{
 "cells": [
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   "metadata": {
    "id": "09004923-664d-4070-be0c-c10ba109952c"
   },
   "source": [
    "# <font color=red>Data Analysis Final Project</font>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bf389f6f-1a0b-4cd0-9b1a-5e0728d6dcdb",
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    "id": "bf389f6f-1a0b-4cd0-9b1a-5e0728d6dcdb"
   },
   "source": [
    "-----------------------------------------------------------------------------------------------------\n",
    "# Used Car Prices Analysis\n",
    "-----------------------------------------------------------------------------------------------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5a12b4cd-4fd2-4c0e-9fce-df8fdf0db6bf",
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     "iopub.status.idle": "2026-09-25T13:36:40.200739Z",
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    },
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   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "SEED = 42\n",
    "np.random.seed(SEED)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "40e8efd2-e95b-43f6-8052-a1d61a324a31",
   "metadata": {
    "id": "40e8efd2-e95b-43f6-8052-a1d61a324a31"
   },
   "source": [
    "## Used Car Price Dataset\n",
    "\n",
    "The used car market plays a crucial role in the car industry, offering buyers a more affordable way to own a vehicle and sellers a chance to recover part of their investment. Buying or selling a car is often a significant financial decision, and understanding the factors that influence price can help both sides make informed choices.\n",
    "\n",
    "This dataset contains detailed information on various aspects of used cars, including the make year, engine cc, mileage, transmission type, fuel type, accident history, and more. These features not only describe the vehicles but also provide insight into how different attributes contribute to their market value.\n",
    "\n",
    "By analyzing this data, I can identify patterns, compare pricing trends across different brands, and explore the impact of key factors such as engine size, number of previous owners, and accident history.\n",
    "\n",
    "In this project, I explore the dataset, draw meaningful conclusions, and build a predictive model that estimates the price range of a used car based on its characteristics."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "14c93545-6a8b-460c-a475-36971be5589e",
   "metadata": {
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     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "execution": {
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     "iopub.status.busy": "2026-09-25T13:36:40.203745Z",
     "iopub.status.idle": "2026-09-25T13:36:40.258458Z",
     "shell.execute_reply": "2026-09-25T13:36:40.258458Z"
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   "outputs": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>make_year</th>\n",
       "      <th>mileage_kmpl</th>\n",
       "      <th>engine_cc</th>\n",
       "      <th>fuel_type</th>\n",
       "      <th>owner_count</th>\n",
       "      <th>price_usd</th>\n",
       "      <th>brand</th>\n",
       "      <th>transmission</th>\n",
       "      <th>color</th>\n",
       "      <th>service_history</th>\n",
       "      <th>accidents_reported</th>\n",
       "      <th>insurance_valid</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2001</td>\n",
       "      <td>8.17</td>\n",
       "      <td>4000</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>4</td>\n",
       "      <td>8587.64</td>\n",
       "      <td>Chevrolet</td>\n",
       "      <td>Manual</td>\n",
       "      <td>White</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>No</td>\n",
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       "      <th>1</th>\n",
       "      <td>2014</td>\n",
       "      <td>17.59</td>\n",
       "      <td>1500</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>4</td>\n",
       "      <td>5943.50</td>\n",
       "      <td>Honda</td>\n",
       "      <td>Manual</td>\n",
       "      <td>Black</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2023</td>\n",
       "      <td>18.09</td>\n",
       "      <td>2500</td>\n",
       "      <td>Diesel</td>\n",
       "      <td>5</td>\n",
       "      <td>9273.58</td>\n",
       "      <td>BMW</td>\n",
       "      <td>Automatic</td>\n",
       "      <td>Black</td>\n",
       "      <td>Full</td>\n",
       "      <td>1</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2009</td>\n",
       "      <td>11.28</td>\n",
       "      <td>800</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>1</td>\n",
       "      <td>6836.24</td>\n",
       "      <td>Hyundai</td>\n",
       "      <td>Manual</td>\n",
       "      <td>Blue</td>\n",
       "      <td>Full</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2005</td>\n",
       "      <td>12.23</td>\n",
       "      <td>1000</td>\n",
       "      <td>Petrol</td>\n",
       "      <td>2</td>\n",
       "      <td>4625.79</td>\n",
       "      <td>Nissan</td>\n",
       "      <td>Automatic</td>\n",
       "      <td>Red</td>\n",
       "      <td>Full</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   make_year  mileage_kmpl  engine_cc fuel_type  owner_count  price_usd  \\\n",
       "0       2001          8.17       4000    Petrol            4    8587.64   \n",
       "1       2014         17.59       1500    Petrol            4    5943.50   \n",
       "2       2023         18.09       2500    Diesel            5    9273.58   \n",
       "3       2009         11.28        800    Petrol            1    6836.24   \n",
       "4       2005         12.23       1000    Petrol            2    4625.79   \n",
       "\n",
       "       brand transmission  color service_history  accidents_reported  \\\n",
       "0  Chevrolet       Manual  White             NaN                   0   \n",
       "1      Honda       Manual  Black             NaN                   0   \n",
       "2        BMW    Automatic  Black            Full                   1   \n",
       "3    Hyundai       Manual   Blue            Full                   0   \n",
       "4     Nissan    Automatic    Red            Full                   0   \n",
       "\n",
       "  insurance_valid  \n",
       "0              No  \n",
       "1             Yes  \n",
       "2             Yes  \n",
       "3             Yes  \n",
       "4             Yes  "
      ]
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>make_year</th>\n",
       "      <th>mileage_kmpl</th>\n",
       "      <th>engine_cc</th>\n",
       "      <th>owner_count</th>\n",
       "      <th>price_usd</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>10000.000000</td>\n",
       "      <td>10000.000000</td>\n",
       "      <td>10000.000000</td>\n",
       "      <td>10000.000000</td>\n",
       "      <td>10000.000000</td>\n",
       "      <td>10000.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2009.206900</td>\n",
       "      <td>17.960753</td>\n",
       "      <td>2287.130000</td>\n",
       "      <td>3.003500</td>\n",
       "      <td>7179.754532</td>\n",
       "      <td>0.492200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>8.373858</td>\n",
       "      <td>5.025486</td>\n",
       "      <td>1291.276927</td>\n",
       "      <td>1.418904</td>\n",
       "      <td>2795.270940</td>\n",
       "      <td>0.694109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1995.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>800.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2002.000000</td>\n",
       "      <td>14.540000</td>\n",
       "      <td>1200.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>5176.547500</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2009.000000</td>\n",
       "      <td>17.970000</td>\n",
       "      <td>1800.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>6961.260000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2016.000000</td>\n",
       "      <td>21.352500</td>\n",
       "      <td>3000.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>8993.732500</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2023.000000</td>\n",
       "      <td>35.000000</td>\n",
       "      <td>5000.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>17647.630000</td>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          make_year  mileage_kmpl     engine_cc   owner_count     price_usd  \\\n",
       "count  10000.000000  10000.000000  10000.000000  10000.000000  10000.000000   \n",
       "mean    2009.206900     17.960753   2287.130000      3.003500   7179.754532   \n",
       "std        8.373858      5.025486   1291.276927      1.418904   2795.270940   \n",
       "min     1995.000000      5.000000    800.000000      1.000000   1000.000000   \n",
