{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "e8052058",
   "metadata": {},
   "source": [
    "# Forecasting Global CO₂ Emissions Based on Population Growth Using Green Data and AI\n",
    "\n",
    "**Objective:** Explore the relationship between population growth and global CO₂ emissions across countries using data analysis and AI forecasting.\n",
    "\n",
    "**Datasets:**\n",
    "- CO₂ emissions by country (kt)\n",
    "- Population by country\n",
    "\n",
    "**Tools:** Python, NumPy, Pandas, Seaborn, Matplotlib, Scikit-learn"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "582c1ea6",
   "metadata": {},
   "source": [
    "## 1. Import Required Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0a42b544",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.ensemble import RandomForestRegressor\n",
    "from sklearn.metrics import mean_squared_error, r2_score, mean_absolute_error\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "# Set visualization style\n",
    "sns.set_style('whitegrid')\n",
    "plt.rcParams['figure.figsize'] = (12, 6)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3792e5b1",
   "metadata": {},
   "source": [
    "## 2. Load and Explore Datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "50d1e0db",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CO2 Emissions Dataset:\n",
      "  country_code country_name  year      value\n",
      "0          ABW        Aruba  1960  11092.675\n",
      "1          ABW        Aruba  1961  11576.719\n",
      "2          ABW        Aruba  1962  12713.489\n",
      "3          ABW        Aruba  1963  12178.107\n",
      "4          ABW        Aruba  1964  11840.743\n",
      "\n",
      "Shape: (13953, 4)\n",
      "\n",
      "Data Types:\n",
      "country_code     object\n",
      "country_name     object\n",
      "year              int64\n",
      "value           float64\n",
      "dtype: object\n",
      "\n",
      "Missing Values:\n",
      "country_code    0\n",
      "country_name    0\n",
      "year            0\n",
      "value           0\n",
      "dtype: int64\n",
      "\n",
      "================================================================================\n",
      "\n",
      "Population Dataset:\n",
      "  country_code country_name  year    value\n",
      "0          ABW        Aruba  1960  54608.0\n",
      "1          ABW        Aruba  1961  55811.0\n",
      "2          ABW        Aruba  1962  56682.0\n",
      "3          ABW        Aruba  1963  57475.0\n",
      "4          ABW        Aruba  1964  58178.0\n",
      "\n",
      "Shape: (16400, 4)\n",
      "\n",
      "Data Types:\n",
      "country_code     object\n",
      "country_name     object\n",
      "year              int64\n",
      "value           float64\n",
      "dtype: object\n",
      "\n",
      "Missing Values:\n",
      "country_code    0\n",
      "country_name    0\n",
      "year            0\n",
      "value           0\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# Load datasets\n",
    "co2_df = pd.read_csv('Data/co2_emissions_kt_by_country.csv')\n",
    "population_df = pd.read_csv('Data/population_by_country.csv')\n",
    "\n",
    "print(\"CO2 Emissions Dataset:\")\n",
    "print(co2_df.head())\n",
    "print(f\"\\nShape: {co2_df.shape}\")\n",
    "print(f\"\\nData Types:\\n{co2_df.dtypes}\")\n",
    "print(f\"\\nMissing Values:\\n{co2_df.isnull().sum()}\")\n",
    "\n",
    "print(\"\\n\" + \"=\"*80 + \"\\n\")\n",
    "\n",
    "print(\"Population Dataset:\")\n",
    "print(population_df.head())\n",
    "print(f\"\\nShape: {population_df.shape}\")\n",
    "print(f\"\\nData Types:\\n{population_df.dtypes}\")\n",
    "print(f\"\\nMissing Values:\\n{population_df.isnull().sum()}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bd6e7bf0",
   "metadata": {},
   "source": [
    "## 3. Data Preprocessing and Merging"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f8195e6c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Merged Dataset:\n",
      "  country_code country_name  year  co2_emissions_kt  population\n",
      "0          ABW        Aruba  1960         11092.675     54608.0\n",
      "1          ABW        Aruba  1961         11576.719     55811.0\n",
      "2          ABW        Aruba  1962         12713.489     56682.0\n",
      "3          ABW        Aruba  1963         12178.107     57475.0\n",
      "4          ABW        Aruba  1964         11840.743     58178.0\n",
      "5          ABW        Aruba  1965         10623.299     58782.0\n",
      "6          ABW        Aruba  1966          9933.903     59291.0\n",
      "7          ABW        Aruba  1967         12236.779     59522.0\n",
      "8          ABW        Aruba  1968         11378.701     59471.0\n",
      "9          ABW        Aruba  1969         14891.687     59330.0\n",
      "\n",
      "Shape: (13923, 5)\n",
      "\n",
      "Missing Values:\n",
      "country_code        0\n",
      "country_name        0\n",
      "year                0\n",
      "co2_emissions_kt    0\n",
      "population          0\n",
      "dtype: int64\n",
      "\n",
      "Shape after removing missing values: (13923, 5)\n",
      "\n",
      "Basic Statistics:\n",
      "               year  co2_emissions_kt    population\n",
      "count  13923.000000      1.392300e+04  1.392300e+04\n",
      "mean    1990.767292      8.271363e+05  2.387050e+08\n",
      "std       17.184854      2.791702e+06  7.340793e+08\n",
      "min     1960.000000     -8.067400e+01  5.484000e+03\n",
      "25%     1976.000000      1.092766e+03  1.763752e+06\n",
      "50%     1992.000000      1.364124e+04  8.720742e+06\n",
      "75%     2006.000000      1.648683e+05  6.082081e+07\n",
      "max     2019.000000      3.434401e+07  7.742682e+09\n"
     ]
    }
   ],
   "source": [
    "# Rename value columns for clarity\n",
    "co2_df = co2_df.rename(columns={'value': 'co2_emissions_kt'})\n",
    "population_df = population_df.rename(columns={'value': 'population'})\n",
    "\n",
    "# Merge datasets on country_code, country_name, and year\n",
    "merged_df = pd.merge(co2_df, population_df, \n",
    "                     on=['country_code', 'country_name', 'year'], \n",
    "                     how='inner')\n",
    "\n",
    "print(\"Merged Dataset:\")\n",
    "print(merged_df.head(10))\n",
    "print(f\"\\nShape: {merged_df.shape}\")\n",
    "print(f\"\\nMissing Values:\\n{merged_df.isnull().sum()}\")\n",
    "\n",
    "# Remove rows with missing values\n",
    "merged_df = merged_df.dropna()\n",
    "print(f\"\\nShape after removing missing values: {merged_df.shape}\")\n",
    "\n",
    "# Basic statistics\n",
    "print(\"\\nBasic Statistics:\")\n",
    "print(merged_df.describe())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fbcefadc",
   "metadata": {},
   "source": [
    "## 4. Exploratory Data Analysis (EDA)\n",
    "\n",
    "### 4.1 Global Trends Over Time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "00395984",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABjUAAAJOCAYAAAD/KYUYAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjcsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvTLEjVAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAwttJREFUeJzs3QmcTfX/x/H3jH2P0GIrS4t+aJFSiZSUUoh2SwrZKiKKSLaKkIixpEgppUV7klJKUrRIWSJji39Fspv5Pz7ndNw7MxczzJ17z72v5+NxH3PPuXfuPXPOnZnzPZ/v5/NJSE1NTRUAAAAAAAAAAECUS4z0BgAAAAAAAAAAAGQGQQ0AAAAAAAAAAOALBDUAAAAAAAAAAIAvENQAAAAAAAAAAAC+QFADAAAAAAAAAAD4AkENAAAAAAAAAADgCwQ1AAAAAAAAAACALxDUAAAAAAAAAAAAvkBQAwAAAAAAAAAA+ELuSG8AAP/79NNPNWvWLP3www/aunWrEhISdOKJJ+q8885Ty5YtdeaZZ6Z5/tNPP60xY8Y496dOnaoLLrggy++5cOFCtWrVyrnfpUsXde3aNZt+Gjk/y4MPPujcHzp0qJo1a3bE70lNTdUHH3zgfO+PP/6o7du3q3DhwjrrrLN0ww03qFGjRof8vvfff19vv/22vv/+e/3111/Knz+/ypcvr3r16un2229XiRIlFE7BP++R/PLLL9n63qeffrrztVatWpo2bVq2vnZ69ln8+uuvw/Jz5IRVq1bpxRdf1JdffqlNmzZp//79KlWqlGrWrKlbbrlFZ599tqJR8O/qkZQpU0Zz5871/bECAACRF89jlOCfxWM/f548eVSsWDHnvNG274wzzlC0yq7zwb1792rdunWqVKnSwXX169fX+vXrD557RgPO9QEgawhqADhq//77rx5++GG98847GR5bs2aNc3v99dfVr18/56JrLO+Hbt26OQOnYBag+Pzzz52b7aPRo0crV65cab7v3nvv1fz589N83759+/TTTz85txdeeEEjRozQJZdckmM/D6LPSy+9pEGDBjmBjGDJycnO7Y033nAGfjbQDf6MAQAAxBvGKDrkZCq7wL9lyxZ99NFHWrBggTPWqFq1qmL157UxmI2lmjZtmq0BpuzGuT4AZB1BDQBH7aGHHnKyDMw555yju+66S1WqVNG2bduci6zTp09XSkqKHn30USdjoXr16jG5t3v16nUwoHH55Zerbdu2Ov74451ZYU8++aQzq37OnDkaN26cMyMq+Pu8gIbNFOvUqZMzW+qff/7Rhx9+qMmTJzv70tbPmDEjzYDjk08+cQYimcmEaN68eaZ/FrsoftVVVymnePstb968YX+vp556yhnI+Y19dgYMGOAMzAoWLKi7775bdevWdTJ6LLvHZuL9/vvvTqZLvnz51LNnT0UT+9sQHPCz34ebbrrJuW+fteAsIS8g49djBQAAIo8xSlqjRo1yzsdscsz//d//OWMSG0tY8Gf48OF69tlnFYsWLVqk+++/P+RjL7/8sg4cOBAVk4E41weAo0NQA8BRsdk9XkDj0ksvdU6Oc+cO/EmxAEaBAgU0adIkJ7Dx3HPPObNkYs0XX3zh7AsvoDF27Fgntduceuqp+t///qfGjRs7gwjLWrEARWJiohPM8L7PAj4WALL95bF1FuiwTI49e/Zo8ODBznOC9enTJ1MnyVlRtGhRJy0/p+Tke4W7jFc42OfGMjQsoGGDLvt9spIJnlNOOUV16tRxyg9s2LDBGZS2aNHCWR8tLGAVfJyDs03sMx/qM+DHYwUAACKPMYpCnld551tly5Z1ghw2Qebvv/92ymVFy8X97Gbnz4diJVyjAef6AHD0aBQO4KhY5kDwbKjggIbnzjvvVPfu3Z0Lrf3798/U6/72229OSavLLrvMCQhcfPHFTmmn5cuXHzFlt2HDhs73XH311Xr++ecznMjaDHErhWU1VC3ocu655+raa6916s1a4OBoWKDC07Fjx4MBDU/FihWdYI7VwLXsCwtomNmzZx98zn333ZcmoOGxWew2q8p88803TjmvaGHZAZYFYjeb8WUX3u1YWX3eNm3aODVhd+zYoYEDB+rCCy90fo7WrVtnqIfrvYaVTvJ4QTBLE7fvswCPvbaljK9YsSLN99txs+N3zTXXOMfUnmuDtN69e2vjxo1pnmvv4b1fetanwjIgLrroIuczdMUVV2jIkCFO/eVgdhy917DPpG2n97m78sorNWXKlAyvbVlLN998sxOMsGwbq89svxuLFy/O1Awz7+ew9wkOaHiKFy/ubLu37+wzacfEtsm284477sjwPR06dHAes31m2UDe91r9aAvCVatWzelzYq9r2SCH2gdWg9hKy9l7WXAz/f46WqGOVfp9b+Xc7O+E/Qw33nijsz8tu8PW27bUqFHDWW+D9fQ+++wz5z3s82U3e95bb72VLdsOAAAihzHKkVm2b4UKFQ5eVP/zzz8PPmbnUpYt7p2H280ybF999dUMYyvvfO3666/X2rVr1blzZ+dc1fq92fjGSqRm5lzcztW89TbGOJLMjOnsdYJ7utlj9vreeaF9ry3b1/Rs4p6NZ+yc3c6JrTeiZRHb2OZQ4yErO2zP8cawdj5tY4Aj4Vyfc30AR49MDQBHxbsga83VLCPhULOC7OJpVrIerDzTzp07D66zi6TvvvuuM+vqiSeeCNlw+5VXXtEff/xxcHn16tXOBWk7ubYTXmMlnazptjWJ89hJr10kt5vNcrfvyaolS5Y4X63sz6Hq0drF6PS+/fZb56sFg+yi/6HYRfbvvvvu4HuFewa+NTi3gUIoRYoUUaFChTKst5P+X3/9NU2AwC6klyxZ0ukL4vnqq6+ci/nWUD3U63gee+wxJygVzD4HFhSygcjMmTMPDsQsaJY+G8W23y7sW2NBuxB+3HHHHfZnHj9+vEaOHJlmnX1ObBvss2dfgxsLeixgY8Emj33ebNttP3klv+x703+ubFac9Vmx7bPHbSB2KN7nxFhg53CfE499XiwQ2KBBA2f7bb9v3rxZJ5xwgvO41VG29zcWALRmkaZHjx5p+uPYoNZKE9hzbSBojevTsxJq9pkxdrztlhOsxFbwZ27p0qVO+TsbeAYHMWy9/Q2y/XDyySc766zZupXECx6Y2/PstnLlSuczBQAA/IkxypHt2rXr4GQpG4t454JWjsoCD8Hn794YxG42KcTOmdNndVhQxAIfdmHf89577zkX7C0YctJJJym7hGtM57Gxo5WmCmaTtZ555hkn2GHlXkOd79oYNnhcYOepdp5s59+1a9c+5Ptxrh8a5/oAMoNMDQBZZiesdjJsSpcuneYxS1+2i8qhbodjM1+s5qkFNCxrwU4o7UKk9aSw4Ig1z7bZ9+ln/BgLaLRv3965IGszZrzSNVauycvwsAvfdpJrHnnkEWfZHvcudNqM86PhzUy3wUBW0rZtJr03y/5w/SSC9292zYI/nKFDhzqZDqFuFkwIxQYyEyZM0JtvvulkShi7iG5ZNzbwefvtt50MDu+CevDJeyje+1hzdJvhZMfKMkFs/9rnywti2Pt6922GmL2PBT7sgr43MLNA2eHYtlgKvhegszJq9jmy17BBnm3vPffc47xvepbBYIENe8927dodXG+BFI8N5IwFvOznsu21TAIL6tjPYwO+zHxOjlSqywtYBH+PZVB4GRh2bDyWkeCVgPJ6W9h2eAGNJk2aOJlENqCz2Xn2u2fZWKF6XNhjts/s9e05OcX+DtjfBjvm9tk09rfDBpOWFWZ/OyzbxtjfKhuEe59LG+haQMMCIBbgsJ/bSnYZ+xynH8gDAAB/YIwSmp0z21jMAgF2rmQX4L1MXTvf9sYijz/++MHzIMuCtnNay3zxJtbYxCTL4gg1FrOxkD1m54TXXXfdwbGL9ezITpkd09kEK+8c35uEZT3evCz4UOyc0AtoWBlgy8i282b7Xm/inAUqQrGAir2f7SMbl4QaF4TCuX5onOsDyIy4DmrYBRpLUwxVmuJwJW6sbr7NrLUZx8EzBIB44ZVQMukv9toJyKEuih+OXVT1ZvdY6vJtt93mzI6331E7YfVm4VhWRnrnn3++ExCpXLmyUwLIu6ht5s2b53y1FGqbwW4nq3axt1y5ck5AwbtQ7J3YZ5X38x+uZmsowX0FDscuSHuy+h45xS7o2/G1JufBJ/G2zy2zxprHe4MbEzyLKxQ7LsaaX9usMNvHdtHZMgZs9p397TXWNNsyZIzNsP/xxx+VJ08ep2SSZYvY33YbkB2OXdT29qsNRCwF3T5H9hpWMsp7bXu99Kxkkd0sa8Q+f172SXDwycsSsYvptu124d0yKD7++GPn83ikvijBn5PDHf9QnxMrH+VlmAQHNbxU+NNOO+1glogFB4ztPyvz5fVW8TKtbMDlBQbSl0izfWbH3koN5JQbbrjB+dtgny07Bh7rL3Lrrbc6P3fweu8zZzPsLBDjfW4tkFW4cGGn140FU23fZaZUAAAc7VjCYxfKgksveuwimv0tswtvFiz2JpEAODLGKKFZKSg7V7cJHzbG8jJ27ZzbJo15E8yCzxGHDRvmTFayv0WWsev1oLBMhVCs/58FSOyc0CaQ2DmWF2QINTnoaGV2TGfnd8E92mzZnnO4yWQvvPDCwfNhm7RjGRZWWurBBx90ykoZ23c2cSs9GztYBrRl1Xv7NDOT0jjXD41zfQCZEbflp+ziqF2ESl+f/XCssa/9c7fZofbPyurk28VX6nAj3thMHLugbBdo169fny2vGdwzI7iUTvqyO+l7MhibcR3Maul7vJk8xmbd20VNK/vz888/Hyybk/6icFbYybLNfLKSQnZSGqq3iL128CDLWNqybZtdbN29e7dT2zaU4L4QOdHQzjI1rOl0VgSXHwsuKxVcsil4/ZECOtZTxUoAWVDDC2jZfra6tpZF4JVBsn3Wt29fDRgwwJlV5g0gbMBigxArAXWkC+3e58kGOlaTN5h9Dr3BjT3PBmrBgn8+66ViAQzLDgn++Sx12rKILChgpamMlaey7bKAi93SfzaCBae3p+8REiz4cx78PRaYsUGmBWZ++OEHZ51Xtin4or9XgsAu+FvgPhQLGnnZDx4LKkSC9ao5ms9ccF8ay8AJhUwNAOEaS3isLKBlpKY/f7EZvnbx0MYbxx9/vHMhze57pTQBHB5jlMOzLGGbEGTninYuahkbXvDBzpG8fhR2zh2cgW7jPsu6tnLAlpVhmR/BAQM7Dw4+j7aggPWVsHGijRdtvHO4EqVZnbgVjjFd8HjUxjbpS2bZuMDKsnrjgvTll4PPQW3f2D6xn+tI4x7O9UPjXB9AZsRlpoZd3LGLOXbBLCssXdEualmU3v6J2UmA/UMLbqwFxAuvNqhdrA1uJGyz1u33wrt5J8pHcrjSTcEnuukbcZv0J4vBr+Xdt5n2ljVg5alsxoyV3bELB+kv0maVF0Cxi8HLli0L+Rz7e2Mp0HaB3Jsl7n2fbbs3W+pQwVSPV8Ip2gQHZIIv0Ac3Pw913A7F/sZaJoMFNyyAYQNU+ztr2TyWOWC9VYL3rQ2wrB+EfSZt0OX11LCZaJaOHq7PXfpAVKjXsgGepcVbYMF6q9jAxWoB26DItjk4qyiU4ACd/Q/KzOckOK3egkDecbCSUl7Ghm17cFZNZkqnhfpfZwGaaP3MhXK0PycAZMdYwti5h2WK2ezi9KZOnarWrVs7/wft/4cF7V977TWyNYAsYIyikH9bbFxmYxXLcrBzZ5vIFDxOCzUxK7PnxUe6eB/qPDo4e8MLpmRGuMZ0R9oHWR0XHG7SUjDO9UPjXB9AZsRlUMMi+jb7IH0DKGM1Jm2Wsg0kGjdu7MyY8tgsXGt2ZY2i7J+2pWfaiYDXWAuIJ14jZGMnxaFORq0sQ6g6/KEEz25JX+pnwYIFB+9bSnN6wU3ZTHCQpXz58s7XsWPHOttoM/Ltd9cuKFsZIC/IcLSCyypZPf70LGBhM+TtZ7B0bZu55KVOeyzry1K+07N+DDb7yJx33nlhbxIeDSxrxY6fXaS30khJSUlOWQ9LMfeOvQUqbCBk+8x6YtjnxQIGVrLDPgu237weEzaIy8znzl4r+HOT/nNodXWzyj5bdvysbJN9Dq2XhvX4sCCHl/Vhs8ysNNXhBuZeOr0FeoKDFx77fu+zZwMoC2R4rIyUpcIb+39m/T+MDQbtMY/XeN2CApaR4QUl7XNr2Yj2Gbbm2ukdaQAcbbyf0ysn6f2clp1hpe2sRJgdEwAIx1jC2P8Bqztv5TKD2f81+1sbnGFokxnsf0lwNiuAw2OMcnTKli17sDSTnXsHZzxYtsXSpUud+3Ze6pWKDWbXSYL/nnmZrzYBxnt+cOmn4LHP4bKR08vKmC44+JCZbBBvXGDlpdL3gzzWccGhcK6fvTjXB+JLXAY1rN621ahNP6PT0hhtFrANRGxG61133eWUM/EumFrdW0uDs4tBNlCxCyDPPPNMlpoDA7HC6uh7/QrswrLVNLULpjZr0QbfdjHZ6kzb71VmWG1+r1yMnazaBUcLINrFbJupaCxdOrhkjsdmHVmJBruAbHVbLUjgXeD1SulYWSDvq72mnazaheDgLInM9rkIZq/vXaC2WU9W0sZmQFkjOfsZrIxSqHI3VtfW2zb7Oa1nhDU3tv1ngwBr1OeVm7Cf+0i9F7KLpW8fqtG73TIbpDpaNuPKSiY98MADTv1fu/hjfVrswr1lOHjH1QYp9jmzz539PbcBjf2ttjJM9lwLjmTmonvwwNeOlWVQ2PGwz4Y1RvTqCtvFq6yyfdWqVSsnG+Pee+91ghnWh8m2z+vxYD/H4f6H2ODPSmx5gzEreWgz0+xntzIBlpFi+8ur19u2bdsM6fBew3A7fl4AxWsQ7rELb8Zqt9u+t98pu9hvpVUscGcX1g6VieQndhHR68NiQRorAbN27VqniaX9bbHg4ZECYQBwtGMJY+cG1vMo1P9fu1BXunTpg+vsf5hNqkp/cQ3AoTFGOToWJLDxmFeq1Eqo2rmf9bezfmvemO72228P+f1WMtbOo+177b6dvxvLoPCyFoL/vtn5lgVObPwWamLYoWRlTOed83kZdlYu8HAZudbHwViAxPqt2Xmi/Tw2LvNKT1166aUHJ81lB871sxfn+kB88dcUyzCz2b9WK9H7R21RXvsn+/zzzzuzpqx+pA027OKHPWYBDftnb7OCg/9hAvHCmsDZZ3/WrFnOhXg74Q3FZugc6jGPZTzZ75ZdyLbZQF4vBY9lONgJ5cknn5zhe+2Cq22D3dI3bPNOOu0Ex07M7cJwcPO2YHZh2JsVn1l2UXrkyJFOOTqb1WQzMtPPyjTW3Dp902qrk20X4y0QY0GQUKWIbN/Z61ujvpxgWTd2OxQbgBzNBf6szBKzAIAFpuxis12kT88u7NvgyP4u28V5mylrs8es3FT6Y2PPPdLsKPucjB8/3gk42P1g1sfEGohnNoU8mAXprIRWr169nAFUqG2xgMPhagwbm302aNAgJ7hn/4Msxd5u6dnPHxxE81gQ3j4/3ow5a3iYvpSZvYcF2qzElQXX7JY++FO1alX5nWXw2O+q9cay/+9W5iWY7SdvQAsA2T2WOBwvGJ++ia0th3tCARBrGKMcHZtIYxNn7EL+22+/7dyCWWZ0qHNzY2Os9OfRFsQIPje1CW/eeM3OZW0im32fnZdmtk9jVsZ0NiHV+xvqjdHsvN7LYk7PznctE8+ylO28Of15or3e4cZJR4tz/ezDuT4QXwhqBLGLihaBD65HblF6b9Zr//79nX+i3oxWuyhi9d6tJIhlbwDxxmpd2omdnQDaCaplbNhMcEs5tgaX1iCuTp06zsV863WQmZlVVvP/2WefdWboWyDRLurbRXSb+XioVF87gbb3tYsGdmHaAhlt2rRJk9VhzZrtwrQFIe25diH5/PPPd+pW20V0Y7/L6S+MZ4aV8bHSR3YCbDPnbTBgKdU2u9JO0u010zc/9y56jxs3zvm7Y/vPLszbxW87+bYLIXaR2Wb6BzfiC2Z9Go7ELmD7jR1rKzVl5bpsUGV9W+zzY8ffggDBAxG70G8XiixzzmZqWcN2+8zYhXzrY+LVVT4cCybZZ8x6nthsNJsta4Mwy6SxbTlS0OFwLMvBAjVTpkxxyjrZLDc7vtZg22byWoZOZtjzLrzwQieoZCWhLCPFZqFZ0MXKdNl+sSyDQ7HHvYyP9FkaXgDIBpe2D+xzbFkglkFiJc/s+ZndTj+wvwU2KLV9aRcbLVBkzSBtdqLVuQ9uMA4A2TmWOBxvglT6AIYtH6lfEIC0GKMcHZtkZn187Bzcy4Kw4IFlLdu5oI35DtUnz7LQLJhkGRN2DmkZDTYBNDg74+KLL3YmdU2cONE517TzWCubaoHgzJyzZ3VMZ2MCy3y3kn8WNLH3O9xkVPvZbPtsTDpz5kwnsGEZIXYub+MPm6RmGS3hwLl+9uFcH4gfCamZKS4Yw+yCnzfz2FIM7R95+hkGlvptvTOsiZOV/bB/0B77x24zFuxCCAAAAID4kZWxRDAbU9iMYLt4aKwMi02EsIt9XkakBa8tSG8ZIMGBEgCIBlae2/6OGStbCgBATorLnhqHYrOorNyJzZD2bhblt5q4xmYZWK314JlTVivSIvcAAAAA4teRxhKHYzOPq1WrpsWLFx9cZ9mDFhCx7EUAAAAAAQQ10jX9s/IgVr/e0iFtAGJ13b0a/pYSaHXXLa3c0sutVrqVqbD0RAAAAADx60hjicx8v5VJmTNnjr7//nunv5iV0qT8FAAAAJAWPTWCWFq4BS2sWbENKKzJkDWfsproxmooGmvYanXbLQ3c6ujTJBwAAACIb0caSxyJ9SCzuu9WA94ywq2Xn9WkBwAAAJBW3PfUAAAAAAAAAAAA/kD5KQAAAAAAAAAA4AsENQAAAAAAAAAAgC/EVU+NlJQU7d+/X4mJiUpISIj05gAAAAAxJzU11Tnvzp07t3PeHQsYRwAAAADRM5aIq6CGBTR++OGHSG8GAAAAEPOqVaumvHnzKhYwjgAAAACiZywRV0ENL7pjOyVXrlwRizZt375dRYsWJVvEpziG/scx9D+Oof9xDP2PY+h/4TqGBw4ccCYSxUqWRrSMIwy/d/7HMfQ/jqH/cQz9j2PofxxD/0uN8FgiroIa3g62gUgkgxp2UOz9KYHlTxxD/+MY+h/H0P84hv7HMfS/cB/DWDrXjYZxhOH3zv84hv7HMfQ/jqH/cQz9j2Pof6kRHkvEzvQpAAAAAAAAAAAQ0whqAAAAAAAAAAAAXyCoAQAAAAAAAAAAfIGgBgAAAAAAAAAA8AWCGgAAAAAAAAAAwBcIagAAAAAAAAAAAF8gqAEAAAAAAAAAAHyBoAYAAAAAAAAAAPAFghoAAAAAAAAAAMAXCGoAAAAAAAAAAABfIKgBAAAAAAAAAAB8gaAGAAAAAAAAAADwBYIaAAAAAAAAAADAFwhqAAAAAAAAAAAAXyCoAQAAAAAAAAAAfIGgBgAAAAAAAAAA8AWCGgAAAAAAAAAAwBcIagAAAACxIjlZ+uQT9ysAAAAAxOBQgqAGAAAAEAsmT5YqVJDq13e/2jIAAAAAxNhQgqAGAAAA4GebNkkDB0p33SWlpLjr7GuHDv6YZgUAAAAgYpYt899QInekNwAAAABAFm3ZIs2aJb38svTpp4ERSLADB6SVK6WyZdm9AAAAADL45hvpuuv8N5QgqAEAAABEM5sitWKFVLKk9PXXbiBj7lx3pHE4uXJJlSvn1FYCAAAA8InUVGn0aKlnT2nfPv8NJQhqAAAAANFq4kQ399tGHYdio42bbpJy55YGDXKDHTYKSUqK3qlVAAAAACLizz+lO+6Q3norsO7UU6Xff/fPUIKgBgAAABCN1q2T2rcP/dgpp7iBDLudfbaUkOCut2K4lidugY5oHoUAAAAAyHELFkg33+wONTw9ekhDhkibN/tnKEFQAwAAAIhGI0aEXj9unJu94QUygtnoI9pHIAAAAAByVEqKNGyY1KdPoIrt8cdLzz8vXXON/4YSBDUAAACAaLN0qfTMMxnXWy74tdeGDmgAAAAAQDp//CG1aiV98EFgXZ060osv+ieIkV5ipDcAAAAAQJAdO6Qbb5T27nWXvQCGH4rbAgAAAIgKycnSqFFStWqBgIYNLfr2lebO9fewgkwNAAAAIFpYQ/COHaVff3WXzz1XeuUVt+itH4rbAgAAAIi4iRPdirU2vPCULi298ILUoIF8j6AGAAAAEC2ee84daZgiRaSXX5YqVXJvAAAAAJCJSrbt22dc/9577pypWED5KQAAACAaLFsmde4cWJ40yc3OAAAAAIBM+OIL6YorQj+2fXvs7EKCGgAAAECk7dzp9tHYtctdtlxxWwYAAACAI0hNlZ58UqpbV9q6NePj1p4vluZLEdQAAAAAIu3ee6WffnLvWye/kSMjvUUAAAAAfODvv6WmTaUePaQDB9x1p53mBjKMfU1Kiq32fPTUAAAAACLpxRfdUlOmYEG3MXiBAhwTAAAAAIe1eLHUooX022+BdQ89JA0YIG3aJK1c6WZoxFJAwxDUAAAAACLl11/dUlOeceOkM87geAAAAAA4bLmp8eOl++6T9u5115UoIU2bJjVq5C5bICPWghkeghoAAABAJOzeLd10k7Rjh7vcurXUqhXHAgAAAEBIycnS999LEydKb7wRWH/BBW7Cd/ny8bHjCGoAAAAAkWBFb5csce9bdsaYMRwHAAAAACFNniy1by+lpGRsz/fEE1LevPGz4whqAAAAADk9vcpGJGPHusv587vTqgoX5jgAAAAACDmEaNfOLTsVzEpQBVezjRcENQAAAIBITq8aPVqqVo1jAAAAACBk1dqOHTMGNMzppysuEdQAAAAAcmp6VfqARkKCdNVV7H8AAAAAGfz2m9S8ufTttxkfy5VLqlw5PndaYqQ3AAAAAIgLX32VsQCuTbdatSpSWwQAAAAgSr31lnTuuYGARp48UmJiIKCRlCSVLau4RKYGAAAAEG5r1riNwdOL5+lVAAAAADLYv1/q21d6/PHAuipVpFdflUqUkFaudIcQ8RrQMAQ1AAAAgHBavly64gpp/fq06+N9ehUAAACANDZulG6+Wfrss8A6Kz9lrfmKFnWXyzJ8IKgBAAAAhM1330kNG0pbtrjLZ5whTZ0q/fsv06sAAAAAHDRvnhvQ2LzZXc6dWxo2TLr3XrcVHwLI1AAAAADC4YsvpGuukbZtc5fPOUf64AOpVCn2NwAAAADH779LAwe62RjWcs+UKSO98op00UXspFAIagAAAADZ7aOPpCZNpJ073eWLL5befls67jj2NQAAAADH6NFuJkawBg2k6dOZC3U4//VLBwAAAGJccrL0ySfu13B6/XXp2msDAQ0blViGBgENAAAAAP+xIUL6gIaVmZo4kYDGkRDUAAAAQOyzXO4KFaT69d2vthwO06ZJLVpIe/e6y02bSrNnS4UKhef9kCUbN25Uhw4ddO6556p+/fp67rnn2IMAAADIcc8/LzVunHG9lZ/67TcOyJFQfgoAAACx6e+/pQULpHfflcaODaxPSZHatZP275duuUUqWvTY38uyP4YPl556KrCuZUvp2WfdDn+ICvfdd59OPvlkzZo1SytXrlSPHj1UpkwZNbBsGgAAACDM9uxxszOSkkI/niuXVLkyh+FIGGEBAADAvyyYsGKFVKWKO63p88+l+fPdrz/+GOi0l56tv/tuqWtX6dJL3WlSVjKqUqXMv7cFRzZskEaNkkaMSPtenTpJTz8tJZIYHS22bdumJUuWaODAgTrllFOcW506dfTll18S1AAAAECONARv3lxatCiwrm5dd+hy4IAb0LBgR9myHIwjIagBAAAAf7ISUpZxcajARWbs2yd9/LF7u+8+6YwzAgGO8uWl1aul44+X/v1X+vVX92ZBFO/rrl0ZX9MK4fbuTUAjyuTPn18FChRwsjTuv/9+rVu3Tt9++62TvQEAAACE05w5bpL41q3euak0bpzUpo07T2vlSjdDg4BG5hDUAAAAgP/Ymf/hAhqWIXH22VKdOtIll0hr10q9egWmQN1zj1t+yvpdrFkT+L7ly93bsGFHv222TatWSeXKHf1rINvly5dP/fr1czI1pk6dqgMHDqhZs2ZqYT1QMik1NdW5RYr3/pHcBhwbjqH/cQz9j2PofxxD/4unY2jJ3Y89JvXrZ/cTnHWnnpqqV1+VzjnHHTqUKePejF92SWqYjmFmX4+gBgAAAPxn0qTQZ/ytWkm33y5deKFUpEjax266KeMUKOuB8fPPbnDj7bfdHhw28jgS65NhparsdebOTbstFMKNWqtWrdJll12mO+64QytWrHACHLVr19Z1112Xqe/fvn27EiNYUswGeTt37nTuJ1hGEHyHY+h/HEP/4xj6H8fQ/+LlGG7blqCOHQvqvffyHFzXoME+TZiwU8cdl6pt2+RbqWE6himZGYsR1AAAAIDvWBBhyJCM6y2YMHjwoXO2bX36x+wEvGpV92aZHP/3f9KTT0pDh2b8/s6dpWuucft3nHJKoAG4lcHq0IFCuFHOeme8+uqr+vTTT51SVNWqVdPmzZs1bty4TAc1ihYtqlz2OYsQb+ZasWLFYvoCQCzjGPofx9D/OIb+xzH0v1g/hpZU/sEH7tBkzRr350tISFX//lLfvrmVmFhUfpcapmNo2dSZQaYGAAAA/OPbb6UmTdxeGMZOoO2EOru66ln/DGvy/fjjaTM27PWtT0ao17/zTqlhQwrhRrkff/xRFSpUcAIanqpVq2r8+PGZfg0bsEV64O1tQ6S3A0ePY+h/HEP/4xj6H8fQ/2L1GIZq+1e8uPTiiwm66irFlIQwHMPMvlbkcqcBAACArLDG3DYS+Ocfd9lm11sj708+cftiWHAhO1jgYsIEN5BhMhMwscfq1aOzXxQrXbq01q5dq7179x5ct3r1apWlGyMAAACygQ1NQrX9e+cddxiD7ENQAwAAANFvwwbpyiulLVvcZWv+PWOGWwYqHMEEC5BYoCS7AyaImPr16ytPnjzq27evfvvtN82dO9fJ0mjZsiVHBQAAAMdk/XqpcePQbf/27GHnZjfKTwEAACC6/f23O7XJggumWjXprbekAgXC+76henDAt4oUKaLnnntOgwcPVvPmzVWiRAl17NhRN1kDeQAAAOAozZsn2SnlH39kfMySvitXZtdmN4IaAAAAiF67drllpn74wV22zIz333cL0wJZVLlyZU2ZMoX9BgAAgGNmWRlPPum23vP6W5co4c7JsvZ82dX2D1FYfsrq2t55550655xzVK9ePU2aNOmQz122bJlatGihGjVq6IYbbnCa/QEAACBG7d8v3XyzNH++u1yqlPThh9LJJ0d6ywAAAADEMWvz16KF1LNnIKBh1XJ/+cWud1PFNqaDGikpKWrfvr2KFy+u119/XQMGDNC4ceM0e/bsDM/duXOn89yaNWtq1qxZThCkQ4cOznoAAADE4LSn9u3dMlOmcGHpvfekKlUivWUAAAAA4tjPP0u1akmvvRZY17ev9O67UsmSbmZGONr+IUqCGlu3btWZZ56pRx55RKeccorq1q2r2rVra/HixRme++677ypfvnx64IEHVKlSJfXp00eFChXS+1Z+AAAAALEjOVm69VbJKxOUN6/05pvSeedFessAAAAAxLGZM92AxvLl7nKxYu48rIED3XJTiIOgRunSpTVq1CgVLlxYqampTjBj0aJFqmWfjHSWLl2q8847TwkJCc6yfT333HO1ZMmSCGw5AAAAwmLyZKl8eWnGjMC66dOl+vXZ4QAAAAAiYs0a6cYb3duOHe66atWkb76RGjfmoMRto/D69etrw4YNuuyyy9SwYcMMj2/ZssVp7Bfs+OOP14oVK3JwKwEAABDWDI127dzSU57EROnCC9npAAAAACJi5Eipe/e0626/3W0CXrAgByWugxqjR492ylFZKaqhQ4eqrxUiC7Jr1y7ltdIDQWx57969WX4vywqxWyR47x2p98ex4xj6H8fQ/ziG/scx9L9sP4bWXe/ee5WQ/vVSUpRqk1jKlMme90HYfw85zwUAAECssCq46QMaNu9qyBACGpEUNUGNapavI2nPnj3q0aOH0zsjOIhh/TTSBzBsOX/+/Fl+r+3btyvRPn0RYIM8r7m5V0oL/sIx9D+Oof9xDP2PY+h/2XoMd+5UwQ4dlPfttzO+T65c2l66tFK3bTu290COnZempKSwtwEAAOBrNu9n/Hipa9eMj9np7qpVUrlykdgyRDyoYZkZ1hPjiiuuOLjOSkzt27dPO3bsUIkSJQ6uP+GEE5znp/9+68uRVUWLFlWuCHVu8WauFStWjKCGT3EM/Y9j6H8cQ//jGPpfth3DP/6QmjVTwsKF7uvaayUkKMEyNOx8bfx4Fa1aNbs2Gznwe3jAsm4AAAAAn9q1S+rUSXruudCP2zAlXZcExFNQIzk5WV26dNGnn37qBC3Mjz/+6AQzggMapkaNGpo4caIz+LJBl3399ttvdffdd2f5fe37I5kl4b0/mRr+xTH0P46h/3EM/Y9j6H/HfAx//VW6+mpp9Wp3uXBhJbz6qnTWWdLKlUqwkULZstm6zQj/7yHnuAAAAPBzQ/AbbpC+/TawrkEDae5ct2KuBTSslwbDlMiKTA2moJJTZ511lh566CGtXLnSCW4MGzbsYKDCmoPv3r3buX/VVVc5ZaMGDx7sPNe+Wp+Nq20gDAAAAH+ZP1+qXTsQ0LCeGZ9/LjVs6I4Q6tVjpAAAAAAgx3z4oXTeeYGAhjUBf/FFd70FOz75xP16550clLgOalgJqGeeeUYFChTQTTfdpD59+qhly5Zq1aqV8/gll1yid99917lfuHBhJSUlafHixWrWrJmWLl2qCRMmqCAt5gEAAPzl5ZclKz/655/ucvXq0ldfWWpupLcMAAAAQJyxqqxDh9qk+sAQpVIld4hyyy3uMvOuokvEG4Vb2akxY8aEfOyXX35Js1y9enW9/vrrObRlAAAAyPbRwhNPSL17p83ltpJTRYuyswEAAADkmORkackSyS5Nf/BBYP2110rTpknHHcfBiFYRD2oAAAAgDliedteu0ttvB9a1bes0AleePJHcMgAAAABxZvJkqX17KSUlsM7azD3yiNS3r5QY0fpGOBKCGgAAAAivsWOlLl3Srhs4UOrTxx05AAAAAEAOZmi0a+cmkgd77jnpv64IiHLEnAAAABDeEUP6gIZNe2rThoAGAAAAgBy1f7/Uo0fGgIYpX56D4RcENQAAABA+1i8jPcvxXrmSvQ4AAAAgx/zxh3TlldLLL2d8LFcuqXJlDoZfUH4KAAAA4WHTn6ZPz7ieEQMAAACAHLRwodS8uZtI7iWP23DFbjY8SUqSypblkPgFQQ0AAACEx3vvSd98k3YdIwYAAAAAOcSCFhMmSPfcI+3d66476SRp5kypQgU3gdwyNAho+AtBDQAAAGQ/KzHVt29g2aY+nXYaIwYAAAAAOWLXLqlTJ7cBuKdOHbf8lAU2DMEMfyKoAQAAgOz32mvSd9+59887T2rXjsbgAAAAAHLEmjXSDTdI334bWHfvvdKwYVKePBwEvyOoAQAAgOy1f7/08MOB5cGDCWgAAAAACDvrmfHii9LQodLff7vrChaUJk2SbrmFAxArCGoAAAAge02bJv3ySyC/+8or2cMAAAAAwmriRKlDB7ePhsf6ZcyaJVWrxs6PJQQ1AAAAkH327JEeeSSwTJYGAAAAgDD76Sepffu06xISpDfekM46i90faxIjvQEAAACIIRMmSL//7t6/+mo3UwMAAAAAwmTJEqlBg4zrLWNjyxZ2eywiqAEAAIDs8e+/0qBBgeXg+wAAAACQzZ57TqpdW9q4MeNjuXK55acQewhqAAAAIHuMHi398Yd7v0UL6dxz2bMAAAAAst3u3W65qTvucO+bChXcQIaxr0lJUtmy7PxYRE8NAAAAHLu//5aeeMK9n5goPfooexUAAABAtluzRmreXFq8OLDu7rulUaPcclMrV7oZGgQ0YhdBDQAAABy74cPdwIZp3Vo64wz2KgAAAIBs9d570m23SX/95S7nz+9mZLRq5S5bIINgRuyj/BQAAACOzebN7rQokyeP1L8/exQAAABAtjlwwB1mXHNNIKBRqZL01VeBgAbiB5kaAAAAODZDh7pNwk2HDm4xWwAAAAA4RsnJ0jffSCNHSp99Flh//fVuk/DjjmMXxyOCGgAAADh6v/8ujRvn3i9QQOrTh70JAAAA4JhNnuw2A09JCayz9n02p6pnTykhgZ0crwhqAAAA4OhZQ/C9e937994rnXgiexMAAADAMVm3TmrXTkpNTbv+pZekG29k58Y7emoAAADg6E4kV6yQnn/eXShWzJ0uBQAAAADHwHpm3HJLxoCGKV2aXQuCGgAAADhK+YcOVYJ17DMW0ChRgn0JAAAA4Kh9/bV0zjnSF19kfCxXLqlyZXYuCGoAAADgaHz4ofK+/rp7v1Qpt/QUAAAAABwFy8oYMUK6+GJp7Vp3XaFCbg8NL6CRlCSVLcvuBT01AAAAcDQd++66K7B8+eVS4cLsRwAAAABZ9uefUps20uzZgXUXXeT2z7CgxsqVboYGAQ146KkBAACAzEtOltq3V0Lwupkz3fUAAAAAkAVffumWmwoOaDzwgDRvnlS+vBvIqFePgAbSyp1uGQAAADg0aw6ekpJ2nfXVsOlTTJ0CAAAAcAQ2H+rbb3Nr4UJp2DBp/353/fHHS1OnSo0asQtxeAQ1AAAAkHmVKmVcR8c+AAAAAJmsZNu+vc2TSlu+9pJL3HJTzJNCZlB+CgAAAJnnde37Tyod+wAAAABkvpKtUlLSFLNV587SJ58Q0EDmEdQAAABA5k2ffvDurm7dpN9+k+68kz0IAAAA4JCsgu0jj2SsZGuaN5dyU08IWcDHBQAAAJmzd6/0yivO3dSCBbWne3flL1OGvQcAAADgkDZtklq2lObMyfgYlWxxNMjUAAAAQOa8957011/u/SZNpMJp6+ACAAAAQDALZJx9dtqARkJCqvM1V65UJSVRdgpZR6YGAAAAMueFFwL3b7uNvQYAAAAgpP373XJTQ4ZIqW4MQyed5FazrVxZWrp0h2rUKKRy5diByDqCGgAAADiybduk2bPd+6VKSQ0aSP/+y54DAAAAkMa6ddKtt0qffx5Y17ChNHWqVLq0G+QoUmS/ihVjx+HoUH4KAAAARzZrlrRnj3v/5pvp5AcAAAAgA5sHZeWmvICG9cx4/HHp3XfdgAaQHcjUAAAAwJFRegoAAADAIaxeLfXqJb36amBd+fLSjBlS7drsNmQvMjUAAABweOvXS5984t6vVEmqVYs9BgAAAMDx2GPuMCE4oNG0qbRkCQENhAdBDQAAABzeSy8FuvvdfruUkMAeAwAAAKCxY6UHH0y7I2y48NRTUvHi7CCEB0ENAAAAHN706YH7t93G3gIAAADi3L//SnfdJXXpkvExmw+1alUktgrxgp4aAAAAOLSffnLzxo2VnapShb0FAAAAxLEffpBuukn6+efQj1tz8MqVc3qrEE/I1AAAAMChkaUBAAAA4L8MjHHjpPPPDwQ0ChWS2rZ1AxnGviYlSWXLsssQPmRqAAAAILSUFOnFFwOjE5uOBQAAACDu/PWXW25q1qzAurPPlmbMkE4/XRowQFq50s3QIKCBcCOoAQAAgNC++EJau9a936CBdMIJ7CkAAAAgzixYIN1yi/T774F1XbtKTzwh5c/vLlsgg2AGcgpBDQAAAIRG6SkAAAAgLiUnS8uXSx99JD35pHTggLu+RAnp2Wel66+P9BYinhHUAAAAQEZ790qvvOLeL1hQatKEvQQAAADEgcmTpfbt3Wq0werUcec9lSsXqS0DXDQKBwAAQEbvvecWzjUW0ChcmL0EAAAAxEGGRrt2GQMa990nzZ1LQAPRgaAGAAAADl966vbb2UMAAABAjNuzR+rWTUpNzfiYlZvKTc0fRAk+igAAAEhr2zbprbfc+6VKuU3CAQAAAMSsX35xm4F/913Gx3LlkipXjsRWAaGRqQEAAIC0Zs1yp2mZm29mShYAAAAQoywrY8oU6dxzAwENC2IkJATuJyVJZctGdDOBNMjUAAAAQFovvBC4f9tt7B0AAAAgRhO0775bmjEjsO6MM9zl44+XVq50MzQIaCDaENQAAABAwPr10iefuPdtBFOrFnsHAAAAiDFffeWWm1qzJrDurrukUaOkQoXcZYIZiFYENQAAABBg07K8zoCWpeHlnQMAAADwteRkaflyac4cafhw6cABd32xYtLEiVKLFpHeQiBzCGoAAAAggNJTAAAAQMyZPFlq315KSUm7/qKLpBdflCpUiNSWAVlHo3AAAIBYn45l5aTs65H89JO0ZIl738pOVakS9s0DAAAAEF42FGjXLmNA4557pE8/JaAB/yGoAQAAEMvTsWzKVf367ldbPpxx4wL3aRAOAAAA+N7OnVLnzoEKs8GaNpVyU8cHPsTHFgAAIBZZ1oVNx/JGLzYtyzr/zZzpBjhKl057+/xzaezYwPd7BXYBAAAA+NLSpW4z8J9/zvhYrlxS5cqR2Crg2BHUAAAAiCUWvJg6VerWLfR0rA8+yNzr9OzpdgosWzbbNxEAAABAeIcETz0l9e4t7d3rrsuTx523ZI9ZQCMpiVN9+BdBDQAAgFjx3XdubvmXXx77a9mIZ+VKRjoAAACAj2zaJLVuLX34YWDd2We7zcCLFHFP8S1Dg7lL8DOCGgAAAH73119S377S+PFpu/+dd57b+NsCFDYdy8pLXXut9McfgdvmzdKqVe5UreDMDvLRAQAAAF95+22pbVtpy5bAuvvvlwYPlvLlc5cJZiAWENQAAADwKwtgPPec1KuXtHVrYP3pp0tPPy01aCAlJ2ecjlWmTMbXqllT6tAhEAAhHx0AAACIena6/+OP0owZ0vPPB9afdJK7bEMCINYQ1AAAAPDbqGXFCmnXLunRR6WFCwOPFSok9esn3XeflDevu84CGZmZjnXnnVLDhuSjAwAAAD4xebLUvn3aZG1z3XXuYyVLRmrLgPAiqAEAAOD3UYu58UbpySePLZ88swEQAAAAABG1bp3Url3aCrJmyBC3QXhCQqS2DAg/ghoAAAB+ydAIFdCwslLWS+PyyyO1ZQAAAAByuBn4DTdkDGiY2rUJaCD2EdQAAADwAys5FSpDY9w4AhpAJsyaNUsPPvhghvUJCQlavnw5+xAAAPi2GbjHWuPZnCcg1hHUAAAA8IOiRUOPWs44IxJbA/hOo0aNVKdOnYPL+/fvV+vWrVWvXr2IbhcAAEBmWEu9nj2lsWPTDhF27HDnPtnQICmJarKIDwQ1AAAA/OCZZ9IuM2oBsiR//vzOzZOUlKTU1FT16NGDPQkAAKLa999Lt9wiLVuWthn4pEnSnj3SypVuhgbt8RAvCGoAAABEu+++k6ZMce8XKSJNmyaddx6jFuAo/f3335o4caIGDRqkvHnzsh8BAEBUsgyM0aOlXr2kvXvddQUKSCNGSB06BHpnEMxAvCGoAQAAEM2s+1/37oEugP37S9dfH+mtAnztpZdeUunSpXXVVVdl6fsss8NukeK9fyS3AceGY+h/HEP/4xj6X6wfw+Rkt51esWJSnz7SBx/8F7mQVKNGql58UTrzTHfZr7sg1o9hPEgN0zHM7OsR1AAAAIhmb74pzZvn3q9USerSJdJbBPiaDZRmzpypu+66K8vfu337diUmJiqS275z586DDc7hPxxD/+MY+h/H0P9i+RhOm5ZX991XQCkp9nPZxd3Az9ely2717btb+fJJ27bJ12L5GMaL1DAdwxRLT8oEghoAAADRynLMrRugZ9gwOaMYAEfthx9+0ObNm3XNNddk+XuLFi2qXNbPJkK8mWvFihXjAoBPcQz9j2PofxxD/4vVY2gZGvfdZxd1vZ/J/Vq6dKpTfbZBAxsHxMZYIFaPYTxJDdMxPHDgQKaeR1ADAAAgWo0Z43b9M3XrSk2aRHqLAN+bP3++atas6QzAssoGbJEeeHvbEOntwNHjGPofx9D/OIb+F4vH8P333R4a6U2YkKArr1TMicVjGG8SwnAMM/takcudBgAAwKFt3So9+qh7307sRo4MdAIEcNS+//57nXvuuexBAAAQFSyQ8eSTUqdOGR+zBNHzzovEVgHRjaAGAABANLKG4F6x3DZtpHPOifQWATFhxYoVqly5cqQ3AwAAQOvXy8nC6NFD2r8/Y0AjKUkqW5YdBaRH+SkAAIBos2yZO4IxhQpJgwdHeouAmLF161anNwYAAEAkvf66dNdd0p9/usuWlG3t9Dp0kH7/XbI5GAQ0gNAIagAAAESb+++3Dmnu/QcflE46KdJbBMRU+SkAAIBI2bFD6tZNmjQpsK5MGWnqVKl+fXe5YsWIbR7gCwQ1AAAAoq1DoN1M+fJS9+6R3iIAAAAA2WDRIum226wcZmDdDTdYM3CpRAl2MZBZ9NQAAACIFlZI17I0PI89JhUoEMktAgAAAHCM1q51S03Vrh0IaFiV2WeflWbOJKABZBWZGgAAANHCpmhZPw1z4YXSzTdHeosAAAAAHIMnnpB69Uq7rlYtafp0t28GgKwjqAEAABAN/v5b6tcvsDxypNstEAAAAIAvjRmTMaBhp/gzZkinnhqprQL8j/JTAAAA0WDQIOn//s+9f8stbqYGAAAAAN/Ztk26/Xapa9eMj6WmuuWoABw9MjUAAAAibf58adQo937+/G4vDQAAAAC+PLVv2fLQgYtcuSg7BRwrMjUAAAAiafJk6dJLpQMH3OXLL5fKl+eYAAAAAD6yb5/Up49Ur14goFGsmNSunRvIMPY1KUkqWzaimwr4XsSDGps3b9Y999yjWrVqqU6dOho6dKj27NkT8rkdO3bU6aefnub2ySef5Pg2AwAAZIvkZKl9+7Tr3n/fXQ8AAADAF379VbroImnIECklxV1n85aWLpUmTJDWrJHsEqZ9vfPOSG8t4H8RLT+VmprqBDSKFi2q6dOna9u2bXrooYeUmJioXum76EhatWqVhg0bptq1ax9cV8xCngAAAH60bFlg1OOxjI2VK5m+BQAAAEQ5648xcaLUrZu0c6e7Lndu6dFHpQceCGRoWGYG2RlAjAQ1Vq9erSVLluiLL75QyZIlnXUW5Hj88cczBDX27t2r5ORkVatWTaVKlYrQFgMAAGSjefMyrqPILgAAABD1LAujUydpwYLAutNOk6ZPl2rWjOSWAbEvouWnLDgxadKkgwENz44dO0IGQBISElSuXLkc3EIAAIAw+f136amn0q6jyC4AAAAQ9Swz4+yz0wY0OnSQvv2WgAYQ85kaVnbK+mh4UlJS9MILL+jCCy8MGdQoXLiwHnjgAX399dc68cQT1bVrV9WtW/eoyl7ZLRK8947U++PYcQz9j2PofxxD/+MYSrrvPiX8l6Oe2qaN1KqVVLmym5fug/MEjqH/hesYcp4LAABi1a5dUufO0pQpadcnJkp9+0qFCkVqy4D4EtGgRnrWL2PZsmV69dVXQwY1du/erUsuuUTt27fXRx995DQOf/nll52SVFmxfft2p29HJNggb+d/FzAs8wT+wzH0P46h/3EM/S/ej2HuDz9U4ddfd+6nlC6t7Y88Yo3C3Ae3bZMfxPsxjAXhOoY2UQkAACDWLFki3Xab2xYvPTv9oS0eEOVBjV27dumbb75xelz8888/Kl68uMqUKaOaNWsqb968Rx3QeP755zVy5EidZgXo0unUqZNatmx5sDH4GWecoZ9++kmvvPJKloMaliGSy+vUk8O8mWv2c3ABwJ84hv7HMfQ/jqH/xfUxtOldDz54cDFh+HAVK19efhPXxzBGhOsYHrBm9wAAADHCAhYjRkh9+ljP39DPoS0eEMVBjZ9//llJSUn6+OOPtW/fvgyPFyhQQJdddpmTSWFBh8waOHCgXnrpJSew0bBhw5DPscwKL6DhqVixolZaGDSLbNAWycG39/5cAPAvjqH/cQz9j2Pof3F7DJ94wlJQ3ft16yrh9tttZ8iP4vYYxpBwHEM+DwAAIFYkJ0utW0tz5wbW1aghNWsmPfqoTeagLR4QtUENa9xtgYd33nlHF1xwgfr16+dkR5QtW9YJZGzbtk2bN292sjfmz5+vG264QVdffbXzPMuKOJwxY8ZoxowZGjFihK666qpDPq93797OAGno0KEH1y1fvjxkVgcAAEBUsskYjz3m3s+dW3rmGd8GNAAAAIBYNnOm2/z7r7/cZTttv/9+adAgKV8+qW1b9/Tea4sHIMqCGtdff72uuOIKzZs3TyVLlszweIkSJZzbmWee6ZSIWr9+vZ599lk1adJEc4NDmemsWrVKzzzzjJPZcd5552nLli0HHytVqpSzXKRIEeXPn1/169dX9+7dnaDKOeeco9mzZ2vx4sV61MKiAAAA0c5K/XTtKu3Z4y537y5VrRrprQIAAADwX1bGihXSiSe685CmTg3sFgtaPP+8VL9+2nUEM4AoDmpMmjRJp556aqZf1PprPPzww7rNuucchpWxspq748aNc27BfvnlF6cpuGVmNGvWTFdeeaX69+/vPG/Dhg2qUqWKs12WLQIAABD1rDH4+++79+385eGHI71FAAAAACRNniy1b+/2z0jvxhul8eOl4sXZVYCvghrBAY1FixapatWqKlSoUIbnbd++3Sk/dc011xzseXE4lqFht0OxwEawFi1aODcAAABf2bFDuvfewPKoUVLhwpHcIgAAAAD/ZWiECmjYpU+bg+3jFnhAzErM6je0atXKKRsVyrJly/Tggw9mx3YBAADEjoED3dGSsR5i1lkQAAAAQMTNmxc6Q2PiRKllSwIagG8zNXr16qWNGzc691NTU/XII4+ocIjZhWvWrAnZcwMAACBu/fSTNGKEe986Cj79NCMjAAAAIApa3j37rNv2Lr1cuaQ6dSKxVQCyLVOjYcOGTjDDbh5v2bslJibq7LPPdnpgAAAA4L+RUufO0v797u7o1UuqXJldAwAAAETQ//2fdMMN0l13Sbt2ZQxoJCXRBByIZpnK1Khfv75zMy1btnQyNSpVqhTubQMAAPC36dOlTz9171uvsd69I71FAAAAQFz76COpdWvpv6I0jnbtpPvvd9fZHKSyZSO5hQCyvadGnz59DhnQ+Oeff9S3b9+sviQAAEDs+ftvqUePwLKVnSpQIJJbBAAAAMSt3bulbt2kK68MBDSOP156/XVpwgTp9NOlevUIaAAxGdRo06aNli9fnmH9Bx98oEaNGumNN97Irm0DAADwr+7dpc2b3ftNm0qNGkV6iwAAAIC4kpwsffKJm51Rq5Y0alTgsYYNpR9+kJo0ieQWAsiRoEbVqlXVunVrLVu2zFn+448/1KVLF9177706+eST9eqrrx7VhgAAAMSM/v2lKVMCyxdeGMmtAQAAAOLO5MlShQpWVt/NzrAAhsmXT3rqKendd6WTTor0VgLIkaDG+PHjVbNmTSdjY8yYMU52xsKFC9W/f3/NmDFDZ5xxxlFtCAAAQExYt0569NG06x56yJ0mBgAAACDs7NS7fXspJSXterts+c030j33SIlZvioKIFpk+dc3b968Gj16tC699FInqHHmmWfqvffe0y233KKEhITwbCUAAIBfjB+fcd2BA9LKlZHYGgAAACAuszTSBzSMZWj873+R2CIA2Sl3Zp60aNGiDOtatGihNWvW6Oeff3YeL1my5MHHzj///GzdSAAAAF/YscMdQaWXK5dUuXIktggAAACIG//8I913n/Tss6FPyatWjcRWAYhIUKNly5ZpsjBSU1OdZftqunXrdnDZvlqgAwAAIO4MHRpoDm7nTnauZKOnpCSpbNlIbx0AAAAQs776Srr9dmnVqsA6TsmBOA5qTJ06NfxbAgAA4GerV0tPPunez5NH+vhjt+yUZWgQ0AAAAADCYv9+adAg92an36ZwYWnMGLdJuAU5OCUH4jCoUatWrfBvCQAAgJ/16CHt2ePe79ZNqlMn0lsEAAAAxDRrW2fZGQsXBtZddJE0bZpUsaK7XK5cxDYPQCQbhd9+++1avnx5ll74hx9+cJqHAwAAxDzLynj9dff+CSdIffpEeosAAACAmJScLH32WW4NGyadfXYgoGFVXx99VPr000BAA0Cc99S48847Vb16dTVu3FiXXXaZChQokOF5O3bs0Pz58/Xyyy87fTX69+8fjm0GAACIrnz3e+8NLD/2mFS0aCS3CAAAAIhJkydL7dtLKSmF06y38lLTp1u1mYhtGoBoC2o0bNhQ559/vp555hn16dNH+/fvV+XKlVW2bFknuLF9+3Zt2rRJK1asUO7cudWiRQsNHz5cJUuWDP9PAAAAEEnjxkk//eTet1FUq1YcDwAAACAMGRpuQCMhzXorFDNhgttHA0B8yFRQw5QoUUJ9+/ZVp06d9OGHH2rhwoVat26d/vnnHxUvXlyVKlVSq1atnCwOWwYAAIh5W7dK/foFlkePlhIzVd0TAAAAQCbt2iXdc48FNDI+ZoEOAhpAfMl0UCM4uHHzzTc7NwAAgLj28MPS33+79y1D44ILIr1FAAAAQExZskS67TZp2bKMj1kfDSs9BSC+MJUQAADgaCxd6ua5G5saZr00AAAAAGQLy8qwZuBW4dULaOTOLSUkpDr3c+VKVVKSVLYsOxyIN1nO1AAAAIh7qalp89/79pVOOinudwsAAACQHdatcxOh580LrDv7bLcZeJEiNr9oh2rUKKRy5djfQDwiqAEAAJBVr74qffaZe79SJem++9iHAAAAQDaYMUO6+25p2zZ3OSFB6tlTGjhQyptXzvyiIkX2q1gxdjcQrwhqAAAAZMXOnVKPHoHlESOkfPnYhwAAAMBRSk6WvvtOmjJFev31wHrLxJg6VapXj10LIICgBgAAQFZYYd/ff3fvX3ml1Lgx+w8AAAA4SpMnS+3bByq7em69VRo7VjruOHYtgGxoFP71119ryZIlzv0NGzbo7rvvVuPGjTXW/tIAAADEKgtmPP54oEvhqFFuPjwAAACALFu9WmrXLmNAY/Rot38GAQ0A2RLUeOONN9S6dWt99NFHznK/fv20cOFCVahQQePHj9eECROy+pIAAAD+yIlv3Vratctd7tJFOvPMSG8VAAAA4EvLl0tXXeX2yEivWrVIbBGAmA1qPPfcc2ratKl69uypLVu2aMGCBerSpYvGjBmjbt266bXXXgvPlgIAAEQyJ75CBWnePHe5cGGpf3+OBwAAAJBFFsQYP14691xpxYqMj+fKJVWuzG4FkI1BjdWrV6tJkybO/U8//VSpqam6/PLLneVq1app48aNWX1JAACA6M7QSF/k15qF79gRya0CAAAAfOePP6Trr5c6dgwkQJ94opSYGAhoJCVJZctGdDMBxFqj8KJFi2rHf4P4+fPn6+STT9Ypp5ziLP/+++8qXrx49m8lAABApNj0sfRFfm155UpGWwAAAEAmvfuudMcdbmDD06mTNGyY9Oef7um1ZWgQ0ACQ7UGNCy64wCk1tXLlSn388ce6w/4aSfrggw/01FNP6ZJLLsnqSwIAAESvihUzriMnHsgx27Zt065du5SSPrgoOROsAABAdLOMjJ49pbFjA+tKl5aefVa65hp3uWBBghkAwhjU6NOnj9NPwwIbtWvXVocOHZz1Q4cOdQYV999/f1ZfEgAAIHrNn592mZx4IEesXbtWvXr10tKlSw/5nJ9//pmjAQBAlFZwtYTnvXul7t2lZcsCjzVq5AY0TjghklsIIK6CGiVKlNBka5aZzosvvshMKQAAEFv27ZMGDAgsjxghtWjBNDIgBwwcOFBr1qxRly5ddOKJJyrRK7YNAACiml02TN+SzuTPLz35pNtPIyEhUlsHIC6DGodLA9+wYYPzlTRwAAAQE6ZOdYv7mvr1pW7dIr1FQNxYtGiRBg8erGuvvTbSmwIAALKQoREqoHHWWdLMmdKZZ7IrAUQgqEEaOAAAiAt79kiPPhpYHjgwklsDxJ3ChQurWLFikd4MAACQBVZWKkQbLI0cSUADQASDGqSBAwCAuMmb//139/5VV0kXXRTpLQLiyvXXX6/p06frkksuUQI1KgAAiGr//usmNU+cmPExa0lHhgaAiAY1SAMHAAAxb9cuafDgwDJZGkCOK1CggBYvXqwGDRqoWrVqym+FuINYoGPIkCEcGQAAImzxYunWW6Vffw2ss/kIqaluQCMpiZZ0ACIc1CANHAAAxDwbef3XK0zXXy/VrBnpLQLizuuvv64iRYo4PfyWLl2a4XGyNwAAiCwrMzV8uNS3r7Rvn7uuUCFp9GipQQNp1SqpcmUCGgCiIKhBGjgAAIj53PmhQwPLwX01AOSYuXPnsrcBAIhS69dLrVrZ/+vAOpsH9OKLUpUq7nK5chHbPAAxLstBDdLAAQBATBszRvrjD/f+jTdK1atHeouAuLZ9+3YtWbJE//zzj0qUKOGUorLscQAAkLOSk6UVK6SVK6XevaU//wyUmurVSxowQMqbl6MCIAqDGqSBAwCAmLV9u/TEE+79xETpkUcivUVAXJswYYKeeeYZ7d69++C6vHnzqkOHDurcuXNEtw0AgHgyebLUvr1bcipYmTLStGnSZZdFassAxKMsBzVIAwcAADFr1KjAlLPbbpPOPDPSWwTErddee00jRoxQ8+bNdd1116lkyZLasmWL3nzzTY0ZM0Ynn3yymjZtGunNBAAgLjI0QgU0rr5aeuEFqUSJSG0ZgHiV5aCGhzRwAAAQUyyY8eST7v1cuaR+/SK9RUBce+6553TLLbeof//+B9dVrFhRF1xwgfLnz6+pU6cS1AAAIMwskDFoUMaAhunZk4AGAB8FNUgDBwAAMccCGlZ+ytxxh1S5cqS3CIhra9euVW8r2B3C5Zdf7mRyAACA8Nm4UWrdWvroo4yP2RwgryE4AER9UIM0cAAAEHO2bJGeesq9nyeP1LdvpLcIiHsnnHCCNmzYEHI/JCcn0ywcAIAwevttd57P1q2BddYQPDXVDWgkJUlly3IIAPgkqEEaOAAAiDnWHPzff9377dpJFSpEeouAuFe/fn099dRTOv3001W9evWD+2Pp0qV6+umnnccBAED22rVLeuABacyYwLqTTnKbgZ9+urRypZvQTEADgK+CGqSBAwCAmMur90Zt+fNLffpEeosASOratasWLFigm266SWXKlHEahW/dulXr169XpUqVdP/997OfAADIRj/+KN1yi/vVc9110uTJUsmS7jLBDAC+DGqQBg4AAGLK0KHS7t3u/Y4dpZNPjvQWAZCc8lKvvvqqU/520aJF2rZtm6pVq6a2bduqWbNmTrNwAABw7Kyk1NixUo8e0p497jr7NztihHT33W7ZKQDwdVCDNHAAABAzFi6Uxo1z7xcsKB2iKTGAyMiXL59uvfVW5wYAALLf0qVu4OKrrwLrqlWTXnpJOuss9jiAGAlqkAYOAABiguXRW/8Mm5pm6taVSpeO9FYBce3BBx9Up06dVK5cOef+4SQkJGjIkCE5tm0AAMSa7t2lkSPTrrvnHunxx91MDQCImaAGaeAAAMD3kpOl9u0DAQ3z4YfuegoFAxGzcOFCtW7d+uB9AACQ/fbudYMXSUlp1ycmSj17EtAAEINBDUMaOAAA8LUVK6SUlLTrDhyQVq4kqAFE0Ny5c0PeBwAA2ePXXyWr6rh4ccbH7PSY02EAMRPUIA0cAADEFK8DYrBcuaTKlSOxNQCOMAZJb/Xq1XriiSc0fvx49h0AAJlgCcrPPy916SL9+2/o53A6DCCmghpZSQO32rYAAABRbdSojCM4y7+n9BQQURs2bDh4//XXX9cVV1yhXPb7mc5nn32mBQsW5PDWAQDgT3//LXXsKM2YEVh32mnSTTdJ1p7KEpY5HQYQc0EN0sABAEDM+OQT6YMP3PtlykjPPitVrUpAA4gCAwYMcAIW3mSpLjadNITU1FRdfPHFObx1AAD4j80BsHJTa9cG1t15pzvHp3Bht82clZyyhGXm9wCI6Z4a6f3444/OrKoLL7xQRYsWzY6XBAAACE/efe/egWWbmnbllexpIEo8+uijTgaGBS0eeughdezYUeXLl0/znMTERGfMccEFF0RsOwEAiHaWfWGnugMGuPdNsWLShAnSjTcGnmeBDIIZAGI+qPHHH3/o/vvvV+3atZ0aty+88IIGDx7sDDyOO+44TZs2TVWqVAnP1gIAAByLWbOkr7927//vf9Jtt7E/gShywgknqGnTpgczNerWrasSJUpEerMAAPCN5GTp88+lkSMDp73GEhynT5cqVIjk1gFA9kjM6jcMGzZMv/32m6pVq6aUlBSnOd9FF12kN954Q5UrV9aTTz6ZTZsGAACQjfbvl/r0CSwPHeoWDwYQlSy4UahQIX3//ff65ptvtGjRIudmPf7mzZun4cOHZ/k19+7d65S4Ov/8850xzIgRI5zJWQAAxILJkyVLcLzllkBAIzFReuQRad48AhoA4jhT4/PPP3dSwevUqeMMLrZu3epkapxxxhm666671KNHj/BsKQAAwLGYMkX65Rf3/iWXSNdcw/4EopgFL+69915t27Yt5OMW8Mjq2GPQoEHO606ePFn//vuvunXrppNPPlk333xzNm01AACR8euvUrt2brXVYDNnSs2acVQAxHmmxs6dO3XiiSc6962JX968eZ1eGsbuM9MJAABEnZ073Slqnscft9o2kdwiAEcwcuRIFS9eXKNHj9YVV1yhK6+80skSv/XWW53SVBMnTszSPvz777/12muvaeDAgapevbpTTrdt27ZaunQpxwIA4GtLlkhXXJExoGGo4gggFmU5U+OUU05xMjTOPvtsffDBB6pVq5by5cvnPPbWW285jwMAAESVp5+WNmxw7193nXTRRZHeIgBH8MsvvziZFQ0aNNA///yjGTNmOD027LZv3z6NGzdOE6zbaSYtXrxYhQsXdsYvnvbt23McAAC+lZIiPfWU1Lu3lVjM+LhVWq1cORJbBgBRFtRo166devXq5aRsW9ZGv379nPXNmzfXsmXLjqq2LQAAQNj89Zf02GOBosJDhrCzAR+w/n3WONxUqFBBK1asOPhYw4YNnTFJVqxbt05lypRxegFaxocFRpo1a6aOHTsq0f42ZIJlpUcyM917f7Lj/Ytj6H8cQ/+LlWO4ebN0xx3S++8Hso/Ll091GoWnpCQoV65UjR8vlSkTOoPDz2LlGMYzjqH/pYbp9zCzr5floMa1116rk046yZnpZLOcLGPDWLO9e+65R5deemnWtxYAACBcLKDx99/u/datpbPOYl8DPlC+fHknW6NmzZo69dRTtWvXLq1evVoVK1bU/v37nZ4YWWETstauXetkfAwdOlRbtmxxJmgVKFDAKUOVGdu3b890ACQcbJBnP4exElzwH46h/3EM/S8WjuGcObnVqVNBbdkS+J/Upctu9e27W1u3Jui333Lp1FMPqEyZVB2iNZWvxcIxjHccQ/9LDdPvoU1sCktQw5x33nnOzWODig4dOui44447mpcDAAAID5uqNnq0e9/KZQ4YwJ4GfKJx48ZOFrgNmG6//Xb973//c/phtGzZ0sm0qJzFehq5c+fWjh079OSTTzoZG2bDhg166aWXMh3UKFq0qHJZLY8I8WauFStWjIs4PsUx9D+Oof/5+Rju2SM9+KA0alRgu084IVXPPy9deaWVhs+n0qWlqlUV0/x8DOHiGPpfaph+Dw8cOBCeoIYFMGwQYSngNtBYuHChk6Fhs5Ysc8Ma+dkPAwAAEHEWxNi9273fpYtUrlyktwhAJt11113666+/nEbeFtTo37+/Uwq3U6dOTm8M66mRFaVKlXJ6AXoBDWMZIBs3bsz0a9iALdIXT7xtiPR24OhxDP2PY+h/fjuGNk/n44+lYcOkn34KrG/USJoyJcEJZMQbvx1DZMQx9L+EMPweZva1spw7bUELG0BYEMNY8z7L0HjwwQf1+++/OzOfAAAAIm75cunZZ937RYu609oA+IaVebK+GcPsCo6katWqac6cOXrllVc0b948p/xtVtSoUUN79uzRb7/9dnCdlbMKDnIAABBtJk2ykoxSmzaBgEbevG6D8LffVlwGNAAgy0GNd955R927d9dtt92mVatWOQ37rLleq1at1K1bN82dO5e9CgAAIq9PHyvI6d63hsLHHx/pLQJwjCxDo3r16s7XrLJeHPXq1XMmYy1fvlzz58/XhAkTdMstt3BcAABRyYIY7dplbPQ9e7Z0zz02ozlSWwYAkZXl8lN//PGHM8vJ2Awpm0HlNQc/8cQT9c8//2T/VgIAAGTFwoXSrFnu/RNPlO69l/0H+MAZZ5yR6ZRze96yZcuy9PrWo8P6clggwxqE20Qt69EBAEC0WbBAatYs9GOWqQEA8SzLQY3SpUsrOTlZNWvWdLIyzjzzTJUoUcJ57LvvvnMCGwAAABFjU9l69w4s9+8vFSrEAQF8oHPnzmGtjV2kSBE98cQTYXt9AACOlfXIfewx9xQ2VL/cXLmkypXZzwDiW5aDGtdee62GDh2q2bNna/HixerXr5+zfvDgwXrppZd09913h2M7AQAAMueFFyyd1L1fpYp0553sOcAnunbtGulNAAAgYtavl26/PXAqayyAYe2gLMBhAY2kJKlsWQ4SgPiW5aDGfffdp4IFC2rRokW6//77deuttzrrf/jhB7Vt29bprwEAABAREydK7dsHluvXl/Lk4WAAPmTjjSPJarNwAACi1VtvSXfcIf35p7ucmCg9/LDUt6+0aZO0cqUb4CCgAQBHEdSwdPAOHTo4t2AzZsxgfwIAgMhZsUJKd36iSZPckSCjP8B3rNeFjT1Sg7qjpi9N9fPPP0dgywAAyD67d0s9e0pjxgTW2anr9OnSfy1snWVOZwEgIFNBjTfeeEN169ZV8eLFnftH0qRJk8y8LAAAQPb4+GO7Aur20whmefo2rY1RIOA7U6dOzbBu586d+uabb/Tmm2/q6aefjsh2AQCQHZKTpY8+kqzV0/LlgfVNm7rzcv5rXwsAONqgRu/evfXKK684QQ27fzg2e4qgBgAAyBGWn9+jhzRlSujH6aQI+FatWrVCrq9Xr55TDnfcuHFKssLiAAD4jAUtrGJq8Hyc/PmlkSPdxON0iYkAgKMJanz88ccqVarUwfsAAIRlqpKVD7LGzsyqx5HYCPCVV6R77pH++COw3j4/q1ZJKSl0UgRiWM2aNTXReugAAOAzP/0ktWuXcf3s2dIVV0RiiwAgRoMaZcqUCXkfAIBsMXmyO1XJLkRbR7wJE6Q772TnIrR166ROnaS33w6sK1rUzd23EeKGDXRSBGLc3LlzVahQoUhvBgAAWfLVV1ayPfRjubPc9RYA4tdR/cn84IMP9O2332r79u0hy08NGTIkO7YNABAPFixwL0R7udcW2LCc64YNydhAWvbZGDfO6mJKO3YE1tvI0DorehMv6KQIxIRWrVplWJeSkqJNmzZp/fr1ahdqmisAAFF6GjtsmNS3r7R/f8bHqZgKAGEOagwfPlyTJk1S4cKFVdRmRYYIagAAcFgWwPjsM2nUKOnNN2nujCOz8pdWamrZssC6E0+Uxo6VmjVjDwIxKDW40Ph/EhMTddppp6lDhw664YYbIrJdAABkxaZNFqh3m4J7KlWS1qyRDhygYioA5EhQ4/XXX9ett96qfv36HdUbAgDi2O7d0ksvSU89JS1deujnMVUJHpvK1ry5G/wKZjO0rdzUccexr4AYNW3atEhvAgAAx+TDD6WWLQMt4Gwe8EMPSY884gY7Vq6UKlcmQR0Awh7U2LNnj6688sosvxEAII6bf1tmn12UHj9e2rIl7XNOPlmqUUN6773AuqQkzuwh/fKLdPPN0pIlafeG9V2xyRUENIC48Pnnn2vRokX6+++/VbJkSdWuXdtpFA4AQLTat096+GHp8cfTJhlPny7Vr+8uUzEVAHIwqGEBjTlz5ujCCy88hrcFAMRV8+9QatWS7rtPsvIhefO6wY2NG6WCBaU2bXJ6axFN7DNjZaUeeMDN7gn1uE1rs5EggJi1bds2p8zUkiVLlDt3bh133HFOYOOZZ57RpZdeqqefflp57f8HAABRNJ8rXz6pe3dp4cLAY1dfLT33nFS6dCS3EADiOKjx0EMPqUWLFmrZsqWqV6+uAgUKZOip0blz5+zcRgCAH8/og5t/B8+wv/FG6d57pfTB8Ysukl57Tdq5U/r5Z+l//8vRTUaUWLdOuuMOt4fGoVCeDIgLQ4YM0W+//aYxY8bo8ssvd8YZ1ijcJlg9/PDDGjlypHr16hXpzQQA4JDzufLkkR57zJ3LZUMhAECEghpW29YGF3azNPD0shrU2Lx5swYPHqyvvvpK+fLlU6NGjdS9e3fnfnrLli1T//799euvv6py5coaMGCA/sdFLwCIPtYAPESDV82YIbVoEfp7LrjADWqYr78mqBFv7PPywgtSly7S9u2B9V27Smee6X6lkyIQV+bNm6cePXroiiuuSNMo3DLH//zzTyfYQVADABAN87lCBTTKl5defVU6//xIbRkAxK4sBzVeeOEFNW7cWL1799bxxx9/TG+empqqe+65R0WLFtX06dOdFHPLBLHBSvoBys6dO9W+fXvnvR977DG99NJLTjr6Rx99pIJWqgQAEB2+/FIaPTr07PratQ/9fRbU8Fiudtu24dk+RB/rs3L33dKsWYF1VlpqyhTJu5jZuDGdFIE4Y2MF66ERykknneSMDwAAiLSPPgpdcfeZZwhoAEC4ZDn5zQYPzZs3P+aAhlm9erVTI3fo0KGqUqWK0/DPghxvv/12hue+++67TvbGAw88oEqVKqlPnz4qVKiQ3n///WPeDgBANtmwwe2RYZ3xTEJCIKBxpObf554byMkOLkCL2JScrNzz50vPPutm5QQHNFq2lH74IRDQMPbZqVePPhpAHGnatKnGjRunf//9N836/fv3OxOt7HEAACKZaDxpktSpU8bHbPhTo0YktgoA4kOWMzUuuugiLVy4UBcEz6g9SqVKldKkSZMyzMDasWNHhucuXbpU5513nlPeytjXc8891wmKNGvW7Ji3BQBwjPbscQMa1uzb1K3rzrRfu1aqXPnIF6MLF3Yvbn//vXtB2y5iFSrEYYnhosOF009pswkTFvyyzxGAuGe9+9asWeP007DbCSecoL/++kuffvqpNm3apGLFiunBBx88ODawHhwAAOQEq5baoYNbXTe9zMznAgDkcFDjuuuucxrzrV27Vuecc44K20WodJo0aZKp17KyU3Xq1Dm4bI3/bNbVhembxzqVKbY4fTSCWbbIihUrsvojAADCMU3J+il99VWggOzMmRa9lk49NfOvYwFzC2rYxe5vv5WC/kcgtooOJ6QPaFhWxrRp0oknRmrLAESZt9566+BY40srbRjkxBNP1Lf2f+I/3sQnAADC7ZtvpJtusuojgXUdO0rduknr12duPhcAIIeDGvfee6/z9Z133nFu6dmAIrNBjfSGDRvmNAN/1ToppbNr1y7lzZs3zTpb3rt371HV57VbJHjvHan3x7HjGPofxzAMxo1Tgs2+t/2bP79bSsiy8LL6t65WLSVMnOi+jgVILrkk5NM4hj62cGHGgIYdU5ttfcIJWf/MIGL4PfS/cB3D7Hq9uXPnZsvrAACQHezf26hRkrWA9artFivmlqBq3txdrlKFfQ0AURnU+Pjjj8OyIRbQeP755zVy5EiddtppGR63fhrpAxi2nN8unmXR9u3bnWbkkWCDPK+pITPK/Ilj6H8cw+yVa8ECFf4v4G12PvWU9lWqJG3bluXXSjzzTBX97/6+L77QznbtQj6PY+hPCdu2qVDfvhlOPlJz5dL2E05Q6lF8ZhA5/B76X7iOoWVfZyc7d7eSs//8849KlCihatWqhcwWBwAgXLZule64QwpuAWtJ5i+9lLXEdABAhIIaZcqUUXYbOHCgXnrpJSew0bBhw5DPsRq6W+2/SBBbLl26dJbfz8pe5bIihxHgzVyzGsAENfyJY+h/HMNsLiV0xx1K2L/f3bfdu6vgIQIRmXLBBUotXFgJO3Yoz3ffOX8rQ+EY+pD1y7rlFiUsX+4s2n/DhP8CGho/XkWrVo30FiKL+D30v3AdwwMHDmTba02YMEHPPPOMdu/enSZbu0OHDupsZQ8BAAjzcMeKiTz+uLRpU2D9Aw9IgwZJefKw+wEgaoMaI0aM0G233eYEFjx///23ExwIznj49ddf1atXL73++uuZ3oAxY8ZoxowZzntcddVVh3xejRo1NHHiRGfwZYMu+2p1dO+++25llX1/JAMK3vsT1PAvjqH/cQyzgV1gatZM+uMPd/nyy5VgZ/vH8vc1d26pZk1p3jwl/P67tHnzIXsscAx99llp2tSK4rvL1mvl5Ze1499/VahGDSWUKxfpLcRR4vfQ/8JxDLPrtV577TVnjNC8eXOnr1/JkiWdPntvvvmmM4Y4+eST1dT+tgAAEAZWFdeagQdXVbTT2KlTpcNcvgIA5IBM1WCyYMJmu7AUNPuqdu3a+vnnnzP0vVj+3wzMzFi1apUz86pdu3Y677zznEGKdzP21ZuVZQEPSz0fPHiwVq5c6Xy197v66qsz/X4AgGxiZ/YWVLYueeaUU5yL1E5Q4ljVqhW4v3Dhsb8eIssKDlsnRa985XHHSR9+KNWrp/3WM4UuigAO4bnnntMtt9yiQYMGqVatWqpYsaIuuOACDRkyxFk/1a4qAQAQBt9+K7Vvn7Hd23vvEdAAAN8ENUI1+8uOBoDWn8MCJOPGjdMll1yS5mbs67vvvuvct7q5SUlJWrx4sZo1a6alS5c66egFCxY85u0AAGTR009Lzz/v3re/w2+8IR1/fPbsRitO6yGo4W9WgqZ1a+mtt9zlQoUk+79+9tmR3jIAPrB27VpdccUVIR+7/PLLtXr16hzfJgBA7LO5OIf496N//snprQEAhJINU2qPXvv27Z3bofzyyy9plqtXr56l0lYAgDAUlX3lFalnz8C6KVOsRmD2vUdwUOPrr7PvdZGzbPJDx45u90STL5/05ptS7docCQCZYqVvN2zYEPKx5ORkmoUDALJ9Ps6jj1rf14wZGsZawVWuzE4HAN9kagAAoMmTpQoVpPvvl1JS3B3Su7d0443Zu3PKlJFOPtm9v2hR4L3gHzYK7NHDLURsrCzZzJlO3xUAyKz69evrqaee0vfff59mvWVsP/30087jAABkh40bpQYN3KCGF9A46yw3kGHsa1ISlVMBIFpENFMDAOCjDA3LrEsfYLC+GuFg2RqWmbd9u2S9mqpWDc/7IDxsetuIEe59axg8bZrUuDF7G0CWdO3aVQsWLNBNN92kMmXKOI3Ct27dqvXr16tSpUq634LsAAAco48+km6/Xfrjj0AAY9Ag6YEHJEsYXLnSzdCgFRwARA+CGgCAI5szJ3TGxG+/udkb4QpqeCWoCGr4J/g1ZIg0blxg3YQJ0s03R3KrAPiU9dR79dVX9dprr2nRokXatm2bqlWrprZt2zo99vLnzx/pTQQA+Nj+/W5mxuDBgewMSxqfMcN6vLrLFsggmAEAPg5q2IDis88+O9gkPCEhQS+//LJKly598DmbN28Oz1YCACJn3jzp3ntztqhs+mbhbdqE532QuUDFihVSlSqHHtHZKHDMGPdzElyAeORI6a672MsAjlq+fPl06623OjcAALLr9Pbjj3M75aS++iqw/uqrpalTpZIl2c8AEDNBjVesMWwm1lmwAwAQI6ZPl+64Q9q3L+36cBeVPe88t2yRXSC3oAYiwzIuunRxs3TseDRt6mbmbNni5ud7X+2W/jNiz2/enCMHIMtsjPHcc885TcLLlSunli1b6sbs7t8EAIjbNoHt2tkwo3CaoY1la/TsKSXSeRYAYieosdzqmQMA4ocFE6yMUN++gXWNGrl9EqyLXriLyhYp4nbm+/FHyRrE7tolFSgQvveDm3//009uuS9r0P7559LPP6f9TMyalfk9Zc+3AsTk6wPIAis11a9fP1WoUEGXXXaZfvvtN/Xv39/JCLceGwAAHEuGhhvQSDsZd+ZMd+4OAMA/6KkBAEjLZtx36iRNmhRY16GDW14od27p9NNzZo9ZCSoLahw4IH37rXTxxRyp7BrN/fqrlDevtG5dIIhh+9iCR1lhn4dSpaTjjksbAAl3eTIAMWv69Om6+uqrNWLEiIMZ4EOGDNG0adMIagAAjsnbb6etlOopXpwdCwB+Q2IdACBg+3apceO0AY3HH3fLENkF7JxUq1bgPiWossegQVL58tLll0t16khWo37UKOmLLzIGNEKVk7R8/FdftRRO6c8/pb17pQ0bpGXL3M+MBTJyojwZgJhlmRktWrRIU9LWyk9t375d6ywQCwDAUbAWsAMGZFzPPBwA8CcyNQAAgRn811zjlnsyNpPfOuXddFNk9lD6ZuE4epaJ0a+f9P77h35OxYrS+ee7NwsonXOO9PLLbpaOZct4gYobbgj9/XfeKTVs6JacCnd5MgAxa/fu3SpUqFCadSeccILzdceOHRHaKgCA3xPRW7SQNm3y1li6RoJy5UpVUlICp60A4EMENQAg3lkwwy52P/xw4Ey/RAnpzTelSy6J3HZZT42CBaWdO90SScgay62fN8/tjTJnzqGfZ5k4bdtKJUsee6DCHieYAeAYpKampsnSMLn+ywJLSUlh3wIAsqxbN2n+fPf+ySe7w5xNm3aoRo1CKleOHQoAfkRQAwDi2eTJUvv2dqUo7Yz9d9/Nud4Zh2LlrmrWlD77TFqzRvrjD6l06chukx/YsZw9Wxo69MgZLnah0EpQhQpoeAhUAAAAwMfDnbFjA4nos2ZJ550nbdu2X8WKRXrrAABHi6AGAMQrm8V/110Z17/2WuQDGh4rg2RBDWMX6K3fB0Jn21ifC+ttMWGC9NNPaR+vVEnq1cstI9WlS9pyUmRWAIgyn376qVavXn1w2TI0LHtj3rx5WrFiRZrnNmnSJAJbCADwg6++kjp1CiyPH+9WuA3VLBwA4C8ENQAg3tiFb2sY/dJLoR//+29FjeC+GlaCiqBGRhbEuPvu0KOz6tWlBx+UmjcPNHq/9lr6XgCIamO9KbXpPP3002mWLdBBUAMAEMrGjW4ruL173WWb13PHHewrAIi7oMawYcN0SSZqq7/33nt69NFHj3W7AADZ7ccfpYEDpZkzDz09yWbvW++EaEGz8MObPt1t5J2e5dQPGCA1amRX/dI+RjkpAFHs448/jvQmAAB8bs8eN6CxYYO7fOml0ogRkd4qAEBEghqW9l27du0jPu8zr0wIACA6fP+9G8x49dW0662PQt260htvRG85ItuWE090G5hbpob1i0hMjPRWRd6vv0r33y+9/Xbox4cNky67LKe3CgCOWZkyZdiLAIBjcs890pdfBoYTNqcrTx52KgDEZVDD0ruz83kAgDD3WHjvPbcT3vvvp33Mmm337Cl17CgVKuQ+d+VKN0MjmgIaxv6nWLbGm29aNz/3Yv4ZZyhuWWkwy4a0Eiz794d+jgWnqlTJ6S0DAAAAIs7maFl1VpM/vzt/y4Y/AIDYQk8NAIg1w4e7QYv0TjhBeuABt/9CwYL+KUfkBTWMZWvEY1DDMmkmTZL69pW2bg2stxnNV18tTZkSvdk2AAAAQA74/HOpa9fAsgU3rCorACD2ENQAgFiyYkXogMYjj7jrg4MZflGrVuD+woVSq1aKC5ZBY8dzyxZp8GC3jJjHpp1ZgMpulm3Tv3/0ZtsAAAAAYbZokXTdddK+fe5yt25Sy5bsdgCIVQQ1ACCWdO8eer31zvBjQMOcf75bhsqam1tQIx5Mniy1b+/2EEnvppukxx+XKlTwT7YNAAAAECbjx7uVdT2W2P3EE+xuAIhldFsFgFhhHfBCNY62kkQ2g9+vihaVzjzTvb90qbR7t2I+Q6Ndu4wBjWrVpPnzpRkz0gY0AAAAgDj1ww9pAxrGkp03bYrUFgEAoipTI9VmyGbj8wAA2WjNGvdCuCcx0b0oHis9FqyvxrJlbnPs776TLrxQMWvIEDcrJb1Ro6RLLonEFgFAjqlfv74SLDsvE+x5c+bMCfs2AQCi01dfSddfn3G9tZqzyqx+HwIBALIhqFGnTh19+eWXR3xejRo1MvuSAIDsYIVjb7lF2rYtUJ5o2DBp1arY6bFgfTWsGbaxElSxGNSwQIb1zhg3LuNjFpw67bRIbBUA5KhatWplOqgBAIhPdto8cqTUq5c75ynWEtUBANkY1Ljooosy+1QAQE7q18+dpmROPdXNzChWTCpXLnaOg2VqeL7+WjE5MnvoIemxxwLrvD4isZJtAwCZ8Fjw30EAANL580+pTRtp9uzAOgtg/Pabm6HBqTMAxAcahQOAn330kds02uTO7fZbsIBGrPnf/6QCBaRdu2KvWbiVCbvvPunppwPrLNPm5pvdvPlYybYBgKOwZ88e/fLLL9q7d+/BMrcpKSnatWuXvvnmG/Xo0YP9CgBxwoqH2Cny778H1j34oPToo24PDU6dASB+ZDmosXDhQn388cdav369M7A4+eSTdcUVV+jCWCwFAgDRbPNmqWXLQP8F68VgZZpiUZ480rnnSl98Ia1eLW3ZIuXNK9+z6WTt20vPPhtY98wzgW6HBDMAxDEbd9x7773a5pVXTKdQoUIENQAgDtgcoBEj3ACGV26qZElp2jTpqqsCp82cOgNA/Mh0UGPz5s3OoMFmRJlixYopd+7cmjdvnqZPn65zzjlHI0aM0IknnhjO7QUAeGf2rVq5gQ3TsKF0//2xvW+sBJUFNbwSVH5vmm29UOwYWnaN19zdghutW0d6ywAgKowcOVLFixfXwIED9dZbbykxMVHNmjXTZ599ppdeekkTJ06M9CYCAMLs//7PLTf19tuBdXXqSC+9JJUpw+4HgHiVmJkn7d69W+3atdPKlSvVv39/Z9bUV199pc8//1yLFi3SkCFD9PvvvzvPsRRxAECYDR8uffihe9+CyVOnuhfFY1ks9dXYvVtq3jwQ0PBKhxHQAICDrOxUly5d1KBBA1122WXauHGj6tatq4cffljNmzfXuHHj2FsAEKOSk6UxY6Rq1dIGNKwN3dy5BDQAIN5l6gqYzYTatGmTZsyYoZtvvllFixZNk/bdtGlT5zl//PGHXnzxxXBuLwDAekr06RNoJm1516VLx/5+CS6t5eegxs6d0nXXSW+95S7nyye9/rrUokWktwwAoor1zjjhhBOc+xUqVNCKFSsOPtawYUMtW7YsglsHAAgXS8QrX17q2lXauDFQbur996XBg935QACA+JapoMbs2bN1++23O4OJQylXrpxat26tt4ND6ACA7PX33253PK+YbO/e0hVXxMdetv9BXvDGghpeLxE/TTez/5GXXeY2eDcFC0rvvCNde22ktw4Aok758uWdbA1z6qmnOs3BV1tfJdm/wf36999/I7yFAIDs9sMPbsu59Kf6777rVtwFACDTQY21a9eqZs2aR3zeueee6zwXABAGdmbfoYO0Zo27XLu2NGBA/Oxqy0r5rwRVwl9/KfG/C1sRD1R88on79VDHzC66PfmkG5Rp3DiQZWJZjx98IF1+eY5uMgD4RePGjTV8+HC98MILKlGihP73v/85/TXmzp2rsWPHqnLlypHeRABANlqwQKpfP/RjxLEBAMEynbSXmokZsZYinitXrsy+JAAgs+yi+ahR0iuvuMvHHSdZub88eeJrH1pQY/Zs526ub76xaHpk+mHYzOGxY6VJkwLTyM46yw1UbN8u/fOP+9Vu1tQ9FDt+fm92DgBhdNddd+mvv/7S0qVLnaxx6+1nPfw6deqkwoUL01MDAGKEnS5by0Drl3HgQMbH7TITcWwAQJaDGpUqVdKXX36piy+++LDP++KLL1SxYsXMvCQAILMmT3ZzsIMvjtvF9FNOib99GNRXI/fixZkPCFkd9ipVpLJlM//8MmXc4ITVbA++WYZIqEDFTz9l5SexplRZez4AxJnExET16tXr4HK1atU0Z84cpwSVjTkssAEA8LetW6XWrd3yUp7TTpNWrXIDHBbQSErK3Gk8ACB+5M5s6veIESN0/fXXq4pdFArhp59+cpqEP2ShdQBA9rAL7OkDGkFlmOLO+ecfvJvrcEENy56wwMSQIdLUqYFsCus4WKqUXSlLe7N9al83b3azMI6F9cmwjA3vljevm0sfjOlmAHBErVq1crIzbIKVxwIZ1atX1/Lly9WzZ0+n9x8AwJ+++MJtF+hVcrVT8j59pP79pU2bpJUr3QwNAhoAgKMKatx888165513dOutt6pDhw667LLLVLZsWeXOnVvr16/X+++/r/Hjxzuzp2644YbMvCQAIDOsRFH6rAC7QG9n+PF4dm9lt844Q1q+XLmWLnWncNlIx6Zx2fL8+e7t88/dAEV6v//u3o4lYHHmmW5/jNdfT9vB0AIVdlxCZdBYto31Q2G6GQAc1jfffHOw7O3XX3+tRYsW6c8//8zwvE8++UTr1q1jbwKAD9nwZtgwN4DhlZuyeUcvvCBdeaW7bEOdeBzuAACyMaiRJ08eTZo0ycnCsGZ9T1rD0yA28Ljmmms0YMAAJ00cAHCM7ILO6NFS794ZH4v3Wf7FiztfEg4cUKrlplsvCwtUWP+KzLD/U7Z/M9ErynH33W6D76pV3UwP7/9cqEDFoUqC3Xmn1LAh080A4AhmzpypN998UwkJCc7NxhfpeUGPa6+9lv0JAD5iGRnWFu+pp6R58wLr69Z153KdfHIktw4AEJONwi3Ve/To0VqxYoU+//xzJScnOwOKMmXKqH79+jr11FPDu6UAEC/27JE6dZKefTawznKx7SJOvBeVtZHQV18dXEywffLjjxmfZ2WfrIn4p59mzKZYs8bdf15gw6aK2VcLjFiQJDgzxp5vU8hC7e+sBiqYbgYAR9S3b18n89vGGa1bt1a/fv1UOV0g3yZRFS1a9JBlcQEA/mgTaEOcvn2lfv2k3Jm+OgUAQBaCGh4bPDCAAIAwsZJJzZql7cFgF9VtBGANquO9qKz1yQiVYWHZG1dcIdWp496qVXMDEocr+2SjKK+XhrGa7RMmZK1MFIEKAMhWRYoUUa1atZz7U6dOVdWqVWkIDgA+Z3OH2rXLeBpv5aZuvTVSWwUAiIugxv79+zVjxgydcMIJatCgwcH1Bw4cUPPmzZ0m4tbMj/JTAHCUvvtOuv56yasRnj+/NGWK2z3PWOmjeGezci0IETzFy5atn0a5cseeTUGZKACIGhbcsH4aVv7W+mts375dxYsXV82aNdWmTRsdf/zxkd5EAMAR/PGHZK1XQ81LotwUAOBoZaoBxr59+9SpUycNHjxY39lFtyA20EhJSdFjjz2mLl26OEEOAEAWzZwpXXxxIKBRpozb7NoLaMBlQYkJE5RqWRRWV92+WnZFqIBG8PfUq5f5DJesPh8AEBabNm1Ss2bN9PzzzytfvnxO1kbu3Lk1ZcoUNWnSRJstuxEAELU++USqUcPto5FevLcJBADkQKbGyy+/rK+++sqZJWUNwYOVKlXKaeb3xhtvODVwX3vtNd14443HuFkAEEbJycq9ZIl09tmHvxieE/0hfvlFevttadSowPoLL5RmzZJOOily2xbNLJviyiu1Y+lSFbJRUiSPIQAgbIYNG6ZcuXLp3XffVbmgv/Xr1q1T27ZtNXLkSGdiFQAguthc10GDpEcfDSRYW8u7HTvc5XhvEwgAyKGgxqxZs5wU7/QBjWA2W2rp0qWaOXMmQQ0AUd+hrnBKilKtbJHN8reL5BHajjRllEyrVu4ZvpWewqGVLav9RYpIxYqxlwAgRn3++ed66KGH0gQ0jC137txZTzzxRMS2DQAQ2saN0m23uVkaHmt9Z/0z9u3LfFVYAACOOaixdu1a9ejR44jPq1u3rt62GccAEImsB2sibWfIhQq5ZZysI13wV3t80SIl/PctCRZQsKbQ1nMhJ8+qf/45dKe8hx+WBgxwm1cDABDnrKyt9dAIpUSJEtphU34BAFHjww+l22+Xtmxxl20O2cCBUu/e7n1DMAMAkGNBDatda301MvO8BC7GAchpgwdLffsefW70++9Ld92lsLIAxsKF0sSJ0osvhu6UV78+AQ0AAP5z+umna/bs2br00ksz7BMrf3vaaaexrwAgCuzfL/XrJw0dGlhnLQJfekmqUyeSWwYAiOugRpUqVbRw4UInE+Nwvv76a5Ul7A4gJ40de/QBDY9la6xa5Z6JFyigbPXnn9K0adKkSdKPPx76eXTKAwAgjU6dOunOO+/Utm3b1KhRI6eX35YtW/TOO+84palGjx7NHgOACPv6a6ltW+mnnwLrGjWSnn9eKlkyklsGAFC8BzWuv/56DRkyRFdddZWqV68e8jk//fSTpk+frrvvvju7txEAMtq9W+reXRo3LvTeufpq6YIL3CbSditf3s11njFDqR06KOHAAVmuhFPoycpQWaPRV191e2xcdtmxlcH69Vdp61abRiq99pq0Z0/a51iXvHPPlT77jE55AAAEadWqlfr3769KlSrp4osvdhqBDx8+XJ/Z/8z/lCxZ0hmbNGjQgH0HABHUtas0Zkxg2UpMWbujbt0C5aYAAIhYUKN58+ZOr4yWLVs69+vVq+dkZKSkpGj9+vXOIOOVV15xUsTtOQAQVpZVceON0rffHjrrwYIToTLHrCn4lVdqx9KlKnTGGW4pKCtftXev27XOSkDZVKPhw6VD1PEOyUr0WT+MIUNCl5YyF13k9tJo0cLt+2EBEDrlAQCQJvP733//PbjcpEkTZ4LV6tWrnYyNYsWKqWLFipS8BYAIzy/r2FF67rmMj910EwENAECUBDWsT0ZSUpIzI+rll1/Wi3YR8D+pqalOL40WLVqoe/fuyp8/fzi3F0C8mzVLuuMOaft2d9n+5tiZ8wsvuP0xLKCRlHT4DnRly2p/kSJSsWJuySkLMliw4Ysv3MeffVZ65x3p6actqhu6z4W9/5dfut/z+efufTu7T++446Q2bdyeHWedlWE76JQHAMCRxyKWuQEAiLxly6Sbb5Z++CHjY5YAb3O2qEoOAIiKoIaxYMWjjz6q++67T1999ZU2btyoXLlyqUyZMrrwwgtVxC4QAkC4WCbFAw9ITz0VWFelilsyysriDRp09FkPZ57ploKy7A57j3/+kTZvdrNBrrjCDXhUqCCtXh0IYthZvJ21H8nLLzuZIQAAAADgV5aMbnPHrLRUqLlchjaBAICoC2p4SpQo4TTqA4Acs3atG2CwLnQey86wIIT1p8iOrAcr+mo9gRo3ljp3dvthmDlz3NuRnHSStHFjxrP6qlWPfpsAAIhDnTt3Vt68eTOVwTEnM/+jAQDH5M8/3cTz118PrPvf/9yE90cfzXzCPAAAEQtqAECOsZ4TU6e63ea2bXPX2UWOkSPdIq6hykIdqzJl3LP1iROlDh0OHQCx7JCLLw7crBH55Mnu93BWDwDAUatataozkSocPvroI3Xp0iXNuoYNG2r06NFheT8A8LtPP5Vuv90dmnlsDtiwYVKBAm47QtoEAgByGkENANHJsjAscyK46fapp0ozZ0rnnRfe97ZgiZW2CsUCLBa48DJE0jchb9iQs3oAAI4xU6O6TR4Ig5UrV+qyyy7TwIEDD67Lly9fWN4LAPxs/343C8Oq/HpDsuOPd9sPXndd4Hm0CQQARAJBDQDRZ82ajFkSFmiYPTtjs+1wsaCGZWQE982wnOpbbgkd0PBwVg8AQNRatWqVTjvtNJUqVSrSmwIAUckyMubPl558Ulq8OLD+ssukadPcxHYAACItMdIbAABp2DSgdGUhDq7fsiXndpYFJyxbxAIZhiKxAADERFDjlFNOifRmAEBUsmq6VlX31lsDAQ0bBg0ZYuX7CGgAAKIHmRoAosvgwdI772Rcb2fTlSvn7LZQTgoAgBzVtGlTFS9ePCyvnZqaqt9++02ff/65kpKSdODAAV111VW65557MtWY3HsNu0WK9/6R3AYcG46h/8XqMVy2zG0GLgX3LUzVa68Fyk3Fyo8cq8cwnnAM/Y9j6H+pYfpbmtnXy1RQo379+krIZENee96cOXMy9VwASOO556SHHw4se+WfIpklQTkpAAByzNChQ8P22hs2bNCuXbucAMaoUaOUnJysQYMGaffu3erbt2+mXmP79u1KtPOTCLFB3s6dO537mR2fIbpwDP0vFo/hF1/kUps2hUIU80hQrlw7tG3bfsWSWDyG8YZj6H8cQ/9LDdPf0pTgMvDHGtSoVasWf+gBhNeHH0rt2gWWH3/czXteudLN0IhEQAMAAMSMMmXKaOHChSpWrJgztjnzzDOdQVPPnj314IMPKpdXcvIwihYtmqnnhYs3c837GeA/HEP/i6VjuHev1L+/9MQT9nNl/Fly5UpVjRqFVKyYYkosHcN4xTH0P46h/6WG6W+pZVNnW1DjscceO9btAYBDW7JEuuEGaf9/M4A6d5Z69nSbgxPMAAAA2eS4445Ls1ypUiXt2bNH27ZtU4kSJY74/TZgi/QFMG8bIr0dOHocQ/+LhWP488/SbbdJ330XWFelirR6tV1Q8pLlE1SunGJSLBzDeMcx9D+Oof8lhOFvaWZf66h6atiJ/y+//KK9e/cejMrYLCdL5/7mm2/Uo0ePo3lZAPFo7VqpUSNpxw53+frrpaeecgMaAAAA2WT+/PnOOGXevHkqUKCAs+7nn392Ah2ZCWgAQCywSzjPPCPZZZvdu911efJIgwZJ998vbdxIsjwAIPplOahhKdv33nuvM5splEKFChHUAJA5f/0lXX21e+ZsLrxQevFFd1oQAABANjrnnHOUL18+p39G586dtW7dOj3xxBO6y+2MCwAxb9MmqW1b6b33AuvOPFOaPt3+RrrLtBQEAMRkUGPkyJEqXry4Bg4cqLfeestplNesWTN99tlneumllzRx4sTwbCmA2GLTgpo0cfOevVzn2bOlggUjvWUAACAGFS5cWJMnT9aQIUN0ww03OJOxbr75ZoIaAGJecrL03HPSiBHuvDJPly5uP43/ktcAAIjdoIaVnRo0aJAaNGigf/75RzNmzFDdunWd2759+zRu3DhNmDAhPFsLIDakpEitW0uffeYuly4tvf++VLJkpLcMAADEsCpVqmjKlCmR3gwAyDFjx0pdu7plpzwnnig9+6ybNA8AgB8lZvUbrHfGCSec4NyvUKGCVqxYcfCxhg0batmyZdm7hQBizwMPSK+84t63zIy335YqVoz0VgEAAABAzJg1y83GCA5oWOtCm09GQAMAEFdBjfLlyzvZGubUU091moOvXr3aWd6/f7/+/fff7N9KALGT92xn1U8+6S4nJrrBjfPPj/SWAQAAAEBM2LNH6tVLuuGGjI9ZgCO4BBUAAHFRfqpx48YaPny4UlNTdfvtt+t///uf01+jZcuWGj9+vCpXrhyeLQXgb5MnS+3apZ0mNG6cdM01kdwqAAAAAIgZS5dKLVtKP/wQ+vFcuSQu2wAA4i5T46677nIa6i21/5SS+vfvr59//lmdOnVyMjYesLIyAJA+QyN9QMPynhs1Yj8BAAAAwDE6cEB67DE3Cd4LaOTN62ZrWCDD2NekJKlsWXY3ACDOMjUSExPVy/IY/1OtWjXNmTPHCWhUrFhRhQsXzu5tBOB3jz+eNqBhbHnlSs6oAQAAAOAYrFoltWolLVgQWFe9ujRtmvvV5pjZ0MsyNAhoAADiMlOjVatWWmX/MYNYIKN69epKTk52ylMBwMHAxUMPSWPGZNwh5D0DAAAAwDENtyzzokaNQEDD2hb27i19/bUb0DAWyKhXj4AGACDOMjW++eYbp4eG+frrr7Vo0SL9+eefGZ73ySefaN26ddm/lQD8Z98+qX176bnn0pacsr8l5D0DAAAAwFFbvFjq1MkNXngqVpSmTpUuvpgdCwCIbZkKasycOVNvvvmmEhISnNuAAQMyPMcLelx77bXZv5UA/OXff6Ubb5TefTcQzLBsjeuuI+8ZAAAAAI5Bx47S+PFp13XoIA0fbpU02LUAgNiXqaBG3759dcMNNziBi9atW6tfv36qbMUY0/XaKFq0qKpUqRKubQXgB1u3WnRTWrgw0J1u+nSpeXN3mSKuAAAAAJBlf/0ltW0rvfFG2vVWcqpvXwIaAID4kamgRpEiRVSrVi3n/tSpU1W1alUaggPIaO1aqWFD6Zdf3OWiRaU333QLuAIAAAAAjspHH0l33CGtX5/xsZQUNyGe+WMAgHiRqaBGMAtuWD+N4cOHO/01tm/fruLFi6tmzZpq06aNjj/++PBsKYDo9v330lVXSRs3ussnnSS9957btQ4AAAAAkGU7d0q9ernVfA/FWhamK6YBAEBMS8zqN2zatEnNmjXT888/r3z58jlZG7lz59aUKVPUpEkTbd68OTxbCiA6JSdLo0ZJl1wSCGicdpq0YAEBDQAAAAA4StYE/Jxz0gY0rrhCGjbMDWQY+5qURJYGACC+ZDlTY9iwYcqVK5feffddlStX7uD6devWqW3btho5cqQee+yx7N5OANFo8mSpXTspNTWwzkrVvfOOVLJkJLcMAAAAAHxp3z5p0CBp8GDpwAF3XYEC0hNPSJ06uT00br7ZLTllGRqUnQIAxJssBzU+//xzPfTQQ2kCGsaWO3furCfsvyyA+MjQSB/QMNOmEdAAAAAAgCwOr1askBISpJ49pW++CTx2/vnuMOv00wPrLJBBMAMAEK+yHNQ4cOCA00MjlBIlSmjHjh3ZsV0Aot28eRkDGmbDBrf8FAAAAAAgUwnw7du7Db+DWWmphx+WHnpIypOHHQkAwFH31Dj99NM1e/bskI+9+eabOo2LmUDs27VLGjIk43o61AEAAABAljI0QgU0KlWSvvpK6t+fgAYAAMecqdGpUyfdeeed2rZtmxo1aqRSpUppy5Yteuedd5zSVKNHj87qSwLwmy5dpJ9/TruODnUAAAAAkGmW+P700xkDGmbsWKlmTXYmAABHHdRo1aqV+vfvr0qVKuniiy92GoEPHz5cn3322cHnlCxZUkOGDFGDBg0y85IA/OrZZ92bKVhQeuutQIYGRV0BAAAA4Ig2b3YzNGw4lZ4Nr846i50IAMAxBTW+/vpr/fvvvweXmzRpouuvv16rV692MjaKFSumihUrKsE6WgGIXUuWSJ07B5YnTJAuvzySWwQAAAAAvvLaa9Ldd0tbtwbW2eUUy9wgAR4AgDCUn/JYAMMyNwDEib//lm64Qdq9213u2FG67bZIbxUAAAAA+MJff0n33CO98EJgXalS7lwxKzW1ciUJ8AAAhKVReLjs3btX1157rRYuXHjI53Ts2NFpVB58++STT3J0O4G4ZFOG2rSRVq92l+2Me+TISG8VAAAAAPjChx9K1aqlDWg0bSr9+KNVw3Ar+darR0VfAACyNVOjc+fOyps3b6YyOObMmaOs2LNnj+6//36tWLHisM9btWqVhg0bptq1ax9cZ6WvAITZsGHSm2+694sXl2bOlPLlY7cDAAAAwCEkJ0vffy/NmCFNmxZYb5cxxoxxE9+p4g0AQBiDGlWrVlWJEiWU3VauXOkENFJtJvgRMjmSk5NVrVo1lbL8TAA549NPpQcfDCzb1KJTTmHvAwAAAMAhTJ7sNgJPSUm7vkED97Fy5dh1AADkSKZG9erVld2sCfkFF1ygbt266eyzzz7k86wpuWWBlOM/P5BzNm6UbropcCbet6/UqBFHAAAAAAAO4ddfpXbt3Cq+wQYNkh56iOwMAAAi1ig8u9x6662Zep4FNQoXLqwHHnjACYSceOKJ6tq1q+rWrZvl97SskCNlhoSL996Ren8cu7g5hvv3SzffrITNm53F1CuukPr3z3hm7kNxcwxjGMfQ/ziG/scx9L9wHUP+vwKIZ3PnSrffHnrYdPHFBDQAAIiJoEZmWVBj9+7duuSSS9S+fXt99NFHTuPwl19+2SlJlRXbt29XYmJkeqTbIG/nzp3Ofcs8gf/EyzHM36+f8n/2mXM/5eST9c+4cUrdsUOxIF6OYSzjGPofx9D/OIb+F65jmJK+1goAxIFt26SePaWJE0M/niuXVLlyTm8VAABxHNRo2rSpiltz4Ajq1KmTWrZsebAx+BlnnKGffvpJr7zySpaDGkWLFlUuO6OIAG/mmv0cXEz1p7g4hpMmKeHpp527qblzK2HmTBWtVEmxIi6OYYzjGPofx9D/OIb+F65jeODAgWx7LQDwg7fflu6+W1q/PrCuShVp1Sq3kq9dfkhKksqWjeRWAgAQZ0GNoUOHKtIss8ILaHgqVqzoNBrPKhu0RfJCpvf+XEz1r5g+ho88Ig0YcHAxoXlz6aKLFGti+hjGCY6h/3EM/Y9j6H/hOIb8bwUQL7Zule67T5o+PbCucGHp8cfdIMeGDZJdsrAMDQIaAADEYfmp3r17OwOk4ADL8uXLddppp0V0u4CYYDM1rdSUda6bMyftYzNnSsOGcRYOAAAAIO4lJ0vffZfb+WrzwbZsCeyShg3djIwKFdxlC2QQzAAAIM6CGlu2bFGRIkWUP39+1a9fX927d9cFF1ygc845R7Nnz9bixYv16KOPRnozAX83A3/1VWn4cGnx4tDPsRISNr2Is3EAAAAAcWzyZKl9eyspVTjN+uOOk0aOlFq3phE4AAA5ITLdsjPJmoK/++67zv0rr7xS/fv317hx43Tttddq7ty5mjRpkspyoRXIuu3b3bNu65Nxyy2HDmgYOtoBAAAAiHPr1knt2llAI225vquukpYtk9q0IaABAEBcZmr88ssvh11u0aKFcwOQRZYbvWKFVKiQW05qwgQ3sBHsnHOkHj2kHTukTp3cDA062gEAAACIczaUuvFGt2pveg88IJ10UiS2CgCA+BVVQQ0AYfDUU1K3bqHPwE2jRm4wo169wNQiW0dHOwAAAABxbN8+t1LvgAHSnj0ZH7c5YFWqRGLLAACIbwQ1AL9nX9hZtFeGbedO61onff21e1uwQPr994zfmyePW/DVgh1Vq2Z8nI52AAAAAOKYDaes3NT33wfWlSgh/f13qlOCKleuVCUlJdB6EACACCCoAfi7Q52bXXHJJW45qR9/dMtGHcmMGVKzZjmxpQAAAADgG1aN9+GHpdGj3eGWSUyU7rtPevRR6c8/paVLd6hGjUIqVy7SWwsAQHwiqAH4MUPDC2gYKys1f37o5+bLlzFP2nKka9UK/3YCAAAAgI+8957UsaO0dm1g3dlnSxMnSjVrussFC0pFiuxXsWIR20wAAOJeYtzvAcBvvv02ENAIZhkb1apJd94pjR/vPu+ff6RJk9xAhqHxNwAAAACksWSJdPnlbmtBL6CRP7/0+ONuGSovoAEAAKIDmRqAn+zfL40YkXG95UMvWyadfnrGxyzI0bAhjb8BAAAAIIglvdtwacqUtLulfn0pKUmqXJndBQBANCKoAfhJr17Sp5+mXedlX4QKaHho/A0AAAAAB61YIbVpIy1YkHG+2HPPiX4ZAABEMYIagF/YmbWXpZE7t/Tii1KpUu70IQtaAAAAAAAOa+9eafhwt+l3+vaDxir9rlpFUAMAgGhGUAPwgy+/lDp0CCyPGSO1aBHJLQIAAAAA3w2r2reXfvzx0M+xRHjKTgEAEN1oFA5Eu+RkqWlTd0qR6dQpbYADAAAAAHBI27ZJnTtLF18cCGhYmakePaSxY91ARnBlXxLhAQCIbmRqANFs506pSRNp82Z3uV49adSoSG8VAAAAAPjC669LXbpIGzYE1p13njRhgnTuue7ydddJK1dS2RcAAL8gqAFEq9RU6c47pcWL3eVTT5VmzpTy5In0lgEAAABAVCe7WwPwZ5+VPvggsL5gQWnQIKlrV7dNoccyM8jOAADAPwhqANHqscekGTPc+4UKSW++KZUsGemtAgAAAICoNXGiW63X5ogFa9RIeuYZqUKFSG0ZAADILgQ1gGj01ltSnz6B5RdekKpVi+QWAQAAAEBUe+cdtxF4ehbMuPtuKSEhElsFAACyG43CgWjz00/SbbcFphYNHOj21QAAAAAAhGwEbn0zrr029M4580wCGgAAxBIyNYBo8sMPUsOG0o4d7nKLFmkzNgAAAAAADpsHZhV7u3eXNm0KvVNy5XIbgAMAgNhBpgYQLSZMkKpXlzZudJfLl5emTGFKEQAAAACks2KFdOWV0q23BgIa1gi8eXM3kGHsa1ISTcABAIg1ZGoA0eD3390ir8HWr5f++sttEg4AAAAA0O7d0mOPSUOHSnv3BnaIVex96il3blhysrRypZuhUbYsOw0AgFhDUAOIhpzprl0DPTQ8Bw64Z+KchQMAAACIcxaoePFFadw4ac2awPoKFaSnn5YaNw6ssyEUwygAAGIXQQ0gkiyQYQVg33or42MUfwUAAAAAPfmk1KNH2h2RO7d0//3Sww+T3A4AQLwhqAFEMqDx0EPSqFGBdYmJUkoKxV8BAAAAxL19+6SBA91beu+/L11+edzvIgAA4hJBDSBS7MzcisF6Jk2SGjak+CsAAACAuPfZZ1LnztKPP4beFV4zcAAAEH8IagCR8PjjUv/+geWxY6U773TvU/wVAAAAQJzavFnq2VOaNu3Qz6FSLwAA8S0x0hsAxB0rN9W7d2B5xAipU6dIbhEAAAAARNT+/W7D79NOSxvQOO88qU+fQGaGfU1KYi4YAADxjEwNICeNGyd16xZYHjo07TIAAAAAxJkvv3TneS1ZElhXvLg0ZIjUrp0byLj7bir1AgAAF0ENIKc8+2zajAwrPxWcsQEAAAAAcWTpUunBB6X33ku7vm1bt/1gqVKBdVall0q9AADAENQAcsKLL0p33RVY7tUrbU8NAAAAAIgTKSlSmzYZ+2bUqCE984x00UWR2jIAAOAHBDWAcEpOliZNkgYOlFJT3XX33uuWnUpIYN8DAAAAiCuLF7vzvYJLTRkbHr3xhnTKKZHaMgAA4BcENYBwmTzZLQDrBTOMFYIdOZKABgAAAIC48tdfUt++bpvB4CGSx9atWUNQAwAAHBlBDSBcGRrpAxo29cgKxpKhAQAAACBO2JBo6lSpZ09py5ZDP8+agVeunJNbBgAA/Cox0hsAxGwPjfTTj2x59epIbREAAAAA5KgffpAuvdTtn+EFNAoVkp54QkpKcgMZxr7aMo3AAQBAZpCpAWS3jz+W+vXLuJ6pRwAAAABiPGF9xQrppJOkiROlp56SDhwIPN68uTRihFSunLvcqJG0cqWboUFAAwAAZBZBDSA7zZsnNW4s7dnjLlupKcvQYOoRAAAAgBhvKdi+vZSSkvExC1qMGSM1bJh2vQUyCGYAAICsIqgBZJf586VrrpF27XKXr7/enYb0++9MPQIAAAAQ0xkaoQIa+fJJffq4/TTy54/U1gEAgFhDUAPIDgsWuLnTO3e6y9deK73yipQ3r1SxIvsYAAAAQEyyOV0PPRQ6Q+PZZ6Vbb43EVgEAgFhGo3DgWC1cKF11lbRjh7ts91991Q1oAAAAAECMev99qVo1adq0jI9ZBV5rEg4AAJDdCGoAx2LRIunKK6V//nGXGzSQZs1y86wBAAAAIEbLTbVoIV19tbRqlbsuMdFtKWhoKQgAAMKJ8lPA0fr2WzegsX27u1y/vvTGG1KBAuxTAAAAADFn/35p9Gipf/9AorqpW1d65hmpaFFp5UpaCgIAgPD6//buBDyqKlv7+BsmmSTa2OAAog2CyBAZBLFRFAdw4KKi6GVUgYADqAh2KxIZBFFAFNEGlAaadsB7QYSW237eK+IAKiJGcQAiIkYEwW4JYyDJ+Z51jpXKUCBTUrWr/r/nCanap6pyOCuVqlXr7L0oagCHKzNT5W02xogR0i+/hN/FL1woVa7M8QQAAAAQV7My1q2Ttm8PihmffRbe9vvfSxMmSD17hmdp1KoVtV0FAAAJgqIGcDhmzJBSU1WlYBe8tm2lf/xDqlKFYwkAAAAgbvya/hRrAm4FjP79pbFjpRNPjNbeAQCAREVRAzicU5RSU5VU9B39c89JVatyHAEAAADEje+/l/r1kzyv8HijRkGxo3XraO0ZAABIdDQKBw6VzbkuWtAwmzdzDAEAAADEjTVrpE6dihc0zFNPUdAAAADRRVEDOFQ7dhQfK1s26IIHAAAAZ6SmpurPf/5ztHcDiDl79watA5s2ldLTI6c/DRpEY88AAADCKGoAh8JmaDzySKEhz97RT5tGJzwAAACHvP7661q6dGm0dwOIOUuWSCkp0siR0r59wdhJJ0llfv3UgPQHAADECnpqAIdi9mxpxQr/oteggXY99piqNG8u1a7N8QMAAHDEL7/8oscff1xNmjSJ9q4AMWPbNmnIkCDlCSlXLhgbPlz617+kjIxggnqtWtHcUwAAgABFDeC3bN8uFVye4JlnlNOihZSczLEDAABwyGOPPabOnTvrp59+ivauAFGVmSmtXSutWiWNHRsULkLatAkmpIdqf5UrU8wAAACxhaIG8FtGj5ZCiW+XLlL79kGhAwAAAM5Yvny5Pv74Yy1atEgjrGnAEfA8z/+KltDPj+Y+wP0Yzpgh9e9vK+wmFRpPTvY0bpzUr1+w5BS/ZrEbQxwdYug+Yug+Yug+r4ReDw/18ShqAAezZo301FPB5YoVpQkTOF4AAACOyc7O1sMPP6y0tDRVtPd0RygrK0tlQg0GosCSvN27d/uXk5IKfyANN0Q7huvXJyk1tZo8r/DPvvLKfZo0aY9q1vS0Y0ep75ZToh1DHD1i6D5i6D5i6D6vhF4P86yv8SGgqAEczL33Sjk5weWhQ6UzzuCUJQAAAMdMmTJFjRs31oUXXnhUj1OtWjWVtW7JURI6cy05OZkPUx0VzRhaI/DevW0fiv/coUPLq3798qW6P67ieeg+Yug+Yug+Yug+r4Te0+Tm5h7S7ShqAAfy+uvS//xPcNk64v3pTxwrAAAAB73++uvatm2bmjVr5l/ft2+f//2NN97QKmsqcIgsYYv2mdmhfYj2fsCdGEZqBF6Q1enOOsv2p1R2Jy7wPHQfMXQfMXQfMXRfUgm8pznUx6KoAUSSnR3M0gixZaeqVOFYAQAAOGjOnDnKCc2+9d/aBUuKDrFPeoE4ZSdQzpkjDR4s/fxzeLxuXenbb215h6CgYU3B7RwuAAAAV1DUACKxPhrr1gWXL7pI6tqV4wQAAOCo0047rdD1Kr+erFKnTp0o7RFQsiyVGTBAeuut8FhysvTYY0Ej8E2bpIwMqV49ChoAAMA9FDWAon78URo9OrhsjSCtwMFcbAAAAAAxKjMzKGScfrr04ovSmDHB5PMQO0frySelU04JrtvMDGZnAAAAV1HUAIp64AFp587gsp3GdO65HCMAAIA4Mm7cuGjvAnDMzJghpaYGy0kVZZORnn1WuuoqDjgAAIgfZaK9A0BM+fDDcAe9E06QHnkk2nsEAAAAAAecoRGpoGETzocOlb74goIGAACIP8zUAEIsExg0KHw8Ro2STjqJ4wMAAAAgJhuBT5kSeYaGNf/u2zcaewUAAFDyKGoAIXPmSB99FFxu1Ei6/XaODQAAAICY89VXQbqydGnxbWXLSh07RmOvAAAASgfLTwEmK0v605/Cx8Kag5ej5gcAAAAgduzZIz30kJSSUrigkZQULmjYLA2agAMAgHjGp7aAsYLGli3BsbjuOunSSzkuAAAAAGLGG29Id9whrV8fHvvDH6RnnpEaN5YyMqR69ShoAACA+EdRAxgzRpo6NXwcWrXimAAAAACIehPwdeuk44+Xxo+XXnklvK18+eC8rAcflCpVCsaYnQEAABIFRQ0ktq+/DuZvF2TXe/QgKwAAAAAQFTNmSKmpkZuAt2sn/eUvUsOG0dgzAACA6KOnBhJXbq50222Rx23uNgAAAABEYYZGpILGiSdKs2ZJS5ZQ0AAAAImNmRpIXA88IC1fXnzcuuvZYrQAAAAAUIp27ZIGD448Q2PmTKlzZ8IBAADATA0kJssIbGFak5QklSkTLmhMm8bSUwAAAABK1eLFUqNG0n/9V/Ftlqa0aEFAAAAADDM1kHiWLpX69w9ff+YZqVOnYMkpm6FBhz0AAAAApWTzZunuuws3Ai9XLlgV1/M47woAAKAoihpILN98I3XpIu3fH1wfOFC6/fbgMsUMAAAAAKXElph67jnpT3+Stm8Pj196qTR1qlSxIuddAQAAREJRA4nDMgWbkfHzz8H1Dh2kJ56I9l4BAAAASDBffCENGCC9/3547KSTgvSkR49ghVzDeVcAAADF0VMDiSEnR+raVfrqq+B6w4bS3LnBvG4AAAAAKAW24m1qamU1a1a4oHHLLUGq0rNnuKABAACAyPhEF4nh3nul//f/gsvVq0uLFknJydHeKwAAAAAJ4r77QhPFK+SPnXVWsNRU+/bR3DMAAAC3UNRA/Hv2WWnKlOBy+fLS/PlS3brR3isAAAAACdII3Nr4LVhg18LTMGxGxuLFUr160dw7AAAA97D8FOLbm29KgwaFr0+bJl10UTT3CAAAAEACyM2V/vIX6eyzQwWNwjxPysyMxp4BAAC4jZkaiF9vvy1dd12QTZihQ6Vbb432XgEAAACIc6tWBY3AP/rowLcpW5ZZGgAAAEeCmRqIT089JV1yibRrV3A9JUV69NFo7xUAAACAOLZjhzR4sNSyZeGChjUCnzTJChmef92+2yTyWrWit68AAACuYqYG4s/nn0v33FN4bPVq6ccfyRoAAAAAHHO2lNSrrwYr3/7wQ3i8YcNgCap27YLrXbpI6ek7lZJSRbVrEwgAAIAjQVED8WXjRunqq4uP2xJUGRkUNQAAAAAcM9YT4513pBkzpLfeCo9XrCilpUn33SdVqBAet5kZxx+fo+RkggAAAHCkKGogfthsjI4dC58aFcKCtQAAAACOIVs+6vbbg1kaBV15pTRlivSHP3C4AQAASgI9NRAf3ntPuvDCcEGjRo2gkGHsOwvWAgAAADhG5s4NGoEXLWhY2vH66xQ0AAAAShIzNeC+hQulm26S9u4Nrp93XpBJZGcHS07Vq8eyUwAAAACOmrXpsyWlXnop8vb69aWkJA40AABASaKoAbc9/7zUv7+Ulxdcv+IKad48qWrV8KK1AAAAAHAUcnKkZ56Rhg+XduyIfBtWvAUAACgdLD8FN9k870cekfr1Cxc0uneXFi0KFzQAAAAA4CgtWya1bCndc0+4oFG9utS7NyveAgAAJHRRY9++fbrmmmv04YcfHvA2X375pW688UalpKSoS5cuWm2NoZF4cnOlgQOD06RCBg+W/vY3qUKFaO4ZAAAAAMdlZkpLlkiffSb16SP98Y9Senp4u51XtWaNNGuWtGFDcFv7brcFAABAghQ1srOzNXjwYK1bt+6At9m9e7dSU1PVsmVLzZ8/X82aNVP//v39cSRQdvHGG1LnzsHc75Dx46WJE6UyMfHrDAAAAMBRM2ZIdepI7dtLKSnSX/8a3nbuudLy5dL06cFMjdBqtxdfzKq3AAAApSnqnwJnZGSoa9eu2rhx40Fvt3jxYh133HG6//77VbduXQ0bNkxVqlTRP//5z1LbV8RAdtGxY9AEPLRo7ezZ0pAhhAYAAADAUZ9DlZoaXt02xFa3nTxZWrFCOv98DjIAAIASvajx0UcfqXXr1po7d+5Bb5eenq4WLVooKSnJv27fmzdvrk8//bSU9hRR8/33hXtnhMycKfXqFa29AgAAABAntmyJnHIYO4/KVr8tVy4aewYAAICiov62rFu3bod0u61bt6pevXqFxqpXr37QJasQB83A33xTGjQouFxU7drR2CsAAAAAcWL/funpp6WRI6WsrOLbbXJ4q1bR2DMAAADEbFHjUO3Zs0cVijSBtuvWYPxweZ7nf0VD6GdH6+c74513/EbgSe++G3GzZ9lF3bqRix0ljBi6jxi6jxi6jxi6jxi6r6RiyPtcuCJ0/tTXX4fHKlWS9u4N0gxLOaZNo18GAABArHGmqGH9NIoWMOx6xYoVD/uxsrKyVCZKTaUtyQs1Nw8tpYWwsh9/rIpjx6r8kiWFDkveqacqafNmJeXl+QWNPZMmad/xx0vbt5f64SOG7iOG7iOG7iOG7iOG7iupGOZFWr8HiCHr10v33SctWBAes6dAnz7SmDGWZ1rvR8kWCrBG4AAAAIgtzhQ1atasqW3bthUas+s1atQ47MeqVq2aytppN1EQOnMtOTmZokaoG58tIWaZw7PPKmnRosLH6+yz/bngSV26SJs2yfs1u6hUq5YqRSWCxDAe8Dx0HzF0HzF0HzF0X0nFMDc395g9FnAs047PPpPeeCOYfZGdHd5mzb9tCaqWLcNjFDMAAABilzNFjZSUFD333HN+8mVJl33/5JNPNGDAgMN+LLt/NGdJhH5+ws/UmDFDSk2N3I3vzDOlESOU1L17MO871EMjRvpoEEP3EUP3EUP3EUP3EUP3lUQME/49LmLO888HaUfRldZOPll6/HHJUo4oTeQHAADAEYjpt27WHHyvLWgqqWPHjv6yUWPGjFFGRob/3fpsXHnlldHeTRyJ77+X+vUrXtCwzMJOnVqzRurVK1zQAAAAAIDDtHhxkHYULWjcfru0dq3UsycFDQAAANfEdFGjbdu2WmzvQiVVrVpV06ZN08qVK3X99dcrPT1d06dPV+XKlaO9mzhcNtc70qlSZvbsYFv58hxXAAAAAEdk0ybp1lulq6+OvL1rV8la9AEAAMA9MbX81Bo7O/8g15s2bapXX321lPcKx9TmzdL110vLlxffZrMyzjmHAw4AAADgiOzZI02cKI0bJ+3aFfk2lnZYE3AAAAC4KaZnaiDOfPKJdN554YKGzcYILV5rmYUtO0VHPgAAAACHySaBv/yydPbZ0vDh4YLGCSdIN98cXtWWtAMAAMB9MTVTA3Fs7txg/redOmWseLFggVSzppSREZwqRUEDAAAAwCHKzJTWrZN27gxmZixbFt5mxQvrmzFihFS9ujR+PGkHAABAvKCogZJljcDT0qQxY8JjbdpI8+cHTcENxQwAAAAAh2HGjKAVn6UbRXXoID3xROGVbS3lIO0AAACIDxQ1UHJ27JB69pReey08dsst0tSp0nHHceQBAAAAHDabndGvX7DkVEF160pPPy1deSUHFQAAIJ7RUwMlMw/8xReD/hmhgob1zrDTpf76VwoaAAAAAA6bzcp44QXpgguKFzSMnTtFQQMAACD+MVMDJT8PPDk56Klh88ABAAAA4DB98IF0zz3Shx9G3m49NKxJOAAAAOIfMzVwbGdo2DzwogvbLlxIQQMAAADAYfv+e6l796AtX8GCRpMmwWTwUEFj2jR6ZgAAACQKZmrg2Ni3T7rjjsjzwCN17wMAAACAA9i1S3r8cWn8eGnPnvC4Nf+2VW1tEridU5WRIdWrR0EDAAAgkVDUwNHbulW64QbpnXeKb7PTpizLAAAAAICDsCLFmjXS6tVBQWPTpvC26tWlUaOClW7L/ZrF1qpFMQMAACARUdTA0UlPlzp3lr777tffqHLBzAz7Yh44AAAAgCNszRdKLwYOlIYPl048kUMJAAAAiho4GvPmSb16Sbt3B9dPOUV69VXptNOYBw4AAADgkCxdKvXtW3z8ssukZ56R6tfnQAIAACCMmRo4fHb61MiRwfzvkPPOkxYskE49NTwXHAAAAAAOYMuWIK2wJt+RDBtGQQMAAADFUdTA4dm5M5idYTMyQnr0kKZPlypV4mgCAAAA+M2Uwpp9WxNwuxwJrfkAAABwIGUOuAUo6ttvpQsuCBc0ypQJMpG//Y2CBgAAAICDyskJzoU66yzp4YfDBY2qVYM2fVbIMLTmAwAAwMEwUwO/LTNTeuUVafRo6ZdfgrHkZOmll6Qrr+QIAgAAADhgKrF2rbRhQ3A+1Ndfh7dZ8aJ/fyktTapZM7htRoZUrx6r2QIAAODAKGrg4J5/XkpNlTwvPGad+hYulBo04OgBAAAAiGjGjCCVsJZ8RV1/vTR2bOGUwtry0ZoPAAAAv4WiBg7sq6+kfv2Kj8+fT0EDAAAAwAG9+67Ut2/x8RYtpMmTg1VtAQAAgCNBTw1E9umn0mWXRd62dStHDQAAAEAx27ZJgwZJF18c+eDYElQUNAAAAHA0KGqgMFtmato06fzzpU2bih8dW/jWFrkFAAAAgF/t2SM9+qhUt6709NORl5yyVMKahAMAAABHg6IGwnbskLp1kwYMkLKzg7E6daQyZcJZiBU8WOgWAAAAgKTcXGnWrKDt3oMPSllZwWGpXFnq1ClIIUglAAAAcCzRUwOB9HTpxhuldevCR2TgwGB+uC03lZERzNCgoAEAAAAktMxMae3aYGK3pQuffRbeZudD9ekjjRwpnXJKcFtSCQAAABxLFDUSnS039dxzwcK3odkZ1apJf/2r1KVLcN0KGRQzAAAAgIQ3Y4aUmhp5eSmbmTFunHTOOeExUgkAAAAcaxQ1EpWdMmWzM6yg8dpr4fEWLaS5c4PFcAEAAADgV++/L/XtW/xwNG0qPfXUgZuDAwAAAMcSPTUS9fQq65VxzTWFCxp33RVkKhQ0AAAAAPxqy5ZgZdp27SIfkkmTKGgAAACg9DBTI9F8/73Ur1+w7FRBU6dK/ftHa68AAAAAxBhr+j1xYvC1a1fk21gjcGsSDgAAAJQWZmokWlbSq1fxgoZp0CAaewQAAAAgxlirvSefDCZwjxoVLmhUqRJM9rZChrHv06bRfg8AAACli5kaieLjj6WbbpLWry++zbKRevWisVcAAAAAYqDd3rp10h/+IL39tpSWJm3cGN5evnwwqfuhh6SaNYPbZ2QEKYQ1AgcAAABKE0WNeGezMiZPloYOlfbvD8YqVQpOv8rL4/QqAAAAIMHb7aWmBqlBJN26SaNHBwWPECtkUMwAAABAtFDUiGf/+pd0663SwoXhsVatpJdfDk634vQqAAAAIGF9803kdnvmyiulsWOlc8+Nxp4BAAAAB0ZRI14tWybdfHPQGDxkyBBpzBipQoXgOqdXAQAAAAlnyxZp6lTpqaciFzQmTZLuuScaewYAAAD8Nooa8cbmjY8fLw0bJuXmBmPVq0t/+5t01VXR3jsAAAAAUbJyZVDImDtX2rcv8m2s3d4NN5T2ngEAAACHjqJGPPn002D+uDUFD7nwQunFF5mVAQAAACRg8+8zz5RWrAiKGe+/X/g2ZcpIzZpJq1bRbg8AAADuoKgRD7ZtkwYODHplFDR8uJSWJpUjzAAAAECi+K3m3yeeGJwLdeed0umnBwUQ2u0BAADAFXzaXdoyM1XOZlRYx73atY/8cfbvlxYvlmbPlhYtknJyip92ZZkMBQ0AAAAgIWzeLM2cKT34YOTt55wj3X231KOHVLlyeNxa7dFuDwAAAK6gqBGFU6aq5uXJs6LD9OlSnz6H9xjp6dKsWdILL0hbtx74dnZalp1uRXYCAAAAxK3166VXX5Xmz5eWL4/c+NtMmCANHiwlJZX2HgIAAADHFkWN0mJzulNTlfTrHHD/u835/uwzqUkTqU6dYO63fVWqVHghXJsf/vbbQTHDihpF1agRFDgKZjDW4a9evdL63wEAAAAoYZYerFpVzk8Xli0LihmR0oOiLDW46SYKGgAAAIgPFDVKixUnii5qa0WIyZMjFylsPviGDQd+vOOOk669VurdW7r88mAZqv79pdzcIGuZNo1ZGgAAAEAB3333nUaNGqVPPvlEycnJ6tGjh/r27evEMbK397ffbilE1QPexpaXuu66oHjx6KOkBgAAAIhPFDVKy1lnBX0uDtStr6CffjrwttatpVtuCU61shkcIbaMVYcOdPgDAAAAIsjLy1NqaqqaNGmiV1991S9wDB48WDVr1lSnTp1ifoZGUNAovnbUeedJ118fFDMaNAiP2/lONP8GAABAPKKoUVqst8X06fL691dSbq68smWVlJYmtWxpp4yFvzZulNaulbZtK/4YNhujV6+D/wx6aAAAAADFbNu2TQ0bNtSIESNUtWpVnXHGGWrTpo1WrlwZ80UNm/QdqVfG3LlS166R70NqAAAAgHhFUaM02WyKK67QzvR0VUlJkWrXPvCpWNZjo+CsDltSqn37UttVAAAAIJ7UqFFDTz75pH/Z8zx/CaoVK1bo4YcflouTvi09uOCCaO4VAAAAEB1lovRzE1etWspp2/bgMyp+ndXhZyqGHhkAAADAMdO+fXt169ZNzZo1UwdbwjXGhdODYLqGfaeFHgAAABIVMzViFT0yAAAAgBIxefJkfzkqW4rq0Ucf1UMPPXRI97MZHvYVDbfdJl1+uaf09J1KSaniT/qO0q7gKIR+h6L1e4SjRwzdRwzdRwzdRwzd55XQe5pDfTyKGrGMhXABAACAY86ahZvs7GwNGTJE999/vypUqPCb98vKylIZWwcqSo4/3lPz5rtVuXKOtm8v3jQcsc8S9d27d/uXk5KIoYuIofuIofuIofuIofu8EnpPk1dwvdWDoKgBAAAAIO7ZzIxPP/1Ul112Wf5YvXr1tH//fu3cuVO/+93vfvMxqlWrprKhJWKjIHTmWnJyMh+IO4oYuo8Yuo8Yuo8Yuo8Yus8rofelubm5h3Q7ihoAAAAA4l5mZqbuuusuLV26VDVr1vTHVq9e7RczDqWgYSxhi/bZ9aF9iPZ+4MgRQ/cRQ/cRQ/cRQ/cRQ/cllcD70kN9LBqFAwAAAEiIJacaNWqkBx98UBkZGX5xY/z48RowYEC0dw0AAADAYaCoAQAAACDu2bJRzz77rCpVqqSbbrpJw4YNU8+ePdWrV69o7xoAAACAw8DyUwAAAAASgi07NWXKlGjvBgAAAICjwEwNAAAAAAAAAADgBIoaAAAAAAAAAADACRQ1AAAAAAAAAACAEyhqAAAAAAAAAAAAJ1DUAAAAAAAAAAAATqCoAQAAAAAAAAAAnEBRAwAAAAAAAAAAOIGiBgAAAAAAAAAAcAJFDQAAAAAAAAAA4ASKGgAAAAAAAAAAwAkUNQAAAAAAAAAAgBMoagAAAAAAAAAAACeUUwLxPM//npubG9V9yMvL8/chKSkpavuBI0cM3UcM3UcM3UcM3UcM3VdSMQy91w69944HsZBHhPaDXMJtxNB9xNB9xNB9xNB9xNB9XpRziYQqatiBNp9//nm0dwUAAABIiPfe8YA8AgAAAIidXCLJi6dTqA7hYOTk5KhMmTLMkgAAAABK8KytcuXK+e+74wF5BAAAABA7uURCFTUAAAAAAAAAAIC74uPUKQAAAAAAAAAAEPcoagAAAAAAAAAAACdQ1AAAAAAAAAAAAE6gqAEAAAAAAAAAAJxAUQMAAAAAAAAAADiBogYAAAAAAAAAAHACRY1jYN++fbrmmmv04Ycf5o+tXr1aN910k5o1a6auXbvq008/LXSfjz76SJ07d1ZKSoq//euvv87f5nmeJkyYoPPPP1+tWrXS448/rry8vGOxqzhGMWzfvr0aNGhQ7GvKlCnE0KHn4UsvvaRLL71UzZs3V58+ffT999/nb+N56EYMFyxYoA4dOvgxvPPOO7V169ZC22fNmqULL7zQv/+DDz6oPXv2lNr/J5Fs2bJFgwYN8l+z7Hg/+uijys7O9rfZ8+qWW27Rueeeq6uuukrvvfdeofsuW7bMj7u9Hvbq1avQ89AQw9iPYcjChQvVs2fPYuPEMPZjOG/ePHXs2NH/W3njjTdq5cqVxLAUkUu4j1zCfeQS7iOXcBe5hPvIJdy3xcVcwsNR2bt3r3fnnXd69evX9z744AN/bNu2bV6LFi28hx56yMvIyPBmzpzpnXvuud4PP/zgb9+4caPXtGlT7+mnn/a+/fZb/3aXXHKJl52d7W+fMWOG165dO2/FihXe8uXLvbZt23rPP/88kYqhGP7888/eTz/9lP81Z84c//aZmZnE0JEYvvPOO16zZs28t956y1u/fr131113eZ06dcp/TJ6HbsSwYcOG/vPPtg8ZMsTr3Lmzl5ub62//5z//6d/fYpyenu5dddVV3siRI0v5fxb/8vLyvK5du3p9+/b11q5d6792XX755d64ceP8bfa8uu+++/wYTZ061UtJScmPoX23mNrzze579913e9dcc41/P0MMYz+GIfZ+xcZ79OhRaJwYxn4Mly5d6r8vfe2117wNGzZ4kyZN8po3b+5t3ryZGJYCcgn3kUu4j1zCfeQS7iKXcB+5hPvyHM0lKGochXXr1nn/8R//4Qe34AdxVoC49NJLvZycnPzb9unTx5swYYJ/eezYsYWS/t27d/u3/+qrr/zrVtCYN29e/vYFCxb4RQ/ETgwLysrK8s4//3zvlVdeyR8jhrEfw9GjR3sDBw7M3/b111/797eCFTF0I4apqane/fffn79tz549XqtWrfxih+nWrZs3efLk/O32wmwvtvY3F8eOvbGxuG3dujV/bNGiRX5BftmyZX7RYteuXfnbevfunR+XJ598stjroRUbQ78DxDD2Y2jsJI3GjRv7BamiRQ1iGPsxvOeee7y0tLRCj3fFFVd4c+fOJYYljFzCfeQS7iOXcB+5hNvIJdxHLuG+DEdzCZafOgq2hFTr1q01d+7cQuM2LadRo0YqW7Zs/pgtTRRaNsXud8UVV+Rvq1Spkv73f/9XZ599tj/d58cff9R5552Xv71Fixb64Ycf9NNPPx3N7uIYxrCgGTNm6Pe//726dOniXyeGbsTwhBNO0IoVK/TNN98oJyfHX8botNNOU3JyMjF0JIa2vWnTpvnbKlasqNNPP93fnpubq88//1wtW7bM325TJffv319ouT8cPfv79/zzz+ukk04qNL5z506lp6frnHPOUeXKlQu9poViaNsLxsheDy3mxNCdGJr333/ffy0s+N7G8Dx0I4Z9+/bVrbfeWuwxd+zYQQxLGLmE+8gl3Ecu4T5yCbeRS7iPXMJ9v3c0lyh31I+QwLp16xZx3H4JigZn8+bN+ve//53/QZx9+GZrlX388ceqV6+e0tLS/O+h9eBr1KhR6PFCj1FwHNGLYYitA/f3v/9do0aNUpkyQY2QGLoRQ1v3ffny5f56gPahuX2Y+sILL/iXiaEbMaxevXqhYq/1HrKiom3Pysry138s+DezXLlyfjHLHgPHTrVq1fz1MQvGwf4uWl8oey4Vfd2yuIVicLDtxNCNGIb6E5mC/XAMMXQjhlZILOidd97Rhg0b/PsSw5JFLuE+cgn3kUu4j1zCbeQS7iOXcF81R3MJZmqUADtT8bPPPtMrr7zinwH+7rvv6v/+7//8SpTZvXu33wjcZmM899xzOuWUU/yGK7t27dLevXv921SoUCH/8UKXrfEVYiOGIYsXL/arlQXPTiWGbsTQPgy3P672XHz55Zf95+PQoUP9MWLoRgytIGUfpq5atcofmzp1qn7++Wf/cqQYhq7zt7RkjR8/Xl9++aXuvfdev/B7sBgcbDsxdCOGB0MM3Yvhxo0b9cADD6hTp05+gkIMo4Ncwn3kEu4jl3AfuYSbyCXcRy7hvvGO5BIUNUpA/fr1NXr0aL9TfJMmTTRp0iT953/+p6pUqeJvtzPB27dv758pbkG221oV7K233opYwAhdtjPJERsxDHnjjTf8D1at0hhCDN2I4cMPP+y/0bU/traE0cSJE/1KsX1oTgzdiGHXrl119dVXq3v37kpJSdG6det00UUXqWrVqjruuOP82xR9obTr/C0t2Tc/s2fP9r9b/CwOkWJgsxXNgbZbjIihGzE8GGLoVgy//fZb9erVS7Vr19YjjzzijxHD6CCXcB+5hPvIJdxHLuEecgn3kUu4b7xDuQRFjRJi/RVsaamlS5dq/vz5SkpKUq1atfLXKjvzzDPzb2sfoNpa/tZLo2bNmv5YaPmbgpftfoiNGIaehLZ+52WXXVbofsTQjRh+8cUXfh+bEPugvE6dOn7/GmLoRgytQGzFqZUrV2rZsmV+0cP+XtrfU5vOaC+g27Zty38sm+3xyy+/8Le0hFgBaubMmf6bnw4dOvhj9lwqGANj10PTTw+03V7viKEbMTwYYuhODK0o3KNHD5188sn+erqhJIUYRg+5hPvIJdxHLuE+cgl3kEu4j1zCfaMdyyUoapSADz74wJ+iYx+4WZA9z/OXTbFGuKGmKGvWrCn04bj12bAP6uyX5dRTT/U/pAuxyzZGP43YiaGxGNqTsWCjYkMM3YihjVmT8ILPw8zMTJ6HDsVw1qxZmj59ul/htxdLW1Lsq6++UqtWrfweNza7o+DfUmtkZbOqChazcGxMmTLFX8btiSee8GfPhNgMGisghqadGouJjYe2F4yRTW21aa42TgzdiOHBEEM3Ymh/O2+77Ta/sG8N3222GzGMLnIJ95FLuI9cwn3kEu4gl3AfuYT7pjiYS9AovATYLIwlS5boxRdf9ButWFC3b9+ua6+91t/eu3dvf7kU6xZ/wQUX+FUsq1xdfPHF/nZbXsXW+bcKl7FlcewXBLETw1Al0gpRRdeGI4ZuxPDGG2/0ezCcccYZ/h/fadOm+bM1bGk4w/Mw9mNozz9br9EKi9aoavjw4WrXrp0/RTLUNDAtLc2/bkWRESNG+EtWsfzUsWXFwWeffVapqan+61rBmYZWYLK+URanO+64w4+n9UmxJcVCZ89ZXK04dckll+iZZ57x4xoqXBHD2I/hbyGGsR/Dxx57zF8GdcyYMX7fN/sy1jPMXheJYekjl3AfuYT7yCXcRy7hBnIJ95FLuO8bV3MJD8dE/fr1vQ8++CD/+pIlS7yOHTt6KSkpXq9evbyMjIxCt3/zzTe9Dh06eI0bN/Zuvvlmb+3atfnbcnJyvLFjx3otW7b0Wrdu7Y0fP97Ly8sjUjEWw2nTpnldu3aN+FjEMPZjaDGyGLZv395r3ry516dPH2/jxo2FtvM8jP3n4dSpU70//vGP/t/LP//5z96OHTsKbbcYt2nTxmvRooX3wAMPeHv37i21/0uisGNscYv0ZTZs2OB1797df727+uqrvffff7/Q/d9++23viiuu8Jo2ber17t270PMw9PjEMLZjGDJ58mSvR48eER+fGMZmDO39pT33It3P4kkMSw+5hPvIJdxHLuE+cgn3kEu4j1zCfdMczSWS7J+jL40AAAAAAAAAAACULHpqAAAAAAAAAAAAJ1DUAAAAAAAAAAAATqCoAQAAAAAAAAAAnEBRAwAAAAAAAAAAOIGiBgAAAAAAAAAAcAJFDQAAAAAAAAAA4ASKGgAAAAAAAAAAwAkUNQAAAAAAAAAAgBMoagAAStQDDzygBg0a6L333ou4/d133/W3T5gwgUgAAAAAII8AABxUkud53sFvAgDAkcvKytLVV1+t8uXL6x//+IcqV66cv23nzp3q1KmTjj/+eP33f/+3KlSowKEGAAAAQB4BADggZmoAAEpUtWrVNHLkSP3www+aNGlSoW0TJ07U1q1b9fjjj1PQAAAAAEAeAQD4TRQ1AAAlrn379v6MjL///e9KT0/3x1auXKmXXnpJgwYN0tlnn61NmzZp8ODBatWqlVJSUtS7d299+eWXhR4nMzNT999/v9q2batGjRqpTZs2/vV///vfhX7W2LFj/fs3bdpUw4YNI8IAAACAg8gjAACRsPwUAKBU/PLLL/4yVKeccopefPFFdenSRVWqVNELL7yg7du369prr1WlSpV01113+d9nz56t1atX+8tS1a1bV3v27PHvf+KJJ2rAgAH+klWrVq3SlClT/McaNWpUfuKzZcsW3XrrrTr//PP9n9GsWTOiDAAAADiIPAIAUFS5YiMAAJSAE044QSNGjPCLFrfddps/62LBggUqW7asX8CwZMVmbpx22mn+7S+66CJdddVVeuqppzR58mRt2LBBJ598sh577DHVrl3bv40VLWzmx0cffVToZ5166qkaMmQIcQQAAAAcRx4BACiKogYAoNRcfvnlfqFi8eLFSktLU506dfzx5cuXq2HDhqpZs6ZycnL8sTJlyviFjYULF/rXbbvN8MjLy/MLHN99950yMjK0fv36/PuE2G0BAAAAxAfyCABAQRQ1AACl6sILL/SLGu3atcsfs1kaVqSwPhmR2NJTtiTVzJkzNXXqVP/2J510kho3buyP79ixo9DtK1euXOL/DwAAAAClhzwCABBCUQMAEHXWH8MahFvT70gqVKigRYsWady4cRo6dKiuv/56/e53v/O33X333fr8889LeY8BAAAARBt5BAAkJooaAICos4KGFS3OPPNMVa1aNX/8kUce0f79+zVy5EitXLlS1apVU9++ffO379q1yx8vV46XMwAAACDRkEcAQGIqE+0dAADglltu8Xtl2Hdbmsp6bAwfPlxz5szxCx2madOmysrK8mdrfPjhh34RpHv37tq2bZu/PBUAAACAxEIeAQCJiVNbAQBRZw3CX375ZU2cOFEjRoxQdna2zjjjDI0ZM0Y33HCDf5vrrrtOmZmZmjdvnt8w3O5jfTm6devmF0C++eYb1a1bN9r/FQAAAAClhDwCABJTkud5XrR3AgAAAAAAAAAA4Lew/BQAAAAAAAAAAHACRQ0AAAAAAAAAAOAEihoAAAAAAAAAAMAJFDUAAAAAAAAAAIATKGoAAAAAAAAAAAAnUNQAAAAAAAAAAABOoKgBAAAAAAAAAACcQFEDAAAAAAAAAAA4gaIGAAAAAAAAAABwAkUNAAAAAAAAAADgBIoaAAAAAAAAAADACRQ1AAAAAAAAAACAXPD/AVH6Nne3H0UpAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Global Trends Summary:\n",
      "   year  co2_emissions_kt    population\n",
      "0  1960      7.702298e+07  3.043238e+10\n",
      "1  1961      7.628584e+07  3.085054e+10\n",
      "2  1962      7.856840e+07  3.141916e+10\n",
      "3  1963      8.309549e+07  3.212029e+10\n",
      "4  1964      8.767972e+07  3.284014e+10\n",
      "\n",
      "Total years covered: 1960 to 2019\n"
     ]
    }
   ],
   "source": [
    "# Global CO2 emissions and population over time\n",
    "global_trends = merged_df.groupby('year').agg({\n",
    "    'co2_emissions_kt': 'sum',\n",
    "    'population': 'sum'\n",
    "}).reset_index()\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n",
    "\n",
    "# Global CO2 emissions trend\n",
    "axes[0].plot(global_trends['year'], global_trends['co2_emissions_kt'], \n",
    "             color='red', linewidth=2, marker='o', markersize=3)\n",
    "axes[0].set_xlabel('Year', fontsize=12)\n",
    "axes[0].set_ylabel('Total CO₂ Emissions (kt)', fontsize=12)\n",
    "axes[0].set_title('Global CO₂ Emissions Over Time', fontsize=14, fontweight='bold')\n",
    "axes[0].grid(True, alpha=0.3)\n",
    "\n",
    "# Global population trend\n",
    "axes[1].plot(global_trends['year'], global_trends['population'], \n",
    "             color='blue', linewidth=2, marker='o', markersize=3)\n",
    "axes[1].set_xlabel('Year', fontsize=12)\n",
    "axes[1].set_ylabel('Total Population', fontsize=12)\n",
    "axes[1].set_title('Global Population Over Time', fontsize=14, fontweight='bold')\n",
    "axes[1].grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"Global Trends Summary:\")\n",
    "print(global_trends.head())\n",
    "print(f\"\\nTotal years covered: {global_trends['year'].min()} to {global_trends['year'].max()}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "141eeff6",
   "metadata": {},
   "source": [
    "### 4.2 Correlation Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ca7a10d2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Correlation Matrix:\n",
      "                  population  co2_emissions_kt\n",
      "population          1.000000          0.855439\n",
      "co2_emissions_kt    0.855439          1.000000\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABdEAAAJOCAYAAABYwk4SAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjcsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvTLEjVAAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3Ql8FPX9//FPThISEiBA5D7lvvGognhbUCyKhaL+FI96o7YetGjrWW9rrVrv2lLFA61HVVQUKxSsoiDIIYiAcocAISEkIef/8f76n3SzZEPuPfJ68tjHZmZ2l9mZ2d3vfL6f+XyjysrKygwAAAAAAAAAABwg+sBZAAAAAAAAAACAIDoAAAAAAAAAAFUgEx0AAAAAAAAAgAAIogMAAAAAAAAAEABBdAAAAAAAAAAAAiCIDgAAAAAAAABAAATRAQAAAAAAAAAIgCA6AAAAAAAAAAABEEQHAAAAAAAAACCA2EALUL+Ki4vtjTfesLffftvWrFlj+/bts5YtW9rgwYPt7LPPtmOOOSYsNvlvf/tb9z5k7ty51qlTp1q9Tmlpqa1du9b69OlTPu+8886zRYsWub+1jULRo48+ao899liFeVFRURYXF2epqak2dOhQmzp1qvXt29dCVX1t58LCQtu0aZP17NmzfN4JJ5xgW7ZssY4dO9rHH39sTU1GRob9/e9/t/nz59vWrVvdcd6hQwf3+b7wwgutffv2lT5v+/bt9vzzz9uCBQvc9isoKLC0tDQbMmSI/fznP7fRo0c3+Lp7++5gdHxfffXVDfKZ+sc//mFHHnmkNZTPP//czj///AZ5HwAANHW+5wme6Oho105u1aqV/eQnP3G/v507d7ZQVV9t2dzcXMvKyqrwXr3zniOOOMK1+5qaDRs22N/+9jf77LPPXJtZx0aXLl3cNlf7TMdIZdatW2cvvvii/fe//3VtZp1Xt23b1g477DB3Hq3zr4bme85alXvuuccmTJgQcufe1fH666/b9OnTG+R9NIannnrKHnroIbfNdN7l+fDDD+3VV1+1FStWWHZ2tiUkJFiPHj3spz/9qTsvbtasmYWLzZs324knnuj+PvPMM+3ee++t0fPnzJnjzn90fnnXXXc10FoCkY1M9Eawc+dO9wP/u9/9zgVx9uzZY0VFRZaZmel+DH/5y1/aH/7wB2sq/vOf/9j48eNdIyoSlJWVuYCy9qd+pM855xxbtWqVRSq933feecfGjBljs2fPDvbqhAydaGmbPPfcc/bdd99ZXl6eC4avX7/eZsyYYePGjXMnDf70HTB27Fh79tlnbfXq1bZ37173/aCThA8++MAuueQSu+aaayw/Pz8o7wsAAKC2lFCwf/9+16558803XTt527ZtEbtBFeCdOXOmnXzyyfbFF18Ee3VCxiuvvOLawrr/4YcfXBtZbWW1fR9//HE7/fTTXYKVv5deesl+9rOf2QsvvOCC6UpE0/GkYKKOp1/84hfuPLqkpCQo7wuhQclLTzzxhCUmJtpZZ51VPv/uu+92HXfz5s2zXbt2uc+nOri+/vpre+CBB9z3kY7DpkIB+EMOOcT++c9/2pdffhns1QHCEpnoDUzBsCuvvNJ9UYt6/fRjn5SU5ALqDz/8sOsRVTbCgAEDXI9iJFNmhzoNRO/X15///GcXjA4X2nfDhg1zP8b6UdYP97///W/XuHvwwQddMDUS6YTg+uuvr3SZGsZqxMbExFhTos+3At36vOsKk2uvvdaOOuooFxBX41+ZHWqwab4C43qM97xf/epX7riPjY11WRMKxKekpNi3337rTipWrlzpnqNt+qc//anC/3vHHXccdFvv2LHDfbaqSw0r7cdAkpOTrT7pPU+cONH93bp1a2tI+ryqEd0Q7wMAAPyP2hJqU6htpKC5MkS/+uor1y5R++bOO++MyM2lq47VPquM1waJj4+3puSjjz6yW265xf2tqzKvu+46d7WlEpCURKLzJ/2tYOe7777r2sTe826//XaXwNO8eXO7/PLL7dhjj3WZxGpD62rGjRs3uvNoZRPfeOONFf5fna8crG2pgHyg/VUZZb1X1a7Wlcn1SZnhOlcQZd83JCX1HH300Q3yPhra008/7RKOFEDXeZQoqU2JTN5+Uwa2rnzwzo10Zbay03UVseI1TYHOGxWL0vtXJ0JV53wAKkcQvYHp8qtly5a5v3W5kLLRPSqD0b17d7vgggvctHoEIz2IrkZQIA0dQKtvWl+dHIgurVNQXQ07XWmgDpJIDSZXtQ8bunEXqpTloJNE7e9nnnnGlWny6G91tPzrX/9yHWY6IVBnmugyOq/jSA2ZU089tfx5auSNGjXKzj33XNfAU9b/pEmTXHDeozIxxx9/fJXrpv+vJvQevOO6MSiY3VgBbZ20NuZ7AwCgqWrTpk35b65KmjzyyCN23HHHufbxwoULLVJV1U5uim0QtYHVTha195Slr1I50rVrVxs+fLhNmTLFBTQVENe9Arl6njLMtT3VNlWwfcSIEeWv261bN9cOVskRZSEreUlJGZrvUeZ7fbeTG7stqWB2YwW0lcWtW7hR2SSv5I06Ajw6H/foyl6dV3nnWEpM0vGjK2VUJqipBNFFCVsKoi9dutTdGqMcEhBJKOfSwLwvdNV8u+KKKw5YroDYfffd58pj+NfGU3Dtr3/9qwusK4NSN/Ucvvbaawc00FRLTrXalA2rRobqCusLUYFd/YBomW5an8suu8wGDRrkGihe2RHVpbv55pvdj8vAgQPd66nGVk5OTrXep4KDeh+qLab/V7dTTjnF1VPzXkPZuF4NL2/baJ003+tk8NbTn37clH2gddb6nXTSSa5BplI5vvRa3mvo8kD1LGud9BytT2UlZLxtp/u6UFaEGoOiht/u3btrtS+97aCSN7rc8aqrrnKNRtX9UyaCLl+s7PH+2813vytT42B0ma2yRLQdFPhVo1aNT9WrVpaG6HW8mtKiZXp9r5FS1bZ8//33XYeRjk0dfwoY6wdcGdq+9H94661GkR6jBrD2oS711KWbVfnmm2/Kn+/baeXRa2iZ6ox7l35+8sknrgGvGpX9+/e3ww8/3P7v//7PlVo5GO0jZVaJGmO+AXSPMh+0rT799NPyALrqyavhIsrG8Q2g+x5Tv/71r8undbyEEm8768oLlWlSkF/vXyfJqkuoY1vz9Z41X/vxL3/5i2uwVra/fRu7umRXx7u+k3TVir5T9JnQ95vv80XbX98P+j7V/tOxqxMpdUxW9zOh41DH2mmnneb2hz5vOiZUosmf7/etyvWo4a3PqD7XWg/V/PT/bOn71TuOtS3UyFcD3vtsAQAQydq1a1de81pZx3X9DdZv7/Lly13bUr+/qreudp9v+7uqtqnvOYN3LlIVlepTZrPaOPot1zoqgKtMV69dolrMXk1p0d96fa/t7v1/arv70vNnzZplkydPdq+rNs8ZZ5zhAsP+V+nq/9BrqD2tKx6V0a+2ktrWam9pXJ6DBY299dBVtL70f+l1tUxtOo/a3lo3tXXUztJjLr74Ylu8ePFBt5uC4t6YO2rHeQF0j86RtZ2USayrXb1MaP3tlf3RuZxvAN2j40ntLm8b+tfjDybtc28766rUt956y52DaD/p/ahGtyjJRudb3nzVfq9sf/seRzVp+9bkPKeqz4Syt3XurfNprauOAf3/3jhbvrzXUGxAyYT6v/UZ1f9/ww03uNfyVZM2f2X0PlQeSJ00+h7w+F7xoTa3rgTRObrXyaf4gm46N6npZ91334wcOdK9p9/85jfuPeq96txP8RV9102bNs29ho5hfW/5lrPyPU4Ut9CVLCpfpG2suMmTTz5Z7VJF3nbUNtDzFSzXe/M/11A9eN2ETHSg5shEb0D6klbjzuvx1ECBlVEjyZ9KgqiBpVIOvrweQzWQ9GPgn+msHwKVfvCoIepLP35eUFsDYuoLW8E81Wz3bdCqsaOAs/4ffbm2aNEi4PvUF7tKtHgla3yDi/oxUDDbu5SqNvTj4V/GQuus11R2ru59B7f0qFHpW+tL66OOAb0XL5BZn3QJ2ffff+/+1mWIXtZAbfelTgIUaFcg2fPee++5RqWCqYEGqawNNcLVmNJ29egHV7UJdVOGh5dFUhsKzvv/SOuHXpfzKriuDiQ1Zvzpsk7ffagSJ2qgpKenV8jI9tWvXz933KvRptf+/e9/Xz5gjD6Peg3RMaBtrhM0NXR8OzP0GdF21v+tjig1QgLxAuiiRlNl9PnXzZfviYcaX4GoMaYBuZTp7gXdG5I+zwr6VkbfGdr2lTXO1dD1tqF32faSJUvc8e01OHUcKRNNWS4XXXRRwHXQ94+OfR2Xvt+n+i7RTevndZDoe0efL20fjz5zmq+b9qXv4EKVUSNXNRF9T07UGFcNe93U+L/pppsOeJ6C5TrJ9F1PXZKsz4y+h/U9oMCAvl/13n0p+K7vNg3uq3sAACKZfmu9Nq3vOVFtf4PVjlTbVY8V1TVWYFJtN7WT6/MqN62brgzU1aYetTvUttdNv/VKeqltu0vBSP/gt5JCdFM7VYk4KmfiS/+/2j96jEftXL2WSqLoaufKqENfbTltdwV2fZO8NL6P9x7VDhOdZ/mfA+gxCxYscAFULVcAty7tZAV2/akNWZ12shd09/+/Goo6GgK1k9Ver+x8X4Fx7/xDdL6odqy2t+/gtZqv8jV6DQXUA6lJ27eu5zmitrc6q3zPSbUd1ObVOYCCyd6V9f7nOjrH811PBYl1nqArEmra5g9Ex6Io4K194FHSna701Tm6AuOXXnqp+15QJ4LOI/W+/c9ravNZ1+urk8nrLPIG8NT+1PeS73ebAv4631bnic6rfKnjQucFvuuiGIHOK/74xz9WuQ2037UPdBz4nqfovEvxIcV1fLeNOip0LhLJVwUBDYVM9AakHyjvRyPQaOOBqOfWC7oqK0Nfqi+//HJ5I0IBGjWoKvs/9aOrYKt3mZIv/UApO1yNKwWUFURUsFkBdAUaNU+vrcxSBbrUQD1YPWX9CHsNOPWu6sdajVev5rmyP/WFrsxL30CqfrjUI+x72VVlDSj9uIsyF5QxoXVXdq4CVFpvZYNW1kOrHxO9N/2I6RIuj3/PutZJ61HTnlgFufXDrh9CNUIU8FVGvqgn3ev9ru2+VI+2AvFapkaueqVF2ffaP/VJWSlekO+2225z02rcdOjQwc3zGnhqkHn7Q/RjrW0XqFEs2l/etlWAWx0rajh4jS39gCswXhk1GvT/aRspI8FzsIwhBS294903y8LLUNFx79XhVsaGGpbqlNB71ntX5o8ypnSMHWzwVN+rIWpSkkh19D1VXRaq48iroe77nIaiY1pliSq76fgNtJ+0PbWtvJqXooa1TtbUYPYdAd63o68yWu41prX/tU+0n9ShoIwlZbd7VzDos6HvWZ1cKpCvx+pk5dBDD3X7Tx0pB8ti0cm518DVlRZ6TR2n3neYThB1HPvTCZEa7Pq+04m71xDXa3mDialx6n22lGml7yMd/94Ji747dfkyAACRRO0jr52sK/F0juC1132zwmv7G6wAVe/evd1vvtoIXrtagSNlNdcnrZPa+GqT6bxIbQ21OTTGlW87Wb/z/pnoaidXlfiidr4XQFdgT+cIaucqO9k7F9L5mT+dW+m8T2UE1f7y3r+2sdY3ELWBvSxzbSuv7KhvO1kJR94Vkt5VkAp0q62j967AnN67XkvnnMFsJ/sGQRujnayElkDt5EAJImov6vjXtvIy573jRgFk7T+Nm1TddnJN2r51Pc/R66iGvQLo2t9aT30edU6uMk16bR2fvp0eHh1bylxXu1dBXO/zovNmr+1bkzZ/IF5ikv9V2To2vJiGR6+l4L86hnSOoliB79Ue1f2s+38W9XgNfqvPiHf+rP2uTj59RvWevCvWNd//qlVRAF0Z71oH/Z8qFyuqWOB1FFRG+0BXvGo9FHPS1c9eIpm2oc5JvE4Lj7et1JmmREMA1UcQvQH5Bnarqo/nT1/uXskKNQ7Vg6qGpAKV+lL06k77l3/x6JIhXaKjxo83MItHPa/6cu7Vq5cLsOtHQj9OokuG1HhTCQk9Tj96oh++qtZflwyp519f8ApoK+NWX+De5Xp6rhp5+gHzzTbWtBpFVdVeU4PA+7/1w6pGt9ZdDRD1+Ip6ltXD6k8NRN30g6VLsrwfP/8SMNqeWo+a1vPW5VJqMKmXWz3W3o+b3rt65OtjXyrwqIB837593Y+9t031A16fo9CrzIz2oRpFCkCrUaT34TVavc4B9d77NoA1rcdUNUCSGhSi3m81uHSM6YdbJxZenUJtu8oaE9rP6mRRfUNvm1a2D/3p2PeuBPBOCNRA8k7CVMrFO6HxAtR6j+rwUeaBLlHU8azGn04UquIboK3OJYe1+X7wXrcm3yONSdvw1ltvdVeE6LPgDeijDAvVs9Sxr8x/79jxzWQJ9HoenXiroa2MKpWI0XGqBreXYeY9VldOKGNNjUEFtnXprB6rDhw1IANRw9H77Oq4UCNUnzcdpzpevasYKvuM6v0p416XTKpEi7LlPN6VPb7vRScY6pjUZ0bfBWr06+Ta/yoFAOFNvzcKgPmWqKqKV27C/6Z2AhCuFBz02slKwtD4LqLfPCWe1MdvsM4NVCJBv/v6PfaytWta5/pglHmq32yvE1ztcZ3TeO14r52stqfXBhL9rd/8qsZI8oJbaiOp9ILOEXSuoHaCtoUoqO6bYepREoq2m9pfvuX/DtZOVuKDd47otZPVbvH2hRJXvPMzrx2j9pW2gTJrTz75ZJekonaW9ll127s1aSd7ZTcO1v71fc1QbSfr+1zBZ52f6+ptj44XBTq1/3yvmqxuO7k6bd+6nufo9dV2FZ1XqzNA5+L63fISq7Td/YO03v+tALvev64Y8L36vrJ28sHa/IH2v9d5oo4Bf/r+0WvonNIrYeJ7bOo81TfRp7qfdX+KNSh+ovMBfT486ljRZ9QrR1vVPtb5rs6b9LlXnEZXJXiq+k5T8N270kHn9Dov0edX/5/WSfxLHfluK9/yMgAOjnIuDUg/jPoB8/1yr4yW+wZ5lFnh1a7Sj5xvw0uNQ11+o2xvZSorG9o3qKnlXq9lZdRD7UuNV6/xoZ7oynqj9WOhLJKqAj16jIJB999/v2sk+9cjrG3A17ukST+e/rWm9WPsBWj1OG+wEI9viRc1tPUjrQaob6OsPmj/qJGvH1jVO9OJgRfsrsu+1Dr7vmcFofUDrEvF1IDVj29lJVBq25BUY0a91ro0U9mxvvXwa9Lo9adL8UQNIv9MHO1DZQN4+9D/0lPffahto22i93Wwfaj9oUaEMpmUCaz3pgaRd2meb51HNZbUQ68sKDUkvXIjOonRVR3qdKqqk8D3KpNAn3Ots/8le76Xe1bVeNElgt56V7W/64uO3cqyLKqi7wbfDjt1WOn40bbxPaY1X8f5wfafgk/q8NDJnGqE6qbPjhqVarSrA83bFrqcVeur8R2UtaGbPitqQKoRq31dVePbOz79Lwn2Mlh0DOq1fS+v9Oi9+b4/37+996hMGh1DOgFWI143HQteR6YuYVenFYDIoN98nUzrCp3qUqanbztJ3xMKTkT6YPNoGvT7rQQd/aaqra7yId7vZV1+gxUE8q2vrXa+gmQ6D/EfP6g+2slqf+vKOmXRar3VFq9rO1ltea80iEoRegk/onNDJSrp/1LWsa7cVNvGl9oSVbVBAtG2VSKLzkGUHa2rARQ09J7n206+8cYbXRkMtXG9jHhlquucR1co6lZVsoLvegVqJ/ufC/u3eatqJ/uWy2uMdrLadYGSnwLxDd767mO1n70SGzr38OIGB9t/NWn71vU8p6rPqM5LFe9QHKCyz6jen+9rV3aM1qTNXxmdI3m/n4Ha+zre1cmkmzoclHyn415XzIqyxLXMC+jX5rMeaB/7fkZ951e2j7X/fGMFvmWSqvpO801E01UGuvlTm0Qd/N7+8N1W/nEbAFUjE70B6UtK5Su8Lz7/QXS8L1BlgKtB6ZWo8M8er6rR5x+YO1j9P//a5gf7v6rz5aovZWX+KmNCWeEaNEWlZLySGnVRVeZGVdtB1GCv7mvVxj/+8Q/XYFADRj3laoiqVI5vg74u+/JgweLK3rPvSXhNBixUY0L7UIMtKntF2UPKgPPtMa+tqrZBTfdhVY10f14tR20TdQ55l7YqI0iZUR4FMNWQUgaTSuboEjwFrpUNoexqXVrsW8vPn++4A4FqlitbR4PT3HHHHeWlfXxHQlcHVCDqBPD2a6iOnh5oP/lfZVLZPg703anLm3UJt04UlMmuY0XbTseoGtxe3UE1eBWAUsaaThqUxaH9paxvlVI666yzqhwg+WDfC1WdZFfn+NR71veC1lHZRzrh0P+p7001cvVevLEzAIQ3tYH0PVTTEk0KLCjLTTd9rygbVRmm/gPwAeFEbR+vnazfZLW1lLXsG0iry2+w/4Cbvo8/WBu5pu1ktSGVRasyMWpjKGtYf1c2mHxN1OU8QbxM/dqc53hX9CoIqXIyXjtZwVXfshh6j8qCVbaugq4KaKr8hpJgNEikbwZ8bdvJOqfSaysZyxtfyvd5VbWTvSuqvXUPRb7tRd+2Ym3byTVp+9b1PKe6x1Vtz+Nq0uY/GP/XVx1xXSXvW8NcAXV9lpXp7pVM0vv3frdr+1n3/Sz6rofvNjjY/vX/TjvY578m8Rx9/wXKoq9uPAjAjwiiNzCvjrO+BFUPy596PtWDrt5kXVYlyiT3egl12ZVvj6d6Qr3adQoG+tda9x0wojpfkr7Z5foRVmPXu2l91EOrv6sK3qn32/tS1uVjymZQQLayL3vfedXJAPEykVUWxX/gUt8SLl5nRaipy74Ur66y9+PnBWDVGeI93reH37dmXE0uzfJG7lYnjMrPqFGsTIbKGlW13YfqJfcfiKch96EyApT9713C5l2iqktYvQah9oeCmTrOdWWAOoJ0UqCTCe+SQ3WQVBXkVGPPW3cFvL3LlX33m4Kl3iA6yiTytovXIFPmvzIv/Gl/+g6q2xAD4oYiNZa1D3QFjAYTUjaIPgveJcPK3NI877jSyZVOCFTXUBmcOq68cRB0MlbVyZfv1Q7+ZaGUreLtr9oen7rKRCcqOoZ0Ka++83VVhHf5rGolVrbvAYQfXcml353KxlhRRpsy/vS9r2SDQDVvFUxQMF1BECDS1eU3WG0B3ys+1GbyArC+5zfeuZF/XeWatJN1ZYjac2pbquaxAnNKyPDNUK1NO1ntea9MhM5zfEu2qI3qlYRSW9+/FEVdqYa6t50UJPQyib0kFNF5gNqoapPpsWq7qK2roLp3BbCuYtW+CkTZy9579AaV9KVtqDIk2nf6/vMSt1TSxysrqQ4Z32C5R/+vV/9egUvfciGRrLpt3/o4z6nqM6pzHi8G4JUeasg2f6AOBS9o7V/ySJ8pbRsdrwcrr+aVAa3JZ72+KS7gG0j33S9ePfXK+H7fqVPLN57jnQPrb9/Stb4JRjUZqwAA5VwanHr5FTTRF5d6WPXFqCCeGkP6EfPqXerL3+slVSBTNbh0WZ3qW+kyuosvvtg9Vz2yXka7RqSvK/1fupxP66IvWdXg06WD+nFWIFUNTs3TewjUA+r7g6UArGqp60TSt/aWl/3h20urUjKqsaYf9UAD7iho6HUuaFAT/aDqh0KNKQ284wUxvWBpbWh7av0UWK1pXfSDqeu+1CCfGqhR2Wi6dNC7lEsZ4l6DwbemmTI5dBzpeKvJoErePtS9Lqnzysz4DmKirHh1wvjuQ2XdqXGm0iSBfoAVCFADTQ1x1dFTzX49VseHV8pFteIaoi60roZQo8kb+Fb72D8QrfI7amwqU0DbW7U1lZXjW0/yYD30Oi5VD1vHkbKNdSm/LvfUa6jzzBvwRuWUfAfSVWNRNcS1bZQNom2pLBE15LTO+n7QNhZ1TOmEoqHpPfh3dvjSd1dDN7Yef/zx8oGslBniNfR9T7y8faJ6gWrU6/Ogz5My/hWY9j2hq2r/qYSQ9rlXn1xZ4wp06RhQRpSXqVbb71u9D29wZjWGNaCutqFvVg0ZIEBkUHmmyui76bLLLnMntyrjpGxMjfOh306VRPAoIKIydbpqqSZXXgHhqq6/wd65gdpNCvB67VlvXCcv81TtPJ3T6DdZr68gXWWdXYF4r6t2iAKSarMqwOa10XyvHPVtJ6stp5sCYF69dn9qlyqjWKVOrr76ahe0UztBJQm9UhpqSwd6fm3pvE4BcwVWvaQe1XD3bafqfEWZygq4qe2ngK2y1NXG8mo663WqylbW9tCVNd55pdq9+ltX5nklRrzODwXmvRIW2gZqJ6udrs4Ind8oSKwkH7XZdW6h53rtddWe9i8L2RC0TapqJyu73AvINpSatH3rep6jcw+dh6rdqs+MPk86D9W+03hd3jFQ23ZyTdr8ldE2UNKanutb2seLw6imu+jcTDdd4aBtpc4fb6wsdQB4QeqafNbrm44rxQpUv12dE9pfHt866/4UC9F70PeFErd09YFKw+gzojHIdG6n70TFHnyTfCrrKAFwcFy70cDUcNDlQjp5UmBTPe26+X/5qwGoHzWPGg36IlTgVUFkL5Ds0SVvgUYAryl9WetLVj+oCuT50g+ulld1CZG+lBVw9S6b0s2ffuD14+Rdsqxp/Z8KDOr1fQdZ8f/h1g/Jk08+6XqofUc0F72WeozrcrKpBqQaBrWpBV0dddmXajT6v2cFzXXS4NGlaF4pIAVdlVWu5ykQXt3L37QPdbmtnuc7gKcvNbaUEaKeeTVs1Yj0ajxrH/g2uv1PDtSpoo4EZdL7Dr4oej2dNDUENfK8402USeBltYiOGzVQtI3VoKrsvatherBL+DRoi0Z/1/N1UqF97k//rxr7vg1BNeTUoPFOLNQJops/HSNeQ7WhqQHnW+6mPmpB1pROINX5oc+8OoP8O4R0KapOgkWNQx1T2u46jvyPpf79+7uSWVXRpa9q/Ou966RVN196fX1X1YZOPvW9ogC6PqfeZ9WjE1Y9BkDk0lVIysb0ggxqDymwpuQK3yC6So8pUOYbAAQiXW1/g1VfWIEu/3alAkpKWPH4DvKr8y210bx2cqDyIv70mVQgTR1d/u1yURvESzbxLYWi9pJuem6gtqQSTHROpGCfsrx186WgsoLQDUFtKXX0e9mvuoLat/yEtrEGvtT/rwxx37IYvgkrB6tFrqtv1Emgfa1zk8pKwGi/abkvBQ410KKCxupQ0XlOZQMuKzDve27UkHTMVNVO1lgWXu34hlLdtm99nOeog0TneTpXV2BXV8j6XiWrGIFe17f8TkO1+QPR76iC6N7gmh6dm+pqUF3xqXPByt6/rgbxPe5q8lmvb+qg0Hm1Avy+9P6rShjUPtB3m7eP/D8Lytb3BnP2eB10KgVU2dXwAAIjiN4IlGWtHlZ9gSuAqmxT/ZApA0nBN/0I+v94qQdb2d9qeKmXVJnhavCpgaFMdgUmq1s37WDU+6j1U0+wfmjUyNGXrRptCv4rE70qypzV+9HJoH4A9Vy9HzVoVEdM660gkn7g9GOuDCv9GKtXXAEk31HsK6OGln44lJ2lhouyIRRIVuNA69cYg8jURV32pTpcFDxVRrgaMcrYVqeDb/a5LsdUFokynrVNFTRWL75OSKqbuawBg7RvdBwoi0HbVMemrlJQCQpR9r/2qRobyo7XJZdqCOv/88268af3pvXT4DBqlCiQrl5+ZQ2ocaMTnYPV8q8tXcKr7B11wvhfourRNtJ66f0oE0rvX9tajQoNluR/chaITvDU6/+3v/3N7S+d2GmbKliiY1WfhcqOdW1jNZh0fOhSVV2hoRMFNWh0gqf1VwO3Mnq8PrNVUaZBfdS2b0xqROr7UifSOu60LXWCp+9SfQZ8ByXTyaqOW2+7a//p8lVlYeh9K2upqgGTRI/Vd7OyN9QhqO8xHQPKklJ9xqqyPw5Gx7bex4svvugCZPrMqGGuz42+1/ReqrpEE0D4U0kKXXnlW69XVyD5Z03qt0C/JVydgqaktr/BOt9QopJqdasWtAK+eqwCSL5Z22prqxSDfofVnlD7U+1BXXnrld08GAWo1P5VcEvnSWqnKJCqRBAFeNVGUfBb83Re5ZVvUxtMQcCqqI2iNozaMrqiV4FAvZ6+H7R+as8frB1TW2pLKVHDK5dRWTtZ53naZlpHle9QMFLro6srFdzT9q0OXYmnba7zRXUY6HXUTtf20vmA3mdl5xN6fT1PSSZq8yrbWEFMtaN0rqogvm8imi8dVwdrJ6vNHW7t5Jq0fevjPEfn9dqWKuGqK0a0D7zBSZUIVpcrwmvS5g9E71FJKuqM0v70PY509YReR9vAKz+j5fpc6hxa56G+59U1+azXN3W2a/+pY0vxAiVgqdxuoGRD/yQnbUed8+pKG71Pnc97CYn+5xpKnpNA55gAAosqq+nQ5AAalE4YlLktlY10DgAAQj/IoaCPggvKNFWHun9Wm4Ll3uChOjHXSbCCFL7Z6QAqUlJGQ15BCiC8KJlPpYA04K064xQcDxcqi+NdMdsYVzGIOrC8MQ3UgabEPgDVR8FFAAAAoIEoo1RXGSkTzLsp4853sDR1miu78mDlwwAAwP+oBJFXS90bbwuBeQOb60oOAuhAzRFEBwAAABpwwFFdRq46siq7puD5Qw89VKHMg0r9qWRCQ5VtAAAgUqmEjco46fdVmekITAPEerXsAdQcQXQAAACggajshOqUahwLDXKocWF08qpaw76Dd6vkCwAAqBnVLlft8D179rixBVA51dDXuAtqf9R2MFigqaMmOgAAAAAAAAAAAZCJDgAAAAAAAABAAATRAQAAAAAAAAAIIDbQAgAAAABVKy0tteLiYouOjnaDdQEAAAAID2VlZa49Hxsb69rzVSGIDgAAANSSAujLly9n+wEAAABhatCgQRYfH1/lYwiiAwAAALXkZayo4R0TExPULJqcnBxLSUkhI57tHVE4ttnekYzjm20dqTi22d7hoqSkxCXEHCwLPSSD6O/G9Qn2KgBoQKcVrSn/e8mJo9jWQIQaPndBsFcBaBReCRcF0IMdRFfjX+tAWRm2dyTh2GZ7RzKOb7Z1pOLYZnuHm+q0nxlYFAAAAAAAAACAAAiiAwAAAAAAAAAQAEF0AAAAAAAAAAACIIgOAAAAAAAAAEAABNEBAAAAAAAAAAiAIDoAAAAAAAAAAAEQRAcAAAAAAAAAIACC6AAAAAAAAAAABEAQHQAAAAAAAAAAgugAAAAAAAAAANQMmegAAAAAAAAAAARAEB0AAAAAAAAAgAAIogMAAAAAAAAAEABBdAAAAAAAAAAAAiCIDgAAAAAAAABAAATRAQAAAAAAAAAIIDbQAgAAAAAAAAAA6tOuvF22O3+3tU5sbWnN0ywcEEQHAAAAAAAAADSo/KJ8m7Vyli3ctNByC3MtOT7ZRnYeaZMGTLLEuMSQ3vqUcwEAAAAAAAAANKhZK2fZW2vespioGOuS2sXda1rzQx1BdAAAAAAAAABAg1EJF2WgpyelW3pyuiXEJrh7TWu+locygugAAAAAAAAAgAazO3+3K+GSmpBaYb6mNV/LQxlBdAAAAAAAAABAg2md2NrVQM8uyK4wX9Oar+WhjCA6AAAAAAAAAKDBpDVPc4OIZuzLsIzcDCsoLnD3mtZ8LQ9lscFeAQAAAAAAAABAZJs0YJK7Vw30jdkbXQb6+D7jy+eHMoLoAAAAAAAAAIAGlRiXaFOGTrFxvce5Gugq4RLqGegegugAAAAAAAAAgEaR1jwtbILnHmqiAwAAAAAAAAAQAEF0AAAAAAAAAAACIIgOAAAAAAAAAEAABNEBAAAAAAAAAAiAIDoAAAAAAAAAAATRAQAAAAAAAACoGTLRAQAAAAAAAAAIgCA6AAAAAAAAAAABEEQHAAAAAAAAACAAgugAAAAAAAAAAARAEB0AAAAAAAAAgAAIogMAAAAAAAAAEABBdAAAAAAAAAAAAiCIDgAAAAAAAABAAATRAQAAAAAAAAAIgCA6AAAAAAAAAAAE0QEAAEJDYWGhjRs3zj7//POAj1m1apVNnDjRhgwZYmeddZatWLGiwvJ33nnHTjrpJLf8qquust27dzfCmgMAAABA00MmOgAAQCPav3+/XXfddbZ27dqAj8nLy7NLL73UDjvsMHv99ddt2LBhdtlll7n58vXXX9vNN99sU6dOtVdeecVycnJs+vTpjfguAAAAAKDpIIgOAADQSL777jubNGmSbdy4scrHzZ4925o1a2bTpk2znj17uoB5UlKSvf/++275Cy+8YGPHjrUzzjjD+vbta/fff7/NmzfPNm3a1EjvBAAAAACaDoLoAAAAjWTRokV25JFHuuzxqixbtsxGjBhhUVFRblr3w4cPt6VLl5YvV5a6p3379tahQwc3HwAAAABQv2Lr+fUAAAAQwDnnnFOtbZOZmWm9evWqMC8tLa28BMyOHTusXbt2Byzfvn072x4AAAAA6hlBdAAAgDoOEqqbr/j4eHerrfz8/AOer2nv/ykoKKhyOQAAAACg/hBEBwAATcq7cX3q9fXWPzTVHnvssQrzNODn1VdfXevXVD10/4C4phMSEqpcnpiYWOv/EwAAAABQOYLoAAAAdXDZZZfZhRdeWGFeXbLQJT093Xbu3Flhnqa9Ei6Blrdt27ZO/y8AAAAA4EAMLAoAAFAHCpgnJydXuNU1iD5kyBD76quvrKyszE3rfsmSJW6+t3zx4sXlj9+2bZu7ecsBAAAAAPWHIDoAAEAI0GCiqnUuY8aMsZycHLvrrrvsu+++c/eqkz527Fi3/Oyzz7a33nrLXn31VVu9erVNmzbNjjvuOOvcuXOQ3wUAAAAARB6C6AAAACFg1KhRNnv2bPe3stmfeuopl20+YcIEW7ZsmT399NPWvHlzt3zYsGF2xx132F/+8hcXUE9NTbV77rknyO8AAAAAACITNdEBAACCYM2aNVVODx482N54442Az1dwXTcAAAAAQMMiEx0AAAAAAAAAgAAIogMAAAAAAAAAEABBdAAAAAAAAAAAAiCIDgAAgIjyww8/2MUXX+wGYD3uuOPs2WefDfjYVatW2cSJE23IkCF21lln2YoVKxp1XQEAAACEPoLoAAAAiBilpaV26aWXWqtWrdzArLfffrs98cQT9vbbbx/w2Ly8PPfYww47zF5//XUXdL/sssvcfAAAAADwEEQHAABAxNi5c6f169fPbrvtNuvWrZsde+yxdtRRR9nixYsPeOzs2bOtWbNmNm3aNOvZs6fdfPPNlpSUZO+//35Q1h0AAABAaCKIDgAAgIjRrl07e/jhhy05OdnKyspc8PyLL76wI4444oDHLlu2zEaMGGFRUVFuWvfDhw+3pUuXBmHNAQAAAISq2GCvAAAAANAQTjjhBNu6dasdf/zx9tOf/vSA5ZmZmdarV68K89LS0mzt2rU1/r8UsNctWLz/P5jr0JSwvdnWkYpjm+0dqTi22d6RjOO79mrSdiaIDgAAgIj0yCOPuPIuKu1yzz332O9+97sKy/Pz8y0+Pr7CPE0XFhbW+P/Kycmx6OjooJ4AeLXcvcx6sL0jAcc22zuScXyzrSMVxzbbO5zGU6ougugAAACISIMGDXL3+/fvtxtuuMHVPvcNmqseun/AXNMJCQk1/r9SUlIsJibGgp1Fk5qaShCd7R1ROLbZ3pGM45ttHak4ttne4aKkpKTajyWIDgAAgIihzHPVND/ppJPK56lkS1FRkeXm5lrr1q3L56enp7vH+z9fddVrStnfwc4A99Yh2OvRVLC92daRimOb7R2pOLbZ3qFkV94u252/21ontra05ml1fj2O79qpSbuZIDoAAAAixubNm23q1Kk2b948FySXFStWuOC5bwBdhgwZYs8884zLllIDWvdLliyxyy+/PEhrDwAAgEiWX5Rvs1bOsoWbFlpuYa4lxyfbyM4jbdKASZYYlxjs1UMVgle4EQAAAGiAEi4DBgywm266yb777jsXTH/ggQfKA+MaTLSgoMD9PWbMGFfL/K677nKP1b3qpI8dO5b9AgAAgHqnAPpba96ymKgY65Laxd1rWvMR2giiAwAAIGKoLvnjjz9uiYmJ9otf/MJuvvlmO++88+z88893y0eNGmWzZ892fycnJ9tTTz1lixcvtgkTJtiyZcvs6aeftubNmwf5XQAAACASSras3bXW3XvTykBPT0q39OR0S4hNcPea1nzvcQhNlHMBAABARFEZl8cee6zSZWvWrKkwPXjwYHvjjTcaac0AAADQVEu2DG8/3E0rA91XakKqbcze6Gqke/XR67tmOuqOIDoAAAAAAAAA1GPJFmWYK2CeXZDtpr2AuqYTkhPKH69pzVfAnJrpoYsgOgAAaFKi4qo/AjsAAAAAVJd/yRbxAubLMpbZkPQhNnfD3PIMdAXQM/Zl2Pg+413G+YylMyoNwMuUoVPYEUFETXQAAAAAAAAAqCOVYFHGuQLkvjSt+aO7jnYB85KyElfCRfeanjRgEjXTQxyZ6AAAAAAAAABQRyrJUlXJlg4tOtig9EE2rve4A2qeb87ZXO2a6Wh8ZKIDAAAAAAAAQB0pyK1BRFWiJSM3wwqKC9y9pjXfC4Lr/tC0QysExX0D8L58a6YjeAiiAwAAAAAAAEA9UGmWQCVb6iMAj+CgnAsAAAAAAAAA1IPEuEQ3CGhlJVsOxgu0a3BSBeCVgV6dADwaHkF0AAAAAAAAAKhHCpzXNHu8LgF4NCyC6AAAAAAAAAAQxgF4NCxqogMAAAAAAAAAEABBdAAAAAAAAAAAAiCIDgAAAAAAAABAAATRAQAAAAAAAAAIgCA6AAAAAAAAAAABEEQHAAAAAAAAACAAgugAAAAAAAAAAARAEB0AAAAAAAAAAILoAAAAAAAAAADUDJnoAAAAAAAAAAAEQBAdAAAAAAAAAIAACKIDAAAAAAAAABAAQXQAAAAAAAAAAAIgiA4AAAAAAAAAQACxgRYAAABEoujYqGCvAgAAAACgqQTRMzMzrbi42MrKyirM79ChQ13XCwAAAAAAAACA8AyiL1iwwG655Rbbtm1bhfkKpkdFRdk333xTX+sHAAAAAAAAAEB4BdHvvPNOGzx4sD3xxBOWnJxc/2sFAAAAAAAAAEC4BtG3b99uzz77rHXu3Ln+1wgAAAAAAAAAgBARXZsnHXbYYbZ48eL6XxsAAAAAAAAAAMI9E/3www+322+/3T755BPr2rWrxcXFVVg+derU+lo/AACAiLF//37XhpozZ44lJCTYRRdd5G6BxqC5//77bdOmTTZkyBA3Hk2PHj3Kx6F57LHH7NVXX7X8/HwbOXKkW966detGfkcAAAAAEPlqFURfuHChDRw40Hbt2uVuvjSwKAAAAA6koPiKFStsxowZtnXrVvvNb35jHTp0sDFjxlR43Nq1a+2yyy6zSy+91E4//XR77bXXbMqUKfb+++9bUlKSvfLKK27egw8+aC1btrTbbrvNbr75ZjdeDQAAAAAgBILozz//fD2vBgAAQGTLy8tzmePPPPOMDRgwwN0ULJ85c+YBQfSXXnrJhg0bZtdee62bvvHGG90VgG+//bZNnjzZ5s2bZ6eeeqodccQRbvkvf/lLu/7664PyvgAAAAAg0tWqJrqsWrXKnaydeeaZ9rOf/cyd5C1atKh+1w4AACBCrF692oqLi11w3DNixAhbtmyZlZaWVnisSrgMHjy4wpV+vXv3tqVLl7ppZZ8rqJ6RkWEFBQX27rvvWr9+/Rrx3QAAAABA01GrIPqHH35okyZNcvU4J0yY4G46uVNNz48++qj+1xIAACBEFRYWWm5uboWb5vnLzMy0Vq1aWXx8fPm8Nm3auDrpe/bsqfBYzVeA3Nf27dstKyvL/X3VVVdZbGysjR492oYPH25ffvmlPfTQQw32HgEAAACgKatVEP3Pf/6z3XDDDe5k7bzzzrMLLrjAHn74YTfv0Ucfrf+1BAAACFFPPfWUyyj3vWmePw0A6htAF2/aP+g+duxY++CDD+zf//63y15/4403bPny5VZUVOSWb9myxQ1M+uSTT7oye4cccojddNNNDfo+AQAAAKCpqlVNdF1ifPzxxx8wX/PIggIAAE2JBgC98MILK8zzD5ZLs2bNDgiWe9MKiPtShrmyza+++morKSmxI4880saPH++y3HUloAYknTZtWnl7TMkM+lulYYYMGdIA7xIAAAAAmq5aZaL37NnT5s+ff8B8DXLVsWPH+lgvAACAsKCAeXJycoVbZUH09PR0V45FmeW+JV4UQE9JSTng8VdccYUtWbLEFixYYH//+99t3759rp21e/du27Ztm/Xp06f8se3bt3elYpShDgAAAAAIgUx0ZUXp5pvtpIGudNnx/fffX8+rCAAAEP408KfqmKvNdNhhh7l5ixcvtkGDBll0dMW8hnfeece1s26++WZLS0tzg4d+/vnndu+991pqaqoL0q9bt84lNogC66qr3qlTp6C8NwAAAACIZLXKRNflws8884wbCOull16y119/3V1a/OKLL9qpp55a/2sJAAAQ5hITE+2MM86w2267zb7++ms3GPtzzz1n559/fnlWuoLl0q1bN3v55Zdtzpw59v3339v111/vss1V5kWBeA3qft9999kXX3xh3377rd14440usUEBeQAAAADVsytvl63dtdbdA/WeiS5HHXWUuwEAAKB6pk+f7oLoU6ZMcWVfdGXfKaec4paNGjXK7rnnHhcgHzhwoHucMs+VYa42lwYr9TLWNYio6qAruK6khqOPPtoeeOABi4qKYlcAAAAAB5FflG+zVs6yhZsWWm5hriXHJ9vIziNt0oBJlhiXyPZD7YPoOunTJcU64dPfVdEJIAAAAA7MRlcGuW7+1qxZU2H6rLPOcrfKaJBSDS6qGwAAAICaUQD9rTVvWXpSunVJ7WLZBdluWqYMncLmRP2UcwEAAAAAAACAcKPSLcpAVwA9PTndEmIT3L2mNZ/SLqhTJrpvdrkuMx46dKjFxcVVeExhYaHNnz+/ui8JAAAAAAAAAI1md/5uV8JFGei+UhNSbWP2Rrc8rXkaewR1z0TXAFh79+49YP53331n1113XW1eEgAAAAAAAAAaVOvE1q4Gukq4+NK05ms5UOtM9BdffNHuuOMON2BVWVmZjRw5stLHaWArAAAAAAAAAAg1yjLXIKJeDXRloCuAnrEvw8b3GU8WOuoWRD/nnHPs0EMPtdLSUpsyZYo98sgjlpqaWr5cwXUNltW7d+/qviQAAECji4pjSBgAAACgKZs0YJK7Vw10lXBRBroC6N58oNZBdDn88MPd/dy5c61Dhw4ucA4AAAAAAAAA4SIxLtGmDJ1i43qPczXQVcKFOuiotyC6p3Xr1jZjxgxXA72kpKTCwKKrVq2y9957rzYviyYmOj7ORn3+uq249k7bPX9RsFcHQA1FxcVb52uvs5bHHGtl+/dbxqsv245XX670sakjR1vHiy+1uHbtLP+772zTXx62/LXfli9vM36CHfKLcy0mOdlyvlxkG/90v5VUMvYGAAAAAAD1RYFzgueojlpdz/y73/3Onn76acvPz7d//etfVlRU5ALq7777rp122mm1eUk0MdHN4m3YCw9Zi4GU/wHCVcfLrrTmvfva2huutY1/fsjan3ehtRx93AGPS+ja3brffKttf+kF++aSCyxv3Vrrddf9FtWsmVve6rgTrNOlV9rmJx6xNddcbvHt0q3zNdcH4R0BAAAAAADUUxB9/vz59uCDD9of//hH69mzp11wwQX26quvuvu1a9fW5iXRhCT362lHL5xlzXt2CfaqAKil6IQEa3Pq6bb5L392GeXZC+dbxisvWtvxZx3w2JTDDrf87zfY7g/ft8JtW23rs09aXFobS+zazS1Pn3yubX95pu35zzwr+H6DbXnqL5bYvYdZNHWrAQAAAABA8NUqQrF//37r1u3H4IcGG12xYoX7+xe/+IV9+eWX9buGiDitRx9huz753BaO+kWwVwVALSX26GVRsTG2b+Xy8nm5K762pH79NdJ0hccW5+RYYrfuljRgkFuWNuY0K8nNtf1bt1p08+bW/NA+tmfBvP+9zvJl9s0vzzcrLWX/AAAAAACA8KyJruzzTz/91H7+85+7IPrixYtt8uTJtnfvXhdgB6qy8amX2EBAmItLS7Pi7GwrKy4un1ectduimzWz2JRUK87eUz4/65O5lnr0SOvzyBNWVlJsZaVltu7mG60kd68l9uzlHhOb2tJ6//lxiz+kg+1d8oVtfuzPVrIvNyjvDQAAAAAAoM5B9KlTp9q1115rpaWlNn78eFcH/fLLL7c1a9bYMcccU5uXBACEkehmCVZaVFRhnjcdFRdXYX5sSorFtUqzjY88ZPtWrbS2PzvDut54k62+/CKLTmzuHtPlmutsyzNPuKz1Tldda92m/97W/e43jfiOAAAAAAAA6rGcy4knnmjvvfeeHXnkkda+fXt78cUXrXv37nb22Wfb3XffXZuXBACEkdLCQov2C5Z706X7CyrM73DJFZa/YZ3tfOt1y1+7xjY+dL+VFhS4si5lJSXuMdtffsGy/7vQlYfZ+Md7LfWokS7bHQAAAAAAICwz0aVz587lf/ft29fdAABNQ9HOTItNTTWLjjEr/TEQHtu6tQuOq965r+a9+1jm66/9b0ZZmeWv+87i2x1ixbt2ulkFGzeWLy7Y9OPfcW3TrWjXrsZ5QwAAAAAAAHUNop9wwgkW5TdYXCBz586t7ssCAMJQ3rq1VlZcYkn9B9i+FV+7eckDB9u+Nd+4ILmvop27LKHrj4NRe5p17mL71nxghTsyrHBnpquNnrd6lVumx5aVllphxvZGfEcAAAAAAAB1DKJfffXV1X0oACDCle3fb7vmvGddfnWD/fDA3RbXpq2lTzzb/S2xrVq7gUHLCgtt1+x/WddpN1vemtW2b9UKSzv1dItPT7fdc95zj93x2izrcMHFVrh9qxVn7bEu195g2Qv/4wYqBQAAAAAACJsg+plnntmwawIACCubn3jUBdEP/eMjVrJvn22d8Vfbs2C+Wzb4tX/Z9/ffZbs/eM+yPvnYohMT7ZBzzrO4tu0sf91aW3vDtVa8Z4977I5XX7Lo+Hjr9tvfu8dlf7rQNv75wSC/OwDhLCMjw+666y777LPPrFmzZnbqqafadddd5/72d8UVV9jHH39cYd6TTz5pxx9/fCOuMQAAAICIq4l+3nnnVVna5R//+Edd1glNyLtxfYK9CgDqkI3+w313uZu/JSeOqjC967133S2Q7TNnuBsA1FVZWZldc801lpKSYjNnzrTs7Gy76aabLDo62n7zm98c8Ph169bZAw88YEcddVT5vFSN+QAAAAAAdQmiH3nkkRWmi4uLbdOmTTZv3jyXzQMAAAAEw/r1623p0qW2cOFCa9OmjZunoPp99913QBC9sLDQNm/ebIMGDbK2bduywwAAAADUXxB96tSplc5//fXXbc6cOXbxxRfX5mUBAACAOlEw/Nlnny0PoHtyc3MrDbjr6srOnTuz1QEAAADUbxA9kMMPP9xuv/12NjcAAACCQmVcjjnmmPLp0tJSe+GFF+wnP/lJpUH05ORkmzZtmi1atMgOOeQQu/rqq+3YY4+tVRkZ3YLF+/+DuQ5NCdubbR2pOLbZ3pGKY5vtHck4vmuvJm3nWgXRt27desC8ffv22V//+lfr2LFjbV4SAAAAqHeqd75q1Sp77bXXKg2iFxQU2KhRo+zSSy+1Dz/80JUmfOWVV1yJl5rIyclxddeDeQKQl5fn/q5q7CKwvcMNxzbbO5JxfLOtIxXHNts7XCjhpkGD6CeccIJrnPtH69u3b2933313bV4SAAAAqPcA+owZM+xPf/qT9e7d+4DlV155pZ133nnlA4n27dvXVq5cabNmzapxEF0Z8DExMRYsXrtc74UgOts7knBss70jGcc32zpScWyzvcNFSUlJwwbR586dW2FaDfW4uDhXe5JGOwAAAILtzjvvtJdeeskF0n/6059W+hhljnsBdE+PHj3su+++q/H/pzZwsNvB3joEez2aCrY32zpScWyzvSMVxzbbO5JxfNdOTdrNtQqiq2RLUVGRffrpp7Zu3Tp3AtKnTx9LS0uj0Q4AAICgeuyxx+zll1+2hx56yMaMGRPwcb/97W9d2/Wee+4pn7d69epKs9YBAAAANF21CqKrfqTqRu7evdu6devm6sf88MMP1qlTJ3vmmWfcoEwAAABAY1OCx+OPP+7aqiNGjLDMzMzyZW3btnXTLVq0sISEBFei8LrrrrMjjzzShg0bZm+//bYtXrzY7rjjDnYcAAAAgLoF0W+55RYbPHiwu0w2KSnJzdu7d6/dfPPNbtnTTz9dm5cFAABocNGxlLqIZCo7qNqGTzzxhLv5WrNmjRtEVJnnEyZMsFNOOcVuvfVW97itW7faoYceas8++6xLDAEAAACAOgXRV6xYYa+//np5AF2U0XPttdfaz3/+89q8JAAAAFBnykDXLRAF0n1NnDjR3QAAAAAgkGirhf79+9vChQsPmL98+XLr27dvbV4SAAAAAAAAAIDIyEQ/+uij7cEHH7RFixbZ8OHDLTY21r755ht755137PTTT3eDOXmmTp1an+sLAAAAAAAAAEBoB9E///xzVxN9z5499vHHH5fPHzJkiG3cuNHdJCqKmqMAAAAAAAAAgPBVqyD6888/X/9rAgAAAAAAAABAJATRZdWqVfbXv/7V1q9fbyUlJda9e3c799xz7YgjjqjfNQQAAAAAAAAAIJwGFv3www9t0qRJVlZWZhMmTHA3lW656KKL7KOPPqr/tQQAAAAAAAAAIFwy0f/85z/bDTfcYBdccEGF+X//+9/t0UcftZNOOqm+1g8AAAAAAAAAgPDKRN+0aZMdf/zxB8zXvA0bNtTHegEAAAAAAAAAEJ5B9J49e9r8+fMPmD9v3jzr2LFjfawXAAAAAAAAAADhWc7l6quvdrdly5bZkCFD3LylS5faBx98YPfff399ryMAAAAAAAAAAOGTia6yLc8++6wVFBTYyy+/bDNmzHDzX3zxRTv11FPrex0BAAAAAAAAAAifTPTS0lL77LPPbMmSJbZ79243r6ioyPr06WODBw+u73UEAAAAAAAAACB8guj33HOPzZkzx2644QYbOHCgC6ovX77cHnnkESssLLSpU6fW/5oCAAAAAAAAABAOQfS33nrLHnvsMTviiCPK5/Xt29cNKqrAOkF0AAAAAAAAAEAkqFVN9ISEBIuLiztgfkpKikVFRdXHegEAAAAAAAAAEJ5B9GnTptlNN91k//73v23Pnj2Wm5trX375pf3+97+3KVOm2NatW8tvAAAAAAAAAAA0qXIuKtkiV1xxRXnmeVlZmbv/5ptv7E9/+pOb1jJNAwAAwGz//v12++23u7FldGXfRRdd5G6VWbBggd1///22adMmGzJkiN1yyy3Wo0eP8uXvv/++a3NlZGTY8OHD7c4773Sl9QAAAAAAIRBEnzt3bj2vBgAAQORTUHzFihU2Y8YMd8Xeb37zG+vQoYONGTOmwuPWrl1rl112mV166aV2+umn22uvveau9lPgPCkpyZYsWWLXX3+9uwpQY9Toda+77jp75ZVXgvbeAAAAACBS1SqITpYTAAAIV1FxwRm/JS8vz1599VV75plnbMCAAe6mYPnMmTMPCKK/9NJLNmzYMLv22mvd9I033miffPKJvf322zZ58mR77rnn7Gc/+5n7W26++WYXZN+9e7e1bt06KO8PAAAAACJVrWqiAwAAoGZWr15txcXFLjjuGTFihC1btsxKS0srPFYlXAYPHlw+rRJ5vXv3tqVLl7rpRYsW2cknn1y+vHPnzvbxxx8TQAcAAACABkAQHQAAoA4KCwvdIOu+N83zl5mZaa1atbL4+PjyeW3atHF10jVQuy/NV61zX9u3b7esrCzLycmx7OxsKykpsYsvvthGjhzpxqnxfzwAAAAAoH4QRAcAAKiDp556ymWU+940z19+fn6FALp40/5B97Fjx9oHH3xg//73v132+htvvGHLly+3oqIiVxZG/vCHP7h66U888YR7vmqo+2e0AwAAAKFiV94uW7trrbsHmkRNdAAAAPxIwesLL7ywwubwD5ZLs2bNDgiWe9MJCQkV5o8ePdquuuoqu/rqq13G+ZFHHmnjx493We4xMTHuMRMnTrQzzjjD/f3ggw+6jHSVexk+fDi7BgAAACEjvyjfZq2cZQs3LbTcwlxLjk+2kZ1H2qQBkywxLjHYqwdUC5noAAAAdaCAeXJycoVbZUH09PR0V45FmeW+JV4UQE9JSTng8SrRsmTJEluwYIH9/e9/t3379rnB3VUSJi4uznr06FH+WM1r2bKlK/kCAAAAhBIF0N9a85bFRMVYl9Qu7l7Tmg+EC4LoAAAAjaBfv34WGxtbPjioLF682AYNGmTR0RWbZO+8847dddddLhiflpZmBQUF9vnnn7uMdL3GgAED3EClnt27d7sAvYLsAAAAQKhQ6RZloKcnpVt6crolxCa4e01rPqVdEC4IogMAADSCxMREV37ltttus6+//to++ugje+655+z8888vz0pXsFy6detmL7/8ss2ZM8e+//57u/766619+/auzIuofMzzzz9v7733nq1bt85uuukmF6QfPHgw+xIAAAAhY3f+blfCJTUhtcJ8TWu+lgPhgJroAAAAjWT69OkuiD5lyhRX9kU1z0855RS3bNSoUXbPPffYhAkTbODAge5x9957r+3Zs8eOOuooN1ipl7E+ZswYy8nJsQceeMB27dplRxxxhD3++OMWFRXFvgQAAEDIaJ3Y2tVAzy7ItoTk/40DpGnN13IgHBBEBwAAaMRs9Pvuu8/d/K1Zs6bC9FlnneVugUyaNMndAAAAgFCV1jzNDSKqGuheBroC6Bn7Mmx8n/FuORAOCKIDAAAAAAAAaBCTBvyY+KEa6BuzN7oMdAXQvflAOCCIDgAAAAAAAKBBJMYl2pShU2xc73GuBrpKuJCBjnBDEB0AAAAAAABAg1LgnOA5wtWPo1MBAAAAAAAAAIADEEQHAAAAAAAAACAAgugAAAAAAAAAAARAEB0AAAAAAAAAgAAYWBQAAAAAAABhb1feLtudv9taJ7ZmAEu2HVCvCKIDAAAAAAAgbOUX5duslbNs4aaFlluYa8nxyTay80ibNGCSJcYlBnv1QhrbDqgeyrkAAAAAAAAgbCmA/taatywmKsa6pHZx95rWfLDtgPpAEB0AAAAAAABhW8JFGejpSemWnpxuCbEJ7l7Tmq/lYNsBdUU5FwAAAARVVlaWffTRR/bf//7XNm/ebHv37rVWrVpZhw4dbPTo0XbcccdZSkoKewkAABxQ91x/q4SLMtB9pSak2sbsjeWPxYGqs+20jQEQRAcAAE1MdGxUsFcB/9/u3bvtiSeesNdee81KSkqsZ8+e1rFjR+vatavl5OTY2rVrbfbs2RYfH2+TJ0+2Sy65xNLSOJEDAKApClS7+8TuJ7q/swuyLSE5ofzxmtZ8AuiBOyKEbQdUD5noAAAAaHTvvfee3XnnnTZ48GD7wx/+YCeccIIlJh448Fdubq7Nnz/fZs2aZaeddprdcsstduqpp7LHAABoonXPVaZFmdMKkmtaFEz3/lYWtZZl7Muw8X3Gu0zqsrKyIK996HZEaNtszd0acNsB+BFBdAAAADS6F1980f76179av379qnxccnKyC5rrtnz5crv33nsJogMA0MTrnouXda75t4y+pfxvlSFRcFhB4EkDJgV1vcOhI2JL7hY3XVJWwrYDqkAQHQAAAI3u+eefr/FzBg0aZDNnzmyQ9QEAAOFbuzu/ON+mDJ1i43qPq1AvHdXriFAA/cajb3R/s+2AykUHmA8AAAA0iunTp9umTZsqXbZ+/Xq7/PLL2RMAADRhCux6tbt9+dc9V+D80LRDCaBX0RGhjgdfmtZ8YdsBgZGJDgAAgEa3deuPtTflzTfftJNOOsliYmIOeJzqoX/66aeNvHYAACCUKDh+sLrnqH5HBAOwAjVHEB0AAACN7vbbb3cBcs/UqVMrfZwGuxo5cmQjrhkAAAhFXn1z6p7XDh0RQN0QRAcAAECju+OOO1yGuYLkN910k11xxRXWpUvFOqfR0dGWkpJiRx55JHsIAIAmLjEukbrndURHBFB7BNEBAADQ6NLT0+3MM890f0dFRdmxxx5rrVv/WM/UX3Z2xfqnAACgaWdUh3P5Fg3wWdXgpwdbHukdEbV9/w253QAhiA4AAICg2r59e8AA+rvvvmt33323LVy4sNHXCwAAoL7kF+XbrJWzXDkaDeSp+uSq867scAW3D7Y80jsiavv+G3O7oWmLDvYKAAAAoGl75JFH7LHHHqswLyMjwy6//HK7/vrrrWPHjkFbNwAAgPqgQK8GRo2JirEuqV3cvaY1vzrLI11t339T325oPATRAQAAEFR33nmnPf744y6YLjNnzrRTTz3VFi9ebLfccou98sor7CEAABC2VGpEmdLpSemWnpxuCbEJ7l7Tmr9219oql+v5TXn7BHr/tX0eUBuUcwEAAEBQ/fznP7fmzZvbtGnT7F//+pdt2bLFxo4da9OnT7e2bduydwAAQFhTrW6VGlGmtK/UhFTbmL3Rvt/zfZXL9fxQK7/SmNsn0Puv7fOA2iATHQAAAEGnzHOVdMnMzHSDjD700EME0AEAQETQYJeq1Z1dUHGwdE1rfreW3apcruc35e0T6P3X9nlAbZCJDgAAgEanLPPKdOnSxebNm2eXXXZZ+WCjUVFRbnBRAACAcKRsaA12qVrdXqa0Ar0Z+zJsfJ/xdmjaoVUuj/Rs6oNtn0Dvv7bPA2qDIDoAAAAa3eeffx5wWfv27W3t2rXl0wqiAwAAhLNJAya5e9XqVqkRZUor0OvNP9jySFfb99/UtxsaD0F0AAAANLqPP/6YrQ4AAJqMxLhEmzJ0io3rPc7V6lapEd9M6YMtjyQa8NP/Pdb2/Tel7YbgIogOAACARrd+/Xrr0aNHjZ+3bt0669mzZ5WPycjIsLvuuss+++wza9asmau3ft1117m//a1atcpuvfVW+/bbb61Xr152++2328CBA2u8XgAAANWhAG9VQd6DLQ9n+UX5NmvlLJc1rgFBlTWucizKGlcwvC7vP5K3G0IDA4sCAACg0V166aV277332u7du6v1+K1bt9odd9zhnleVsrIyu+aaayw/P99mzpxpf/rTn+zf//63Pfzwwwc8Ni8vz73eYYcdZq+//roNGzbM1WLXfAAAUH9Zx2t3rXX3aNoUQFf98pioGOuS2sXda1rzgVBHJjoAAAAa3Ztvvml/+MMfbPTo0faTn/zEfvrTn9qgQYOsU6dO1rx5c8vJybHt27fb4sWL3UCjn376qXuMgt0Hy3BfunSpLVy40Nq0aePmKah+33332W9+85sKj509e7bLTp82bZqru37zzTfb/Pnz7f3337cJEyY06PsHACDSVSfrGJFJHSY/ZP1gXeO6WpukNuXzdCykJ6VbenK6m5eQnODuNV/lWMgkRygjiA4AAIBGl5yc7DLRzzvvPHvqqadcGZWSkpIDHqcgtwLtL7/8crXKrLRt29aeffbZ8gC6Jzc394DHLlu2zEaMGFE+cKnuhw8f7oLwBNEBAKifrGMFTZV1nF2Q7aZFNawRuR0nCzYusKx9WdYqqZWN6jLKdZyoXrk6U3Qs+EpNSHUDgmo5QXSEMoLoAAAACJoBAwbYI4884kqofPnll7Zp0yYX8G7VqpV16NDBlVpJSPgxS6k6UlJS7JhjjimfLi0ttRdeeMFlu/vLzMx0ddB9paWl2dq1a+v4rgAAaLqUcbwua53N3TCXrOMm2nHSrnk769yis+WX5Zd3nCjTXFcjqDPFy0AXTWu+BgQFQhlBdAAA0KRExf2YdYzQohIuyjivbw888IAbPPS11147YJnqpsfHx1eYp+nCwsIa/z+qxa5bsHj/fzDXoSlhe7OtIxXHNtu7rlnIr6561WUhb8vdZt9kfmN92/S1VgmtLC4mzj0mpVmKbcre5ALtjRk05dhueNqn2vcKoKtcS0FBgaUkpLhlCzcutNMOPc2V83lzzZtufygDXQH0jLwMO6PPGe54oB1TOxzftVeTY44gOgAAACKSAugzZsxwg4v27t270lIx/gFzTdck892jGu7R0dF1Wt+6ngB4A6J65WnA9o4EHNts70gWacf3S6tesnfXv+uCqJ2ad7Jvo761FRkrzErNBrUd5B6TmZdp8RZvsUWxlp2d3WjrFmnbOhSpBrpKuCgDXQH0oqIiNz8xKtE25W6yH3b8YKd0OsXth8+3fm47c3daclyyndL5FDe/MY+HSMPxXXu6arW6CKIDAAAg4tx555320ksvuUC6BiStTHp6uu3cubPCPE23a9euxv+fysjExMRYsLNoUlNTCQ6wvSMKxzbbO5JF0vGtLOQlO5dYp9RO5YNG9m/X35ZuX2rrs9dbz7SeVlhSaFlFWS7ruPsh3Rt1/SJpW4cqDSKqGugq4eJloCsxITs321ontbau7bq6mueXH3W5Tcyb6GqgK/ucOuh1x/Fde5WNyRQIQXQAAABElMcee8wNRPrQQw/ZmDFjAj5uyJAh9swzz7gTD51Q637JkiV2+eWX1/j/1PODfVLurUOw16OpYHuzrSMVxzbbuzayCrJsX9E+N2ik9zs0oO0AKyopsjW71tiGPRusfYv2LoCuQSaD8VvFsd2w2iS1cYOIejXQlYGuAPqOvB02vs94t9z3sb7TqDuO79qpyXcRQXQAAABEjHXr1tnjjz9ul156qY0YMcINHupp27atm27RooXLjFKA/Y9//KPdddddNnnyZBd4V530sWPHBvU9AAAQbpRR7D9opOqgK6iuTOOph0+1nq17knUc4dRB4tVAVwkXZaArgO7NB8IZQXQAAACEHAW7d+zYYX379q1RmZS5c+e6yzKfeOIJd/O1Zs0aGzVqlN1zzz02YcIES05OtqeeespuvfVWmzVrlvXp08eefvppN8gpAACoPgXKNWikl4VcPmjkvgwXRD2i0xFsziYgMS7Rpgyd4gYRVQ10lXAh4xyRgiA6AAAAgio3N9dlgw8cONDOPfdce++99+zGG290wfBu3brZc889Z+3bt6/WaykDXbdAFEj3NXjwYHvjjTfq/B4AAGjqyrOQNy20jdkbXWY6WciRS3XwA9U113Rsq1hLbZ4atPUD6htBdAAAAASVSqp88MEHNnLkSDf94IMPugz0K664wh5++GE3rccAAIDQDqQqC3lc73EMGhnB8ovybdbKWa6zJLcw13WW6CoEdaIoEx2IVATRAQAAEFQqwfLb3/7Wxo0bZytWrLAtW7bYtGnT7MQTT7Ti4mJXbgUAANQuK7ixA6n6/xtjHcJNY++jhqL9rrI96Unprua9yvZ4ZXzUiQJEKoLoAAAAjWT//v12++2325w5c9zAlhdddJG7VWbBggV2//3326ZNm2zIkCF2yy23WI8ePQ54nEqf/OpXvzqgTEk42bNnT/l7mzdvnsXGxpZnpaemprrtBgAAQicrmEBq08zcVkeA3ocC6OnJ6W6eN5Cs5usqhHDuIACqEl3lUgAAANQbBcWVaT1jxgyXXf3YY4/Z+++/f8Dj1q5da5dddpnLxP7nP/9p/fv3tylTpti+ffsqPC4nJ8fVEg93HTt2LO8E+Oijj2zo0KFu0E8vqN6pU6cgryEAAKHJC2bHRMW4rGDda1rzGyuQmhCb4O41rflajuDuo4aiTHp1BGjgWF+a1nwtByIVQXQAAIBGkJeXZ6+++qrdfPPNNmDAADv55JPtl7/8pc2cOfOAx7700ks2bNgwu/baa12GtgbZbNGihb399tsHBOU7d+4c9vtv8uTJdu+999qpp55q33zzjZ1zzjlu/tSpU+3vf/+7Ww4AAEIjmE0gtel2OKgUjTLpVcLFl6Y1X8uBSEUQHQAAoBGsXr3a1fdWcNwzYsQIW7ZsmZWWllZ4rEq4DB48uHw6KirKevfubUuXLi2ft2jRIne7/PLLw37/Kcv+nnvuscMPP9weeughF0yXuLg4u+222+zcc88N9ioCABByghXMJpDadDscVKpFpWgy9mVYRm6GFRQXuHtNaz6lXBDJqIkOAADQCDIzM61Vq1YWHx9fPq9Nmzau3rdqgrdu3brC/IyMjArP3759u6sPLoWFhfb73//e1UlXoDkSaFBR3Xz96U9/Ctr6AAAQ6nyD2V5d6sbICvYCqd5gkgoI6/9UIHV8n/EEUkNgHzUk1XIXZdJvzN7o3of2uzcfiFQE0QEAAOpAAW3dfClQ7hssl/z8/APmedP+zx87dqxdeeWVLqh8zDHHuDIuy5cvtyOPPNIt/8tf/uJKwowaNco+//zziNh/GzZscPXPVfbGPzNfmfhXXXVV0NYNAIBQFMxgNoHU0N9HDUWDoU4ZOsUNIqpMenUEhOP7AGqKIDoAAEAdPPXUU26AUF+q5X311VdXmNesWbMDguXedELC/zKTZPTo0S5orNcoKSlxwfPx48dbbm6uffvttzZr1qwD6qOHs7feest++9vfWllZWaXLCaIDABBawWwCqdUXqR0OCpwTPEdTQhAdAACgDi677DK78MILK8zzzziX9PR0y8rKcnXRY2Njy0u8KICekpJywOOvuOIKu/jii23v3r2WlpbmBhnt2LGjzZkzx7Kzs93ApKIgu6jW+u23324/+9nPwm5/Pv7443b00UfbH/7wBzvkkENc0BwAAIR+MJtA6oE0WKjvvgj2PgJQPwiiAwAA1EFlpVsq069fPxc81+Cghx12mJu3ePFiGzRokEVHVxzr/Z133nEDjt58880ugF5QUODKttx77702dOhQO/3008sfq8fdeOON9uabb7rHhqOtW7e6AUTbt28f7FUBACAsEcwOvvyifJu1cpbLONegoco4VykXZZwrkM4+AsJbxTM2AAAANIjExEQ744wzXLD466+/to8++siee+45O//888uz0hUsl27dutnLL7/sss6///57u/76612AWWVeWrZsaV27di2/KcNd9HdycnJY7r3u3bvbtm3bgr0aAAAAtaYAumqfx0TFWJfULu5e05oPIPwRRAcAAGgk06dPdwOCTpkyxZVeUc3zU045xS3TIKGzZ892fw8cONAF25V5PmHChPLa6/4Z65FCnQQq6aJs+/379wd7dQAAAGpcwkUZ6OlJ6ZaenG4JsQnuXtOar+UAwhvlXAAAABoxG/2+++5zN39r1qypMH3WWWe528Fo0FH/54abu+66y3bt2mUXXHBBpctVI33VqlWNvl4AAADVoVrnKuGiDHRfqQmpbjBRLacOOhDeCKIDAAAgqMJxMFQAAACPBgtVDfTsgmxLSE4on69pzddyAOGNIDoAAGhSomOjgr0K8DN16lS2CQAACFvKMtcgoqqB7mWgK4CesS/DxvcZTxY6EAEIogMAACDoCgsL7Z///KctWrTIcnJyrFWrVnbYYYe5wVgTEv6X0QUAABCKJg2Y5O5VA10lXJSBrgC6Nx9AeCOIDgAAgKBS0Pz888+31atXW4cOHaxt27a2YcMGe+edd2zmzJn24osvWosWLdhLAAAgZCXGJdqUoVNsXO9xrga6SrhQBx2IHATRAQAAEFR//OMfbfv27fbCCy+47HPPl19+addcc439+c9/tt/97ndBXUcAAIDqUOCc4DkQeaKDvQIAAABo2ubOnWu/+tWvKgTQRdMKos+ZMydo6wYAAAAABNEBAAAQVPv27bPOnTtXukzz9+zZ0+jrBAAAAAAegugAAAAIqh49eti///3vSpdpfteuXRt9nQAAAADAQ010AAAABNXFF19s119/vZWUlNhpp51mbdq0sZ07d7qBRWfNmmW33norewgAAABA0BBEBwAAQFCdeuqp9v3339uTTz5pL7/8sptXVlZm8fHxduWVV9ovfvEL9hAAAACAoCGIDgAAgKBTsPz//u//7KuvvrKcnBxLTU21IUOGuHsAABAcu/J22e783dY6sbWlNU9jNwBosgiiAwAAICSkpKTYscceG+zVAACgycsvyrdZK2fZwk0LLbcw15Ljk21k55E2acAkS4xLbPLbB0DTQxAdAAAAja5fv372yiuv2ODBg61v374WFRUV8LFatmrVqkZdPwAAmjIF0N9a85alJ6Vbl9Qull2Q7aZlytApwV49AGh0BNEBAADQ6K666ipLT08v/7uqIDoAAGjcEi7KQFcAPT35x9/qhOQEd6/543qPo7QLgCaHIDoAAAAa3dSpU8v/vvrqq9kDAACECNVAVwkXZaD7Sk1ItY3ZG91y6qMDaGoIogMAACDoNm3aZIWFhdazZ0/bu3evPfzww7ZlyxYbM2aMnXHGGcFePQAAmgwNIqoa6Crh4mWgi6Y1X8sBoKmJDvYKAAAAoGmbN2+ejR071l577TU3fcstt9jLL79sGRkZNn36dHv11VeDvYoAADQZyjLXIKIZ+zIsIzfDCooL3L2mNZ8sdABNEUF0AAAABNUTTzxho0aNcrXRc3Jy7MMPP7RLL73U3njjDXf/j3/8gz0EAEAjmjRgko3vM95KykpcCRfda1rzAaApopwLAAAAgmr16tUukJ6cnGzvvPOOlZSU2E9/+lO3bOTIkfa3v/2NPQQAQCNKjEu0KUOnuEFEVQNdJVzIQAfQlBFEBwAAQFA1a9bMiouL3d8LFiywtLQ069u3r5veuXOnpaSksIcAAAgCBc4JngMAQXQAAAAE2fDhw+25555zpVw++OADO/PMM938FStW2GOPPeaWAwAAAECwUBMdAAAAQXXTTTfZ9u3b7frrr7eOHTvaFVdc4eZfdtlltn//frvhhhvYQwAAAACChnIuAAAACKrOnTvb7NmzbdeuXdamTZvy+X/5y1+sf//+Fh8fH9T1AwAAANC0EUQHAABNSlRMVLBXAZWIioqy5s2bl0+rrMvWrVutVatW1rVrV7YZAAAAgKChnAsAAACCav369XbyySfb008/7aYffvhh+9WvfmX33Xef/exnP7PFixezhwAAAAAEDUF0AAAABNWDDz5osbGxduKJJ1phYaG9+OKLNnbsWPvyyy/tmGOOcUF1AAAAAAgWgugAAAAIKgXLNajooEGDbNGiRbZ37177xS9+YcnJyTZ58mRbsWIFewgAAABA0IRcTfTTitYEexUANJLhcxewrQEAVlRUZCkpKW5LzJ8/3xITE23EiBFuuqSkxGWpAwAAAECwkIkOAACAoOrdu7fNmTPHMjMz7f3337dRo0a5wLmC6zNnznTLAQAAACBYCKIDAAAgqK655hp77bXXbPTo0ZadnW2XXHKJm//Tn/7UPvvsM7vqqqvYQwAAAACCJuSujV1y4qhgrwKARirh8m5cH7Y1EKEoz4aaGDlypL399tu2fPlyGzJkiHXs2NHNnzJliv3kJz+xPn34vQAAAAAQPCEXRAcAAEDT07lzZ3fzpSA6AAAAAAQbQXQAAAA0uvPPP99uvfVW69mzp/u7KlFRUTZjxoxGWzcAqItdebtsd/5ua53Y2tKap7ExAQCIAATRAQAA0OjKysoq/ftgjwWAUJVflG+zVs6yhZsWWm5hriXHJ9vIziNt0oBJlhiXGOzVAwAAdUAQHQAAAI3u+eefr/RvAAhXCqC/teYtS09Kty6pXSy7INtNy5ShlKcCACCcRQd7BQAAAAAACPcSLspAVwA9PTndEmIT3L2mNV/LAYQ+fVbX7lrLZxbAAchEBwAAQFBt2bLF7rzzTluyZInt3bu30proq1atCsq6AUB1qAa6gm+qgZ5XlGfN45q7+akJqbYxe6NbTn10IHRRjgnAwRBEBwAAQFD97ne/s6VLl9pZZ51lLVu2ZG8ACLvg25x1c2xl5korKS2xlGYp1jm1sw1oO8CVdFFtdA0yCiB0UY4JwMEQRAcAAEBQKYD+hz/8wU477TT2BICwDL7N3TDX2ie3ty05Wyy/ON9WZa6ynP051jKhpY3vM54sdCCMyjFJQnKCu9f8cb3H8RkGQE10AAAABFfbtm0tMTGR3QAgrINvR3c+2vq362+JsYlWVlZmW/dutRO7n2iTBkwK9moCqILKLeUW5rryS740rflaDgBkogMAACCoLrvsMnv00UetT58+1rFjR/YGgLALvnVJ7WJxMXE29JCh1jutt+3J32O78nfZKT1PscQ4OgmBUKZySyq7pPJLXga6UI4JgC+C6AAAAAiq4447zp599lk76aSTrFWrVgdkpWtg0Y8++iho6wegaVO2uYLlCrT5Dw5aWfBNg4ru3b/XPZZa6JGxnxHZtL9Hdh5pb615qzwDXZ/pjH0ZlGMCUI4gOgAAAIJq+vTptmnTJhs1apS1adOGvQEgZAYMVb1zlWtRtrmC5Qq0qTyLl11O8K1p7GdEPq/sko6Djdkb3XGg8QwoxwTAQxAdAAAAQbVo0SK79dZbbeLEifX6uoWFhTZhwgT7/e9/b0ceeWSlj7niiivs448/rjDvySeftOOPP75e1wVA+FFgVZmpqneuci3KTPUyVacMnVL+OIJvTWM/I7Kpw0T7W4OIhvIVCVwxAQQPQXQAANCkRMdEBe3/3r9/v91+++02Z84cS0hIsIsuusjdKrNgwQK7//77XYb2kCFD7JZbbrEePXq4ZRqw7plnnrGXX37Z9uzZY4MGDXKB4l69elk4SklJsfbt29f7tr7++utt7dq1VT5u3bp19sADD9hRRx1VPi81teLAYgCa9oCh6cnpbl5ps1LbU7DH5m6Y6wJtXoAtXIJvqN5+9sryaL7vfkbToP0divucKyaA4IsO9goAAAA0FQqKr1ixwmbMmOEyrx977DF7//33D3icAr8abPPEE0+0f/7zn9a/f3+bMmWK7du3zy1X8Py5555zgXMt79Spk11yySWWn59v4ejss8+2p59+2nJzc+vl9b777jubNGmSbdy48aCZ6ps3b3adEG3bti2/xcfH18t6AAj/AUNVG7mopMiWbl9qc9fPtWUZy1xw9a9L/uqCWr4UeDs07dCQDMDh4PvZl6Y1X8uBULpiIiYqxl0xoXtNaz6AxkEmOgAAQCPIy8uzV1991WWQDxgwwN0ULJ85c6aNGTOmwmNfeuklGzZsmF177bVu+sYbb7RPPvnE3n77bZs8ebK98cYbLoPdKzly22232RFHHGFLliyxkSNHht3+3LZtm61cudLVRFe2fXJy8gEDi6rjoSblYVS+5de//rUNHTo04OPWr1/vXrtz5851Wn8Akcd3wNBtudtszc41lhSfZM1imrmrgeb9MM9lLlPuI7xVNjCsaFrzGRgWoYArJoDQQCY6AABAI1i9erUVFxe74LhnxIgRtmzZMistLa3wWJVwGTx4cPm0Ar29e/e2pUuXuulp06bZz372swrLFdTZu3dvWO7LDRs2uGx7ZYQnJSW59+J7898+B3POOefYTTfdZImJVQ8IpyC6Avbangrg//znP7d58+bV8d0AiATegKEbcza6AHpC7I8B1oLiAuvTpo/LBFVGuoJbCP/9nLEvwzJyM9z+1b2mNZ+rChAKuGICCA1kogMAANSBSoLo5kvlQPxLgmRmZlqrVq0qzG/Tpo2r3a265q1bt64wPyMjo8Lzt2/fXl6r+7DDDquwTBnuCtArKB+Onn/++aD8vwqiFxQUuAD6pZdeah9++KEbaPSVV15xAf2a8AL+weLb6QC2dyQJ5rE9sf9E25673VZnrrYoi3K1zxVAH9B2gBWXFtum7E0uiB5J2cpN8btE+1kWblxoG/dsdBno4/uMd/Mbejs0xe0dLOG8rVsltLKkuCTbk7+nvHa/aDo5LtktD7X3Fc7bOxyxvWuvJscoQXQAAIA6eOqpp1xtc19Tp061q6++usI81Sv3D6x70/5B+LFjx9qVV15p48aNs2OOOcaVcVm+fLkrUeJPmez33XefXXzxxa6ed6RRJ4My1fv27Vvvr61tfN5555V3Tuj/UFmZWbNm1TiInpOTY9HR0UE9AVDJIO/KBLC9I0Wwj+2JPSfaV1u+cnXRO7Xo5ALpJUUllpmXafEWb7FFsZadnW2RItjbO1jGdxtvx6QfY1kFWS4gqY6RwrxC07+G1FS3dzCE87aOtVgb3ma4vbv+XSssKrTU+FTLLsy2HXk77LQep4Xk91A4b+9wxPauvZpc8UoQHQAAoA40AOiFF15YYV5lA1M2a9bsgGC5N52Q8L86rDJ69Gi76qqrXCC+pKTEBc/Hjx9/wMCbX331lRtQVI/36qeHC2V/qz58v379yuf97W9/c+/TNytfZXBUB/6bb76p93VQ0NsLoHtUk10Dk9ZUSkqKxcTEWLCzaPR+OFlle0eSYB/b+n/H9hlrb6550/bbfkuISXD1srOKsuyMPmdY90O6WyQJ9vYOJr3n7ta4+7Mpb+/GFu7besphU6x58+buiomMggx3xcTEgRPdFRPq3As14b69ww3bu/Z0rlVdBNEBAADqoLLSLZVJT0+3rKwsV3YlNja2vMSLAugKwPpTWRFll6vOeVpamguSd+zYsXz5559/bpdffrkbSPSPf/xjULOga2Pnzp1WVFRUoQF7//33uwFSfYPoDem3v/2tO7G75557KgTtVX++pvQ6wT5J9NYh2OvRVLC9m862PrH7ia6sy8rMle6qEwWvFECfNGBSRH7egr29m5qG3t4qOaSa2squb+o13sP52G4e39wNZDyu97iw2Z/hvL3DEdu7dmpyfBJEBwAAaATKuFbwXIODejXNFy9e7MqG+AfA33nnHVem5eabb3YBdNXtVtD83nvvdcu//fZbF2RXqZeHHnqoPCgf7hqjbqY6Llq0aOE6L0444QS77rrrXKa/BnxV2RztkzvuuKPB1wNA6MsvyrdZK2e5AURzC3MtNjrWhqYPtXMGnWOdUjsFe/WAGh2/6vzRYKnq/AnFzGVUjwLnoR48ByJVeKUsAQAAhKnExEQ744wz7LbbbrOvv/7aPvroI3vuuefs/PPPLw/uKlgu3bp1s5dfftnmzJlj33//vV1//fXWvn17V7ZFbrnlFjc9ffp0l92u5/o+H1WXkZk9e7b7+5RTTrFbb73VnnjiCVd//uOPP7Znn33WOnUiOAbAXADyrTVvWUxUjHVJ7eIG9vtsy2c2d8NcNg/C7vjVvaY1v6lRNv7aXWtdBjcA1FZkpC0BAACEAQW9FUSfMmWKJScnu5rnCuR6wV2VFZkwYYINHDjQPU6Z53v27LGjjjrKDWCqjHUFy1ULXY477rgKr+89H/+zZs2aKqcnTpzobgCarsrKXWieMnjTk9ItPTndzUtI/nH8Cs1XSQWyQRGqOH4PzMbfu3+vGwz4hF4nkI0PoFYIogMAADRiNvp9993nbv78g7tnnXWWu/lr27btAY8FANRvuQsF1TVPGby+UhNSbWP2RrecIDpCFcdvxWx8dYbps5y5N9MNEiyqLw4ANUE5FwAAAIQMBp8CEArlLpSVrqB6dkF2hedoWvO1HAhVHL8HZuMnxCZYu+btLL15upuv5QBQE2SiAwAAICiuuuoqi4+PrzDv8ssvt7i4uPLpwsLCIKwZgKZc7kI1z/u16WdD0oeU1z9XBroC6Bn7Mmx8n/FkoSOk6SoJXVWhTqGmevxWlY2/KWcTV5MAqDGC6AAAAGh0Z555JlsdQEgF2IpKilypljW71lhWfpa1TWpraYlptr9kv5uvDHQFIFXuBQh13nGqzqKmePz6ZuN7HWTC1SQAaosgOgAAABqdBkEFgFAKsK3MXGmrMldZYmyi9WjVwwpLCl3m7ondT7RTep5SYeBRINQlxiW6ut8aBNd/4NymmI2f0izFMvMyLasoy87oc0aT2hYA6gdBdAAAAABAk+IfYIuPibc1O9e4cRl6t+ltrRJblT92WcYymzxwMkE3hO2x3lQDxr7Z+JuyN1m8xbsAelPJxgdQvwiiAwAAAACadIBtfdZ6KyotcrXQB7QdUKF+skphKJO3qQYigUjIxtc4CLFFsdb9kO4MYg6gVgiiAwAAAACadIBtXdY6e2zRY5YUl2RxMf8b3Jj6yUD4UweYytlkZ2cHe1UAhLHoYK8AAAAAAAANSVmoa3etdfeVBdiO6HiEq32uGugZuRlWUFzg7jWtsi9koQMA0LSRiQ4AAAAAiEj5Rfk2a+UsV7IltzDXDSaqoLhKuSgTPVB5F5Vw0WPH9xlP/WQAAEAQHQAAAAAQmRRA1+Ch6Unp1iW1iyvP4g0mqlIugcq7qAa6yj+QgQ4AAIRMdAAA0KRERUcFexXw/61cudJycnKqtT2OOuoothvClkqIEJQNznZXVrkC6OnJ6W5eQnKCu9d8BcsrC5JrHsFzAADgiyA6AAAAguLdd9+1adOmHfRx999/P0F0RHwpEdQ/dVxouysD3VdqQqor16LlBMsBAEB1MLAoAAAAgqKsrKxeHweEGgXQZ62aZXv377W2zdtaTFSMKyWi+Wh4KseijguVcPG1PXe7lZSWsAsAAEC1EUQHAABAUERFRdXr44BQsjl7s/1t6d9s/e71tmLHCluwcYFty91maYlpLjNdpUYC0bK1u9ZW+RgcnLLMlfmfsS/DMnIzXGfGvO/nudsP2T/YA58+YDOWznBXDABAY+J7Hgg/lHMBAAAAgHr24vIXbd3uddameRtLik+yguICW7NzjRW1KnLlRCorJUL5l/qn0jmijgvdlIXeo1UPG3bIMMsrygs4yCgANAS+54HwRSY6AAAAANRzhuGKzBWulEhMdIzFRse6vxVM35C1wU2r1Ig/lXlRUFdlX1THm/Ivdafa8wqQ33j0jdY1tasd3+14G911tLVo1sINNqpBRw92ZQAA1Be+54HwRRAdAAAAAOqRssyLS4tdxvO+wn1ucEtNqw733sK9NqDtgAOy0FW+Zfba2ZbaLNUFdxNiEwjy1jN1aGjb+tJVAdo/2mcA0JDUWadOO3Xe8T0PhB/KuQAAAABAAwxomRSXZHExcbYpe5Mb3FKB9J6te9q5g8494NJ+BdA/2/yZtUxoaVkFWS7QrucqyLsxe2Ol5V9Q832i/ZCQnFA+X9OaX9mVAQBQn/Q9rk47XWnki+95IDwQRAcAAEBQ5Obm2hdffGFlZWUBBw/Vsm3btjX6ugH1MaClSrO0T27vyojs2LfDcvbnuBrdnVI7uYzEdVnr7NVVr9oXW75wj2uV0MoKSwtd7XQZeshQgrwNsE+8oJUC6Bp0dHyf8XRQAGhwdOYB4Y0gOgAAAILitttuc0HygxkxYkSjrA/QUANaZuZluhrcY3qNsdN7n27PLn7W/rHsH7Yqc5Vl7892ZUbaJbVzARaVfNH093u+d0F1LSfIW//7RNn9ykDXtvXmA0BDojMPCG8E0QEAABAU0dEMz4PIowxzXbKvgLgGtBzXe1z5tAIoM5bOsCcWP2E/7PnB9hfvd1dhqDNp576dVlhSaB1adLDS0lJX0iWvKI8gbwMMMuq/TwCgoX8PvO8aOvOA8EUQHQAAACFh7969LpiYkpIS7FUBasyrba4sZ9W8VZazyocoYOIFTxRQmbthru3dv9dNJzVLstL9pVZaVmplVmZFJUUuE71/2/5u3h9O+IMdmnYoe6OeaX8QPEekBmkR2r8HdOYB4YsgOgAAAIJm3bp19swzz9jcuXNdjXRJSkqyE0880S666CLr06cPewdhQQET1dtOT0p3g8ap3rZXf1vZz6JgV1Z+lguUW5m5zHMNNlpUWuSWR1mUW74rf5cbfJQAOoDaBGkR+r8HdOYB4YcgOgAAAIJi9uzZNn36dFfW5eijj7YuXbpYbGysbdq0yT7++GN777337O6777Zx48axhxDSFm1eZM8ve94dy2mJaS6LPD053S1TkEvlQxQwUbZoq8RWbn5ecZ7LPFcGuug+vyTfCkoKKOECoM5BWgTv6gB972vfeL8DCckJB/weAAg/BNEBAAAQlAx0BdCPPfZYu/POOy01NbXCcmWl33rrrfa73/3O+vXrZz179mQvIeTsztttN3x4g7295m3bXbDbzYuNjnXBk6GHDLXeab1tW+42l4GuoEnzuObWLKaZ7SnYY/nF+eXZ5/on0RZtqc1SbfLAyeXZpJRrqB62E5oKgrShTd/3ujpAnRu+UhNS3YDG3u8BgPBDEB0AAACN7u9//7v16tXL/vSnP1lMTMwBy5OTk+2BBx6wc845x2bMmGF33HEHewkh57dzf2tvrH7D8gvzXSDc1TUvLbKMfRm2eNti21e0z3q17uUy0L3s0R37dvyYObo/20rKStxz9C/GYqxZ7I8B9pWZK+3wDodTrqEaKGvRdDXVjhOCtKFNx6PK6+jqAC8DXTSt+d7vAYDwQxAdAAAAje6///2vXXHFFZUG0D0qjTF58mR77LHHGnXdgOpYl7XOPvn+E1e6RcdxVFmUq3WugLiC47n7c+273d/ZWf3OcgE+L3u0Q4sO1japrW3I2uAC7qqLHhMdY60SWllhaaEr8zJ3/Vy3nHIN9V/WoqkGXiNJU+84IUgb2vS9ouPR+x5SBrq+l9S5Or7PeL53gDBGEB0AAACNbseOHda1a9eDPq5Tp06WmZnZKOsE1MTGnI0u01wlzRVIj4uOs+ioaFfnXNMKpCvYNbrr6ArZo22bt3XB8+bxzW1n3k6Li4lzy/X40tJSV85l9c7VtmHPhvKaunlFea5MTEqzFGrq1rKsRVMPvEaSpl4PnCBt6NP3iszdMNc252x2Y2EogO7NBxCeCKIDAACg0aWkpLhA+sHoMa1bc+kzQk+7pHYu81y1zV3QvLTEBboVSI+KinLB8sHpg13muSTGJtrWnK321bav3OPKysrcTc/T43WfEJdgg9sNdkFz3fQaS7cvtU3Zm37MWI+KcY/Zuncr2Yw1LGvR1AOvkYJ64D/ygrHqFNKxrk4hgrQA0LAIogMAAKDRDR8+3N5880079dRTq3zc66+/7h4LhJqvd3ztMpijCqJ+DIaXlVhxSbFbFhsVqxFDbXSX0eVBXGUk7i3aa/tL9ltCbILLUs8qyHLPbZnQ0gV3u7fq7gLneows2bbEtudut6T4JBcYVlB4T+4em//DfBuUPiio7z9UqPNB26hby24Baw8TeI0c1AP/kb571Pmjqy0oTxR6fDvt1JFKpx0QGaKDvQIAAABoeqZMmWL/+c9/7PHHHw/4mD/+8Y+udroeC4QSBWU/2fiJDT9kuPVO6+1KuagWumiAUV26rxrn3jwviKvHKztd2eq6tU74cQC6Izseacd1O87aJ7e3Xfm77MTuJ7p53+/53mWpK+heUFzgysAcknyIfb7lc/eaTZVKs8xYOsMe+PQB+yH7B5v3/Tx327t/r2XkZrjawyrV4nVgeIFXdUT40rTmaznCrx64r6Y2aKM+/2t3rXV/H5p2KFemhBD/Tjt9f+te05rflL+7gXBHJjoAAAAa3YgRI+zXv/61PfTQQ/buu+/a8ccfbx07drTY2FjbsmWLzZkzxzZs2GC/+c1vbPDgwewhhFQA99FFj9rCLQtdhrgCJG2at3G1zZvFNLPi0mI7vvvxLrD+xdYvbEK/CRWyZzumdHSBd72OysAs3rbYvUZmXmaFkgwalPT5r593wfOs/Kzy+ut78vfYp5s+tWeXPGvXHHlNk6zn7ZvlqWD5V9u/svVZ611pHXVS+Je1YCDGyNHU64FT2z/0cbUEELkIogMAgCYlKoYL8ULFpZdeaoceeqg99thj9uyzz1ZYNnToUHvmmWds1KhRQVs/oLIA1jXvXWPvf/e+C9zlFedZ87jmLgM6vUW6tWjWwpVnUdBWmeZeXW7/IK6eo5uyphX0vfHoG93r63FeEFAlALRMA5VuytlkG/dstJSEFFe+ZH/xfpu/cb7LSm9q9bwrK82iwVu7pnZ1deS1LZWZ66upB14jTVOuB05t/9BHpx0QuQiiAwAAIGiUga5bVlaWy0BXAFIZ6QwmilD03FfP2YfrP7QW8S0sPjredhXscgF0ZZRn7su0qLIo69+uf3mA3CsvcbAgrn/QV7znKGi2JWeLy3oXZab3adPHlX5REFE1kZtSEDhQlqcC6gqoBtKUA6+RpqnWA6e2f3ig0w6IXATRAQAAEFQFBQXWqlUrd/N888031q9fv6CuF+AfwNKAnirToprnpaWlroSLapjvK9lnhSWF1rp5a+vZqqerZb5179YKWc61CeJqmYLxa3atsaiSKEuMSnQB9AFtB7iBTL1M96YQQKxrlmdTDbxGMu2/prQPddzqe0jvWVddqLPO65Rrit8FoYxOOyAyEUQHAABAUKxZs8ZuuukmO+mkk+yKK64on5+Tk2NnnXWWK/Xy8MMPW/fu3dlDCDoFqFTvXIErZYMnxiS67GcFsBQwb5vU1nq06uGC5HsK9ljLhJau3rkGwFRARUGvozsf7W5SnSCuAr8XD7/YVmSucGVdOqd2Lg+c7c7d3aQGUqyvLM+mFniNFAoeN+XOD5WSmrNujq3MXOlKOqU0S3HfB+pQa2qDqoYDOu2AyEQQHQAAAI1u8+bNdv7551tCQsIBQfK4uDibNm2a/e1vf7NzzjnH3nzzTUtP/7H2MRAsXvAuqyDLtu3d5jLRm0c1t72Fey02OtYuHnaxe5wC6gpsdUrp5LLTX//mdVuwcYFFRUW5MiQKdikIXN0yIvo/T+x+ogsaq3SMaq0raLYxZ6ON7jLamnqW59pda9321zaiNEvkYSDNH6ms09wNc10ZJ5V30iC6qzJXWc7+HNdhR23/0ESnHRBZGFkLAAAAje7pp5+2li1b2htvvGFjxoypsCwxMdEuuOACe+2116xZs2b21FNPsYcQ1AxYBWpFwW/VQ9eAnsUlxS77WRnmJ/U4yU7peYq9uupVV37l213fusD5ttxtLiv9o/UfuYC66njHRMW4gLiCYtWl4LCCZCrhsj5rvX2z8xvbt3+fy3SfPne6y3ZXsLEpZXlqmwxJH+IC6LpCYFnGMrdNm9J2iOTPm+59B9LU56a2n59w3w6+tdB1JYvGXUiMTXRjiKjTjg4kAGgcZKIDAACg0f33v/+1Sy+9tMoBRNu2bWsXXXSRzZw5s1HXDQiUAXtEhyNcTe0vtnxhybHJ1jy+uY3uNtouGnaRPfr5o7Zu9zpr07yNGwRUJV9UeqGgqMASYhNc8F33Xh3vmgwK6lsa4K9L/mrzfpjnAopeKROvtIke09QycxVYbMrbIZI/b+okUUeR9rFKJ0ltPj/hvh00zoI641QuSuMwDD1kqPVO62178ve4MRnUgafvCABAwyITHQAAAI1ux44d1q1bt4M+rnfv3rZ9+/ZGWSfAV2UZsLO/m23xMfF294l3220jb7O/nPYXu+qIq1w2uuqWKzu0qLTICosLXdkVPUfBr6iyqAqvraCvAmSq8VxT32V959ZHQUUF5XWvIKOCbl72bqTzzcyt7nbwz3BGaHnuq+ds5vKZB1yxoZIl+rzU1+enPjTksVTZ9878jfNtR+4O11Hk0dgIMdExrhOBWugA0DjIRAcAAECjUwa6AukHk5WVZampFQMoQGMGaVs0a2H7Cve5e9UhfmP1G64uca+kXuVZsCqpoBIuecV5tilnk5VZmQt+aQDAwtJCy8zPtE83fVrngQAVNFTwUME1/6DixuyNbnmkZeaK3teO4h3l723JtiVuHx2aduhBtwM1tUOb9o8C6I8uetR9XrRf1fGkz4k+b9qfKpHUtWXX8ucEayDNhj6W/DuHfDPvVcJJ26I2g+kCAOoHQXQAAAA0usMPP9xef/11O+2006p8nAYV7d+/f6OtFyAKwiqQp+D59tztrjSLgmYaRFSZsku2LrEuKV1syrAp9n+D/8/m/zDfBfo02Kgy0PcX7zf9kyiLcjW7la1e14EAFTRU4E4BNC+4FsygYqMEWJc8Zx9995EVlBW4/aIa6KnNUm31rtUuiHhs12NdiYtA28HL7FVgUp0PlH0JLd7+UQBdnwd9VtbsXOOW9W3T131Wtuzd4q42CHbwuKGPpao6ydoltbPD2h/mrkRRMF3HubYBg+kCQOMhiA4AAIBGd95559nZZ59t9957r/361792A4j6KiwstIcfftjmz5/vBiEFGpOCsCqf8EP2Dy5Qp8B5Zl6mK9OSEJdgKc1SXMb5k4ufdMs0qGXHlI62PGO5G/xTmeie2KgfB75UcEyBQGWtn9XvrFoFv7Quynz1AnfBDio2dAD9mveusTnr5rgOCN1UKkedEgogKtP/q9yvbGfeTjvt0NPccv/tUFVmb6TW1A4n3v7p2KKj+1ufE+1b2ZS9yQXQ+7ftbyPaj3CfsWAGjxvjWKqqk0zb4uLhF5cH2/VYjl0AaFwE0QEAANDoBg0aZNOnT7e7777b3nrrLTvqqKOsU6dOVlJSYlu3brXPP//clXK59tpr7ZhjjmEPofFFmUVFRVlxSbHLSi8tK7Xo6B/rnKsuujKiNbDfh+s/dPM00N+KHStcUF2B3h9f4sd7ZacnxSXZkZ2OdMH0ugwE6AUPFbiL5IxUlfjQtlXgvKik6MfOibIytx90RUDH5I4uA31zzmb75PtPbESHEeXbQQFPBRqzCrKaZPmbcKGBeLft3eYGzFSpIy8DXZ8t7UN1OJ076FyX5e3t02AFjxujlFJ1O8k4ZgEgQoLou3fvdjUuAQAAUNH+/fvt9ttvtzlz5lhCQoJddNFF7laZBQsW2P3332+bNm2yIUOG2C233GI9evQoX/7OO++4TO3MzEwbNWqU3XnnnWHXBjv33HOtb9++9te//tXmzp3rto8kJSW596Rto/cONDYFxFQ+QYHv7/d878q5eIP5KUN61c5VrnSLYuRadnjHw918Bc3jouNcEFAlXRSE1+B/CvzqpgB7XQcCVPBdQUVlvkZqRqoCpiqRo+2nMh/apqotX2zF5Z0SuUW5LvjaLK+Zyw6+8egbrVNKpwo1q7UftuZsdftRVwpEevmbcOHVFp+7Ya77LH23+zvr1bqXuylwrv2vz41v55CO8WAe541VSqmpdJIBQJMJovfr188WLlx4wInali1bbNy4cfbVV1/V1/oBAABEDAXFV6xYYTNmzHDZ1r/5zW+sQ4cONmbMmAqPW7t2rV122WV26aWX2umnn26vvfaaTZkyxd5//30XYP7666/t5ptvdgF5BaHvuusul9X91FNPWbgZMWKEu3nJGLGxsZaSkhLs1UITp4CYyiekJaa5QO2H6z60HXk7ykuKNItpZrExP5ZpycrPssx9mZYUn+SCtsqWVta0stZd8NxKLcZi3DzVQx/Ta0y9BAODHVRsSOoc0LbVds4uzXb3/z9+7kRbtCuZs69onyut42X1V1azem/RXluyfcmPtdQryewNdoZzU+S7n/qm9XVjBazMXGn92vSzwemDXQ107Z+rjrjKQkVjlVJqCp1kABDxQXQN6qTBn0QNw6uuusri4n4cwMWzY8cOa9u2bf2vJQAAQJjLy8uzV1991Z555hkbMGCAuylYPnPmzAOC6C+99JINGzbMlTKRG2+80T755BN7++23bfLkyfbCCy/Y2LFj7YwzzigPzh9//PEua71z584WrsItkx6RyzdgpkEsD0k+xA0wur9kvwuIKxNaQV6VdVEQV/XST+pxkv2w5wf3GGWnqxZ6VHSUC6SLXkPZpGSUHpwXOGzTvI3b7srgVyBd21XZ/spSFm1rXTHgBRkrq1k9/JDhtnb3Whdwz97/Y9awgp6n9z7dZiydUZ61rvna59o/tS21g5rXFte+VlkelXJZs2uN25cq4RLsz0llnSuNmSUeyZ1kABDxQfSTTz7ZNm/e7P5etGiRDR061GVC+WrevLl7HAAAACpavXq1FRcXu+C4RxnYTz75pCsLoaxVj4LhgwcPLp9WSYPevXvb0qVLXRB92bJldskll5Qvb9++vcto1/xwDqIDjaU62ccKsi7YuMD+s/E/LgNdn0P9UwBdWeUJMQmW3iLdBdmVpT6qyygX0H1t5WsuwLYzf6erp66Ab/82/W3GGTOsV1ovdnINOjEycjNc54NKsog6Jlxuf1mpNY9tbp1TOluL+BbusVJZzWq9lgLoUw+faq0SW5XvcwXQ/bPWvSxjZQKjcWqLK4A+9JCh1jW1q63PWm9Tj5hqR3Q8IuilZgJ1rpAlDgBNV7WD6AqYT5061f2tk7TTTjvNmjVrdsDjMjIy6ncNAQAAQlhhYaG7+YqPj3c3X6pd3qpVqwrz27Rp4+qA79mzp0IWtub7t6m2b99uqamp5Vf/tWvXrsLytLQ09xgAVQfINGCl6m0rk9wL1vpmH3sB9je+ecN+yP7Bhh0yzAVqFRSfs26OJcQmuABgnMVZQnyCy0JPjE20bi27uUD60u1LbUP2BvfaylRXNrXKwigoRxC9+rzs3nnfz7Ovtn5l2UXZrsROfHS8C6S3T27vMpm9/aeOjqpqVvds3bO8w8Q/G1q852i+SmmQBdy4tcV1tUH7Fu2tZ6ueFkyVlQTy71whSxwAmqZa1UT/8ssv7cwzz6wwr6SkxJ577jl74oknbMmSJfW1fgAAACFNdcgfe+yxCvOUeHD11VdXmJefn39AYN2b9g/Cq1TLlVde6caaOeaYY1wZl+XLl9uRRx7plhcUFFT6Wv6vA8DnM1iUb9e8d419uP5DN1ClBgnNKshy2c6iQKwCaPN+mGfLti+zdVnrXAmRDi06WNeWXW1A2wH2TeY3LrCeuz/XUuJTXC30Pfv32GmHnmaHph3qgrPKWD++2/EuUKjAvP4f/R8EZ2vGy/rVtv1hxw/WokULt229ARz9ryTQ4/1rVmu7e/W1fYPi/tnQHj1HVxFoOUH08K4tXht0rgAA6j2IriD5NddcYw899JCri/7f//7X7rzzTtu1a5ddf/31tXlJAACAsKQBQC+88MIK8/wD3KIr+PyD3N50QsL/svFk9OjRbvwZBeKVqKDg+fjx4y03N7fK10pMpI4vEIgy0D9a/5ELaiv4qvra2/ZuM2vxY/axgqpzN8x1A4UqmKaSIaq5rUxzLZOf9vypvf3t21ZcVuyCfknNklyQ976T7jsgOKuMdQ/B2dpTUDW2Vay7EkdBdN/5AbPXf5hnn3z/ie0p2OOy1xdvW+zKt3hXHATKhvay1r1APRpGY9YWr0lZJzpXAAD1HkR/8cUX7YorrrBf/vKX7tLhDz74wCZNmmS/+tWvyi8zBgAAaAoqK91SmfT0dMvKynJ10WNjY8tLvCiAnpKScsDj1da6+OKLbe/eva69pUFGO3bsWP5aO3furPB4TTPAOxA4WKYSLrHRsS5gpnsF7kSBs617t7oAqgYJ1eCgKQkpLsNcgfb9xftd4F1lWlTW5cQeJ9rFwy62rbu22oCOA6x3m97l/w/B2dDIXldHxuaczda3TV9XU92/JEcoZ0M3BcGuLR6o7vmJ3U+kcwUAEND/RrCqAdXsnDFjhhtI9P3337dnn33Wbr31VgLoAAAAAfTr188FzzU4qGfx4sU2aNCgCoOKyjvvvGN33XWXC84rgK7yLZ9//nl5OZchQ4a453q2bdvmbpoP4EAK1KkGelJckguMe5Qtvq9wnxvcV8tVb1u1mRVk03TZ//8nKt3y1bavXLBNAx8e3/V4V8Kl0gEx92W4UiL6v3Svac0nONvw1u5a6zpMVIZHdeq1j1X3XDWuFTRVh4oo61kBcw0Sq2xo3QcjG7op0+dBn6HG/lx4dc9jomLcVSO617SuROHzCwCocyb69OnTD5inunQxMTF222232fDhw8vn33PPPdV9WQAAgCZBpVbOOOMM1266++673eCgGk/GazcpK11tK2Wmd+vWzbW9Dj/8cOvdu7c98MAD1r59e1fmRc4++2w777zzbOjQoS4Ir4D7cccdZ507dw7yuwRCl8s+b5ZcHkRVcFXB9aLSIju227GuBroC6NFR0a5WurLO84vzrbC40AXUFWhLik9y2arhUKqiqfGyi2evnW2fbf7MWiW0cuVcVMs+LibugJI6wc6GRmjWPb9l9C3lf/P5BQDUuZyLRwF0DXgFAAAQLqJj/ldTt7EpMK4g+pQpUyw5OdnVPD/llFPcslGjRrmA+oQJE2zgwIHucffee6/t2bPHjjrqKDeAqZexPmzYMLvjjjvskUcesezsbBs5cqQbnwZA4LINGhBUNdBVmkWBcZXvUHD85B4n2zVHXlOenargqkq4lMaUWllZmRtcVDXQFUDfmb/TXlz+ok09YmrATU1wNji8/ZfaLNXVQS8sLbQ1O9e4ZUMPGRqw3rkC5wTPm46D1T1XxxmdK41fjx4AIiqIXpvscp38aQBSlX8BAABo6pSNft9997mbvzVrfgz2eM466yx3C0TBdt0AHDywqqxTlWn4avtXtj5rvSU1T7J+bfvZ6K6j7aJhF7nAtzLMVXrlv5v/a6syV7lAm4LoXoCtbfO2LuiuQSuVwTq+2/gqNz3B2eBlF+tKAgXQNRDp91nfu6B6zv4c6p2j2uMW8Plt3Hr03qC/jfV9oe8IAvgAGjUT/WD+9a9/uQGxCKIDAAAACHbZBgXNu6Z2tbyiPPvDCX9w9ZgV1JmxdEZ5UGfHvh2ulIvqp2uZrgApKS1xr3dEpyOsfXJ7W7hxoR2TfgxjQoVodrFKuMj3e753wTLtR0rqQBhUNnQ6NvV59R/0tyGz2fU98NKql2zJziW2r2hfUAL4AJrgwKLV5WVuAAAAAI2tsLDQlR7UoKyBrFq1yiZOnOgGZVXm/4oVKxp1HdHwgVVlkftSQD0mOqbSQQaVba7nxUXHucBMVHSUm6/Hx8fGW/eW3d3r6XUVnA0VCiZpQE2v3ntTzi4W1UBXCZdhhwyzn3T8ieswUYCOQBmEQWVDo2Mz0KC/B+N1fE6fO91u/eRWd69pza/Kq6tetXfXv3vAgLL6DQCAoGeiAwAAAMGwf/9+u/76623t2rUBH5OXl2eXXnqpnX766a7+/EsvvWSXXXaZffjhh9a8efNGXV8Ep2yDf1BH0xqAtFViKystK7UOyR1cSRBlpSt7XeVcCgoK3PM1cGWwbc7ebDOXz7SVmSvdujXVzMpA2cXZ+7NdBrquOAA8jFsQmvXovUF/GyKbXd/tCzYusHbN27nven2v+w4oqwGGqc0OIKiZ6AAAAEBj++6772zSpEm2cePGKh83e/Zsa9asmU2bNs169uxpN998syUlJdn777/faOuKhg+sZuzLcLXOC4oL3L2mNV/L/bPVFVyLj4l3f7sgeosOrpTL3sK9Lhtdj3XP7zLygAEqG5OXifl/r/+fPbroUftiyxcukKQrgZtqZiXZxagpfQeog4XgaXCuGPEEGvS3PrPZy7/r4ytemeRdWaTlAHAwBNEBAAAQURYtWmRHHnmkvfLKK1U+btmyZTZixAiXkSa6Hz58uC1durSR1hShEFhVkHx77nb3d/O45tY5tbPLYFZmd+/Wve2Q5ENc0FrBGpUJ0fMn9p8Y1J2nILluCuirBE1SfJIbMDUzL7PGpREiLbv4nhPvsduPu93dU8KlYTX1MkKo/47N2pbpOlgwvDyAX1j7AD4AUM4FAAAAEeWcc86p1uMyMzOtV69eFealpaVVWQImEGUAB3M8IO//Z0yiihT4Pu3Q06xvm75uumerni5Q42Vy6/L+H7J/cEF01Tsf3n64tUls48q5aHBR1T0/tPWh9vN+P7djuh7jMtP1fG3n/WX7g7K9vbIEKc1SXHa8Av8qQaN1UUdBl5Qulp2X7R4XCYGhmh7bes/e++bz0DDbW58f1ZfWcajApYKQo7qMcp1LTamMUH1oat/dXgekBmfeuGejO3a8jsnqbAOV0VJ5rT35e8oHjBZNJ8f9WGarstfRd4IC9a+teM3i4+LLSz5l5GXYGX3OcMubyj5oLE3t2A42tnft1eQYJYgOAACAJik/P9/i438s3eHRtAYkramcnByLjo4O6gmAaryLl1nf1OUX59ub375pn239zPYV7XOBl590+Imd0fsMN/+NtW+4QPnA1gMtPire1u1eZ7kFuTagzQD75cBf2uguo62gqMAFZcqD0UVm2dnZQd3eP2T9YFn7slywP8ZiLK8wz723uKg4y9mfY1uyt1iLuBYWWxTr1jXccWyH3vZ+adVLboBG1Zc+JOEQl9376opX3fPO7n+2hStlMavjrMJnvoFfvyke3+O7jbdj0o+psC0K8wpN/w4m1mJteJvh7vgrLCp05Vl0/O3I22Gn9Tit/Huvsm19SqdTbE/2Hvtq51e2M3enC7qf0vkUNz8SvitDTVM8toOJ7V17paWljRtE18BNa9asse7du1uLFi3K51977bXWqlXwB9wBAAAA/Kkeun/AXNMJCf8bhLK6UlJSLCYmJuhZNKmpqZys/n9vLXvL5mya44IsreJbWVFJkZsusAJXN1wlBJTJrRroyt7u0rKLe8xNx93k6iQrk1uBmJTEFEttnhoy27trXFdrldTKLMqse+vutnrnavc+VH6mLKrMCsoK7Ge9fmbdD+lukYBjO7S2tz4XS3YusU6pncozgVOSUlx2r4KTE+Mmhl2N8YbOrK/q9XW1TFP87tb77W61+46actgUN/i3stkzCjLc9pw4cGJ5lnugbZ0Sm2JThkyxc+POdQF2BdfD7VgNJ3x3s73DRUlJScMG0TVY00033WS//e1v3SWwv/jFL2zDhg2WmJhoTzzxhP3kJz9xj7vgggtq8/IAAABAg0tPT7edO3dWmKfpdu3a1fi1FPwIdgDEW4dgr0coUKBv3g/z3OX6KhlQWFLoguW6hP/FFS/alr1bXO1w1RJXXd41u9ZYj1Y93PL9JfvtH8v+4eqKe0EYlQFQHXXfgFqwtnebpDYuKKSOANVDL2pV5Oqha117tu5pk/pPcusaSccBx3bobG8FH3VlR5fULhWWt0xs6coJabmO0XCioKs+T/pO6Nqyq/ve0LSorn5Dvv75Q87n+K6C15npG/BuHt/c7ZdxvccdsExlug62rXV8tk1uW+f9ioPju7txsb1rpybtpVoF0W+//Xbr3Lmzyzx/7bXXbO/evbZgwQL75z//affdd5+98cYbtXlZAAAAoNEMGTLEnnnmGZctpQa07pcsWWKXX345eyHMKbCyKnPVj5nkzVJccFzBctU/V1AltVmqy95WLXEFyWVD1gY7rONhNv+H+TZ3w1wXhFGgsL4DavXhxO4nujruKzNXuvd2eMfDbWDbgXbOoHNchjDQUMoHaCzItoTkhLAfoFFBWnWY6fPuZdZ770vzFaitS7bywV5fYzaoRAkOzN7X4MlVdWZqv/juG7Y1gIZWq8KNX3/9tf3qV79ypVo++ugjO/nkk61NmzY2btw4W79+ff2vJQAAAFAPNJhoQUGB+3vMmDGulvldd93lrrTUveqkjx07lm0dAfYU7CkPknv3URblstI7pXSyfYX7XHBGZVBKSktsb+Fe69aymy3LWOYC73pOaVmpC3wpAKZgjoI0weQNiHrH/DvcesrQ9KF29wl327RR0wigo1GygoekD3HlkDJyM1znlO41rSBnuJXH0PvR94A6o3xpWvO1PJRfP1IpgK7Oy5ioGNeZqXtNa34gbGsAIRlEV91zXeq6bds2W7p0qR133HFu/jfffGNpaeH1owkAAICmY9SoUTZ79mz3d3Jysj311FO2ePFimzBhgi1btsyefvppV2sV4a9lQksrLikuD5TrXkFx1SBWULxPmz7u6gNl0CoQqFIox3Q5xr7O+NqWbltqn3z/ic1dP9eWbl9qzeOah0TAyz+wpAFFP9vymcucBxq682b63Ol26ye32uJtiy0tMc2VPlIJl5KyEhvfZ7zLEg7nzHpf9ZVZ39CvH4n8M8rdd3Y1OjPZ1gAaWq2uG9JJxhVXXGHx8fHWqVMndzLy0ksv2f333+8GEwUAAABCwZo1a6qcHjx4MKUII5CCKf3b9nclWnL257iAlWqid03t6rLO9xXvc4OJanrHvh3uMQoAfrvrW1cmRUFzvYarl75zjXu+BhsNZsCroctOAAfrvPEtcaTMc5UVOqXnKWE1QKN/jW3dlEHvlWxShrj3/tQxUNf3VZ3Xz86uGGAPds3xYPMyynWs+dK2U6eNlle2rqG+rQE00SD6ddddZ4MGDbItW7a4Ei4xMTHWoUMHe+ihh+z444+v/7UEAAAAgGpSsOTYrse6ki4aXC4+Ot4KSwtdsPzUXqdaXEycCzxn5mVai2YtbEyvMS4gqDIpGmB0295tLoCuDMi8ojz7fs/39vP+Pw9qkKm2gSWgoTpvVFJo8sDJYXHceTW2ddVGVn6WtUps5T7z6jzzMuj1PvVZUoZ4fWbWN/TrN1TN8XCsux+K2xpA5Kj1CBaqg+7r2GOPrY/1AQAAAIA68w2meEEiL5iiIJEyt30zMNfuWuseN+yQYa4m+qbsTeUZ7Joe3XV0UPdKpA3oiPAQKZ03L3z9gj25+EnLK8z7cSDp3WVuYF6NkXDJiEvcoMH+3wn1Rd83gV5fJaVC5eqCUBlAuS5XB4TitgbQxIPoykB/+OGHbfny5VZcXHzAl9HcudTkAwAAABA8VQVTxCvl4B+kVub50EOGWu+03i5bUwFEZa53aNEhSO/kf+vbkGUngFDqvKnPMiN6rZnLZ7oMdL2erjDRlSaZ+zLt2SXP2nHdjnPlmvy/E+pbQ79+JJWGqmtGeahsawCRpVZB9GnTpllWVpade+65bkAmAAAAAAhF1Q2mVBak1oCk2fuzQyZIHQmlCkKxBjNCp/OmsjIjQ9KHuCtB1JFVm/9v3e51tilnk6U2S3Wvp3ER9Nq6KRv9xjk32pn9zgyJUiaNQZ8/fQ41OKw6DTUGRKhdXXCwTlAACJsg+tdff+0GYOrVq1f9rxEAAAAANGCwNtCyUA9Sh3NgqaFrMBOcbziN+bnwLTPSPrm9fbX9K5uzbo49//XzNjh9cO2OmaiKkxoLYWfeTvd3XHScRUdHh0wpk8b4HGp7qvNAnQkqVdU5tbMNaDug/OoCUXmrUPh+IaMcQNgH0bt162a7d++u/7UBAABoYFHRfmfTACJKVcFaqSqQGy5B6nAMLDVUDeZQHiAxUjTW58K/zMjS7UvdIL/KlC4oKnD1y6t7zPh2qvRs1dM6t+hsP2T/YGVW5sq6RFmUFZcVW8uEltardS/bu39vyJQyaUje4KrK6t+cs9nyi/Nt1Y5V7vOoQZa17R/49AE+SwBQX0H0Sy65xH73u9/ZhRdeaF27drW4uLgKyw8//PDavCwAAAAANFiwVqoTyA3HIHUoq04NZqlNgDaUB0iMNA39ufAdxFRlRjS4b1J8kqth7oK88S0sMTaxymB3VZ0qf136V9uTv8c9RuMcKDg/qN0gdx8dFR0ypUwa8goc73PYr00/l42ubZxTkmPbcrdZ55TOtmPfDhdg57MEAPVYE11uv/32A5ZppOtvvvmmNi8LAAAAAA0SrFX2pYTyYHqRxDeY5xsc9aUazBuyNrjBHddlratx9ms4DJCI2g1iGhsd6zLPdYxoEND4mHh3PBws2B2oU2Vsr7F2zRHX2Oy1s+2/m//rAvP92/Z3ZUwaY6DUhladKzJ8P4fqRPAGUN5TsMe27t1q+0v2uwA6nyUAqMcg+urVq2vzNAAAAABoMFUFa1W6QBQk8l8WCRmooSLQwJBeNrEX5BZvgMr5G+dbl5QuNc5+rWp/s0/DexBTDQKqgLn2cVlZmfVp08dljGfkZgQMdlfVqfLF1i/snhPvcR0r6rTRMaea6yVlJbY7d3eDDZTqv34NVQ6nOldk+HZSeNtF21SlbJLiktxAyvrs+OKzBAB1DKJLQUGB/etf/7J169ZZSUmJ9ejRw0499VRr2bJlbV8SAAAAAGqtsiCRaLpVYqvyv/2XhXMGaqipLJinqwDSEtNcoNILzGm+At2iAHqg7Neq9ktV+5t9Gv6DmCqDOic3x7q17ObqmiuAXlWwuzqdKoemHWrXHHmNHZJ8SKMNIFxVlrg6l+qquldk+HZS+H4OtU1P7H6iLctYxmcJAOo7iP7tt9/aL3/5S4uJibGBAwe6IPqHH35ojz76qD3//PPWq1ev2rwsAAAAANRaVUEiBckk0LJwyUJvyGzWhgzmqVSEF6jzApfHdj3Wvtz2ZZXZr1UF0Q+2v0Nt+6B6x7aCvrqpxMj8H+a7Y0Y1uw8W7K5up0pjDyBcVZb4+UPOr/Pr1+SKDN9OCv8OBG89vefyWQKAegii33XXXTZy5Ei78847LTb2x5coLi52g43efffd9txzz9XmZQEAAACgTqoKEnmUGa3yLspOb8gM1MaueRxsBwvmndLzFJs8cHKF4Ph3c7+rU/ZrdfY3wvfYHpQ+qNodRzXtVGmMAYQPliV+2qGnWWztCwTU+IqMqjoQ+CwBQNVq9W29dOlSu/XWW8sD6O6FYmPtkksusZ///Oe1eUkAAAAAqLOqgkQK1oWr6tQ8DrbqBPP8A5cHC3qqHnZVGjurGI1/bNck2B1qgeDqZIm3i21Xp/+jNldkVLZN+SwBQAME0du2bWsbN250ddB9aV5SUlJtXhIAAAAA6k1lQSLfYJ0GGN2eu91mLp/pglxXHXFVyG796tY8DrbaBPN8g55rd6212OhYV/alpkHPxsgqRugf26EWCK5WlnhR3f+f+uw84LMEAPUYRJ88ebIr3XLttdfa4MGD3bxly5bZI488YhMnTqzNSwIAAABAowTrFLhambnSNmVvspz9OfbookfdYy4adlHIlEapbc3jYKtpME/bW0Hz9VnrbUfuDjdPNbDV4VFfAy8idDXUsR0qgeDqdCxlZ2fX+f8Jtc4DAIhEtQqiX3zxxZafn28PPvhg+Rd+mzZt7IILLrCLLrqovtcRAAAAAOotWKcA+pqdaywpPskFmhRgV5BLAd9QKY1S25rHwVaTYJ5XC/tvX/3Nvsv6zlrEt7AerXq4Ei71OfAiQlc4Hdu11ZglZkKl8wAAIlGtguhRUVF29dVXu9uuXbusWbNmlpycXP9rBwAAAAD1GKxTCRdloCuArmkF1lOapVjHFh1DqjRKXcukBFt1gnkKoOum99EqoZWVWZkr6RIXE2ftk9vX28CLCC3+A4WG27Fdnx1LB6v5DwAIHdVujbz55pt26qmnWnx8vPu7KmeccUZ9rBsAAAAA1AsvWKca6CrhomkF0PcV7rM+bfq4esyhVhollAdMrK/yOs3jmtve/XutqKzIBRRLy0pt6bal1rF3R8ven10vAy8iNHhXHmi/67OnY1ifydN7nx5Rx3YgZIkDQBMJoqve+bHHHuuC6Pq7qix1gugAAAAAQo2CcgreqQa6grjKQFcAfUDbAS5YG8rlIyKt5rFXXmdPwR7LLcq1uOg49x4LSwptd8FuW7xtsQ1OH1xvAy8i+HwH9lVZJWWcexnokXRsAwCaeBD9448/rvRvAAAAAAjlchEeBWmvOuIq97eCd1qeEp9iW/Zuscx9mXZs12Mt1EVKNqu2fWx0rG3O2WwtE1q6gHpxabFbFhMVY1v3brXzBp9XbwMvInQG9tVVH+LVQPctoxQJxzYAIDLVurjc/PnzbcCAAZaWlmavvfaazZkzx/r3729XXnmly1YHAAAAgFAoF6EMdAXQPWcPPNuWbl9q/9n4H8sryrOikiJLbZZqCbEJboDLyp6D+qVgqa4A+HjDx5aWmOYy0bMKslwmuoLqHVp0sNFdR9e54wShN7CvL9VAD+UySgAA1CmI/pe//MWeffZZ+/vf/27r1q2zW265xSZOnGgffvihyxK49dZba/OyAAAAANBg5SI8b3/7tu3K32VHdTrKNmRtsA17Ntj+kv1WUFzgsqArew7q37mDzrX31r7nBpFUB4YGd22X1M4OST7EdWAokF5fHScIjYF99Zn0MtBF06FcRgkAAE+01cKsWbPs0UcftSFDhthbb71lhx9+uN1+++1277332uzZs2vzkogQUXHx1uWG39rgt96zQbPetHYTJwd8bOrI0db/uRdsyDtzrPfDj1viob0rLG8zfoINfPGfNuRfH1j3W+60mBYtGuEdAGgI0fFxNvqrt6316CPYwACARikXoaCs7jWt+Vqu26Iti2zuhrluftuktra3cK+7Vxbs9tzt1qJZiwrPQcPplNrJLhx2ofVo1cMGthtox3U7znq17mX7iva5QHh1MpO9jhN1fqjjxOsE0XyE3sC+6jDJyM1wHVa613R19zUAAGEXRFe2eY8ePdzo6Z988okdf/zxbn5ycrKVlJTU9zoijHS87Epr3ruvrb3hWtv454es/XkXWsvRxx3wuISu3a37zbfa9pdesG8uucDy1q21Xnfdb1HNmrnlrY47wTpdeqVtfuIRW3PN5RbfLt06X3P9/2vvPsCjqtMugL+ZJJPeSCXU0FvogiiCirKIuoIuroIV634qrhXUVbEi1rWjCMoqorIiNlDAApZdkd4hBAglkEJ6r99z3nhnJ0MmmUlmUs9vN08yk8nkzp0JJue+9/yb4BERUUOZfMwy5IMXJWhA9QNlRERE7qiLQD2ENVzG4pULNi2QB757QJ5Y+4QG5KiQyC3O1foQBO54w8eYbMbX4L5wn+RemBjHGw5epBWkSXlluVzS+xK9zhUHTqj5wHOK5xbPMX7+nHmuiYiIWmSdS58+fWTBggUSGhoqGRkZcv7550tKSoq8+OKLMnjwYNdvJbUIJl9fiZh4sex/4F4pTNinbykfx0nkJZdJ1rofq902ePhpUnjooGSs/kYvJ78zT6ImXSZ+XbpKwb69En3FNDnx0WLJ+mmtfv7YW69LpzvvETGZRCoqmuTxEZHzAvt2l8HvvyAeHh7cfURE1GR1Ean5qbI2aa1OKmPqeX/GftmdvlsqpVLMnmadigV8jAoQVkw0Xg85OunP6HSGvhnPo6P35WjPNvvSmwf8bKEiCYuIsr+eiIjaRIg+e/ZsmTlzphw7dkzuuece6dChgzz11FN6+eWXX3b9VlKL4Neth3h4eUr+zu2W6/J2bJOYadeIIECrrLRcX5aTI35d4ySgf7zk79oh4RMulPK8PClOThaTv7/49+wth+Y+9b/72b5Vdt94TaM/JiJqGNS3nPzxN9n78EtyQc5W7k4iInJ7XYTRZ44gFWH44ZzDIpWiQSumlKF3RG/ZemKrHMo8JB2CO0hiZqKeZdsvsp9Op6NiAhOyrJhwXw95bffhqp5tPy8/WbRlUYvpS28rYT8eW2t+fERE1DrVexIdXejW7rvvPjGbza7aLmqBvMPDpSw7WyrLyizXlWVmiMnHR7yCQ6QsO8tyfeaP30nIGWdK71felMryMqmsqJTEh+6T8rxc8eveQ2/jFRIqvV5+Q8wxsZK76Xc5+trLUp6f1ySPjYjq5/BbS7jriIio0RgBrFHXgtB0TOcxsvH4xmo1L/0j+0tpeansPblXvExelklm3J4VE65bwNXd92HvwIlxEATd9w39Ho2hpS+O2lbCfyIiatvqFaKj9xyLi44dO1ZiY2N1+nzVqlXSr18/eeihh7Tmhdoek4+vVJSWVrvOuOzh7V3teq/gYPEOC5fDr7wo+bt2SuSfJ0mX+x6UPbdOF5Ofv96m84y75dj8N3VqveNtd0rXBx6WxH/MbMRHRERErZHJk/VCRG2pLgISv0usNq3s7emtoSoCv9tPu126t+uu1zMIdCwwRTjt4+mjPebaJ//HfkUIjH1fV5Bq22UOzt5HbQdOEKCPixsnj6973CXfw91ccUChKcN/vB4yCzMlzC9M93tLCf+JiIjcHqLPmTNHvv32WxkyZIjs2rVL5s+fLzNmzJB169bJE088IS+88EJ97pZauIqSEjHZhOXG5Yriqp5JQ+xNf5PCg4mS/vkyvXz4xWel37uLtdYld+sWve7ERx9I9n9+qfr8C89I37ff02n30pNcIIiIiIiIHK+LqG1aeUTHEdW+jmoPTbFAK0JohOj7Tu6TTiGddLLftofcFV3mDenZTjiZ4LLv4U6uPKDQ2D7Y9oHM2zhPCkoKdP2byoxK2Zm2UxfovWnYTU29eURERC5lqs8XrVixQl599VWtdVm5cqWMHj1abr75Znn00Uflxx+rLyBJbUdpepp4hYRgxM9ynVe7dlJRVKR959b8e/WWwsT9/7uislIvm6NipOxkul5VdPiw5dNFR6o+9o6s+sWSiIiIiFoGhIQINPG+qWAyFoE5qloQoLKypX4wdYwFWs0ms4boCE73pu/V4NSZxVitu8ytNWRBVwTNPcN7WgJnd3wPdzAOKFjXDQEu43p8vjnCz/Pi7Yt1Aj3AHKD7E+9xGdc35c87ERFRs5lELywslHD0X5eV6fT5vffeq9dXVFSIl1e97pJagYLEBKksK5eAfv0lf8c2vS5wwEDJ37u72qKiUJp+Uny7dK12nU+nzpK/91spSU2RkvQ07UYv2LNLP4fbVlZUSEnKiUZ8RERERK5VXFwsjz32mNbg+fr6yvTp0/WtJqtXr5YXX3xRTpw4oYML//jHP6R///6W+3n22Wd1sAHOP/98mTVrlvj7V1WiETUHzann2d60MjnedQ14LjHZjTochOcITVHnsi99n5RWlMrl/S53aL/W1WXuzHNju43Wz6+rvoc71bU4anMJ+20lZiTKkZwjEuITottpWVOgolyO5hzVzzeXfUxEROQK9Uq8hw4dKs8995wEBgZqoH7eeefJnj17tMrl9NNPd8mGUctTWVwsJ1etlM5/v1eSnntavCMiJXrKlfoxeIW104VBK0tK5OSKL6TL/Q9Jwd49kr9rh4RPvFjM0dGSsWql3jb1359I7HU3SMmJZCnLzJLOd94r2b/8pAuVEhERtVQIvnfs2CGLFi2S5ORkmTlzpq4vM2HChGq3S0hIkHvuuUcef/xx/b3rvffek1tuuUWDdT8/P3nttddk/fr18vbbb0tlZaUG6AjcEbQTNRfNsefZtuaFHD8A0j2su2QVZUm3sG6WYPdI9hEpLiuWkooSXcDV6CdvSJe5o/dhvY3YrtT8VJFKkajAKAn1DdUA/eJeFzfoe7iTdfjfEsL+U9S1vAiXHyEiolamXiH6k08+qX/U7dy5U/vRMZX+r3/9S9+j0oXarqNvvqohes8XXpHy/HxJXrRAsn5ep58b+O8v5NCzT0nGtysl88fvxeTnJzFTrxbvyCgpTEyQhHvvlLKsLL1t6tIlYjKbpeush/V22b/+Iodffr6JHx0REVH9FRQUyNKlS3UtGUyU4w1h+eLFi08J0X/55Rfp0aOHTJo0SS/ffffderv9+/dLfHy8rF27Vv7617/qx3DllVfKxx9/zKeHmo2W1vOM7cXkLII/hMXNaduaywGQdYfXSX5xvoT7hetzOjhmsPQK76VBOibTbxx6o1NnGDT07ABsI96CfYIlNS9V9mfuF5OHSafjA7wDtFIEBwBuG3FbszoDoaYDFKfFniYTe0yU9cnrm13Ybw9+TjoFdZKk7CTxNHnqGQlFZUV6QKNLaBf9PBERkbT1EL19+/by5ptvVrvurrvuctU2UQufRk+a+5S+2do0bnS1yydXfq1v9pxYvEjfiKh1+Nq7d1NvAlGTwll7qMLDwuyGYcOGybx587QSz2T631I1oaGhGphv3LhRb79s2TI9A7Bz586Wz2OR94svrpqyRD1M3759m+BREbl/4Uh3B5pYHPG9Le9pNYWnh6d0CekiVw28SqYNnNbotTNNxbYS5buD32nneZBPkIajxgGQ3em79fkznsvc4lwpLi+WCT0m1Pv5rM/ZAdtPbJfXf39dtzm/JF8yizL1ucO2/nbsN2kf2F4D3VfXv6q3nz5kerN4vdk7QLFy/0oNzeeMm9Nswv66YPvwc/Lmxjf1OcDiopVSKe3828lV8Vc1++0nIiJyW4iO04ZvuOEGyynEtbn99tud3hAiIiKi1iwtLU3CwsLEbDZbrouIiNB+86ysLGnX7n+9txMnTpTvv/9epk6dKp6enhqwv/XWWxKCBbxF5P7775c77rhDRo4cqZd79ep1yoADUWPCwqGHsg5J19CuurhjS+l5RoD+1E9PSXpBuk4xI4jNLcmV1ze8rtPVTVU701RT0QihMwoyZMPxDeLv5S/7Tu6TTiGdpH9kfw3NowKiZHj74Tr13RQT08b2vr7+ddmetl1MYtLgFrVWWCy2oLRAu9nxODoGd9SDAwissZ3N4bl05AwN/Py4+nu6K5jHgSb8nOCgCxYUDfMLk3Fx45r1BD0REZHbQ/TffvtNrrnmGg3R8bE9WKGdiIiIqK0oKSnRN2sIyq3DcsA6MrbXGZdtvz4zM1ND90ceeUQGDRokS5YskQceeEA+++wzrc87fPiwnhn4zDPP6HQ7avbwMSr3iBoTAteZa2bKj4d+1GlUVGmc3fVsmXve3Gbf84xwccGmBXIir2rheoToZVImUi5yPPe4BoPNrXbG1RZuXqjPUWxQrE5vr0hYIUlZSVIhFVqJgq5zhOuAz6Nr/IahN+jlppiYNipcUBliNpmlsKxQe9BxoNFDPDRAx4GQ0vJSnURH1QseW3OpEGrMMzQaY2FfLthLRERticMh+vvvv1/jx0RERERtGSbEbc/Sw1l5mBS35uPjc0pYblz29f3fpC48//zzOl0+bdo0vYzF2y+44AL59NNPdTr9oYce0sVGEbDD008/LVdddZXMmDFDoqKi3PI4iWpyz6p75LM9n+nHCC+1+3/XUimrKJM3Lnyj2S7qCOhA35exT8rKy8Tsadbtr6is0CBWA/+8lGZTO+NqCFgRoKPupLyiXA8o4HEn5yaLj5ePTnXjOURYjSB6b/peDabx3Bn7o7H3izHF7e/trxPnxjYiPC8vL9ep9HIp1wl6PBZUzcRHx0tMYEyzqRBqzDM0GrKwL/ZValmqw1U7XLCXiIjagnp1osOaNWvkwIEDp/wxiEn02267zRXbRkRERNTs3XLLLXL99ddXu8524hyio6N1whyT415eVb+CYdocAXpwcHC122Lx9quvvtpyGVOWffr0keTkZP39C0ElLhv69eunveonTpxgiE6NWuHyzf5vNIRFd7aXyUtDTYSXuP5oztEGLRzpDtbVFqgkySvO0+C1qLxIJ9ARyKIepFRK5XjecfHzap2d6EbAiucOzwmmtg9lHtJgGpUcxWXF+pzmFOfo84kDDGO7jG3UAyDGc4WqliPpRySzPFND/qzCLK3cQWc7gn08BkzOA7YTzx/OKugd0VtraHAfzaVCCPu6Mc7QqO/Cvsb0+vf7v5cSKdHXgKun14mIiNpUiD5z5kxZsWKFLmCFqSprDNGJiIioLampuqUm+L0J4fmWLVtk+PDheh0WDo2Pj6+2qChgmjwxMbHadQcPHtTbGpPmWHi0f//++jGCdejYsaPLHhdRXbalbNMwE7UfmOQGvMekMK7H59Hv3FhTqrV1P1tXW2C6OjUvVRIzE6W0slQ/j+DV+j2mmkvKS7TSpTl0abuSEbB2COqgH+PAh07imzyltKxU9xUuo74l0j9S624GRQ/SGpfGCFKN52pt0lrZkbpDjmQf0e2q9KisWrzSo1K8PLz0rAF0n+MAgEelh07QR/lHSV5pnvQK7yUDowfq66E5VQiBcSDCnWdo1Lc2Bvt9+d7lEuYdJp2DOutBFOvpdXf2qxMREbXKEH316tV62vLYsWNdv0VERERErRDWlZk0aZLMnj1b61dSU1Nl4cKFMmfOHMtUelBQkE6mX3755TJr1iwZMGCADBkyRJYuXapT6JMnT9ZO9LPOOksefvhh7ULHlOajjz4qF154YbXFSYncDTUf2iNeUVbtelzG9fh8Y3Ck+9m62gLd7QeyDuikuT3Y9tNiT2s2XdquDC9xP7g/3A+mlA9mHtSpbm+TtxThf390iWM4CgdD8Fye3/38RtsHxnOFgx0IfPF8YeIc24GzBlC/gwOSOOCBKXRcj7MgEKIPjBmowT8m6ptjhVBj9YjXpzbGMr3uHy2h3qG6P42fHxzQwM/W1pStbutXJyIiapUhOk5HDgsLc/3WEBEREbViWBwUIfq1114rgYGB2ps+fvx4/dzo0aM1UL/00ktl4sSJkp+fr33rqGjBFPuiRYs0QIcXXnhBFxK9+eabNegaN26cnilI1JiGth+qizYirESQidANNSBY7BFTziE+IZaw1p3q6n62rrZAPQUmqzHBjKDVHkwydwju0ORd2q5eHBL3typxlexM26kBNO4P94ODcfi3BNPoeE6xf9AJj27x87udL9OHTHfrQQHjMuCx4rWDznockMGZDTkVOejakRBziIbr2C5sN1538VHx+txi+58890k9+6ElTEy78wyN+tTGGNPrnYI7abWRAV+LhYNRz9Q9rLvT/epERERtOkTH4lb4AxBdnbGxsaecgnzaaae5avuIiIiIWtU0+ty5c/XN1t69e6tdnjJlir7VJCQkxDLBTtRUEMTNGDFDnv31WQ02i4uLtVNcp5o9veXxdY9rIOvOiVVHup+tqy0w1YyaFkwz1wYhrjsWe2zMxSHt3R8qalDVciznmBSXF2tQjfvvH9VfD37gecJ+xXT3mC5jNEB31XNne1AAYT16zHFAAxPwCPaTspOkX0Q/PRgDCMdVpeg24WtQ5RLuF65fi9cYHsclvS7RAB240KXztTHW0+uYRDfgoBN+vvtG9HWqX52IiKi1qVeIji7PPXv26DSVLfySs3v3bldsGxERERERNWN/7v1nnW799civklOSIwcyDmgFCEI7TDJHBkRqWOuuiVXrgLygtEBDWgS+1t3P1uEgJtHR950ruZb7MBYTtYbubXSmN2WXdn0Xh3Tk/hCIYhodfePovU4rSJM7RtyhgTn2o7umuG0PCvx29DfZe3Kv9InoIyM6jNDAFq8bVMsYi7piSl55VH2MgzR4jjE1jzAdB2wm9JjQrCpbWmJtjDG9jk70Eu8SifSM1NcGFnMN9Q21vAYd7VcnIiJqbeoVor/99tty3333ydSpU09ZWJSIiIiIiFo3hNUfbPtAFm9fLIeyDmlnNa7LLa1aaBShNapdjADdXROrCAYxmYwwFoEfpswRkqPTOy4szhIcWldbxATGaPBvhOe2ATquT85LliiJko3HN8qiLYuapPu5votD1nZ/Wq/jF651KINjBmttTVZhlpwsPCnju4/Xx4g3d4SitgcFcDk1P9VygAOBeNfQrpIUmiQHsw5qrQh667EPysvL9exnnEng7+MvPdr1EH+zv4zpPEZuHHojQ9xaODOVPy5unJzIPSGbkzfrAZZAn6rpdfwcONOvTkRE1BrVK0Q3m81yzjnnMEAnIiIiImqDMFH8xoY35HDWYa3gQCVIflm+JYRG7YaXuepPjbT8NJ1mdcfEKu4PlR6YZsa0LMJzhOkIXxG0QsLJBA0HASEugj98DoF7ekG6ZZvRr433uM8xXcdopQtC3k92fdIk3c/1WRzS0S507KdOIZ2kf2R/nejGY3Z3GGocFECVzJYTW/R5Qc82uvQx+Z9bnKv95+jazy/N1zqXiooKrWrBgQ6E7B6VHnobbDueUy5sKS6v2cHzgIn/QTGDZFr8NOkY0lEPJDnTr05ERNQa1StEv+uuu7TLE3UuHTt2PKUTnYiIiIiIWidMEH+b+K0czDgoBWUFGmJbT3MbC2AinEVAqlPGFRVuCWmxLejTRh0Ivg8mlVEDEtUuSvak75G7vr1LA35jQc5Hxjyi4Sy2BaHuP777h/z32H+1jxsT7ZjCPi32NO2A3p6yvao/vaJM3t3yroa2CBQbS30Wh6yrCx394QiusQ92pe7S+wvzC2uUMNQ4KLD5xGY5nntca1mwz7GP8YYudEyoo04GQTnOKMDBGNS74PVT6VGp248DACM7jOSClg5yZJFV25qdtNw0/bnAWRs4eORsvzoREVFrVK8Q/fXXX5fU1FT58ccfa/w8O9GJiIiIiFonBHLbUrbp5Dm6q/GGehADQm2EtAhCEWrD2K5j3RLSYlsQgKNPG5PKRif6ztSduo0dgztKl9AuNS7Iie35+PKPdSIalTQ4DvDu1nf1Pg9kHpAAc4AG13gMiRmJ8uH2D+X+0fdLY3JFeGm3C728amL/L/3+0ihhKPb3oOhBOhGP1waqQvyK/TQ0RzCOsxWSspIktSBVnwsscoptR/jr5+knReVFWhuEIH1rytaqahpOQTu8iKtxIMl6eh/7EN3/OMBi1OxgCj3KP0rMpeZqNUzO9KsTERG1RvUK0Z955hnXbwkREREREbUIWDzUGD5H3QYqQgyYSkeHdVZ5lk5xj4gdITNGznB75QkCQISzCGURggeZg7T2A9POtS3I2TO8p74hUHx/+/uWAB33C5iox8c70nY0enBrLA55RqczNOhHZzi2tb7d6liE09KFXpSlj8foQm8MY7qMkfe3vS9FpUVVU/C+YfoclpWXSWZRpj536DlHBze2FRPqCNjxWsNZDajqMZvM+ni4oGXtbKfLrQ8kIUg3AnacFbArfZf0Ce+jzwWm/wEHkI7kHKm2n53pV3f1tDwREVGLDNFHjBih7/Py8uTw4cPSo0cPKSkpkcDAql80iYiIiIiodULY6evpWzX5XVZ4yud1wU6PSonwi5DRnUbLPyf8020hbU2VJ5iyRsg6MHqghuqOLsiJ69AR/v3B7zV4xwEATLljEr1bWDe93NjBrSPTxPXpVsd+Qfd1Y3ShW8MUOZ4XhOM4yIHHgG3BAQI81ifPfVK3J/G7RJ06R6ULngNMomOhWlwuqSjhgpZOLuIK1geS8Foyps/x2t6fsV92p+/WAxc4W6CxFg51xeubiIiosdSrzByB+T/+8Q8N0//yl79ISkqKzJo1S2644QbJzs52/VYSERERuYiHp4dL34jaCgRe8zfOl9u/vl1DzwqpqDFAjwmIkZEdR8pHl30k/7r0X9LO370hLbrK0ZGNxSgRkiMI7N6uuwa21hwJBbGQYo+wHhrc4vaotugd0Vvvy92BYm3TxOidxzQx3uMyrnf2QAO61NEvjseG97iM6xvzoICxLZgox0EJLOaKbcHliT0n6pS9cZvs4mw98IGzHtIL0/WysXBsY2+3EUyj+gfvmzvj7APsP2u4jO1fl7TOErCjEx+vcbzW96Xvk8zCTK3USSlw/+vDFa9vIiKiZj2J/uyzz8r+/fvls88+kyuuuEKvu+OOO3Sh0SeffFKee+45V28nERERERE1ocXbFssTa5/QQBMd6DpxbrWgqCGnJEf2n9zv9klS2ylW1FAMjh4sU+On6pQtwjhc58yCnFg49Poh1+v9IrCNCojSqen6LObp7mli21qa2jSnhSEd2Rbj47VJa7XiJSM/Q8IDwiUuLE7GdhnbqNvdEqelazr7AE7kndDHg4oi7EsDzsDA5P/ek3vlYOZBCfcJl0m9J7l1P7vy9U1ERNRsQ/RVq1bp4qK9e/e2XIePn3jiCZk+fbort4+IiIiIiJrY0eyj8vRPT0tyXrKG5zXxFE/9HGpeEDqvTFgp8dHxjdr5/N9j/9VAriGhsfXXphWkNVngbN1lbq2uWprautWbw8KQjmyL9W0Qtubm5kpQUJDbOrnr2y1uLFLbHNj2ilvXHKEyZ9PxTXoGCT6Pszbw2kLXPs7cwBseG77uttNuk0jPSImLiRMPD48W8fomIiJqtiF6fn6++PmdetS9oqJCFxEiIiIiIqLWAZOrt624TZKykyyT5zVNoJdL1d8BZWVl4uXhJUt3LdWpcEx3N8UUa31D4+YSONubJm5IV3VThNAN2Rajsz3bK1tCQkLcGuq21Glpe5PyF/e62LKdeMMUOvrPh8QMkc0nNsue9D36eVQvWZ+pMaLDiEapaHXH65uIiKjZdaKfe+658tJLL+nCooYjR45olcvYsWNduX1ERERERNSEFm5eKOuPrbdMoNcUoNsqryyXhIwEWbx9caN3PuN6fB4QcBo9285qyNe6QnPqMm+rHH2dNSVjUh61Q4Hegfoel7/c96UeDLrvjPukS0gXOafrOTKmyxgJ8gmSUR1HSZ+IPnI877j2vOPntbHPtuDrm4iI2sQk+iOPPCIPPvigLiyK6fPLLrtMT7EbPXq0PPzww67fSiIiIiIianSYxF2duFony82eZiksL6z19kZPOv5XXFas4Tvuw9WBb1uZYm1OXeZtUXN/neFnC73xWAw0KStJA3T8nKLPH9djUh7QgW5M0gPqWzBxjgD91uG3ytD2Qy0/o1hgtLHw9U1ERK0+REcf3auvvqrT54mJiXrKZlxcnHTv3r3a7TZu3Cjx8fFiNptdtb1ERERERNRINRELNi3Q6oeTRSelqLyozq9BeG4Sk74vryiXxMxEt3Qb23Y+O7N4aEvSXKpl2qrm/jrDa2JX2i7JKMiQYN9g7T5H3/nhrMNSWFZoec3YOxCA7bcO0BsbX99ERNTqQ3RDp06d9M2em266ST7//PNab0NERERERM0PaiIwzVpaUapnn9ZU44LAHCqkQj82eZgsE+m+Xr6SX5Lvtu1rS1OszanLvC2wXqSzub/OsoqyxGQyab0MgnFUs2AivaCsQCuAmvuBAODrm4iIWn2IXpfGPBWMiIiIiAiKi4vlsccek1WrVomvr69Mnz5d32ryt7/9Tb7//vtq182bN0/OOeecNr0zjQUVIwMixWwya/1DWUWZZfFQA8JyXIcA3dPDUxd+xN8AXp5eOhXrzoCurUyxWge6rfHxNSf2FulEYN5cX2ehvqFyKPOQFJcXi4+Xjx7Iws8gLq9MWCnx0fHN/kAAERGRtPUQnYiIiIiosT377LOyY8cOWbRokSQnJ8vMmTMlNjZWJkyYcMptUU343HPPyahRoyzXhYRUX0SwLS+oiIUKEVb7lvpqPYTtMDpCc49KD/H28BYPk4dUVFZo4B7hHyFdQ7tK93bd3d4b3VqnWGsLdPGcWGPQ7tpFOqMDoqVzSGed2DYmuHHApjm8zqyfa7x1C+umwbhnpaf+/OFgFq738fSRHWk7LGsStIUDTkRERO7EEJ2IiIiIWo2CggJZunSpzJ8/X/r3769vCQkJsnjx4lNC9JKSEjl69Kiu4RMZGdlk29wcGT3KOcU5+oZ6CF9PX8kvq6pnweQ5AnSEuZg4x+Rrl5AuOrmOcA5BXnZxtoztMpZhnZsCXWeDdnLs7Avsb2MRTqNDHNcjgG7K4Nnec90/or+sS1on7QPb66KiqHPBor4I13H2iPWaBK31gBMREVFjqCotJCIiIiJqBfbs2aOL3g8ZMsRy3bBhw2Tr1q3a623twIEDGgRz/Z6aA7vUvFT54dAPcrLwpBSUFmg3ulHhgg50TL1WVlRqUIe3MzufKR2CO+jHmEZnXYTrAl30y+M9LuN6fN46aMdBCwTteI/LuJ7qd/YFOsOt4TKux+ebkr3n2t/sLz3CeujPHQ524freEb0lNihWg3Z3nwlCRETUVnASnYiIiIhajbS0NAkLCxOz2Wy5LiIiQnvSs7KypF27dtVC9MDAQLn//vtl/fr1EhMTI3fccYeMHTvW6e+LSeymXA/I+P4N3QaE54u3LZYX/vuCHMk+osEcwnNdVNTqrj3xP09PDfDwNQjUYwJi5IahN5xSF+Gu/dKUFSau2t+1Pbbc4lwNS62/R7BPsD4v+Dyu//nwzxLlHyVRAVH6ebzH9b8c/kUu7Hlhq5g6dve+NoT5hkmAd4BkFWZZJtEBl1FrhM831c84nm97z/XutN0ypd8UWbF/hb4+cBv0oacUpMik3pP058OZ7W6s/U3c342Nr23u79aMr+/6c+a/dwzRiYiIiKjVKCwsrBagg3EZ9S3WEKIXFRXJ6NGj5eabb5bVq1frQqMff/yxVrw4IycnR0wmU5P+AYAqG8B0fX0t2bVEXt/0unYso+cc560iRMf0Oepc8HFZZZmG6phCzyzM1Kn0AK8A+XLvl3JR3EXSIbCDSKlIdna2uAO62ZfvWy7/Tf6v5Jfma/B5euzpMqnXJPHz8mtR+9ser1IvMYtZ0nLTNBQ1pBWk6fX4fFJukmTmZ0qnoE56kMjg5+EnR/KOSFJqkniFNZ8/93DAI7MoU8NoZ6aj3b2vDV7iJUMjhsrXB76WktISCTGHSHZJtqQWpMqF3S7Ufe6u13RdkjJrf64HtxsspjiT/Jb8mxzLPqah//hO42V8x/FOb3Nj7W/i/m5sfG1zf7dmfH3Xn+2ZqrVx629VcXFx4u3t7c5vQURERERk4ePjc0pYblz29a3qNzb83//9n1x99dWWhUT79OkjO3fulE8++cTpED04OFgns5t6igaPpb7BF6Zdf0r+SUPD8opyqfSotFS4IDQvLC8ULw8vS50Lvic6mMN8wnQq9lDOIfnq0Fdy/5n3izt9vvVzWXVklUT7R0tMSIx2heOyv7+/XDPoGmkp+7s2uN9ze5wry/cuF3OpWStF8DgzSzN1ujguJk6CC4IlLCBMCisLdQLZkFWaJe0C2kmXqC4S4t/0i+TiTIWlu5bqJDVeY14mLxnbdaxcP/h6h3rb3b2vrV07/Fp9HWGSP6UoRetQpgyYopPeTdkx38W7iz7XeP4DTYF6sAhrERjPde/Y3nJGjzNkSsGUBp+d0Zj7m7i/GxNf242L+5v7u6UoLy93T4i+d+9eWblypeTl5cmoUaNk3Lhx1T6P65966imZM2eOXl62bJkzd09ERERE1CDR0dGSmZmpveheXl6WihcE6Ai6rWFy3AjQDd26dZP9+/c7/X0RNjV14GRsQ323A1PCu9J36XS3ycOkwbn2nv/R44LwHNC5jD+O0bkcExijlS7ojA42B8vOtJ3VFjJ0V1c4qmOMyg2Em3jMjb34Y0P3d12wOCjgcR3JOaKBLgJ0XI/vGREQIaM7j9ZebFw2gnYcBEEfPT7fHCBAX7Z7meSW5Orzh3799cnrZcuJLfLKBa84FE67e18b8FrGoq14HTU0jHZl3VCAOUDf/5j0o3ibvDVAx30GmYPk0r6XWp5rvHfF895Y+5u4vxsbX9vc360ZX9/148x/6xwO0b///nuZMWOGjBw5Ui8vWbJEF2l6+eWXtXcScDrs8uXLLSE6EREREVFj6tu3r4bnW7ZskeHDh+t1Gzdu1Mly27qVWbNm6S/O1r+7YmHSXr16tdknDUEnQvPyyvKqaXSrInT0oCM4R8ieVZSli4di/yFAzy/Jl25h3bRD3Z0hurH4I7rCrSFARgWNO793Y0O4XFegax204/EjaG9OC7oaBz3wujqee1zD4GifaH08aw6skYWbF8ptI26T5gb7ub6vI0zeYxFQPG68VvGcnNnpTH1O6jvNjvtLyU+RuNA4rVDCz2BOZo6c1+28ZvNcExERtXYOh+gIyx944AGZNm2aXk5ISNCFl6ZOnSrvv/++LthERERERNSU/Pz8ZNKkSTJ79mx5+umnJTU1VRYuXGgJyjGVHhQUpJPp5557rtx99906JDJkyBD58ssvNXB//PHH2+6TWClV4TkWFrReSRRVOV4+GlYXlFT1JSPUQ6AX7Bss8VHxOpWOUN2Zvmtn4b4RSmLi2jfwf/U8uIzr3fm9m2Og60jQ3pSwTQjS8YYAHc8RYDtTylNkXdI6uWLAFc1qmxsKgTfODogOiNaDPXht4jLguarvgYgOQR0kun20TvIjqMeBCfy84XJTVs0QERG1FQ6vfnT48GEZM2aM5XLPnj3lww8/1Emfa665RjIyMty1jUREREREDsPgR//+/eXaa6+Vxx57TAc/xo8fr5/DIqIrVqzQj3Hdo48+Km+++aZcdNFFeublO++8Ix07dmyze9vT5CmhvqGWOhdruJycm6xd6ZH+kRLhFyHt/NvphDrC9KTsJBkUPeiUQBQhYMLJBH3fULhvTPUiwE/JS5GisiJ9j8u4vjWFsY4w9i30DO/Z7B4/wnJ0oCPo9fX630EPPG9YENY4c6G1MAJvBOioG8JjxntcxvX1+Rkwzr7AASwwqlxw0ArXN3T/ufLnk4iIqDVzeBK9S5cusm7dOsskOrRr107effddvQ5BOmtciIiIiKg5TKPPnTtX32pa48falClT9I2qgk0sJJpdnC0lFdUXZ/X19JXIgEgNy9HDjMAW06+o6ECwviNth/Ro10M2Ht8oi7YsslRMuLrWoiVUmDQGd1SGuAPC3jFdxshvx36zTMrjdYb6H4TA+HxLO3ugtq5zd9QNuevsC3uvISyiSkRERA0I0f/+97/rFM/atWvlnnvukd69e+v1qHH517/+JTfeeKMG6URERERE1PKgWiO3OFerXLCIqPUkOsJ1fA4BKELa1PxUnbJFdzreYzp2aMxQnWQ3qivAqLXA5Dq+5pNdn9S71qKlVJi0xMoQd5o+ZLouIooOdFS4YAIdAXqQT1CLOnvAkQMX7gi8jbMvjOfXWEAWZ1/g4FF9919tr6FLul5Sr/skIiJqzRwO0c8++2xZunSpfP311+Lt7V3tc9HR0fLJJ5/IvHnzZNWqVe7YTiIiIiIicuN0LaaFzSazhuIVpRUakBthuo+njwbpEOwTLGF+YZJXnKfTtQjQ2we2l1C/UP0Yvjv4nb4P9wuX43nH5Uj2ESkpL9H6jne3vCvj4sZJx5COTbb4Y2uqDAEjsMX1OLjQnPYLqlxmjJwhPdv11DMV8BowguGWdPaAIwcu3BV4u/rsi1pfQ4d/kbOiz5KQkKr6GCIiInIyRIc+ffrom7W8vDwpLy/X/8jedddd+kZERETUXHmYHF4ShqjNwEQ3qloQziHkxKKFVUuLVopJTLqAIRYcxcQtrsNEOqbOKyortJoDQZwRoCM4PJpzVEPz4rJiOZZ3TEJ8QvR63DYxI1E+3P6h3D/6/qZ+2C2SOypDXF1rYm9yG9UueIsNim1WQb8rD1wg2MbjxZkdOPsC19sLvOvah+46+6LW11DWYcksypQ4iav3/RMREUlbD9GtLVq0SBdeSk9Pt/SjX3nllXL77be7cvuIiIiIiMjNEMrpdHlJnhSVF+lEOsJyBOp4jwAdQTim0BG8IXDHhDEWjfQ2eUuXkC6nBIPoS08vTBezp1k8PTzFz8tPg3eEqehQx+1aUpDaXLirI9vVfew1TW7jDAXcPj46XlrjgQtj32xN2ao/O/j5wGK7tvumvp32rjr7oq7XUJhvWIO/BxERUWtTrxD99ddflw8++EDuvPNOGTJkiFRUVMimTZvktddeE7PZLDfffLPrt5SIiIiIiNwCwdzIDiNlRcIK/d0ek+cmD5OIh4hHpYcG7AjXEIYPbT/UEgRuPrFZp86zirK0/qW0vFS2pW7Tz0cFRklaQZp2rKflp1X1qXv5SbewbhowNtbEdGvjrsoQR+DAx4JNC2Rt0loNlO3VmrS0yhlXHbiwPnCAxXetDxxYd9U3Vqe9vUn3ul5DLW2xVyIiomYboqP//KmnnpJzzz3Xcl3fvn21Gx3XM0QnIiIiImrebAM21Gwg4D6Re0JOFp7UOhYfLx9dFBSBOibKcRkLjCJ0QxAe6hMqXiFeGqYjVNepc5OnjOo4SkJ9Q7UPHRUuqH3BxG2/yH5a5YGQnkFd/bm6I7suxuQ0AmF8T5yp4O3prc+hEZLjAAwWDR0UM0gvN4fKGVepLXRGvz8eD94cOXDQGAcYHJl0t/camtJvipQUlDTo+xMREbVG9QrR0YPetWvXU66Pi4uTjIwMV2wXERERERG5gb2ADWHg4JjBUhpZKkWlRbI/c79WtiBMRzB+w5AbJMgcJOuT11tCt/ZB7bX3uWtYVw1WUd/y+7Hf9brIgEjpGdZTDmYd1HDdqIRBQO/uienWoLa+bFd3ZNfFmJzGArPG2970vfq5TkGd5IeDP8ix3GPy8+GfJcgnSEbEjtAqk6aqnHEH29AZC/Bi4Vwslorr8PpOyk7Sn6XaDhy4s9PeeM2sSlylBzxqm3S39xrCmSMlwhCdiIjIJSE6KlwWLlwojz/+uJj+WJwLi4suWLBABg4cWJ+7JCIiIiKiRlBblcRpsafJvI3zpKCkQKfFMW2O6XME6HeNuktvM7nvZA3d4Llfn9PJcmOiNtQvVHal7rLUvGAKHYEhetURnmJ6eUKPCW6bmG4NnOnLdlVHdl3BLAJZBOcR/hFayYPXBp5LHDD5sfRHySvO078L0Y8Paw6ukV7tekk7/3Yuq5zBdmDBS3cfMLDHNnS2DqqjAqLkUNYhOZJzRH479puc1+08uwcO3NFpb/2awX7ambZT2ge2l74RffV5qm3SvTFeQ0RERG02RH/ggQdk2rRp8uuvv0r//v31up07d0pJSYkuNkpERERERM1PXVUSCN0A/eYYksEEOkJ0TKDbhm4JJxNOmaj19/bX25/MOqnBanF5sU7oVkiFVn08POZh7Yom+xqrL9vRcPadTe/oa8PH5KNBMl4bKbkpklOcU/X8VpaLSUwarueV5omvt6+lyueCnhdIYmZigypnsA1Ldi2RTembJL803+FFON1xNoBxGbB4KJ4jfA6h9ZHsI1JWXiZbT2zVz2ONAZzJYXvgwB2d9tavGXw9fuaO5RzT7cLZJS25SoeIiKhFh+jdu3eXBx98ULKysuTAgQPi4+MjP/zwg7zyyivSp08f128lERERERE1WG1VEgjFfzn8iwSbgzUMLCwr1GAUl389+qtOoBv3geCwpolahIbFZcXiIR4aqILHH//DZPqjPzwqH/7lQz6TdjS3BTkRzq47vE6renBwBBPo6MxHmF1aUWp5btGZj/oW1Pbg9YCzE1Dtg0Vobxx6Y4MqZ5buWipfH/haOoZ0bLSDCrZnA6C6BYvq4oABFsi1rm5BUI1qmwBzgHQJ7SJJWUk6lY6zOAZGD6zxwIErO+1tXzP4GQz2CdafXwT7vcJ76cGtllylQ0RE1GJD9Pfff19eeuklefjhh2X27Nl6HU7fu/fee2XWrFly+eU8PZOIiIiIqLmxDr4rfCo0LMQ0LxYLRQiKqeGcohwJ9g3WbmsEhphoRWiKiWR83rpiBN3XK/avsATxhzIP6QRySUVVpzJqXACTygggv9z3pWw/sV3iY+KbdD80V+7sy65vONs5uLPWtCAoRqULOvLxtCIwR8c9tgnPM6bSETaXVZZJdnG2HoDpGtq1QXUh2Ab0rEf5R2lAjBC/MQ4q2J4NsP7YetmTvkd6h/eWkR1Hyom8E5KSl6LVLfgZQoCOnwk8dx2DO2pwjcV07zvjvhrPvHBlp73tawaBeaeQTrIrbZeeLZBVmKU/3w2ZdCciIiL8PlsP7777rrzwwgsyeXLVNArMnDlTnnvuOXn77be5X4mIiIiImiEEaOg9x+Kgy/cs1wAc73E5PipewzgvTy8NBBGq63tPL51oXXNgjU7jIqzDe4SMuSW5cnqH0zVkR8iLxSUxpYtQ1QjQ8b5cqq7D7d7eyL8XHDnIYa0ppoiNcBYBfv/I/tI7ordOn2PCGmE2AnSEzKhuQWBcWl6qB10QsuPrzup8VoOreyzbYA6pdj22Cdcb1SquZDvZjceG/Y/HiVAal3FwAG+YOM8szNSfFWwP1gBAgI2JdFQhOfLziH3UkGC7ptcMni+E+dgGLOSLA1j1nXQnIiKiBkyiZ2ZmSufO1acjIC4uTtLT0+tzl0RERERE1AgQdhrdzhUVFXpGKYJPTBAjKDSCS0wVIxQ1eq+xqKRRMeLp56mTuW9tfEsDO0zi9mxXFZgicM/Pza/xeyNIRz3HjNNnsBu9BkZfNiahs4qydMFKPDdNMUVsHc7ieUe3dqfgTrIiYYUeROkR3kMOZh7UsBmvEbxmUCWC1xAmrOeeN9d121CSLcEBwfU6qGDba+7sZDcmzfEcoCIFITkuY9obVTU4iITb43vg8zjQgJ8HXNdYBz3sdazjebis72Uyvvv4JluMlYiISNp6iD5s2DB59dVXZc6cOeLnV7WYS3FxscybN0+GDBni6m0kIiIiIiIXQNi3ZPsSDQlR0VHpUalTxbj8zf5vpFtYN0t/Mt5Q2RHpH6nTtwh0DeiBRs0LQnGEcwhV/3P0P5JekC6llaW1bkNKQYpM/fdUWTd9ndsXhmzOagp3jcAWE/t7T+7V6zBRfFX8VY0+RVxTOIsp9FC/UL3cIaiD9qEjSMeisT3a9ZCzu5wtVw+6WuKj4122DaM7j5alO5aK2dus39vRRThte80dXZDUtusft8XPAabQUVFjfC0OGCBI7x7WXb47+J3uDxxswHPa2Ac9autYb8s/Y0RERE0eoj/yyCMyffp0GT16tHTt2lWvO3z4sERERMgbb7zh0g0kIiIiIiLXQKf53oy9Oo2OSXMsCImAHBPnBzIPaAVHck6yxATG6OQ5Pp9akCq+nr5VXdh/hIeYNkfNC0JFTLwieMd9bEzeqAGwj4ePFFcW292OrSlb5ZXfXpGZo2e2uafWNtxFFciAyAEyNX6qBtZ4iwuNk0HRgyQ1P1VySnLE29O7ScJQ63AWC89iWxHoB5mDtAIIwfrwDsN1+npa/DRd/NPVpvSbIgUFBbI5fbNTi3Da9po7uiBpTQcP8HY8/bhEh0frzwT60I2gHNuBnxdXLBJaX67sWCciIiIXhuioclmxYoX89NNPcujQIfHy8tIwHaG6p2fd3W9ERERERNT4sguzNcStrKzqJ8d7TKLjPc4sXZmwUkNzBOII2bGQ4rWDqgJHYwFRdJ5jKhdfh/5nBOgI5Y/mHNVQGL3ZRh+6PZhWx+T7jUNvbHNhnxHuhvuFa7CLgxffH/he5m+ar/sP+xNT6ti3RjWIOxfRrCucRRiM7VqXtE4n0Xen79aQ+ZExj0hhWaHbA1tsw5X9rpQp3lMksyjToe9n22sOzixIajvZjf5zTJyj1qimSW9XBdjOVs/YasgirkREROSGEB3MZrOMGzeuvl9ORERERESNLMQvRCs4EH5iuhkLDxqT6HA8/7iE+4Zr5zn6no0paISFeI9QEQsV4utig2J1YhrBHybcEa7ivjGtjCC9LhuSN2iA3JZCP+wrVH/4eProIqxahWIO0On+5NxkPfiAUBYHKPamV9W59Inoo8EtwtWm2FcI/bHNCKSNvm1HJrpdDY89IiDCodva9pobsP2O7Et7wXhtIXdDAuz6Vs8QERFR4zE14vciIiIiatMw6fvggw/K8OHD9Qy+hQsX2r3t6tWr5YILLtD1Zq688krZuXNntc8vXrxYzj77bBk6dKjMmDFDsrKyGuERUEvn51kV0FZIhdazILzDFHnlH//LKcqRwzmH5Xjece05Ly4t1gAVIS9CxTnj5sgz5z0jtw67VbKLs3Wa/Nv938qvR37VRRdR8YKqD7zVBZPwz/3ynLQV2NfvbHpHg1LU3qw/tl4PZnh5eElReZEepEC4nlucq+8RrqM2B9UhDV2kEuEv6ljw3tmvs57oxtkJeI/LekDFyftrLNa95tacWZAUEIr3DO9pCcdtLzeU8bws3LxQD0zgZw7BP97jMoJ1IiIiauGT6ERERETknGeffVZ27NghixYtkuTkZJk5c6bExsbKhAkTqt0uISFB7rnnHnn88cc1JH/vvffklltu0WAdi7qjVg/3hbe4uDh56KGH9LYvvvginxKq1Rd7v9DQ3OhCh7LKMsvnEeSaxKST6ajuCPYJlszCTMvkrvGGgBcweY5AHveFCXRUvWSXZovJZNLP1Vbr4imesuH4Bg0REUy2ZghLEaCvObhGzCazXod9hsAczwWeEyM4x+KsOECBsBdfh4l19I3XJ7ht6IQznndsA743DqSgasaZie6mUlOvuaMLkjYG6+cF+xcL9bYPbC99I/rqz6Az1TNERETUOBiiExERETUCLIy3dOlSmT9/vvTv31/fEJZjotw2RP/ll1+kR48eMmnSJL1899136+32798v8fHxeh833XST/OlPf9LP33///fLYY49JeXk516chuxDWodccoS0WBEW/M0Jv2w5zBODeld56PabLEZxicteosoDfk3+XEbEjJMgnSK/77ehvcijzkE5UA+63Lj7ePhoeH8o61GpDdCMsxTQ/AlEE6Aiv0SmP5wFd9FlFWZYDFlikFeE6JpGxv1Gb05BFKuu7uKax7asSV2nAi+cT22f0tDs70d0UbHvNm2LBT1vGzxD2q1GRg4Ac+/dYzjHd14NjBreIAxVERERtDUN0IiIiokawZ88eKSsr03oWw7Bhw2TevHlSUVGhwaUhNDRUA/ONGzfq7ZctWyaBgYG6uHteXp7s2rVLnnnmGcvtTzvtNPnqq6/4PFKtEjMS5UT+CQ0+C8oKLJPjmDQvl6rQGxPoCHcR4uJzmI6Oj4qXr/Z9ZZlmxvVJ2Uk66YuAHW+/VvwqeWV5Tj0D3iZvnbzGoo2tlRFiYz/6mHzEx8tHD0wgkEZwjlAV9TqxgbF6AALPBULqyIBI7UhH6HvbiNsa3L+Ogx2oYnFmwtkI/zEhjYAX1TO70nbpAQCE/c5OdOOMAxwwCfEJkTC/MLcuSGqE1XiMrljw0x2T51hTAJPnOFiF1wP2L+p7eoX30p+plnCggoiIqC1hiE5ERETUCNLS0iQsLEwXZzdERERoTzr6zNu1+19QMnHiRPn+++9l6tSpOlmOgP2tt96SkJAQ2b17t94mIyNDrrjiCjl69KiceeaZWukSHBzM55Ls86h6hwDTp9RHJ6AxjW5MofuafLWaBeFuaWWpBun9IvtpkGc9zXwi74T2dG8+sVmGxw7XsDcpK8npPV9SUSJndT6r1U6hW/eJ44AFwnLsawTamECf0H2CbEnZorfD4qFZxVXrGmB/mz3NWuFS36npo9lH5eXfXpZ1SevE38tf9p3cZ5kix4QzAu1NxzfJ0PZDawyWrbcdQS9CXwS8CNDxfF/W9zKHty2jIENmrpmp24KqGrzmwv3C5czOZ8q4uHEuXTyzqRfotLfwqPUZAXjsOBB1NOeoZfIcz41xgCKrMEtrfppL9QwRERFVYYhORERE1AAlJSX6Zg1BuXVYDoWFhadcZ1y2/frMzEwN3R955BEZNGiQLFmyRB544AH57LPPJD8/X2+DDvR7771Xp9afeuoprXTBVDuRPd3DuktsQKzsPll1IAZBLqpD0F2OHnSzl1mnltGRjol0VL5M7jNZdqXv0ulhBMG4PSbHDwQfkK0ntsqu1Krgr7C80OkdH+4bLjPPnNlqnzCEqThQgclzHHhAzzmCXexLhOQIURGQXj3wahnffbxl4rghU9NGiPzu5ndlX8Y+7TGv9KkUX29f2Zu+V896yS3J1YVj522YZ+kOtw6ZEQQjYMd7HOBARzeCXkxII+A9WXhSt9fRUBoB+tcJX1f15//xekNAjIVVsT8cqZZpjPoad4X3eA6sF2fFZdvJcxzcMA5QYP/ieWnq6hkiIiKqjiE6ERERUQNgQvy1116rdt3tt98ud9xxR7XrfHx8TgnLjcu+vlUVC4bnn39eevXqJdOmTdPLTzzxhFxwwQXy6aefyogRI/S6m2++WcaNG6cfI0RHf3pKSopER0fz+aQaIZhDKLo9bbtexqQ5QlUPk4dE+0VrWIogDyL8IqR9UHsN3pftWaYhIQJQhL+YmkXYblS7GFUwdUF4agTxCO3b+berdeHRlg5BeGp+qvZa4+NOwZ00JEWADKjx6BrSVfdlx+COllC6IZPHCHLxhu+B0DazKFPDcFT0oIIFC7li/+MMA7wWrENmTIV/uP1D2ZG2Q4N/TEnj60d1HKWvDVSMYEIa2+doxQgm3n86/JMEmYP0tYXHiNcQ7h9T6fjYVYtnWk/PI6yGxlqgs7bw/oxOZ+jPCq4H7EedPMcBqPIcPdCCn0U8P5jwNw6ocAKdiIioeWGITkRERG0KAkNXuuWWW+T666+vdp3txDkg3MaEOXrRvbyqfgXDtDkCdNsalp07d8rVV19tuYw6lz59+khycrJERkbqdd26dbN8Pi4uTt+fOHGCITrVGjKi0mVIzBCddsYkLHrJEZSiYuT8bufrdQi7UemC4DQxM1GrWxB+ItjDhDom0I/kHNFaDmcYC2kCFsxEP/ay3ctkxsgZjVK10SQqqyb+jceMShfsB0wqj+82Xq/DYq/Y1/WdlLZe8BVhMaaccbACffP4PoDpc2wLwl2cSTAoepClIx3P9btb3pW3N75tWYCzW1g3iQmIkT3pe/TrR3QYoV/rTMUIAvRPd32q4XmUf5S+zrw9vHUxWWwfDsxUVlRqwOyKxTNxH9ZhtaG+C3Taq2ZxNrxHiI59iv1nXG8szoozAvD11pPnrfZngYiIqIVjiE5ERETUADVVt9Skb9++Gp5v2bJFhg8frtdh4dD4+Phqi4pCVFSUJCYmVrvu4MGDetvY2Fj9PBYqRdUL4La6OGFsLJ9LsguBIELwkR1H6jQyQkwEdjtTd8q2lG06GdwltIuGe6iUwGTy1pStGroezT2qE7MB3gFyPPe40wE64Hti8tzLw0uDZLPJrAtXxgTGuLVqoyn3d1RglIbZqHNBWIqQN9I/UkNVLDJqhLP1mZS2rRAxFnwdFjNMJ7zxXOP7YGFQHLBAiF1cXqw1Mp/t/kzio+NlYPRAnY5HZzrqeyL8IzTYP5B5QHq06yG9w3vr5xGIO1oxYnSgYwIdATpeV3nFVbUteZV5epAGrx8E6Xg9uGrxTNyHbVgNji7QaYTm2A94XTraq15XeA/4emMyHddjm7A2wV/6/YWT50RERC0EQ3QiIiKiRuDn56eVK7Nnz5ann35aUlNTZeHChTJnzhzLVHpQUJBOpl9++eUya9YsGTBggAwZMkSWLl2qU+iTJ0/WsPy6666TV155RTp27Cjh4eF6n+edd55lSp2orpARk+eG2KBYyS/N12loYxIZYSkWnVybtFZ8PX2ltKxUw9Cy8jIprii2fC0CUUcqWXA7VFbggBHeYzobPd0dgjq4vWqjKeFxRwZESv+o/nrwYUPyBp0Ax0EEI5Ct76S0bYUIzhhAWI8Oe9SFoAMdUvNSNUDHtuC59PL00n72jckbNcw+mHlQg2ME7wj8EW4DwvPRnUfr6+bW4bfaXYTUNoR+Yu0TsubgGq0nwXahA9yoCcIBFJwNhBohfJ/ErESZ0WuGS557o9/dNqyua3re9mAEHjcm94fGDHWoV92R8N448IDvYf0zxslzIiKiloMhOhEREVEjweKgCLyvvfZaCQwM1N708ePH6+dGjx6tgfqll14qEydO1AVE0beOihZMsS9atEgDc5g+fboUFxfrYqIFBQVy7rnn6v0S1QYh4ojYEfLmxjeloKTAEoD7m/3lb8P+JpP7Tq5WX4FQFAEsppsjAiK0qgJTzHmledppXiFVk+WO0KnjykrxMfloeI5KD9wHqkfSCtJcUufRXFiHsth3CLcxzd8vop9+HgE2JsDRje3MpHRdFSI4iwA1LAjFEX7j44SMBD2rAPsat8OBEuxrPB+YSkcvd0lFidaLGGcqYFsQ9GO70OmO56W2AN368SKA/vnwz3rGQrhfuE61Y+HMzcc3a2CPgweA74GDC+hKxxkPrlJbWO3IwQicJYBtxX7A67JDcIc6e9UdDe8RwOPrG7JwLBERETUdhuhEREREjTiNPnfuXH2ztXdv1dSoYcqUKfpWE0yj/9///Z++ETnDCL0RoOv/Kz0s1yPUOyXYw208qm6DABYT7B55+GoPS5BelyDvIK2uQKiIznVMoyNARZ0LQlrcpyvqPJqLhZsXaqCKKXuEq5tPbNZ6FDx2BNmYckZYi6DW2Z7xuipE0HePye+S8hINwvF5HLzAW0xQTNXz5mGSzMKqahcsbopFTRHyYwrdmF5HNQy60jFBPqHHBLvbhjB/waYFesYCvleAV4B+LbYBITSqegAHS4rLirVKKC4sTiffsR24DfaLvfvG4wzzDRMvB/9sxXS/M2G17cEIXMYBBkzRH8k+ogcAcLCjrrMFHA3va/wZIyIiohaBIToRERERURuAgPD35N91Gh3BtdGJnlucq9df2vfSagGfdnoHROlUMWpCEPji41CfUMksznToe5o9zBqaIoBHXQimshGeolYEYWtOSe0hbUuC/YkA/dX1r+pjw/5GrcqojqOkS0gXDZb/cdY/ZNOJTU5NStfEXoUIvke/yH7aZb7p+CYN0o3r8YYwG8E29j/C/OGxw2VMlzHaAY5gvzSsVCfZ8bnu7brrdtW0bcZjXX1gtWw5sUVDcTzH7QPaa9c7Hj+2DdPoWLxWO9A9vXTbjOcarwXrCXx7neR4zQ2NGCrXDr9Wz5pwhKNhte3BCPw84HWK/n4ciMDjRIhe19kCzob3RERE1PIwRCciIiIiagOsA0OEhAZ7U7YIAjGRiyAUnd5G6I5u7y/3fCnZpdl2vxem1I37QCUGgllUd5QHlGu3Ot56R/SWy/vVHNK2REYtCAJk7EdMchuT3X0i+ug+RpWNs5PSNd2utgoRhM4IoTEJjwMY+SX5Og2P798puJPeHgcvcHbAxJ4Tdf8jIEZojfsZ3mG41rtMi5+mzzcqfKy/P14HM1bO0AAdE+6op6n0qZTdabv183h9YaHS8tJy/d6oiwG8lrBPbCfwEVIv2rLof53kOcmSW/q/TvKswiz5+sDX4u/v7/IFaG0PRmBbcOADC+36eProAR+E/Y6eLcBJcyIiotaLIToRERERURuAwBCTyeuPrdfQEJO2xgKX6M+2nbK1F9RiEdKrBl0l8zbM0zoXBOblUl7ta1HVghoY9KcjdO3Rrof2ZWNRUVRnTB04VW4acpN0DOkorYFRC4JFWvExwmKEs4BaEFSSWE8y1xW2Gj3jCMNRvYLAG93h1gtR2laI4LkN9A6U3479pgdJdBK+qJOcFnuaht17T+6VrKIs7SlHOI2Q3Lg/22AfYbL1YpvYdrwWsA3zN82Xb/d/K4E+gXpgBK8H1L7gtYTHOrrTaJ16x9kL6GNHTczkPpN1O7akbDllAr+mTnJUzRid5KhZKSktkV8Ou34B2ppe49gG7G88NmxDfc8WICIiotaFIToRERERURuAwBAh9p70PRLiE6JBJUJTdFVj2verfV9VC2lr63ruFtpN3tn8jt5HTYuLIhxHSI/7T8xMlPioeF1M81juMf3620bcJq11yh9BtTGBjn5thNl43AitHQ2AF29bLK+tf01rVfCcIfjembZTF2S9cdiNehvb8HvZ7mXyxb4v9DZRgVHVJuFP73S6fu8r46+UzsGdtaqlpgUyjeswGW4E23hMeAyvrH9F3t74thzJOSJZxVni4+2j1ScR/hEamCNIR3ULgmfUtlw/+HpdkBR96z3De9Y4WW+vkxwHBIxOctS7hJhDJKUoxS0L0Nb0Gp8xYoYeMEBfO6tZiIiICBiiExERERG1AQgo0U2NvuyDWQc1kEQIGuwfrAuIfrLrE72ddWWGva7nhJMJGsRj0hiwQKkRpmMyHb3YmExGnUhBSYHsStulX2dMP7c21rUgqEIBhMDY5wjAnZlkPpp9VJ7/z/NyLOeY9owjmMZkOKbTP9j+gUzuO7lakIzPfbTjI3l3y7t6UAPBe2VepS4Yaj0Jj685p+s5dYbQtsE2IBjHRDwWJsX24C09P10Dfkxuo8IGlSdF5UW6zei5tz0gU9MEviOd5AjRs0tq7yRvCPaZExERkSMYohMRERERtQEILNFHjYlwfIxQEkE4alcQ/gabgzU8rakyo6b6kS6hXfRrMcmOEBWhZ2lFqXh5eOll1HigRgQhcklZicSFxtUYrDrCXjd4c2Bs26DoQVq/YnSgowMcFTbOTt6//NvLkpSVVFXPYg7UiXIE4+g6Rz85JvuNfYDv/c6md2Tl/pW6zxF8Y5+jcx6M6W5nJuGtg23UsuAyOu3xWsHrBwdHsDAtJu7xfXA9gnM83usGXyd3jrzT4efIXif51hNbNTw3OslTC1JlyoApbn3u2WdOREREtWGITkRERG3K0O9+bupNIGoSRmCZmp+qk74IPVGdgcAU079RAVE6cexIZQbua0DUAL2/tPw0ffMweUhFSYWG5kWlRbqoZDv/qn5thKEbkjdo/7Uzi0NiKhsd3L8n/64hMbYZFSEIhJu6Tx1VH59v/dzSG47QG4uwYhrcqAVxZvIeU9cLNy/UfWQswIl9if0H6JcP9ggWDPwbt12duFq2pmzVEBs1LjiQYSweiuDdI89DzF5mpybhbbvzc4tzNSxHcI7PtQ9qL4kZiRLsE6yfQ5ULnt8/df+TPDD6AacOktjrJMfrxtJJ7h0oF3a7UKb0m+Lw/RIRERG5GkN0IiIiIqI2wAgsjZA2OSdZp8hNJpMMix2mAayjlRm4r7Fdxuo0cnFpsRzPOy4VFRVaF4Mw91DOIfEUT8ksytQJ6tM6nKb1IvYm3W0hJEYv+HO/PieHsg5pgI4qEdSHYFHLpbuWauf29CHT6zXZ7grL9y2XVUdWSUxAjE5tI3BGpQm6tMd3H+/01DyeFzwu7D+zh1lKKko0nMdkOUJyPFdRYVG6eOmMlTNkzYE1ejAku7jqLAKcBXAi94TEBsdKTGCMHixB4D11wFSnJuGxzdiGHak79KAFwnNMgiPQxueGxAzRgy7oW8fzgQn887ufX+/noq5OclTReJV6NdnzTERERAQM0YmIiIiI2ggElqjH+OHgD1JYXmi5PudAjozoMEKuGnSVw8Ev7gsh75PrntTQG9PICFUxKV0hFVIu5ZZpamPKGCGpI5PuCJT/+d9/ao1IWWWZXofOdXxcXFIsO1J2yNxf5sqWE1vklQteafSAFRUpPx7+UXw9fTVkxuQ26kgAk+FXDLjCqQAdE/cLNi+QvSf36iKvOBiBgLyyvFLyJV/MFWb9HrhfTG2vPrBaJ9QxrZ1fmi85JTmWah4E4Aj0EXQjQEe47Shjwh1T6IDnCp32uG8819g2nHXQPrC9fh8cSLlh6A0Nqlmpq5McBxGys7Prff9ERERErsAQnYiIiIiojUBg+dbGt6oF6JBTmqPh7xf9v3DqvjBhjnAX0+aYwkZ4jolxAxYYxWWE5xH+EQ5NuiNQfnvj23Io+5CUVpbWeBtM0iOwR5iM0NeZSeuGdp+jqxtT8uuPrxdfb1/Zl7FPe7yxoKgzBwqsfbj9Q538xsQ99icOPgCCdLxh/yJkRqXJPavu0YU9sR9Rx4P9igMjqG9BFUr3dt018Ha2i904eIGQHt+zW1g3reXBpDv67XEdJtK/SfxGP4eqmqsGXuWyAxjsJCciIqLmjCE6EREREVEbsXr/ajmQdaDGz6UVpsnPST/L+T3Od/wOK0XrYDCtjLoRsA7RMSWNy/sz9ms1CKai6wqX5/48V7albJPS0poDdEBYj0lsVNCsS1rn9OS3MzCdjXDZ6D7HYqGYyEaAjUl0TH+j2gQwoe1oJY4h4WSCrDqwSh+Lj6ePBtbepd66qKdWu5jMctOwm7RvHAuL4gACHjuCdnwv7Fd8jJAf9Se4rrYOdHuLtOJ6PEbUxeBjfJ9Qv1AN0fF9sWgpJtJ7RfTS5xqT7qxYISIioraCIToRERERURuAMHjOz3Nqvc3yvcudCtHD/MI0WEUXt1G9gRoXa6hhKSov0s7u2ha33J6yXaYsnSL7Tu7Tr6kNptDRwY7AGWGvs5Pf9ZnORoiMSe/NxzdrWB1iDtGJ/kDPQJ0e35e+r+ox9rvcoW3BxP17W96TZXuWyZ70PRpMIwzH40FFjElMWuXSNayrXD3wag2sjeAbfefHco9Jal6qLmSK7cE+GxozVJ4+9+lqi65aT9B/d/A7y8EAhO3oyMdzgvvGbXA9+t3RdY8DA9gWHAjBFDo+7hvZVwZGD9TJd0f77YmIiIhaA4boRERERERtAMLgI9lHar2Nn6efU93ZmALPLc7V8Bchrr3wG9PUCGkx0dwzvOcp9zX3p7ny5E9PnhLA1wST7aiJQW+4ESo7M/ntDATQCJ4xIY5gG9uKCfQwnzCtXkGtCQJlBOBYCHRM5zG1Hiiwnmx/d/O7siVli06gWw4MVFboBDre4zGiHgahNR4ftgVT8KhYScpO0ml4o3Me9S5YuBX7H9uLjvFTJuhzkiW3NFeDdmMhVBwcANwe3wPBOq5HNY0xJY/7wcKmvSN6W66vb20NERERUUvFEJ2IiIiIqJWzrurYn7Xfbjh9+YDaA2BAqHrLl7fImoNrNDxGQIt6FXswUY0J9ZziHDmUdcgSomObDmQekOmfT5cdaTscfiwIjBFiY9oaC2timtodQS4e5zub3tH95mPy0Qn56MBoDdHxeDCZ3T2suwyIGqAHJxA03zj0xjorThBsf7TjI9lzco9+D9BFRKVSq2HwPyzSiqqY6KBoOafrOfLVvq90O1Bzczz3uAbsCM/xHjCtfnGvizXUxu3O6HSGLNu9TNYdXiedgztbJugxtZ5WkCYdgjtYFkK1nijHvjSC9T4RfXTCPqs4S+JC43ThWQOCdmdra4iIiIhaMoboRERERESt3K7UXbJ8z3INUO0ZHjtcRnT8X1BaE4S+1352rYa6mKCua3IcAToCYWMh0K6hXS0T0isSVsjnez6X4oqqLvW6IDDv0a6HhujoHo8KjLLUkbgDthEhNKbodYFUDw85mHlQQ3LUneB6PD5M4iOcntBjQp1hvnEwA3UsOKiA+nhvD2/9ekzWI0DXef7SSokLi5Nbh92q1yHYRm0O9h0qbHDwAtuB/YCJeATquD9cvy11m9y3+j7Znrpdt9HYX7gd7gvT5b3Ce2mvuu1EubEvsY24PtgnWCb2mKiLxmLiHrdHgI7L6F3nFDoRERG1FQzRiYiIiIhaubu/vbvWAB0W/nlhrZ9HgHvdZ9fJF/u+0NDXEQhtyyrLNEgf1XGUTqHP3zhfXvrvS7L/5H4prbS/eKi1CL8IrTWZM26OdG/XvcaFMV3JCLsxxY0QGv3gCK8xmZ1fkq/hcpB3kO7TQB/7C3naLuKJOpZNxzfpBH5ZeZnumxKpqnMxeOJ/Jk8NwHGgYuPxjdrHjgl4TKzjYAIm4TOLMjV4x/VHc4/KNwnfSEZRRlVHemmhlJSViNlslp1pO2Vj8kbdVvTI42AADoJc1PMiyS3JrTZRjmAe1S6YTDe2G2G7UQuDYL2uhUuJiIiIWiOG6ERERERErdj6o+tla8rWOm/348EfZUD0gFoDdExEOzo5DsakOsLop8Y9Je9tfE/uXXWv5JTkOHwfPh4+Eh8dr+E53hBGu3sC2nqRTSNgRmWLMTE+dcBUuSjuIvH29a5xe6w74zGFjwB+QOQADcWP5x2vCr89vaS0rPpBBK10MXloaI6Ae+nOpboo68gOIyW7OFuDc3w9Dk6gGz0xI1HvH/ebLumWWh0sVAqomKmsqNSwHguLIrDH90jKSpIv932pC4XWNFFu+5hsg3VOoBMREVFbwxCdiIiIiKgVQze2IxPf7297X24//Xa7HehfJnzpVIBe1e7toQFysDlYRrw9QrJKspzadnz90Nihbu0+r4n1IpvoQR8cM1grUIzu8xuG3iBepV4SEhKiwTIqUoxwGftrxsoZsvrAaq2w0dqbinJZnbha7xuT66iAwVS4l3hJmZRVe7zoQo8KiNJFQ1HhsvPoTjmSc0TvI6eo6uCDr7dvVZBeXqQhOj7G9DpuY31fuIwAHR9jyhxT6LqAqVRoGH/d4OscnihvjIMXRERERM0VQ3QiIiIiolbI6B7/965/O3R7TF5bQzCMhUB/PvyzrDmwRkNdR6HnGzUjCG5Ly0tlW9o2p7ff7GGW8d3HS/vg9m7tPq+J7SKb6AK37j6Hnek75ecdP2s9C4Js42sQqmN/oQYFjx396ahfwWWE3uhXx0GB1NJUMXmaxFRu0lAb/eoI7vH5wrJCDbs3HN+g94fpccA+xfWFJYViMpnE1+QrhRWFWi+DcD+1IFVvh9vge5o9zVJWVqZfjyoYLCga6huqU+wnC0/K0PZD7S6EaltFQ0RERNSWMUQnIiIiImqFEKC/s+EdScxKdOj2WEASMgoyZOaamfLT4Z90sUpMYxeUFTj1vTH5jgC5pKJEq0uc1Sm4k3x3zXf6satDXEfDYetFNhGUF5cWS5/IPrLlxBb5Yu8X8vux3yW9MF0CvAMkJjBGIositV4F3eN47AiyMbmOSXCE2EYwLn5VjwnXFZQUSLEUS2lFqXavA74W12OCHQt44mvQxZ5XmqdhPYL3UL9QDeXRm34g64AG6mBZmPSP0B0hOp47XI+Jeky4A55XnCGAhV7tHXzB48aBFQT7xkEMe4E7ERERUWvHEJ2IiIiIqJVBULw2aa38euxXh79m1phZ+h4B+vI9y3VyWQNdJwN0a84G6Kg3mdhzorw76V1p51/VRe4qRjj83cHvJCUvRTvCz+9+vkwfMl3DYUzeb0vZppUpqD3BtHi4X7iG5egYxxT6uiPrqqpTPDw1HPfy8JKcyhypyK2Q1LxUDb7R924dZBv0cqVIWn6aFJcVa8CN+9RgXEz6tZhUx337ePpo/7lR/4KgHvsSt8V94DKCdVzG/eBrMaVuhOh47nA/+Jx2oZeV6OPPKszSMB996xf2vFAXerWFfYQJfPSyoxMeB1GMiXx0oxMRERG1RQzRiYiIiIhaGUxaY1FKY6HJupwec7p+zZe7v5TF2xZrmAu2QbC7BHkHyWV9L5O7z7hbFxF1xUEETIWLh0j3sO563Zsb3pT3t74v6QXpGjojKP/5yM/yy+FfNIBembBSThadrPMx4/MI0A0Iq7WypYbg3BaeDxyUMA5MGL3xRviNPnRsC6pzEJCjogWXEYqj5qW8tFx7zlHVgmn2/Rn7Ld3tCMmN5xtT7ZEBkRq2g8ls0lA+NT9V73Nw9GCZPXZ2jfsNE+gI0DG5Dr6Bvvoe12NxUVa7EBERUVvEEJ2IiIiIqBW5YfkNsnDrQqe+plRK5bx/nacLWDZWcG4YEj1E5l00T8L8wjQYtle9gvdbT2zVfnKjhsS6kgW3Tc5Nls/3fC5f7PtCA2ME5T4mH60u2ZG6Q+tlAJPfCJoRVH+6+1MNpvE/Z2E63KPcQ8NrBOGOqjbNbqr6kwzbiW5zPB5MqmObMKmOgNzkYdI3LEaK5yfIN0inyHEfBzIP6NfpgYHKqsVGzV5mvT0ef9+Ivvr4g3yCpLKiUjxMHnrbNQfXnDJZjn2MChdMoFvDPj+cfVg/zxCdiIiI2iKG6ERERERErcB/j/5XJr86WYoqHF8A1LAzbadl+ryxoLrlL33/ItHB0fL0z09roI1AGeHw6e1Pl23p2+Rg5kHJLMiUrSlbdSHMsvIyDawxsd07srcMjB4oozqO0lD616O/ytpDa+VY7jGd1EZwjOvzS/KluKK42vfGfeA6j4qqCfD6wtei/9342BkajFeaNCw3gnR0o6OCBduNCfOCggLtPcdlBN/Y7m6h3eSDyR9onctzvz4ncWFxelsDQvCC0gKZ0m+KhuHvbH5Hw3ZjshxQZ1PTZDkOShiT7cYEOuAyrrc9yEFERETUVjBEJyIiIiJqBS7+9GIpk//VjDijsQN0wLZ+tPsjy2S4pc/7j0oSXDb6vm0D6ryyPNlyfIt+vPH4Rg2h0f2NvnFUn+DmqETBRHdtlTaNPXVvPC48Xu03/2MbcB0u4z2mzRGw+5v9Jag8SD/G51DnEhEQIWd0PENig2KrTY0jUDfg4AGmxgfFDNLLzkyW42MsImp0oON2CNCxwOklvS/hFDoRERG1WQzRiYiIiIhauCs+vqLeAXpzUFPQjXAZdSb2oH4FQTpCYyzEiffG4p2oSSktq5oQb24QimMyHFUwWgeD/3lUheg4GIC+dEx8Y/IegXa3sG7auR7qG2oJyI2KG5J8F+QAACB6SURBVEemxp2dLL+8/+X6HpPq+F64HQJ043oiIiKitoghOhERERFRC/fJ3k+kLUKQjgU180vzJbs4u97d5o0Jk/IIzdFfDuhm9zR5SpA5SLvN0Q2P4ByVNZg4x3S4MS2OGhYj/HZ0atzZyXI/bz/tSkfVixHWswediIiI2jqG6ERERERELdi0pdOkLUMnuVakeJjqFaAbNTLuhulzBOYI0TF1ju0N9AqUMZ3HyNiuY+WCnhdYalkQXH+17ysNvzGdbi/8dmRqvL6T5dbhPREREVFbxxCdiIiIiFqV4uJieeyxx2TVqlXi6+sr06dP17ea7Nq1Sx599FHZt2+f9OjRQ79uwIAB0pJ8vq9qyrgt0wU+K+pf3xLoHSh5pXkN3g4Nyf/oNMc2oVbGCNBRxRIXGqd1M6kFqdIxuKNc1vcyuXHojTWG1Y6E345MjXOynIiIiKjhGKITERERUavy7LPPyo4dO2TRokWSnJwsM2fOlNjYWJkwYUK12xUUFMjNN98sF198sTzzzDOyZMkSueWWW2T16tXi7+8vLUFGQYbkl+U39Wa0aAi7S8pKxMvDyxJ61wcm2tHNLp6itTK4X1OlSaIDomVct3GSWZQpR7KPSE5Jjta2XDvoWpk+ZLqG3DVxJvx2ZGqck+VERERE9ccQnYiIiIhaDQTjS5culfnz50v//v31LSEhQRYvXnxKiL5ixQrx8fGR+++/XzuqH3roIVm3bp188803cumll0pLEP4c6zYaQmtgxKQLmxqLfda32iXEJ0S/tke7HtIlpIt0D+uu1208sVFrWvpE9NHFQZNzk3Wi/LYRtzl0vwy/iYiIiJoeQ3QiIiIiajX27NkjZWVlMmTIEMt1w4YNk3nz5lXVbJhMluu3bt2qn0OADng/dOhQ2bJlS4sI0RNOJjT1JrT48BwVKcXlxTo5jhDdCNTxecB1Rue6ft7DpLUxRtCO25s9zVrNEhcWJ+PixsmlfS+1TI1j0dNPdn5SrZJlWvy0OvvIiYiIiKh5YYhORERERK1GWlqahIWFidlstlwXERGhPelZWVnSrl27ardFD7q18PBwnVxvCXq91qupN6FZsrdQqHE9gm8s1gmBPoFSXlSuE+O9I3rL3vS9kl2cLaXlpRqYY4LcW7z1a2KCYsTH5CNJ2UlSWFao16FyJcI/QkZ1GqUBOsJx63oW9pETERERtQ4M0YmIiIio1SgsLKwWoINxuaSkxKHb2t7OEZWVlfpGTQu95hEBEZKWlyblUi6e+J/Jsyo890DsXTVJXlFZoQt9YjIcgXqYX5j0Cu8lfl5+svXEVskoytAzE3y9faVnWE/pFdFLQ3gE7P2j+kvv8N7SN7SvxEXG6dS5dV95Ta8D4zb2Pk91/2xxvzUO7u/Gxf3Nfd1a8bXN/d1SOPP7BUN0IiIiImo10HFuG4Ibl319fR26re3tHJGTk1OtKoYaHwLzYO9g8TX5ypDoIdLOp514eHpoVQtCcQTsoT6hkl6YrqF6uF+4hPuGy6gOo/TrN6dslkCvQBnbeax0Ce4iQ6KGSKR/pMSFVgXlWNwTi4OG+YbpG/r3sQCt1gGVimRnZ/Npd9Mft9jXYFQvkftwfzcu7m/u69aKr23u75YCdY+OYohORERERK1GdHS0ZGZmai+6l5eXpbYFwXhwcPApt01PT692HS5HRUU5/X1x356eng3cevL19BVvk7fklebZXeATtzEWAcVkub+3v/aRXzngShkaO1QrWLCoJybDTxac1PDbmAKv6WNjgtz6tsZ11kJCQiRO4qpNLeE6BrvuxX3duLi/ub9bK762ub9bM76+66+8vNzh2zJEJyIiIqJWo2/fvhqeY3HQ4cOH63UbN26U+Pj4UybFBw0aJPPnz9c/PBCE4v2mTZvk1ltvdfr74usbO0ytfLRSPB5z3/fE5HZZZVmdtwvyDtLgG1UnqFAxoD88xDdEg25McBdXFFs+h+s8/vgfQvB2/u0kNihWogKitHYF1+vXlBVr/QqC8fjoePlrv7+Kj5cPCs51GjyzMFM/NkJzW6h2wZv15Zo+rum2jj7nDNHdj/u6cXF/c3+3Vnxtc3+3Znx9148zv8cxRCciIiKiVsPPz08mTZoks2fPlqefflpSU1Nl4cKFMmfOHMtUelBQkE6mT5gwQV544QV56qmn5IorrpCPPvpIe9IvuOACaSuwaOaIDiPk9I6nS2F5oU55Y6o7JjBGBsUM0tv8cvgXOZF7QgpKC6TSo1K6h3bXKfH80nztBu8a1tVSd4Lb5pXk6dd3Duks3dt11/tIzEiUIzlHJKcoR4J8gnQhzxC/EMGwOcL3rqFdpWd4z1OmweuaDiciIiIiagwM0YmIiIioVXnggQc0RL/22mslMDBQ7rjjDhk/frx+bvTo0RqoX3rppfq5t956Sx599FH55JNPpHfv3vL2229rz3VLgWl0qG0i3Vd8JTY0Vvu9MbGNSW6E35f2u1SD67o4chtAyG3vtvjcCBnh0H1Yh+W2l4mIiIiImgJDdCIiIiJqddPoc+fO1Tdbe/furXZ54MCB8tlnn0lLV/FIhS5syY5uIiIiIiLXq14MSUREREREREREREREFgzRiYiIiIiIiIiIiIjsYIhORERERERERERERGQHQ3QiIiIiIiIiIiIiIjsYohMRERERERERERER2cEQnYiIiIiIiIiIiIjIDoboRERERERERERERER2MEQnIiIiIiIiIiIiIrKDIToRERERERERERERkR0M0YmIiIiIiIiIiIiI7GCITkRERERERERERERkB0N0IiIiIiIiIiIiIiI7GKITEREREREREREREdnBEJ2IiIiIiIiIiIiIyA6G6EREREREREREREREdjBEJyIiIiIiIiIiIiKyw0uamaHf/dzUm0BEjeTC0r3c10RE1KJVVlbq+/Ly8ibfjoqKCt0ODw+PJt2WtoD7m/u6teJrm/u7teJrm/u7NePru/6M3+GN3+lbVIhORERERNRSILiG7du3N/WmEBERERFRA36nr41HpSNROxERERER1fgLd1lZmZhMJk6AExERERG1wCl+Ly8v/X2+NgzRiYiIiIiIiIiIiIjs4MKiRERERERERERERER2MEQnIiIiIiIiIiIiIrKDIToRERERERERERERkR0M0YmIiIiIiIiIiIiI7GCITkRERERERERERERkB0N0IiIiIiIiIiIiIiI7GKJTk1m2bJmce+65Dt22srJSFi9ebLk8a9YsfSMiIiJq64qLi+XBBx+U4cOHy+jRo2XhwoVNvUmtXklJiVx00UXy22+/NfWmtGopKSkyY8YMGTFihJx11lkyZ84cfb2TeyQlJckNN9wgQ4YMkbPPPlveeecd7upGcPPNN/NvWzdbvXq19O7du9ob/m0h9/038rHHHpPTTjtNzjjjDHnxxRc10yHXZ2q2r2u89enTh7vaTbzcdcdErvT777/L448/LtOmTdPLDz30EHcwkY0ff/xRXnrpJTl8+LB07NhR/v73v8u4ceMafT9dffXV+sfuHXfcUe/7wAG222+/XS699FJpKsaBumeeeeaUz+Xl5cmaNWtk0qRJTbBlRETVPfvss7Jjxw5ZtGiRJCcny8yZMyU2NlYmTJjAXeUGCHHvueceSUhI4P51IwQuCLmCg4N1mCY7O1sPFplMJn2Nk2tVVFRomBsfHy+fffaZBup33323REdHy8UXX8zd7SZff/21rF27ViZPnsx97Eb79++Xc845R5544gnLdT4+PtznbvLkk0/qQeYFCxZIfn6+3HXXXfp7yRVXXMF97kITJ07UA8yGsrIyufbaa/UgKLkHQ3RqEWyPWgYFBTXZthA1R3v27NHQ+f7775exY8fKzz//LHfeeaf8+9//bvQj0a+++qp4e3s36D6w3f7+/tJcvffee/qLIUN0ImpqBQUFsnTpUpk/f770799f3xDuInRkiO6eIAYBOifq3O/AgQOyZcsW+eWXXyQiIkKvQ6g+d+5chuhukJ6eLn379pXZs2dLYGCgdO3aVUaNGiUbN25kiO4mWVlZehAUBy7IvRITE6VXr14SGRnJXd0Ir+tPP/1U3n33XRk4cKBeN336dNm6dStDdBfz9fXVN8Nbb72lv5/ce++9rv5W9AfWuZAcPXpUT/n48ssv9SgWTgXGkUMcxYIffvhBj4zjH0Ac6Vq1alW1idPXXntNrrzyShk0aJBMnTpV/wNlfb94bx2u4Wtq8t1332kghV8isA2YfMBRS3z9Nddco7fB/SG4sq1zqWsb33zzTT01EZ//05/+JD/99BOfeWpVvvrqKzn99NP1Z6VLly561sbIkSNl5cqVjb4toaGhEhAQ0KD7aNeuXbVfCJobhidE1JwOouJ3NtQvGIYNG6Z/rGKylFxr/fr1+t/Xjz/+mLvWzRB2oU7ECNCtzwYj14uKipJ//vOfGqDj9xyE5zgbGGcXknvggNAll1wiPXr04C52M2QUODBE7od/O/DviPW/HTjLBXVc5N6DFxiowIF+s9nMXe0mDNHJAmE4qiDwHiE0Au///Oc/WsmA/7h//vnnMmXKFD0VB6cMWx/tQjCNPiac7od/INGB5QzUT2BqFiE8Qj/8Avfrr7/KJ598Iu3bt9dtAUzXWv+RCI5s47x58+TCCy/UoBFTuQ8//DD/sKQW00f5r3/9y/LLH64fOnSoHvDCz6oRkOAgUk1HnHNzcx36njk5OXLffffpfaNPF6c6FhUV6edw4Ar1KpgOP/PMM7XbDv+Bxh9WmHLEdmIC3tgWHLgyfmZRK4DJA9wG00y439LSUkvwg1P6cADOeDwGfD/8mwK4X/wRjWoaHAjD/e/du9dyWxxcw88+umkHDBig/44cOXLE8nl08OExGV9bn9PvMzIy9N+5Bx54QCcrsK0IUvC9iYiaUlpamoSFhVX7gwmhIypH8AcVuRb+G4NKET8/P+5aN0ONi/Vp6vh94IMPPtChAXIv/B6G1zp+f8PvP+R6+Bt2w4YN8n//93/cvW6Gg0IHDx7ULAGv5/POO0+ef/55pzMLcgz+DuvQoYMsX75c/1bE33Cvv/468xc3W7JkiR4M5VmI7sUQnSwQoGECHL+YItBGgI1fVPEfmuuuu07i4uLk+uuvl/Hjx1dbsGrMmDH6+e7du2tAhrAJp106A78U/+Mf/5DLL79cu5wReGEBCoRdnp6eEhISYplIsT2qhtOV69pG1FugW7lz587yt7/9TY4fP65/dBI1Nwg9EDpjkhs/g4888oge3EJIjD9m8B9GnLb/6KOP6s+nEbDj58+6tgU/O/jlHMG1I7DOAAJ3/Mf3jTfekO3bt+s6BIbU1FTtAH///ffl1ltv1WD66aef1r5wfLxixQo9m8QW/k1ALQt+icIvT99++60+LkDwjtOGcXDrqaee0qAcnZC28HX4eUZogY5O/FJ24403aoWBAaE9HgOC98zMTD0QZywihGlBXMb3QbCEINwZhYWF+u8G9jHO0sEBOePAAH4ZJyJqSvg3yvZ3I+MyAwJqTZ577jnZtWuXDsuQe73yyis6hLR7925Oj7rp9338Lo/f85vzmZetBYZ6jP9W4m8CrKmAs/BRpUOuh7/RMBT20Ucf6b8f2N/4GxJ1mOS+A0XICK666iruYjdjJzpZYALVgGlOhOHoIrRd/AHBESYxa/o6nLaDIBsTsz179nR47+LUKvxHDbUrCP/whs5JTJfXBd+rrm20PnUL2whGXQ1Rc4JQFj97CKjxWsXPEQ4wYZoQU28Ipb28vDTQxYEgBMw4gGQNX4+zM/Cz6cjCojgTBAE5JquN9QbwfVCvZATOmB7HL0D4+caiMPilE5UxgwcP1s8jDMe/F7aOHTum/bz4GtTMvP322zpZZnwO24dQvFOnTtqbh4Notr8Q4GAB6p2Mx4JtO//88+WLL76w/Ozj4JlxwAD1Uji4ZnwP9LPj++MNZ6HUtJ32lJeX6x/rxi/dOKiHNxwYwP2yV5GImhoWRrMNy43LDGeoNQXoWDgXgwXoNSb3Mjq6EfbiTEcMPrAewHVwRiP+3rY+04LcB39r4MxaDOZ5eHjo3y0Y4sMQIf7Wwe/25Dr4WxW1Wy+88ILue+NABoa1MIhErocBuJSUFB32IvfiJDpZWC8EaNQy4BcnW/icdccm/pG0DZ1MJpP+B8qWveAatQ74gUdwjml4TKWi29wRNa2qbbuNNS1yyE5jao5wqiGCauNgD1x22WUa/CKMtv55w8EiBOmoYrFeFAorcuP1jSki/Cw6ciAKPy84qwT3iTeE07gOUwQGBN3WoYzxS5FxXU0Tj5gYx6QHAm4E4fgFygjKb7nlFj1whjNPMGWOr7cNpU+ePKkHEFD5Yv3zjD88jPUXAAG9AfvOqIzBvyvYNgTwCNcxye7MAT7US/34448SHh7OPx6JqFlClR7OwLH+HQv/bcC/fcZBS6KWDAfPcaAdQTqrRdwHv0NiqMIaurrxOxV76F3r66+/1n1t/N6N35XxZltbSq5ds8k6n8BAErKO7Oxs7mYXw99zyGis/1bE37doAyD3wJp/yNGMBgdyH4boZIHT9QzoE0dtBIIrLExlbfPmzfqPoHUAbkAdBKZa0RNsBNdYHNRgvcioNVRVoGcZRytRWYHuYoR3RtBdUyBvwLbUtY1ELYXtQam6DhYZB64AR58xHY4wGjUvWJzTEfh6TKCjcsX6DWsjWC90ZLttjgT0f/7zn3XhXyxwgn8LZsyYoVNkgPUTULdy0003aXcewn+chlbX4za2ua4DZcYvcQjCEdZjcm3BggVaG4VTOh2BNRlQJYN9gXUaiIiaG0zU4d/nLVu2VFvUC5Okjvw7TdTcJ3ZRCYDqOE7YuRf+Trv99tv190nrvwnx+6Sjv1OSY1BtgdDc+J0bHfR4w8fknoARC0Jb//6P7APBOl/brocMCQcoMBxmwECYdahOrrVt27ZqDRHkPvzNmiww/Y3TQBAUvfzyyxrGoSYCHcY4ffLQoUPaY4XQCxOdBuMXAEyFopMYlQn4jxS6hxFAIbRCQIauYkx01gT/AcNCgfjhxz+26FnGthiTrcbiTfhFznY63pFtJGopUD2EA0jWv+TNnTtXPvzwQ9m5c6dlwto4WIRf/PDzg+45TH0jMEH9CSYTHYUDTjgAhoNVmOjGGxYVRWVLQ/t0EZhjmhw/j1iE+O9//7sG0vg5Rr84Tg1GFQv+mEC4jZ9lawj38W+JdTiEfYB94ciBMvybg2AeC7Q+9thjesAO/07s27fPoe0fNmyYrs+AbbNeFLW2A3tERI0JvyOhfmv27Nn6exSmG3Hw75prruETQS0a/rbAOi042I7/HuMMC+ONXA8H3nDWI84OxNnBWKcG0/9YC4dcC2Gi8Ts33rAWEt6sz6wk18GEPwZzUJGJMBevbfydg7+dyPW6deumf3uhKgcDlziIgUpP5jPugzpk6+E3ch+G6GSB+hTUK6ByYcqUKToliqOI+A8M+qsuuugi7RlHL7D1YoUXX3yxTohg4U5Mms6fP18nohDmIZjHH3S472+++cbuL2FXX321disjEMckOiofbrvtNl08CDDZfuaZZ2rFhO3Cg45sI1FLgWoThMZYaAh/PGKxTvx84TWNQNu4HiEJFtPELyMIdBFQ4ywQBO5g/JGJcLwuOJ0RnYzovMTPKwJq/NKDYL6hVQD4RRULlOIXKPzHHT+//fr1019kN23apME0boODZhs2bNDP2cK/C6im+f777/Wxo9ccIbwjlU+YVse/DziwhgkrHMxD4GS9ToIjEP6jax6nkwPuA4ut2ju7hoioMeHfbIRfOKMHBwyxLgYWWSdqyfA7EM48M6rfrN/I9dALjYMW+B3nr3/9qw5H4W80HpCjlg5Vjxjsw+/yqMnEaxuvcYbo7vP8889L586d9W9VrKuFAU38e0Luq+NihV/j8KhkMXSbhxAIfcH4RdV2Ub+64B/CESNG6B9rROQaCIoRPGPSHIE6JrDwCwgOKhkHpjCBjoNKOPCFA1YTJkyodsqcYfLkyXpmR13wSyUmwzG5jYNgCNUxrREWFqYL8eAPKJwtYsCBLVTG4KwT238LrD/GFDoCnf/85z/a14upBITg2H5M3BuPE98TjwHTT+jxxSmtOKUYB+fwBzRC9H//+9/ayYlpEtzOWFjMdlsQlOP0b4TugIlMTOfjoAImI/CLHKbL6zJr1ix9b+w/LFaKXwhXrFihE+k33HCDBun4PuhMJyIiIiIiIqLWiSE6MUQnIiIiIiIiIiIisoN1LkREREREREREREREdnASnYiolUMlSk1VLwasYzB8+HBpS9BtjooYe7DWA6pmiIiIiIiIiIgYohMRtXJYqBcd3vZER0drD3lbkpOTI5mZmbUuQMSecyIiIiIiIiIChuhERERERERERERERHawE52IiIiIiIiIiIiIyA6G6EREREREREREREREdjBEJyIiIiIiIiJyocrKSu5PIiI3KCkpkYsuukh+++03h79m+fLl8qc//UmGDh0qt912m6SlpTn9fRmiExEREREREVGTuvrqq6V3797V3gYMGCBnn322PPbYY5Kdnd3o23T06FHdjmXLljn1dW+88YYsWLDAcvnVV1/V+yEiooYpLi6Wu+++WxISEhz+mp9++kkefPBB/e/M0qVLxd/fX2666SapqKhw6nt71WN7iYiIiIiIiIhcql+/fvLoo49aLpeWlsrOnTvlxRdflN27d8uSJUvEw8Oj2e/1l19+WW6//XbL5SlTpshZZ53VpNtERNTS7d+/X+655x6nz/T54IMP5OKLL5arrrpKLz/xxBMyduxY+eWXX5z6t5mT6ERERERERETU5AIDA2Xw4MGWt9NOO02uu+46ueWWW2Tz5s2ydetWaYliYmL08RARUf2tX79eRo4cKR9//PEpn9uwYYNceumlMnDgQA3Mv/32W8vnjhw5otcbfH19pXPnzrJlyxanvj9DdCIiIiIiIiJqtlDrAsnJyfp+xYoVGpYMGTJEzjzzTHnkkUeq1b2gPuXcc8+VH374QSZMmCCDBg2Syy+/vFp/LipaULGCyhZr+LpZs2bZ3Zbff/9dbrjhBg34sV24Pb6fUQtg1La89tprlo9rqnNx5DGcf/758uOPP2oghO+FPl/0+hIRtUVTp07VWhY/P79q16PfHAdb8W/ql19+KTfeeKP+O45gHcLDwyU1NdVye/x7nZKSIpmZmU59f4boRERERERERNRsHTx4UN936tRJ+8bRh4vJ7ldeeUUXiMPEIbpui4qKLF+TkZEhM2fO1NAF9SqYPET4jVqY+tqzZ49OxoeGhspLL70kb775pgwfPlwD85UrV+ptjAnJv/zlLzVOS4KjjwHB0OOPPy7XXHONvP3229KxY0d9TImJifV+DERErc3ixYvljDPO0LqWLl26yCWXXCJ//etfZdGiRfr5iRMnah0YzmhCTdi8efPk5MmT+rEz2IlORERERERERE0OPbdlZWWWy5jMxun7CKsxsY3T7/ExpsoxuW3o1auXTJs2TT799FN9D4WFhTJ79myZNGmSXj799NPlvPPO0zAaAXh9Q3QENc8995yYTFUziZgi//7773XK/cILL7TUttircMFjcuYxPPXUUzJq1Ci93LVrVznnnHNk7dq10r1793o9BiKi1ubAgQN65hH+O2FAQB4XF6cf49/bffv2Wf5txVk9Y8aM0QoxZzBEJyIiIiIiIqImh6qU/v37V7sOYTWCa0xko7+2pKRELrroomq3wTR4hw4dNHA3QhIvL69qt8MkOkKTdevW1Xv7EMjjrbi4WKfjk5KSdLK9vLzc4YlGZx4DWAfxCOahoKCg3o+BiKi1KSsr09qrW2+9tdr1+O8AeHp66qLV999/v/77jbOJcLYQDoI6gyE6ERERERERETU5BOiPPfaYfuzh4SE+Pj7Svn17y7Tgxo0b9X1ERMQpX4vrcnNzq102AhQDenGzsrLqvX2oWnniiSfk888/19AG9SqYfMT3wRS9I4zec0ceA1h3/xrT745+LyKitiAuLk6rWlDlYli4cKEesESw/t577+nHN998s/6bin50HAB9+umnnfo+7EQnIiIiIiIioiYXEBAg8fHx+oaFNHv27FntdPuQkBB9n56efsrXoj88LCzMcrmmsBxfhyDdCOnBWBDUkJ+fb3f7UK2C7vJ//vOfsmnTJlmzZo1Wu9iG9bVx5jEQEVHdsPbFjh07tKrr0KFDurjoiy++KLGxsfp5HPCcP3++/Pe//5WEhASZMWOGjB07Vmu0nMEQnYiIiIiIiIiavUGDBonZbJavvvqq2vUbNmyQ5ORkGTp0aLWp8Z9++qnaZVS5GP3iRjh/4sQJy22wYGdtk+qYhB85cqR2q/v7++t1CG6wiKl1GG9MjDf0MRARUd1QhYXFQvFvPqqycKBz1qxZ8uc//1k/j3+zb7zxRrn33ns1cMfk+rPPPivOYp0LERERERERETV76LHF6fivv/66eHt76yKbR48elZdffll69OghkydPrnb7Bx54QP7+97/r9PmCBQu0S/xvf/ubfg5hOHrSn3nmGbnzzjt1Av2VV17R72HPwIEDZeXKlbJkyRJd2BMLjWKRUEy1YxFQQ3BwsE6qo+MdXecNeQxERHSqvXv3VruMtTOWLVsm9txyyy361hAM0YmIiIiIiIioRbjjjju0O/yDDz6Qjz/+WEPpCRMmaFhuTIcbZs+erZ23mBTHhDfCb6MzF0H3q6++Ki+88ILcdtttOsl4++23y/Lly+1+b0w2YgFRTDmiXxcVAQjl9+/fL99//70uMIoF7NDB+8Ybb8hNN90kK1asaNBjICKi5sGjkitSEBEREREREVErgXD8tddeO2VSkYiIqL7YiU5EREREREREREREZAdDdCIiIiIiIiIiIiIiO1jnQkRERERERERERERkByfRiYiIiIiIiIiIiIjsYIhORERERERERERERGQHQ3QiIiIiIiIiIiIiIjsYohMRERERERERERER2cEQnYiIiIiIiIiIiIjIDoboRERERERERERERER2MEQnIiIiIiIiIiIiIrKDIToRERERERERERERkR0M0YmIiIiIiIiIiIiIpGb/D3qr3Qff7UisAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Correlation between population and CO2 emissions\n",
    "correlation = merged_df[['population', 'co2_emissions_kt']].corr()\n",
    "print(\"Correlation Matrix:\")\n",
    "print(correlation)\n",
    "\n",
    "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n",
    "\n",
    "# Heatmap\n",
    "sns.heatmap(correlation, annot=True, cmap='coolwarm', center=0, \n",
    "            square=True, linewidths=1, cbar_kws={\"shrink\": 0.8}, ax=axes[0])\n",
    "axes[0].set_title('Correlation: Population vs CO₂ Emissions', fontsize=14, fontweight='bold')\n",
    "\n",
    "# Scatter plot\n",
    "sample_data = merged_df.sample(n=min(5000, len(merged_df)), random_state=42)\n",
    "axes[1].scatter(sample_data['population'], sample_data['co2_emissions_kt'], \n",
    "                alpha=0.5, s=20, color='green')\n",
    "axes[1].set_xlabel('Population', fontsize=12)\n",
    "axes[1].set_ylabel('CO₂ Emissions (kt)', fontsize=12)\n",
    "axes[1].set_title('Population vs CO₂ Emissions (Sample)', fontsize=14, fontweight='bold')\n",
    "axes[1].grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "75a7479c",
   "metadata": {},
   "source": [
    "### 4.3 Top CO₂ Emitting Countries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8c527a0d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top 10 CO₂ Emitting Countries:\n",
      "country_name\n",
      "World                        1.317557e+09\n",
      "High income                  6.672858e+08\n",
      "IDA & IBRD total             6.667335e+08\n",
      "OECD members                 6.537873e+08\n",
      "IBRD only                    6.398760e+08\n",
      "Low & middle income          6.390232e+08\n",
      "Post-demographic dividend    6.369414e+08\n",
      "Middle income                6.296777e+08\n",
      "Upper middle income          4.823171e+08\n",
      "Late-demographic dividend    4.673344e+08\n",
      "Name: co2_emissions_kt, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "# Top 10 countries by total CO2 emissions\n",
    "top_emitters = merged_df.groupby('country_name')['co2_emissions_kt'].sum().sort_values(ascending=False).head(10)\n",
    "\n",
    "plt.figure(figsize=(12, 6))\n",
    "colors = sns.color_palette('Reds_r', len(top_emitters))\n",
    "top_emitters.plot(kind='barh', color=colors)\n",
    "plt.xlabel('Total CO₂ Emissions (kt)', fontsize=12)\n",
    "plt.ylabel('Country', fontsize=12)\n",
    "plt.title('Top 10 Countries by Total CO₂ Emissions', fontsize=14, fontweight='bold')\n",
    "plt.gca().invert_yaxis()\n",
    "plt.grid(axis='x', alpha=0.3)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"Top 10 CO₂ Emitting Countries:\")\n",
    "print(top_emitters)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7ba9bfdb",
   "metadata": {},
   "source": [
    "### 4.4 Emission Trends for Top Countries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e8413f51",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1400x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Analyze trends for top 5 emitting countries\n",
    "top_5_countries = top_emitters.head(5).index.tolist()\n",
    "top_5_data = merged_df[merged_df['country_name'].isin(top_5_countries)]\n",
    "\n",
    "plt.figure(figsize=(14, 7))\n",
    "for country in top_5_countries:\n",
    "    country_data = top_5_data[top_5_data['country_name'] == country]\n",
    "    plt.plot(country_data['year'], country_data['co2_emissions_kt'], \n",
    "             marker='o', markersize=4, linewidth=2, label=country)\n",
    "\n",
    "plt.xlabel('Year', fontsize=12)\n",
    "plt.ylabel('CO₂ Emissions (kt)', fontsize=12)\n",
    "plt.title('CO₂ Emission Trends for Top 5 Countries', fontsize=14, fontweight='bold')\n",
    "plt.legend(loc='best', fontsize=10)\n",
    "plt.grid(True, alpha=0.3)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "98868a6f",
   "metadata": {},
   "source": [
    "### 4.5 CO₂ Emissions per Capita Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2636e227",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABKUAAAKyCAYAAAAEvm1SAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjcsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvTLEjVAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAoAhJREFUeJzs3QmclfP////XmZk2Na2SSEko7SGJ8klCkhZCRUlo0WJLqCQlUvaipCwRESlZksj6SdKi0vKRQgvZ0q7lzPnfnu//9zq/M9Psy3XmzDzut9vcZuacM+e8zzXvueZcz/N6v65AKBQKGQAAAAAAAOCjOD8fDAAAAAAAABBCKQAAAAAAAPiOUAoAAAAAAAC+I5QCAAAAAACA7wilAAAAAAAA4DtCKQAAAAAAAPiOUAoAAAAAAAC+I5QCAAAAAACA7wilAAAAAAAA4LsE/x8SAIDMufvuu+3tt9/O1G379+9vAwYMiOqm3bRpk7Vt29YOHz5sDz30kF1++eXJrv/333+tUaNGlpSUlOrPf/zxx1alSpUMH2fnzp02bdo0++STT+yXX36xgwcPWqVKlezss8+266+/3mrUqGGxYN26dVarVq1M375ly5a2detWO/74491z99usWbPsnnvucV+n9vvN67n1wgsv2Ndff23bt2+3uLg4q1q1qtsm3bt3t3LlyqX6cz/++KO9+uqrtmjRIvvtt9/c3KxYsaKdeeaZ1qVLF2vYsGGej71mzZqZul1ub9PI/Udm/7ZicW4URPlpH+fN37POOstefvnlZNft2bPHduzYYSeccEKuP+6zzz5rjz32mJvHes7e42kM77//vm3ZssXi4+Otfv361rt3b2vSpEmynw+FQvbiiy/a66+/7m6rfcTFF19st956q5UqVSrNx73rrrts9uzZae5nv/vuO5swYYItW7bMgsGg2z49evSwSy65JHyb+fPnu//HnTp1stGjR+fqdgFQ8BBKAQCQC/bu3esOSnXQn5b//e9/aQZSmbVixQq7+eab7a+//kp2+ebNm92HDibGjBnjwrH8SkHJI488YuvXr49KuBRrdFA5cuTII+aWQj19zJw50wVWp5xySrLrX3vtNXvggQeO+DkdoOpDc6Vbt25u3urgFsgPYmEfp78p/V0qnLnzzjtzPZTatm2bTZw40UqUKGFXXHFFOJC66qqr3P4z0ldffeVC50cffdTatGkTvvzhhx92+wXP77//7gKt1atX2/Tp01P9m583b5698847aY7rs88+s379+tmhQ4eS/b4UdP3888/Wp08fd9kFF1xgxx57rL311lvWsWNHF4IDQFoIpQAA+ZYOlvVi16MX2HrnV5544glXdeRJ753fvLZx40Z3YKIX++lRCBP5TnKxYsWSXa8KlvQoSOjVq5erItDPqjpMlTKqInjvvfds6tSp7mBB26127dp20kknWX500003hSueskIHgXpnvjAFKAsWLLDhw4e7rytXrmy33367NWjQwP744w+bMmWKLVy40H2tuaA5kJCQEP65+++/31VLHHXUUe5g8T//+Y8VL17cVq5caePHj3cVKDpI1VzS/I10xx13WPny5dMd24EDB1xYllmqynryySfTvL5MmTKWV/uPjP62ckpVIuecc06ePI/CJD/u4xTESNGiRcOXzZ07N0tzP6smT55s+/fvd4FU6dKl3WWqHPMCKYXJqnTU96qk0psiGs+FF15oRYoUsZ9++sleeukld9vzzz/f/X3PmTPHVV8tX77cBU8Kizx6s0T/X1WZldYbJ/odDB061G1/VWkqGNT+eNiwYS6Qeuqpp9xjqXJK++irr77a/b2PGzfO7bsBIC2EUgCAfEsHd5EHeJHBkw6Y9U5stOndaQVlesEeCARcCJBRKFWhQgWrVq1alh/r8ccfdwdr3uPqAMSjAzQdjOjddY3l3XfftYEDB1pBktfBQn6jaowHH3wwPPdV3eAFeZo/p59+ul133XX2zTffuIBJnxWM6OdUIaW5qINDhVdnnHFG+H5PPPFEa968uVtipoqM559/3q688kp3uUdVKDrATI+Cr6zQQb2ff7Mp9x95SRUt+kDO5Md9XGpzNr39fE5pOaC37DRySZwXjmlOe9WNWsaoKikt0dXPqRq3Tp06ruLJC5cUMOt22lYKh/755x+37bxQ6ocffnDh7YYNG9z3af0fU0WUAnBRcOjtU+677z7r2bOnC6hUGTVkyBB3eevWrV0opZ/Thx9LhQHEJhqdAwAKFL1AV1WIDs7r1q1rrVq1cgf2f/755xE9YPSOrj68yhEdhNerV88drKuSKTM+//xzd4DUuHHjZFVd6YVSWuqhA4a///473eV+kfSu+Ycffui+1jKtyIM1j3oL6UBOY0p5sKalG9oOF110kXuO6j+i7aQgIyVvu+jd+EjaRt51ixcvPuL2Wi6ifiMKSlTFph4sgwYNco/tVUHodqqSEn3W93qnX/RZ32tsWpKi351+h944VDGh6/U50q5du1wfH12u2ytwuffee13vpUja5goQdTCm8eng7dxzz3W9T3RglhU6AHvmmWesRYsWbnu2b98+2bIXBUjedpkxY8YRlXXedV4VVGr0u/G2le4/ZWWZ+krp4FRVFUuWLAlX6ujrX3/91X2tHjKRgZRH/WW8pTbaLpnt3eYHb57oQ0sQVeFx2WWXue2s56PliqLtrfDMu1wH5pG8+aQP3adHlSJ67k2bNnVBh8I9hXI6oE7p008/dfNZc1m31d/5tdde63pUpbU/0dc5/dvL6G/Jo0oZ7XeaNWvm5rMO/DVXFERmZqmw/rb0ePoZVbtoaZbmi5Zb6X4jt5tH41Iooduon5F+VhV3KR/Pey6qqNGHnoe2dcq/h9zYxylEUSWR/rb1O/L2A6osTLnczRuXeh19+eWXrqJHz0O313bXOFK7vbcf0rzy+oeJvo6cY/p/8PTTT7u5qeer+9a+SRVFKfdJqdHcUv9BBdHqoeXRNlSArH1dZLVo5Hb3vvaqdhXinXzyye5rVVGedtppya4X/d4VSKmKUmH2cccdl+q4IsceGdRp3kX+bXlUxeZVslEpBSA9VEoBAAqMSZMmuXfaI6kHiZYxqDGsPqfWIFcHC5FL677//nsXVGj5U+fOndN9TL3IVxNaHTTr4Dk9ehfbOwjQQebu3bvd0ir9rJrLlixZMs2f1Zi8Ph6RyxYjqXostT4r6jukRrR6J92jAyct/dJBtw6ydH1OLV261B2cRvYb0TIXBSQKaTJLS1HUU0YHZqIDzLSoqkK/IwU9Hh24v/HGG+756WDIC3N0UOctafEorFQAqZBNYUdmK9i0VCUyINA21hIZVRLccMMN7vegA1wtcdPci5xHqmLwpNcQO/IAL63fuYKSlNSA2KPQLS1eiJXysfKK5pyaradGB8+qIExJQZP3dyNalqS/V/Uii+xHpsv196r7UECVFgXQChci56jmmy7XhwJOr6n0Rx995PYDkVUjul6h37fffuuWEKsaJD3Z/dvLzN+SAksFKtqPeBRye73GtK21rTJDAbnuK3KcH3zwgXuub775pls66gUmt9xyS7Jx6bEUZqgaRoFRSgr7tN08Cmpyex83duxYF9hE0t+nlvz997//dWFXyqo5nTTglVdeCQc5ur3uY9WqVS689pbCZpXCQy9c8+h3pf2Ltqf2B+ktQVZQ5u339HfhqV69uvuIpN+Xfk+i5Y5eAOWF2XrOqnzylC1b1n1WtZTmvf7nKIzSUkBVO2lZnirRUuMtIxQv9PbmjkcVm5EUkmrfrDcZACAtVEoBAAoEHYjrIFEUQuiFtQ5IbrvtNndwobBA76yrwiUlvZOuUEgHCzq40ot0UajgLSVJi4KODh06ZNjnSO8y60DAO5DwDiT37dvnghMdEOhgNS3esgnJqNdPJB1wqVpAj6kx6oBS20XbRxVbOuDWc4gMMrJLFRSqBlEFi/qTeCGbDuB1sKIDWy1B8d5l12d9H1l1IDow1bv1OphViKQDprTod66DHh146QBfgY+em5b6aZvp9+nxKmxUVaJmyVp+puu1XTQvsrIcTU2Y9XiaM6q48JZuaTw6SNPBoCq9RAeikb8/L5TScrn0lrREVvdl5Xce2SA6veVyOptZaj+TVxRaqK9Vah+a/6lRIKWAUgfeXmWXKJBSiKLtrzntSRkGpKTgWPNLYbCqifQ7V/ClyhztJyKXPWn+6e9D81ZBkG6r0OKYY45xt9Vj59XfXkZ/S95z9fYjmncan8aswFtVdF988YVrjp0ZCmQ0Z9WzSduoXbt24TmokxKIKogUcnk9hXRb/V70+xEtCVOQl5ICKVWXadtqnKeeemqu7uP0HL3qNFW7ahvrd6P9smj7pxa6am6pOkrbTL9fr+JHf6+pVc15tL9KWSml/ZjmicJRb5mdqu/0nLU9tc8RXR8ZoKdGgWRmzlqpUKlv377h/1HqP+Xth/R/JWUfrJTf6+dFYxsxYoT7naZHQaH3v1G/e1VXaV+nQDDlfXq856D/f3ozBgBSQ6UUAKBA0IGlV9GgAx8tmRC9c6yDHb0jrhfRWt7nHSB4tPzEOyhWJZWqq9QQVi/s9Q5v5BmNsksHDloWox4+qprRqbIVQmmZmd4Z1wG7Dl50IJOa1JZoZIaqAbzlKzpzk3cAqe2ig2sdyGi76aAsrQqGzNK78DrI9g58dFDoVXXod6CDHoUkXoCnz2mFJmqGnl6FlGjcXjCgcMfrv6LqIT0vVc6pGkUHpVqupg/9TnVQr+2t5Vva3jpTVFYOgkXVbV5FjTdn9Hj6nWrO6HqNQQfI+n3p4FQVOps2bQpX5UU2Gk5NZICald955JLQ9HrfRN5nXvbIyQkd1Hqh04033ui2sShA0d+OKkn0e/AaqEdW+qTGqxRRBZv+NnQQryV1WiaoSpPIg3bvtvrbVSXdeeed55beKXzR0qqMguic/O1l5m/JG5+oGkiVLPo70L5LoZQXIGSWwlXvLGlabqhwRBU3CgA1FzWvvaoYhUxeVY7CQc1zhQ5aBppy2Z3GoSpCfU5Z6ZMb+zj9LrSttXxO80LbQW8ARPZI894QiKTbqbG316tQVV5e5ZsCPj2v1HiPEXk/3n5Mj6kATNtCwbrmlAI/VWB6FVDpvdGh5+0FxJoj6QVx2kd6YZseS2/A5OXfs56nlndqOylcu/TSS8PXab5p7PocKfI5qLoqO70UARR8hFIAgALBO9DXAYYXSEUuU1Io5d0uZSiVcqlI5AFiaj1VskPVASl73ogOrL3lRqpsSCuUigxN0qtqSXlgoKU1qS3XEoU+OsDSQVLk8sW0ZHSgowPlyIP6yDFntneWR5UrGVEA4R1s6uBMFTepbQ9tAwVQ2taqXFEopcoAb4wKGnTQr/5QmZVyjumMeCmXtugxVbWnA3sdtCuU8qqk9DtSGJqezPzOUzsQPProo48YS2oUkKb2M3lFFTxakpYVkWdXi1zeqrnmLW1SsOQdFGc0z/Q7UMiyZs0aVymlD92PgimFKQqPvJBCB+CqmtE+QMs19aHH0v5Cf7NaepmyEiVSTv72MvO3pGVsmlcKO7RcVR8KymrVquV6GCn8zuzvVZWGkXNa20Rj1NxVkKu/NQURHoVWXhP+lEvwUlJVWGYCsuzu40TVW/pdaR+qZZgp99uphVwK1SJPnqHATMG1nmtO9vvaXgoJ9aGlgCn7SKVWrevR/sy7Pq0zymrOaImw7lsUTiqIjAzKVAkoKatvFcZ60lsunhb1EtPfgKr99DtKTEx0obEeX2FpyjFHfh+5zA8AIrF8DwBQIKRXtRAZpkT21/CkfOGe0e1zU2SlUOQBQ0o6QPQOxFTlk5q1a9e6HkJaTuI1Is+omiO955ny4Cm98UnKA8+UB45ZoYOdjGT2uXkHQ1rao544CqcUQCkU0HVagtS7d+9ky1AyEtlTJ+VYvOetz141lH5nCoi8UEoNjL0+PWmJDLrS+p2rubMCEo3dCw0if85bSpQaHcB70urhE22RcypyPqU8011m/051AK8eSTqoVgClyhb9LrWETst1Vb3k9T9SmKK5oWoaLWdTNYqWsCls0BnH1HQ75TyIlJO/vcz8LSm00jIqLXFV2KbgW/suBUM6KYFCK6+3UEb0c+kFehpjZnospRY8pBWu5NY+TiGQqpq8ZXRqdD5q1CjXYyw9qS2X9vb92d3vK5hRleTIkSNdpZn2OZpX6k2WVan9zlUhFRlIqYea9gEpl0R6+xYFWJH/z7xKQv0dZCeUEs01BaGqOlaFmqrmvOqv9CrhstujC0DBRygFACgQvAbmetGud8oj6cWzxzv7UKSUZ8HyXvBLbi030LIW9UbSUrHIs0FFnvUtvRf0Cmm8s87p51Prf6SqDx0Uqr+Kt6wjsrF75HbwzsDkHUyousLjVaCk7EeTXtVNdqRXeZWZAxiFSt4SJh2oquLE+1C/HW0jHcRqmYmapmteKIhRJZze2ddBrSpNvOeu5VHpVTFEUm+fSJFzLrI3i6ppvFOsKwjxqme8fjfpUXWNemNFNrmOpINxLTtTGKVwwgsEVKHlhZ0K4SLDJ4+qN3TWPu/gNzPjKQi0fFLBhcIlBReaJ/q70FIo8XoCqbJGf5ta/qmqk3Hjxrnm5Drrm7et9DcWua9IKTt/e1mhwEnj0dJR9XrSHFG10NChQ8MBhC7LLP2sR38HXtWT9j2qIIqc1+ozFfn3pn5t+ntKbXtENutOT3b3cQoOVfkmCoO07FGBY8rG5inpMSJDNG1Hr/Iyo/5KkaFV5H5Mf49eBaL+3hWMab5kdiml9mdeGJWyP5MeR03UvW2spXGqAE6t95R3AgSFpl4lnn6n3kkDMloanRrdl/YZ6sOnXmeqbNN+WvPEC/gUCEaKbHCf1SXSAAoPImsAQIGgHk3q9SJaoqUDMx1Y6KDcOwW53k3WUq2UdGCqU3irn4h35iXvHf6Uy26ySyGB19BYDbJ1EKkDXx0Ye1UVaS3d89xxxx3u4FYHKzo4UeN2VfwoPNJz9J6/3j2/5pprjlhCpobqam6tBtxanuItv9EBlt7t9ug2ul49uPSOuO5DDYx1lrrcoD4rogNAhTQ6sPH602SVqhK0JEzVK+o3pObQWlai7aOzj+m5aNxq2KzlTDowU9CoShfND4UzXrNoHQxmtkJC20O9VfT4Cr68M3+p+iByzmjbqypKvzfvtOi6jcaZme2kBvx6Lvod63eqr3VA6S0p86qjtCTVW3aqChrNr/79+7sDWS1DU+ii5Wk6ONbBvH7Wa6SufmrpBaJ+nH3Pq37KKEjIKYUE+l3od62qFv39KLCMXGLlBaLaftq+2mZa7qmecJqzkQ3o0wtPs/O3lxXPPPOMq/oSLUn1wrLI8DIr1Sl6jsOHD3dj1t+Ut4RNY9b20vPRckA9f53lVPtHBW8Kj1QNJOrvpf1bdmVnHxcZ3uhvXYGMAiZVuHlSC5sVTGrpmR5HHnroofB1Gf19evsw0d+/PrRfiRyLAm+FeQrMFBqnNxaPtnOVKlXc7zNyea3o5AwKRr3/F/rfocA08m9KwY/+/jV+/U/T379+V9qPaDxepVRqZzDMiMJFhVEKaxWWa57oMu1LvW2i/8ORIs9QmtqZbwFACKUAAAWCDph0di4FEzogiTxTl+hFtBqgp7YkQoGR1zPGo4NFBVuZXXqSmfEpdFJFgapq9E5+JC3vyOhFu/rr6N133VZVFjoQ9A4GPeorMmHChPDyNx286HmrSbR+Rgco+oh8njqIjFzypQMWbUcdPGmpiFfpoybKaS2ryQpVhugMVKr0UV8l9YLyqnaySr9n9QjSgX/K56bftQ5yFSroQE8HoDpQVRPi1M72pvAms0sOtS005pTj1hKilHNGB2qRlTJabpdy+VlaFHopZNPvWc8xspmxR2FrynmgAEoVDQphtOxSc0IfKenAXiGuH7yz76VFSx1V5ZKX9Pu57rrr3MG5QojIIEIUaKiaUfNAIY3ml0Kr1IIWhSUpe4tFys7fXlYosFF1kvZ3qc1FLTdUpV5m6W885X5T1Tje/NCc1fZT03LNxZS3VUjhNf/Pruzs49SAXgGxfk96gyG1MzBGntnPo2BLAW3KfbFC5Yz6vUVWJynA04f27fq703I6veHgXZ6ZsURSs3mFUl5Vk8cLvkX7Zi05TkmPrTdeND4ts9P3qvbTR+RSXe/silmloFb7UT2HyDBVfy8Kp7SfjeRVhmqZrAI6AEgNoRQAoMDQAbtekGtJgw6AtXRAB1U6yNQL+LSa/uqFtt7919ILLedQk20FFPq53KSlJaq20ONoGZF6uGg5YY8ePTJVOSN6flquotPE611zHRzqAEUHhDo4U4ikioxIOnBWhYGWvmhpkt6B9xo2K5xJWT2m7aEDZr0zr0BEVUw6kFcVS8oD0ezQAafuV1VpquRIOd6s0O9UB4MK0bQ9VDWgg1WFC6oOUpWSR3NAgZgOFHXApzGo0kC/Ay2t9M7elxkKLLQt1VxaB2iaMzq7mqpKUtKBqtfUOjNn3UtJ80PPQ72D1MNFj6cKBYWYGrMODiMrNzwKQfVzOjBVJZl+75pzCmhVVaXnrPmYGs0X/Ux6FHal9nzzMx2sq7pIfz+qAlSFlAIE9Y/Sc9Gc8RqMK0jW3FKVi/oD6bYKmnSArSWh+pvISFb/9rJCfzeaf6rsVEWoKqRUjaZ+QtoX9O3bN0tLprRfUgWXtouep+5DAVTkGdQUWOt7bRPtY1UZpHGod5L+vrzlpjmR1X2cfh/avgr8FILob0P7LI1HwaxCaAXX3tkPPfr7UcCifmyqdFJoorBG+6eM+oF5P/vWW2+5aiAFgF6gpDc3FKwpeFdVpPY52m+qSbiCeI0lvdBL885bnqi/Mf1t628+ZUiVkSFDhrjqLZ1gQyGXlgYqEL/11lsz3e8sJVUTqwJLAagqpnQ/ClW1rXUig5S8ZZVZOYkEgMInEMqv5wAGACAP6UW/3vUXVUtkpaIAyAodWOpgWku/dGCtACGvG+gDmaFqGq+nXmbOwFkQeFVO2TkbpB9U8aXluFpWrOoo9cuLRQrSvDPdqrdZymbsAOCh0TkAAEAeUE8eVXmoT4/XQFlndyOQApAWLTf2+oN5PaRikbeMUlWZBFIA0kMoBQAAkAe6du3qziamZZCiJUeqTAGA9GgZqZYWq8JIlVOxSM39vb5pAJAeQikAAIA8oLPkqR+MetWoX5F6QqlJMwCkRwG2GuSrwtILtWOJ+pKpB5Z6dGW3kT+AwoOeUgAAAAAAAPAdlVIAAAAAAADwHaEUAAAAAAAAfJfg/0MC2ZOUlGSHDx+2uLg4zlwEAAAAAEA+FQqF3DF8QkKCO4ZPC6EUYoYCqVWrVkV7GAAAAAAAIBPq1atnRYsWTfN6QinEDC9d1dmMlLYC2U3sd+3a5c6ApVMVA9nFXEJuYB4htzCXwDxCfsI+CcFg0BWVpFclJRzZI2Z4AUJ8fLz7ALL7D1I7Rs0hQinkBHMJuYF5hNzCXALzCPkJ+yR4MjrmotE5AAAAAAAAfEcoBQAAAAAAAN8RSgEAAAAAAMB3hFIAAAAAAADwHaEUAAAAAAAAfEcoBQAAAAAAAN8RSgEAAAAAAMB3hFIAAAAAAADwHaEUAAAAAAAAfEcoBQAAAAAAAN8RSgEAAAAAAMB3hFIAAAAAAADwHaEUAAAAAAAAfEcoBQAAAAAAAN8RSgEAAAAAAMB3hFIAAAAAAADwHaEUAAAAAAAAfEcoBQAAAAAAAN8RSgEAAAAAAMB3hFIAAAAAAADwHaEUAAAAAAAAfEcoBQAAAAAAAN8RSgEAAAAAAMB3hFIAAAAAAADwHaEUgEInPj4+2kNAAcFcAvMI+Qn7JDCPkJ+wT0JmJGTqVkA+EggEoj0ExPj8SUxMjPYwUAAwl8A8Qn7CPgnMI+Qn7JNySSikjWkFGaEUYs/BVWaBvdEeBQAAAAAAeSOulFnRBgV+6xJKIfYk7TWL2xXtUQAAAAAAkDeSCseGpacUAAAAAAAAfEcoBQAAAAAAAN8RSgEAAAAAAMB3hFIAAAAAAADwHaEUAAAAAAAAfEcoBQAAAAAAAN8RSgEAAAAAAMB3hFJw/vrrL3vggQfs/PPPtwYNGtill15qU6dOtcOHD2dqC4VCIZs+fTpbEwAAAAAAZAqhFGz79u125ZVX2qZNm2zcuHH27rvvWr9+/VzI1LdvX0tKSspwKy1ZssRGjhzJ1gQAAAAAAJmSkLmboSB78MEH7fjjj7fJkydbfHy8u+yEE06whg0buoqp1157za655poMK6UAAAAAAAAyi0qpQm7Hjh22YMECu+mmm8KBlOe4446zK664wt544w33/ccff2wdOnSwevXq2Zlnnmm333677d2717Zs2WLdu3d3t6lZs6YtXrzYDh48aA899JA1b97c6tSpYy1btrTXX389fN/6XlVZzZo1c/dJqAUAAAAAQOFCpVQh9/3337u+UfXr10/1+tNPP91efvll27hxo91yyy02fPhwO+ecc+ynn36yQYMGucBKgdT48eNtwIAB9uWXX1qZMmVc1dWnn37qLq9QoYK9/fbbNmrUKLvgggvs6KOPdvc9d+5c17dKgVQgEPD5mQMAAAAAkL8Fg0EryOMmlCrkVCklJUuWTPV6BUzy559/2rBhw+yqq65y31epUsWFUz/88IOrsPJuV7FiRfe5Vq1advbZZ7slgNKnTx97+umnXZjlhVLt2rVzlVUAAAAAAOBI69evt/3791tBRShVyJUtWzbc7FxBU0q7du1yn+vWreuunzhxogui9LFhwwZr3759qvfbqlUr++qrr2zMmDGuymrNmjVHpKXqYwUAAAAAAFIXq4UcOvZftWpVhrejp1Qhp35PCQkJtnr16lSvX758uVWvXt1++eUX1/RcQZT6SY0ePdratGmT5v0+/vjjduedd7r7Vs+oyH5SnmLFiuXqcwEAAAAAoCCJj4+P2Y/MoFKqkCtfvryrapo0aZL7rBBJPaQ+++wz69Wrl+sFpaV3c+bMscaNG9ujjz4a/tmff/7ZatSo4b5O2RNqxowZNmLECLvkkkvc9wqzhIbmAAAAAABAqJSCDR061Hbv3u3OwPftt99akyZNbN++fdatWze3vE+NzPVZa1lXrlxpmzZtcsvyVIqns+xJiRIl3GdVXB04cMDdfuHChbZ582Z3n4MHD3bXe7cHAAAAAACFG6EU7JhjjnFn0dMyvTvuuMM6depkf//9t91www1u66hSSkvw1LS8R48e1rVrV9u2bZv169cv3CtK61zPPfdc69y5s6uyevDBB23t2rVuyd8999xjrVu3dmf402UAAAAAAACBEOupkA5VTKkf1NVXX21HHXVU1BulrVixwhrW+tfi4/7/BuwAAAAAABQ4gdJmxc+1WBU+fm/YMN3+UvSUQroURF1//fVsJQAAAAAAkKtYvgcAAAAAAADfEUoBAAAAAADAd4RSAAAAAAAA8B2hFAAAAAAAAHxHKAUAAAAAAADfcfY9xJ64kmaBaA8CAAAAAIA8EleqUGxaQinEnqL1zOLjoz0KAAAAAADyTihkFijYFRks30PMCekPE8jB/Nm9ezfzCLmyL2IugXmE/IJ9EphHyE/YJ+WSQMEOpIRQCkChEwwGoz0EFBDMJTCPkJ+wTwLzCPkJ+yRkBqEUAAAAAAAAfEcoBQAAAAAAAN8RSgEAAAAAAMB3hFIAAAAAAADwHaEUgEInPj4+2kNAAcFcAvMI+Qn7JABArEmI9gCArAoUgtNiIm/nT2JiIpsYzCXkC+yTwFzKA6EkswDvvQNALCCUQuzZ85WZ7Yz2KAAAAJDfxJcxK3VetEcBAMgkQinEnqRdZqG/oz0KAAAAAACQA9S1AgAAAAAAwHeEUgAAAAAAAPAdoRQAAAAAAAB8RygFAAAAAAAA3xFKAQAAAAAAwHeEUgAAAAAAAPAdoVQBUrNmzWQfZ599tg0bNsz27t2bqZ/fsmWL+zl9zs0xLV68ONfuDwAAAAAAFAyEUgXM+PHj7csvv7TPP//cJk2aZCtXrrSxY8dGbTwaS6NGjaL2+AAAAAAAIH8ilCpgypQpYxUrVrRKlSpZw4YNrXfv3vbBBx9EbTwaS9GiRaP2+AAAAAAAIH8ilCrgSpQokez77du328CBA61x48ZWt25d69ixoy1dujTZbRYsWGCtWrWyBg0aWJ8+fWznzp3u8lmzZlnnzp2tX79+dsYZZ9g777xje/bssXvuuceaNm3q7q9169bu51NbvteyZUubPn26XXXVVVavXj1r3769rV692pftAAAAAAAA8hdCqQLs77//tpdfftnatWsXvmzQoEEWDAZtxowZNnv2bFdRNWLEiGQ/9/bbb9tjjz1m06ZNs++//96ee+658HXLly+3k08+2d544w1r1qyZjR492jZt2mTPP/+8vfvuu3bmmWfa0KFD7eDBg2kuL+zVq5cLtBITE+2BBx7Iwy0AAAAAAADyq4RoDwC566abbrL4+HgLhUK2f/9+K1u2bDh00mWqgLr44ovt2GOPdZddc801LiSKdOedd1r9+vXd15dccomtW7cufF0gELC+ffta8eLF3fequLr++uvt1FNPdd/37NnTZs6caX/99ZdVrlz5iPGpMktjEP3cLbfcwhQAAABArtKbsMg6HS8kJSW57afX/UB2MZcQzOR+mFCqgFHlkZbdaSewY8cOe+WVV6xLly42d+5cq1Chgvv6/ffft2XLlrkKJy2f0z+eSFWrVg1/rWqmAwcOhL/XfXiBlHTo0MEt11Pl1MaNG11lVXoT8MQTTwx/XapUKTt06FCuPn8AAABg/fr17g1aAED+RihVwGg5XrVq1cIBUJ06daxJkyau2XnXrl1dJdOuXbusTZs2rseTQqH+/fsnu4+4uLRXdRYrVizZ94MHD3ZL+tQfSoGXGptfffXVaf58kSJFcvwcAQAAgPSorymyTm9s61ihdOnSVEohR5hLCAaDtmrVqgw3BKFUAaeASTsETYgNGzbYkiVLbNGiRVa+fHl3vRqPi26TVWpyrj5SqpLylvt99tln2b4/AAAAIDeonQWyTq/hdfyg7cfyPeQEcwmZRShVwOhMeX/88Yf7eu/eva4BuQIpVUWpSkn/ZN577z33vVJLNR6XtBqTp6do0aLu7H7z5893IZeWA44cOTLb9wcAAAAAAAoPzr5XwAwYMMCdFU8f6vekPk86e94JJ5zgmpur6bm+b9u2rU2ePNmGDRtmCQkJtmbNmmyFUuPGjbMPP/zQLr30UhszZoxrgq4lfGvXrs2T5wcAAAAAAAqGQIh1VogRqvhasWKFNTzpV4sP/RXt4QAAACC/iS9vVuayaI8iZunQUCsvypQpw/I9MJeQO8fvDRumu6SaSikAAAAAAAD4jlAKAAAAAAAAviOUAgAAAAAAgO8IpQAAAAAAAOA7QikAAAAAAAD4jlAKAAAAAAAAviOUAgAAAAAAgO8S/H9IIIfiSptZiM0IAACA5OLLsEUAIIYQSiH2lDrXLD4+2qMAAABAfhRKMguwIAQAYgF7a8ScUIgqKeRs/uzevZt5hFzZFzGXwDxCfsE+KQKBFADEDEIpAIVOMBiM9hBQQDCXwDxCfsI+CQAQawilAAAAAAAA4DtCKQAAAAAAAPiOUAoAAAAAAAC+I5QCAAAAAACA7wilABQ68fHx0R4CCgjmEphHyE/YJwEAYk1CtAcAZFUgEGCjIUfzJzExkS2IHGMuITcwjxBrcykUSrJAgPe1AQC5g1AKMSf094cWSvoz2sMAAAAoXBIqWKDCpdEeBQCgACGUQuw5/LdZ8PdojwIAAAAAAOQAtbcAAAAAAADwHaEUAAAAAAAAfEcoBQAAAAAAAN8RSgEAAAAAAMB3hFIAAAAAAADwHaEUAAAAAAAAfEcoVQjUrFnTFi9enOyyzz//3OrUqWPjx4/3bRx6rG7duoW//+CDD+yvv/7y7fEBAAAAAED+QShVCH333Xd2yy23WNeuXW3AgAG+PW7Pnj3DIdjWrVvt1ltvtf379/v2+AAAAAAAIP9IiPYA4K+NGzdar169rHXr1jZkyBBfH7tkyZLhr0OhkK+PDQAAAAAA8hcqpQqR7du324033mhNmjSxBx54wAKBQJpL/GbNmmUtW7a0pKQkO+uss2zhwoXh6y666CK76667wt8/9thjNmjQIPf1xx9/bB06dLB69erZmWeeabfffrvt3bv3iOV7F1xwQfizHgsAAAAAABQuhFKFxO7du10g9c8//9iYMWMsPj4+Uz8XFxdnTZs2tW+++SYcbP3yyy+2bNmy8G2++uora968ubvcWxaoflFPPPGE/fe//7U33njjiPudOXNm+HObNm1y7XkCAAAAAIDYwPK9QuK+++6zY4891lU+Pf/889a/f/9M/2yzZs3stddec19/++23du6559rXX39tf/75pxUpUsTWrVvnQqldu3bZsGHD7KqrrnK3rVKlip1zzjn2ww8/HHGf5cuXD38uXrx4rj1PAAAA5K1gMMgmLqDUYkPHC/odR66qAJhLyKv/FYRShYTCH4VRb731lltu16pVK6tVq1amQymFWqq2WrJkiQulduzYYUuXLg0v/dP966No0aI2ceJEF0TpY8OGDda+ffs8fnYAAADwy/r16zlZDQAgVxBKFRL33HOPlSlTxq677jp799133fdaOpeQkJBhqlm5cmWrVq2aq5LSR8eOHW3btm1uCd+BAwdclZSoYqpLly6uF5X6SfXo0cNeeukl354jAAAA8p7ekETBrZTS6ofSpUtTKQXmEnJEmcKqVasyvB2hVCHh9ZDS59GjR1unTp3s2WeftX79+rnLtQzPa0gumzdvPqJaasGCBbZ161arXbu2/frrrzZlypRwjyqZM2eONW7c2B599NHwz/38889Wo0aNI8ZDOTAAAEBsymxvUsRmKKWesvod83odzCX4gUbnhdBpp53mqpi0zE7l16Kz5b3yyiv2008/uTPopTwjnkIphU66nQIsVUJ9//33LpRq2LChu03ZsmXd/a1cudI2bdrkwiolowcPHjxiDCVKlAhXV0WGYQAAAAAAoHAglCqkBgwY4JblaRnf4cOH7d5773UBU9u2bV0F1MCBA5Pd/qyzznLvlpxxxhnu+6OPPtqqVq3qGpl7SwC7devmAioFXjoDn5b4qRJrzZo1Rzy++k+1a9fObr311vCZ+AAAAAAAQOERCKlGE4iRNakrVqywBsettfjgb9EeDgAAQOFS5BgLVOoe7VEgD+nQcOfOna4XLcv3wFxCbhy/q3AlvWXfVEoBAAAAAADAd4RSAAAAAAAA8B2hFAAAAAAAAHxHKAUAAAAAAADfEUoBAAAAAADAd4RSAAAAAAAA8B2hFAAAAAAAAHxHKAUAAAAAAADfJfj/kEAOJZQ3i0tiMwIAAPgpoQLbGwCQqwilEHMC5S+2QHx8tIcBAABQ6IRCSRYIsNgCAJA7+I+CmBMKhaI9BMQwzZ/du3czj8BcQr7APgmxNpcIpAAAuYlQCkChEwwGoz0EFBDMJTCPkJ+wTwIAxBpCKQAAAAAAAPiOUAoAAAAAAAC+I5QCAAAAAACA7wilABQ68Zy9Ecwl5CPsk8BcAgAUVgnRHgCQVYFAgI2GHM2fxMREtiByjLmE3MA8Qn6ZS6FQEmfWAwD4jlAKMSf025sWOvxbtIcBAABQMBQ9xgKVu0R7FACAQohQCrHn4B9mh7ZFexQAAAAAACAH6CkFAAAAAAAA3xFKAQAAAAAAwHeEUgAAAAAAAPAdoRQAAAAAAAB8RygFAAAAAAAA3xFKAQAAAAAAoPCFUi1btrRZs2Ydcbku03WZkfK2ixYtsh9//DHbY6pZs6YtXrw4zev37dtnDRs2tK5du1pObdmyxT2ePmeGxqXbp/aR2e2VUrdu3Wz8+PGWXTnd3gAAAAAAoPBJsAKgTZs21qJFi/D3PXr0sGnTplmNGjXy5PE++eQTq1ixoi1btsw2b95sJ5xwgvntyy+/POKy+Pj4bN2XAqkiRYpkeyx5vb0BAAAAAEDBE/VKqdxQvHhxK1++vG+P9+6771qrVq3s1FNPtdmzZ1s0KBRL+ZHdbVC2bFkrWbJkro8RAAAAAAAgpkMpb4nb/PnzXRhUr1496927t/3zzz9HLN/zPnfv3j28JO3bb7+1yy+/3OrXr2+XXXaZffjhh8nuf8KECda0aVNr0qSJzZw5M92x7Ny501UpnXnmmXb++ee7UCoUCoWv12PefPPNds0119hZZ51l33zzjW3fvt0GDhxojRs3trp161rHjh1t6dKlye533rx5dt5559npp59uw4cPt4MHD2Z7e2mJn7bDm2++aeeee6573Oeee86WLFlirVu3tkaNGtngwYMtKSnpiOV7d999t/to166d2yY//fSTbdiwwW644Qb3c9r2WrboLdfL6vbetm2b9ezZ092X7n/UqFF26NChbD9XAAAAAAAQm2IilPJMmjTJHnvsMXvllVds1apV9sILLxxxGwUxooBE4ccff/zhAiyFJHPnzrUbb7zRhS4KTuT11193S88efPBBe/HFF+2tt95KdwwKxrRM7pxzzrELLrjABWbefXk+/vhja9u2rb300ksumBk0aJAFg0GbMWOGC7EqVapkI0aMSPYzb7zxhj3++OPuOX7++ef27LPP5mhb/f7777ZgwQJ7+eWXrU+fPm676TmOGTPGff3++++7caZmzpw5duutt7oxVK1a1f388ccf7y7Xc9BzGTduXLa2t0Koo446ym2Hp59+2gVWeu4AAAAAAKBwiameUqo2UsgjqsBRMJWSt4StTJkybkmaKoQUIF177bXu8mrVqtnatWtdYKRqJwUi1113nat6kgceeMAuvfTSNMfw3nvvufsrUaKEqxo69thj7e2333bVSJ6jjz7aunTp4r5WFZWquy6++GJ3W1EVVa9evZLd75AhQ+yMM85wX99yyy32yCOP2IABA9IchyqNUlIYpABJVH101113WfXq1e24446zsWPHusdVg3Y57bTTbOPGjanet56XVwGlpu6dO3d21VEKk0SVXlOmTMnW9t66davVqVPHjUnXTZ482UqXLp3m8wQAAIA/9MYjCjcdu2g1heZCIBCI9nAQw5hLCGbyf0rUQ6mEhITwMrJIukzXRVKI4SlVqlSmln0peFm4cGGyEEc/p7BGtAytX79+4etOPvnkcPiSkqqAtBxP1T6iHfWFF17olg/ee++9LqgSVRV5dBsFVKpMUmP0TZs22erVq494zl7YJrVr17Y///zTLRVU2JOa1HpZpbyt14BdPbdSjkuXpbVEMPJ22hYavx5P49b2XLNmjQvesrO9VTmlAO6jjz5yyxXVpF7PFwAAANG1fv16279/P78GAIBvoh5KJSYm2p49e464fPfu3e66SNk5Q9zhw4ddVZVXQeSJDLwie0KlvC7SBx984NI+BVD68H5WAZNCFvVhkmLFioV/RtdpWduuXbtcAKMKJIU0/fv3T3bfcXFxR4wnvecbGdClJeXziHyM9ESOf+/evdapUycrV66cG7uWJSp4ev7557O1vb1eVVpa+Omnn7rqt5tuusluu+22TI0NAAAAeUM9XFG46ThExy1ayUClFJhLyAllJ6mtbst3oZT++S1fvtx69OiR7PLvvvsuVypoVKGj+48McRSoqEpIwckpp5ziNpT6Q4l6RGlHnBpVOylQUaVPJFVaqZLIC6UiqUm4GowvWrQovNRt+vTpR4Rh//vf/1xjdFm5cqVb6pdWxZafVBmm/lTqD+UFS2r0njLIy+z2Vt+sSy65xFVf6UPL97T8kVAKAAAgutQ3FYWbXuPrjWzNBUIpMJdQKBqdK5hQw+2JEyfazz//7MqGdTY8LQFTD6TsUJjzww8/uGor9ULSsjOFITqTnMIVNfpWTyNR7yM1OlfDbQVDQ4cOTbWiSGGVwhb1Vzr11FOTfVx99dUudNJZ9lLSuwy6P/WiUj8lnWXPO0td5PI5LQlUEPfVV1/ZU089dURIl9pSwtQ+UlsKmRNly5Z1faVU2aRtoLMTKlSLHHtWtreqrEaOHGnr1q1zP/PZZ5+xfA8AAAAAgEIo6pVSaqqts7zpTGyqmlEirwopNdKuVatWtu6zW7durrH3L7/84qqadEY7NQ6fOnWqO/OdzgbnVTW1b9/eduzY4UKhf//91zUgV2CSWpWUt4QtJZ1p7sknn3Rnp0tJFU86056en8IZVRINGzbMNSFXb6aKFSuGw7m+ffu6pX1XXXWVa76enmbNmqV6uUKe3KTeUKoEu//+++3AgQOusm348OEuvFMIp+2Zle2tbaH70s9oqV+LFi3cfQEAAAAAgMIlEEprHRaQD9ekrlixwhqUX2TxhzZHezgAAAAFQ7HjLFDtlmiPAvmADg29ky2xfA/MJeTG8XvDhg3TXR4e9eV7AAAAAAAAKHwIpQAAAAAAAOA7QikAAAAAAAD4jlAKAAAAAAAAviOUAgAAAAAAgO8IpQAAAAAAAOA7QikAAAAAAAD4jlAKAAAAAAAAvkvw/yGBHCpa0SwuyGYEAADIDUWPYTsCAKKCUAoxJ3BsJwvEx0d7GAAAAAVGKJRkgQCLKAAA/uI/D2JOKBSK9hAQ4/Nn9+7dzCMwl5AvsE9CfplLBFIAgGgglAJQ6ASDLP8Ecwn5B/skMJcAAIUVoRQAAAAAAAB8RygFAAAAAAAA3xFKAQAAAAAAwHeEUgAKnXjO3gjmEvIR9kkAAKCwSoj2AICsCgQCbDTkaP4kJiayBZFjzCUU5nkUCiVxtjYAAJBjhFKIOaENL1jo3y3RHgYAAIVTieMscGqvaI8CAAAUAIRSiD37fzPb90u0RwEAAAAAAHKAnlIAAAAAAADwHaEUAAAAAAAAfEcoBQAAAAAAAN8RSgEAAAAAAMB3hFIAAAAAAADwHaEUAAAAAAAAfJfg/0Miv/j9999t/PjxtnDhQtu1a5edcMIJdvnll9t1111nCQlMDQAAAAAAkHdIHgqpX3/91Tp37mwnnXSSPfHEE1apUiVbtWqVPfLII/b111/bs88+a3FxFNIBAAAAAIC8QShVSI0aNcpVRk2ZMsXi4+PdZfq+YcOGdumll9prr71m11xzTbSHCQAAAAAACihKYQqhP//80z755BO76aabwoGU57jjjnNL+N544w2bNWuWdevWzSZOnGiNGze2c88912bPnm3z5s2z888/384880wbN25c+Ge3b99uAwcOdLetW7eudezY0ZYuXequ27Jli9WsWdPmz59vrVq1snr16lnv3r3tn3/+8f35AwAAAACA6COUKoS+//57C4VCLhhKzRlnnGHr1q2zgwcP2vLly23z5s325ptvugqqESNG2LRp01xQdffdd7tKqzVr1rifGzRokAWDQZsxY4YLr7QkULePNGnSJHvsscfslVdeccsFX3jhBV+eMwAAAAAAyF9YvlcI7dy