california-equity-git/archive/analysis_new/new1.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_648572/434354654.py:14: DtypeWarning: Columns (22,126) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  cci_data = pd.read_csv(file_path, usecols=use_cols)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PROJECT PARTNERS column contains data.\n",
      "Cleaned dataset saved as 'cleaned_cci_data_fixed.csv'\n",
      "Number of Partners\n",
      "1    132389\n",
      "Name: count, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "# Define file path\n",
    "file_path = \"/home/dadams/Repos/california_equity_git/data_raw/cci_programs_data.csv\"\n",
    "\n",
    "# Select necessary columns\n",
    "use_cols = [\n",
    "    \"Agency Name\", \"Program Name\", \"County\", \"Total Program GGRFFunding\",\n",
    "    \"Total Project GHGReductions\", \"Fiscal Year Funding Project\",\n",
    "    \"Is Benefit Disadvantaged Communities\", \"PROJECT PARTNERS\"\n",
    "]\n",
    "\n",
    "# Load data\n",
    "cci_data = pd.read_csv(file_path, usecols=use_cols)\n",
    "\n",
    "# Convert numeric fields\n",
    "cci_data[\"Total Program GGRFFunding\"] = pd.to_numeric(cci_data[\"Total Program GGRFFunding\"], errors=\"coerce\")\n",
    "cci_data[\"Total Project GHGReductions\"] = pd.to_numeric(cci_data[\"Total Project GHGReductions\"], errors=\"coerce\")\n",
    "cci_data[\"Fiscal Year Funding Project\"] = pd.to_numeric(cci_data[\"Fiscal Year Funding Project\"], errors=\"coerce\")\n",
    "\n",
    "# Remove \"Active Transportation Program\" as an outlier\n",
    "cci_data = cci_data[cci_data[\"Program Name\"] != \"Active Transportation Program\"]\n",
    "\n",
    "# Convert DAC column to binary format\n",
    "cci_data[\"Is Benefit Disadvantaged Communities\"] = cci_data[\"Is Benefit Disadvantaged Communities\"].astype(str).str.lower()\n",
    "cci_data[\"DAC Benefit\"] = cci_data[\"Is Benefit Disadvantaged Communities\"].apply(lambda x: 1 if x == \"true\" else 0)\n",
    "\n",
    "# Ensure only valid positive values are used for calculations\n",
    "cci_data = cci_data[(cci_data[\"Total Project GHGReductions\"] > 0) & (cci_data[\"Total Program GGRFFunding\"] > 0)]\n",
    "\n",
    "# Compute cost per ton of GHG reduced\n",
    "cci_data[\"Dollars per Ton of GHG Reduced\"] = cci_data[\"Total Program GGRFFunding\"] / cci_data[\"Total Project GHGReductions\"]\n",
    "\n",
    "# Check if PROJECT PARTNERS column is empty\n",
    "if cci_data[\"PROJECT PARTNERS\"].isna().sum() == len(cci_data):\n",
    "    print(\"WARNING: 'PROJECT PARTNERS' column is entirely empty. Check data source.\")\n",
    "else:\n",
    "    print(\"PROJECT PARTNERS column contains data.\")\n",
    "\n",
    "# Convert PROJECT PARTNERS to string and count actual partners\n",
    "cci_data[\"PROJECT PARTNERS\"] = cci_data[\"PROJECT PARTNERS\"].astype(str)\n",
    "\n",
    "# Fix counting logic: count commas (number of partners = commas + 1)\n",
    "cci_data[\"Number of Partners\"] = cci_data[\"PROJECT PARTNERS\"].apply(\n",
    "    lambda x: x.count(\",\") + 1 if x.strip() else 1\n",
    ")\n",
    "\n",
    "# Ensure we do not drop important fields (Fiscal Year, County, etc.)\n",
    "cci_data.dropna(subset=[\"Total Program GGRFFunding\", \"Total Project GHGReductions\"], inplace=True)\n",
    "\n",
    "# Save cleaned dataset\n",
    "cci_data.to_csv(\"/home/dadams/Repos/california_equity_git/data_cleaned/cleaned_cci_data_fixed.csv\", index=False)\n",
    "print(\"Cleaned dataset saved as 'cleaned_cci_data_fixed.csv'\")\n",
    "\n",
    "# Print summary to check if the partner count has variation\n",
    "print(cci_data[\"Number of Partners\"].value_counts())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_648572/2688163958.py:9: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(y=programs_to_plot.index, x=programs_to_plot.values, palette=\"coolwarm\")\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABe8AAAK7CAYAAABrp3QzAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd1gU19828Htpy9IVkaIIIoIoAioWxAhYgpKoxBo1KtHYFRVbjBqwxR6NHY0BfnZjIXZFBQtYQAWjEiIoQiJ2RcEo7bx/+DIP69JsgST357rmerLnnDnnO2dm+T1+Z/aMTAghQERERERERERERERElYZaRQdARERERERERERERETKmLwnIiIiIiIiIiIiIqpkmLwnIiIiIiIiIiIiIqpkmLwnIiIiIiIiIiIiIqpkmLwnIiIiIiIiIiIiIqpkmLwnIiIiIiIiIiIiIqpkmLwnIiIiIiIiIiIiIqpkmLwnIiIiIiIiIiIiIqpkmLwnIiIiIiIiIiIiIqpkmLwnIiIiIiKqZC5fvowvv/wStWvXhra2NvT09NC4cWMsWLAAjx49+iBjfvfddwgPD/8gfb9vfn5+kMlkZW5+fn4VHaqSadOmoVatWtDQ0ICRkVGZ7U+fPo3evXujVq1akMvl0NXVRYMGDTB+/Hj89ttvSm39/Pygp6dXYl96enrFzsfdu3fxzTffwMXFBQYGBtDS0kLNmjXRtWtX7NmzB/n5+WXG+fq8GxgYoGXLltiyZUuZ+74pmUyGoKCg997v++Ln5wdra+sy21lbW+PTTz/94PG8fm4MDQ3h6emJ/fv3f/CxiYjo3WlUdABERERERET0f9atW4cRI0bA3t4eEydORP369ZGbm4u4uDisWbMGZ86cwe7du9/7uN999x26d+8OX1/f9973+zZ9+nQMGzZM+nzx4kWMHDkS3333Hby8vKRyExOTigivWL/88gvmzJmDqVOnomPHjpDL5aW2nzZtGubMmQM3NzdMmzYNdevWRV5eHi5fvoywsDB8//33yMvLg7q6+lvHdPbsWXTu3BlCCAwfPhwtWrSAnp4e0tLSsHfvXnTt2hXBwcEYNGhQmX11794d48ePhxACN2/exHfffYc+ffpACIE+ffq8dYz07grPTUFBAW7cuIHZs2ejU6dO2Lt3Lz755JOKDo+IiErB5D0REREREVElcebMGQwfPhzt27dHeHi4UoK3ffv2GD9+PA4dOlSBEf69cnNzIZPJoKGh/E/XOnXqoE6dOtLnFy9eAADq1q2LFi1a/K0xlteVK1cAAP7+/qhevXqpbbds2YI5c+Zg2LBhWLVqFWQymVTXvn17BAQEYNWqVe8Uz5MnT+Dr6ws9PT1ER0fD3Nxcqf6LL77A5cuX8fDhw3L1Z2pqKs29m5sb3N3dYW1tjeDgYCbvK1jRc9OyZUu4ubnB1tYWS5cuLTF5X9J370PIz89HXl5emTe0iIj+i7hsDhERERERUSXx3XffQSaTYe3atcUmsrS0tNC5c2fpc0FBARYsWIB69epBLpejevXq6N+/P/744w+l/S5duoRPP/0U1atXh1wuh4WFBT755BOpnUwmQ3Z2NsLCwqTlNTw9PUuMMzU1FTKZDAsWLMCcOXNQq1YtaGtrw9XVFceOHVNpf/36dfTp00ca38HBAStXrlRqExUVBZlMhg0bNmD8+PGoUaMG5HI5kpOT32QKlfz0009wdnaGtrY2qlatis8++wyJiYlKbQqXm0lOToaPjw/09PRgaWmJ8ePH4+XLl2WOUZ5zYG1tjWnTpgF4lUgta+mX2bNno1q1aliyZIlS4r6QTCbDyJEj3+mp+3Xr1uHu3btYsGCBSuK+kJOTk9IvGd6ElZUVTExMcPfuXaXyp0+fYsKECahduza0tLRQo0YNjB07FtnZ2SrtBg8eDGNjY+jp6aFDhw74/fffVcYpaZmaoKAglbkrKCjA8uXL4eLiAoVCASMjI7Ro0QJ79uxRardt2za4ublBV1cXenp68Pb2xqVLl1TGCA0Nhb29vXRN/+9//yvv9Eh2794NJycnaGtrw8bGBsuWLZPqsrKyYGRkhKFDh6rsl5qaCnV1dSxcuPCNx6xTpw5MTExw69YtAGV/98rzPQJeXVN2dnaQy+WoX78+Nm/erHJ+iv7tmD17NmrXrg25XI7IyEi8ePEC48ePh4uLCwwNDVG1alW4ubnhl19+URlLJpNh1KhRCAkJgb29PRQKBVxdXXH27FkIIbBw4ULUrl0benp6aNOmzTv9HSEiqkhM3hMREREREVUC+fn5OH78OJo0aQJLS8ty7TN8+HBMnjwZ7du3x549ezBr1iwcOnQILVu2xIMHDwAA2dnZaN++Pe7evYuVK1ciIiICS5cuRa1atfDs2TMAr574VygU8PHxwZkzZ3DmzJlyPdm9YsUKHDp0CEuXLsXGjRuhpqaGjh074syZM1Kba9euoWnTprhy5QoWL16Mffv24ZNPPoG/vz9mzJih0ueUKVOQlpaGNWvWYO/evWU+pV6SuXPnYtCgQWjQoAF27dqFH374AZcvX4abmxuuX7+u1DY3NxedO3dG27Zt8csvv2DgwIFYsmQJ5s+fX+Y45TkHu3fvlpaeOXToEM6cOYOvvvqq2P5u376Na9euoX379tDW1n7j487Lyyt2e11ERATU1dXh4+PzxmOUR2ZmJh49egQ7Ozup7Pnz5/Dw8EBYWBj8/f1x8OBBTJ48GaGhodLyPQAghICvr6+UTN69ezdatGiBjh07vlNMfn5+GDNmDJo2bYpt27Zh69at6Ny5M1JTU6U23333HXr37o369etj+/bt2LBhA549e4aPPvoI165dk9qFhobiyy+/hIODA3bu3Ilp06Zh1qxZOH78eLnjiY+Px9ixYzFu3Djs3r0bLVu2xJgxY7Bo0SIAr95TMHDgQGzatAmZmZlK+65atQpaWloYOHDgG8/D48eP8fDhQ5VlpYr77pX3e7R27VoMGTIETk5O2LVrF6ZNm4YZM2YgKiqq2BiWLVuG48ePY9GiRTh48CDq1auHly9f4tGjR5gwYQLCw8OxZcsWtGrVCl27di32xsi+ffvw448/Yt68ediyZQuePXuGTz75BOPHj0d0dDRWrFiBtWvX4tq1a+jWrZt0fRER/aMIIiIiIiIiqnB37twRAMTnn39ervaJiYkCgBgxYoRS+blz5wQA8c033wghhIiLixMARHh4eKn96erqigEDBpRr7Js3bwoAwsLCQvz1119S+dOnT0XVqlVFu3btpDJvb29Rs2ZNkZmZqdTHqFGjhLa2tnj06JEQQojIyEgBQLRu3bpcMRRVuO/PP/8shBDi8ePHQqFQCB8fH6V2aWlpQi6Xiz59+khlAwYMEADE9u3bldr6+PgIe3v7Usct7zkQQojAwEABQNy/f7/UPs+ePSsAiK+//lqlLi8vT+Tm5kpbQUGBynGUthU9v/Xq1RNmZmYqY+Tn5yuNkZ+fX2q8QghpDnJzc0VOTo74/fffRefOnYW+vr6Ii4uT2s2dO1eoqamJ2NhYpf137NghAIgDBw4IIYQ4ePCgACB++OEHpXZz5swRAERgYKDScVtZWanEVDjfhU6ePCkAiKlTp5Z4HGlpaUJDQ0OMHj1aqfzZs2fCzMxM9OzZUwjxao4sLCxE48aNlc5Bamqq0NTULDae11lZWQmZTCbi4+OVytu3by8MDAxEdna2EEKIlJQUoaamJpYsWSK1+euvv4SxsbH48ssvyxzn9XOTmJgoOnbsKACIlStXCiFK/u6V93uUn58vzMzMRPPmzZXa3bp1S2U+Cv921KlTR+Tk5JQae+H1PmjQINGoUSOV4zIzMxNZWVlSWXh4uAAgXFxclM7L0qVLBQBx+fLlMmaLiKjy4ZP3RERERERE/0CRkZEAXj1NXFSzZs3g4OAgLV9ja2uLKlWqYPLkyVizZo3S08PvqmvXrkpPh+vr66NTp044efIk8vPz8eLFCxw7dgyfffYZdHR0lJ4E9/HxwYsXL3D27FmlPrt16/bOcZ05cwZ//fWXytxYWlqiTZs2Kkv7yGQydOrUSanMyclJWlakJOU9B++LsbExNDU1pW3nzp1K9QqFArGxscVuCoWiXGMEBAQojVF0mabSrFq1CpqamtDS0oKdnR0OHjyILVu2oEmTJlKbffv2wdHRES4uLkrXgre3N2QymfSUduG89u3bV2mMd1k7/+DBgwCAkSNHltjm8OHDyMvLQ//+/ZXi09bWhoeHhxRfUlISbt++jT59+igtzWNlZYWWLVuWO6YGDRrA2dlZqaxPnz54+vQpLl68CACwsbHBp59+ilWrVklPjm/evBkPHz7EqFGjyjVO0XPj4OCAmJgYzJw5EyNGjFBq9/p3r7zfo6SkJNy5cwc9e/ZUalerVi24u7sXG1Pnzp2hqampUv7zzz/D3d0denp60NDQgKamJtavX1/sMj1eXl7Q1dWVPjs4OAAAOnbsqHReCsvL+j4TEVVGTN4TERERERFVAtWqVYOOjg5u3rxZrvaFLxItbr1yCwsLqd7Q0BAnTpyAi4sLvvnmGzRo0AAWFhYIDAxEbm7uO8VsZmZWbFlOTg6ysrLw8OFD5OXlYfny5UoJYU1NTWm5lsKlZQqVtP76myjv3BTS0dFRWaJGLpdLL8J9X+OUR+GSScUlGqOiohAbG4s1a9YUu6+amhpcXV2L3dTUlP/5X6tWLdy/fx/Pnz9XKh8/fryU8H+Tc9GzZ0/ExsYiJiYGwcHB0NfXx+eff660tMrdu3dx+fJllWtBX18fQgjpWnj48CE0NDRgbGysNEZx11t53b9/H+rq6qX2Ubg+f9OmTVVi3LZtm1J8JcXzJjGWtn/Ra2fMmDG4fv06IiIiAAArV66Em5sbGjduXK5xCs9NXFwckpKS8PDhQ0yfPl2l3evnu7zXd+H/NTU1VWlXXFlJfe7atQs9e/ZEjRo1sHHjRpw5cwaxsbEYOHBgsd/FqlWrKn3W0tIqtbys7zMRUWX04V8bTkRERERERGVSV1dH27ZtcfDgQfzxxx+oWbNmqe0LE5sZGRkqbW/fvo1q1apJnxs2bIitW7dCCIHLly8jNDQUM2fOhEKhwNdff/3WMd+5c6fYMi0tLejp6UFTUxPq6uro169fiU88165dW+lzcS9ofVNF5+Z1r8/N+xqnrHNQXhYWFmjQoAEiIiLw4sULpZsKLi4uAF69yPRdtW/fHkeOHMGBAwfQvXt3qdzS0lK6gVCY9CwPExMTuLq6AgDc3Nzg4OAADw8PjBs3Dvv27QPw6gaVQqHATz/9VGwfhfNlbGyMvLw8PHz4UCmBX9z1pq2tXeyLhV+/KWRiYoL8/HzcuXOnxJsShePv2LEDVlZWJR5rYUwlXf/lVdr+RY+7TZs2cHR0xIoVK6Cnp4eLFy9i48aN5R6n6LkpzevfvfJ+jwrbvf5yYqDk+Sjue75x40bUrl0b27ZtU6ovz4ujiYj+rfjkPRERERERUSUxZcoUCCEwePBg5OTkqNTn5uZi7969AF4l9ACoJPFiY2ORmJiItm3bquwvk8ng7OyMJUuWwMjISFqaA3j1pPlff/31RvHu2rVL6WnWZ8+eYe/evfjoo4+grq4OHR0deHl54dKlS3Bycir2ifDXn65+H9zc3KBQKFTm5o8//sDx48eLnZu38TbnoDymTp2KBw8eICAg4IO9ZPOrr76CqakpJk2aVGxy9l199NFH6N+/P/bv3y+9wPjTTz9FSkoKjI2Ni70WrK2tAbxaDgUANm3apNTn5s2bVcaxtrbGvXv3lBLHOTk5OHz4sFK7wpfdrl69usSYvb29oaGhgZSUlBJ/wQAA9vb2MDc3x5YtW5TOz61btxATE1PeKcLVq1eRkJCgcoz6+voqT9X7+/tj//79mDJlCkxNTdGjR49yj/O2yvs9sre3h5mZGbZv367ULi0t7Y3mQyaTQUtLSylxf+fOHfzyyy/vcBRERP9sfPKeiIiIiIioknBzc8Pq1asxYsQINGnSBMOHD0eDBg2Qm5uLS5cuYe3atXB0dESnTp1gb2+PIUOGYPny5VBTU0PHjh2RmpqK6dOnw9LSEuPGjQPwap3xVatWwdfXFzY2NhBCYNeuXXjy5Anat28vjd2wYUNERUVh7969MDc3h76+Puzt7UuNV11dHe3bt0dAQAAKCgowf/58PH36FDNmzJDa/PDDD2jVqhU++ugjDB8+HNbW1nj27BmSk5Oxd+9eHD9+/L3Po5GREaZPn45vvvkG/fv3R+/evfHw4UPMmDED2traCAwMfC/jlPccvKnevXvj6tWrmDNnDhISEuDn54e6deuioKAA6enp2LBhA4BX7xh4W0ZGRggPD0enTp3g7OyM4cOHo0WLFtDT08PDhw9x8uRJ3Llz543WcH/drFmzsG3bNkyfPh1Hjx7F2LFjsXPnTrRu3Rrjxo2Dk5MTCgoKkJaWhiNHjmD8+PFo3rw5Pv74Y7Ru3RqTJk1CdnY2XF1dER0dLR13Ub169cK3336Lzz//HBMnTsSLFy+wbNky5OfnK7X76KOP0K9fP8yePRt3797Fp59+CrlcjkuXLkFHRwejR4+GtbU1Zs6cialTp+LGjRvo0KEDqlSpgrt37+L8+fPQ1dXFjBkzoKamhlmzZuGrr77CZ599hsGDB+PJkycICgp6o2VzLCws0LlzZwQFBcHc3BwbN25EREQE5s+fDx0dHaW2X3zxBaZMmYKTJ09i2rRpb/SriLdV3u+RmpoaZsyYgaFDh6J79+4YOHAgnjx5ghkzZsDc3FxlyaaSfPrpp9i1axdGjBiB7t27Iz09HbNmzYK5ubnS8ktERP8pFfiyXCIiIiIiIipGfHy8GDBggKhVq5bQ0tISurq6olGjRuLbb78V9+7dk9rl5+eL+fPnCzs7O6GpqSmqVasmvvjiC5Geni61+e2330Tv3r1FnTp1hEKhEIaGhqJZs2YiNDRUZUx3d3eho6MjAAgPD48S47t586YAIObPny9mzJghatasKbS0tESjRo3E4cOHi20/cOBAUaNGDaGpqSlMTExEy5YtxezZs6U2kZGRAoD4+eef33i+Str3xx9/FE5OTkJLS0sYGhqKLl26iKtXryq1GTBggNDV1VXpMzAwUJTnn8zlOQdF+7t//365j+vkyZOiV69eombNmkJTU1Po6OiI+vXri+HDh4u4uLhyHUchXV1dMWDAAJXyO3fuiClTpggnJyehq6srNDU1hYWFhejUqZP43//+J3Jzc8uME4AYOXJksXUTJ04UAMSJEyeEEEJkZWWJadOmCXt7e+m8NGzYUIwbN07cuXNH2u/Jkydi4MCBwsjISOjo6Ij27duL3377TQAQgYGBSmMcOHBAuLi4CIVCIWxsbMSKFSuKPX/5+fliyZIlwtHRURrbzc1N7N27V6ldeHi48PLyEgYGBkIulwsrKyvRvXt3cfToUaV2P/74o6hbt67Q0tISdnZ24qeffhIDBgwQVlZWZc6ZlZWV+OSTT8SOHTtEgwYNhJaWlrC2thbff/99ifv4+fkJDQ0N8ccff5TZf6HSzk2hsr575fkeCSHE2rVrha2trdJ8dOnSRTRq1EhqU/i3Y+HChcWONW/ePGFtbS3kcrlwcHAQ69atK/ZcFndcJfX9Ln9biIgqmkyID/QbPCIiIiIiIvpXSk1NRe3atbFw4UJMmDChosMh+tfLycmBtbU1WrVqpbI8TWX15MkT2NnZwdfXF2vXrq3ocIiI/pG4bA4RERERERERUSV0//59JCUlISQkBHfv3n2nF0x/SHfu3MGcOXPg5eUFY2Nj3Lp1C0uWLMGzZ88wZsyYig6PiOgfi8l7IiIiIiIiIqJKaP/+/fjyyy9hbm6OVatWqbzItrKQy+VITU3FiBEj8OjRI+jo6KBFixZYs2YNGjRoUNHhERH9Y3HZHCIiIiIiIiIiIiKiSqZ8r/wmIiIiIiIiIiIiIqK/DZP3RERERERERERERESVDJP3RERERERERERERESVDF9YS0RERP9pBQUFuH37NvT19SGTySo6HCIiIiIiIvqXE0Lg2bNnsLCwgJpayc/XM3lPRERE/2m3b9+GpaVlRYdBRERERERE/zHp6emoWbNmifVM3hMREdF/mr6+PoBX/0+TgYFBBUdDRERERERE/3ZPnz6FpaWl9O/RkjB5T0RERP9phUvlGBgYMHlPREREREREf5uylm7lC2uJiIiIiIiIiIiIiCoZJu+JiIiIiIiIiIiIiCoZJu+JiIiIiIiIiIiIiCoZJu+JiIiIiIiIiIiIiCoZJu+JiP4BQkNDYWRkVNFhfBD/pGPz9PTE2LFjP/g4MpkM4eHhH3wcIiIiIiIiIqq8mLwnon8FPz8/+Pr6VmgMOTk5WLBgAZydnaGjo4Nq1arB3d0dISEhyM3NrdDY3oWnpydkMpnKlpeXV9GhAQCsra2lmHR0dODo6Ijg4OCKDqtcgoKC4OLiolKekZGBjh07ftCxQ0NDlc6nubk5evbsiZs3b37QcYmIiIiIiIiofJi8JyJ6D3JycuDt7Y158+ZhyJAhiImJwfnz5zFy5EgsX74cV69efeu+K0Pif/DgwcjIyFDaNDQ0KjosycyZM5GRkYHLly/D19cXw4YNw7Zt24ptm5OT8zdH9+bMzMwgl8s/+DgGBgbIyMjA7du3sXnzZsTHx6Nz587Iz89XaSuE+GA3bPLz81FQUPBB+iYiIiIiIiL6p2Lynoj+E06cOIFmzZpBLpfD3NwcX3/9tZSI3Lt3L4yMjKTkYXx8PGQyGSZOnCjtP3ToUPTu3bvE/pcuXYqTJ0/i2LFjGDlyJFxcXGBjY4M+ffrg3LlzqFu3LgDg0KFDaNWqFYyMjGBsbIxPP/0UKSkpUj+pqamQyWTYvn07PD09oa2tjY0bN0r14eHhsLOzg7a2Ntq3b4/09HSlOFavXo06depAS0sL9vb22LBhg1K9TCbDjz/+iM8++ww6OjqoW7cu9uzZU+b86ejowMzMTGkDil9GxtfXF35+ftLnnJwcTJo0CTVq1ICuri6aN2+OqKioEsdKSEiAl5cX9PX1YWBggCZNmiAuLq7U+PT19WFmZgZbW1vMnj0bdevWlZad8fT0xKhRoxAQEIBq1aqhffv2AEq/JgAgOzsb/fv3h56eHszNzbF48WKVcYtb3sbIyAihoaHS5z/++AOff/45qlatCl1dXbi6uuLcuXMIDQ3FjBkzkJCQID39Xrjf6/3++uuvaNOmDRQKBYyNjTFkyBBkZWVJ9YW/PFm0aBHMzc1hbGyMkSNHlnnjRyaTwczMDObm5vDy8kJgYCCuXLmC5ORkREVFQSaT4fDhw3B1dYVcLsepU6fw8uVL+Pv7o3r16tDW1karVq0QGxur1O+ePXtQt25dKBQKeHl5ISwsDDKZDE+ePAHwf0sl7du3D/Xr14dcLsetW7cQGxuL9u3bo1q1ajA0NISHhwcuXryoEnNwcDA+/fRT6OjowMHBAWfOnEFycjI8PT2hq6sLNzc3pe8VERERERER0T8Rk/dE9K/3559/wsfHB02bNkVCQgJWr16N9evXY/bs2QCA1q1b49mzZ7h06RKAV0ndatWq4cSJE1IfUVFR8PDwKHGMTZs2oV27dmjUqJFKnaamJnR1dQG8SggHBAQgNjYWx44dg5qaGj777DOVp44nT54Mf39/JCYmwtvbGwDw/PlzzJkzB2FhYYiOjsbTp0/x+eefS/vs3r0bY8aMwfjx43HlyhUMHToUX375JSIjI5X6njFjBnr27InLly/Dx8cHffv2xaNHj95kSt/Il19+iejoaGzduhWXL19Gjx490KFDB1y/fr3Y9n379kXNmjURGxuLCxcu4Ouvv4ampuYbjamtra2UuA4LC4OGhgaio6MRHBxc5jUBABMnTkRkZCR2796NI0eOICoqChcuXHijOLKysuDh4YHbt29jz549SEhIwKRJk1BQUIBevXph/PjxaNCggfRrhl69eqn08fz5c3To0AFVqlRBbGwsfv75Zxw9ehSjRo1SahcZGYmUlBRERkYiLCwMoaGhSjcRykOhUABQ/rXHpEmTMHfuXCQmJsLJyQmTJk3Czp07ERYWhosXL8LW1hbe3t7SNZSamoru3bvD19cX8fHxGDp0KKZOnVrscc2dOxc//vgjrl69iurVq+PZs2cYMGAATp06hbNnz6Ju3brw8fHBs2fPlPadNWsW+vfvj/j4eNSrVw99+vTB0KFDMWXKFOlGz+vzU9TLly/x9OlTpY2IiIiIiIio0hFERP8CAwYMEF26dCm27ptvvhH29vaioKBAKlu5cqXQ09MT+fn5QgghGjduLBYtWiSEEMLX11fMmTNHaGlpiadPn4qMjAwBQCQmJpY4vkKhEP7+/m8c97179wQA8euvvwohhLh586YAIJYuXarULiQkRAAQZ8+elcoSExMFAHHu3DkhhBAtW7YUgwcPVtqvR48ewsfHR/oMQEybNk36nJWVJWQymTh48GCJMXp4eAhNTU2hq6srbQEBAVLdmDFjlNp36dJFDBgwQAghRHJyspDJZOLPP/9UatO2bVsxZcoU6dgMDQ2lOn19fREaGlpiPK+zsrISS5YsEUIIkZubK83VqlWrpBhdXFyU9inrmnj27JnQ0tISW7duleofPnwoFAqF0vECELt371bq29DQUISEhAghhAgODhb6+vri4cOHxcYeGBgonJ2dVcqL9rt27VpRpUoVkZWVJdXv379fqKmpiTt37gghXl3/VlZWIi8vT2rTo0cP0atXr2LHFUJ13tPT00WLFi1EzZo1xcuXL0VkZKQAIMLDw6U2WVlZQlNTU2zatEkqy8nJERYWFmLBggVCCCEmT54sHB0dlcaaOnWqACAeP34sjQ1AxMfHlxifEELk5eUJfX19sXfvXqW5KXoNnzlzRgAQ69evl8q2bNkitLW1S+w3MDBQAFDZMjMzS42HiIiIiIiI6H3IzMws179D+eQ9Ef3rJSYmws3NDTKZTCpzd3dHVlYW/vjjDwCvllaJioqCEAKnTp1Cly5d4OjoiNOnTyMyMhKmpqaoV68eAEBPT0/ahg0bBuDVeuBF+y9JSkoK+vTpAxsbGxgYGKB27doAgLS0NKV2rq6uKvtqaGgolderVw9GRkZITEyUjtPd3V1pH3d3d6m+kJOTk/Tfurq60NfXx71790qNu2/fvoiPj5e2KVOmlHmsAHDx4kUIIWBnZ6c0bydOnChxWZOAgAB89dVXaNeuHebNm1eu5U8mT54MPT09KBQKjBw5EhMnTsTQoUOl+tfns6xrIiUlBTk5OXBzc5Pqq1atCnt7+3Idd6H4+Hg0atQIVatWfaP9Xo/V2dlZ+vVGYawFBQVISkqSyho0aAB1dXXps7m5eZnnNTMzE3p6etDV1YWlpSVycnKwa9cuaGlpSW2Kzl1KSgpyc3OVrjNNTU00a9ZMus6SkpLQtGlTpXGaNWumMraWlpbStQgA9+7dw7Bhw2BnZwdDQ0MYGhoiKytL5ftRdD9TU1MAQMOGDZXKXrx4UeIT9VOmTEFmZqa0vb78FBEREREREVFlUHneNkhE9IEUl1gXQgCAVO7p6Yn169cjISEBampqqF+/Pjw8PHDixAk8fvxYacmc+Ph46b8NDAwAAHZ2dipJ8uJ06tQJlpaWWLduHSwsLFBQUABHR0eVl6gWTdQWVdwNgqJlxR3n62WvL0Ejk8nKfFmooaEhbG1tVcrV1NSkuSxUdMmVgoICqKur48KFC0qJZeDVTZDiBAUFoU+fPti/fz8OHjyIwMBAbN26FZ999lmJ8U2cOBF+fn7Q0dGBubm5yjG/Pp9lXROvH1NJimtb9PgLl6F5F6XdGCpa/jbnVV9fHxcvXoSamhpMTU2Lve6Klr3+vSkuxtLmtiiFQqHSzs/PD/fv38fSpUthZWUFuVwONzc3le9H0WMt7KO4spKOXy6X/y0vBCYiIiIiIiJ6F3zynoj+9erXr4+YmBilBGJMTAz09fVRo0YNAP+37v3SpUvh4eEBmUwGDw8PREVFqax3b2trK23Vq1cHAPTp0wdHjx6V1s0vKi8vD9nZ2Xj48CESExMxbdo0tG3bFg4ODnj8+HG5jyMvL0/pxa1JSUl48uSJ9IsABwcHnD59WmmfmJgYODg4lHuMN2ViYoKMjAzpc35+Pq5cuSJ9btSoEfLz83Hv3j2lebO1tZVeelscOzs7jBs3DkeOHEHXrl0REhJSahzVqlWDra0tLCwsyvULiLKuCVtbW2hqauLs2bNS/ePHj/H777+XevzXr1/H8+fPpc9OTk6Ij48v8Z0CWlpayM/PLzPW+Ph4ZGdnS2XR0dFQU1ODnZ1dmcdaGjU1Ndja2sLGxqbEG0ZF2draQktLS+k6y83NRVxcnHSd1atXT+UFtmW9cLjQqVOn4O/vDx8fHzRo0AByuRwPHjx4gyMiIiIiIiIi+vdg8p6I/jUyMzOVlnaJj49HWloaRowYgfT0dIwePRq//fYbfvnlFwQGBiIgIABqaq/+DBoaGsLFxQUbN26Ep6cngFcJ/YsXL+L333+XykoyduxYuLu7o23btli5ciUSEhJw48YNbN++Hc2bN8f169dRpUoVGBsbY+3atUhOTsbx48cREBBQ7uPT1NTE6NGjce7cOVy8eBFffvklWrRoIS1JMnHiRISGhmLNmjW4fv06vv/+e+zatQsTJkx4q/ksjzZt2mD//v3Yv38/fvvtN4wYMQJPnjyR6u3s7NC3b1/0798fu3btws2bNxEbG4v58+fjwIEDKv399ddfGDVqFKKionDr1i1ER0cjNjb2vd+AKOua0NPTw6BBgzBx4kQcO3YMV65cgZ+fn3S9FD3+FStW4OLFi4iLi8OwYcOUngDv3bs3zMzM4Ovri+joaNy4cQM7d+7EmTNnAADW1ta4efMm4uPj8eDBA7x8+VIl1r59+0JbWxsDBgzAlStXEBkZidGjR6Nfv37SkjF/F11dXQwfPhwTJ07EoUOHcO3aNQwePBjPnz/HoEGDAABDhw7Fb7/9hsmTJ+P333/H9u3bpRfnlnVjxdbWFhs2bEBiYiLOnTuHvn37vpdfLxARERERERH9EzF5T0T/GlFRUWjUqJHS9u2336JGjRo4cOAAzp8/D2dnZwwbNgyDBg3CtGnTlPb38vJCfn6+lKivUqUK6tevDxMTkzKTx3K5HBEREZg0aRKCg4PRokULNG3aFMuWLYO/vz8cHR2hpqaGrVu34sKFC3B0dMS4ceOwcOHCch+fjo4OJk+ejD59+sDNzQ0KhQJbt26V6n19ffHDDz9g4cKFaNCgAYKDgxESElLmjYd3MXDgQAwYMAD9+/eHh4cHateuDS8vL6U2ISEh6N+/P8aPHw97e3t07twZ586dg6WlpUp/6urqePjwIfr37w87Ozv07NkTHTt2xIwZM95r3OW5JhYuXIjWrVujc+fOaNeuHVq1aoUmTZoo9bN48WJYWlqidevW6NOnDyZMmAAdHR2pXktLC0eOHEH16tXh4+ODhg0bYt68edISQt26dUOHDh3g5eUFExMTbNmyRSVWHR0dHD58GI8ePULTpk3RvXt3tG3bFitWrHivc1Je8+bNQ7du3dCvXz80btwYycnJOHz4MKpUqQIAqF27Nnbs2IFdu3bByckJq1evxtSpUwGgzKVqfvrpJzx+/BiNGjVCv3794O/vL/26hYiIiIiIiOi/RibKu7AvERER0VuYM2cO1qxZU2lfDPv06VMYGhoiMzNTeo8FERERERER0YdS3n+H8oW1RERE9F6tWrUKTZs2hbGxMaKjo7Fw4UKMGjWqosMiIiIiIiIi+kdh8p6IiIjeq+vXr2P27Nl49OgRatWqhfHjx2PKlCkVHRYRERERERHRPwqXzSEiIqL/NC6bQ0RERERERH+n8v47lC+sJSIiIiIiIiIiIiKqZJi8JyIiIiIiIiIiIiKqZJi8JyIiIiIiIiIiIiKqZJi8JyIiIiIiIiIiIiKqZJi8JyIiIiIiIiIiIiKqZJi8JyIiIiIiIiIiIiKqZJi8JyIiIiIiIiIiIiKqZJi8JyIiIiIiIiIiIiKqZJi8J/oHkslkCA8Pf699enp6YuzYsaW2sba2xtKlS9/ruO/b+56b8szLhxQVFQWZTIYnT55UWAwl+SdcD/9EFX3NEREREREREVHlwOQ9UQnu3buHoUOHolatWpDL5TAzM4O3tzfOnDnzXvpPTU2FTCZDfHz8G++bkZGBjh07vpc4KsqQIUOgrq6OrVu3vtd+P/TcVMaEdWWMqTxycnKwYMECODs7Q0dHB9WqVYO7uztCQkKQm5tb0eF9cCXdmNm1axdmzZr1Qccu/PtTuFWpUgWtW7fGiRMnPui4RERERERERFR+TN4TlaBbt25ISEhAWFgYfv/9d+zZsweenp549OhRRYcGMzMzyOXyig7jrT1//hzbtm3DxIkTsX79+vfSZ05ODoB/ztwUxvtflZOTA29vb8ybNw9DhgxBTEwMzp8/j5EjR2L58uW4evVqRYdYog997qpWrQp9ff0POkaho0ePIiMjAydOnICBgQF8fHxw8+bNYtt+yBsq/4WbNURERERERERvisl7omI8efIEp0+fxvz58+Hl5QUrKys0a9YMU6ZMwSeffAKg+Cfnnzx5AplMhqioKADA48eP0bdvX5iYmEChUKBu3boICQkBANSuXRsA0KhRI8hkMnh6egIAYmNj0b59e1SrVg2Ghobw8PDAxYsXleIrujRMYRy7du2Cl5cXdHR04OzsrPQLgYcPH6J3796oWbMmdHR00LBhQ2zZskXluPPy8jBq1CgYGRnB2NgY06ZNgxCixHnKzMzEkCFDUL16dRgYGKBNmzZISEgoc35//vln1K9fH1OmTEF0dDRSU1NV4vD395fimDx5MgYMGABfX1+pjaenJ0aNGoWAgABUq1YN7du3V5kbAPjjjz/w+eefo2rVqtDV1YWrqyvOnTsHAPDz81PqEwDGjh0rnYvXeXp64tatWxg3bpz0xDIABAUFwcXFRant0qVLYW1tLX0uHGvu3LmwsLCAnZ0dAGDjxo1wdXWFvr4+zMzM0KdPH9y7d6/MOSyv/Px8DBo0CLVr14ZCoYC9vT1++OEHpTaFsS1atAjm5uYwNjbGyJEjlRKq9+7dQ6dOnaBQKFC7dm1s2rRJZaygoCDplyoWFhbw9/cvMa6lS5fi5MmTOHbsGEaOHAkXFxfY2NigT58+OHfuHOrWrQsAePnyJfz9/VG9enVoa2ujVatWiI2NlfopfHr92LFjcHV1hY6ODlq2bImkpCSpTUJCAry8vKCvrw8DAwM0adIEcXFxUn1MTAxat24NhUIBS0tL+Pv7Izs7W6q3trbG7Nmz4efnB0NDQwwePBhubm74+uuvlY7p/v370NTURGRkJIDSz21qaiq8vLwAAFWqVIFMJoOfnx8A1WVzHj9+jP79+6NKlSrQ0dFBx44dcf36dak+NDQURkZGOHz4MBwcHKCnp4cOHTogIyOjxPkvZGxsDDMzMzg5OSE4OBjPnz/HkSNHALz6Lq1ZswZdunSBrq4uZs+eDQBYvXo16tSpAy0tLdjb22PDhg1Kff72229o1aoVtLW1Ub9+fRw9erTYv1nbt2+Hp6cntLW1sXHjxnL9nfL09MTo0aMxduxYVKlSBaampli7di2ys7Px5ZdfQl9fH3Xq1MHBgwfLPHYiIiIiIiKiyo7Je6Ji6OnpQU9PD+Hh4Xj58uVb9zN9+nRcu3YNBw8eRGJiIlavXo1q1aoBAM6fPw/g/5583bVrFwDg2bNnGDBgAE6dOoWzZ8+ibt268PHxwbNnz0oda+rUqZgwYQLi4+NhZ2eH3r17Iy8vDwDw4sULNGnSBPv27cOVK1cwZMgQ9OvXT0piFwoLC4OGhgbOnTuHZcuWYcmSJfjxxx+LHU8IgU8++QR37tzBgQMHcOHCBTRu3Bht27Yt89cJ69evxxdffAFDQ0P4+PhINzQKzZ8/H5s2bUJISAiio6Px9OnTYtexL4w3OjoawcHBKvVZWVnw8PDA7du3sWfPHiQkJGDSpEkoKCgoNb6S7Nq1CzVr1sTMmTORkZFRruRoUceOHUNiYiIiIiKwb98+AK+e4p41axYSEhIQHh6OmzdvSknc96GgoAA1a9bE9u3bce3aNXz77bf45ptvsH37dqV2kZGRSElJQWRkJMLCwhAaGorQ0FCp3s/PD6mpqTh+/Dh27NiBVatWKd1k2LFjB5YsWYLg4GBcv34d4eHhaNiwYYlxbdq0Ce3atUOjRo1U6jQ1NaGrqwsAmDRpEnbu3ImwsDBcvHgRtra28Pb2VrnGpk6disWLFyMuLg4aGhoYOHCgVNe3b1/UrFkTsbGxuHDhAr7++mtoamoCAH799Vd4e3uja9euuHz5MrZt24bTp09j1KhRSv0vXLgQjo6OuHDhAqZPn46+fftiy5YtSje3tm3bBlNTU3h4eAAo/dxaWlpi586dAICkpCRkZGSo3FQpOvdxcXHYs2cPzpw5AyEEfHx8lG6uPH/+HIsWLcKGDRtw8uRJpKWlYcKECSXOf3F0dHQAKD8FHxgYiC5duuDXX3/FwIEDsXv3bowZMwbjx4/HlStXMHToUHz55ZfSDYuCggL4+vpCR0cH586dw9q1azF16tRix5s8eTL8/f2RmJgIb2/vN/o7Va1aNZw/fx6jR4/G8OHD0aNHD7Rs2RIXL16Et7c3+vXrh+fPn5d4rC9fvsTTp0+VNiIiIiIiIqJKRxBRsXbs2CGqVKkitLW1RcuWLcWUKVNEQkKCVH/z5k0BQFy6dEkqe/z4sQAgIiMjhRBCdOrUSXz55ZfF9l/c/sXJy8sT+vr6Yu/evVIZALF7926lfn788Uep/urVqwKASExMLLFfHx8fMX78eOmzh4eHcHBwEAUFBVLZ5MmThYODg/TZyspKLFmyRAghxLFjx4SBgYF48eKFUr916tQRwcHBJY77+++/C01NTXH//n0hhBC7d+8WlpaWIj8/X2pjamoqFi5cqDQHtWrVEl26dFGK18XFRaX/onMTHBws9PX1xcOHD4uNZcCAAUp9CiHEmDFjhIeHh9I4Y8aMkT4XnYNCgYGBwtnZWalsyZIlwsrKSmksU1NT8fLly2JjKXT+/HkBQDx79kwIIURkZKQAIB4/flziPsXFVJoRI0aIbt26KcVmZWUl8vLypLIePXqIXr16CSGESEpKEgDE2bNnpfrExEQBQBp38eLFws7OTuTk5JQrBoVCIfz9/Uttk5WVJTQ1NcWmTZukspycHGFhYSEWLFgghPi/+Tl69KjUZv/+/QKA+Ouvv4QQQujr64vQ0NBix+jXr58YMmSIUtmpU6eEmpqatL+VlZXw9fVVanPv3j2hoaEhTp48KZW5ubmJiRMnlng85T23Ra+533//XQAQ0dHRUv2DBw+EQqEQ27dvF0IIERISIgCI5ORkqc3KlSuFqalpibG8/vcnKytLDB06VKirq4vLly8LIV59l8aOHau0X8uWLcXgwYOVynr06CF8fHyEEEIcPHhQaGhoiIyMDKk+IiKi2L9ZS5cuLTG+QsX9nWrVqpX0OS8vT+jq6op+/fpJZRkZGQKAOHPmTIn9BgYGCgAqW2ZmZpkxEREREREREb2rzMzMcv07lE/eE5WgW7du0hPb3t7eiIqKQuPGjZWeRi7L8OHDsXXrVri4uGDSpEmIiYkpc5979+5h2LBhsLOzg6GhIQwNDZGVlYW0tLRS93NycpL+29zcXOoLeLV0ypw5c+Dk5ARjY2Po6enhyJEjKn22aNFCWgoGANzc3HD9+nXk5+erjHfhwgVkZWVJ/RVuN2/eREpKSolxrl+/Ht7e3tIvEHx8fJCdnY2jR48CeLUUz927d9GsWTNpH3V1dTRp0kSlL1dX11LnJD4+Ho0aNULVqlVLbfd3adiwIbS0tJTKLl26hC5dusDKygr6+vrSkj1lne83sWbNGri6usLExAR6enpYt26dSv8NGjSAurq69Nnc3Fy6fhITE6GhoaE03/Xq1YORkZH0uUePHvjrr79gY2ODwYMHY/fu3dIvP4ojhFC61oqTkpKC3NxcuLu7S2Wamppo1qwZEhMTldqWdv0HBATgq6++Qrt27TBv3jyl6/PChQsIDQ1Vuoa9vb1RUFCgtPb769eaiYkJ2rdvLy0fdPPmTZw5cwZ9+/aV2ryPc1s4982bN5fKjI2NYW9vrzQHOjo6qFOnjtIclGf5pZYtW0JPTw/6+vrYu3cvQkNDlX4x8fpxJyYmKp0PAHB3d5diSUpKgqWlJczMzKT6ot/lol7vu7x/p4qea3V1dRgbGyvFbGpqCgClHv+UKVOQmZkpbenp6SW2JSIiIiIiIqooTN4TlUJbWxvt27fHt99+i5iYGPj5+SEwMBAAoKb26usjiiyb8fpLFzt27Ihbt25h7NixuH37Ntq2bVvmUhZ+fn64cOECli5dipiYGMTHx8PY2LjMl2QWLgMCQEqKFi4Ps3jxYixZsgSTJk3C8ePHER8fD29v73d68WZBQQHMzc0RHx+vtCUlJWHixInF7pOfn4///e9/2L9/PzQ0NKChoQEdHR08evRI5cW1ryd2RTFr7xcurVIShUJRar2amppKv2/z4szy9vN6vNnZ2fj444+hp6eHjRs3IjY2Frt37wbw/l6Kun37dowbNw4DBw7EkSNHEB8fjy+//FKl/6LXD/Bq/guvn8JjKy3ZbmlpiaSkJKxcuRIKhQIjRoxA69atS5xPOzs7lQT860oat7jEf2nXf1BQEK5evYpPPvkEx48fR/369aV5LigowNChQ5Wu4YSEBFy/fl0pGV7ctda3b1/s2LEDubm52Lx5Mxo0aABnZ2cA7+/cFnfdFzcHxZ2/kvYtatu2bUhISMD9+/fx559/4osvvlCqL+64Szsf5bkpU1Lf5f07Vdyxlnb+iyOXy2FgYKC0EREREREREVU2TN4TvYH69etLL7I0MTEBAKV1z4u+vLaQiYkJ/Pz8sHHjRixduhRr164FAOkJ7Nefaj916hT8/f3h4+ODBg0aQC6X48GDB+8U96lTp9ClSxd88cUXcHZ2ho2NjdILLwudPXtW5XPdunWVnsgu1LhxY9y5cwcaGhqwtbVV2gqfqn/dgQMH8OzZM1y6dEkpWfrzzz8jPDwcDx8+hKGhIUxNTaV3AgCv5ujSpUtvfNxOTk6Ij48vcQ1+ExMTlXXrizuHRWlpaamcMxMTE9y5c0cpWVpWP8CrF3s+ePAA8+bNw0cffYR69eq915fVAq/OfcuWLTFixAg0atQItra2pf4yojgODg7Iy8tTeslrUlISnjx5otROoVCgc+fOWLZsGaKionDmzBn8+uuvxfbZp08fHD16tNjzmpeXh+zsbNja2kJLSwunT5+W6nJzcxEXFwcHB4c3OgY7OzuMGzcOR44cQdeuXaX3LDRu3BhXr15VuYYLxy6Nr68vXrx4gUOHDmHz5s1Kie/ynNuS/gYUVb9+feTl5Smt+/7w4UP8/vvvbzwHxbG0tESdOnVgbGxcrvYODg5K5wN49cLfwljq1auHtLQ03L17V6ov+oLh0pT37xQRERERERHRfwWT90TFePjwIdq0aYONGzfi8uXLuHnzJn7++WcsWLAAXbp0AfAqUdmiRQvMmzcP165dw8mTJzFt2jSlfr799lv88ssvSE5OxtWrV7Fv3z4pyVW9enUoFAocOnQId+/eRWZmJgDA1tYWGzZsQGJiIs6dO4e+ffuW+QR5WWxtbREREYGYmBgkJiZi6NChuHPnjkq79PR0BAQEICkpCVu2bMHy5csxZsyYYvts164d3Nzc4Ovri8OHDyM1NRUxMTGYNm2aUpK3qPXr1+OTTz6Bs7MzHB0dpa1bt24wMTHBxo0bAQCjR4/G3Llz8csvvyApKQljxozB48ePy/1Eb6HevXvDzMwMvr6+iI6Oxo0bN7Bz506cOXMGANCmTRvExcXhf//7H65fv47AwEBcuXKl1D6tra1x8uRJ/Pnnn9JNFU9PT9y/fx8LFixASkoKVq5ciYMHD5YZX61ataClpYXly5fjxo0b2LNnD2bNmvVGx1jozz//VPkVxKNHj2Bra4u4uDgcPnwYv//+O6ZPn17uZGohe3t7dOjQAYMHD8a5c+dw4cIFfPXVV0rXZWhoKNavX48rV67gxo0b2LBhAxQKBaysrIrtc+zYsXB3d0fbtm2xcuVKJCQk4MaNG9i+fTuaN2+O69evQ1dXF8OHD8fEiRNx6NAhXLt2DYMHD8bz588xaNCgcsX+119/YdSoUYiKisKtW7cQHR2N2NhY6Xs4efJknDlzBiNHjkR8fDyuX7+OPXv2YPTo0WX2rauriy5dumD69OlITExEnz59pLrynFsrKyvIZDLs27cP9+/fR1ZWlsoYdevWRZcuXTB48GCcPn0aCQkJ+OKLL1CjRg3pb9HfaeLEiQgNDcWaNWtw/fp1fP/999i1a5f0i6L27dujTp06GDBgAC5fvozo6GjphbVlfX/L+3eKiIiIiIiI6L+CyXuiYujp6aF58+ZYsmQJWrduDUdHR0yfPh2DBw/GihUrpHY//fQTcnNz4erqijFjxmD27NlK/WhpaWHKlClwcnJC69atoa6ujq1btwIANDQ0sGzZMgQHB8PCwkJKxP300094/PgxGjVqhH79+sHf3x/Vq1d/p+OZPn06GjduDG9vb3h6ekoJ7df1798ff/31F5o1a4aRI0di9OjRGDJkSLF9ymQyHDhwAK1bt8bAgQNhZ2eHzz//HKmpqdKa00XdvXsX+/fvR7du3Yrtq2vXrtLSOZMnT0bv3r3Rv39/uLm5SeuQa2trv9Fxa2lp4ciRI6hevTp8fHzQsGFDzJs3T/olgbe3N6ZPn45JkyahadOmePbsGfr3719qnzNnzkRqairq1Kkj/frCwcEBq1atwsqVK+Hs7Izz58+XuTwS8OqJ/dDQUPz888+oX78+5s2bh0WLFr3RMRZatGgRGjVqpLTt2bMHw4YNQ9euXdGrVy80b94cDx8+xIgRI964/5CQEFhaWsLDwwNdu3bFkCFDlK5LIyMjrFu3Du7u7nBycsKxY8ewd+/eEp/olsvliIiIwKRJkxAcHIwWLVqgadOmWLZsGfz9/eHo6AgAmDdvHrp164Z+/fqhcePGSE5OxuHDh1GlSpVyxa2uro6HDx+if//+sLOzQ8+ePdGxY0fMmDEDwKtfZ5w4cQLXr1/HRx99hEaNGmH69OnSuvll6du3LxISEvDRRx+hVq1aUnl5zm2NGjUwY8YMfP311zA1NcWoUaOKHSMkJARNmjTBp59+Cjc3NwghcODAAZXlY/4Ovr6++OGHH7Bw4UI0aNAAwcHBCAkJkdbzV1dXR3h4OLKystC0aVN89dVX0k3Nsr6/5f07RURERERERPRfIRPlWRSXiKgCFRQUwMHBAT179nzrJ9OJqGJER0ejVatWSE5OVnqPQGXy9OlTGBoaIjMzk+vfExERERER0QdX3n+HavyNMRERlcutW7dw5MgReHh44OXLl1ixYgVu3ryptCwJEVVOu3fvhp6eHurWrYvk5GSMGTMG7u7ulTZxT0RERERERFRZMXlPRJWOmpoaQkNDMWHCBAgh4OjoiKNHj76XF3QS0Yf17NkzTJo0Cenp6ahWrRratWuHxYsXV3RYRERERERERP84XDaHiIiI/tO4bA4RERERERH9ncr771C+sJaIiIiIiIiIiIiIqJJh8p6IiIiIiIiIiIiIqJJh8p6IiIiIiIiIiIiIqJJh8p6IiIiIiIiIiIiIqJJh8p6IiIgIwKRFv1V0CEREREREREQSJu+JiIiIiIiIiIiIiCoZJu+JiIiIiIiIiIiIiCoZJu+JiIiIiIiIiIiIiCoZJu+JiIiIiIiIiIiIiCoZJu+J6IOQyWQIDw8HAKSmpkImkyE+Pr5CY/o7BAUFwcXFpaLDKNU/IcbS+Pn5wdfXt1LF4OnpibFjx0qfra2tsXTp0r89LiIiIiIiIiL692Dynoje2J07dzB69GjY2NhALpfD0tISnTp1wrFjx4ptb2lpiYyMDDg6On7QuD7ETYKYmBioq6ujQ4cO763PN/Uux1X0JkqhCRMmlHiu/g2ioqIgk8mkzdjYGG3atEF0dPR7G+OHH35AaGhoifWxsbEYMmTIexvvQwgNDVWaJ3Nzc/Ts2RM3b96s6NCIiIiIiIiICEzeE9EbSk1NRZMmTXD8+HEsWLAAv/76Kw4dOgQvLy+MHDmy2H3U1dVhZmYGDQ2Nvznad/fTTz9h9OjROH36NNLS0io6nPdCT08PxsbGFR3GB5eUlISMjAxERUXBxMQEn3zyCe7du/de+jY0NISRkVGJ9SYmJtDR0XkvY31IBgYGyMjIwO3bt7F582bEx8ejc+fOyM/PV2krhEBeXt4HiSM/Px8FBQUfpG8iIiIiIiKifyom74nojYwYMQIymQznz59H9+7dYWdnhwYNGiAgIABnz54tdp/XnxwvfDL68OHDaNSoERQKBdq0aYN79+7h4MGDcHBwgIGBAXr37o3nz59L/Rw6dAitWrWCkZERjI2N8emnnyIlJUWqr127NgCgUaNGkMlk8PT0lOpCQkLg4OAAbW1t1KtXD6tWrSrzWLOzs7F9+3YMHz4cn376abFPWs+bNw+mpqbQ19fHoEGD8OLFC6X62NhYtG/fHtWqVYOhoSE8PDxw8eJFpTYymQyrV69Gx44doVAoULt2bfz8889lHldZfVtbWwMAPvvsM8hkMunz68vmFBQUYObMmahZsybkcjlcXFxw6NAhqb7w/O3atQteXl7Q0dGBs7Mzzpw5U+r8ff/992jYsCF0dXVhaWmJESNGICsrS6oPDQ2FkZERDh8+DAcHB+jp6aFDhw7IyMiQ2uTn5yMgIEA655MmTYIQotRxC1WvXh1mZmZo2LAhpk2bhszMTJw7d06qv3btGnx8fKCnpwdTU1P069cPDx48kOp37NiBhg0bQqFQwNjYGO3atUN2djaAspfueX3ZnMzMTAwZMgTVq1eHgYEB2rRpg4SEBKm+8Jxs2LAB1tbWMDQ0xOeff45nz55JbQoKCjB//nzY2tpCLpejVq1amDNnDgCgTZs2GDVqlFIMDx8+hFwux/Hjx0uMUyaTwczMDObm5vDy8kJgYCCuXLmC5ORkpe+pq6sr5HI5Tp06hZcvX8Lf3x/Vq1eHtrY2WrVqhdjYWKV+9+zZg7p160KhUMDLywthYWGQyWR48uQJgP879/v27UP9+vUhl8tx69atcn9fgoOD8emnn0JHRwcODg44c+YMkpOT4enpCV1dXbi5uSn9bSAiIiIiIiL6J2LynojK7dGjRzh06BBGjhwJXV1dlfrSnkQuTlBQEFasWIGYmBikp6ejZ8+eWLp0KTZv3oz9+/cjIiICy5cvl9pnZ2cjICAAsbGxOHbsGNTU1PDZZ59JT+yeP38eAHD06FFkZGRg165dAIB169Zh6tSpmDNnDhITE/Hdd99h+vTpCAsLKzW+bdu2wd7eHvb29vjiiy8QEhKilDjevn07AgMDMWfOHMTFxcHc3FzlpsCzZ88wYMAAnDp1CmfPnkXdunXh4+OjlJQFgOnTp6Nbt25ISEjAF198gd69eyMxMbHU4yqr78KEakhICDIyMlQSrIV++OEHLF68GIsWLcLly5fh7e2Nzp074/r160rtpk6digkTJiA+Ph52dnbo3bt3qU9iq6mpYdmyZbhy5QrCwsJw/PhxTJo0SanN8+fPsWjRImzYsAEnT55EWloaJkyYINUvXrwYP/30E9avX4/Tp0/j0aNH2L17d4ljFuf58+cICQkBAGhqagIAMjIy4OHhARcXF8TFxeHQoUO4e/cuevbsKdX37t0bAwcORGJiIqKiotC1a9dy3zgoSgiBTz75BHfu3MGBAwdw4cIFNG7cGG3btsWjR4+kdikpKQgPD8e+ffuwb98+nDhxAvPmzZPqp0yZgvnz52P69Om4du0aNm/eDFNTUwDAV199hc2bN+Ply5dS+02bNsHCwgJeXl7ljlWhUAAAcnNzpbJJkyZh7ty5SExMhJOTEyZNmoSdO3ciLCwMFy9ehK2tLby9vaVjSU1NRffu3eHr64v4+HgMHToUU6dOVRnr+fPnmDt3Ln788UdcvXoV1atXL/f3ZdasWejfvz/i4+NRr1499OnTB0OHDsWUKVMQFxcHACo3M4p6+fIlnj59qrQRERERERERVTqCiKiczp07JwCIXbt2ldkWgNi9e7cQQoibN28KAOLSpUtCCCEiIyMFAHH06FGp/dy5cwUAkZKSIpUNHTpUeHt7lzjGvXv3BADx66+/FjtOIUtLS7F582alslmzZgk3N7dSj6Fly5Zi6dKlQgghcnNzRbVq1URERIRU7+bmJoYNG6a0T/PmzYWzs3OJfebl5Ql9fX2xd+9eqQxAsf0MHz681OMqb9+F56FQYGCgUowWFhZizpw5Sm2aNm0qRowYoTT+jz/+KNVfvXpVABCJiYmlxlTU9u3bhbGxsfQ5JCREABDJyclS2cqVK4Wpqan02dzcXMybN0/6nJubK2rWrCm6dOlS4jiF15eurq7Q1dUVMplMABBNmjQROTk5Qgghpk+fLj7++GOl/dLT0wUAkZSUJC5cuCAAiNTU1GLHGDBggFIMHh4eYsyYMdJnKysrsWTJEiGEEMeOHRMGBgbixYsXSn3UqVNHBAcHCyFenRMdHR3x9OlTqX7ixImiefPmQgghnj59KuRyuVi3bl2x8bx48UJUrVpVbNu2TSpzcXERQUFBJc5TSEiIMDQ0VDr+Fi1aiJo1a4qXL19K8xgeHi61ycrKEpqammLTpk1SWU5OjrCwsBALFiwQQggxefJk4ejoqDTW1KlTBQDx+PFjaWwAIj4+vsT4hCj5mp42bZr0+cyZMwKAWL9+vVS2ZcsWoa2tXWK/gYGBAoDKNnT6uVLjISIiIiIiInofMjMzBQCRmZlZajs+eU9E5Sb+/1PHMpnsvfTn5OQk/bepqSl0dHRgY2OjVFZ0jfKUlBT06dMHNjY2MDAwkJaTKW0t+vv37yM9PR2DBg2Cnp6etM2ePbvUZTWSkpJw/vx5fP755wAADQ0N9OrVCz/99JPUJjExEW5ubkr7vf753r17GDZsGOzs7GBoaAhDQ0NkZWWpxFxcP4VP3pekvH2X5unTp7h9+zbc3d2Vyt3d3VXGL3q+zM3NpRhKEhkZifbt26NGjRrQ19dH//798fDhQ2npGQDQ0dFBnTp1lPot7DMzMxMZGRlKc6OhoQFXV9dyHdupU6dw8eJFbNmyBVZWVggNDZWevL9w4QIiIyOVrol69eoBeHWdOTs7o23btmjYsCF69OiBdevW4fHjx+Ua93UXLlxAVlYWjI2Nlca7efOm0jVobW0NfX39YuciMTERL1++RNu2bYsdQy6X44svvpCuz/j4eCQkJMDPz6/U2DIzM6GnpyctbZSTk4Ndu3ZBS0tLalN0vlNSUpCbm6t0vWhqaqJZs2bS9ZKUlISmTZsqjdOsWTOVsbW0tJSuKaD81/TrfzsAoGHDhkplL168KPGJ+ilTpiAzM1Pa0tPTi58gIiIiIiIiogr0z3t7JBFVmLp160ImkyExMbHU9b7LqzCRCry6IVD0c2FZ0ZdYdurUCZaWlli3bh0sLCxQUFAAR0dH5OTklDhG4f7r1q1D8+bNlerU1dVL3G/9+vXIy8tDjRo1pDIhBDQ1NfH48WNUqVKlXMfo5+eH+/fvY+nSpbCysoJcLoebm1upMRcq6ybJu/Rd1lhCCJWy188XgBJfMnrr1i34+Phg2LBhmDVrFqpWrYrTp09j0KBBSkuyFHfOxVssTVOc2rVrw8jICHZ2dnjx4gU+++wzXLlyBXK5HAUFBejUqRPmz5+vsp+5uTnU1dURERGBmJgYHDlyBMuXL8fUqVNx7tw56aZReRUUFMDc3BxRUVEqdUWXmirt+i9czqY0X331FVxcXPDHH3/gp59+Qtu2bWFlZVXqPvr6+rh48SLU1NRgampa7HJYRctKuoFX9Hop7top7pwqFAqVduW9pou7Ft/k+pTL5ZDL5cXWEREREREREVUWfPKeiMqtatWq8Pb2xsqVK5Weni5U+DLKD+Hhw4dITEzEtGnT0LZtWzg4OKg8CV34tHB+fr5UZmpqiho1auDGjRuwtbVV2kpKwubl5eF///sfFi9ejPj4eGlLSEiAlZUVNm3aBABwcHBQeUnv659PnToFf39/+Pj4oEGDBpDL5UovRS1pv7Nnz0pPghd3XOXtW1NTU2W/ogwMDGBhYYHTp08rlcfExMDBwaHE/coSFxeHvLw8LF68GC1atICdnR1u3779Rn0YGhrC3NxcaW7y8vJw4cKFN46nX79+KCgokN5J0LhxY1y9ehXW1tYq10Vhslomk8Hd3R0zZszApUuXoKWl9cbr7ReOdefOHWhoaKiMVa1atXL1Ufjy12PHjpXYpmHDhnB1dcW6deuwefNmDBw4sMx+1dTUYGtrCxsbm2IT96+ztbWFlpaW0vWSm5uLuLg46XqpV6+eyvsVCtehL0t5vy9ERERERERE/wV88p6I3siqVavQsmVLNGvWDDNnzoSTkxPy8vIQERGB1atXl7nUy9uqUqUKjI2NsXbtWpibmyMtLQ1ff/21Upvq1atDoVDg0KFDqFmzJrS1tWFoaIigoCD4+/vDwMAAHTt2xMuXLxEXF4fHjx8jICBAZax9+/bh8ePHGDRoEAwNDZXqunfvjvXr12PUqFEYM2YMBgwYAFdXV7Rq1QqbNm3C1atXlZb+sbW1xYYNG+Dq6oqnT59i4sSJxT5F/fPPPyv1c/78eaxfv77U4ypP39bW1jh27Bjc3d0hl8uL/cXAxIkTERgYiDp16sDFxQUhISGIj4+XblK8jTp16iAvLw/Lly9Hp06dEB0djTVr1rxxP2PGjMG8efNQt25dODg44Pvvv3+rm0RqamoYO3YsZs+ejaFDh2LkyJFYt24devfujYkTJ6JatWpITk7G1q1bsW7dOsTFxeHYsWP4+OOPUb16dZw7dw73799/qxsa7dq1g5ubG3x9fTF//nzY29vj9u3bOHDgAHx9fcu1DJC2tjYmT56MSZMmQUtLC+7u7rh//z6uXr2KQYMGSe2++uorjBo1Cjo6Ovjss8/eONay6OrqYvjw4Zg4cSKqVq2KWrVqYcGCBXj+/LkUx9ChQ/H9999j8uTJGDRoEOLj4xEaGgqg7F+TlPf7QkRERERERPRfwCfvieiN1K5dGxcvXoSXlxfGjx8PR0dHtG/fHseOHcPq1as/2LhqamrYunUrLly4AEdHR4wbNw4LFy5UaqOhoYFly5YhODgYFhYW6NKlC4BXCc0ff/wRoaGhaNiwITw8PBAaGlrik/fr169Hu3btVBL3ANCtWzfEx8fj4sWL6NWrF7799ltMnjwZTZo0wa1btzB8+HCl9j/99BMeP36MRo0aoV+/fvD390f16tVV+p0xYwa2bt0KJycnhIWFYdOmTahfv36px1WevhcvXoyIiAhYWlqiUaNGxR6vv78/xo8fj/Hjx6Nhw4Y4dOgQ9uzZg7p16xbbvjxcXFzw/fffY/78+XB0dMSmTZswd+7cN+5n/Pjx6N+/P/z8/ODm5gZ9ff23TkoPHDgQubm5WLFiBSwsLBAdHY38/Hx4e3vD0dERY8aMgaGhIdTU1GBgYICTJ0/Cx8cHdnZ2mDZtGhYvXoyOHTu+8bgymQwHDhxA69atMXDgQNjZ2eHzzz9HamqqtF57eUyfPh3jx4/Ht99+CwcHB/Tq1UvlnQO9e/eGhoYG+vTpA21t7TeOtTzmzZuHbt26oV+/fmjcuDGSk5Nx+PBh6cZQ7dq1sWPHDuzatQtOTk5YvXo1pk6dCgBlLlVT3u8LERERERER0X+BTLyvxYWJiOityGQy7N69+728R4D+29LT02FtbY3Y2Fg0bty4osORzJkzB2vWrKm0L4Z9+vQpDA0NMXT6OayZqfpyXSIiIiIiIqL3qfDfoZmZmTAwMCixHZfNISIi+ofLzc1FRkYGvv76a7Ro0aLCE/erVq1C06ZNYWxsjOjoaCxcuBCjRo2q0JiIiIiIiIiI/mmYvCciIvqHi46OhpeXF+zs7LBjx46KDgfXr1/H7Nmz8ejRI9SqVQvjx4/HlClTKjosIiIiIiIion8ULptDRERE/2nl/bkiERERERER0ftQ3n+H8oW1RERERERERERERESVDJP3RERERERERERERESVDJP3RERERERERERERESVDJP3RERERERERERERESVDJP3RERERABmrEmt6BCIiIiIiIiIJEzeExERERERERERERFVMkzeExERERERERERERFVMkzeExERERERERERERFVMkzeExERERERERERERFVMkzeExERVVJRUVGQyWR48uRJqe2sra2xdOnSvyUmIiIiIiIiIvp7MHlPRER/Oz8/P8hkMpUtOTm5QmPy9fV963blTbS/i9DQUBgZGb2XvoqeA01NTdjY2GDChAnIzs5+L/0TERERERER0bvRqOgAiIjov6lDhw4ICQlRKjMxMXmrvnJycqClpfU+wvpPKTwHubm5OHXqFL766itkZ2dj9erVKm1zc3Ohqan5QeLg+SMiIiIiIiJSxSfviYioQsjlcpiZmSlt6urqAIATJ06gWbNmkMvlMDc3x9dff428vDxpX09PT4waNQoBAQGoVq0a2rdvDwC4du0afHx8oKenB1NTU/Tr1w8PHjyQ9tuxYwcaNmwIhUIBY2NjtGvXDtnZ2QgKCkJYWBh++eUX6Wn0qKiodz7GmJgYtG7dGgqFApaWlvD391d6sn3jxo1wdXWFvr4+zMzM0KdPH9y7d6/YvqKiovDll18iMzNTijEoKEiqf/78OQYOHAh9fX3UqlULa9euLTO+wnNgaWmJPn36oG/fvggPDwcABAUFwcXFBT/99BNsbGwgl8shhEBaWhq6dOkCPT09GBgYoGfPnrh7965Sv7Nnz0b16tWhr6+Pr776Cl9//TVcXFyk+sJfL8ydOxcWFhaws7Mr13wU/rrh8OHDaNSoERQKBdq0aYN79+7h4MGDcHBwgIGBAXr37o3nz5+XefxERERERERElRmT90REVKn8+eef8PHxQdOmTZGQkIDVq1dj/fr1mD17tlK7sLAwaGhoIDo6GsHBwcjIyICHhwdcXFwQFxeHQ4cO4e7du+jZsycAICMjA71798bAgQORmJiIqKgodO3aFUIITJgwAT179kSHDh2QkZGBjIwMtGzZ8p2O49dff4W3tze6du2Ky5cvY9u2bTh9+jRGjRoltcnJycGsWbOQkJCA8PBw3Lx5E35+fsX217JlSyxduhQGBgZSjBMmTJDqFy9eDFdXV1y6dAkjRozA8OHD8dtvv71RzAqFArm5udLn5ORkbN++HTt37kR8fDwAwNfXF48ePcKJEycQERGBlJQU9OrVS9pn06ZNmDNnDubPn48LFy6gVq1axT7Jf+zYMSQmJiIiIgL79u17o/kICgrCihUrEBMTg/T0dPTs2RNLly7F5s2bsX//fkRERGD58uUlHufLly/x9OlTpY2IiIiIiIio0hFERER/swEDBgh1dXWhq6srbd27dxdCCPHNN98Ie3t7UVBQILVfuXKl0NPTE/n5+UIIITw8PISLi4tSn9OnTxcff/yxUll6eroAIJKSksSFCxcEAJGamlpiTF26dHmr2HV1dYW2trYAIB4/fiyEEKJfv35iyJAhSvueOnVKqKmpib/++qvYvs+fPy8AiGfPngkhhIiMjFTqMyQkRBgaGqrsZ2VlJb744gvpc0FBgahevbpYvXp1qcdR9HjPnTsnjI2NRc+ePYUQQgQGBgpNTU1x7949qc2RI0eEurq6SEtLk8quXr0qAIjz588LIYRo3ry5GDlypNJY7u7uwtnZWWlsU1NT8fLlyxLjK20+jh49KrWZO3euACBSUlKksqFDhwpvb+8S+w0MDBQAVLaA+QmlxkNERERERET0PmRmZgoAIjMzs9R2fPKeiIgqhJeXF+Lj46Vt2bJlAIDExES4ublBJpNJbd3d3ZGVlYU//vhDKnN1dVXq78KFC4iMjISenp601atXDwCQkpICZ2dntG3bFg0bNkSPHj2wbt06PH78+L3EHh8fjx9//FElntDQUKV4vL29UVBQgJs3bwIALl26hC5dusDKygr6+vrw9PQEAKSlpb1xTE5OTtJ/y2QymJmZlbgET6F9+/ZBT08P2tracHNzQ+vWrZWeWLeyslJ6D0FiYiIsLS1haWkpldWvXx9GRkZITEwEACQlJaFZs2ZK47z+GQAaNmyoss59eeej6LGamppCR0cHNjY2SmWlHfuUKVOQmZkpbenp6SW2JSIiIiIiIqoofGEtERFVCF1dXdja2qqUCyGUEveFZQCUynV1dZXaFBQUoFOnTpg/f75Kn+bm5lBXV0dERARiYmJw5MgRLF++HFOnTsW5c+dQu3btd4696I2FwniGDh0Kf39/lf1r1aqF7OxsfPzxx/j444+xceNGmJiYIC0tDd7e3sjJyXmjeACovExWJpOhoKCg1H28vLywevVqaGpqwsLCQqWP1+e4uHNTXHlJ56+0vt9kPorGKZPJ3vjY5XI55HJ5ifVERERERERElQGT90REVKnUr18fO3fuVEoIx8TEQF9fHzVq1Chxv8aNG2Pnzp2wtraGhkbx//Mmk8ng7u4Od3d3fPvtt7CyssLu3bsREBAALS0t5Ofnv7fjaNy4Ma5evVrsDQrg1Zr4Dx48wLx586Qn2ePi4krt833HWNINlJLUr18faWlpSE9Pl2K+du0aMjMz4eDgAACwt7fH+fPn0a9fP2m/so4LAH777bc3ng8iIiIiIiKifzMum0NERJXKiBEjkJ6ejtGjR+O3337DL7/8gsDAQAQEBEBNreT/2Ro5ciQePXqE3r174/z587hx4waOHDmCgQMHIj8/H+fOncN3332HuLg4pKWlYdeuXbh//76UdLa2tsbly5eRlJSEBw8eKL249W1MnjwZZ86cwciRIxEfH4/r169jz549GD16NIBXT99raWlh+fLluHHjBvbs2YNZs2aV2qe1tTWysrJw7NgxPHjwAM+fP3+nGN9Uu3bt4OTkhL59++LixYs4f/48+vfvDw8PD2kZo9GjR2P9+vUICwvD9evXMXv2bFy+fLnYJ/aLepv5ICIiIiIiIvo3Y/KeiIgqlRo1auDAgQM4f/48nJ2dMWzYMAwaNAjTpk0rdT8LCwtER0cjPz8f3t7ecHR0xJgxY2BoaAg1NTUYGBjg5MmT8PHxgZ2dHaZNm4bFixejY8eOAIDBgwfD3t4erq6uMDExQXR09Dsdh5OTE06cOIHr16/jo48+QqNGjTB9+nSYm5sDAExMTBAaGoqff/4Z9evXx7x587Bo0aJS+2zZsiWGDRuGXr16wcTEBAsWLHinGN+UTCZDeHg4qlSpgtatW6Ndu3awsbHBtm3bpDZ9+/bFlClTMGHCBDRu3Bg3b96En58ftLW1S+37beaDiIiIiIiI6N9MJopbiJaIiIjoPWnfvj3MzMywYcOGig6lWE+fPoWhoSEC5idg8SSnsncgIiIiIiIiegeF/w7NzMyEgYFBie245j0RERG9N8+fP8eaNWvg7e0NdXV1bNmyBUePHkVERERFh0ZERERERET0j8LkPREREb03MpkMBw4cwOzZs/Hy5UvY29tj586daNeuXUWHRkRERERERPSPwmVziIiI6D+tvD9XJCIiIiIiInofyvvvUL6wloiIiIiIiIiIiIiokmHynoiIiIiIiIiIiIiokmHynoiIiIiIiIiIiIiokmHynoiIiIiIiIiIiIiokmHynoiIiAjA4s13MDcso6LDICIiIiIiIgLA5D0RERERERERERERUaXD5D0RERERERERERERUSXD5D0RERERERERERERUSXD5D0R0XsWFRUFmUyGJ0+eVHQoAABPT0+MHTv2g48jk8kQHh7+wcchIiIiIiIiIvovYPKeiP7V/Pz8IJPJVLbk5OQKjcva2lqKRUdHB46OjggODq7QmMorKCgILi4uKuUZGRno2LHjBx07NDQURkZGH3SMN2VtbY2lS5dWdBgSPz8/+Pr6lqtd4TWoqakJGxsbTJgwAdnZ2R8+SCIiIiIiIiIqE5P3RPSv16FDB2RkZChttWvXruiwMHPmTGRkZODy5cvw9fXFsGHDsG3btmLb5uTk/M3RvTkzMzPI5fKKDoPeQOF348aNG5g9ezZWrVqFCRMmFNs2Nzf3g8XxT7i+iYiIiIiIiP5uTN4T0b+eXC6HmZmZ0qaurg4AOHHiBJo1awa5XA5zc3N8/fXXyMvLk/Z9+fIl/P39Ub16dWhra6NVq1aIjY1V6v/AgQOws7ODQqGAl5cXUlNTyxWXvr4+zMzMYGtri9mzZ6Nu3brSsjOenp4YNWoUAgICUK1aNbRv375c8WZnZ6N///7Q09ODubk5Fi9erDJuccvbGBkZITQ0VPr8xx9/4PPPP0fVqlWhq6sLV1dXnDt3DqGhoZgxYwYSEhKkp7YL93u9319//RVt2rSBQqGAsbExhgwZgqysLKm+8AnxRYsWwdzcHMbGxhg5cuQbJYkLfwWwYcMGWFtbw9DQEJ9//jmePXsGAAgODkaNGjVQUFCgtF/nzp0xYMAA6fPevXvRpEkTaGtrw8bGBjNmzFCa16CgINSqVQtyuRwWFhbw9/cH8Oo83bp1C+PGjZPmA/i/Xwjs27cP9vb20NHRQffu3ZGdnY2wsDBYW1ujSpUqGD16NPLz86VxcnJyMGnSJNSoUQO6urpo3rw5oqKipPrCfg8fPgwHBwfo6elJCfjCOMPCwvDLL79I8RTd/3WF3w1LS0v06dMHffv2lc5h4dz+9NNPsLGxgVwuhxACaWlp6NKlC/T09GBgYICePXvi7t27Sv3Onj0b1atXh76+Pr766it8/fXXSr/WKDz3c+fOhYWFBezs7AAAGzduhKurq/Td6NOnD+7duyftV7gk1eHDh9GoUSMoFAq0adMG9+7dw8GDB+Hg4AADAwP07t0bz58/L/G4iYiIiIiIiP4JmLwnov+sP//8Ez4+PmjatCkSEhKwevVqrF+/HrNnz5baTJo0CTt37kRYWBguXrwIW1tbeHt749GjRwCA9PR0dO3aFT4+PoiPj5cSlW9DW1tbKXEdFhYGDQ0NREdHIzg4uFzxTpw4EZGRkdi9ezeOHDmCqKgoXLhw4Y3iyMrKgoeHB27fvo09e/YgISEBkyZNQkFBAXr16oXx48ejQYMG0q8YevXqpdLH8+fP0aFDB1SpUgWxsbH4+eefcfToUYwaNUqpXWRkJFJSUhAZGYmwsDCEhoYq3UQoj5SUFISHh2Pfvn3Yt28fTpw4gXnz5gEAevTogQcPHiAyMlJq//jxYxw+fBh9+/YFABw+fBhffPEF/P39ce3aNQQHByM0NBRz5swBAOzYsQNLlixBcHAwrl+/jvDwcDRs2BAAsGvXLtSsWVP6FUVhEr1wDpYtW4atW7fi0KFDiIqKQteuXXHgwAEcOHAAGzZswNq1a7Fjxw5pny+//BLR0dHYunUrLl++jB49eqBDhw64fv26Ur+LFi3Chg0bcPLkSaSlpUlPy0+YMAE9e/ZU+rVJy5Ytyz2XCoVC6RpMTk7G9u3bsXPnTsTHxwMAfH198ejRI5w4cQIRERFISUlRugY2bdqEOXPmYP78+bhw4QJq1aqF1atXq4x17NgxJCYmIiIiAvv27QPw6ubFrFmzkJCQgPDwcNy8eRN+fn4q+wYFBWHFihWIiYlBeno6evbsiaVLl2Lz5s3Yv38/IiIisHz58hKP8+XLl3j69KnSRkRERERERFTpCCKif7EBAwYIdXV1oaurK23du3cXQgjxzTffCHt7e1FQUCC1X7lypdDT0xP5+fkiKytLaGpqik2bNkn1OTk5wsLCQixYsEAIIcSUKVOEg4ODUh+TJ08WAMTjx49LjMvKykosWbJECCFEbm6uCAkJEQDEqlWrhBBCeHh4CBcXF6V9yor32bNnQktLS2zdulWqf/jwoVAoFGLMmDFSGQCxe/dupb4NDQ1FSEiIEEKI4OBgoa+vLx4+fFhs7IGBgcLZ2VmlvGi/a9euFVWqVBFZWVlS/f79+4Wampq4c+eOEOLVubGyshJ5eXlSmx49eohevXoVO64QQoSEhAhDQ0OlWHR0dMTTp0+lsokTJ4rmzZtLnzt37iwGDhwofQ4ODhZmZmbSuB999JH47rvvlMbZsGGDMDc3F0IIsXjxYmFnZydycnKKjanouSwaJwCRnJwslQ0dOlTo6OiIZ8+eSWXe3t5i6NChQgghkpOThUwmE3/++adSX23bthVTpkwpsd+VK1cKU1NT6fOAAQNEly5dio21qNfbnTt3ThgbG4uePXsKIV7Nraamprh3757U5siRI0JdXV2kpaVJZVevXhUAxPnz54UQQjRv3lyMHDlSaSx3d3ela2bAgAHC1NRUvHz5stQYz58/LwBIcxYZGSkAiKNHj0pt5s6dKwCIlJQUqWzo0KHC29u7xH4DAwMFAJXt29VJ4rvQ26XGRERERERERPSuMjMzBQCRmZlZajs+eU9E/3peXl6Ij4+XtmXLlgEAEhMT4ebmJi11AgDu7u7IysrCH3/8gZSUFOTm5sLd3V2q19TURLNmzZCYmCj10aJFC6U+3NzcyhXX5MmToaenB4VCgZEjR2LixIkYOnSoVO/q6qrUvjzx5uTkKI1ftWpV2NvblyueQvHx8WjUqBGqVq36Rvu9HquzszN0dXWVYi0oKEBSUpJU1qBBA2kJIwAwNzdXWialPKytraGvr19iH3379sXOnTvx8uVLAK+eDP/888+lcS9cuICZM2dCT09P2gYPHoyMjAw8f/4cPXr0wF9//QUbGxsMHjwYu3fvVlpSpyQ6OjqoU6eO9NnU1BTW1tbQ09NTKiuM9eLFixBCwM7OTimWEydOICUlpcR+32bOCu3btw96enrQ1taGm5sbWrdurfTEupWVFUxMTKTPiYmJsLS0hKWlpVRWv359GBkZSd+JpKQkNGvWTGmc1z8DQMOGDaGlpaVUdunSJXTp0gVWVlbQ19eHp6cnACAtLU2pnZOTk/Tfpqam0NHRgY2NjVJZaXMyZcoUZGZmSlt6enqJbYmIiIiIiIgqikZFB0BE9KHp6urC1tZWpVwIoZQILywDXq3fXvS/S9qvsM3bmDhxIvz8/KCjowNzc3OVcYomvt8k3rIU17boUikKhaLcx1CS4mItOn4hTU1NlbrX16cvS1l9dOrUCQUFBdi/fz+aNm2KU6dO4fvvv5fqCwoKMGPGDHTt2lWlb21tbVhaWiIpKQkRERE4evQoRowYgYULF+LEiRMqY5cVV2mxFhQUQF1dHRcuXFC6oQFAKeFfXB9vex16eXlh9erV0NTUhIWFhUrf5bkGiysv6Totre/s7Gx8/PHH+Pjjj7Fx40aYmJggLS0N3t7eKi+0LRpnWfNaHLlczpcrExERERERUaXHJ++J6D+rfv36iImJUUosxsTEQF9fHzVq1ICtrS20tLRw+vRpqT43NxdxcXFwcHCQ+jh79qxSv69/Lkm1atVga2sLCwuLEhPdbxqvpqam0viPHz/G77//rtSPiYmJ0trs169fV3q5p5OTE+Lj46V1/V+npaWl9JLVkmKNj49Hdna2VBYdHQ01NTXp5aR/F4VCga5du2LTpk3YsmUL7Ozs0KRJE6m+cePGSEpKgq2trcqmpqYm9dG5c2csW7YMUVFROHPmDH799VcA5ZuP8mjUqBHy8/Nx7949lTjMzMzK3c+bxFN4Y8vKyqrUGxGF6tevj7S0NKUn1a9du4bMzEzpO2Fvb4/z588r7RcXF1dm37/99hsePHiAefPm4aOPPkK9evXe+hcFRERERERERP8GTN4T0X/WiBEjkJ6ejtGjR+O3337DL7/8gsDAQAQEBEBNTQ26uroYPnw4Jk6ciEOHDuHatWsYPHgwnj9/jkGDBgEAhg0bhpSUFAQEBCApKQmbN29+4xeuvq949fT0MGjQIEycOBHHjh3DlStX4OfnJyWgC7Vp0wYrVqzAxYsXERcXh2HDhiklbnv37g0zMzP4+voiOjoaN27cwM6dO3HmzBkAr5apuXnzJuLj4/HgwQNpOZqi+vbtC21tbQwYMABXrlxBZGQkRo8ejX79+sHU1PSDzE9p+vbti/379+Onn37CF198oVT37bff4n//+x+CgoJw9epVJCYmYtu2bZg2bRoAIDQ0FOvXr8eVK1dw48YNbNiwAQqFAlZWVgBezcfJkyfx559/4sGDB28do52dHfr27Yv+/ftj165duHnzJmJjYzF//nwcOHCg3P1YW1vj8uXLSEpKwoMHD5R+VfGu2rVrBycnJ/Tt2xcXL17E+fPn0b9/f3h4eEjLPI0ePRrr169HWFgYrl+/jtmzZ+Py5ctl3qCqVasWtLS0sHz5cty4cQN79uzBrFmz3lvsRERERERERP80TN4T0X9WjRo1cODAAZw/fx7Ozs4YNmwYBg0aJCVtAWDevHno1q0b+vXrh8aNGyM5ORmHDx9GlSpVALxKOO7cuRN79+6Fs7Mz1qxZg++++67C4l24cCFat26Nzp07o127dmjVqpXSU+YAsHjxYlhaWqJ169bo06cPJkyYAB0dHaleS0sLR44cQfXq1eHj44OGDRti3rx50lIu3bp1Q4cOHeDl5QUTExNs2bJFJVYdHR0cPnwYjx49QtOmTdG9e3e0bdsWK1as+CBzU5Y2bdqgatWqSEpKQp8+fZTqvL29sW/fPkRERKBp06Zo0aIFvv/+eyk5b2RkhHXr1sHd3R1OTk44duwY9u7dC2NjYwDAzJkzkZqaijp16iitD/82QkJC0L9/f4wfPx729vbo3Lkzzp07p7TGfFkGDx4Me3t7uLq6wsTEBNHR0e8UU1EymQzh4eGoUqUKWrdujXbt2sHGxgbbtm2T2vTt2xdTpkzBhAkT0LhxY9y8eRN+fn7Q1tYutW8TExOEhobi559/Rv369TFv3jwsWrTovcVORERERERE9E8jE++yYDMRERFRGdq3bw8zMzNs2LChokMp1tOnT2FoaIhvVydBW6GPKQPMKzokIiIiIiIi+hcr/HdoZmYmDAwMSmzHF9YSERHRe/P8+XOsWbMG3t7eUFdXx5YtW3D06FFERERUdGhERERERERE/yhM3hMREdF7I5PJcODAAcyePRsvX76Evb09du7ciXbt2lV0aERERERERET/KEzeExER0XujUChw9OjRig6DiIiIiIiI6B+PyXsiIiIiAOP7mJW61iARERERERHR30mtogMgIiIiIiIiIiIiIiJlTN4TEREREREREREREVUyTN4TEREREREREREREVUyTN4TEREREREREREREVUyTN4TERERAVjzyyMs2/mwosMgIiIiIiIiAsDkPRERERERERERERFRpcPkPRERERERERERERFRJcPkPRERERERERERERFRJcPkPRERlYufnx98fX0rOoxiVebY3sa/7XjehLW1NZYuXVrRYRARERERERFVOCbviYiK8PPzg0wmU9mSk5MrNKbyJnLv3LmD0aNHw8bGBnK5HJaWlujUqROOHTv2YYP8wIqeC319fbi6umLXrl1/exxMLKsKCgqCi4vLG+8XGhoKIyMjlfLY2FgMGTLk3QMjIiIiIiIi+odj8p6I6DUdOnRARkaG0la7du236isnJ+c9R1ey1NRUNGnSBMePH8eCBQvw66+/4tChQ/Dy8sLIkSPfut/8/HwUFBS8x0jfTkhICDIyMhAbGwtnZ2f06NEDZ86cqeiw6D0zMTGBjo5ORYdBREREREREVOGYvCcieo1cLoeZmZnSpq6uDgA4ceIEmjVrBrlcDnNzc3z99dfIy8uT9vX09MSoUaMQEBCAatWqoX379gCAa9euwcfHB3p6ejA1NUW/fv3w4MEDab8dO3agYcOGUCgUMDY2Rrt27ZCdnY2goCCEhYXhl19+kZ48j4qKKjbuESNGQCaT4fz58+jevTvs7OzQoEEDBAQE4OzZs1K777//Hg0bNoSuri4sLS0xYsQIZGVlSfWFT0Tv27cP9evXh1wux61bt6T6GTNmoHr16jAwMMDQoUOVblC8fPkS/v7+qF69OrS1tdGqVSvExsZK9VFRUZDJZDh27BhcXV2ho6ODli1bIikpqczzYmRkBDMzM9SrVw9r1qyBtrY29uzZU2zbQ4cOoVWrVjAyMoKxsTE+/fRTpKSkSPWpqamQyWTYtWsXvLy8oKOjA2dn5ze+GSCTyRAcHIxPP/0UOjo6cHBwwJkzZ5CcnAxPT0/o6urCzc1NaezCJ9WDg4NhaWkJHR0d9OjRA0+ePClxHCEEFixYABsbGygUCjg7O2PHjh1SfeG8Hj58GI0aNYJCoUCbNm1w7949HDx4EA4ODjAwMEDv3r3x/PnzN+63pPMVGhqKGTNmICEhQbo+Q0NDAZR+nUVFReHLL79EZmamtF9QUBAA1V83pKWloUuXLtDT04OBgQF69uyJu3fvqsznhg0bYG1tDUNDQ3z++ed49uzZG51LIiIiIiIiosqGyXsionL6888/4ePjg6ZNmyIhIQGrV6/G+vXrMXv2bKV2YWFh0NDQQHR0NIKDg5GRkQEPDw+4uLggLi4Ohw4dwt27d9GzZ08AQEZGBnr37o2BAwciMTERUVFR6Nq1K4QQmDBhAnr27Kn0a4CWLVuqxPbo0SMcOnQII0eOhK6urkp90eVJ1NTUsGzZMly5cgVhYWE4fvw4Jk2apNT++fPnmDt3Ln788UdcvXoV1atXBwAcO3YMiYmJiIyMxJYtW7B7927MmDFD2m/SpEnYuXMnwsLCcPHiRdja2sLb2xuPHj1S6n/q1KlYvHgx4uLioKGhgYEDB77RudDU1ISGhgZyc3OLrc/OzkZAQABiY2Nx7NgxqKmp4bPPPlP5BcHUqVMxYcIExMfHw87ODr1791a6GVMes2bNQv/+/REfH4969eqhT58+GDp0KKZMmYK4uDgAwKhRo5T2SU5Oxvbt27F3714cOnQI8fHxpf46Ytq0aQgJCcHq1atx9epVjBs3Dl988QVOnDih1C4oKAgrVqxATEwM0tPT0bNnTyxduhSbN2/G/v37ERERgeXLl79xvyWdr169emH8+PFo0KCBdH326tULQOnXWcuWLbF06VIYGBhI+02YMEHluIUQ8PX1xaNHj3DixAlEREQgJSVFGqNQSkoKwsPDsW/fPuzbtw8nTpzAvHnzSpzPly9f4unTp0obERERERERUaUjiIhIMmDAAKGuri50dXWlrXv37kIIIb755hthb28vCgoKpPYrV64Uenp6Ij8/XwghhIeHh3BxcVHqc/r06eLjjz9WKktPTxcARFJSkrhw4YIAIFJTU0uMqUuXLqXGfe7cOQFA7Nq1600PWWzfvl0YGxtLn0NCQgQAER8frxJH1apVRXZ2tlS2evVq6fizsrKEpqam2LRpk1Sfk5MjLCwsxIIFC4QQQkRGRgoA4ujRo1Kb/fv3CwDir7/+KjFGAGL37t1CCCFevHghZs2aJQCIAwcOSLGVNkf37t0TAMSvv/4qhBDi5s2bAoD48ccfpTZXr14VAERiYmKJ/VhZWYklS5YoxTVt2jTp85kzZwQAsX79eqlsy5YtQltbW/ocGBgo1NXVRXp6ulR28OBBoaamJjIyMlSOJysrS2hra4uYmBilWAYNGiR69+4thCh+XufOnSsAiJSUFKls6NChwtvb+536ff18BQYGCmdn5xLnrFBx15mhoaFKu6JzfOTIEaGuri7S0tKk+sLzdP78eWl8HR0d8fTpU6nNxIkTRfPmzUuMJTAwUABQ2eb/76b4YceDMo+FiIiIiIiI6F1kZmYKACIzM7PUdhp/320CIqJ/Bi8vL6xevVr6XPgke2JiItzc3CCTyaQ6d3d3ZGVl4Y8//kCtWrUAAK6urkr9XbhwAZGRkdDT01MZKyUlBR9//DHatm2Lhg0bwtvbGx9//DG6d++OKlWqlDtmIQQAKMVWksjISHz33Xe4du0anj59iry8PLx48QLZ2dnSsWppacHJyUllX2dnZ6X1yN3c3JCVlYX09HRkZmYiNzcX7u7uUr2mpiaaNWuGxMREpX6K9m1ubg4AuHfvnjSHxenduzfU1dXx119/wdDQEIsWLULHjh2LbZuSkoLp06fj7NmzePDggfTEfVpaGhwdHcuMo169eiXG8bqifZiamgIAGjZsqFT24sULPH36FAYGBgCAWrVqoWbNmlIbNzc3FBQUICkpCWZmZkr9X7t2DS9evJCWYCqUk5ODRo0alRqLjo4ObGxslMrOnz//Tv2W93yV5zorS2JiIiwtLWFpaSmV1a9fH0ZGRkhMTETTpk0BvFpqR19fXynGe/fuldjvlClTEBAQIH1++vSp0hhERERERERElQGT90REr9