       "25%     2002.000000     14.540000   1200.000000      2.000000   5176.547500   \n",
       "50%     2009.000000     17.970000   1800.000000      3.000000   6961.260000   \n",
       "75%     2016.000000     21.352500   3000.000000      4.000000   8993.732500   \n",
       "max     2023.000000     35.000000   5000.000000      5.000000  17647.630000   \n",
       "\n",
       "       accidents_reported  \n",
       "count        10000.000000  \n",
       "mean             0.492200  \n",
       "std              0.694109  \n",
       "min              0.000000  \n",
       "25%              0.000000  \n",
       "50%              0.000000  \n",
       "75%              1.000000  \n",
       "max              5.000000  "
      ]
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>fuel_type</th>\n",
       "      <th>brand</th>\n",
       "      <th>transmission</th>\n",
       "      <th>color</th>\n",
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       "      <th>count</th>\n",
       "      <td>10000</td>\n",
       "      <td>10000</td>\n",
       "      <td>10000</td>\n",
       "      <td>10000</td>\n",
       "      <td>7962</td>\n",
       "      <td>10000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
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       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>Petrol</td>\n",
       "      <td>Nissan</td>\n",
       "      <td>Manual</td>\n",
       "      <td>Gray</td>\n",
       "      <td>Full</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>4968</td>\n",
       "      <td>1089</td>\n",
       "      <td>5985</td>\n",
       "      <td>1705</td>\n",
       "      <td>4987</td>\n",
       "      <td>7934</td>\n",
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      "text/plain": [
       "       fuel_type   brand transmission  color service_history insurance_valid\n",
       "count      10000   10000        10000  10000            7962           10000\n",
       "unique         3      10            2      6               2               2\n",
       "top       Petrol  Nissan       Manual   Gray            Full             Yes\n",
       "freq        4968    1089         5985   1705            4987            7934"
      ]
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     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 10000 entries, 0 to 9999\n",
      "Data columns (total 12 columns):\n",
      " #   Column              Non-Null Count  Dtype  \n",
      "---  ------              --------------  -----  \n",
      " 0   make_year           10000 non-null  int64  \n",
      " 1   mileage_kmpl        10000 non-null  float64\n",
      " 2   engine_cc           10000 non-null  int64  \n",
      " 3   fuel_type           10000 non-null  object \n",
      " 4   owner_count         10000 non-null  int64  \n",
      " 5   price_usd           10000 non-null  float64\n",
      " 6   brand               10000 non-null  object \n",
      " 7   transmission        10000 non-null  object \n",
      " 8   color               10000 non-null  object \n",
      " 9   service_history     7962 non-null   object \n",
      " 10  accidents_reported  10000 non-null  int64  \n",
      " 11  insurance_valid     10000 non-null  object \n",
      "dtypes: float64(2), int64(4), object(6)\n",
      "memory usage: 937.6+ KB\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(10000, 12)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.read_csv(\"used_car_price_dataset_extended.csv\")\n",
    "\n",
    "display(df.head())\n",
    "display(df.describe())\n",
    "display(df.describe(include=['O']))\n",
    "df.info()\n",
    "display(df.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "550803a4-40be-47f3-93ec-6b0aea4deb38",
   "metadata": {
    "id": "550803a4-40be-47f3-93ec-6b0aea4deb38"
   },
   "source": [
    "- The sample includes 10,000 records and has 12 features.\n",
    "- There are 6 numeric variables and 6 categorical variables.\n",
    "- Only *service_history* has missing values."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d1860115-a24b-4b92-987a-6dc0ef4b57cc",
   "metadata": {
    "id": "d1860115-a24b-4b92-987a-6dc0ef4b57cc"
   },
   "source": [
    "## Exploratory Data Analysis\n",
    "\n",
    "### Visualizing Distributions\n",
    "\n",
    "Before visualizing the variables, I handle the missing values in *service_history*, the only feature that has them.\n",
    "\n",
    "Since a missing service history most likely means the car has no service history, I replace the missing values with \"None\"."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "8a57e6e3-7f92-4238-8992-6c3f579b7dea",
   "metadata": {
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   "outputs": [],
   "source": [
    "df = df.fillna(\"None\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "bab92567-5b2b-48e7-90b3-29c831354327",
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   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 511.111x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 511.111x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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OPPnkk0pISNDChQvNtoyMDL3//vvy8vJSw4YN82Q9N8vZ2TnHXufixYv1559/3tZ4KSkpysjIsGurUqWKnJycctyqlpfOnDljN+/k5GQ+fyB7vdf28fLyUrly5W5Y15NPPilJmjRpkl37hAkTJEnh4eF3VPetKFasmFq2bKnPP/9c8+bNU4sWLVSsWLFc+179e2wYhqZOnSpXV1c98cQTkqQOHTooMzNTo0ePzvHajIyMPPs848a49Q55ZtWqVdq/f78yMjKUmJioDRs2KDo6WkFBQfrmm29u+KSwUaNGacuWLQoPD1dQUJBOnTqladOmqWTJkqpfv76kv4PX19dXM2bMUKFChVSwYEHVqVMn1/PDN6NIkSKqX7++unfvrsTERE2aNEnlypWzuz2wV69eWrJkiVq0aKEOHTro0KFD+vzzz+0umLvV2lq3bq3GjRvr//7v/3TkyBFVq1ZNa9eu1ddff61+/frlGPt2vfTSS/rwww/VrVs37dq1S2XKlNGSJUu0bds2TZo06YbXUNwNrVq10qhRo9S9e3c99thj2r17t+bNm5fjnO/N2rBhg6KiovTss8+qQoUKysjI0GeffSZnZ2e1a9cuj6v//3r16qWzZ8+qSZMmKlmypP744w+9//77ql69unk9REhIiBo1aqSaNWuqSJEi2rlzp5YsWWJ3Mdu1qlWrpoiICM2cOVNJSUlq2LChfvzxR82dO1dPP/20GjdufNe2KTddu3Y1nzCZW1BLkoeHh1avXq2IiAjVqVNHq1at0ooVKzR06FDz9s2GDRvq5Zdf1pgxYxQbG6vmzZvL1dVVcXFxWrx4sSZPnpxnT7LEDTjuRgBYRfatd9mTm5ubERAQYDRr1syYPHmy3a1N2a697Wj9+vVGmzZtjMDAQMPNzc0IDAw0nn/+eeP333+3e93XX39thISEGC4uLna3DDVs2NCoXLlyrvVd79a7BQsWGEOGDDH8/PwMT09PIzw83Pjjjz9yvH78+PHGAw88YLi7uxv16tUzdu7cmWPMG9V27a1bhmEY58+fN/r3728EBgYarq6uRvny5Y1x48YZWVlZdv0kGZGRkTlqut4tgddKTEw0unfvbhQrVsxwc3MzqlSpkuvtgXl9611ut8NduXLFeP31140SJUoYnp6eRr169YyYmJjrvj/XjhEfH2/3cz18+LDRo0cPo2zZsoaHh4dRpEgRo3Hjxsa6devsXpfbzzB7rHHjxtm157bua9+/JUuWGM2bNzf8/PwMNzc3o3Tp0sbLL79snDx50uzz1ltvGY8++qjh6+treHp6Gg899JDx9ttvG2lpaWafaz8DhmEY6enpxptvvmkEBwcbrq6uRqlSpYwhQ4YYV65cset3vfcrt9/LG7nRLaOpqalG4cKFDR8fH+Py5cs5lkdERBgFCxY0Dh06ZDRv3twoUKCA4e/vb4wYMSLHLZaGYRgzZ840atasaXh6ehqFChUyqlSpYrzxxhvGiRMnbrpe3D6ejQ8AyCEjI0OBgYFq3bq1Pv744xzLu3XrpiVLlujChQsOqA63inP2AIAcli1bptOnT6tr166OLgV5gHP2AADT9u3b9euvv2r06NGqUaPGPb+QE3cHe/YAANP06dPVp08f+fn53fEX6yD/4Jw9AAAWx549AAAWR9gDAGBxhP1NMAxDKSkp+fpZ5AAAXA9hfxPOnz8vHx+fG35FKwAA+RVhDwCAxRH2AABYHGEPAIDFEfYAAFgcYQ8AgMUR9gAAWBxhDwCAxRH2AABYHGEPAIDFEfYAAFgcYQ8AgMUR9gAAWBxhDwCAxRH2AABYnMPD/s8//1Tnzp1VtGhReXp6qkqVKtq5c6e53DAMDR8+XCVKlJCnp6eaNm2quLg4uzHOnj2rTp06ydvbW76+vurZs6cuXLhg1+fXX3/V448/Lg8PD5UqVUpjx469J9sHAICjOTTsz507p3r16snV1VWrVq3S3r17NX78eBUuXNjsM3bsWE2ZMkUzZszQ9u3bVbBgQYWFhenKlStmn06dOmnPnj2Kjo7W8uXLtWXLFr300kvm8pSUFDVv3lxBQUHatWuXxo0bp5EjR2rmzJn3dHsBAHAIw4EGDx5s1K9f/7rLs7KyjICAAGPcuHFmW1JSkuHu7m4sWLDAMAzD2Lt3ryHJ2LFjh9ln1apVhs1mM/7880/DMAxj2rRpRuHChY3U1FS7dVesWPGm6kxOTjYkGcnJybe0fQAA5AcO3bP/5ptvVKtWLT377LPy8/NTjRo19NFHH5nL4+PjlZCQoKZNm5ptPj4+qlOnjmJiYiRJMTEx8vX1Va1atcw+TZs2lZOTk7Zv3272adCggdzc3Mw+YWFhOnDggM6dO5ejrtTUVKWkpNhNAADcrxwa9ocPH9b06dNVvnx5rVmzRn369FHfvn01d+5cSVJCQoIkyd/f3+51/v7+5rKEhAT5+fnZLXdxcVGRIkXs+uQ2xtXruNqYMWPk4+NjTqVKlcqDrQUAwDFcHLnyrKws1apVS++8844kqUaNGvrtt980Y8YMRUREOKyuIUOGaMCAAeZ8SkrKXQn8gL4f5/mYwJ1KmNLT0SUAyGMO3bMvUaKEQkJC7NoqVaqko0ePSpICAgIkSYmJiXZ9EhMTzWUBAQE6deqU3fKMjAydPXvWrk9uY1y9jqu5u7vL29vbbgIA4H7l0LCvV6+eDhw4YNf2+++/KygoSJIUHBysgIAArV+/3lyekpKi7du3KzQ0VJIUGhqqpKQk7dq1y+yzYcMGZWVlqU6dOmafLVu2KD093ewTHR2tihUr2l35DwCAFTk07Pv3768ffvhB77zzjg4ePKj58+dr5syZioyMlCTZbDb169dPb731lr755hvt3r1bXbt2VWBgoJ5++mlJfx8JaNGihV588UX9+OOP2rZtm6KiotSxY0cFBgZKkl544QW5ubmpZ8+e2rNnjxYuXKjJkyfbHaoHAMCqHHrOvnbt2lq6dKmGDBmiUaNGKTg4WJMmTVKnTp3MPm+88YYuXryol156SUlJSapfv75Wr14tDw8Ps8+8efMUFRWlJ554Qk5OTmrXrp2mTJliLvfx8dHatWsVGRmpmjVrqlixYho+fLjdvfgAAFiVzTAMw9FF5HcpKSny8fFRcnJynp6/5wI95EdcoAdYj8MflwsAAO4uwh4AAIsj7AEAsDjCHgAAiyPsAQCwOMIeAACLI+wBALA4wh4AAIsj7AEAsDjCHgAAiyPsAQCwOMIeAACLI+wBALA4wh4AAIsj7AEAsDjCHgAAiyPsAQCwOMIeAACLI+wBALA4wh4AAIsj7AEAsDjCHgAAiyPsAQCwOMIeAACLI+wBALA4wh4AAIsj7AEAsDjCHgAAiyPsAQCwOMIeAACLI+wBALA4wh4AAIsj7AEAsDjCHgAAiyPsAQCwOMIeAACLI+wBALA4wh4AAIsj7AEAsDjCHgAAiyPsAQCwOMIeAACLI+wBALA4wh4AAIsj7AEAsDjCHgAAiyPsAQCwOMIeAACLI+wBALA4wh4AAIsj7AEAsDjCHgAAiyPsAQCwOMIeAACLI+wBALA4wh4AAIsj7AEAsDiHhv3IkSNls9nspoceeshcfuXKFUVGRqpo0aLy8vJSu3btlJiYaDfG0aNHFR4ergIFCsjPz0+DBg1SRkaGXZ9NmzbpkUcekbu7u8qVK6c5c+bci80DACBfcPiefeXKlXXy5Elz2rp1q7msf//++vbbb7V48WJt3rxZJ06cUNu2bc3lmZmZCg8PV1pamr7//nvNnTtXc+bM0fDhw80+8fHxCg8PV+PGjRUbG6t+/fqpV69eWrNmzT3dTgAAHMXF4QW4uCggICBHe3Jysj7++GPNnz9fTZo0kSTNnj1blSpV0g8//KC6detq7dq12rt3r9atWyd/f39Vr15do0eP1uDBgzVy5Ei5ublpxowZCg4O1vjx4yVJlSpV0tatWzVx4kSFhYXd020FAMARHL5nHxcXp8DAQD344IPq1KmTjh49KknatWuX0tPT1bRpU7PvQw89pNKlSysmJkaSFBMToypVqsjf39/sExYWppSUFO3Zs8fsc/UY2X2yx8hNamqqUlJS7CYAAO5XDg37OnXqaM6cOVq9erWmT5+u+Ph4Pf744zp//rwSEhLk5uYmX19fu9f4+/srISFBkpSQkGAX9NnLs5fdqE9KSoouX76ca11jxoyRj4+POZUqVSovNhcAAIdw6GH8li1bmv+uWrWq6tSpo6CgIC1atEienp4Oq2vIkCEaMGCAOZ+SkkLgAwDuWw4/jH81X19fVahQQQcPHlRAQIDS0tKUlJRk1ycxMdE8xx8QEJDj6vzs+X/q4+3tfd0/KNzd3eXt7W03AQBwv8pXYX/hwgUdOnRIJUqUUM2aNeXq6qr169ebyw8cOKCjR48qNDRUkhQaGqrdu3fr1KlTZp/o6Gh5e3srJCTE7HP1GNl9sscAAMDqHBr2AwcO1ObNm3XkyBF9//33euaZZ+Ts7Kznn39ePj4+6tmzpwYMGKCNGzdq165d6t69u0JDQ1W3bl1JUvPmzRUSEqIuXbrol19+0Zo1azRs2DBFRkbK3d1dktS7d28dPnxYb7zxhvbv369p06Zp0aJF6t+/vyM3HQCAe8ah5+yPHz+u559/XmfOnFHx4sVVv359/fDDDypevLgkaeLEiXJyclK7du2UmpqqsLAwTZs2zXy9s7Ozli9frj59+ig0NFQFCxZURESERo0aZfYJDg7WihUr1L9/f02ePFklS5bUrFmzuO0OAPCvYTMMw3B0EfldSkqKfHx8lJycnKfn7wP6fpxnYwF5JWFKT0eXACCP5atz9gAAIO8R9gAAWBxhDwCAxRH2AABYHGEPAIDFEfYAAFgcYQ8AgMUR9gAAWBxhDwCAxRH2AABYHGEPAIDFEfYAAFgcYQ8AgMUR9gAAWBxhDwCAxRH2AABYHGEPAIDFEfYAAFgcYQ8AgMUR9gAAWBxhDwCAxRH2AABYHGEPAIDFEfYAAFgcYQ8AgMUR9gAAWBxhDwCAxRH2AABYHGEPAIDFEfYAAFgcYQ8AgMUR9gAAWBxhDwCAxRH2AABYHGEPAIDFEfYAAFgcYQ8AgMUR9gAAWBxhDwCAxRH2AABYHGEPAIDFEfYAAFgcYQ8AgMUR9gAAWBxhDwCAxRH2AABYHGEPAIDFEfYAAFgcYQ8AgMUR9gAAWBxhDwCAxRH2AABYHGEPAIDFEfYAAFgcYQ8AgMUR9gAAWBxhDwCAxeWbsH/33Xdls9nUr18/s+3KlSuKjIxU0aJF5eXlpXbt2ikxMdHudUePHlV4eLgKFCggPz8/DRo0SBkZGXZ9Nm3apEceeUTu7u4qV66c5syZcw+2CACA/CFfhP2OHTv04YcfqmrVqnbt/fv317fffqvFixdr8+bNOnHihNq2bWsuz8zMVHh4uNLS0vT9999r7ty5mjNnjoYPH272iY+PV3h4uBo3bqzY2Fj169dPvXr10po1a+7Z9gEA4Eg2wzAMRxZw4cIFPfLII5o2bZreeustVa9eXZMmTVJycrKKFy+u+fPnq3379pKk/fv3q1KlSoqJiVHdunW1atUqtWrVSidOnJC/v78kacaMGRo8eLBOnz4tNzc3DR48WCtWrNBvv/1mrrNjx45KSkrS6tWrb6rGlJQU+fj4KDk5Wd7e3nm27QF9P86zsYC8kjClp6NLAJDHXBxdQGRkpMLDw9W0aVO99dZbZvuuXbuUnp6upk2bmm0PPfSQSpcubYZ9TEyMqlSpYga9JIWFhalPnz7as2ePatSooZiYGLsxsvtcfbrgWqmpqUpNTTXnU1JS8mBLAeQV/lBGfpPf/0h2aNh/8cUX+umnn7Rjx44cyxISEuTm5iZfX1+7dn9/fyUkJJh9rg767OXZy27UJyUlRZcvX5anp2eOdY8ZM0ZvvvnmbW8XAAD5icPO2R87dkyvvfaa5s2bJw8PD0eVkashQ4YoOTnZnI4dO+bokgAAuG0OC/tdu3bp1KlTeuSRR+Ti4iIXFxdt3rxZU6ZMkYuLi/z9/ZWWlqakpCS71yUmJiogIECSFBAQkOPq/Oz5f+rj7e2d6169JLm7u8vb29tuAgDgfuWwsH/iiSe0e/duxcbGmlOtWrXUqVMn89+urq5av369+ZoDBw7o6NGjCg0NlSSFhoZq9+7dOnXqlNknOjpa3t7eCgkJMftcPUZ2n+wxAACwOoedsy9UqJAefvhhu7aCBQuqaNGiZnvPnj01YMAAFSlSRN7e3nr11VcVGhqqunXrSpKaN2+ukJAQdenSRWPHjlVCQoKGDRumyMhIubu7S5J69+6tqVOn6o033lCPHj20YcMGLVq0SCtWrLi3GwwAgIM4/Gr8G5k4caKcnJzUrl07paamKiwsTNOmTTOXOzs7a/ny5erTp49CQ0NVsGBBRUREaNSoUWaf4OBgrVixQv3799fkyZNVsmRJzZo1S2FhYY7YJAAA7jmH32d/P+A+e/yb5PdbiCQ+O8h/8vvnJl88QQ8AANw9hD0AABZH2AMAYHGEPQAAFkfYAwBgcYQ9AAAWR9gDAGBxhD0AABZH2AMAYHGEPQAAFkfYAwBgcYQ9AAAWR9gDAGBxhD0AABZH2AMAYHGEPQAAFkfYAwBgcYQ9AAAWR9gDAGBxhD0AABZH2AMAYHGEPQAAFkfYAwBgcYQ9AAAWR9gDAGBxhD0AABZH2AMAYHGEPQAAFkfYAwBgcYQ9AAAWR9gDAGBxhD0AABZH2AMAYHGEPQAAFndbYd+kSRMlJSXlaE9JSVGTJk3utCYAAJCHbivsN23apLS0tBztV65c0XfffXfHRQEAgLzjciudf/31V/Pfe/fuVUJCgjmfmZmp1atX64EHHsi76gAAwB27pbCvXr26bDabbDZbrofrPT099f777+dZcQAA4M7dUtjHx8fLMAw9+OCD+vHHH1W8eHFzmZubm/z8/OTs7JznRQIAgNt3S2EfFBQkScrKyrorxQAAgLx3S2F/tbi4OG3cuFGnTp3KEf7Dhw+/48IAAEDeuK2w/+ijj9SnTx8VK1ZMAQEBstls5jKbzUbYAwCQj9xW2L/11lt6++23NXjw4LyuBwAA5LHbus/+3LlzevbZZ/O6FgAAcBfcVtg/++yzWrt2bV7XAgAA7oLbOoxfrlw5/fe//9UPP/ygKlWqyNXV1W55375986Q4AABw524r7GfOnCkvLy9t3rxZmzdvtltms9kIewAA8pHbCvv4+Pi8rgMAANwlfMUtAAAWd1t79j169Ljh8k8++eS2igEAAHnvtsL+3LlzdvPp6en67bfflJSUxPfZAwCQz9xW2C9dujRHW1ZWlvr06aOyZcvecVEAACDv5Nk5eycnJw0YMEATJ07MqyEBAEAeyNML9A4dOqSMjIy8HBIAANyh2zqMP2DAALt5wzB08uRJrVixQhEREXlSGAAAyBu3FfY///yz3byTk5OKFy+u8ePH/+OV+gAA4N66rbDfuHFjXtcBAADukjs6Z3/69Glt3bpVW7du1enTp2/59dOnT1fVqlXl7e0tb29vhYaGatWqVebyK1euKDIyUkWLFpWXl5fatWunxMREuzGOHj2q8PBwFShQQH5+fho0aFCO6wY2bdqkRx55RO7u7ipXrpzmzJlzW9sLAMD96LbC/uLFi+rRo4dKlCihBg0aqEGDBgoMDFTPnj116dKlmx6nZMmSevfdd7Vr1y7t3LlTTZo0UZs2bbRnzx5JUv/+/fXtt99q8eLF2rx5s06cOKG2bduar8/MzFR4eLjS0tL0/fffa+7cuZozZ46GDx9u9omPj1d4eLgaN26s2NhY9evXT7169dKaNWtuZ9MBALjv2AzDMG71RS+//LLWrVunqVOnql69epKkrVu3qm/fvmrWrJmmT59+2wUVKVJE48aNU/v27VW8eHHNnz9f7du3lyTt379flSpVUkxMjOrWratVq1apVatWOnHihPz9/SVJM2bM0ODBg3X69Gm5ublp8ODBWrFihX777TdzHR07dlRSUpJWr159UzWlpKTIx8dHycnJ8vb2vu1tu1ZA34/zbCwgryRM6enoEv4Rnx3kN/n9c3Nbe/ZffvmlPv74Y7Vs2dI8BP/kk0/qo48+0pIlS26rkMzMTH3xxRe6ePGiQkNDtWvXLqWnp6tp06Zmn4ceekilS5dWTEyMJCkmJkZVqlQxg16SwsLClJKSYh4diImJsRsju0/2GLlJTU1VSkqK3QQAwP3qtsL+0qVLdgGbzc/P75YO40vS7t275eXlJXd3d/Xu3VtLly5VSEiIEhIS5ObmJl9fX7v+/v7+SkhIkCQlJCTkqCN7/p/6pKSk6PLly7nWNGbMGPn4+JhTqVKlbmmbAADIT24r7ENDQzVixAhduXLFbLt8+bLefPNNhYaG3tJYFStWVGxsrLZv364+ffooIiJCe/fuvZ2y8syQIUOUnJxsTseOHXNoPQAA3InbuvVu0qRJatGihUqWLKlq1apJkn755Re5u7tr7dq1tzSWm5ubypUrJ0mqWbOmduzYocmTJ+u5555TWlqakpKS7PbuExMTFRAQIEkKCAjQjz/+aDde9tX6V/e59gr+xMREeXt7y9PTM9ea3N3d5e7ufkvbAQBAfnVbe/ZVqlRRXFycxowZo+rVq6t69ep69913dfDgQVWuXPmOCsrKylJqaqpq1qwpV1dXrV+/3lx24MABHT161Dx6EBoaqt27d+vUqVNmn+joaHl7eyskJMTsc/UY2X1u9QgEAAD3q9vasx8zZoz8/f314osv2rV/8sknOn36tAYPHnxT4wwZMkQtW7ZU6dKldf78ec2fP1+bNm3SmjVr5OPjo549e2rAgAEqUqSIvL299eqrryo0NFR169aVJDVv3lwhISHq0qWLxo4dq4SEBA0bNkyRkZHmnnnv3r01depUvfHGG+rRo4c2bNigRYsWacWKFbez6QAA3Hdua8/+ww8/1EMPPZSjvXLlypoxY8ZNj3Pq1Cl17dpVFStW1BNPPKEdO3ZozZo1atasmSRp4sSJatWqldq1a6cGDRooICBAX331lfl6Z2dnLV++XM7OzgoNDVXnzp3VtWtXjRo1yuwTHBysFStWKDo6WtWqVdP48eM1a9YshYWF3c6mAwBw37mt++w9PDy0b98+BQcH27UfPnxYISEhdhfuWQH32ePfJL/fLyzx2UH+k98/N7e1Z1+qVClt27YtR/u2bdsUGBh4x0UBAIC8c1vn7F988UX169dP6enpatKkiSRp/fr1euONN/T666/naYEAAODO3FbYDxo0SGfOnNErr7yitLQ0SX8f2h88eLCGDBmSpwUCAIA7c1thb7PZ9L///U///e9/tW/fPnl6eqp8+fLcmw4AQD50W2GfzcvLS7Vr186rWgAAwF1wR99nDwAA8j/CHgAAiyPsAQCwOMIeAACLI+wBALA4wh4AAIsj7AEAsDjCHgAAiyPsAQCwOMIeAACLI+wBALA4wh4AAIsj7AEAsDjCHgAAiyPsAQCwOMIeAACLI+wBALA4wh4AAIsj7AEAsDjCHgAAiyPsAQCwOMIeAACLI+wBALA4wh4AAIsj7AEAsDjCHgAAiyPsAQCwOMIeAACLI+wBALA4wh4AAIsj7AEAsDjCHgAAiyPsAQCwOMIeAACLI+wBALA4wh4AAIsj7AEAsDjCHgAAiyPsAQCwOMIeAACLI+wBALA4wh4AAIsj7AEAsDjCHgAAiyPsAQCwOMIeAACLI+wBALA4wh4AAIsj7AEAsDjCHgAAiyPsAQCwOMIeAACLc2jYjxkzRrVr11ahQoXk5+enp59+WgcOHLDrc+XKFUVGRqpo0aLy8vJSu3btlJiYaNfn6NGjCg8PV4ECBeTn56dBgwYpIyPDrs+mTZv0yCOPyN3dXeXKldOcOXPu9uYBAJAvODTsN2/erMjISP3www+Kjo5Wenq6mjdvrosXL5p9+vfvr2+//VaLFy/W5s2bdeLECbVt29ZcnpmZqfDwcKWlpen777/X3LlzNWfOHA0fPtzsEx8fr/DwcDVu3FixsbHq16+fevXqpTVr1tzT7QUAwBFshmEYji4i2+nTp+Xn56fNmzerQYMGSk5OVvHixTV//ny1b99ekrR//35VqlRJMTExqlu3rlatWqVWrVrpxIkT8vf3lyTNmDFDgwcP1unTp+Xm5qbBgwdrxYoV+u2338x1dezYUUlJSVq9evU/1pWSkiIfHx8lJyfL29s7z7Y3oO/HeTYWkFcSpvR0dAn/iM8O8pv8/rnJV+fsk5OTJUlFihSRJO3atUvp6elq2rSp2eehhx5S6dKlFRMTI0mKiYlRlSpVzKCXpLCwMKWkpGjPnj1mn6vHyO6TPca1UlNTlZKSYjcBAHC/yjdhn5WVpX79+qlevXp6+OGHJUkJCQlyc3OTr6+vXV9/f38lJCSYfa4O+uzl2ctu1CclJUWXL1/OUcuYMWPk4+NjTqVKlcqTbQQAwBHyTdhHRkbqt99+0xdffOHoUjRkyBAlJyeb07FjxxxdEgAAt83F0QVIUlRUlJYvX64tW7aoZMmSZntAQIDS0tKUlJRkt3efmJiogIAAs8+PP/5oN1721fpX97n2Cv7ExER5e3vL09MzRz3u7u5yd3fPk20DAMDRHLpnbxiGoqKitHTpUm3YsEHBwcF2y2vWrClXV1etX7/ebDtw4ICOHj2q0NBQSVJoaKh2796tU6dOmX2io6Pl7e2tkJAQs8/VY2T3yR4DAAArc+iefWRkpObPn6+vv/5ahQoVMs+x+/j4yNPTUz4+PurZs6cGDBigIkWKyNvbW6+++qpCQ0NVt25dSVLz5s0VEhKiLl26aOzYsUpISNCwYcMUGRlp7p337t1bU6dO1RtvvKEePXpow4YNWrRokVasWOGwbQcA4F5x6J799OnTlZycrEaNGqlEiRLmtHDhQrPPxIkT1apVK7Vr104NGjRQQECAvvrqK3O5s7Ozli9fLmdnZ4WGhqpz587q2rWrRo0aZfYJDg7WihUrFB0drWrVqmn8+PGaNWuWwsLC7un2AgDgCPnqPvv8ivvs8W+S3+8XlvjsIP/J75+bfHM1PgAAuDsIewAALI6wBwDA4gh7AAAsjrAHAMDiCHsAACyOsAcAwOIIewAALI6wBwDA4gh7AAAsjrAHAMDiCHsAACyOsAcAwOIIewAALI6wBwDA4gh7AAAsjrAHAMDiCHsAACyOsAcAwOIIewAALI6wBwDA4gh7AAAsjrAHAMDiCHsAACyOsAcAwOIIewAALI6wBwDA4gh7AAAsjrAHAMDiCHsAACyOsAcAwOIIewAALI6wBwDA4gh7AAAsjrAHAMDiCHsAACyOsAcAwOIIewAALI6wBwDA4gh7AAAsjrAHAMDiCHsAACyOsAcAwOIIewAALI6wBwDA4gh7AAAsjrAHAMDiCHsAACyOsAcAwOIIewAALI6wBwDA4gh7AAAsjrAHAMDiCHsAACyOsAcAwOIIewAALI6wBwDA4hwa9lu2bFHr1q0VGBgom82mZcuW2S03DEPDhw9XiRIl5OnpqaZNmyouLs6uz9mzZ9WpUyd5e3vL19dXPXv21IULF+z6/Prrr3r88cfl4eGhUqVKaezYsXd70wAAyDccGvYXL15UtWrV9MEHH+S6fOzYsZoyZYpmzJih7du3q2DBggoLC9OVK1fMPp06ddKePXsUHR2t5cuXa8uWLXrppZfM5SkpKWrevLmCgoK0a9cujRs3TiNHjtTMmTPv+vYBAJAfuDhy5S1btlTLli1zXWYYhiZNmqRhw4apTZs2kqRPP/1U/v7+WrZsmTp27Kh9+/Zp9erV2rFjh2rVqiVJev/99/Xkk0/qvffeU2BgoObNm6e0tDR98skncnNzU+XKlRUbG6sJEybY/VFwtdTUVKWmpprzKSkpebzlAADcO/n2nH18fLwSEhLUtGlTs83Hx0d16tRRTEyMJCkmJka+vr5m0EtS06ZN5eTkpO3bt5t9GjRoIDc3N7NPWFiYDhw4oHPnzuW67jFjxsjHx8ecSpUqdTc2EQCAeyLfhn1CQoIkyd/f367d39/fXJaQkCA/Pz+75S4uLipSpIhdn9zGuHod1xoyZIiSk5PN6dixY3e+QQAAOIhDD+PnV+7u7nJ3d3d0GQAA5Il8u2cfEBAgSUpMTLRrT0xMNJcFBATo1KlTdsszMjJ09uxZuz65jXH1OgAAsLJ8G/bBwcEKCAjQ+vXrzbaUlBRt375doaGhkqTQ0FAlJSVp165dZp8NGzYoKytLderUMfts2bJF6enpZp/o6GhVrFhRhQsXvkdbAwCA4zg07C9cuKDY2FjFxsZK+vuivNjYWB09elQ2m039+vXTW2+9pW+++Ua7d+9W165dFRgYqKefflqSVKlSJbVo0UIvvviifvzxR23btk1RUVHq2LGjAgMDJUkvvPCC3Nzc1LNnT+3Zs0cLFy7U5MmTNWDAAAdtNQAA95ZDz9nv3LlTjRs3NuezAzgiIkJz5szRG2+8oYsXL+qll15SUlKS6tevr9WrV8vDw8N8zbx58xQVFaUnnnhCTk5OateunaZMmWIu9/Hx0dq1axUZGamaNWuqWLFiGj58+HVvuwMAwGpshmEYji4iv0tJSZGPj4+Sk5Pl7e2dZ+MG