvDpLW78zt287C5fLhalTp0IIgZUrV0Y6Oa3qu+++wyuvvILdu3dDkqRIJ6dNyLIMALjuuuvwwAMPAACGDx+O7du3Y9WqVRg7dmwkk9eqli9fjq+//hoffvghsrOz8d///hczZ85EZmZmvdUdYkEs3Ytx2ZYI0Gg06NOnD0aMGIGlS5di2LBheOWVV5CRkQGn04nKykq//YuLi5GRkRGZxLaS7777DiUlJTj//POhUqmgUqnwxRdf4NVXX4VKpUJ6enqHzXugxMRE9O3bF0eOHOnQ57xr1671RhINGDDAtxxDbf4Cn5rcEfJeq6CgAJ999hnuvvtu32sd+ZzPmzcPjz76KG655RYMGTIEt912Gx5462UZDwABAABJREFU4AEsXboUQMc+571798YXX3yBmpoanDhxAt9++y1cLhdycnI6dL5D+fLLL3Ho0CG/33646paRbWnWrFn46KOPsHXrVnTv3t33enOu0Uif41B5qWU2mzFx4kTEx8dj/fr1UKvVTfr8nJwcpKSkROycBDNq1CgACJmmSJ6TcPLxz3/+E1arFbfffnuTP789zkdrtlUjfX2EykutWLk+GstHXdF8fYSTj2i/Psirs7T1O2P7Npw8ZWRkoKSkxG+72+1GeXl5TOW7NnBeUFCAzZs3+0adAx0jj19++SVKSkrQo0cPXxymoKAADz74IHr27Akg9vOZkpIClUrVaHkU6/fgNpsNjz32GF566SVMnjwZQ4cOxaxZs3DzzTfjT3/6E4DYymdL7sUyMjKClk+129oCg+dRQJZlOBwOjBgxAmq1Glu2bPFtO3ToEI4fPx5ybcZYcdVVV2Hv3r3Ys2eP72/kyJGYNm2a7/87at4D1dTUIC8vD127du3Q53zMmDE4dOiQ32s///wzsrOzAQC9evVCRkaGX96rq6vxzTffxHzea61evRppaWmYNGmS77WOfM6tVisUCv9qRalU+kYDdIZzbjAY0LVrV1RUVODTTz/Fdddd1ynyHeivf/0rRowYgWHDhjX5vXXLyLYghMCsWbOwfv16fP755+jVq5ff9uZco5E6x43lpTYd48ePh0ajwYcfftis2V8nT55EWVlZxM5JMHv27AGAkGmKxDlpSj7++te/4tprr0VqamqTj9PW5yOYlrRVo60MrM1LbTqi/foIpW4+AkXj9RFKsHzE2vXRWXWWtn5nbN+Gk6fRo0ejsrLSb5bl559/DlmWfR140a42cH748GF89tln6NKli9/2jpDH2267DT/++KNfHCYzMxPz5s3Dp59+CiD286nRaHDBBRc0WB51hHtwl8sFl8vVYHkUC/lsjXux0aNHY+/evX6dPrWdX8GWgmuthFM7evTRR8UXX3wh8vPzxY8//igeffRRIUmS2LRpkxBCiHvvvVf06NFDfP7552LXrl1i9OjRYvTo0RFOddsYO3asuP/++33/7qh5f/DBB8W2bdtEfn6++N///ifGjRsnUlJSRElJiRCi4+b722+/FSqVSixZskQcPnxYrFmzRsTFxYn/9//+n2+fZ599ViQmJop///vf4scffxTXXXed6NWrl7DZbBFMeevweDyiR48e4pFHHqm3raOe8+nTp4tu3bqJjz76SOTn54t169aJlJQU8fDDD/v26ajnfOPGjeKTTz4RR48eFZs2bRLDhg0To0aNEk6nUwjRcfJtNpvF999/L77//nsBQLz00kvi+++/FwUFBb59qqqqRFxcnFi5cmXQz7jyyivF8uXLff9urIxsbb///e9FQkKC2LZtmygsLPT9Wa1W3z7hXKP9+vUT69at8/07Eue4sbxUVVWJUaNGiSFDhogjR4747eN2u4PmxWw2i4ceekjs2LFD5Ofni88++0ycf/75Ijc3V9jt9ojk48iRI+Kpp54Su3btEvn5+eLf//63yMnJEZdddpnf50T6nITz2xJCiMOHDwtJksQnn3wS9HMifT5ao60a6XMRTl5i5fpoLB+xcn00lo9a0X590Dmdpa3fUdu3jbXpwsnTxIkTxXnnnSe++eYb8dVXX4nc3Fxx6623RipL9TSUR6fTKa699lrRvXt3sWfPHr86wOFw+D4j2vMoRHjt87qys7PFyy+/7PdatOezsTyuW7dOqNVq8Ze//EUcPnxYLF++XCiVSvHll1/6PiMW7sEby+fYsWPFoEGDxNatW8XRo0fF6tWrhU6nE6+//rrvM6I9n61xL+Z2u8XgwYPF+PHjxZ49e8TGjRtFamqqmD9/fpulm8HzdnbXXXeJ7OxsodFoRGpqqrjqqqv8Gow2m03cd999IikpScTFxYlf/epXorCwMIIpbjuBwfOOmvebb75ZdO3aVWg0GtGtWzdx8803iyNHjvi2d9R8CyHEf/7zHzF48GCh1WpF//79xV/+8he/7bIsiyeeeEKkp6cLrVYrrrrqKnHo0KEIpbZ1ffrppwJA0Px01HNeXV0t7r//ftGjRw+h0+lETk6OWLBggV8DtKOe8/fee0/k5OQIjUYjMjIyxMyZM0VlZaVve0fJ99atWwWAen/Tp0/37fPnP/9Z6PV6v/zXlZ2dLRYuXOj7d2NlZGsLln4AYvXq1b59wrlGA98TiXPcWF5CnS8AIj8/P2herFarGD9+vEhNTRVqtVpkZ2eLGTNmiKKioojl4/jx4+Kyyy4TycnJQqvVij59+oh58+aJqqqqep8TyXMSzm9LCCHmz58vsrKyhMfjCfk5kTwfrdFWjfS5CCcvsXJ9NJaPWLk+GstHrWi/PshfZ2jrd9T2bWNtunDyVFZWJm699VZhNBqFyWQSd955pzCbzRHITXAN5TE/Pz9kHbB161bfZ0R7HoUIr31eV7DgebTnM5w8/vWvfxV9+vQROp1ODBs2THzwwQd+nxEL9+CN5bOwsFDccccdIjMzU+h0OtGvXz/x4osvClmWfZ8R7flsrXuxY8eOiauvvlro9XqRkpIiHnzwQeFyudos3dLZxBMRERERERERERER0Vlc85yIiIiIiIiIiIiIKACD50REREREREREREREARg8JyIiIiIiIiIiIiIKwOA5EREREREREREREVEABs+JiIiIiIiIiIiIiAIweE5EREREREREREREFIDBcyIiIiIiIiIiIiKiAAyeExEREREREREREREFYPCciIiIiIiIiIiIiCgAg+dERERERERERERERAEYPCciIiIiIiIiIiIiCsDgORERERERERERERFRAAbPiYiIiIiIiIiIiIgCMHhORERERERERERERBSAwXMiIiIiIiIiIiIiogAMnhMRERERERERERERBWDwnIiIiIiIiIiIiIgoAIPnRM1w7NgxSJKEt956q1U/V5ZlDB48GEuWLGnVz41lkiRh0aJFvn+/9dZbkCQJx44di1iaWkvPnj1xxx13+P69ceNGGI1GlJaWRi5RRERhClYeX3755bj88ssjlqZIYJug/bBNQERERETtjcFzigm1N0e7du1q1+O+8847WLZsWbsd791338WJEycwa9asdjtmoO3bt2PRokWorKyst+2Pf/wjPvjgg3ZPU2Nef/31oEGLn376CYsWLYqZm+qJEyeiT58+WLp0aaSTQkSdyOuvvw5JkjBq1KhIJyWqsU3gj22CtsU2ARHFksDO87bqWK51xx13oGfPnm3y2eH49ttvodFoUFBQELE0RJOOPKBi27ZtkCQJ27Zt8712yy23YOrUqZFLFLU7Bs+JGhDqRjk7Oxs2mw233XZbqx7vhRdewC233IKEhIRW/dym2L59OxYvXhw1N8o2mw2PP/6479+33XYbbDYbsrOzfa81dKO8ePHimLlRBoDf/e53+POf/wyz2RzppBBRJ7FmzRr07NkT3377LY4cOdKiz9q0aRM2bdrUSimLLmwT+GOboO2xTUBEDYnUADMCFixYgFtvvdWv/mlvsdZZfPr0aSxatAh79uypt629Byi01COPPIJ//etf+OGHHyKdFGonDJ4TNYMkSdDpdFAqla32md9//z1++OGHTteDabfbIctyyO06nQ4qlcr3b6VSCZ1OB0mS2iN5QVksljb77ClTpsDhcOD9999vs2MQEdXKz8/H9u3b8dJLLyE1NRVr1qxp0edpNBpoNJpWSl1sYJug9bBN4I9tAiKKVW3VsRwN9uzZg88++wz33ntvRNMRTZ3FwTqzAwdUnD59GosXL+4QwfPzzjsPI0eOxIsvvhjppFA7YfCcOpRTp07hrrvuQnp6OrRaLQYNGoQ333zTb5/aaTfvvfceHnvsMWRkZMBgMODaa6/FiRMnfPtdfvnl2LBhAwoKCiBJEiRJ8k0NCzYN7Y477oDRaMSpU6dw/fXXw2g0IjU1FQ899BA8Hk+jaf/ggw+g0Whw2WWX+b1uNpsxZ84c9OzZE1qtFmlpafjFL36B3bt3++33zTff4JprrkFSUhIMBgOGDh2KV155xbf9xx9/xB133IGcnBzodDpkZGTgrrvuQllZmW+fRYsWYd68eQCAXr16+fJdm1+LxYK//e1vvtfrrs3ZlO9+7dq1ePzxx9GtWzfExcWhuro65PfS2PqmPXv2xP79+/HFF1/40nX55Zfjrbfewk033QQAuOKKK3zb6k63+uSTT3DppZfCYDAgPj4ekyZNwv79+/2OX3te8/LycM011yA+Ph7Tpk0D4F2PdtmyZRg0aBB0Oh3S09Pxu9/9DhUVFX6fIYTAM888g+7duyMuLg5XXHFFvePUSktLw9ChQ/Hvf/875HdCRNRa1qxZg6SkJEyaNAk33nhjyOD5/v37ceWVV0Kv16N79+545plnggY5A6fohlvn1nr//fcxYsQI6PV6pKSk4De/+Q1OnTrlt09T6ttwy2nAWyeMHTsW8fHxMJlMuOCCC/DOO+/48sU2AdsEbBMQEYWnLTqWo8Xq1avRo0cPXHTRRZFOSrtqqLM4WGd2pAdUyLIMu93eZp8/depUrFu3DjU1NW12DIoeDJ5Th1FcXIyLLroIn332GWbNmoVXXnkFffr0wW9/+9ugvZhLlizBhg0b8Mgjj2D27NnYvHkzxo0bB5vNBsA7FWv48OFISUnB22+/jbfffrvR3lCPx4MJEyagS5cu+NOf/oSxY8fixRdfxF/+8pdG0799+3YMHjwYarXa7/V7770XK1euxJQpU/D666/joYcegl6vx4EDB3z7bN68GZdddhl++ukn3H///XjxxRdxxRVX4KOPPvLb5+jRo7jzzjuxfPly3HLLLVi7di2uueYaCCEAADfccANuvfVWAMDLL7/sy3dqairefvttaLVaXHrppb7Xf/e73zXru3/66aexYcMGPPTQQ/jjH//Yokp12bJl6N69O/r37+9L14IFC3DZZZdh9uzZAIDHHnvMt23AgAEAgLfffhuTJk2C0WjEc889hyeeeAI//fQTLrnkknq99G63GxMmTEBaWhr+9Kc/YcqUKQC806nnzZuHMWPG4JVXXsGdd96JNWvWYMKECXC5XL73P/nkk3jiiScwbNgwvPDCC8jJycH48eNDNkBGjBiB7du3N/s7ISIK15o1a3DDDTdAo9Hg1ltvxeHDh7Fz506/fYqKinDFFVdgz549ePTRRzFnzhz8/e9/9wvGNqaxOhfwBkKnTp0KpVKJpUuXYsaMGVi3bh0uueSSesuGhFvfhltOv/XWW5g0aRLKy8sxf/58PPvssxg+fDg2btwIgG0CtgnOYZuAiKJZUzpv165dixEjRvg6jYcMGeJXty9atCjozJ5wHtbcFh3LjbFYLHjwwQeRlZUFrVaLfv364U9/+pOvXqtls9kwe/ZspKSkID4+Htdeey1OnTpVr4M2lA8++ABXXnllve9m165dmDBhAlJSUqDX69GrVy/cddddfvvIsoxXXnkFQ4YMgU6nQ2pqKiZOnOi39M7q1atx5ZVXIi0tDVqtFgMHDsTKlSv9PieSncXBNLbm+bZt23DBBRcAAO68805fut56660GBygAgMPhwMKFC9GnTx9otVpkZWXh4YcfhsPh8EuDJEmYNWsW1qxZg0GDBkGr1fraceF06gPAyZMncf3118NgMCAtLQ0PPPBAvePU+sUvfgGLxYLNmzeH/F6oAxFEMWD16tUCgNi5c2fIfX7729+Krl27ijNnzvi9fsstt4iEhARhtVqFEEJs3bpVABDdunUT1dXVvv3+8Y9/CADilVde8b02adIkkZ2dXe9Y+fn5AoBYvXq177Xp06cLAOKpp57y2/e8884TI0aMaDSP3bt3F1OmTKn3ekJCgpg5c2bI97ndbtGrVy+RnZ0tKioq/LbJsuz7/9r81/Xuu+8KAOK///2v77UXXnhBABD5+fn19jcYDGL69On1Xm/qd5+TkxM0PcEAEAsXLvT9u/a3UDd9gwYNEmPHjq333vfff18AEFu3bvV73Ww2i8TERDFjxgy/14uKikRCQoLf67Xn9dFHH/Xb98svvxQAxJo1a/xe37hxo9/rJSUlQqPRiEmTJvmdj8cee0wACPp9/vGPfxQARHFxcbCvhIioVezatUsAEJs3bxZCeOuM7t27i/vvv99vvzlz5ggA4ptvvvG9VlJSIhISEuqVx2PHjvUrj8Otc51Op0hLSxODBw8WNpvNt99HH30kAIgnn3zS91q49W245XRlZaWIj48Xo0aN8jt27XdSi20Cf2wTnMM2ARFFQrB75OnTpwudTicGDRok7rrrLrFy5UoxZcoUAUC8/vrrvv02bdokAIirrrpKrFixQqxYsULMmjVL3HTTTb59Fi5cKIKFjIKVvYH1f6i6MZy0hWP69Ol+dbIsy+LKK68UkiSJu+++W7z22mti8uTJAoCYM2eO33unTp0qAIjbbrtNrFixQkydOlUMGzasXh0TzMmTJwUA8eqrr/q9XlxcLJKSkkTfvn3FCy+8IN544w2xYMECMWDAAL/97rjjDgFAXH311WLZsmXiT3/6k7juuuvE8uXLfftccMEF4o477hAvv/yyWL58uRg/frwAIF577TXfPuvXrxfdu3cX/fv3F2+//bZ4++23xaZNm0ReXp6YPXu2ACAee+wx37aioiIhhBB///vfhSRJYuLEiWL58uXiueeeEz179hSJiYl+53P69OlCq9WK3r17i+nTp4tVq1aJv//97yG/l8Z+E0VFReKpp54SAMQ999zjS1deXp7YtGmTGD58uEhJSfG9vn79eiGEEB6PR4wfP17ExcWJOXPmiD//+c9i1qxZQqVSieuuu84vDQDEgAEDRGpqqli8eLFYsWKF+P7770VRUZHo3r27yMrKEk899ZRYuXKluPbaawUA8fLLL/veb7VaRd++fYVOpxMPP/ywWLZsmRgxYoQYOnRo0PaDy+USer1ePPjggyG/F+o4GDynmNBY8FyWZZGYmCjuueceUVpa6vdX+96vvvpKCHHuZm3+/Pn1PqNr165iwoQJvteac6NcUlLit+/s2bNFUlJSo3nU6/Xi7rvvrvd6dna2GDlypDh16lTQ9+3cubNewd8Ym80mSktLfflYtmyZb1tTb5Sb890vXrw47LS2xY3yunXrBADx+eef10vz+PHjRZ8+fXz71p7XgoICv8+YPXu2SEhIECUlJfU+w2g0+s7lO++8IwCIjRs3+r2/pKQk5I3yypUrBQCxf//+8L4kIqJmeOCBB0R6erpwu92+1x588MF6r/Xt21dcdNFF9d5/3333hR08b6zO3b59e8ib5/79+/sFnMOtb8Mtp2vritobtVDYJvDHNsE5bBMQUSSECp6H03l7//33C5PJ5FffB2qL4HlLOpbrCgyef/DBBwKAeOaZZ/z2u/HGG4UkSeLIkSNCCCG+++67oAH12qB2Y8Hzzz77TAAQ//nPf/xeX79+faOD/T7//HMBQMyePbvetsY6uCdMmCBycnL8XotEZ3Eo4fwmatsodX8TtUK1sd5++22hUCjEl19+6ff6qlWrBADxv//9z/caAKFQKOrVl+F26i9btkwAEP/4xz98+1gsFtGnT5+g36cQ3jby1VdfXe916ni4bAt1CKWlpaisrMRf/vIXpKam+v3deeedAICSkhK/9+Tm5vr9W5Ik9OnTp0UP1qidelVXUlJS0LVVgxEBU8oA4Pnnn8e+ffuQlZWFCy+8EIsWLcLRo0d92/Py8gAAgwcPbvCzy8vLcf/99yM9PR16vR6pqano1asXAKCqqiqs9AXTnO++9riRcvjwYQDAlVdeWS/NmzZtqpdelUqF7t271/uMqqoqpKWl1fuMmpoa32cUFBQAqP97S01NRVJSUtD01f4OIvkANCLq2DweD9auXYsrrrgC+fn5OHLkCI4cOYJRo0ahuLgYW7Zs8e1bUFBQrwwDgH79+oV9vMbq3NqyMthn9u/f37e9Vjj1bbjldLj1aFOxTcA2AdsERBQpgQ+zvPTSS/3qi8TExIgtOdFY2prj448/hlKp9C3RVevBBx+EEAKffPIJAPiW8bjvvvv89vvDH/4Q1nFqnw0SWGYnJiYCAD766CO/pbrq+te//gVJkrBw4cJ62+qW8Xq93vf/VVVVOHPmDMaOHYujR4+2qI7evHkzKisrceutt+LMmTO+P6VSiVGjRmHr1q313vP73/++2cdrDe+//z4GDBiA/v37+6X5yiuvBIB6aR47diwGDhzo+7cQAv/6178wefJkCCH8PmPChAmoqqryPTfm448/RteuXXHjjTf63h8XF4d77rknZPqSkpJw5syZ1swyRSlV47sQRb/ah5b95je/wfTp04PuM3To0DZPR0seiNKlS5egN9RTp07FpZdeivXr12PTpk144YUX8Nxzz2HdunW4+uqrw/78qVOnYvv27Zg3bx6GDx8Oo9EIWZYxceLEoA99C1dzvvu6DYJIqE3z22+/jYyMjHrbVSr/olGr1UKh8O9rlGUZaWlpIR+uFxgwaYra30FKSkqzP4OIqCGff/45CgsLsXbtWqxdu7be9jVr1mD8+PERSFl4wqlv27KcDgfbBGwT1GKbgIjaUzidt/fddx/+8Y9/4Oqrr0a3bt0wfvx4TJ06FRMnTox42pqjoKAAmZmZiI+P93u99tkWtZ2XBQUFUCgU9Tpu+/Tp06TjBXZwjx07FlOmTMHixYvx8ssv4/LLL8f111+PX//619BqtQC8HdyZmZlITk5u8LP/97//YeHChdixYwesVqvftqqqKiQkJDQprbXqdhYHYzKZ/P4drLO4vR0+fBgHDhwIWY821iFft1M/1DNn6nZw9+nTp15ndUODRYQQ7NzuJBg8pw4hNTUV8fHx8Hg8GDduXFjvqa08agkhcOTIEb+buvYsCPv374/8/Pyg27p27Yr77rsP9913H0pKSnD++edjyZIluPrqq9G7d28AwL59+0LmvaKiAlu2bMHixYvx5JNP+l4P/A6AhvMcbFtzvvvWFirNoV6v/c7S0tKanebevXvjs88+w5gxYxq88c/Ozgbg/a5zcnJ8r5eWloZsJObn5yMlJaXNAztE1HmtWbMGaWlpWLFiRb1t69atw/r167Fq1Sro9XpkZ2cHrS8OHToU9vEaq3Nry8pDhw7Vu6k7dOiQb3tThFtO161HG7p5Zpug8W1sE7BNQESRF07nbVpaGvbs2YNPP/0Un3zyCT755BOsXr0at99+O/72t78BCF1utuThni3pWI4GXbp0AYB6ZbYkSfjnP/+Jr7/+Gv/5z3/w6aef4q677sKLL76Ir7/+GkajMazPz8vLw1VXXYX+/fvjpZdeQlZWFjQaDT7++GO8/PLLrdLB3ZLO4vYmyzKGDBmCl156Kej2rKwsv38H1sFtPciyoqIi6OxM6ni4bAt1CEqlElOmTMG//vUv7Nu3r9720tLSeq/9/e9/h9ls9v37n//8JwoLC/1GbhkMhhZNjWqK0aNHY9++fX5Pc/Z4PPWOn5aWhszMTN9+559/Pnr16oVly5ahsrLSb9/aHvHaRkpgD/myZcvqpcNgMABAvc+q3Rb4enO++9YWLF21rwP18zJhwgSYTCb88Y9/DDqtLpw0T506FR6PB08//XS9bW6323fMcePGQa1WY/ny5X7ff7DvvtZ3332H0aNHN5oGIqLmsNlsWLduHX75y1/ixhtvrPc3a9YsmM1mfPjhhwCAa665Bl9//TW+/fZb32eUlpaGHGUbTGN17siRI5GWloZVq1b51YOffPIJDhw4gEmTJjU5n+GW0+PHj0d8fDyWLl0Ku93ut1/dcpttgvrb2CbwYpuAiGKRRqPB5MmT8frrryMvLw+/+93v8Pe//x1HjhwBcG5pksByM3AptWiQnZ2N06dP+7U1AODgwYO+7bX/lWW5Xgd1bZ4b079/fwAI2cF90UUXYcmSJdi1axfWrFmD/fv3+2b49e7dG6dPn0Z5eXnIz//Pf/4Dh8OBDz/8EL/73e9wzTXXYNy4cUE7ZlvaWRz4d/nll4dMV2toaoc84E1zeXk5rrrqqqBpbmwJwcBO/WB/aWlpALy/jby8vHrto1CDRdxuN06cOOGb3UAdG0eeU0x58803feuU1XX//ffj2WefxdatWzFq1CjMmDEDAwcORHl5OXbv3o3PPvusXiWVnJyMSy65BHfeeSeKi4uxbNky9OnTBzNmzPDtM2LECLz33nuYO3cuLrjgAhiNRkyePLlN8nbdddfh6aefxhdffOGbKm82m9G9e3fceOONGDZsGIxGIz777DPs3LkTL774IgBAoVBg5cqVmDx5MoYPH44777wTXbt2xcGDB7F//358+umnMJlMuOyyy/D888/D5XKhW7du2LRpU9BKf8SIEQCABQsW4JZbboFarcbkyZNhMBgwYsQIfPbZZ3jppZeQmZmJXr16YdSoUU3+7lvbiBEjsHLlSjzzzDPo06cP0tLScOWVV2L48OFQKpV47rnnUFVVBa1WiyuvvBJpaWlYuXIlbrvtNpx//vm45ZZbkJqaiuPHj2PDhg0YM2YMXnvttQaPOXbsWPzud7/D0qVLsWfPHowfPx5qtRqHDx/G+++/j1deeQU33ngjUlNT8dBDD2Hp0qX45S9/iWuuuQbff/89Pvnkk6BTsEtKSvDjjz9i5syZbfV1EVEn9+GHH8JsNuPaa68Nuv2iiy5Camoq1qxZg5tvvhkPP/ww3n77bUycOBH3338/DAYD/vKXvyA7Oxs//vhjWMdsrM5Vq9V47rnncOedd2Ls2LG49dZbUVxcjFdeeQU9e/bEAw880OR8hltOm0wmvPzyy7j77rtxwQUX4Ne//jWSkpLwww8/wGq1+kbgsU3ANkEobBMQUawpKyvzjaIGvPVH7Qjc2g7Z2mDrf//7X1+bwWKx+OrFaHLNNdfgL3/5C1577TXMnz/f9/rLL78MSZJ8nfUTJkzAggUL8Prrr+Pll1/27bd8+fKwjtOtWzdkZWVh165dfq9XVFQgMTHRLwg8fPhwAOe+zylTpmDFihVYvHgxXnnlFb/31y7/EayDu6qqCqtXr66XlpZ0Fl9xxRVQq9V+20tLS9t0llNjHfLBBihMnToVH3/8Md544416a4/bbDbIsuz73GBqO/Xfeecd7Nu3r94zYerm+ZprrsGmTZvwz3/+EzfddBMAwGq1hlzu5aeffoLdbsfFF18cOtPUcbTr40n/P3t3HiZXWaYN/D6n9qre93Sns3c2yAKJCTGgMkaDMCiKoyIfIA4waFAhKphhFzAIChHIEEURHUdgZMRhhAlgJKNA2BICCWTfOknva1XXvpzvj6eWruqq7qru6u6qzv27rhBS61un6pznfZ93IxqmyO7Nqf4cP35c0zRNa21t1dasWaPV19drBoNBq6mp0T75yU9qv/jFL6Kv9corr2gAtCeffFJbt26dVlVVpVksFu2CCy7Qjh07Fve+fX192le/+lWtpKREAxDdATrV7uE2m21A2VPtUp7MwoULtX/+53+O/tvr9Wrf//73tUWLFmmFhYWazWbTFi1apP3bv/3bgOe++uqr2qc+9ano4xYuXKg9/PDD0ftPnDihff7zn9dKSkq04uJi7Z/+6Z+0pqampLuK33XXXVpdXZ2mqmrcrtl79+7VPvaxj2kWi0UDoF1xxRXR52Ry7P/whz+kdTw0TRtQvmQ7ebe0tGgXXHCBVlhYqAGI29X7scce02bMmKHpdLoBu2S/8sor2urVq7Xi4mLNbDZrM2fO1L72ta9p77zzTvQxqb7XiF/84hfakiVLNIvFohUWFmoLFizQbrzxRq2pqSn6mGAwqN15553apEmTNIvFon3iE5/Qdu/erU2dOjXuGGqapj366KOa1WrV7HZ72seIiCgTF154oWY2mzWn05nyMV/72tc0g8GgdXR0aJqmae+//7728Y9/XDObzVpdXZ121113ab/61a8GXI8//vGPx12DM4m5mqZpTz/9tHbGGWdoJpNJKysr0y699FLtxIkTcY/JNN6mc53WNE177rnntI9+9KOaxWLRioqKtGXLlmlPPvlk9H7WCVgnYJ2AiHJJ5Br49ttvR29LN/5cdNFF2sc+9jHtjjvu0H75y19qt956q1ZSUqItXrxYCwaDmqZpms/n06ZMmaJVVFRoP/7xj7Wf/OQn2vz587UlS5YMGf9HKzb2f61IHNY0ubaee+65mqIo2jXXXKNt3LhR+9znPqcB0K6//vq451588cUaAO2yyy7TNm7cqH3pS1/SFi9erAHQ7rjjjiHf+7rrrtPq6uq0UCgUve3BBx/UGhoatBtvvFH7+c9/rv3kJz/R5syZoxUVFWmHDx+OPu6yyy7TAGif+cxntJ/97Gfagw8+qH3hC1+Ixui9e/dqRqNRW7BggfbII49o9957rzZz5kxt0aJFA475N7/5TU1RFO2uu+7SnnzySW3Lli2apmlac3OzptPptLPOOkt74okntCeffFJrbW3VNE3T/uM//kNTVVU7/fTTtbvvvlv7+c9/rt18883a4sWLtTVr1sQd38HiXaJk8TjxN+Hz+bSSkhJtzpw52i9/+UvtySefjB6b++67TwOg3XDDDdrvf/977bnnntM0Tb7X888/X1MURfvKV76iPfzww9qGDRu0a6+9VisrK4v77QOI+wwRLS0t2tSpUzWr1ap95zvf0X7+859r69ev1/7pn/5JKy0tjT7O6XRqs2bN0sxms3bTTTdpGzZs0JYsWaItXLhwQJ1B0zTtJz/5CWP0KYTJczrlDKexNlZ++9vfaoWFhVp3d/d4FyUnBAIBDYB21113jXdRxszixYsHVPCIiPJVLsfcXMc6QTzWCYiI4o0kef7MM89on/70p7WqqirNaDRqU6ZM0f7lX/5Fa25ujnve9u3bteXLl0cf88ADD6SVKB3r5LmmaZrD4dBuuOEGrba2VjMYDFpDQ4N2//33xyW5NU2SpGvWrNHKysq0goIC7aKLLtL27dunAdDuvffeId97x44dGgDt73//e9xtl1xyiTZlyhTNZDJpVVVV2j/+4z/GdcBqmsSy+++/X5s7d65mNBq1yspK7TOf+Yy2ffv26GOee+45beHChZrZbNamTZum/fjHP9Yef/zxnOosTpTOb0LTNO2///u/tfnz52t6vT7u95FqgIKmSdL9xz/+sXbaaadpJpNJKy0t1ZYsWaLdeeedWm9vb/RxqZLnmpZep76madqxY8e0z372s5rVatUqKiq073znO9rmzZuTJs+XL1+u/b//9//SPkaU3xRNS1jQh2iC27p1K84991z84Q9/wBe/+MXxLk6cUCiEhQsX4pJLLsHNN9883sUZdydOnEB9fT0effRRXHvtteNdnFG3efNmfPGLX8Thw4eja68REeWzXI65uY51gnisExAR0WjZuXMnzjjjDPzud7/DpZdeOuTjP/nJT6K2thb//u//Pgaly32/+tWvcNVVV+H48eOYPHnyeBdn1O3cuRNnnnkmduzYEV2ehyY2rnlOlENUVU26wdap6JlnnsFvf/tbKIqCc889d7yLMybOO+889PX1jXcxiIgoB7BOEMM6ARERZYvb7R6wAeeGDRugqio+9rGPpfUaP/rRj3DOOefg7rvvjm5Geiprbm6GoigoKysb76KMiXvvvRdf/OIXmTg/hTB5TkQ56cYbb4SiKPjVr3415C7aRERENHGxTkBEdGro6uqCz+dLeb9Opxvxppb33Xcftm/fjnPPPRd6vR7/+7//i//93//FNddcg/r6+rReY/ny5YOW81TR2tqKZ555Bps2bcKKFStgtVrHu0hj4qmnnhrvItAY47ItREREREREREQ0rj7xiU/g//7v/1LeP3XqVBw9enRE7/Hyyy/jzjvvxIcffoi+vj5MmTIFl112GW6++Wbo9RxfmomtW7fi/PPPx7Jly/DYY4+hoaFhvItENCqYPCciIiIiIiIionG1fft2dHd3p7zfYrFg5cqVY1giIiImz4mIiIiIiIiIiIiIBsiLOSmhUAhNTU0oLCyEoijjXRwiIqJRpWkaHA4HamtroarqeBcnY4zbRER0KmHcJiIiyh+Zxu28SJ43NTWlvXEDERHRRHH8+HFMnjx5vIuRMcZtIiI6FTFuExER5Y9043ZeJM8LCwsByIcqKioa59IQERGNLrvdjvr6+mj8yzeM20REdCph3CYiIsofmcbtvEieR6aOFRUVMZgTEdEpI1+nTjNuExHRqYhxm4iIKH+kG7fzb0E2IiIiIiIiIiIiIqJRxuQ5EREREREREREREVECJs+JiIiIiIiIiIiIiBIweU5ERERERERERERElIDJcyIiIiIiIiIiIiKiBEyeExEREREREREREREl0I93AYhySigE9B4HfH2AsQAorgdU9jERERGdslg3ICLKX7yGCx6HgQY7JjxeRNQPk+ckGByA9n3Anv8BOg4AAQ+gNwMVDcC8C4HKOeNdOiIiIhprrBsQEeUvXsMFj8NAgx0TgMeLmCOjOEyeE4MpIMfgjU2AqxMorgMMNsDvBJrfB3pPAmdde+ocCyIiImLdgIgon/EaLkZyHCZq8nCwY9LyAaAACAWH/7uZqMftVMIcGSVg8jwXjOfFlZUKOf57/keOQeVcQFHkdlMRUFkItO8F9v4ZKG9g0CMiIjoVsG5ARJS/xuIang8J0pEch4maPBzsmFQUAHufA6AAcy+MHZNMfjcT9biNhVw5p5gjoySYPM9Utk/o8by4smEoeo/L8S+uix2DCEUBiuqA9v3yuNKp41NGIiKiU0GuNJxYNyAiyl+jfQ1P1YafcwFgtI5/DIsY7nEYr+RhpnWA4dQZBjsmPru8ZuT/zSWx+9L53SQeN70V6GsBjrwKtO0FPvZdoGpeWofilJMrnQ7MkVEKTJ5nItsn9Hj3aLFhKHx98n0abMnvN1oBR5M8Lt/kShJipCbK5yAiotRypeEETOy6ARFRPgoGgBNvAc4OwFYBTF4G6FKkM0bzGp6qDX/sNWDv80BBNaA35caI4+Ech/FKHmZaBxhunSHxmGga4O0FAj7A54g9Lugb+NzBfjeJx83VCbTslr9DAaDzALB5HbB6PVDNBHqc1j3Aqz+Vc7uoDiibBQRc4zPSmzkySoHJ83RlO9E91HShpneBd34FLP8mUDJldBKFbBgKY4EEW79Tjn8in0vuNxZk9rrjnfDNpSTESEyUz0FERKmN94CCRKNVNyAioszt2wy8uQnoOgwE/YDOAJTNAJZfC8w5b+DjR7N9l6wNH/QBzk7A2S5lm3rO+CX/+hvOcRiP5GGmdYCR1Bn6H5OAD+jYH0twayHA1QWYCgGdceBzB/vd9D9urk7g5DuA3x1+LYN0qHQckCTxx77PdmxE2x7gxXVybAxWoK8NsJYDlbPlHBvrkd7MkVEKTJ6nY6je17Y9wLu/AxZ8CTAXSZIUGDxxmiooOTvkAu5okQtF70mg9ozBE4WpkrRDJW/ZMBTF9ZKMbX5fvs/+34emAfaTQO2i2PeajvFO+OZaEmK4JsrnoIltvDvKiPJdLk6RHY26ARERDTRUPWrfZuDl2wCvQ0acG6yA3yXthJdvk8ckJtBH6xqerA2vaZJMDniAwlrA2wf4+2TJj/Fe5iHVcdA0wNMjeYeaBZIQjxjr5GGmdYCR1hkix+Toa4C7SxLcxkIAQcDvkc+uBSWx3t9Qv5vIcdNbZcS53y1J4Ej5jDZ5fWdH/i37MVptnfZ9wN9+KueUtUxeO+gD+loBrx2YvHTsR3ozR0YpMHmejv5BEpBAE/ABeiMQ8MvJ3fKeJNGt5YClBIACuLtTJ06TBSVnR78eyvDJaLQNnihMlaStPh1o3T148pYNQ6Gqclx6T0qwLaoLr1XnkmNgKwfm/mP6AWK8E765mIQYjonyOWhiG++OMqJsGc9OoFycIpvtugER0alqsPgyVD0qGJAR514HUDINUCPtgULAUAD0HAXe+jkwa1X8Ei7DuYanEweTteG9vdJeiYww9jliidfxXuYh2XEIuIHWDwB7kxwzvRl4bUPsmI918jCdOkDbPuD4G4C5GPD0yvEcbp1BVYG5FwB7X5BRzuYSwNkK+JzhpVpUIBQEDm8FGlYDJlt6sd9YAOhMQOdBeazRCqBf+SIzJsby9zDcQZb9jVZbJ9LWd3ZIzstok+9Pb5Lj6AoPKq37CODwjN1I74mcI+OArxFh8jwdkSDp98SvWxXwyEVWZ5KTvKgWCHqldxwaMPWjkthLljhNDEqaJhcHv1suHAGvvIa5BCgpSd7jeuT/gO1PSBnKZ8lrRtZbe/8/5cJcNTd18jaXG4ZjsVlIf5Vz5LhEAoOjSb6f2kVyDNINDLmQ8M3FJMRwTJTPQRPXeHeUEWXLeHcC5eoU2WzVDfING1dElC2DxRdg6HqUq1OWarFVxBLnEaoCWCuAzkOyFvrUj8bf3/8a3r5f1pxWdLIcxOKvDlwGJJ04mCyxHPRJbkBnlP9X9UDQAzjb5DaDbWyTf4nX8PKG2HE48Y4M+AsF5JhXnQYYzPHHvLxhbJOHQ9UBAm6g5X3gtZ/JsQ94gO5jwJQVyZP76dQZDFagoAoI+YGe4/K3zghYygBzIeDulYGQ7XtkYORQsT8UAjoOAt2Hgc4jUma9BTD2yuBKg1U6gAqrZU38rkOj/3sYySDL/q8xWm2d/m19Z5t0LuhNcp8C6YxydspA1bEc6Z3LObKRGO+6/gTA5Hk6jAWSzD7+pgQaVS8nj6tdTnJVF05cu2W5FZ1Rbu/YLxd0c8nA9ZoSe7Q8PRIE/C6gr12S8EabBLfK2fGJwoAH+PA5+ePqkNcPeOVxlnIZDe91SFmN4YCXaomZ/sE004bhaE7fGYvNQhJVzpHjMZLPlAsJ31QVkMhmKH63rOXmsY/O+wPZ+W3kajKFCMiNjjLKvlxPGo5G+XKhEyiXp8hmo26QT5LVqcobgMlLJNEw0T8/EWXPoPHlhCTKhqpHlc2UdrXBmvw9jBZpDzs7kt9fOUdip7tX2tv+PinXu7+XBHr1vMziYLJRqTqj5AcCXnkNADi5U5b+UPXSpreWj00MG6xdvPJ64C93yIDAyjkyijty3Psf85U3jG3ycLA6gLMDOP6W5DasFUDhJMDRLAMaj78pCXRbRfxz0qkz+PrkezMVApZSyYuoOkBnlsStsQjoPgoU18oedJGleZN95vZ9wDu/Bg68JEuNBD3hHJFe3icyONJSAlTMln+Pdp0m1W/6aGSQZa18r+YSyRk1vTfwtz7abZ1IW79slpwffa3ynUTeR2eQfIX9JDD9nLEd6Z3O4IlcbzP0N951/Xw6VoNg8jwdRXVyYru7AVsV0NccHhkOGXUe8sv9zbvkRxgZle5sk0R4YU1sLbH+idNIUDrxttzmaJIEZyQIm4ti6z3VniGv2bobOPAXoLtRpoSZS+RC72iRx1XOkbW7rBVycnh75TGA/DtxiZn+wTTd3cuB0eu5GsvNQvpLPKEr540sCIxnwjdZBcTVIb89V6cEbC0IvP+0LD2U7Qtltn4buZxMoVNX5FrRcUA2di6u58yIiSLXR2QkTWrOkvUgh5vUzJVOoEymyI5HBVxVT43zOFmdyn4C2P0M8N7vgdJpgK0yt84Lognob3/7G+6//35s374dzc3NePbZZ3HRRRcN+pytW7di7dq1+OCDD1BfX49bbrkFX/va18akvEkNFV+adgCOVmDaysHrUaUzJInmd0miM5HPLfcnJlAj2vcBb/1ClnfxOqW9HGiSZUuOvSobN7Z9mH4cTDYq1RBecqL7iHxuU6G0+XRGyRn0npBlQPyurB3elJ/1jUfl/axlcr1W9bF28fzPyoam1fMGtq0S667Jkoc6k8TCKWdJHSQUyk78HWxd9o79koMpnynli5SzdLqM3u7YH7+ueLoj440F0h7ua5djFRnxHBHyy/fosUtOJlUdIHLMG9+Q9y6bJb+x7iPyfestAPyy9EvdEhno2L536PKNpK6T6twzFkqeytUl9ci+ttjAUGu5vFf/33qkvVNUKzmloC/c4VCcnbZOpK0fcEmngtcev/yR1ynH0FY5PiO9Bxs80b4P+PB/gOZ3ZRUIow2YdAYwPwfrRuNd18/19lUGmDxPh/2kfMnmEsB+XIKfzihJSITkgqMzAe5OWYNLZ5Lbg3652Eemm9WeGe61DSdOK+cAs1cD//djSX6Hwq+lN0hC3OuQTUf8LqDtA1nn7dg26QX19EqiW2eQ6WcGi1zQOg/KRdBSGF5zPbzeWmQ9dZ9THm8qAqDJhb5lt0whcvfEftDHXh98pPdIE9bJAgIwupuFpApC2TyhM0n4jlYCILEC4u6UKXp+d3gTDj9grZSZDm9sGvr7ynRNtGz1ak7k9cYoP/W/VvS1yvRMd48sj2VNaLRxZkR+Sbx26a1AXwtw9FWJJWd/VxqbQxnNGVkDkprHw0nNJ4ef1Ey18Zm3V+oPpkJZZzTbnUDJjlM6o9w6D0yYCviYSud3maxO5eoIT+8PAtDkN2Ep5dJURKPM6XRi0aJF+PrXv44vfOELQz7+yJEjuOCCC3DttdfiP/7jP7BlyxZcddVVmDRpElavXj0GJU5iqNm41lKgbW/4+pJEpB5VNkP+tO+TNc77L90S0uQ6VTVXBn71FwoBPY3A27+UpTe8TpnZHRlpHPDKCOZX7gGKJgPlM9IfDDEgseyR5GPvCUDzS51QNUhb3muXEd6qHnjtIeC0z0vcKq6X+Jat+kIoJKOfG98AoMhnjyRFKxokF7B/s7QHhxrk5bVLOzEUAE7/IgBNOhiOvSEdHu//J6B/LnvxN9UyGY4WyaFYSuQ9It+PogBVc6SN23UYKJkigxUzGRlfXC+/zZM75Bj1p2ny3RVUS94kVV0+Ejd7TwBQJAmvqlJedTbQfUhuL6iR3E7AK59vqPKNNDeR6tzz9so691pQBluaiwBzmeQG+lrl93L87dhv3dcnnS29JySv1D/RXjlbcmOp2jrp1Dvi2vpzgbql0hni6pTj73PK+5y9dvzqGskGT7TvA7be269+FNZ5SHJ2n/hBbtWNxnNlhPEe8Z5lTJ6n0v+EtzdJsrx6PnCkA1C08GYSkNHZBptcTIIB+RsKgPAIcmjhC1S3rFFeMkV6+apPk/do3S1raxVUh6f5+GIjaf0u6Rm0lgO9TUDlfEnW9LXKfaohNrXF1ycXd02T0cQ+Vzipb5T3bnpXEu56i/zdtB3QICe8t0d6EKd/XHpLA67UP+ihEtaJy8Iku1CmCgh1SzI7sTO5EAQ8qdf82v9i9k7odBO+Phfw6gOjkwCIq4DskYqHzynfsc8hlZHqBfK7GqqnMZPgne1ezYm63hjlp8TgbyqS36E9XGmcvDQ+gc6ZEfkj8drl7oztbxL0y/XPuQ44bz1QNUgCfbQ3VOp/bXV2SNJB0+RP0Buf1Fx2TayzfrBGeeJsKWdHrOESCki9AprUVUZaoY7Uq1p3SwO8r1XK3f84DTZFFphQFfAxk+7vMrFOpWlSh/K7pWMm6JXGNrSBSxEyDhNl1Wc+8xl85jOfSfvxmzZtwvTp0/HTn/4UADBv3jy8+uqrePDBB1Mmz71eL7xeb/TfdnuWl3McajauqViazN5eSToOeH64HmUpAZZfC7x8m4wet1bIUi0+d3j50kJg2b/Ez5iOXPea3gWadsp1TFEkFkZGGBvMMkit97jcX3168nKmGgyROCrV0wu8+jPA0y3rNHt6pA6hKDLQIngUaH4POPRXqUNaSqQtpjdlp75w5P9k2RBNk+MZWX89Mou9cm44yYvBB3kFvMB7/ykz6CMxw1IqSXMtGIu/vj6J5S27gCVfkzzCcGNBKCTv07BKBgr2tckx93uks6N++cBBKtYKub3xDam7+Pri6wzlDdIBkKoepKrA7M/IjH5nq+RjdAb5zrwOGZhYXCePTVWXj8RNa5l0VuiMsftMNqB4iiSftRDg6ZPfa/2ywZfGzUayMdW55/fK7xIaoIQHYCpqeINOo5S156j8XgD5HrqPDv6bStbWSbfekaytP/kj8vq9J4GCCuCc7w5e9x5rkU6qk9tlwKy5KHZcPHa5/Z0ngNX35E7dqP/vITJApv8sgtEa8DXeI95HQcbJ8wkxjWwoiSd8KCAX3+I6CR5Gm1wE+9okwEST5CF5fsiPuJ2VVT2gU6Xh4eoEdj8bflxQgrq1TC6+RbXSA+53SwJcZ5Rkp6JIhaBydnjd9SBQMEn+9jnl4m6wSkLd75QyOtvk9Vo/kNFzjha5OPrd0mMfCsSerwUkWB57FSiZKtNmUjWMBktYD7YsTORCOVhAaNklwSrVSOLEEzvdJVJadwMHXk4yhe09YO/z0ms6+SPZOaFTJXy9TpkVYLLJqO83fy6N0NFKAERGROz4nXxOVS8blxTUyHcSmdo4WE9jpsF7NHo1T9XN2ii3JAv+mibnU1+rXD879gP15bH7ODMif/S/dvWfqWMqlNFi3j65/28/BT72XYm3yWYwjcWGSpHfV2SDcWu5VIBd3YgmNU++Dby4TpaZS0xOJ5ah/2ypgE9mqEU+u84gdQRXF/DBs7JEzHA/Q6RedeId6dQNBiQmVM+XOkz/43T22uQz0159IDcr4Lm8jmMmv8vEOpW3NzZ9WkF4CrVDfidmLk1FlEu2bduGVatWxd22evVqXH/99Smfs379etx5552jV6ihZuMqemmDObtkdvVgM0wj15g3N8lIY1d49nXVXEmczzkv9tz+1z2jTQabaU55TUeTtI8j66frDZI49LukvVw8eWA5BxsM0X9UausH4YT8fMDzhjxeZwgvmdknsUJRpDx9zbIkVuEkYPrHBsbBTGNtKATse0Hid8nUWAzSmyTB5+qQ97OUy2zz3pPJB3m175Vrv84gxyKSJD+8VV571iflu+zf0d7WLcunzLtoeEtWJOZddCYZVDj1LMlpvPOEHJ9k9BagZiGw9GtSX4vE4M4D6Q1Sm/5xoOFTsc/ndUibuaAGqJgln3OwunwkbkZyC0Ff/PIv5iLJuZTPkrzLyu8A9WelriNkK9mY6twLeWNrsauqjIaPUBQ5nt7e8N55Iamz6Qzy24gM2Iz8ppztkmNY8E/xxyfT+nCyWRx6MzDjnNxs6/c0yqxURSffe+QU0pvk345m4Njf5XFl07L73sOtb0Z+D/YT8h1EBshEZhEU1Y7OgK9c2AswyzJOnk+IaWSDSXbC+/ok8dmyWy4WiioX8YLq2HQrg1VGbGuA/Cc8hSMYTqor4QuUapAkddO78mPtPChBLBgAdEHAXBpei80nzwsFpOFSPDm2hIu5WC5+0YS5S05YRScXcDV8YbOHE42R+yLrsUMfHqkWfg8o8rfXEetJrFua/AedKmGduCxMUa1UWJrek9Fxp38eqJova0MNtvZdX7u8h7l44HeTWHlJZ4kUnQnY+4L0AiZOYSuskQ4QnWHgc0dyQicGgY598rkUDUClrLsX8gNTV8bKPRoJgMo5wKIvSaKiqE4qdJE1yiKMVvkNdxwY2RI6wOit936qbdZGuSdZ8FeU2Pp8Hjtgb5EOMdXAmRG5IJMKZuTapbdKnPe7ZURT5FJpskkSuucYsDlJUnruBdIRm2xtycIaaWC++zvgk7cn30tkqLIOmtRUYknNoE+S/44W+U0W1clst8EaLZHZUk3vhTdSc8fWDtUgAwTKpsvfw41NkXqVsyN8jhilAe/pkbrQ5KXxHfYrbxgYc7uP5WYFPJfXccy0EZ5Ypwr6pM4YGUkXaXDrw//m0lSntlzuNDoFtbS0oLq6Ou626upq2O12uN1uWCwDk4/r1q3D2rVro/+22+2or89ih/9Qs3EdTcC0cyTupDPDdM55wKxVg+/RlXjd8/aGn69JDA24JVlfbJHyBP3SXg365D2L6gaWM93BEMYCaXe2fyjt6sJJ8ly/G4AqifqgT2KfapB/e3olFzDlo0DFHFk/+Z3HZaR9/yR4/8+X7LzrPS7tflOBtDHVfglcBVJfcLRJZ8Wc84EPnxt4zHtPSHksxbL3V/Q4aPIiqioz4AFpV0c62vUmGWRw/A35vJkk/1MlWnvCI8aXXSODB4ea0d0/IZ1J8lZVgaVflxHZkUF25iLp2HE0DV2Xj8TNSG6hrzWcKwrfH4mbAR8wbcXgiXMg/WRjzzHJLaW6/qY693Tm8P4B4bqeztzveELOD6NN6q+9x+W3WbtYcjn91yIP+qV+oAWBujNj7z3c5H8+tfU7D8hMkoJ+ifMIBTKjxNkuj8tm8nwk9c3ieumI2vfCwNHyjhb5Pc25IPsDvnJhL8Asyzh5PiGmkaWS6oQ3F0ui8+BfAF8vEAqv+ahpksBWddIYdIdHfqk6QOu/HltQTia9URLdOoM8prAGcJwE7M0S3Ps0OREUFTAYpfdPUQFbNVD/EdltXNHJxV3RSWCO/PF75ARQdUDdRySh0/weAEV+tFpQyqvqw4l0F2JLy+jkfr8rFmA6DkiD1uGJ/0EnS1j3HwVnKgqfJBYJFJ4eGSHQulvK33MMqDk9eUAomyUncMcB2RQk5I9NJwEGVl7SWSLFVCjTv5BkulFfqzzH44jfWDX6WUdwQkeCwJH/A7Y/Id9j+SwJND0nZLT/ye3SSREZBT4aCQBTUXh3d2vyDobeE0DXEWD7r8ONYvPwltABRneDz/HerC3fGon5Vt5clyr42yrkHG7fK8m9zkOycSNnRoyvTCuYkWtXX0v8SNuIoF/iuLtbGqeJSem2vfIbKZseu14mbtLcdVji0pmXxZdhqLKGQtKYDXhkNEtRncTWUCDW8RsdRWSUNUkD4amYvj6ZvWYqTj2bLDJbqm2vlNFahuja1pFpy5Vz5LWHE5v616uKamV0mrkoNk3dFR69Vr9i8PiXixXwkcw2GItrdKYjfhLrVDpjbCSdzhhe/7UmVicbiz1cKDflcqcRpc1kMsFkMg39wOFKZ/nFpV+Tx6Y7w1SnB6Z+NPV7Jl73TMXhpGabtJcjo8yDXkkieR3S/rOUyvIvI1kmsrhe6oDHXpNrZcgn18RI+1sLxtqhBktsDWxHiyyVYW+W/2/bK+2z2jMGzt5Odd5FllmzVcvs88go4eh3oZeyFE+W0dZFtQOPedk0aXv3r8sA4cF24QF+znZJsMZ1tIdk8FzxZImH6Xa0p5No3f+CDFBIdwnP4SRvK+cAK74ROx7O9vRnOfePmxUN4Q0vO6Qeqepl5p7eBJRMTu83lE5dp2Mf8OajgLs39fU31bkXyRXpDPKYoDd+qRqdQTptzEWxspQ3yF4D/dciV/Xymnqj/OYjRjLSOJtt/VGtkygJfyehDXF/prIyuzXcCRbXKYbwv5XwIM8sy3ZuKAfqmhknzzOVk9PIUhnshLdVysjp42+FlydplwuMpQyoWSwXI69DvkxToQSR/lNhAt5wT7AxfEFyyb+NRZLEDQVjAUjVSTLc45D3La2XC669SZ4T9ANqeG0wILa0jLVMEtSnfQ7Y8e/AjE9AGsFeCeSdh+T9lXB5dAYJhkr4PUNBIOiR8rs6pFyJP+hkCevIKDhjoTTUC6uljJFeaWuZ/BuaPK71A+nVTFy7zGST2+3hC73OKAHHVCg96aXT4gPPUJUya1n4wp9iCpujWY6zzhDbWLW/bKxZfHK7VJpqzwyvU9smf1urZQRex4H4HcIHSwAM54IxWAeDs13WiTNY5HHGguEvoTPUe+XzMhb51kjMt/Lmg8GCv60CUBfISIMlX5PR6EwcjZ/hVDAj166jr0qs6j/zKbJpVGR6o8EqjQVVF2uMHX8rnNieDPjb5P3a9sr5ZyqUP852GdXef5Pmoco6e7V0PLfvl86Zlt1A6XSguDac1PTHGv+F1QC08Br8Doltze/HYkzF7NSNlso5Mjusdbe8pqtLXr+wWp5nrZDPP5zkdP96ld8Tn/SPjIZzdko9wliQ+j1Gs3N2OEYytXqsrtGZdjgk1qkKJ0n9wNEi35m5WMqZuDTVaO7hQrlngm3+NVHU1NSgtbU17rbW1lYUFRUlHXU+ZtJdfnGko04jbaTm98KdteHlVxQFqFkgM499DkkCasHwEh19co0z2oApy4DZ5wP7nh/+MpGqCkxdIZ/Va5dEfygYHugWTm7rTYA33OZUwnkCv0vWZQekvatAytT/nAIGP+/mf1Y+S0mdfE5nR3jmefh6Hfmss8+TciYb6euxA3//ycCYEelIhSbX+MgeK5G4F52VZMpsEFi6idbTv5j+Ep7DTd4Od+Rz/7jp7IitK9/XFl6ZwALM/ASw5Mr0fkND1XV6T8ga5IoqcXaw62+yc09nknyW3xUe+NnVb6maKon19R+Rz957PFYWW4XUJSObyeuNMlDU0x1f78qFgQ6jXccqnym/f083oK8ZmO9w98j95TNH/l5Adpby6T0u5Zp6luyj2L8TpKAGKJokyz9me/ZmNnNDOZLfGPXkeU5OI0tlsBPe1SFfsM4oI6c9Djlp/B6gcz8wZYUk0Nv3ybpmEYoigTM6escgPcuhQHgDE5ecFJFpsQazJLYD4ZH3BZXA8n+RE+LD5ySYKuFEd8ATTraHR5OrBlk3zVws9xkLYgn80hkywlgLAlDDgTxcPoR7xCO7BUemgPeelPWm+v+gkyWs/e7wyHe/XBTLG+SHHemVhiaNcaNVLibevvj1gSN6T0iCwVYlHQwehwRoe5MskbNs9cCTY7BKWe2ZssN64hQ2DdJJoDdLuXyu+A0+gOwke5MF8EgFJOSPdVL0H/WeKgEw3AvGYGuwH3tNDsbUj8aSRcNdQmew98rnDT7zrZGYb+XNF+lMPa47E5j5yZz8fU/4vUoijWaPHXj/aWnAVM1Lv4IZuXa175VrrLdPYq2vL9wANsh122iVONk/XiiKxJimZuDQX2KbdGuh2MZkgfASL5VzJJ69+ztpDO56RmJAxVzAZ5clV3RGmbrd9A7wf/eFR7lPljrG8Tdl5LarQxpkrq7YJuGFk6Rztq9NGunGgtjU48hybLVnSPzw2gduolV9uqwbqjPE9lzpv8xXsmt+Oh26cZsUhWJJ/8iaoP2XnBksAZ5rnbPDbaCP5TV6OB0OkTrVO7+WziRne7iBpZMBElowvExVOKZXnSZL0THmnBom4OZfE8WKFSvwwgsvxN328ssvY8WKFeNUon7SSUz2H3Wa6WCh/m0kV6e0MT12YNIC6fy1VQLTzgaOvibxT1EkAWgtl1hfNi2WhK2cM7IkfvXpUv9wdUliMtK2Vg2xPdOU8Otp4fv8HklqFk6Sdq9qkPZySbGcU3v+LM8b7Lw7uV2OcfN7si9ay3vSqQ9NcgQ6I9DwSRl1nuyYA1IvSBYzIqP3e0/EkvGRTnANsQ58U7F8pnSTo5kkWqtPSy+5PZLk7XBHPifmImwVMqCmeLJ0VmSykepgdZ1QCGjeKd/lpDNirznUqPrE4+ZzheN2h3zeyABKr13KHmmrJytLJF8RWR8/sd413gMdxqKOVTIVmPZRYN/mgUvZeB1yrk5fKY/LhmysG95/FkHx1PhOkMh523kw+50a2coN5VB+Y9ST58Mx6tPIUkl1wmua/Ci9fTKauWqe/NAiP7ye4/JDsJZJcD72mjSeg8FwwNLLBQ8aEAKganJR1ZulUavq5P8ja3RHGr2F4Q1NDNbYiVPeIMn6gA+w1MSCmM8p/193ppQ98XOUTo2NiI8Ea2iSrA8FY6PqdCZJrPqcssNxsh90YpBwdUpj3VohvfuqPn491oBPbrOUxYJvX0LSOBSSgK8zyvp3kRHtkenn9iag7QOg4dPJy5MsoLbvGTiFze+OTaMPBWRUus4gJ2XVvOwme5MF8Oj0wVY5HiFHbNR7qgTASC8YyToYIqP/as+QSmV/cUvoHJTfVLqJiom0wWe+NRLzrbz5JM87hib0XiXJGs2FNYCrKrYkFpC6ghlppIcCwMJLpNOwfQ/gCIZHdhskUe13y79Lp8o1MBJTgn5ZjkwLxUat97VKnO09LqPfIps1B/2xTbVP7pD7zcXhNVE9/TbvKZPpuO4u2czaVCR/pqyQz9d1WEaW+VzyHHOxxIO+dokNik7u62mUeGgpk/K3fij//95/Svn7d8TOuSC2rmjR3FjdwtMTq+dMPSt2zU+3QzeuXtUv/kWmlEeXnDEMngDPtXPQa5ffm94s332y/UQSG+hjfY0eSYeD3yO/2er5UkfsbpTPc/gVWQu3/iOybm6ytf4ZcyauCbj5V67q6+vDwYMHo/8+cuQIdu7cibKyMkyZMgXr1q3DyZMn8dvf/hYAcO211+KRRx7BjTfeiK9//ev461//iv/8z//E888/Pz4fIFkCvP9vIhQa2Ikb2Xw7k8FCiW2koslyfe45Ls+v/4i0T8tnybXpyP9J8rpkqsSjqjnx7ZORLh1RXC/Lnja/B0xaJPuBdR+RJLOqD+9TZpa9zkKB8JIuutiSaf2Xx4qcU0075LVLpqQ+7zoOANNWArsPSp0E4ffThWfK6U0SyzsPpG6LpYoZiiK39xyTDnlVL4MCFDW2vFvF7HDbPYPkaKaJ1nS+m/FK3mZrze7B6jodB6TOVL9s4OsOdv1Ndtz6t9V9feG2+uKB50Km9a7xHOgwVnWsyDr5jjbZ38Bjl9kiGuRcqztTZhpkq96TjdH8iedF4lLFmZy3mRppbijH8hujnjzP2WlkyaQ64b29MpJNgQTgSECL/PD0ZqC3MfwadcC8f5Rp3D3HwqPODbLBJxRAF06U2ypiPbcaJAAVVsuFy1o+sBeo+yjQ8r68h98rwdfnlF5sgzV+3alUPYVl04G2/ZLoNoRH0unNsRHsBou8pt8ljehzvpv6B90/SHjt0hjvOSqbgDnbY8nZ/j3S5hIJrp5eeYy7K9YD2nlARp7VfyT2w+9/Yivq4BXyZIHBWBA/hc0evrCEQuHNZTT5/MW18h13H4mtw5qNZG+yAK4ocmy99nDHiV4utP1Hco107bZkEoO6vUmW9olMa0xksslvyWTLPFExkgpEDqxlFZVvjcR8K2++yeOOobHYq2RcJDaa9SZZnszVLQ3W/ntKAAMrmP0b6X63xFy9CdF1CgsnhWdB2aUOEPQBrgIZkRtZX9QfTmDbquRp3UcljkKVBKTfJdcxWwXQtB3RTbWtZVJH6Doq52fxZInnAa/c5rXLewf7LSkWmTZrLpKZa6XTpH7hDc+Ec3cBiMwqCwC+QHhmmFMa491H5f/1Bnk/vVXWeT/6qlznT/tCrJFksAycelwxS2I1MEiH7glg/uckfhgL5LoTrY/MjW2yG1nqzdsLWEtlhFz/EU/J5Mo52L5P6jyRjgy9ObY0TuT3lqyBnsk1OjJlerQa4anieKTO4e6K7zgvmykdKR375fv86Hdim40z5pw6cmFK/ininXfewbnnnhv9d2RG9hVXXIEnnngCzc3NaGxsjN4/ffp0PP/887jhhhvws5/9DJMnT8Yvf/nL8YnZQyXAU91ffTqw/8X0BwulaiNVL5BY2tcmbeep58QGT03/WHyMynY7o/91t69V4oLPKeeFu0virrUUcLXJIDtLmbQFNU3KZ7DElscCYtfsyIanyUTWwT7wl/DxNEJmmQfDy8cVSH0oFBi8zThYzHB2yH5YtkrZS8zRIu30/su7ZZocHY1E63gmb7O1Znequk7FDACh1G33TK6/6bbVM613jedAh7FsB1fOAc79gawK0bwzlpNL3KcgG7LRITTeszdHkhvKsfzGqCfPc3oaWaJUJ7y7SxoNtsr4gAbIDy7kl1HpRbXScKycJyNyeo7KyF1XpzRQ9SZp6BZOkoR3wCONaEUJry89WdYz9doBV3t41LVJgv/uZ+Ux1jKZyhXwyuh2nUGWkTGXxdadSvU5yhtkyRi/S4J3IDzCPLI5ROUc+UHbKoGz18pI7KGOV+RHqjNKY7p9b3jEuU5eO+CN75G2VcjrtmrhpPlBOeHLZ0oCvyjFSTucCnn/C0XtEuDQlvBa78bY5i2l04AZ/wB07JX/X/gluTBlozKV6kJlrZAKyLHX5ffQ1ybHaDhrtxXWygjGQ3+V9xqs3P2/r0jHwmAXYlslsOgrMhUw00RFYgUi1QiT/nJkLauofGsk5lt581E+7QY/AsPZq2TMN/pO1miOdALrzfL9JO4p0b+CGU28d0g8iKwH6OoMj+Yulb89vRLPLKUyDdvRIh3RkQ0UXZ3y2iVTwtOzFfmjAIAqrxH0y/XP75aYrrnlOQGP/HY0TeoOOmNsE3CfS+5LXFIMkHJqIRnVZquSMh58KfzeKqCGh8AoSnjDUQcQ8EsntMEqdRR3p6yh7uqU8nUckMbxsmtkZN6Bl6W8xgKgfIb8zu1NwBuPSl0mWYeuzStx7cR2OUaRJED16fH1kdozZBS8/aR0ZFvKYyOeyhsGjxXjfQ72/90U1Eg9TG+JLY1Tt1R+c8kaIuleo1t3A7v+kJ1YmE7Dt3+ntadXGiGJdQ5FkXOgcp7UWewnGXNOReM9Jf8U8olPfAKapqW8/4knnkj6nHfffXcUS5WGdPbySJYgb3oP2PsCYCkG6j6S3mChVG2kyGbuLbskZrfskvbzWHW0Jl53iyeH1x3vBaBIp3jBJJmFbrDKcmw+h9xW0RDf6e9zybUUSH3eeZ0y88wcbnNbygBFC++nppPXdrUDlacNnWQaKmaUN0gdYfsT0s4vmyUDrVINAhvMaCRac22W2nAlq+toGrB1ffauv+km+zOtd43XQIexrpNUzpGBpqNdH81G4jsXzovhdi7lWF0z4+R53k8jG0qqJS6sFUD1vPiA5uyQUTiOFmlkRqZb+fpkDdPieklqN78rO25XnS4NLL9LRhurBhkB5u6Vf5uLZQPHSGPW75KL1b7NkvQtmyHPNxbIciv6SeG12Jvk/WsXx06cVBeu+RdJo9seHlHm6ZXGeUGV9JjVnTG8C1v/92vfj+g652XT5b7I5qCaJmU97XOy5qvfGQ4IIWDrvdmtkPe/UPQ0yvEumSJl83skyV+7WB5XNFmOh6koe71WQ/XgTzlr6NEPQ63D37ZXRi9ue0TWhU+3gZ3uhXj6x+XPSAJDOknxHFrLKirfGon5Vt58lc3d4HPUcPYqGfONvpM1mvsvC2IsjN9Tov91ragOeG2DdHC7e2X0cCi8fEgwIDPEgl5ALQ7H/SrgxNvhjUN98RtuyzxN6WA32iS52HNUGpV6izw+6AO6wyOUvQ5JPrd+GB5NhvCybuFR73pLeM+TcALd3SUN7Ahvr8QqY0FsMzAgXI9QAOhldpkWlLgaEfDI61TMlsT5iXckFpsKpe7hDXc27PovWbKtbEZ4dLopNttO02T6uKNV9srov7Sau0umqfvd8jkLqiUxnrj5aSQOlE4DpiyXOFh9usSVzgPpbTw5XudgXIfNPIndJ96RxISxQJLnLbvksydb9i6da3TAK4Mlgr7sxcLBGr6J8dnvkTrFlLOSl7F/I4Ux59Qz3qPXKLcNOVt2D/DmJonPifuSFNVKfNElSU2kGl04WBvJViFLqba8D5x5mXQ2j2VHa+J112CVc6TrEABFBo0V10vH+Rsbgc4j0rHcv3zRc+pMiectu5Kfd50HJVleVCszu/WG2LrqgDze2QlUBOR4DZVkGipZOvNcea9I7OhrHn5ydDQSrbkyS22kkg1Ey5dR9eMx0GE86iRjUR/NVuI7X8+LHKtrZpw8z+tpZOkaEPBsMgqoZZdcnBRFkp8n34mtnV02VXYvbt8njdj+S4DUL5MRO2XTgdIpEvwjo9v0VsDoD4/MPSrvr7cA8Mc2/jz4srxGQVVsunNkcwKdSTYCnTpp4ImT6sKlhYATb8lnsJbJ6OWAe+QXtv7v17ob+OBZaQiqRvms/U/yeRfKBi0RoxUQIheKt38pFxxFCY+0nxybZgaMXq/VSC9UqS4Yrg5ptHvsMsqgvCE+UTFUAzvTC/FwA0M6SfHyhpxayyoq3xqJ+VZemlDGfKPvZI3m/stieXsl1vndANT465r9pFw/HS2SiIYmCfaAB9CcsjeJ4pfX6T0hjfCAR5LJznbp2A76wiPdw/uSuLvD068VmcZsb5JEZOSa5bEDOrck2IsnSwe5FpKkvQYZHQaEk97B8JqofmkUl06Pnc8Bn3z28hmS1AakvuG1h5PwgfCx0Mc25Yysraqoktg98XZ4Q++K6Ao1MNmkw6D3BNC5D5h6dmyz6Mja58FwotzZKjOS/K7YEnI+pxxHvVVuc3bIdxG5hrd9AKy8PjZiObG+ka0O1NFc+iuxw8ZaIWvbRut0QZllOGU5cMb/G1jeIa/RJ8KzEQyZbXibjmQNvGTH3NEs9bfjb0oHSaSOFNG/kcKYc+rJhdFrlLuGmi1rKpJO1sjeVv0Fw7OtPfb4PbEikrXThkqq+N3SoT5p0fh0uCa77pbPiP932TTgI1fJtbhjX/Jzat4/ymPtTcnPO5MNQJUcs8RNuYHYxtze3vSTTEMlBbOZHB2NROt4z1IbDfl2/R3rgQ4TuU6SrcR3Pp4XOfa9Zpw8z9tpZJlKPOHnfzYWtApr5W+PXYKUuUiSfuZi2dyrbY8EwwVfkvsio9wia35OWSEBLOiTRlL7Phnp4w83rLWgLO1S0SCN6/3H5Ec+ZaVMQ+sIN9S8DmlwmwuB0y5KfuIkfo7BRgFn4wIXeb/SqbI5SzoneaSxWzVPjmv7HhkJnq2AUDkHOGuNfH9Gm3RkJG7uNZq9ViO5UCW7YEQ2sPW5pEJUUCOfSVEyXwd9NHsg012v/bSLc2otq6h8rKTkU3kpZw1nr5Ix3+g7VaM5ktBsfl9GoNubpPHc/7rWvCu8/rdHnmOwxDpWFVU6fYNeuYb5+mJJYkuZjEKvWwzozPL4tj3h/U3CCWqfU2aSFUySZChUWTZFC0mZSybHlm3TmwGvX95bQTghb5BReZYySdTbm+T8LayRc7nnuJS3uF6e5+qQ66cWQnTJGGixDUx1Bjnng0EpV19rvw29+x3PyMadtnKg+aR8FkBev32/JFWDfkneu7ok4V9QEV6ezROuz+gBhGSJmPY90jlvq4hdw+0nk1/Ds7W3x2gv/ZWsw8ZaAUwplzqd3y1L4y34Uur62GDX6EiHScnk0Y+FqY55UZ3MOug8KMdzSr9ljxIbKYw5p6Z8Hb1Go2+o6fWqLhZrEumN4U0tPfF7fURfO0k7LceSKsOW7jmV6jG1ZwLvPSXHN3FTbkCOuaKT/WCmrsje8chmcnQ0Eq0TcaYor7+pTfQ6STY3pc2n8yLHvtdRX/N8wuh/sWp6V9bkNFiAopr4EcyRjb/62iRxHvlxDvjSC2JfekFlbBNRnVEqEJHkrqdHHutok8ZZZMOwyHTpoE+CYvXpQ3+GsV4aI52TPLGxG/DK39nevLNkikyHa34fKCke+wrWcC9UyS4YIb+MmNQCgLEofh3+TBvYo9kDme4GD50Hcmotqzj5VknJt/JSTsqLvUoGazRbyiXZPOWs5PtY+BySDNeZwrPJIqO+w0lnhABNleXRQkEZVe51Sqwtmyl7c0Ter2K2LNMS8MmobdUgt6uqxOvymZKsVxTZtEsf7nzQmcIJBA0IaYCtVDrmdTpANcnSKuUzJSHr7JDrn94MTD1LNu60N0kCtH1/bPPxQHjNeUUHQIkl0FWdXNuNBZIUDfpjo8ojn9vrkI7YwklyTL12KdvRV+X9tfBGpD5neC34HunoDwXCS834YsuyWSvkuEXWnB/qGp6NzYDGon6TqsMmuoG8Kh0G5iQjICMGu0ZXzgXe/8+xiYWpjrmiyG/a1SmzGkumxjpukjVSGHNOTfk4eo1G31AjwUNBiVWRztn+TMXSqeu1x+JoRKp2Wo4lVUYknXMq1WMAmQ3W/L7Ui/rPUlcN0uGtN0l+Il+OB6XG629qE71Okm+J72zJoe+VyfNMRC5Wh7YAvo0ystpSNrCxl6yBk06DqXCSNHL7MxXLci1dh/s1jJXYGq7te9NL+mZrZFemBjvJUzV2e05IkD/987G1UEdapnyuYCX+dvraJEFROk3u678OP5B5A3u0LsTpbvAAJafWshog3yop+VZeGnUTcq+SIa/pFcmXzgCkQWmwhkeeK+G1y/WSUIciyWdNi222ZSmTmWa+Pon7cTFfAwIBWWNU0+JHc2uILVtWPkMS0K5OWWLLbQ8vExOUx4b84ecqkjiPbLStacDSr0myO3Iudx6Q2Nn8rnSkWktl/5KAV0bOqwapS2hB+QyqQRLullL5PL0nZI1zk00S6V5HbHNP1SCPc3bKhuf2ZnktvUnqEVpQyhj0Aq7wMi7BgHxYTQOgymw4gzW25jzUwa/hI90MaKzqN9ka5ZjqGt17HNA/NzaxcKi1guuXhffg6ddxk6qRwphzajpVG/GU2lDXSK9dZrZ47ECRlqT9bJNlzxzNEqvSaaflUFJlxNI5p1I9JlIfcnZIHOwN723m65P4PuNcqUvk0/Gg1Hj9TY11kokpR75XJs8zparSoC2oDk/xVgY+JlUDZzgNpshIdkezBEK9ZXhJ32yM7MqmwRq70eVb9gKzP5O9kyKfK1j9fzsd+2WX8+L6+NGDEeOdbI5Id4OH8pm5P+0y3yop+VZeGlV5v1dJqnWsh3tNNxVJ52PPMRmF7nPL8wI+uf5ERr0FfdLo1EKy7rinWzaf1pskDnudwLHXJHE+5TxZqiSyCafBBjjbZLMyg0XKYrABzTuBzkPhDUoNclvQC/i9MtLXVgkU18r13tkhn6X+rIGjz866FnjnV7JptAJJWEeSywrCa6eH/2GrkHoLICPxX39YjlfQK6PfC2rkGmwtl7g7fSXQ1y57owCyjjmC4c6FUDgxr8rsJ0BeRwtJskNvloR6ZI3VgE/i/GDX8JFuBjRW9ZtsdsInu0aP5RIEQx1zvQWoWTiw4ybVZ2PMIaJ0OrUXXwrsfzH5/WXTgIbVsc2l043pOZJUGVeJ9SFruWwSXlwnbenpHz+1jged2lgnmZhy4Htl8nw4RtLAGU6Dye8GZn8asFTIiLPhJH1HOrIr28YrmZ/PFazIb6e4XjbcaX5fGr25mGwG0j9PSqbm76wAojyQ13uVDLWO9XCu6cX1si56wCtJwq7DMiIuslEnIAlgW6VsBF5YFUt8l08H3F0SL0MBSRLXniHXMWtZbE8ST7ckpnUmuc55HbLci94S3nejSMro7JQkvd4sCXVLCVA5XzrMB7v2Vc4Bln9DrptGG2AuBY6/LUvIhMJLz0Q+R/0yqUfULpLRZ0W1wN9+Ksn54joZDOB3y/XXVg4suRI49jpw4GV574BbRrTLC4aXuwkBgfDx0pslsR4KxEa7B7xyne85DpTWD34NH2nSeCzrN6PZCT+WM+TSPeaJHTdERINJ5xpZNn3w+xs+nXk7LQeSKuMun9u4RER5gMnz4ch2Ayed11ty5cgC4khHdmXbeCbz872ClS9L0GRSznyeFUBEoyPddawzvab3vzY5O4CiSZJA7z4miV+9SUaa1y6OLYvlsUsy/aw1kmj09cm64zv+XTa4BgbuSaLqZNr03POBA3+RZVb6WiVBrqiSULeWyjrqznZZgqWvVTYarTtz6GtfydT4vTzqzgAQlCVcDBYZUV9QKbHWVhG73lbNAz7+/dj1tuvQwOttz/HwxqUlssxMKAD0NgOG8HI2UMIbWIdiG5N5HTJKORiQ78xaIWu0D7Vh50hj2ljXb0YzQTFWsTBf6hFElH+GukYOdX++t9PGE48dEdGoYfJ8uLLdwEn39YYbEHNtR/JcS+bnm3xJNmdSTo6YIKKI0VrHOrIETCgAzP8scOId2USzvCE8YtonI7VLp8XeM26mzJTY+xkLJEndP45FN4+EJNwNFtm7o3xW/DIrqiG2XIqtQu53d0lZllwJzPyH9EbaJSZAa88AWj+U8ur0ksyvXZz59bZ8poyk9/cB5hoZWa5AOjB8fTJaXjXIH69D7tPpgarTAQQB4xxgydfSnyo+kpg2HvWb0UxQjFUszJd6BBHln6GukUzyEhFRnmHyfCSy3cAZzQZTro0yyrVkfj7Kl2RzJuVkZZqIgNFZ2ivZEjDlDcCir8jG3H1twAf/LUlsr2PoGJlJHFPV+GVWLKWyIXjkOZG11guqwxt3pnkdT0yABjyS+J+yHJhy1uCbbg92vS2ZCkz7KLBvc3iTUyPCi6nLcjShQHi5mCI5RpGNSfV6oG7Z8AcRDCem5Vr9JhvGKhbmSz2CiIiIiGgcMXk+Utlu4Iz2aKZcGWU0ERu74yFfks35Uk4iyg3ZXtor1RIwLe9LzDnrWmBmeD3wdGNkpnEscZmVbHUaj0YCVFWBpV8HHG1A+4eyhjk0+WwGs4yar10sCXTVIEu/VMwCll8rn3O47z3cWJFL9Zt8w/hMRERERDQoJs9PNbk0yoiNXSIiSiabS3tlsgRMpjEykzg2mp3Go5EArZwDnPsD4MPnZLPUvnbZyNRglcR58eRY2UunSLK9bHp2y5BpeXOlfkNERERERBMGk+enolwaZcTGLhERJcrm0l6ZLgGTaYzMJI7lW6dx5RzgnO/GPltfW2yd+M6DuVf2XKrfEBERERHRhMDkOY0/NnaJiKi/bI7SzvYSMKnKm24cy7dO4/6frfo02QQ0X8pOREREREQ0QkyeExERUe7J1ijtbC4Bky353Gmcz2UnIiIiIiLKEJPnRERElJuyMUo7m0vAEBERERER0SmFyXMiIiLKXSMd6TyaG3USERERERHRhMaWIhEREU1skSVgJi0E3F2y2aW7S0acL782Nza7JCIiIiIiopzDkedEREQ08eXbRp1EREREREQ07pg8JyIiolMDN7skIiIiIiKiDHC4FRERERERERERERFRAibPiYiIiIiIiIiIiIgSMHlORERERERERERERJSAyXMiIiIiIiIiIiIiogRMnhMRERERERERERERJWDynIiIiIiIiIiIiIgoAZPnREREREREREREREQJmDwnIiIiIiIiIiIiIkrA5DkRERERERERERERUQImz4mIiIiIiIiIiIiIEjB5TkRERERERERERESUgMlzIiIiIiIiIiIiIqIETJ4TERERERERERERESVg8pyIiIiIiIiIiIiIKAGT50RERERERERERERECZg8JyIiIiIiIiIiIiJKwOQ5EREREREREREREVECJs+JiIiIiIiIiIiIiBIweU5ERERERERERERElIDJcyIiIiIiIiIiIiKiBEyeExERERERERERERElYPKciIiIiIiIKEds3LgR06ZNg9lsxvLly/HWW28N+vgNGzZgzpw5sFgsqK+vxw033ACPxzNGpSUiIprYmDwnIiIiIiIiygFPP/001q5di9tvvx07duzAokWLsHr1arS1tSV9/O9//3v84Ac/wO233449e/bgV7/6FZ5++mn867/+6xiXnIiIaGIaVvKcPeFERERERERE2fXAAw/g6quvxpVXXon58+dj06ZNsFqtePzxx5M+/vXXX8fKlSvx1a9+FdOmTcOnP/1pXHLJJUO20YmIiCg9GSfP2RNORERERERElF0+nw/bt2/HqlWrorepqopVq1Zh27ZtSZ/z0Y9+FNu3b48myw8fPowXXngB559/fsr38Xq9sNvtcX+IiIgouYyT52PRE85gTkRERERERKeSjo4OBINBVFdXx91eXV2NlpaWpM/56le/ih/+8Ic4++yzYTAYMHPmTHziE58YdLDa+vXrUVxcHP1TX1+f1c9BREQ0kWSUPB+rnnAGcyIiIiIiIqLBbd26FT/60Y/wb//2b9ixYwf++Mc/4vnnn8ddd92V8jnr1q1Db29v9M/x48fHsMRERET5JaPk+Vj1hDOYExERZQ/3KiEiIsp9FRUV0Ol0aG1tjbu9tbUVNTU1SZ9z66234rLLLsNVV12FBQsW4POf/zx+9KMfYf369QiFQkmfYzKZUFRUFPeHiIiIkhvWhqGZGE5POIM5ERFRdnCvEiIiovxgNBqxZMkSbNmyJXpbKBTCli1bsGLFiqTPcblcUNX4Zr1OpwMAaJo2eoUlIiI6RegzefBIe8IBYMGCBXA6nbjmmmtw8803Dwj0RERElD399yoBgE2bNuH555/H448/jh/84AcDHt9/rxIAmDZtGi655BK8+eabY1puIiKiU9HatWtxxRVXYOnSpVi2bBk2bNgAp9MZjeOXX3456urqsH79egDAhRdeiAceeABnnHEGli9fjoMHD+LWW2/FhRdeGE2iExER0fBllDzv3xN+0UUXAYj1hF933XVJn8OecCIiovER2atk3bp10dvS2avkd7/7Hd566y0sW7YsulfJZZddlvJ9vF4vvF5v9N/c6JuIiGh4vvzlL6O9vR233XYbWlpasHjxYmzevDm6dGpjY2Nc+/qWW26Boii45ZZbcPLkSVRWVuLCCy/EPffcM14fgYiIaELJKHkOsCeciIgoXwy2V8nevXuTPuerX/0qOjo6cPbZZ0PTNAQCAVx77bWDLtuyfv163HnnnVktOxER0anquuuuSzk4bevWrXH/1uv1uP3223H77bePQcmIiIhOPRknz9kTTkRENHH136sk0un9ne98B3fddRduvfXWpM9Zt24d1q5dG/233W5HfX39WBWZiIiIiIiIaFQoWh6snWK321FcXIze3l5uHkpERBNetuKez+eD1WrFM888E11uDQCuuOIK9PT04L//+78HPOecc87BWWedhfvvvz962+9+9ztcc8016OvrS2uvEsZtIiI6leR73Mv38hMREWUi07jH3TqJiIgmqP57lURE9ipZsWJF0udwrxIiIiIiIiIikfGyLURERJQ/uFcJERERERER0fAweU5ERDSBca8SIiIiIiIiouHhmudEREQ5Jt/jXr6Xn4iIKBP5HvfyvfxERESZ4JrnREREREREREREREQjxOQ5EREREREREREREVECJs+JiIiIiIiIiIiIiBIweU5ERERERERERERElIDJcyIiIiIiIiIiIiKiBEyeExERERERERERERElYPKciIiIiIiIiIiIiCgBk+dERERERERERERERAmYPCciIiIiIiIiIiIiSsDkORERERERERERERFRAibPiYiIiIiIiIiIiIgSMHlORERERERERERERJSAyXMiIiIiIiIiIiIiogRMnhMRERERERERERERJWDynIiIiIiIiIiIiIgoAZPnREREREREREREREQJmDwnIiIiIiIiIiIiIkrA5DkRERERERERERERUQImz4mIiIiIiIiIiIiIEjB5TkRERERERERERESUgMlzIiIiIiIiIiIiIqIETJ4TERERERERERERESVg8pyIiIiIiIiIiIiIKAGT50RERERERERERERECZg8JyIiIiIiIiIiIiJKwOQ5EREREREREREREVECJs+JiIiIiIiIiIiIiBIweU5ERERERERERERElIDJcyIiIiIiIiIiIiKiBEyeExERERERERERERElYPKciIiIiIiIiIiIiCgBk+dERERERERERERERAmYPCciIiIiIiIiIiIiSsDkORERERERERERERFRAibPiYiIiIiIiIiIiIgSMHlORERERERElCM2btyIadOmwWw2Y/ny5XjrrbcGfXxPTw/WrFmDSZMmwWQyYfbs2XjhhRfGqLREREQT27CS5wzmRERERERERNn19NNPY+3atbj99tuxY8cOLFq0CKtXr0ZbW1vSx/t8PnzqU5/C0aNH8cwzz2Dfvn147LHHUFdXN8YlJyIimpj0mT4hEsw3bdqE5cuXY8OGDVi9ejX27duHqqqqAY+PBPOqqio888wzqKurw7Fjx1BSUpKN8hMRERERERFNCA888ACuvvpqXHnllQCATZs24fnnn8fjjz+OH/zgBwMe//jjj6Orqwuvv/46DAYDAGDatGljWWQiIqIJLeOR5/2D+fz587Fp0yZYrVY8/vjjSR8fCeZ/+tOfsHLlSkybNg0f//jHsWjRohEXnoiIiIiIiGgi8Pl82L59O1atWhW9TVVVrFq1Ctu2bUv6nOeeew4rVqzAmjVrUF1djdNPPx0/+tGPEAwGU76P1+uF3W6P+0NERETJZZQ8ZzAnIiIiIiIiyr6Ojg4Eg0FUV1fH3V5dXY2Wlpakzzl8+DCeeeYZBINBvPDCC7j11lvx05/+FHfffXfK91m/fj2Ki4ujf+rr67P6OYiIiCaSjJLnDOZERET5h3uVEBERTUyhUAhVVVX4xS9+gSVLluDLX/4ybr75ZmzatCnlc9atW4fe3t7on+PHj49hiYmIiPJLxmueZ6p/MNfpdFiyZAlOnjyJ+++/H7fffnvS56xbtw5r166N/ttutzOBTkRENAzcq4SIiCg/VFRUQKfTobW1Ne721tZW1NTUJH3OpEmTYDAYoNPporfNmzcPLS0t8Pl8MBqNA55jMplgMpmyW3giIqIJKqPkOYM5EdHEEAqF4PP5xrsYpzSj0QhVzXjrkYxx4zEiovzHuD3+xiJuG41GLFmyBFu2bMFFF10EQL77LVu24Lrrrkv6nJUrV+L3v/89QqFQtHz79+/HpEmTkra1iYiIKDMZJc8ZzImI8p/P58ORI0cQCoXGuyinNFVVMX369FGNhZG9StatWxf3vunuVfLf//3fqKysxFe/+lXcdNNNcR3h/Xm9Xni93ui/uVcJEVH2MG7nhrGI2wCwdu1aXHHFFVi6dCmWLVuGDRs2wOl0RjvBL7/8ctTV1WH9+vUAgG984xt45JFH8J3vfAff+ta3cODAAfzoRz/Ct7/97VEtJxER0aki42VbGMyJiPKXpmlobm6GTqdDfX39mIx8poFCoRCamprQ3NyMKVOmQFGUUXmfwfYq2bt3b9LnHD58GH/9619x6aWX4oUXXsDBgwfxzW9+E36/P+Vya+vXr8edd96Z9fITEZ3qGLdzw1jFbQD48pe/jPb2dtx2221oaWnB4sWLsXnz5mgsb2xsjPsd1NfX48UXX8QNN9yAhQsXoq6uDt/5zndw0003jVoZiYiITiUZJ88ZzImI8lcgEIDL5UJtbS2sVut4F+eUVllZiaamJgQCgejyKLmAe5UQEeUOxu3cMZZx+7rrrks5s3vr1q0DbluxYgXeeOONUS0TERHRqWpYG4YymBMR5adgMAgAXDYrB0S+g2AwOGqNcO5VQkSU3xi3c8dYxG0iIiLKPZz3R0R0ChrN6caUnrH4DvrvVRIR2atkxYoVSZ+zcuVKHDx4MG5tXe5VQkQ0vhi3xx+/AyIiolMTk+dEREQT2Nq1a/HYY4/hN7/5Dfbs2YNvfOMbA/Yq6b+h6De+8Q10dXXhO9/5Dvbv34/nn38eP/rRj7BmzZrx+ghERERERERE42JYy7YQERHlIkVR8Oyzz+Kiiy4a76LkDO5VQkREuYpxm4iIiHIdR54TEVFeaGlpwbe+9S3MmDEDJpMJ9fX1uPDCC+OWJBlPmqbhtttuw6RJk2CxWLBq1SocOHBgvIsFQPYqOXbsGLxeL958800sX748et/WrVvxxBNPxD0+sleJx+PBoUOH8K//+q9xa6ATERENhXGbiIiIJgImz4mIKGOhkIbjXS7sbbHjeJcLoZA2qu939OhRLFmyBH/9619x//33Y9euXdi8eTPOPffcnFlO5L777sNDDz2ETZs24c0334TNZsPq1avh8XjGu2hERHSKY9weiHGbiIiI0sHkORERZeRgmwOPbj2EB1/ej4e2HMCDL+/Ho1sP4WCbY9Te85vf/CYURcFbb72Fiy++GLNnz8Zpp52GtWvX4o033kj5vJtuugmzZ8+G1WrFjBkzcOutt8Lv90fvf++993DuueeisLAQRUVFWLJkCd555x0AwLFjx3DhhReitLQUNpsNp512Gl544YWk76NpGjZs2IBbbrkFn/vc57Bw4UL89re/RVNTE/70pz9l9VgQERFlgnF7IMZtIiIiShfXPCciorQdbHPg168dRZfTh0nFZliNFrh8Aexu6kVTrxtXrpyGWVWFWX3Prq4ubN68Gffccw9sNtuA+0tKSlI+t7CwEE888QRqa2uxa9cuXH311SgsLMSNN94IALj00ktxxhln4NFHH4VOp8POnTthMBgAAGvWrIHP58Pf/vY32Gw2fPjhhygoKEj6PkeOHEFLSwtWrVoVva24uBjLly/Htm3b8JWvfGUER4CIiGh4GLcZt4mIiGhkmDwnIqK0hEIaXtzdii6nDw1VBVAUBQBQaDagwKTHgbY+vPRBK2ZUFEBVlay978GDB6FpGubOnZvxc2+55Zbo/0+bNg3f+9738NRTT0Ub4Y2Njfj+978ffe2Ghobo4xsbG3HxxRdjwYIFAIAZM2akfJ+WlhYAiG7CGVFdXR29j4iIaCwxbjNuExER0chx2RYiIkrLyR43DrX3YVKxOdoAj1AUBZOKzTjY1oeTPe6svq+mDX9d1qeffhorV65ETU0NCgoKcMstt6CxsTF6/9q1a3HVVVdh1apVuPfee3Ho0KHofd/+9rdx9913Y+XKlbj99tvx/vvvj+hzEBERjSXGbcZtIiIiGjkmz4mIKC1OXwCeQBBWY/JJSxajDt5AEE5fIKvv29DQAEVRsHfv3oyet23bNlx66aU4//zz8ec//xnvvvsubr75Zvh8vuhj7rjjDnzwwQe44IIL8Ne//hXz58/Hs88+CwC46qqrcPjwYVx22WXYtWsXli5diocffjjpe9XU1AAAWltb425vbW2N3kdERDSWGLcZt4mIiGjkmDwnIqK02Ix6mPU6uFI0st2+IEx6HWwpGunDVVZWhtWrV2Pjxo1wOp0D7u/p6Un6vNdffx1Tp07FzTffjKVLl6KhoQHHjh0b8LjZs2fjhhtuwEsvvYQvfOEL+PWvfx29r76+Htdeey3++Mc/4rvf/S4ee+yxpO81ffp01NTUYMuWLdHb7HY73nzzTaxYsSLDT0xERDRyjNuM20RERDRyTJ4TEVFa6kosmFlZgOZez4Ap2ZqmobnXg1lVBagrsWT9vTdu3IhgMIhly5bhv/7rv3DgwAHs2bMHDz30UMpGbkNDAxobG/HUU0/h0KFDeOihh6Kj0wDA7Xbjuuuuw9atW3Hs2DG89tprePvttzFv3jwAwPXXX48XX3wRR44cwY4dO/DKK69E70ukKAquv/563H333Xjuueewa9cuXH755aitrcVFF12U9eNBREQ0FMZtxm0iIiIaOW4YSkREaVFVBatPr0ZTrxsH2mQNVYtRB7cviOZeD8psRnz6tOqsbjoWMWPGDOzYsQP33HMPvvvd76K5uRmVlZVYsmQJHn300aTP+exnP4sbbrgB1113HbxeLy644ALceuutuOOOOwAAOp0OnZ2duPzyy9Ha2oqKigp84QtfwJ133gkACAaDWLNmDU6cOIGioiKcd955ePDBB1OW8cYbb4TT6cQ111yDnp4enH322di8eTPMZnPWjwcREdFQGLcZt4mIiGjkFG0kO7qMEbvdjuLiYvT29qKoqGi8i0NElLc8Hg+OHDmC6dOnD7txeLDNgRd3t+JQex+8AZnyPauqAJ8+rRqzqgqzXOKJa7DvIt/jXr6Xn4goVzBu5w7GbSIiookh07jHkedERJSRWVWFmPGJApzsccPpC8Bm1KOuxDIqI9eIiIhoZBi3iYiIiIaPyXMiIsqYqiqoL7OOdzGIiIgoDYzbRERERMPDDUOJiIiIiIiIiIiIiBIweU5ERERERERERERElIDJcyIiIiIiIiIiIiKiBEyeExERERERERERERElYPKciIiIiIiIiIiIiCgBk+dERERERERERERERAmYPCciIiIiIiIiIiIiSsDkORERTRiKouBPf/rTeBeDiIiI0sC4TURERLmOyXMiIsoLLS0t+Na3voUZM2bAZDKhvr4eF154IbZs2TLeRQMA/PGPf8SnP/1plJeXQ1EU7Ny5c7yLRERENG4Yt4mIiGgi0I93AYiIKA+FQkDvccDXBxgLgOJ6QB29/tijR49i5cqVKCkpwf33348FCxbA7/fjxRdfxJo1a7B3795Re+90OZ1OnH322fjSl76Eq6++eryLQ0REFMO4PQDjNhEREaWDyXMiIspM+z5gz/8AHQeAgAfQm4GKBmDehUDlnFF5y29+85tQFAVvvfUWbDZb9PbTTjsNX//611M+76abbsKzzz6LEydOoKamBpdeeiluu+02GAwGAMB7772H66+/Hu+88w4URUFDQwN+/vOfY+nSpTh27Biuu+46vPrqq/D5fJg2bRruv/9+nH/++Unf67LLLgMgCQMiIqKcwbid9L0Yt4mIiCgdTJ4TEVH62vcBb2wCXJ1AcR1gsAF+J9D8PtB7Ejjr2qw3xLu6urB582bcc889cQ3wiJKSkpTPLSwsxBNPPIHa2lrs2rULV199NQoLC3HjjTcCAC699FKcccYZePTRR6HT6bBz585oA33NmjXw+Xz429/+BpvNhg8//BAFBQVZ/WxERESjinE7q5+NiIiITj1MnhMRUXpCIRm55uoEKucCiiK3m4qAykKgfS+w989AeUNWp4IfPHgQmqZh7ty5GT/3lltuif7/tGnT8L3vfQ9PPfVUtBHe2NiI73//+9HXbmhoiD6+sbERF198MRYsWAAAmDFjxkg+BhER0dhi3B7JxyAiIiICwA1DiYgoXb3HZcp3cV2sAR6hKEBRHdC+Xx6XRZqmDfu5Tz/9NFauXImamhoUFBTglltuQWNjY/T+tWvX4qqrrsKqVatw77334tChQ9H7vv3tb+Puu+/GypUrcfvtt+P9998f0ecgIiIaU4zbI/ocRERERACT50RElC5fn6yVahg4BRsAYLTK/b6+rL5tQ0MDFEXJeHOxbdu24dJLL8X555+PP//5z3j33Xdx8803w+fzRR9zxx134IMPPsAFF1yAv/71r5g/fz6effZZAMBVV12Fw4cP47LLLsOuXbuwdOlSPPzww1n9bERERKOGcZtxm4iIiEaMyXMiIkqPsUA2GfM7k9/vc8n9xuyuL1pWVobVq1dj48aNcDoHvndPT0/S573++uuYOnUqbr75ZixduhQNDQ04duzYgMfNnj0bN9xwA1566SV84QtfwK9//evoffX19bj22mvxxz/+Ed/97nfx2GOPZe1zERERjSrGbcZtIiIiGjEmz4mIKD3F9UBFg2wwljglW9MA+0mgcrY8Lss2btyIYDCIZcuW4b/+679w4MAB7NmzBw899BBWrFiR9DkNDQ1obGzEU089hUOHDuGhhx6Kjk4DALfbjeuuuw5bt27FsWPH8Nprr+Htt9/GvHnzAADXX389XnzxRRw5cgQ7duzAK6+8Er0vma6uLuzcuRMffvghAGDfvn3YuXMnWlpasngkiIiI0sS4zbhNREREI8bkORERpUdVgXkXAtZy2WTMYwdCAfm7fS9gKwfm/mNWNx2LmDFjBnbs2IFzzz0X3/3ud3H66afjU5/6FLZs2YJHH3006XM++9nP4oYbbsB1112HxYsX4/XXX8ett94avV+n06GzsxOXX345Zs+ejS996Uv4zGc+gzvvvBMAEAwGsWbNGsybNw/nnXceZs+ejX/7t39LWcbnnnsOZ5xxBi644AIAwFe+8hWcccYZ2LRpUxaPBBERUZoYtxm3iYiIaMQUbSQ7uowRu92O4uJi9Pb2oqioaLyLQ0SUtzweD44cOYLp06fDbDYP70Xa9wF7/kc2IQt4ZMp35WxpgFfOyW6BJ7DBvot8j3v5Xn4iolzBuJ07GLeJiIgmhkzjnn4MykRERBNJ5RygvAHoPS6bjBkLZMr3KIxcIyIiohFi3CYiIiIaNibPiYgoc6oKlE4d71IQERFROhi3iYiIiIaFww2IiIiIiIiIiIiIiBIweU5ERERERERERERElIDJcyKiU1Ae7BU94fE7ICKidDFmjD9+B0RERKcmJs+JiE4hOp0OAODz+ca5JBT5DiLfCRERUSLG7dzBuE1ERHRqGtaGoRs3bsT999+PlpYWLFq0CA8//DCWLVs25POeeuopXHLJJfjc5z6HP/3pT8N5ayIiGgG9Xg+r1Yr29nYYDAaoKvtQx0MoFEJ7ezusViv0eu7dTUREyTFu54axjttsbxMREeWOjCP/008/jbVr12LTpk1Yvnw5NmzYgNWrV2Pfvn2oqqpK+byjR4/ie9/7Hs4555wRFZiIiIZPURRMmjQJR44cwbFjx8a7OKc0VVUxZcoUKIoy3kUhIqIcxbidO8YqbrO9TURElFsULcPF25YvX46PfOQjeOSRRwBIL3x9fT2+9a1v4Qc/+EHS5wSDQXzsYx/D17/+dfz9739HT0/PoD3hXq8XXq83+m+73Y76+nr09vaiqKgok+ISEVESoVCIU8DHmdFoTDmC0G63o7i4OG/jXr6Xn4go1zBuj7+xittsbxMREY2uTON2RiPPfT4ftm/fjnXr1kVvU1UVq1atwrZt21I+74c//CGqqqrwz//8z/j73/8+5PusX78ed955ZyZFIyKiDKiqCrPZPN7FoDHC6d9ERPmNcfvUwPY2ERFR7slo0byOjg4Eg0FUV1fH3V5dXY2Wlpakz3n11Vfxq1/9Co899lja77Nu3Tr09vZG/xw/fjyTYhIREVFYZPr37bffjh07dmDRokVYvXo12traBn0ep38TERGNLba3iYiIcs+o7jjjcDhw2WWX4bHHHkNFRUXazzOZTCgqKor7Q0RERJl74IEHcPXVV+PKK6/E/PnzsWnTJlitVjz++OMpnxMMBnHppZfizjvvxIwZM8awtERERJQutreJiIhGX0bLtlRUVECn06G1tTXu9tbWVtTU1Ax4/KFDh3D06FFceOGF0dtCoZC8sV6Pffv2YebMmcMpNxEREQ1hrKZ/J1s7lYiIiDLD9jYREVHuyWjkudFoxJIlS7Bly5bobaFQCFu2bMGKFSsGPH7u3LnYtWsXdu7cGf3z2c9+Fueeey527tyJ+vr6kX8CIiIiSmqspn+vX78excXF0T+M70RERJlje5uIiCj3ZDTyHADWrl2LK664AkuXLsWyZcuwYcMGOJ1OXHnllQCAyy+/HHV1dVi/fj3MZjNOP/30uOeXlJQAwIDbiYiIaHwNd/r3unXrsHbt2ui/7XY7G+xERETDwPY2ERFRbsk4ef7lL38Z7e3tuO2229DS0oLFixdj8+bN0VFtjY2NUNVRXUqdiIiI0jBW079NJhNMJlOWS09ERHTqYXubiIgotyiapmnjXYih2O12FBcXo7e3l5uZEBHRhJfNuLd8+XIsW7YMDz/8MABJhk+ZMgXXXXcdfvCDH8Q91uPx4ODBg3G33XLLLXA4HPjZz36G2bNnw2g0jmn5iYiIcl2+x718Lz8REVEmMo17GY88JyIiovzB6d9EREREREREw8PkORER0QTG6d9EREREREREw8NlW4iIiHJMvse9fC8/ERFRJvI97uV7+YmIiDKRadzjUDMiIiIiIiIiIiIiogRMnhMRERERERERERERJWDynIiIiIiIiIiIiIgoAZPnREREREREREREREQJmDwnIiIiIiIiIiIiIkrA5DkRERERERERERERUQImz4mIiIiIiIiIiIiIEjB5TkRERERERERERESUgMlzIiIiIiIiIiIiIqIETJ4TERERERERERERESVg8pyIiIiIiIiIiIiIKAGT50RERERERERERERECZg8JyIiIiIiIiIiIiJKwOQ5EREREREREREREVECJs+JiIiIiIiIiIiIiBIweU5ERERERERERERElIDJcyIiIiIiIiIiIiKiBEyeExERERERERERERElYPKciIiIiIiIiIiIiCgBk+dERERERERERERERAmYPCciIiIiIiIiIiIiSsDkORERERERERERERFRAibPiYiIiIiIiIiIiIgSMHlORERERERERERERJSAyXMiIiIiIiIiIiIiogRMnhMRERERERERERERJWDynIiIiIiIiIiIiIgoAZPnREREREREREREREQJmDwnIiIiIiIiIiIiIkrA5DkRERERERERERERUQImz4mIiIiIiIiIiIiIEjB5TkRERERERERERESUgMlzIiIiIiIiIiIiIqIETJ4TERERERERERERESVg8pyIiIiIiIiIiIiIKAGT50RERERERERERERECZg8JyIiIiIiIiIiIiJKMKzk+caNGzFt2jSYzWYsX74cb731VsrHPvbYYzjnnHNQWlqK0tJSrFq1atDHExERERERERERERGNt4yT508//TTWrl2L22+/HTt27MCiRYuwevVqtLW1JX381q1bcckll+CVV17Btm3bUF9fj09/+tM4efLkiAtPRERERERENJFwsBoREVHuyDh5/sADD+Dqq6/GlVdeifnz52PTpk2wWq14/PHHkz7+P/7jP/DNb34Tixcvxty5c/HLX/4SoVAIW7ZsSfkeXq8Xdrs97g8RERERERHRRMbBakRERLklo+S5z+fD9u3bsWrVqtgLqCpWrVqFbdu2pfUaLpcLfr8fZWVlKR+zfv16FBcXR//U19dnUkwiIiLqhyPYiIiI8sNYDFYjIiKi9GWUPO/o6EAwGER1dXXc7dXV1WhpaUnrNW666SbU1tbGJeATrVu3Dr29vdE/x48fz6SYREREFMYRbERERPlhrAarcaY3ERFR+oa1Yehw3XvvvXjqqafw7LPPwmw2p3ycyWRCUVFR3B8iIiLKHEewERER5YexGqzGmd5ERETpyyh5XlFRAZ1Oh9bW1rjbW1tbUVNTM+hzf/KTn+Dee+/FSy+9hIULF2ZeUiIiIsoIR7ARERGdOtIdrMaZ3kREROnLKHluNBqxZMmSuNFnkdFoK1asSPm8++67D3fddRc2b96MpUuXDr+0RERElDaOYCMiIsofYzVYjTO9iYiI0pfxsi1r167FY489ht/85jfYs2cPvvGNb8DpdOLKK68EAFx++eVYt25d9PE//vGPceutt+Lxxx/HtGnT0NLSgpaWFvT19WXvUxAREVHWcQQbERHR2OFgNSIiotyjz/QJX/7yl9He3o7bbrsNLS0tWLx4MTZv3hwd1dbY2AhVjeXkH330Ufh8Pnzxi1+Me53bb78dd9xxx8hKT0RERCllYwTbX/7yl7RGsJlMphGXl4iI6FS3du1aXHHFFVi6dCmWLVuGDRs2DBisVldXh/Xr1wOQwWq33XYbfv/730cHqwFAQUEBCgoKxu1zEBERTRQZJ88B4LrrrsN1112X9L6tW7fG/fvo0aPDeQsiIiIaof4j2C666CIAsRFsqeI4ICPY7rnnHrz44oscwUZERDSGOFiNiIgotwwreU5ERET5gSPYiIiI8gsHqxEREeUOJs+JiIgmMI5gIyIiIiIiIhoeJs+JiIgmOI5gIyIiIiIiIsqcOvRDiIiIiIiIiIiIiIhOLUyeExERERERERERERElYPKciIiIiIiIiIiIiCgBk+dERERERERERERERAmYPCciIiIiIiIiIiIiSsDkORERERERERERERFRAibPiYiIiIiIiIiIiIgSMHlORERERERERERERJSAyXMiIiIiIiIiIiIiogRMnhMRERERERERERERJWDynIiIiIiIiIiIiIgoAZPnREREREREREREREQJmDwnIiIiIiIiIiIiIkrA5DkRERERERERERERUQL9eBeAiIiIiIiIiIiIaCIIhULw+XzjXYxTmtFohKpmZ8w4k+dEREREREREREREI+Tz+XDkyBGEQqHxLsopTVVVTJ8+HUajccSvxeQ5ERERERERERER0Qhomobm5mbodDrU19dnbeQzZSYUCqGpqQnNzc2YMmUKFEUZ0esxeU5EREREREREREQ0AoFAAC6XC7W1tbBareNdnFNaZWUlmpqaEAgEYDAYRvRa7AIhIiIiIiIiIiIiGoFgMAgAWVkqhEYm8h1EvpORYPKciIiIiIiIiIiIKAtGukwIjVw2vwMmz4mIiIiIiIiIiIiIEnDNcyIiIiIiIiKiURAKaTjZ44bTF4DNqEddiQWqylGpRET5gslzIiIiIiIiIqIsO9jmwIu7W3GovQ+eQBBmvQ4zKwuw+vRqzKoqHO/iERFlRFEUPPvss7jooovGuyhjisu2EBERERERERFl0cE2B3792lHsbupFidWAGRUFKLEasLupF79+7SgOtjnGu4hElKNCIQ3Hu1zY22LH8S4XQiFt1N+zpaUF3/rWtzBjxgyYTCbU19fjwgsvxJYtW0b9vdOhaRpuu+02TJo0CRaLBatWrcKBAwfG5L058pyIiIiIiIiIKEtCIQ0v7m5Fl9OHhqqC6MZ1hWYDCkx6HGjrw0sftGJGRQGXcCGiOOMxY+Xo0aNYuXIlSkpKcP/992PBggXw+/148cUXsWbNGuzdu3dU3jcT9913Hx566CH85je/wfTp03Hrrbdi9erV+PDDD2E2m0f1vTnynIiIiIiIiIgoS072uHGovQ+Tis3RxHmEoiiYVGzGwbY+nOxxj1MJiSgXjdeMlW9+85tQFAVvvfUWLr74YsyePRunnXYa1q5dizfeeCPl82666SbMnj0bVqsVM2bMwK233gq/3x+9/7333sO5556LwsJCFBUVYcmSJXjnnXcAAMeOHcOFF16I0tJS2Gw2nHbaaXjhhReSvo+madiwYQNuueUWfO5zn8PChQvx29/+Fk1NTfjTn/6U1WORDEeeExEREaWBG34RERFROpy+ADyBIKxGS9L7LUYdWu0eOH2BMS4ZEeWq8Zqx0tXVhc2bN+Oee+6BzWYbcH9JSUnK5xYWFuKJJ55AbW0tdu3ahauvvhqFhYW48cYbAQCXXnopzjjjDDz66KPQ6XTYuXMnDAYDAGDNmjXw+Xz429/+BpvNhg8//BAFBQVJ3+fIkSNoaWnBqlWrorcVFxdj+fLl2LZtG77yla+M4AgMjcnzNIykscyGthiN4zBRju1E+RxERBMZN/wiIiKidNmMepj1Orh8ARSaDQPud/uCMOl1sBmZkiEikcmMlfoya9be9+DBg9A0DXPnzs34ubfcckv0/6dNm4bvfe97eOqpp6LJ88bGRnz/+9+PvnZDQ0P08Y2Njbj44ouxYMECAMCMGTNSvk9LSwsAoLq6Ou726urq6H2jiVfqIYykscyGthiN4zBRju1E+RxERBNZZPpkl9OHScVmWI0WuHwB7G7qRVOvG1eunMZrNhEREQGQwVEhTUORRY9D7X1YWFcMVY2tmKtpGpp7PVhQV4y6kuQj00ezbBy4RZSbxmvGiqYNfzPSp59+Gg899BAOHTqEvr4+BAIBFBUVRe9fu3YtrrrqKvz7v/87Vq1ahX/6p3/CzJkzAQDf/va38Y1vfAMvvfQSVq1ahYsvvhgLFy4c8ecZDVzzfBAjWWtorNYpGu0deEf6+qNxHCbKruUT5XMQEU1kidMnC80G6FQFhWYDGqoK0OX04aUPWrMef4dTztGsDxAREVG8ZLH3YJsDj249hJ/95QAOtzvR2OnCix+04niXE4FQCA6PHwfa+lBmM+LTp1WPaeI6UrYHX96Ph7YcwIMv78ejWw+x3UmUI/rPWElmtGasNDQ0QFGUjDcF3bZtGy699FKcf/75+POf/4x3330XN998M3w+X/Qxd9xxBz744ANccMEF+Otf/4r58+fj2WefBQBcddVVOHz4MC677DLs2rULS5cuxcMPP5z0vWpqagAAra2tcbe3trZG7xtNHHmewkjWGhrNdYr69xS3O7x473gPDrc7R2XU8lCjoofqtR6N4zBRdi2fKJ+DiGiiG6/pk5ngLCYiIqKxlSz2llgNaLV70OcNoNRqxLRyG8ptRnzQbMe7jT3o6POhosCEBXXF+PRp2Y3RQ7XNOYuOKPfVlVgws7IAu5t6UWDSx7U9RnPGSllZGVavXo2NGzfi29/+9oB1z3t6epKue/76669j6tSpuPnmm6O3HTt2bMDjZs+ejdmzZ+OGG27AJZdcgl//+tf4/Oc/DwCor6/Htddei2uvvRbr1q3DY489hm9961sDXmP69OmoqanBli1bsHjxYgCA3W7Hm2++iW984xsj+PTpYfI8hZE0lkerod0/QHf0eXG8ywWDTsXpdUWYUVGQ1eA3VHD9h7lV2NNsx66TvXD5ArAa9VhQV4zzTq+Jvu9oHId8SGKkI5c+B6fuUSr8bRDl/oZfY9EY5rWAiIgoJlnsdXoD2LKnDT1uH8qsRpzsdkOvU1FqNeIjU0txoseNGRUFuHLlNEwutSYdgDfcWJvOoDcO3CLKfaqqYPXp1WjqdeNAm+SLLEYd3L4gmns9ozpjZePGjVi5ciWWLVuGH/7wh1i4cCECgQBefvllPProo9izZ8+A5zQ0NKCxsRFPPfUUPvKRj+D555+PjioHALfbje9///v44he/iOnTp+PEiRN4++23cfHFFwMArr/+enzmM5/B7Nmz0d3djVdeeQXz5s1LWj5FUXD99dfj7rvvRkNDA6ZPn45bb70VtbW1uOiii7J+PBIxeZ7CSBrLo9HQ7h+ga4pMaOpxI6QBwVAIB9r6YDPpUWYzZSX4DRVc323swf2b9yKoASFNA6ABUHCk3Ym9LQ5cv6oBs6oKR+U45HoSI1258jk4WpFS4W+DSIzFhl/DbTCHQho272rBiW4X6kos0DRAVbLbGOa1gIiIKCZVW7nH7UOPywtfEHAHgqgrNsPlD+FEtwtdTh/mTypAr9sPRVEGxOSR7rM2VCe6Sa/LmYFbuYyDBSgXzKoqxJUrp0WvCa12D0x63ajMWOlvxowZ2LFjB+655x5897vfRXNzMyorK7FkyRI8+uijSZ/z2c9+FjfccAOuu+46eL1eXHDBBbj11ltxxx13AAB0Oh06Oztx+eWXo7W1FRUVFfjCF76AO++8EwAQDAaxZs0anDhxAkVFRTjvvPPw4IMPpizjjTfeCKfTiWuuuQY9PT04++yzsXnzZpjN5qwfj0RMnqcwksZythvaiQHa4Qmgx+1Hqc0Io05Bl9OHQ+1OlFqNWQl+g42KBoBOpxeNXW5UFBhQVmCCQafCHwzB4fbjveM9+P2bjbjlgvmjknCYKLuWj+fniFQK9jTb8fyuZnj9QdSWWDh1j6I4rZMoZrSnT46kwfzaoQ68sLsF3kAwboTbrKoClNmMI64P8FpAREQUL1lbWdM0HG53IhACrAYVTk8AjUE3QpqGkAZ0u3xwev2YUWEbMDhqJLE23RHln5hbCbc/gIKgHh19Xhh1KgrNsTpNLg5AG+tENgcLUC6ZVVWIGZ8oGPPOnEmTJuGRRx7BI488kvIxiZuL3nfffbjvvvvibrv++usBAEajEU8++WTK10q1vnkqiqLghz/8IX74wx9m9LxsyO0M4zgaSWM52w3txADtC4YQCIagM6pweIIIBEM43uVCQ6UNJTbTiIPfYKOi7W4/Wu0eaNBQZDHCpNcBAEx6HYwFKlrtHrx5uBMnul2YXGrNesJhvNaAyrZUn0PTNNjdfhxs78NptcWYVJTdHrRIpeBgmwMfNNnR4/ZhUrEFFoMOBSY9p+4Rp3VS3hirRlWm0yczKddIGswH2xx48q1GdDm9qC4yw6hX4Q9qaHfIWquL60tQZNEPuz6Q7FqgaRo0DSi1GnCi24UXd7dgxid4LSAiouwaTowfq3pBsraywxNAl9OHYEiD3eNHMAS4/SGY9CqsRh10qg7dLj8Od7rQ7vBibk2szJnWu/t/Trvbj4NtjiFHlNcUm3Gs0439rX1QgAGd7bk2AG2sE9kcLEC5SFWVU3omSK7JjatjDlJVBZ+cV4Wdx7vx9wPtmFRswdRyK7yBEJp63DAZdJhVJT1BiYE5saFdU2RCIKTB4Qmg2+VDXYklo3WKnL5AXE+x1x+EyxdEi90DXyAETQM0aHjxw1Ysm16OigLjiIJfZFS00+sHIMn6SO90t8sPT7gioFcHBuhiqwGdfT4c7nBiSrkt6+s1jecaUNmU7HO4/UHsb3GgudcDvarAbNDh5387nNUNYCOVAk3T0On0IhDUcLC9D8c6XZhWbsXpk4thUFWY9CreO9GDE90uTCm3Df3iNGHk0nr8RKmMdaMqnemToZCG1w51YMueVjT3eqAqCiyG1OVKt8E8rcyG5nACPJIMAIAXd7fC6Q2g2GKAogCqosCkV2C0GcMz0vowp7ogWh/INKmQeC3ocvpwsK0P3S4fAsEQNADtjhYsrC/BOQ2VWT/mRER0ako3xvePa+0OL9473oPD7c5Rrxckm0Hc3udFr9sPTQshGAKgAHoVCIY0OH1B2Iw6aJoGnaJgZ2MPppRZ4fYH005+R+rd/QdCdbt9cHuDaOvz4qzp5UlnM1uMOhxs68PLH7YiEAwhGAyhotCEQAjRzvZFk4vR6fTlzAC0sU5k5+rAoVBIw/FuF450OAEAMypsSdfKJ6Kxccolz9NtPG7Z04onXjuKA20O2D1+7Gl2wGzUYWqZBUUWIwIhDX/aeRKbd7dgZmUBPjW/GhajLvq6kc1Afv9GI9440oVetw/QgBKrATMrCzIqc7vDG9dT7PYF0ebwIqRpMOlVABqCIQW97gD+fqAdMyps+OS86mEHv7oSC0osBrx6qAMqgEBIi/ZOm/QK/MEQzAY9NMhI6fhAH38sR2O9pvFaAyrb+n+Od493Y3+rA4GghkklZsypLoTZoMtaJaF/paDcZsAbR7rg8YdgM+lgVRS4/EEc6XCiqccNm1kPVQE8/hAef/Uo/t+KKTl/TPNxfbpMyzyeo2n6y8VpnXRqGa/RQTMqCnDhIhWHw42Y6RU21IcbMQfbHPj9G414ZV8b3P4gbCY9KgtMsJSYU5YrnY6qHY3duO/Fvejo88UlAxbWF+NQex9mVBTAH9DQ5vDAaFOhKAoURUGBWY+uPi8O6xQsn14Oty+IR7ceGjQRkXiNcXj80WtBl9OHncd74PYFUGA2wGDWwxcIodXuwZNvNWJSsTnpMc/HazMREY2fdGN8/wR7R58Xx7tcMOhUnF5XhBkVBUmfk62YNKnIjIoCIz5stmNWZQEKzYbwfmQazAYd/MEgABkspSoK/IEQ7J4QzAYd6sss+N/dzdh9shc6nQKvX2aQL51WmjL5Hal3R45NY6cLLl8Afd4AnN4AOp0+vPxhKz46qwLTK+IHPbm8AXT0+aAowLLppXjvRC96XH4UmPUosRrQ7vDhraNdWDq1NCcGoI1HIjsXBw5F6pVvHOlCj9sHRQOKrQacNaMcX12e+21zooloWMnzjRs34v7770dLSwsWLVqEhx9+GMuWLUv5+D/84Q+49dZbcfToUTQ0NODHP/4xzj///GEXerjS7cXesqcV6/93L7qdPugUwKRT4UMITo8fe5qDmFVlw1kzymE16uHyBfDGkU689GELKgtNMOrV6OvOnVQITyCEykIj5lRLYNWpCpp7Pfj1a0fTauAfbHPgf3e1RHuKy2wGtNg9slGnJr3ZCgCTXoXFoKLXE8DJHjf+YV7lsAPK4Y4+tPV54fYFoVOAIqsBChQc63TC7vYhpEkP+vEuF6xGPcpsBliMemiahl6XH8UWY1zgHo31msZrDahsm1VViGkfs+G+F/fC4w9iVmUBiiyGaODOViUhUimoKTJjX4sD/kAIZoMa3bBGr6ro8/jhC4ag0ymoLDADCOBIZ1/av9Xxko/r02Va5rH8jBNlXwGamMZrdNBg5yAAPP7qEbxzrBshDZhcakEgpKGjzwunLzaiK7FcQ3VUuf1B7G91wOMPYnZ1YVwC4YPmXjjcfhSY9CgrMKDT6UVnnxeFFgMMOhUhTUOP248ZVQWYU1OI32wbmIjYdbIX+1sduGDRJFgNOuxs7MHhjtiIvYoCE3yBEJxePw629cHtC6DMZowec0UBii0GOL2BpMc8H6/NREQ0ftKN8SFNw29eP4Yupw81RaZw4hoIhkI40NYHm0mPMpsp/jkh4OUPYyO2dYqKmZUF+OLSOsyuLkq7jJHYdrjDicYuFw63O1FmM6LP44fVoIPDE4BOVWDQKdA0GYQGBdA0oKLAhC6nD11OH2ZXF2JyqRWtdjf2NAewo7EbH5lWhjKbKe79IvVui0GHP7/XjMZOF7pdPnj8QRSYDSg06xEIaeh2+fDm4U4UmfUoL5DX0DQNhzucUKBhRoW0MRfXKzjU5kSXy4dgKAS9ToFBVXD+gkkpR/WPZTt7OInskQ5I6j9YIJmxHjh0sM2BDX85gPeO90BVFFQWmKBBg93lx8sftqLN4cX1qxoGXQc/33MkRLko4+zH008/jbVr12LTpk1Yvnw5NmzYgNWrV2Pfvn2oqqoa8PjXX38dl1xyCdavX49//Md/xO9//3tcdNFF2LFjB04//fSsfIh0pNuLHQiE8MRrR9Ht9EGBBn8IMBp0MBt0sHv8cPlDONrhxBlTSlFollHY3U4v2vt80OsUnDW9HG5/ELtO9uClD1tQZDHgjPqSuIt/oTm9Bn6kAtHt8kV7ilvtXngDIRj1CoIhIBSe/qUoCoKagmKLJLvs7kDc66R7AY28ZzCk4eOzK3C43YUulw8unx9Orx8apAITDGkIaBocHj+8gQDKbSb4QxpCmoYVM8pQXxrfKzsa6zXlyhpQIw1QzXYPOvqkEpWYrMxWb3ckSVMQ0qPL5UOp1YhgSG7XGVR4/UGENMBmUOH1h9Dr9qOu1IKFdcU42O7M2TWu83F9ukzLPNafcaLsK0ATU/9GFSD7cPRfWmw0RgcdbHPg8VeP4mSPC2VWIypsJuhUBbubenGyxw2zXsXJHjdUAKU2I3SqCp0KGG0qupw+HO5wYU51wYByDdZRpWka9rfIbKTIqDYglkB4/VAHjnW60dTjDsd/DcGghl63H3pVQUgDymxG/MPcKvz9QDtOdLuwsK4YqqoCAPzBEHpdPhzrcuG9Ez2ApsFo0OH02tiIvcYuJ9odMg3d4fajwBzr2NU0DX2eAKqKzJhRYRvw2bJ53ZqojcCJ+rmIiIYrncTpgVYHelz+aILd4Qmgx+1Hqc0Io04JL1vmRKnVGDeLa1+LA11OX3TEtjcQwp5mO9480olvf7IBn5xXPWT5+se2KWVWVBWasa/FjsYuF/q80sFsM+vh8gZgNeqhhpdt8QeljRwMauj1+VBsMaDUaoROVaJLwx7ucOJgWx8+Ms0YF2sj9W4l/P4uXwAefzCuM7uq0ARfIIhetx87j/fgY7Mr4PYFcbjDiZCmwWbSw2qUfcrKbCaUTjPC4QnIoClFQUefFxWFprjPmY3O7+HEuUxnwGZjQFJksEAuDBwKhTRs3tWC/a0OGPUqyvt9z+YiHTr7vNjfIp8h2Z4zHLhANHoyvgI88MADuPrqq3HllVcCADZt2oTnn38ejz/+OH7wgx8MePzPfvYznHfeefj+978PALjrrrvw8ssv45FHHsGmTZtGWPz0ZDJSbcfxbhztdEKnAP4QYDHooChAIBhCSANMOlkD/L3j3Th3TjUOtTnh8YdQU2SG0ytrkRdZDKgp0vD+iV7odQMDRLoJ0f4ViEKz9BS/eaQLIbsXKgCdokJRFdQWW2A16aALjyJu6nGj0+kDkPkFNPE9y2wm2D1+vNvYAwVAidUIu8cPTZOkRQiAyxdEMORFeYEJi+pLcMnyKVlrAOZ64zIbAWoslsmIJGkcHj8CoRAMej3KbEb4giE4vUH4giGoKqAqKtyBIMr1MhpDVdWcXeM6V9enG0ymZR6PzzhR9hWgiSlyvfT4ddjT3B1dfzuytNi0Ciu8geCIRwdFYo/D48evXzuCnY09UFUFJ3vc0KsqyqxGTK+w4GC7A+0OH2ZWWuEPhlDYL+ZHl09x+hAMYUC5Buuosrv9aO71YFKJGUWW+IZcZNSayxeATo2MdAccHkmcz6oqQLvDC5NexUu7W7C72Q6LQQd/QMPMKpkVJkuwBFFiMaDN4YVJr0CnqvigyQ5fUENlgQkNVQVweoNodXjQ6/Kj2qAipMmggT5PABajDjMrbbCa9GhzeKOfLZvXrYnaCJyonysTuV6/I6Kxl06b6EiHH3ZPAFPLrVAUaZcHgiEYzPq4uOvwBFBkMcBsUHG8ywWbSQdfQIuO2C6yyHIqzXYPHtpyAPWlVsyuSX39TRbbCs1ARUEFpnW78bcD7Si1GbCwthh/P9iJHpcPusgGn5qGYEiWWJNZvyr8wRAAqSvMqipEl9OHY50uTC61oqrINKDe7fIH0e32oc8biOvMluOiR22JFce7XWixe/C3A+3w+qRuZNABbQ4fXL4gFk8pQbnNBEVRonULh8cPsyGWGE7s/LYYzGh3eLHtcAf2tzqw5txZgx6niHTiXLI4kMkM2GwNSIoMFvAGQgMGPY71wKGTPW7sOtmLYEhDYcL3rCgKCi0GODwBvH+yZ0DbPB8HlRHlEzWTB/t8Pmzfvh2rVq2KvYCqYtWqVdi2bVvS52zbti3u8QCwevXqlI8HAK/XC7vdHvdnJDKZ/tPp9MHtDyIQCsGoVxF5uKzvDejCN3Q7/Wi2u9Hl8qHArIdRryIQCsEXDoT+kAajXkWfJwCHZ2Aj3mLUDdnAj1UgJJiV2UxYUFsMi0EHi1EfrhDoYDXpYDXqYTLo4PEHYdBJL2XkArq7qRclVgNmVBSgxGrA7qZe/Pq1ozjY5hjyPRVFgQIF3kBIevT1KnSqgtPrijG7uhBlNiOKLUaY9Co+Madi0ClEmTrY5sCjWw/hwZf346EtB/Dgy/vx6NZDScs9HoZzfJPpX0lIJhu93ZEkTZfLB50iyQ+LUYeaIjNMelWW/1EUBEIhWMKjD8tsRgDp/VbHQybnda7ItMzj9Rkj6/GfXluMHpcfRzuc6HH5saCumBWvPLVx40ZMmzYNZrMZy5cvx1tvvTXo4//whz9g7ty5MJvNWLBgAV544YUxKungbEZZa3v7sS60OzwwG3QotRlhNujQ7vBgx7FueAOhtK+XoZCG410u7G2x43iXC6GQFhd77njuA7ywqwXtDi8UBSi1GmE2qDjR7cJf9rbjWKcLTT1u7G3pQ2+SeG/QqQiGQrB7/NFp15H3O9njxqfmV6PMZsSBtr5o56bD48fB9j7oVQVzqgvjRqAd6+zDX/a0orXXi2AoBKc3IJuj+QMosejh9AbwbmM3Wu0eaBpgNelhMehgM+nQ5vDg3cYe7DrZC7dPRq3pdQo8gSAMehUefxBNPW68frADrx/qwDvHelBZaERlgQlFZj2c3iB6XD54/CFUFZmxuL4EZTbTgBiVretWtmJsrhmLz5Xsd51Lcql+l+vHik5dEyVuZyKdNpGqAEEtFG2rGnUq9DoV/qCcu5G4G2mTtzu8cHoD0cR5WXiEuj8QQlDTUGY1oN3hxTM7jg84//tfH9451pV0Y09FUVBXasGUMiu6+vww6nX4+OxK1JZYYDboZOmWYAgGVYEGwGzQQQHw3oledIUHu5XZjDhzaikKzXp0Ob1J6902ox46RYU3EIIhyeC8QCgEvaIgEAyhuceDTqcPPS4vet0BePwhHGzrw0u7W3Ckoy/6nEhieFZVAepKLAM6CPzBEN5t7MH7J3vR3OvG20e7cNefP8T+1sFzM+nEuVRxwOkJoKLAhP2tDvS6fNC02HfSv7yTisxxZY0sj1toNqChqgBd4eXyIt9p4mfr//jZ1YUoMhtgd/uxvzW+PnagrW9MBw45fQE4/fL7T/Y9G3Sy353LF982H+zzJTseRJS5jLJxHR0dCAaDqK6On9ZUXV2NvXv3Jn1OS0tL0se3tLSkfJ/169fjzjvvzKRog8pkZG+5zQi9qsAZ0GDuHxgh63sGNQ2qogCKBPBAKASDqofTE0AwqMHrD0LTNBh1Kox6Fd5AMBq8+0snIZqs57W2xIxSmxFdTh+MuhBURYkm9EOhEDr7fJhaboVFr8N/vn0CnX1ezO7X+B5q5Fey9/QFQ/I5dXr4gyHoVRWVBSbMqLDB4QnA7Q+g1e7B58+cnFZSLZ3RRvtbHNj4ykF0Or2oLbZgerkNbn8wrud0RsX4rXmezZF1Y7FMRmQ08ckeN5p7POh2+lBZaIKqyu/fGtCj3GaEpmmoLbHE9WIPN3k/2qPK8nFjy0zLPJ6fMZ/2FeAIxsHl63JryUwqMsPrD6HH7ceUUkt0GRKTXoHBakBjtxvVgRAmFZmHfK1ko6JKrDISOxjSUFNkxoG2oOwxoqjocvph1Mm0Z7dfZppZjDroVGngOH0amnrcMKgKrCa5XvqDEqe7XT7MqizA/7zXJMnufqOw/mFuFfY2O3CovQ8tvR4ENQ3VRWZoAEx6eb8upxe7TvbiUFsfXOH9SHQ6FSVWA5y+IE52u6GqCoIhDb5ACAUmPYKa7Ili0KlQFRVlNrleuHxB1JVYoCjSMR7SNNjdAXk/gw6apkFVFbQ7PLB7/CizGrBiVgWOdTpRV2KBSa9DYXiEX7IYlY3rVmKMBRCdYl5daEKL3ZtzM4vSMRaziXJ9VHsujYzL9WNFoxffc73eMJHidibSaRPNrCpAu90bbasWmvUotRrR7vDAaDPCHwxBp6ow6tToc4x6Fb5gCAVmAzz+ILqcfrj9Et8VRZZWef94b9xI3v0tDjyz/TgOtfchqAGqApzodmPp1DIUJlQxFEXB7JpCtPd5cbC9D7OrC3HGlBJs2dOGPl8gnEfQEAppUKCh2KKH2xfAofY+lFpLoSgKLAYd5k8qwiXLp6DIYhjwu4wcmz3NdvgDIZgMuuj7u3wBNPV4oEDafEZVhS8Ugt0ThEEXQpFZ6iS9bj9eP9gJm1EPi1E3YEbp8S5XtPO72+WLzlIrMOtRaNbDqZcyb3zlEL71D7NSbhQ+VJx78s1GuP0hdLvi40BkHzmrUYeT3W4cbndiUrEZs2sKYTHEl7fZ7slobfShOvYbqgvQ2OXClDILOvp8aLV7YNLrsKCuGJ8+bexigs2oh80QqUNqMOnjyyozFhRYjfFt81zc9JRoosnJHd/WrVuHtWvXRv9tt9tRX18/7NfLZPrPrIoC1JdasetkLwL6EAx6aZjrVAU6VYHbJxstFpgk6ARDGo53OeH0ycitXSd70dTjwYxKKwpNejR7AjAkVMaSNTaTVeIiQXLXyR7UFGkyml2nYnF9CV492IFeTwDFFgNUVYHD40er3Rst60//sh+H2vpQVWhCZaE5OooYGPwCmqzSYtSp0KsqfIEgnN4gqorMKDDpog3ZYEhDicWIQtPAY5sonYbK/lY77vrzHhxq74PFqKKjz4cyqxEzq2xoqCrAgbY+/P7NRpRZjXGbmw3V4MlmRTmbAWqslsmYVVWIr589DWaDilf2tuFEtxs2kx41xWbYTHp0On2oLDBiVr+KznCT92PRIM3HjS0zLfN4f8Zc2VdgMEx+DC0fl1tLpdnugcmgotRqQLfLjwKzHgadGl1KpMRigFGvotnuGfS3myyB5/QG8OqBDrj9QXx8diUAwOUNwmzQwaCTGTtdTi80TUMgpMFm0kkDVi91gdpiMxq73OHrvgUGnYpup0+SzSYDWh1eNPV6kiYMr/joVCyyF+MvH7ahudcNp9ePbqcfrx3swJyaAhzpkBHumgbow5uQaRrg8YdQbjOiudcDaEB1oQmtdi9KwiPpHJ4ATHrZELosPEK/y+lDSJPru8cfBCCj4grMBgAaPH4NelVBoc2IVrsXmgZc9bEqvPRBa/h46RDUNLi9gaQxKhvXrf4xttvli25uFghJB77NqMOOxlDeNQJHu3GbS4npZHJpubVcP1Y0evE9H+oNYxG3vV4vvF5v9N8jnek9XInts0/NH7xN9MUz6/Hyh61xbdVZVQXo8wbQ6ZSl3CaVWABo2N/qgMWgQ4FJlnIx6BS0O7zwB2WGuE6RpLo3GERjlwt7mu2oL7Niy55WPLTlANodXhj1Ckx6HQw6FT0uP7Yf68Ky6eVxbWtAlnqdXV2IGRU2dPT5cKLbBac3AKtBh/ICI4rMBrTZPXB4g2ixe1EeHgzn8ARQaNZH21tLp5Ylvf6pqoIvLq3Dm0c60Wz3oKbIBKNe6iEnu93QNA0FJgN8wRBCiqyzrkCD0xeCJxCCSa/CoFPg8EqSevHkkgGJ4Ujnt8Vgxt5mR3SWWqSzXB/Oh5zoduHF3S1J19weKs7VFJmw7XAXKguNWDQ5tkRK/33kJpdasHJWOfa39qG514P28GDAM6eURsu7t8We9QFJJr2Ki86sQ6HJMG4da3UlFiyoK8aRTiccHj+Mtvg18B1uP3SqioV1JXFt89EccJXrnY009hRFwbPPPouLLrpovIsypjLKuFRUVECn06G1tTXu9tbWVtTU1CR9Tk1NTUaPBwCTyQSTyZTy/kxlMrJXVRX8y8dn4Kb/2oVejx+FpnDDPCRrlel0Kgw6HQrMeuhVBQ53AA6vHwUmPSYVW6DXKWhzeGD3+GAy6FAZHiGlqkrKhOhglbi5kwrx0octeP9EL4x6Gc1eaJJN0SJTvZrCU58NOpk2Nm9SEVy+II529KHHJRuHyPRqGVkso8WD6Hb54PD4445VqkSuzajDiR43KgtMqCgw4Z1jPdG1Zl2+IGZWFcDtCw76PaTTUAGAja8cwqH2PpRYDbCZZLR7m8MDh9ePxfUlsISTv1PKrZhZWZBWgyfbFeVsB6jIMhmRMo5Wb/esqkLccsF8/MPcqmiSRqdKw9WgU1Fkkb8DoVDayfvEgOr2BfGbbaPfIM3HjS0zLXM+fsaxxOTH0CLLra1bty56WzrLrfXvwAZkubU//elPKd9nrBrhTl8ARr2KM6eU4miHbGjt9AagU1VUFZkxrdyKXrc/o1HN8dOvAVVRcLjDiWnlVigKYDXq4PIFYdSpcHqD4RHhCkKQ5PWkEjMsBh08/hAqC43ocfnR7fLDF5BlsFbOKoeiKGju9aRMGD791vHoKKy6UgusRj0sBj3eONKJV/a1w6RXAU2DQa/C6w1BpyooCsfHVrsXOkWRpDoAKECBSR9NlBeYY/+vUxUEQ9IJoFNVmAw6GPU6aOFpvEFNKsS66DGRxvfUUivOO70GW/a04mSPGzpFgdmQPEZl47oVW9tejS4zIx0l8pl7XD60Obz4+4F2nDm1NG8ac6PduM2VxHQquTIyLh+O1alutOJ7PtQbxipuZ3um93Ckap/1n5GVrE2kqohrqxZZ9GiosmF3kx2hkAz8Ot7thjcQgjGcMJZlTHxQVTUcm6QTOrK2NKBh+7FuTCmz4qEtB9DSP0EdDMmybJqGjj4fDrY58JFpZQMGG505pRTXnDMDTb1u/PTF/dG6hC48S66qyIJgr1tmkKk+2EwGdLt8aPn/7N13nNP1/QfwV3Zyey849kZABaEICgqKitZRJ1bB1q2tlFarVeuWts6fo2q1xdZqte6BCxWwKg5QlKEs2dxxA25n5/P7453kklxyl9zlLsnd6/l48AAyP9+Rz3h/VkP77S1fW8ujgHlTBuC5L3b5A/tajXSoW4x66PUauDwKNoeSme8K0GvleYNWC40CPPAg06zHeVMGtAnUpxv1MOm02F7bjIp6KyzeTUatDjcONMt66y6PBxoNsHRdJcaX5+Co4YVBae2onHN5FOqtDowsDh6sFbqPnNmgx7RhBWiwylJ2QwrTcelRQ6D3DmzsrgFJmSZDQjvltVoNThhXgh/2N+Lb3XXY32BHdprcn/UtTngUMKEsE3MOKW5z7bpjwFUqdDZSfFVWVuKuu+7C0qVLsXfvXhQVFeHQQw/FwoULMWvWrEQnD6+88goef/xxrFmzBgcOHMA333yDQw89tEe+O6Zfj9FoxMSJE/Hhhx/6exk8Hg8+/PBDXH311WHfM3XqVHz44YdYuHCh/7Fly5Zh6tSpnU50rGId2Tt7TAkW1tvw6PKtqLc6oYEbOq0GuWkG5KQbYdBqkWsx4utdddBogByL7JYt07O1SDfpUdlgQ2mWGb86djg2VUYu/NurxH1fKcGHLIsBeq3GuzO4GxU2FwozTbj9tLHIsRhR3WTHJ5urcaDZiZElmd7eYcBs0MOk16DZLlOslErDj9USbLA6XfB4gNe+2QejXhuU+YUGcu0uG3LTjXB5pMd5U2UDXG4Fk0Gmw2VZ5Db656odESud0TRU3lu/H0op1DbZZSqSSQ+tRnr7jela2T29qklGvDll2rmvcGivwdMdFeXuKKB6apkMrVaD6cMLceTQgjZB72UbYwvehxaoJp3MFIAGQRuudEeDNBU3tow1zal4jD2FwY/opOpya5H48l6zQYdJg3L9M6CMOi0yzXo02WVtz9C8N7CTr8HqDLtuqcMt659mpxlwoNmBsmwz9DotMnUaON0KdpcbLo+CUjKV1uHywAOg2SGj09NNeli9+470z7FgZEkWZo0uwoC8NDz4wZaYRmEdaLb7g+JWhxt2pxuABhajFha9DtDICHQPtGi2OpFu1MHh8qDJLg0bjaZ1w1Kb04PRJVnYXtuEnbUtcLgVqhrtyDIbYDYYYTFo4XIrtDhk6ZYMkx4Kyh94txj0ePqznWiwOWF1ugAFFGWZMXtMEY4cWtDm9xWPfMvXgN9UGTzyDZClbKw6N6oarfjHJzvwvy3VsBj0KdGY687ZRIkKTMcyIi1ZlltLliA+hddd5Xuq1Bt6qtyO90zvWHXUPpt/5ED81FAWNm+JNOjo1AllmFCegxanG0u/rYBe60FZjhlFmWa8u6ES9VYn9FoZha3VauBweaDXamDUa1GYacL+eiv++dl2VDfaUZpl9i+N4muLOt0etNjd2FnbjP65FhRlmduUbXq9FhqN7CeSbTHA5QF03l3mLEYdSrMtqG60odHuglJSxk8oz4nY3goXvDx8QA6a7G6pKzTaUd1oh86jgcut0GR3w+7yQKuBP/0ut4JWC5i0Wjjt0hGQYdK3uc+tThdqmhz4YX8jmm1OWIw61Ho3N/UoBQUNsi0G/2bj//lyF0qzzUHp7qick04IBD3XaHP595Ez6LRodkjdTqPRIDvNiBHFmahpdATNKuzNA5KGFWVi4ezheO7zXfh8+wHUNsnglByLAVOG5GPelAFt7pXuOL5U6Gzs9TweoH434GgCjBlAdjmgjWnbypjs2LED06ZNQ05ODu655x6MGzcOTqcT7733Hq666qqIZVBPam5uxvTp03H22Wfjkksu6dHvjrl2vmjRIsyfPx+TJk3C5MmT8eCDD6K5udk/rezCCy9Ev379sHjxYgDANddcgxkzZuC+++7D3Llz8fzzz2P16tX429/+Ft