HV1YWtra1KuRBCJTleXNL89cRkQUEBOnXqhPnz56v0aW5uDnV1dURERCAmJgZHjhzB8uXLMXXqVJw7d67cL8qtW7cuZDIZEhMT4evrW2K7W7duwcfHB8OGDcOsWbNQtWpVnD59GoMGDVJagkahUJTrRkAhmUxW4g2E4uZNU1NTaV8AZb4Ud8mSJWjXrh0MDAykZXxK0qlTJ1haWmLdunWwsLBAQUEBHB0dVV4g/DZxvK64Pt6038I2xc154X779+9HjRo1lOrkcnmpsRT9XFhW2N+79FvW8ZT3OitLcddOceWlHWdx5HK5yjESERERERERVTZc856IqJzq16+PmJgYKUkNADExMdDX11dJfhbVuHFjXL16FdbW1rC1tVXaChP9MpkM7u7umDFjBi5dugQtLS3s3r0bwKun4PPz80uNrWrVqvD29sbKlSuRnZ2tUl/4MtS4uDjk5eVh8eLFaNGiBezs7HD79u1yz0FCQgL++usv6fPZs2ehp6eHmjVrwtbWFlpaWjh9+rRUn5ubi7i4ODg4OJR7jJKYmZnB1ta2zMT9w4cPkZiYiGnTpqFt27ZwcHDA48eP33n89yktLU1p3s+cOQM1NTXY2dmptC18aXBaWprK9fMuT4u/r36Luz7Lc52V57quX78+0tLSkJ6eLpVdu3YNmZmZ7+WaIiIiIiIiIqrMmLwnIiqnESNGID09HaNHj8Zvv/2GX375BYGBgQgICICaWsl/TkeOHIlHjx6hd+/eOH/+PG7cuIEjR45g4MCByM/Px7lz5/Ddd98hLi4OaWlp2LVrF+7fvy8lJ62trXH58mUkJSXhwYMHJT65vGrVKuTn56NZs2bYuXMnrl+/jsTERCxbtgxubm4AgDp16iAvLw/Lly/HjRs3sGHDBqxZs6bcc5CTk4NBgwbh2rVrOHjwIAIDAzFq1CioqalBV1cXw4cPx8SJE3Ho0CFcu3YNgwcPxvPnzzFo0KA3mOl3U6VKFRgbG2Pt2rVITk7G8ePHlZZIqQy0tbUxYMAAJCQk4NSpU/D390fPnj1VlswBAH19fUyYMAHjxo1DWFgYUlJScOnSJaxcuRJhYWFvHcP76tfa2ho3b95EfHw8Hjx4gJcvX5brOrO2tkZWVhaOHTuGBw8e4Pnz5yp9t2vXDk5OTujbty8uXryI8+fPo3///vDw8FBZnoqIiIiIiIjo34bJeyKicqpRowYOHDiA8+fPw9nZGcOGDcOgQYMwbdq0UvezsLBAdHQ08vPz4e3tDUdHR4wZMwaGhoZQU1ODgYEBTp48CR8fH9jZ2WHatGlYvHixtJ774MGDYW9vD1dXV5iYmCA6OrrYcWrXro2LFy/Cy8sL48ePh6OjI9q3b49jx45Ja/i7uLjg+++/x/z58+Ho6IhNmzZh7ty55Z6Dtm3bom7dumjdujV69uyJTp06ISgoSKqfN28eunXrhn79+qFx48ZITk7G4cOH32j9/nelpqaGrVu34sKFC3B0dMS4ceOwcOHCv2388rC1tUXXrl3h4+ODjz/+GI6Ojli1alWJ7WfNmoVvv/0Wc+fOhYODA7y9vbF3795yL6v0Ifvt1q0bOnToAC8vL5iYmGDLli3lus5atmyJYcOGoVevXjAxMcGCBQtU+pbJZAgPD0eVKlXQunVrtGvXDjY2Nti2bds7HTcRERERERHRP4FMFF3/gYiIiD6ooKAghIeHIz4+vqJDof/v6dOnMDQ0xPz/3YS2jj78uxlXdEhERERERET0L1b479DMzEwYGBiU2I5P3hMRERERERERERERVTJM3hMRERERERERERERVTJM3hMREf2NgoKCuGQOEREREREREZVJo6IDICIiIqoMhnWpWupag0RERERERER/Jz55T0RERERERERERERUyTB5T0RERERERERERERUyTB5T0RERERERERERERUyXDNeyIiIiIAG49mQqErAABfehtWcDRERERERET0X8cn74mIiIiIiIiIiIiIKhkm74mIiIiIiIiIiIiIKhkm74mIiIiIiIiIiIiIKhkm74mIiIiIiIiIiIiIKhkm74n+gTw9PTF27Ni/ZSxra2ssXbr0bxnrbfj5+cHX17eiw/hHeV9zFhQUBBcXl3fup6KEhobCyMjog4/Da1SVTCZDeHh4RYdBREREREREVKkxeU9UCfn5+UEmk6lsycnJf3sssbGxGDJkyHvt8+9OZgohsG7dOri5ucHAwAB6enpo0KABxowZUyFzWl6enp7FXgfDhg17p35/+OEHhIaGvnN8EyZMwLFjx965n7JYW1tLx65QKFCvXj0sXLgQQogPPvabSE1NhUwmQ3x8vFL5+5rvslTGhHhJN3gyMjLQsWPHvz8gIiIiIiIion8QjYoOgIiK16FDB4SEhCiVmZiY/G3j5+TkQEtL628d80MQQqBPnz4IDw/HN998gyVLlqB69eq4efMmIiIiMHv27L8lsfq2Bg8ejJkzZyqV6ejovFOfhoaG77R/IT09Pejp6b2Xvsoyc+ZMDB48GC9evMDRo0cxfPhwGBgYYOjQoX/L+O/ifc33v4mZmVlFh0BERERERERU6fHJe6JKSi6Xw8zMTGlTV1cvtm1xT9waGRkpJaV//fVXtGnTBgqFAsbGxhgyZAiysrKk+sKn4efOnQsLCwvY2dkBUF02RyaT4ccff8Rnn30GHR0d1K1bF3v27JHq8/PzMWjQINSuXRsKhQL29vb44YcfpPqgoCCEhYXhl19+kZ6mjoqKAgD8+eef6NWrF6pUqQJjY2N06dIFqampSn0HBATAyMgIxsbGmDRpUplPX2/btg1bt27Ftm3bMH36dLRo0QI2NjZo27Yt5s2bp3SDJDY2Fu3bt0e1atVgaGgIDw8PXLx4Uam/oKAg1KpVC3K5HBYWFvD395fqcnJyMGnSJNSoUQO6urpo3ry5dGwAcOvWLXTq1AlVqlSBrq4uGjRogAMHDpQav46Ojsp1YGBgAOD/nvTevn07PvroIygUCjRt2hS///47YmNj4erqCj09PXTo0AH379+X+nz9lw87duxAw4YNpWujXbt2yM7OBgBERUWhWbNm0NXVhZGREdzd3XHr1i1pLoo+VV1QUICZM2eiZs2akMvlcHFxwaFDh6T6wnh37doFLy8v6OjowNnZGWfOnCl1DgBAX18fZmZmsLa2xldffQUnJyccOXKk3HMPvFomp1atWtDR0cFnn32Ghw8fKtUX94uQsWPHwtPTU+kY58+fD1tbW8jlctSqVQtz5swBANSuXRsA0KhRI8hkMmm/1/t9+fIl/P39Uf3/sXfvcT3e///AH+/Oh3cHohMdJKVIRQ4JlVNmszBDjs1p5hBz9iHZ2BiaHDaHRjVjzmzYkJSlSEWOScKyLTOkEzq+fn/4dX17d85y2Pa4327X7eN6Xa/r9Xq+Xtd12cfrer1fl6EhNDQ00KVLF8THx0vHo6KiIJPJEBERARcXF2hpaaFz585ISUmpsZ9K1bavY2Ji4O7uDi0tLTRo0ABeXl7IzMwE8PzF14oVK2BlZQVNTU04Ojpi7969tY4zNDQUn3zyCS5evCg966V/J5X9O8vV1RXz5s1TiOuvv/6CqqoqIiMjAbycZ4uIiIiIiIjoTcfBe6L/gCdPnqBPnz5o0KAB4uPjsWfPHpw4cQJTpkxRyBcREYHk5GSEh4fj8OHDVZb3ySefYPDgwbh06RL69u2L4cOH49GjRwCeD242bdoUu3fvxrVr17Bo0SL873//w+7duwE8X2pl8ODB6NOnDzIyMpCRkYHOnTvjyZMn8PT0hFwuxy+//ILTp09LA88FBQUAgMDAQGzduhVbtmzB6dOn8ejRIxw4cKDatn///fewtbXFu+++W+lxmUwm/TknJwejR49GdHQ0zp49ixYtWqBv377IyckB8HyQe/Xq1di0aRNSU1Nx8OBBODg4SOd/8MEHiImJwc6dO3Hp0iW8//776NOnD1JTUwEAkydPRn5+Pn755RdcvnwZX3zxRb3MXA8ICMDChQtx/vx5qKiowMfHB3PmzMGaNWsQHR2NtLQ0LFq0qNJzMzIy4OPjgzFjxiA5ORlRUVEYOHAghBAoKipC//794e7ujkuXLuHMmTOYMGGCQp+VtWbNGgQGBmLVqlW4dOkSvLy88O6770rtL7VgwQLMmjULSUlJsLGxgY+PD4qKimrVViEEoqKikJycDFVVVSm9pr6Pi4vDmDFjMGnSJCQlJcHT0xNLly6tVZ1lzZ8/H1988QX8/f1x7do17NixA0ZGRgCAc+fOAQBOnDiBjIwM7N+/v9Iy5syZg3379iEsLAznz5+HtbU1vLy8pGeobD8FBgYiISEBKioqGDNmTJ3jra6vk5KS0KNHD7Rq1QpnzpzB6dOn0a9fPxQXFwMAFi5ciJCQEGzYsAFXr17Fxx9/jBEjRuDUqVO1inPIkCGYOXMmWrVqJT3rQ4YMqRDj8OHD8f333yu8iNu1axeMjIzg7u4OoP6frfz8fGRnZytsRERERERERG8cQURvnNGjRwtlZWWhra0tbYMGDZKOu7u7i2nTpkn7AMSBAwcUytDT0xMhISFCCCE2b94sGjRoIHJzc6XjR44cEUpKSuLevXtSnUZGRiI/P1+hHAsLC7F69WqFuhYuXCjt5+bmCplMJn7++ecq2zNp0iTx3nvvKbTP29tbIc+WLVuEra2tKCkpkdLy8/OFpqamOHbsmBBCCBMTE7F8+XLpeGFhoWjatGmFsspq2bKlePfddxXSpk2bJvVrkyZNqjy3qKhI6OjoiEOHDgkhhAgMDBQ2NjaioKCgQt6bN28KmUwmfv/9d4X0Hj16iPnz5wshhHBwcBCLFy+usr7y3N3dhaqqqsJ9oK2tLUJDQ4UQQty+fVsAEN988410zvfffy8AiIiICClt2bJlwtbWVtov2/+JiYkCgLhz506F+h8+fCgAiKioqErjCwgIEI6OjtK+qamp+OyzzxTytG/fXkyaNKnKeK9evSoAiOTk5Cr7wcLCQqipqQltbW2hqqoqAAgNDQ0RExMjhKhd3/v4+Ig+ffooHB8yZIjQ09OrtF9KTZs2Tbi7uwshhMjOzhbq6uoiODi40jhL23fhwgWF9LLl5ubmClVVVbF9+3bpeEFBgTA1NRUrVqwQQggRGRkpAIgTJ05IeY4cOSIAiKdPn1bZT2X/HqhNX/v4+Ag3N7dKy8rNzRUaGhoiNjZWIX3s2LHCx8en1nGWv0cqi/X+/ftCRUVF/PLLL9JxV1dXMXv2bCHEy3m2AgICBIAK21f70sXWo4/F1qOPa10WERERERERUV1lZWUJACIrK6vafJx5T/SG8vT0RFJSkrStXbv2hctKTk6Go6MjtLW1pTQ3NzeUlJQoLMXh4OAANTW1Gstr06aN9GdtbW3o6Ojg/v37UtrGjRvh4uKCxo0bQy6XIzg4GOnp6dWWmZiYiJs3b0JHR0daS71hw4Z49uwZ0tLSkJWVhYyMDLi6ukrnqKiowMXFpcZ4y88UX7BgAZKSkrBo0SKFpYPu37+PiRMnwsbGBnp6etDT00Nubq4U+/vvv4+nT5/CysoK48ePx4EDB6RZzOfPn4cQAjY2NlL8crkcp06dQlpaGgDAz88PS5cuhZubGwICAnDp0qUaYx8+fLjCfZCUlIQBAwYo5Cl7PUpngZf9RYCRkZHC9SnL0dERPXr0gIODA95//30EBwdLy6Y0bNgQvr6+8PLyQr9+/bBmzRpkZGRUWk52djb++OMPuLm5KaS7ubkhOTm5ynhNTEwAoMr4Ss2ePRtJSUk4deoUPD09sWDBAnTu3BlA7fo+OTlZ4d4BUGG/JsnJycjPz0ePHj3qdF5ZaWlpKCwsVOgnVVVVdOjQoV76qbzqyiideV+Za9eu4dmzZ+jVq5dCn3777bdSn9ZXnI0bN0avXr2wfft2AMDt27dx5swZDB8+HMDLebbmz5+PrKwsabt7926t4yUiIiIiIiJ6VfjBWqI3lLa2NqytrWuVVyaTVVj7vbCwUPqzEKLKpU7Kppcd3K9O2eVKSssoKSkBAOzevRsff/wxAgMD4erqCh0dHaxcuRJxcXHVlllSUoJ27dpJA3hl/Z2P5rZo0QLXr1+vUF7jxo1haGiokO7r64u//voLQUFBsLCwgLq6OlxdXaVle8zMzJCSkoLw8HCcOHECkyZNwsqVK3Hq1CmUlJRAWVkZiYmJFb5NULp8x7hx4+Dl5YUjR47g+PHjWLZsGQIDAzF16tQq49fT06vxPih7PUqvZ/m00utTnrKyMsLDwxEbG4vjx49j3bp1WLBgAeLi4tCsWTOEhITAz88PR48exa5du7Bw4UKEh4ejU6dOlZZX/j6r7N6rLN6q4ivVqFEjWFtbw9raGvv27YO1tTU6deqEnj171qrvyz8flVFSUqr2OdLU1KyxjJqUlv+y+qm86sqorj2leY4cOYImTZooHFNXV6/3OIcPH45p06Zh3bp12LFjB1q1agVHR0eprPp+ttTV1Su0g4iIiIiIiOhNw5n3RP8CjRs3VpgRnZqaiidPnkj79vb2SEpKkj5CCjz/UKWSkpL0Ydr6Eh0djc6dO2PSpElwdnaGtbV1hZm6ampq0rrapdq2bYvU1FQYGhpKg7SlW+kseBMTE5w9e1Y6p6ioCImJidXG4+Pjg5SUFPzwww+1it3Pzw99+/ZFq1atoK6ujgcPHijk0dTUxLvvvou1a9ciKioKZ86cweXLl+Hs7Izi4mLcv3+/QvzGxsbS+WZmZpg4cSL279+PmTNnIjg4uMa4XjaZTAY3Nzd88sknuHDhAtTU1BS+JeDs7Iz58+cjNjYWrVu3xo4dOyqUoaurC1NTU5w+fVohPTY2FnZ2dvUab4MGDTB16lTMmjULQoha9b29vb3CvQOgwn755wh4Pju9VIsWLaCpqYmIiIhK4yr91Ur5e7ssa2trqKmpKfRTYWEhEhIS6r2fatKmTZsq22Jvbw91dXWkp6dX6FMzM7Na11HZs16Z/v3749mzZzh69Ch27NiBESNGSMf+yc8WERERERER0d/BwXuif4Hu3btj/fr1OH/+PBISEjBx4kSF2bDDhw+HhoYGRo8ejStXriAyMhJTp07FyJEjpWVW6ou1tTUSEhJw7Ngx3LhxA/7+/oiPj1fIY2lpiUuXLiElJQUPHjxAYWEhhg8fjkaNGsHb2xvR0dG4ffs2Tp06hWnTpuG3334DAEybNg3Lly/HgQMHcP36dUyaNAmPHz+uNp6hQ4di0KBBGDp0KD799FPExcXhzp07OHXqFHbt2qUwk9fa2hrbtm1DcnIy4uLiMHz4cIXZyaGhodiyZQuuXLmCW7duYdu2bdDU1ISFhQVsbGwwfPhwjBo1Cvv378ft27cRHx+PL774Aj/99BMAYPr06Th27Bhu376N8+fP4+TJkzUO2D558gT37t1T2EqXtakPcXFx+Pzzz5GQkID09HTs378ff/31F+zs7HD79m3Mnz8fZ86cwa+//orjx4/jxo0bVcY8e/ZsfPHFF9i1axdSUlIwb948JCUlYdq0afUWb6nJkycjJSUF+/btq1Xfl/56YMWKFbhx4wbWr1+Po0ePKpTZvXt3JCQk4Ntvv0VqaioCAgJw5coV6biGhgbmzp2LOXPmSMvHnD17Flu2bAEAGBoaQlNTE0ePHsWff/6JrKysCnFra2vjo48+wuzZs3H06FFcu3YN48ePx5MnTzB27Nh676fqzJ8/H/Hx8Zg0aRIuXbqE69evY8OGDXjw4AF0dHQwa9YsfPzxxwgLC0NaWhouXLiAr776CmFhYbWuw9LSErdv30ZSUhIePHiA/Pz8SvNpa2vD29sb/v7+SE5OxrBhw6RjL+vZIiIiIiIiInrTcfCe6F8gMDAQZmZm6NatG4YNG4ZZs2ZBS0tLOq6lpYVjx47h0aNHaN++PQYNGoQePXpg/fr19R7LxIkTMXDgQAwZMgQdO3bEw4cPMWnSJIU848ePh62trbQufkxMDLS0tPDLL7/A3NwcAwcOhJ2dHcaMGYOnT59CV1cXADBz5kyMGjUKvr6+0pI85dd/L08mk2HXrl0ICgrCTz/9hB49esDW1hZjxoyBmZmZwgzorVu3IjMzE87Ozhg5ciT8/PwUltbR19dHcHAw3NzcpFnLhw4dgoGBAQAgJCQEo0aNwsyZM2Fra4t3330XcXFx0kzl4uJiTJ48GXZ2dujTpw9sbW3x9ddfVxt/cHAwTExMFDYfH5/aX5Aa6Orq4pdffkHfvn1hY2ODhQsXIjAwEG+99Ra0tLRw/fp1vPfee7CxscGECRMwZcoUfPjhh5WW5efnh5kzZ2LmzJlwcHDA0aNH8eOPP6JFixb1Fm+pxo0bY+TIkVi8eDFKSkpq7PtOnTrhm2++wbp16+Dk5ITjx49j4cKFCmV6eXnB398fc+bMQfv27ZGTk4NRo0Yp5PH398fMmTOxaNEi2NnZYciQIdL67ioqKli7di02bdoEU1NTeHt7Vxr78uXL8d5772HkyJFo27Ytbt68iWPHjqFBgwb13k/VsbGxwfHjx3Hx4kV06NABrq6u+OGHH6Ci8nxFvSVLlmDRokVYtmwZ7Ozs4OXlhUOHDqFZs2a1ruO9995Dnz594OnpicaNG+P777+vMu/w4cNx8eJFdO3aFebm5grHXsazRURERERERPSmk4naLARMRERE9C+VnZ0NPT09fLUvHZraz18WfuCl95qjIiIiIiIion+r0n+HZmVlSZNWK8OZ90REREREREREREREbxgO3hMRERERERERERERvWFUXncARERERG+CET31qv25IhEREREREdGrxJn3RERERERERERERERvGA7eExERERERERERERG9YTh4T0RERERERERERET0huHgPRERERERERERERHRG4YfrCUiIiICsD8mF1ra/zevYXA3+WuMhoiIiIiIiP7rOPOeiIiIiIiIiIiIiOgNw8F7IiIiIiIiIiIiIqI3DAfviYiIiIiIiIiIiIjeMBy8JyIiIiIiIiIiIiJ6w3DwnojoP8zS0hJBQUH/+Rhqy8PDA9OnT3/p9chkMhw8ePCl10NEREREREREby4O3hMRvUIbN26Ejo4OioqKpLTc3Fyoqqqia9euCnmjo6Mhk8lw48aNVx3mP1pUVBRkMpm0GRgYoHv37oiJiXndoVWwePFiODk5VUjPyMjAW2+99VLrDg0NVegnExMTDB48GLdv336p9RIRERERERFR7XDwnojoFfL09ERubi4SEhKktOjoaBgbGyM+Ph5PnjyR0qOiomBqagobG5vXEeo/XkpKCjIyMhAVFYXGjRvj7bffxv379193WLVibGwMdXX1l16Prq4uMjIy8Mcff2DHjh1ISkrCu+++i+Li4gp5hRAKL53qU3FxMUpKSl5K2URERERERET/VBy8JyJ6hWxtbWFqaoqoqCgpLSoqCt7e3mjevDliY2MV0j09PQEAmZmZGDVqFBo0aAAtLS289dZbSE1NVSh73759aNWqFdTV1WFpaYnAwECF4/fv30e/fv2gqamJZs2aYfv27RXiW7x4MczNzaGurg5TU1P4+flJxywtLbF06VKMGjUKcrkcFhYW+OGHH/DXX3/B29sbcrkcDg4OCi8mahNXeSEhIdDT00N4eDgA4Nq1a+jbty/kcjmMjIwwcuRIPHjwoNoyAMDQ0BDGxsZwcHDAwoULkZWVhbi4OOl4TeXm5eVJbTUxMak07sqWt9HX10doaKi0/9tvv2Ho0KFo2LAhtLW14eLigri4OISGhuKTTz7BxYsXpdnvpeeVL/fy5cvo3r07NDU1YWBggAkTJiA3N1c67uvri/79+2PVqlUwMTGBgYEBJk+ejMLCwmr7SCaTwdjYGCYmJvD09ERAQACuXLmCmzdvSr9gOHbsGFxcXKCuro7o6Gjk5+fDz88PhoaG0NDQQJcuXRAfH69Q7o8//ogWLVpAU1MTnp6eCAsLg0wmw+PHjwE8n/Wvr6+Pw4cPw97eHurq6vj1118RHx+PXr16oVGjRtDT04O7uzvOnz9fIeZNmzbhnXfegZaWFuzs7HDmzBncvHkTHh4e0NbWhqurK9LS0qpsd35+PrKzsxU2IiIiIiIiojcNB++JiF4xDw8PREZGSvuRkZHw8PCAu7u7lF5QUIAzZ85Ig/e+vr5ISEjAjz/+iDNnzkAIgb59+0qDs4mJiRg8eDCGDh2Ky5cvY/HixfD391cYRPb19cWdO3dw8uRJ7N27F19//bXCTPS9e/di9erV2LRpE1JTU3Hw4EE4ODgoxL569Wq4ubnhwoULePvttzFy5EiMGjUKI0aMwPnz52FtbY1Ro0ZBCFHruMpatWoVZs2ahWPHjqFXr17IyMiAu7s7nJyckJCQgKNHj+LPP//E4MGDa93fT548QUhICABAVVUVAGpV7uzZsxEZGYkDBw7g+PHjiIqKQmJiYq3rBZ4vieTu7o4//vgDP/74Iy5evIg5c+agpKQEQ4YMwcyZM9GqVStkZGQgIyMDQ4YMqTT+Pn36oEGDBoiPj8eePXtw4sQJTJkyRSFfZGQk0tLSEBkZibCwMISGhlbZz1XR1NQEAIVB/zlz5mDZsmVITk5GmzZtMGfOHOzbtw9hYWHSNffy8sKjR48AAHfu3MGgQYPQv39/JCUl4cMPP8SCBQsqbdeyZcvwzTff4OrVqzA0NEROTg5Gjx6N6OhonD17Fi1atEDfvn2Rk5OjcO6SJUswatQoJCUloWXLlhg2bBg+/PBDzJ8/X3p5VL5/ylq2bBn09PSkzczMrE79RERERERERPRKCCIieqU2b94stLW1RWFhocjOzhYqKirizz//FDt37hSdO3cWQghx6tQpAUCkpaWJGzduCAAiJiZGKuPBgwdCU1NT7N69WwghxLBhw0SvXr0U6pk9e7awt7cXQgiRkpIiAIizZ89Kx5OTkwUAsXr1aiGEEIGBgcLGxkYUFBRUGreFhYUYMWKEtJ+RkSEACH9/fyntzJkzAoDIyMioVVyl5a5evVrMmzdPmJiYiEuXLknH/P39Re/evRXOv3v3rgAgUlJSKo0zMjJSABDa2tpCW1tbyGQyAUC0a9dOaltN5ebk5Ag1NTWxc+dO6fjDhw+FpqammDZtmpQGQBw4cEChHD09PRESEiKEEGLTpk1CR0dHPHz4sNJYAwIChKOjY4X0suVu3rxZNGjQQOTm5krHjxw5IpSUlMS9e/eEEEKMHj1aWFhYiKKiIinP+++/L4YMGVJpvUIIERISIvT09BTa36lTJ9G0aVORn58v9ePBgwelPLm5uUJVVVVs375dSisoKBCmpqZixYoVQggh5s6dK1q3bq1Q14IFCwQAkZmZKdUNQCQlJVUZnxBCFBUVCR0dHXHo0CGFvlm4cKG0X3rPbdmyRUr7/vvvhYaGRpXlPnv2TGRlZUlb6bUP+el3setUjrQRERERERERvQxZWVkCgMjKyqo2H2feExG9Yp6ensjLy0N8fDyio6NhY2MDQ0NDuLu7Iz4+Hnl5eYiKioK5uTmsrKyQnJwMFRUVdOzYUSrDwMAAtra2SE5OBgAkJyfDzc1NoR43NzekpqaiuLhYKsPFxUU63rJlS+jr60v777//Pp4+fQorKyuMHz8eBw4cqLDGeZs2baQ/GxkZAYDC7PzStNIZ/TXFVSowMBCbNm3C6dOnFcpLTExEZGQk5HK5tLVs2RIAql0WBXj+LYHz58/j+++/h4WFBUJDQ6WZ9zWVm5aWhoKCAri6ukrlNWzYELa2ttXWWV5SUhKcnZ3RsGHDOp1XVnJyMhwdHaGtrS2lubm5oaSkBCkpKVJaq1atoKysLO2bmJjUuMZ/VlYW5HI5tLW1YWZmhoKCAuzfvx9qampSnrL3TFpaGgoLCxWuqaqqKjp06CDdiykpKWjfvr1CPR06dKhQt5qamsL9BDy/byZOnAgbGxtpVnxubi7S09MV8tXmPnz27FmVy+Goq6tDV1dXYSMiIiIiIiJ606i87gCIiP5rrK2t0bRpU0RGRiIzMxPu7u4Ann+ktFmzZoiJiUFkZCS6d+8OANISNOUJISCTySr8uezx8n8un6csMzMzpKSkIDw8HCdOnMCkSZOwcuVKnDp1Shr0Lv3fsmVVllb68dGa4irVtWtXHDlyBLt378a8efOk9JKSEvTr1w9ffPFFhXNMTEyqbAsANGvWDPr6+rCxscGzZ88wYMAAXLlyBerq6jWWW/57AlWRyWQV2lN2yZnSZWj+jsr6sGz9pcpeh9JjNX0EVkdHB+fPn4eSkhKMjIwUXhCUKptW1X1Ul3uxlKamZoV8vr6++OuvvxAUFAQLCwuoq6vD1dUVBQUFCvnqeh8SERERERER/RNx5j0R0Wvg6emJqKgoREVFwcPDQ0p3d3fHsWPHcPbsWWm9e3t7exQVFSl8bPXhw4e4ceMG7OzspDynT59WqCM2NhY2NjZQVlaGnZ0dioqKFD4mm5KSIn1AtJSmpibeffddrF27FlFRUThz5gwuX778wu2sKa5SHTp0wNGjR/H5559j5cqVUnrbtm1x9epVWFpawtraWmGrbKC5KiNHjkRJSQm+/vrrWpVrbW0NVVVVnD17ViojMzMTN27cUCi3cePGyMjIkPZTU1Px5MkTab9NmzZISkqS1oMvT01NTeEXCJWxt7dHUlIS8vLypLSYmBgoKSnBxsam1n1QGSUlJVhbW8PKyqpW/WltbQ01NTWFa1pYWIiEhATpXmzZsmWFD9iW/4hxVaKjo+Hn54e+fftKHzmuzceJiYiIiIiIiP6NOHhPRPQaeHp64vTp00hKSpJm3gPPB++Dg4Px7NkzafC+RYsW8Pb2xvjx43H69GlcvHgRI0aMQJMmTeDt7Q0AmDlzJiIiIrBkyRLcuHEDYWFhWL9+PWbNmgUAsLW1RZ8+fTB+/HjExcUhMTER48aNU5gZHhoaii1btuDKlSu4desWtm3bBk1NTVhYWLxwO2uKqyxXV1f8/PPP+PTTT7F69WoAwOTJk/Ho0SP4+Pjg3LlzuHXrFo4fP44xY8bUOOhdlpKSEqZPn47ly5fjyZMnNZYrl8sxduxYzJ49GxEREbhy5Qp8fX2hpKT4n83u3btj/fr1OH/+PBISEjBx4kSFGeA+Pj4wNjZG//79ERMTg1u3bmHfvn04c+YMAMDS0hK3b99GUlISHjx4gPz8/AqxDx8+HBoaGhg9ejSuXLmCyMhITJ06FSNHjpSWjHlVtLW18dFHH2H27Nk4evQorl27hvHjx+PJkycYO3YsAODDDz/E9evXMXfuXNy4cQO7d++WPpxb3S8/gOcvB7Zt24bk5GTExcVh+PDh9fLrBSIiIiIiIqJ/Ig7eExG9Bp6ennj69Cmsra0VBmDd3d2Rk5OD5s2bw8zMTEoPCQlBu3bt8M4778DV1RVCCPz000/SQHHbtm2xe/du7Ny5E61bt8aiRYvw6aefwtfXV6EMMzMzuLu7Y+DAgZgwYQIMDQ2l4/r6+ggODoabmxvatGmDiIgIHDp0CAYGBi/cztrEVZabmxuOHDkCf39/rF27FqampoiJiUFxcTG8vLzQunVrTJs2DXp6ehUG0msyZswYFBYWYv369bUqd+XKlejWrRveffdd9OzZE126dEG7du0UygwMDISZmRm6deuGYcOGYdasWdDS0pKOq6mp4fjx4zA0NETfvn3h4OCA5cuXS786eO+999CnTx94enqicePG+P777yvEraWlhWPHjuHRo0do3749Bg0ahB49emD9+vV1an99Wb58Od577z2MHDkSbdu2xc2bN3Hs2DE0aNAAwPPlivbu3Yv9+/ejTZs22LBhAxYsWADg+Vrz1dm6dSsyMzPh7OyMkSNHws/PT+EeJSIiIiIiIvovkYmqFlMmIiIiqgefffYZNm7ciLt3777uUCqVnZ0NPT09hPz0O7S0/+/jtYO7yV9jVERERERERPRvVfrv0KysLOjq6laZjx+sJSIionr19ddfo3379jAwMEBMTAxWrlyJKVOmvO6wiIiIiIiIiP5ROHhPRERE9So1NRVLly7Fo0ePYG5ujpkzZ2L+/PmvOywiIiIiIiKifxQum0NERET/abX9uSIRERERERFRfajtv0P5wVoiIiIiIiIiIiIiojcMB++JiIiIiIiIiIiIiN4wHLwnIiIiIiIiIiIiInrDcPCeiIiIiIiIiIiIiOgNo/K6AyAiIiJ6ExxPzIWW/P/mNfRtL3+N0RAREREREdF/HWfeExERERERERERERG9YTh4T0RERERERERERET0huHgPRERERERERERERHRG4aD90RE1bC0tERQUFC1eWQyGQ4ePPhK4vkniYmJgYODA1RVVdG/f//XHU6dLF68GE5OTvVWXlRUFGQyGR4/flxvZRIRERERERHRvxsH74nob/P19YVMJoNMJoOKigrMzc3x0UcfITMz83WH9o9w584dqf/Kb2fPnn3d4b2wGTNmwMnJCbdv30ZoaOhLqeO3336DmpoaWrZsWa/lzpo1CxEREfVaZlmhoaHQ19d/aeXXRtnnVlVVFVZWVpg1axby8vJea1xERERERERE9BwH74moXvTp0wcZGRm4c+cOvvnmGxw6dAiTJk163WH9o5w4cQIZGRkKW7t27V5afUIIFBUVvbTy09LS0L17dzRt2vSFB6oLCgqqPR4aGorBgwfjyZMniImJeaE6yirtE7lcDgMDg79d3qtQWFj4wueWPre3bt3C0qVL8fXXX2PWrFn1Xk9NarrORERERERERP9FHLwnonqhrq4OY2NjNG3aFL1798aQIUNw/PhxhTwhISGws7ODhoYGWrZsia+//lo6Vjr7fP/+/fD09ISWlhYcHR1x5swZhTJiY2PRrVs3aGpqwszMDH5+ftJM4XXr1sHBwUHKe/DgQchkMnz11VdSmpeXF+bPnw/g+eCyt7c3jIyMIJfL0b59e5w4caJC23JycjBs2DDI5XKYmppi3bp11fbF77//jiFDhqBBgwYwMDCAt7c37ty5U2MfGhgYwNjYWGFTVVUF8H/LuGzbtg2WlpbQ09PD0KFDkZOTI50vhMCKFStgZWUFTU1NODo6Yu/evdLx0qVbjh07BhcXF6irqyM6Oho5OTkYPnw4tLW1YWJigtWrV8PDwwPTp08HAHz66acK/VqqXbt2WLRoUYX00mv58OFDjBkzBjKZTJp5f+rUKXTo0AHq6uowMTHBvHnzFF4geHh4YMqUKZgxYwYaNWqEXr16VdlfQgiEhIRg5MiRGDZsGLZs2VIhT2xsLJycnKChoQEXFxfpnkhKSqq2TypbNmfr1q1o1aqVFPuUKVMU2ltaJgA8fvwYMpkMUVFRFWKKiorCBx98gKysLGnm++LFiwFUvgSTvr6+1H+lde3evRseHh7Q0NDAd999B6D656sqpc+tmZkZhg0bhuHDh0v1l/bB1q1bYWVlBXV1dQghkJ6eDm9vb8jlcujq6mLw4MH4888/FcpdunQpDA0NoaOjg3HjxmHevHkK/enr64v+/ftj2bJlMDU1hY2NDQDgu+++g4uLC3R0dGBsbIxhw4bh/v37Cn1Xer2cnZ2hqamJ7t274/79+/j5559hZ2cHXV1d+Pj44MmTJzW2n4iIiIiIiOhNxsF7Iqp3t27dwtGjR6WBZwAIDg7GggUL8NlnnyE5ORmff/45/P39ERYWpnDuggULMGvWLCQlJcHGxgY+Pj7S4O7ly5fh5eWFgQMH4tKlS9i1axdOnz4tDaJ6eHjg6tWrePDgAYDnA8WNGjXCqVOnAABFRUWIjY2Fu7s7ACA3Nxd9+/bFiRMncOHCBXh5eaFfv35IT09XiGnlypVo06YNzp8/j/nz5+Pjjz9GeHh4pW1/8uQJPD09IZfL8csvv+D06dOQy+Xo06fP355dnJaWhoMHD+Lw4cM4fPgwTp06heXLl0vHFy5ciJCQEGzYsAFXr17Fxx9/jBEjRkjtLzVnzhwsW7YMycnJaNOmDWbMmIGYmBj8+OOPCA8PR3R0NM6fPy/lHzNmDK5du4b4+Hgp7dKlS7hw4QJ8fX0rxGlmZoaMjAzo6uoiKCgIGRkZGDJkCH7//Xf07dsX7du3x8WLF7FhwwZs2bIFS5cuVTg/LCwMKioqiImJwaZNm6rsj8jISDx58gQ9e/bEyJEjsXv3boWXGTk5OejXrx8cHBxw/vx5LFmyBHPnzq20rPJ9Ut6GDRswefJkTJgwAZcvX8aPP/4Ia2vrKmOrTufOnREUFARdXV3pFxZVzXavyty5c+Hn54fk5GR4eXnV+vmqiaampsIM+5s3b2L37t3Yt2+f9HKif//+ePToEU6dOoXw8HCkpaVhyJAh0jnbt2/HZ599hi+++AKJiYkwNzfHhg0bKtQVERGB5ORkhIeH4/DhwwCez8BfsmQJLl68iIMHD+L27duV3mOLFy/G+vXrERsbi7t372Lw4MEICgrCjh07cOTIEYSHh1f7ki0/Px/Z2dkKGxEREREREdEbRxAR/U2jR48WysrKQltbW2hoaAgAAoD48ssvpTxmZmZix44dCuctWbJEuLq6CiGEuH37tgAgvvnmG+n41atXBQCRnJwshBBi5MiRYsKECQplREdHCyUlJfH06VNRUlIiGjVqJPbu3SuEEMLJyUksW7ZMGBoaCiGEiI2NFSoqKiInJ6fKttjb24t169ZJ+xYWFqJPnz4KeYYMGSLeeustaR+AOHDggBBCiC1btghbW1tRUlIiHc/Pzxeampri2LFjldZZ2nZNTU2hra2tsBUVFQkhhAgICBBaWloiOztbOm/27NmiY8eOQgghcnNzhYaGhoiNjVUoe+zYscLHx0cIIURkZKQAIA4ePCgdz87OFqqqqmLPnj1S2uPHj4WWlpaYNm2alPbWW2+Jjz76SNqfPn268PDwqLQ9pfT09ERISIi0/7///a9C33z11VdCLpeL4uJiIYQQ7u7uwsnJqdpySw0bNkxMnz5d2nd0dBTBwcHS/oYNG4SBgYF4+vSplBYcHCwAiAsXLgghKu8TIZ73t6Ojo7RvamoqFixYUGkcpdevtEwhhMjMzBQARGRkpEI9mZmZQgghQkJChJ6eXoWyyt5Lpcr2Y2ldQUFBCnlqer4qM3r0aOHt7S3tx8XFCQMDAzF48GAhxPM+UFVVFffv35fyHD9+XCgrK4v09HQprfQ5PXfunBBCiI4dO4rJkycr1OXm5qbQn6NHjxZGRkYiPz+/yviEEOLcuXMCgPTMlvbjiRMnpDzLli0TAERaWpqU9uGHHwovL68qyw0ICJD+niq77Tn5uzhyLkfaiIiIiIiIiF6GrKwsAUBkZWVVm48z74moXnh6eiIpKQlxcXGYOnUqvLy8MHXqVADAX3/9hbt372Ls2LGQy+XStnTpUqSlpSmUU3bWs4mJCQBIy2YkJiYiNDRUoQwvLy+UlJTg9u3bkMlk6NatG6KiovD48WNcvXoVEydORHFxMZKTkxEVFYW2bdtCLpcDAPLy8jBnzhzY29tDX18fcrkc169frzDz3tXVtcJ+cnJypf2QmJiImzdvQkdHR4qxYcOGePbsWYW2lrdr1y4kJSUpbMrKytJxS0tL6OjoKPRPad9cu3YNz549Q69evRT659tvv61Qr4uLi/TnW7duobCwEB06dJDS9PT0YGtrq3DO+PHj8f333+PZs2coLCzE9u3bMWbMmGrbU15ycjJcXV0hk8mkNDc3N+Tm5uK3336rNL6qPH78GPv378eIESOktBEjRmDr1q3SfkpKCtq0aQMNDQ0prWw7y6quzvv37+OPP/5Ajx49aozrVSkbb12er/IOHz4MuVwODQ0NuLq6olu3bgoz1i0sLNC4cWNpPzk5GWZmZjAzM5PSSp+f0mciJSWlQj9X1u8ODg5QU1NTSLtw4QK8vb1hYWEBHR0deHh4AECFZ7Ls3xNGRkbQ0tKClZWVQlrZ5XbKmz9/PrKysqTt7t27VeYlIiIiIiIiel1UXncARPTvoK2tLS0jsnbtWnh6euKTTz7BkiVLUFJSAuD50jkdO3ZUOK/s4DQAhaV2Sgd5S88vKSnBhx9+CD8/vwr1m5ubA3i+dM7mzZsRHR0NR0dH6Ovro1u3bjh16hSioqKkwUAAmD17No4dO4ZVq1bB2toampqaGDRoUK2Wtyk7AF1WSUkJ2rVrh+3bt1c4VnYQtDJmZmbVLsVStm9KYyjbNwBw5MgRNGnSRCGfurq6wr62trb0ZyGEVFZZpeml+vXrB3V1dRw4cADq6urIz8/He++9V217yhNCVFlP2fSy8VVlx44dePbsmcL9JIRASUkJrl27Bnt7+2rrK6+6OjU1NauNRUlJqULZL/pxV5lMViHGysoqG29dnq/yPD09sWHDBqiqqsLU1LTCPVa+Xyrr08rSa9Pv5cvOy8tD79690bt3b3z33Xdo3Lgx0tPT4eXlVeGZLP/3RHXPRmXU1dUrPBdEREREREREbxoO3hPRSxEQEIC33noLH330EUxNTdGkSRPcunULw4cPf+Ey27Zti6tXr1Y7wO3h4YFp06Zh79690kC9u7s7Tpw4gdjYWEybNk3KGx0dDV9fXwwYMADA8zXwK/uw7NmzZyvst2zZssoYd+3aBUNDQ+jq6taxhS/O3t4e6urqSE9Pl9b0r43mzZtDVVUV586dk2ZTZ2dnIzU1VaEcFRUVjB49GiEhIVBXV8fQoUOhpaVV5xj37dunMNAbGxsLHR2dCi8carJlyxbMnDmzwnrofn5+2Lp1K1atWoWWLVti+/btyM/PlwZqExIS6lQPAOjo6MDS0hIRERHw9PSscLz0pUxGRgacnZ0BQOHjtZVRU1NDcXFxpWVlZGRI+6mpqTV+eNXIyOiFn6+yL91qw97eHunp6bh79650v1y7dg1ZWVmws7MDANja2uLcuXMYOXKkdF5t+v369et48OABli9fLpX9IteLiIiIiIiI6N+Cg/dE9FJ4eHigVatW+Pzzz7F+/XosXrwYfn5+0NXVxVtvvYX8/HwkJCQgMzMTM2bMqFWZc+fORadOnTB58mSMHz8e2tra0gcvS5f6aN26NQwMDLB9+3b88MMPUiwzZ84EAHTp0kUqz9raGvv370e/fv0gk8ng7+9f6WzdmJgYrFixAv3790d4eDj27NmDI0eOVBrj8OHDsXLlSnh7e+PTTz9F06ZNkZ6ejv3792P27Nlo2rRple17+PAh7t27p5Cmr6+vsOxLVXR0dDBr1ix8/PHHKCkpQZcuXZCdnY3Y2FjI5XKMHj26yvNGjx6N2bNno2HDhjA0NERAQACUlJQqzJ4eN26cNEAbExNTY0zlTZo0CUFBQZg6dSqmTJmClJQUBAQEYMaMGdLs9dpISkrC+fPnsX379govUXx8fLBgwQIsW7YMw4YNw4IFCzBhwgTMmzcP6enpWLVqFYCqfzlRlcWLF2PixIkwNDTEW2+9hZycHMTExGDq1KnQ1NREp06dsHz5clhaWuLBgwdYuHBhteVZWloiNzcXERERcHR0hJaWFrS0tNC9e3esX78enTp1QklJCebOnVthVnlV8f3d56s2evbsiTZt2mD48OEICgpCUVERJk2aBHd3d2kpn6lTp2L8+PFwcXFB586dsWvXLly6dElhWZvKmJubQ01NDevWrcPEiRNx5coVLFmypN5iJyIiIiIiIvqn4Zr3RPTSzJgxA8HBwbh79y7GjRuHb775BqGhoXBwcIC7uztCQ0PRrFmzWpfXpk0bnDp1CqmpqejatSucnZ3h7+8vrY0PPB+ULZ0x3rVrV+k8PT09ODs7K8yGX716NRo0aIDOnTujX79+8PLyQtu2bSvUO3PmTCQmJsLZ2RlLlixBYGAgvLy8Ko1RS0sLv/zyC8zNzTFw4EDY2dlhzJgxePr0aY0z8Xv27AkTExOF7eDBg7XunyVLlmDRokVYtmwZ7Ozs4OXlhUOHDtXYx19++SVcXV3xzjvvoGfPnnBzc4OdnV2FlwYtWrRA586dYWtrW2F5ltpo0qQJfvrpJ5w7dw6Ojo6YOHEixo4dW+NAd3lbtmyBvb19pb9+6N+/Px49eoRDhw5BV1cXhw4dQlJSEpycnLBgwQIsWrQIAGr1QqSs0aNHIygoCF9//TVatWqFd955B6mpqdLxrVu3orCwEC4uLpg2bRqWLl1abXmdO3fGxIkTMWTIEDRu3BgrVqwAAAQGBsLMzAzdunXDsGHDMGvWrFr9wqE+nq/akMlkOHjwIBo0aIBu3bqhZ8+esLKywq5du6Q8w4cPx/z58zFr1iy0bdsWt2/fhq+vb4193rhxY4SGhmLPnj2wt7fH8uXLpZctRERERERERP9FMlHVAsBERPSflJeXhyZNmiAwMBBjx46V0oUQaNmyJT788MN6nc39Km3fvh0ffPABsrKyalzLnupPr169YGxsjG3btr3uUCqVnZ0NPT097Dn5O7Tk//eSrW97+WuMioiIiIiIiP6tSv8dmpWVVe1kTy6bQ0T0H3fhwgVcv34dHTp0QFZWFj799FMAgLe3t5Tn/v372LZtG37//Xd88MEHryvUOvv2229hZWWFJk2a4OLFi5g7dy4GDx7MgfuX6MmTJ9i4cSO8vLygrKyM77//HidOnEB4ePjrDo2IiIiIiIjoH4WD90REhFWrViElJQVqampo164doqOj0ahRI+m4kZERGjVqhM2bN6NBgwavMdK6uXfvHhYtWoR79+7BxMQE77//Pj777LPXHda/mkwmw08//YSlS5ciPz8ftra22LdvH3r27Pm6QyMiIiIiIiL6R+GyOURERPSfxmVziIiIiIiI6FXisjlEREREddC7nRy6uhywJyIiIiIiojeD0usOgIiIiIiIiIiIiIiIFHHwnoiIiIiIiIiIiIjoDcPBeyIiIiIiIiIiIiKiNwzXvCciIiIC8MuVbGiXW/Les03VHw4iIiIiIiIiepk4856IiIiIiIiIiIiI6A3DwXsiIiIiIiIiIiIiojcMB++JiIiIiIiIiIiIiN4wHLwnIiIiIiIiIiIiInrDcPCeiIjoP0gIgQkTJqBhw4aQyWRISkqqNM3DwwPTp0+vVZlRUVGQyWR4/PjxS42diIiIiIiI6L+Ag/dERFQvNm7cCB0dHRQVFUlpubm5UFVVRdeuXRXyRkdHQyaT4caNGzWW+7IHhENDQyGTySpsGhoaL6W+V6E2bTp69ChCQ0Nx+PBhZGRkoHXr1pWm7d+/H0uWLKlVvZ07d0ZGRgb09PReVtOIiIiIiIiI/jNUXncARET07+Dp6Ync3FwkJCSgU6dOAJ4P0hsbGyM+Ph5PnjyBlpYWgOcD8qamprCxsXll8QkhUFxcDBWViv/p09XVRUpKikKaTCZ7qfEUFhZCVVX1pZVfU5vS0tJgYmKCzp07V5vWsGHDWteppqYGY2PjvxE1EREREREREZXizHsiIqoXtra2MDU1RVRUlJQWFRUFb29vNG/eHLGxsQrpnp6eAIDvvvsOLi4u0NHRgbGxMYYNG4b79+8DAO7cuSPla9CgAWQyGXx9fQE8H4xfsWIFrKysoKmpCUdHR+zdu1ehDplMhmPHjsHFxQXq6uqIjo6uNHaZTAZjY2OFzcjISDru4eEBPz8/zJkzBw0bNoSxsTEWL16sUEZWVhYmTJgAQ0ND6Orqonv37rh48aJ0fPHixXBycsLWrVthZWUFdXV1CCFw/fp1dOnSBRoaGrC3t8eJEycgk8lw8OBBAED37t0xZcoUhboePnwIdXV1nDx5ssrrUV2bfH19MXXqVKSnp0Mmk8HS0rLStNK2l102Jz8/H3PmzIGZmRnU1dXRokULbNmyRaHPy/5KIjY2Ft26dYOmpibMzMzg5+eHvLw86bilpSU+//xzjBkzBjo6OjA3N8fmzZsV2vLbb79h6NChaNiwIbS1teHi4oK4uDjcuXMHSkpKSEhIUMi/bt06WFhYQAhRZf8QERERERERvek4eE9ERPXGw8MDkZGR0n5kZCQ8PDzg7u4upRcUFODMmTPSoHxBQQGWLFmCixcv4uDBg7h9+7Y0QG9mZoZ9+/YBAFJSUpCRkYE1a9YAABYuXIiQkBBs2LABV69exccff4wRI0bg1KlTCjHNmTMHy5YtQ3JyMtq0afPCbQsLC4O2tjbi4uKwYsUKfPrppwgPDwfw/EXC22+/jXv37uGnn35CYmIi2rZtix49euDRo0dSGTdv3sTu3buxb98+JCUloaSkBP3794