9P04z8YC8krClJ6OLuEf8dlBfpPfPzf59pw9AADIG4Q9AAAWR9gDAGBxhD0AABZH2AMAYHGEPQAAFkfYAwBgcYQ9AAAWR9gDAGBxhD0AABZH2AMAYHGEPQAAFkfYAwBgcYQ9AAAWR9gDAGBxhD0AABZH2AMAYHGEPQAAFkfYAwBgcYQ9AAAWR9gDAGBxhD0AABZH2AMAYHGEPQAAFkfYAwBgcYQ9AAAWR9gDAGBxhD0AABZH2AMAYHGEPQAAFkfYAwBgcYQ9AAAWR9gDAGBxhD0AABZH2AMAYHGEPQAAFkfYAwBgcYQ9AAAWR9gDAGBxhD0AABZH2AMAYHGEPQAAFkfYAwBgcYQ9AAAWR9gDAGBxhD0AABZH2AMAYHGEPQAAFkfYAwBgcYQ9AAAWR9gDAGBxhD0AABZH2AMAYHGEPQAAFkfYAwBgcYQ9AAAWR9gDAGBx/6qw/+CDD1SmTBl5eHioTp06+vHHHx1dEgAAd92/JuwXLlyoAQMGaMSIEfrpp59UrVo1hYWF6dSpU44uDQCAu8rF0QXcKxMmTNCLL76o7t27S5JmzJihFStW6JNPPtF//vMfu76pqalKTU0155OTkyVJKSkpeVpTVtrlPB0PyAt5/Xt+N/DZQX5ztz43hQoVks1mu/OBjH+B1NRUw9nZ2Vi6dKlde9euXY2nnnoqR/8RI0YYkpiYmJiYmBw6JScn50kO/iv27P/66y9lZmbK39/frt3f31/79+/P0X/IkCEaMGCAOZ+VlaWzZ8+qaNGiefMXFvJUSkqKSpUqpWPHjsnb29vR5QD3DT47+V+hQoXyZJx/RdjfKnd3d7m7u9u1+fr6OqYY3DRvb2/+wwJuA58d6/tXXKBXrFgxOTs7KzEx0a49MTFRAQEBDqoKAIB7418R9m5ubqpZs6bWr19vtmVlZWn9+vUKDQ11YGUAANx9/5rD+AMGDFBERIRq1aqlRx99VJMmTdLFixfNq/Nx/3J3d9eIESNynHoBcGN8dv49bIZhGI4u4l6ZOnWqxo0bp4SEBFWvXl1TpkxRnTp1HF0WAAB31b8q7AEA+Df6V5yzBwDg34ywBwDA4gh7AAAsjrAHAMDiCHv862RkZDi6BAC4pwh7/KuMGTNGU6ZM0cWLFx1dCgDcM4Q9/lX++usvDRw4UJ999hmBD+SR7Du4jx8/roSEBAdXg9wQ9vhXGT9+vIYPH66oqCh9+umnBD5whwzDkM1m07Jly9S2bVutWLFCZ86ccXRZuMa/5nG5QFZWlpycnDRy5EhlZWXp1VdflSR17dpVBQsWdHB1wP3JZrNp5cqVev755zVmzBi1aNFCRYsWdXRZuAZhj38NJycnZWZmytnZWaNGjZJhGAQ+cIuuXLkiDw8PSX/v1V+8eFGTJ0/WoEGD1K9fP7Nf9h/XyB8Ie1he9mHGzMxMM+wlafTo0ezhA7dg9OjRCggIUM+ePeXk5CSbzSZXV1cdP35c7dq1k/T/Qz476BMTE+Xv7+/IsiHCHhaXHfRr1qzRp59+qiNHjqhZs2Z64YUXVKFCBb399tuSpFdffVVOTk7q1KmTvLy8HFw1kD+dO3dO7dq1sztKlpmZqUuXLunw4cOS/j6Clh34hw4d0rp169SuXTsVK1bMwdX/u3GMBZZms9n09ddf69lnn1WhQoX03HPP6YMPPtDIkSO1ZcsWSdLbb7+toUOHqk+fPlq0aJH4biggdxMmTFBISIg2bdqk6dOn6/Tp0ypQoID69eunjz/+WJ988okkmXv106dP14IFC+Tiwn6lo/EOwNL27NmjN954Q2PHjlXv3r1lGIZGjx6tlStX6uzZs3J2dla9evU0atQoubm5KTQ0VDabzdFlA/nC1efd09LS5ObmJkn65ptv9Nlnn8nFxUWdO3dWx44ddfjwYQ0aNEixsbHy9/dXfHy8lixZos2bN8vX19eBWwGJsIdFZe+dX7lyRZ06dVLPnj11/PhxPf744+rUqZO6d++uunXrysvLS5cuXVKzZs00bNgwB1cN5C9OTk46ceKEAgMD5ebmplWrVunChQuaMGGCMjIyNHbsWGVlZalXr1568803Vb16db3//vsqUKCA/P39tXXrVj388MOO3gyI77OHxWSfo8/eCzl37pz++usvlS1bVp07d5arq6umTZumggULqkmTJtq0aZM6d+6sDz/8UJ6eno4uH8hXzp8/r8cff1zBwcGKiIhQ27ZttWjRIrVv316SFBUVpRUrVmjgwIHq0qWLvL29lZ6eLldXV6Wmpsrd3d3BW4BsnLOHpdhsNu3YsUOhoaE6fvy4ChcurHLlyikzM1N//vmnqlSpYl5xX6lSJc2fP18jR44k6IFcuLi4aMyYMdq6das6duyoefPmqX379rp8+bIkaerUqQoPD9f48eM1b948nT59Wq6urpJkHvJH/kDYw3LOnj0rJycndejQQSdPnpTNZtPZs2eVlJSk3377TStWrNDQoUO1bNkyNWvWTA8++KCjSwbyJU9PTwUFBen8+fPy8PDQ8uXLzfYrV65I+jvwW7durf/85z/6+uuvzVNoXPuSv3AYH5a0bt06vf3227p48aKWLl2qBx54QNHR0YqIiFChQoWUnp6uL7/8UjVq1HB0qUC+lH1KLDk5WfHx8Tp+/LgiIyNVp04dLVq0SJL9A3aGDx+uLl26qHz58o4sG9dB2MMSfv75Z5UrV06FChUy29auXasxY8bYBf7hw4dlGIYKFSokPz8/B1YM5E9Xh7yXl5fS0tLk6emplJQUrV69WoMGDVJoaKi++OILSdK0adPk5+dnnsdH/kTY47538uRJtWnTRr6+vvryyy/NwM/KytLy5cv16quvqmzZsvrss8/0wAMPOLhaIP/KDvpVq1Zp8uTJOn/+vHx9fTVhwgRVrFhRFy5c0MqVKzVo0CAFBgaqZs2amjZtmn777TeFhIQ4unzcAOfscd8rVqyYXnrpJV2+fFldunTR+fPnJf1929BTTz2l4OBgbdmyRZ07d1ZmZqaDqwXyr6sfQlW3bl316tVLktSwYUPt2rVLXl5eatWqlT799FP5+fnp2LFjio2NJejvA+zZ476TvfeRnp6ujIwMeXp6Kj09XV988YU++OADlShRQgsWLJCHh4eysrIUGRmpRx99VGFhYQoMDHR0+UC+dfDgQb3wwguKiIhQZGSkjh8/rvr16ys1NVUXL17UunXr9Oijj5r9L1++zJ0s9wn27HFfyQ76FStWqEOHDmrdurU++ugjubq66oUXXlBUVJROnDihRo0aaeHChXrttde0adMmgh64CampqWrQoIH5EKomTZqoWbNm2rZtm8qVK6e2bdvqhx9+MPsT9PcP9uxxX8gOeUnasGGD2rRpo2effVapqalauHChoqKiNHbsWDk7O2v9+vV67733FBcXpyJFimjWrFlcdQ/cpPj4eAUHB6t37946ffq05s2bJw8PD3Xq1ElffPGFAgMDFRcXZ16Fj/sDj8vFfSE76E+ePKn4+HiNHj3a/O7sDh06qH379srKytLYsWPVvHlzNW/eXEeOHFHhwoXl4+PjwMqB/Cn7D+g///xTaWlpCgoKkpOTk4KDg3Xp0iXt27dPLVq0MEPdx8dHS5cuVd26dQn6+xCH8XHfOHr0qB544AENHjzY7oEdbdq00VdffaXp06dryJAhOnv2rCSpTJkyBD1wHTabTV9++aWaNGmi2rVrq3PnzlqzZo0kqUCBAgoMDNT06dP19ddfKyoqSl9//bWqVq3KLav3KcIe943SpUtr+vTpOn/+vOLi4pSeni7p7z2U1q1ba9myZZo8ebLGjRunrKwsB1cL5G+HDx/W0KFDFRUVpalTpyo+Pl7vvfeeFixYIEkaNWqUKleurNdee03btm3T8uXLVaZMGccWjdvGYXzcV15++WXzCvugoCANHDhQNptNhmEoPDxcK1euNA9HAvj/rn2MbYECBfT444+rd+/ecnV11aOPPqpXX33VvOC1ffv2WrVqlQ4fPqwiRYrwNbX3OS7QQ76UfT7xt99+06lTp5SSkqKnn37aXD516lT17dtX//vf/+wCn+dxA7nL/nxER0dr0aJFunjxolJTU/Xll1+afQ4ePKi+ffsqIyNDL7zwgrp16+a4gpGn2P1BvpP9n9LSpUvVsmVL9evXT927d1dYWJh2796trKwsRUVFacqUKfrvf/+r0aNHE/TAP7DZbNqwYYPCwsJ09uxZfffdd1q3bp0mTZpk9ilXrpzef/99Xbp0ScuWLVNKSorjCkaeYs8eDpeVlZXjsPu6devUoUMHjRs3Tj179tTPP/+smjVrqnHjxho3bpxq1Kghm82mcePG6d133zVvswOQu4MHD2rdunXKysrSK6+8ovj4eL311ls6cOCAnn/+eUVGRpp94+Pj5eLiolKlSjmwYuQlwh4OlR30R44c0a+//qqnnnpKaWlpGjx4sHx8fDRy5EjFx8eradOmatCggbZs2SI/Pz9NnTpVNWrUkJOTk86dO6fChQs7elOAfOvgwYN65plndPbsWU2cOFEdOnSQJB06dEhjxozRnj17FBERod69ezu4UtwtHMaHQzk5OenEiROqXbu2/vOf/2j+/Plyc3PTk08+qQ4dOigpKUnPPfecmjRpotmzZ2vWrFnavn27Xn75Ze3evVuSCHrgH7i5ualFixZKS0vT999/b7aXLVtWQ4cOVdWqVTV58mTNmjXLgVXibuJqfDjc77//rrNnzyo4OFgLFy6Uk5OTOnbsKElaunSpDMPQ4MGDJf39/dmtW7fWsWPH7L7OFsD/d+01LKVLl9Zrr70mNzc3ff755/Lz89PQoUMlSQ8++KAGDhwod3d3NW3a1FEl4y4j7OFwjRo1Urdu3fTTTz/J1dVVM2fOVHp6urp06aLExESdPHnSfAb31q1bVb16dX311VdydnZ2cOVA/pMd9Dt27NC+fft09uxZtW7dWmXLllW/fv1ks9k0d+5cSTIDv3z58powYYJcXIgEq+KcPe6pay/GS01Nlbu7u1auXKnFixfr+eef14cffqi//vpL/fv3V6NGjfTwww/Lw8NDAQEB+u2337Rp0yZVr17dcRsB5HNLlizRiy++qODgYKWkpCghIUHvvvuuevXqpZSUFE2ZMkVff/21nn76aY0ePdrR5eIe4Jw97pnsoD927JiWLl0qSXJ3d5ck1a5dWz/88IPi4uI0Y8YMFStWTO+99562bt2qn376Sc8884waNGigmJgYgh64gT179igqKkqTJk3S5s2bdfDgQfXr109vvvmmZs+eLT8/P7344otq1qyZ1q5dqzNnzji6ZNwD7Nnjnjp27Jhq1Kihs2fPqmXLloqIiFD16tVVoUIFffvttxo3bpy+/PJL/fXXXxo2bJjOnj2ryMhItW/f3tGlA/nStefnN27cqN69e2vt2rUqVaqUeSRt6NCh+uCDD7Rnzx6VLFlSJ06ckKurq4oXL+6o0nEPsWePeyorK0vBwcGqW7euEhISFB0drebNm2vmzJm6fPmyfHx8tHPnTlWqVEmjR4+Wi4uL5s6dy8M9gKtc/d0PV38jZHp6ui5evKjjx4+rQIECcnJy0uXLlyVJI0aMkLe3tzZs2CBJCgwMJOj/RQh73FNBQUGaP3++SpQoodKlS+vJJ5/UpEmTtGDBAi1YsEArVqzQm2++qbS0NIWEhGjq1KmaPn26vL29HV06kG9kP5si+2uev/rqK7Vv3948YhYSEqLOnTsrLS1Nnp6eMgxD58+fV6FChXjG/b8UYY97rnz58nrnnXeUmpqqGTNmKCQkRMuXL9fgwYMVHh6uqKgoubm5yTAMVaxYUSVLlnR0yUC+kpWVpbVr12rlypVq0aKF2rdvrz59+sjf319OTk4aNmyYzp07p5YtW+rIkSPau3evpk6dqqSkJFWrVs3R5cMBOGcPh4mLi1NUVJQkafjw4apXr56DKwLuL71799bMmTPVsGFDbdy40WxPTU1VdHS03nnnHcXGxqpkyZLKzMzU4sWL9cgjjziwYjgKYQ+HiouLU9++fWUYhoYNG6b69es7uiQgX7v6grwRI0boyJEj2rNnj6pXr57rE/C2bt2qggULKiAgQCVKlLjX5SKfIOzhcHFxcRowYID++usvTZw4UXXr1nV0SUC+Fh0drcKFC6tWrVq6dOmSPvroI82ePVs1a9bUxx9/bPaLj49XYGCgeYsr/r04Zw+HK1++vMaNG6eSJUsqMDDQ0eUA+Vpqaqo++eQTPfroo9q2bZsKFCigrl27qkePHvrpp5/Uo0cPpaWlacSIEerWrZuuXLni6JKRD7Bnj3wjLS1Nbm5uji4DyJeuPnx/9OhRDR8+XAsWLND69etVv359nTt3TgsXLtT48eOVlpamtLQ0ff3113r00UcdXDnyA8IeAO4Dly5dUoECBczQP378uIYMGaJFixZpw4YNqlevni5cuKBjx47pl19+Ud26dVWmTBlHl418grAHgHzup59+UuvWrbVu3TpVqlTJDPxjx45pwIABWr58ubZt28aV9rguztkDQD5x9ZPxJCkzM1PS34fwK1SooFatWunAgQOy2WzKyspSqVKl1KdPH6WmpqpWrVr68ccfHVE27gOEPQDkE05OTtq/f7/+7//+T3/88Yd5jr5mzZqaMGGCKlasqGbNmmn//v3mM+8DAwP17LPPKioqSoUKFXJk+cjHOIwPAPlEenq66tWrp507d6pcuXJq06aNatWqpeeee06SdODAAb322mvavXu3vvnmG5UpU0ZTp07Vzz//rHnz5qlgwYIO3gLkV4Q9AOQj48aNk4uLix5++GFt27ZNU6ZMUcuWLdWoUSP16tVLv//+u95++219/vnnqlSpko4fP64tW7bwGFzcEGEPAPnIpk2b1KZNG61fv161atXSyZMnNXPmTL377ruqWbOmIiIi1LhxYyUmJuqvv/5StWrVuOoe/4hz9gCQjzRq1EgvvfSSJk2apCtXrqhEiRLat2+fypQpowcffFCff/65QkJC9NNPP6lNmzYEPW6Ki6MLAADYq1OnjiZMmCA3Nzf16tVLmzZt0vr161W5cmUdOHBAa9asUZMmTRxdJu4jHMYHgHyoYcOG2rp1qwICArRy5UrOyeOOcBgfAPKR7P2vwYMHq1y5cvrggw9UrVo1sV+GO0HYA0A+cvW99VlZWdq1a5ddO3A7CHsAyIf8/f01YsQITZw4kSfj4Y4R9gCQTzVu3Fi1a9fmq59xx7hADwDysStXrsjDw8PRZeA+R9gDAGBxHMYHAMDiCHsAACyOsAcAwOIIewAALI6wBwDA4gh7AAAsjrAHcM+NHDlS1atXv+Nx5syZI19f3zseB7A67rMH7kONGjVS9erVNWnSJEeXclsuXLig1NRUFS1a9I7GuXz5ss6fPy8/P788qgywJr7PHrAgwzCUmZkpF5f8+RH38vKSl5fXHY/j6ekpT0/PPKgIsDYO4wP3mW7dumnz5s2aPHmybDabbDab5syZI5vNplWrVqlmzZpyd3fX1q1bdejQIbVp00b+/v7y8vJS7dq1tW7dOrvxypQpo3feeUc9evRQoUKFVLp0ac2cOdNcnpaWpqioKJUoUUIeHh4KCgrSmDFjzOU2m00ffvihWrVqpQIFCqhSpUqKiYnRwYMH1ahRIxUsWFCPPfaYDh06ZL7m2sP4mzZt0qOPPqqCBQvK19dX9erV0x9//CFJ+uWXX9S4cWMVKlRI3t7eqlmzpnbu3Ckp98P406dPV9myZeXm5qaKFSvqs88+s1tus9k0a9YsPfPMMypQoIDKly+vb7755o7eEyDfMwDcV5KSkozQ0FDjxRdfNE6ePGmcPHnSWLdunSHJqFq1qrF27Vrj4MGDxpkzZ4zY2FhjxowZxu7du43ff//dGDZsmOHh4WH88ccf5nhBQUFGkSJFjA8++MCIi4szxowZYzg5ORn79+83DMMwxo0bZ5QqVcrYsmWLceTIEeO7774z5s+fb75ekvHAAw8YCxcuNA4cOGA8/fTTRpkyZYwmTZoYq1evNvbu3WvUrVvXaNGihfmaESNGGNWqVTMMwzDS09MNHx8fY+DAgcbBgweNvXv3GnPmzDFrrFy5stG5c2dj3759xu+//24sWrTIiI2NNQzDMGbPnm34+PiY43711VeGq6ur8cEHHxgHDhwwxo8fbzg7OxsbNmywq7dkyZLG/Pnzjbi4OKNv376Gl5eXcebMmTx/r4D8grAH7kMNGzY0XnvtNXN+48aNhiRj2bJl//jaypUrG++//745HxQUZHTu3Nmcz8rKMvz8/Izp06cbhmEYr776qtGkSRMjKysr1/EkGcOGDTPnY2JiDEnGxx9/bLYtWLDA8PDwMOevDvszZ84YkoxNmzblOn6hQoWMOXPm5Lrs2rB/7LHHjBdffNGuz7PPPms8+eST1633woULhiRj1apVua4DsAIO4wMWUqtWLbv5CxcuaODAgapUqZJ8fX3l5eWlffv26ejRo3b9qlatav7bZrMpICBAp06dkvT3aYPY2FhVrFhRffv21dq1a3Os9+rX+/v7S5KqVKli13blyhWlpKTkeG2RIkXUrVs3hYWFqXXr1po8ebJOnjxpLh8wYIB69eqlpk2b6t1337U7HXCtffv2qV69enZt9erV0759+65bb8GCBeXt7W1uL2BFhD1gIQULFrSbHzhwoJYuXap33nlH3333nWJjY1WlShWlpaXZ9XN1dbWbt9lsysrKkiQ98sgjio+P1+jRo3X58mV16NBB7du3v+7rbTbbdduyx7zW7NmzFRMTo8cee0wLFy5UhQoV9MMPP0j6+/z+nj17FB4erg0bNigkJERLly696Z9Jbm60vYAVEfbAfcjNzU2ZmZn/2G/btm3q1q2bnnnmGVWpUkUBAQE6cuTILa/P29tbzz33nD766CMtXLhQX375pc6ePXsblV9fjRo1NGTIEH3//fd6+OGHNX/+fHNZhQoV1L9/f61du1Zt27bV7Nmzcx2jUqVK2rZtm13btm3bFBISkqe1Aveb/HlfDoAbKlOmjLZv364jR47Iy8vrunul5cuX11dffaXWrVvLZrPpv//97y3vwU6YMEElSpRQjRo15OTkpMWLFysgICDPHmYTHx+vmTNn6qmnnlJgYKAOHDiguLg4de3aVZcvX9agQYPUvn17BQcH6/jx49qxY4fatWuX61iDBg1Shw4dVKNGDTVt2lTffvutvvrqqxx3IAD/NoQ9cB8aOHCgIiIiFBISosuXL193T3fChAnq0aOHHnvsMRUrVkyDBw/O9bz5jRQqVEhjx45VXFycnJ2dVbt2ba1cuVJOTnlzYLBAgQLav3+/5s6dqzNnzqhEiRKKjIzUyy+/rIyMDJ05c0Zdu3ZVYmKiihUrprZt2+rNN9/Mdaynn35akydP1nvvvafXXntNwcHBmj17tho1apQntQL3K56gBwCAxXHOHgAAiyPsAQCwOMIeAACLI+wBALA4wh4AAIsj7AEAsDjCHgAAiyPsAQCwOMIeAACLI+wBALA4wh4AAIv7fw1IHNuBj2z5AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 511.111x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 511.111x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 511.111x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Distributions of categorical variables\n",