8j6UCsI3svmDoIRwzKwz8/244fq5uh0WpQkmnCiJIszB5ThLoWJ55Y+SMG56ehot6GffU2/+ZXZoMORZkmFGSaMLIkE8eOKgrbsGivEpdu1OG9jfsBBcwZWwyNRuMPEhi0GlQ22LF1fzMun1GCvXVWfLixCv1yLQGfoUdemhFVjTakm/SoqLeitknWcZWp5lrkZBmw60AzlnzaNugdLpDb7HDirrd+QEW9DWlGLTwKKM62YGhhOnLTjO1WOqNpqHy3tw5QQGm2GTVNjqB1vnxBgP0Ndrg8HqSb9P61YEM/J7DB010V5e4qgHtymYxw3zWsKPrgfbgCdX+DXOcsix4HWxzIS2+dQdIdDdKeGrEfT7GmORWPsScw+JFceqoRHpj3Di/KQJaltfEVKe8NbXjanR7sPtCCSYNygxpvviXKAOXfNNxXjhZnmVDdaEeD1enfx0R5R3TZHG7strcgzajHsOIMlOdacNmMof4RXR1NLQ4dhXWg2e5fZzTdpEeaUQePktlvGgC56QY02FxodrgBj0zNbrK74FEANBpkGHU42OxESbZMM2+yu+D0eOB0yYj1Aflp0EH2ZGmyOdFilyXg3ErB45FjsrsUirLMSDfqsLWqCdtrmzC0MANl3oZTRb0N76yvRElIo9mnq/lWvxwLCjNN+GK7dCoE/sZb7E5U1NukHqU8KMwwQ6/TpERjrjsb75EC0x3NOOyKWEekJXopMp9kCeJTeN1VvrPeECzeM71jEU377IONVbh8xtCI7ZBwbdXSLDP21lux5NPtqLM6ML5fNrRaLTLNBozvn41VPx6A2y2beKcbdTL7SqdFtkUCtJX1Vv8a6b6lW300Gg3y0o3QahzestqJFm+eFW75E60WKMwwoabJHrT0hsWoQ1mOGTsPWPGToflYdNwIlOemhT3OSMHLinobctMMOH5sCd5dV4mqBhvy041IN+lhc7rR4pR6ikcpaKCRDnVo4HBLG9rlrTeEftc/P9sp18Gkg9XhgsejUGdzwKMULEYZuJCfLntmZVsMaLa72rSjOyrnDrY4kJMmm1n6hNtfzahrPf/h8uTePiBpWFEmbjp5DHYfbMH2mmYAwJCCdPSPcK/E+/iSsbOxzy0fU70J+P5NoGYL4LIBejNQMBwYfQpQOLJbvvLKK6+ERqPBl19+ifT0dP/jY8eOxS9+8YuI7/v973+PV199FXv27EFJSQnOP/98/PGPf4TBIHW9b7/9FgsXLsTq1atlj4Hhw/HEE09g0qRJ2LlzJ66++mp88skncDgcGDRoEO655x6cdNJJYb/rggsuACCB/p4Wc+30nHPOQXV1Nf74xz+isrIShx56KN59911/b/euXbv8G3gBwJFHHonnnnsON910E/7whz9g+PDheO211xKyeUmsI3tHlWbhrtPHh339D5UNcLo9qGxwwO4dBa2Ugt2lYHO6oJRCg9WJ9fvqASDs97RXiWuyu+H2TqNusruRZTEEBQlkuZcmf9pCGwEajQZDi9LRaHei0ebEwWYHMkx65GeYZP01kx5jSrORm2aImPmFBld3H2hBQYYRpdkFMOi1/pF+vrS3V+mMpqHS4nBDQWFYUQZy02z+jV98n2/QaeFwyyZtw4sykWlue/uGFq5766zYWtWITO+a3oFp7kpFOdUK4GhFG7yPVKAa9TqkGWX9vW3VzchNCw56dEeDNJU2tvSJNc2peIzdjcGP6KTqcmuRxJr3Rurk+77Cha93HcQRg/L8nXy+Tue9dS2wGHQw6XX+crTF7oJRp0GWxYAGqxM2pwc6LZBhlo5cl8eDJrsL6/fU44zD+wVNhY5lFJZv6rJvtLXDJUF8l7czudHmhN1lh06rgcvtgdOtoAB4FJBu1KEs24wWp1s+s96GDLPM4NpR04SaZgdKskw4bEAuAKlDHGi2o97mwsEWJ8aWZcs5Mulh1Mm64u9v3A+DXusPQMh5iq7h1JV8S6vVYNLgPLy7oRJNNjc0Go3UAVwe7K23AQD651pgd8lsgVyzMalGjkbSnXWHcPfZgWa7f7349mYcdkZnRqQly8i/ZAniU3jdVb6nSr2hp8rtRIpXR0Zgu2VrVSOe+PhHfLenDuv21cNi0MHpUhhalI68dBOGFGRgZ20LGqxO2F0eWIx6ZJr0yMswYWhhBgw6DbQaLeAdmR5us0aDN6A7uCAdl80YEnZjT0DyGItBD0uODs3eJU8C92g52OxEpsmAMyf2x8D8dITTUfBy8/4mvPVtBdKMOgwtyEB1kx1ab4C/zru8h8MpneYG74apeq2Mok8zyhK04b7rsAE5GJifhpWbq1HbbIc3HAGlgCyzLHfTaHOhOMuMIQXpba5TR+WcrxyoqLf52+Th9lcLbOdHypN7+4AkrVaDgfnpEe+RUPE8vmTrbOxzy8dUbwI+fxxoqQWy+wGGdMDZDFR8B9TvBX5yedwD6AcOHMC7776Lu+66Kyhw7pOTkxPxvZmZmXj66adRVlaGdevW4ZJLLkFmZiauu+46AMD555+Pww47DI899hh0Oh3Wrl3rD6xfddVVcDgc+Pjjj5Geno6NGzciIyMjrscWL52qFV599dURl2lZsWJFm8fOOussnHXWWZ35qrjTajXol2PxN+b21lnbbcxFCiZaDDrUNMlaq8VZpoDeZKDFrsGuA1Yo2PDCl7uwLN0U9sfdXiXON7JNA+X/d9D3B1TwIjUC8tJNOLQ8B9/sqkNlvQ3KBNhdHhRlmTG0MMO/0Um0mV+zwwW724N+uWlBvcXh0hQqmoZKmlEHKMDqdPs3fgmsbDTbXbC7FCxGPcpy2mbkvs8JLFy/r2jAhn0NspO6UtBrtf7NR/PSTV2qKKdaARxPkQpUo04LvU4LrQb+TXACO326q0GaChtbhoo1zal4jN2JwY/opOpya+2JNu+N1PAszbZgYH4afqxpxtaqJhwxyOjvUB1SmIbdB1vgHVuOLIsBw4sysH5vA+wuBbfHA60W0Ok0MOm00GtbZ0fpvcu3NYeM5oplFFbg1GWNRuMf/WZ1OOFWGrgV4HR5oNfI+uQKgAaAUa/FgDwL0s1GZCkFwAblUahrccJk0KLF7kH/XAvGlGb5OwuO8C57s+tAMzZVNsKo1yA33ehv5K7bVw+nW+GwAa2Bc59oG05dybdGl2RhRHEmDjY70Oxwo8nugvLImvRlOSYYdFq4PfCPTkuVkaPdVXcIvc8OtjgCZjB0POMwFp0dkZYsAw+SJYhP4XVX+Z4q9YbeWG6HindHRmBnnsWog8WgQ7pJF7RnVm6aEWXZFmih4FbA2H7ZKM5sDdJuqWrCsKIM7K+3wuXyoN4avFkjADhcbjhcMtAr0saeQHAeM6F/NrZVN+Ngi6wZrtdoYDJocdSwAkwbWhDxmHxtrZIsc5sl6jQaDTLNemzYV4+fDMlDUZYJTQ5pNxv1WqSZJF91eXvXzRrAZJCBbxajHuW5FmSaDG2+y9euy88wYcaIQnyytQYV9VZAATanG/sbbFCQ39LYMiPSTHpUNdrbXKeOyjkAWPLpjoj7qw0tDF4Pvb08mQOSgsXr+JKps7HPLR/j8ciI85ZaoHCUbMgEAKYsoDATqP4B+OEtIH94XJdw2bp1K5RSGDVqVMzvvemmm/z/HjRoEH73u9/h+eef9wfPd+3ahWuvvdb/2cOHD/e/fteuXfjZz36GcePGAQCGDBnSlcPoVn0uqhCvXitvdg7v9lx+VocblQ02ONxuWAw6lOelwaDThv1xt1eJ8zUGFTRB05YCv8dXwWuvEZCbZkR2mgHF2WZMHpSHNKM+aLQ4EH3m15VKZzQNlfH9cqCUwoaKBgwvysCh5TnYWtUklQ2bCy0ON0YWZ2BYUQYqG+xQSrXb4Nla1Yil6yrQZHchJ82ALJOhzeajBp22SxXl3l4ARxKpQM0065GbZkRVgw0aTXDHDxukFE8MfkQvVZdba080eW+kTj6NRoNhRZk40OzAztoW9M9NQ1GWCVaHG7XNTkwoz0FRhgl1VieqGu2yjuqh/eD0ePDi6t1osQMmvRZuj0KDzQWDTguDTusfxVXb7Oz0KKzcNIN/6rKPQSM1DZtT1jCVYwB81Q+ddySZ1aWgd8ma6xkmPepanBjbLwtTh+bj4801GFuaBX1AfUKjkZH0o0qz4HQrDClMR12L09/IHVyQDqWAspzwQehYGk6dmWrbL8eCw8pzsW5vHcZlmeH0yDTz9Xvr/McXOjotWUaOdqQ76g6B99nm/U2obrShxe5ChtkQ9YzDaHVlRFoyDDxIliA+hddd5Xsq1Rt6Y7kdKJ4dGaGdeY3eclmr0SIvXTbL3lbdjEkDZfBUbbMdNpsL6UYd0kw6NNld/t/9zyb2w7INVahtltHpgYO4HC4PKhtkLfQzDy9vN38IzGNqmx0YVZIBl0eW0DrY4kC/HAvOmzKg3c9odrhQ02THvjor6qxOuDyeoEFgvv3WdFqtf8DctqpmHGi2e+soHniULK+SZtTDrNciN90IvVY2XQ+8z8O16/IzTBhWJHUTt0cBGjmuNKMOBq0W22uaoddqIl6njsq5SPurZZkNMOg0cHk8UefJHJAULB7Hlyydjcm4fEy3q98tS7Vk92sNnPtoNEBWP6B6s7wud2DcvlYp1fGLInjhhRfw0EMPYdu2bWhqaoLL5UJWVpb/+UWLFuHiiy/GM888g9mzZ+Oss87C0KFDAQC//vWvccUVV+D999/H7Nmz8bOf/Qzjx4/v8vF0hz4VPI9nr1WL042CDBNqvSNsM8x66LUaVDXZ0OJwewtkPTwq8o+7vUpchkkno7uV/DtQaAWvo0ZAQYbJ2wOv71Lm15VKZzQNlTmHSE90RYPN/5rDBmSjutGOinob8jNMuOqYodBqNG16q0MLVwB4b/1+2J1uDMxPQ3WjHRmm1g1fDjQ7sLWqCdkWI8b373xFuc+tveUVqUCVoFQGDjTb0Whzw+HyxFT5IYoWgx/RS+Xl1trTUeOgvVEzeelGHD4wF1/vPIgDzXa0OFxBAbwhBcENPqvThUeXb4PD5YFWp0GGSQ+PR0ZiabUaFGYYYTLo0GhzosHmxLbqpqg2NwsdhbXnYAuUAuwuN7QaDZpsLliMeuitTng8CtBooFHSwa71rl3qa9RmmfWwOmX5GK13VNpZk8oxuiQL6/c0wOp0IzNCZ3xBhgnzjxyE6kY7apsdyE83ojDThIc/3NrlhlNnBy0E/sb3N9pRmm2GTmMAoEF1owNZFkPQ6LRY0pQMuqPx7rvP/vvVbmzYVw+dVtOlGYeRdHVEWjIMPEiGID6F113leyrVG3prue0Tz46M0M4830Ce6ka5phlmvX82bG6aEUVZZhRlyiaaO2qa2/zutRoN9tXLPmYtDhca7S44XE44XB6UZJnxq1nDMaKk4/whNI+xu6R8mjI4P6o8pqbRjt0HWqCUQk660b8euG8QWFmOxTsDSwYq5aWbkDvIiEabC9VNdmzcVw+rw43DBuQgy2KA2xu8z88wtbnPw7XrlFJosrmQZtTB5ZZ108uyLf4O69omO9bvbcCph/aLeJ3aK+fClQNWpwvLNlQxT04CydLZGO/lY1IiduNokjXODRGW6zGmAY375HVxNHz4cGg0mpg3BV21ahXOP/983HbbbZgzZw6ys7Px/PPP47777vO/5tZbb8W8efOwdOlSvPPOO7jlllvw/PPP4/TTT8fFF1+MOXPmYOnSpXj//fexePFi3HffffjVr34V1+OLh+RvXcRJvHut0o16FGSYUJBhRGW9HQdaHLA5XWixu5FpMSDHogcCRo2H+3F3VIkbUSyFxNbq5g4reO01AmaPLsayjfu7nPl1tdIZbUMlXEXjyKEFEV8T7nN2H2jBtuomlOVYUJhp9u5I3jp6wKjXYmdtC44YbO50RbnPrb0VoP3ZDgYUZZpRlAW43J6wFVOieGDwI3qpvNxaZ3U0asZi0GFMaRbOmzIg7Lqlvkq4x6Pw2IptsDvd6J9rwdaqJrg9CgadFulaPaxONw60OOByy4gNq9ON/3yxCxv2NgSVB9GMwnp3fSWqGytQ1WBHjsWAoiwzzHot9tVbkW3Rw+5SMBt0yEuXjUz1Oi30SqHF4UZ5bhryM0xwuD1wuNxwuRVGl2RF1QAqyzZj6XcV+LG62V+eDSlMR47FgIp6W6frDl0dtBD6G7c53TDptdBpFSb0z/YHg2NJU283rCgTpx3eD5urGlGSZYHFoOv0jMNI4jEiLRlG/iVDEJ/C667yPZXqDb253I5nR0ZoZ55vII9v+c80kx5Ot2yYXNlgw4C8NMyfOggWoy7s7z7wHtla1Yg6qwNajRbDijLws4n9MKI4q73kBOlsHuPxKKzdVQeDd5abUaeFRqPxDwKrbbJje3UzBuWnodHm8s/G9s0oyzTrUW91AkoGjjXaZIDA+P45Ye/zcPWERpsLdVYnijNN2Fdvg14nS8kpAE63By6PbEg6vjy703lmuHJgWGEm8+QkkCydjfFcPiZlYjfGDNkc1NksS7WEcrTI88b4rguel5eHOXPm4NFHH8Wvf/3rNuue19XVhV33/LPPPsPAgQNx4403+h/buXNnm9eNGDECI0aMwG9+8xucd955WLJkCU4//XQAQHl5OS6//HJcfvnluOGGG/Dkk08yeJ5I8e61CixkJg7MQZPdjf2NNmzc24CCTKN3OrGpw+nE0YxGi2UTjEgFtFaLuGR+Xa10RlOJiMdrAjNanVYTvARMwKi8ueNLO5VZ9rm1t0J0VKAOyE/D/CMHwmLQs/JD3YrBD4ok2lEz7a1bCrTWH8pyLCjIMGFfnQ1NdhcyTBrotN51y5tdMOm1yLIYMCAvDWU55rDlQUejsK6cKUuWPfflLjTbXRhSkI7qJrt3NLoHJoMOxVkmmA06NNokfzXoNNAA0Gil0ayUwpaqpqhnp+m0GuxvtGNfvS2oPNuwrwE6rQY6raZTdYd4DVoI/Y3XNNrx9roK2QRcr03akaOJlGkyIC/NhDSjrlumWyfLiLR4SIYgPoXXXeU76w3JIV4dGeE68/LSjf62X1WjDTanB1anGxMiBI/DpS1e90hn8pi9dVb8WNOMQ8qysKWquc2Go77A9ckTyvDdnvrwbbEOOglC0xhaT7A6XbA53dBpgOIsE9JNeticHjQ7XNBrtSjJNsOk16IwM76bxTNPTh7J0NkYr+VjUip2k10OFAyXzUELM4OXblEKaNgLlE2Q18XZo48+imnTpmHy5Mm4/fbbMX78eLhcLixbtgyPPfYYvv/++zbvGT58OHbt2oXnn38eRxxxBJYuXYpXX33V/7zVasW1116LM888E4MHD8aePXvw1Vdf4Wc/+xkAYOHChTjxxBMxYsQIHDx4EMuXL8fo0aMjpvHAgQPYtWsX9u3bBwDYtGkTANk4u7s3ye4zwfN4b3oQWMj4Robnpxuh02lQ02hHpsWAoYXpUU0n7qiAjqXwjlTgxDPz62qFIppCsauvCc1o89KN/s3RQkflxapPrr0VRjIUqEQAK9oUXrxGzQTWHzLNGkwZkocvth9As90FnUYDh9sDBYV0sx75GSYML85ElsWITHPsa0trtRpMH16IkmyzP29tsjmh18qIsuJMEyzeOkReuhF2lxuNNjcsBi2yTHo02pwxzU47pCwLtc0OVNTbIpZnpdlm5KUZ8WNNc0z5fDwHLQT9xksQdH5Y9rTV3cHtZBmRRr1fd5XvrDckh3gEqSPld3npRkwamIPv9tZjSEEGLpo2CP1z0+LaXu0uvnrHkIIMpJsMQQPAAgPXE8pzMHFgbtza94H1hIMtdrg9CvlZJowpzUJumjFo41JAod7qSoll0qjzEt3ZGI/6TMrFbrRaYPQpQP1e2Rw0q58s1eJokcB5ej4w6uS4bhbqM2TIEHz99de466678Nvf/hYVFRUoLCzExIkT8dhjj4V9z09/+lP85je/wdVXXw273Y65c+fi5ptvxq233goA0Ol0qK2txYUXXoj9+/ejoKAAZ5xxBm677TYAgNvtxlVXXYU9e/YgKysLJ5xwAh544IGIaXzjjTf8+38AwLnnngsAuOWWW/zf2V00qisrw/eQhoYGZGdno76+Pmjh+VjsPtCCB5ZtRk6aIWyvVaPNiboWJ35z3IiYCsqg6R9OF3bUWuFyezB5cC7yM8z+1wWOBLt8xtCE/TBTYp2nOPBNs1+/rz4okwS6fi26615KVX3lniLqSfEo9xIpmdIfWE77lgIbVpQRdcMyXJ5f22TDxn2NqGqyo7bJBq1Gg5ElWRhbFryUSFfKA1/e2mh3Yskn2/H5jwdg1GuRGTD6rLbJgQabE4XpRowoyYLZ0P6xhebXSik8+MGWDsuzhbNlHcRY8vkfKhvw0IdbMKQgQ/ZwCeHyyLJev5o1HKM62ZHNsiey0FFWocHteIyy6upvi6g3SaZyrzNSOf09kd/1pNB6h1IqbODaV7eIZ3kYWPd47eu92HXAihHF8W1LE8Wiq7/vRMRubDYbtm/fjsGDB8NsNnf8hnCqNwHfvymbh7psslRL4QgJnBeOjEs6+4L2rkWs5V6f6SrsrlE4ob1x1Y12vLOu0judWJd0I3H6ykiL7hwVFe9ZDKmur9xTRJSaujpqJlz9IT/DjOnDTdhR24xPt9ZgQF4apg3ND9rADehaeRCYt142YyisTg82729Eo631syxGHcb3z8Z5kwegINMU8+y0HyoboirPWpzumAPc8ZpqGwnLnvb1xOywRI9IIyICet9s2HD1jixL60aegUuzAfEtDwM/y3iEFks+3cEZRpRQXf19p2zspnAkkD8cqN8tm4MaM2Splm4YcU7R6TPB8+4MpgYWMqNKgFJOJ04K3VWR6u6AABERxVdXGpbt1R/qrU5kmY0YXJDeJnAOxK88GFaUiYWzh+PddZVYt7ceLU4X0gx6jO+fjTmHlCRledab1sVOVT0R3GYnBhElg97UmZcsS2P1tk4JSl1d+X2ndOxGqwVyByY6FeSVhHdI9+mpAqA3Fd6prjuuBQMCRER9S6T6w+RB+RhaYEdFgw1KqW4tD4YVZeLKY1KnPEuWxn9fx+A2EfUVvSm/S5bANeMalCw6+/tm7IbipU8Fz4GeKwB6U+Gd6uJ9LRgQICLqeyLVH36saeqxac2pVp4lS+OfiIgo1SRL4JpxDUpljN1QvPS54DnAAoC6jgEBIqK+J1z9IdXLg+5Of7I0/omIiFIN4xZEXZeourpSqls+l6IXz2vQJ4PnRPHAgAAREQGpXx50d/rZ+CciIiKiROnJurpOpwMAOBwOWCxcDiaRHA4HgNZr0hUMnhN1AQMCREQEpH55kOrpJyIiIiKKpKfqunq9HmlpaaiurobBYIBWq+3276S2PB4PqqurkZaWBr2+66FvBs+JiIiIiIiIiIiIukCj0aC0tBTbt2/Hzp07E52cPk2r1WLAgAFBG8V2FoPnRERERERERERERF1kNBoxfPhw/7IhlBhGozFuI/8ZPCciIiIiIiIiIiKKA61WC7PZnOhkUJxw8R0iIiIiIiIiIiIiohAMnhMRERERERERERERhWDwnIiIiIiIiIiIiIgoREqsea6UAgA0NDQkOCVERETdz1fe+cq/VMNym4iI+hKW20RERKkj1nI7JYLnjY2NAIDy8vIEp4SIiKjnNDY2Ijs7O9HJiBnLbSIi6otYbhMREaWOaMttjUqB7nGPx4N9+/YhMzMTGo0m0cnpMxoaGlBeXo7du3cjKysr0cnpU3juE4PnPTF43ttSSqGxsRFlZWXQalNvhTVfua2UwoABA3rlte3t9y2PL7X15uPrzccG8PhSVW8pt3t7e7u33n/xwHMTGc9N+3h+IuO5iSzR5ybWcjslRp5rtVr0798/0cnos7KysvhDTxCe+8TgeU8MnvdgqThyzcdXbvumw/Xma9ubjw3g8aW63nx8vfnYAB5fKuoN5XZf0Rvvv3jhuYmM56Z9PD+R8dxElshzE0u5nXrd4kRERERERERERERE3YzBcyIiIiIiIiIiIiKiEAyeU0Qmkwm33HILTCZTopPS5/DcJwbPe2LwvPdevfna9uZjA3h8qa43H19vPjaAx0fUnXj/RcZzExnPTft4fiLjuYks1c5NSmwYSkRERERERERERETUkzjynIiIiIiIiIiIiIgoBIPnREREREREREREREQhGDwnIiIiIiIiIiIiIgrB4DkRERERERERERERUQgGz4mIiIiIiIiIiIiIQjB43sctXrwYRxxxBDIzM1FUVITTTjsNmzZtCnqNzWbDVVddhfz8fGRkZOBnP/sZ9u/fn6AU905/+tOfoNFosHDhQv9jPO/dZ+/evfj5z3+O/Px8WCwWjBs3DqtXr/Y/r5TCH//4R5SWlsJisWD27NnYsmVLAlPcO7jdbtx8880YPHgwLBYLhg4dijvuuANKKf9reO57j0cffRSDBg2C2WzGlClT8OWXXyY6SXFx6623QqPRBP0ZNWpUopPVaR9//DFOOeUUlJWVQaPR4LXXXgt6PtV/kx0d34IFC9pczxNOOCExiY1Rb6/DRXN8M2fObHP9Lr/88gSlODaPPfYYxo8fj6ysLGRlZWHq1Kl45513/M+n8rXr6NhS+bpRcusozw+1YsWKNveiRqNBZWVlzyS4h0STn4bz4osvYtSoUTCbzRg3bhzefvvtHkhtz+rMuXn66afb3DNms7mHUtyzOsrPw+kL9w0Q+7npS/dNqHDxrnCS+d5h8LyPW7lyJa666ip8/vnnWLZsGZxOJ44//ng0Nzf7X/Ob3/wGb775Jl588UWsXLkS+/btwxlnnJHAVPcuX331FZ544gmMHz8+6HGe9+5x8OBBTJs2DQaDAe+88w42btyI++67D7m5uf7X/OUvf8FDDz2Exx9/HF988QXS09MxZ84c2Gy2BKY89f35z3/GY489hkceeQTff/89/vznP+Mvf/kLHn74Yf9reO57hxdeeAGLFi3CLbfcgq+//hoTJkzAnDlzUFVVleikxcXYsWNRUVHh//PJJ58kOkmd1tzcjAkTJuDRRx8N+3yq/yY7Oj4AOOGEE4Ku53/+858eTGHn9fY6XDTHBwCXXHJJ0PX7y1/+kqAUx6Z///7405/+hDVr1mD16tU49thjceqpp2LDhg0AUvvadXRsQOpeN0pu0eT54WzatCnofiwqKuqmFCZGtPlpoM8++wznnXcefvnLX+Kbb77BaaedhtNOOw3r16/vwZR3v86cGwDIysoKumd27tzZQynuWdHk54H6yn0DxH5ugL5z3wSKFO8KlfT3jiIKUFVVpQColStXKqWUqqurUwaDQb344ov+13z//fcKgFq1alWiktlrNDY2quHDh6tly5apGTNmqGuuuUYpxfPenX7/+9+r6dOnR3ze4/GokpISdc899/gfq6urUyaTSf3nP//piST2WnPnzlW/+MUvgh4744wz1Pnnn6+U4rnvTSZPnqyuuuoq///dbrcqKytTixcvTmCq4uOWW25REyZMSHQyugUA9eqrr/r/39t+k6HHp5RS8+fPV6eeempC0hNvvb0OF3p8SqmgulNvkJubq5566qled+2Uaj02pXrfdaPkFC7PD7V8+XIFQB08eLBH0pQswuWnoc4++2w1d+7coMemTJmiLrvssu5OXkJFc26WLFmisrOzey5RSSYwPw/VV+8bn/bOTV+8byLFu8JJ9nuHI88pSH19PQAgLy8PALBmzRo4nU7Mnj3b/5pRo0ZhwIABWLVqVULS2JtcddVVmDt3btD5BXjeu9Mbb7yBSZMm4ayzzkJRUREOO+wwPPnkk/7nt2/fjsrKyqBzn52djSlTpvDcd9GRRx6JDz/8EJs3bwYAfPvtt/jkk09w4oknAuC57y0cDgfWrFkTdB21Wi1mz57da67jli1bUFZWhiFDhuD888/Hrl27Ep2kbtFXfpMrVqxAUVERRo4ciSuuuAK1tbWJTlKn9PY6XOjx+Tz77LMoKCjAIYccghtuuAEtLS2JSF6XuN1uPP/882hubsbUqVN71bULPTaf3nDdqPc49NBDUVpaiuOOOw6ffvppopPT7SLlp4FWrVrVpo06Z86clMuDYhXNuQGApqYmDBw4EOXl5R2ONu4tIuXngfrqfRPNuQH63n0TKd4VTrLfO/pEJ4CSh8fjwcKFCzFt2jQccsghAIDKykoYjUbk5OQEvba4uLjXrQXX055//nl8/fXX+Oqrr9o8x/PefX788Uc89thjWLRoEf7whz/gq6++wq9//WsYjUbMnz/ff36Li4uD3sdz33XXX389GhoaMGrUKOh0Orjdbtx11104//zzAYDnvpeoqamB2+0Oex1/+OGHBKUqfqZMmYKnn34aI0eOREVFBW677TYcddRRWL9+PTIzMxOdvLjqC7/JE044AWeccQYGDx6Mbdu24Q9/+ANOPPFErFq1CjqdLtHJi1pvr8OFOz4AmDdvHgYOHIiysjJ89913+P3vf49NmzbhlVdeSWBqo7du3TpMnToVNpsNGRkZePXVVzFmzBisXbs25a9dpGMDUv+6Ue9RWlqKxx9/HJMmTYLdbsdTTz2FmTNn4osvvsDhhx+e6OR1i0j5aajKyspeXf6HE+25GTlyJP7xj39g/PjxqK+vx7333osjjzwSGzZsQP/+/XswxT2jvfw8VF+7b2I5N33tvmkv3hVOst87DJ6T31VXXYX169en9NqtqWL37t245pprsGzZsj6zSUSy8Hg8mDRpEu6++24AwGGHHYb169fj8ccfx/z58xOcut7tv//9L5599lk899xzGDt2LNauXYuFCxeirKyM555Shm+mBACMHz8eU6ZMwcCBA/Hf//4Xv/zlLxOYMuqMc8891//vcePGYfz48Rg6dChWrFiBWbNmJTBlsentdbhIx3fppZf6/z1u3DiUlpZi1qxZ2LZtG4YOHdrTyYzZyJEjsXbtWtTX1+Oll17C/PnzsXLlykQnKy4iHduYMWNS/rpR7zFy5EiMHDnS//8jjzwS27ZtwwMPPIBnnnkmgSnrPr29vOiKaM/N1KlTg0YXH3nkkRg9ejSeeOIJ3HHHHd2dzB7XXn7e18VybvrSfdMb411ctoUAAFdffTXeeustLF++PKjXq6SkBA6HA3V1dUGv379/P0pKSno4lb3HmjVrUFVVhcMPPxx6vR56vR4rV67EQw89BL1ej+LiYp73blJaWtqmMBs9erR/2QXf+d2/f3/Qa3juu+7aa6/F9ddfj3PPPRfjxo3DBRdcgN/85jdYvHgxAJ773qKgoAA6na7PXMecnByMGDECW7duTXRS4q4v/iaHDBmCgoKClLqevb0OF+n4wpkyZQoApMz1MxqNGDZsGCZOnIjFixdjwoQJ+L//+79ece0iHVs4qXbdqHebPHlyr70XY8lPS0pK+lT5H8u5CWUwGHDYYYf12vsmlvy8r903sZybUL35vuko3uV2u9u8J9nvHQbP+zilFK6++mq8+uqr+OijjzB48OCg5ydOnAiDwYAPP/zQ/9imTZuwa9eudtdyovbNmjUL69atw9q1a/1/Jk2ahPPPP9//b5737jFt2jRs2rQp6LHNmzdj4MCBAIDBgwejpKQk6Nw3NDTgiy++4LnvopaWFmi1wcWOTqeDx+MBwHPfWxiNRkycODHoOno8Hnz44Ye98jo2NTVh27ZtKC0tTXRS4q4v/ib37NmD2tralLievb0O19HxhbN27VoASInrF47H44Hdbk/5axeO79jCSfXrRr3L2rVre9292Jn8dOrUqUF5EAAsW7YsZfOgSDpzbkK53W6sW7eu1903kbSXn/eV+yaS9s5NqN5833QU7wq3NGLS3zsJ3a6UEu6KK65Q2dnZasWKFaqiosL/p6Wlxf+ayy+/XA0YMEB99NFHavXq1Wrq1Klq6tSpCUx17xS6+zDPe/f48ssvlV6vV3fddZfasmWLevbZZ1VaWpr697//7X/Nn/70J5WTk6Nef/119d1336lTTz1VDR48WFmt1gSmPPXNnz9f9evXT7311ltq+/bt6pVXXlEFBQXquuuu87+G5753eP7555XJZFJPP/202rhxo7r00ktVTk6OqqysTHTSuuy3v/2tWrFihdq+fbv69NNP1ezZs1VBQYGqqqpKdNI6pbGxUX3zzTfqm2++UQDU/fffr7755hu1c+dOpVTq/ybbO77Gxkb1u9/9Tq1atUpt375dffDBB+rwww9Xw4cPVzabLdFJ71Bvr8N1dHxbt25Vt99+u1q9erXavn27ev3119WQIUPU0UcfneCUR+f6669XK1euVNu3b1ffffeduv7665VGo1Hvv/++Uiq1r117x5bq142SW0dl2vXXX68uuOAC/+sfeOAB9dprr6ktW7aodevWqWuuuUZptVr1wQcfJOoQukU05cUFF1ygrr/+ev//P/30U6XX69W9996rvv/+e3XLLbcog8Gg1q1bl4hD6DadOTe33Xabeu+999S2bdvUmjVr1LnnnqvMZrPasGFDIg6hW3VUVvXV+0ap2M9NX7pvwgmNd6XavcPgeR8HIOyfJUuW+F9jtVrVlVdeqXJzc1VaWpo6/fTTVUVFReIS3UuFZiY8793nzTffVIcccogymUxq1KhR6m9/+1vQ8x6PR918882quLhYmUwmNWvWLLVp06YEpbb3aGhoUNdcc40aMGCAMpvNasiQIerGG29Udrvd/xqe+97j4YcfVgMGDFBGo1FNnjxZff7554lOUlycc845qrS0VBmNRtWvXz91zjnnqK1btyY6WZ22fPnysPWA+fPnK6VS/zfZ3vG1tLSo448/XhUWFiqDwaAGDhyoLrnkkpTp5OntdbiOjm/Xrl3q6KOPVnl5ecpkMqlhw4apa6+9VtXX1yc24VH6xS9+oQYOHKiMRqMqLCxUs2bN8je4lUrta9fesaX6daPk1lGZNn/+fDVjxgz/6//85z+roUOHKrPZrPLy8tTMmTPVRx99lJjEd6NoyosZM2b4z5PPf//7XzVixAhlNBrV2LFj1dKlS3s24T2gM+dm4cKF/jpucXGxOumkk9TXX3/d84nvAR2VVX31vlEq9nPTl+6bcELjXal272iUUir+49mJiIiIiIiIiIiIiFIX1zwnIiIiIiIiIiIiIgrB4DkRERERERERERERUQgGz4mIiIiIiIiIiIiIQjB4TkREREREREREREQUgsFzIiIiIiIiIiIiIqIQDJ4TEREREREREREREYVg8JyIiIiIiIiIiIiIKASD50REREREREREREREIRg8JyIiIiIiIiIiIiIKweA5EREREREREREREVEIBs+JiIiIiIiIiIiIiEIweE5EREREREREREREFILBcyIiIiIiIiIiIiKiEAyeExERERERERERERGFYPCciIiIiIiIiIiIiCgEg+dERERERERERERERCEYPCciIiIiIiIiIiIiCsHgOVGczZw5EzNnzkzY9//3v/9FXl4empqaEpaGZHLrrbdCo9EEPTZo0CAsWLAgMQmKo6effhoajQY7duzwP/aTn/wE1113XeISRUSUQlhmJxeW2UREySVcvtwVCxYswKBBg+L2eYF27NgBjUaDp59+uls+PxonnXQSLrnkkoR9f7IJLcNXrFgBjUaDFStWJCxN8RJah9y4cSP0ej3Wr1+fuERRt2HwnLqdr7GwevXqsM/PnDkThxxySJvHnU4nHnroIRxxxBHIzMxERkYGjjjiCDz00ENwOp1tXj9o0CBoNBrMnj077Pc8+eST0Gg07abluuuug0ajwTnnnBPDESYPt9uNW265Bb/61a+QkZGRsHTcfffdeO2119o8/tlnn+HWW29FXV1dj6epPRs3bsStt94a1KD1+etf/5rQClisfv/73+PRRx9FZWVlopNCRCnMV3ZrNBp88sknbZ5XSqG8vBwajQYnn3xym+dtNhseeOABTJkyBdnZ2TCbzRgxYgSuvvpqbN682f86X6Pc9yctLQ1jxozBTTfdhIaGhrBp+/LLL3HllVdi4sSJMBgMcW3U9ySW2Z3DMpuI+qLAclmj0UCv16Nfv35YsGAB9u7dm+jkBdm3bx9uvfVWrF27NtFJ6VGffvop3n//ffz+979PWBpSsYx87rnn8OCDD7Z5PNXuozFjxmDu3Ln44x//mOikUDdg8JySUnNzM4477jhcc801KCkpwZ/+9Cfcc889KCsrwzXXXIPjjjsOzc3Nbd5nNpuxfPnysI2QZ599FmazOeJ3KqXwn//8B4MGDcKbb76JxsbGuB5TT3jzzTexadMmXHrppQlNR3sN8dtuu61HG+I33XQTrFZr0GObNm3Ck08+6f//xo0bcdttt6VUJSOSU089FVlZWfjrX/+a6KQQUS9gNpvx3HPPtXl85cqV2LNnD0wmU5vnampqMH36dCxatAhFRUW4/fbb8eijj+K0007DG2+8EbbD/LHHHsMzzzyD+++/H6NGjcJdd92FE044AUqpNq99++238dRTT0Gj0WDIkCHxOdAEYJndFstsIqL23X777XjmmWfw+OOP48QTT8S///1vzJgxAzabrVu+L1y+3JF9+/bhtttuCxv0fPLJJ7Fp06Y4pS653HPPPZg1axaGDRuWsDQkWxkZWoYfffTRsFqtOProo/2PtRc8j3QfJavLL78cr776KrZt25bopFCcMXhOSWnRokVYuXIlHn74Ybz55pu46qqrcMUVV+D111/HI488gpUrV+J3v/tdm/dNmzYNGRkZeOGFF4Ie37NnD/73v/9h7ty5Eb9zxYoV2LNnD/7xj3/A5XLhlVdeiftxdbclS5Zg2rRp6NevX6KT0qNaWloiPqfX69t0mphMJhgMhu5OVkQulwsOh6NbPlur1eLMM8/Ev/71r7BBJyKiWJx00kl48cUX4XK5gh5/7rnnMHHiRJSUlLR5z4IFC/DNN9/gpZdewptvvolrrrkGv/zlL/GXv/wFW7Zswa9//es27znzzDPx85//HJdffjleeeUVnHHGGVi1ahU+//zzNq+94oorUF9fj9WrV+O4446L38H2MJbZbbHMJiJq34knnoif//znuPjii/HUU0/hd7/7HbZt24Y33nijW74vXL7cFQaDIWzHe6qrqqrC0qVLcfbZZyc6KT2qozIytAzXarUwm83QahMXigw3CDNeZs+ejdzcXPzzn//stu+gxGDwnJLOnj178Pe//x3HHnssrr766jbPX3XVVTjmmGPw1FNPYc+ePUHPmc1mnHHGGW1Gyf3nP/9Bbm4u5syZE/F7n332WYwZMwbHHHMMZs+ejWeffTY+BwQpTH/5y1+iuLgYZrMZEyZMCJuh1tbW4oILLkBWVhZycnIwf/58fPvtt1Gt3Waz2fDuu++GXbZm2bJlmD59OnJycpCRkYGRI0fiD3/4Q5v333rrrRgxYgTMZjNKS0txxhlnBPWa3nvvvTjyyCORn58Pi8WCiRMn4qWXXgr6HI1Gg+bmZvzzn//0TytcsGABbr31Vlx77bUAgMGDB/ufC+wV//e//42JEyfCYrEgLy8P5557Lnbv3h30+b5lftasWYOjjz4aaWlpbY4lUEfrpz799NM466yzAADHHHOMP10rVqzAoEGDsGHDBqxcudL/eOC6ZnV1dVi4cCHKy8thMpkwbNgw/PnPf4bH4/G/xrf23r333osHH3wQQ4cOhclkwsaNGwEAP/zwA84880zk5eXBbDZj0qRJYSu/GzZswLHHHguLxYL+/fvjzjvvDPqeQMcddxx27tyZUr30RJSczjvvPNTW1mLZsmX+xxwOB1566SXMmzevzeu/+OILLF26FL/85S/xs5/9rM3zJpMJ9957b4ffe+yxxwIAtm/f3ua54uJiWCyWWA4jJiyzWWazzCaiVHHUUUcBQJuRrtHkV06nE7fddhuGDx8Os9mM/Px8TJ8+PajMD5cvt1dOrVixAkcccQQA4KKLLvLnx75yMXTN88B8929/+5s/3z3iiCPw1VdfxeUcffTRRzjqqKOQnp6OnJwcnHrqqfj+++/bvG7FihWYNGkSzGYzhg4diieeeCLqNd+XLl0Kl8vVplyP5hwDcr3OPvtsFBYWwmKxYOTIkbjxxhv9z+/cuRNXXnklRo4cCYvFgvz8fJx11llB5XKiy8hwOlrzfObMmVi6dCl27tzpT9egQYM6vI8AqXOecMIJyM7ORlpaGmbMmIFPP/006Pt912/jxo2YN28ecnNzMX36dP/z0dRlAPjvTYvFgsmTJ+N///tf2OM1GAyYOXMmXn/99YjnhFKTPtEJoL6jvr4eNTU1bR4PXb/8nXfegdvtxoUXXhjxsy688EIsX74c7777Li6++OKg5+bNm4fjjz8e27Ztw9ChQwHICLkzzzwz4sglu92Ol19+Gb/97W8BSLDgoosuQmVlZdhRdbGwWq2YOXMmtm7diquvvhqDBw/Giy++iAULFqCurg7XXHMNAMDj8eCUU07Bl19+iSuuuAKjRo3C66+/jvnz50f1PWvWrIHD4cDhhx8e9PiGDRtw8sknY/z48bj99tthMpmwdevWoILF7Xbj5JNPxocffohzzz0X11xzDRobG7Fs2TKsX7/efx7/7//+Dz/96U9x/vnnw+Fw4Pnnn8dZZ52Ft956yz+q/5lnnsHFF1+MyZMn+6eiDx06FOnp6di8eTP+85//4IEHHkBBQQEAoLCwEABw11134eabb8bZZ5+Niy++GNXV1Xj44Ydx9NFH45tvvkFOTo4/vbW1tTjxxBNx7rnn4uc//zmKi4s7cWXE0UcfjV//+td46KGH8Ic//AGjR48GAIwePRoPPvigfy1aX+XF910tLS2YMWMG9u7di8suuwwDBgzAZ599hhtuuAEVFRVtpp4tWbIENpsNl156KUwmE/Ly8rBhwwb/qMPrr78e6enp+O9//4vTTjsNL7/8Mk4//XQAQGVlJY455hi4XC7/6/72t79FDB5NnDgRgKy7d9hhh3X63BARDRo0CFOnTsV//vMfnHjiiQCknK6vr8e5556Lhx56KOj1vob5BRdc0KXv9QUB8vPzu/Q5sWKZzTIbYJlNRKnDFzzNzc31PxZtfnXrrbdi8eLF/nKgoaEBq1evxtdffx1xZldH5dTo0aNx++23449//CMuvfRSf3D/yCOPbPc4nnvuOTQ2NuKyyy6DRqPBX/7yF5xxxhn48ccfuzT76IMPPsCJJ56IIUOG4NZbb4XVasXDDz+MadOm4euvv/YH8r/55huccMIJKC0txW233Qa3243bb7/dX+515LPPPkN+fj4GDhwY9Hg05/i7777DUUcdBYPBgEsvvRSDBg3Ctm3b8Oabb+Kuu+4CAHz11Vf47LPPcO6556J///7YsWMHHnvsMcycORMbN25EWlpaQsvIzrrxxhtRX1+PPXv24IEHHgAAZGRkdHgfffTRRzjxxBMxceJE3HLLLdBqtViyZAmOPfZY/O9//8PkyZODvuess87C8OHDcffdd/tnekVbl/n73/+Oyy67DEceeSQWLlyIH3/8ET/96U+Rl5eH8vLyNsc0ceJEvP7662hoaEBWVlanzw0lGUXUzZYsWaIAtPtn7Nix/tcvXLhQAVDffPNNxM/8+uuvFQC1aNEi/2MDBw5Uc+fOVS6XS5WUlKg77rhDKaXUxo0bFQC1cuVKf1q++uqroM976aWXFAC1ZcsWpZRSDQ0Nymw2qwceeCDm450xY4aaMWOG//8PPvigAqD+/e9/+x9zOBxq6tSpKiMjQzU0NCillHr55ZcVAPXggw/6X+d2u9Wxxx6rAKglS5a0+71PPfWUAqDWrVsX9PgDDzygAKjq6uqI7/3HP/6hAKj777+/zXMej8f/75aWlqDnHA6HOuSQQ9Sxxx4b9Hh6erqaP39+m8+65557FAC1ffv2oMd37NihdDqduuuuu4IeX7dundLr9UGPz5gxQwFQjz/+eMTjCXTLLbeo0Kxu4MCBQel78cUXFQC1fPnyNu8fO3Zs0PX0ueOOO1R6erravHlz0OPXX3+90ul0ateuXUoppbZv364AqKysLFVVVRX02lmzZqlx48Ypm83mf8zj8agjjzxSDR8+3P+Y7zfxxRdf+B+rqqpS2dnZYc+nUkoZjUZ1xRVXtHmciCgageXlI488ojIzM/1lwFlnnaWOOeYYpVRr2etz+umnKwDq4MGDUX2PL4/etGmTqq6uVtu3b1dPPPGEMplMqri4WDU3N7f7/quuuqpNHh8Lltkss1lmE1Eq8JXLH3zwgaqurla7d+9WL730kiosLFQmk0nt3r3b/9po86sJEyYEleHhhObL0ZRTX331VcSycP78+WrgwIH+//vy3fz8fHXgwAH/46+//roCoN5888120xfI91mB33vooYeqoqIiVVtb63/s22+/VVqtVl144YX+x0455RSVlpam9u7d639sy5YtSq/XR1XPmD59upo4cWKbx6M5x0cffbTKzMxUO3fuDHq8vTJdKaVWrVqlAKh//etf/scSVUZGElqGL1++vE365s6dG3RP+ES6jzwejxo+fLiaM2dOm3M0ePBgddxxx/kf892/5513XtBnRFuXcTgcqqioSB166KHKbrf7X/e3v/1NAQh7Pp977rk29QBKfVy2hXrMo48+imXLlrX5M378+KDX+TbqzMzMjPhZvucaGhraPKfT6XD22WfjP//5DwBZjqW8vNzfWxnOs88+i0mTJvk398jMzMTcuXPjsnTL22+/jZKSEpx33nn+xwwGA37961+jqakJK1euBAC8++67MBgMuOSSS/yv02q1uOqqq6L6ntraWgDBow4A+HtMX3/99YhThl9++WUUFBTgV7/6VZvnAqepBY6aOnjwIOrr63HUUUfh66+/jiqNkbzyyivweDw4++yzUVNT4/9TUlKC4cOHY/ny5UGvN5lMuOiii7r0nV314osv4qijjkJubm5QmmfPng23242PP/446PU/+9nPgkYuHDhwAB999BHOPvtsNDY2+t9fW1uLOXPmYMuWLdi7dy8AuYd+8pOfBPWgFxYW4vzzz4+YPl+6iIi66uyzz4bVasVbb72FxsZGvPXWW2GXbAFay+X2yvBwRo4cicLCQgwePBiXXXYZhg0bhqVLlyItLa3L6Y8Fy+yOscxmmU1EiTN79mwUFhaivLwcZ555JtLT0/HGG2+gf//+AGLLr3JycrBhwwZs2bIl6u+PppzqjHPOOSeoTPS13X/88cdOf2ZFRQXWrl2LBQsWBI2OHj9+PI477ji8/fbbAGRG1wcffIDTTjsNZWVl/tcNGzbMP+uuI7W1tW3KdKDjc1xdXY2PP/4Yv/jFLzBgwICg5yKV6U6nE7W1tRg2bBhycnK6XK53tYzsaWvXrsWWLVswb9481NbW+tPb3NyMWbNm4eOPP25zb15++eVB/4+2LrN69WpUVVXh8ssvh9Fo9L9/wYIFyM7ODps+333Acr134bIt1GMmT56MSZMmtXk8tMHga3D7gujhdBRgnzdvHh566CF8++23eO6553DuuedGXKusrq4Ob7/9Nq6++mps3brV//i0adPw8ssvY/PmzRgxYkTHBxjBzp07MXz48DabYvimUe3cudP/d2lpaZtAQay7dauQDafOOeccPPXUU7j44otx/fXXY9asWTjjjDNw5pln+tO0bds2jBw5Enp9+1nCW2+9hTvvvBNr166F3W73Px7NOnDt2bJlC5RSGD58eNjnQ6fq9evXL6jwSoQtW7bgu+++i1hxqKqqCvr/4MGDg/6/detWKKVw88034+abb474Gf369cPOnTsxZcqUNs+PHDkyYvqUUl2+LkREgAT+Zs+ejeeeew4tLS1wu90488wzw77WNz21sbExaOmOjrz88svIysqCwWBA//79/UuP9DSW2R1jmc0ym4gS59FHH8WIESNQX1+Pf/zjH/j444+DNuCMJb+6/fbbceqpp2LEiBE45JBDcMIJJ+CCCy5oM7gtUDTlVGeEBo59AciDBw92+jN9ZXa4/Hf06NF477330NzcjIaGBlit1rBleCzlemiZDqDDc+zrHDjkkEPa/Wyr1YrFixdjyZIl2Lt3b9B31dfXR53GcLpaRvY0X0dEe0vl1dfXB3VmhKY52rqM7x4KfZ3BYMCQIUPCvtd3bViu9y4MnlPS8TVQv/vuOxx66KFhX/Pdd98BAMaMGRP2+SlTpmDo0KFYuHAhtm/fHnGEHCA9rXa7Hffddx/uu+++Ns8/++yzuO2222I8ip7nWxf24MGD/pEHgPRSf/zxx1i+fDmWLl2Kd999Fy+88AKOPfZYvP/++9DpdFF9/v/+9z/89Kc/xdFHH42//vWvKC0thcFgwJIlS9ps0Borj8cDjUaDd955J2x6MjIygv7fnRvFRcvj8eC4447DddddF/b50A6X0DT7esN/97vfRdzINtYgTKC6ujr/GrVERF01b948XHLJJaisrMSJJ54YMTA+atQoAMC6devanfEV6uijj+5TeRbL7J7FMpuIeovAAWmnnXYapk+fjnnz5mHTpk3IyMiIKb86+uijsW3bNrz++ut4//338dRTT+GBBx7A448/3mZfMZ94lVOhIr0vXEA6GeXn54cN9HfmHIfzq1/9CkuWLMHChQsxdepUZGdnQ6PR4Nxzz+3yDICulpE9zXe899xzT8R4UUd1kVjrMrHw3Qcs13sXBs8p6Zx44onQ6XR45plnIm4a+q9//Qt6vR4nnHBCxM8577zzcOedd2L06NERM1VAguOHHHIIbrnlljbPPfHEE3juuee6FDwfOHAgvvvuO3g8nqDe+B9++MH/vO/v5cuXo6WlJWgkW+Bo+Pb4Ahbbt2/HuHHjgp7TarWYNWsWZs2ahfvvvx933303brzxRixfvhyzZ8/G0KFD8cUXX8DpdEbckOXll1+G2WzGe++9FzS6YcmSJW1eG6mXNdLjQ4cOhVIKgwcP7tIo/85qr1e4vTQ3NTW12VE9Wr6eaoPB0OFnDBw4MOxUv02bNoV9/d69e+FwOPwdUUREXXX66afjsssuw+eff44XXngh4utOOeUULF68GP/+979jCp4nC5bZHT/OMptlNhElB51Oh8WLF+OYY47BI488guuvvz6m/AoA8vLycNFFF+Giiy5CU1MTjj76aNx6663tBnY7KqeSZcStr8wOl//+8MMPKCgoQHp6OsxmM8xmc9gyPJZy/eWXXw77XHvn2He91q9f3+7nv/TSS5g/f37QYD+bzYa6urqg1yWijOyqztRDAJnt2Nk0R1uX8d1DW7ZswbHHHut/3Ol0Yvv27ZgwYUKb92zfvh1arTYhdSTqPlzznJJOeXk5LrroInzwwQd47LHH2jz/+OOP46OPPsIvf/nLoNFaoS6++GLccsstYUeT++zevRsff/wxzj77bJx55plt/lx00UXYunUrvvjii04fz0knnYTKysqgYIPL5cLDDz+MjIwMzJgxAwAwZ84cOJ1OPPnkk/7XeTwePProo1F9z8SJE2E0GrF69eqgxw8cONDmtb7OBN807p/97GeoqanBI4880ua1vt5+nU4HjUYDt9vtf27Hjh147bXX2rwnPT29TUHuexxAm+fOOOMM6HQ63HbbbW1GFyil/GvDdpdI6fI9F+7xs88+G6tWrcJ7773X5rm6ujq4XK52v7OoqAgzZ87EE088gYqKijbPV1dX+/990kkn4fPPP8eXX34Z9HykNfnXrFkDoONd7YmIopWRkYHHHnsMt956K0455ZSIr5s6dSpOOOEEPPXUU2HLB4fDgd/97ndRf++2bduwbdu2ziS5U1hmBz8OsMwGWGYTUfKaOXMmJk+ejAcffBA2my2m/Co0v87IyMCwYcOClvoKFU051V4+3ZNKS0tx6KGH4p///GdQWtavX4/3338fJ510EgApM2fPno3XXnsN+/bt879u69ateOedd6L6rqlTp+LgwYNt1mjv6BwXFhbi6KOPxj/+8Q/s2rUr6LWBZaxOp2tT5j788MNB5TyQmDKyq9LT08MuPRPpWCZOnIihQ4fi3nvvRVNTU5v3Bd7jkURbl5k0aRIKCwvx+OOPw+Fw+F/z9NNPR7y/16xZg7Fjx0ZcE51SE0eeU1J64IEH8MMPP+DKK6/Eu+++6x9h/t577+H111/HjBkz2g2KA9JLeOutt7b7mueeew5KKfz0pz8N+/xJJ50EvV6PZ599Nuz6ldG49NJL8cQTT2DBggVYs2YNBg0ahJdeegmffvopHnzwQf+67aeddhomT56M3/72t9i6dStGjRqFN954w19B6agH32w24/jjj8cHH3yA22+/3f/47bffjo8//hhz587FwIEDUVVVhb/+9a/o378/pk+fDgC48MIL8a9//QuLFi3Cl19+iaOOOgrNzc344IMPcOWVV+LUU0/F3Llzcf/99+OEE07AvHnzUFVVhUcffRTDhiCp8nUAAMP+SURBVA3zL6PjM3HiRHzwwQe4//77UVZWhsGDB2PKlCmYOHEiAODGG2/EueeeC4PBgFNOOQVDhw7FnXfeiRtuuAE7duzAaaedhszMTGzfvh2vvvoqLr300piCLbE69NBDodPp8Oc//xn19fUwmUw49thjUVRUhIkTJ+Kxxx7DnXfeiWHDhqGoqAjHHnssrr32Wrzxxhs4+eSTsWDBAkycOBHNzc1Yt24dXnrpJezYsaPDqVqPPvoopk+fjnHjxuGSSy7BkCFDsH//fqxatQp79uzBt99+CwC47rrr8Mwzz+CEE07ANddcg/T0dPztb3/zj5AMtWzZMgwYMACHHXZYt5wvIuqb2ltbMtC//vUvHH/88TjjjDNwyimnYNasWUhPT8eWLVvw/PPPo6KiAvfee29UnzVr1iwAEvj12blzJ5555hkA8Aef77zzTgBS9l9wwQXRHlIbLLNZZkfCMpuIktW1116Ls846C08//TQuv/zyqPOrMWPGYObMmZg4cSLy8vKwevVqvPTSS7j66qsjflc05dTQoUORk5ODxx9/HJmZmUhPT8eUKVMSslb2PffcgxNPPBFTp07FL3/5S1itVjz88MPIzs4OihXceuuteP/99zFt2jRcccUVcLvdeOSRR3DIIYdg7dq1HX7P3Llzodfr8cEHH+DSSy/1Px7NOX7ooYcwffp0HH744bj00ksxePBg7NixA0uXLvV/98knn4xnnnkG2dnZGDNmDFatWoUPPvjAvwycT6LKyK6YOHEiXnjhBSxatAhHHHEEMjIy/PWNSPfRU089hRNPPBFjx47FRRddhH79+mHv3r1Yvnw5srKy8Oabb7b7ndHWZQwGA+68805cdtllOPbYY3HOOedg+/btWLJkSdg1z51OJ1auXIkrr7yyu04XJYoi6mZLlixRANRXX30V9vkZM2aosWPHtnncbrerBx54QE2cOFGlp6ertLQ0dfjhh6sHH3xQORyONq8fOHCgmjt3bkxpGTdunBowYEC775k5c6YqKipSTqez3dcFHs+MGTOCHtu/f7+66KKLVEFBgTIajWrcuHFqyZIlbd5bXV2t5s2bpzIzM1V2drZasGCB+vTTTxUA9fzzz3f43a+88orSaDRq165d/sc+/PBDdeqpp6qysjJlNBpVWVmZOu+889TmzZuD3tvS0qJuvPFGNXjwYGUwGFRJSYk688wz1bZt2/yv+fvf/66GDx+uTCaTGjVqlFqyZIm65ZZbVGhW8sMPP6ijjz5aWSwWBUDNnz/f/9wdd9yh+vXrp7RarQKgtm/f7n/u5ZdfVtOnT1fp6ekqPT1djRo1Sl111VVq06ZNQec33P0SSbj0DRw4MChNSin15JNPqiFDhiidTqcAqOXLlyullKqsrFRz585VmZmZCkDQtW1sbFQ33HCDGjZsmDIajaqgoEAdeeSR6t577/Xfo9u3b1cA1D333BM2fdu2bVMXXnihKikpUQaDQfXr10+dfPLJ6qWXXgp63XfffadmzJihzGaz6tevn7rjjjvU3//+9zbn0O12q9LSUnXTTTdFfY6IiEJ1VHb7RCp7W1pa1L333quOOOIIlZGRoYxGoxo+fLj61a9+pbZu3ep/nS+Prq6ujvj5AwcODHps+fLlCkDYP6Hlb0dYZrPMZplNRKmgvXLZ7XaroUOHqqFDhyqXy6WUii6/uvPOO9XkyZNVTk6OslgsatSoUequu+4KamuH5svRllOvv/66GjNmjNLr9QqAvxydP39+ULneXr4LQN1yyy1RnyPfZ4WW2R988IGaNm2aslgsKisrS51yyilq48aNbd7/4YcfqsMOO0wZjUY1dOhQ9dRTT6nf/va3ymw2R/X9P/3pT9WsWbOCHovmHCul1Pr169Xpp5+ucnJylNlsViNHjlQ333yz//mDBw/66yYZGRlqzpw56ocffkiqMjKc0PT56nC+NCmlVFNTk5o3b57KyclRAILuj0j3kVJKffPNN+qMM85Q+fn5ymQyqYEDB6qzzz5bffjhh/7XdFTPjKYuo5RSf/3rX9XgwYOVyWRSkyZNUh9//HHYOuQ777yjAKgtW7ZEfY4oNWiUSpEdGIj6qNdeew2nn346PvnkE0ybNq3d17rdbowZMwZnn3027rjjjh5KYXK7+eabsXjx4m6fbpYsXnvtNcybNw/btm1DaWlpopNDRNSnsMzuGpbZRESUTE477TRs2LAh7F4Wof73v/9h5syZ+OGHHzB8+PAeSF3yKy8vx5w5c/DUU08lOik94rTTToNGo8Grr76a6KRQnHHNc6IkYrVag/7vdrvx8MMPIysrC4cffniH79fpdLj99tvx6KOPhl3/qy+qqKjoUztd//nPf8bVV1/NRjgRUTdjmR1/LLOJiChRQsv1LVu24O2338bMmTOjev9RRx2F448/Hn/5y1+6IXWpx+l0ora2ts+U699//z3eeustDojopbjmOVGUqqur22zIEchoNCIvL69L3/GrX/0KVqsVU6dOhd1uxyuvvILPPvsMd999NywWS1Sfcc455+Ccc87pUjp6gx9//BGvvvoqXnzxRZx88smJTk6PWbVqVaKTQESUcCyzUwvLbCIiisThcITdqDRQdnZ21GVvJEOGDMGCBQswZMgQ7Ny5E4899hiMRiOuu+66qD8j2g1Ge7v33nsPzz//PKxWq3//mt5u9OjRfWbmXF/EZVuIojRo0CDs3Lkz4vMzZszAihUruvQdzz33HO677z5s3boVNpsNw4YNwxVXXNHupi0U3tNPP41f//rXmDlzJp588kkUFxcnOklERNRDWGanFpbZREQUyYoVK3DMMce0+5olS5ZgwYIFXfqeiy66CMuXL0dlZSVMJhOmTp2Ku+++O6rZZBTsmGOOwdatW3HFFVfgD3/4Q6KTQ9RlDJ4TRenTTz9tM5UrUG5uLiZOnNiDKSIiIqJwWGYTERH1DgcPHsSaNWvafc3YsWO5BBYRdRsGz4mIiIiIiIiIiIiIQqTEmucejwf79u1DZmYmNBpNopNDRETUrZRSaGxsRFlZGbTa1Nvbm+U2ERH1JSy3iYiIUkes5XZKBM/37duH8vLyRCeDiIioR+3evRv9+/dPdDJixnKbiIj6IpbbREREqSPacjslgueZmZkA5KCysrISnBoiIqLu1dDQgPLycn/5l2pYbhMRUV/CcpuIiCh1xFpup0Tw3Dd1LCsri4U5ERH1Gak6dZrlNhER9UUst4mIiFJHtOV26i3IRkRERERERERERETUzRg8JyIiIiIiIiIiIiIKweA5EREREREREREREVEIBs+JiIiIiIiIiIiIiEIweE5EREREREREREREFILBcyIiIiIiIiIiIiKiEPpEJ6BX8niA+t2AowkwZgDZ5YCW/RRERERElCRYX6W+ivc+xRvvKSKiXo3B83ir3gR8/yZQswVw2QC9GSgYDow+BSgcmejUpT5WTIiIiCJjOUnRYH2V+ire+xRvvKd6Dus43YPnlahDDJ7HM6Oo3gR8/jjQUgtk9wMM6YCzGaj4DqjfC/zkchagXcGKCRERUWQsJ/uOrtRfk7G+yoY79YRkvPcptaX6PZVKeS/rON2jehOw8U2g4hvA0QwY04HSw4Axffi8ptLvgnpM3w6exzMD9njks1pqgcJRgEYjj5uygMJMoPoH4Ie3gPzhyfXDS5WMIVLFZN+3QNUPwCGnA8WHJG/6e1qqXFciIoqPVG/AU/S6Un9NxvpqqgZE+lpdK9WPNxnvfUptqX5PpVLeyzqOiHc+XL0JWPEnoOp7wONufbx2G1C1AZh5fd84r4FS6XdBParvBs/jlQH7MrCaLcC+byQD8xWcPhoNkNUPqN4sr80d2D3HFKtUyRgiVUxcDsBWBxz4Edi/HsgfKtdyxInA4BnJWUlpT7wKw1S5rrFK9UYb9TzeM9RXpHoDnqLXlfqrxwPs/hzY8xWQVtD2+Z6qrwbmzU1VwIbXAeuB1AqI9HRdK9HlWW+oW/raa9n9UqetRsktle+pVApGp2odpzsC3fHMhz0eYPUSYO8aQGcCzFmAzgi4HYCtQR5f/TQw567kOa/dXRam0u+CelzfDJ7HKwMOzMCa9gM1WwFrHVA0qrVRohRgrwecVqDlgGREXUl3X1xiJlzFpLkG2LtazqshTf7vtAJ7vwa2fAAMPw6Y9Iu2x5CoxkdH3xuvwrB6E7DqMaB+D5CeB6QXAVpdcl7XWPSGRhv1LN4z1JekcgO+t+iJ+kVX6q++PHH3V0Dld4A5G6jbBRSOCA6kG9OAxn1yHN1xrIF5s9MqAyA8TmDgNDmOaI8nkXq6Dt3V8qyr92YqtRna42iS82dID/98NPc+9S0d/XbC3VO+tr/LIW0wpzX57qlUC0Ynex0n3H1SuyW+7ZDuyIfrdgE7PgE0OiC9EPCdWr1J/t9YAez8n7wub1DsaY637m7bxeN3keiObupWfTN4Ho8M2J+B1cgPypIH6PRAw175sfSf5H3dZsl4nFYACvj2BUBvjP4H7vsB7l8P7PxcgvRue99aYia0YqIUULPZGzi3AA37AJcVyCgCTKVA837gx5WA0w5MvaL1/MQjw+1MhtjR98ZzFsTqfwC7V0khWL8L0OqBtHz5vuaa5Lqu0eotjTbqObxnqK9hUCixeqqzLrD+CsjsO7dDRoqZsiPXXwPzxPQCwJwjddam/YC9QeqsvgC6o0XSb8yI/7GG5s1up0wVVy4Z4dZvkqQPSI6ASDjdXYcOrWc6W4Av/tb58iwegfdUajO0x5ghx+9sbu2oCdTRvU99SzS/ndB7qrlG2qgttYDHJW1WvVlm2BSPTezxBEr2YHSoZK7jhLtPLDlyzT3uyPl2/vDoYwrdlQ/XbpGBnxkBgXMfDeQ4mqvldfEInif7Xi1d/V1w4Fav1zeD513NgH0ZWN0OwOWUNaHcTtlgweMGlAfYt1be31wjj7md0ou3dRnQuDe69aN8P8A9q4Hq7wG3S360xWMkaNzZzCLVCszQiom9XjJOYybQXCUNR70FMJglA7bkSWC9fk9rQVK7JboMt71MvTMZYkcZ/ZRLgR+Wxqcw3L4S2LIMgPJ25hjkvvM1jgtHde66JrIHtTc12qhn8J6hvohBocTpyc46X/3VaQUq17cGaHwd5flD5fnA+mtongjIKLKm/YAlH7DWSrCnPF+ea9gLlE2Qsr6jY9WnAU2VMnKt+gdg+m+B4tFt3+fxyHd+9RRQtxsoO0zy3+YqyaPTimXZlpotchy+fDsZO33iXYcOXcJmzxqps7psMo2+uQqABuh/ROzlWTzuzVRrM7Qnu1zq7RXfyfkLPB6l2r/3qW+J9rcTeE+l26UT0GkFTJmA1iD5rMcJbHwdyCpLngBaMgejw0nWOk64+8TRBPy4XO6DYbPDz6ha/TSQlgfUbo0uphApH/bNctCbZfZ93U4gb3AMB6AJ+TsM1cHz0UqFvVq68rvgwK0+oW8GzzvKgO3N0hhp2Bc+WFi/WwLajZUSGDdlyvRXnQFo2CPLs7QckAxNq5MfuCldRvW4ndGtH+X7ATbXSINCa5RGjq1O1lbvP8kbDO1EZtHeFDO3Q0Ythza+uqorAdjQyq7LIdcHbhmRA8jSLTqz/FtnAOyNUihVb5YGWzQZrvJIIDtcpg7EniFGk9GvfQ5o3N/1RonHA2x+RwrqnIGt51ZvkhFpLbWSzrS82K5rontQe1OjrTdKxqlpvGeoL2JQqHsF5nWGdABK6h+GNGBjD3bWGTMAlx3Y/UVr/dO3PmnTfpkNmTMwOIAQLk8sGCGd6tZaCdA2Vcs9Ym8E0vOBUSe3TW9oncZa2xrAdzvlO5pvAE5YDBQFBNB99Yh938gm70aLzKAsGCFp1+oluGTKlPTb62VkPBBdQKS9cqg7yqh4Bp0C61jN1cDBHXJOyg6Ve6axQp4zZ7fOGvDpqDyLV7Ah1YJs7dFqpf5av1cGJZmypJ3mccvvIb0g/L1PfUusv53RpwB1e4Cdn0obNaNI2qnWA7KGdL+JyTf7N5HB6M7ky8lQxwlNd1a/8PcJlMRSNDrpCE0raH1Oo5EBkFveA3KHAIXDo4sphMuHA2c5uJ0SA/jiMWDSL6Nvo+cPBSy5gO0goC9pe16tdfJ83mDg4M7ELf3VU227zv4uOHCrz+ibwfP2MuDmain8dAbg62ckgwsNFtoapILrcQevD2XJkUrvgR+lAaI3AjqLNK7S8+RvhY7Xjwr8AWaVAQe2SeGrN8kPtsWbWZZP7dwIF1u9ZMCNFfJ+a618hm8Ek8sux1+5Digc3fVGSPUmaVxWfCOj843pQOlhwJgoA7BBld0fpIGl0QH2gIIkLa/1Orid0hgzZ7VONQqd5uxyyPXxTXPe/RWw/3tpgIZm6nV7ZFR7rBlitBm9cgM5A8Ife7SNkvrdcn6MGdII1ZqCv8uU6R1llh19RSgZelDj0WhLxgBvIvX2jWl7U0OfKFqh5WRWP7nXHS3SqIwUEKWOhQY4m7wjgTMKpY54cCdQckjkcr5qk2zSac7uehmU1U/yN2sdkDMI0Hq/U2+SQRZ1O4DMEnmdT7g8Mb1Alkip2SwNcFu91C3LJ8t90tHIN2utDCLxjbA0Z0udrGYL8PF9wIxr2y5LZ0yX82XMbJ0R12+ijDRv2i8z5jyNUj8DoguItFcOAd1TRgU2ro2ZrQNPfEvnRBt0Cjw3WWXy24WStkXV93K+dAYZvWpvAirWAUNmBN877ZVn8Qo2JOuIz84qHAmMmAN88ThQ8a20GXQGIG8IcOj5HBlIsf92CkcCY0+Vvbi0HsB6UNqhmcXSSZhWIJ2UyTRwI1HB6M62HRJdxwmX7vQi73Img4PPn8shZaPeBDRUSNzBkivPKSUz451WIKc8+n0+wi0PtDegDNZ72/21P0q5Em0bPWcgMOhIYNO7UhaZMltnrtsbZWBhyRhg/StAxdrOxXHiEVjuqbZdZ38XyTBwi/GOHtE3g+eRMuD6PcCuzwEomVKa1T98sNDRKCOOzNltZ7EY02TEjL0BSC8GMrwFpr/HER2vHxX4A3TaJKCtM7S+35QJNNdKhd2YEfsIl+rN0tirXA9kFEtGCCXrXzpapPcRGmDFn2X5mUkXyfs7U9hVbwJW/EkaAh536+O124CqDdEtXwPIa35yeWv6oeQ66C1yjo1p8jqlJLPPKAGgk3N3cJdk2HpL+GnOeUOkMySjRBqOoZn63q+B5kpg4PTYMsRoMnrl9m4m08VGiaNJOhQyiuTe0pmC702tQV6T3S+6ilCy9KB2tdGWrAHeRInnxrSJ7liJpLc19ImiFVhO1myRuoHeLBX9SAFRal9Q8DdNyld7k6zR7bIBWSXSiN2/QRqUgRtvArIfS+V3wCf/J53wXS2DGvZ611PNlQB2aEPXkivlf8Pe1vpIpDwxvUDqQA175RimXQOU/6Tjxqs+TepSTqt3RJ33eVO6jCj3jbDMGxpcj7DXS1o1GvnellqgZqucD3uDBNC1eqkT2Ro6Doi0Vw5VbpB0edwSmPa45Dt2fS51/Z9c0fnfg69xvfNTWbrReqC1TmnOBeAGSsdLfdTjCT+Cv24nsPrvUm8sPQxwNMjnWPLk+rXUSP1bo5XHoeRvV7Osm5wzSM5je+VZvAYfKI8MvKjZImkNPJ5UnNVSvQnY/J50fAw6yjvzwSX33Ob3JBDGvLJv68xvJ6NI2pMZRdK283WmJesSVLEGozsbmAtdlmrj6zI7vzNth3jXcaI9pupNwKrHpOxIz5OguVYH7F8HHNwOZJa2lq3NNa2xBo1GvmPvaokrpRVIOdhUBZgyZBBfoMCYQt1Oyf8DR7n7groFGa17v6XlA9BImZFVInl0zabo2+haLTDpF0BjlcRlmmsBeABoJSBfMEyOad+3nY/jxBJYzi4Pf016qm3X2U6aRA/cYryjx/TN4DnQNgNu2Asc2C6jYgYeKSPKgfDBQlOmjCJ32uRHGtor5XFJINNokZs3nPbWjwr8ASqPVOx8a6YDrcuSuB2dG+GS3Q8YMFVGQtVsluezymT5EJdNzkFmmXzHjytkeRpopDIQS2Hn8QCrl8gyNTqTjAT3TS+2NUS3fE2gwpHSGNvzpYwW+XGl9LA6rIAxS0Zc2xsl/ekFwI4Vcq42vyMN24pvvbMACoLXA2+skA6EfhPDZ+ppeXL9Pa7w6YqUIUaT0VvypAOjbmfXev6NGXLcOeWSjpaa4EZ1ywF5fsSJ0Z3rZOhBBbo2MiKZA7yJEM+NaZOhYyWSZJjaSZQohSNj24SKIgvM6wpGSp3J1iD1MqdVRhe21Ep9r+VA67rhvjynpUaWV7E3Sr0jszR4RtvYUyXQEss1cjRJXbB8iqyV2lIrn6/VywCA/CGSrsD6SEd5YuN+oGCI1Pva46vTNFW2jlALrB74Zv1le+sHu7+QpVqM6RIwMGW1jjJPK2hdpkU3WupfOz/zrhFcJfUVX0Akf3jb6eJA5HKoIAP44Q0AGqnr7t/QOmhCo5MAiN4Svu4ZKZgS+njRGOC7/3qXCCwALJlyD1Sulfq9vVnK1dDReaFL2BgsMtszvaB1oIwGch5rt8lgG71JZgZ4PDKztX6v1IXLJkhQI1J5Fs/BB74lZer3AKUTgOz+qTmrJfA3XTQ6+LeQpRJff6HkEPXyrhWt+YSvHaYzAKb8tu/proEbXRltGm0wurOBucD3Oa0SZ/E4Jc4SacR13lDJVyIdT7zqONEek8cDrP4HsHuVt/zY1Tr4LrNE3l+1QeJGLbUSKHe0SGeyo0WC7C0HZaZW/0kSgHY0yXGastumy5gmwe8vHgOs9cFpKz5E8v9930hsxpQhMRVf7KNgROts811fALmvS/DblNX+OSocCUw4B/j8Me/5sLbOnNAagKqN0cVxIt2L0QaW968H1r0Y/prkD++5tl1nOmkSOXCL8Y4eFXPw/OOPP8Y999yDNWvWoKKiAq+++ipOO+20dt+zYsUKLFq0CBs2bEB5eTluuukmLFiwoJNJjqPADLhmC7BmifzozCGZWWiw0JQF5A6SZVfCTXExWOSPo1mCo5HWj8ofGj5dQT/A7NbGhs4on+VroGgNUpHNG+RdSmZn+MwxXLDLlAWUjJN1Lh3N8l6tVkbNm7JkFLol17sp1Xfy3aNOaf3saAJldbtkEymNLnh5G71J/t/R8jWhQgs6QBoWjfsk+GzMkEC0KUMydN8MgowyGflua/CeD7d3CRzvNOcDmwFoZKaA7xrZ6wOWdsmUx+0N3h7eEJEyxGiDeCNOAr78W9emoQV+V7+Jco58jWqNTo51yDHA4Blt3xuusEt0D6pPZ3uAExngTcZpU/E8H8nSsRJJoqd2JqFeVW5Tx7Ta5JgWnuoC8zpHg+yD42iWgQR6k9TDXHYAHsBmBer2AkX1Uo9SSpZrsdYB+cMkH/LVvdLtMmp532pZ8zTc8oCBAssUW700Yg1mCQwH1VWyvUsGWoPrI+3NtqxYK3VKeIAVi4MbqqHlmK+eseMTeU9gXTlw1l9GsXzu6n+0Boh1BhmI4EtXY4WcJ49TAgsuGzDgJ8CYkA6F2i3AJ/e3bUz76jnhyiFHg5wzt0M6PELXhm85IOvNjjgeGHpM6/siBVOKD5FGve9xrVECKDqjzFB1NEkgw3pAOlZ89TuXLXh0HiDBifo9MqJQp5f6atN+CU4rt3cJEaPUNz3ef6sG+UwNZNS/cslyjs3VQP+Jkcszf73wW+m48X2eL2ATy+CD7HJZpmjfWmDPV/Ld6YWpN6sl2esvlBw6XN7V29H39b9a8+9Rc3t+4EZonqUzSf45cKrkW6Htj3Dtk46C0Z0NzIW+z+2SfQbcLmmj958UPFPLlAls/Qg4sEuCt2572+BpNB2b0bS5Yjmm7SuBLcsAKO/MoIDBd/YGiZXU75Wy3j8avACw6SXuoDPIa+wNEk8xZnkHu4XJgwApHw7ukDKiYHjbtI2YA2z7UMpyQD7ftzyQArBrldxrTVWy/K45W2JW/SdFrmP4ZuNoNJKv2xu8M/d3SPlhzpKyrr04jtseuTMimsCyyw5seFXqM5GuSU+27WLtpEnUwK3QQR6OBu9qC0b5fyyzECgqMQfPm5ubMWHCBPziF7/AGWec0eHrt2/fjrlz5+Lyyy/Hs88+iw8//BAXX3wxSktLMWfOnE4lOq58jUxHkzSEIvUIBQYLC0dLJuSyS+YSNPKnWIKVaXlSmW6s9E7VNQFKC9gOyPsGHhn5BxT0AxzVurFTS23r+oppuZJJ27wV7P/dG7nXNFJl0e30jmzXAQ4b4NF5Ryw1Ay1GSbfybnqh1ckP0reJEyCflVkmy5ps+0i+OzBjqd0ihUlGQODc/150vHxNoEgFnc4gn2POkgILWsnsA2cQ2OrkWIwZstxOU5WsMe4bqW7OlWNu3i/n0Lf5hm8ariFdPq/lQOtUWZ/2MsRog3jxmIYW+F3NNUDRWGlg2eulYZrdH5i0oG3GGamx2G9i8ix90Znzk6gGUrJOm4rn+UiWjpX29PTyFcnYYRKg15XbFB9Jft8mXGBe11IjdQnlkRlsGo23fuSUhnJTBdBc5a2nZUjd7+B2aTT7RoMB3nVK13g3PvdIoENniByICBccaa4CWqqBfkcE18naq4+E5ok1m1o3pyyfHLxMYeUGaYxbD7Ytx0afIvWZmi2yfI0pPXjgSMFwScPBHYDTLjMwjZmA2yaj1zweKSPcTm9HgEG+t9/hbfPmdpdlWSffGa4e7Vsz3d4of2f1C270+2b7bX5Hlu1o2CvB8Q2vSv08u3/rd+38VEaYZ/UDikbJjNO9a6Se6Kvzp+V6O1GUbFyv08t9ojfJ43vXyCxMpbxLQ2rkvLZ42wPpRd6R5XYJ9PvqpFqjd81ZJecW8C5FAwBu+Z6MEmkUh6PVSgDth6VST9cZJU2mTAna5w6KbfBBziAga4CMeiwYAky5UurSqZRnhM7sbdgr9VljWmsdPdH1Fy92enejjsq+dpd3XSW/05Jxkn9r9cGBzZ4K7oXmj06bdNTt/FR+v0WjgwOmHbVPwtX9OzvwJtz7/HuFFEtHo2+mlm/ftfq9Uo7WbJG8qXiM5HsV38nsoYwiiSm017EZTZsrlmMCpJxwWmVtcN8x6k2Sn/r28tDoJMhsPSD5ct1OidsoAEoj95reJLO8Rv9ERoM3VHjrEJrgtFWslc8OXCIrMG1VG4ApV0hnvjFd6him7NZR79Y67ww5Je/zuCW47bKHr2P4zkfdDm+ZZJMYls4o16y5Sj7P2Szf5xMYx/lxuVynSJ0Rky9tP7Bcv8dbvzFIjC3SNZn2m55t28UyECVRA7d87XujRQYLhC5NnFXGDuE4izl4fuKJJ+LEE0+M+vWPP/44Bg8ejPvuuw8AMHr0aHzyySd44IEHIjbC7XY77Ha7//8NDQ2xJjN27fWKKSUNIZdNKrhAcKAyZwD8u7Vb6wGjGciZCGx4Xaa3KgVASUVNo5W1A1tqgU8fDJ/Bh/sBlh0G7N8oP0CdXjaEtDfIZ+UNDt9D5+sxq/jWuyFR/9bvaKmRz3Y7IDmgd1SLUgEjXxolzcZMACZpkNjqWjdGcjulMK7bCax6RArEoELLlzlGWJ4GaH/5Gp92C7rRchyFo4FDzpBRPqEzCFwOKdhy+nlH2jdJj7HBIg3E3CEyvbhmsxybb/MNnUHWs2zYIwWEMSP2DDHaIF48pqGFfpevIjFwavhCpb2Gad2e1t70aHpQuyMIE/qZ0xa2P5UvUCICvMk8bSqe5yNV1hTvqeUrkrXDJEBPlNuUYlLgvk24wLzObW9dPs9XHiq31OnMGQBKvA3NWnmdywaYM2V5lXTv6DqlWkemZRRJcFq5ZYp/uEBEpDKludq7uSSAglGx1Ufyh0ud7YvHJO2hDfR0O7D1Q6kfDZnpHXQQUo5N/y3QfIPcO25765IxBcNlZN7OT6WOOGAqsOcLabg7W+T4lVvqyulF0ihPy5X1Vocc03HwxZfGwkxg39et9bnQ2aJ6owyOcDvaLi0DyHPGDKDqB+CDW70j9L6TOm/uIO+mpjYZWerydgx4XBJ82Pe11IP1JgAauZZNbgn6aA2Aybv/jtMq7QLf6LzN78qIS98IfHO2dChY66RdodV7N3s3tHZamHPkb+WRASCZZXKO3E457rKJEqyJ1Cj2jSY058j32hrlejXsk/r65DmxDz7QekdDWg/Ic6kUOAdaf9NVG6RN5fsNanRS5y0aI4NxEl1/ATu9u020ZV+49tv+jd4lObJkCaW6XRKgKhgu8YCqDRIo3LS0+4J7Ho9871dPAXW7JT5gPSB5k9MqebG9QR6r+LY1qL/5vdjbJ50deBPufXpjaz5nzJTgccW3ciweF+Bsap2pbquTTrr+k6T83PqBdFoHlkmhHZvdcUyAfJYxw5s/m4Jfa8qUwHLeIMmft26Va6ABYMrxDh70Dkz0lQcTzpby8fPHpczPLJPBbrYG+S63Uzq0Q/PWwLRptHLdK74Dcrzln69u4XEDHoeUM2n5AFRrQNW3H0lgZ0f9bvlMe7M3cF7QWmbqjPDvH9dUBeQODlOeKmD3l9LhG6kzYvPbMjPDF9fyHbNvgJ85G/CYpeO6o2uSzEsTJmLfIUeT1Amba+T6Ba6G0bRf6hfpBUnRIdxbxBw8j9WqVaswe/bsoMfmzJmDhQsXRnzP4sWLcdttt3VzykKETrcAWjd1qNstlU1LlqzttPMzKWQDfyCOJqlYu2yS6e/5SjIxs7fXz94gFWBTBtD/J7KpQ3sZfLhAaO4gYMAUyVR3fSm9hL4eOuUNzqflSYayeolkmr41MX2j1EvHAZZ8yYQ8LqlUN1XJd2r1rRvnuO2tI85dNnm8cr0UTB5X65pdOr0UaPnD5d9BwfuhUhm1HQT0JbEvX+MTTUFX4y1MskrbziDwFdhag/QcN+2XNRszi1unOecOkutsPSDTW3UGCbpbD8pnmbPl9WmFMlI+lgwx2ow+HlPt2/uuwGC0IR3Y+Eb7Pe/Gstb13tvrMOiOIEx7n1k8tuP393SAN9nXAY/n+UilNcW7e/mKZO4w6YLOlNsJ6fSmzuml923cBeZ1lryAZVo03iX0HBIE0JkANEj94ydXAtll0mBZ/bQEPX3s9a1L/flGBum8G4aF2zQrUpnS/whgDyS/bamNrT6i1UpdyVovxxa6+WPNFnneN6hCqws/+uuExcDH90mDLbufBGOdVqDiGzkv5UcAOp18h6+ODK0EIBxWqXeZMuWzK9ZK8DxQR/W+vGEyqKVmq4xaD3yNMcs7MANtO4x9y8uYMoADOyRN2f3keI1psqzA/g0yYEKrl+toyWltmPo2aHO0tN4DBnPrcopAa6eKVien0ZwjI/31JiB7ZEBnRbYEDtx270hGk5yPlhpvPdwpAXdLjnynMc13AmTNdku2NJrDNYoD6yT9j5DHfEv86IzSpqnaAAw/vm39sKFCjjOZZ5d1lq9esv1juReM6a2BhuZqYMfH8htKgvpLrxmslkwznGIt+wLbVNs+khkcxgzp9PMtA+VbvqNwlOTfh5wJTF/UPcccumeC0dKaL/nyJo0G0GTJzKDSQ6Xz7ovHpawKXOc/mvZJZwfehHufbxlaX7DcVi+/OY9bzpG9qXUmuW8DzGrvvmwaneSpSgGORimHbY3e5UWK5dh8y6LF+5g0Ounsbq6WPDqwONIa5HUZJTJjyGX3bhZr8eb/Gu/qA6Xe/dUaJa15g+ReW/0PYMenEmsAWmf8R9ovz5c2Z3PwIEtTppRR0Hg7d83STtdAHjNlyj2fM6BtZ4ejSWIf9oa2nc0Gi8R23E4p89y21rT54jimDHlvzoD2A9+HnOk95iWy9JutTsppS65cd7cj+muSzEsTxjO4H03eaUiTgQRO733o76zyzo5o9A7iNaS1/XzqlG4PnldWVqK4uDjoseLiYjQ0NMBqtcJisbR5zw033IBFixb5/9/Q0IDy8m6uyASO9t7zlXfpkhoJLHtckqEUjJbMKGgEjreA9E351OplNI3WCGTlS0ZpPSiV54wSyfBaaqVBUTiq/Qw+cIPM5hrpOeo/WYJT37/V2kPnK2B8PYu+aaUFI4F+h8mIc3uDBIddNumhbamVQkajl9HxGq0UYFq9fKbTJgVYRhFwcFfraHNLtnet9V3epWp0clyWXHlfYKF15DXAoCOBTe+GXxteeYDB0ySg3Z5YCrpwQcLAdeMNGZJmna+R4w32FQxvrUg7miS9zhbv56fLaLIdnwHH3QqMPyv2DLEnM/pw3xUajPa45LqWjIlc2LUcACac652iHKHDoKOK6ORLvUH3GM5XPAI7PR3gTfZ1NON5PrimuEj2DpMu6Ey5nZBOb4pdL75v4y4wr6v6XupITquUR9B460R5ci513s75whGSx3s8MtAiMM91ObxBc4O3o744eMMwX12mZrOUJ/u+kTw5XJlS6K3HTVognfuxbjoark7lC+5bcqQO7HYEf2dgOVY0GphxbWu94sA2qR/kD5W6XZa3LNEZ5A8gn6fxdjwY0+X19kZg91dty8aO6n2mdKmfmtLDl0OFI4AqF9BSFbxOrW95GbdTghyFI1tnHDqbvUF3JdfJYGkdMa83SZDbkutdc97ibch7B69AK4Fuj9s74j1dlnABZBSgxy0Bb9/oRaXkHOuNUv92O+Uz9EYJeNXv8gYWTK2bhgLBa8tr9JE7vcPVSYKWXdS2XkuXLXz90GiRpVra3D9JMrusM5RHRgwrjxyDVgdAI3/rTXL8B7fL80it/C8pB6sl0wynzpZ9Wq3krVUb5beR0y9k+Q6TtMMb9sioXUdTazvMF/yq/r7rQfTAtpEx3TtDJlPyO+tBWZ7Bd0w6g3fGjNPbQfmtLFEVa/ukswNvwr1Po5GR2FUbJMag1UkepzNK2eN2yfv81yVTAs6A5IHWgxKf8XUWtNRKsLlhn7zfl7915ph8e525Hd4ORlPrMRksQE65NzZQExzLaDkgeWlDhXfvOG+QX2/ylqF2uS56b51ZeTulfVx2qQcUj5a0OFuAH1fKbPiBRwavCR96vnMHtg6y3P1Va9Bcb/IuPRYQLPXdD1qdHEdgZ4fRGxdxecu3QHqz3GO2g63lpG/lAV8cp2y8LNEWTYxGq5drn1Eiy/KYsuW7a7bKUm8ZReFjQqlW5sQj5hN13um9pyKt5OBxyR4CDfuClx6iTuv24HlnmEwmmEymjl8Yb4UjZWrTyj9L0NzRLBmqxdvDXPODvC6jRJYHWf13WfMvu7/sDuxySIZ94EcJPPsquw0VgNkoGbBWK5mvL6NvL4MP98PZ+Zk0WgLX4dyzunWpEa0BsO2UjMZ6QNJkygKKx0nG2FQF7PdIJugrPPRmKSh8jRXfiHNzdmtjR29u/cG5bTJySGdAUCEABBdaDXtlOm5jFVC9UUa++8oNrU5GC028qOMfciyFd7ggoUYja442VwG1m+Va7lsLf4W5aLRsVFW3Cyg+CmjYLSOhNBoZpa83yLlrrJTNYY75Q3Sjn5NFuGB0/S65d/Z/Lx0K6SEFtK+wyyiKPIKio4ro3q+A926Q6dmhG7/EYy269u6bng7wJvs64PE+H4mYmpZskr3DpIclpNOb2upopArv29j46oX7vgHg3SNGeUcU+6ZD5w2RgQXlR7R2QIbLc7U6qVM27Zc6YuBa6ICs+1m7DVjztNQ/a7bKyK6iUW0b0b4yxZwde30kUp3KF9yHKXhUfOh3+sqxcCOslAdY8afWz3Y5JCCg9Y6q9rjkHs3uLwGF5ipZRsa3oXtHafRxtHinwEfo4B95kpzHH1dI/di/L1GJBCt2fia/AXO2jIB0ejsLjBkSVHfa5Dm9Reovyi3nQ2eQa5+eL8flsku927ccgaNZgs5p+a1LIVrrJCieWSrp0BnlM51WCXAYtBKcyB0ADDpavrdupwSKoCRAk1Hcuk+PwSJr5jbui9zpHW2dZP96YMsHwfVDR5Pchzs/l/+nF7a+L9lml8Vqz5fy+8vuL9fYaQWUQwJexkz5nTVWyusGHpno1MYk6QarJdsMp66UffXeGeimcMt3wBvorZJ2vS/AF8+Og9C2kb3emxd5RxU3V8lIbHOOpMc3E0Zn9HboBcyMCdVe+6SzA2/CvU8piUHozBIoB7ybGOsl3bY6GX3uWzbEF6AG5PxZ6+Rkp3lngfliHM7q1nPfmWPyrbneUiuf52iUYHntVmDwjNbX+jap9u1zp9G1fubBHyVNbqek3Ze3u+yS3xgz5TqlF0i54b+eB4CygJlTKk/qE7Vb5f4ZkB/wXJjz7SuDd38OfPp/Ul759uMI5Lv+HnfbIHR2OZA/QlYXcNmDZ8tByblU3plQTquU4YFxnAnzgG+f7zhGY0gH1r8k1y10tljZYRJ72bdWOt5DZ8SlcpnTGbHknc7m1pkRgZ07tgYZHOt2S/3j04dkvwYuzdhl3R48Lykpwf79+4Me279/P7KyssIW5Anl8UhFMru/FE67v5DMT6uXkd/1u4H6fXJTKg9QtU5u4twh3k0vB0tlzONqHWmj3K09em5b61rivg2NImXw7f1wqn6Qz3M0SYbv29lZAylgXLbWDZlqtkglPr0A6DdJNllq2CPHqtFIhVxr8K6taPVuFuFdM0ujleM3ZQL9DwesDZIeR7MUeJYcb0+pNbjXN/CYiscCx1wvS4RUrPU2LNIlo4z2BxxL4R0xSNjkDd5rvdOSAj8Dcpy+hlpDhTyWWdr6Oo1Wjs/RnFqj8iIFoy253uNpbL1HAs9JYIdEpB7U9iqi1lppgNga5BrkDOje9fXC6ckAbyqsAx7v85HM6871hGTvMOmCzpTbCev0plbRNNZ78X3bLXz1whxvPaTyW6m/+UbIWeukMVw6vm0HZOFIYMqlwDfPyjXxuGWgglYnDfHAgHhztTRsDGmSj3rcUrdp8F6L/pOCXx9LmRLaoZLVL3ydSmeUum1TlYyWCy3Lwn1naP3A4wn+bLetda14rd5771ngHyGlt0j90dEY/F3R1vsGz5ARlaEzNHV6GbzhtEunRFqedFho9DIQRqeXjdU1ISMBAQmKKIekV2+W66sxyHXzHYs+TQJpvlF7egPgcMj5SC+Q97nsrZuWZpQABUPlN9pS6+1IcUtHjKtZ7ouScVKvBuQaZeyS76j+QZZpNGZKnT27n/dY2+n0jqZOojNJgDy0fmjOlsDx1g+kk2HwTBlJ3xtmlzXXyDXMLAXStNKJ4fG203QmuSZ1u71LIPR+3VZuJ8sMp1iWIzJYgNpaGaUNBNdnHU2SL6QXS6BaZwzOk7R6eU12f3lfvDsOQttGgTOqjRmSHkeTN87gndHjX5q0SWISHlf4z26vLOnswJtw72uukjXj3fbWziqXVdqjaQVAPWSWvMvaOjtIZ/DuO1fROtNd682ztQYAGnl9vXcGue+aRHtMe7+StqrbKZ9lPSDn6cAO4O1rZVmrITNb97grGtu6VnfdbqDRJvGQjGJJn60BUN5ZTS6bfJ+9WVYAyBsi/zdmRG7r+gb7tdQCB7bLSOHMkvbPt1YLlP8E6P+Z3LuWPO89amrtwLU3ShptDUC/Q4OD0FotcOg8YOcncp4zy6Q8840ut+TIew2W1vXmA+M4+cOlA7ujshqq/b00Sg+VDuOKb+Qz++KMZiD2vNOYIR3cGUVyn7bUyh9rndyTmUVS70kv4NKMcdLtwfOpU6fi7bffDnps2bJlmDp1and/dez8mVn/1nW+tTppSLpdUnl2NrcGxJ1OyWT3r5Npfpmlretr+xsLutbePo8bgLf3T+8d0RMug+/oh1P1vaSvZrM0rPSm1gLT7ZIpopY8KZACR7mnFwCDpsuPJy0baKn3ZlZfSAGcli+V5sZKWc+tbJKs0+hxAPmj5Fh803r3rZX06I0ScA+c3ht6TIUjgaN+2/kgW6yFd2iQsGGvFELmbGDECZJml0P+NmbJMe79GsgfBuz6onWJGX