5030uXbp0qtd7l+t2Cq+GDRtmRx11lF199dX20ksv2YABA6xWrVruQwHTxo0b7bTTTnMVUBdffLEde+yx7ue1/K9Xr17J7luVVPXr13dfX3bZZS6YAgAAsUdvRCH/0Gu2pKQk93sJBALRHg5iFPMIzCX4/TqBUKoQKlOmTHgZnxcgpTwrn3e7ChUquEBKihUr5j5XqVIlfNvixYu7iiq9+OnSpYu9//77tmzZMtu0aZOtXr3avTiKVK1atfDXpUqVskOHDuXRswQAAHlp/fr1tn//fjYyAADINkKpQkjL9tRLSqFRaqGULlf/p6JFi1pCwpFTJLV33xQ+9ezZ03bt2mVt2rSxli1busCpf//+yW5XpEiRXH42AAAgGvRaAfmrwkWvw1TxTqUUmEeINvZJCAaDmVoZRShVCJUvX94ttXvmmWdcw/LIZue//vqr6x81ePDgLN3nhg0bbMmSJbZo0SJ3/zJ9+vTwDgkAABQsKU+WgujS6624uDj3eyGUAvMI0cY+CZlFo/NCaujQoa5nlM7A9+2339q2bdvso48+su7du9tZZ51lXbt2zdL96V05vRB67733bOvWre4MfePHj3fXaXkfAAAAAABAJEKpQkpnxnvjjTesevXq7qx5rVu3tieeeMI6d+7szpCngCkrtAxQZ9p77rnnrG3btjZ58mTXIF3L/7yz8wEAAAAAAHgCIdZWIYbWpK5YscIaxH9g8fs2Rns4AAAUTiWrWqDBiGiPAinoJb2q4HWiGpbvIbuYR8gtzCUE/+/4vWHDhuku+adSCgAAAAAAAL4jlAIAAAAAAIDvCKUAAAAAAADgO0IpAAAAAAAA+I5QCgAAAAAAAL4jlAIAAAAAAIDvCKUAAAAAAADgO0IpAAAAAAAA+C7B/4cEcqjEsWaBw2xGAACiocRxbHcAAJArCKUQcwInX2+B+PhoDwMAgEIrFEqyQICCewAAkDO8mkDMCYVC0R4CYnz+7N69m3kE5hLyhVjdJxFIAQCA3EAoBaDQCQaD0R4CCgjmEphHAAAA2UcoBQAAAAAAAN8RSgEAAAAAAMB3hFIAAAAAAADwHaEUgEInnrM3grmEfIR9EgAAKKwSoj0AIKsCgQAbDTmaP4mJiWxB5BhzCbE6j0KhJM6eBwAA8gVCKcSc0IqnLLT352gPAwCA2FOqigVOHxTtUQAAADiEUog9e7eZ7fwx2qMAAAAAAAA5QE8pAAAAAAAA+I5QCgAAAAAAAL4jlAIAAAAAAIDvCKUAAAAAAADgO0IpAAAAAAAA+I5QCgAAAAAAAL6LyVCqZs2ayT7OPvtsGzZsmO3duzeqY1q8eHGq13Xr1i3ZeBs0aGAdO3a0d955x2KNnqOeAwAAAAAAQE4kWIwaP368NWrUyJKSkuzXX3+14cOH29ixY+3++++Pyni+/PJLK1OmTJrX9+zZ032EQiHbvXu3ffzxx3bPPffY4cOH7fLLL/d1rAAAAAAAANEWk5VSogCoYsWKVqlSJWvYsKH17t3bPvjgg6iNR2MpWrRomtcfddRR7jbHHHOM1ahRw3r16mU33XSTjRs3zg4cOODrWAEAAAAAAKItZkOplEqUKJHs+5YtW7rAp1mzZtahQwf7+uuvj1h2dvfdd7sPr/LqjjvusPvuu89OP/10a9q0qT333HPh26rC6emnn3b3d+aZZ1qfPn1s27ZtmVq+l5arr77a/v77b1u6dKn7fvv27TZw4EBr3Lix1a1b1y3x867bsmWLewyNQdePHDnSjVlLA1M+71mzZrmv161bZ507d3bLBZs3b24TJkwI327RokXWvn17q1evnl1wwQU2Y8aM8HUbNmywG264wVWi6fquXbvajz/+mOpz0Pi6dOniHkPhoIK233//3V2ncWh8EydOdGM+99xzbfbs2TZv3jw7//zz3XbU7wgAAAAAABQ+BSKUUrDz8ssvW7t27ZJdPnfuXJs6daqNGTPGAoFAhvfz4YcfWrFixeztt992ocwjjzximzZtcte98sor7v4effRRe/31161ChQpuOd6hQ4eyPe7KlSu7CiqFQDJo0CALBoMuIFJ4oyqwESNGJPuZZcuW2VtvvWXdu3fP8P4HDx5sp512mr377rs2evRomzJlin322WfuMW699VZr3bq1qy675ZZb3LJHjUPLIRW4HX/88TZnzhw3Ft0+tfBIyxBVoaawSY+hbf3LL7/Y5MmTw7dZvny5bd682d5880279NJL3fOZNm2aC6oUCGpMa9asyfY2BAAAAAAAsSlme0qpIic+Pt5VMO3fv9/Kli17RICjkMqrjspMFZPu46677nL3e+ONN7pKqdWrV1v16tVdeKIqqiZNmrjbqlJJVVNffPGFq07KrsTERNegXc+jVatWdvHFF9uxxx7rrrvmmmvcMr9I1113nVWtWjVT971161ZXBaWA6YQTTrAXXnjBqlSp4sKkf/75x44++mj3vT60rFDLC//9919XXaXqKAVmoootPf+UdNubb77Zrr/+ehf66TEuuugiW7lyZfg2el5qQq/7UmXYSy+9ZAMGDLBatWq5j8cee8w2btxotWvXzvY2BAAAWaM3nFCw6DWX3lzU7zYzb8YCzCPkJfZJCGbytUbMhlIPPPCAWzKmyb5jxw5XyaRlZKpmUhWTKIzJCoUzCqQ8JUuWdI3IFRr99ttvdtttt1lcXFyyUOann37K0fPQfZcqVcq9eND433//fVcNpQotBWJ6cREpK89JVUwKfVTZ1aJFC7dcT8GT6LEUFj3zzDNuKd0VV1wRbtSu61SppcdXYKRKJgVYKem+tDTyxRdftLVr17pKq/Xr17vljx79LrxwS1Vo3nb2FC9e3A4ePJjl7QYAALJP/6/1ph4AAEA0xWwopaVt1apVc1+feOKJVqdOHVfFpOVo1157bbIQRFJ7x0iBU0LC/9sERYoUOeI2Cr28hO/JJ590VVOR0jvjXkbUJ2rPnj12yimnuPBJywF37dplbdq0cdVXWhrYv3//ZD+TmefkUZXVJZdcYgsWLLBPPvnEVVmNGjXKrrzySldVpkosXacPBVcKqNTnqVOnTlauXDk3hrZt27pg6vnnnz/isdQDS2GWtv0555xjV111lX366af23XffhW8TuX3TGzcAAPBPyj6biH16zarXkaVLl+a1FphHiDr2SQgGg7Zq1aqCG0qlpAqmyAApJS9wUgikyiQvFFKglRH9c1fFzx9//OEqjkTVPbfffnu4IXh2qDeUqo0UBKnKaMmSJa4Befny5d3106dPd5/1vNJ6Tqq08uhr9dcSndFPfaC0zFHL6/QxfPhw1zdLz0EB1D333GN9+/Z1H3oeCq4UjqlRuSrOvEDpyy+/THUMH330kQvlnn322fBl6u2V1ngBAED+EFkZjoJBr7/0eli/W94ABPMI0cY+CQW+0fnOnTtdSKQPLaFTjycFUmn1d1I1kpaKTZo0yTXezmqD7R49etgTTzzhghs9npa+aZndSSedlKmf37dvX3i8OpOdzqKnnlV33nmnC38UfOmFxHvvved6QekMdTq7nqS1vE1nxtMZ9lQdpuV+Cp285YWqqNL4VBmlSicllN9++63r3aQgSYHSgw8+6BqTKwzT/eg69dXSWFU9pdBu5syZLhxLbQy6rc5AqCBN21QNzufPn89yPAAAAAAAUHArpdQs21OiRAmrW7euC3nUbDs1qo5SQPP444+7ap4LL7zQLV9TP6rMUCWRKpEU/KjaSo+ns81ldvmelr95S+AU5igke+qpp8Ihmpqba0mdwir1gdIyQQVfaryu8MzrBRWpadOmLizzwihVQ6nKyaPnqrBOy/EUfOlse2pMXrRoUVcppVBKzeDVO0u30bI+3U+/fv3c2fhUbaXyft3/0KFD3XK9SFoaqEBr4MCB7h05hWQar8I0+kQBAAAAAID0BEKstUKMUCXcihUrrMHeGRa/c120hwMAQOwpU8MC5z0R7VEgD+glvVYS6A1Tlu+BeYRoY5+E4P8dvzds2DDdtgExu3wPAAAAAAAAsYtQCgAAAAAAAL4jlAIAAAAAAIDvCKUAAAAAAADgO0IpAAAAAAAA+I5QCgAAAAAAAL4jlAIAAAAAAIDvCKUAAAAAAADguwT/HxLIoZLHmdkhNiMAAFlVqgrbDAAA5BuEUog5gYYDLRAfH+1hAAAQk0KhJAsEKJYHAADRxysSxJxQKBTtISDG58/u3buZR2AuodDukwikAABAfkEoBaDQCQaD0R4CCgjmEphHAAAA2UcoBQAAAAAAAN8RSgEAAAAAAMB3hFIAAAAAAADwHaEUgEInnrM3grmEfIR9EgAAKKwSoj0AIKsCgQAbDTmaP4mJiWxB5BhzCdGcR6GkoAXi4vklAACAmEYohZiT9NWjFvhnU7SHAQBAdJStanHn3cPWBwAAMY9QCrFn5xazvzdEexQAAAAAACAH6CkFAAAAAAAA3xFKAQAAAAAAwHeEUgAAAAAAAPAdoRQAAAAAAAB8RygFAAAAAAAA3xFKAQAAAAAAwHeEUgXMzp07bcyYMdayZUtr0KCBXXLJJfbiiy9aUlKS72PZsmWL1axZ030GAAAAAACIlJDsO8S0HTt22NVXX23HHHOMjR492qpUqWKrVq2yUaNG2ebNm+3ee++N9hABAAAAAAAcQqkC5NFHH7WiRYva1KlTrVixYu6yE044wYoXL24333yzXXvttVa9evVoDxMAAAAAAIDlewXFwYMH7b333rNrrrkmHEh5zj//fLeE7/jjj7cNGzbYDTfcYI0aNbJ69epZ165d7ccff3S3W7x4sVv29+qrr1rz5s2tYcOGduedd7r7llAoZJMmTXK3qVu3rjVr1swmTJgQfpxDhw65qqwzzzzTzjvvPPvss8+SjSO9xwYAAAAAAIULPaUKiF9++cX27dvnwp6UAoGAnX322ZaQkGB9+vRx4dScOXNsxowZFgwGbdy4ceHb/v777/bhhx/alClTbPz48TZ//nybPXu2u06fX3rpJbc0cN68edavXz93m++//95dr68XLlxoEydOtCeffNKmTZsWvl/1tMrosQEAAAAAQOHB8r0CYteuXe5zYmJimrf5999/rXPnzq5C6aijjnKXdezY0QVQkdVOw4YNs1NOOcU1KVfFlPpSXXXVVVa5cmV76KGHrGnTpu62Xbp0saefftp++OEHq127ts2cOdPuuusua9y4sbt+yJAh1qtXr0w/NgAAyDy9uQN4VNGuNwE1L/SGJJAdzCPkFuYSgpl8nUIoVUCULVs2fPa9tCgMUpCkiqfVq1fbxo0bbc2aNXb00Ucnu121atXCX5cqVcoOHz7svla11Xfffed6V2nZ3dq1a+2PP/5wL4DUZP3vv/+20047LfyzkVVbmX1sAACQOevXr7f9+/ezuQAAQMwilCogqlat6qqktJSufv36R1zft29fV+00duxYK1eunOsL1bZtWxcOPf/888luq2bpKVNuUSXUgw8+aFdeeaVddNFFriqqe/fuqd5WihQpEv5679691qlTpwwfGwAAZI4qmoHI12CqnC9dujSVUsg25hFyC3MJwWDQrbrKCKFUAaF+UW3atLHp06fbFVdckSxY+uSTT9yHlt2pZ9TcuXPd7eXLL79MFiSl57XXXnN9pG688Ub3vV74/PXXX+7nFTap6kmTrlatWu56VUJ5vvnmmxw9NgAASC4+Pp5NgjC9poqLi3PzguV7yC7mEXILcwmZRaPzAmTAgAG2Z88ed4Y7hUBqfq7qprvvvttVNGk5nZqhL1iwwLZs2eKuU4jlnV0vIwqeFi1aZJs2bXJL8G677TbXg0o/rxc/OvPfU089Zf/9739dOKX+U5HLC3Py2AAAAAAAoGChUqoAqVixoqtm0lnwBg0aZP/8849b1jdw4EDXz0nvnKnS6f7777cDBw64sv/hw4fb0KFDbfv27RnevxqX66N9+/ZWoUIFu+SSS6xEiRKut5To7HrqbaGwynuskSNHuusaNWqU7mNXqlQpz7cPAAAAAADIPwIh1k8hhtakrlixwupve8ni//r/gzAAAAqd8idbXLuJ0R4F8hm9pNcJb8qUKcPyPTCPEHXskxD8v+P3hg0bpttygOV7AAAAAAAA8B2hFAAAAAAAAHxHKAUAAAAAAIDYCKXUqBoAAAAAAADwNZQ699xz7b777rOVK1dm+4EBAAAAAABQeGUrlOrZs6d9/fXXdvXVV1ubNm1sypQp9scff+T+6AAAAAAAAFAgZSuUuvnmm+3DDz+06dOn2xlnnGHPPvusnX/++darVy93+aFDh3J/pAAAAAAAACgwctTo/PTTT7dRo0bZV199ZU8++aTt37/fbr31VmvWrJk9/PDDtnXr1twbKQAAAAAAAAqMhJzewa+//mpz5syxDz74wNavX2/Vq1e3Fi1a2Oeff26vvvqqPfTQQ26JH5BrylQxC1GNBwAopMpWjfYIAAAAckUgFAqFsvpDe/bsccv0Zs+ebUuXLrXixYtb69atrVOnTq56ytO7d2/7/vvv7csvv8yd0aJQCwaDtmLFCmvYsKHFx8dHezgAAERNKClogTj+FyJiToRCtnPnTitTpowFAgE2DbK3b2EeIZcwlxDM5PF7QnbPvnfgwAF35yNHjnSVUEcdddQRt6tXr56tWbOG3wZyVTZyVCDZ/FGwXqpUKV60I8f7IuYSojWPCKQAAEBBkK1Qql27dnb99dfbSSedlO7tdJu+fftmd2wAkGepPcBcQn7BPgkAABRW2Wp0/umnn9q6desyvF3JkiVZZgUAAAAAAIDcCaUOHjxo5cqVy86PAgAAAAAAANlbvte9e3d74oknXIPzWrVqWYkSJdiUAAAAAAAAyNtQas6cObZt2zbr2rVrqterUScNzgHkV5y9Ecwl5CfskwAAQGGVrVDqsssu46xViBpOc4yczp/ExEQ2InJlX8Rcgl/zKJQU5Ix7AACgwMlWKDVgwIB0r//tt9+yOx4gQ0kfPmyBv35kSwEACofy1Szu0uHRHgUAAED+CKVOO+00e/31161+/fpHXPftt9/aTTfdZMuXL8+N8QFH2vGL2e//Y8sAAAAAAFAYQqnnn3/e9u3b574OhUI2c+ZM+/zzz4+4ncKookWL5u4oAQAAAAAAUDhDqQMHDtiECRPC/Q8USqUUFxfn+iL07ds3d0cJAAAAAACAwhlKKWjywqZatWrZG2+8keryPQAAAAAAACBPekqtW7cuOz8GAAAAAAAAZD+Ukq+++soWLlxo+/fvt6SkpGTXaXnfgw8+mN27BgAAAAAAQAGXrVBKTc/Hjh1rxYoVs/Lly7sQKlLK7wEAAAAAAIAch1KvvPKKXXbZZTZ69GjOtJeGmjVr2rRp06xJkyaWX40fP96++eYbe/nll6M9FAAAAAAAUMjEZeeH/vzzT+vUqROBFAAAAAAAAPwLpWrXrm0//PBD9h4RAAAAAAAAhV62QqkhQ4a4vlKzZs2yH3/80bZt23bEB9JfNtetW7dkl7Vs2dJtz7///tst+ZswYYK7PBQKudv269cv/P3TTz9tzZo1szPPPNP69OmTbHtr2eAHH3xgl1xyiTVo0MBuv/1227x5s3Xv3t1937VrV9u+fXv49ocOHbKhQ4e661q1amXvv/9++Do1sJ8yZYpdcMEFVr9+fTeO9evXJ3usxYsXh7/X+PU8RJfr6/vuu8/OOOMMmzx5srv8xRdftObNm9vpp59uDzzwgLtP/RwAAAAAAChcshVKdenSxX799VcXTrVt29aFFik/kD1qHD948GAXBmkbv/nmmy4IGjFiRLif19y5c+3RRx+1119/3SpUqGA9e/Z04ZLnqaeesjFjxtizzz5r8+fPd78vfcyYMcP++OMPe+6558K3Xb58ufusYEi3GTRokP3888/uMoVfCh/1e3777bft+OOPtxtvvNH27duXqeeydetWO3jwoLtvzZN33nnHjU33p7Fv2bLFlixZwlQBAAAAAKAQylaj81GjRnGGvTx0xRVXuABHVUYKjVTJVLFiRXedwipd7jVQHzlypKua+uKLL8JVSj169HCVT3LaaadZ9erVXeWUXHTRRbZu3brwYx1zzDEu8CpSpIjVqFHDPv30U5s5c6bdcccdLgBTpZUXMur3fuGFF7qxde7cOVPPRSFWtWrV3NevvvqqXXfddeGxPPzww/af//wnF7ccAAAFVzAYjPYQkI+pml5V7ponnAkbzCNEG/skBDP5uiVbodTll1/OFs5jCpvatGnjluh16NDBXbZ371777bff7LbbbrO4uP9X5Pbvv//aTz/9FP7+hBNOCH9dvHhxV+EU+b2qlzwKrRRIeerUqeOWZP7111/2zz//hMMt0e3q1q3rrs+sKlWqhL9WxVevXr3C35cpU8YFZgAAIGP6P7p//342FQAAKDCyFUplZslV48aNs3PXhUJq714dPnw42fcbNmxw6bJegO7YscPKlSsXThqffPLJI8IcBTye+Pj4ZNdFBlgppbxO77ApfCpWrFiqt9cYdJu0rksp8n40Lj2nSCm/BwAAqVMvRyAtek21a9cuK126NJVSyDbmEXILcwnBYNBWrVqVN6GUmlMrWIkMFFIGLWvXruW3kAaFPqp68uhrNTiP/F5L5dTfST2h1B9KS930IkM9pNQXqkWLFu62qnrSErsbbrjBGjVqlOVtnvIsiitXrrSzzz7bEhMT7eijj7YVK1ZYrVq13HXqW/X999/bueeem+rzUEP19Jx88snu573lgHv27An3rwIAAOlL+aYTEEmvy/Vmo+YJy/eQXcwj5BbmEjIrW6HUtGnTjrhMza+//fZbmzNnjju7HP7/gOfAgQNHVJDVq1fPVTvpLHkKfHSmvciKpccff9xKlSrlzpjXtGlT12Oqffv2ds4557h+UU888YQLp0466SR75plnbNmyZTZ69OhsbXKduU8BmM7KN2/ePFuzZo0bm+ix1JhcfafUF0oN0vV8tKxQ9DzUd0rj0JI+NTQvWrRoumGm+mHpOat/lR5H84YXTgAAAAAAFD7ZCqXOOuusVC9X9c5RRx1lEydOdGd+K+weeeSRIy5T5ZOCJgU+w4cPd2HU9ddfb7///ns4yFJD8BdeeMESEhJczyc1FVeYo7PuqSJK1Un6WVUaqcfT1KlTky3fywo1GlfvqI4dO7reU/rdVapUyV2ns/rpMe699173WZVYL7/8sjtDoOjyYcOGuTPrKaAaOHCgTZo0Kc3HuvTSS11llJ6Lwq2rr77aPWZkTysAAAAAAFA4BEK53NTnm2++sd69e7uzxgEp54aasFeuXDncR0tLBZ9++unw2QQzWpOq5YT11z1n8b99z8YFABQOx5xqcd2mRnsUyOf0kn7nzp3ujUqq0ME8QrSxT0Lw/47fGzZsmG4LgmxVSqXnk08+sZIlS/IbwBEWLFjgwsr777/fzREtA9UyRU1SAAAAAABQuGQrlFKvo5R0RrbffvvNtm7dajfddFNujA0FjJb3jRw50i1X1PI9LQecMmVKmmf6AwAAAAAABVe2QqnUVvypN9Kpp57qlu6pMTeQkqqixo4dy4YBAAAAAADZC6XU7BoAAAAAAADIrhz1lPr8889d8+pdu3a5M7KdccYZ1rx585zcJQAAAAAAAAqBbIVSBw8etJtvvtm+/PJL10W9XLlytmPHDnv22Wfd2dT0uWjRork/WgAAAAAAABQIcdn5ofHjx9vSpUtdf6CVK1e6cOq7776zhx56yJ3yb+LEibk/UgAAAAAAABTuUOrdd9+1/v37W7t27VyllCQkJFiHDh3c5XPnzs3tcQIAAAAAAKCwL9/7+++/rXbt2qlep8u3b9+e03EBaStX1SzpEFsIAFA4lK8W7REAAADkn1CqatWqbvle06ZNj7huyZIlVrly5dwYG5CquIvvsrj/q9ADAKAwCCUFLRDH/z4AAFCwZGv5XufOnV0z8ylTptivv/5qhw4dcp+fe+4593HFFVfk/kiB/xMKhdgWyNH82b17N/MIOcZcgp/ziEAKAAAURNmqlOrSpYutWbPGHnnkEXv00UfDl+sFVceOHa1Xr165OUYAyFXBYJAtCuYS8g32SQAAoLDKVih18OBBGz16tPXs2dO++eYb27lzpwUCAWvVqpXVqFEj90cJAAAAAACAwrt8b/369W5p3gsvvOC+VwClqqmuXbvak08+abfffrtt2rQpr8YKAAAAAACAwhZKbdmyxbp3725//vmnVa9ePdl1RYoUscGDB9s///zjAirOvgcAAAAAAIBcCaUmT55sZcuWtbfffttat26d7LoSJUpYjx497M0337RixYq5JugAkF/Fc/ZGMJeQj7BPAgAAhVWmQ6lFixbZjTfeaOXLl0/zNhUrVnR9pr766qvcGh9wBPUvA3IyfxITE5lHyDHmEvyaR6EkTs4AAAAKeaPz33//3U488cQMb3fqqafab7/9ltNxAWlKenWU2bYf2EIAgAIvcGx1i7vugWgPAwAAILqhlCqkFExlZMeOHVamTJmcjgtIU2j7z2Zb1rOFAAAFXijaAwAAAMgPy/caN25ss2bNyvB2s2fPttq1a+d0XAAAAAAAACjAMh1KdevWzRYvXmxjxoyxAwcOHHH9wYMHbezYsfb555/bNddck9vjBAAAAAAAQGFcvlevXj2755577MEHH7Q5c+ZY06ZNrUqVKhYMBm3btm0usNLSvVtuucWaN2+et6MGAAAAAABA4QilRBVQtWrVsqlTp9rHH38crpgqWbKkNWvWzJ15r0GDBnk1VgAAAAAAABTGUErOOOMM9yF///23JSQkWOnSpfNibAAAAAAAACigshxKpTwjHwAAAAAAAJBnjc4BAAAAAACA3EIoFeNmzZplNWvWtJkzZ+bafS5atMh+/PHHbP+8xqPG99KyZUs3RgAAAAAAgEiEUjHuvffes6pVq7ozIuaWHj162J9//pkr9/Xmm29amzZtcuW+AAAAAABAwUEoFcP++usvV9XUr18/+/bbb23z5s2W36jvWPHixaM9DAAAAAAAkM8QSsWwefPmWWJiorVr186OOeaYZNVSKZfNaTmdltV5pk2bZueff77Vq1fPLr/8chdqeT8n3bt3t/Hjx7v76Ny5swu+dNbFd955x/bs2WP33HOPNW3a1OrWrWutW7e2BQsWpDrGyHFk5ecAAAAAAEDBlqOz7yH6S/datGhhcXFxLvyZPXu2C48CgUC6P7dmzRobO3asTZgwwU4++WQXUN166632+eefu+V2Co0USJ177rn24Ycf2vLly61Pnz52++23W7ly5Wz06NG2adMme/75561EiRI2ZcoUGzp0qJ133nlWtGjRNB83uz8HAEBhFwwGoz0E5HOhUMiSkpLcXMnotSDAPEJeY5+EYCZfuxBKxahff/3Vli1bZtdff737/qKLLrLXXnvNli5dameeeWa6P7t161b3YuW4446zKlWquEBKVVN6IaPldlKmTBkrWbKk+1q37du3b3gZXuPGjd3jnnrqqe77nj17ukbrWk5YuXLlNB83uz8HAEBht379etu/f3+0hwEAAJCrCKViuEqqWLFi1qxZM/f9WWed5YKkt99+O8NQSj+jYOiyyy6z2rVr2wUXXGBXXnmlJSSkPh0qVKiQrC9Uhw4d3LK7N954wzZu3Gjff/99ppLQ7P4cAACFXeQSfCCtqoRdu3ZZ6dKlqZRCtjGPkFuYSwgGg7Zq1aoMNwShVAyHUv/++6/r8xT5S1efqXvvvfeI20cGP1o6pwqlb775xhYuXOh6PqnKSp8rVap0xM8q/Io0ePBgt6Svffv21qVLF6tYsaJdffXVGY45uz8HAEBhFx8fH+0hIAYOANXSQXOF5XtgHiHa2CchswilYpD6Mqkv1LBhw6xJkybhyzds2GC33XabffTRR1akSBHbu3dv+LrIM/MpGPr666/dkryzzz7b7rjjDjvnnHPc0r82bdqk+9hqVv7uu++6aqf69eu7yz777LPwjie3fw4AAAAAABRMhFIxWiVVtmxZV2UU2SBcS/Kefvpp1/BcZ9VT03KFVjt27HDNxT1aiqfbHX300a6p+ZIlS2zfvn3hpQFHHXWU/fDDD25pX0p6PFVazZ8/3/WfUkA2cuRId93BgwfTHHN2fw4AAAAAABRMcdEeALIXSqkfVGpnrNOyuP/+97/us3oKXH755e6sd7fcckv4Nqeddpq7TGe/u+SSS2zSpEk2btw4q1Gjhru+W7du7ux8OgNfSnpM3VZn5bv00kttzJgxruJKS/HWrl2b5piz+3MAAAAAAKBgCoRYO4UYob5YK1assHoLJ1j8zxk3TAMAIOZVqWnxd02P9igQA/SSfufOne7EN/SUAvMI0cY+CcH/O35v2LBhur0xqZQCAAAAAACA7wilAAAAAAAA4DtCKQAAAAAAAPiOUAoAAAAAAAC+I5QCAAAAAACA7wilAAAAAAAA4DtCKQAAAAAAAPguwf+HBHImUKmaWfAgmxEAUOAFjq0e7SEAAADkGUIpxJy4rvdafHx8tIcBAIAvQklBC8Txfw8AABQ8LN9DzAmFQtEeAmJ8/uzevZt5BOYSYmafRCAFAAAKKkIpAIVOMBiM9hBQQDCXwDwCAADIPkIpAAAAAAAA+I5QCgAAAAAAAL4jlAIAAAAAAIDvCKUAFDqcvRHMJQAAACD6CKUQcwKBQLSHgBifP4mJicwjMJfgq1ASJ1gAAABIKeGIS4B8Lmn8vWY//S/awwAAIFMCJ5xkcXeMZWsBAACkQCiFmBPa+pPZxrXRHgYAAJkSYjsBAACkiuV7AAAAAAAA8B2hFAAAAAAAAHxHKAUAAAAAAADfEUoBAAAAAADAd4RSAAAAAAAA8B2hFAAAAAAAAHxHKAUAAAAAAADfEUplQc2aNe2OO+444vJZs2ZZy5Yts/1L2LNnj82ePTv8ve5L95kVixcvduN74oknzG/ZGS8AAAAAACjcCKWy6N1337VFixbl6i/hxRdftLfeeitH9/Hee+9Z1apV7Z133rFQKGR+evPNN61Nmza+PiYAAAAAAIhthFJZdPzxx9vIkSPt4MGDufZLyGmIdOjQIfvwww+tb9++9uuvv9o333xjfipfvrwVL17c18cEAAAAAACxjVAqi2699Vbbvn27TZ06Nc3b/Pbbb3bLLbfYWWedZU2aNLEHHnggHGJpmVvnzp2tX79+dsYZZ9jEiRNtwoQJLkjS8jvPDz/84G5Xr14969Chg61duzbNx/vqq69s9+7ddsEFF1iDBg2SLQWUbt26ufFef/31Vr9+fevUqZP9/PPPdu+991qjRo3soosuShZk/e9//3M/o9tefPHFNn369PB148ePt5tvvtmuueYa9/z0c5HL9w4fPmyPPfaYNWvWzD2/gQMH2o4dO9x12m76vnHjxla3bl3r2LGjLV26NKu/AgAAAAAAUAAkRHsAsaZSpUouWHn88cetbdu2dsIJJyS7XuHTddddZ9WqVbOXX37Z/v77bxf+yLBhw9zn5cuXW58+fez222+3o446ynbt2uUuU+ATuSTuoYcesho1atiIESPsvvvuszfeeCPNpXunn366lSlTxgVTzzzzjHtM3bfn6aefttGjR9vQoUNdIKZg6tprr3WPoxBJwZmW/v3777920003ucBo1KhRtnHjRndfJUuWdOGYfPzxx25MDRs2tOrVqycby5NPPulCsQcffNCOO+44N259PPXUUzZo0CArXbq0zZgxw1WHPfLII+5+5s6dm4u/IQAA8qdgMHjEZfp/mJSU5K4LBAJRGRcKBuYSmEfIT9gnIZjK657UEEplg6qIVBmkkGfSpEnJrvviiy9cRZACJIVEMnz4cLe07rbbbnPf60WnvveWvCk8KlKkiFWsWDF8P126dLFWrVqFH08BVmoUIikkUlAmqnpS2DN//vxwiCTnn3++XXLJJe5r3e/777/vfkZjueqqq1xQJQqIKlSo4CrC5MQTT7StW7fatGnTwvd39NFHu/GltuPR877rrrvsvPPOc5fdf//99sEHH7jr9LiqvDr22GPddaq26tWrV3Z+BQAAxJz169fb/v37oz0MAACAfINQKhvi4+NdhU/Xrl1twYIFya778ccfXZDjBVKiKiYta/vll1/c9wp9MurBFFmBlZiYaAcOHEj1dgsXLrS9e/e6CilRhdapp57qqpUiQ6kqVaqEv9Zjq4rJe0dW36svlagyat26dW5ZX2TCqecc2VcrNVqm988//1idOnXCl5188sk2YMAA97WCLIVhy5Yts02bNtnq1avdu8MAABQGkcv0PXrTRhXTqiSmUgo5wVxCbmAeIbcwlxAMBm3VqlUZbghCqWxS0HTFFVe4aqkbb7wxfHmxYsXSLFvzPqd2m5QiQ6D0aOmeqALJo6Bnw4YNrul55cqV3WUJCcl/1XFxqbcTU3jWtGlTV92VlrTGn/IxImlMPXv2dC+8daY+9aFSENa/f/8MniEAAAVDav/b9aJd/5N1HaEUcoK5hNzAPEJuYS4hs2h0ngPqkbRv375kTc/VY+mnn35yFUOeFStWuMCmatWqqd5Pdl+E7tmzxz7//HO3BE6VUd6HltrJnDlzsnyfGr+qmFRZpaorfWj86o+VEb3LW65cOVdp5VGDdi3lU+P2JUuW2Isvvuj6abVo0cJ+//33XDn7IAAAAAAAiD2EUjmgAEbBlHouec4991y39G7w4MGud8TXX3/tGoarKbpCm9SUKFHCBTRbtmzJ0uN/9NFHrvqqe/fubsme96Gz4jVv3tzefvvtLD+ndu3auT5VqpTSUsTPPvvMVYNpyWFmqP+Vmp3reSuI0s+qIbqWM+qdYFV2aXvNmzcv3NjdOzMhAAAAAAAoPAilckhnsYvsv6Tye539TtRAXA3K1e9p5MiRad7HhRde6Ja3XXrppfbXX39l+rHfffddV4UU2SDdo/5NqthSlVNWlCpVyp577jn3s+pJpTMGqiF57969M/XzqtpSs3U1StcY1NRcoZw+qw+X7lsB3eTJk919q4JszZo1WRojAAAAAACIfYEQa6cQI1QVppCt3oxHLX79d9EeDgAAmXPSaRb/xJupXqWXYTt37nQVxfSUQk4wl5AbmEfILcwlBP/v+F0rp9LrmU2lFAAAAAAAAHxHKAUAAAAAAADfEUoBAAAAAADAd4RSAAAAAAAA8B2hFAAAAAAAAHxHKAUAAAAAAADfEUoBAAAAAADAdwn+PySQM4HjTzQ7dJDNCACICYETTor2EAAAAPIlQinEnLgBoyw+Pj7awwAAINNCSUELxPG/CwAAIBLL9xBzQqFQtIeAGJ8/u3fvZh6BuQRfEUgBAAAciVAKQKETDAajPQQUEMwlAAAAIPsIpQAAAAAAAOA7QikAAAAAAAD4jlAKAAAAAAAAviOUAlDocPZGMJcAAACA6COUQswJBALRHgJifP4kJiYyj8Bcgi9CnFgBAAAgTQlpXwXkT3tH3WOBH9ZHexgAAKQrrnoNK/nAY2wlAACANBBKIeYk/bzJbP330R4GAAAAAADIAZbvAQAAAAAAwHeEUgAAAAAAAPAdoRQAAAAAAAB8RygFAAAAAAAA3xFKAQAAAAAAwHeEUgAAAAAAAPAdoRQAAAAAAAB8RyiVQy1btrRZs2Ydcbku03WZkfK2ixYtsh9//DHbY6pZs6YtXrw4zeunTZtmbdq0sbp169q5555rQ4YMsT/++CN8/Z49e2z27NmZfry1a9fasmXLsj1eAAAAAABQ+BBK5QMKiN58883w9z169LA///wzTx5LgdTUqVNt0KBBNm/ePBs/frz99NNPduONN1pSUpK7zYsvvmhvvfVWpu+zX79+7j4AAAAAAAAyi1AqHyhevLiVL1/el8d6++237frrr3eVWVWqVLHTTz/dHnvsMVu3bp2tXLnS3SYUCvkyFgAAAAAAUHgRSvlgy5Ytbknd/PnzrVWrVlavXj3r3bu3/fPPP0cs3/M+d+/e3VUxybfffmuXX3651a9f3y677DL78MMPk93/hAkTrGnTptakSRObOXNmumMJBALu/g4ePBi+7Nhjj7X333/fatWq5cai+/vmm2/cmGX79u02cOBAa9y4sVvy17FjR1u6dKm7rlu3brZ161a755577O6773aX/e9//3OXa7wXX3yxTZ8+PfxYu3btsgEDBtiZZ57p7k8VW1ouCAAAAAAACpeEaA+gMJk0aZKrSlIlUt++fe2FF16w2267LdlttIxPAZMCKfV7Uq8nBVi6XfPmzW3FihUu/KlQoYILdl5//XW3JO/hhx924dL999+f7hgUdt111132n//8x1q0aGFnn322+7pGjRrhpYQ//PCDLV++PByKKTgqXbq0zZgxw439kUcesREjRtjcuXPdbdq3b289e/Z0wdm///5rN910kwuuRo0aZRs3brR7773XSpYsaR06dLCnnnrKPafXXnvNDh8+bHfeeac988wzNnjw4Dzc8gAARE8wGEzzOv1f1fJ53UZvHAHZxVxCbmAeIbcwlxBM5/VPJEIpH6naSNVDooqnVatWHXEbbxlfmTJlXJDz3HPP2TnnnGPXXnutu7xatWqusfhLL73kQqk33njDrrvuOjv//PPd9Q888IBdeumlaY5BwVC5cuXczytUUmVU0aJF7eabb3ZBmZYSHnXUUVakSBGrWLGi25mouksVTwq95JprrrFevXq5r8uWLWvx8fGWmJjoPlSppcDs1ltvddefeOKJrpJKwZkeW1/reWnpYIkSJezJJ5/M9e0MAEB+sn79etu/f3+0hwEAAJDvEErldAMmJIQbhEfSZboukgIlT6lSpezQoUMZ3r8qjRYuXGiNGjUKX6afq169uvtaZ+lTo3HPySef7EKl9KgySh9aNvf111+7CqgnnnjC/eyFF16Y7LZ617ZLly5ueZ/OsLdp0yZbvXp1qs/ZG6/6U0WOVwmpgiuvUksBmKrB9KGwSwEdAAAFlbccPjV680dL21WRTKUUcoK5hNzAPEJuYS4hGAymWoiTEqFUDqk6KLWeSLt373bXRVL1UVZpiZtCmz59+iS7PDLwStmYPGUY5vn111/dEsKhQ4e66igFY6qCuuCCC6xz58723//+94hQSuGTlubpBbOW9qnnlUKx/v37pzlehU3Dhw9P9Xpd99lnn9nHH39sn376qbvdl19+6ZYEAgBQEHlvzKRG/8Pj4uLcbQilkBPMJeQG5hFyC3MJmUWj81x491P9l1L67rvvrHbt2jm9e1cR9fPPP7sqK+9DgY6W3skpp5ySLH1UU3UFSKlREKXldZ9//nmyy/UiWAGVt3Qw8kXxhg0bbMmSJfbiiy+6YEx9qH7//fc0z9Kn8aqaSsvzvPGqD9bLL7/srtf9fP/9967nlJbuPfTQQ64BPAAAAAAAKFwIpXJIS9sUEk2cONGFR+obobPXacmdei9lh5bfqdm4qq26du3qlss9/vjj9tNPP7kwSs3SjzvuOHdb9ZpSvyadkU9nvVMVlN5xTY16PakiasiQIa7R+C+//OICIoVDCrauuOIKdzv1elLwpIBLywl0f++9957rBzVv3rxwA3TvDH4ar5bt6WyC7dq1c83OVQGlpYWqiho9erR7bPntt99s5MiRLqjS89G4cyO8AwAAAAAAsYXlezlUr149e/bZZ+3pp5+2yZMnuyojhSxTpkyxWrVqZes+u3XrZmPHjnWhkQIkLbnT8rapU6dapUqV3Nn3FP6Izny3Y8cOd6Y7hUFqQK6eTmnR/R1//PH26quv2pgxY9xSv8aNG9srr7wSDrq0hE99ptQw/ZNPPnFn2tPzUximSqhhw4a5M/itWbPG9Y5SMKfxKWRSIKfm7A8++KBrbK5G6ArndAZBueWWW1zYpqbq+/btc489bty4bG0nAAAAAAAQuwKh1NZgAfm0UZoqrGpMGGO26sglkwAA5CfxNetY4vQ56d5GL8N27tzpzrpLTynkBHMJuYF5hNzCXELw/47fGzZsmG5/TZbvAQAAAAAAwHeEUgAAAAAAAPAdoRQAAAAAAAB8RygFAAAAAAAA3xFKAQAAAAAAwHeEUgAAAAAAAPAdoRQAAAAAAAB8l+D/QwI5E1etugUOHmQzAgDytbjqNaI9BAAAgHyNUAoxp+S9D1l8fHy0hwEAQIZCwaAF+J8FAACQKpbvIeaEQqFoDwExPn92797NPAJzCb4gkAIAAEgboRSAQicYDEZ7CCggmEsAAABA9hFKAQAAAAAAwHeEUgAAAAAAAPAdoRQAAAAAAAB8RygFoNDh7I1gLgEAAADRRyiFmBMIBKI9BMT4/ElMTGQegbmEPBXihAoAAAAZSsj4JkD+8vcdd1pw7dpoDwMAgFQVOflkq/D0eLYOAABABgilEHMObdxowVWroz0MAAAAAACQAyzfAwAAAAAAgO8IpQAAAAAAAOA7QikAAAAAAAD4jlAKAAAAAAAAviOUAgAAAAAAgO8IpQAAAAAAAOA7QikAAAAAAAD4jlAqlx06dMjGjx9vF1xwgdWtW9datGhhDz30kO3Zs8fySrdu3dxjyt133+0+0qPra9asab/88kuuPnZq9DiLFy/O8eMAAAAAAICCJSHaAyhoHnnkEfvvf/9rDzzwgJ1wwgm2efNmGz16tP388882adKkPH/8oUOHpnv9gQMH7KOPPrKqVava7NmzbeDAgXk6ni+//NLKlCmTp48BAAAAAABiD5VSueztt9+2W265xZo2bWpVqlRxn0eMGGELFy6033//3fJaYmKi+0jLZ599ZkWKFLGuXbu6UCoUCuXpeCpWrGhFixbN08cAAAAAAACxh1AqlwUCAfv6668tKSkpfFmjRo3svffes3Llyrnvt2/f7iqUGjdu7Jb4dezY0ZYuXequ27Jli1vyps8eLY/TMjmPKp0uvvhia9iwoY0cOdKCwWD4uoyW77377rt25pln2vnnn29bt261JUuWhK/zHvvpp592Y9N9K7RShVfLli3dWJs1a2YTJkxIdp+//fabXXvttVavXj276qqrbN26daku30vveQMAAAAAgMKF5Xu5rHv37vbUU0/ZggUL7D//+Y+dc845Lsg5+eSTw7cZNGiQlS5d2mbMmOFCHy35UzXV3LlzM7z/DRs22K233mp33nmnNW/e3F566SUX7KgiKyN79+51lVLDhw+3E0880WrUqOEqu84666xkt1u2bJm99dZbLlhTNZUe47HHHnPLEb/44gs3VoVaderUcbfXfQwZMsTuv/9+e+aZZ6x///724YcfWnx8fLL7zcnzBgAg1kS+aZQW/T/U/1vdVm9sAdnFXEJuYB4htzCXEMzE6yAhlMpl/fr1c+HNq6++am+88YYLYEqWLOl6PV1xxRXuj7NVq1au0unYY491P3PNNddYr169MnX/CotU6dSjRw/3/b333uuWBmaGgjI1YlegJBdeeKG9/PLLLqQqUaJE+HbXXXed6znlVUGpUbsXenXp0sVVUv3www/hUErPR5VSomBKYdlXX31l5513Xvg+c/q8AQCINevXr7f9+/dHexgAAAD5FqFUHmjXrp372LFjh2v0/corr7hQSkvZtGxNwc7777/vKpI2bdpkq1evTrbcLz0//vijnXbaaeHv1R8q8vv0aAnh6aefbuXLl3ffX3TRRW5p3vz58619+/bh2x1//PHhr88++2z77rvv7NFHH3WPvXbtWvvjjz+Sjbd+/frhr0uVKmXVq1e3jRs3Jgul9O5vTp43AACxRv/3M6I3bXbt2uUqiamUQk4wl5AbmEfILcwlBINBW7VqVYYbglAqF6mXkpa7eT2d1EPqsssuc9VBCoDUa6p27drWs2dP9wK0TZs2rleTqpe05E1Se0F6+PDhZN+nbE6uYCojCsh0VkDdl8YQSWOODKWKFSsW/nrmzJn24IMP2pVXXumew1133eWWKEZKuUxPQVPKMemy9J43AAAFTcr/j6nR//S4uDh3W0Ip5ARzCbmBeYTcwlxCZhFK5XIS+MILL7gqqcjgR2efK168uKtQUk8oNRdftGhRuGJp+vTp4T9cL8xR/ydPZNPzU045xZYvX54s7FEYVqtWrXTHpmoo3VaPFXl2PvWDevHFF90yvdS89tprbknijTfe6L5XqPTXX38lC8b+97//hb/W9T/99JOddNJJye4no+fNC3EAAAAAAAoXzr6Xi9RjqUWLFnbzzTe75t0Kk1asWGH33XefHTx40FUaqTxf74hqKZ3Ofjdv3jx3dj3RbY4++mirXLmyTZ061TZv3myzZs2yTz/9NPwYOrudlr1NnDjRLZF7+OGHbdu2bRmOTWfdU6+nM844w0499dTwh3pTaTxz5sxJ9edU7aUgyVtud9ttt7kKJ43Vo+eq/lkKntTwvFq1am7ZX6SMnjcAAAAAAChcCKVy2RNPPOGWwk2YMMEuueQS6927t+3Zs8f1lVK/JTX51hnnnnvuOWvbtq1NnjzZhg0bZgkJCbZmzRoX3IwePdpWrlzplrkpvOnTp0/4/hX4KJBSuNOhQwfX30ln+UvP9u3b7dtvv7VOnTodcV2lSpXsggsucBVTqVHIpPHrOQ0YMMD1x1CDdPWW8nTr1s3efPNN69ixo6uU0nNPWfmU0fMGAAAAAACFSyCUskERkI+XR6ryrPL9oyz47dJoDwcAgFQVqVfXjv3wg0xtHb0M27lzp5UpU4al7MgR5hJyA/MIuYW5hOD/Hb83bNgw3T6bVEoBAAAAAADAd4RSAAAAAAAA8B2hFAAAAAAAAHxHKAUAAAAAAADfEUoBAAAAAADAd4RSAAAAAAAA8B2hFAAAAAAAAHyX4P9DAjlT5KSTLO7AATYjACBfKnLyydEeAgAAQEwglELMKf/oOIuPj4/2MAAASFMoGLQA/6sAAADSxfI9xJxQKBTtISDG58/u3buZR2AuIU8RSAEAAGSMUApAoRMMBqM9BBQQzCUAAAAg+wilAAAAAAAA4DtCKQAAAAAAAPiOUAoAAAAAAAC+I5QCUOhw9kYwlwAAAIDoI5RCzAkEAtEeAmJ8/iQmJjKPwFzCEUKcBAEAAMBXCf4+HJBzv/S7xw6uXsumBADkmuI1T7ZqUx9niwIAAPiIUAox58APG+3f776P9jAAAAAAAEAOsHwPAAAAAAAAviOUAgAAAAAAgO8IpQAAAAAAAOA7QikAAAAAAAD4jlAKAAAAAAAAviOUAgAAAAAAgO8IpQAAAAAAAOA7QqlCrGXLllazZs3wR506dax169b24osvZurn9TOLFy/O83ECAAAAAICCJyHaA0B0DRkyxNq0aeO+Pnz4sH399dc2dOhQK1u2rHXo0IFfDwAAAAAAyBNUShVyiYmJVrFiRfdRuXJl69ixozVt2tTmz58f7aEBAAAAAIACjFAKR0hISLAiRYrYnj177J577nEhVd26dd3SvgULFqS6xbZv324DBw60xo0bu9sq3Fq6dKm7bsuWLW6pnz57xo8fb926dWPrAwAAAABQSLF8D2GHDh2yhQsX2ldffWUPPvigjR492jZt2mTPP/+8lShRwqZMmeKW9p133nlWtGjRZFtu0KBBVrp0aZsxY4aFQiF75JFHbMSIETZ37ly2MAAgZgSDQV8fT/8zk5KS3OMGAgFfHxsFC3MJzCPkJ+yTEMzkaypCqULuvvvus1GjRrmv//33XytevLhdd9111q5dO9dj6vrrr7dTTz3VXd+zZ0+bOXOm/fXXX26pX+QOp1WrVnbxxRfbscce6y675pprrFevXlF6VgAAZM/69ett//79bD4AAAAfEEoVclpyd9FFF7mvixUr5npLxcfHu+/V6FzL9d544w3buHGjff/996kmnnpnt0uXLvb+++/bsmXLXHXV6tWr3Tu/AADEEi0395Pe2Nm1a5erNqZSCswlRBv7JDCXkFuUG6xatSrD2xFKFXIVKlSwatWqpXrd4MGDbfny5da+fXsXOimwuvrqq4+4ncInVVHpRbXO5NeyZUu3FLB///7u+tReZKsKCwCA/MZ7Y8bPA8C4uDj3uIRSYC4h2tgngbkEvxFKIVVqcv7uu++6Kqn69eu7yz777LPwP6tIGzZssCVLltiiRYusfPny7rLp06eHb6um6bJ3797wz0Q2PQcAAAAAAIUPZ99DqtTIXM3N58+f7wKkL774wkaOHOmuO3jwYLLbasmB3uV97733bOvWrTZv3jx3dj3vtkcffbTrQTV16lTbvHmzzZo1yz799FO2PAAAAAAAhRihFNIMpcaNG2cffvihXXrppTZmzBjr27evW8K3du3aZLdVc3Odae+5556ztm3b2uTJk23YsGGWkJBga9ascYGVzuS3cuVKt7xPoVWfPn3Y8gAAAAAAFGKBUMq1WEA+bpS2YsUKKzn4Ifv3m2XRHg4AoAAp0aCO1fxyru+Pq5dhO3futDJlytBTCswlRB37JDCXkNvH7w0bNky3ZyeVUgAAAAAAAPAdoRQAAAAAAAB8RygFAAAAAAAA3xFKAQAAAAAAwHeEUgAAAAAAAPAdoRQAAAAAAAB8RygFAAAAAAAA3yX4/5BAzhQ75SQLHDjAZgQA5JriNU9mawIAAPiMUAoxp+rTD1l8fHy0hwEAKGBCwaAF+P8CAADgG5bvIeaEQqFoDwExPn92797NPAJzCUcgkAIAAPAXoRSAQicYDEZ7CCggmEsAAABA9hFKAQAAAAAAwHeEUgAAAAAAAPAdoRQAAAAAAAB8RygFAAAAAAAA3xFKASh04jnlO5hLAAAAQNQRSiHmBAKBaA8BMT5/EhMTmUdgLqUjxBkqAQAA4IMEPx4EyE1rbhxq+75bz0YFgDxQ8rQaVnf6I2xbAAAA5DlCKcScfes32e7la6I9DAAAAAAAkAMs3wMAAAAAAIDvCKUAAAAAAADgO0IpAAAAAAAA+I5QCgAAAAAAAL4jlAIAAAAAAIDvCKUAAAAAAADgO0KpHLj77rutZs2aaX4sXrw4S/fXrVs3Gz9+vEVby5YtbdasWRne7q+//rIPPvjAlzEBAAAAAICCJSHaA4hlQ4cOtTvuuMN9/f7779vzzz9vb775Zvj6MmXKWCzSczjqqKMyvN0jjzxioVDILrnkEl/GBQAAAAAACg5CqRxITEx0H97X8fHxVrFiRYt15cuXz9TtFEgBAAAAAABkB8v38siWLVvcEj599mhpnpboiZbHde7c2fr162dnnHGGvfPOO8l+/pdffrFzzjnHnnrqqfCSOlUwXXHFFVa/fn3r2bOnbd261QYMGGANGjSw9u3b2w8//BD++W+//dYuv/xyd9vLLrvMPvzww2TLDh966CG79dZb3c/+5z//sdmzZ6e6fG/dunVunLpd8+bNbcKECeHn8vbbb7sP3V42bNhgN9xwgzVq1Mjq1atnXbt2tR9//NFdp6WMut2rr77q7qdhw4Z255132sGDB/Nk+wMAAAAAgPyNSqkoWr58ufXp08duv/12K1eunM2cOdNd/vfff7twR8viBg4cGL79E088YWPHjrXSpUvbjTfeaB07drTbbrvN3ebee++1xx57zCZOnGh//PGH9e7d212nAGjFihUuiKpQoYKdeeaZ7r6mT59ut9xyi1t+OG3aNLvvvvvsggsuCFd+eQYPHuxCs3HjxtmmTZvcYylwUijmBU7Dhw+3pKQk91wUpOm+du/ebSNHjnQ/N2nSJHe733//3YVjU6ZMcV/379/fGjdubFdddZWPWx0AkBnBYJAN5QNVHet/qLZ3IBBgm4O5hKhinwTmEvx+LUkoFUV68dm3b18rXrx4+LJ9+/ZZr169XIXTsGHDkt1elU8KfeTss8924VOXLl3c9+3atbOXXnopHDjpdtdee637vlq1arZ27Vp3vRdKqYrrpptucl8rnFIwpUqr008/PdljqhpLYdXxxx9vJ5xwgr3wwgtWpUoVK1myZHjcWu6ncauiStVRXj8qhWYKoDyHDh1yz+mUU05xj6/AbNWqVYRSAJAPrV+/3vbv3x/tYQAAAKAAI5SKIlUuRQZS8vLLL9vhw4etSZMmR7xjqlDIo59TUBT5vUIf2bhxoy1cuNAto/PouurVq4e/P/HEE8NflypVyn3W46akiitVYL3++uvWokULt0wwtb5ZCqIUkGkZ4OrVq90Y1qxZY0cffXSy2ykgi3zc1B4TABB9evMA/lQl7Nq1y1VBUykF5hKijX0SmEvIzUopFaFkhFAqj6T2wjJlAFOsWLEjblOnTh3r0aOH67ekyqgaNWqEr1Mj9Uhxcam3BNPjqI+UltNFSkj4f7/uIkWKZKpxuaq2tIxwwYIF9sknn9h1111no0aNsiuvvDLZ7fbu3WudOnVyyxDVO6pt27YumNIZCSMVLVo0w8cEAERfyv85yBv6P6j/59rehFJgLiHa2CeBuQS/0eg8j3ihj8IaT2TT87Q0a9bMhUBNmzZ1PZmyQxVRP//8s6tK8j4+/vhjmzt3bpbu58CBA/bAAw+4IOn66693VVzq/+Q1TY988fzNN9+4PlFaBqh+V1o+uG3bNkInAAAAAACQKkKpPKJla5UrV7apU6fa5s2b3dnsPv3000z//JAhQ2zp0qX23nvvZfmx1ddJS+gef/xx++mnn1wYpSV4xx13XJbuR5Vcy5Ytc5VRqnpS6Z3O6le7dm13fYkSJVzPqe3bt1vZsmVdXylVVCl8U9N29bbi7HoAAAAAACA1hFJ5RKX4o0ePtpUrV1qbNm1s3rx5Ryyny6jaqVu3bjZmzBjbs2dPlh5bvaZ0xrsvvvjCLaPTWft09j01Q88qBVtqdKuleTojoBql33zzze469ZfSGfl0vw0bNrR+/frZ/fff775XCKez8v31118utAIAAAAAAIgUCNHUBzHUKG3FihV2eMBY271oRbSHAwAFUmKj2tZk2dvRHkahoZdhO3futDJlytBTCswlRB37JDCXkNvH7ypgSa9XKZVSAAAAAAAA8B2hFAAAAAAAAHxHKAUAAAAAAADfEUoBAAAAAADAd4RSAAAAAAAA8B2hFAAAAAAAAHxHKAUAAAAAAADfJfj/kEDOHFWzutm/B9mMAJAHSp5Wg+0KAAAAXxBKIebUnjLa4uPjoz0MACiwQsGgBdjPAgAAII+xfA8xJxQKRXsIiPH5s3v3buYRmEvpIJACAACAHwilABQ6wWAw2kNAAcFcAgAAALKPUAoAAAAAAAC+I5QCAAAAAACA7wilAAAAAAAA4DtCKQAAAAAAAPiOUApAoRPPqe7BXAIAAACijlAKMScQCER7CIjx+ZOYmMg8AnMpDUmcnRIAAAA+SfDrgYDc8sWNQ23nd+vZoACQy8qcVsNaTH+E7QoAAABfEEoh5uxav8n+Wr4m2sMAAAAAAAA5wPI9AAAAAAAA+I5QCgAAAAAAAL4jlAIAAAAAAIDvCKUAAAAAAADgO0IpAAAAAAAA+I5QCgAAAAAAAL4jlPJBzZo1bfHixcku+/zzz61OnTo2fvx4y2+2bNnixhz5obE2a9bMRo0aZQcPHoz2EAEAAAAAQIxLiPYACqPvvvvObrnlFuvatasNGDDA8quZM2da5cqV3dcHDhywb775xu677z4rV66c9e/fP9rDAwAAAAAAMYxQymcbN260Xr16WevWrW3IkCGWn5UvX94qVqwY/r5KlSq2bNkyW7BgAaEUAAAAAADIEZbv+Wj79u124403WpMmTeyBBx6wQCAQvm7nzp1277332jnnnGNnnHGG3Xnnne4y0dK/li1buiolXTd58mR3+YwZM9zljRo1sm7dutn69euTPdbAgQOtcePGVrduXevYsaMtXbo0x8+haNGiFh8fH/7+f//7n3vs+vXr28UXX2zTp08PX6elibfddpvdc8891qBBA3f9xx9/nOMxAAAAAACA2EellE92797tAql//vnHxowZkyzYES2H279/v02aNMl9P2LECLv77rtt4sSJ7vutW7e6Xk6zZs2yIkWK2CeffGITJkxwPZ6qV69us2fPtu7du9v8+fOtTJkyNmjQICtdurQLrkKhkD3yyCPuPufOnZut8es+tHxPP3/TTTe5y/7991/3tQIvjUNVYArWSpYsaR06dHC3+eijj6xt27Zu3AqkFJTNmTPHTj755BxuUQBAXgkGg2xcn+j/a1JSktvmkW9WAcwlRAP7JDCX4PfrSUIpn6jK6dhjj3UvPJ9//vlky9/WrVvnAp958+a5gEnGjRtnbdq0cUGPR6FWtWrV3NcKnXr37m3nn3+++/7WW291zdPfeecdu/baa61Vq1auMkmPKddcc41bNpgVCpO8F8gKxLScT8HXDTfc4C5TQFWhQgX32HLiiSe68GzatGnhUEoB2ciRI12FVY0aNdwY33rrLbvrrrtytD0BAHlHlbd6owQAAADIS4RSPlGgozBKgcxjjz3mQqNatWq56xQ8qarJC6REAY4CHV2XmJgY7unk+fHHH11wpfvyqBn5Tz/95IKkLl262Pvvv+96QG3atMlWr17tArGs0DLBSpUq2bZt21ywpPH26dMnXOWlsSlQ0/LByDQ0sgpMSwcVSEV+r7EDAPIvnXUV/lUl7Nq1y70OoFIKzCVEG/skMJeQW5QNrFq1KsPbEUr5RH2VFDJdd9119u6777rvdXa7hISEZKFNyl9iZMlbsWLFkl2nRulNmzZN9jOlSpVy4VPPnj3di1xVW6nv1KFDh7LcnPy4445zQZiqs5599llr3769PfzwwzZs2DB3/eHDh93jDx8+PM370PNL+Zzi4mhlBgD5Wcol5sjbA0D9X9Q2J5QCcwnRxj4JzCX4jXTA5xf4+jx69GjXIFxBj6hCSgFS5FK9DRs22J49e5JVT0XS5b/99psLjLwP9aNasWKF+9klS5bYiy++6CqbWrRoYb///nv4H012VK1a1QYMGGCvvPKKfffdd+ExqArLC670ocd/+eWXky0BiazQUsUW78ADAAAAAABCqSg47bTTrEePHq6JuUIbLdU777zzXJ+llStXug99rTPnnXrqqanex/XXX28vvfSSa3D+yy+/uKV8H3zwgbsvLQHQu67vvfee6/GkXlU6E57XG0rUcF3N17NC/aR0/1rKp6CpXbt2rtm5KqW0JO+zzz5zgZv6THk2b97sxqbATc/3+++/t06dOrnr9u7da3///XcOtiQAAAAAAIhVhFJRoqqjypUru2V8WganZXEnnHCCC6vUSPyUU06xp59+Os2f17K82267zZ566inXkHzRokUu9FGzcTU315n2nnvuOXedekNpyZ2W0q1Zsyb8+AqQskI/r/tRtZN6Y2mpoB5DfazU2FzXqaG6GrB7GjRo4IInXa/QTGPR8xT12PICKgAAAAAAULgEQtldz4WYpgomBUqqesorqs7SWQUjl/PlhPpRaXng1gFj7c9FK3LlPgEA/0+FRrWt/bK32SQ+0suwnTt3ur6T9JQCcwnRxj4JzCXkFu/4vWHDhun2K6VSqpCaOnWqtW7dOtrDAAAAAAAAhRRn3yukhg4dakWKFIn2MAAAAAAAQCFFKFVI+RFIqW8VAAAAAABAali+BwAAAAAAAN8RSgEAAAAAAMB3hFIAAAAAAADwHaEUAAAAAAAAfEejc8Sc0jWrW+jfg9EeBgAUOGVOqxHtIQAAAKAQIZRCzGk+ZbTFx8dHexgAUCAlBYMWxz4WAAAAPmD5HmJOKBSK9hAQ4/Nn9+7dzCMwl9JAIAUAAAC/EEoBKHSCwWC0h4ACgrkEAAAAZB+hFAAAAAAAAHxHKAUAAAAAAADfEUoBAAAAAADAd4RSAAAAAAAA8B2hFAAAAAAAAHxHKAUAAAAAAADfEUoBAAAAAADAd4RSAAAAAAAA8B2hFAAAAAAAAHxHKAUAAAAAAADfEUoBAAAAAADAd4RSAAAAAAAA8B2hFAAAAAAAAHxHKAUAAAAAAADfEUoBAAAAAADAd4RSAAAAAAAA8B2hFAAAAAAAAHxHKAUAAAAAAADfEUoBAAAAAADAd4RSAAAAAAAA8B2hFAAAAAAAAHxHKAUAAAAAAADfEUoBAAAAAADAd4RSAAAAAAAA8F2C/w8JZE8oFHKfg8GgBQIBNiOyPY+SkpKYR8gx5hJyA/MIuYW5BOYR8hP2SQgGg+G5kB5CKcQMBQmyevXqaA8FAAAAAABk8jg+LYFQRrEVkI8m8+HDhy0uLo5KKQAAAAAA8nm1XEJCgjuGTwuhFAAAAAAAAHxHo3MAAAAAAAD4jlAKAAAAAAAAviOUAgAAAAAAgO8IpQAAAAAAAOA7QikAAAAAAAD4jlAKAAAAAAAAviOUQr534MABGzJkiJ155pnWrFkze/7556M9JMSojz76yGrWrJnsY+DAgdEeFmLIwYMHrW3btrZ48eLwZZs3b7YePXpYw4YNrU2bNvbll19GdYyIzXn0wAMPHLF/euWVV6I6TuRf27dvd/+/zjrrLGvevLk99NBD7vWSsE9Cbswj9knIip9//tluuOEGa9SokbVo0cKmTJkSvo59EjKSkOEtgCgbO3asrV692l566SXbtm2b3XXXXXbcccdZ69atoz00xJgNGzbY+eefb6NGjQpfVqxYsaiOCbFDL9TvuOMO++GHH8KXhUIh69evn5166qn21ltv2YIFC6x///72/vvvu/0UkJl5JD/++KO7vGPHjuHLSpUqxQbEEbTfUZBQunRpmz59uu3cudO9eRcXF2eDBw9mn4QczyO91mafhMxKSkqyXr16Wb169eztt992AdXtt99ulSpVcm/A8DoJGSGUQr62b98+mzlzpj333HNWp04d96EX8vrnSSiFrNILLIUHFStWZOMhy4GmAgO9iI/09ddfu3cAZ8yYYUcddZTVqFHDFi1a5AKqAQMGsJWRqXnk7Z/0LjP7J2Rk48aNtmLFCvvqq6/s6KOPdpcpXHj44YftvPPOY5+EHM8jL5Rin4TM+PPPP+20006zESNGuDdTTjzxRGvatKktXbrUzS1eJyEjLN9DvrZu3To7fPiwKwX1nHHGGfbdd9+5VB7ICr3A0j9KIKu++eYba9Kkib3++uvJLte+qHbt2i6QitxH6YU+kNl5tGfPHreMhv0TMkPBpZbGeEFC5Dxin4TcmEfsk5AVxxxzjD3xxBMukNKbLgqjlixZ4paFsk9CZlAphXztjz/+sHLlylnRokXDl+mfp5Y//PPPP1a+fPmojg+xQ/8kN23a5Pr9PPvssxYMBl21nd4VjJxfQGq6du2a5j5KL8YiVahQwX777Tc2JDI9jxSYBwIBmzRpkn3++edWtmxZu/7665Mt5QM8Wm6l/j8evUmn/mNnn302+yTkyjxin4TsatmypWu3onYZF198sT344IO8TkKGCKWQr+3fv/+IwMD7Xo1igczSP0hvPundnC1btrgmnv/++68NGzaMDYlc3Uexf0JWl9EolDrppJPs2muvde8w33vvve5d5wsvvJCNiXSNGzfO1qxZY2+++aa9+OKL7JOQ43n0/fffs09Ctjz11FNuOZ+W8qlxPq+TkBmEUsjX1IQ65cGd933x4sWjNCrEouOPP96d6apMmTLuhZbWvutdwTvvvNPuuecei4+Pj/YQEaP7KFVtptxHsX9CVnTo0MG9q6wKKalVq5b99NNP9tprrxFKIcMgQSeCefzxx13PRPZJyI15dMopp7BPQrao2bloVcugQYPsiiuucMFUJF4nISV6SiFf01kbduzY4fpKRS6X0QGfyo6BrNABnwIpj5pS65+mzjgDZHcfpXcEI+n7lEv6gPRov+QFUh5VTanPFJAWnUn2hRdecIGClsmwT0JuzSP2ScgKve7R2YcjnXzyyXbo0CHXu4zXScgIoRTyNVWzJCQkJGsarOZ5SuF1ylogs7744gvXYDjy3Zq1a9e6A0F6kyG7GjRo4JY5aBlo5D5KlwOZ9eSTT1qPHj2OONGHgikgNRMmTHBn/Xzsscfs0ksvZZ+EXJ1H7JOQFWqJ0b9//2RvpKxevdq9vtbJX3idhIxwVI98rUSJEm5Zg9Ylr1y50qXwzz//vHXv3j3aQ0OM0RkctaxB/aPUv+Wzzz6zsWPH2o033hjtoSGG6cwylStXdktAf/jhB5s8ebLbV3Xq1CnaQ0MM0dI99ZGaOnWq/fLLL/bqq6/a7NmzrWfPntEeGvIhNaF+5pln7KabbnIHfKog9z7YJyE35hH7JGSFigXq1KljQ4YMsQ0bNrjX2Kq869OnD/skZEogpFNSAfmYKlsUSs2fP981fb3hhhuOeEcZyAyFBjoLiCrvSpYsaZ07d7Z+/folW9IHZKRmzZo2bdo0V3knP//8sw0dOtSd9rhatWruRdk555zDhkSW5pHedFGDWPWSUg+82267zS666CK2Io6g8PvRRx9NdcusX7+efRJyZR6xT0JWqEpKS0EXLVrkigp00o7evXu719i8TkJGCKUAAAAAAADgO5bvAQAAAAAAwHeEUgAAAAAAAPAdoRQAAAAAAAB8RygFAAAAAAAA3xFKAQAAAAAAwHeEUgAAAAAAAPAdoRQAAAAAAAB8RygFAAAApBAKhWL6/gEAiAWEUgAAIMtWrVpld955p7Vo0cLq169vrVq1snvvvdc2b96c6u2XLl1qAwYMsHPPPdfq1atnF1xwgQ0bNsx+/PHHPNn6d999t9WsWTPND40jp7p16+Y+csv48ePd2Aq77du329ixY61169bWoEEDa9asmfXp08e+/fbbPHm8LVu2uO0+a9Ys9/2uXbts8ODBufp4zz//vA0aNCjP7j872rVrZ++8844VJG+++ab16tUr2sMAAGRBQlZuDAAAMH36dHvwwQetSZMmdscdd9gxxxxjP//8s02dOtXmz59vL730ktWqVSu8oSZPnmyPPfaYCxeGDBliFStWdLd/7bXXrGPHjvbQQw/ZpZdeGr59MBi0ESNGWKlSpdLc2G3atHHhVnr0OBMmTEj1uiJFiuT4F3nfffdZbrryyiutefPmVpgpvOzXr5+VK1fOunfvbtWrV7d//vnHXn/9dRcAaq506NAhVx9T81f3X7VqVff92rVrbc6cOXbFFVfkyv0reH322WfDAVBu3392g78NGzYUuPmmbar9k8KpTp06RXs4AIBMIJQCAABZCg1Gjx5t11xzjQ0dOjR8uQIqVUspMFDw5FWdLFy40B599FFXJdW/f//w7c866yx3W4Vaqmo69dRT7ZRTTgkva2rbtq27z7T897//zXCsRYsWtYYNG+bZb/fkk0/O1fs79thj3UdhpfDp1ltvtRNPPNFeeOEFK1GiRPi6iy++2FXADB8+3IWbRx99dK49bl7Pk3Hjxrn5XKlSJcsvPv/8cxfqKvwrSAKBgPXu3dtGjhzptnnx4sWjPSQAQAZYvgcAADJN1VCJiYl2++23H3Fd+fLlXcCkpXn79u1zl6lS6aSTTnLVL6lVK+ngMT4+3p577rmo/RZUgaOw45lnnnGVI1oydtNNN9mff/5pb731ll144YXWqFEj69Gjh1vqldbyva+++squuuoqd9vGjRtb3759ky1P/OWXX9wyNIVteoyrr77aPvvss3SX773//vt2+eWXu/vUkkONc+fOncl+RuP79NNP7bLLLrO6deu6AGf27NnJ7kfVa1oOpyBCz1GVaHv27ElzmyhU1Fi+++47V82mJZq6/3nz5iW73YEDB9xSu//85z/usXUbjTlSy5YtXWXddf9fe+cWolPbx+Hn01uKQhzZ5cARzmwKB+JkypEDByapN7tESpTkEGVTyqaEkpCQCQdIYkpRNinCgV2c2AsHEiHv1/X/uqf1rlnPeta838xj5u26anrGM2vudW/WM7l//f6/+88/o52smJmFPr979y5EzawgBf369YvyN8TQbL/b2tpifhCVaHvOnDm1CxcudGkc2fK9mzdvhkMLeE3ri3sPxx9CB21wv9bW1tqNGzdqZTx+/DjWht+Deu03e6157pJLqhlr3ahPtL1nz56Oa1paWmK+f/361XENc0V7vE/ZMNexBvfu3ftbH2bNmhXt8dkVEZHej6KUiIiIVAIH07Vr12rTpk3rJBpky+oQoAYMGFD7+PFj7cGDB7FJxMFQxJAhQ2rTp0+vtbe398gq/Pz5s/ArHzJ97ty52vXr18MFxsaX7xcsWFA7cuRIbd26dSGesWnntQiytFasWBGb9b1790Y7z58/D3cPG2u+cHB8/fo1NvYIYIwd4YpSxiK4BvEPAWT37t0xrxcvXozN+bdv3zque//+ffQLkYMN+6hRo6LPSRBjbLh1EHQQFWmH8rFNmzY1nD/6jMiIuEgpHU6mJKQxh7R14sSJ2sKFC2PcCCqrV6/uJJRQUoWIwJjqlVVdvXo1HFCIGUVQEsq4cFKlNhFucOhRHrd9+/ZwPSFevXnzpvI4skyYMCHaBF5TiSZt03eExAMHDsTc4exatWpVrGk9zp49G2WkyYlVr/1mrvWPHz/CaYi41Iy1btQn2kasZV4pYd23b1+IUzt37uxUIsuc8LeCPDpKghGOcWEiGib69+8ff3OYexER6f1YviciIiKV+PTpUzgQ2AhX4eXLl/E6cuTI0uvGjBkTG01cIYMHD+621eD+iABFEDS9ePHijn8jVLEZT/cnGwuR5PLly7XRo0fHe3fv3o3NdBG4NRAP2NinMi1K8RgXrjGEi2fPnoVwlcQAxBfu+f37907tMRds/HFeJREDKHNkc48LhFegbUQwxEJAtGFTjqAwduzY2q1bt2LNuB7HEaWTiIZZF049EEWSyw2HC04aHC2MAWGDOdqxY0eIkeka+oOIgzvojz/+91/NESNGdAR91wMhqdGzkhcCWUPmNMHv4zaizDSbU1Y2jizkmKWyTF7T9zi4EGCyzibEDwSRR48e1S3/w0mFQJNE2aL2m73WzA1lbQiozVjrM2fOlPaJUkLaR2RKa4ZTjD7u2rUrBLhU2svnFGEr5c19+fIlRDlyurLjYc5xceHGKsumExGR34+ilIiIiFSCMjvIuhLKSG6kRqHiqd28e+n/BYcKm/0ihg8f/rd/s6HPCmI4dsjbSYIU4Gz6/PlzYXuU4yFS4AzB5TFjxowo00uun4EDB4YAwQmFuM3IReKa9evXF7aHAIZYlcq+EpMnTw7hBfEhCRWQFUVSLlUqoZw6dWoEeSPW4CpCZKD0qp57LQvCRILrKR+jjAwBDjcZ79EeYkG2hItQ7ydPntTGjRsX76XXRs9B1WcLKBVNp9kh+OE4ozwO8kJf2TiqQC4a4P5L9yIvreheeeEMR1EZzV7rVLqXX/+eWutGfWJ8CFp8bvKnAyJK8fMkSvEZyopMSQDOu9WYN54lhM7uzn4TEZHuRVFKREREKoFog7jy6tWrutewOaY8iGuT6yU5pso27rSL6NOdUMrV6IS+RJGbAjdHVXCCHD16NEqqOPmLsr9BgwbV5s+fH2VQbMAPHjwYItmlS5ei5Amxjk36hg0bOjnEkoukKNCb9/LiWLacEjdKVuTD2UL54LFjx6KkCqGBtcHNklwvZSfTZRk2bFi0ixBE+RrfT5w4sfB3cRclgaLKXOKwyecD5Xn9+nWHoEhGF84iBBPmkuyydOpjXuAsG0cV7t+/H+vEK3ON0EF/i+6VBadOvVLX37XWOJOKMt56aq0b9YnxIwAncTorKkN2/EVZY5DNnsr2oZ6ILCIivQdFKREREakMDh/cKJTx4QzKc/Lkydq2bdtCmKF0DlcHOTBk76QNZH7TTkA4jou+TrYcjxIp3CHk4yCUzJ49O1wdBDyTk/Pw4cMIkibgnQ15PjsniVRk5iC2ZCFXKOvgqgIuHL7YpOPU4r5r166tTZo0qfRUOMSIrFhCfxAPEBAJvGfzjwBXryyzK+DewX2E8FMkJlKixYmNuMso6SKvCzGKZw1BBLfN06dPC0ssy8aBoFIGz+iSJUsiDPz8+fOxHjzLOI54tssoc9f9jrXGPUTWGeVxzVzrsj4xfkqD6VtWmErr8k9OCExC37/tdEERkX8jBp2LiIhIZRYtWhSbV0KI87CBxg2EiyRlOa1cuTI2weTF5GETihhDeRCb/r7MoUOHItsHQQqHFpk/KcgZZ9mdO3ci0B0nEK4pRBQyisgNKnKeUQ5IO4REZ7l9+3ZcX8+xUgROreSMQVxAICOHiTKsRoIMmVoJnDJkbSEk0DeygXDG8T4iUvrixDmyiLJlXlWgXAt3zJYtWzqV1fGskF2ECEX/ETF4riiX5J4pzwgXUJFzpmwcefKOHcr1eOYRwni2k7ha715ZcATh7iprv5lrjZDG/Yqy23pqrRv1ibb5Pn/aH2WBQB+6ytu3b2OeywRXERHpHeiUEhERkcrgfML1hCjFiV84V3AjkClDADEOqqxghfuF7B9OnMPpMnfu3CgTevHiRe348ePxHsHNqeyqO0EgIq+nHjhfGpVWVYXcHEQTNt+c2seGmJPK2NAjViFOENxMwDrh2DhSCHdm/IgdeXCn4ARiw48QQxvMGRk7CCPZ/J8qfUP8w8FGjhXlWDi6CMluNO+sG2vKaWxtbW2x5ocPH46fkQ00ZcqUEBj4IpcL0Y3T41j3oUOHdmkOESy2bt0aQiansDGP9JFcIE50o22ynZLQwJzyPrlKlEoSxJ2cPPmMobJxFPUDrly5EuINv0N5J643xC++cEjh0Cq6VxYcSZStIeakDKV8+6xBs9a6KNy9p9e6UZ+YT/LXOFEPMYn3yJHCTcXY/0kmFE5FMrm66/MtIiI9h6KUiIiIdInly5fXxo8fH4LA5s2bo1SGnJ+ZM2fG0e75EHGOkCfsmQ0uG1PConHEsGFHkCradCJYsWmvBxvhRuDcmjdvXt2fk+tUJYC7CmykES3Y9K9ZsyacPZwGhnMslWTxPaIKY2ZjzqZ848aNEQBdRBKvyKqiFBChijBonCddybtqbW2NnC9EMgQSxDGcXJRPNQqhp9xw//79kfvFmjMGNvuAY4gMLcQTrvnw4UMIRqx3UWZR1fJQBBHuQ5uUkDFu5pI5wOWTIJ+IuUT0RPzjOSKzi2cSl1H2pLyyceQhVJtSM55vhC4cTNwL0QZBlvwznhvWZenSpXGveuWnLS0t8Uwg4KS+F7XfjLVGGKP0ljE0c62rPH+0icCF45C/D2S08Tmi/a6CsMY4mTsREen9/Oev7j7qRkRERET6NKdPn47spvb29hAI+iq9YRwItbgJKUvsjfSGOepOEJtxLVKOiAAmIiK9GzOlRERERER6CLLDyGcqO7VSugfyvXB4UQKqICUi0jdQlBIRERER6SHILlu2bFm4d6RnOXXqVJQGUzIoIiJ9A8v3RERERERERESk6eiUEhERERERERGRpqMoJSIiIiIiIiIiTUdRSkREREREREREmo6ilIiIiIiIiIiINB1FKRERERERERERaTqKUiIiIiIiIiIi0nQUpUREREREREREpOkoSomIiIiIiIiISNNRlBIRERERERERkVqz+S/fgeyi211AMAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Per Capita Analysis for 2019:\n",
      "               country_name  co2_per_capita   population  co2_emissions_kt\n",
      "10633                 Qatar       32.761775    2807235.0      9.197000e+04\n",
      "1224                Bahrain       22.259581    1494188.0      3.326000e+04\n",
      "6828                 Kuwait       20.861949    4441100.0      9.265000e+04\n",
      "506    United Arab Emirates       20.502283    9211657.0      1.888600e+05\n",
      "9649                   Oman       16.518321    4602768.0      7.603000e+04\n",
      "1701      Brunei Darussalam       15.957155     438048.0      6.990000e+03\n",
      "1919                 Canada       15.430613   37601230.0      5.802100e+05\n",
      "7758             Luxembourg       15.306427     620001.0      9.490000e+03\n",
      "716               Australia       15.253618   25340217.0      3.865300e+05\n",
      "8970          North America       14.753530  365995094.0      5.399720e+06\n",
      "13238         United States       14.673411  328329953.0      4.817720e+06\n",
      "10933          Saudi Arabia       14.619553   35827362.0      5.237800e+05\n",
      "10009                 Palau       13.954008      17916.0      2.500000e+02\n",
      "12398          Turkmenistan       11.832581    6158420.0      7.287000e+04\n",
      "6768            Korea, Rep.       11.799325   51764822.0      6.107900e+05\n"
     ]
    }
   ],
   "source": [
    "# Calculate CO2 emissions per capita (converting kt to tons, then to tons per person)\n",
    "merged_df['co2_per_capita'] = (merged_df['co2_emissions_kt'] * 1000) / merged_df['population']\n",
    "\n",
    "# Get the latest year's data\n",
    "latest_year = merged_df['year'].max()\n",
    "latest_data = merged_df[merged_df['year'] == latest_year]\n",
    "\n",
    "# Top 15 countries by per capita emissions\n",
    "top_per_capita = latest_data.nlargest(15, 'co2_per_capita')[['country_name', 'co2_per_capita', 'population', 'co2_emissions_kt']]\n",
    "\n",
    "plt.figure(figsize=(12, 7))\n",
    "colors = sns.color_palette('YlOrRd', len(top_per_capita))\n",
    "plt.barh(range(len(top_per_capita)), top_per_capita['co2_per_capita'], color=colors)\n",
    "plt.yticks(range(len(top_per_capita)), top_per_capita['country_name'])\n",
    "plt.xlabel('CO₂ Emissions per Capita (tons/person)', fontsize=12)\n",
    "plt.ylabel('Country', fontsize=12)\n",
    "plt.title(f'Top 15 Countries by CO₂ Emissions per Capita ({latest_year})', fontsize=14, fontweight='bold')\n",
    "plt.gca().invert_yaxis()\n",
    "plt.grid(axis='x', alpha=0.3)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(f\"Per Capita Analysis for {latest_year}:\")\n",
    "print(top_per_capita)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4d52a580",
   "metadata": {},
   "source": [
    "### 4.6 Distribution Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c7ea4c1e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Distribution of CO2 emissions and population\n",
    "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n",
    "\n",
    "# CO2 emissions distribution (log scale for better visualization)\n",
    "axes[0].hist(np.log10(merged_df['co2_emissions_kt'] + 1), bins=50, \n",
    "             color='red', alpha=0.7, edgecolor='black')\n",
    "axes[0].set_xlabel('Log10(CO₂ Emissions in kt)', fontsize=12)\n",
    "axes[0].set_ylabel('Frequency', fontsize=12)\n",
    "axes[0].set_title('Distribution of CO₂ Emissions (Log Scale)', fontsize=14, fontweight='bold')\n",
    "axes[0].grid(True, alpha=0.3)\n",
    "\n",
    "# Population distribution (log scale for better visualization)\n",
    "axes[1].hist(np.log10(merged_df['population'] + 1), bins=50, \n",
    "             color='blue', alpha=0.7, edgecolor='black')\n",
    "axes[1].set_xlabel('Log10(Population)', fontsize=12)\n",
    "axes[1].set_ylabel('Frequency', fontsize=12)\n",
    "axes[1].set_title('Distribution of Population (Log Scale)', fontsize=14, fontweight='bold')\n",
    "axes[1].grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "59cd9251",
   "metadata": {},
   "source": [
    "## 5. Machine Learning Model Development\n",
    "\n",
    "### 5.1 Data Preparation for Modeling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "68f1f942",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Feature matrix shape: (13923, 2)\n",
      "Target vector shape: (13923,)\n",
      "\n",
      "Training set size: 11138 samples\n",
      "Testing set size: 2785 samples\n",
      "\n",
      "Sample of training data:\n",
      "Features (Population, Year) -> Target (CO2 Emissions)\n",
      "[31337.  1996.] -> 210.00\n",
      "[316955.   1970.] -> 36.67\n",
      "[4.36294062e+08 1.99800000e+03] -> 2956948.22\n",
      "[1450661.    2014.] -> 22040.00\n",
      "[2.217278e+06 2.013000e+03] -> 5420.00\n"
     ]
    }
   ],
   "source": [
    "# Prepare features and target variable\n",
    "# Features: population and year\n",
    "# Target: co2_emissions_kt\n",
    "\n",
    "X = merged_df[['population', 'year']].values\n",
    "y = merged_df['co2_emissions_kt'].values\n",
    "\n",
    "print(\"Feature matrix shape:\", X.shape)\n",
    "print(\"Target vector shape:\", y.shape)\n",
    "\n",
    "# Split data into training and testing sets (80-20 split)\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "print(f\"\\nTraining set size: {X_train.shape[0]} samples\")\n",
    "print(f\"Testing set size: {X_test.shape[0]} samples\")\n",
    "\n",
    "# Display sample of training data\n",
    "print(\"\\nSample of training data:\")\n",
    "print(\"Features (Population, Year) -> Target (CO2 Emissions)\")\n",
    "for i in range(5):\n",
    "    print(f\"{X_train[i]} -> {y_train[i]:.2f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "18890a22",
   "metadata": {},
   "source": [
    "### 5.2 Linear Regression Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cf040c76",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "============================================================\n",
      "LINEAR REGRESSION MODEL PERFORMANCE\n",
      "============================================================\n",
      "Training MSE: 2,093,209,967,156.15\n",
      "Testing MSE: 2,061,200,440,816.79\n",
      "Training R² Score: 0.7403\n",
      "Testing R² Score: 0.6931\n",
      "Testing MAE: 541,837.31\n",
      "\n",
      "Model Coefficients:\n",
      "  Population coefficient: 0.003242\n",
      "  Year coefficient: 3468.36\n",
      "  Intercept: -6854604.36\n"
     ]
    }
   ],
   "source": [
    "# Train Linear Regression model\n",
    "lr_model = LinearRegression()\n",
    "lr_model.fit(X_train, y_train)\n",
    "\n",
    "# Make predictions\n",
    "y_train_pred_lr = lr_model.predict(X_train)\n",
    "y_test_pred_lr = lr_model.predict(X_test)\n",
    "\n",
    "# Evaluate model\n",
    "lr_train_mse = mean_squared_error(y_train, y_train_pred_lr)\n",
    "lr_test_mse = mean_squared_error(y_test, y_test_pred_lr)\n",
    "lr_train_r2 = r2_score(y_train, y_train_pred_lr)\n",
    "lr_test_r2 = r2_score(y_test, y_test_pred_lr)\n",
    "lr_test_mae = mean_absolute_error(y_test, y_test_pred_lr)\n",
    "\n",
    "print(\"=\"*60)\n",
    "print(\"LINEAR REGRESSION MODEL PERFORMANCE\")\n",
    "print(\"=\"*60)\n",
    "print(f\"Training MSE: {lr_train_mse:,.2f}\")\n",
    "print(f\"Testing MSE: {lr_test_mse:,.2f}\")\n",
    "print(f\"Training R² Score: {lr_train_r2:.4f}\")\n",
    "print(f\"Testing R² Score: {lr_test_r2:.4f}\")\n",
    "print(f\"Testing MAE: {lr_test_mae:,.2f}\")\n",
    "print(\"\\nModel Coefficients:\")\n",
    "print(f\"  Population coefficient: {lr_model.coef_[0]:.6f}\")\n",
    "print(f\"  Year coefficient: {lr_model.coef_[1]:.2f}\")\n",
    "print(f\"  Intercept: {lr_model.intercept_:.2f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1af8d1c7",
   "metadata": {},
   "source": [
    "### 5.3 Random Forest Regression Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "eb5b540e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "============================================================\n",
      "RANDOM FOREST REGRESSION MODEL PERFORMANCE\n",
      "============================================================\n",
      "Training MSE: 149,358,422,574.21\n",
      "Testing MSE: 1,226,770,030,128.70\n",
      "Training R² Score: 0.9815\n",
      "Testing R² Score: 0.8173\n",
      "Testing MAE: 332,392.95\n",
      "\n",
      "Feature Importances:\n",
      "  Population: 0.8985\n",
      "  Year: 0.1015\n"
     ]
    }
   ],
   "source": [
    "# Train Random Forest Regression model\n",
    "rf_model = RandomForestRegressor(n_estimators=100, random_state=42, n_jobs=-1)\n",
    "rf_model.fit(X_train, y_train)\n",
    "\n",
    "# Make predictions\n",
    "y_train_pred_rf = rf_model.predict(X_train)\n",
    "y_test_pred_rf = rf_model.predict(X_test)\n",
    "\n",
    "# Evaluate model\n",
    "rf_train_mse = mean_squared_error(y_train, y_train_pred_rf)\n",
    "rf_test_mse = mean_squared_error(y_test, y_test_pred_rf)\n",
    "rf_train_r2 = r2_score(y_train, y_train_pred_rf)\n",
    "rf_test_r2 = r2_score(y_test, y_test_pred_rf)\n",
    "rf_test_mae = mean_absolute_error(y_test, y_test_pred_rf)\n",
    "\n",
    "print(\"=\"*60)\n",
    "print(\"RANDOM FOREST REGRESSION MODEL PERFORMANCE\")\n",
    "print(\"=\"*60)\n",
    "print(f\"Training MSE: {rf_train_mse:,.2f}\")\n",
    "print(f\"Testing MSE: {rf_test_mse:,.2f}\")\n",
    "print(f\"Training R² Score: {rf_train_r2:.4f}\")\n",
    "print(f\"Testing R² Score: {rf_test_r2:.4f}\")\n",
    "print(f\"Testing MAE: {rf_test_mae:,.2f}\")\n",
    "print(\"\\nFeature Importances:\")\n",
    "for feature, importance in zip(['Population', 'Year'], rf_model.feature_importances_):\n",
    "    print(f\"  {feature}: {importance:.4f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "244e22c1",
   "metadata": {},
   "source": [
    "### 5.4 Model Comparison"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "20903fda",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "MODEL COMPARISON SUMMARY\n",
      "============================================================\n",
      "            Model  Training R²  Testing R²  Testing MSE   Testing MAE\n",
      "Linear Regression     0.740332    0.693109 2.061200e+12 541837.307372\n",
      "    Random Forest     0.981472    0.817347 1.226770e+12 332392.948911\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Compare model performance\n",
    "comparison_df = pd.DataFrame({\n",
    "    'Model': ['Linear Regression', 'Random Forest'],\n",
    "    'Training R²': [lr_train_r2, rf_train_r2],\n",
    "    'Testing R²': [lr_test_r2, rf_test_r2],\n",
    "    'Testing MSE': [lr_test_mse, rf_test_mse],\n",
    "    'Testing MAE': [lr_test_mae, rf_test_mae]\n",
    "})\n",
    "\n",
    "print(\"\\nMODEL COMPARISON SUMMARY\")\n",
    "print(\"=\"*60)\n",
    "print(comparison_df.to_string(index=False))\n",
    "\n",
    "# Visualize comparison\n",
    "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n",
    "\n",
    "# R² Score comparison\n",
    "models = comparison_df['Model']\n",
    "x_pos = np.arange(len(models))\n",
    "width = 0.35\n",
    "\n",
    "axes[0].bar(x_pos - width/2, comparison_df['Training R²'], width, label='Training R²', color='skyblue')\n",
    "axes[0].bar(x_pos + width/2, comparison_df['Testing R²'], width, label='Testing R²', color='coral')\n",
    "axes[0].set_xlabel('Model', fontsize=12)\n",
    "axes[0].set_ylabel('R² Score', fontsize=12)\n",
    "axes[0].set_title('Model Comparison: R² Score', fontsize=14, fontweight='bold')\n",
    "axes[0].set_xticks(x_pos)\n",
    "axes[0].set_xticklabels(models)\n",
    "axes[0].legend()\n",
    "axes[0].grid(axis='y', alpha=0.3)\n",
    "\n",
    "# MSE comparison\n",
    "axes[1].bar(models, comparison_df['Testing MSE'], color=['skyblue', 'coral'])\n",
    "axes[1].set_xlabel('Model', fontsize=12)\n",
    "axes[1].set_ylabel('Testing MSE', fontsize=12)\n",
    "axes[1].set_title('Model Comparison: Testing MSE', fontsize=14, fontweight='bold')\n",
    "axes[1].grid(axis='y', alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "64900128",
   "metadata": {},
   "source": [
    "## 6. Model Visualization and Analysis\n",
    "\n",
    "### 6.1 Actual vs Predicted Values (Linear Regression)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "485938af",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1400x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Actual vs Predicted for Linear Regression\n",
    "plt.figure(figsize=(14, 6))\n",
    "\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.scatter(y_test, y_test_pred_lr, alpha=0.5, s=30, color='blue')\n",
    "plt.plot([y_test.min(), y_test.max()], [y_test.min(), y_test.max()], 'r--', lw=2, label='Perfect Prediction')\n",
    "plt.xlabel('Actual CO₂ Emissions (kt)', fontsize=12)\n",
    "plt.ylabel('Predicted CO₂ Emissions (kt)', fontsize=12)\n",
    "plt.title('Linear Regression: Actual vs Predicted', fontsize=14, fontweight='bold')\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "# Residual plot\n",
    "residuals_lr = y_test - y_test_pred_lr\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.scatter(y_test_pred_lr, residuals_lr, alpha=0.5, s=30, color='blue')\n",
    "plt.axhline(y=0, color='r', linestyle='--', lw=2)\n",
    "plt.xlabel('Predicted CO₂ Emissions (kt)', fontsize=12)\n",
    "plt.ylabel('Residuals', fontsize=12)\n",
    "plt.title('Linear Regression: Residual Plot', fontsize=14, fontweight='bold')\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3a60575b",
   "metadata": {},
   "source": [
    "### 6.2 Actual vs Predicted Values (Random Forest)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "dade712b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1400x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Actual vs Predicted for Random Forest\n",
    "plt.figure(figsize=(14, 6))\n",
    "\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.scatter(y_test, y_test_pred_rf, alpha=0.5, s=30, color='green')\n",
    "plt.plot([y_test.min(), y_test.max()], [y_test.min(), y_test.max()], 'r--', lw=2, label='Perfect Prediction')\n",
    "plt.xlabel('Actual CO₂ Emissions (kt)', fontsize=12)\n",
    "plt.ylabel('Predicted CO₂ Emissions (kt)', fontsize=12)\n",
    "plt.title('Random Forest: Actual vs Predicted', fontsize=14, fontweight='bold')\n",
    "plt.legend()\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "# Residual plot\n",
    "residuals_rf = y_test - y_test_pred_rf\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.scatter(y_test_pred_rf, residuals_rf, alpha=0.5, s=30, color='green')\n",
    "plt.axhline(y=0, color='r', linestyle='--', lw=2)\n",
    "plt.xlabel('Predicted CO₂ Emissions (kt)', fontsize=12)\n",
    "plt.ylabel('Residuals', fontsize=12)\n",
    "plt.title('Random Forest: Residual Plot', fontsize=14, fontweight='bold')\n",
    "plt.grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5f0f19d6",
   "metadata": {},
   "source": [
    "### 6.3 Prediction Error Distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "792b3a8e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error Statistics:\n",
      "\n",
      "Linear Regression:\n",
      "  Mean Error: 16175.46\n",
      "  Std Error: 1435597.02\n",
      "\n",
      "Random Forest:\n",
      "  Mean Error: 7654.48\n",
      "  Std Error: 1107570.06\n"
     ]
    }
   ],
   "source": [
    "# Compare error distributions\n",
    "fig, axes = plt.subplots(1, 2, figsize=(16, 6))\n",
    "\n",
    "# Linear Regression errors\n",
    "axes[0].hist(residuals_lr, bins=50, color='blue', alpha=0.7, edgecolor='black')\n",
    "axes[0].axvline(x=0, color='red', linestyle='--', linewidth=2)\n",
    "axes[0].set_xlabel('Prediction Error (kt)', fontsize=12)\n",
    "axes[0].set_ylabel('Frequency', fontsize=12)\n",
    "axes[0].set_title('Linear Regression: Error Distribution', fontsize=14, fontweight='bold')\n",
    "axes[0].grid(True, alpha=0.3)\n",
    "\n",
    "# Random Forest errors\n",
    "axes[1].hist(residuals_rf, bins=50, color='green', alpha=0.7, edgecolor='black')\n",
    "axes[1].axvline(x=0, color='red', linestyle='--', linewidth=2)\n",
    "axes[1].set_xlabel('Prediction Error (kt)', fontsize=12)\n",
    "axes[1].set_ylabel('Frequency', fontsize=12)\n",
    "axes[1].set_title('Random Forest: Error Distribution', fontsize=14, fontweight='bold')\n",
    "axes[1].grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"Error Statistics:\")\n",
    "print(f\"\\nLinear Regression:\")\n",
    "print(f\"  Mean Error: {residuals_lr.mean():.2f}\")\n",
    "print(f\"  Std Error: {residuals_lr.std():.2f}\")\n",
    "print(f\"\\nRandom Forest:\")\n",
    "print(f\"  Mean Error: {residuals_rf.mean():.2f}\")\n",
    "print(f\"  Std Error: {residuals_rf.std():.2f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "34f4deab",
   "metadata": {},
   "source": [
    "## 7. Future CO₂ Emission Forecasting\n",
    "\n",
    "### 7.1 Predict Future Emissions for Specific Countries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "dcf05428",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average Annual Population Growth Rates:\n",
      "United States: 1.02%\n",
      "China: 1.27%\n",
      "India: 1.94%\n",
      "Germany: 0.16%\n",
      "Brazil: 1.82%\n"
     ]
    }
   ],
   "source": [
    "# Select a few countries for forecasting\n",
    "forecast_countries = ['United States', 'China', 'India', 'Germany', 'Brazil']\n",
    "\n",
    "# Get historical data for these countries\n",
    "forecast_data = merged_df[merged_df['country_name'].isin(forecast_countries)].copy()\n",
    "\n",
    "# Assume population growth rate continues\n",
    "# Calculate average annual growth rate for each country\n",
    "growth_rates = {}\n",
    "for country in forecast_countries:\n",
    "    country_data = forecast_data[forecast_data['country_name'] == country].sort_values('year')\n",
    "    if len(country_data) > 1:\n",
    "        years = country_data['year'].values\n",
    "        population = country_data['population'].values\n",
    "        # Calculate average annual growth rate\n",
    "        growth_rate = (population[-1] / population[0]) ** (1 / (years[-1] - years[0])) - 1\n",
    "        growth_rates[country] = growth_rate\n",
    "\n",
    "print(\"Average Annual Population Growth Rates:\")\n",
    "for country, rate in growth_rates.items():\n",
    "    print(f\"{country}: {rate*100:.2f}%\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1b6fc054",
   "metadata": {},
   "source": [
    "### 7.2 Generate Future Predictions (2025-2030)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "031671fd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Future CO₂ Emission Predictions (2025-2030):\n",
      "     country_name  year  projected_population  predicted_co2_emissions_kt\n",
      "0   United States  2025          3.488931e+08                4.107050e+06\n",
      "1   United States  2026          3.524434e+08                5.046199e+06\n",
      "2   United States  2027          3.560298e+08                5.237020e+06\n",
      "3   United States  2028          3.596527e+08                5.231768e+06\n",
      "4   United States  2029          3.633125e+08                4.758238e+06\n",
      "5   United States  2030          3.670095e+08                3.794305e+06\n",
      "6           China  2025          1.518829e+09                2.933506e+06\n",
      "7           China  2026          1.538178e+09                2.059732e+06\n",
      "8           China  2027          1.557772e+09                1.564407e+06\n",
      "9           China  2028          1.577617e+09                1.602299e+06\n",
      "10          China  2029          1.597714e+09                1.620330e+06\n",
      "11          China  2030          1.618067e+09                1.678584e+06\n",
      "12          India  2025          1.551841e+09                1.949803e+06\n",
      "13          India  2026          1.581899e+09                1.602299e+06\n",
      "14          India  2027          1.612540e+09                1.648241e+06\n"
     ]
    }
   ],
   "source": [
    "# Generate future predictions for years 2025-2030\n",
    "future_years = np.arange(2025, 2031)\n",
    "predictions = []\n",
    "\n",
    "for country in forecast_countries:\n",
    "    country_data = forecast_data[forecast_data['country_name'] == country].sort_values('year')\n",
    "    last_year = country_data['year'].max()\n",
    "    last_population = country_data[country_data['year'] == last_year]['population'].values[0]\n",
    "    \n",
    "    for year in future_years:\n",
    "        years_ahead = year - last_year\n",
    "        # Project future population\n",
    "        future_population = last_population * ((1 + growth_rates[country]) ** years_ahead)\n",
    "        \n",
    "        # Predict CO2 emissions using Random Forest (better performance)\n",
    "        X_future = np.array([[future_population, year]])\n",
    "        predicted_co2 = rf_model.predict(X_future)[0]\n",
    "        \n",
    "        predictions.append({\n",
    "            'country_name': country,\n",
    "            'year': year,\n",
    "            'projected_population': future_population,\n",
    "            'predicted_co2_emissions_kt': predicted_co2\n",
    "        })\n",
    "\n",
    "future_predictions_df = pd.DataFrame(predictions)\n",
    "print(\"\\nFuture CO₂ Emission Predictions (2025-2030):\")\n",
    "print(future_predictions_df.head(15))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c560074b",
   "metadata": {},
   "source": [
    "### 7.3 Visualize Historical and Predicted Emissions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "553cbfa4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1600x1000 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize historical and future predictions for each country\n",
    "plt.figure(figsize=(16, 10))\n",
    "\n",
    "for i, country in enumerate(forecast_countries, 1):\n",
    "    plt.subplot(2, 3, i)\n",
    "    \n",
    "    # Historical data\n",
    "    historical = forecast_data[forecast_data['country_name'] == country].sort_values('year')\n",
    "    plt.plot(historical['year'], historical['co2_emissions_kt'], \n",
    "             marker='o', markersize=4, linewidth=2, label='Historical', color='blue')\n",
    "    \n",
    "    # Future predictions\n",
    "    future = future_predictions_df[future_predictions_df['country_name'] == country]\n",
    "    plt.plot(future['year'], future['predicted_co2_emissions_kt'], \n",
    "             marker='s', markersize=5, linewidth=2, linestyle='--', label='Predicted', color='red')\n",
    "    \n",
    "    plt.xlabel('Year', fontsize=10)\n",
    "    plt.ylabel('CO₂ Emissions (kt)', fontsize=10)\n",
    "    plt.title(f'{country}', fontsize=12, fontweight='bold')\n",
    "    plt.legend(loc='best', fontsize=9)\n",
    "    plt.grid(True, alpha=0.3)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2952b892",
   "metadata": {},
   "source": [
    "### 7.4 Global Future Emission Trends"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "cf79c65c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1400x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Total Predicted Emissions for Selected Countries (2025-2030):\n",
      "   year  predicted_co2_emissions_kt\n",
      "0  2025                9.813813e+06\n",
      "1  2026                9.610207e+06\n",
      "2  2027                9.594367e+06\n",
      "3  2028                9.347133e+06\n",
      "4  2029                9.088862e+06\n",
      "5  2030                8.651624e+06\n"
     ]
    }
   ],
   "source": [
    "# Calculate total future emissions for forecast countries\n",
    "future_totals = future_predictions_df.groupby('year')['predicted_co2_emissions_kt'].sum().reset_index()\n",
    "historical_totals = forecast_data.groupby('year')['co2_emissions_kt'].sum().reset_index()\n",
    "\n",
    "plt.figure(figsize=(14, 7))\n",
    "plt.plot(historical_totals['year'], historical_totals['co2_emissions_kt'], \n",
    "         marker='o', markersize=5, linewidth=2.5, label='Historical (Selected Countries)', color='blue')\n",
    "plt.plot(future_totals['year'], future_totals['predicted_co2_emissions_kt'], \n",
    "         marker='s', markersize=6, linewidth=2.5, linestyle='--', label='Predicted (Selected Countries)', color='red')\n",
    "\n",
    "plt.xlabel('Year', fontsize=12)\n",
    "plt.ylabel('Total CO₂ Emissions (kt)', fontsize=12)\n",
    "plt.title('Total CO₂ Emissions: Historical and Predicted (Selected Countries)', fontsize=14, fontweight='bold')\n",
    "plt.legend(loc='best', fontsize=11)\n",
    "plt.grid(True, alpha=0.3)\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "print(\"\\nTotal Predicted Emissions for Selected Countries (2025-2030):\")\n",
    "print(future_totals)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ade3e313",
   "metadata": {},
   "source": [
    "## 8. Key Insights and Conclusions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "3bdb1270",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "================================================================================\n",
      "KEY INSIGHTS FROM THE ANALYSIS\n",
      "================================================================================\n",
      "\n",
      "1. DATA OVERVIEW:\n",
      "   - Total countries analyzed: 255\n",
      "   - Time period covered: 1960 to 2019\n",
      "   - Total data points: 13,923\n",
      "\n",
      "2. CORRELATION FINDINGS:\n",
      "   - Correlation between population and CO₂ emissions: 0.8554\n",
      "   - This indicates a strong positive relationship\n",
      "\n",
      "3. MODEL PERFORMANCE:\n",
      "   - Linear Regression R² Score: 0.6931\n",
      "   - Random Forest R² Score: 0.8173\n",
      "   - Best performing model: Random Forest\n",
      "\n",
      "4. TOP EMITTERS:\n",
      "   - Highest emitter: World (1,317,556,807 kt)\n",
      "   - Second highest: High income (667,285,815 kt)\n",
      "   - Third highest: IDA & IBRD total (666,733,460 kt)\n",
      "\n",
      "5. FUTURE PROJECTIONS:\n",
      "   - Projected emission growth (2025-2030): -11.84%\n",
      "   - This forecast is based on continued population growth trends\n",
      "\n",
      "6. ENVIRONMENTAL IMPLICATIONS:\n",
      "   - Strong correlation between population and emissions highlights the need for\n",
      "     sustainable development strategies\n",
      "   - AI-driven forecasting can help policymakers plan climate mitigation efforts\n",
      "   - Green data analytics provides actionable insights for environmental protection\n",
      "\n",
      "================================================================================\n",
      "CONCLUSION:\n",
      "================================================================================\n",
      "This analysis demonstrates the power of green data and AI in understanding\n",
      "and forecasting global CO₂ emissions. The strong relationship between population\n",
      "growth and emissions underscores the critical need for sustainable policies,\n",
      "renewable energy adoption, and data-driven environmental decision-making.\n",
      "================================================================================\n"
     ]
    }
   ],
   "source": [
    "# Summary statistics and insights\n",
    "print(\"=\"*80)\n",
    "print(\"KEY INSIGHTS FROM THE ANALYSIS\")\n",
    "print(\"=\"*80)\n",
    "\n",
    "print(\"\\n1. DATA OVERVIEW:\")\n",
    "print(f\"   - Total countries analyzed: {merged_df['country_name'].nunique()}\")\n",
    "print(f\"   - Time period covered: {merged_df['year'].min()} to {merged_df['year'].max()}\")\n",
    "print(f\"   - Total data points: {len(merged_df):,}\")\n",
    "\n",
    "print(\"\\n2. CORRELATION FINDINGS:\")\n",
    "correlation_value = merged_df[['population', 'co2_emissions_kt']].corr().iloc[0, 1]\n",
    "print(f\"   - Correlation between population and CO₂ emissions: {correlation_value:.4f}\")\n",
    "print(f\"   - This indicates a {'strong' if abs(correlation_value) > 0.7 else 'moderate' if abs(correlation_value) > 0.5 else 'weak'} positive relationship\")\n",
    "\n",
    "print(\"\\n3. MODEL PERFORMANCE:\")\n",
    "print(f\"   - Linear Regression R² Score: {lr_test_r2:.4f}\")\n",
    "print(f\"   - Random Forest R² Score: {rf_test_r2:.4f}\")\n",
    "print(f\"   - Best performing model: {'Random Forest' if rf_test_r2 > lr_test_r2 else 'Linear Regression'}\")\n",
    "\n",
    "print(\"\\n4. TOP EMITTERS:\")\n",
    "print(f\"   - Highest emitter: {top_emitters.index[0]} ({top_emitters.iloc[0]:,.0f} kt)\")\n",
    "print(f\"   - Second highest: {top_emitters.index[1]} ({top_emitters.iloc[1]:,.0f} kt)\")\n",
    "print(f\"   - Third highest: {top_emitters.index[2]} ({top_emitters.iloc[2]:,.0f} kt)\")\n",
    "\n",
    "print(\"\\n5. FUTURE PROJECTIONS:\")\n",
    "avg_future_growth = ((future_totals['predicted_co2_emissions_kt'].iloc[-1] / \n",
    "                      future_totals['predicted_co2_emissions_kt'].iloc[0]) - 1) * 100\n",
    "print(f\"   - Projected emission growth (2025-2030): {avg_future_growth:.2f}%\")\n",
    "print(f\"   - This forecast is based on continued population growth trends\")\n",
    "\n",
    "print(\"\\n6. ENVIRONMENTAL IMPLICATIONS:\")\n",
    "print(\"   - Strong correlation between population and emissions highlights the need for\")\n",
    "print(\"     sustainable development strategies\")\n",
    "print(\"   - AI-driven forecasting can help policymakers plan climate mitigation efforts\")\n",
    "print(\"   - Green data analytics provides actionable insights for environmental protection\")\n",
    "\n",
    "print(\"\\n\" + \"=\"*80)\n",
    "print(\"CONCLUSION:\")\n",
    "print(\"=\"*80)\n",
    "print(\"This analysis demonstrates the power of green data and AI in understanding\")\n",
    "print(\"and forecasting global CO₂ emissions. The strong relationship between population\")\n",
    "print(\"growth and emissions underscores the critical need for sustainable policies,\")\n",
    "print(\"renewable energy adoption, and data-driven environmental decision-making.\")\n",
    "print(\"=\"*80)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "85326225",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "venv",
   "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": "3.12.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