    "sns.set_palette(\"colorblind\")\n",
    "\n",
    "# service_history\n",
    "ax = sns.catplot(data=df, x='service_history', kind='count')\n",
    "ax.set(title='Distribution of Service History')\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()\n",
    "\n",
    "# fuel_type\n",
    "ax = sns.catplot(data=df, x='fuel_type', kind='count')\n",
    "ax.set(title='Distribution of Fuel Type')\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()\n",
    "\n",
    "# transmission\n",
    "ax = sns.catplot(data=df, x='transmission', kind='count')\n",
    "ax.set(title='Distribution of Transmission Type')\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()\n",
    "\n",
    "# insurance_valid\n",
    "ax = sns.catplot(data=df, x='insurance_valid', kind='count')\n",
    "ax.set(title='Distribution of Insurance')\n",
    "plt.show()\n",
    "\n",
    "# owner_count\n",
    "# owner_count is numeric, but I treat it as categorical since a bar plot makes more sense\n",
    "ax = sns.catplot(data=df, x='owner_count', kind='count')\n",
    "ax.set(title = 'Number of Cars By Owner Count')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "d9aaf801-52b8-4c9d-8c0f-25758a10a022",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "execution": {
     "iopub.execute_input": "2026-09-25T13:36:41.101158Z",
     "iopub.status.busy": "2026-09-25T13:36:41.101158Z",
     "iopub.status.idle": "2026-09-25T13:36:41.658851Z",
     "shell.execute_reply": "2026-09-25T13:36:41.658851Z"
    },
    "id": "d9aaf801-52b8-4c9d-8c0f-25758a10a022",
    "outputId": "e2a15f95-cd7a-4e85-960c-e42602f30df1",
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Distributions of continuous variables\n",
    "\n",
    "# make_year\n",
    "ax = sns.displot(df, x='make_year', bins=29)  # One bin per make year (1995-2023)\n",
    "ax.set(xlabel='Year', ylabel='Number of Cars', title='Histogram of Car Make Year')\n",
    "plt.show()\n",
    "\n",
    "# price_usd\n",
    "ax = sns.displot(df, x='price_usd')\n",
    "ax.set(xlabel='Price', ylabel='Count', title='Histogram of Car Prices')\n",
    "plt.show()\n",
    "\n",
    "# mileage_kmpl\n",
    "ax = sns.displot(data=df, x='mileage_kmpl')\n",
    "ax.set(xlabel='KM Per Liter', ylabel='Count', title='Histogram Of Mileage - KM Per Liter')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a8e4b8fc-9691-4a53-bb2e-1c04f9554797",
   "metadata": {
    "id": "a8e4b8fc-9691-4a53-bb2e-1c04f9554797"
   },
   "source": [
    "### Visualizing Relationships\n",
    "\n",
    "After getting a sense of how the variables are distributed, I look at relationships that may be interesting.\n",
    "\n",
    "Car price is the focal variable of interest, so I visualize the relationships between *price_usd* and other variables that I think may impact the price:\n",
    "\n",
    "- Mileage (km/l) vs. price\n",
    "- Make year vs. price\n",
    "- Make year vs. engine capacity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ae49b97e-d65d-40b6-98c6-345c0702d76a",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 547
    },
    "execution": {
     "iopub.execute_input": "2026-09-25T13:36:41.658851Z",
     "iopub.status.busy": "2026-09-25T13:36:41.658851Z",
     "iopub.status.idle": "2026-09-25T13:36:41.856981Z",
     "shell.execute_reply": "2026-09-25T13:36:41.856981Z"
    },
    "id": "ae49b97e-d65d-40b6-98c6-345c0702d76a",
    "outputId": "fb695fff-661e-4462-fe43-fcbea18a2106"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 960x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(x=\"mileage_kmpl\", y=\"price_usd\", data=df, height=6, aspect=1.6)\n",
    "plt.title('Mileage (km/l) vs Price')\n",
    "plt.xlabel('Mileage (KM/l)')\n",
    "plt.ylabel('Price')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2346f038-405a-4c3f-8faf-ae967afd37fb",
   "metadata": {
    "id": "2346f038-405a-4c3f-8faf-ae967afd37fb"
   },
   "source": [
    "There seems to be no correlation between km/l and car price."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "794b6c06-e842-45ef-bf43-2b7838d816e2",
   "metadata": {
    "id": "794b6c06-e842-45ef-bf43-2b7838d816e2"
   },
   "source": [
    "Since \"car price per year\" might yield different results using different methods, I create the line plot using both the mean and the median for each year."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "650c4874-e188-4ca0-bb65-f15e2f20aea3",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "execution": {
     "iopub.execute_input": "2026-09-25T13:36:41.856981Z",
     "iopub.status.busy": "2026-09-25T13:36:41.856981Z",
     "iopub.status.idle": "2026-09-25T13:36:42.137985Z",
     "shell.execute_reply": "2026-09-25T13:36:42.137985Z"
    },
    "id": "650c4874-e188-4ca0-bb65-f15e2f20aea3",
    "outputId": "c7f54fb0-3441-4f18-811d-2bc119a3345f"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Mean car price for each year\n",
    "df_line_mean = df.groupby('make_year')['price_usd'].mean().reset_index()\n",
    "\n",
    "# Line plot of mean car price by year\n",
    "sns.relplot(x=\"make_year\", y=\"price_usd\", kind=\"line\", data=df_line_mean)\n",
    "plt.title('Make Year vs Mean Car Price', fontsize=14)\n",
    "plt.xlabel('Make Year', fontsize=12)\n",
    "plt.ylabel('Price', fontsize=14)\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()\n",
    "\n",
    "# Median car price for each year\n",
    "df_line_median = df.groupby('make_year')['price_usd'].median().reset_index()\n",
    "\n",
    "# Line plot of median car price by year\n",
    "sns.relplot(x=\"make_year\", y=\"price_usd\", kind=\"line\", data=df_line_median)\n",
    "plt.title('Make Year vs Median Car Price', fontsize=14)\n",
    "plt.xlabel('Make Year', fontsize=12)\n",
    "plt.ylabel('Price', fontsize=14)\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "05dc48d1-7b61-4957-b883-aa300f2096ba",
   "metadata": {
    "id": "05dc48d1-7b61-4957-b883-aa300f2096ba"
   },
   "source": [
    "Again, since \"engine capacity per year\" might yield different results using different methods, I create the line plot using both the mean and the median for each year."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "59abec99-289d-4082-8a13-0afc25f76050",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "execution": {
     "iopub.execute_input": "2026-09-25T13:36:42.138997Z",
     "iopub.status.busy": "2026-09-25T13:36:42.138997Z",
     "iopub.status.idle": "2026-09-25T13:36:42.432493Z",
     "shell.execute_reply": "2026-09-25T13:36:42.432493Z"
    },
    "id": "59abec99-289d-4082-8a13-0afc25f76050",
    "outputId": "c0a2c4f3-fa91-48e2-de47-9b4f675a6f89"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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HAPDAAw9o1m4w46xkHLzd66JAqOhEFgjibyT+K3L+/HnY7Xavk76I/H5dtWoVhgwZgmrVqqF3795o1KgR4uPjpVj8v/76y+s1gn3mgqVRo0bYsWMHZs6ciS+//BIff/wxANf9MXv2bNx1110BXSfQcfc3x5hMppBCTtu2bYtrr70WS5YsQcOGDZGfn+/XUS3YeUe8H9WYH5XMN4HOp6FAwtugiA+gL+/n3NxcTdsdOHBgyJ6TXbt2xbFjx7Bx48aAhffPP/+MdevWoXfv3vjvf/8Ls9ksHduxYwdeeeUVr587e/YsnE5nJQEujpP4sNntdsyZMwf16tVDVlaWx8PPGMP8+fM9Pi/GRYuezloxduxYbN68GcuWLcODDz6Ijz76CFdffbVmiSyCHWe9xkEJiYmJEAQBZ8+eDej8mTNnwmazYdeuXbj66qs9jq1cudLn54LNnCfei95imuWLSTmtWrXCJ598gvLycuzatQtfffUVXn31VQwZMgRpaWleLXFK8TfHOJ1OnD17NqRF6+jRo5GZmYnHH38caWlpyMjIqLIvgc474vMc6vyodL7RAwoVMyht27YFAGzbtq3SsUuXLgUVbhMM11xzDRITE7Fz506f4UKBMnr0aAAuTbe4uNjvueLqVgzV6devn8eDBADff/+9z8/b7Xav5irxM+3btwfgEvIFBQXo0qVLpVX7zp07K/WzWbNmSExMxM8//+wREhYM4vfwp23eeeedqF27Nt555x2sWrUKBQUFuP/++xW1FwjBjrNoMv7mm28065NSOnXqhHPnzgVsJj1y5AiuueaaSoI7Ozsbf/75p2r9ErdZvC14Km7jVMRisaBz586YNWsWXn31VTDG8MUXX6jWN8A9x/zwww+Vjv30008hJ1K55557YLPZcOrUKQwfPrzSfSYn2HmnadOmsNls2LlzZ6VtIqfT6XXe9IbS+UYPSHgblPT0dHTt2hVZWVn4z3/+43HshRdekMxMahMTE4OHHnoIf/31Fx599FGvD9Jvv/3mc8Ur58Ybb8Tdd9+NAwcO4M477/T6mcLCQjz55JN46623AEDay9y6davHefv27cPcuXP9tvfkk096xJaePHkSr7zyCqxWK4YOHQrAZWaLi4vD7t27PTKh5eXlYcKECZWuGRMTgwcffBAFBQV4+OGHvcYMX7x40W+/xD3rEydO+DwnNjYWI0eOxO+//44nn3wSFotF0xzMwY7z9ddfj+uvvx5btmzB22+/Xel4ODXyiRMnAnDts547d67S8ZycHOzfv196