9vL1orInnDUmtUXqQC2pQt90P9nuB7BIi+lzdSEEYpOUdup3c9SSPCrpsaWGn2VXDDbW4bKNbATk8FeFNlHfB4n49kXneuu6VCh0knpVS5TSLaxnovvm+7RWC90JQlf2q8o9TcLu+sPAMw5tTwm3L/sFSC0cota4CXTZBO+OYa79TwNGlc7/wMgEaCluZsKTcySqRu5miR7yzPbx3BF22ZEqlDpfiQ4DqVyyojz5r2eweAmIBdn8vyJ2kF0X9naH1N5w2aO63Bo8vrdrXOaDR6B2m09zmR6n21W8LP0PR1GE29ovX55mp5vmScdyScd4Sd2ymdFhqNd5S8Xq6FL6iqN8v/9SYZpW7K8m5UmiOdIFq9zEywHpSgkMsJuGtbR+f1P0Lqjw0VraMXGyu8S8dA3p87qHWJlJYa+d027QfyhgMZpbKeqSFDOgGAjju9o6mT5A4EGveHD2akF8qGr/s3yIhAX0dCqs8uSy+QgJyzRe650LWF7d5ZtaGzMVNAUg1WS4YZTpGWqwy3HFFzjQwua6qUGca+TUB9+Ygxw7t8Rz/p6AtdirTlgDw/4gT5vHh3HIS2tzQayZvtDdI+1Zvkb4cVUE3e2Skj5LX2Bgnc2hqALBV7+6SzA28C37dntbTvnC0Sm8golJhK3Q4J9PoCgI5mOW9phdIuteS2jgjPGegNnEPiHXqzzNgxZcs18bVjoz2myZfK7GhbA/z7W2h1rWV9036ZueSyyXXdv771XtKZvOuKFwBWvbe+pPGu/90kKz4ZzDJ73dEsGxFbD7amqfr7yIMY0gu8e9t9LmWBo6nj8x1YXjqa5Diaq6Rz2uVdakWrBzIKwgehi0cDM34PrPyL/AZ8yxGZc6QdnzdIzpchwjKs0ZTVzpb2B25k95cyOn+IdGL0xRnNQOx5Z2BZX/4T+R3sXQ3AO0DWekB+W1n95DO4NGOXxRw8b2pqwtatW/3/3759O9auXYu8vDwMGDAAN9xwA/bu3Yt//etfAIDLL78cjzzyCK677jr84he/wEcffYT//ve/WLp0afyOIl4CCyfl8Y44r5YGksEiGavyeCvZWu/6VwckAF2zRdbxGjSjtTdYZ5QMXmcEXI0AtK1rFZqyI2fwHf1wsvt7C/kKeb/OKI0339qJWoO3UujtiXYFBLadVsnIJpwro8FrN8sII1u9BM0Byfzzh0sGmlEkx+5qkcLEnCNpb9wvx4iM4Om9kY6pq0G2WAvvwCBhzRZgzRJJjzm77Wf7NhydcK4UjlUHpeBQnuA1MgtGyOibporUGZUXKcDtq3jZ6qTS2HJQCsNYenkjBWF8HSx6iwQMfB1Fvu8NzfgDK7ihm9u2t95btHoiwJtK64D35YB3PKVKhwl6eblNsY1USaH7NimElqHpBVLH822+qNVJcDyjKPh9oZ0ZvtlX9Xu9o4FKWxuIvnXQB05oXSLDNwLN3iDlYUOlvF5riL5M6ahDZcQcqfPsWe1d090lQVyXXUbT1e+ROkLRmNa6o+8721seKLC+tu8b73rvdhkFZ8xoXfvbdlCOJ3tA+I6cjup9QHQdRqEdxln9gE8fbP0N6I0SIDCmS33PGlAHzBkoZXn9XhlUUrfTu+xHmYxC1JnkepQcAgyfI3XzcLMsfWn1jV4sGCGzW5v2y71Qdij8exjt/kraHukFcu/ZDsqSDLpGKbsnnCsj7ru6dN2AnwDf/bf9YIbLBhz2c2kn9IbZZf0nSyCxepN3D6SA/M+j5PwXjZLXpZik6vR2NEme4Xa2jtQ2ZbeWN909wylc3hdpOaLmGgk2NVXJDKOSCdLmDcxH8odHXr5Dq5f8YuhM+V12R8dBuPZWWoHMSKreDBy0S/ltOyBlTdFYQGuU3356AXDo+cDm9zrfPunswBvf3m0f3Cr5qiFN2uG+jsvs/jK4rX63dBJaCiQG0VQps4PS8mVW/47/eddutrd2WPj2KdDqW5fBgjaGNmyaLCuaWSbnRaORNPjyhLQ8OUf1eyS+M22hfLajqXVD8CyDlHFuh6QlLd+bFrt36S9vLKlhr9xbvjR1NIhBbwFKxse2p0loZ8XBHVJPMabJPVF+RPtB6JEnyP3omymn3DIQs2hkx8HraGI0B3dGtxTblCtaY2y9ocyJVayzQwPL+ppNEv9ztMi5s3o79QJnZXBpxi6LOXi+evVqHHPMMf7/+9ZKmz9/Pp5++mlUVFRg165d/ucHDx6MpUuX4je/+Q3+7//+D/3798dTTz0VcefvhArKzLKl4lu3q3UNRF9mrdFKRmnOlAqyRisVy/q90tDxNXhaamVaks4gGWFThWRE+UOkwI2UwXf0w3FZ5aY3Z3s3hPBI+uyNEtzNLPMWMiGj3EOnumaVtWZ06d6RRRrVWqEomwCMOAnYtDT8GuL2Bhk9k9Nf0mpr6N5AYayFty9I6NukIlLANXB974kLpHJlb5Jrq9XLiKEC7+grW0Nqjcprr4BOK5BG8f4N8nzt1th6eSMFYdwO7xQ479TYwA3RgOCMP7SCG7q5bfkRrQH0eAd2otnFOhZcB7xvSaEOk15dblPsjfUUuW+TQqSNz3wztWwNrdOZfaLpzEgvAqZcLqOxGipktGNWSLnmW26v+gdpeNZuk3pKNGVKNGmo2gAc+Wvgw9uloV84UuqVvk7slloJLFVtAMacDow+uXWj8I6WB/LV1w5uB169TNJuTJfvcdmk3mzJk4CH3tA6KipUpHofAHxyf/SjO0MbiYG/gcwyGeHYsE+C4dn9ZS+cjKLW2YljTwUOOVPOxc7PJehtPQjorcHXY/jxkesVgfUDl8277rtRzrnWKPWmiu8kcG72rhfvqpZjsngH5VSuAza+LvX3juoUHdVJ9GZA/0bHs1AKRvSeRrZOL7+7ZX+UUa9pBTIS2WGVwLk5E5h8mbwuwVK607upSvb/qvpefptabyDUN5OlO2c4Rcr7wi1HZEzzDkarkrZvyTi59rqQfGTab1rzjMDlO2wNMogup3/rHl7dsTRapPZWWgFQnucN3P5EjqGpOnzelDe4a+2Tzg68adgreVrZYdLebNov362BlAk5/WXN8pZq6aAsGAlklUjnXvEh0on5boMEAu1NrR0WOQNlJHXdbvnMhn1yj0V7TI4mCXSbs+V6WfIBjx1weWccaY0SW0nLbd3HzXf8+zfIe7PLAwZMemeSZZbJPWKr9y6BViKzeEYHpCnaQQzlP4mtLhZYXtoaZES+KVPy92jauEWjgeNu71zbuKMYTbTH3Nc3tezM7NCgjpOv5N4z53iXixsePJOKSzN2Wcy1g5kzZ0IpFfH5p59+Oux7vvnmm1i/qucF/bBHScW2epNkkNB4p92apOdTb5DGj9Mqy5oUj5VMsnqTZD5lh8naXg17vWsrjmyd9hiuUAvU3g9HKcm0PS7JVE3e7zBlSWZjb5KKoMshP47s8siB7dCMzpAmx+lsDs70tNq2DW2dURo+Gp0UOAe29UygsDOFdywZ0eDRwJjTZPON7P5SIfGNluhK8DbegdpodVRYOa3A2NOBQ86QRnwsaYsUPPRtEGbODu7t9PFvHpIGrH+5bQU3cHPbyu+AgUdJOuMZ2InnRj6B+vo64H1NinSY9Opym2JvrKfIfZsUOjNSP5rOjJrNEkAuHtu6JEC4Okp6AaAdJ+uOTlwggcxoypRoO1T2rpbARvHo1u8OHF3fclDSdcgZEnyJZS1frdYbNPMGy9xO74Z23vqUy+5d+sAUHJgIFa7ed3Bn10Z3hv4G9CZ5n04PlE6Q+p+jRQLn6flSN8gbJH9GnBi5jG+vjhqufuBokQEqNVuA2gPeUe3lsmSMozF4P5rAkZDRTrtur04Suj59X5mFMvIE+fuLxyXA21Ijg5yKRkng3Pd8gqVsp3f1JmDD6zK7RLmAtGL5d9N+GRzTb6IEF7vr3mov7wtdjshll1HOOeUSOA+c7Rqaj4TmGb62w6CpweVmdyyN1tFgjZxy6RRqr/2RqPaJr35izGhdaiZwY0OdSfLdknFSxhUfEpwuj0dG2O/7Fig9zDvK29g6MMvtlED7+LOjDxIDrdfJXi/n0dYg6VQeKZt1RimXTdlSRgYGG33vdbW0PSaDWTpjPU45pqlXtZ0p1J2Db7o6u7gr72/vvSk04CihOjs7NHDz2E/+T+pxWWHyQC7N2GWJ71pPJqE/bFOmt9LfFJBp6gBzhrdCqwtYskQrQfP8YZLJumwy/XXAlNbe06x+rVN+2iu02vvh2OqkdzW7nzSmikZKBdtp9fYuZkgBkJ7vnfKU135gO5pMMlJDe/B0YORJkdfAShaxbjg65hR5rKVWrplyA/YuZO7dFaiNRjSF1eiTpVHcGeHuDZ1Jjg8a+Z0ECto8RBO+ghu4uW1jpfydlhe/wE68N/IJxWVR+hZ2mFCidXakCu/bjnWmwRdrZ0ZHdZTGfUC/w4Ghszq/Rm6kNDTXRF7azZwj90XtVukQ78wmgI4mCUyXT5HP8a0Vr9XLzLT8ITKgJNZRUPEY3Rn6G2iqAvaskXXU25uJF+/gQuHI1j1fvv6XrMe867O2m9vrDMEjIaOddh0pvX05mDHyBGDY7PAbzSaJlOz09uUR1gPAwGmykaD1gNzLljwJoO/8TNrF3XVvdZQ3BC5H5LTKb65kQvhrH67juaNys7uWRou207u9PCER7ZPA+kngUjO+ZW+Ukt/fT64Ehh7T9v2B+VRjRWs+5Z/BXyDXMtZ2m+86bflAYitQEizX6KTz0l4PwCOB8dD6U+hgy8BjsjVIeVk8Bjj+DokNhdMXBzH0xWOOVVfKZd/mseWfyb0Zqjd3iveg5KklJIvAH3b1ZunddBtkeQtHsyyZklHaujZhZnHrtM7yI4Ajr2k/QB5tRTfSD6dms3ck+1hJQ2hB5HZIpaB0PHD4Rd73xaFhnMoN7a5uONqVzL27A7XR6O7CKty94WwBvvhbB5uHNLe/Ycqg6TLy/PALvCPB4nC/dabxT9QRdphQInW2sc77NjqxlqGxdmZ0RxAz2jSkF0Sf1s6s5etLh8EsIz59a8X7Rg7aG2UmZqyjoOI1ujPwN1A8tnXN4p6s5wamIS0fcDR4N201BL/O7V2KMdxIyM7qy8EMnV6W8aD4CcwjTFkyEMa3BJTHu9xGpA2W4yXavMG3oWZavowg1kWZj3RUbnZnp1QqtsVD6ydpBcAA78wml11m0gyYKnlvJN2RT2m1wKi5wPdLvfuO6ABovcv0OqRtqjNKused1XYft9Br3P8I7/Ixe2WGw/RFkQPngceVatezq/riMceqK/d7X+4U7yEMnocT+MPevx5Y/6pk8MY0Wb+tqVJeZ8qQta180zpHnSyVsXg0RiP9cErGtTZEfAILIusB+YFMuVKml8ZTKje0u7LhaGcz92QK1HZ3YRXu3ujq5iFOq1RqSyfE777rjo18iIgSiZXl7hdLGdqZzox4BweiTUP/yTISNJq0Vn8f+2jv0BF6vrXi2zsX8Ty+WD83kfVc3zHt/FyCjG6njNoHAAXpaMgsBjT6+E67ZjCD4qWzGyzHi8cjy25YsiUfLT0s+D4OlzckcpR4Z6RaWzxS/QRa73rx5TIDuitLUHWWIU3yVI9LPtdeL2udm9Jl3wmHVQLp/Q5v+z1trrF3Zvngo2K7xql2PeOhLx5zrLpyv/flTvEewOB5JL4fdu5AWYqlo401u+NmDPfDyeoHfPpg24Jeo5HRKA0VksnnDIhvWnqDzm442lnJFqjt6cIqXpuHxHNqUXds5ENElGisLHe/aMvQznZmxDM4EG0adPro09qZ0d7d1bHTGzuMfMdUt0fWY245IEFGj0sC5waL3B+N++JfN2Iwg+KhMxssx0vgEpnN1cDBHTKqOXAPg3B5A0eJd7941U/inU/5lhUbfrzkuTVbZZkWjVY6LLP6ySypSJ09vMbUnbpyv/Pe7DYMnkcj2o01u0O4H05vazD0pJ5sIDBQm3ybh3THRj5ERMmAleXk0dlgQTzrKNGmIdrXdWUjq+7o2OmNHUaFI4GpVwAGE7BlGVC3S37HmUVAVn/v+tys51OSSsSgGKDtEpnZ5UBGIbBvLbDnKwmmpxeGzxs4SrxnJGP9JHDjz9zBst9E4NJiSgPYDrbfJuQ1pmTFe7NbMHgerWS6AXtjg6E3YqC2Yz19LyeqYk9E1BOSqa7S1yVDsCDaNETzuq50eHfXuUiGcxxvhSOBOYuBEScAm9+R8631NtdYz6dklohBMZGWyMwZBGQNAPZ9AxQMkeVMcwb0bP5EwZKtfhKuTeibJaGU3MNsExJRAAbPUxUL+uTHQG10evJe7o1TvYmIKDklQ7AgluVmOnpdVzey6o5zkQznON60WmDoMYnZwJSoK3p6UEx7S2RqtdIOsx6Q59r77fTGfITaxzYhEcWIwfNUxoI+ubFQjl5P3sucuUFERNQ5HLzRc1jPp1TUk3kEl8ikrmCbkIhiwOA5UXdioZyc2PgnIiLqHAZ1iag9PZVHcIlM6iq2CYkoSgyeE3U3FsrJiY1/IiIiIqLUxCUyKR7YJiSiKDB4TtQTWCgTERERERHFB5fIJCKiHsKShIiIiIiIiIhSi2+JzNLxsjlo7Vb5u2wCMOVyLpFJRERxwZHnRERERERERJR6uEQmERF1MwbPiYiIiIiIiCg1cYlMIiLqRuyOJSIiIiIiIiIiIiIKweA5EREREREREREREVEIBs+JiIiIiIiIiIiIiEIweE5EREREREREREREFILBcyIiIiIiIiIiIiKiEAyeExERERERERERERGFYPCciIiIiIiIiIiIiCgEg+dERERERERERERERCEYPCciIiIiIiIiIiIiCsHgORERERERERERERFRCAbPiYiIiIiIiIiIiIhCMHhORERERERERERERBSCwXMiIiIiIiIiIiIiohAMnhMRERERERERERERhWDwnIiIiIiIiIiIiIgoBIPnREREREREREREREQhGDwnIiIiIiIiIiIiIgrB4DkRERERERERERERUQgGz4mIiIiIiIiIiIiIQjB4TkREREREREREREQUgsFzIiIiIiIiIiIiIqIQDJ4TEREREREREREREYVg8JyIiIiIiIiIiIiIKASD50REREREREREREREIRg8JyIiIiIiIiIiIiIKweA5EREREREREREREVEIBs+JiIiIiIiIiIiIiEJ0Knj+6KOPYtCgQTCbzZgyZQq+/PLLdl//4IMPYuTIkbBYLCgvL8dvfvMb2Gy2TiWYiIiIYsNym4iIiIiIiCh2MQfPX3jhBSxatAi33HILvv76a0yYMAFz5sxBVVVV2Nc/99xzuP7663HLLbfg+++/x9///ne88MIL+MMf/tDlxBMREVH7WG4TERGlFnZ6ExERJY+Yg+f3338/LrnkElx00UUYM2YMHn/8caSlpeEf//hH2Nd/9tlnmDZtGubNm4dBgwbh+OOPx3nnnddhBYCIiIi6juU2ERFR6mCnNxERUXKJKXjucDiwZs0azJ49u/UDtFrMnj0bq1atCvueI488EmvWrPE3un/88Ue8/fbbOOmkkyJ+j91uR0NDQ9AfIiIiig3LbSIiotTSE53eLLeJiIiiF1PwvKamBm63G8XFxUGPFxcXo7KyMux75s2bh9tvvx3Tp0+HwWDA0KFDMXPmzHZ7whcvXozs7Gz/n/Ly8liSSURERGC5TURElEp6qtOb5TYREVH0OrVhaCxWrFiBu+++G3/961/x9ddf45VXXsHSpUtxxx13RHzPDTfcgPr6ev+f3bt3d3cyiYiICCy3iYiIEqWnOr1ZbhMREUVPH8uLCwoKoNPpsH///qDH9+/fj5KSkrDvufnmm3HBBRfg4osvBgCMGzcOzc3NuPTSS3HjjTdCq20bvzeZTDCZTLEkjYiIiEKw3CYiIurdAju9p0yZgq1bt+Kaa67BHXfcgZtvvjnse1huExERRS+mkedGoxETJ07Ehx9+6H/M4/Hgww8/xNSpU8O+p6WlpU1DW6fTAQCUUrGml4iIiKLEcpuIiCh1dLXTe9y4cTj99NNx9913Y/HixfB4PD2RbCIiol4t5mVbFi1ahCeffBL//Oc/8f333+OKK65Ac3MzLrroIgDAhRdeiBtuuMH/+lNOOQWPPfYYnn/+eWzfvh3Lli3DzTffjFNOOcXfGCciIqLuwXKbiIgoNbDTm4iIKPnEtGwLAJxzzjmorq7GH//4R1RWVuLQQw/Fu+++61+XbdeuXUGF90033QSNRoObbroJe/fuRWFhIU455RTcdddd8TsKIiIiCovlNhERUepYtGgR5s+fj0mTJmHy5Ml48MEH23R69+vXD4sXLwYgnd73338/DjvsMP+yLez0JiIiih+NSoHu6IaGBmRnZ6O+vh5ZWVmJTg4REVG3SvVyL9XTT0REFIt4l3uPPPII7rnnHn+n90MPPYQpU6YAAGbOnIlBgwbh6aefBgC4XC7cddddeOaZZ9p0eufk5CQk/URERMks1nKPwXMiIqIkk+rlXqqnn4iIKBapXu6levqJiIhiEWu5F/Oa50REREREREREREREvR2D50REREREREREREREIRg8JyIiIiIiIiIiIiIKweA5EREREREREREREVEIBs+JiIiIiIiIiIiIiEIweE5EREREREREREREFILBcyIiIiIiIiIiIiKiEAyeExERERERERERERGFYPCciIiIiIiIiIiIiCgEg+dERERERERERERERCEYPCciIiIiIiIiIiIiCsHgORERERERERERERFRCAbPiYiIiIiIiIiIiIhCMHhORERERERERERERBSCwXMiIiIiIiIiIiIiohAMnhMRERERERERERERhWDwnIiIiIiIiIiIiIgoBIPnREREREREREREREQhGDwnIiIiIiIiIiIiIgrB4DkRERERERERERERUQgGz4mIiIiIiIiIiIiIQjB4TkREREREREREREQUgsFzIiIiIiIiIiIiIqIQDJ4TEREREREREREREYVg8JyIiIiIiIiIiIiIKASD50REREREREREREREIRg8JyIiIiIiIiIiIiIKweA5EREREREREREREVEIBs+JiIiIiIiIiIiIiEIweE5EREREREREREREFILBcyIiIiIiIiIiIiKiEAyeExERERERERERERGFYPCciIiIiIiIiIiIiCgEg+dERERERERERERERCEYPCciIiIiIiIiIiIiCsHgORERERERERERERFRCAbPiYiIiIiIiIiIiIhCMHhORERERERERERERBSCwXMiIiIiIiIiIiIiohAMnhMRERERERERERERhehU8PzRRx/FoEGDYDabMWXKFHz55Zftvr6urg5XXXUVSktLYTKZMGLECLz99tudSjARERHFhuU2ERFR6mC5TURElDz0sb7hhRdewKJFi/D4449jypQpePDBBzFnzhxs2rQJRUVFbV7vcDhw3HHHoaioCC+99BL69euHnf/f3p3HSVHf+eN/VVXf19wnDMfAjCByKAhB3K9xM5EkrImJMcZl1ZjVXQ2oiPH6KR5JXEzcRFflC1l3o9kji5tN8JuNESQomiieiHLLPRxzH313V9fx+6Omm+menqOHObpnXs/Hg0diT1X3p6qr6/35vOtznDiB/Pz8oSg/ERER9YFxm4iIKHcwbhMREWUXQdd1PZMdFi1ahIsvvhjPPfccAEDTNFRVVeH222/H/fff32P7DRs24Mknn8SBAwdgNpsHVUifz4e8vDx4vV54PJ5BvQcREVGuGMq4x7hNREQ0vBi3iYiIckemcS+jaVtkWcZHH32Eurq6s28giqirq8OOHTvS7vO73/0OixcvxooVK1BWVoYLLrgA//AP/wBVVXv9nGg0Cp/Pl/SPiIiIMsO4TURElDsYt4mIiLJPRsnz1tZWqKqKsrKypNfLysrQ2NiYdp+jR4/if/7nf6CqKv7whz9gzZo1+OlPf4of/ehHvX7O2rVrkZeXl/hXVVWVSTGJiIgIjNtERES5hHGbiIgo+wxqwdBMaJqG0tJS/PM//zPmz5+Pa6+9Fg8++CA2bNjQ6z4PPPAAvF5v4t/JkyeHu5hEREQExm0iIqJcwrhNREQ0vDJaMLS4uBiSJKGpqSnp9aamJpSXl6fdp6KiAmazGZIkJV6bOXMmGhsbIcsyLBZLj32sViusVmsmRSMiIqIUjNtERGODpmmQZXm0izGuWSwWiOLw9j1j3CYiGhsYt0ffUMbtjJLnFosF8+fPx7Zt23DVVVcBMC6Ibdu2YeXKlWn3WbJkCX71q19B07REoT/77DNUVFSkDeREREQ0NBi3iYhynyzLOHbsGDRNG+2ijGuiKGLq1KnDGgsZt4mIch/jdnYYyridUfIcAFavXo0bb7wRCxYswMKFC/H0008jGAzipptuAgDccMMNmDBhAtauXQsAuO222/Dcc8/hzjvvxO23345Dhw7hH/7hH3DHHXecc+GJiIiob4zbRES5S9d1NDQ0QJIkVFVVDXvPZ0pP0zScOXMGDQ0NmDRpEgRBGLbPYtwmIspdjNvZYajjdsbJ82uvvRYtLS14+OGH0djYiHnz5mHz5s2JRU3q6+uTLo6qqips2bIFd911F+bMmYMJEybgzjvvxH333XdOBSciIqL+MW4TEeUuRVEQCoVQWVkJh8Mx2sUZ10pKSnDmzBkoigKz2Txsn8O4TUSUuxi3s8dQxm1B13V9iMo1bHw+H/Ly8uD1euHxeEa7OERERMMq1+NerpefiChbRCIRHDt2DFOmTIHdbh/t4oxr4XAYx48fx9SpU2Gz2ZL+lutxL9fLT0SULRi3s8dQxm2OHyAiIiIiIspiwzlNCA0MvwMiIhooxozRN5TfAZPnREREREREREREREQpmDwnIiIiIiIiIiIiIkrB5DkRERERERGNOEEQ8PLLL492MYiIiGgAxmvcZvKciIiIiIhoDNM0HSfbQzjQ6MPJ9hA0TR/2z2xsbMTtt9+O6upqWK1WVFVV4corr8S2bduG/bMHQtd1PPzww6ioqIDdbkddXR0OHTo02sUiIiJi3E5jNOO2aUQ+hYiIiIiIiEbc4WY/tuxpwpGWACKKCptJwrQSF5ZeUIbppe5h+czjx49jyZIlyM/Px5NPPonZs2cjFothy5YtWLFiBQ4cODAsn5uJn/zkJ3jmmWfwy1/+ElOnTsWaNWuwdOlS7Nu3DzabbbSLR0RE4xTjdnqjGbfZ85yIiIiIiGgMOtzsxwtvH8eeM17kO8yoLnYh32HGnjNevPD2cRxu9g/L537ve9+DIAh4//33cfXVV6O2thazZs3C6tWr8e677/a633333Yfa2lo4HA5UV1djzZo1iMViib9/8sknuPzyy+F2u+HxeDB//nx8+OGHAIATJ07gyiuvREFBAZxOJ2bNmoU//OEPaT9H13U8/fTTeOihh/C1r30Nc+bMwb/927/hzJkz43I4OhERZQfG7eyM2+x5TkRERERENMZomo4te5rQHpRRU+qCIAgAALfNDJfVhEPNAby2twnVxS6IojBkn9ve3o7Nmzfj8ccfh9Pp7PH3/Pz8Xvd1u9148cUXUVlZid27d+OWW26B2+3GvffeCwBYvnw5LrzwQqxfvx6SJGHXrl0wm80AgBUrVkCWZbz11ltwOp3Yt28fXC5X2s85duwYGhsbUVdXl3gtLy8PixYtwo4dO/Dtb3/7HM4AERFR5hi3szduM3lOREREREQ0xpzuDONISwAVebZEAzxOEARU5NlwuDmA051hVBU6huxzDx8+DF3XMWPGjIz3feihhxL/f8qUKfj+97+PjRs3Jhrh9fX1uOeeexLvXVNTk9i+vr4eV199NWbPng0AqK6u7vVzGhsbAQBlZWVJr5eVlSX+RkRENJIYt7M3bnPaFiIiIiIiojEmKCuIKCoclvT9pewWCVFFRVBWhvRzdX3wi5q99NJLWLJkCcrLy+FyufDQQw+hvr4+8ffVq1fj5ptvRl1dHZ544gkcOXIk8bc77rgDP/rRj7BkyRI88sgj+PTTT8/pOIiIiEYS43b2xm0mz4mIiIiIiMYYp8UEm0lCqJdGdlhWYTVJcPbSSB+smpoaCIKQ8eJiO3bswPLly/GVr3wFv//97/Hxxx/jwQcfhCzLiW0effRR7N27F8uWLcPrr7+O888/H5s2bQIA3HzzzTh69Ciuv/567N69GwsWLMCzzz6b9rPKy8sBAE1NTUmvNzU1Jf5GREQ0khi3szduM3lOREREREQ0xkzIt2NaiQsN3kiPXmW6rqPBG8H0Uhcm5NuH9HMLCwuxdOlSrFu3DsFgsMffOzs70+73zjvvYPLkyXjwwQexYMEC1NTU4MSJEz22q62txV133YXXXnsN3/jGN/DCCy8k/lZVVYVbb70Vv/3tb3H33Xfj+eefT/tZU6dORXl5ObZt25Z4zefz4b333sPixYszPGIiIqJzx7idvXGbyXMiIiIiIqIxRhQFLL2gDIVOCw41B+CPxKBoGvyRGA41B1DotOCKWWVDuuhY3Lp166CqKhYuXIjf/OY3OHToEPbv349nnnmm10ZuTU0N6uvrsXHjRhw5cgTPPPNMoncaAITDYaxcuRLbt2/HiRMn8Pbbb+ODDz7AzJkzAQCrVq3Cli1bcOzYMezcuRNvvPFG4m+pBEHAqlWr8KMf/Qi/+93vsHv3btxwww2orKzEVVddNeTng4iIqD+M29kbt7lgKBERERER0Rg0vdSNm5ZMwZY9TTjSEkCTLwKrScLsCXm4YlYZppe6h+Vzq6ursXPnTjz++OO4++670dDQgJKSEsyfPx/r169Pu89Xv/pV3HXXXVi5ciWi0SiWLVuGNWvW4NFHHwUASJKEtrY23HDDDWhqakJxcTG+8Y1v4LHHHgMAqKqKFStW4NSpU/B4PPjSl76Ep556qtcy3nvvvQgGg/i7v/s7dHZ24tJLL8XmzZths9mG/HwQERENBON2dsZtQT+XmeFHiM/nQ15eHrxeLzwez2gXh4iIaFjletzL9fITEWWLSCSCY8eOYerUqefUONQ0Hac7wwjKCpwWEybk24el59pY1td3ketxL9fLT0SULRi3s8dQxm32PCciIiIiIhrDRFFAVaFjtItBREREA8C4nV045zkRERERERERERERUQomz4mIiIiIiIiIiIiIUjB5TkRERERERERERESUgslzIiIiIiIiIiIiIqIUTJ4TEREREREREREREaVg8pyIiIiIiIiIiIiIKAWT50REREREREREREREKZg8JyIiIiIiIiIiIiJKweQ5ERERERERjThBEPDyyy+PdjGIiIhoAMZr3GbynIiIiIiIaCzTNKDjBNC01/hfTRv2j2xsbMTtt9+O6upqWK1WVFVV4corr8S2bduG/bMH4re//S2uuOIKFBUVQRAE7Nq1a7SLREREZGDc7mE047ZpxD6JiIiIiIiIRlbLQWD//wKthwAlAphsQHENMPNKoOS8YfnI48ePY8mSJcjPz8eTTz6J2bNnIxaLYcuWLVixYgUOHDgwLJ+biWAwiEsvvRTf+ta3cMstt4x2cYiIiAyM22mNZtxmz3MiIiIiIqKxqOUg8O4GoOFTwFEIFNUY/9vwqfF6y8Fh+djvfe97EAQB77//Pq6++mrU1tZi1qxZWL16Nd59991e97vvvvtQW1sLh8OB6upqrFmzBrFYLPH3Tz75BJdffjncbjc8Hg/mz5+PDz/8EABw4sQJXHnllSgoKIDT6cSsWbPwhz/8odfPuv766/Hwww+jrq5u6A6ciIjoXDBu9/pZoxm32fOciIiIiIhorNE0o+daqA0omQEIgvG61QOUuIGWA8CB3xsNc3Ho+lS1t7dj8+bNePzxx+F0Onv8PT8/v9d93W43XnzxRVRWVmL37t245ZZb4Ha7ce+99wIAli9fjgsvvBDr16+HJEnYtWsXzGYzAGDFihWQZRlvvfUWnE4n9u3bB5fLNWTHRURENKwYt7M2bjN5TkRERERENNZ4TxpDvvMmnG2AxwkC4JkAtHxmbFcwecg+9vDhw9B1HTNmzMh434ceeijx/6dMmYLvf//72LhxY6IRXl9fj3vuuSfx3jU1NYnt6+vrcfXVV2P27NkAgOrq6nM5DCIiopHFuH0uhzGsOG0LERERERHRWCMHjLlSzT17kQEALA7j73JgSD9W1/VB7/vSSy9hyZIlKC8vh8vlwkMPPYT6+vrE31evXo2bb74ZdXV1eOKJJ3DkyJHE3+644w786Ec/wpIlS/DII4/g008/PafjICIiGlGM2+d0HMOJyXMiIiIiIqKxxuIyFhmLBdP/XQ4Zf7cM7RDpmpoaCIKQ8eJiO3bswPLly/GVr3wFv//97/Hxxx/jwQcfhCzLiW0effRR7N27F8uWLcPrr7+O888/H5s2bQIA3HzzzTh69Ciuv/567N69GwsWLMCzzz47pMdGREQ0bBi3szZuM3lOREREREQ01uRVAcU1gPc0kNqrTNcB32mgpNbYbggVFhZi6dKlWLduHYLBngmAzs7OtPu98847mDx5Mh588EEsWLAANTU1OHHiRI/tamtrcdddd+G1117DN77xDbzwwguJv1VVVeHWW2/Fb3/7W9x99914/vnnh+y4iIiIhhXjdtbGbSbPiYiIiIiIxhpRBGZeCTiKjEXGIj5AU4z/bTkAOIuAGX81pIuOxa1btw6qqmLhwoX4zW9+g0OHDmH//v145plnsHjx4rT71NTUoL6+Hhs3bsSRI0fwzDPPJHqnAUA4HMbKlSuxfft2nDhxAm+//TY++OADzJw5EwCwatUqbNmyBceOHcPOnTvxxhtvJP6WTnt7O3bt2oV9+/YBAA4ePIhdu3ahsbFxCM8EERHRADFuZ23cZvKciIiIiIhoLCo5D/jcrUDFHCDcDrQdNv63ci6w6Fbj78OguroaO3fuxOWXX467774bF1xwAb74xS9i27ZtWL9+fdp9vvrVr+Kuu+7CypUrMW/ePLzzzjtYs2ZN4u+SJKGtrQ033HADamtr8a1vfQtf/vKX8dhjjwEAVFXFihUrMHPmTHzpS19CbW0t/u///b+9lvF3v/sdLrzwQixbtgwA8O1vfxsXXnghNmzYMIRngoiIKAOM272WcTTjtqCfy8zwI8Tn8yEvLw9erxcej2e0i0NERDSscj3u5Xr5iYiyRSQSwbFjxzB16lTYbLbBv5GmAd6TxiJjFpcx5HsYeq6NZX19F7ke93K9/ERE2YJxO3sMZdw2DVchiYiIiIiIKAuIIlAwebRLQURERAPBuJ1V+NiCiIiIiIiIiIiIiCgFk+dERERERERERERERCmYPCciIiIiIspiObBM1ZjH74CIiAaKMWP0DeV3wOQ5ERERERFRFpIkCQAgy/Iol4Ti30H8OyEiIkrFuJ09hjJuc8FQIiKiMW7dunV48skn0djYiLlz5+LZZ5/FwoUL+91v48aNuO666/C1r30NL7/88vAXlIiIkphMJjgcDrS0tMBsNkMU2fdpNGiahpaWFjgcDphMw9+EZtwmIspNjNvZYajj9qDegcGciIgoN7z00ktYvXo1NmzYgEWLFuHpp5/G0qVLcfDgQZSWlva63/Hjx/H9738ff/EXfzGCpSUiou4EQUBFRQWOHTuGEydOjHZxxjVRFDFp0iQIgjCsn8O4TUSUuxi3s8dQxm1Bz3ASmJdeegk33HBDUjD/9a9/PaBgfumll6K6uhqFhYUZJc99Ph/y8vLg9Xrh8XgyKS4REVHOGcq4t2jRIlx88cV47rnnABhP4auqqnD77bfj/vvvT7uPqqr4P//n/+C73/0u/vSnP6Gzs5Nxm4hoFGmaxiHgo8xisfTag5Bxm4iIumPcHn1DGbcz7nn+s5/9DLfccgtuuukmAMCGDRvwyiuv4Be/+EWfwXz58uV47LHHEsG8L9FoFNFoNPHfPp8v02ISERGNe7Is46OPPsIDDzyQeE0URdTV1WHHjh297veDH/wApaWl+Nu//Vv86U9/6vdzGLeJiIaXKIqw2WyjXQwaZozbRERjA+P22JLR5DvxYF5XV3f2DTIM5gOxdu1a5OXlJf5VVVVlUkwiIiIC0NraClVVUVZWlvR6WVkZGhsb0+7z5z//Gf/6r/+K559/fsCfw7hNRER07hi3iYiIsk9GyfORCuYPPPAAvF5v4t/JkyczKSYRERENgt/vx/XXX4/nn38excXFA96PcZuIiGjkMW4TERENv2FdKnywwdxqtcJqtQ5jyYiIiMa+4uJiSJKEpqampNebmppQXl7eY/sjR47g+PHjuPLKKxOvaZoGwFg5/uDBg5g2bVqP/Ri3iYiIzh3jNhERUfbJKHk+UsGciIiIzp3FYsH8+fOxbds2XHXVVQCMOLxt2zasXLmyx/YzZszA7t27k1576KGH4Pf78U//9E8c1k1ERDSMGLeJiIiyT0bJcwZzIiKi3LJ69WrceOONWLBgARYuXIinn34awWAwsfD3DTfcgAkTJmDt2rWw2Wy44IILkvbPz88HgB6vExER0dBj3CYiIsouGU/bwmBORESUO6699lq0tLTg4YcfRmNjI+bNm4fNmzcn1i+pr6+HKGa0BAoRERENE8ZtIiKi7JJx8pzBnIiIKLesXLky7QgxANi+fXuf+7744otDXyAiIiLqFeM2ERFR9hB0XddHuxD98fl8yMvLg9frhcfjGe3iEBERDatcj3u5Xn4iIqJM5Hrcy/XyExERZSLTuMcu4kREREREREREREREKZg8JyIiIiIiIiIiIiJKweQ5EREREREREREREVEKJs+JiIiIiIiIiIiIiFIweU5ERERERERERERElILJcyIiIiIiIiIiIiKiFEyeExERERERERERERGlYPKciIiIiIiIiIiIiCgFk+dERERERERERERERCmYPCciIiIiIiIiIiIiSsHkORERERERERERERFRCibPiYiIiIiIiIiIiIhSMHlORERERERERERERJSCyXMiIiIiIiIiIiIiohRMnhMRERERERERERERpWDynIiIiIiIiIiIiIgoBZPnREREREREREREREQpmDwnIiIiIiIiIiIiIkrB5DkRERERERERERERUQomz4mIiIiIiIiIiIiIUjB5TkRERERERERERESUgslzIiIiIiIiIiIiIqIUTJ4TEREREREREREREaVg8pyIiIiIiIiIiIiIKAWT50REREREREREREREKZg8JyIiIiIiIiIiIiJKweQ5EREREREREREREVEKJs+JiIiIiIiIiIiIiFIweU5ERERERERERERElILJcyIiIiIiIiIiIiKiFEyeExERERERERERERGlYPKciIiIiIiIiIiIiCgFk+dERERERERERERERCmYPCciIiIiIiIiIiIiSsHkORERERERERERERFRCibPiYiIiIiIiIiIiIhSMHlORERERERERERERJSCyXMiIiIiIiIiIiIiohRMnhMRERERERERERERpWDynIiIiIiIiIiIiIgoBZPnREREY9y6deswZcoU2Gw2LFq0CO+//36v2z7//PP4i7/4CxQUFKCgoAB1dXV9bk9ERERDi3GbiIgoewwqec5gTkRElBteeuklrF69Go888gh27tyJuXPnYunSpWhubk67/fbt23HdddfhjTfewI4dO1BVVYUrrrgCp0+fHuGSExERjT+M20RERNlF0HVdz2SHl156CTfccAM2bNiARYsW4emnn8avf/1rHDx4EKWlpT22X758OZYsWYJLLrkENpsNP/7xj7Fp0ybs3bsXEyZMGNBn+nw+5OXlwev1wuPxZFJcIiKinDOUcW/RokW4+OKL8dxzzwEANE1DVVUVbr/9dtx///397q+qKgoKCvDcc8/hhhtuGPHyExERZTvGbSIiotyRadzLuOf5z372M9xyyy246aabcP7552PDhg1wOBz4xS9+kXb7//zP/8T3vvc9zJs3DzNmzMC//Mu/QNM0bNu2LdOPJiIiogzIsoyPPvoIdXV1iddEUURdXR127NgxoPcIhUKIxWIoLCzsdZtoNAqfz5f0j4iIiDLDuE1ERJR9MkqeM5gTERHljtbWVqiqirKysqTXy8rK0NjYOKD3uO+++1BZWZkU+1OtXbsWeXl5iX9VVVXnVG4iIqLxiHGbiIgo+2SUPGcwJyIiGj+eeOIJbNy4EZs2bYLNZut1uwceeABerzfx7+TJkyNYSiIiIgIYt4mIiIaDaSQ/LB7Mt2/f3m8wX716deK/fT4fE+hEREQZKi4uhiRJaGpqSnq9qakJ5eXlfe77j//4j3jiiSfwxz/+EXPmzOlzW6vVCqvVes7lJSIiGs8Yt4mIiLJPRj3PhyKYv/baawMK5h6PJ+kfERERZcZisWD+/PlJ64zE1x1ZvHhxr/v95Cc/wQ9/+ENs3rwZCxYsGImiEhERjXuM20RERNkno+Q5gzkREVFuWb16NZ5//nn88pe/xP79+3HbbbchGAzipptuAgDccMMNeOCBBxLb//jHP8aaNWvwi1/8AlOmTEFjYyMaGxsRCARG6xCIiIjGDcZtIiKi7JLxtC2rV6/GjTfeiAULFmDhwoV4+umnewTzCRMmYO3atQCMYP7www/jV7/6VSKYA4DL5YLL5RrCQyEiIqJU1157LVpaWvDwww+jsbER8+bNw+bNmxPrl9TX10MUzz5LX79+PWRZxje/+c2k93nkkUfw6KOPjmTRiYiIxh3GbSIiouwi6LquZ7rTc889hyeffDIRzJ955hksWrQIAPD5z38eU6ZMwYsvvggAmDJlCk6cONHjPTIJ5j6fD3l5efB6vZzChYiIxrxcj3u5Xn4iIqJM5Hrcy/XyExERZSLTuDeoBUNXrlyJlStXpv3b9u3bk/77+PHjg/kIIiIiIiIiIiIiIqJRk9Gc50RERERERERERERE4wGT50REREREREREREREKZg8JyIiIiIiIiIiIiJKweQ5EREREREREREREVEKJs+JiIiIiIiIiIiIiFIweU5ERERERERERERElILJcyIiIiIiIiIiIiKiFEyeExERERERERERERGlYPKciIiIiIiIiIiIiCgFk+dERERERERERERERCmYPCciIiIiIiIiIiIiSsHkORERERERERERERFRCibPiYiIiIiIiIiIiIhSMHlORERERERERERERJSCyXMiIiIiIiIiIiIiohSm0S4AERGNPE3TIMvyaBdjXLNYLBBFPsMmIiIiIiIiylZMnhMRjTOyLOPYsWPQNG20izKuiaKIqVOnwmKxjHZRiIiIiIiIiCgNJs+JiMYRXdfR0NAASZJQVVXFns+jRNM0nDlzBg0NDZg0aRIEQRjtIhERERERERFRCibPiYjGEUVREAqFUFlZCYfDMdrFGddKSkpw5swZKIoCs9k82sUhIiIiIiIiohTsckhENI6oqgoAnCokC8S/g/h3QkRERERERETZhclzIqJxiNOEjD5+B0RERERERETZjclzIiIiIiIiIiIiIqIUTJ4TEREREREREREREaVg8nwc0jQdJ9tDONDow8n2EDRNH+0iERENCUEQ8PLLL492MYiIiIiIiIhoDGDyfJw53OzH+u1H8NTWz/DMtkN4autnWL/9CA43+0e7aESUQ0bjIVxjYyNuv/12VFdXw2q1oqqqCldeeSW2bds27J89ELqu4+GHH0ZFRQXsdjvq6upw6NCh0S4WEREREREREQ2SabQLQCPncLMfL7x9HO1BGRV5NjgsdoRkBXvOeHHGG8ZNS6Zgeql7tItJRFnucLMfW/Y04UhLABFFhc0kYVqJC0svKBu2e8jx48exZMkS5Ofn48knn8Ts2bMRi8WwZcsWrFixAgcOHBiWz83ET37yEzzzzDP45S9/ialTp2LNmjVYunQp9u3bB5vNNtrFI6IxTtN0nO4MIygrcFpMmJBvhyhyYWIiIiIionPBnufjhKbp2LKnCe1BGTWlLrhtZkiiALfNjJpSF9qDMl7b28QpXIioT/GHcHvOeJHvMKO62IV8hxl7znjxwtvHh20Uy/e+9z0IgoD3338fV199NWprazFr1iysXr0a7777bq/73XfffaitrYXD4UB1dTXWrFmDWCyW+Psnn3yCyy+/HG63Gx6PB/Pnz8eHH34IADhx4gSuvPJKFBQUwOl0YtasWfjDH/6Q9nN0XcfTTz+Nhx56CF/72tcwZ84c/Nu//RvOnDnDaWSIaNhxZCERERERjUXZMPU0e56PE6c7wzjSEkBFng2CkNwLSRAEVOTZcLg5gNOdYVQVOkaplESUzVIfwsXvJW6bGS6rCYeaA3htbxOqi11D2tuxvb0dmzdvxuOPPw6n09nj7/n5+b3u63a78eKLL6KyshK7d+/GLbfcArfbjXvvvRcAsHz5clx44YVYv349JEnCrl27YDabAQArVqyALMt466234HQ6sW/fPrhcrrSfc+zYMTQ2NqKuri7xWl5eHhYtWoQdO3bg29/+9jmcASKi3nFkIRERERGNRaMx6j0dJs/HiaCsIKKocFjsaf9ut0ho8kUQlJURLhkR5YrRegh3+PBh6LqOGTNmZLzvQw89lPj/U6ZMwfe//31s3LgxkTyvr6/HPffck3jvmpqaxPb19fW4+uqrMXv2bABAdXV1r5/T2NgIACgrK0t6vaysLPE3IqKhEp+ixR+J4eWPz6AtEEVtmXvEHmoSEREREQ2nbOogwuT5OOG0mGAzSQjJCtw2c4+/h2UVVpMEp4WXBBGlN1oP4XR98MOyXnrpJTzzzDM4cuQIAoEAFEWBx+NJ/H316tW4+eab8e///u+oq6vDNddcg2nTpgEA7rjjDtx222147bXXUFdXh6uvvhpz5sw55+MhIjoX3XvgtIdkHGkOoNRtRYnbhkKnJbEdRxZStuG8/ERERDQQozXqvTec87wP2TCvzlCZkG/HtBIXGryRHokoXdfR4I1geqkLE/LTJ8WIiLo/hEtnuB7C1dTUQBCEjBcF3bFjB5YvX46vfOUr+P3vf4+PP/4YDz74IGRZTmzz6KOPYu/evVi2bBlef/11nH/++di0aRMA4Oabb8bRo0dx/fXXY/fu3ViwYAGeffbZtJ9VXl4OAGhqakp6vampKfE3IsoeuVrHS113otxjgyQCnaEYdp3sRHtQTtrebpEQVVSOLKRRx3n5ibJDrsY/IhpfMhn1PhLYzbgX2TKvzkD115