eWlhbi4uKwefNmLFiwQKHecePGYceOHcjPz5fStm/fDlNTU6kP62rNmjX49NNP0bRpU2RkZCA+Pr7StMqMGjUKO3fuxNq1a5GcnIyNGzdCLpdXmvfy5cvw8vLCwIEDcenSJezatQunT5+u8DIiMDAQLi4uuHDhAiZNmoSPPvoI169fB/B86SV3d3f88ccf+PHHH3Hx4kXMmTMHJSUlsLS0RM+ePRESEqJQXkhICHx9fav89UR+fj6ys7MVNiIiIiIiIqI3jiAiIqonmzdvFtra2qKwsFBkZ2cLFRUV8eeff4qdO3eKzp07CyGEOHXqlAAg0tLSKi3j3LlzAoDIyckRQggRGRkpAIjMzEwpT25urtDQ0BCxsbEK544dO1b4+PgonHfw4MFqYw4JCREAhLa2tsLWq1cvKY+7u7vo0qWLwnnt27cXc+fOFUIIERERIXR1dcWzZ88U8jRv3lxs2rRJCCFEQECAUFVVFffv35eO//zzz0JFRUVkZGRIaeHh4QKAOHDggBBCiGfPnomGDRuKXbt2SXmcnJzE4sWL/1abVq9eLSwsLBTOqyzN3d1dTJs2TQghREpKigAgwsPDK623/LUaOXKkmDBhgkKe6OhooaSkJJ4+fSqEEMLCwkKMGDFCOl5SUiIMDQ3Fhg0bhBBCbNq0Sejo6IiHDx9WWueuXbtEgwYNpL5PSkoSMplM3L59u8r+CQgIEAAqbIdi7oqTF7MUNiIiIiIiIqL6lpWVJQCIrKzq/93JNe+JiKjeeHp6Ii8vD/Hx8cjMzISNjQ0MDQ3h7u6OkSNHIi8vD1FRUTA3N4eVlRUA4MKFC1i8eDGSkpLw6NEjlJSUAADS09Nhb29faT3Xrl3Ds2fP0KtXL4X0goICODs7K6S5uLhIfy47Q3zEiBHYuHEjAEBHRwfnz59XOE9TU1Nhv/ysfRMTE2l5n8TEROTm5sLAwEAhz9OnT5GWlibtW1hYoHHjxtJ+SkoKzMzMFNaJ79Chg0IZ6urqGDFiBLZu3YrBgwcjKSlJ+pVCdWrTprpKSkqCsrIy3N3da5U/MTERN2/exPbt26U0IQRKSkpw+/Zt2NnZAVDs29Llfkr7NikpCc7OzlWuvd+/f39MmTIFBw4cwNChQ7F161Z4enpKy/5UZv78+ZgxY4a0n52dDTMzs1q1iYiIiIiIiOhV4eA9ERHVG2trazRt2hSRkZHIzMyUBnmNjY3RrFkzxMTEIDIyEt27dwcA5OXloXfv3ujduze+++47NG7cGOnp6fDy8kJBQUGV9ZQO8B85cgRNmjRROKaurq6wr62tLf05KSlJ+rOurq70ZyUlJVhbW1fbtvIfl5XJZFIcJSUlMDExUVjvv5S+vn6lsQDPB7Jr82HccePGwcnJCb/99hu2bt2KHj16wMLCotpzatOmuqrr4H9JSQk+/PBD+Pn5VThmbm4u/bm6vq2pTjU1NYwcORIhISEYOHAgduzYgaCgoGrPUVdXr3CfEBEREREREb1pOHhPRET1ytPTE1FRUcjMzMTs2bOldHd3dxw7dgxnz57FBx98AAC4fv06Hjx4gOXLl0szn8t/fFRNTQ0AUFxcLKXZ29tDXV0d6enptZ4FDqDeB7NLtW3bFvfu3YOKikq1M77La9myJdLT0/Hnn39KH5OtbK15BwcHuLi4IDg4GDt27MC6devqK/Q6cXBwQElJCU6dOoWePXvWmL9t27a4evXq3+r3Nm3a4JtvvsGjR4+qnH0/btw4tG7dGl9//TUKCwsxcODAF66PiIiIiIiI6E3BD9YSEVG98vT0xOnTp5GUlKQwsO7u7o7g4GA8e/ZM+tCqubk51NTUsG7dOty6dQs//vgjlixZolCehYUFZDIZDh8+jL/++gu5ubnQ0dHBrFmz8PHHHyMsLAxpaWm4cOECvvrqK4SFhdU5ZiEE7t27V2Ernf1dk549e8LV1RX9+/fHsWPHcOfOHcTGxmLhwoUVXkaU1atXLzRv3hyjR4/GpUuXEBMTI32wtvyM/HHjxmH58uUoLi7GgAEDXnqbKmNpaYnRo0djzJgx0seFo6KisHv37krzz507F2fOnMHkyZORlJSE1NRU/Pjjj5g6dWqt6/Tx8YGxsTH69++PmJgY3Lp1C/v27cOZM2ekPHZ2dujUqRPmzp0LHx+fv708EBEREREREdGbgIP3RERUrzw9PfH06VNYW1tLs8mB54P3OTk5aN68uTTLvnHjxggNDcWePXtgb2+P5cuXY9WqVQrlNWnSBJ988gnmzZsHIyMjTJkyBQCwZMkSLFq0CMuWLYOdnR28vLxw6NAhNGvWrM4xZ2dnw8TEpMJWuu56TWQyGX766Sd069YNY8aMgY2NDYYOHYo7d+4o9EF5ysrKOHjwIHJzc9G+fXuMGzcOCxcuBABoaGgo5PXx8YGKigqGDRtW4djLaFNVNmzYgEGDBmHSpElo2bIlxo8fj7y8vErztmnTBqdOnUJqaiq6du0KZ2dn+Pv7w8TEpNb1qamp4fjx4zA0NETfvn3h4OCA5cuXQ1lZWSHf2LFjUVBQgDFjxvyt9hERERERERG9KWRCCPG6gyAiIqLnYmJi0KVLF9y8eRPNmzeX0u/evQtLS0vEx8ejbdu2rzHCN9Nnn32GnTt34vLly3U+Nzs7G3p6ejgUcxfacl2FY55tdKs4i4iIiIiIiOjFlP47NCsrS+GbfOVxzXsiIqLX6MCBA5DL5WjRogVu3ryJadOmwc3NTRq4LywsREZGBubNm4dOnTpx4L6c3NxcJCcnY926dRWWXCIiIiIiIiL6J+OyOURERK9RTk6OtASNr68v2rdvjx9++EE6HhMTAwsLCyQmJmLjxo2vMdI305QpU9ClSxe4u7tzyRwiIiIiIiL6V+GyOURERPSfVtufKxIRERERERHVh9r+O5Qz74mIiIiIiIiIiIiI3jAcvCciIiIiIiIiIiIiesNw8J6IiIiIiIiIiIiI6A3DwXsiIiIiIiIiIiIiojeMyusOgIiIiOhNkHAjE3J5sUJah5YNXlM0RERERERE9F/HmfdERERERERERERERG8YDt4TEREREREREREREb1hOHhPRERERERERERERPSG4eA9EREREREREREREdEbhoP3RPSfZ2lpiaCgoNcdhsTDwwPTp09/3WG8MF9fX/Tv3/91h1GlxYsXw8nJSdp/k+K9c+cOZDIZkpKS3ohyiIiIiIiIiOj14eA9Eb0yMpms2s3X1/e1xBUfH48JEyYoxHnw4MHXEktthIaGQl9fv07nvMoXAmvWrEFoaGi917148WLpXlFSUoKpqSmGDx+Ou3fv1qmcWbNmISIiok7nCCGwefNmdOzYEXK5HPr6+nBxcUFQUBCePHlSp7KqY2ZmhoyMDLRu3RoAEBUVBZlMhsePH9dbHaU8PDyk/lRXV4eNjQ0+//xzFBcX13tdRERERERERFR3HLwnolcmIyND2oKCgqCrq6uQtmbNGoX8hYWFrySuxo0bQ0tL65XU9U9XUFBQYx49Pb06v1yorVatWiEjIwO//fYbdu3ahcuXL2Pw4MF1KkMul8PAwKBO54wcORLTp0+Ht7c3IiMjkZSUBH9/f/zwww84fvx4ncqqjrKyMoyNjaGiolJvZVZn/PjxyMjIQEpKCvz8/LBw4UKsWrWq0ry1ufYv6mWWTURERERERPRPxcF7InpljI2NpU1PTw8ymUzaf/bsGfT19bF79254eHhAQ0MD3333HR4+fAgfHx80bdoUWlpacHBwwPfff69QroeHB/z8/DBnzhw0bNgQxsbGWLx4sUKexYsXw9zcHOrq6jA1NYWfn590rOyyOZaWlgCAAQMGQCaTSfuVmTt3LmxsbKClpQUrKyv4+/srvHAoXZ5l27ZtsLS0hJ6eHoYOHYqcnBwpT15eHkaNGgW5XA4TExMEBgbWuV9rqsfX1xenTp3CmjVrpJnWd+7cAQBcu3YNffv2hVwuh5GREUaOHIkHDx4o9O2UKVMwY8YMNGrUCL169QIAXL16FW+//TZ0dXWho6ODrl27Ii0tTaqvdBmayuq+ffs2rK2tKwwSX7lyBUpKSlI5lVFRUYGxsTFMTU3RtWtXjB8/HmfPnkV2dnadr0tt7d69G9u3b8f333+P//3vf2jfvj0sLS3h7e2NkydPwtPTE8DzX3D06tULjRo1gp6eHtzd3XH+/HmFsmQyGTZs2IC33noLmpqaaNasGfbs2SMdL7vczZ07d6SyGzRooPDrlKNHj6JLly7Q19eHgYEB3nnnnWr7rSpaWlowNjaGpaUlpkyZgh49eki/Oim9jsuWLYOpqSlsbGwAAJcvX0b37t2hqakJAwMDTJgwAbm5uVKZRUVF8PPzk2KbO3cuRo8erbA0UVX31ZdffgkHBwdoa2vDzMwMkyZNUii79Fcnhw8fhq2tLbS0tDBo0CDk5eUhLCwMlpaWaNCgAaZOnVrtLwjy8/ORnZ2tsBERERERERG9aTh4T0RvlLlz58LPzw/Jycnw8vLCs2fP0K5dOxw+fBhXrlzBhAkTMHLkSMTFxSmcFxYWBm1tbcTFxWHFihX49NNPER4eDgDYu3cvVq9ejU2bNiE1NRUHDx6Eg4NDpfXHx8cDAEJCQpCRkSHtV0ZHRwehoaG4du0a1qxZg+DgYKxevVohT1paGg4ePIjDhw/j8OHDOHXqFJYvXy4dnz17NiIjI3HgwAEcP34cUVFRSExMrHO/VVfPmjVr4OrqKs2yzsjIkJZncXd3h5OTExISEnD06FH8+eefFWayh4WFQUVFBTExMdi0aRN+//13dOvWDRoaGjh58iQSExMxZswYFBUVVYirsrrNzc0xZswYhISEKOTdunUrunbtiubNm9eqzffu3cP+/fuhrKwMZWVlKb0216Uutm/fDltbW3h7e1c4JpPJoKenBwDIycnB6NGjER0djbNnz6JFixbo27evwssaAPD398d7772HixcvYsSIEfDx8UFycnKFss3MzLBv3z4AQEpKisKvU/Ly8jBjxgzEx8cjIiICSkpKGDBgAEpKSl64nQCgqamp8KIjIiICycnJCA8Px+HDh/HkyRP06dMHDRo0QHx8PPbs2YMTJ05gypQp0jlffPEFtm/fjpCQEMTExCA7O7vSZajK31cAoKSkhLVr1+LKlSsICwvDyZMnMWfOHIXznjx5grVr12Lnzp04evQooqKiMHDgQPz000/46aefsG3bNmzevBl79+6tsp3Lli2Dnp6etJmZmf2tfiMiIiIiIiJ6KQQR0WsQEhIi9PT0pP3bt28LACIoKKjGc/v27Stmzpwp7bu7u4suXboo5Gnfvr2YO3euEEKIwMBAYWNjIwoKCiotz8LCQqxevVraByAOHDhQ+8b8fytWrBDt2rWT9gMCAoSWlpbIzs6W0mbPni06duwohBAiJydHqKmpiZ07d0rHHz58KDQ1NcW0adOqrKd839VUjxDP+6h8mf7+/qJ3794KaXfv3hUAREpKinSek5OTQp758+eLZs2aVdmfo0ePFt7e3tXW/ccffwhlZWURFxcnhBCioKBANG7cWISGhlbZ7oCAAKGkpCS0tbWFpqamACAACD8/vyrPEaLy6+Lo6FhlvOXZ2dmJd999t9o6KlNUVCR0dHTEoUOHpDQAYuLEiQr5OnbsKD766CMhxP89BxcuXBBCCBEZGSkAiMzMzGrrun//vgAgLl++XGk5lSl7XYqLi8XPP/8s1NTUxJw5c4QQz/vFyMhI5OfnS+ds3rxZNGjQQOTm5kppR44cEUpKSuLevXtCCCGMjIzEypUrFfrB3Ny8wj1R/r6qzO7du4WBgYG0HxISIgCImzdvSmkffvih0NLSEjk5OVKal5eX+PDDD6ss99mzZyIrK0vaSu/7iPg7Ii75kcJGREREREREVN+ysrIEAJGVlVVtPs68J6I3iouLi8J+cXExPvvsM7Rp0wYGBgaQy+U4fvw40tPTFfK1adNGYd/ExAT3798HALz//vt4+vQprKysMH78eBw4cKDSWeJ1tXfvXnTp0gXGxsaQy+Xw9/evEJelpSV0dHQqjSstLQ0FBQVwdXWVjjds2BC2trZ1jqW6eqqSmJiIyMhIyOVyaWvZsqUUW6ny1yQpKQldu3aFqqpqneMsG9/bb7+NrVu3AgAOHz6MZ8+e4f3336/2PFtbWyQlJSE+Ph6fffYZnJyc8Nlnnynkqc11qQshBGQyWY357t+/j4kTJ8LGxkaa0Z2bm1uh7rLXu3S/spn31UlLS8OwYcNgZWUFXV1dNGvWDADq3M6vv/4acrkcGhoaePfddzFixAgEBARIxx0cHKCmpibtJycnw9HREdra2lKam5sbSkpKkJKSgqysLPz555/o0KGDdFxZWRnt2rWrUHf5+woAIiMj0atXLzRp0gQ6OjoYNWoUHj58iLy8PCmPlpaWwq8zjIyMYGlpCblcrpBW3f2vrq4OXV1dhY2IiIiIiIjoTcPBeyJ6o5QdFASAwMBArF69GnPmzMHJkyeRlJQELy+vCh+4LD+QLJPJpCVEzMzMkJKSgq+++gqampqYNGkSunXr9rc+iHv27FkMHToUb731Fg4fPowLFy5gwYIFdYpLCPHC9ZdXXT1VKSkpQb9+/ZCUlKSwpaamolu3blK+8tdEU1OzXmIeN24cdu7ciadPnyIkJARDhgyp8cPBampqsLa2RqtWrfC///0PTk5O+Oijj6Tjtb0udWFjY1OrwXVfX18kJiYiKCgIsbGxSEpKgoGBQa3qrs3LgbL69euHhw8fIjg4GHFxcdIyUnVt5/Dhw5GUlIS0tDQ8ffoUW7ZsUbgG5a99dS8yyqaXz1PZvV6+7F9//RV9+/ZF69atsW/fPiQmJuKrr74CoPjx6sru9Re5/4mIiIiIiIjedBy8J6I3WnR0NLy9vTFixAg4OjrCysoKqampdS5HU1MT7777LtauXYuoqCicOXMGly9frjSvqqpqtR+7BICYmBhYWFhgwYIFcHFxQYsWLfDrr7/WKSZra2uoqqri7NmzUlpmZiZu3LhRp3JqQ01NrUKb2rZti6tXr8LS0hLW1tYKW/mB1bLatGmD6OjoWr/8qKxuAOjbty+0tbWxYcMG/PzzzxgzZkzdGoXn68d///330odh6+O6lDds2DDcuHEDP/zwQ4VjQghkZWUBeH6v+vn5oW/fvmjVqhXU1dUVPv5bquz1Lt0v/cVDeaWz3sv238OHD5GcnIyFCxeiR48esLOzQ2Zm5gu1TU9PD9bW1jAzM1P4bkBV7O3tkZSUpDATPiYmBkpKStIvDoyMjHDu3DnpeHFxMS5cuFBj2QkJCSgqKkJgYCA6deoEGxsb/PHHHy/ULiIiIiIiIqJ/Aw7eE9EbzdraGuHh4YiNjUVycjI+/PBD3Lt3r05lhIaGYsuWLbhy5Qpu3bqFbdu2QVNTExYWFpXmt7S0REREBO7du1floKi1tTXS09Oxc+dOpKWlYe3atThw4ECd4pLL5Rg7dixmz56NiIgIXLlyBb6+vlBSqv+/mi0tLREXF4c7d+7gwYMHKCkpweTJk/Ho0SP4+Pjg3LlzuHXrFo4fP44xY8ZU+/JiypQpyM7OxtChQ5GQkIDU1FRs27YNKSkpta4beL6ciq+vL+bPnw9ra+sKy8nUhpWVFby9vbFo0SIA9XNdyhs8eDCGDBkCHx8fLFu2DAkJCfj1119x+PBh9OzZE5GRkVLd27ZtQ3JyMuLi4jB8+PBKf6WwZ88ebN26FTdu3EBAQADOnTun8MHXsiwsLCCTyXD48GH89ddfyM3NRYMGDWBgYIDNmzfj5s2bOHnyJGbMmPG32lhbw4cPh4aGBkaPHo0rV64gMjISU6dOxciRI2FkZAQAmDp1KpYtW4YffvgBKSkpmDZtGjIzM2v8dUHz5s1RVFSEdevWSc/pxo0bX0WziIiIiIiIiN5IHLwnojeav78/2rZtCy8vL3h4eMDY2Bj9+/evUxn6+voIDg6Gm5sb2rRpg4iICBw6dAgGBgaV5g8MDER4eDjMzMzg7OxcaR5vb298/PHHmDJlCpycnBAbGwt/f/+6Ng8rV65Et27d8O6776Jnz57o0qVLpeuD/12zZs2CsrIy7O3t0bhxY6Snp8PU1BQxMTEoLi6Gl5cXWrdujWnTpkFPT6/aFwgGBgY4efIkcnNz4e7ujnbt2iE4OLjKNfArq7vU2LFjUVBQ8EKz7kvNnDkTR44cQVxcXL1dl7JkMhl27NiBL7/8EgcOHIC7uzvatGmDxYsXw9vbG15eXgCArVu3IjMzE87Ozhg5ciT8/PxgaGhYobxPPvkEO3fuRJs2bRAWFobt27fD3t6+0rqbNGmCTz75BPPmzYORkRGmTJkCJSUl7Ny5E4mJiWjdujU+/vhjrFy58m+1sba0tLRw7NgxPHr0CO3bt8egQYPQo0cPrF+/Xsozd+5c+Pj4YNSoUXB1dYVcLoeXlxc0NDSqLdvJyQlffvklvvjiC7Ru3Rrbt2/HsmXLXnaTiIiIiIiIiN5YMlGfiy4TERHVQUxMDDw8PPDbb79JM7f/zWQyGQ4cOFDnF1D/ZCUlJbCzs8PgwYOxZMmS1x1OpbKzs6Gnp4eI+DuQyxU/XtuhZYPXFBURERERERH9W5X+OzQrKwu6urpV5lN5hTEREREBAPLz83H37l34+/tj8ODB/4mB+/+KX3/9FcePH4e7uzvy8/Oxfv163L59G8OGDXvdoRERERERERH9o3DZHCIieuW+//572NraIisrCytWrHjd4VA9UlJSQmhoKNq3bw83NzdcvnwZJ06cgJ2d3esOjYiIiIiIiOgf5YWWzUlLS0NISAjS0tKwZs0aGBoa4ujRozAzM0OrVq1eRpxEREREL0Vtf65IREREREREVB9q++/QOs+8P3XqFBwcHBAXF4f9+/cjNzcXAHDp0iUEBAS8eMRERERERERERERERATgBQbv582bh6VLlyI8PBxqampSuqenJ86cOVOvwRERERERERERERER/RfVefD+8uXLGDBgQIX0xo0b4+HDh/USFBERERERERERERHRf1mdB+/19fWRkZFRIf3ChQto0qRJvQRFRERERERERERERPRfplLXE4YNG4a5c+diz549kMlkKCkpQUxMDGbNmoVRo0a9jBiJiIiIXrorafchlz+tkN6mhdFriIaIiIiIiIj+6+o88/6zzz6Dubk5mjRpgtzcXNjb26Nbt27o3LkzFi5c+DJiJCIiIiIiIiIiIiL6T5EJIcSLnJiWloYLFy6gpKQEzs7OaNGiRX3HRkRERPTSZWdnQ09PDzHnUyGX61Q4zpn3REREREREVJ9K/x2alZUFXV3dKvPVedmcUs2bN0fz5s1f9HQiIiIiIiIiIiIiIqpCnZfNEUJgz549mDRpEgYNGoSBAwcqbERE9N8gk8lw8OBBAMCdO3cgk8mQlJT0WmOiv+9lXEtLS0sEBQXVW3lERERERERE/wV1HryfNm0aRo4cidu3b0Mul0NPT09hIyKif7579+5h6tSpsLKygrq6OszMzNCvXz9ERERUmt/MzAwZGRlo3br1S42rPgeW79+/jw8//BDm5uZQV1eHsbExvLy8cObMmb8f6At4kbb17t0bysrKOHv2bL3F8SquZdkXP0RERERERERUuTovm/Pdd99h//796Nu378uIh4iIXrM7d+7Azc0N+vr6WLFiBdq0aYPCwkIcO3YMkydPxvXr1yuco6ysDGNj49cQ7Yt77733UFhYiLCwMFhZWeHPP/9EREQEHj169MpjKSgoqPM56enpOHPmDKZMmYItW7agU6dO9RKHmpraP+ZalsZLRERERERE9G9U55n3enp6sLKyehmxEBHRG2DSpEmQyWQ4d+4cBg0aBBsbG7Rq1QozZsyocoZ3+VnjUVFRkMlkOHbsGJydnaGpqYnu3bvj/v37+Pnnn2FnZwddXV34+PjgyZMnUjlHjx5Fly5doK+vDwMDA7zzzjtIS0uTjjdr1gwA4OzsDJlMBg8PD+lYSEgI7OzsoKGhgZYtW+Lrr7+uso2PHz/G6dOn8cUXX8DT0xMWFhbo0KED5s+fj7ffflvKJ5PJsGnTJrzzzjvQ0tKCnZ0dzpw5g5s3b8LDwwPa2tpwdXVViDEtLQ3e3t4wMjKCXC5H+/btceLECYX6LS0tsXTpUvj6+kJPTw/jx4+vtm2VCQkJwTvvvIOPPvoIu3btQl5ensLxnJwcDB8+HNra2jAxMcHq1avh4eGB6dOnVxtHZb8AuHr1Kt5++23o6upCR0cHXbt2ldpcvkwA6N+/P3x9fSuN29LSEgAwYMAAyGQyad/X1xf9+/dXyDt9+nSFfvDw8MCUKVMwY8YMNGrUCL169QIAXLt2DX379oVcLoeRkRFGjhyJBw8eVNt/RERERERERG+6Og/eL168GJ988gmePn36MuIhIqLX6NGjRzh69CgmT54MbW3tCsf19fXrVN7ixYuxfv16xMbG4u7duxg8eDCCgoKwY8cOHDlyBOHh4Vi3bp2UPy8vDzNmzEB8fDwiIiKgpKSEAQMGoKSkBABw7tw5AMCJEyeQkZGB/fv3AwCCg4OxYMECfPbZZ0hOTsbnn38Of39/hIWFVRqXXC6HXC7HwYMHkZ+fX20blixZglGjRiEpKQktW7bEsGHD8OGHH2L+/PlISEgAAEyZMkXKn5ubi759++LEiRO4cOECvLy80K9fP6SnpyuUu3LlSrRu3RqJiYnw9/evsm2VEUIgJCQEI0aMQMuWLWFjY4Pdu3cr5JkxYwZiYmLw448/Ijw8HNHR0Th//nyFssrHUd7vv/+Obt26QUNDAydPnkRiYiLGjBmDoqKiavutKvHx8QCev3zIyMiQ9msrLCwMKioqiImJwaZNm5CRkQF3d3c4OTkhISEBR48exZ9//onBgwdXWUZ+fj6ys7MVNiIiIiIiIqI3TZ2XzXn//ffx/fffw9DQEJaWllBVVVU4XtnAABER/TPcvHkTQgi0bNmyXspbunQp3NzcAABjx47F/PnzkZaWJv2Ca9CgQYiMjMTcuXMBPF/KpqwtW7bA0NAQ165dQ+vWrdG4cWMAgIGBgcLSLkuWLEFgYKD04fRmzZrh2rVr2LRpE0aPHl0hLhUVFYSGhmL8+PHYuHEj2rZtC3d3dwwdOhRt2rRRyPvBBx9IA8Fz586Fq6sr/P394eXlBeD5t2A++OADKb+joyMcHR0V+uDAgQP48ccfFQb5u3fvjlmzZkn7d+7cqbRtlTlx4gSePHkixTBixAhs2bJFiiMnJwdhYWHYsWMHevToAeD5YLmpqWmFsqqKo9RXX30FPT097Ny5U/pvvo2NTbXxVaf0Gurr67/Q8jzW1tZYsWKFtL9o0SK0bdsWn3/+uZS2detWmJmZ4caNG5XGumzZMnzyyScvED0RERERERHRq1Pnmfe+vr5ITEzEiBEj8N5778Hb21thIyKify4hBIDny8XUh7ID4UZGRtDS0lJYes3IyAj379+X9tPS0jBs2DBYWVlBV1dXWkqm/Kz1sv766y/cvXsXY8eOlWbUy+VyLF26VGE5m/Lee+89/PHHH/jxxx/h5eWFqKgotG3bFqGhodW2AQAcHBwU0p49eybN3s7Ly8OcOXNgb28PfX19yOVyXL9+vUIbXFxcqoytJlu2bMGQIUOgovL8HbyPjw/i4uKQkpICALh16xYKCwvRoUMH6Rw9PT3Y2tpWKKumOJKSktC1a9cKL+tfl/LxJiYmIjIyUuHal758qur6z58/H1lZWdJ29+7dlx43ERERERERUV3Veeb9kSNHcOzYMXTp0uVlxENERK9RixYtIJPJkJycXGH98RdRdsBXJpNVGACWyWTSkjgA0K9fP5iZmSE4OBimpqYoKSlB69atq/2ga+n5wcHB6Nixo8IxZWXlauPT0NBAr1690KtXLyxatAjjxo1DQECAwnrt5dtQVVppHLNnz8axY8ewatUqWFtbQ1NTE4MGDarQhsqWJaqNR48e4eDBgygsLMSGDRuk9OLiYmzduhVffPFFlS9hStPrEoempma1x5WUlCqUW1hYWO05f6ec8vGWlJSgX79++OKLLyrkNTExqbQudXV1qKur1zlGIiIiIiIiolepzjPvzczMoKur+zJiISKi16xhw4bw8vLCV199VeEDqMDzD72+LA8fPkRycjIWLlyIHj16wM7ODpmZmQp51NTUADwfqC5lZGSEJk2a4NatW7C2tlbYSmfu15a9vX2l7a6L6Oho+Pr6YsCAAXBwcICxsXGFpWgqU1nbKrN9+3Y0bdoUFy9eRFJSkrQFBQUhLCwMRUVFaN68OVRVVaV19AEgOzsbqampdW5PmzZtEB0dXeWAfOPGjZGRkSHtFxcX48qVK9WWqaqqWqGd5csBoPDR3Kq0bdsWV69ehaWlZYXr/6IvSIiIiIiIiIjeBHUevA8MDMScOXNqNRBBRET/PF9//TWKi4vRoUMH7Nu3D6mpqUhOTsbatWvh6ur60upt0KABDAwMsHnzZty8eRMnT57EjBkzFPIYGhpCU1NT+ihpVlYWgOcfxl22bBnWrFmDGzdu4PLlywgJCcGXX35ZaV0PHz5E9+7d8d133+HSpUu4ffs29uzZgxUrVvztJeCsra2xf/9+JCUl4eLFixg2bJjCrwuqUlXbytuyZQsGDRqE1q1bK2xjxozB48ePceTIEejo6GD06NGYPXs2IiMjcfXqVYwZMwZKSkp1XhJpypQpyM7OxtChQ5GQkIDU1FRs27ZNWqKne/fuOHLkCI4cOYLr169j0qRJNb7ksbS0REREBO7duye9oOnevTsSEhLw7bffIjU1FQEBATW+BACAyZMn49GjR/Dx8cG5c+dw69YtHD9+HGPGjKnxRQgRERERERHRm6zOg/cjRoxAZGQkmjdvDh0dHTRs2FBhIyKif7ZmzZrh/Pnz8PT0xMyZM9G6dWv06tULERERCsu01DclJSXs3LkTiYmJaN26NT7++GOsXLlSIY+KigrWrl2LTZs2wdTUVBpoHzduHL755huEhobCwcEB7u7uCA0NrXLmvVwuR8eOHbF69Wp069YNrVu3hr+/P8aPH4/169f/rXasXr0aDRo0QOfOndGvXz94eXmhbdu2NZ5XVdvKSkxMxMWLFyt82BcAdHR00Lt3b2zZsgUA8OWXX8LV1RXvvPMOevbsCTc3N9jZ2UFDQ6NO7TEwMMDJkyeRm5sLd3d3tGvXDsHBwdLSQWPGjMHo0aMxatQouLu7o1mzZvD09Ky2zMDAQISHh8PMzAzOzs4AAC8vL/j7+2POnDlo3749cnJyMGrUqBrjMzU1RUxMDIqLi+Hl5YXWrVtj2rRp0NPTg5JSnf9vDhEREREREdEbQyYqWwC3GmFhYdUeHz169N8KiIiIiOpfXl4emjRpgsDAQIwdO/Z1h/NGyc7Ohp6eHmLOp0Iu16lwvE0Lo9cQFREREREREf1blf47NCsrq9ol6uv8wVoOzhMREb35Lly4gOvXr6NDhw7IysrCp59+CgB/e1kgIiIiIiIiIno16jx4X9bTp08rfMCOH7MlIiJ6M6xatQopKSlQU1NDu3btEB0djUaNGr3usIiIiIiIiIioFuo8eJ+Xl4e5c+di9+7dePjwYYXj/DgcERHR6+fs7IzExMTXHQYRERERERERvaA6D97PmTMHkZGR+PrrrzFq1Ch89dVX+P3337Fp0yYsX778ZcRIRERE9NK1bm7IXxASERERERHRG6POg/eHDh3Ct99+Cw8PD4wZMwZdu3aFtbU1LCwssH37dgwfPvxlxElERERERERERERE9J+hVNcTHj16hGbNmgF4vr79o0ePAABdunTBL7/8Ur/RERERERERERERERH9B9V58N7Kygp37twBANjb22P37t0Ans/I19fXr8/YiIiIiIiIiIiIiIj+k+q8bM4HH3yAixcvwt3dHfPnz8fbb7+NdevWoaioCF9++eXLiJGIiIjopbt56y7kOjrV5rFpbv6KoiEiIiIiIqL/OpkQQvydAtLT05GQkIDmzZvD0dGxvuIiIiIieiWys7Ohp6eHxAtXOHhPREREREREL13pv0OzsrKgq6tbZb46z7wvz9zcHObm/IcsEREREREREREREVF9qfXg/bffflurfKNGjXrhYIiIiIiIiIiIiIiIqA7L5jRo0KDqQmQy5OXloaioCMXFxfUWHBEREdHLxmVziIiIiIiI6FWq7bI5SrUtMDMzs9Lt2rVrGDx4MIQQ6NWrV70ET0T0T2RpaYmgoKCXXo+vry/69+//0uupq1fV/tclKioKMpkMjx8/rveyZTIZDh48WO/l/tPcuXMHMpkMSUlJrzsUIiIiIiIioteu1oP35eXk5GDhwoWwsbFBUlISjh07hqNHj9ZnbEREf8vGjRuho6ODoqIiKS03Nxeqqqro2rWrQt7o6GjIZDLcuHGjxnJDQ0Ohr69f3+H+qx09ehQymQz37t1TSDc2NoaZmZlC2m+//QaZTIbjx4/XWO5/ZbDX19cXMpkMMpkMKioqMDc3x0cffYTMzMx6q+NVv0Co7CWUmZkZMjIy0Lp161cWBxEREREREdGbqs6D9wUFBfjyyy/RrFkz7N27FyEhITh79iw8PT1fRnxERC/M09MTubm5SEhIkNKio6NhbGyM+Ph4PHnyREqPioqCqakpbGxsXkeo/3pdunSBiooKoqKipLTk5GQ8e/YM2dnZuHnzppQeGRkJVVVVuLm5vdIYCwsLX2l9ddWnTx9kZGTgzp07+Oabb3Do0CFMmjTpdYdVwd/pR2VlZRgbG0NFpdaf5CEiIiIiIiL616r14L0QAmFhYWjRogUCAwPx+eef4+rVqxg0aNDLjI+I6IXZ2trC1NRUYcA4KioK3t7eaN68OWJjYxXSS19CFhQUYM6cOWjSpAm0tbXRsWNHqYyoqCh88MEHyMrKkmZCL168uNL6v/zySzg4OEBbWxtmZmaYNGkScnNzpeOlM/iPHTsGOzs7yOVyaYC2VHFxMWbMmAF9fX0YGBhgzpw5KP+pkr1798LBwQGampowMDBAz549kZeXV2lMxcXFGDt2LJo1awZNTU3Y2tpizZo1CnlKZ0SvWrUKJiYmMDAwwOTJkxUGZe/fv49+/fpBU1MTzZo1w/bt26u+EADkcjnat29f4Vp06dIFXbp0qZDeoUMHaGtr4+jRo+jSpYvU/nfeeQdpaWlS3mbNmgEAnJ2dIZPJ4OHhIR0LCQmBnZ0dNDQ00LJlS3z99dfSsdIZ+7t374aHhwc0NDTw3Xff4ddff0W/fv3QoEEDaGtro1WrVvjpp58U2pKYmAgXFxdoaWmhc+fOSElJUTh+6NAhtGvXDhoaGrCyssInn3yi8OuP1NRUdOvWDRoaGrC3t0d4eHi1fVdKXV0dxsbGaNq0KXr37o0hQ4ZU+HVCdW0uKCjAlClTYGJiAg0NDVhaWmLZsmUAni95BAADBgyATCaT9gFgw4YNaN68OdTU1GBra4tt27Yp1CmTybBx40Z4e3tDW1sbS5curfE+W7x4McLCwvDDDz9Iz1FUVFSlv6Q4deoUOnToAHV1dZiYmGDevHkK/enh4QE/Pz/MmTMHDRs2hLGxcZXPJBEREREREdE/Sa2ntjk6OiItLQ1Tp07F9OnToaWlVengUHUL7BMRvWoeHh6IjIzEvHnzADyf1T1nzhyUlJQgMjISPXv2REFBAc6cOYN169YBAD744APcuXMHO3fuhKmpKQ4cOIA+ffrg8uXL6Ny5M4KCgrBo0SJp0FYul1dat5KSEtauXQtLS0vcvn0bkyZNwpw5cxQGVJ88eYJVq1Zh27ZtUFJSwogRIzBr1ixpMDwwMBBbt27Fli1bYG9vj8DAQBw4cADdu3cHAGRkZMDHxwcrVqzAgAEDkJOTg+jo6AoD/KVKSkrQtGlT7N69G40aNUJsbCwmTJgAExMTDB48WMoXGRkJExMTREZG4ubNmxgyZAicnJwwfvx4AM8H+O/evYuTJ09CTU0Nfn5+uH//frXXwtPTE3v37lWow8PDQ7oW48aNk9KHDx8OAMjLy8OMGTPg4OCAvLw8LFq0CAMGDEBSUhKUlJRw7tw5dOjQASdOnECrVq2gpqYGAAgODkZAQADWr18PZ2dnXLhwAePHj4e2tjZGjx4txTB37lwEBgYiJCQE6urqmDBhAgoKCvDLL79AW1sb165dq3B9FyxYgMDAQDRu3BgTJ07EmDFjEBMTAwA4duwYRowYgbVr16Jr165IS0vDhAkTAAABAQEoKSnBwIED0ahRI5w9exbZ2dmYPn16tf1WmVu3buHo0aNQVVWV0mpq89q1a/Hjjz9i9+7dMDc3x927d3H37l0AQHx8PAwNDRESEoI+ffpAWVkZAHDgwAFMmzYNQUFB6NmzJw4fPowPPvgATZs2VfjFXUBAAJYtW4bVq1dDWVm5xvts1qxZSE5ORnZ2NkJCQgAADRs2xB9//KHQzt9//x19+/aFr68vvv32W1y/fh3jx4+HhoaGwgB9WFgYZsyYgbi4OJw5cwa+vr5wc3Or8ls8+fn5yM/Pl/azs7PrfA2IiIiIiIiIXjpRSzKZTNqUlJQqbKXpRERvks2bNwttbW1RWFgosrOzhYqKivjzzz/Fzp07RefOnYUQQpw6dUoAEGlpaeLmzZtCJpOJ33//XaGcHj16iPnz5wshhAgJCRF6enoV6rKwsBCrV6+uMpbdu3cLAwMDaT8kJEQAEDdv3pTSvvrqK2FkZCTtm5iYiOXLl0v7hYWFomnTpsLb21sIIURiYqIAIO7cuVPrPilv0qRJ4r333pP2R48eLSwsLERRUZGU9v7774shQ4YIIYRISUkRAMTZs2el48nJyQJAte0/fvy4ACD++OMPIYQQhoaG4ty5c+Ls2bPC1NRUCCFEenq6ACAiIiIqLeP+/fsCgLh8+bIQQojbt28LAOLChQsK+czMzMSOHTsU0pYsWSJcXV0VzgsKClLI4+DgIBYvXlxp3ZGRkQKAOHHihJR25MgRAUA8ffpUCCFE165dxeeff65w3rZt24SJiYkQQohjx44JZWVlcffuXen4zz//LACIAwcOVFqvEM+vibKystDW1hYaGhoCgAAgvvzyy1q3eerUqaJ79+6ipKSk0joqi6Fz585i/PjxCmnvv/++6Nu3r8J506dPrzL2UpXdZ6X3cany1/N///ufsLW1VYj5q6++EnK5XBQXFwshhHB3dxddunRRKKd9+/Zi7ty5VcYSEBAg9WHZLfHCFZFy89dqNyIiIiIiIqK/KysrSwAQWVlZ1ear9cz7yMjI+nhXQET0Snl6eiIvLw/x8fHIzMyEjY0NDA0N4e7ujpEjRyIvLw9RUVEwNzeHlZUV9uzZAyFEhbXv8/PzYWBgUKe6IyMj8fnnn+PatWvIzs5GUVERnj17hry8PGhrawMAtLS00Lx5c+kcExMTaQZ7VlYWMjIy4OrqKh1XUVGBi4uLNLPe0dERPXr0gIODA7y8vNC7d28MGjQIDRo0qDKujRs34ptvvsGvv/6Kp0+foqCgAE5OTgp5WrVqJc2+Lo3r8uXLAJ6vVV8aR6mWLVvW+BFfNzc3qKmpISoqCo6Ojnj69Cnatm0LIQSys7ORmpqKM2fOQF1dHZ07dwYApKWlwd/fH2fPnsWDBw9QUlICAEhPT6/yo6Z//fUX7t69i7Fjx0q/FACAoqIi6OnpKeQt2wYA8PPzw0cffYTjx4+jZ8+eeO+999CmTRuFPGX3TUxMADxfRsjc3ByJiYmIj4/HZ599JuUpLi7Gs2fP8OTJEyQnJ8Pc3BxNmzaVjpe9vtXx9PTEhg0b8OTJE3zzzTe4ceMGpk6dWus2+/r6olevXrC1tUWfPn3wzjvvoHfv3tXWmZycLP1yoJSbm1uFpZbK9yNQu/usJsnJyXB1dYVMJlOoPzc3F7/99hvMzc0BoMI1KvscVWb+/PmYMWOGtJ+dnV3hw8lEREREREREr1utB+/d3d1fZhxERC+FtbU1mjZtisjISGRmZkp/lxkbG6NZs2aIiYlBZGSktAxNSUkJlJWVkZiYqDB4DVS9PE5lfv31V/Tt2xcTJ07EkiVL0LBhQ5w+fRpjx45VWDu+7LInwPP1w0UVS95URllZGeHh4YiNjcXx48exbt06LFiwAHFxcdJ68GXt3r0bH3/8MQIDA+Hq6godHR2sXLkScXFxCvkqi6t04Lw0vrIDqrWhpaWFDh06IDIyEo8ePUKXLl2kPu7cuTMiIyNx5swZuLq6QkNDAwDQr18/mJmZITg4GKampigpKUHr1q1RUFBQZT2lcQYHB6Njx44Kx8pf09KXKKXGjRsHLy8vHDlyBMePH8eyZcsQGBgoDZIDin1T2geldZaUlOCTTz7BwIEDK8SloaFR6bWtbT9qa2vD2toaALB27Vp4enrik08+wZIlS2rV5rZt2+L27dv4+eefceLECQwePBg9e/ZUWMqoMuXjE0JUSCvfj7W9z2pSWV2V3X/V3a+VUVdXh7q6ep1iISIiIiIiInrVav3BWiKifypPT09ERUUhKipK4YOm7u7uOHbsGM6ePSut3+3s7Izi4mLcv38f1tbWCpuxsTEAQE1NDcXFxdXWmZCQgKKiIgQGBqJTp06wsbGpsJ53TfT09GBiYoKzZ89KaUVFRUhMTFTIJ5PJ4Obmhk8++QQXLlyAmpoaDhw4UGmZ0dHR6Ny5MyZNmgRnZ2dYW1srfAC2Nuzs7FBUVISEhAQpLSUlBY8fP67x3OquRWl66bV4+PAhkpOTsXDhQvTo0QN2dnbIzMxUKK90jfuy18PIyAhNmjTBrVu3KlzDyl5olGdmZoaJEydi//79mDlzJoKDg2s8p1Tbtm2RkpJSoV5ra2soKSnB3t4e6enpCvfCmTNnal1+WQEBAVi1ahX++OOPWrdZV1cXQ4YMQXBwMHbt2oV9+/bh0aNHAJ4PgJe/r+3s7HD69GmFtNjYWNjZ2VUbW23us9o8R/b29oiNjVV46REbGwsdHR00adKk2nOJiIiIiIiI/ulqPfOeiOifytPTE5MnT0ZhYaHCr4jc3d3x0Ucf4dmzZ9KAsY2NDYYPH45Ro0YhMDAQzs7OePDgAU6ePAkHBwf07dsXlpaWyM3NRUREBBwdHaGlpQUtLS2FOps3b46ioiKsW7cO/fr1Q0xMDDZu3Fjn2KdNm4bly5ejRYsWsLOzw5dffqkwSB4XF4eIiAj07t0bhoaGiIuLw19//VXl4Kq1tTW+/fZbHDt2DM2aNcO2bdsQHx9fq0HtUqXLrowfPx6bN2+GiooKpk+fDk1NzRrP9fT0xJIlS5CRkYFZs2ZJ6e7u7li+fDlycnKka9GgQQMYGBhg8+bNMDExQXp6uvTh4VKGhobQ1NTE0aNH0bRpU2hoaEBPTw+LFy+Gn58fdHV18dZbbyE/Px8JCQnIzMxUWC6lvOnTp+Ott96CjY0NMjMzcfLkyRoHqstatGgR3nnnHZiZmeH999+HkpISLl26hMuXL2Pp0qXo2bMnbG1tpfsrOzsbCxYsqHX5ZXl4eKBVq1b4/PPPsX79+hrbvHr1apiYmMDJyQlKSkrYs2cPjI2NpeWOLC0tERERATc3N6irq6NBgwaYPXs2Bg8ejLZt26JHjx44dOgQ9u/fjxMnTlQbW23uM0tLSxw7dgwpKSkwMDCosKQRAEyaNAlBQUGYOnUqpkyZgpSUFAQEBGDGjBlQUuL8AyIiIiIiIvp34798iehfz9PTE0+fPoW1tTWMjIykdHd3d+Tk5KB58+YK612HhIRg1KhRmDlzJmxtbfHuu+8iLi5OytO5c2dMnDgRQ4YMQePGjbFixYoKdTo5OeHLL7/EF198gdatW2P79u1YtmxZnWOfOXMmRo0aBV9fX2n5kQEDBkjHdXV18csvv6Bv376wsbHBwoULERgYiLfeeqvS8iZOnIiBAwdiyJAh6NixIx4+fIhJkybVOa6QkBCYmZnB3d0dAwcOxIQJE2BoaFjjea6urtJyJe3atZPS27dvj+LiYmhqakrLvigpKWHnzp1ITExE69at8fHHH2PlypUK5amoqGDt2rXYtGkTTE1N4e3tDeD58jfffPMNQkND4eDgAHd3d4SGhtb4kqK4uBiTJ0+GnZ0d+vTpA1tbW3z99de17hcvLy8cPnwY4eHhaN++PTp16oQvv/wSFhYWUpsOHDiA/Px8dOjQAePGjVNYH7+uZsyYgeDgYNy9e7fGNsvlcnzxxRdwcXFB+/btcefOHfz000/SIHhgYCDCw8NhZmYGZ2dnAED//v2xZs0arFy5Eq1atcKmTZsQEhKi8KuJytTmPhs/fjxsbW3h4uKCxo0bIyYmpkI5TZo0wU8//YRz587B0dEREydOxNixY7Fw4cIX7jMiIiIiIiKifwqZqMviykRERET/MtnZ2dDT00PihSuQ6+hUm9emufkrioqIiIiIiIj+rUr/HZqVlQVdXd0q83HmPRERERERERERERHRG6bOa94/e/YM69atQ2RkJO7fv4+SkhKF4+fPn6+34IiIiIiIiIiIiIiI/ovqPHg/ZswYhIeHY9CgQejQoQNkMtnLiIuIiIjolbK2Mqv254pEREREREREr1KdB++PHDmCn376CW5ubi8jHiIiIiIiIiIiIiKi/7w6r3nfpEkT6NTwMTciIiIiIiIiIiIiInpxdR68DwwMxNy5c/Hrr7++jHiIiIiIiIiIiIiIiP7z6rxsjouLC549ewYrKytoaWlBVVVV4fijR4/qLTgiIiIiIiIiIiIiov+iOg/e+/j44Pfff8fnn38OIyMjfrCWiIiI/hXS01KhoyOvMZ+Fte0riIaIiIiIiIj+6+o8eB8bG4szZ87A0dHxZcRDRERERERERERERPSfV+c171u2bImnT5++jFiIiIiIiIiIiIiIiAgvMHi/fPlyzJw5E1FRUXj48CGys7MVNiIiIiIiIiIiIiIi+nvqvGxOnz59AAA9evRQSBdCQCaTobi4uH4iIyIiIiIiIiIiIiL6j6rz4H1kZOTLiIOI6IV4eHjAyckJQUFBrzuUevNvbFN9Yd8QERERERER0X9FnZfNcXd3r3YjIqoLDw8PTJ8+vUL6wYMHIZPJXn1A/xAFBQVYsWIFHB0doaWlhUaNGsHNzQ0hISEoLCx83eG9NPv378eSJUukfUtLy3oZyPf19YVMJquw3bx582+X/Xdi6t+//0stv7SdqqqqsLKywqxZs5CXl/fS6iQiIiIiIiKi2qvzzPtST548QXp6OgoKChTS27Rp87eDIiKqSWFhIVRVVV93GK9FQUEBvLy8cPHiRSxZsgRubm7Q1dXF2bNnsWrVKjg7O8PJyel1h/lSNGzY8KWV3adPH4SEhCikNW7c+IXKKigogJqaWn2EVaO/8yyUtrmwsBDR0dEYN24c8vLysGHDhnqtpyavsr+IiIiIiIiI/inqPPP+r7/+wjvvvAMdHR20atUKzs7OChsR0cuwePFiODk5YevWrbCysoK6ujqEEACAoqIiTJkyBfr6+jAwMMDChQulYwDw3XffwcXFBTo6OjA2NsawYcNw//596XhUVBRkMhkiIiLg4uICLS0tdO7cGSkpKdXGNHfuXNjY2EBLSwtWVlbw9/dXmPVeGvO2bdtgaWkJPT09DB06FDk5OVKevLw8jBo1CnK5HCYmJggMDKyxL4KCgvDLL78gIiICkydPhpOTE6ysrDBs2DDExcWhRYsWAID8/Hz4+fnB0NAQGhoa6NKlC+Lj4yu0+9ixY3B2doampia6d++O+/fv4+eff4adnR10dXXh4+ODJ0+eSOd5eHhg6tSpmD59Oho0aAAjIyNs3rwZeXl5+OCDD6Cjo4PmzZvj559/ls4JDQ2Fvr6+QjvK/7qiNv1V9pcaHh4e+PXXX/Hxxx9LM8jz8vKgq6uLvXv3KtR16NAhaGtrK5RVnrq6OoyNjRU2ZWVlAMCpU6fQoUMHqKurw8TEBPPmzUNRUZFCXFOmTMGMGTPQqFEj9OrVCwBw7do19O3bF3K5HEZGRhg5ciQePHggnbd37144ODhAU1MTBgYG6NmzJ/Ly8rB48WKEhYXhhx9+kNoWFRWFO3fuQCaTYffu3fDw8ICGhgY2b978t9tsZmaGYcOGYfjw4Th48KDC9Sj/zKWnp8Pb2xtyuRy6uroYPHgw/vzzT4Vyly5dCkNDQ+jo6GDcuHGYN2+ewgul0l8VLFu2DKamprCxsQFQ+2e1rvcsERERERER0T9RnQfvp0+fjszMTJw9exaampo4evQowsLC0KJFC/z4448vI0YiIgDAzZs3sXv3buzbtw9JSUlSelhYGFRUVBAXF4e1a9di9erV+Oabb6TjBQUFWLJkCS5evIiDBw/i9u3b8PX1rVD+ggULEBgYiISEBKioqGDMmDHVxqOjo4PQ0FBcu3YNa9asQXBwMFavXq2QJy0tDQcPHsThw4dx+PBhnDp1CsuXL5eOz549G5GRkThw4ACOHz+OqKgoJCYmVlvv9u3b0bNnz0pfmKqqqkJbWxsAMGfOHOzbtw9hYWE4f/48rK2t4eXlhUePHimcs3jxYqxfvx6xsbG4e/cuBg8ejKCgIOzYsQNHjhxBeHg41q1bp3BOWFgYGjVqhHPnzmHq1Kn46KOP8P7776Nz5844f/48vLy8MHLkyDoPoNbUX2Xt378fTZs2xaeffoqMjAxkZGRAW1sbQ4cOrTCDPiQkBIMGDYKOjk6d4gGA33//HX379kX79u1x8eJFbNiwAVu2bMHSpUsV8pXehzExMdi0aRMyMjLg7u4OJycnJCQk4OjRo/jzzz8xePBgAEBGRgZ8fHwwZswYJCcnIyoqCgMHDoQQArNmzcLgwYPRp08fqW2dO3eW6po7dy78/PyQnJyMAQMG1FubNTU1FV5AVfbM9e/fH48ePcKpU6cQHh6OtLQ0DBkyRDpn+/bt+Oyzz/DFF18gMTER5ubmlc7kj4iIQHJyMsLDw3H48GEAtX9WX+SeLSs/Px/Z2dkKGxEREREREdEbR9SRsbGxiIuLE0IIoaOjI1JSUoQQQvzwww/Czc2trsUR0X+cu7u7mDZtWoX0AwcOiLJ/RQUEBAhVVVVx//79Cufb2dmJkpISKW3u3LnCzs6uyjrPnTsnAIicnBwhhBCRkZECgDhx4oSU58iRIwKAePr0aa3bsmLFCtGuXTuFmLW0tER2draUNnv2bNGxY0chhBA5OTlCTU1N7Ny5Uzr+8OFDoampWWmflNLU1BR+fn7VxpKbmytUVVXF9u3bpbSCggJhamoqVqxYIYSovN3Lli0TAERaWpqU9uGHHwovLy9p393dXXTp0kXaLyoqEtra2mLkyJFSWkZGhgAgzpw5I4QQIiQkROjp6SnEWNk1rq6/Susu2zcWFhZi9erVCuXGxcUJZWVl8fvvvwshhPjrr7+EqqqqiIqKqrK/Ro8eLZSVlYW2tra0DRo0SAghxP/+9z9ha2urcI999dVXQi6Xi+LiYikuJycnhTL9/f1F7969FdLu3r0rAIiUlBSRmJgoAIg7d+5UGZO3t7dC2u3btwUAERQUVC9tLlt+XFycMDAwEIMHDxZCVP7MHT9+XCgrK4v09HQp7erVqwKAOHfunBBCiI4dO4rJkycr1OXm5iYcHR0V6jYyMhL5+flVxidE7Z7V2tyz5QUEBAgAFbbL5xPEndTrNW5EREREREREf0dWVpYAILKysqrNV+eZ93l5eTA0NATwfO3hv/76CwDg4OCA8+fPv/BLBCKimlhYWFS6BnmnTp0Ull9xdXVFamoqiouLAQAXLlyAt7c3LCwsoKOjAw8PDwBAenq6Qjllv9lhYmICAApLdpS3d+9edOnSBcbGxpDL5fD3969QpqWlpcLMZxMTE6nMtLQ0FBQUwNXVVTresGFD2NraVtsPQogaP+ablpaGwsJCuLm5SWmqqqro0KEDkpOTFfKWbbeRkZG0DFDZtPL9UPYcZWVlGBgYwMHBQeEcoPr+q0x1/VVbHTp0QKtWrfDtt98CALZt2wZzc3N069at2vM8PT2RlJQkbWvXrgUAJCcnw9XVVaHP3dzckJubi99++01Kc3FxUSgvMTERkZGRkMvl0tayZUsAz6+Po6MjevToAQcHB7z//vsIDg5GZmZmrdpYvq4XbfPhw4chl8uhoaEBV1dXdOvWTWHGevlnLjk5GWZmZjAzM5PS7O3toa+vL91XKSkp6NChQ4X4ynNwcKiwzv2LPKu1vWfLmj9/PrKysqTt7t27VeYlIiIiIiIiel3qPHhva2srrQPt5OSETZs24ffff8fGjRulwS4iotrS1dVFVlZWhfTHjx9DV1dXIa10OZi6yMvLQ+/evSGXy/Hdd98hPj4eBw4cAIAKH9wu+zHO0oHakpKSSss9e/Yshg4dirfeeguHDx/GhQsXsGDBgmrLLC23tExRZl3+urCxsakwAF9eadnlB/krG/gv3+7qYq7snMrOK99/SkpKFdpbdnmW6sqt6hpUZ9y4cdIyMiEhIfjggw9qfOGhra0Na2traSv9b1plfVZZ/5a/P0tKStCvXz+FFwJJSUlITU1Ft27doKysjPDwcPz888+wt7fHunXrYGtri9u3b9fYvsqehRdpc+kLi5SUFDx79gz79++XXtBXVk9VL47Kp1fVX9W14e88q3W9b9TV1aGrq6uwEREREREREb1pXmjN+4yMDABAQEAAjh49CnNzc6xduxaff/55vQdIRP9uLVu2REJCQoX0+Pj4Gmeglzp79myF/RYtWkBZWRnXr1/HgwcPsHz5cnTt2hX/j707j8sp/f8H/rrbl/tu1a4kKSWEMAmVLcJkjD1LNHZl34aIsss6YxlL9bE3wxhjiTSVFBKyJkRiJmMMU8pand8ffp2v13JhvgAA761JREFUu03Zyszr+Xjcj8fc17nOdd7XdU73PFznOu9Tr169Sq/kLk1CQgJq1aqFmTNnwsnJCXXr1sWdO3cq1Ya1tTWUlZXl4n/8+DGuX79e7n79+/fHsWPHcP78+RLb8vPzkZeXB2tra6ioqODEiRPitlevXiE5ORl2dnaVivNDMDAwwJMnT5CXlyeWvfnegneloqIiPmHxpgEDBiAzMxOrV6/GlStXMHjw4Hc+hr29PRITE+UmoBMTEyGTyWBmZlbmfk2aNMGVK1dgaWkpd1PA2tpanLiWSCRwcXHB3Llzcf78eaioqIgT1mX1rSzv0ueiGxa1atUqMQFeGnt7e2RmZsqtVL969Sqys7PF68rW1hZJSUly+5X2N17cx/pbJSIiIiIiIvpcVXry3tvbW3x5XOPGjZGRkYEzZ87g7t27ci+sIyKqiNGjRyM9PR1jxozBhQsXcP36dXz//ffYvHkzpkyZUqE27t69i4kTJyItLQ07d+7EmjVrMG7cOACAhYUFVFRUsGbNGty6dQv79+9HUFDQe8dtbW2NzMxM7Nq1C+np6Vi9erU46VpRUqkUvr6+mDJlCqKjo3H58mX4+PhAQaH8n+bx48fDxcUF7dq1w/fff48LFy7g1q1biIiIQIsWLXDjxg1oampi1KhRmDJlCiIjI3H16lUMGzYMT58+ha+v7/t0/Z20aNECGhoa+Pbbb3Hz5k3s2LEDYWFh792upaUljh8/jt9//x0PHz4Uy3V1ddGjRw9MmTIFHTt2RM2aNd/5GKNHj8bdu3fh5+eHa9eu4ZdffsGcOXMwceLEcs/VmDFj8OjRI/Tr1w9JSUm4desWjh49iqFDh6KgoACnT5/GggULkJycjMzMTOzduxd//fWXOAluaWmJixcvIi0tDQ8fPiz1SYU3fcg+l6V9+/Zo2LAhvL29ce7cOSQlJWHQoEFwdXUVU/n4+flh8+bNCA8Px40bNxAcHIyLFy++9SmAj/W3SkRERERERPS5qtTk/atXr2BlZYWrV6+KZRoaGmjSpAlq1KjxwYMjon8/S0tLxMfHIz09HR07dkSzZs0QFhaGsLAw9OrVq0JtDBo0CM+ePUPz5s0xZswY+Pn5Yfjw4QBer/gOCwvDjz/+CHt7eyxatAjLli1777i9vLwwYcIEjB07Fo6OjkhMTERAQECl21m6dCnatGmDL7/8Eu3bt0erVq3QtGnTcvdRVVVFVFQUpk6dig0bNuCLL75As2bNsHr1avj7+8PBwQEAsGjRInz99dcYOHAgmjRpgps3b+LIkSPQ1dV9pz6/Dz09PWzbtg2HDh1CgwYNsHPnTgQGBr53u/PmzUNGRgbq1KlT4n0Ivr6+ePnyJYYOHfpexzAzM8OhQ4eQlJSERo0aYeTIkfD19cWsWbPK3c/U1BQJCQkoKCiAh4cHHBwcMG7cOGhra0NBQQFaWlo4fvw4PD09YWNjg1mzZiEkJASdO3cGAAwbNgy2trZwcnKCgYEBEhIS3hrrh+pzWSQSCfbt2wddXV20adMG7du3h5WVFXbv3i3W8fb2xowZMzB58mQ0adIEt2/fho+PD9TU1Mpt+2P9rRIRERERERF9riRCJZMum5mZ4dixY1WSdoGIiKiitm/fjnHjxuGPP/4o8WLUf6vq2ucOHTrA2NgYW7durepQSpWTkwNtbW1cOpcMmUz61vq1rCuW0ouIiIiIiIioNEX/Ds3Ozi73PWxKlW3Yz88PixcvxqZNm6CkVOndiYiIPqqnT5/i9u3bWLhwIUaMGFGtJrE/lurU56dPn2L9+vXw8PCAoqIidu7ciWPHjiEqKqrKYiIiIiIiIiL6HFV69v306dOIjo7G0aNH0aBBA/Gle0X27t37wYIjIiKqrCVLlmD+/Plo06YNZsyYUdXhfBLVqc8SiQSHDh1CcHAwXrx4AVtbW+zZswft27ev0riIiIiIiIiIPjeVTpszZMiQcreHhoa+V0BEREREn1JFH1ckIiIiIiIi+hA+WtocTs4TEREREREREREREX1cClUdABERERERERERERERyav0yvvGjRtDIpGUKJdIJFBTU4O1tTV8fHzg7u7+QQIkIiIiIiIiIiIiIvqvqfTK+06dOuHWrVvQ1NSEu7s73NzcIJVKkZ6ejmbNmiErKwvt27fHL7/88jHiJSIiIiIiIiIiIiL616v0yvuHDx9i0qRJCAgIkCsPDg7GnTt3cPToUcyZMwdBQUHw8vL6YIESERERfUz3r51HnlRaqX1M7Jt+pGiIiIiIiIjov67SK+8jIiLQr1+/EuV9+/ZFREQEAKBfv35IS0t7/+iIiIiIiIiIiIiIiP6DKj15r6amhsTExBLliYmJUFNTAwAUFhZCVVX1/aMjIiIiIiIiIiIiIvoPqnTaHD8/P4wcORJnz55Fs2bNIJFIkJSUhE2bNuHbb78FABw5cgSNGzf+4MESEREREREREREREf0XSARBECq70/bt2/Hdd9+JqXFsbW3h5+eH/v37AwCePXsGiUQirsQnIiL6VNzc3ODo6IiVK1d+Vm0XCQsLw/jx4/HPP/98tGOQvJycHGhrayPtdCxkzHlPREREREREH1nRv0Ozs7OhpaVVZr1Kp80BAG9vb5w8eRKPHj3Co0ePcPLkSXHiHgDU1dU5cU9E1YqPjw+6d+9eZccPCwuDjo5OlR3/YzIxMcHixYvlyqZNmwaJRILo6Gi58nbt2sn9/+J9xMbGQiKRfNJJ7r179yIoKOiDtWdpaVniRkCfPn1w/fr1D3aMsri5uUEikUAikUBVVRU2NjZYsGABCgoKPvqxiYiIiIiIiOjt3mnyHgDOnj2Lbdu2Yfv27Th//vyHjImIiD4jbm5uiImJkSuLjY2Fubm5XPnLly9x8uRJuLu7f+oQ39urV68AAHp6epDJZB/1WOrq6jA0NPyoxygybNgwZGVlIS0tDf7+/pg1axaWLVtWat2XL19+tDg+ZttEREREREREn6tKT94/ePAAbdu2RbNmzeDv74+xY8eiadOmaNeuHf7666+PESMR0UcXFxeH5s2bQ1VVFSYmJpg+fTry8/MBAL/++it0dHRQWFgIAEhJSYFEIsGUKVPE/UeMGIF+/fpV+HiBgYFwdHTE1q1bYWlpCW1tbfTt2xdPnjwR6xQWFmLx4sWwtraGqqoqLCwsMH/+fHH7pUuX0LZtW6irq0NfXx/Dhw9Hbm6uuL3oaYMFCxbAyMgIOjo6mDt3LvLz8zFlyhTo6emhZs2a2LJli1xsv//+O/r06QNdXV3o6+vDy8sLGRkZZfbF3d0dCQkJ4ng9efIE58+fx/Tp0xEbGyvWO336NJ49eyZO3icmJqJNmzZQV1eHubk5/P39kZeXJ9bftm0bnJycIJPJYGxsjP79++PBgwcAgIyMDLEdXV1dSCQS+Pj4yI3d1KlToaenB2NjYwQGBsrFnJ2djeHDh8PQ0BBaWlpo27YtLly4UOL8bNmyBVZWVlBVVYUgCHBzc8P48eMB/N/K/+KfojjS09Ph5eUFIyMjSKVSNGvWDMeOHROP4ebmhjt37mDChAnivkDpT2msW7cOderUgYqKCmxtbbF161a57RKJBJs2bcJXX30FDQ0N1K1bF/v37y/znBXR0NCAsbExLC0tMXbsWLRr1w779u0D8H/Xz8KFC2FqagobGxsAb7/u8vPz4e/vDx0dHejr62PatGkYPHiw3JMvbm5uGDt2LCZOnIgaNWqgQ4cOAIDly5ejQYMG0NTUhLm5OUaPHi3XdtHYHDhwALa2ttDQ0EDPnj2Rl5eH8PBwWFpaQldXF35+fnyCgIiIiIiIiD57lZ689/PzQ05ODq5cuYJHjx7h8ePHuHz5MnJycuDv7/8xYiQi+qh+//13eHp6olmzZrhw4QLWrVuHzZs3Izg4GADQpk0bcUIaeD3RX6NGDcTFxYltxMbGwtXVtVLHTU9Px759+3DgwAEcOHAAcXFxWLRokbh9xowZWLx4MQICAnD16lXs2LEDRkZGAICnT5+iU6dO0NXVxZkzZ/Djjz/i2LFjGDt2rNwxfvvtN/zxxx84fvw4li9fjsDAQHTt2hW6uro4ffo0Ro4ciZEjR+Lu3btiu+7u7pBKpTh+/DhOnDgBqVSKTp06lbk62t3dHbm5uThz5gwAID4+HjY2NujZsyfOnDmDp0+fAgBiYmJQs2ZNWFtb49KlS/Dw8ECPHj1w8eJF7N69GydOnJCL/+XLlwgKCsKFCxewb98+3L59W5wYNzc3x549ewAAaWlpyMrKwqpVq8R9w8PDoampidOnT2PJkiWYN28eoqKiAACCIKBLly64f/8+Dh06hLNnz6JJkyZo164dHj16JLZx8+ZNREREYM+ePUhJSSnR75YtWyIrK0v8/Pbbb1BTU0ObNm0AALm5ufD09MSxY8dw/vx5eHh4oFu3bsjMzATwOgVPzZo1MW/ePLGN0vz8888YN24cJk2ahMuXL2PEiBEYMmRIiacd5s6di969e+PixYvw9PSEt7e3XH8qQl1dXXzKAACio6ORmpqKqKgoHDhwoELX3eLFi7F9+3aEhoYiISEBOTk54g2BN4WHh0NJSQkJCQnYsGEDAEBBQQGrV6/G5cuXER4ejt9++w1Tp06V2+/p06dYvXo1du3ahcjISMTGxqJHjx44dOgQDh06hK1bt+KHH37ATz/9VGY/X7x4gZycHLkPERERERERUbUjVJKWlpaQlJRUovz06dOCtrZ2ZZsjIvokBg8eLHh5eZW67dtvvxVsbW2FwsJCsez7778XpFKpUFBQIAiCIDRp0kRYtmyZIAiC0L17d2H+/PmCioqKkJOTI2RlZQkAhNTU1DKPHxoaKvcbOWfOHEFDQ0PIyckRy6ZMmSK0aNFCEARByMnJEVRVVYWNGzeW2t4PP/wg6OrqCrm5uWLZwYMHBQUFBeH+/ftin2vVqiX2QRAEwdbWVmjdurX4PT8/X9DU1BR27twpCIIgbN68ucRYvHjxQlBXVxeOHDlSZv/MzMyEBQsWiP0YPXq0IAiCUK9ePeHo0aOCIAiCu7u7MHDgQEEQBGHgwIHC8OHD5dqIj48XFBQUhGfPnpV6jKSkJAGA8OTJE0EQBCEmJkYAIDx+/Fiunqurq9CqVSu5smbNmgnTpk0TBEEQoqOjBS0tLeH58+dyderUqSNs2LBBEITX50dZWVl48OBBibbHjRtXIraHDx8KderUEftdFnt7e2HNmjXi91q1agkrVqyQq1P8WmnZsqUwbNgwuTq9evUSPD09xe8AhFmzZonfc3NzBYlEIhw+fLjMWN7sS0FBgXD48GFBRUVFmDp1qiAIr68fIyMj4cWLF+I+FbnujIyMhKVLl4rb8/PzBQsLC7m/P1dXV8HR0bHM2IpEREQI+vr64vfQ0FABgHDz5k2xbMSIEYKGhoZ4XQiCIHh4eAgjRowos905c+YIAEp80k7HCn9cSa7Uh4iIiIiIiKiysrOzBQBCdnZ2ufUqvfK+sLAQysrKJcqVlZXFlBJERJ+T1NRUODs7i2lLAMDFxQW5ubm4d+8egNdpPmJjYyEIAuLj4+Hl5QUHBwecOHECMTExMDIyQr169QAAUqlU/IwcObLM41paWsrlTzcxMRHTwqSmpuLFixdo165dmTE3atQImpqacjEXFhYiLS1NLKtfvz4UFP7vp97IyAgNGjQQvysqKkJfX1887tmzZ3Hz5k3IZDKxD3p6enj+/DnS09PL7EvR+ACvn0Jwc3MDALi6uiI2NhYvXrzAqVOn0LZtW/E4YWFhcmPl4eGBwsJC3L59GwBw/vx5eHl5oVatWpDJZGKbRSvXy9OwYUO572+O7dmzZ5Gbmwt9fX2549++fVuuj7Vq1YKBgcFbj/Xq1St8/fXXsLCwkFv9n5eXh6lTp8Le3h46OjqQSqW4du1aheJ/U2pqKlxcXOTKXFxckJqaWmafNTU1IZPJxD6XZe3atZBKpVBTU8OXX36JAQMGYM6cOeL2Bg0aQEVFRS6W8q677Oxs/Pnnn2jevLm4XVFREU2bNi1xbCcnpxJlMTEx6NChA8zMzCCTyTBo0CD8/fffcumUNDQ0UKdOHfG7kZERLC0tIZVK5crK6/uMGTOQnZ0tfoqePCEiIiIiIiKqTpQqu0Pbtm0xbtw47Ny5E6ampgBep5yYMGFCmZNMRETVmSAIchP3RWUAxHI3Nzds3rwZFy5cgIKCAuzt7eHq6oq4uDg8fvxYLmXOmylWtLS0yjxu8RuhEolEvAmqrq5e6ZjfbKe8Y5R33MLCQjRt2hTbt28v0W55E9nu7u4YN24c/v77b5w/f15MHePq6oo1a9agY8eOcvnuCwsLMWLEiFLTrVlYWCAvLw8dO3ZEx44dsW3bNhgYGCAzMxMeHh4Vernp2/poYmIil4+/yJu55t+coC7PqFGjkJmZiTNnzkBJ6f/+tzplyhQcOXIEy5Ytg7W1NdTV1dGzZ893ejlraddn8bLy+lwWb29vzJw5E6qqqjA1NYWioqLc9uJjUNHrrqy/p/LavnPnDjw9PTFy5EgEBQVBT08PJ06cgK+vr1wqn8pe06VRVVWFqqpqmduJiIiIiIiIqoNKT95/99138PLygqWlJczNzSGRSJCZmYkGDRpg27ZtHyNGIqKPyt7eHnv27JGbmExMTIRMJoOZmRmA/8t7v3LlSri6ukIikcDV1RULFy7E48ePMW7cOLE9a2vr946pbt26UFdXR3R0NL755ptSYw4PD0deXp44CZqQkAAFBQXxxaLvokmTJti9e7f4IteKcnd3R15eHpYvX466deuKufldXV0xePBgHDx4ELVr10atWrXE41y5cqXMsbp06RIePnyIRYsWwdzcHACQnJwsV6doRXhlX0zapEkT3L9/H0pKSrC0tKzUvsUtX74cu3fvxsmTJ6Gvry+3LT4+Hj4+Pvjqq68AvM6BX/zFvyoqKm+N387ODidOnMCgQYPEssTERNjZ2b1X7ACgra1dqev1bdedtrY2jIyMkJSUhNatWwN4fX7Onz8PR0fHcttOTk5Gfn4+QkJCxKdFIiIi3q1jRERERERERP8ClU6bY25ujnPnzuHgwYMYP348/P39xRf+1axZ82PESET0QWRnZyMlJUXuk5mZidGjR+Pu3bvw8/PDtWvX8Msvv2DOnDmYOHGiOImora0NR0dHbNu2TUzf0qZNG5w7dw7Xr18Xyz4UNTU1TJs2DVOnTsX//vc/pKen49SpU9i8eTOA1yum1dTUMHjwYFy+fBkxMTHw8/PDwIEDxYnzd+Ht7Y0aNWrAy8sL8fHxuH37NuLi4jBu3DgxhVBprKysYGFhgTVr1sg9hWBqaopatWph/fr14qp7AJg2bRpOnjyJMWPGICUlBTdu3MD+/fvh5+cH4PXqexUVFaxZswa3bt3C/v37ERQUJHfMWrVqQSKR4MCBA/jrr7+Qm5tboT62b98ezs7O6N69O44cOYKMjAwkJiZi1qxZJW4QlOfYsWOYOnUqli1bhho1auD+/fu4f/8+srOzAby+ibN3716kpKTgwoUL6N+/f4nV4JaWljh+/Dh+//13PHz4sNTjTJkyBWFhYVi/fj1u3LiB5cuXY+/evZg8eXKFY/1QKnLd+fn5YeHChfjll1+QlpaGcePG4fHjx2Wu2C9Sp04d5Ofni+d869atWL9+/afoFhEREREREVG1VKnJ+/z8fCgpKeHy5cvo0KED/Pz84O/vj/bt23+s+IiIPpjY2Fg0btxY7jN79myYmZnh0KFDSEpKQqNGjTBy5Ej4+vpi1qxZcvu7u7ujoKBAnKjX1dWFvb09DAwMPsgq6OICAgIwadIkzJ49G3Z2dujTp4+Yx1tDQwNHjhzBo0eP0KxZM/Ts2RPt2rXDd999917H1NDQwPHjx2FhYYEePXrAzs4OQ4cOxbNnz966Et/d3R1PnjwpcSPD1dUVT548kZu8b9iwIeLi4nDjxg20bt0ajRs3RkBAAExMTAC8TtETFhaGH3/8Efb29li0aBGWLVsm166ZmRnmzp2L6dOnw8jICGPHjq1QHyUSCQ4dOoQ2bdpg6NChsLGxQd++fZGRkVGpGx8nTpxAQUEBRo4cCRMTE/FT9BTGihUroKuri5YtW6Jbt27w8PBAkyZN5NqYN28eMjIyUKdOnTLTEnXv3h2rVq3C0qVLUb9+fWzYsAGhoaEf/IZRRVTkups2bRr69euHQYMGwdnZWXyfgZqaWrltOzo6Yvny5Vi8eDEcHBywfft2LFy48GN3iYiIiIiIiKjakgilJaItR506dbB37140atToY8VERERE/xKFhYWws7ND7969Szw9UV3k5ORAW1sbaadjIXvjxbcVYWJf8mW8REREREREROUp+ndodnZ2uYslK502Z9asWZgxYwYePXr0XgESERHRv8+dO3ewceNGXL9+HZcuXcKoUaNw+/Zt9O/fv6pDIyIiIiIiIvqsVPqFtatXr8bNmzfFPMZFL6wrcu7cuQ8WHBEREX1eFBQUEBYWhsmTJ0MQBDg4OODYsWMfJbUUERERERER0b9ZpSfvvby83vrSOSIiIvpvMjc3R0JCQlWHQURERERERPTZq3TOeyIiIqJ/k4rmGiQiIiIiIiL6ED54zvunT59izJgxMDMzg6GhIfr374+HDx9+kGCJiIiIiIiIiIiIiOj/VHjyfs6cOQgLC0OXLl3Qt29fREVFYdSoUR8zNiIiIiIiIiIiIiKi/6QK57zfu3cvNm/ejL59+wIABgwYABcXFxQUFEBRUfGjBUhERERERERERERE9F9T4cn7u3fvonXr1uL35s2bQ0lJCX/88QfMzc0/SnBEREREn8rDiwl4IdV8rzYMHNt8oGiIiIiIiIjov67CaXMKCgqgoqIiV6akpIT8/PwPHhQRERERERERERER0X9ZhVfeC4IAHx8fqKqqimXPnz/HyJEjoan5f6vU9u7d+2EjJCIiIiIiIiIiIiL6j6nw5P3gwYNLlA0YMOCDBkNERERERERERERERJWYvA8NDf2YcRARERERERERERER0f9X4Zz3REREnxNLS0usXLmyqsOgSnJzc8P48eOrOgwiIiIiIiKiKsfJeyKi/ygfHx907969SmM4f/48evXqBSMjI6ipqcHGxgbDhg3D9evXqzSud+Xj4wOJRFLu598mLCwMOjo6ld4vNjYWEokE//zzj1z53r17ERQU9GGCIyIiIiIiIvqMcfKeiIiqxIEDB/DFF1/gxYsX2L59O1JTU7F161Zoa2sjICDgndt9+fLlB4yyclatWoWsrCzxA7xOO1e8rEhVxvohvHr16oO3qaenB5lM9sHbJSIiIiIiIvrccPKeiIhKFRcXh+bNm0NVVRUmJiaYPn068vPzAQC//vordHR0UFhYCABISUmBRCLBlClTxP1HjBiBfv36ldr206dPMWTIEHh6emL//v1o3749ateujRYtWmDZsmXYsGEDAKCgoAC+vr6oXbs21NXVYWtri1WrVsm1VfQEwcKFC2FqagobGxtx25MnT9C/f39IpVKYmppizZo1cvtmZmbCy8sLUqkUWlpa6N27N/78809xe2BgIBwdHbF161ZYWlpCW1sbffv2xZMnT0rtl7a2NoyNjcUPAOjo6Ijf+/bti7Fjx2LixImoUaMGOnToAABYvnw5GjRoAE1NTZibm2P06NHIzc0V2y1a3X7kyBHY2dlBKpWiU6dOcjcDYmNj0bx5c2hqakJHRwcuLi64c+eOXD82bNgAc3NzaGhooFevXnKr3gsLCzFv3jzUrFkTqqqqcHR0RGRkpLg9IyMDEokEERERcHNzg5qaGrZt24YhQ4YgOztbfLIgMDAQALBt2zY4OTlBJpPB2NgY/fv3x4MHD8S23N3dAQC6urqQSCTw8fEBUDJtzuPHjzFo0CDo6upCQ0MDnTt3xo0bNyo1NkRERERERESfI07eExFRCb///js8PT3RrFkzXLhwAevWrcPmzZsRHBwMAGjTpg2ePHmC8+fPA3g90V+jRg3ExcWJbcTGxsLV1bXU9o8cOYKHDx9i6tSppW4vSsNSWFiImjVrIiIiAlevXsXs2bPx7bffIiIiQq5+dHQ0UlNTERUVhQMHDojlS5cuRcOGDXHu3DnMmDEDEyZMQFRUFABAEAR0794djx49QlxcHKKiopCeno4+ffrItZ2eno59+/bhwIEDOHDgAOLi4rBo0aJKjKa88PBwKCkpISEhQbxJoaCggNWrV+Py5csIDw/Hb7/9VmJsnj59imXLlmHr1q04fvw4MjMzMXnyZABAfn4+unfvDldXV1y8eBEnT57E8OHD5dL03Lx5ExEREfj1118RGRmJlJQUjBkzRty+atUqhISEYNmyZbh48SI8PDzw5Zdfyk2UA8C0adPg7++P1NRUtGvXDitXroSWlpb4ZEFRTC9fvkRQUBAuXLiAffv24fbt2+IEvbm5Ofbs2QMASEtLQ1ZWVombMkV8fHyQnJyM/fv34+TJkxAEAZ6ennKr/ssbm9K8ePECOTk5ch8iIiIiIiKi6kapqgMgIqLqZ+3atTA3N8d3330HiUSCevXq4Y8//sC0adMwe/ZsaGtrw9HREbGxsWjatCliY2MxYcIEzJ07F0+ePEFeXh6uX78ONze3UtsvmhCuV69euXEoKytj7ty54vfatWsjMTERERER6N27t1iuqamJTZs2QUVFRW5/FxcXTJ8+HQBgY2ODhIQErFixAh06dMCxY8dw8eJF3L59G+bm5gCArVu3on79+jhz5gyaNWsG4PUNhLCwMDGVy8CBAxEdHY358+dXYkT/j7W1NZYsWSJX9uZK89q1ayMoKAijRo3C2rVrxfJXr15h/fr1qFOnDgBg7NixmDdvHgAgJycH2dnZ6Nq1q7jdzs5O7hjPnz9HeHg4atasCQBYs2YNunTpgpCQEBgbG2PZsmWYNm0a+vbtCwBYvHgxYmJisHLlSnz//fdysfbo0UP8rq2tDYlEIj5pUGTo0KHif1tZWWH16tVo3rw5cnNzIZVKoaenBwAwNDQsM2f+jRs3sH//fiQkJKBly5YAgO3bt8Pc3Bz79u1Dr1693jo2pVm4cKHcdUVERERERERUHXHlPRERlZCamgpnZ2e5ldsuLi7Izc3FvXv3ALxObxIbGwtBEBAfHw8vLy84ODjgxIkTiImJgZGRUZmT84IgVDiW9evXw8nJCQYGBpBKpdi4cSMyMzPl6jRo0KDExD0AODs7l/iempoq9tHc3FycuAcAe3t76OjoiHUAwNLSUi4Hu4mJiZj+5V04OTmVKIuJiUGHDh1gZmYGmUyGQYMG4e+//0ZeXp5YR0NDQ5ycLh6Hnp4efHx84OHhgW7duom5999kYWEhTtwDr8eisLAQaWlpyMnJwR9//AEXFxe5fVxcXOTGoqz4S3P+/Hl4eXmhVq1akMlk4o2c4ueuPKmpqVBSUkKLFi3EMn19fdja2srFVd7YlGbGjBnIzs4WP3fv3q1wTERERERERESfCifviYioBEEQ5Cbui8oAiOVubm6Ij4/HhQsXoKCgAHt7e7i6uiIuLq7clDkAxLz0165dKzeOiIgITJgwAUOHDsXRo0eRkpKCIUOGlHjRq6amZoX7VhR/aX0srVxZWbnE/kW5/t9F8Vjv3LkDT09PODg4YM+ePTh79qy40v3N1DClxfHmTZDQ0FCcPHkSLVu2xO7du2FjY4NTp06VGUdRH9/sa2nnvHhZRcY6Ly8PHTt2hFQqxbZt23DmzBn8/PPPACr3kt6ybvJU5ByVd4NIVVUVWlpach8iIiIiIiKi6oaT90REVIK9vT0SExPlJkATExMhk8lgZmYG4P/y3q9cuRKurq6QSCRwdXVFbGzsWyfvO3bsiBo1apRIH1Ok6EWq8fHxaNmyJUaPHo3GjRvD2toa6enpFe5H8cnrU6dOiU8D2NvbIzMzU27V9dWrV5GdnV0i5czHlJycjPz8fISEhOCLL76AjY0N/vjjj3dqq3HjxpgxYwYSExPh4OCAHTt2iNsyMzPl2j158iQUFBRgY2MDLS0tmJqa4sSJE3LtJSYmvnUsVFRUUFBQIFd27do1PHz4EIsWLULr1q1Rr169Eivhi56UKL7vm+zt7ZGfn4/Tp0+LZX///TeuX7/+Sc8RERERERERUVXg5D0R0X9YdnY2UlJS5D6ZmZkYPXo07t69Cz8/P1y7dg2//PIL5syZg4kTJ0JB4fX/Oory3m/btk1MidKmTRucO3eu3Hz3wP/lqD948CC+/PJLHDt2DBkZGUhOTsbUqVMxcuRIAK/zwycnJ+PIkSO4fv06AgICcObMmQr3LyEhAUuWLMH169fx/fff48cff8S4ceMAAO3bt0fDhg3h7e2Nc+fOISkpCYMGDYKrq2uFU8N8CHXq1EF+fj7WrFmDW7duYevWrVi/fn2l2rh9+zZmzJiBkydP4s6dOzh69GiJCW41NTUMHjwYFy5cQHx8PPz9/dG7d28xV/2UKVOwePFi7N69G2lpaZg+fTpSUlLE8SqLpaUlcnNzER0djYcPH+Lp06ewsLCAioqK2Kf9+/cjKChIbr9atWpBIpHgwIED+Ouvv5Cbm1ui7bp168LLywvDhg3DiRMncOHCBQwYMABmZmbw8vKq1BgRERERERERfW44eU9E9B8WGxuLxo0by31mz54NMzMzHDp0CElJSWjUqBFGjhwJX19fzJo1S25/d3d3FBQUiBP1urq6sLe3h4GBwVtXRnt5eSExMRHKysro378/6tWrh379+iE7OxvBwcEAgJEjR6JHjx7o06cPWrRogb///hujR4+ucP8mTZqEs2fPonHjxggKCkJISAg8PDwAvE6tsm/fPujq6qJNmzZo3749rKyssHv37kqM4PtzdHTE8uXLsXjxYjg4OGD79u1YuHBhpdrQ0NDAtWvX8PXXX8PGxgbDhw/H2LFjMWLECLGOtbU1evToAU9PT3Ts2BEODg5yL8T19/fHpEmTMGnSJDRo0ACRkZHYv38/6tatW+6xW7ZsiZEjR6JPnz4wMDDAkiVLYGBggLCwMPz444+wt7fHokWLsGzZMrn9zMzMMHfuXEyfPh1GRkYYO3Zsqe2HhoaiadOm6Nq1K5ydnSEIAg4dOlQiVQ4RERERERHRv41EqMxbA4mIiOizExgYiH379iElJaWqQ6mWcnJyoK2tjfT4Q5BJK/7+hNIYOLb5QFERERERERHRv1XRv0Ozs7PLfQ8bV94TEREREREREREREVUznLwnIiIiIiIiIiIiIqpmmDaHiIiI/tMq+rgiERERERER0YfAtDlERERERERERERERJ8pTt4TEREREREREREREVUznLwnIiIiIiIiIiIiIqpmOHlPRERERERERERERFTNKFV1AERERETVwaOkI3ilqfHB2tN37vLB2iIiIiIiIqL/Hq68JyIiIiIiIiIiIiKqZjh5T0RERERERERERERUzXDynoiIiIiIiIiIiIiomuHkPRERERERERERERFRNcPJeyKiT+zp06f4+uuvoaWlBYlEgn/++aeqQ6qQ2NjYahNvYGAgHB0dxe8+Pj7o3r17lcVDFVf83JUmIyMDEokEKSkpnyQmIiIiIiIiouqIk/dE9K8lkUjK/fj4+FRJXOHh4YiPj0diYiKysrKgra1dJXGUx83NDePHj5cra9my5SeLd8+ePXBzc4O2tjakUikaNmyIefPm4dGjR6XWX7VqFcLCwj56XB/6JkFl+/lvMHnyZERHR4vfSxtTc3NzZGVlwcHB4RNHR0RERERERFR9cPKeiP61srKyxM/KlSuhpaUlV7Zq1Sq5+q9evfokcaWnp8POzg4ODg4wNjaGRCKpdBsFBQUoLCz8CNGVTUVF5Z3jrYyZM2eiT58+aNasGQ4fPozLly8jJCQEFy5cwNatW0vdR1tbGzo6Oh81rg/tXfr5byCVSqGvr19uHUVFRRgbG0NJSekTRUVERERERERU/XDynoj+tYyNjcWPtrY2JBKJ+P358+fQ0dFBREQE3NzcoKamhm3btuHvv/9Gv379ULNmTWhoaKBBgwbYuXOnXLtubm7w9/fH1KlToaenB2NjYwQGBsrVCQwMhIWFBVRVVWFqagp/f39x35CQEBw/fhwSiQRubm4AgMePH2PQoEHQ1dWFhoYGOnfujBs3bojthYWFQUdHBwcOHIC9vT1UVVVx584dWFpaIjg4GIMGDYJUKkWtWrXwyy+/4K+//oKXlxekUikaNGiA5ORksa239dHHxwdxcXFYtWqV+JRCRkaGXNqc7OxsqKurIzIyUq7fe/fuhaamJnJzcwEAv//+O/r06QNdXV3o6+vDy8sLGRkZZZ6zpKQkLFiwACEhIVi6dClatmwJS0tLdOjQAXv27MHgwYNL3a/46m03Nzf4+flh/Pjx0NXVhZGREX744Qfk5eVhyJAhkMlkqFOnDg4fPizuU1BQAF9fX9SuXRvq6uqwtbWVu8ETGBiI8PBw/PLLL+K4xMbGfvR+rlu3DnXq1IGKigpsbW1LTOxLJBJs2LABXbt2hYaGBuzs7HDy5EncvHkTbm5u0NTUhLOzM9LT0+X64ujoiC1btsDCwgJSqRSjRo1CQUEBlixZAmNjYxgaGmL+/PniPqWlsvnnn3/kxqHoGomOjoaTkxM0NDTQsmVLpKWllTh2eWNa2rGuXr0KT09PSKVSGBkZYeDAgXj48KG4/aeffkKDBg2grq4OfX19tG/fHnl5eWWeAyIiIiIiIqLqjpP3RPSfNm3aNPj7+yM1NRUeHh54/vw5mjZtigMHDuDy5csYPnw4Bg4ciNOnT8vtFx4eDk1NTZw+fRpLlizBvHnzEBUVBeD1JOKKFSuwYcMG3LhxA/v27UODBg0AvJ7cHjZsGJydnZGVlYW9e/cCeD35nJycjP379+PkyZMQBAGenp5yTwM8ffoUCxcuxKZNm3DlyhUYGhoCAFasWAEXFxecP38eXbp0wcCBAzFo0CAMGDAA586dg7W1NQYNGgRBEADgrX1ctWoVnJ2dMWzYMPEpBXNzc7n+a2tro0uXLti+fbtc+Y4dO8SbBk+fPoW7uzukUimOHz+OEydOQCqVolOnTnj58mWp52P79u2QSqUYPXp0qdsrs7o+PDwcNWrUQFJSEvz8/DBq1Cj06tULLVu2xLlz5+Dh4YGBAwfi6dOnAIDCwkLUrFkTERERuHr1KmbPno1vv/0WERERAF6ne+nduzc6deokjkvLli0/aj9//vlnjBs3DpMmTcLly5cxYsQIDBkyBDExMXL1g4KCMGjQIKSkpKBevXro378/RowYgRkzZog3bsaOHSu3T3p6Og4fPozIyEjs3LkTW7ZsQZcuXXDv3j3ExcVh8eLFmDVrFk6dOlXhMS8yc+ZMhISEIDk5GUpKShg6dGip9coa0+KysrLg6uoKR0dHJCcnIzIyEn/++Sd69+4tbu/Xrx+GDh2K1NRUxMbGokePHuI1X9yLFy+Qk5Mj9yEiIiIiIiKqbvg8OhH9p40fPx49evSQK5s8ebL4335+foiMjMSPP/6IFi1aiOUNGzbEnDlzAAB169bFd999h+joaHTo0AGZmZkwNjZG+/btoaysDAsLCzRv3hwAoKenBw0NDTEFDQDcuHED+/fvR0JCgjhxuX37dpibm2Pfvn3o1asXgNdpfdauXYtGjRrJxevp6YkRI0YAAGbPno1169ahWbNm4n7Tpk2Ds7Mz/vzzTxgbG8PMzKzcPmpra0NFRQUaGhpijKXx9vbGoEGD8PTpU2hoaCAnJwcHDx7Enj17AAC7du2CgoICNm3aJKbaCQ0NhY6ODmJjY9GxY8cSbd64cQNWVlZQVlYu87gV1ahRI8yaNQsAMGPGDCxatAg1atTAsGHD5Mbq4sWL+OKLL6CsrIy5c+eK+9euXRuJiYmIiIhA7969IZVKoa6ujhcvXsiNy7Zt2z5aP5ctWwYfHx9xkn/ixIk4deoUli1bBnd3d7HekCFDxInsovMdEBAADw8PAMC4ceMwZMgQubYLCwuxZcsWyGQy2Nvbw93dHWlpaTh06BAUFBRga2uLxYsXIzY2Fl988UXFBv3/mz9/PlxdXQEA06dPR5cuXfD8+XOoqanJ1StrTItbt24dmjRpggULFohlW7Zsgbm5Oa5fv47c3Fzk5+ejR48eqFWrFgCIN8xKs3DhQrlzTURERERERFQdceU9Ef2nOTk5yX0vKCjA/Pnz0bBhQ+jr60MqleLo0aPIzMyUq9ewYUO57yYmJnjw4AEAoFevXnj27BmsrKwwbNgw/Pzzz8jPzy8zhtTUVCgpKcndHNDX14etrS1SU1PFMhUVlRLHLR6LkZERAPmJy6Kyovgq2se36dKlC5SUlLB//34Ar1++KpPJxMnqs2fP4ubNm5DJZJBKpZBKpdDT08Pz58/lUri8SRCED5ZT/81xUVRUhL6+frnjAgDr16+Hk5MTDAwMIJVKsXHjxreOy8fsZ2pqKlxcXOTKXFxc5K6L4n0t6xp4/vy53ApzS0tLyGQyuTr29vZQUFCQK3tzfCrqzXhMTEwA4J3aKXL27FnExMSI4yuVSlGvXj0Ar58gaNSoEdq1a4cGDRqgV69e2LhxIx4/flxmezNmzEB2drb4uXv37jvHRkRERERERPSxcOU9Ef2naWpqyn0PCQnBihUrsHLlSjRo0ACampoYP358ifQnxVdMSyQS8QWy5ubmSEtLQ1RUFI4dO4bRo0dj6dKliIuLK3WldVmpPYpP8Kqrq5c64ftmm0XbSysriq+ifXwbFRUV9OzZEzt27EDfvn2xY8cO9OnTR3zJaGFhIZo2bVoitQ4AGBgYlNqmjY0NTpw4gVevXr336vvSzlF54xIREYEJEyYgJCQEzs7OkMlkWLp0aYmUScV97H4WP+elTfxX9hoovr2oTnnXddGk/pvXa1kveX7bsSursLAQ3bp1w+LFi0tsMzExgaKiIqKiopCYmIijR49izZo1mDlzJk6fPo3atWuX2EdVVRWqqqrvHA8RERERERHRp8CV90REb4iPj4eXlxcGDBiARo0awcrKSu7FsRWlrq6OL7/8EqtXr0ZsbCxOnjyJS5culVrX3t4e+fn5cpPEf//9N65fvw47O7t37ktZKtJHFRUVFBQUvLUtb29vREZG4sqVK4iJiYG3t7e4rUmTJrhx4wYMDQ1hbW0t99HW1i61vf79+yM3Nxdr164tdfs///xT8Y5WUnx8PFq2bInRo0ejcePGsLa2LrFyvrRx+Zj9tLOzw4kTJ+S2JSYmfpTr4m2KbkRkZWWJZW++UPZdVeRaa9KkCa5cuQJLS8sSY1x0A04ikcDFxQVz587F+fPnoaKigp9//vm94yMiIiIiIiKqKpy8JyJ6g7W1tbiCNzU1FSNGjMD9+/cr1UZYWBg2b96My5cv49atW9i6dSvU1dXFXNzF1a1bF15eXhg2bBhOnDiBCxcuYMCAATAzM4OXl9eH6JacivTR0tISp0+fRkZGBh4+fFjmqmlXV1cYGRnB29sblpaWcrnRvb29UaNGDXh5eSE+Ph63b99GXFwcxo0bh3v37pXaXosWLTB16lRMmjQJU6dOxcmTJ3Hnzh1ER0ejV69eCA8P/3ADUYy1tTWSk5Nx5MgRXL9+HQEBAThz5oxcHUtLS1y8eBFpaWl4+PAhXr169VH7OWXKFISFhWH9+vW4ceMGli9fjr1798q9s+BTUVdXxxdffIFFixbh6tWrOH78uPhOgfdR2pgWN2bMGDx69Aj9+vVDUlISbt26haNHj2Lo0KEoKCjA6dOnsWDBAiQnJyMzMxN79+7FX3/9VSU3OYiIiIiIiIg+FE7eExG9ISAgAE2aNIGHhwfc3NxgbGyM7t27V6oNHR0dbNy4ES4uLmjYsCGio6Px66+/Ql9fv8x9QkND0bRpU3Tt2hXOzs4QBAGHDh36IC9uLa4ifZw8eTIUFRVhb28PAwODMvO+SyQS9OvXDxcuXJBbdQ8AGhoaOH78OCwsLNCjRw/Y2dlh6NChePbsGbS0tMqMb/HixdixYwdOnz4NDw8P1K9fHxMnTkTDhg0xePDg9+5/WUaOHIkePXqgT58+aNGiBf7++2/xRbFFhg0bBltbWzEvfkJCwkftZ/fu3bFq1SosXboU9evXx4YNGxAaGgo3N7ePNg7l2bJlC169egUnJyeMGzcOwcHB791maWNanKmpKRISElBQUAAPDw84ODhg3Lhx0NbWhoKCArS0tHD8+HF4enrCxsYGs2bNQkhICDp37vze8RERERERERFVFYlQVrJlIiIiov+AnJwcaGtr43ZUBGSaGh+sXX3nLh+sLSIiIiIiIvr3KPp3aHZ2drkL/7jynoiIiIiIiIiIiIiomuHkPRERERERERERERFRNaNU1QEQERERVQd6zT3KfVyRiIiIiIiI6FPiynsiIiIiIiIiIiIiomqGk/dERERERERERERERNUMJ++JiIiIiIiIiIiIiKoZTt4TEREREREREREREVUzfGEtEREREYBHsT/hlabGB21Tv13fD9oeERERERER/Xdw5T0RERERERERERERUTXDyXsiIiIiIiIiIiIiomqGk/dERERERERERERERNUMJ++JqNLc3Nwwfvz4CtfPyMiARCJBSkrKR4vpY7O0tMTKlSurOgwAQGBgIBwdHcuts2/fPlhbW0NRUbFS5+q/qDqdWyIiIiIiIiKiIpy8J/oXk0gk5X58fHzeqd29e/ciKCiowvXNzc2RlZUFBweHdzpedRcZGQmJRIL79+/LlRsbG8Pc3Fyu7N69e5BIJDh69OhHjWnEiBHo2bMn7t69W6lz9Sm4ubmJ16CqqirMzMzQrVs37N27t6pD+1eo6M0IS0tL8TxoaGjAwcEBGzZs+PgBEhEREREREVGFcPKe6F8sKytL/KxcuRJaWlpyZatWrZKr/+rVqwq1q6enB5lMVuE4FBUVYWxsDCUlpUrF/7lo1aoVlJSUEBsbK5alpqbi+fPnyMnJwc2bN8XymJgYKCsrw8XFpdLHEQQB+fn5b62Xm5uLBw8ewMPDA6amppU6V296+fLlO+1XEcOGDUNWVhZu3ryJPXv2wN7eHn379sXw4cM/2jGppHnz5iErKwsXL15E9+7dMXLkSOzevbvUuh/zeviYbRMRERERERF9rjh5T/QvZmxsLH60tbUhkUjE78+fP4eOjg4iIiLg5uYGNTU1bNu2DX///Tf69euHmjVrQkNDAw0aNMDOnTvl2i2eNsfS0hILFizA0KFDIZPJYGFhgR9++EHcXjxtTmxsLCQSCaKjo+Hk5AQNDQ20bNkSaWlpcscJDg6GoaEhZDIZvvnmG0yfPr3cdDEFBQXw9fVF7dq1oa6uDltb2xI3KHx8fNC9e3csW7YMJiYm0NfXx5gxY+RuXDx48ADdunWDuro6ateuje3bt5c7zlKpFM2aNZObvI+NjUWrVq3QqlWrEuXNmzeHpqYmXrx4AX9/fxgaGkJNTQ2tWrXCmTNn5OpKJBIcOXIETk5OUFVVRXx8fInj3759G9bW1hg1ahR+++03cbK+bdu2