NDFAUsvaAMZ7xhHGo2LkC7RUJYVtHgjaDQacEVs8rY+2OQ2JOGxoP4Q7g9Z7xwWU1JQSz+EG72hLwhfwhXWFiIpUuXYt26dbjjjjt6zHve2dmZdt7zd955B5MnT8aDDz6YeO3EiRM9tqutrUVtbS3uuusuXHfddXjhhRfw9a9/HQBQVVWFW2+9FbfeeiseeOABPP/887j99tt7vMfUqVNRXl6Obdu2Yd68eQAAn8+H9957D7fddts5HD0RDbVcq+PFpeuBo+uAzWyC1SQgGFVwpCWAAkdB4v7MkYWUDbJp2DXReJar8S/XMDdAdO6ybepp1qTTGO0KXqY324EGwemlbty0ZEpi2yZfBFaThNkT8nDFrOwJmLkWbFgJofFiNB/CrVu3DkuWLMHChQvxgx/8AHPmzIGiKNi6dSvWr1+P/fv399inpqYG9fX12LhxIy6++GK88soriV7lABAOh3HPPffgm9/8JqZOnYpTp07hgw8+wNVXXw0AWLVqFb785S+jtrYWHR0deOONNzBz5sy05RMEAatWrcKPfvQj1NTUYOrUqVizZg0qKytx1VVXDfn5IKLBGYk6Xrp6DIBzrtuk64HjtplQ6LCg2R+B02pCe1CGP6LAYzcP60NNooHKtmHXROPVUMW/XGurjzTmBoiGRrZNPc3keYrRruBlerPtLwjeeMlk2M2mRHCrLnbhts+7kgJehceGBl8EBxp9wxoABxJoBxNsRjOAj/aDFqKRNloP4aqrq7Fz5048/vjjuPvuu9HQ0ICSkhLMnz8f69evT7vPV7/6Vdx1111YuXIlotEoli1bhjVr1uDRRx8FAEiShLa2Ntxwww1oampCcXExvvGNb+Cxxx4DAKiqihUrVuDUqVPweDz40pe+hKeeeqrXMt57770IBoP4u7/7O3R2duLSSy/F5s2bYbPZhvx8EFHmRqKOl64ek+8wAzrQGY6dU0M6XQ8cQRAwrdQJfzSGQCQGVQfCMQWCAI4sHOeyJcE1WouN0/jS3/WeLb+H0TJU8W+wieHxcv6ZGyAaOqM16r03gn4uK7GNEJ/Ph7y8PHi93qSF3obDyfYQntr6GfId5rRPN/yRGDpDMdz1xdohqeB1DyQt/ihe3d2IjlD8ZmtCSFYSjZ/Um62m6Vi//Qj2nPEmBUHAuJg+ru8EBKDYaUFU1dIGt5F6MjqQz+kZbPo+/pEsfzr9nf9DzQHMnpCHWy+bNiYrB5SbIpEIjh07hqlTp55TUne8VIKHU1/fxUjGveGQ6+WnsWm463jp6jFnOkP44HgHAODiKQWozHf0W7cZTPnbg1HsO+NDsz+K6aVOFDismF7qyqqRhaMtk7iVazEutbzhmIKte5uHpX6c6bk50OjDM9sOobrYBSnNdoqm4XhrELd/oQYzynM3XuR63Buu8o/Eb6m/9iB7Ag9N/BtMWz2+31Cdf0XRsPNkB9qCMoqcFlxUVQCTKTuW8WNugGjopd53Uke9n8sDqUzjHnuepxjJeXW6B5JwTMGJtjAUVcPCqQWJoNbX0+C+enJ0hGJo9kfgjyiomF6MCQWOHk89AYzIk9GBPIGtLnZl/DR8tJ/ssicNjWeiKPC6JqKcMpx1vPTzketo9EZhkQRAENDoi2JigWPQPd376oFT4LCgxG3D/CkFuOrCCXBbzVmf8D0XwzXFYXzbzXsasfu0FyFZgcNiwuwJefjSBeVZmWhLPTZZ0dDij8JjM6OmzDWk9ePBJMGybdg1jZyRSFr31x78yxmleP1A87jvCXyu8W+wPdeHsr2+bX8TXnz7OI63BRFTNZglEVOKnPjOkin4wsyyDM/I0GNugGjoZdPU06ylpBipCl5qIHGpJnzWFICqavjklBfzqgQUOq0Aer/Z9hYEdV3H4eYAFFWHwyLCbBIhiUJScNuypwm6rg/79DQDDbTL5ogZBZvRnl4HyL4FDIiIiKh3w1nHS9do9kcUtIdkuO3GZ3Wfj3wwDen+1p0oclnwrQVVYz4RlJqQs0oiStw2LJhSgJkVnh6J9EySN4eb/Xj6j4fwWaMfqq4D0AEIONYSxIFGP1bV1fR7fodrzvvezkVSjyyzDe8ebUOjLwJV0xFT9R5tgMHWjwebBMu2Ydc0MkZqfYm+2oOfNfnx4jvH4bSYUFs2vufbH0j8s0giOkMyth9sBgBUFzsxscABURTSxjhd1+GPKJBVzTifTf6keDaU7fVt+5uw9tUD8EdiKHJaErHvs2Y/1r56AABGPYGeS7mB3h5A59qoKxofppe6UZ0y9fRoXJtMnqc4lwreQG826QJJayAKAUCx24rOUAxHWoIocFgSn28zS+gIBbHnjDdRzt6CoD+ioCMkw2oWoemARRIT5fdHFFhNIt471gabScTEQkefyeqTHSGIgjDoi/R0ZxiHm/1wW01oC8qwSCLcNuO8dv+cY63BjIJNNjzZHepGeLYEq2wpBxER0VAaziReukazrGpQNA1myagHBKJGkiFeHwvHFHSEovBHY2nfM108zpYeOEPR8B5MfSM1IReJSTjY6MN7x9qxeU8DasvduLCqINGztXude3qJE4Goio6QUR+dXuLE4ZZgInkDAL96rx6fnOyERRLgtpthlkTEVA3+cAyfnOzEr96rx0PLzu+1nGnnvLebAQHoDJ3bnPfpzl9qe8IXjiEYVVDoMMMbjmHvGS+WTCuCKIrnVD8+lyTYaC42TqNjpDo59dcedNtM2HvGh8XVRT3u9/E28SenOnGqI4RJRc5BlyMum9tQ/cW/Q00BhGIKfvC7feiMxCDoQJ7DjM9VF+GvF02CoulJMa49GMWR5iDaQzIUTYPYNdrqT4dacNHkAjgtJmi6PiTtdUXR8OLbx+GPxDCpwA5RNHIbbpsIp0VCfUcYv3znOC6rKUlM4TIa38VojbIZqpFYMyrcONDgH9fTG1H2yoZR70yepxhsBa+vYWnVxclPSdIFEoskwiSJUDTAZTMl9U7qPo/lSx/UY6vDimklLnzx/LK0QVBWNShdjbOyPDvcNlNSgIupKvxhBXaLhGK3De400x7bLRIONwfwwtvH4AsrScf0xfPLYLdIA7pB72/wYe8ZHwQBUHUdJlFEocOCaaVOFDqtiaQ4gIyCTTY82R3KRni2zMWXLeUgIiIaasOZxEvXaLZIIkyikXwFAJMoIhRVcLQliI6QjEhMharpeHnnaVguFpPibH/xeCh74IxGw3uwC8R3T8h1hGLYfdqLsKyg1G2FPxJDR0jG7tNne7ZaTRKOtARgN4v48EQnOkIyFFWDSRJR4LCgIs+aSN7ouo53j7ZBEoAilzVRr7OaJFhcIpp8Ebx3tK3XRFu6nrZnOkPYur8JgDHnfXWxa8h636ZLHLYEomju6pCjqDq84Rh0HbhgQh4Ku3prDqZ+fC6dVjRNh9Uk4bLaEnx4vAMt/giafNqoDbum4TdSnZz6aw9KooCYqiXdz1LbxJGYhl/8+Tj+ZvGkc7oOs70N1Vf8O9QUwIn2EGRVM0byuKzQocMXimHrviY0+6O49uKqRIyLqRp2nexEWFbhsplglkxoD0TR7I/i/24/gupiJ4pdVnjsJrQGoqjspS080PvRzpMdON4WRJHTkkicnz0uEUVOC461BrHzZAcWTi0ate9ioLmBCo8NJ9tDQxK/B3Ks3WN8qz+KP+xuQEcoljQi5N1jbdi06zQqPLYhn+6LaKxg8jyN1F49jd4IVF1HRZ4NX5hZluidEhevLLcFZHhsJnhsZmiajt2nvdjf6EOpy4rOcCwxtFQUBZxoC8JlzYOu64kn4wUOC1r8EeQ7zFA1DbKqoT0Yxcf1HWgJyJhYYMesijyEY2rSPG6pQVBWVIRkFW6bCWUeK462BnGoyQ9F0+G2mWAxiVBUHeGYio9OtGPh1CIUOi1Jx9TQGcbJ9hAEAZhW4kq6sb62rxElbissJrHfhtEruxsQiCrId5jhsZgRlBWc7AihLRjFxVMKYTGJsJokVBc7UV3ixAfH2zEh3w6rSUr0UE+XiM6G+ROHqhE+2nO3Z1s5iIiIhkumPbcHmliu8NhQ7LJgX4MP00tc8NjNcNtMKHRY0OQLA111vUPNAURiKlxWE2KKiiKPFfXtYbzw9vFEnO0rHp/uDOErsytQ7LYaUxGUus+pN12mSYbeyvbu0a6Gd54NNaV9N7wHWt9IPfd6t84nxvsEEJYVFDq7RmoKQDCqYnalFU3+KF7b24TPzyhBayCKtqCMaEyFy2aG2WZCTNXR4o/AF47BaZWw54wXwYiCzlAMxW5L2oRfnsOMtoCMo63BHsnz3ua8b/BGYTGJgK6f85z3qVITh+3BKA41+SErGmxmCQ6LiFBMRWsgil0nOzGvKh9mSRhU/XiwnVbST7FjxYKphZhZ3nOKHRobRqqTU3/tQVXTYZZEaJoOAGgLRPHB8fZEO9lpMQNQcKwtkHQPztRwtaG6L45Z6DCj1GNDVNEGnXBNF/8skggdOgQBcFokFDm7jXz3SGgLRPFZox+76jtRXezEnjM+eEMywrKauPeGogpaArIxVaxgdOTLs5txtDWAk+0hFLssqCo07pndp3qJxlTEVA2N3kifx9QWlBFTNdgtUtrjslsktAdltAXlUW3PDiQ3cF65Gz9/6+iQJPYHcqwAuq2xp+JEWxCKpmPhlMLEb8ZlNUFRNPgjMZS4LInE/3ic3oioL0ye9yLeq+edI634475mNHjDaPJFsGnnaXx60ttjOGh9ewiKouF4WxCKpsEkirCaBDT5ovDYzVgyrQg2xRhaerIjhEBEQbPfqERPL3Wh0GnB9FIXAlEFLX4ZJhEIRhUcbPSjJRBFuceG8yvyYJJEuCUxcSM72OjH9Ysn4bcfncGRlgA0XUOezYyKPBtaAzL2nfaiJShDVjTk281wmEWEY5ox1FVWUd8Zxp7Tnbh0enHiSa6madhzxgezJGLOhLzE6zFVQ0cwipaADJMk4HNTi5IS+d2DUfy8RGMqJhc5cLozDG8ohoiiQdM1dIRkhA42Y0qJE4urixFRVLQHZNS3hXCw0Q+n1YQSlxWV+TaEY1qPRHS2zJ94rsOns2Hu9mwqBxENj3Xr1uHJJ59EY2Mj5s6di2effRYLFy7sdftf//rXWLNmDY4fP46amhr8+Mc/xle+8pURLDHR8Bloz+2BJpbj2x1tDaK+PYSjLUFU5NlwXrkb5XlWnOwIQdc1WE0iojENLpuEQFSBw2rC+RUeFDgsiTg7pdDZazyWFQ3vH2/HJyc7ManICbv53HrTZZpk6K2u4LKaoGgDa3gDGFB9Q9OArfuSz73HZkZrIIqKPBvOdIbR6A3Dbj6bTDFLIoJRBTFNT/RsvWhyPloDMoJRBWWe7r3JBahmESc7jB7nG98/gZgC+CMxuG0m2Hvm4QCcvT76Sux3n/O+IyTDbTVBVjU0dIZxJt+Gyjx7n71vB/rApnvi0GU14UizkRTJt5sRlFVIgtA14tPovHK42Y88uxlzJuZnXD8eTKeV3q6vkx1hBOUWVBc7WafsQy7H7ZHq5NRfe9AfUTCl2AlfRIE5EMGfPmtFe0iGWRIQjCqAAEwqdGDOhLykKZy6X5f9/R7PtQ3V2/tv29+EF/58LJH0VFQdNrOEKcUOTCo0Op3NrcpHSdeD1IEm01Pjny8cw7+8dRSmrrURup9DQTCmr/JHjLhw/ecm41Cz0Us932GGDiAaU3C6M2x8H3l2SJKAzpAxFdmcCXlo6IxgzxkfJuTb0RlWcLg5YOQBosb90WY2ISwfRYnb1ms8K3JaYJZEhGUVbltyz3PAuJ7MknGvG432bOp3eOMlk7F1b3OP3MB55e4hW7x2INfdr96rRySmJnqZu1QTPmv0IaroePdYO2ZXelBV6DBiVdiYS74jFEvMfgBwoVOi7pg878PR1gBe3dOI9qCMCQV2OCymHjc4q0nCxyeNIYiKqieGLsUUDfVdw5/sZgmnO8I42hpEOKYi325GNKbCH46hWYrAH4kZvXSsJkwrduLj+g74oip2HGmDLxKD3SxBSrnBx29kO+s70BmS0eKPQtV1SIIAs0mC02pCsz+KoKx1DZcU4Y8o8EUUFDgsiCgavFEFsqLhQKMfMVXH7Il5sJuN4a0xRcOFk/ITiXNd13GkOYhITEO5x4Zg1Ojd7rGnD0bx4XqV+XZYTCIONvoRVYwnxjZJAqChJSBDkkRccb4Jv3znBNqDMi6clI8znRG0BKI43hZEky+Cy2eU4q8XJQ+ly6b5E89l+HQ2zN2eTeUgoqH30ksvYfXq1diwYQMWLVqEp59+GkuXLsXBgwdRWlraY/t33nkH1113HdauXYu/+qu/wq9+9StcddVV2LlzJy644IJROAIaD4ZjftK+3rO/uRMH2vu7xR/Fq7sb0RGSManQgVK3DQcbfWjwGnWZ2jI3vnh+GfzhGN491g5JBKKKiFKPDdNKnInF4eNxdufJjrTxuD0o45NTXkRjGlRJQInLCpMkDLo33WASPr3VFYwk8cAa3gD6rW/srO/AwUY/ZFVLOvdHWgI40hJAqz+KUExFiz8Kq0mEI2JCodMMURQgiSIskpjo2RqWVQA6BOhJnxWWFTT6oogqKuxmCZMKnAjHFOw+DZzpDMMiCXBYzyb9dF2HNxRDnt0CUQDWbz+SNrHffXoCWdUQkhX4wzrCiopoTMNHxztwJi+CaaVOuG3mHusZHW0NDHgkQPfEYZnbaixOazPBaZEQVcIIRBW47SaYTSIsmo4TbSFcPLVwUPXjTDutsFPGucn1uD0SnZzi9/eachc+a/Ljs6YAKvNtsJlFtPijXYsoW/HN+RPx8q4zeONACzrDMuxmCSZRRERRoWtGZ7XOcCxtW2cgD1DPpQ3V2/t77CY8/6djaAsaUzDJigZN1xFRNHzWFIBZErDntBe/+egUqgodKHZZ+5yqo6/4d6DRh5CiAgDMUs/folkSAegIySqK3VYsm1uB/Y0+qJqOjpAMTTPer9Jjg8NqTE8b7FrfQxTNuGCCBx/Xd+Ldo+3wRWJQVB0QjH31rs9sD8VQ4rb2Gs8uqirAlCInPmv2w2mRkqZu0TQNbUEZ55W5UeqxjXh7trfv8Ivnl+GrlsrE+a/w2PDzt44O2T2xv+uu3GPFu0fbUOK2Yu7EfAiCgCMtAXSEYgB0dIRldIZk1JS4UOS2QtGM0QLecAxy11RzcfF46o/Ehmy6GaJcNKjkeS4/CR+ogVb6LqspQX1bCJGYAo/dAuhn+6UIglFBaPRG0BqIIqJogK5DEkVIogBF0+ANy2gLAg3eCFxWCSFZhaLpmFBgQ6nLhsMtfuTbLQhGFew62Ym5E/NgEgV0hGLoDMv4rNGPsKzivHI3JhQ4EIwqePtwK8IxFfOq8lHfHkJnOAZBEGCSBGP+w0gMmq7DbTVhUqEdZzojaPJH4TvcitoyN6qLXdB1oDL/bFDxRxS0h+SuhwMigrKSuLGmC0bx4Xp2sw2tfhkuqwkOi45wTENU0SAKgMMiocBhxmv7mpJWQZ9YYDwBjSoqTneGUeS09JgqBxhYr++haoz39z6DXcAgG+Zuz6ZyENHQ+9nPfoZbbrkFN910EwBgw4YNeOWVV/CLX/wC999/f4/t/+mf/glf+tKXcM899wAAfvjDH2Lr1q147rnnsGHDhhEtO5DdC3DR0BiO+UnP5T37qgN27/1dVehAfVsI4ZiG8yvd0HWg2GVB8fRi+MIxHG4JYFqJC/dccR4+a/ajJSij3GOD3Xx2arq4eJxtC8o94rGu64kpSkrcFnjDMai6jgKbZdCJyMEkfHqrK8TX2slzmOELxxBVVfjCxuvxRHZUOVuH6Ku+YTOLONkeQonbiosmFSSd+4n5Nuyq74Q3HENVvh02s7EIZlA26ox2i9Q1LYoJgagCq0mCIAgodlnRJhgPIFw2E0yikVwLySqcFslI+MCo91aXGIm4094IqgpEWExdC4ZGFGi6jhnlLmze09hjvtgjLT2nJwhFVfjCCnRdh9kkwmY2zkWz33iwYhYF+KNKYj2jfIcZzf4o1K6e8/31SuzekeRwSwDhmAKn1dp1PZkgCkYHHm9XO8BtM2HZ7IpB1Y8z7bTCThnnZiTidjQaRTQaTfy3z+cbsvIPdyen1Pu7rGiIxjTsb/ChPSgjJKtwWCTYzBIONPphEQWYJQGiIEDTYUxlajWjwGFGOKbiSEsQ86ryk+5TAx2Zcy5TGqV7/09PdeCjEx3wR40HezFVgwDAYhKhajqCsoJdJ70od1ugQYSsaMizm3qdqqO/+Oe0mOA0GymhmKrDakp+0BGMKpBjRhkcZgkzyz2YVeGBSRJglox76YFGPyySMVVVTNUSDzEBoCLfjtaAjEBEgT+iwG4W0RGMQRQElOfZ4LGZ0BGKodEXxfxJ+WlHAJhMIr6zZArWvnoA9R1GbiB+PbUFZXhsZtx4yRREFW1E27MDuUZmlHsAACfbQzjSEkC5x5aYtsYiiYm6QKb3xP6uO1UDvOEYasvcEATh7LReqjGtl0sSIKsaznjDaA/JUDUdYVmFqdt3FxeWVUQVDS9/fKYrp5V9c/oTjYSMk+e5/iR8oAZa6bOaRDT6IhAA+KMqREGA3SzBbpEQU3Uoqo6YqiOmGhUJSRKh6TpUrWs4WVSBIAiQBCDPJsFsEqHFNEAXkGc3w2E2QdF02Mwi2gJR/HF/ExTVWO06GlOhA8h3mBFTnYne6QJ06DpQ3x7CtGIH/JEYzJIE6DpOeUOIRnRoqoaQrMIiCShwWHDR5Hw0+aKoLnHirxdOwjPbDicNtZNVDYqmGb3qVa3HjbV7MNI03Wg8xVQcawuiPRhFocsCi2QEeFXXoWg6tK7Gwe7TyaugC4LQ1WPJDJtZwpGWYK+BpK9e30PVGB/ORUfSDWvsPhecrKiwSOKwzt3eWzm6G4k55Ilo6MmyjI8++ggPPPBA4jVRFFFXV4cdO3ak3WfHjh1YvXp10mtLly7Fyy+/3OvnDFcjPNsX4KJzNxzzk57re/ZWB0zt/a1oOhp9EUQUFW2HoihyWVDhsScWRa8tcxs9IH0RuG1mFDoscFikPuNskdPSIx7Hp/9w2cxQND0pMTHYRGRQVhCOKXCpxoJu3RvxQPokQ291hfii9+GuDiAHGvxdnUGM+qLTIqHAaUnUIfqqb8ST2vGpTeJ0Xcex1jCcXR1NgrIKs0lEJKbBIgoIykYdvLrYSFzHe7ZO7Vq4rthlQaM3ivaQjEgshqCswmM3Ic9mAQTjGARBwJyJ+fCGY2gLRNERkrt6XRoLD86dmI98uwUNvkiPhypzJuShwRvBntPG9ASCIKDBG4YoABoEKKoGV1cHnLCo4nhrEDqA2jIXZlXkISSr+PMho/PLZbUliXPTX6/EeEeS//7gJE60hdAWkGEzGw8RqoudMEtiV33SeMAxs8Iz6PtqJlMVslPG4I1U3F67di0ee+yxISlzOuc6tWVveru/f9bkTyTm5040pjMJx1R8cLwd9W0hnFfmwuGWEMySCLvZeDAmCAIkSUB7UO4ayWK0dTIZOTGYNlRf7++0mNAZjkESBFgkAVFFh0kSIQqAIBoJ7khMgyCIyLeb0RmOARBQU+rCoeYA/uu9eoRjxhSpA4l/E/LtmD0hD8fagvBHYrB0zWMelhW0B2V0hGTj4Zs/it/tOoMrZpVjeqkb7x5tg6JpaPIZ90p/RIHLKkEUBEwsNB5ixo/fbpFgM4ko9Vhxoi0EWYlCEoWuKbWMNUDagzICUbXXePaFmWUAgBfeNqayafbpMJsE1Ja68Z0lU/CFmWU42R7K6Ls4l84ZmY6uCcoKWgNRnOkMozMcS8THQocF00qd8NjNGd0T+7vufJEYdAAemzkxg0D3ab3MJgFCV3nDMRWKoqEtqqK6xJn47gAj9h5qDsAXjsEkCqjMt3NdNBq3Ms6E5fqT8IEaSKXvcHMArx9sMqZLEQXYTCK0rn1DMQXRmApVM7qix4cliYIAHUJi+JVZFOGxmWAxS5hW5sbJthCsLhHBqJF4DkaNOah0XUdU0aBqgN0iwm4SEZGNyvzpzgiUo234XHUROkIxtARkaLqOzrAMf9fwqHBMRjSmQVZ0iNBhNRvBzRdRoOmA3WxCbZkFrX4ZoiD0GGpnkUSYRBGyoiIYVVHqsSXdWOPBqMUfxbZ9zTjc7MfJjjA6QjIUVcOEfAesJgFWswRd19EelBPvkboKeup57i+QpOv1PVSN8eFedCR1WGNHKJaYC07pesAxrdTVNex4+GTLHPJE50oQBGzatAlXXXXVaBclK7S2tkJVVZSVlSW9XlZWhgMHDqTdp7GxMe32jY2NvX7OcDTCuYjx2DccUzsMxXumqwOm9v5u8UdxsMmYks5lMeoykZiKJn8E/mgM86rykxrDtaXuAcXZi6oK8MGxjqTt4j27TVYJnSGlRx1sMInIFn8UJ9rC+KwpAAGASRJR4LAk1uEJy8bDe184hgONvsSw83THYCx6b8ZnTQFIAiB29XI2SybIiopTnWEomo5wTMH0kv7Pg8MiocRtTSpvfARksduKzlAMBQ4LfJEYQlEVYVWD0yrBbhERVTQcag4kerZWFTgSnzd/cj4CURXN/gj2nPGixGlFZziWdD4LnRZ8rroQ7x1tg8duhsUkosBuwdyqfMypysemnafTdqwRRREXVBrTE3x62ovSrmlUChxmtARkAIDLIkHTdbT4o1C6plScXOiESRIBqBC6zt3R1uDZRVDR/wOS6aVu3Lt0BgAB+xq8iQVr4/vHkx+zJ+QhLKv45Y7B31cHOlUhO2UM3kjF7QceeCAp4e7z+VBVVXUOJe/pXKa2TKevdRdUTUc4psJqElHe9Rt1SyIm5NtxoMGHJl8UbpsJnaEYPDYpsa9ZEhGIxNDgDeOSacWYkG/PaOTEYNpQfb1/e1iGrgMQdKi60SFOEAFV1xFTdHStfYpGfwRRRYPU1YM4PlXHjqPtKHFbElN1AH3HP1EU8KXZ5TjQ5McnJzvR5IvCahbR6o8gHNMgiQLK8+yYUeHG3gYfGnwRzCh3o6FrGo9Chxkem8m4RwdVWM0Sil2WbosmR1CRZ8OR5gDaQzICUQWSJMBhkaDpSBo5JKsa8h29J5EnFzmwaEohRAjwyzG4LWZcPKUAk4uMe2K67yLeKS0+on3hlEJMyLefc+eMTEfXtPqjONkegq7ryHdaEh0Sm7vqDDWlrozuif1ddx0hGfl2CyTxbPw0pvUyQVYjCMkqRFGAKCAxva/DYkxpFIgqiZ79ZzqNhbU9NnOiF3t/1xTRWNVzxYU+xJ+E19XVnX2DATwJ7749YDwJ7217wGiE5+XlJf4NdSAfiO6VvnRCUePpoaLqKHVZYRZFY1oWADaT0cNa6Uqci0CPOcuhoytpLSGq6LCIIhwWExRdh8UkwSQKON4aRKSrp0g4pkHRjCR8JKYhFDMSzm6bCZIooC0gY/epTnzWNRxHEo2hVGZJ7LqBxhJBSBCNmR9lVYPDIsFqFnG0NQibWUJUURGKqVh6QRkKncYCVv5IDHaLBKdFQqMvClvXAlXdK+UN3ggKHGa8ursRe854UeC0YMHkQritZoRlDac6QghGjcDVHpRht5gwrcQFTUfSKuipBlO5Tq1YuW1mSF2LoNSUutAelLsWo0r/mUP9Pn2JD2ssdFrwcX0n3j/WhmZfBGLXlD8eu3Hcv9xxHIeb/YP+nEzKEf/O44t/dW+EMihSgqYBHSeApr3G/2pa//uco8bGRtx+++2orq6G1WpFVVUVrrzySmzbtm3YP3sgfvvb3+KKK65AUZExkmbXrl2jXaQR88ADD8Dr9Sb+nTx58pzebyTuvzT6Mml8juR7pqsDdu/9HVM1BGUVmmqMDBRFARazBFnRjZ7FsjENQKhr6hCnxTTgOGsyiT22E7s6YbT6o7BbJEwrcSYdW6Z1pcPNfry6uxGKqkHtSlbYzBJa/BHsOtmJtkAUh5oCaA3K+K/36vHMtkN4autn+PlbRzGjwo0ChwWfnOrEibYgOoJGR414PVfVjUSWWTKmOwlGVZS4rPDYzPjjvmYA6PM8FLmsqCp0IBxL7jQQHwEJCHBYTLiwKh+fry3F/6ktQU2ZG/kOCyIxDe3BKGZPyEskgbuf98MtQQgCUOS0GlO3BM7WR+Pnsz0o41BTADFVhyAIECGgyGXBF2aWocRt7Xqokv48V+TbUVXowNRiJ9qDMaOnniSiusRY3A+C0dMyvmaQx26Gw2pKHJ+q68hzmNEeNHpxdmdMfaP2+oDEZBLxrYsnYnKRE03+KAJRpcf1VXd+KbbuO/f7arzTyoxyY7G5dHXDeGKnwRuBrie/X7zdML3UxU4Zo8hqtcLj8ST9Gw4DuV4GKpN1F+LCsgpZ1XGkNYgWfxTecAxHWoPwhmKJ+blDsoYilzXR1jn7ADX9b73773Ewbai+3t/cNZ93/GcoCICq6YnR23HxJKcvrCAUNe6XiqbDG5ZR6LBkFP+ml7qxqq4GX5xZBqdFQkNnGCFZg9NqwvRSFxZXF6Gq0ImaUhfaAsZ9otxjRXWREzqMnIMkirBZJNjNIpr9UfjCcuL4/3JGKdqCMoIRBYVOC0yiCE0HTKIxYl9WjA5jZlHoNZ7FO1Tsa/RjepkLS6aVYHqZC/sajdcPN/t7fBcn24N471gb3jrUgm0HmlHfFkJbUMYbB5vxwtvHseeMF/kOM6qLXch3mLHnjDfxXv3J5BrRNB276jthNomQJGPkmCgIsJokFDotCEUV7Dntw7SSgd8T+7vuJuY78LmphYm1PYwZBIypw8rcVkiSAKnrWlc0HQUOM25aMgWfqy5CZyiG461BdIZimFRkR4nbipoy15DV04hyVUaP+8fSk/Du0g3Z6e9p3pGWAGRFR5nbakzPounQdWNOb13XIcCY+1wSBaiqDpMkGFO1CMYTY1EERM0IiDFV65qDEVBVI4j7IzFEFWN+MZMoIqaebURourGPzSwBggARxtQwx9tC8NjNyO9aFdskGQHJZhLRFpQBEVAUY1FRXdfhtJpQ6DAWWEodrlZV6EgaahdVIihwWqBoOjw2M8ySMWd7fO66gq4VtztCZ3sCuG3AJdOK8ObBZjQHZJzpDKPUbe1aJMvV1UspklgFvVzXh6TH81DNszhS8zVOL3Xjxksm44f/u7/rqa9RoSjLs2NaiRMFDsuIPNUdruGVNAa1HAT2/y/QeghQIoDJBhTXADOvBErOG5aPPH78OJYsWYL8/Hw8+eSTmD17NmKxGLZs2YIVK1b0GoNGUjAYxKWXXopvfetbuOWWW0a7OACA4uJiSJKEpqampNebmppQXl6edp/y8vKMtgeMRrjVau3175nifLnjw3BM7TAU75muDti993eLPwbAmN+8LSgjKKuwmYzOCppuLB7fFojiqCRg0dSiRB1moHE2dbtIzEjCK4KAuRPzEouMApnXleIPpjpCMhZOLcAnp7zoDMXgspmQ7zCjxS/jT4dbYRYFVOTbUeC0wGExJXon72/0wSIKaPEbiREBQJ7djFmVnkSCJygbCQOTKCbqfGZJSPxm+zoPdeeXYuve5h71b4skQhIEeEMxTCiwJ3pWe+xmVBc70eANoz0Yw99fVo0FkwvTTm1y9nwavVMlUe86nxYARuL84/oONHjDsJpEhGQVnUoMJzvC2Nfgx3WLJvXbm7rYZcVNS6aiyRfBz988giKnFeV5NgBGgq/JH8HeM154bGbEVD0x/U58hCegQ9G0Hgu2DeQBSZ/ndWYZOkMydta3o8jZ81491PfV4Z7zeiwbqbidiwa67kL899MePHufUjUd+Q7joVWzL4JGXwShmAmKqmN6qQsrPj89cQ/u/gDVZTX1mKM69feYaRuqr5EZlXk2WEwiol29vk2igFDXCGQRgPEIEbBIgKobU280+sKoKrQbDw10pL0/AX3Hv+mlbjz0V+fj/eNteOaPh+GySajMsyeNYomvnbD3jBefqy5ERZ49cW5CUQWNvgiau3pY59nNmDsxH1fMKuua/soYfW/pyk8EZQWSWUL3BeOMeBbtEc8yGVEW/y5+9W493jjYjHBMhdNqwtRiJyrzbDjTGcYz2w7BYzfjwqqB9c5PJ5PRNac7wzjaGsQFlR4cag4m1t+IP2RWNEDTdcypysvontjfdQcAL7x9HKc6QtB1IKoY05uFY8bUaDWlLjisxggxRdXxlzPKEiMv4nkxfzSG514/3OdDAk7BReNFVo6VG+pGeF/6GrLTW6XvUFPAeKIakbG3wQ9NNxoLZklAgd0MXdARU4z5qvPtFkRVDaqqQ4EGVdNhMYkwCQJUWUVE0SB2Ncr2nvbBG4mhyR+FqmrQYfTgiQ9jUlUdJhEwiwJkVUckpiISUyHA6JEEAAUOi1FxiCjQdUCHDkU/m8T32MywmkSUua2wmo0ha5qu9xiuBqQfaheOKdi6t7nHDXrOxDz8Ns1Q1iKXFZedV4J3jrTBH1FQXeLElGInIjEt0cPomhmleP1A85BVroeqMT6S8zXazSYUuyyoyCuG2ST2mHt0pBJFQz28ksagloPAuxuAUBuQNwEwO4FYEGj4FPCeBj5367Ak0L/3ve9BEAS8//77cDqdiddnzZqF7373u73ud99992HTpk04deoUysvLsXz5cjz88MMwm42K7ieffIJVq1bhww8/hCAIqKmpwc9//nMsWLAAJ06cwMqVK/HnP/8ZsixjypQpePLJJ3td8Pr6668HYCT6s4XFYsH8+fOxbdu2xFQ2mqZh27ZtWLlyZdp9Fi9ejG3btmHVqlWJ17Zu3YrFixePQIkNnC93fBiOqR2G4j3TJf669/62mEToACxmCYVOqzEEOqZCgJHI0HRjoa7ppa4edZiBxtnU7Vr8Uby6uxFtQRkWkzToulL3B1NumxnzqgQcaQ52LRimQRKBQERBWbGzR2JBVlS8+Vkr7BYJl1QXQtMF+CIxdIRkBKMKzJKIiyYVICSrPRZDM+bGPfub7es8iILQo/6NrvV8NF1HdbGzx0O1QFTF/MkFPRLnvZ3PVn8Uf9jd0HU+jcU8953xosEbNnpESsaI0Dy7gJiiocEXwX+9V4+LqvLR4I30OT1DVYEDVQUOfDDJmH6nHN3X8wGOmALwhRVMKLAnpotx20wodFhwujMEu1lKWlcokwckvdfdm7CzvgN7z/iQZzfjVIc1MTd/3FDfV9kpY3ByNW73ZagW/h7IugvxNSHiU21FYipK3BY0+aIIRhUUOC2YWuxAozcKAcCCKQVY+ZfTUVuWPA/4tBIX3j3WBkXR0NFtjuoCuxkmk4jF1UVJv8dM2lB9ddLz2M2J6Z4CEaVrFLnxNxXo6lgHKJqxiGih04yOkDHSpSMkI99hTowE6r6OlnFP0XtMx9W9jKIoIN9hQb7T6I3dY+Q8jJxCfFHQ7vc1dI0a6gjJON4WxHULJ+H/1JRAFAUcaPR1TeUCdIRicFklRBUFwagCCMYodIsk4khrEJOLnD3iWaYdKqqLXSh0WTCpyIEJ+XZYTWcX6faGZHx6yguT1PPYMnmImMl0PZ81+xFRVGOOfKs5MUVrIGo8ZC7Ps8FqEntMVzYQ/V13Ny2Zgs17GtHib0CzL4p8uznxULvQaUma1iu+X/fjznQeeaKxLKOrfKw9CR/IfKqplb6oosEXicFjNxZtcloliIKISCyMjlAMgNEbSQAgSRKKXGZ4bGY0eKMwS0blPj4vZny6EqvZmObFbTOhMs+O+vYgwrIOQQCkrsaarusQgUQAVY3MePxBbSKB3hGKQdV0lHlscFgkRBUN4ZhRCbaYJcyZmIf2oDGFi9A1tUu64Wpx6eYTn17i7nGDjgeFdImOIpcNn6suwocnOhBVdJxoC/WoPE8ucgxZ5XqoGuMjOV9jUFYQVTVMKHCkraiMZKIo3XeeTYaqAk6DoGlGj/NQG1Aywxg6AwBWD1DiBloOAAd+DxTVGMNrhkh7ezs2b96Mxx9/PClxHpefn9/rvm63Gy+++CIqKyuxe/du3HLLLXC73bj33nsBAMuXL8eFF16I9evXQ5Ik7Nq1K5FYX7FiBWRZxltvvQWn04l9+/bB5XIN2XGNlNWrV+PGG2/EggULsHDhQjz99NMIBoOJtUtuuOEGTJgwAWvXrgUA3Hnnnbjsssvw05/+FMuWLcPGjRvx4Ycf4p//+Z9HrMycL3d8GI71NobqPfvq/X1+pRsHGo2pPeJDoE93hiF29RDUARQ6rfj2wklp6zADjbPdt5tRbjxIP9e6UuqDqUKnFQVTLIkESziq4t1jbYlFL7ufu6MtIYhd0xEKgogChxkFTgsmFTrwySljupf4lCSp0v1mezsPvSVdL60pRrM/mkh4Z/oAIenzyoHybuezIxRFky8CkyhCEIACuxkWSYAgGOv1lHusaPFHEZAVmCUBO+s7UJFnM6ZyiWlpy5CuE05vDwEEQUB1iQMnO0Iw+szqSSM8M3lA0v04Dzf78ct3TqA9KKPQaUae3UisNXebmz+eQB+O+yo7ZQxOLsbt3gzlwt+93d/j6y4cbQ2iuthY8DAx1ZbVhEBUwZRiJ+xmqautrMHWtYjltxZUobYsecoaURQwo8KNTbtOwx8xpoPJs5sRllUcbQvCYzPjvHJ3j+s4k3t7XyMzLppciCZfBEdbggjJSqKTnNSVaI6vo1boNMNpNaEtIONwSwCTCh2J6ZJiqoqjLSG0h2QomgZJEBCJaSh2WfBf79Ujqmppv4v+6l+qpsMsiVDTTNcoCEZuocRlJGfj58dpMSUWbm7wGguM2i0m6DB61Fu6phCZVZmHaxZM7HFdZNqh4nRnGEdbgphW4upxDLGujoyBiAJ/ROkRrwba5s5kdE33c1rotODiKQU9Hmp4w8qg7719XXfTS9343uddmFeVj1+9X49gVEF1sRMOqwn+SKzf+MJ10YjOyugXOhaehMcTb/5oDC/vPI22gIzast6H/9x62TTc1lXpi+9jEkXUlDrx0YlONPsjsFsARTWmbXHYTCh1WuANx7oW2DRWxbaZRSiqMZ9UMKrAbTXBaTOhoTMCQRAS80MCGlxWMyIxrWuhTw0OIT43ujEkrWtq9a5kOrqG+hivRRUVEExYNLUQhU5LYoGMT0950R6UMbXIiUmFOPvEM6IgJKs9hqv1Jd0Nur9AazNLmFXhwXWLJsFjN/eoPA9l5XqobvIjGSyYKBqYoayA0yB4TxpTteRNOJs4jxMEwDMBaPnM2K5g8pB97OHDh6HrOmbMmJHxvg899FDi/0+ZMgXf//73sXHjxkTyvL6+Hvfcc0/ivWtqahLb19fX4+qrr8bs2bMBANXV1edyGKPm2muvRUtLCx5++GE0NjZi3rx52Lx5c2JKtfr6eojdHnZccskl+NWvfoWHHnoI/9//9/+hpqYGL7/8Mi644IIRKzMr6+PDcEztMJTv2Vvv7/ZgFE6LhM5QDLpNMoZA59tQU+qG3SIlFiVbMq34XE5Pv+UZTF0pXX2je+/BE9EgBPQc9h9fcCzPYU70LI8TBAHVxU60+GUcbQ0kLVQHDO4329uxHm0NDFlni+6fsXV/Ew41BRCSFYiCgFOdEdjNEgqdZtgtJlhMRuL7oxMdqMi3o8UXxYm2EBwWCVWFDlw0qaBHGTJ9CNAWjGFuVT5KXcZCps1d0ykO9vhSpzoAgFMdEbT4jekWO0IxHGkJosBhTFszXPfVbO+UkY1yMW6nM9QLf/d1fzeJItw2M0ySMRd4OKYgElMRU1Q4rCbMnpCHAsfZB4WSIKA1EEVxmt6+mqbjQIMfFR4bSlzGPOrxtn11sRMmUcTBRj8uP6900A+CBjLlxqu7G/GnQy043ByAzSyizGPDhAIHzKKARm8EHeEY2gJRqBoSiWcAePqPh/DmZ60QBSDPYYYFJrR2zfceVVRMLjJ6Z6f7Lvqrf/kjCqYUOeGPKMZUtQO413d/zwVdCzfLqgazaEwle6Q1iPMrPbjnivNgMvXsfJNpO7mvZLtFEo1pcRS1x/RY6d7rXL7D+LWd7pzGY25qz+/hIIoCLq0pSXpgPND4wim4iM7KOBOXy0/Cuyfe2kNRHGkOotRtRYnbkjRsMd2QnapCB062h9AakFGZb4MoiphW6oQvEsPpzjBU1ZjjMqbqCMoqCl1WzJ2YhxPtYUAH8h1mnOoIIxA1Fpao6noy/Ompzh7zQ04uciDPbsKxtiAsoogyjx0mUcDpzjA6wzHo3Y5JhwBJEuA0CcZc6jAWLDVLZ4dS6boJBQ4LJFFAoy+KynwbLpyUhxZ/FA3eCIpcVtx22TTYLVLaIVwDMdBER2/DaYGhq1wP1U1+JIMFE0X9G+oKOA2CHDDmODf37P0NALA4AP8ZY7shlLrYWCZeeuklPPPMMzhy5AgCgQAURUlaFGv16tW4+eab8e///u+oq6vDNddcg2nTpgEA7rjjDtx222147bXXUFdXh6uvvhpz5sw55+MZDStXruz1Iff27dt7vHbNNdfgmmuuGeZS9S6bK+sc/TK0hmNqh6F8z956f398sgMtgSha/Coq8m04r8wNm1lCgzeCiQUOLL2gfFiui3OtK/VX30gd9h8XX7DTAhNMXdMidOewGtPPObs6oAzVg5Aeox+HuCezKAqIKio+OdmJaFfvFIdFggYjASOrKso9Nshdi8TKqo65LivmTcxHsz+CY61BKJqOCyZ4UF3cc2TSYB4CVBcPzfGlm+pgeqkLgaixuKLFJKI1YLQFAlGFSZAsk2txO1Um81QPxTzPi6cV4bxyNw40+BOjSVRNR5HHivMrPIm2fjxp6Y/EYDOnT5LGfzs1Za60c54HosqQrXvV1/1sxeUufG1eJX7x5+M41hbAnAl5iYcmVYUO+MIxHG4JJCWeNU1HqcsKu0WCCCAkqzAJxtzphQ4zLGYJjb4oJhY4ev0u+qp/FbksuGbBxIymXI2/5+nOED497UWBw9I1jQrQ5JcxuciJby2oSps4BzJvJ/eVbHfbTHBbTWiIKDCnXHdD+aA33fGPdp12sPGTU3ARGTJOnufqk/DUxJvFJOJ4awidIRm7TnYmDVsE0g/ZSTfUtabMhUZfBLoIxBQNMU1HvsOCOV0LOllMEjqCMq5bNAkumwmBiLHwiNtmhj8Sw8mOEKYWOXvMD9kektEWkOGNxKDqGlwWC/IdZnjDsbMHJRjzjnnsZpS5rZC75mRsDxlznjmsZ2/Kk4oc+MsZpYkKRVQxnqpeMq0Y55W7sW1/8zn15s2WoBA3VDf5kQoW2Xb+ss1wVcApQxaXsThoLGhM1ZJKDhl/twzt1CY1NTUQBCHjRUF37NiB5cuX47HHHsPSpUuRl5eHjRs34qc//Wlim0cffRR//dd/jVdeeQWvvvoqHnnkEWzcuBFf//rXcfPNN2Pp0qV45ZVX8Nprr2Ht2rX46U9/ittvv31Ij4/Sy8bKOke/DI/hmNphuKaL6P6++xt9+PBYO1q6evRFYlrWNyb7q2/EkxQN3kjS2iupC3bG5+qOiy+W+fWLJuDTk95hrzMNVU/meP0iGlMxscCOQ82BrjnPBUhmY1RBWyCKUEyDAAFFDjPyHRaj80xHBP6IglMdYTzx6kF85QIvvjS7vMdxDuYhwFAcX7rel4VOC+ZV5eNwcwBtwSh84Rjag1HMn1yY1dct5Z7hXPi7r9/P5eeVJo0Yr28PJ0ZXxPWXJO3+20ma17vLUE6n2df9TBQFTCpy4m8WT8ILbx/H4ZZg0j27yR/tkXiOd7ZbMq0IgLGuWjSmYvdpb9fUUcZCqvEpS9J9FwOpfw1mylWbWUKLP4rDTQFAAPLsFiyuLsR1i9JPcdb9PGTSTu4r2Q4ADosJJW4rGn1RiKIwLA96U2VLnXaw8ZNTcBENcsHQXHsSni7xpuvGDdxmMoZ2xYctxm+u6YbspHuK6bCYkG83w2ExIdq1UvGFVfnI6wrSRnDV4LGbMaM8OdkUX4AhHOs5P2SR04q5Vfn44HgHOkMxyIoGXQccFmN+dItJQpHLijybKbHwp9Wswx9VYDUZC6Ycbw32uCnHKxTdFxGKz4V4rr15syUodC/PUNzkRypYZNv5yybDWQGnDORVAcU1xuKgJe7kqVt0HfCdBirnGtsNocLCQixduhTr1q3DHXfc0WPe887OzrTznr/zzjuYPHkyHnzwwcRrJ06c6LFdbW0tamtrcdddd+G6667DCy+8gK9//esAgKqqKtx666249dZb8cADD+D5559n8nwEZVNlnaNfhtdwTO0wXNNFxN+3qtCBuhllWXF9ZmIg0wW88PbxAS/Y2T0RtWRaMZZMK86ZcxKvX1Tm21HssuKMN4JARIHTKsEkipBEAR3hGCRBgNtuRpHbhpiq4ZNTnQjLKlxd9fBgVMEHJ9rR4IsM+F4w3NOZ9Nb7Mj7nboM3jPZgDH9/WXWfI0OJBmO4F/7u7ffT/XXLxWKPe9lAkqTZNp1mJm3E+HmvtNoTI4haA1Gout41RSwQiCpJU5ak+y76q39lUj/rXn9aNLUIqqbDH4mhPSQjHOs5dcq5noP+ku2pnQpHqs2dTXXaweAUXDTejYsJlNMl3oyFRSxo8UfgtEpJT2AHMl9X/ClmfHVvQdCNhTrzbEmJ8L6Ca39DkEySiK9fOAEmETjaGkRQVqFpxtIaJlFAqduatE88wV43sxzLPzcJ4ZiadhXt+E1P03Ss335kSHvzZltQGMqpYEYiWGTb+csWw10BpwESRWDmlYD3tLE4qGeCMVWLHDIS584iYMZfDelioXHr1q3DkiVLsHDhQvzgBz/AnDlzoCgKtm7divXr12P//v099qmpqUF9fT02btyIiy++GK+88go2bdqU+Hs4HMY999yDb37zm5g6dSpOnTqFDz74AFdffTUAYNWqVfjyl7+M2tpadHR04I033sDMmTN7LWN7ezvq6+tx5swZAMDBgwcBGAtnZ8Mi2bkqGyrrHP1CvcmG63Mw+qtvnOuCnblyTrrXL9w2AYumFuG9o21dc59rEEVAEozF7AocZlSXOHG0OYiwrKLQaXS60XQdIdmo17cH5ay5F/TX+zIQVTF/cgET5zQssiEBPdiOSdk4neZA24jpzrtFEmESRcS6EuapU2/19l30F98GEv96qz8VOC2oKnRkVH/KpJ08kO8+tVPhSLS5c7XOQETjJHmeLvEmCEJi3r9ARIGqawjHVAgC+p2vK/UpptMi4VRnGCUuK6aVnA0K/QXXgQxBWv65