kEgk4vH37NmD+vXrQ1VVFZaWlggJCZFrx9LSEsHBwfDx8YG2tjaGDRsGAEhISICrqys0NDSgq6sLDw8PPH78GMDrGwpLliyBlZUV1NXV0ahRI/z000/ljhcAaGhoiE8mfPHFF1i8eDE2bNiAjRs34tixY2K933//HX369IGuri709fXh5eWFjIwMAMCRI0egpqaGf/75R65tf39/uLq6it8TExPRpk0bqKurw9zcHP7+/sjLyysztszMTHh5eUEqlUJLSwu9e/fGn3/+KW4vSlu0YcMGmJubQ0NDA7169ZKLo+g6W7BgAYyMjKCjo4O5c+ciPz8fU6ZMgZ6eHmrWrIktW7bIHbu8/r7ZblnXr5ubG+7cuYMJEyaIq+rLI5PJYGxsDGtrawQHB6Nu3brYt2+f2NbYsWMxceJE1KhRAx06dAAAxMXFoXnz5lBVVYWJiQmmT58ud1PpyZMn8Pb2hqamJkxMTLBixYpSfzNKu9amTZsGGxsbaGhowMrKCgEBAXJ/m0Vjv2XLFlhYWEAqlWLUqFEoKCjAkiVLYGxsDENDQ8yfP7/cfhMRERERERF9Djh5T/QfN23aNPj7+yM1NRUeHh54/vw5mjZtigMHDuDy5csYPnw4Bg4ciNOnT5fbTkhICJycnHD+/HmMHj0ao0aNwrVr18rdZ+bMmQgJCUFycjKUlJQwdOhQcdv27dsxf/58LF68GGfPnoWFhQXWrVtXbnuFhYWoWbMmIiIicPXqVcyePRvffvstIiIi5OrFxMQgPT0dMTExCA8PR1hYGMLCwsTtPj4+yMjIwG+//YaffvoJa9euxYMHD8o9tru7O2JiYuSO4ebmBldX1xLl7u7uAICpU6diz549CA8Px7lz52BtbQ0PDw88evRIru2pU6di4cKFSE1NRcOGDeW2Xb58GS4uLujVqxfWrVuHVq1aiTdB9uzZg6ysLLRs2RJnz55F79690bdvX1y6dAmBgYEICAiQ6zcALF26FA4ODjh79iwCAgKQkpKCdu3aoX79+jh58iROnDiBbt26oaCgAAAwa9YshIaGYt26dbhy5QomTJiAAQMGIC4urtzxKs3gwYOhq6srps95+vQp3N3dIZVKcfz4cZw4cQJSqRSdOnXCy5cv0b59e+jo6GDPnj1iGwUFBYiIiIC3tzcA4NKlS/Dw8ECPHj1w8eJF7N69GydOnMDYsWNLjUEQBHTv3h2PHj1CXFwcoqKikJ6ejj59+sjVu3nzJiIiIvDrr78iMjISKSkpGDNmjFyd3377DX/88QeOHz+O5cuXIzAwEF27doWuri5Onz6NkSNHYuTIkbh7926F+lukvOt37969qFmzpriiPisrq1LnQE1NTW6yPDw8HEpKSkhISMCGDRvw+++/w9PTE82aNcOFCxewbt06bN68GcHBweI+EydOREJCAvbv34+oqCjEx8fj3LlzJY5V/FoDXt9MCAsLw9WrV7Fq1Sps3LgRK1askNsvPT0dhw8fRmRkJHbu3IktW7agS5cuuHfvHuLi4rB48WLMmjULp06dKrOfL168QE5OjtyHiIiIiIiIqNoRiOg/ITQ0VNDW1ha/3759WwAgrFy58q37enp6CpMmTRK/u7q6CuPGjRO/16pVSxgwYID4vbCwUDA0NBTWrVsnd6zz588LgiAIMTExAgDh2LFj4j4HDx4UAAjPnj0TBEEQWrRoIYwZM0YuDhcXF6FRo0YV7bIgCIIwevRo4euvvxa/Dx48WKhVq5aQn58vlvXq1Uvo06ePIAiCkJaWJgAQTp06JW5PTU0VAAgrVqwo8zhHjx4VAAh//PGHIAiCYGhoKCQlJQmnTp0STE1NBUEQhMzMTAGAEB0dLeTm5grKysrC9u3bxTZevnwpmJqaCkuWLBEE4f/Gad++fXLHmjNnjtCoUSMhMTFR0NPTE5YuXSq3/fHjxwIAISYmRizr37+/0KFDB7l6U6ZMEezt7cXvtWrVErp37y5Xp1+/foKLi0upfc7NzRXU1NSExMREuXJfX1+hX79+ZY5V8evnTS1atBA6d+4sCIIgbN68WbC1tRUKCwvF7S9evBDU1dWFI0eOCIIgCP7+/kLbtm3F7UeOHBFUVFSER48eCYIgCAMHDhSGDx8ud4z4+HhBQUFBvNZq1aolntujR48KioqKQmZmplj/ypUrAgAhKSlJEITX46+oqCjcvXtXrHP48GFBQUFByMrKEgTh/66zgoICsY6tra3QunVr8Xt+fr6gqakp7Ny5s8L9fdv1W7w/5Xmz3qtXr4TQ0FABgLB27VpBEF6fJ0dHR7l9vv322xIxfv/994JUKhUKCgqEnJwcQVlZWfjxxx/F7f/884+goaFR4jej+LVWmiVLlghNmzYVv8+ZM0fQ0NAQcnJyxDIPDw/B0tKyxFgvXLiwzHbnzJkjACjxuf3LZuHhsZ0f9ENERERERERUXHZ2tgBAyM7OLrceV94T/cc5OTnJfS8oKMD8+fPRsGFD6OvrQyqV4ujRo8jMzCy3nTdXhBel53nbavU39zExMQEAcZ+0tDQ0b95crn7x76VZv349nJycYGBgAKlUio0bN5aIvX79+lBUVJQ7dtFxU1NToaSkJDcu9erVg46OTrnHdXFxgYqKCmJjY3H16lU8e/YMTZo0QdOmTZGTk4MbN24gJiYGqqqqaNmyJdLT0/Hq1Su53PfKyspo3rw5UlNT5doufo6A16ld2rdvj1mzZmHy5MlvHZfU1NQSefZdXFxw48YNcRV9accqWnlfmqtXr+L58+fo0KEDpFKp+Pnf//6H9PT0t8ZUGkEQxFQvZ8+exc2bNyGTycS29fT08Pz5c7F9b29vxMbG4o8//gDw+okNT09P6Orqim2EhYXJxefh4YHCwkLcvn271HEyNzeXe9Gwvb09dHR05M6LhYUFatasKX53dnZGYWGhXOqn+vXrQ0Hh//43a2RkhAYNGojfFRUVoa+vL157FelvUbtlXb+VNW3aNEilUqirq2PMmDGYMmUKRowYIW4vfj2kpqbC2dlZLh2Pi4sLcnNzce/ePdy6dQuvXr2S+1vV1taGra1tiWOXdl3/9NNPaNWqFYyNjSGVShEQEFDi79fS0lLuPQ5GRkawt7cvMdbljcmMGTOQnZ0tfoqefiAiIiIiIiKqTv6db48kogrT1NSU+x4SEoIVK1Zg5cqVaNCgATQ1NTF+/Pi3vlBSWVlZ7rtEIkFhYWGF9ymaDHxzn+L5ugVBKLe9iIgITJgwASEhIXB2doZMJsPSpUtLpPwpL9aiY7wtV3hxGhoaaN68OWJiYvDo0SO0atVKnGBt2bIlYmJicPLkSTg7O0NNTa3M47w5eV2k+DkCAAMDA5iammLXrl3w9fWFlpZWufGV1m5p41n8WOrq6mW2WTRmBw8ehJmZmdw2VVXVcuMpTUFBAW7cuIFmzZqJ7Tdt2rTUdw4YGBgAeH1Dp06dOti1axdGjRqFn3/+GaGhoXIxjhgxAv7+/iXasLCwKFFW2jiVV16kaNubdUq7zsq79irS37LafdvfWlmmTJkCHx8faGhowMTE5K3XXnnXkUQiKfe6Lq5426dOnULfvn0xd+5ceHh4QFtbG7t27SrxbobKjmtpVFVV3+kaJSIiIiIiIvqUOHlPRHLi4+Ph5eWFAQMGAHg9oXjjxg3Y2dl90jhsbW2RlJSEgQMHimXJycnl7hMfH4+WLVti9OjRYlllV4Db2dkhPz8fycnJ4urhtLS0Ei9FLY27uzt27dqFx48fw83NTSx3dXVFbGwsTp48iSFDhgAArK2toaKighMnTqB///4AgFevXiE5OVnuxZ5lUVdXx4EDB+Dp6QkPDw8cPXpUbjVycfb29jhx4oRcWWJiImxsbORWcRfXsGFDREdHY+7cuaW2qaqqiszMTLkXxL6r8PBwPH78GF9//TUAoEmTJti9ezcMDQ3LvTnRv39/bN++HTVr1oSCggK6dOkibmvSpAmuXLkCa2vrCsVgb2+PzMxM3L17V1x9f/XqVWRnZ8v9DWRmZuKPP/6AqakpAODkyZNQUFCAjY1Npfv9ZqwV6e/bqKioyD1NUZ4aNWpUeGyA1+OzZ88euUn8xMREyGQymJmZQUdHB8rKykhKShLHr+jJk7ddIwkJCahVqxZmzpwplt25c6fCsRERERERERH92zBtDhHJsba2RlRUFBITE5GamooRI0bg/v37nzwOPz8/bN68GeHh4bhx4waCg4Nx8eLFclc/W1tbIzk5GUeOHMH169cREBCAM2fOVOq4tra26NSpE4YNG4bTp0/j7Nmz+Oabb8pdgV7E3d0dN27cQGRkpNxEpaurKw4cOICMjAzxZbWampoYNWoUpkyZgsjISFy9ehXDhg3D06dP4evrW6FYNTU1cfDgQSgpKaFz587Izc0ts+6kSZMQHR2NoKAgXL9+HeHh4fjuu+/emnJnxowZOHPmDEaPHo2LFy/i2rVrWLduHR4+fAiZTIbJkydjwoQJCA8PR3p6Os6fP4/vv/8e4eHh5bb79OlT3L9/H/fu3cPp06cxbdo0jBw5EqNGjRLHyNvbGzVq1ICXlxfi4+Nx+/ZtxMXFYdy4cbh3757Ylre3N86dO4f58+ejZ8+eUFNTE7dNmzYNJ0+exJgxY5CSkoIbN25g//798PPzKzWu9u3bo2HDhmKbSUlJGDRoEFxdXeXSvKipqWHw4MG4cOEC4uPj4e/vj969e8PY2Ljcfpenov19G0tLSxw/fhy///47Hj58+M7xlGb06NG4e/cu/Pz8cO3aNfzyyy+YM2cOJk6cCAUFBchkMgwePBhTpkxBTEwMrly5gqFDh0JBQeGtT7NYW1sjMzMTu3btQnp6OlavXo2ff/75g8ZPRERERERE9Dnh5D0RyQkICECTJk3g4eEBNzc3GBsbo3v37p88Dm9vb8yYMQOTJ09GkyZNcPv2bfj4+MhNzBY3cuRI9OjRA3369EGLFi3w999/y63Cr6jQ0FCYm5vD1dUVPXr0wPDhw2FoaPjW/ZydncVUHE2bNhXLmzVrhoKCAqirq6NFixZi+aJFi/D1119j4MCBaNKkCW7evIkjR46I+dorQiqV4vDhwxAEAZ6ensjLyyu1XpMmTRAREYFdu3bBwcEBs2fPxrx58+Dj41Nu+zY2Njh69CguXLiA5s2bw9nZGb/88guUlF4/uBUUFITZs2dj4cKFsLOzg4eHB3799VfUrl273HY3btwIExMT1KlTB1999RWuXr2K3bt3Y+3atWIdDQ0NHD9+HBYWFujRowfs7OwwdOhQPHv2TG5let26ddGsWTNcvHgR3t7ecsdp2LAh4uLicOPGDbRu3RqNGzdGQECA+I6F4iQSCfbt2wddXV20adMG7du3h5WVFXbv3i1Xz9raGj169ICnpyc6duwIBwcHudjfRUX7+zbz5s1DRkYG6tSpI5du50MwMzPDoUOHkJSUhEaNGmHkyJHw9fXFrFmzxDrLly+Hs7Mzunbtivbt28PFxQV2dnbl/u0CgJeXFyZMmICxY8fC0dERiYmJCAgI+KDxExEREREREX1OJMLbkkgTEVUTHTp0gLGxMbZu3VrVodB/WGBgIPbt24eUlJSqDuWzkJeXBzMzM4SEhFT4qZJPLScnB9ra2rj9y2bINDU+aNv67fp+0PaIiIiIiIjo81f079Ds7OxyF+wx5z0RVUtPnz7F+vXr4eHhAUVFRezcuRPHjh1DVFRUVYdGROU4f/48rl27hubNmyM7Oxvz5s0D8HplPRERERERERFVHCfviahakkgkOHToEIKDg/HixQvY2tpiz549aN++fVWHRkRvsWzZMqSlpUFFRQVNmzZFfHw8atSoUdVhEREREREREX1WmDaHiIiI/tOYNoeIiIiIiIg+JabNISIiIqoEPbeelXo5MBEREREREdHHpFDVARARERERERERERERkTxO3hMRERERERERERERVTOcvCciIiIiIiIiIiIiqmY4eU9EREREREREREREVM3whbVEREREAB4eDMMLDfUP3q6B17AP3iYRERERERH9+3HlPRERERERERERERFRNcPJeyIiIiIiIiIiIiKiaoaT90RERERERERERERE1Qwn74mIiAgAIJFIsG/fviqNITAwEI6OjlUaAxEREREREVF1wMl7IiKicqxfvx4ymQz5+fliWW5uLpSVldG6dWu5uvHx8ZBIJLh+/fp7HTMjIwMSiQQpKSnv1Q4A+Pj4QCKRQCKRQFlZGUZGRujQoQO2bNmCwsJCubpZWVno3Lnzex/zfUyePBnR0dFVGgMRERERERFRdcDJeyIionK4u7sjNzcXycnJYll8fDyMjY1x5swZPH36VCyPjY2FqakpbGxsqiLUMnXq1AlZWVnIyMjA4cOH4e7ujnHjxqFr165yNyWMjY2hqqr60eIoKCgoccOgOKlUCn19/Y8WAxEREREREdHngpP3RERE5bC1tYWpqSliY2PFstjYWHh5eaFOnTpITEyUK3d3dwcAbNu2DU5OTpDJZDA2Nkb//v3x4MEDse7jx4/h7e0NAwMDqKuro27duggNDQUA1K5dGwDQuHFjSCQSuLm5ifuFhobCzs4OampqqFevHtauXfvWPqiqqsLY2BhmZmZo0qQJvv32W/zyyy84fPgwwsLCxHpvps1xdnbG9OnT5dr566+/oKysjJiYGADAy5cvMXXqVJiZmUFTUxMtWrSQG6ewsDDo6OjgwIEDsLe3h6qqKu7cuYPY2Fg0b94cmpqa0NHRgYuLC+7cuQOgZNqcwsJCzJs3DzVr1oSqqiocHR0RGRkpbi96SmHv3r1wd3eHhoYGGjVqhJMnT751XIiIiIiIiIiqM07eExERvYWbm5s4YQ0AMTExcHNzg6urq9xE9smTJ8XJ+5cvXyIoKAgXLlzAvn37cPv2bfj4+IhtBAQE4OrVqzh8+DBSU1Oxbt061KhRAwCQlJQEADh27BiysrKwd+9eAMDGjRsxc+ZMzJ8/H6mpqViwYAECAgIQHh5e6T61bdsWjRo1EtsuztvbGzt37oQgCGLZ7t27YWRkBFdXVwDAkCFDkJCQgF27duHixYvo1asXOnXqhBs3boj7PH36FAsXLsSmTZtw5coV6OnpoXv37nB1dcXFixdx8uRJDB8+HBKJpNQ4Vq1ahZCQECxbtgwXL16Eh4cHvvzyS7ljAMDMmTMxefJkpKSkwMbGBv369ZN7quBNL168QE5OjtyHiIiIiIiIqLpRquoAiIiIqjs3NzdMmDAB+fn5ePbsGc6fP482bdqgoKAAq1evBgCcOnUKz549Eyfvhw4dKu5vZWWF1atXo3nz5sjNzYVUKkVmZiYaN24MJycnAIClpaVY38DAAACgr68PY2NjsTwoKAghISHo0aMHgNcr9K9evYoNGzZg8ODBle5XvXr1cPHixVK39enTBxMmTMCJEyfE3P47duxA//79oaCggPT0dOzcuRP37t2DqakpgNf56iMjIxEaGooFCxYAAF69eoW1a9eiUaNGAIBHjx4hOzsbXbt2RZ06dQAAdnZ2Zca4bNkyTJs2DX379gUALF68GDExMVi5ciW+//57sd7kyZPRpUsXAMDcuXNRv3593Lx5E/Xq1SvR5sKFCzF37txKjRURERERERHRp8aV90RERG/h7u6OvLw8nDlzBvHx8bCxsYGhoSFcXV1x5swZ5OXlITY2FhYWFrCysgIAnD9/Hl5eXqhVqxZkMpmY+iYzMxMAMGrUKOzatQuOjo6YOnWqXPqd0vz111+4e/cufH19IZVKxU9wcDDS09PfqV+CIJS54t3AwAAdOnTA9u3bAQC3b9/GyZMn4e3tDQA4d+4cBEGAjY2NXDxxcXFy8aioqKBhw4bidz09Pfj4+MDDwwPdunXDqlWrkJWVVWoMOTk5+OOPP+Di4iJX7uLigtTUVLmyN49hYmICAHJpit40Y8YMZGdni5+7d++WWo+IiIiIiIioKnHlPRER0VtYW1ujZs2aiImJwePHj8W0McbGxqhduzYSEhIQExODtm3bAgDy8vLQsWNHdOzYEdu2bYOBgQEyMzPh4eGBly9fAgA6d+6MO3fu4ODBgzh27BjatWuHMWPGYNmyZaXGUPSi140bN6JFixZy2xQVFd+pX6mpqWJ+/dJ4e3tj3LhxWLNmDXbs2IH69euLK+gLCwuhqKiIs2fPlji+VCoV/1tdXb3EDYLQ0FD4+/sjMjISu3fvxqxZsxAVFYUvvvii1DiK71/aTQdlZeUS9ct6Oa6qqupHfTEvERERERER0YfAlfdEREQV4O7ujtjYWMTGxsq9QNbV1RVHjhzBqVOnxJQ5165dw8OHD7Fo0SK0bt0a9erVK3UVuIGBAXx8fLBt2zasXLkSP/zwA4DXq9UBoKCgQKxrZGQEMzMz3Lp1C9bW1nKf8ibgy/Lbb7/h0qVL+Prrr8us0717dzx//hyRkZHYsWMHBgwYIG5r3LgxCgoK8ODBgxLxvJnqpyyNGzfGjBkzkJiYCAcHB+zYsaNEHS0tLZiamuLEiRNy5YmJieWm2iEiIiIiIiL6N+DKeyIiogpwd3fHmDFj8OrVK3HlPfB68n7UqFF4/vy5OHlvYWEBFRUVrFmzBiNHjsTly5cRFBQk197s2bPRtGlT1K9fHy9evMCBAwfECWlDQ0Ooq6sjMjISNWvWhJqaGrS1tREYGAh/f39oaWmhc+fOePHiBZKTk/H48WNMnDixzNhfvHiB+/fvo6CgAH/++SciIyOxcOFCdO3aFYMGDSpzP01NTXh5eSEgIACpqano37+/uM3Gxgbe3t4YNGgQQkJC0LhxYzx8+BC//fYbGjRoAE9Pz1LbvH37Nn744Qd8+eWXMDU1RVpaGq5fv15mHFOmTMGcOXNQp04dODo6IjQ0FCkpKWI6HyIiIiIiIqJ/K07eExERVYC7uzuePXuGevXqwcjISCx3dXXFkydPUKdOHZibmwN4vaI+LCwM3377LVavXo0mTZpg2bJl+PLLL8X9VFRUMGPGDGRkZEBdXR2tW7fGrl27AABKSkpYvXo15s2bh9mzZ6N169aIjY3FN998Aw0NDSxduhRTp06FpqYmGjRogPHjx5cbe2RkJExMTKCkpARdXV00atQIq1evxuDBg6GgUP5DeN7e3ujSpQvatGkDCwsLuW2hoaEIDg7GpEmT8Pvvv0NfXx/Ozs5lTtwDgIaGBq5du4bw8HD8/fffMDExwdixYzFixIhS6/v7+yMnJweTJk3CgwcPYG9vj/3796Nu3brlxk1ERERERET0uZMIgiBUdRBEREREVSUnJwfa2tpI37EKMg31D96+gdewD94mERERERERfb6K/h2anZ0NLS2tMusx5z0RERERERERERERUTXDyXsiIiIiIiIiIiIiomqGk/dERERERERERERERNUMX1hLREREBKBGF59ycw0SERERERERfUpceU9EREREREREREREVM1w8p6IiIiIiIiIiIiIqJrh5D0RERERERERERERUTXDnPdEREREAO7v/g55Gmqf5Fgm3hM/yXGIiIiIiIjo88WV90RERERERERERERE1Qwn74mIiIiIiIiIiIiIqhlO3hMRERERERERERERVTOcvCciIiIiIiIiIiIiqmY4eU9ERJ+ERCLBvn37AAAZGRmQSCRISUmp0pg+F4GBgXB0dKzqMIiIiIiIiIjoE+LkPRERvbf79+/Dz88PVlZWUFVVhbm5Obp164bo6OhS65ubmyMrKwsODg4fNa4PeZPAx8cHEokEEokESkpKsLCwwKhRo/D48eP3D/QTsLS0FOPX0NCAg4MDNmzYUNVhEREREREREVEZOHlPRETvJSMjA02bNsVvv/2GJUuW4NKlS4iMjIS7uzvGjBlT6j6KioowNjaGkpLSJ472/XTq1AlZWVnIyMjApk2b8Ouvv2L06NFVHVaFzZs3D1lZWbh48SK6d++OkSNHYvfu3aXWffny5UeL42O2TURERERERPRvwcl7IiJ6L6NHj4ZEIkFSUhJ69uwJGxsb1K9fHxMnTsSpU6dK3af4ivjY2FhIJBIcOXIEjRs3hrq6Otq2bYsHDx7g8OHDsLOzg5aWFvr164enT5+K7URGRqJVq1bQ0dGBvr4+unbtivT0dHF77dq1AQCNGzeGRCKBm5ubuC00NBR2dnZQU1NDvXr1sHbt2rf2VVVVFcbGxqhZsyY6duyIPn364OjRo3J13tbutGnTYGNjAw0NDVhZWSEgIACvXr2Sq7No0SIYGRlBJpPB19cXz58/F7cdP34cysrKuH//vtw+kyZNQps2bcqNXyaTwdjYGNbW1ggODkbdunXFVEZubm4YO3YsJk6ciBo1aqBDhw4AgLi4ODRv3hyqqqowMTHB9OnTkZ+fL7b55MkTeHt7Q1NTEyYmJlixYgXc3Nwwfvx4sY6lpSWCg4Ph4+MDbW1tDBs2rEJjUZQuaMuWLbCwsIBUKsWoUaNQUFCAJUuWwNjYGIaGhpg/f365/SYiIiIiIiL6HHHynoiI3tmjR48QGRmJMWPGQFNTs8R2HR2dSrUXGBiI7777DomJibh79y569+6NlStXYseOHTh48CCioqKwZs0asX5eXh4mTpyIM2fOIDo6GgoKCvjqq69QWFgIAEhKSgIAHDt2DFlZWdi7dy8AYOPGjZg5cybmz5+P1NRULFiwAAEBAQgPD69wrLdu3UJkZCSUlZXFsoq0K5PJEBYWhqtXr2LVqlXYuHEjVqxYIW6PiIjAnDlzMH/+fCQnJ8PExETuBkCbNm1gZWWFrVu3imX5+fnYtm0bhgwZUuH4AUBNTU1usjw8PBxKSkpISEjAhg0b8Pvvv8PT0xPNmjXDhQsXsG7dOmzevBnBwcHiPhMnTkRCQgL279+PqKgoxMfH49y5cyWOtXTpUjg4OODs2bMICAio0FgAQHp6Og4fPozIyEjs3LkTW7ZsQZcuXXDv3j3ExcVh8eLFmDVrVpk3ikrz4sUL5OTkyH2IiIiIiIiIqpvPK18BERFVKzdv3oQgCKhXr94HaS84OBguLi4AAF9fX8yYMQPp6emwsrICAPTs2RMxMTGYNm0aAODrr7+W23/z5s0wNDTE1atX4eDgAAMDAwCAvr4+jI2NxXpBQUEICQlBjx49ALxeoX/16lVs2LABgwcPLjO+AwcOQCqVoqCgQFwNv3z58kq1O2vWLLG+paUlJk2ahN27d2Pq1KkAgJUrV2Lo0KH45ptvxDE5duyY3Op7X19fhIaGYsqUKQCAgwcP4unTp+jdu3cFRvn/JvsvXbqEUaNGieXW1tZYsmSJ+H3mzJkwNzfHd999B4lEgnr16uGPP/7AtGnTMHv2bOTl5SE8PBw7duxAu3btALx+8sDU1LTEMdu2bYvJkyfLlb1tLACgsLAQW7ZsgUwmg729Pdzd3ZGWloZDhw5BQUEBtra2WLx4MWJjY/HFF19UqP8LFy7E3LlzK1SXiIiIiIiIqKpw5T0REb0zQRAAABKJ5IO017BhQ/G/jYyMxHQqb5Y9ePBA/J6eno7+/fvDysoKWlpaYpqczMzMMo/x119/4e7du/D19YVUKhU/wcHBcil3SuPu7o6UlBScPn0afn5+8PDwgJ+fX6Xa/emnn9CqVSsYGxtDKpUiICBALt7U1FQ4OzvLHbf4dx8fH9y8eVNcbb5lyxb07t271Kcf3jRt2jRIpVKoq6tjzJgxmDJlCkaMGCFud3JykqtfFMub59fFxQW5ubm4d+8ebt26hVevXqF58+bidm1tbdja2pY4dvG2KzIWwOtJfZlMJn43MjKCvb09FBQU5MrevC7eZsaMGcjOzhY/d+/erfC+RERERERERJ8KV94TEdE7q1u3LiQSCVJTU9G9e/f3bu/NFDQSiUTue1FZUUocAOjWrRvMzc2xceNGmJqaorCwEA4ODuW+ELVo/40bN6JFixZy2xQVFcuNT1NTE9bW1gCA1atXw93dHXPnzkVQUFCF2j116hT69u2LuXPnwsPDA9ra2ti1axdCQkLKPW5xhoaG6NatG0JDQ2FlZYVDhw4hNjb2rftNmTIFPj4+0NDQgImJSYmbLsUn/wVBKFHnzRs2Zd28KSovr+2KjkVp18Dbrou3UVVVhaqqaoXrExEREREREVUFTt4TEdE709PTg4eHB77//nv4+/uXmKD9559/Kp33vqL+/vtvpKamYsOGDWjdujUA4MSJE3J1VFRUAAAFBQVimZGREczMzHDr1i14e3u/Vwxz5sxB586dMWrUKJiamr613YSEBNSqVQszZ84Uy+7cuSNXx87ODqdOncKgQYPEstLyuX/zzTfo27cvatasiTp16ojphspTo0YN8eZDRdjb22PPnj1yk/iJiYmQyWQwMzODjo4OlJWVkZSUBHNzcwBATk4Obty4AVdX13LbrshYEBEREREREf2XcfKeiIjey9q1a9GyZUs0b94c8+bNQ8OGDZGfn4+oqCisW7cOqampH+W4urq60NfXxw8//AATExNkZmZi+vTpcnUMDQ2hrq6OyMhI1KxZE2pqatDW1kZgYCD8/f2hpaWFzp0748WLF0hOTsbjx48xceLECsfg5uaG+vXrY8GCBfjuu+/e2q61tTUyMzOxa9cuNGvWDAcPHsTPP/8s1+a4ceMwePBgODk5oVWrVti+fTuuXLkilz4IgLhaPTg4GPPmzXv3gSzH6NGjsXLlSvj5+WHs2LFIS0vDnDlzMHHiRCgoKEAmk2Hw4MGYMmUK9PT0YGhoiDlz5kBBQeGtqZQqMhZERERERERE/2XMeU9ERO+ldu3aOHfuHNzd3TFp0iQ4ODigQ4cOiI6Oxrp16z7acRUUFLBr1y6cPXsWDg4OmDBhApYuXSpXR0lJCatXr8aGDRtgamoKLy8vAK9XrW/atAlhYWFo0KABXF1dERYWJubMr4yJEydi48aNuHv37lvb9fLywoQJEzB27Fg4OjoiMTERAQEBcu316dMHs2fPxrRp09C0aVPcuXNH7qWyb/bfx8cHBQUFcqv0PyQzMzMcOnQISUlJaNSoEUaOHAlfX1+5F80uX74czs7O6Nq1K9q3bw8XFxfY2dlBTU2t3LYrMhZERERERERE/2USobTEtERERFTtDRs2DH/++Sf2799f1aGI8vLyYGZmhpCQEPj6+lZ1OBWSk5MDbW1tpP0wHzKN8m86fCgm3hV/woOIiIiIiIj+XYr+HZqdnQ0tLa0y6zFtDhER0WcmOzsbZ86cwfbt2/HLL79UaSznz5/HtWvX0Lx5c2RnZ4spfIqeciAiIiIiIiKid8PJeyIios+Ml5cXkpKSMGLECHTo0KGqw8GyZcuQlpYGFRUVNG3aFPHx8ahRo0ZVh0VERERERET0WWPaHCIiIvpPq+jjikREREREREQfQkX/HcoX1hIRERERERERERERVTOcvCciIiIiIiIiIiIiqmY4eU9EREREREREREREVM1w8p6IiIiIiIiIiIiIqJpRquoAiIiIiKqDu5sWQqauWtVhwGJUYFWHQERERERERNUAV94TEREREREREREREVUznLwnIiIiIiIiIiIiIqpmOHlPRERERERERERERFTNcPKeiIiIiIiIiIiIiKia4eQ9fVYEQcDw4cOhp6cHiUSClJSUUss+JDc3N4wfP77C9WNjYyGRSPDPP/+UWScsLAw6OjrvHVt1YWlpiZUrV1Z1GO/Mx8cH3bt3r+ow3snHiL0i12dgYCAcHR0/6HH/SyQSCfbt21dunc/5uiQiIiIiIiKi98fJe6p2EhMToaioiE6dOpXYFhkZibCwMBw4cABZWVlwcHAotey/oKzJ04yMjI9yE6M8Z86cwfDhwz/Z8arChg0b0KhRI2hqakJHRweNGzfG4sWLP1j7lb1JVGTVqlUICwv7YHF8avfv34efnx+srKygqqoKc3NzdOvWDdHR0VUd2keVlZWFzp07Ayj7b/Zjn1sfHx9IJBJIJBIoKyvDysoKkydPRl5e3kc7JhERERERERFVnFJVB0BU3JYtW+Dn54dNmzYhMzMTFhYW4rb09HSYmJigZcuW5ZZVliAIKCgogJIS/yTehYGBQVWH8FFt3rwZEydOxOrVq+Hq6ooXL17g4sWLuHr1alWHBm1t7aoO4Z1lZGTAxcUFOjo6WLJkCRo2bIhXr17hyJEjGDNmDK5du1bVIX40xsbGb63zKc5tp06dEBoailevXiE+Ph7ffPMN8vLysG7duhJ1X716BWVl5Y8Sx8uXL6GiovJR2iYiIiIiIiL6XHHlPVUreXl5iIiIwKhRo9C1a1e5Vac+Pj7w8/NDZmYmJBIJLC0tSy0DgBcvXsDf3x+GhoZQU1NDq1atcObMGbGtotQ2R44cgZOTE1RVVREfH4+8vDwMGjQIUqkUJiYmCAkJKRHjtm3b4OTkBJlMBmNjY/Tv3x8PHjwoUS8hIQGNGjWCmpoaWrRogUuXLpXb919//RVNmzaFmpoarKysMHfuXOTn57/bQBYTFxeH5s2bQ1VVFSYmJpg+fbpc26WlvXF0dERgYKD4PTAwEBYWFlBVVYWpqSn8/f3L3F8ikWDTpk346quvoKGhgbp162L//v1y7e/fvx9169aFuro63N3dER4e/tZ0Q8uXL0eDBg2gqakJc3NzjB49Grm5ueL2onQvR44cgZ2dHaRSKTp16oSsrCyxTkFBASZOnAgdHR3o6+tj6tSpEASh3PH79ddf0bt3b/j6+sLa2hr169dHv379EBQUJNYpbeV89+7d4ePjI35fu3Yt6tatCzU1NRgZGaFnz54AXl/bcXFxWLVqlbgSOiMjAwUFBfD19UXt2rWhrq4OW1tbrFq1Su4YxVOruLm5wd/fH1OnToWenh6MjY3lzmNFxrHIvn37YGNjAzU1NXTo0AF3794td5xCQ0NhZ2cHNTU11KtXD2vXri23/ujRoyGRSJCUlISePXvCxsYG9evXx8SJE3Hq1CmxXmZmJry8vCCVSqGlpYXevXvjzz//FLcXPYWyZcsWWFhYQCqVYtSoUSgoKMCSJUtgbGwMQ0NDzJ8/X+74EokEGzZsQNeuXaGhoQE7OzucPHkSN2/ehJubGzQ1NeHs7Iz09PQyxxsAxo8fDzc3N/F7Rc7Bm2lzateuDQBo3LgxJBKJ2FbxYwmCgCVLlsDKygrq6upo1KgRfvrpJ3H748eP4e3tDQMDA6irq6Nu3boIDQ0t9xyoqqrC2NgY5ubm6N+/P7y9vcW43hzXoicjBEF46/kAgODgYBgaGkImk+Gbb77B9OnT5Z4UKurbwoULYWpqChsbGwBv/31987e7cePGUFdXR9u2bfHgwQMcPnwYdnZ20NLSQr9+/fD06dMy+/3ixQvk5OTIfYiIiIiIiIiqG07eU7Wye/du2NrawtbWFgMGDEBoaKg4sbpq1SrMmzcPNWvWRFZWFs6cOVNqGQBMnToVe/bsQXh4OM6dOwdra2t4eHjg0aNHcsebOnUqFi5ciNTUVDRs2BBTpkxBTEwMfv75Zxw9ehSxsbE4e/as3D4vX75EUFAQLly4gH379uH27dtyE7RFpkyZgmXLluHMmTMwNDTEl19+iVevXpXa7yNHjmDAgAHw9/fH1atXsWHDBoSFhZWYbHwXv//+Ozw9PdGsWTNcuHAB69atw+bNmxEcHFzhNn766SesWLECGzZswI0bN7Bv3z40aNCg3H3mzp2L3r174+LFi/D09IS3t7c4/hkZGejZsye6d++OlJQUjBgxAjNnznxrHAoKCli9ejUuX76M8PBw/Pbbb5g6dapcnadPn2LZsmXYunUrjh8/jszMTEyePFncHhISgi1btmDz5s04ceIEHj16hJ9//rnc4xobG+PUqVO4c+fOW2MsS3JyMvz9/TFv3jykpaUhMjISbdq0AfD62nZ2dsawYcOQlZWFrKwsmJubo7CwEDVr1kRERASuXr2K2bNn49tvv0VERES5xwoPD4empiZOnz6NJUuWYN68eYiKihK3V3Qc58+fj/DwcCQkJCAnJwd9+/Yt85gbN27EzJkzMX/+fKSmpmLBggUICAhAeHh4qfUfPXqEyMhIjBkzBpqamiW2F+XcFwQB3bt3x6NHjxAXF4eoqCikp6ejT58+cvXT09Nx+PBhREZGYufOndiyZQu6dOmCe/fuIS4uDosXL8asWbPkbgoAQFBQEAYNGoSUlBTUq1cP/fv3x4gRIzBjxgwkJycDAMaOHVv2YJfhbefgTUlJSQCAY8eOISsrC3v37i213qxZsxAaGop169bhypUrmDBhAgYMGIC4uDgAQEBAAK5evYrDhw8jNTUV69atQ40aNSoVt7q6utzv1M2bNxEREYE9e/aIaX3edj62b9+O+fPnY/HixTh79iwsLCxKXckfHR2N1NRUREVF4cCBAwAq/vsaGBiI7777DomJibh79y569+6NlStXYseOHTh48CCioqKwZs2aMvu5cOFCaGtrix9zc/NKjRMRERERERHRp8AcIVStbN68GQMGDADwOp1Dbm4uoqOj0b59e2hra0Mmk0FRUVEu5UTxsqKUD2FhYWJO6Y0bNyIqKgqbN2/GlClTxH3nzZuHDh06AAByc3OxefNm/O9//xPLwsPDUbNmTbkYhw4dKv63lZUVVq9ejebNmyM3NxdSqVTcNmfOnBLt/Pzzz+jdu3eJfs+fPx/Tp0/H4MGDxXaDgoIwdepUzJkzp8zxunTpktwxAZRYRb527VqYm5vju+++g0QiQb169fDHH39g2rRpmD17NhQU3n4PLzMzE8bGxmjfvj2UlZVhYWGB5s2bl7uPj48P+vXrBwBYsGAB1qxZg6SkJHTq1Anr16+Hra0tli5dCgCwtbXF5cuX33qz4s2V7bVr10ZQUBBGjRolt8L71atXWL9+PerUqQPg9cTrvHnzxO0rV67EjBkz8PXXXwMA1q9fjyNHjpR73Dlz5qBHjx6wtLSEjY0NnJ2d4enpiZ49e1Zo/IDXY6ipqYmuXbtCJpOhVq1aaNy4MYDX6VFUVFSgoaEhd20rKipi7ty5cn1OTExEREREqddRkYYNG4rXTd26dfHdd98hOjpavB4rOo7fffcdWrRoAeD1NWxnZ4ekpKRSz31QUBBCQkLQo0cPsd2iG1FF1/Wbbt68CUEQUK9evXLH7dixY7h48SJu374tTrBu3boV9evXx5kzZ9CsWTMAQGFhIbZs2QKZTAZ7e3u4u7sjLS0Nhw4dgoKCAmxtbbF48WLExsbiiy++ENsfMmSIOJbTpk2Ds7MzAgIC4OHhAQAYN24chgwZUm6MpXnbOXhTUdopfX39MtPp5OXlYfny5fjtt9/g7OwM4PXvxIkTJ7Bhwwa4uroiMzMTjRs3hpOTEwCITyJVVFJSEnbs2IF27dqJZS9fvsTWrVvFGKOiot56PtasWQNfX19x3GbPno2jR4+WeLpDU1MTmzZtkkuXU9Hf1+DgYLi4uAAAfH19MWPGDKSnp8PKygoA0LNnT8TExGDatGml9nXGjBmYOHGi+D0nJ4cT+ERERERERFTtcOU9VRtpaWlISkoSV/cqKSmhT58+2LJlS6XaSU9Px6tXr8SJHQBQVlZG8+bNkZqaKle3aJKraL+XL1+KE2MAoKenB1tbW7l9zp8/Dy8vL9SqVQsymUxMcZGZmSlXr7R2ih+/yNmzZzFv3jxIpVLxU7QKu7zUD7a2tkhJSZH7HDp0SK5OamoqnJ2dIZFIxDIXFxfk5ubi3r17Zbb9pl69euHZs2ewsrLCsGHD8PPPP781pU/Dhg3F/9bU1IRMJhPTX6SlpYmTrkXedjMAAGJiYtChQweYmZlBJpNh0KBB+Pvvv+VesKmhoSFO3AOAiYmJeNzs7GxkZWXJnRslJSW566A0JiYmOHnyJC5dugR/f3+8evUKgwcPRqdOnVBYWPjWuAGgQ4cOqFWrFqysrDBw4EBs37693HNbZP369XBycoKBgQGkUik2btxY4lor7s2xL4r/zdQjFRnH4uNSr1496OjolHoN//XXX7h79y58fX3lruHg4GC5lDNvKrrJ9OZ1WZrU1FSYm5vLTaza29uXiMXS0hIymUz8bmRkBHt7e7mbK0ZGRiVSXL05VkZGRgAg91SJkZERnj9/Xum0Km87B5V19epVPH/+HB06dJAb4//973/iGI8aNQq7du2Co6Mjpk6disTExLe2e+DAAUilUqipqcHZ2Rlt2rSRW7Feq1YtuXdaVOR8pKWllfh7Lu3vu0GDBiXy3Ff097X4edPQ0BAn7ovKyhtvVVVVaGlpyX2IiIiIiIiIqhuuvKdqY/PmzcjPz4eZmZlYJggClJWV8fjxY+jq6laonbImBQVBKFH2ZrqOt+U9B16vfu3YsSM6duyIbdu2wcDAAJmZmfDw8MDLly/fun9ZE5WFhYWYO3euuGr5TWpqamW2p6KiAmtra7my4i/dLa3fxcdIQUGhRP/fTJ1hbm6OtLQ0REVF4dixYxg9ejSWLl2KuLi4Ml9gWbxcIpGIE93lxVSWO3fuwNPTEyNHjkRQUBD09PRw4sQJ+Pr6ysVa2nErcm4rwsHBAQ4ODhgzZgxOnDiB1q1bIy4uDu7u7m8dQ5lMhnPnziE2NhZHjx7F7NmzERgYiDNnzogpYoqLiIjAhAkTEBISAmdnZ8hkMixduhSnT58uN87yxr6i41i0X3GllRW1vXHjRnGlfhFFRcVSY6xbty4kEglSU1NL5JB/U2nXSmnlpfW5vHEobb+i9korK9rvbee5vHgqeqOnNEX7Hjx4UO43Eng9EQ0AnTt3xp07d3Dw4EEcO3YM7dq1w5gxY7Bs2bIy23V3d8e6deugrKwMU1PTEnEXT2lU0fNRkb/v4m1X5ve1+Dn60ONNREREREREVB1w5T1VC/n5+fjf//6HkJAQuVXkFy5cQK1atbB9+/YKt2VtbQ0VFRWcOHFCLHv16hWSk5NhZ2dX7n7KyspyObEfP36M69evi9+vXbuGhw8fYtGiRWjdujXq1atX5urO0topK0VIkyZNkJaWBmtr6xKfiqZlKYu9vT0SExPlJs8SExMhk8nESUADAwO5l7rm5OTg9u3bcu2oq6vjyy+/xOrVqxEbGyuuRH8X9erVk3uBMAAxv3hZkpOTkZ+fj5CQEHzxxRewsbHBH3/8Uanjamtrw8TERO7c5Ofnl3ivQUXY29sDgLhavfgYFhQU4PLly3L7KCkpoX379liyZAkuXryIjIwM/PbbbwBe34gpKCiQqx8fH4+WLVti9OjRaNy4MaytrctcyV5RFR3H/Px8uXOSlpaGf/75p9Rr2MjICGZmZrh161aJ67foZazF6enpwcPDA99//73civ8iRS8utre3R2ZmptzLcq9evYrs7Oxy/54/luLnGYCYC/5dFa0+L37+32Rvbw9VVVVkZmaWGOM3V8EbGBjAx8cH27Ztw8qVK/HDDz+Ue2xNTU1YW1ujVq1aZd6IKx7H286Hra2tmMe/yNv+voHK/b4SERERERER/Rdw5T1VCwcOHMDjx4/h6+sLbW1tuW09e/bE5s2bK/zSSE1NTYwaNQpTpkyBnp4eLCwssGTJEjx9+hS+vr5l7ieVSuHr64spU6ZAX18fRkZGmDlzptzkuYWFBVRUVLBmzRqMHDkSly9fRlBQUKntzZs3T66dGjVqlLnCePbs2ejatSvMzc3Rq1cvKCgo4OLFi7h06VKlXixbmtGjR2PlypXw8/PD2LFjkZaWhjlz5mDixIli39q2bYuwsDB069YNurq6CAgIkFsxHRYWhoKCArRo0QIaGhrYunUr1NXVUatWrXeKacSIEVi+fDmmTZsGX19fpKSkICwsDEDZTyfUqVMH+fn5WLNmDbp164aEhASsX7++0sceN24cFi1ahLp168LOzg7Lly8XJ4rLMmrUKJiamqJt27biy5GDg4NhYGAgpuBp27YtJk6ciIMHD6JOnTpYsWKFXLsHDhzArVu30KZNG+jq6uLQoUMoLCwU0zJZWlri9OnTyMjIgFQqhZ6eHqytrfG///0PR44cQe3atbF161acOXOmzAnxiqjoOCorK8PPzw+rV6+GsrIyxo4diy+++KLM9EaBgYHw9/eHlpYWOnfujBcvXiA5ORmPHz+Wyy3+prVr16Jly5Zo3rw55s2bh4YNGyI/Px9RUVFYt24dUlNT0b59ezRs2BDe3t5YuXIl8vPzMXr0aLi6ur413dHH0LZtWyxduhT/+9//4OzsjG3btuHy5cvi+wvehaGhIdTV1REZGYmaNWtCTU2txO+gTCbD5MmTMWHCBBQWFqJVq1bIyclBYmIipFIpBg8ejNmzZ6Np06aoX78+Xrx4gQMHDnzwGxwVOR9+fn4YNmwYnJyc0LJlS+zevRsXL16US2tTmsr8vhIRERERERH9F3DlPVULmzdvFl9KW9zXX3+NlJQUnDt3rsLtLVq0CF9//TUGDhyIJk2a4ObNmzhy5MhbU+8sXboUbdq0wZdffon27dujVatWaNq0qbjdwMAAYWFh+PHHH2Fvb49FixaVmZJi0aJFGDduHJo2bYqsrCzs37+/RH7nIh4eHjhw4ACioqLQrFkzfPHFF1i+fPk7T46/yczMDIcOHUJSUhIaNWqEkSNHwtfXF7NmzRLrzJgxA23atEHXrl3h6emJ7t27y+WN19HRwcaNG+Hi4oKGDRsiOjoav/76K/T19d8pptq1a+Onn37C3r170bBhQ6xbtw4zZ84E8H8pQIpzdHTE8uXLsXjxYjg4OGD79u1YuHBhpY89adIkDBo0CD4+PmIqmq+++qrcfdq3b49Tp06hV69esLGxwddffw01NTVER0eLYzB06FAMHjwYgwYNgqurK2rXrg13d3exDR0dHezduxdt27aFnZ0d1q9fj507d6J+/foAgMmTJ0NRURH29vZiupCRI0eiR48e6NOnD1q0aIG///4bo0ePrnSf31TRcdTQ0MC0adPQv39/ODs7Q11dHbt27Sqz3W+++QabNm1CWFgYGjRoAFdXV4SFhZV7o6F27do4d+4c3N3dMWnSJDg4OKBDhw6Ijo7GunXrALy+mbNv3z7o6uqiTZs2aN++PaysrLB79+73God35eHhgYCAAEydOhXNmjXDkydPMGjQoPdqU0lJCatXr8aGDRtgamoKLy+vUusFBQVh9uzZWLhwIezs7ODh4YFff/1VHGMVFRXMmDEDDRs2RJs2baCoqFjuOXsXFTkf3t7emDFjBiZPnowmTZrg9u3b8PHxKTcFGFC531ciIiIiIiKi/wKJ8KGSQRMRvYf58+dj/fr1cuk4iOjfoUOHDjA2NsbWrVurOpRS5eTkQFtbG5dDpkOmXvoNxE/JYlRgVYdAREREREREH1HRv0Ozs7OhpaVVZj2mzSGiKrF27Vo0a9YM+vr6SEhIwNKlSyucGomIqq+nT59i/fr18PDwgKKiInbu3Iljx44hKiqqqkMjIiIiIiIi+qxw8p6IqsSNGzcQHByMR48ewcLCApMmTcKMGTOqOiwiek8SiQSHDh1CcHAwXrx4AVtbW+zZswft27ev6tCIiIiIiIiIPitMm0NERET/aRV9XJGIiIiIiIjoQ6jov0P5wloiIiIiIiIiIiIiomqGk/dERERERERERERERNUMJ++JiIiIiIiIiIiIiKoZTt4TEREREREREREREVUzSlUdABEREVF1kL5iJqRqqlUdBpWj7rRlVR0CERERERHRJ8OV90RERERERERERERE1Qwn74mIiIiIiIiIiIiIqhlO3hMRERERERERERERVTP/ycl7iUSCffv2AQAyMjIgkUiQkpJSpTG9r4/RD0tLS6xcufKDtVdZYWFh0NHRqbLjv8nHxwfdu3ev6jDoM/H06VN8/fXX0NLSgkQiwT///FPVIVXIm7+N76Oqfzvel5ubG8aPH//Rj/OhxpuIiIiIiIiI/p2qdPLex8cHEomkxOfmzZufLAZzc3NkZWXBwcHhkx2zY8eOUFRUxKlTpz5Ym5+iH9VxounN60YqlaJRo0YICwur6rA+a7GxsRWacC6qp6uri+fPn8ttS0pKEs/Lf1F4eDji4+ORmJiIrKwsaGtrf7C2i27UlfZ539+UrKwsdO7c+b1jPHPmDIYPH/7e7ZSn6Por+ujr66Nt27ZISEj4qMd9F4GBgXB0dCxR/qHG+10VH0MDAwN07twZFy5cqLKYiIiIiIiIiOj/VPnK+06dOiErK0vuU7t27U92fEVFRRgbG0NJSemTHC8zMxMnT57E2LFjsXnz5g/S5suXLz95P97Hy5cvP2h7oaGhyMrKwoULF9CnTx8MGTIER44c+aDHoLLJZDL8/PPPcmVbtmyBhYVFFUVUcQUFBSgsLPzg7aanp8POzg4ODg4wNjZ+p5sYb4vt2LFjJX47mzZt+j5hw9jYGKqqqu/VBgAYGBhAQ0PjvdupiLS0NGRlZSE2NhYGBgbo0qULHjx48EmO/b4+1Hi/r6IxPHjwIB4/foxOnTohOzu71LqvXr36KDEIgoD8/PyP0jYRERERERHR56rKJ+9VVVVhbGws91FUVCw1Tcn48ePh5uYmfndzc4O/vz+mTp0KPT09GBsbIzAwUG6fGzduoE2bNlBTU4O9vT2ioqLkthdPN1O0EjE6OhpOTk7Q0NBAy5YtkZaWJrdfcHAwDA0NIZPJ8M0332D69OmlrqwsLjQ0FF27dsWoUaOwe/du5OXlyW1/8uQJvL29oampCRMTE6xYsaJECgdLS0sEBwfDx8cH2traGDZsWKlpc65cuYIuXbpAS0sLMpkMrVu3Rnp6ujh2xdNCdO/eHT4+PqXGbWlpCQD46quvIJFIxO8VPU9jx47FxIkTUaNGDXTo0AEAsHz5cjRo0ACampowNzfH6NGjkZub+9YxLE5HRwfGxsaoU6cOvv32W+jp6eHo0aPi9uzsbAwfPhyGhobQ0tJC27Zt5VaWFq2K3bBhA8zNzaGhoYFevXqVu/I8MjISrVq1go6ODvT19dG1a1dxbIvcu3cPffv2hZ6eHjQ1NeHk5ITTp0+L23/99Vc0bdoUampqsLKywty5c+UmryQSCTZs2ICuXbtCQ0MDdnZ2OHnyJG7evAk3NzdoamrC2dm5xHEr0u6mTZvw1VdfQUNDA3Xr1sX+/fsBvP57cHd3BwDo6upCIpGUeU0UGTx4MLZs2SJ+f/bsGXbt2oXBgweXqJuYmIg2bdpAXV0d5ubm8Pf3l/sb2LZtG5ycnCCTyWBsbIz+/fvLTcQ+fvwY3t7eMDAwgLq6OurWrYvQ0FAApT8xkJKSAolEgoyMDAD/l4rpwIEDsLe3h6qqKu7cuYOXL19i6tSpMDMzg6amJlq0aIHY2FixnTt37qBbt27Q1dWFpqYm6tevj0OHDpU6Hm5ubggJCcHx48chkUjEv4XHjx9j0KBB0NXVhYaGBjp37owbN26I+5UVW1n09fVL/HYqKysD+L9ruugmilQqxahRo1BQUIAlS5bA2NgYhoaGmD9/vlybbz5d8/LlS4wdOxYmJiZQU1ODpaUlFi5cKNYNDAyEhYUFVFVVYWpqCn9/f3Fb8bQ5mZmZ8PLyglQqhZaWFnr37o0///xTri1HR0ds3boVlpaW0NbWRt++ffHkyZMy+1/E0NAQxsbGaNCgAWbNmoXs7Gy5v7OrV6/C09MTUqkURkZGGDhwIB4+fChuz8vLw6BBgyCVSmFiYoKQkJASxyjtqSMdHR25p3zK+nsPCwvD3LlzceHCBXGFe9F+xdu9dOkS2rZtC3V1dejr62P48OFyv4lFv7fLli2DiYkJ9PX1MWbMGLkJ9bVr16Ju3bpQU1ODkZERevbsWeExbN68OUJCQnD//n2cOnVK/P9KREQE3NzcoKamhm3btqGwsBDz5s1DzZo1oaqqCkdHR0RGRsq1mZiYCEdHR6ipqcHJyQn79u0r9f+1R44cgZOTE1RVVREfH4//196dx+WU/v8Df93taRepiEraVCgayZQlMlkyzNgl2ffsfOy7EGMZ66DszCDGEO1jG1rcsiRJZClmMEWNtJzfH36dr7s9YxRez8fjPB7u61znOtc517lvvM913ic5ORmenp6oU6cO1NXV0aJFC4SGhsq0Xfh3YOG4NWjQAMeOHcOff/4pXme2traIiYkp99iJiIiIiIiIqrMqD97/W4GBgVBTU8OlS5ewYsUKLFy4UAzQFxQUoEePHmKKms2bN2P69OkVanfWrFnw9/dHTEwMFBQU4OPjI67bu3cvlixZAj8/P8TGxqJ+/frYtGlTuW0KgoCdO3diwIABsLS0hLm5OQ4dOiRTZ9KkSTh//jyOHz+OkJAQnD17FnFxccXaWrlyJWxsbBAbG4s5c+YUW//o0SPxpkV4eDhiY2Ph4+Pz3jMbo6OjAfzfLPfCzxUVGBgIBQUFnD9/Hlu2bAEAyMnJYd26dbh+/ToCAwMRHh6OadOmvVf/gLczlQ8dOoTnz5+LQUxBENC5c2ekp6fj5MmTiI2Nhb29Pdq3b4/nz5+L2965cweHDh3Cr7/+iuDgYEilUowZM6bUfWVlZWHSpEmIjo5GWFgY5OTk8O2334ozpV+9egVXV1c8fvwYx48fx9WrVzFt2jRx/enTpzFgwACMHz8eN2/exJYtWxAQEFAsmLpo0SJ4eXlBKpXC0tIS/fr1w4gRIzBz5kwxMDV27FixfkXbXbBgAXr16oX4+Hh4eHigf//+eP78OYyMjHD48GEA/zcbd+3atWWe94EDB+Ls2bNITU0FABw+fBjGxsawt7eXqXft2jW4u7ujR48eiI+Px8GDB3Hu3DmZ/r958waLFi3C1atXERQUhJSUFJmbB3PmzMHNmzdx6tQpJCQkYNOmTahVq1aZ/SsqOzsby5Ytw08//YQbN25AT08PgwcPxvnz53HgwAHEx8fj+++/R6dOncTg+pgxY5CTk4Pff/8d165dg5+fH9TV1Uts/8iRIxg2bBicnJyQlpaGI0eOAHgbeI2JicHx48dx8eJFCIIADw8PmcBrSX17X8nJyTh16hSCg4Oxf/9+7NixA507d8bDhw8RFRUFPz8/zJ49u9RUO+vWrcPx48dx6NAhJCYmYs+ePeJNu19++QVr1qzBli1bkJSUhKCgINja2pbYjiAI6N69O54/f46oqCiEhIQgOTkZvXv3LtbfoKAgnDhxAidOnEBUVBSWL19e4ePNzs4Wb+QUfv/T0tLg6uqKpk2bIiYmBsHBwXjy5Al69eolbjd16lRERETg6NGjOHPmDCIjIxEbG1vh/QJlf9979+6NyZMno3HjxuITEkWPvbD/nTp1go6ODqKjo/Hzzz8jNDRU5vsBABEREUhOTkZERAQCAwMREBAg3gyIiYnB+PHjsXDhQiQmJiI4OBguLi6VOhZVVVUAsjPsp0+fjvHjxyMhIQHu7u5Yu3Yt/P39sWrVKsTHx8Pd3R3dunUTvy8vX75E165dYWtri7i4OCxatKjUv3unTZuGZcuWISEhAXZ2dnj16hU8PDwQGhqKK1euwN3dHV27dhV/XwqtWbMGzs7OuHLlCjp37oyBAwfCy8sLAwYMQFxcHMzMzODl5QVBEErcb05ODjIzM2UWIiIiIiIiouqmynOsnDhxQiYI9s033+Dnn3+u8PZ2dnaYN28eAKBRo0bYsGEDwsLC0KFDB4SGhiIhIQH37t1DvXr1AABLly6tUI7hJUuWwNXVFQAwY8YMdO7cGa9fv4aKigrWr1+PIUOGYPDgwQCAuXPn4syZM+XOGg8NDUV2djbc3d0BAAMGDMD27dvFdl6+fInAwEDs27cP7du3B/A2WG5oaFisrXbt2mHKlCni58KZxYV+/PFHaGlp4cCBA2Igy9zcvNzjLk3t2rUB/N8s98oyMzPDihUrZMrenflvYmKCRYsWYdSoUdi4cWOl2u7bty/k5eXx+vVr5Ofno2bNmhg6dCiAt4Gua9eu4enTp2J6ilWrViEoKAi//PKLmJf79evXCAwMFK+T9evXo3PnzvD39y/xeHv27Cnzefv27dDT08PNmzdhY2ODffv24c8//0R0dDRq1qwpnoNCS5YswYwZM8TZ6aampli0aBGmTZsmXs8AMHjwYDHQOH36dDg5OWHOnDniNTRhwgTx+qlMu97e3ujbty+At9+J9evX4/Lly+jUqZPYXz09vQq9MFhPTw/ffPMNAgICMHfuXOzYsUPmZlehlStXol+/fuK4N2rUCOvWrYOrqys2bdoEFRUVme1MTU2xbt06ODo64tWrV1BXV0dqaiqaNWuG5s2bA/i/J0IqIzc3Fxs3bkSTJk0AvA0a79+/Hw8fPhS/a1OmTEFwcDB27tyJpUuXIjU1FT179hQD1KampqW2X7NmTdSoUQNKSkritZOUlITjx4/j/PnzaNWqFYC3NwGNjIwQFBSE77//vsS+laVVq1aQk5O9/5qRkQF5eXkAb29e7tixAxoaGrC2tkbbtm2RmJiIkydPQk5ODhYWFvDz80NkZCRatmxZrP3U1FQ0atQIrVu3hkQiQYMGDWTW6evrw83NDYqKiqhfvz4cHR1L7GdoaCji4+ORkpICIyMjAMDu3bvRuHFjREdHo0WLFmJ/AwICoKGhAeDtTaGwsLBiN56KKvzOZmdnQxAEODg4iL+fmzZtgr29PZYuXSrW37FjB4yMjHD79m0YGhpi+/bt2LVrl/hE0Lu/AxVV3vddXV0dCgoKZf527t27F//88w927doFNTU1AMCGDRvQtWtX+Pn5oU6dOgDePhGzYcMGyMvLw9LSEp07d0ZYWBiGDRuG1NRUqKmpoUuXLtDQ0ECDBg3QrFmzCh/Hs2fPsGDBAmhoaMDR0RHZ2dkA3v5W9+jRQ6y3atUqTJ8+HX369AEA+Pn5ISIiAj/88AN+/PFH7N27FxKJBNu2bROfenv06BGGDRtWbJ8LFy4Uzz3w9omSd6//xYsX4+jRozh+/LjMjQwPDw+MGDECwNu/gzdt2oQWLVqI36XC38snT56UeN6XLVuGBQsWVPjcEBEREREREVWFKp9537ZtW0ilUnFZt25dpba3s7OT+WxgYCCm2UhISED9+vVlAjFOTk6VbtfAwAAAxHYTExOLBapKC1y9a/v27ejdu7eYl75v3764dOmSmJLn7t27yM3NlWlLS0sLFhYWxdoqDF6WRiqV4uuvvxYD91WtpP5GRESgQ4cOqFu3LjQ0NODl5YVnz54VSyVUnjVr1kAqlSIkJARNmzbFmjVrxMBZbGwsXr16BV1dXairq4tLSkqKTLqZkq6TgoKCYumSCiUnJ6Nfv34wNTWFpqam+J6GwtmhUqkUzZo1EwN5RcXGxmLhwoUyfRo2bBjS0tLEgBkgex0WBu/eneFcp04dvH79Wpw1+j7tqqmpQUND41/lCffx8UFAQADu3r2Lixcvon///iUec0BAgEzf3N3dUVBQgJSUFADAlStX4OnpiQYNGkBDQ0NMOVN4XkeNGoUDBw6gadOmmDZtGi5cuFDpviopKckcf1xcHARBgLm5uUzfoqKixGtk/PjxWLx4MZydnTFv3jzEx8dXap8JCQlQUFDAV199JZbp6urCwsICCQkJpfatLAcPHpT57ZRKpWLgHnh7Y6MwEA68vVasra1lAv516tQpddy9vb0hlUphYWGB8ePHy6Si+v777/HPP//A1NQUw4YNw9GjR0t9qichIQFGRkZi4B4ArK2toa2tLXPsRfv77m95WQqfTtq/fz8aNGiAgIAA8XcvNjYWERERMuNqaWkJ4O13ODk5GW/evJH5e6FmzZol/uaWpbzve0UkJCSgSZMmYuAeAJydnYv9DjVu3FhmnN89Tx06dECDBg1gamqKgQMHYu/evTLf+9LUq1cP6urqqFWrFhISEvDzzz/LPPXx7u93ZmYmHj9+DGdnZ5k2nJ2dxfFMTEyEnZ0dVFRUxPWl/R1Z9O+GrKwsTJs2TbxG1NXVcevWrWIz7yvy2wig1Gto5syZyMjIEJcHDx6UWI+IiIiIiIioKlX5zHs1NTWZGYqF5OTkij3uXtKL8ooGpyUSiZiapKTH5Sv64sh32y3c5t2XRxZtp7RH8ws9f/4cQUFByM3NlUmxk5+fjx07dsDPz09soyJtvxvgKUlh6oPSVPT8lqei7RTt7/379+Hh4YGRI0di0aJFqFmzJs6dO4chQ4ZUuh/6+vowMzODmZkZfv75Z3FmtrW1NQoKCmBgYCCTv7xQWbPKC8egtOula9euMDIywrZt22BoaIiCggLY2NiIL+Mt7/wXFBRgwYIFMrNZC70b8CrpOizr2nyfdgvb+Tcvbi2cBTtkyBB07doVurq6xeoUFBRgxIgRMrnRC9WvXx9ZWVno2LEjOnbsiD179qB27dpITU2Fu7u7eF6/+eYb3L9/H7/99htCQ0PRvn17jBkzBqtWrRKD0u9ejyVdS6qqqjLjWlBQAHl5ecTGxsoERQGITwUNHToU7u7u+O2333DmzBksW7YM/v7+GDduXIXOT2m/D4IgyPSlaN/KYmRkVOJvZ6GSxrgy425vb4+UlBScOnUKoaGh6NWrF9zc3PDLL7/AyMgIiYmJCAkJQWhoKEaPHo2VK1ciKiqq2D6KHmNp5e97TZqYmEBbWxvm5uZ4/fo1vv32W1y/fh3KysooKCgQZ64XZWBgIPPOgbJIJJIyf+fK+75XRGnnqXD/hco6TxoaGoiLi0NkZCTOnDmDuXPnYv78+YiOji7z9+7s2bPQ1NRE7dq1oampWWx9SX/flPT3VGFZScdS2negaNtTp07F6dOnsWrVKpiZmUFVVRXfffddsRedV/a3sShlZeVq8bJgIiIiIiIiorJU+cz70tSuXRtpaWkyZe++jLUirK2tkZqaisePH4tlFy9e/Nd9s7CwwOXLl2XKynsx3t69e1GvXj1cvXpVZqbsDz/8gMDAQOTl5aFhw4ZQVFSUaTszM7PCAaZ32dnZ4ezZs6UGwoue3/z8fFy/fr3MNhUVFZGfn19mO0DFxikmJgZ5eXnw9/dHy5YtYW5uLjNO78vMzAw9e/bEzJkzAbwNQKanp0NBQUEM8Bcu7+ZKL+k6kZOTKzHV0LNnz5CQkIDZs2ejffv2sLKywosXL2Tq2NnZQSqVyuTVf5e9vT0SExOL9cnMzKxYKpTK+BDtKikpAUCxsS6LvLw8Bg4ciMjIyBJT5hT27caNGyX2TUlJCbdu3cJff/2F5cuX4+uvv4alpWWJs2Zr164Nb29v7NmzBz/88AO2bt0qlgOQuR4rci02a9YM+fn5ePr0abF+vZtuw8jICCNHjsSRI0cwefJkbNu2rcLnx9raGnl5eTIvUn327Blu374NKyurCrfzsWlqaqJ3797Ytm0bDh48iMOHD4vXtKqqKrp164Z169YhMjISFy9exLVr14q1Ufg7/O7M5ps3byIjI+ODH/vAgQNRUFAgpt4qvOaMjY2LjW3hjWNFRUWZvP8vXrzA7du3Zdot+juXlJRU7EmWsr7vSkpK5X6frK2tIZVKZZ48On/+fKm/Q6VRUFCAm5sbVqxYgfj4eNy7dw/h4eFlbmNiYoKGDRuWGLgvSlNTE4aGhjh37pxM+YULF8TxtLS0RHx8PHJycsT1FX157NmzZ+Ht7Y1vv/0Wtra20NfXL5YWjoiIiIiIiOhLUW2D9+3atUNMTAx27dqFpKQkzJs3r9zgclFubm6wsLCAl5cXrl69irNnz2LWrFn/um/jxo3D9u3bERgYiKSkJCxevBjx8fFlzpjdvn07vvvuO9jY2MgsPj4++Pvvv/Hbb79BQ0MDgwYNEl+geOPGDfj4+EBOTq7Cs3ELjR07FpmZmejTpw9iYmKQlJSE3bt3i+kX2rVrh99++w2//fYbbt26hdGjR+Pvv/8us01jY2OEhYUhPT1dDFa/7zg1bNgQeXl5WL9+Pe7evYvdu3dj8+bNlTrG0kyePBm//vorYmJi4ObmBicnJ3Tv3h2nT5/GvXv3cOHCBcyePVsmmKSiooJBgwaJ18n48ePRq1evEnMl6+joQFdXF1u3bsWdO3cQHh6OSZMmydTp27cv9PX10b17d5w/fx53797F4cOHxZtHc+fOxa5duzB//nzcuHEDCQkJOHjwIGbPnv2vjv1DtNugQQNIJBKcOHECf/75Z7nvcii0aNEi/Pnnn2I+/qKmT5+OixcvYsyYMZBKpWIe+MLZ6/Xr14eSkpJ4TRw/fhyLFi0qdnzHjh3DnTt3cOPGDZw4cUIMGJqZmcHIyAjz58/H7du38dtvv8Hf37/cfpubm6N///7w8vLCkSNHkJKSgujoaPj5+eHkyZMA3ub8Pn36NFJSUhAXF4fw8PBKBZ4bNWoET09PDBs2DOfOncPVq1cxYMAA1K1bF56enhVu513Pnj1Denq6zPL69ev3aqska9aswYEDB3Dr1i3cvn0bP//8M/T19aGtrY2AgABs374d169fF7+/qqqqMnnxC7m5ucHOzg79+/dHXFwcLl++DC8vL7i6upab/quy5OTk4Ovri+XLlyM7OxtjxozB8+fP0bdvX1y+fBl3797FmTNn4OPjg/z8fKirq2PIkCGYOnUqwsLCcP36dXh7exe70dWuXTts2LABcXFxiImJwciRI2VmeZf3fTc2NkZKSgqkUin++usvmaB2of79+4u/Q9evX0dERATGjRuHgQMHiilgynPixAmsW7cOUqkU9+/fx65du1BQUFDpNEDlmTp1Kvz8/HDw4EEkJiZixowZkEqlmDBhAgCgX79+KCgowPDhw5GQkCDOpAfKf/rNzMwMR44cgVQqxdWrV8W2iIiIiIiIiL5E1TZ47+7ujjlz5mDatGlo0aIFXr58CS8vr0q1IScnh6NHjyInJweOjo4YOnRouS8/rIj+/ftj5syZmDJliphawtvbWyYtybtiY2Nx9erVYi85Bd6mOejYsSO2b98OAFi9ejWcnJzQpUsXuLm5wdnZGVZWVqW2XRpdXV2Eh4fj1atXcHV1hYODA7Zt2yYGnHx8fDBo0CAxiGZiYoK2bduW2aa/vz9CQkJgZGQkvgTxfcepadOmWL16Nfz8/GBjY4O9e/di2bJllTrG0tja2sLNzQ1z586FRCLByZMn4eLiAh8fH5ibm6NPnz64d++eTEDMzMwMPXr0gIeHBzp27AgbG5tSX5wrJyeHAwcOIDY2FjY2Npg4cSJWrlwpU0dJSQlnzpyBnp4ePDw8YGtri+XLl4tpWdzd3XHixAmEhISgRYsWaNmyJVavXl1i8LMyPkS7devWxYIFCzBjxgzUqVNH5iWRZVFSUkKtWrVKDc7Z2dkhKioKSUlJ+Prrr9GsWTPMmTNHfKdE7dq1ERAQgJ9//hnW1tZYvny5GPB7dx8zZ86EnZ0dXFxcIC8vjwMHDgB4+2TI/v37cevWLTRp0gR+fn5YvHhxhfq+c+dOeHl5YfLkybCwsEC3bt1w6dIlMU97fn4+xowZAysrK3Tq1AkWFhaVfrHyzp074eDggC5dusDJyQmCIODkyZPv/V4KNzc3GBgYyCxBQUHv1VZJ1NXV4efnh+bNm6NFixa4d++e+LJbbW1tbNu2Dc7OzrCzs0NYWBh+/fXXEtMlSSQSBAUFQUdHBy4uLnBzc4OpqSkOHjz4wfr6Lh8fH+Tm5mLDhg0wNDTE+fPnkZ+fD3d3d9jY2GDChAnQ0tISA/QrV66Ei4sLunXrBjc3N7Ru3RoODg4ybfr7+8PIyAguLi7o168fpkyZgho1aojry/u+9+zZE506dULbtm1Ru3Zt7N+/v1i/a9SogdOnT+P58+do0aIFvvvuO7Rv3x4bNmyo8LFra2vjyJEjaNeuHaysrLB582bs378fjRs3fp9TWarx48dj8uTJmDx5MmxtbREcHIzjx4+jUaNGAN7Ozv/1118hlUrRtGlTzJo1C3PnzgWAcv8uW7NmDXR0dNCqVSt07doV7u7usLe3/6D9JyIiIiIiIvpUSITykrVThXTo0AH6+vrYvXv3B203KysLdevWhb+/P4YMGfJB26a35s+fj6CgoEqnZSIioorZu3cvBg8ejIyMjA/yjoAPLTMzE1paWoibPxbqKsyFX501mr6q/EpERERERETVXOH/QzMyMspMY1vlL6z9FGVnZ2Pz5s1wd3eHvLw89u/fj9DQUISEhPzrtq9cuYJbt27B0dERGRkZWLhwIQC8d2oNIiKij23Xrl0wNTVF3bp1cfXqVUyfPh29evWqloF7IiIiIiIiouqKwfv3UJiKZfHixcjJyYGFhQUOHz4MNze3D9L+qlWrkJiYCCUlJTg4OODs2bMyL1clIiKqztLT0zF37lykp6fDwMAA33///QdJW0dERERERET0JWHaHCIiIvqiMW3Op4Npc4iIiIiI6HPAtDlEREREldBw4pIy/9FERERERERE9DHJVXUHiIiIiIiIiIiIiIhIFoP3RERERERERERERETVDIP3RERERERERERERETVDHPeExEREQG4Pm881JWVqrob9J7slm+t6i4QERERERF9UJx5T0RERERERERERERUzTB4T0RERERERERERERUzTB4T0RERERERERERERUzTB4T0RERERERERERERUzTB4T0T0kRkbG+OHH36o6m5UC/Pnz0fTpk2ruhsfnbe3N7p3717V3SAiIiIiIiKiaozBeyKqdqpDYPPKlSv4/vvvUadOHaioqMDc3BzDhg3D7du3q7Rf78vb2xsSiaTMpSpMmTIFYWFhMv2s6Ng/ePAAQ4YMgaGhIZSUlNCgQQNMmDABz549+496W3n37t2DRCKBVCqVKV+7di0CAgKqpE+FjI2NxbGvUaMGbGxssGXLlirtExERERERERH9HwbviYiKOHHiBFq2bImcnBzs3bsXCQkJ2L17N7S0tDBnzpz3bvfNmzcfsJeVs3btWqSlpYkLAOzcubNYWaGP1Vd1dXXo6upWeru7d++iefPmuH37Nvbv3487d+5g8+bNCAsLg5OTE54/f/4f9Pb/5Obm/qvttbS0oK2t/WE68y8sXLgQaWlpiI+PR/fu3TFy5EgcPHiwxLr/5TVRld8NIiIiIiIiouqKwXsi+uRERUXB0dERysrKMDAwwIwZM5CXlwcA+PXXX6GtrY2CggIAgFQqhUQiwdSpU8XtR4wYgb59+5bYdnZ2NgYPHgwPDw8cP34cbm5uMDExwVdffYVVq1aJM5Pz8/MxZMgQmJiYQFVVFRYWFli7dq1MW4WzyJctWwZDQ0OYm5uL616+fIl+/fpBXV0dhoaGWL9+vcy2qamp8PT0hLq6OjQ1NdGrVy88efJEXF+Ybmb37t0wNjaGlpYW+vTpg5cvX5Z4XFpaWtDX1xcXANDW1hY/9+nTB2PHjsWkSZNQq1YtdOjQAQCwevVq2NraQk1NDUZGRhg9ejRevXolthsQEABtbW2cPn0aVlZWUFdXR6dOnWRuBkRGRsLR0RFqamrQ1taGs7Mz7t+/L3MchX8ODAzEsWPHxBnhkZGRJR7PmDFjoKSkhDNnzsDV1RX169fHN998g9DQUDx69AizZs0S6xobG2PRokVlnu+MjAwMHz4cenp60NTURLt27XD16tVi53vHjh0wNTWFsrIyBEFAcHAwWrduDW1tbejq6qJLly5ITk4WtzMxMQEANGvWDBKJBG3atAFQ/AmDnJwcjB8/Hnp6elBRUUHr1q0RHR0tcw4lEgnCwsLQvHlz1KhRA61atUJiYqJY5+rVq2jbti00NDSgqakJBwcHxMTElHj+CmloaEBfXx9mZmZYvHgxGjVqhKCgIABAmzZtSrwmyvr+AW+v7f79+0NNTQ0GBgZYs2YN2rRpA19fX5kxWbx4Mby9vaGlpYVhw4YBAKZPnw5zc3PUqFEDpqammDNnjsyNknfHoX79+lBXV8eoUaOQn5+PFStWQF9fH3p6eliyZEmZx01ERERERET0KWDwnog+KY8ePYKHhwdatGiBq1evYtOmTdi+fTsWL14MAHBxccHLly9x5coVAG8DjbVq1UJUVJTYRmRkJFxdXUts//Tp0/jrr78wbdq0EtcXzpYuKChAvXr1cOjQIdy8eRNz587F//73Pxw6dEimflhYGBISEhASEoITJ06I5StXroSdnR3i4uIwc+ZMTJw4ESEhIQAAQRDQvXt3PH/+HFFRUQgJCUFycjJ69+4t03ZycjKCgoJw4sQJnDhxAlFRUVi+fHklzqaswMBAKCgo4Pz58+JNCjk5Oaxbtw7Xr19HYGAgwsPDi52b7OxsrFq1Crt378bvv/+O1NRUTJkyBQCQl5eH7t27w9XVFfHx8bh48SKGDx9eYpqeKVOmoFevXmLwPy0tDa1atSpW7/nz5zh9+jRGjx4NVVVVmXX6+vro378/Dh48CEEQxPLyznfnzp2Rnp6OkydPIjY2Fvb29mjfvr3MDP47d+7g0KFDOHz4sJgGJysrC5MmTUJ0dDTCwsIgJyeHb7/9Vrx5dPnyZQBAaGgo0tLScOTIkRLP/bRp03D48GEEBgYiLi4OZmZmcHd3L/YEwaxZs+Dv74+YmBgoKCjAx8dHXNe/f3/Uq1cP0dHRiI2NxYwZM6CoqFji/kqjoqIiEywvek2U9/0DgEmTJuH8+fM4fvw4QkJCcPbsWcTFxRXb18qVK2FjY4PY2FjxiRYNDQ0EBATg5s2bWLt2LbZt24Y1a9bIbJecnIxTp04hODgY+/fvx44dO9C5c2c8fPgQUVFR8PPzw+zZs/HHH3+Uepw5OTnIzMyUWYiIiIiIiIiqG4Wq7gARUWVs3LgRRkZG2LBhAyQSCSwtLfH48WNMnz4dc+fOhZaWFpo2bYrIyEg4ODggMjISEydOxIIFC/Dy5UtkZWXh9u3b4gzoopKSkgAAlpaWZfZDUVERCxYsED+bmJjgwoULOHToEHr16iWWq6mp4aeffoKSkpLM9s7OzpgxYwYAwNzcHOfPn8eaNWvQoUMHhIaGIj4+HikpKTAyMgIA7N69G40bN0Z0dDRatGgB4O0NhICAAGhoaAAABg4ciLCwsPeedWxmZoYVK1bIlL07W9rExASLFi3CqFGjsHHjRrE8NzcXmzdvRsOGDQEAY8eOxcKFCwEAmZmZyMjIQJcuXcT1VlZWJe5fXV0dqqqqyMnJEZ8OKElSUhIEQSi1HSsrK7x48QJ//vkn9PT0AJR9viMiInDt2jU8ffoUysrKAIBVq1YhKCgIv/zyC4YPHw7gbWqX3bt3o3bt2uK+evbsKbPv7du3Q09PDzdv3oSNjY1YV1dXt9RjysrKwqZNmxAQEIBvvvkGALBt2zaEhIRg+/btMk+NLFmyRLzxNGPGDHTu3BmvX7+GiooKUlNTMXXqVPHabdSoUannsKi8vDzs2bMH165dw6hRo8TyotfErFmzyvz+ZWVlITAwEPv27UP79u0BvE3PZGhoWGyf7dq1E2/yFJo9e7b4Z2NjY0yePBkHDx6UuWFUUFCAHTt2QENDA9bW1mjbti0SExNx8uRJyMnJwcLCAn5+foiMjETLli1LPN5ly5bJfH+JiIiIiIiIqiPOvCeiT0pCQgKcnJxkZm47Ozvj1atXePjwIYC36T4iIyMhCALOnj0LT09P2NjY4Ny5c4iIiECdOnVKDc6/O1u7PJs3b0bz5s1Ru3ZtqKurY9u2bUhNTZWpY2trWyxwDwBOTk7FPickJIjHaGRkJAbuAcDa2hra2tpiHeBtcLMwcA8ABgYGePr0aYX7X1Tz5s2LlUVERKBDhw6oW7cuNDQ04OXlhWfPniErK0usU6NGDTEwX7QfNWvWhLe3N9zd3dG1a1cx9/5/qXAM371GyjrfsbGxePXqFXR1daGuri4uKSkpMilwGjRoIBO4B97OAu/Xrx9MTU2hqakppskpeh2UJTk5Gbm5uXB2dhbLFBUV4ejoKDPeAGBnZyf+2cDAAADEcz1p0iQMHToUbm5uWL58uUzfSzN9+nTxpsmYMWMwdepUjBgxQlxf9Joo7/t39+5d5ObmwtHRUVyvpaUFCwuLYvsu6Xr75Zdf0Lp1a+jr60NdXR1z5swpdi6LXvd16tSBtbU15OTkZMrK+i7MnDkTGRkZ4vLgwYNS6xIRERERERFVFQbvieiTIghCsZQrRYO1bdq0wdmzZ3H16lXIycnB2toarq6uiIqKKjNlDgAxL/2tW7fK7MehQ4cwceJE+Pj44MyZM5BKpRg8eHCxF2+qqalV+NgK+1/SMZZUXjQlikQiEdO1vI+ifb1//z48PDxgY2ODw4cPIzY2Fj/++CMA2Re2ltSPd2+C7Ny5ExcvXkSrVq1w8OBBmJubl5nSpDxmZmaQSCS4efNmietv3boFHR0d1KpVq8x2Cs9lQUEBDAwMIJVKZZbExESZWe8ljWXXrl3x7NkzbNu2DZcuXcKlS5cAVO4FrCXdbCgsL1r27rl+t//A23zwN27cQOfOnREeHg5ra2scPXq0zH1PnToVUqkU9+/fx6tXr7BixQqZIHjRYy7v+1fWsRRVtO0//vgDffr0wTfffIMTJ07gypUrmDVrVrFzWdL1VtnvgrKyMjQ1NWUWIiIiIiIiouqGwXsi+qRYW1vjwoULMsHACxcuQENDA3Xr1gXwf3nvf/jhB7i6ukIikcDV1RWRkZHlBu87duyIWrVqFUsfU+jvv/8GAJw9exatWrXC6NGj0axZM5iZmVVopnOhosHrP/74Q3wawNraGqmpqTKzgW/evImMjIxSU8X8F2JiYpCXlwd/f3+0bNkS5ubmePz48Xu11axZM8ycORMXLlyAjY0N9u3bV2I9JSUl5Ofnl9mWrq4uOnTogI0bN+Kff/6RWZeeno69e/eid+/eMgHkss63vb090tPToaCgADMzM5mlrBsAz549Q0JCAmbPno327duL6XqKHg+AMo/JzMwMSkpKOHfunFiWm5uLmJiYSo+3ubk5Jk6ciDNnzqBHjx7YuXNnmfVr1aoFMzMzGBoalnjDqKjyvn8NGzaEoqKimOsfeJs6qTAdVVnOnz+PBg0aYNasWWjevDkaNWokvtiYiIiIiIiI6EvE4D0RVUsZGRnFZkKnpqZi9OjRePDgAcaNG4dbt27h2LFjmDdvHiZNmiTOGC7Me79nzx4xt72Liwvi4uLKzHcP/F+O+t9++w3dunVDaGgo7t27h5iYGEybNg0jR44E8DbgGhMTg9OnT+P27duYM2cOoqOjK3x858+fx4oVK3D79m38+OOP+PnnnzFhwgQAgJubG+zs7NC/f3/ExcXh8uXL8PLygqura4mpRv4rDRs2RF5eHtavX4+7d+9i9+7d2Lx5c6XaSElJwcyZM3Hx4kXcv38fZ86cwe3bt0sNShsbGyM+Ph6JiYn466+/ZGb4v2vDhg3IycmBu7s7fv/9dzx48ADBwcFiip+ief/LO99OTk7o3r07Tp8+jXv37uHChQuYPXs2YmJiSj02HR0d6OrqYuvWrbhz5w7Cw8MxadIkmTp6enpQVVVFcHAwnjx5goyMjGLtqKmpYdSoUZg6dSqCg4Nx8+ZNDBs2DNnZ2RgyZEiZ57fQP//8g7FjxyIyMhL379/H+fPnER0d/cFv9pT3/dPQ0MCgQYMwdepURERE4MaNG/Dx8YGcnFy5NwfMzMyQmpqKAwcOIDk5GevWrSv3yQEiIiIiIiKizxmD90RULUVGRqJZs2Yyy9y5c1G3bl2cPHkSly9fRpMmTTBy5EgMGTJE5kWXANC2bVvk5+eLgXodHR1YW1ujdu3a5QY0PT09ceHCBSgqKqJfv36wtLRE3759kZGRgcWLFwMARo4ciR49eqB379746quv8OzZM4wePbrCxzd58mTExsaiWbNmWLRoEfz9/eHu7g7gbcqPoKAg6OjowMXFBW5ubjA1NcXBgwcrcQb/vaZNm2L16tXw8/ODjY0N9u7di2XLllWqjRo1auDWrVvo2bMnzM3NMXz4cIwdO1Ymr/q7hg0bBgsLC/FdAufPny+xXqNGjRATE4OGDRuid+/eaNiwIYYPH462bdvi4sWLqFmzpkz98s73yZMn4eLiAh8fH5ibm6NPnz64d+8e6tSpU+qxycnJ4cCBA4iNjYWNjQ0mTpyIlStXytRRUFDAunXrsGXLFhgaGsLT07PEtpYvX46ePXti4MCBsLe3x507d3D69Gno6OiUuv93ycvL49mzZ/Dy8oK5uTl69eqFb7755oO/lLUi37/Vq1fDyckJXbp0gZubG5ydnWFlZQUVFZUy2/b09MTEiRMxduxYNG3aFBcuXMCcOXM+aP+JiIiIiIiIPiUSoTJvZyQiIvrEGBsbw9fXF76+vlXdlS9SVlYW6tatC39//wo/SfCxZWZmQktLC+d9B0FdufgLpunTYLd8a1V3gYiIiIiIqEIK/x+akZFR5nvYFD5in4iIiOgzd+XKFdy6dQuOjo7IyMjAwoULAaDUpw6IiIiIiIiIqGQM3hMREdEHtWrVKiQmJkJJSQkODg44e/ZsmS//JSIiIiIiIqLimDaHiIiIvmgVfVyRiIiIiIiI6EOo6P9D+cJaIiIiIiIiIiIiIqJqhsF7IiIiIiIiIiIiIqJqhsF7IiIiIiIiIiIiIqJqhsF7IiIiIiIiIiIiIqJqRqGqO0BERERUHURPGAo1JcWq7gZ9xlpu2VvVXSAiIiIiok8IZ94TEREREREREREREVUzDN4TEREREREREREREVUzDN4TEREREREREREREVUzDN4TEREREREREREREVUzDN4TEREVIZFIEBQUVCX7nj9/Ppo2bVol+65q9+7dg0QigVQqrequEBEREREREVU5Bu+JiKhU6enpGDduHExNTaGsrAwjIyN07doVYWFhVd21/1RaWhq++eYbAP9NQHnp0qWQl5fH8uXLi62bMmXKe53fgIAASCQScTEwMECvXr2QkpLyr/oaGRkJiUSCv//++1+1U5S3tze6d+8uU2ZkZIS0tDTY2Nh80H0RERERERERfYoYvCciohLdu3cPDg4OCA8Px4oVK3Dt2jUEBwejbdu2GDNmTFV37z+lr68PZWXl/6z9nTt3Ytq0adixY0exderq6tDV1S112zdv3pS6TlNTE2lpaXj8+DH27dsHqVSKbt26IT8/v1hdQRCQl5f3fgfwH5GXl4e+vj4UFBSquitEREREREREVY7BeyIiKtHo0aMhkUhw+fJlfPfddzA3N0fjxo0xadIk/PHHH2K91NRUeHp6Ql1dHZqamujVqxeePHkiri9MA7Njxw7Ur18f6urqGDVqFPLz87FixQro6+tDT08PS5Yskdm/RCLBli1b0KVLF9SoUQNWVla4ePEi7ty5gzZt2kBNTQ1OTk5ITk4WtylpNrevry/atGkjfm7Tpg3Gjx+PadOmoWbNmtDX18f8+fOL7bswbY6JiQkAoFmzZpBIJGjTpg1+//13KCoqIj09XWa7yZMnw8XFpczzGhUVhX/++QcLFy5EVlYWfv/9d5n1RdPmFB7TsmXLYGhoCHNz81Lblkgk0NfXh4GBAdq2bYt58+bh+vXruHPnjjiD/vTp02jevDmUlZVx9uxZ5OTkYPz48dDT04OKigpat26N6OhoAG9v4LRt2xYAoKOjA4lEAm9vbwBvg/8rVqyAqakpVFVV0aRJE/zyyy8y/blx4wY6d+4MTU1NaGho4Ouvv0ZycjLmz5+PwMBAHDt2THxSIDIyssSnHKKiouDo6AhlZWUYGBhgxowZMjcdKjKeReXk5CAzM1NmISIiIiIiIqpuGLwnIqJinj9/juDgYIwZMwZqamrF1mtrawN4G8Dt3r07nj9/jqioKISEhCA5ORm9e/eWqZ+cnIxTp04hODgY+/fvx44dO9C5c2c8fPgQUVFR8PPzw+zZs2VuCgDAokWL4OXlBalUCktLS/Tr1w8jRozAzJkzERMTAwAYO3ZspY8vMDAQampquHTpElasWIGFCxciJCSkxLqXL18GAISGhiItLQ1HjhyBi4sLTE1NsXv3brFeXl4e9uzZg8GDB5e57+3bt6Nv375QVFRE3759sX379nL7GxYWhoSEBISEhODEiRMVPk5VVVUAQG5urlg2bdo0LFu2DAkJCbCzs8O0adNw+PBhBAYGIi4uDmZmZnB3d8fz589hZGSEw4cPAwASExORlpaGtWvXAgBmz56NnTt3YtOmTbhx4wYmTpyIAQMGICoqCgDw6NEjuLi4QEVFBeHh4YiNjYWPjw/y8vIwZcoU9OrVC506dUJaWhrS0tLQqlWrYv1/9OgRPDw80KJFC1y9ehWbNm3C9u3bsXjxYpl6lRlPAFi2bBm0tLTExcjIqMLnlIiIiIiIiOhj4XPpRERUzJ07dyAIAiwtLcusFxoaivj4eKSkpIgB0N27d6Nx48aIjo5GixYtAAAFBQXYsWMHNDQ0YG1tjbZt2yIxMREnT56EnJwcLCws4Ofnh8jISLRs2VJsf/DgwejVqxcAYPr06XBycsKcOXPg7u4OAJgwYUK5wfKS2NnZYd68eQCARo0aYcOGDQgLC0OHDh2K1a1duzYAQFdXF/r6+mL5kCFDsHPnTkydOhUA8NtvvyE7O1vsb0kyMzNx+PBhXLhwAQAwYMAAODs7Y/369dDU1Cx1OzU1Nfz0009QUlKq8DE+fPgQK1euRL169WBubo6//voLALBw4ULxOLOysrBp0yYEBASIOf63bduGkJAQbN++HVOnTkXNmjUBAHp6euJNm6ysLKxevRrh4eFwcnICAJiamuLcuXPYsmULXF1d8eOPP0JLSwsHDhyAoqIiAMg8NaCqqoqcnByZc1rUxo0bYWRkhA0bNkAikcDS0hKPHz/G9OnTMXfuXMjJvZ2DUJnxBICZM2di0qRJ4ufMzEwG8ImIiIiIiKja4cx7IiIqRhAEAG/TsJQlISEBRkZGMoFPa2traGtrIyEhQSwzNjaGhoaG+LlOnTqwtrYWg6+FZU+fPpVp387OTmY9ANja2sqUvX79utJpT95tFwAMDAyK7bs83t7euHPnjvi0wI4dO9CrV68Sn1QotG/fPpiamqJJkyYAgKZNm8LU1BQHDhwoc1+2trYVCtxnZGRAXV0dampqMDIywps3b3DkyBGZbZs3by7+OTk5Gbm5uXB2dhbLFBUV4ejoKDN+Rd28eROvX79Ghw4doK6uLi67du0S0xhJpVJ8/fXXYuD+fSQkJMDJyUnmOnR2dsarV6/w8OFDsayy46msrAxNTU2ZhYiIiIiIiKi64cx7IiIqplGjRpBIJEhISCiWQ/5dgiCUGOAvWl40gCuRSEosKygokCl7t05heyWVFW4nJycn3ngo9G7KmLL6U3Tf5dHT00PXrl2xc+dOmJqa4uTJk4iMjCxzmx07duDGjRsyL2QtKCjA9u3bMXz48FK3K+uGwLs0NDQQFxcHOTk51KlTp8Tt3i0r7SZNaeP6bp+Bt08b1K1bV2Zd4Yt+C1P2/Bsl9aOkPn+I8SQiIiIiIiKqbjjznoiIiqlZsybc3d3x448/Iisrq9j6v//+G8DbWfapqal48OCBuO7mzZvIyMiAlZXVx+quqHbt2khLS5Mpe/flp++jcNZ6fn5+sXVDhw7FgQMHsGXLFjRs2FBmBntR165dQ0xMDCIjIyGVSsXl999/R3R0NK5fv/6v+gm8vXlhZmYGU1PTCgX8zczMoKSkhHPnzollubm5iImJEcevpOO3traGsrIyUlNTYWZmJrMUPoVhZ2eHs2fPlnjzpLDdks7pu6ytrXHhwgWZGzIXLlyAhoZGsZsGRERERERERJ8bBu+JiKhEGzduRH5+PhwdHXH48GEkJSUhISEB69atE/Ocu7m5wc7ODv3790dcXBwuX74MLy8vuLq6yqRn+VjatWuHmJgY7Nq1C0lJSZg3b96/Dorr6elBVVUVwcHBePLkCTIyMsR17u7u0NLSwuLFiyv0olpHR0e4uLjAxsZGXFq3bg0nJ6cKvbj2Q1NTU8OoUaMwdepUBAcH4+bNmxg2bBiys7MxZMgQAECDBg0gkUhw4sQJ/Pnnn3j16hU0NDQwZcoUTJw4EYGBgUhOTsaVK1fw448/IjAwEMDbFwlnZmaiT58+iImJQVJSEnbv3o3ExEQAb1MpxcfHIzExEX/99VeJQf7Ro0fjwYMHGDduHG7duoVjx45h3rx5mDRpkkzKJSIiIiIiIqLPEf/nS0REJTIxMUFcXBzatm2LyZMnw8bGBh06dEBYWBg2bdoE4G16kqCgIOjo6MDFxQVubm4wNTXFwYMHq6TP7u7umDNnDqZNm4YWLVrg5cuX8PLy+ldtKigoYN26ddiyZQsMDQ3h6ekprpOTk4O3tzfy8/PL3M+bN2+wZ88e9OzZs8T1PXv2xJ49e/DmzZt/1df3sXz5cvTs2RMDBw6Evb097ty5g9OnT0NHRwcAULduXSxYsAAzZsxAnTp1MHbsWADAokWLMHfuXCxbtgxWVlZwd3fHr7/+ChMTEwBvX/AbHh6OV69ewdXVFQ4ODti2bZuY4mbYsGGwsLBA8+bNUbt2bZw/f75Y3+rWrYuTJ0/i8uXLaNKkCUaOHIkhQ4Zg9uzZH+nsEBEREREREVUdiVA0OTARERFV2LBhw/DkyRMcP368qrtC7ykzMxNaWloI9f4eakrv/4JdovK03LK3qrtARERERETVQOH/QzMyMqCpqVlqPb6wloiI6D1kZGQgOjoae/fuxbFjx6q6O0RERERERET0mWHwnoiI6D14enri8uXLGDFiBDp06FDV3SEiIiIiIiKizwzT5hAREdEXraKPKxIRERERERF9CBX9fyhfWEtEREREREREREREVM0weE9EREREREREREREVM0weE9EREREREREREREVM0weE9EREREREREREREVM0oVHUHiIiIiKqDiIG9oaaoWNXdIPpkuP1yvKq7QERERET0WePMeyIiIiIiIiIiIiKiaobBeyIiIiIiIiIiIiKiaobBeyIiIiIiIiIiIiKiaobBeyIi+mjatGkDX1/fqu5GtXXv3j1IJBJIpdKq7goRERERERERVTEG74mIqMJKC74HBQVBIpF8/A5VUkREBLp06YLatWtDRUUFDRs2RO/evfH7779XddcAAEZGRkhLS4ONjc1/up/CmwSFi46ODlxcXBAVFfWf7peIiIiIiIiIKo7BeyIi+s/l5uZWdRewceNGtG/fHrq6ujh48CASEhKwe/dutGrVChMnTix1u/z8fBQUFHyUPsrLy0NfXx8KCgofZX+hoaFIS0tDVFQUNDU14eHhgZSUlBLr/pdjWB2uDyIiIiIiIqLqhsF7IiL64ObPn4+mTZtix44dMDU1hbKyMgRBAADk5eVh7Nix0NbWhq6uLmbPni2uA4A9e/agefPm0NDQgL6+Pvr164enT5+K6yMjIyGRSBAWFobmzZujRo0aaNWqFRITE0vtT2pqKnx9feHr64vAwEC0a9cOJiYmaNWqFSZMmICYmBixbkBAALS1tXHixAlYW1tDWVkZ9+/fx5s3bzBt2jTUrVsXampq+OqrrxAZGSmznwsXLsDFxQWqqqowMjLC+PHjkZWVJa43NjbG0qVL4ePjAw0NDdSvXx9bt24V1xdNm1PRY128eDH09PSgoaGBoUOHYsaMGWjatGm546Srqwt9fX3Y2dlhy5YtyM7OxpkzZwAAEokEmzdvhqenJ9TU1LB48WIAwKZNm9CwYUMoKSnBwsICu3fvlmnz1q1baN26NVRUVGBtbY3Q0FBIJBIEBQXJHOOhQ4fQpk0bqKioYM+ePXj27Bn69u2LevXqoUaNGrC1tcX+/ftl2m7Tpg3GjRsHX19f6OjooE6dOti6dSuysrIwePBgaGhooGHDhjh16lS5x05ERERERERU3TF4T0RE/4k7d+7g0KFDOHz4sEwO98DAQCgoKODSpUtYt24d1qxZg59++klc/+bNGyxatAhXr15FUFAQUlJS4O3tXaz9WbNmwd/fHzExMVBQUICPj0+pfTl8+DByc3Mxbdq0EtcXTfmTnZ2NZcuW4aeffsKNGzegp6eHwYMH4/z58zhw4ADi4+Px/fffo1OnTkhKSgIAXLt2De7u7ujRowfi4+Nx8OBBnDt3DmPHjpVp29/fH82bN8eVK1cwevRojBo1Crdu3SrzXJZ1rHv37sWSJUvg5+eH2NhY1K9fH5s2bSqzvZLUqFEDgOws+Hnz5sHT0xPXrl2Dj48Pjh49igkTJmDy5Mm4fv06RowYgcGDByMiIgIAUFBQgO7du6NGjRq4dOkStm7dilmzZpW4v+nTp2P8+PFISEiAu7s7Xr9+DQcHB5w4cQLXr1/H8OHDMXDgQFy6dElmu8DAQNSqVQuXL1/GuHHjMGrUKHz//fdo1aoV4uLi4O7ujoEDByI7O7vUY83JyUFmZqbMQkRERERERFTdSIR3pzsSERGVoU2bNmjatCl++OEHmfKgoCB8++234gz6+fPnY+nSpXj06BFq164ts/3Tp09x48YNMWA+Y8YMHD9+HDdv3ixxn9HR0XB0dMTLly+hrq6OyMhItG3bFqGhoWjfvj0A4OTJk+jcuTP++ecfqKioFGtj1KhR2LdvHzIyMsSyw4cPY9CgQeLnixcvwtbWFgEBARg8eDCkUimaNGkCAEhOTkajRo3w8OFDGBoaitu4ubnB0dERS5cuhZeXF1RVVbFlyxZx/blz5+Dq6oqsrCyoqKjA2NgYX3/9tThbXRAE6OvrY8GCBRg5ciTu3bsHExMTXLlyBU2bNq3QsbZs2RLNmzfHhg0bxP22bt0ar169KvXFt0X3k5WVhcmTJ+Onn37ClStXYGtrC4lEAl9fX6xZs0bcztnZGY0bN5Z5WqBXr17IysrCb7/9huDgYHTt2hUPHjyAvr4+gLepeTp06ICjR4+ie/fu4r5/+OEHTJgwocT+FercuTOsrKywatUqAG+vn/z8fJw9exbA25RGWlpa6NGjB3bt2gUASE9Ph4GBAS5evIiWLVuW2O78+fOxYMGCYuVB3TpBTVGxzD4R0f9x++V4VXeBiIiIiOiTlJmZCS0tLWRkZEBTU7PUepx5T0RE/4kGDRrIBO4LtWzZUmamu5OTE5KSkpCfnw8AuHLlCjw9PdGgQQNoaGigTZs2AN6mvnmXnZ2d+GcDAwMAkEmvU1TR2fXu7u6QSqX47bffkJWVJe4fAJSUlGTaj4uLgyAIMDc3h7q6urhERUUhOTkZABAbG4uAgACZ9e7u7igoKJDJI/9uuxKJBPr6+mX2u7xjTUxMhKOjo0z9op9L06pVK6irq0NDQwO//vorAgICYGtrK65v3ry5TP2EhAQ4OzvLlDk7OyMhIUHsi5GRkRi4L6svRdvOz8/HkiVLYGdnB11dXairq+PMmTNljru8vDx0dXVl+lynTh0AZV8LM2fOREZGhrg8ePCg1LpEREREREREVeXjvBGPiIg+C5qamjKz1wv9/fffxe4Uq6mpVbr9rKwsdOzYER07dsSePXtQu3ZtpKamwt3dHW/evJGpq/jODOnCwHxpL5Zt1KgRMjIykJ6eLgaW1dXVYWZmVuLLYVVVVWWC/QUFBZCXl0dsbCzk5eVl6qqrq4t1RowYgfHjxxdrr379+iX2u7Dv5b0Qt7xjLXpjoqIP1R08eBDW1tbi+weKKmkMS9pXYdm7fy5P0bb9/f2xZs0a/PDDD7C1tYWamhp8fX3LHPfC/lTmWgAAZWVlKCsrV6ifRERERERERFWFM++JiKjCLC0tZV7uWig6OhoWFhYVauOPP/4o9rlRo0aQl5fHrVu38Ndff2H58uX4+uuvYWlpWe6s9Ir47rvvoKioCD8/v/favlmzZsjPz8fTp09hZmYmsxTeDLC3t8eNGzeKrTczM4OSktK/PobSWFhY4PLlyzJlJY1RSYyMjNCwYcMSA/clsbKywrlz52TKLly4ACsrKwBvr4/U1FQ8efJEXB8dHV2hts+ePQtPT08MGDAATZo0gampqfg+ASIiIiIiIqIvEWfeExFRhY0ePRobNmzAmDFjMHz4cKiqqiIkJATbt28X87iX58GDB5g0aRJGjBiBuLg4rF+/Hv7+/gDezlBXUlLC+vXrMXLkSFy/fh2LFi361/2uX78+/P39MWHCBDx//hze3t4wMTHB8+fPsWfPHgAoNqP+Xebm5ujfvz+8vLzg7++PZs2a4a+//kJ4eDhsbW3h4eGB6dOno2XLlhgzZgyGDRsGNTU1JCQkICQkBOvXr//Xx1CacePGYdiwYWjevDlatWqFgwcPIj4+Hqamph98X1OnTkWvXr1gb2+P9u3b49dff8WRI0cQGhoKAOjQoQMaNmyIQYMGYcWKFXj58qX4wtryZuSbmZnh8OHDuHDhAnR0dLB69Wqkp6eLNwaIiIiIiIiIvjSceU9ERBVmbGyMs2fPIjk5GR07dkSLFi0QEBCAgIAAfP/99xVqw8vLC//88w8cHR0xZswYjBs3DsOHDwcA1K5dGwEBAfj5559hbW2N5cuXiy8r/bfGjRuHM2fO4M8//8R3332HRo0awcPDAykpKQgODpbJm16SnTt3wsvLC5MnT4aFhQW6deuGS5cuwcjICMDbXOxRUVFISkrC119/jWbNmmHOnDlijvr/Sv/+/TFz5kxMmTIF9vb2SElJgbe3d4kv7v23unfvjrVr12LlypVo3LgxtmzZgp07d4rvJZCXl0dQUBBevXqFFi1aYOjQoZg9ezYAlNufOXPmwN7eHu7u7mjTpg309fXRvXv3D34MRERERERERJ8KiVDRxLhERET0SejQoQP09fUr/DTEf+n8+fNo3bo17ty5g4YNG1Z1d0qUmZkJLS0tBHXrBLUiOfWJqHRuvxyv6i4QEREREX2SCv8fmpGRUewdgu9i2hwiIqJPWHZ2NjZv3gx3d3fIy8tj//79CA0NRUhISJX05+jRo1BXV0ejRo1w584dTJgwAc7OztU2cE9ERERERERUXTF4T0RE9AmTSCQ4efIkFi9ejJycHFhYWODw4cNwc3Orkv68fPkS06ZNw4MHD1CrVi24ubmJ7zQgIiIiIiIioopj2hwiIiL6ojFtDtH7YdocIiIiIqL3w7Q5RERERJXQdvfBMv/RRERERERERPQxyVV1B4iIiIiIiIiIiIiISBaD90RERERERERERERE1QyD90RERERERERERERE1Qxz3hMREREBOPFNV9RQ4D+NiIiIiIiIPjXdo8Kqugv/Cc68JyIiIiIiIiIiIiKqZhi8JyIiIiIiIiIiIiKqZhi8JyIiIiIiIiIiIiKqZhi8JyIiIiIiIiIiIiKqZhi8J6JPWlBQEMzMzCAvLw9fX9+q7o6Me/fuQSKRQCqV/qt2srOz0bNnT2hqakIikeDvv/8usexDMjY2xg8//FDh+gEBAdDW1i6zzvz589G0adN/1a9/KzIystLny9vbG927dy91fXU4LpL1PuNMREREREREVN0weE9EVeLp06cYMWIE6tevD2VlZejr68Pd3R0XL16sVDsjRozAd999hwcPHmDRokX/UW//e/v27YO8vDxGjhxZbF1gYCDOnj2LCxcuIC0tDVpaWiWWfQm8vb0hkUggkUigqKiIOnXqoEOHDtixYwcKCgrK3b5Vq1Yf/HxNmTIFYWH/7Vvtg4ODIZFIkJ6eLlOur68PIyMjmbKHDx9CIpHgzJkz5bb7oW4wlcXY2Fgcs8KlXr16/9n+iIiIiIiIiD4XDN4TUZXo2bMnrl69isDAQNy+fRvHjx9HmzZt8Pz58wq38erVKzx9+hTu7u4wNDSEhobGf9jj/9aOHTswbdo0HDhwANnZ2TLrkpOTYWVlBRsbG+jr60MikZRYVln5+fkVCnhXN506dUJaWhru3buHU6dOoW3btpgwYQK6dOmCvLy8UrfLzc2FkpLSe5+v0qirq0NXV/eDtVeS1q1bQ0FBAZGRkWJZQkICXr9+jczMTNy5c0csj4iIgKKiIpydnf/TPhWVm5tb6rqFCxciLS1NXK5cufIRe0ZERERERET0aWLwnog+ur///hvnzp2Dn58f2rZtiwYNGsDR0REzZ85E586dxXqrV6+Gra0t1NTUYGRkhNGjR+PVq1cA3qbFKAzWt2vXDhKJRAxsXrhwAS4uLlBVVYWRkRHGjx+PrKysUvuTnJwMT09P1KlTB+rq6mjRogVCQ0Nl6hgbG2Pp0qXw8fGBhoYG6tevj61bt8rUuXz5Mpo1awYVFRU0b968wgHKe/fu4cKFC5gxYwYsLS3xyy+/iOvatGkDf39//P7775BIJGjTpk2JZQDw4sULeHl5QUdHBzVq1MA333yDpKQksa3C1DYnTpyAtbU1lJWVcf/+fTx9+hRdu3aFqqoqTExMsHfv3mJ9LGss3hUUFARzc3OoqKigQ4cOePDgQZnHvnPnTlhZWUFFRQWWlpbYuHFjueer8EmNunXrwt7eHv/73/9w7NgxnDp1CgEBAWI9iUSCzZs3w9PTE2pqali8eHGxdCqF5+T06dOwsrKCurq6eHOgNLGxsdDT08OSJUsAFE+bU5hmZ9WqVTAwMICuri7GjBkjE9xOS0tD586dxXO+b9++MlMVFV6X7wbvIyMj0bp1a7Ru3bpYuaOjI9TU1BAcHIzWrVtDW1sburq66NKlC5KTk8W6JiYmAIBmzZrJXEtA2WNTOGP/0KFDaNOmDVRUVLBnz55Sz5mGhgb09fXFpXbt2gBKTs/UtGlTzJ8/X/wskUjw008/4dtvv0WNGjXQqFEjHD9+XGabkydPwtzcHKqqqmjbti3u3btXal+IiIiIiIiIPhUM3hPRR6eurg51dXUEBQUhJyen1HpycnJYt24drl+/jsDAQISHh2PatGkA3qY/SUxMBAAcPnwYaWlpaNWqFa5duwZ3d3f06NED8fHxOHjwIM6dO4exY8eWup9Xr17Bw8MDoaGhuHLlCtzd3dG1a1ekpqbK1PP39xeD8qNHj8aoUaNw69YtAEBWVha6dOkCCwsLxMbGYv78+ZgyZUqFzseOHTvQuXNnaGlpYcCAAdi+fbu47siRIxg2bBicnJyQlpaGI0eOlFgGvA0ax8TE4Pjx47h48SIEQYCHh4dM0Dg7OxvLli3DTz/9hBs3bkBPTw/e3t64d+8ewsPD8csvv2Djxo14+vRphcfi3baXLFmCwMBAnD9/HpmZmejTp0+px71t2zbMmjULS5YsQUJCApYuXYo5c+YgMDCwQuftXe3atUOTJk3Ec1Fo3rx58PT0xLVr1+Dj41PittnZ2Vi1ahV2796N33//HampqaWOXWRkJNq3b48FCxZg1qxZpfYnIiICycnJiIiIQGBgIAICAmRuLHh5eeHx48eIjIzE4cOHsXXr1mLnvKi2bdsiIiJCZh9t2rSBq6trsfK2bdsCeHtdTpo0CdHR0QgLC4OcnBy+/fZb8YmLy5cvAwBCQ0NlrqWKjs306dMxfvx4JCQkwN3dvcz+/xsLFixAr169EB8fDw8PD/Tv3198SufBgwfo0aMHPDw8IJVKMXToUMyYMaPM9nJycpCZmSmzEBEREREREVU3DN4T0UenoKCAgIAABAYGQltbG87Ozvjf//6H+Ph4mXq+vr5o27YtTExM0K5dOyxatAiHDh0CACgpKUFPTw8AULNmTejr60NJSQkrV65Ev3794Ovri0aNGqFVq1ZYt24ddu3ahdevX5fYnyZNmmDEiBGwtbVFo0aNsHjxYpiamhab3evh4YHRo0fDzMwM06dPR61atcQZz3v37kV+fj527NiBxo0bo0uXLpg6dWq556KgoAABAQEYMGAAAKBPnz64ePGimAalZs2aqFGjhpjupWbNmiWWJSUl4fjx4/jpp5/w9ddfo0mTJti7dy8ePXqEoKAgcX+5ubnYuHEjWrVqBQsLCzx69AinTp3CTz/9BCcnJzg4OGD79u34559/KjwW77a9YcMGsZ3AwEBcuHBBDBAXtWjRIvj7+6NHjx4wMTFBjx49MHHiRGzZsqXc81YSS0vLYjOu+/XrBx8fH5iamqJBgwYlbpebm4vNmzejefPmsLe3x9ixY0vMYX/s2DF069YNmzZtwqhRo8rsi46ODjZs2ABLS0t06dIFnTt3Ftu8desWQkNDsW3bNnz11Vewt7fHTz/9VOycF9WmTRvcvn1bfCogKioKrq6ucHV1Fa/DBw8eICUlRQze9+zZEz169ECjRo3QtGlTbN++HdeuXcPNmzcBQJwBr6urK15LQMXHxtfXV6xjaGhYat+nT58u3rRTV1fHunXryjzWory9vdG3b1+YmZlh6dKlyMrKEq+rTZs2wdTUFGvWrIGFhQX69+8Pb2/vMttbtmwZtLS0xKXoewOIiIiIiIiIqgMG74moSvTs2ROPHz/G8ePH4e7ujsjISNjb28vMTo6IiECHDh1Qt25daGhowMvLC8+ePSszBU5sbCwCAgJkAoXu7u4oKChASkpKidtkZWVh2rRpsLa2hra2NtTV1XHr1q1iM+/t7OzEP0skEujr64uzpRMSEtCkSRPUqFFDrOPk5FTueThz5gyysrLwzTffAABq1aqFjh07YseOHeVu+66EhAQoKCjgq6++Est0dXVhYWGBhIQEsUxJSUnmOAq3a968uVhmaWkJbW1tmfYrMhaltfPu/gv9+eefePDgAYYMGSIzVosXL5ZJ61IZgiAUy2X/bn9KU6NGDTRs2FD8bGBgUGwW/KVLl9CzZ08EBgaib9++5bbZuHFjyMvLl9hmYmIiFBQUYG9vL643MzODjo5OmW06OztDSUkJkZGRuHnzJv755x/Y29vDwcEBmZmZSEpKQkREBJSVldGqVSsAb1NC9evXD6amptDU1BTT5BS9tt9VmbGpyPkFgKlTp0IqlYqLl5dXhbYr9O41q6amBg0NDZnvXsuWLWXGvrzv3syZM5GRkSEu5aV3IiIiIiIiIqoKClXdASL6chXmRe/QoQPmzp2LoUOHYt68efD29sb9+/fh4eGBkSNHYtGiRahZsybOnTuHIUOGlPlizIKCAowYMQLjx48vtq5+/folbjN16lScPn0aq1atgpmZGVRVVfHdd9/hzZs3MvUUFRVlPkskEjH9iCAIlT18AG9T5jx//lwm6F9QUIArV65g0aJFMgHgspS2/6IBbVVVVZnPhduV9QLXyoxFSe2UVFZ43gpnn7+rosdcVEJCghicLqSmplbudiWNa9Hz2bBhQ+jq6oopjpSUlCrdZnnXSnnXUI0aNeDo6IiIiAg8f/4crVu3Fs9Vq1atEBERgYsXL8LJyQkqKioAgK5du8LIyAjbtm2DoaEhCgoKYGNjU+zafldlxqYi5xd4e1PKzMysWLmcnFyx4y7p+/2hv3vKyspQVlau9HZEREREREREHxNn3hNRtWFtbS3O5I6JiUFeXh78/f3RsmVLmJub4/Hjx+W2YW9vjxs3bsDMzKzYUlrA9ezZs/D29sa3334LW1tb6OvrV/qFl9bW1rh69apM6pM//vijzG2ePXuGY8eO4cCBAzKzkqVSKV69eoVTp05Vav95eXm4dOmSTPu3b9+GlZVVqdtZWVkhLy8PMTExYlliYqL4Qleg4mNRWjuWlpbF6tapUwd169bF3bt3i41T0QB8RYSHh+PatWvo2bNnpbetiFq1aiE8PBzJycno3bt3mTeQymNpaYm8vDyZFxrfuXNH5pyXpm3btoiMjERkZKTMy2ULU+dERkaKKXOePXuGhIQEzJ49G+3bt4eVlRVevHgh017hdyI/P18s+9BjU5batWvLvBw4MzOz1CdkSmNtbV3su1bed4+IiIiIiIjoU8DgPRF9dM+ePUO7du2wZ88exMfHIyUlBT///DNWrFgBT09PAG9nOufl5WH9+vW4e/cudu/ejc2bN5fb9vTp03Hx4kWMGTMGUqlUzAU/bty4UrcxMzPDkSNHIJVKcfXqVfTr10+c1VtR/fr1g5ycHIYMGYKbN2/i5MmTWLVqVZnb7N69G7q6uvj+++9hY2MjLnZ2dujSpYvMi2vL06hRI3h6emLYsGE4d+4crl69igEDBqBu3briOS2JhYUFOnXqhGHDhuHSpUuIjY3F0KFDoaqqKtap6FgoKipi3LhxuHTpEuLi4jB48GC0bNkSjo6OJe57/vz5WLZsGdauXYvbt2/j2rVr2LlzJ1avXl3msebk5CA9PR2PHj1CXFwcli5dCk9PT3Tp0qXS6VgqQ09PD+Hh4bh16xb69u2LvLy892rH0tISbm5uGD58OC5fvowrV65g+PDhxZ6KKEnbtm2RlJSE4OBguLq6iuWurq44ceIE7t27JwbvdXR0oKuri61bt+LOnTsIDw/HpEmTih2TqqoqgoOD8eTJE2RkZAB4/7GprHbt2mH37t04e/Ysrl+/jkGDBlX6yYuRI0ciOTkZkyZNQmJiIvbt2yeTfouIiIiIiIjoU8XgPRF9dOrq6vjqq6+wZs0auLi4wMbGBnPmzMGwYcOwYcMGAEDTpk2xevVq+Pn5wcbGBnv37sWyZcvKbdvOzg5RUVFISkrC119/jWbNmmHOnDkwMDAodZs1a9ZAR0cHrVq1QteuXeHu7i6Tj7yix/Trr7/i5s2baNasGWbNmgU/P78yt9mxYwe+/fZbyMkV/ynu2bMnTpw4gSdPnlS4Dzt37oSDgwO6dOkCJycnCIKAkydPFks5UtJ2RkZGcHV1RY8ePTB8+HDxZcBAxceiRo0amD59Ovr16wcnJyeoqqriwIEDpe536NCh+OmnnxAQEABbW1u4uroiICCg3NndwcHBMDAwgLGxMTp16oSIiAisW7cOx44de++UOxWlr68vzvLv37+/zIz1yti1axfq1KkDFxcXfPvttxg2bBg0NDTEdDelcXJyEtO9ODg4iOUtWrRAfn4+VFVVxVQ3cnJyOHDgAGJjY2FjY4OJEydi5cqVMu0pKChg3bp12LJlCwwNDcUbPe87NpU1c+ZMuLi4oEuXLvDw8ED37t1l3j9QEfXr18fhw4fx66+/okmTJti8eTOWLl36QftJREREREREVBUkwvsmaiYiIqIP4uHDhzAyMkJoaCjat29f1d354mRmZkJLSwt7W7mghgJfB0RERERERPSp6R4VVtVdqJTC/4dmZGRAU1Oz1Hr8HyoREdFHFh4ejlevXsHW1hZpaWmYNm0ajI2N4eLiUtVdIyIiIiIiIqJqgsF7IiKijyw3Nxf/+9//cPfuXWhoaKBVq1bYu3dvuSmOiIiIiIiIiOjLwbQ5RERE9EWr6OOKRERERERERB9CRf8fyhfWEhERERERERERERFVM0ybQ0RERF+0wocQMzMzq7gnRERERERE9CUo/P9neUlxGLwnIiKiL9qzZ88AAEZGRlXcEyIiIiIiIvqSvHz5ElpaWqWuZ/CeiIiIvmg1a9YEAKSmppb5jyb6dGRmZsLIyAgPHjzgeww+ExzTzxPH9fPDMf38cEw/TxzXzw/H9NMjCAJevnwJQ0PDMusxeE9ERERfNDm5t68A0tLS4j90PzOampoc088Mx/TzxHH9/HBMPz8c088Tx/XzwzH9tFRk8hhfWEtEREREREREREREVM0weE9EREREREREREREVM0weE9ERERfNGVlZcybNw/KyspV3RX6QDimnx+O6eeJ4/r54Zh+fjimnyeO6+eHY/r5kgiCIFR1J4iIiIiIiIiIiIiI6P9w5j0RERERERERERERUTXD4D0RERERERERERERUTXD4D0RERERERERERERUTXD4D0RERERERERERERUTXD4D0RERF9sTZu3AgTExOoqKjAwcEBZ8+ereouEYBly5ahRYsW0NDQgJ6eHrp3747ExESZOoIgYP78+TA0NISqqiratGmDGzduyNTJycnBuHHjUKtWLaipqaFbt254+PChTJ0XL15g4MCB0NLSgpaWFgYOHIi///77vz7EL96yZcsgkUjg6+srlnFMP02PHj3CgAEDoKurixo1aqBp06aIjY0V13NcPy15eXmYPXs2TExMoKqqClNTUyxcuBAFBQViHY5p9ff777+ja9euMDQ0hEQiQVBQkMz6jzmGqamp6Nq1K9TU1FCrVi2MHz8eb968+S8O+7NW1pjm5uZi+vTpsLW1hZqaGgwNDeHl5YXHjx/LtMExrX7K+66+a8SIEZBIJPjhhx9kyjmunz8G74mIiOiLdPDgQfj6+mLWrFm4cuUKvv76a3zzzTdITU2t6q598aKiojBmzBj88ccfCAkJQV5eHjp27IisrCyxzooVK7B69Wps2LAB0dHR0NfXR4cOHfDy5Uuxjq+vL44ePYoDBw7g3LlzePXqFbp06YL8/HyxTr9+/SCVShEcHIzg4GBIpVIMHDjwox7vlyY6Ohpbt26FnZ2dTDnH9NPz4sULODs7Q1FREadOncLNmzfh7+8PbW1tsQ7H9dPi5+eHzZs3Y8OGDUhISMCKFSuwcuVKrF+/XqzDMa3+srKy0KRJE2zYsKHE9R9rDPPz89G5c2dkZWXh3LlzOHDgAA4fPozJkyf/dwf/mSprTLOzsxEXF4c5c+YgLi4OR44cwe3bt9GtWzeZehzT6qe872qhoKAgXLp0CYaGhsXWcVy/AAIRERHRF8jR0VEYOXKkTJmlpaUwY8aMKuoRlebp06cCACEqKkoQBEEoKCgQ9PX1heXLl4t1Xr9+LWhpaQmbN28WBEEQ/v77b0FRUVE4cOCAWOfRo0eCnJycEBwcLAiCINy8eVMAIPzxxx9inYsXLwoAhFu3bn2MQ/vivHz5UmjUqJEQEhIiuLq6ChMmTBAEgWP6qZo+fbrQunXrUtdzXD89nTt3Fnx8fGTKevToIQwYMEAQBI7ppwiAcPToUfHzxxzDkydPCnJycsKjR4/EOvv37xeUlZWFjIyM/+R4vwRFx7Qkly9fFgAI9+/fFwSBY/opKG1cHz58KNStW1e4fv260KBBA2HNmjXiOo7rl4Ez74mIiOiL8+bNG8TGxqJjx44y5R07dsSFCxeqqFdUmoyMDABAzZo1AQApKSlIT0+XGT9lZWW4urqK4xcbG4vc3FyZOoaGhrCxsRHrXLx4EVpaWvjqq6/EOi1btoSWlhavg//ImDFj0LlzZ7i5ucmUc0w/TcePH0fz5s3x/fffQ09PD82aNcO2bdvE9RzXT0/r1q0RFhaG27dvAwCuXr2Kc+fOwcPDAwDH9HPwMcfw4sWLsLGxkZkt7O7ujpycHJn0WvThZWRkQCKRiE9CcUw/TQUFBRg4cCCmTp2Kxo0bF1vPcf0yKFR1B4iIiIg+tr/++gv5+fmoU6eOTHmdOnWQnp5eRb2ikgiCgEmTJqF169awsbEBAHGMShq/+/fvi3WUlJSgo6NTrE7h9unp6dDT0yu2Tz09PV4H/4EDBw4gLi4O0dHRxdZxTD9Nd+/exaZNmzBp0iT873//w+XLlzF+/HgoKyvDy8uL4/oJmj59OjIyMmBpaQl5eXnk5+djyZIl6Nu3LwB+Vz8HH3MM09PTi+1HR0cHSkpKHOf/0OvXrzFjxgz069cPmpqaADimnyo/Pz8oKChg/PjxJa7nuH4ZGLwnIiKiL5ZEIpH5LAhCsTKqWmPHjkV8fDzOnTtXbN37jF/ROiXV53Xw4T148AATJkzAmTNnoKKiUmo9jumnpaCgAM2bN8fSpUsBAM2aNcONGzewadMmeHl5ifU4rp+OgwcPYs+ePdi3bx8aN24MqVQKX19fGBoaYtCgQWI9jumn72ONIcf548rNzUWfPn1QUFCAjRs3llufY1p9xcbGYu3atYiLi6v0ueW4fl6YNoeIiIi+OLVq1YK8vHyxmSRPnz4tNuuEqs64ceNw/PhxREREoF69emK5vr4+AJQ5fvr6+njz5g1evHhRZp0nT54U2++ff/7J6+ADi42NxdOnT+Hg4AAFBQUoKCggKioK69atg4KCgni+OaafFgMDA1hbW8uUWVlZiS/+5nf10zN16lTMmDEDffr0ga2tLQYOHIiJEydi2bJlADimn4OPOYb6+vrF9vPixQvk5uZynP8Dubm56NWrF1JSUhASEiLOugc4pp+is2fP4unTp6hfv774b6f79+9j8uTJMDY2BsBx/VIweE9ERERfHCUlJTg4OCAkJESmPCQkBK1ataqiXlEhQRAwduxYHDlyBOHh4TAxMZFZb2JiAn19fZnxe/PmDaKiosTxc3BwgKKiokydtLQ0XL9+Xazj5OSEjIwMXL58Waxz6dIlZGRk8Dr4wNq3b49r165BKpWKS/PmzdG/f39IpVKYmppyTD9Bzs7OSExMlCm7ffs2GjRoAIDf1U9RdnY25ORkwwTy8vIoKCgAwDH9HHzMMXRycsL169eRlpYm1jlz5gyUlZXh4ODwnx7nl6YwcJ+UlITQ0FDo6urKrOeYfnoGDhyI+Ph4mX87GRoaYurUqTh9+jQAjusX46O9GpeIiIioGjlw4ICgqKgobN++Xbh586bg6+srqKmpCffu3avqrn3xRo0aJWhpaQmRkZFCWlqauGRnZ4t1li9fLmhpaQlHjhwRrl27JvTt21cwMDAQMjMzxTojR44U6tWrJ4SGhgpxcXFCu3bthCZNmgh5eXlinU6dOgl2dnbCxYsXhYsXLwq2trZCly5dPurxfqlcXV2FCRMmiJ85pp+ey5cvCwoKCsKSJUuEpKQkYe/evUKNGjWEPXv2iHU4rp+WQYMGCXXr1hVOnDghpKSkCEeOHBFq1aolTJs2TazDMa3+Xr58KVy5ckW4cuWKAEBYvXq1cOXKFeH+/fuCIHy8MczLyxNsbGyE9u3bC3FxcUJoaKhQr149YezYsR/vZHwmyhrT3NxcoVu3bkK9evUEqVQq82+nnJwcsQ2OafVT3ne1qAYNGghr1qyRKeO4fv4YvCciIqIv1o8//ig0aNBAUFJSEuzt7YWoqKiq7hIJggCgxGXnzp1inYKCAmHevHmCvr6+oKysLLi4uAjXrl2Taeeff/4Rxo4dK9SsWVNQVVUVunTpIqSmpsrUefbsmdC/f39BQ0ND0NDQEPr37y+8ePHiIxwlFQ3ec0w/Tb/++qtgY2MjKCsrC5aWlsLWrVtl1nNcPy2ZmZnChAkThPr16wsqKiqCqampMGvWLJkAIMe0+ouIiCjx79FBgwYJgvBxx/D+/ftC586dBVVVVaFmzZrC2LFjhdevX/+Xh/9ZKmtMU1JSSv23U0REhNgGx7T6Ke+7WlRJwXuO6+dPIgiC8DFm+BMRERERERERERERUcUw5z0RERERERERERERUTXD4D0RERERERERERERUTXD4D0RERERERERERERUTXD4D0RERERERERERERUTXD4D0RERERERERERERUTXD4D0RERERERERERERUTXD4D0RERERERERERERUTXD4D0RERERERERERERUTXD4D0RERERERF9NubPn4+mTZuKn729vdG9e/cq68+XKj09HR06dICamhq0tbWrujtVrk2bNvD19a3qbkAikSAoKKiqu0FERBXE4D0RERERERFVKW9vb0gkEkgkEigqKqJOnTro0KEDduzYgYKCgqruXrX27rkrbakKa9asQVpaGqRSKW7fvl1qvczMTMyZMweNGzeGqqoqdHV10aJFC6xYsQIvXrwQ65UW/A4ICCh2c+DNmzdYuXIl7O3toaamBi0tLTRp0gSzZ8/G48ePS+1LZGSkzHnT1dVFu3btcP78+UofPxER0YfA4D0RERERERFVuU6dOiEtLQ337t3DqVOn0LZtW0yYMAFdunRBXl5elfYtNze3SvdfqKR+rF27FmlpaeICADt37ixW9rElJyfDwcEBjRo1gp6eXol1nj9/jpYtW2Lnzp2YMmUKLl26hPPnz2PevHmQSqXYt29fpfebk5ODDh06YOnSpfD29sbvv/+O2NhYrFixAs+ePcP69evLbSMxMRFpaWmIjIxE7dq10blzZzx9+rTSfSEiIvq3GLwnIiIiIiKiKqesrAx9fX3UrVsX9vb2+N///odjx47h1KlTCAgIEOulpqbC09MT6urq0NTURK9evfDkyZMK7yc4OBitW7eGtrY2dHV10aVLFyQnJ4vr7927B4lEgkOHDqFNmzZQUVHBnj17cP/+fXTt2hU6OjpQU1ND48aNcfLkyVL3Y2xsjEWLFqFfv35QV1eHoaFhscBxRkYGhg8fDj09PWhqaqJdu3a4evWquL4wBdCOHTtgamoKZWVlCIIg04aWlhb09fXFBQC0tbXFz3/++SfatWsnzmofPnw4Xr16JW5fmFZo1apVMDAwgK6uLsaMGVPuDYtNmzahYcOGUFJSgoWFBXbv3i1z7IcPH8auXbsgkUjg7e1dYhv/+9//kJqaikuXLmHw4MGws7ODpaUlunTpgn379mH06NFl9qEka9aswblz5xAeHo7x48fDwcEBZmZmcHd3x6ZNm7B06dJy29DT04O+vj5sbW0xe/ZsZGRk4NKlS+L6mzdvwsPDA+rq6qhTpw4GDhyIv/76S1yflZUFLy8vqKurw8DAAP7+/sX2UVL6Gm1tbZlr/eHDh+jTpw9q1qwJNTU1NG/eXKYfv/76KxwcHKCiogJTU1MsWLBA5kZXUlISXFxcoKKiAmtra4SEhFTkFBIRUTXC4D0RERERERFVS+3atUOTJk1w5MgRAIAgCOjevTueP3+OqKgohISEIDk5Gb17965wm1lZWZg0aRKio6MRFhYGOTk5fPvtt8XS80yfPh3jx49HQkIC3N3dMWbMGOTk5OD333/HtWvX4OfnB3V19TL3tXLlStjZ2SEuLg4zZ87ExIkTxQCqIAjo3Lkz0tPTcfLkScTGxsLe3h7t27fH8+fPxTbu3LmDQ4cO4fDhw5BKpRU+TgDIzs5Gp06doKOjg+joaPz8888IDQ3F2LFjZepFREQgOTkZERERCAwMREBAgEwQuaijR49iwoQJmDx5Mq5fv44RI0Zg8ODBiIiIAABER0ejU6dO6NWrF9LS0rB27dpibRQUFODgwYMYMGAA6tatW+J+3iflz/79+9GhQwc0a9bsX7eZnZ2NnTt3AgAUFRUBAGlpaXB1dUXTpk0RExOD4OBgPHnyBL169RK3mzp1KiIiInD06FGcOXMGkZGRiI2NrdRxvHr1Cq6urnj8+DGOHz+Oq1evYtq0aeJ1evr0aQwYMADjx4/HzZs3sWXLFgQEBGDJkiUA3p7fHj16QF5eHn/88Qc2b96M6dOnV6oPRERUDQhEREREREREVWjQoEGCp6dniet69+4tWFlZCYIgCGfOnBHk5eWF1NRUcf2NGzcEAMLly5cFQRCEefPmCU2aNKlQ24IgCE+fPhUACNeuXRMEQRBSUlIEAMIPP/wgU8/W1laYP39+hY+pQYMGQqdOnYodyzfffCMIgiCEhYUJmpqawuvXr2XqNGzYUNiyZYt4LIqKisLTp08rvF8AwtGjRwVBEIStW7cKOjo6wqtXr8T1v/32myAnJyekp6cLgvD2/DRo0EDIy8sT63z//fdC7969S91Hq1athGHDhsmUff/994KHh4f42dPTUxg0aFCpbaSnpwsAhNWrV8uU29vbC2pqaoKamprQp08fsdzV1VVQVFQU1xUuysrKgpaWllhPRUVFGD9+vEyb3bt3F+s7OTmV2qeIiAgBgFhXIpEIAAQHBwfhzZs3giAIwpw5c4SOHTvKbPfgwQMBgJCYmCi8fPlSUFJSEg4cOCCuf/bsmaCqqipMmDBBLHt3nAppaWkJO3fuFARBELZs2SJoaGgIz549K7GvX3/9tbB06VKZst27dwsGBgaCIAjC6dOnBXl5eeHBgwfi+lOnTpW4XyIiqr44856IiIiIiIiqLUEQxNnSCQkJMDIygpGRkbje2toa2traSEhIqFB7ycnJ6NevH0xNTaGpqQkTExMAb9PxvKt58+Yyn8ePH4/FixfD2dkZ8+bNQ3x8fLn7cnJyKva5sJ+xsbF49eoVdHV1oa6uLi4pKSkyaXwaNGiA2rVrV+jYikpISECTJk2gpqYmljk7O6OgoACJiYliWePGjSEvLy9+NjAwKDPHe0JCApydnWXKnJ2dKzwG7yo6E/7o0aOQSqVwd3fHP//8I7Ouf//+kEqlMsvChQvLbXPjxo2QSqXw8fFBdnZ2uX06e/Ys4uLisH//fjRo0AABAQHizPvY2FhERETIjJmlpSWAt9dWcnIy3rx5IzP2NWvWhIWFRcVOyP8nlUrRrFkz1KxZs8T1sbGxWLhwoUw/hg0bhrS0NGRnZyMhIQH169dHvXr1xG2KXo9ERFT9KVR1B4iIiIiIiIhKk5CQIAbY3w3kv6u08pJ07doVRkZG2LZtGwwNDVFQUAAbGxu8efNGpt67AW8AGDp0KNzd3fHbb7/hzJkzWLZsGfz9/TFu3LhKHU9hPwsKCmBgYIDIyMhidbS1tUvtR2WUdV7eLS8MTL+7rmgaobK2L29fJalduza0tbVx69YtmfL69esDADQ0NPD333/LrNPS0oKZmZlMWdGX4TZq1KhYmwYGBgBQaiC8KBMTE2hra8Pc3ByvX7/Gt99+i+vXr0NZWRkFBQXo2rUr/Pz8im1nYGCApKSkCu1DIpEUe3/Bu+8ZUFVVLXP7goICLFiwAD169Ci2TkVFpVjbhfskIqJPC2feExERERERUbUUHh6Oa9euoWfPngDezrJPTU3FgwcPxDo3b95ERkYGrKysym3v2bNnSEhIwOzZs9G+fXtYWVnhxYsXFe6PkZERRo4ciSNHjmDy5MnYtm1bmfX/+OOPYp8LZ2nb29sjPT0dCgoKMDMzk1lq1apV4T6VxdraGlKpFFlZWWLZ+fPnIScnB3Nz8/du18rKCufOnZMpu3DhQoXGoJCcnBx69eqFPXv24NGjR+/dl6L69u2LkJAQXLly5YO0N3DgQBQUFGDjxo0A3o7bjRs3YGxsXGzc1NTUYGZmBkVFRZmxf/HiBW7fvi3Tbu3atZGWliZ+TkpKknkqwM7ODlKpVOb9B++yt7dHYmJisT6YmZlBTk5O/K48fvxY3ObixYsf5JwQEdHHw+A9ERERERERVbmcnBykp6fj0aNHiIuLw9KlS+Hp6YkuXbrAy8sLAODm5gY7Ozv0798fcXFxuHz5Mry8vODq6loszU1JdHR0oKuri61bt+LOnTsIDw/HpEmTKtQ/X19fnD59GikpKYiLi0N4eHi5werz589jxYoVuH37Nn788Uf8/PPPmDBhgngsTk5O6N69O06fPo179+7hwoULmD17NmJiYirUp/L0798fKioqGDRoEK5fv46IiAiMGzcOAwcORJ06dd673alTpyIgIACbN29GUlISVq9ejSNHjmDKlCmVamfp0qWoW7cuvvrqK+zYsQPx8fFITk7G0aNHcfHiRZlUPhU1ceJEODk5oV27dli7di3i4uKQkpKC06dP49SpU5VuU05ODr6+vli+fDmys7MxZswYPH/+HH379sXly5dx9+5dnDlzBj4+PsjPz4e6ujqGDBmCqVOnIiwsDNevX4e3tzfk5GTDL+3atcOGDRsQFxeHmJgYjBw5UuYJiL59+0JfXx/du3fH+fPncffuXRw+fFgMwM+dOxe7du3C/PnzcePGDSQkJODgwYOYPXs2gLfXl4WFBby8vHD16lWcPXsWs2bNqvT5JCKiqsXgPREREREREVW54OBgGBgYwNjYGJ06dUJERATWrVuHY8eOiQFXiUSCoKAg6OjowMXFBW5ubjA1NcXBgwcrtA85OTkcOHAAsbGxsLGxwcSJE7Fy5coKbZufn48xY8bAysoKnTp1goWFhTgbuzSTJ09GbGwsmjVrhkWLFsHf3x/u7u7isZw8eRIuLi7w8fGBubk5+vTpg3v37v2rwPq7atSogdOnT+P58+do0aIFvvvuO7Rv3x4bNmz4V+12794da9euxcqVK9G4cWNs2bIFO3fuRJs2bSrVjq6urngDZuXKlXB0dIStrS3mz5+P3r17l/tkQ0lUVFQQFhaGGTNmYOfOnWjdujWsrKzg6+sLZ2dnBAUFVbpNHx8f5ObmYsOGDTA0NMT58+eRn58Pd3d32NjYYMKECdDS0hID9CtXroSLiwu6desGNzc3tG7dGg4ODjJt+vv7w8jICC4uLujXrx+mTJmCGjVqiOuVlJRw5swZ6OnpwcPDA7a2tli+fLn4XXB3d8eJEycQEhKCFi1aoGXLlli9ejUaNGgA4O21fvToUeTk5MDR0RFDhw7FkiVLKn3sRERUtSRCSYnQiIiIiIiIiOi9GRsbw9fXF76+vlXdFSIiIvpEceY9EREREREREREREVE1w+A9EREREREREREREVE1w7Q5RERERERERERERETVDGfeExERERERERERERFVMwzeExERERERERERERFVMwzeExERERERERERERFVMwzeExERERERERERERFVMwzeExERERERERERERFVMwzeExERERERERERERFVMwzeExERERERERERERFVMwzeExERERERERERERFVM/8P1XrYZ8HCwKsAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "# Aggregate median cost per ton by program\n",
    "programs_to_plot = cci_data.groupby(\"Program Name\")[\"Dollars per Ton of GHG Reduced\"].median().dropna().sort_values()\n",
    "\n",
    "# Plot without using `hue` (fix warning)\n",
    "plt.figure(figsize=(12, 8))\n",
    "sns.barplot(y=programs_to_plot.index, x=programs_to_plot.values, palette=\"coolwarm\")\n",
    "plt.xlabel(\"Dollars per Ton of GHG Reduced\")\n",
    "plt.ylabel(\"Program Name\")\n",
    "plt.title(\"Cost per Ton of GHG Reduced by Program\")\n",
    "plt.savefig(\"ghg_cost_per_ton_fixed.png\", bbox_inches=\"tight\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_648572/3948823730.py:9: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(y=programs_to_plot.index, x=programs_to_plot.values, palette=\"coolwarm\")\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "# Aggregate median cost per ton by program\n",
    "programs_to_plot = cci_data.groupby(\"Program Name\")[\"Dollars per Ton of GHG Reduced\"].median().dropna().sort_values()\n",
    "\n",
    "# Plot without using `hue`\n",
    "plt.figure(figsize=(12, 8))\n",
    "sns.barplot(y=programs_to_plot.index, x=programs_to_plot.values, palette=\"coolwarm\")\n",
    "plt.xlabel(\"Dollars per Ton of GHG Reduced\")\n",
    "plt.ylabel(\"Program Name\")\n",
    "plt.title(\"Cost per Ton of GHG Reduced by Program\")\n",
    "plt.savefig(\"ghg_cost_per_ton_fixed.png\", bbox_inches=\"tight\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_648572/3681223827.py:6: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `y` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(y=dac_benefit_per_program.index, x=dac_benefit_per_program.values, palette=\"coolwarm\")\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Compute the percentage of projects benefiting DACs\n",
    "dac_benefit_per_program = cci_data.groupby(\"Program Name\")[\"DAC Benefit\"].mean().dropna() * 100\n",
    "\n",
    "# Plot without using `hue`\n",
    "plt.figure(figsize=(12, 8))\n",
    "sns.barplot(y=dac_benefit_per_program.index, x=dac_benefit_per_program.values, palette=\"coolwarm\")\n",
    "plt.xlabel(\"Percentage of Projects Benefiting DACs\")\n",
    "plt.ylabel(\"Program Name\")\n",
    "plt.title(\"Percentage of Projects Benefiting Disadvantaged Communities (DACs)\")\n",
    "plt.savefig(\"dac_benefit_per_program_fixed.png\", bbox_inches=\"tight\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Aggregate median cost per ton by year\n",
    "yearly_trends = cci_data.groupby(\"Fiscal Year Funding Project\")[\"Dollars per Ton of GHG Reduced\"].median().dropna()\n",
    "\n",
    "# Plot temporal trends\n",
    "plt.figure(figsize=(12, 6))\n",
    "sns.lineplot(x=yearly_trends.index, y=yearly_trends.values, marker=\"o\", color=\"red\")\n",
    "plt.xlabel(\"Fiscal Year\")\n",
    "plt.ylabel(\"Median Dollars per Ton of GHG Reduced\")\n",
    "plt.title(\"GHG Reduction Cost Trends Over Time\")\n",
    "plt.savefig(\"ghg_cost_trends_over_time.png\", bbox_inches=\"tight\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_648572/1042925173.py:6: FutureWarning: \n",
      "\n",
      "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
      "\n",
      "  sns.barplot(x=collaboration_costs.index, y=collaboration_costs.values, palette=\"coolwarm\")\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Compute median cost per ton of GHG reduced by number of partners\n",
    "collaboration_costs = cci_data.groupby(\"Number of Partners\")[\"Dollars per Ton of GHG Reduced\"].median().dropna().sort_index()\n",
    "\n",
    "# Plot without using `hue`\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.barplot(x=collaboration_costs.index, y=collaboration_costs.values, palette=\"coolwarm\")\n",
    "plt.xlabel(\"Number of Partner Agencies\")\n",
    "plt.ylabel(\"Median Dollars per Ton of GHG Reduced\")\n",
    "plt.title(\"GHG Reduction Cost vs. Collaboration Scale\")\n",
    "plt.savefig(\"collaboration_ghg_cost_fixed.png\", bbox_inches=\"tight\")\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "spatial_env2",
   "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": "3.10.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}