SYm5D+PDz/Y3+NERiqI9KMNlMxYalRUVjb4oyj02fHPBBEwu6mVO4m6Gqzcvg8K54fnrKRsq4NSl5Dzgc7cC+//XWDzUf8aYqqVyrpE4LzlvWD62uroaO3fuxOOPP467774bDQ0NKCkpwfz587F+/fq0+3z1q1/FXXfdhZUrVyIajWLZsmVYs2YNHn30UQCAJEloa2vDDTfcgKamJhQXF+Mb3/gGHnvsMQCAqqpYsWIFTp06BY/Hgy996Ut46qmnei3j7373u8T6HwDw7W9/GwDwyCOPJD6TchNHv9BY1Fd9YyQW7MwGqfWLqcVOeGwm7GvwoSMoI6ZqUDVjXaPzytwwiyLaQ0b9O34viKkaTKIIq0lCRZ6UNfcCTglIoylbEtCD6ZiUrb+dgbQR0513t82EQocFTb4wIAgo89gSU28N93cx1PWnTNrJ/X33bHMTUSbGRaapr2GL86ryse+MF83+KJp8ERQ4LH02AlKfYkaVCAqcFiiaDo/NDLMkQNG0AQfXgT4RTx1+BgEIRRX4owpkRYas6Kjw2HD7F2pQW5ZmLuI02JuXckW2VMCpS8l5QFEN4D1pLA5qcRlTtQxDj/PuKioq8Nxzz+G5557rdZvUxUV/8pOf4Cc/+UnSa6tWrQIAWCwW/Nd//Vev7/Xss89mVL7vfOc7+M53vpPRPpQbGC9pPBqJBTtHW7r6RZHLikunF59djK/CA7fNjH0NPtjMKhRNg1k6m3gKRBSUdiWjVF3PqnsBpwSk0ZJNCejBJElz9bfT23kvz7PiZEcIgI5yjxWqriMcVYb9uxjt+hMT5EQ0VMZF8ryvxFuBw4wStxULphTia/Mq4baZ+20EpGs4hGMKtu5tHlRwHewQpMPNfnSGYxAFYFqpC9+8qAq15QMP5OzNS7kimyrg1EUUgYLJo10KohHBeEl01lhKRvRVv0gsxnexsY5Hoy+CUx0h6DoQVVSIgoBARIHdYkqMPA1Hlay7F4y1Bx6UO3I1AR2Xq7+d3s77F88vA3SgMxxLuzbacGD9iYjGinFxl+ov8VbksuKaBRMzChppe+OUuAcdXIdyCNJAsTcv5ZJcr4ATUe5ivCQauwZav7hpyRRs3tOIFn8Dmn1R5NvNKPXYMK3EhUKnJavvBWPpgQflllxNQMfl6m+nt/MOYES/C9afiGisGBfJc2BkEm8jGVyH4rPYm5dyTa5XwIkoNzFeEo1tA6lfTC9143ufd2FeVT5+9X49glEF1cVOOKwm+CMx3guIepGrCehc19t5H8nvgvUnIhorxk3yHGDiLR325qVcwwo4EY0GxkuisW0g9QtRFHBpTQnK82yJe0GzP8p7ARFRL1h/IqKxYFwlzwEm3tLhQwWi8Sd1YU0aefwOcg/jJREBvBcQEWWC90wiynXjLnlO6fGhAtH4YDabIQgCWlpaUFJSkjT3II0cXdfR0tICQRBgNvdcQImyF+MlEQG8FxARZYL3TCLKZUyeExGNI5IkYeLEiTh16hSOHz8+2sUZ1wRBwMSJEyFJ0mgXhYiIiIiIiIjSYPKciGiccblcqKmpQSwWG+2ijGtms5mJcyIiIiIiIqIsxuQ5EdE4JEkSE7dERERERERERH0QR7sARERERERERERERETZhslzIiIiIiIiIiIiIqIUTJ4TEREREREREREREaXIiTnPdV0HAPh8vlEuCRER0fCLx7t4/Ms1jNtERDSeMG4TERHljkzjdk4kz/1+PwCgqqpqlEtCREQ0cvx+P/Ly8ka7GBlj3CYiovGIcZuIiCh3DDRuC3oOPB7XNA1nzpyB2+2GIAijXRz4fD5UVVXh5MmT8Hg8o12crMJz0zuem/R4XnrHc5PeeDgvuq7D7/ejsrISoph7M6xlW9wGxsd1M9aPcawfHzD2j3GsHx8w9o9xrB8fMLhjZNzO3Hi4ljLB85GM5yMZz0cyno9kPB/JBnI+Mo3bOdHzXBRFTJw4cbSL0YPH4+GF2Quem97x3KTH89I7npv0xvp5ycWea3HZGreBsX/dAGP/GMf68QFj/xjH+vEBY/8Yx/rxAZkfI+P24IyHaykTPB/JeD6S8Xwk4/lIxvORrL/zkUnczr3H4kREREREREREREREw4zJcyIiIiIiIiIiIiKiFEyeD4LVasUjjzwCq9U62kXJOjw3veO5SY/npXc8N+nxvNBgjIfrZqwf41g/PmDsH+NYPz5g7B/jWD8+YHwcYzbgeU7G85GM5yMZz0cyno9kPB/JhuN85MSCoUREREREREREREREI4k9z4mIiIiIiIiIiIiIUjB5TkRERERERERERESUgslzIiIiIiIiIiIiIqIUTJ4TEREREREREREREaVg8pyIiIiIiIiIiIiIKAWT571Yt24dpkyZApvNhkWLFuH999/vddsXX3wRgiAk/bPZbCNY2pHz1ltv4corr0RlZSUEQcDLL7/c7z7bt2/HRRddBKvViunTp+PFF18c9nKOtEzPy/bt23tcM4IgoLGxcWQKPELWrl2Liy++GG63G6Wlpbjqqqtw8ODBfvf79a9/jRkzZsBms2H27Nn4wx/+MAKlHVmDOTfj4V6zfv16zJkzBx6PBx6PB4sXL8arr77a5z7j4XqhzDzxxBMQBAGrVq3qc7tcvnYGcoy5ds949NFHe5R3xowZfe6TS99hpseXa98fAJw+fRp/8zd/g6KiItjtdsyePRsffvhhn/vkWj0x02PMtTrflClT0pZ3xYoVve6TS7/DTI8vF3+H2YBto2RsEyVjOygZ2z/JMj0fY/naSGc8tHMyMVJtIibP03jppZewevVqPPLII9i5cyfmzp2LpUuXorm5udd9PB4PGhoaEv9OnDgxgiUeOcFgEHPnzsW6desGtP2xY8ewbNkyXH755di1axdWrVqFm2++GVu2bBnmko6sTM9L3MGDB5Oum9LS0mEq4eh48803sWLFCrz77rvYunUrYrEYrrjiCgSDwV73eeedd3Ddddfhb//2b/Hxxx/jqquuwlVXXYU9e/aMYMmH32DODTD27zUTJ07EE088gY8++ggffvgh/vIv/xJf+9rXsHfv3rTbj5frhQbugw8+wM9//nPMmTOnz+1y+doZ6DECuXfPmDVrVlJ5//znP/e6bS5+h5kcH5Bb319HRweWLFkCs9mMV199Ffv27cNPf/pTFBQU9LpPrtUTB3OMcblS5/vggw+Syrl161YAwDXXXJN2+1z7HWZ6fEBu/Q6zBdtGydgmSsZ2UDK2f5Jlej6AsXttpBoP7ZxMjGibSKceFi5cqK9YsSLx36qq6pWVlfratWvTbv/CCy/oeXl5I1S67AFA37RpU5/b3HvvvfqsWbOSXrv22mv1pUuXDmPJRtdAzssbb7yhA9A7OjpGpEzZorm5WQegv/nmm71u861vfUtftmxZ0muLFi3S//7v/364izeqBnJuxuu9pqCgQP+Xf/mXtH8br9cLpef3+/Wamhp969at+mWXXabfeeedvW6bq9dOJseYa/eMRx55RJ87d+6At8+17zDT48u17+++++7TL7300oz2ybV64mCOMdfrfHfeeac+bdo0XdO0tH/Ptd9hqv6OL9d+h9mIbaOe2CZKxnZQT2z/JOvrfIyXa2M8tHMyMdJtIvY8TyHLMj766CPU1dUlXhNFEXV1ddixY0ev+wUCAUyePBlVVVX9PhUbT3bs2JF0LgFg6dKlfZ7L8WTevHmoqKjAF7/4Rbz99tujXZxh5/V6AQCFhYW9bjNer5mBnBtgfN1rVFXFxo0bEQwGsXjx4rTbjNfrhdJbsWIFli1b1uOaSCdXr51MjhHIvXvGoUOHUFlZierqaixfvhz19fW9bpuL32Emxwfk1vf3u9/9DgsWLMA111yD0tJSXHjhhXj++ef73CfXvsPBHGNcLtb5ZFnGf/zHf+C73/0uBEFIu02ufYfdDeT4gNz6Hea6XPydDAbbRMnYDjqL7Z9kAzkfwPi4NsZDOycTI90mYvI8RWtrK1RVRVlZWdLrZWVlvc65dt555+EXv/gF/t//+3/4j//4D2iahksuuQSnTp0aiSJntcbGxrTn0ufzIRwOj1KpRl9FRQU2bNiA3/zmN/jNb36DqqoqfP7zn8fOnTtHu2jDRtM0rFq1CkuWLMEFF1zQ63a9XTNjZc7DdAZ6bsbLvWb37t1wuVywWq249dZbsWnTJpx//vlptx2P1wult3HjRuzcuRNr164d0Pa5eO1keoy5ds9YtGgRXnzxRWzevBnr16/HsWPH8Bd/8Rfw+/1pt8+17zDT48u17+/o0aNYv349ampqsGXLFtx2222444478Mtf/rLXfXKtnjiYY8zlOt/LL7+Mzs5OfOc73+l1m1z7HXY3kOPLtd9hrsrl30mm2CZKxnaQge2fZJmcj7F+bQDjo52TidFoE5kGW1g6a/HixUlPwS655BLMnDkTP//5z/HDH/5wFEtG2eq8887Deeedl/jvSy65BEeOHMFTTz2Ff//3fx/Fkg2fFStWYM+ePf3O7zoeDfTcjJd7zXnnnYddu3bB6/Xif/7nf3DjjTfizTff7LXCRHTy5Enceeed2Lp165hdIGgwx5hr94wvf/nLif8/Z84cLFq0CJMnT8Z///d/42//9m9HsWRDI9Pjy7XvT9M0LFiwAP/wD/8AALjwwguxZ88ebNiwATfeeOMol25oDOYYc7nO96//+q/48pe/jMrKytEuyrAYyPHl2u8wV+Xy7yRTbBMlYzvIwPZPskzOx1i/NsZDOycTo9UmYs/zFMXFxZAkCU1NTUmvNzU1oby8fEDvYTabceGFF+Lw4cPDUcScUl5envZcejwe2O32USpVdlq4cOGYvWZWrlyJ3//+93jjjTcwceLEPrft7ZoZ6O8v12RyblKN1XuNxWLB9OnTMX/+fKxduxZz587FP/3TP6XddrxdL5TeRx99hObmZlx00UUwmUwwmUx488038cwzz8BkMkFV1R775Nq1M5hjTJVr94z8/HzU1tb2Wt5c+w5T9Xd8qbL9+6uoqOjRqJ05c2afU9PkWj1xMMeYTi7U+U6cOIE//vGPuPnmm/vcLld/hwM9vlTZ/jscS3Lhd5IptomSsR10Fts/yTI5H6nG2rUxHto5mRitNhGT5yksFgvmz5+Pbdu2JV7TNA3btm3rc46l7lRVxe7du1FRUTFcxcwZixcvTjqXALB169YBn8vxZNeuXWPumtF1HStXrsSmTZvw+uuvY+rUqf3uM16umcGcm1Tj5V6jaRqi0Wjav42X64X69oUvfAG7d+/Grl27Ev8WLFiA5cuXY9euXZAkqcc+uXbtDOYYU+XaPSMQCODIkSO9ljfXvsNU/R1fqmz//pYsWYKDBw8mvfbZZ59h8uTJve6Ta9/hYI4xnVyo873wwgsoLS3FsmXL+twu177DuIEeX6ps/x2OJbnwOxkotomSsR3UP7Z/kvV1PlKNtWtjPLRzMjFqbaJzWm50jNq4caNutVr1F198Ud+3b5/+d3/3d3p+fr7e2Nio67quX3/99fr999+f2P6xxx7Tt2zZoh85ckT/6KOP9G9/+9u6zWbT9+7dO1qHMGz8fr/+8ccf6x9//LEOQP/Zz36mf/zxx/qJEyd0Xdf1+++/X7/++usT2x89elR3OBz6Pffco+/fv19ft26dLkmSvnnz5tE6hGGR6Xl56qmn9Jdfflk/dOiQvnv3bv3OO+/URVHU//jHP47WIQyL2267Tc/Ly9O3b9+uNzQ0JP6FQqHENqm/p7fffls3mUz6P/7jP+r79+/XH3nkEd1sNuu7d+8ejUMYNoM5N+PhXnP//ffrb775pn7s2DH9008/1e+//35dEAT9tdde03V9/F4vlLnUVdfH4rXT3zHm2j3j7rvv1rdv364fO3ZMf/vtt/W6ujq9uLhYb25u1nU997/DTI8v176/999/XzeZTPrjjz+uHzp0SP/P//xP3eFw6P/xH/+R2CbX64mDOcZcrPOpqqpPmjRJv++++3r8Ldd/h7qe2fHl2u8wW7BtlIxtomRsByVj+ydZpudjLF8bvRkP7ZxMjESbiMnzXjz77LP6pEmTdIvFoi9cuFB/9913E3+77LLL9BtvvDHx36tWrUpsW1ZWpn/lK1/Rd+7cOQqlHn5vvPGGDqDHv/j5uPHGG/XLLrusxz7z5s3TLRaLXl1drb/wwgsjXu7hlul5+fGPf6xPmzZNt9lsemFhof75z39ef/3110en8MMo3TkBkHQNpP6edF3X//u//1uvra3VLRaLPmvWLP2VV14Z2YKPgMGcm/Fwr/nud7+rT548WbdYLHpJSYn+hS98IVFR0vXxe71Q5lIrUWPx2unvGHPtnnHttdfqFRUVusVi0SdMmKBfe+21+uHDhxN/z/XvMNPjy7XvT9d1/X//93/1Cy64QLdarfqMGTP0f/7nf076+1ioJ2Z6jLlY59uyZYsOQD948GCPv+X671DXMzu+XPwdZgO2jZKxTZSM7aBkbP8ky/R8jOVrozfjoZ2TiZFoEwm6rusD76dORERERERERERERDT2cc5zIiIiIiIiIiIiIqIUTJ4TEREREREREREREaVg8pyIiIiIiIiIiIiIKAWT50REREREREREREREKZg8JyIiIiIiIiIiIiJKweQ5EREREREREREREVEKJs+JiIiIiIiIiIiIiFIweU5ERERERERERERElILJcyIiIiIiIiIiIiKiFEyeExERERERERERERGlYPKciIiIiIiIiIiIiCjF/w84XZ5blgfNZgAAAABJRU5ErkJggg==",
|
|
"text/plain": [
|
|
"<Figure size 1500x1200 with 9 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# List of variables we want to transform\n",
|
|
"variables_log = ['Insulin', 'HOMA', 'MCP.1', 'Resistin']\n",
|
|
"\n",
|
|
"# Comparison between regular and transformed data\n",
|
|
"for col in variables_log:\n",
|
|
" fig, axes = plt.subplots(1, 2, figsize=(12, 4))\n",
|
|
"\n",
|
|
" # before transformation\n",
|
|
" axes[0].hist(X[col], bins=30, alpha=0.6, color='salmon', edgecolor='black')\n",
|
|
" axes[0].set_title(f\"{col} (before transformation)\")\n",
|
|
" axes[0].set_xlabel(col)\n",
|
|
" axes[0].set_ylabel(\"Fequency\")\n",
|
|
"\n",
|
|
" # after log1p transformation\n",
|
|
" transformed = np.log1p(X[col])\n",
|
|
" axes[1].hist(transformed, bins=30, alpha=0.6, color='steelblue', edgecolor='black')\n",
|
|
" axes[1].set_title(f\"{col} after transformation log({col} + 1)\")\n",
|
|
" axes[1].set_xlabel(f\"log1p({col})\")\n",
|
|
" axes[1].set_ylabel(\"Frequency\")\n",
|
|
"\n",
|
|
" plt.suptitle(f\"Comparaison between regular and transformed data : {col}\", fontsize=14)\n",
|
|
" plt.tight_layout(rect=[0, 0, 1, 0.93])\n",
|
|
" plt.show()\n",
|
|
"\n",
|
|
"# Transformation of X\n",
|
|
"X_transformed = X.copy()\n",
|
|
"for col in variables_log:\n",
|
|
" X_transformed[col + '_log'] = np.log1p(X[col])\n",
|
|
"X_transformed = X_transformed.drop(columns=variables_log)\n",
|
|
"\n",
|
|
"# Update list of features\n",
|
|
"features = X_transformed.columns.tolist()\n",
|
|
"\n",
|
|
"# Create transformed data\n",
|
|
"data2 = X_transformed.copy()\n",
|
|
"data2['Classification'] = y.values\n",
|
|
"\n",
|
|
"# Boxplots according to target class\n",
|
|
"\n",
|
|
"fig, axes = plt.subplots(n_rows, n_cols, figsize=(5 * n_cols, 4 * n_rows))\n",
|
|
"axes = axes.flatten()\n",
|
|
"\n",
|
|
"for i, col in enumerate(features):\n",
|
|
" sns.boxplot(x='Classification', y=col, data=data2, ax=axes[i])\n",
|
|
" axes[i].set_title(f\"Boxplot of {col}\")\n",
|
|
" axes[i].set_xlabel(\"Class\")\n",
|
|
" axes[i].set_ylabel(col)\n",
|
|
"\n",
|
|
"for j in range(i + 1, len(axes)):\n",
|
|
" fig.delaxes(axes[j])\n",
|
|
"\n",
|
|
"fig.suptitle(\"Boxplots according to class (after transformation)\", fontsize=16)\n",
|
|
"plt.tight_layout(rect=[0, 0, 1, 0.97])\n",
|
|
"plt.show()\n",
|
|
"\n",
|
|
"# Scatter plots jittered according to target class\n",
|
|
"\n",
|
|
"fig, axes = plt.subplots(n_rows, n_cols, figsize=(5 * n_cols, 4 * n_rows))\n",
|
|
"axes = axes.flatten()\n",
|
|
"\n",
|
|
"for i, col in enumerate(features):\n",
|
|
" for classe in [0, 1]:\n",
|
|
" values = data2[data2['Classification'] == classe][col]\n",
|
|
" jittered_y = np.random.normal(loc=classe, scale=0.02, size=values.shape)\n",
|
|
" axes[i].scatter(values, jittered_y, alpha=0.5, label=f\"Class {classe}\")\n",
|
|
" axes[i].set_title(f\"{col} (scatter jittered)\")\n",
|
|
" axes[i].legend()\n",
|
|
"\n",
|
|
"for j in range(i + 1, len(axes)):\n",
|
|
" fig.delaxes(axes[j])\n",
|
|
"\n",
|
|
"fig.suptitle(\"Scatter plots (jittered) according to class (after transformation)\", fontsize=16)\n",
|
|
"plt.tight_layout(rect=[0, 0, 1, 0.97])\n",
|
|
"plt.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "c582a520",
|
|
"metadata": {},
|
|
"source": [
|
|
"\n",
|
|
"### Objective of the transformation\n",
|
|
"\n",
|
|
"In order to ensure these variables are distributed more symmetrically and to reduce the impact of outliers, we have applied a logarithmic transformation using `log(x+1)`with the function `np.log1p`\n",
|
|
"\n",
|
|
"### Comparison\n",
|
|
"\n",
|
|
"We realise that the barplots are less steep and the distributions become more compact, closer to a normal distribution curve. The dataset is now more homogeneous and further standardisation will be more impactful. These graphics are a visual representation of the impact of the logarithmic transformation.\n",
|
|
"\n",
|
|
"### Updated dataset\n",
|
|
"\n",
|
|
"We have added the transformed features `Insulin_log`, `HOMA_log`, `MCP.1_log` and `Resistin_log` in favor of the old, less-balanced features.\n",
|
|
"\n",
|
|
"### Boxplots\n",
|
|
"The logarithmic transformation severly reduces the number of outliers.\n",
|
|
"\n",
|
|
"### Scatter plots jittered\n",
|
|
"The scatter plots show the datapoints are well and horizontally separated according to class.\n",
|
|
"\n",
|
|
"\n",
|
|
"### Conclusion\n",
|
|
"The logarithmic transformation has reduced the impact of outliers and stabilised the standard deviation by making the distribution more compact and centered around the mean."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "184a592b",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Standardisation (StandardScaler)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"id": "6dbb4fee",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Index(['Age', 'BMI', 'Glucose', 'Leptin', 'Adiponectin', 'Insulin_log',\n",
|
|
" 'HOMA_log', 'MCP.1_log', 'Resistin_log'],\n",
|
|
" dtype='object')\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(X_transformed.columns)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"id": "4b77fbe5",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<div>\n",
|
|
"<style scoped>\n",
|
|
" .dataframe tbody tr th:only-of-type {\n",
|
|
" vertical-align: middle;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe tbody tr th {\n",
|
|
" vertical-align: top;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe thead th {\n",
|
|
" text-align: right;\n",
|
|
" }\n",
|
|
"</style>\n",
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>mean</th>\n",
|
|
" <th>std</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>Age</th>\n",
|
|
" <td>1.493059e-16</td>\n",
|
|
" <td>1.004338</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>BMI</th>\n",
|
|
" <td>-6.121779e-16</td>\n",
|
|
" <td>1.004338</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Glucose</th>\n",
|
|
" <td>1.990745e-16</td>\n",
|
|
" <td>1.004338</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Leptin</th>\n",
|
|
" <td>1.339924e-16</td>\n",
|
|
" <td>1.004338</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Adiponectin</th>\n",
|
|
" <td>2.201304e-17</td>\n",
|
|
" <td>1.004338</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Insulin_log</th>\n",
|
|
" <td>-2.277871e-16</td>\n",
|
|
" <td>1.004338</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>HOMA_log</th>\n",
|
|
" <td>-1.378208e-16</td>\n",
|
|
" <td>1.004338</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>MCP.1_log</th>\n",
|
|
" <td>-6.661338e-16</td>\n",
|
|
" <td>1.004338</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>Resistin_log</th>\n",
|
|
" <td>3.292386e-16</td>\n",
|
|
" <td>1.004338</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" mean std\n",
|
|
"Age 1.493059e-16 1.004338\n",
|
|
"BMI -6.121779e-16 1.004338\n",
|
|
"Glucose 1.990745e-16 1.004338\n",
|
|
"Leptin 1.339924e-16 1.004338\n",
|
|
"Adiponectin 2.201304e-17 1.004338\n",
|
|
"Insulin_log -2.277871e-16 1.004338\n",
|
|
"HOMA_log -1.378208e-16 1.004338\n",
|
|
"MCP.1_log -6.661338e-16 1.004338\n",
|
|
"Resistin_log 3.292386e-16 1.004338"
|
|
]
|
|
},
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"\n",
|
|
"from sklearn.preprocessing import StandardScaler\n",
|
|
"\n",
|
|
"# Initialisation du scaler\n",
|
|
"scaler = StandardScaler()\n",
|
|
"\n",
|
|
"# Entraînement du scaler sur le jeu transformé\n",
|
|
"X_scaled = scaler.fit_transform(X_transformed)\n",
|
|
"X_scaled = pd.DataFrame(X_scaled, columns=X_transformed.columns, index=X_transformed.index)\n",
|
|
"X_scaled.describe().T[['mean', 'std']]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "3e525eb2",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Objectif\n",
|
|
"\n",
|
|
"We want to center the variables around 0 and get their variance around 1 in order to approximate a gaussian distribution."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "0dc8763f",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Why use a Gaussian Naive Bayes?"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "26514e2a",
|
|
"metadata": {},
|
|
"source": [
|
|
"The data of the features is continuous and non-binary. As such, we use a GaussianNB, the performance will nevertheless suffer as the features aren't all Normal distributed and the dimension is rather small, we cannot suppose normal distribution through size."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "71cc45b2",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Cross-Validation"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"id": "cff7e03a",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Cross-validation (10 folds)\n",
|
|
"Average F1-score : 0.620 ± 0.217\n",
|
|
"Average accuracy : 0.655 ± 0.167\n",
|
|
"Average recall : 0.571 ± 0.262\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 800x500 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"from sklearn.model_selection import cross_val_score\n",
|
|
"from sklearn.naive_bayes import GaussianNB\n",
|
|
"\n",
|
|
"general_classifier = GaussianNB()\n",
|
|
"general_classifier.fit(X_scaled, y)\n",
|
|
"# 10 fold corss-validation on the entire (transformed dataset)\n",
|
|
"f1_scores = cross_val_score(general_classifier, X_scaled, y, cv=10, scoring='f1')\n",
|
|
"acc_scores = cross_val_score(general_classifier, X_scaled, y, cv=10, scoring='accuracy')\n",
|
|
"recall_scores = cross_val_score(general_classifier, X_scaled, y, cv=10, scoring=\"recall\")\n",
|
|
"\n",
|
|
"# Report\n",
|
|
"print(\"Cross-validation (10 folds)\")\n",
|
|
"print(f\"Average F1-score : {f1_scores.mean():.3f} ± {f1_scores.std():.3f}\")\n",
|
|
"print(f\"Average accuracy : {acc_scores.mean():.3f} ± {acc_scores.std():.3f}\")\n",
|
|
"print(f\"Average recall : {recall_scores.mean():.3f} ± {recall_scores.std():.3f}\")\n",
|
|
"\n",
|
|
"# Visualisation des scores par fold\n",
|
|
"folds = range(1, len(f1_scores) + 1)\n",
|
|
"plt.figure(figsize=(8, 5))\n",
|
|
"plt.plot(folds, f1_scores, marker='o', label='F1-score')\n",
|
|
"plt.plot(folds, acc_scores, marker='s', label='Accuracy')\n",
|
|
"plt.plot(folds, recall_scores, marker=\"v\", label=\"Recall\")\n",
|
|
"plt.title(\"Scores by fold (cross-validation)\")\n",
|
|
"plt.xlabel(\"Fold\")\n",
|
|
"plt.ylabel(\"Score\")\n",
|
|
"plt.ylim(0, 1)\n",
|
|
"plt.grid(True)\n",
|
|
"plt.legend()\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "94d0dd72",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Analysis\n",
|
|
"\n",
|
|
"The high standard deviations shows a certain sensibilty to the folds, that is probably due to the small sample size. This high disparity between the folds also shows on the graph."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "5fd9b3f0",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Final evaluation on the dataset"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"id": "d58417ad",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Train : (81, 9) (81,)\n",
|
|
"Test : (35, 9) (35,)\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"from sklearn.model_selection import train_test_split\n",
|
|
"\n",
|
|
"# Stratified split to conserve the distribution of the variables\n",
|
|
"X_train, X_test, y_train, y_test = train_test_split(\n",
|
|
" X_scaled, y,\n",
|
|
" test_size=0.3,\n",
|
|
" random_state=42,\n",
|
|
" stratify=y)\n",
|
|
"\n",
|
|
"print(\"Train :\", X_train.shape, y_train.shape)\n",
|
|
"print(\"Test :\", X_test.shape, y_test.shape)\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "a53cc076",
|
|
"metadata": {},
|
|
"source": [
|
|
"A stratified split help preserve the original proportion of healthy and sick patients in train and test sample (to ensure the model isn't trained with an overbearing class)\n",
|
|
"The sets have the following size:\n",
|
|
"- **Training set** : 81 observations\n",
|
|
"- **Test set** : 24 observations\n",
|
|
"\n",
|
|
"This is a standard 70/30 split"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"id": "d26b8326",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Accuracy : 0.714\n",
|
|
"F1-score : 0.688\n",
|
|
"Recall : 0.579\n",
|
|
"\n",
|
|
"Classification Report :\n",
|
|
" precision recall f1-score support\n",
|
|
"\n",
|
|
" 0 0.64 0.88 0.74 16\n",
|
|
" 1 0.85 0.58 0.69 19\n",
|
|
"\n",
|
|
" accuracy 0.71 35\n",
|
|
" macro avg 0.74 0.73 0.71 35\n",
|
|
"weighted avg 0.75 0.71 0.71 35\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": "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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"from sklearn.naive_bayes import GaussianNB\n",
|
|
"from sklearn.metrics import accuracy_score, f1_score, recall_score, classification_report, confusion_matrix\n",
|
|
"\n",
|
|
"#Initialize and train a Naive Bayes classifier\n",
|
|
"nb_classifier = GaussianNB()\n",
|
|
"nb_classifier.fit(X_train, y_train)\n",
|
|
"\n",
|
|
"# Make predictions on the test set\n",
|
|
"y_pred = nb_classifier.predict(X_test)\n",
|
|
"\n",
|
|
"\n",
|
|
"# Accuracy\n",
|
|
"accuracy = accuracy_score(y_test, y_pred)\n",
|
|
"print(f\"Accuracy : {accuracy:.3f}\")\n",
|
|
"\n",
|
|
"# F1-score\n",
|
|
"f1 = f1_score(y_test, y_pred)\n",
|
|
"print(f\"F1-score : {f1:.3f}\")\n",
|
|
"\n",
|
|
"# Recall\n",
|
|
"rec = recall_score(y_test, y_pred)\n",
|
|
"print(f\"Recall : {rec:.3f}\")\n",
|
|
"\n",
|
|
"# Complete report\n",
|
|
"print(\"\\nClassification Report :\")\n",
|
|
"print(classification_report(y_test, y_pred))\n",
|
|
"\n",
|
|
"## Confusion matrix\n",
|
|
"conf = sns.heatmap(confusion_matrix(y_true=y_test, y_pred=y_pred), annot=True, cmap=\"Blues\", xticklabels=[\"Negatives\", \"Positives\"], yticklabels=[\"Negatives\", \"Positives\"])\n",
|
|
"conf.set_xlabel(\"Test data\")\n",
|
|
"conf.set_ylabel(\"Predictions\")\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "0d666c0d",
|
|
"metadata": {},
|
|
"source": [
|
|
"We want to maximise the recall, even if it might compromise the accuracy: it is more important to find every sick patient than every healthy one. In our case, the model has a strong tendency to mark patients as sick. This way, we ensure that 11 of the 13 sick patients (84.6%)are indeed marked as sick"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.9.6"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|