nZ6ejsOHD3toZyUlJXjooYdCXrDKadasGapXr461a9d6PK+5ubl45plnKp2/a9cuyZQtR+xnxb3dULn99ttRrVo1vPvuux7x7Xa7HTNmzAj5+snJyfjf//6Hzz77DJMnT/Z7brDzjtVqxeDBg3HmzBm8+OKLHue98847OHjwYEB9DGW+0Roym2vM4cOH/Wa0euKJJxQ/dIsWLUK3bt1w77334tNPP0WTJk2we/du7NixA926dcOWLVu87vOGyqxZs7B79268+uqr+O9//4tu3bqhTp06OHXqFPbu3YtffvkF27dv97nfJOfdd98FYwwrV67ElVdeiV69eqFp06ZgjOHQoUPYuHEjLly4gA8++ACAS8Pr2LEjPv74Y2RnZ6Nz5844fvw41q5di379+vk0qdWrVw9FRUVo06YN+vfvj6KiInz88cc4d+4cXn31Vcn8ZzKZMG7cOLz44oto27Yt+vfvj8LCQnz11VdIT09HWlpapWvPnj0bO3bswAcffIAdO3YgIyMDVqsVf/75J77++mts3boV7dq18zkGXbp0QVxcHF5++WXk5eWhdu3aAFApM9iDDz6IBQsW4PTp0xg4cGBA41sRu93u934cOnQomjdvrmicP/zwQ/To0QNjxozBBx98gC5duqCkpAT79u3Dnj17vApOPejTpw9mzJiBOXPmoEmTJujTpw/S09Nx7tw5HD58GN9//z2eeeYZXHPNNQCACRMmYMKECWjfvj0GDRoEu92O9evXgzGGtm3bqmbVio2NxYQJE/Dcc8/h2muvxe23344LFy5g3bp16N69e6WEMB988AHefPNNdOvWDY0bN0ZiYiJ+//13fPnll0hJSZGS/ahFcnIyFi5ciDFjxqBDhw4YOnQokpKS8OWXX8JqtSItLS3k+aVbt24BnxvsvPP8889j48aNmD59OrZu3Yr27dtj//79+PLLL9GrV6+ArERK5xtdUMVnnahEIKFiAFheXp70GXiJbRRJT0/3GpaxZ88e1rt3b1atWjVWvXp1lpGRwfbu3ctuvfXWStf3FyrmK+TDW2gTY4zZ7Xb25ptvsq5du7LExERmtVpZw4YNWZ8+fdjrr7/uEU8bCOvXr2d33303S09PZzabjdlsNnb11Vez+++/n/34448e5545c4aNGjWKpaWlMZvNxlq3bs0WL17M/vzzT6+hHuL3O3/+PBszZgyrW7cus1qtrG3btmzFihWV+lJWVsaeffZZdvXVV0vf65FHHmEXLlzwOVYlJSVswYIFrF27diwuLo5Vq1aNtWjRgj3yyCMev4Gv8fzvf//Lrr/+ehYXFyfdG94QY/u//vrrqge1AlWFigFgn332mXR+sOPMGGM5OTns4YcfZldddRWLjY1lKSkprFOnTmzhwoXSOVWF5Ph7Dvwhhtx5C71izHWP9e/fn9WuXZtZLBaWmprKunTpwubMmcOOHz8uned0Otkbb7zBWrZsyWw2G0tNTWWjR49mZ86c8fr7iaFi8rCjQHE4HGzmzJmsQYMGLDY2ljVt2pS98sorXsd4x44d7MEHH2StWrViycnJLC4ujl199dVs/PjxlcLg/IWKBRqaJrJq1SopLLFOnTrs/vvvZ+fOnWPVqlULOLywYqiYP3zFeTMW/Lzz119/sSFDhrDk5GQWHx/P/vnPf7LNmzd7/c18jYHS+cYbvp5/JQiMyXzeiYjA4XCgcePGKC4u1sxxzUiIKRyNUjHLFyUlJahfvz6qVauGP//8UxOrCkEEwuHDh3H11Vdj8ODBlbbtCH2gp9/A2O12rx60zz//PP766y8MGDBA/04RmrFkyRKcO3cODz74IAluQhfy8vIqhUIVFxdLe9Q0x4QP0rwNTH5+PurWrYtbbrkFTZs2RXl5OX788Uf8/PPPqFevHnbt2sVlZSG9Mbrm/fzzz+Pvv//Gm2++iYSEBBw8eNAwZQsJY7NmzRqMHj0avXr1QsOGDXH27Fl8++23OHbsGG666SasX7+eFpJhgoS3gSkrK8OkSZPw7bff4vTp0ygpKUG9evWQkZGBGTNmcFfLN1wYXXgLggCLxYK2bdti0aJF6Ny5c7i7REQJhw4dwowZM7Bt2zYpi1mTJk0wZMgQPProo6p7uBOBQ8KbIAiCIAwG2TsIgiAIwmCQ8CYIgiAIg0HCOwQYYygsLATtPBAEQRB6QsI7BC5cuICkpCRcuHAh3F0hCIIgoggS3gRBEARhMEh4EwRBEITBIOFNEARBEAaDhDdBEARBGAwS3gRBEARhMEh4EwRBEITBIOFNEARBEAaDhDdBEARBGAwS3gRBEARhMEh4EwRBEITBIOFNEARBEAaDhDdBEARBGAwS3gRBEARhMEh4EwRBEITB4E54z507F9dffz2qV6+OOnXqYMCAAThw4IDHOSUlJcjMzETNmjVRrVo1DBw4ELm5uR7nHD9+HP369UN8fDzq1KmDqVOnwm63e5zz3Xff4dprr4XVakWTJk2wdOlSrb8eQRAEQYQMd8J78+bNyMzMxI4dO7B+/XqUl5ejV69eKCoqks6ZPHky1q1bh1WrVmHz5s04ffo07rzzTum4w+FAv379UFZWhm3btuH999/H0qVL8dRTT0nnHD16FP369cONN96IrKwsTJo0Cffffz/+97//6fp9CYIgCCJYBMYYC3cn/PH333+jTp062Lx5M7p164aCggLUrl0bK1aswKBBgwAAf/zxB6655hps374dnTt3xldffYVbb70Vp0+fRt26dQEAb7zxBh5//HH8/fffiI2NxeOPP47//ve/+O2336S2hg4divz8fHz99dcB9a2wsBBJSUkoKChAYmKi+l+eIAiCILwQE+4OVEVBQQEAICUlBQCwa9culJeXo2fPntI5zZs3R8OGDSXhvX37drRu3VoS3ADQu3dvPPTQQ9i3bx/at2+P7du3e1xDPGfSpEk++1JaWorS0lLpdWFhoRpfUTd+yy7E+kN/Y3zXK2Ex82V0cToZFv1wFMfOXwp3V3xyRVIcJv3zSsRoOHYXSux4Y/sxDGqThitrxmvWDgCs2H0SKfGx6NO8jqbt6EVhSTle3nIUecVl4e6KqjRIjsPD/7wKZpMQ7q5EPMfOX8KqX07jwS7pSLRZwt0dv3AtvJ1OJyZNmoSuXbuiVatWAICcnBzExsYiOTnZ49y6desiJydHOkcuuMXj4jF/5xQWFqK4uBhxcXGV+jN37lzMmjVLle8WDqZ+8Tv+d+BvNKtdDX2vqVv1B3Tkx+N5mPz5vnB3o0pa16uO3s20E3YfZZ3C4//dj4Nni/D2XW01a+dsUSmGfbQHidYY5D2ToVk7evLBrpOY+c2Bqk80IO2vSMKNTWqFuxsRz3MbD+GdH4+jujUGY29oFO7u+IVr4Z2ZmYnffvsNW7duDXdXAADTpk3DlClTpNeFhYVo0KBBGHsUHOeKXBrJuUv8aSbnLpUDAOolWjHiOv7GdOWeUziWVyyNoVacvXz98xq3k3epHIwBBSV2OJwsIrS6UwUlAICODZJx09WRIeg+3H0SJ/JLNL/vCBfnL/E7R1aEW+E9fvx4fPHFF9iyZQvq168vvZ+amoqysjLk5+d7aN+5ublITU2Vzvnpp588rid6o8vPqeihnpubi8TERK9aNwBYrVZYrdaQv1u4KC53evzLE8XlDgDA1bUS8Fzfa8Lcm8r8ln0Bx/KKNR87cRzEf7Vrxyn7vwPVrNxOBQGTV+xaAPZpXgczezcLc2/UYffJApzIL0GxXdv7gXDB8xxZEb42PgEwxjB+/Hh89tln+Pbbb3HllVd6HO/QoQMsFgs2btwovXfgwAEcP34cXbp0AQB06dIFe/fuxZkzZ6Rz1q9fj8TERLRo0UI6R34N8RzxGpFIyeUJoERjwaAEsW+2GHOYe+Idm8X1qJRoPImWXJ40SuzaTh7y76H1d9KL/MvCOyWe773KYJDuOwMIk0hAnBuN8Exwt9zOzMzEihUr8Pnnn6N69erSHnVSUhLi4uKQlJSE0aNHY8qUKUhJSUFiYiImTJiALl26oHPnzgCAXr16oUWLFhg2bBjmz5+PnJwcTJ8+HZmZmZLmPHbsWLz22mt47LHHMGrUKHz77bf4+OOP8d///jds311reF5Vin2Ks3C3ngQAxFlci4rI0bwdsv/zdz8oQTR51ogg4e2+7/gXJpFAsZ3fObIi3M2Ur7/+OgoKCtCjRw/Uq1dP+vvPf/4jnfPSSy/h1ltvxcCBA9GtWzekpqZi9erV0nGz2YwvvvgCZrMZXbp0wX333Yfhw4dj9uzZ0jlXXnkl/vvf/2L9+vVo27YtXnzxRbzzzjvo3bu3rt9XT/QSDEoQ+yROVrwhakCaC1W7+BtpvUjwNJtHAnmX/SZqxMWGuSfqERejz6KRcMHzHFkR7jTvQMLObTYbFi9ejMWLF/s8Jz09HV9++aXf6/To0QN79uwJuo9GRTKba2ySVYJoFuTWbH65X1qb00ols7nG5nm52TxCBMP5CDSbW3XariFciGbzUg7nyIpwp3kT2sAYk5nN+ZsIxD7ZyGzu8a927USy5h05wluv+45wwfMcWRE+Z0pCdeQrSR5vTN7N5nF6mc3L9TKbO7z+36g4nQz5JZEovPW57wgXRjKbk/COEuSmch5NQmL/eNW8RbN5qcZCVRwHvbza5W0amYISV9w6EFkOa3pt1xAupOfPAJYOPmdKQnV417QMo3lrPImS5q0MMcY73mKGlVO/CSWIz4MRhEkkQJo3wR28T9aio0gcpxOvXiE7otB2OBnKHdpN2PJFCI/3Q7DkRaCzGkBmcz2xO5ywO13mGyMkxSHhHSV4Oijxt4p3x3lHu/DWR6hGWpz3edFZLeKEN8V56wXvc2RFSHhHCbxn1JIyrHG7561Ppiu9Qrg897z5ux+CJRI9zQHZfRcBfgm84/ns8f9M8DlTEqrDu9mcNG9cvr4+UQGRp3m7squlxEdOghaANG894X2OrAgJ7yiBd5OQ22GNz1tS7zhvQNt9t5IIi/MW97yTI0zzJuGtH7zPkRXhc6YkVEduBuLRJESFSXD5+jJztpZmc863UYJFFN4RazY3gDAxOhWfiUCyfYYTEt5RgseqksP9MypMApQ7nHA43RMGmc0DR3RYizxvc9K89UL+HDgZUO4g4U1wAO/7OYaJ89ZJoLpeaxgqFmFm8/ziyxXFIqgoCSAT3hwuuCONys8f388FCe8ogfdCFFKGNV7N5jpkuqr4u2jaluzaWmeN04O8CNW83fW8+RYkkUDFMebdw5+Ed5Qg17TKKphnecBIDmta7YXpufL33EYxvmAQK4pFbpw334IkEqho3SDNm+CCijcibyt5o5jNAe1yw1cUotqazfneRgmWSI3zFu87HhfckQaZzQkuqWgC4skk5EoF6pqY+E3S4l5UaDV2+prN9fFq14vzxZEZ5y2/70ojwELCM5WfP76fCz5nSkJ1eF5Vyq0AvOY2t5gFmATX/7UaO30d1iJH8y53OHGx1PUdIk/zdj8PZDrXFp7nSG+Q8I4SeL4x5eZiG6dmc0EQNA/bqTg56xcqxs+9oIT8y/vdQOQlaTGbBFjMrlWj0X8n3uF5jvQGCe8ooaIJiKdVvNgXi1mAWVRvOURMmKHV2FU0k+slvHk3D1aFGOOdZIvh+v5RijvSwdi/E+9U2lrkaI70BgnvKKFyGAQ/q8oSzp3VRKTayhqNXSWnQo0ma8aYx7V51zCqIlKzq4lQWVB9IM2b4BKeb0zei5KIRIrZvMzhhDzajScrjBLyLhclibQwMRHKsqYPleZIjhQcb5DwjhIqCwZ+JmwpTCyG79vRZokMs7mee+t6IMZ4R5qnuYh7u8bYvxPv8DxHeoPv2ZJQDa7N5lItb841b3HvUSehqlXmM57vBSVEaoy3iHu7hm9hYnQqhuLxlgujIiS8o4TK2YP4mQh4L0oionW2K722NrxpGLxXUPKH6LBGZnMiFEjzJrhEfPBjTPyFnfCeXU1Ea8ehyr+RtouEGJlntlZZ4/QgL0KLkohQilR94HmO9AYJ7yhBNAGJpkWewiB4L0oiYtPY21wcB+k30qydyglNjGySzY9wb3N3TW++hYnRqfhc8P5MkPCOEsRVu1h1iadVJe9FSUT0Mptr/RuJ/U+Ks0DQOGucHkRqLW8R0rz1gec50ht8z5aEargFg8u0yFMYhFHM5jadzObSb6TxIiHOYpKc8HifqPxBcd6EGlR+/vgebxLeUUIlkyxHq3ixLzbeQ8U0znQlepdrbza/7CAYY5YEA0/3Q7DkRbjDmlXj7RrCRUmF5493PxC+Z0tCNcRVZA0OTULFRgkV00nzdv9G2mreNotJGnOeLDHBEqkVxUTIbK4P4jPA4xzpDRLeUYDd4YT9ci3gGhyahIxiNtcrw5rWv5F8vCMhDCni47wpSYsuuBfP/M2R3iDhHQXIzbw8elIax2x+2cSsVT1vnbxdJbO5xfhm8+Jyh/R9ItVhzUZJWnShotmc9/Hme7YkVEG+gkyOiwHAV9iJ0TRv7TKseQpvrTVvW4xJ2sfnXcvwhah1m00CqltjwtwbbSCHNX3Q6/lTCxLeUYB4E8aaTUiIjfF4jwdKyt2aIM/oZTYXNchSuxNOp/qZz9x73maZYOBby/CF6GmebIuBIEReOVBA+0Uj4Vlpj0LFCG5wm0lNXE7WoqMI73HeetXz9kyeov4EIq/ipnWZU605fymyndUA7bdrCE/Pch4jcrzB92xJqIJc03KHO/EzWZfI+scz2pvNXZNFssaZz0o8zObGNslGeow3QLnN9UA+tuRtTnCDpGnFmLgMOzFcYRKNNCBxsqhujdE0v3KxvbLmzdP9EAyRHuMNkPDWA/H+NwlAovWy8Obc0sH3bEmoQonMIYxH5xd3PW++NW+tM6yV6CRU5RnWtM7XrjWRHuMNyHOb8y1MjEyJne850hvcCe8tW7agf//+SEtLgyAIWLNmjcfx3NxcjBw5EmlpaYiPj0efPn1w6NAh6fixY8cgCILXv1WrVknneTu+cuVKvb6mrngk5dA4S5gSpMIkvJvNNa/nXdmcrUVbpVI7Zs338bVG1LyTo8FsbtAFlhEoloWrSgtazp8J7oR3UVER2rZti8WLF1c6xhjDgAED8Oeff+Lzzz/Hnj17kJ6ejp49e6KoqAgA0KBBA2RnZ3v8zZo1C9WqVUNGRobH9ZYsWeJx3oABA/T4irpT7CWul6dVJRUmAZxOJjnNaK95e2uHn/shGCK9KAlAGdb0oNiLdbLM4YRDg2gPteAuMDIjI6OSkBU5dOgQduzYgd9++w0tW7YEALz++utITU3FRx99hPvvvx9msxmpqaken/vss88wePBgVKtWzeP95OTkSudGIrxn1DJOnLd2Cx+52VrrRZZHYRIO74dgiPRyoADFeeuBxxwp274rKXcggdP8AXyrOhUoLS0FANhsNuk9k8kEq9WKrVu3ev3Mrl27kJWVhdGjR1c6lpmZiVq1aqFjx4547733wJj/VVZpaSkKCws9/oyAFEcdI/M252gV767nzfftqGWmK/k15UJVi71o+TaFlGGNo22UYIgGb3Obxts1hKe/iXz7jufngu/ZsgLNmzdHw4YNMW3aNOTl5aGsrAzz5s3DyZMnkZ2d7fUz7777Lq655hrccMMNHu/Pnj0bH3/8MdavX4+BAwdi3LhxWLRokd/2586di6SkJOmvQYMGqn03LZHveUureLujysWKXpDm7b6m2SQgxiwrGKK1w5rBBUM0xHmT2Vx75P4mZpMAi1m7aA+1MJTwtlgsWL16NQ4ePIiUlBTEx8dj06ZNyMjIgMlU+asUFxdjxYoVXrXuGTNmoGvXrmjfvj0ef/xxPPbYY3jhhRf8tj9t2jQUFBRIfydOnFDtu2mJN7M5Y649HR4wjvB29c/uZLCrPHYVw+W0LEbB+zZKMESD5s3jgjvSqDgHGeG5MJTwBoAOHTogKysL+fn5yM7Oxtdff41z587hqquuqnTuJ598gkuXLmH48OFVXrdTp044efKkZJr3htVqRWJiosefEXCbSU0eApIH07k8LSH3ZnNZ/9Q2p0nhfDGek4eWJvpIqOcdDXHeNtmCu9xBwlsLSioung1QDIbv2dIPSUlJqF27Ng4dOoSdO3fi9ttvr3TOu+++i9tuuw21a9eu8npZWVmoUaMGrFarFt0NK8Wy0CCLWYCYApqHVWWZwwlRmeBd87bJHFnUHjspVOXy5KFlTLnXet4c3AvBwhjD+eJo8DZ3T9NG/J2MgDwLJQBDZB7kzo3u4sWLOHz4sPT66NGjyMrKQkpKCho2bIhVq1ahdu3aaNiwIfbu3YuHH34YAwYMQK9evTyuc/jwYWzZsgVffvllpTbWrVuH3NxcdO7cGTabDevXr8dzzz2HRx99VPPvFw7kJiFBEBAXY8alcgcXe2jyPvAuvE0mAdYYE0rtTg2Et35mO29hMbxnk/LGxVKHFMoTyWbzWLMJguDSvIvLHUiK4O8aLortxjObcye8d+7ciRtvvFF6PWXKFADAiBEjsHTpUmRnZ2PKlCnIzc1FvXr1MHz4cMyYMaPSdd577z3Ur1+/klAHXHvnixcvxuTJk8EYQ5MmTbBw4UI88MAD2n2xMCIvTCL+e6ncwUVWLdFcLAiQnER4xnZZeKtuNq8weejh2e5RmITjScoXorOaNcbE/cIvFARBgC3GhOJy9e87wkVJBcuXEaIwuBPePXr08OuUMXHiREycOLHK6zz33HN47rnnvB7r06cP+vTpo7iPRqNEZjYHRMFQzsWqslgWxmaEko5xFjMKSuzamc0vm+u0NNt5y+TGw70QLHJnNSPcO6EQZzGjuFx9iw/horjiHGmAOveG3fMmAqeSJzNHoSdGya4motXY6WU2dziZ5PRk9MIk0eBpLmIEM66R4XmO9IUxZkwiJCqaZHnK2FRxr4l3tNJU5aZs+b9aLRJcbWibDEZr3DHekS+8qaa3tviaI3neTiLhHQXIvYsBcFWcxL3XZAzhrdUesdyULf9XbaEqv57RC5O4Ne/ITdAiQpq3tlTetiLNm+AA+b4ywJnmbTizuTbe2b7M5mrHX4v3QqzZBJNJMLRQiIYYbxEjmHGNTEml54+fOdIXxpgxiZCofGPyM2EbpZa3iFZx0RXLomo1eVRcLGmZNU5rxBjvaBDeWpaIJXxHe/BchpWEdxRQKQEIR/tn8uxvRiBOo8Iulc3m2pjnK25TaJk1TmskzTuaHNY4FiZGppLZ3AA1vY0xYxIhwXMCAqPkNRfRXiPWx2FNzJ0uH3ce7odgyIuCoiQi7vuOX2FiZCo9fwYIoSThHQVUvDF5SolpPOGtkdm8UqiKPosEk0lArJn/icobFCpGqAUVJiG4pKJgcO+fhX8Vb5SiJCJWjTIv+bKOqJ/JrfI2hRGySXkjmoS3TaPtGsJFxSyUNgM8E8aYMYmQqJg9iKdVZcWCALyjteatdWESb5YOniwxwXD+UuQXJRHRslAN4XuO5NlBkIR3hCMvuVnJJMTBqtKd2Si6hXdFr3vN25GNd5xBY73zosjbnKcFdyRCZnOCO0plArqSSYiDG9Odd90Yt6JWnvqVwvk0SqTjbZvCCFpGRRxOhoKS6EnSYgQzrpHxubXI8XgbY8YkFCNfOUomIY3CkJRQbDem5q1+hrVwms2NZ5ItKCmX6sBHw563ETRBIyP6nNhI8yZ4QRQKJlnJTZ6yNRkvw5r+hUn8VdkLvp3KiyWetlECRYzxTog1I9YgVptQ4GnBHYlQYRKCO+SZg8SyiTyl/qtYrpR3tMs57t0vwclc2c/Ua8czz728LSMJhmhyVgPIbK4ldocTDqe70p7rX22eczUh4R3hVMwcBMiyB3EwEZSQw5rH9SoWJlG7rYpetfK2eNYyKpJX7ErQEg373YAxzLhGRX7fU2ESghu8ehdzpHkbz2yujaCr+DtZY0y4bChRtS2/ZnMO7odAiaYYb8AYZlyj4tUviKM50hfGmDEJxVRMuC//Pw83ptEyrLlX5NqazQVB0KR2uLfFklYJYbQk6szmGm3XEO4xtca4Ku0BxthKIuEd4VT0Ygb4CoMwXGESzUp1Vg6Zc9ddV28CKZW2UdyLJasB8jhXRNS8k6NEePO04I40vG4tktmcCDfeSm7yNBEYTfN21/NWb+wYYz62N9SfQNxpWCtr3jzcD4ESTRXFACpMoiV+txbt6kZ7qAkJ7wjHm0MYT5M11fN2eZOLDuVxXnKOa2M2r3w/8GCJCZTzxdFTUQzQrkQsUXnLSv5/xoAyTuvck/COcNy5w8lsrgZSCImqTmQyhxl58hQNilFUzKHuasd4ZvP8qNO8jReLbxS8blnJng9ei8EYY8YkFOPfHBv+ydpwZnMNHNa8haoAGmveXrZRjKTViXve0eKwZgTvZ6PibQ6KNcujPfgccxLeEU7FUpPy/5c7mJScIFwYrTCJPEZerb0weX53MZEOoM0iy3/oIJ8ahjfOR5nmbdTKb0bAWwSGIAiyhTqfzwUJ7wjHn5nUdTy8k4GU8csgKS7lD3ipSiZMbwss+Ws1tze81/NW36tda6IvSYvr9+JhwR1peNvzBuRZ7fh8LowxYxKK8ZZRS36Tquk1HSwOJ0O5wzMtIe94jJ1KCx9v4Xzy11pr3kYsTBJtcd7ybY5wL7gjDW9zJMDX9qI3SHhHOBUT7gOAySQg1hx+U6n8oTBKhjWL2QTz5UQOao2dr31/bczmXjxrOTcPVqTc4URRmWtMoqGWN+DpyBjOBXck4m2OdL3m+7kwxoxJKMZbhjWAj5recnOUUQqTAOpnu5LC+Squ/DWo6e1tm8JoDmtijDcAJNmiQ3ibTYJUFZBX72ejUuJj8cx7VjsS3hGOt+xBAB+rSrHtWLM7LaERUHvsvIXzAYBVd7O5MYSCGOOdHGeRrCDRAO9mXKMi3vdW0rwJnvC1qozjILbXaEVJRNQO26nabK7O5OHK5OavnrcxhEK0ZVcT4V2YGBXfDqPhnyP9YaxZkwgaX2ZzHlbxRovxFlG7OInb27Xiyl/dyUPuHe+1MIlBhEK0xXiL8G7GNSo+FRzOozBIeEc4vszm7jCI8E3YJT76xjtqh3D58nZVuzCJvL/e63nzOUlVJNpivEV4WHBHIj7nSM7r3Btr1iSCRk9P5mAxquatt9lcLY1YbMckQHJ+krdjFKEQbbW8RYyYTMcIVKV58/pckPCOcHwlIODhxjSq8Daq2Vw+3t4yuamZNU5Lzl+6nKAlSoqSiGhRIpbwl6SF7+0kEt4Rji9PZh6KkxitKImI2sVJxN/I6stsrlI7vrYp5K/VyhqnJZLmHWV73uSwpg3eCpPIX5PmTYQFXyU3SfNWjtpj5ztJhLq1w6tKw+rqC58TlZxoqygmwrv3s1HheWvRHyS8Ixxv9bzlr3mI8zZKLW8RqUiEao5k+kweviYpi1mAGC7NQ5nYqoi21KgiWpSIJfxtW/Fd55474b1lyxb0798faWlpEAQBa9as8Tiem5uLkSNHIi0tDfHx8ejTpw8OHTrkcU6PHj0gCILH39ixYz3OOX78OPr164f4+HjUqVMHU6dOhd1u1/rr6Y7PBCAchJ1I2b4MZja3aWQ2r+xtrm473orUAK4KSmrv42uJuyhJdAlv0ry1wefzx/l4czdrFhUVoW3btli8eHGlY4wxDBgwAH/++Sc+//xz7NmzB+np6ejZsyeKioo8zn3ggQeQnZ0t/c2fP1865nA40K9fP5SVlWHbtm14//33sXTpUjz11FOafz+9qcpUGl6zubHKgYqoXdO7xKfZXCPN24ulw0iezO447yhzWDNYMh2j4NNsLlk6+BzvmHB3oCIZGRnIyMjweuzQoUPYsWMHfvvtN7Rs2RIA8PrrryM1NRUfffQR7r//func+Ph4pKamer3ON998g99//x0bNmxA3bp10a5dO8yZMwePP/44Zs6cidjYyJkUeE6678sqwDtqpxPVK1TF32LJ9V45t1qGnGiN86aa3trA8xzpD0PNmqWlpQAAm80mvWcymWC1WrF161aPcz/88EPUqlULrVq1wrRp03Dp0iXp2Pbt29G6dWvUrVtXeq93794oLCzEvn37/LZfWFjo8cczdodTqv3rM+k+B4VJjFSUBFA/85Ivoar2npu/bQres0mJMMaiN85b5W0UwkWVxZs4fSYMJbybN2+Ohg0bYtq0acjLy0NZWRnmzZuHkydPIjs7WzrvnnvuwfLly7Fp0yZMmzYNH3zwAe677z7peE5OjofgBiC9zsnJ8dn+3LlzkZSUJP01aNBA5W+oLvIVo6/CJOGcCAxrNle7MIkPoar2nps/736jFCcpLndI4WzRZjbnYasrEin24QvCu+bNndncHxaLBatXr8bo0aORkpICs9mMnj17IiMjwyO5xJgxY6T/t27dGvXq1cPNN9+MI0eOoHHjxorbnzZtGqZMmSK9Liws5FqAyx/yyoXm1Q1DUoLRC5OoZbWo2myulmOcH7O5QRzWRK3bbBJQzWqsRV+o8LDgjkR8h9OSw5qqdOjQAVlZWcjPz0d2dja+/vprnDt3DldddZXPz3Tq1AkAcPjwYQBAamoqcnNzPc4RX/vaJwcAq9WKxMREjz+eEc091pjKJTd52D8r8eHlyTtqZ7pyh8x5j/MuczjhdIae+Ux+P1TEKIJBXlFMniUuGuDdjGtEGGOSJafy1iLfW0mGE94iSUlJqF27Ng4dOoSdO3fi9ttv93luVlYWAKBevXoAgC5dumDv3r04c+aMdM769euRmJiIFi1aaNpvPfGVcB9QP0uYEnzFV/KOdvW8vU8egDoTiD/Nm/ewGJFojfEGyGyuBR7FenymJ+ZzQcud2fzixYuShgwAR48eRVZWFlJSUtCwYUOsWrUKtWvXRsOGDbF37148/PDDGDBgAHr16gUAOHLkCFasWIG+ffuiZs2a+PXXXzF58mR069YNbdq0AQD06tULLVq0wLBhwzB//nzk5ORg+vTpyMzMhNVqDcv31gJ/e5w8mEmNm2FN38IkrnOcCHWL1982hVEEQ7Q6qwH8CxMjIr/feQyn9Qd3wnvnzp248cYbpdfiHvOIESOwdOlSZGdnY8qUKcjNzUW9evUwfPhwzJgxQzo/NjYWGzZswMsvv4yioiI0aNAAAwcOxPTp06VzzGYzvvjiCzz00EPo0qULEhISMGLECMyePVu/L6oDvhLuA3yYzY0qvPUqTGI2CbCYBZQ7mCpt+UpG4Wqb72xSItEsvHk34xoR0fLoetYq5jbn+5ngTnj36NHDb2WjiRMnYuLEiT6PN2jQAJs3b66ynfT0dHz55ZeK+mgUfCXcB2Rmc6rnHTRqj50/oWqLMaPcYVelLX/bFFbOizCIiBXFos3THODf+9mIBDJH8vpMGGvWJILCr9mcNG/F6FWYRP6eGm358mqXv8frRCUiat7JUah58y5MjAjvc6Q/SHhHMP40LR5W8UaN81bTbO50MpQ5qsp8pk5b/ieq8FtiAiGaHdZ4N+MakUDmyHIHk5Jd8QQJ7wjGlxczIK/nzUGGNcN5m6vnqS8ff+9mcxXb8rNNYZTCJPlRWssbIM1bC/xvWbmfEx7zmxtr1iSCwn8hivBP1kbVvKWxUzF8y3VdPxYSVdqqWvPmfT8175JYUSya97z5EyRGJRCzOcBnMRgS3hGMr2pVrvfcZnN/DoJaYtQMa2qmEhU17xiTgBizv99JBeHtJ/pAfK+Uw0lKDpnN+U+kYyT8mc1NJgGx5vDnw/CFsWZNIij85rKWmYTEPVe9MXphEoeTwR7i2FVlfVAz85mU0Y7ivA2JPKVxuBbckUZVTrM8Jy8i4R3BiILB6meylp+nJ4wxw5vNgdDHzl+oivx9VR3W/OzvcW82j2rh7frdGAvfgjvS8JeFEuDDsdcXJLwjGF+l7gDAYhYgpjsPx6qy1O5/r5dnrDLzdqhjVxKg5q3G5FF1PW8+HXNE5OVAozHOW24x4dGMa0T8hU8C7noDpHkTuuLPJCQIQlj30DxyChvMbG4yCVJSk1C99ava93eHcKkQ5x1APe9ijsOQLpTapZCdaPQ2jzWbIIRxwR2JFPtRcAB3pA6PWe1IeEcwVZuEwreqFNs0CS4rgNFQSyN21/L2PnlYVY3zNnZhEtFZzRZjMtxWixoIgiCrScDvIstI+NtaBPiOwiDhHcFUaRJSMQwpWORWASOWdlRr4aOv2dxPYRIDxHnnRXGMtwjFequLPz8QgG9HThLeEYy/wiRAeIuTVGUV4B21sl25Jw8fK3+VzPN2hxP2yyZnv4VJONQwROS1vKMVns24RqSqxTPPWe2MOXMSAVGVJ3M4a3r7c6YzAmppQP6y4MnfD1XzLqnCQdAYZvPoLUoiwrP3sxFxP3/8bS1WhSLh/eOPP6rdD0IDqophDKep1KhFSUTUMqf5K0oif1+tRQLgX/PmMZOUSDSHiYnwLEyMSFUOaxFnNu/SpQvatm2L1157Dfn5+Sp3iVALf9mDAHUzhQWLUWO8RdSKv67KAqFWCJfYz1izCSZTZR+DcFphAoWEN99mXCNSWsXiWc3aAmqjSHjfd999OHz4MCZOnIi0tDQMHz4c33//vdp9I0LEX9J9QCYYwqBtlVRh0ucd99ips+dt9fEbuQvIqGM29z1Judq3q5A1TitEb3NyWONTEzQiVc2RNo4tUopmzmXLluH06dNYtGgRmjdvjuXLl6NHjx5o3rw5XnzxRZw9e1btfhIKqNJszoHDmlE1b/3M5mq1U9W9IE88w6fwziuO3qIkIjybcY0Iz3NkVShWe5KSkpCZmYndu3dj586dGDNmDHJzczF16lTUr18fQ4YMwYYNG9TsKxEkVWlb4XR+MWpREhG10okGajZXb5Hg36tW3ifeyIvioiQialliCBeBzpERYzavyLXXXovXX38dp0+fxtKlS1GrVi188skn6N27N6666irMnz8fFy5cUKMpIgiq8mRWK0uYEkqqSE7CO+rtRfsPmVNrz62qbQp5BSUetQyA4rwBvjVBI1Kl2Twa0qPm5eXhrbfewgsvvIDTp08DALp27YoLFy7giSeeQLNmzfDzzz+r1RwRAIGbZMlhLVjUCuEK2GynWhpW3+PNczYpgOK8gfDmZohEAp0jI1Lz3rRpE+655x5cccUVmDx5Ms6cOYOpU6fi0KFD2LJlC06ePInFixfjwoULmDBhghp9JgJEyrDm02Et/OlRfcVX8o7kqR+iUC2tIpGOemlY/U9S8rZ4NZtTnDff3s9GpOptq/BZJ6siRsmHcnNzsWTJErz77rv4888/wRhD9+7dMXbsWNx5552wWNwrY6vVioceegiHDx/G4sWLVes44R/GWNUZ1sIYdiK2abSiJCJqh3BVWZgk5DSsVW9T8J4AhELFyGyuNlXX8+Z3vBUJ7/r168PpdKJGjRqYNGkSxowZg2bNmvn9TO3atVFWVqaok0TweFTt4jB7kNEd1tQqEFH1npvKDmt+Fks87+85nAwFJXYAJLwBvqu/GYnAizfxN96KZs5OnTrh/fffx6lTp/Diiy9WKbgB4IknnoDTyd8ARCpyTU3rBCBKMHqGNZtqGrFOZvMAFks81/TOv6x1A9HtsKbWfUe4qNJsznHBHkWa99atW9XuB6Ey4mRvNgmwmP0n5ghnPW9K0hJ4PW/GmOIKbNJ4B+KwxqFWJ5rMq1nNPu/naCAuht8FlhGpMoRSpedcCxQ9BWazGXPmzPF7zrPPPouYGEVrA0IFqipKAoTXbF5VuVLeUS3neBUhc+L7TgaUO5jydgJwEOR5f09yVoviBC0A/34JRqLc4YRDrLTH4dZiVSgS3owxMFb1RBLIOYQ2BBYaRIVJlKLW2JVUGaoiz3ymvK2A7geOTYQU4+2CZ2FiNIqD2Frkcbw1sz/9/fffiIuL0+ryRBVUlTkIkIc7UZx3sKiV6aoqoRprNkG0lIfSViDe/TwXJ6EYbxc8m3GNhvw+rzJJEofjHbBde9myZR6vs7KyKr0HAA6HAydOnMCyZcvQqlWr0HtIKKIqL2YgvA5KkVKYRLV63j5+J0EQYIsxobjcqZLmbVSzOaVGBUjzVhN3USCTT18SnjXvgIX3yJEjpS8oCAI+//xzfP7555XOE03lcXFxmDlzpjq9JIKGdzNpcRUx6Lyjmtk8wOQpoQrvQHwMwlkitirEoiTJtOcNgE9hYjSqquUtP8bjeAcsvJcsWQLAJZxHjRqFAQMG4Pbbb690ntlsRkpKCrp06YIaNWqo11MiKIIym1NhkqBRozAJYywI34TyEDXvqr37ec6wRglaXPBsxjUaVfmbAJ7jHUq0hxYELLxHjBgh/X/z5s244447cNttt2nSKSJ0gjKbh7Wet7E171DGrtzBcNnZ1a9QVWPCriqe1dUOv1oGmc1d8KwJGo1g5kjGgDKHE1aO5itFsVyiFk7wS1UJ913HqDCJUtQYu0C8XT3b0tjbnGOzeT5p3gBIeKtJMHOkeD5PwtuYNkuiSgLa4wxjOszIMZuHsA8t06StAZizQ1soBG42L+XQbE5FSVyQ2Vw9ArFGWcyCO9qDswVTQDOnyWRCTEwMDh48KL02m81V/lGSlvBRVfIPwH3T2p0Mdoe+k0EgGb94xi3onIrzGcgT6fjbS3NXktLYYU2FfXytoDhvF6R5q0cgiawEQVCtjoHaBCRdu3XrBkEQEB8f7/Ga4BdJ0/JrEnIfK7E7UU3HtJNG17zlQrDE7lRk/g80UY0aNb0D2abgWTBQnLcL8TcqdzA4nAxmE83DSgl06y7OYsKlcgd3z0VAwvu7777z+5rgj6pqeQOejhrF5Q5Us+pjKbE7nLBf9tQy6p63rULmMyXfo6qSrSJq7EW7w2KM6W1ODmsu5FpiSbkDCTo9s5FIIGZz9/Fy7p4LY6o9RJUEsqo0mQTEmvXfQ/MoV2rQJC0Ws0nSepRmJAvU+qBGMp2S8qq3KXh1WCuzO3Hp8ncnzVu24OZMmBiNQDVvmwo+J1qgaOYsKCjAr7/+ikuXLnk9XlRUhF9//RWFhYVBX3vLli3o378/0tLSIAgC1qxZ43E8NzcXI0eORFpaGuLj49GnTx8cOnRIOn7+/HlMmDABzZo1Q1xcHBo2bIiJEyeioKDA4zqCIFT6W7lyZdD95ZVAClEA4cnYJG/LqKFiQOhjF0ioivy4Gp7t/mNa+TSbi/vdggAk2aJbeMsX3LwJE6MRyJ43wG9WO0XCe/bs2ejatSscDu9fxuFwoGvXrnj22WeDvnZRURHatm2LxYsXVzrGGMOAAQPw559/4vPPP8eePXuQnp6Onj17oqioCABw+vRpnD59GgsWLMBvv/2GpUuX4uuvv8bo0aMrXW/JkiXIzs6W/gYMGBB0f3klcJOs/hO2PC2hycB7dqEKu0CSRADyZDoqhIoFlC6XL6Egepon2yyGvl/Ugmp6q0Mg1iiA34I9ijZMvv76a9xyyy2oXr261+OJiYno3bs3vvzyS8ybNy+oa2dkZCAjI8PrsUOHDmHHjh347bff0LJlSwDA66+/jtTUVHz00Ue4//770apVK3z66afSZxo3boxnn30W9913H+x2u4cHfHJyMlJTU4Pqn1EoCdAkGw4P40DCloyAu9Z2qGbzwBZYStthjAVZz5uvSYo8zT2Js5hRWGInzTtEAvEDAWSLJc7C8xTNnsePH8fVV1/t95zGjRvj+PHjijrli9LSUgCAzWaT3jOZTLBardi6davPzxUUFCAxMbFS6FpmZiZq1aqFjh074r333qsy5Ke0tBSFhYUef7wSqEk2HMVJAnUU4Z1QrRbucD5tNe9S2aRjxMIkkrNalO93i8SFMT9DJOHeWuTPOhkIioS3IAiSIPVFaWmpT7O6Upo3b46GDRti2rRpyMvLQ1lZGebNm4eTJ08iOzvb62fOnj2LOXPmYMyYMR7vz549Gx9//DHWr1+PgQMHYty4cVi0aJHf9ufOnYukpCTpr0GDBqp9N7UJOgxJV7O5sbOriahnNtf2Nwo8kxufe6liURLSvF3wusgyGoFsJQH8Cm9FZvPmzZvj66+/9pmo3el04quvvkKzZs1C7qAci8WC1atXY/To0UhJSYHZbEbPnj2RkZHhVWsuLCxEv3790KJFi0oVzmbMmCH9v3379igqKsILL7yAiRMn+mx/2rRpmDJlisf1eRXggRQmAcJT09voMd4ioQq7gBdYMaFZR8T+mQQgxs+ecajtaIU7xju6s6uJhLpdQ7goDdTnhNOsdopmz7vvvhsHDx7EqFGjKnlxFxQUYNSoUTh8+DDuu+8+VTopp0OHDsjKykJ+fj6ys7Px9ddf49y5c7jqqqs8zrtw4QL69OmD6tWr47PPPoPF4n/V3qlTJ5w8edKvRcFqtSIxMdHjj1e4NpsbvCiJSKhx0YHu/Ye65ybfpvCbyU22t640a5wWiGZz0rxd8KoJGo1Azea8WjoUad7jx4/Hp59+ivfffx+ff/45rr/+elxxxRU4deoUfv75Z+Tn56Nbt24YP3682v2VSEpKAuByYtu5cyfmzJkjHSssLETv3r1htVqxdu1ajz1yX2RlZaFGjRqwWq2a9VlPAkm6DyAsqf+KA7QK8E6oOcdLAkhh69lOaIuEQJPBuPqmLGucFlA5UE9IeKtDwHMkp3HeioS3xWLBhg0bMH36dLz99ttYv369dCwxMRFTp07F7Nmzq9R2vXHx4kUcPnxYen306FFkZWUhJSUFDRs2xKpVq1C7dm00bNgQe/fuxcMPP4wBAwagV69eAFyCu1evXrh06RKWL1/u4VhWu3ZtmM1mrFu3Drm5uejcuTNsNhvWr1+P5557Do8++qiS4eCSQJ3C1AhDCpZAzcW8E2pxksCFamiTR+DxrLKUrwqzxmkBVRTzhFczrtEIeI5UobaAFijOrWez2bBgwQLMmzcPf/zxBwoKCpCcnIxmzZrBbFb+0O/cuRM33nij9FrcYx4xYgSWLl2K7OxsTJkyBbm5uahXrx6GDx/usX+9e/du/PjjjwCAJk2aeFz76NGjaNSoESwWCxYvXozJkyeDMYYmTZpg4cKFeOCBBxT3mzeCNpvrmWFNMhfzIRyUErrZPDCh6p6sFTrGBThJxZgEmATAyVwLhRqKWlMfqijmCWne6hDsolZPv6BACDkxrtlslmKu1aBHjx5+99smTpzo16msqs8DQJ8+fdCnTx/FfTQCgZqEwqt5G9tsHmraRL0iAgLV8AVBQJzFjKIyvoowUJy3J7yacY1GsNtJPD0TAOU2j1gCNwmFL8MaL2ZZpYRqNi/VqTBJoBqGvC88mWQpztsTa4iWGMJFsHNkKWfCW7HmfeHCBbz22mvYsGEDTp8+7dVLWxAEHDlyJKQOEsoIpCQoECaz+eW2rAbXvENNJxq42Ty0iIBA48nlfeFJyyDN2xMym6tDoNEevFo6FAnvv//+GzfccAOOHDmCxMREFBYWIikpCWVlZSguLgYApKWlKXJYI0Kn3OGEI8CSm+EsTGJ0zVutwiSB1/PWtnqZR1ucCAbGGNXyrgCvwsRoBP788begBRSazWfOnIkjR45g2bJlyMvLAwBMnjwZRUVF+PHHH9GxY0c0atQI+/btU7WzRGDINcGA82aT8A4aac9bsSNZoKEq+iwS5OfwYja/VOZAmcPVF3JYc8Gr97PRCLZ4Ey/PhIgi4f3ll1/i5ptvxn333Vcp6cP111+Pr776CseOHcOsWbNU6SQRHJ4lN/nLHiQVyYiQwiSlOjmsKTXPB1KUxN0WX1qGaDKPMQlIiDX2Yk8teK3+ZjQCtUiFw6k3EBTNntnZ2Wjfvr302mw2S+ZyAKhRowYyMjLw8ccfh95DImjkJTf9ZdQCwmMmLYkQzTvUUoEB73lfnjzKZNshitoJwGzOW01veYKWqu7laIHX6m9GwulkksNooOG0vDwTIoqEd1JSEsrLy6XXNWrUwMmTJz3OSUxMRG5ubmi9IxQRqDlIfg4VJgmeUNMmBlyYRDa5KDGVBlqAwdUX0STLh1bnjvGm/W4RWxi2uiKNUkcQW4ucLWhFFAnvq666CseOHZNet2/fHuvXr8e5c+cAAMXFxVi3bh0aNmyoSieJ4AjGQSk89bwjI85br3recnO3krbcZnPjOay5Pc1pv1uE1+pvRsKz0l4U1fPu1asXNm7ciEuXLgEAHnzwQZw5cwZt27bFXXfdhVatWuHIkSMYOXKkmn0lAiTQ7GpAeOt5R0qGNeX1vAMTqmaTAItZUNxWMA5roTrhqQ3FeFeGV03QSIhjZzYJiDEHGirG13grEt5jx47F22+/LQnvO++8Ey+88AKKiorw6aefIicnB1OmTMHUqVNV7SwRGIF6MbvOCUNhkgCzv/FOqFaLYPb+Q5lAgtmmsHFmNs+jimKVsHHq/WwkSoKYg3gNzVMU512vXj0MGTLE471HHnkEkyZNwtmzZ1GnTh1yLgkjwWla+ju/REqomF5pS8VzCkvsiiaQkgAd4wD+tDrRbJ5MmrcEbxEBRiQYP5BQawtohaqqj9lsRt26dUlwhxlF6TB1XFVSYRLA4WRS/HIgv1MoE0igaSABeVgMH1oGFSWpDK9mXCMRaAZKwD3e5Q6mKNpDK0IqTJKdnY2VK1diz549KCgoQFJSEtq3b4+hQ4eiXr16avWRCJLgNLowZFizR4rDmnJzWqld7jDDj9mcN8FA5UArw6sZ10gEl7jIPU8VlztQzRpyPS9VUNyLxYsXY+rUqSgtLfWo4rV8+XL861//woIFCzBu3DhVOkkER1CaFhUmUUwoecDlE29gFhLlGrGRC5PkkfCuBK9mXCOhZI4UP8eL8Fak+qxcuRITJkxAtWrVMHv2bHz33XfYv38/vvvuO8yePRsJCQmYMGECJWkJE4Em3Ac8J+uqSqmqRUkQJiueCUXQiQI1JgBvV0BWnESR2Tz4wiS8xBBL3ubksCbBm3XEiAQzR5pMAmLNfG0nAQo17/nz56NWrVrIyspCWlqa9H6zZs3QrVs3jBw5Eu3bt8e8efMwePBg1TpLBIZSk1Cp3RlQCs1QCcZZhGfEsXM4GcodTlgCEMIiwQhU+XmhaN5GLExCFcUqI78XGGPkY6SAYK1/cRYTyhxObp4LQKHmvX//fgwePNhDcMupX78+7rrrLuzfvz+kzhHKcGu2wZmE9LgxGWNBCy5ekY9vsGMXbKKaUHwTFMX9c2I2lxzW4shhTUSuLZY5+PidjEawc5A7qx0/461IeCcnJyMhIcHvOdWqVUNycrKSyxMhEoxDmMUswHR54a7HhF0qa8PoZnP5JBrsQx38yl/55BFMPW+ewpCcTuZ2WCPNWyLOY9HIjzAxEkEvnjmsc69o9rztttuwbt062O12r8fLy8uxbt063H777SF1jlCGuxBF1ZO1IAi6mko90xIaW/MWBEGx01owTmTy80LLsGaswiQXSu0QI3PIYc2NfMHNw+9kRIKxRgH8bScBCoX3/PnzkZCQgF69emHHjh0ex7Zv345evXqhevXqeP7551XpJBEckqYV4I2pZ35zsQ1Xyk9ja96A8nSiSs12SpLpiJ8JpiQoD2Zz0VktzmLSxRfDKLgWjfyZcY1EMGVyXefx81yIKHJYa9++PcrKyrB792507doVMTExqFWrFs6ePStp4/Xq1fMoGwq4brojR46E3mvCLyVB76eaAZTrEnrizmtufMENuMY4v9goZnNjOazlFbv2u2vQfncl4iwmXCp3cPE7GZHgfU74eS5EFAlvp9MJi8VSqWpYRQe2iqFHeoUiRTvBmM0BfW/MSCkHKqJ07IIJVZGfF2w7docT9su2Z17j/n1BMd6+ERfcvBSQMRqRYDZXJLzl5UAJ/gimMInrPP0yNkVKOVARpVsOwRQlkZ+ndJEQaFs81fOmGG/f8Oj9bCSCsUYB8pz//Ix3ZMyghAfBmmRDcYYKlkjJriaiNL95sBYIpSFc8n5ZA/AxiAthb11tKMbbNzxFBRiR4iAyrAHyPW9+xpuEdwQSrCeznsVJJEcRgydoEVGuEYtbGwGazSWNWFk71hgTTKaqk3nwVJhEjPEms3lleKv+ZjSCzfLIYz75kJK0bt++HRs2bMDp06dRWlpa6bggCHj33XdDaYJQQPDZu8KheUfGulGx2TwID3AgdLN5sBq+w8lgdzgDSt2qFe5a3uSwVhEevZ+NhLRtFWhEDoeWDkXC22634+6778bq1aul9HxyZzTxNQnv8BC02TwMcd6RZjbXXqgqWyQotcKIbVUPp/AmhzWf8OhAZSSC31pUXltAKxQ9mS+++CI+/fRT/N///R927twJxhgmTZqE7du3Y968eUhOTsZdd91FYWFhIlhPZj1TYpYE2TfeUTp2wSdpUTZ5BGuFke+Lh1sw5JHDmk9IeIdGMPW8gQgym3/44Ydo1aoV3nnnHem95ORkdOrUCZ06dULfvn3RsWNH3HTTTXjwwQdV6ywRGMFr3uSwphSlWw56FSYJdpvCZBJgjTGh1B7+IgykefuGR2FiJJQUJpF/jgcUqT+HDx9Gjx49pNeCIKC8vFx63bJlS/Tv3x+vv/56yB0kgifo7F06Or8E6+XJO1aFY6dXYZJg41ldbfFRnMSdpIWEd0WsVNM7JJTOkaUcLZYUCe/Y2FjEx8dLr6tVq4YzZ854nJOeno5Dhw6F1jtCEcHvc+rn/CKaza0R4rCmdOxKghSqbrN5sI5xwcWzutriQ8twx3mTw1pFSPMODaVzJA8hlCKKZtAGDRrgxIkT0uvmzZtjy5YtHk5rO3bsQEpKSug9JILC6WRS5S6tE4AoIVJqeYsoHbvgE+mEpnkHY+ngZT+V4rx9w6MZ10goTU/M03grEt7du3f3ENZDhgzBgQMHcOutt2Lx4sW4++67sXXrVvTp00fVzhJVUyqr7xt8khb9CpNEitlc6ZaDXpOHMrN5+MOQ7A4nCktcdRLIbF4ZpZYYwkXwhYH4yTwooshhbdSoUXA4HDh16hTq16+PCRMm4LvvvsMXX3yBr776CgDQsWNHqioWBjxLbgbnSVmqZ2GSCDObB7sXpldhkmDTQMrbCqeWkV/i9qEh4V0Z0rxDI/h63uF/JiqiSHhfe+21Hs5oFosFa9euxc6dO3HkyBGkp6ejY8eOMJkiY4I2EuLNZTYJASfYoMIkytG9MIndIeVQCKyd4M3mPOx5i2Fi1a0xYU0UwyvuxRw/wsQoMMaitzCJL6677jpcd911al6SCBIlmpaeZvNgy5XyjtJ0oiVBet2L5zEGlDmckpd7VRQrcBDkwducipL4h+p5K8fuZLhcaC/geYjHjHZBzaAffvghFi9e7BEWVpGysjIsXrwYK1asCLlzRPAocQgLh8NapOU216swCRDchB3sIkF+blg1b4rx9guZzZXjubVoXM07YOH9008/Yfjw4Th58iQsFt8PVGxsLE6dOoVhw4Zh165dQXdoy5Yt6N+/P9LS0iAIAtasWeNxPDc3FyNHjkRaWhri4+PRp0+fSiFpJSUlyMzMRM2aNVGtWjUMHDgQubm5HuccP34c/fr1Q3x8POrUqYOpU6fCbrcH3V/eCDZzEKBzhrUgHUV4R6/CJBazANFSHkxboZnNw6dlkPD2D4/CxCjI72trkFkoeQrNC3iGf++995CQkIBp06ZVee60adNQrVo1vP3220F3qKioCG3btsXixYsrHWOMYcCAAfjzzz/x+eefY8+ePUhPT0fPnj1RVFQknTd58mSsW7cOq1atwubNm3H69Gnceeed0nGHw4F+/fqhrKwM27Ztw/vvv4+lS5fiqaeeCrq/vKFM06LCJEoJuZ53gBYIQRAU1RSWNHwlSVrCKBjEimIU4+0dHs24RsGdY8EUsO8Ij5aOgPe8t2zZgptvvhmJiYlVnlu9enXcfPPN+O6774LuUEZGBjIyMrweO3ToEHbs2IHffvsNLVu2BAC8/vrrSE1NxUcffYT7778fBQUFePfdd7FixQrcdNNNAIAlS5bgmmuuwY4dO9C5c2d88803+P3337FhwwbUrVsX7dq1w5w5c/D4449j5syZiI017oShTNOiwiRK0cts7jrXhEvljqDaKlXg3W/jQMsQNe9k2vP2CmneylGS5dHQhUmOHz+Opk2bBnzhq6++2iORixqIZUdtNpv0nslkgtVqxdatWwEAu3btQnl5OXr27Cmd07x5czRs2BDbt28H4Cpl2rp1a9StW1c6p3fv3igsLMS+ffv8tl9YWOjxxxvBejED4arnHRmatxJzGmNMmkCUCdVgzObBLxJsHGSTEh3WyGzuHR5Dl4xCKFuLxeVOj2Rk4STg3judwU3sgZojgkEUwtOmTUNeXh7Kysowb948nDx5EtnZ2QCAnJwcxMbGIjk52eOzdevWRU5OjnSOXHCLx8Vjvpg7dy6SkpKkvwYNGqj47dTBOGbzyNC8lYRVlTsYmOTtqsSRLBizefDbFDyYzfNJePuFzObKKVEwB8mfn1JOxjzgJ7pu3bo4ePBgwBc+ePBgJQEZKhaLBatXr8bBgweRkpKC+Ph4bNq0CRkZGbrElE+bNg0FBQXSn9qWBTVQpmldFgo6aFqRJryVmC+VJNKRn6ukraAyrCnYW1cbsSgJhYp5h8zmylHiByJ/fnhZMAU8c3Tp0gUbNmzA2bNnqzz377//xjfffIMbbrghpM55o0OHDsjKykJ+fj6ys7Px9ddf49y5c7jqqqsAAKmpqSgrK0N+fr7H53Jzc5GamiqdU9H7XHwtnuMNq9WKxMREjz/eCDbhPiBLh6lLnHekmc2D14DE30gQgNggEpAoSYmpqDCJdD+E32xODmve4dH72SgEG+kBuKI9TAqiPbQk4N6PHj0aRUVFGDZsGEpKSnyeV1paihEjRqC4uBijRo1SpZPeSEpKQu3atXHo0CHs3LkTt99+OwCXcLdYLNi4caN07oEDB3D8+HF06dIFgGshsnfvXo9KaOvXr0diYiJatGihWZ/1IJRCFHYng92h7WQQaSVBpVKBdieczsD2wuT7/sFsL4WieVOcd2TBQxY8o6LkmRAEgYvnQk7A3uY333wzhgwZgv/85z+49tpr8eijj+LGG29E/fr1AQCnTp3Cxo0b8eKLL+LAgQMYOnSo5O0dDBcvXsThw4el10ePHkVWVhZSUlLQsGFDrFq1CrVr10bDhg2xd+9ePPzwwxgwYAB69eoFwCXUR48ejSlTpiAlJQWJiYmYMGECunTpgs6dOwMAevXqhRYtWmDYsGGYP38+cnJyMH36dGRmZsJqtQbdZ56QBIOCuF7AtZKvrmE6ykhNjwq4/A3iY6t+pJRuHYRiojdaYRKqKOafigtuSiEbOEqsUYBrniwqc3CT1S6o9KhLliyBIAhYuXIlHnjgAa/nMMZw9913491331XUoZ07d+LGG2+UXk+ZMgUAMGLECCxduhTZ2dmYMmUKcnNzUa9ePQwfPhwzZszwuMZLL70Ek8mEgQMHorS0FL1798a///1v6bjZbMYXX3yBhx56CF26dEFCQgJGjBiB2bNnK+ozTygxm3vu5zhQXd2suRJ2hxOOy9pppBUmAVyTQiBWXqVZ5sTfVHOzOQeezFKcdxyZzb1R8b6rRsI7YJQ+f64FUzk3Nb2DmqVtNhtWrFiBMWPG4J133sG2bdsk7+zU1FR07doVo0ePRo8ePRR3qEePHn5d8SdOnIiJEydW2c/Fixd7TfQikp6eji+//FJxP3lFiVZnMgmwxphQandqOmHL9+ciRfOOMZsQYxJgd7KAx07pyj8UzZvX6ANvlJQ7pHuFNG/vyAVPcbkD1azaLLgjET0tX1qi6Bfv0aNHSAKa0A4lhUkAl1bnEt7amYTkN32kOKwBLivCxVJHwGOndPIIJc6b13S53hBN5oIAJJJQ8orJJCDWbEKZw8mN97NRUGw256ymd+TMoAQA5Q5hSjOFBYN4bWuQjlq8EydVeAps7JTu+ytJphNsGlZ5O+HSMPJkMd4mU+TcJ2oTbguJUXF7mwf5/HGwnSSHhHeEUaJA0wL0CT2JNGc1kWDHTolfgvz8QCcPxpiiQjDhLkxCnuaBEe5FllFRkoUS4C88j4R3hKFE0wL0CT2JtKIkIrYgNSAlWfDk5xcHaCaVm1OVmc3DIxSoKElgSA6MnAgTo6D0+XNnteNjsRRZsyjBtTNGpGVXEwlW2BUr9EuICzJ5ivw8rdOwqglp3oFBmrcyeJ4jg4GEd4ShxEEJ0Ce2N9KKkogoNpsHu/JXuLduNgmwBJXJLbx7qRTjHRi8CROjoDTLY7gXtRWJrFmUCMEkRJq3UoIVdiUKcisD+u2ti+2U2sNTQYkqigUGFSdRhpLCJIDL0RbgZ7FEwjvCUOzJrIMnZaQK72A1ICW5lV3tBDd5hGoeBMIjGEjzDgzSvJURcrQHJ4ulkIIoc3JysHr1avzxxx+4dOkS3nnnHQCuwiRHjx5F69atERcXp0pHicBQrm1p7/wSuWbz4DQgxWbzICePUONZAVdf9V5s5V12WKtB2dX8wkP1NyMihtNqvXjWGsXC+9///jceeeQRlJaWAnAlbheF95kzZ9ClSxe88cYbPtOoEtoQsiczad5BE2w6UeUZ1vTRvC1mE8wmAQ4nC4snc55UUYw0b3/w5v1sFJSazXmzdChSgdatW4fx48ejdevWWLt2LR566CGP4y1btkSbNm2wZs0aNfpIBIFSk5BVEgwU5x0swfoL6OXtqjSHs6ut8GkZ5G0eGLw5UBkFdz1vZXkWDG02f+GFF9CwYUNs2rQJCQkJ2LVrV6VzWrduje+//z7kDhLBEaqTkqYZ1hT2jXeCNZuXKBSqwU4eSjV8V1vmyylf9Rfe7jhvEt7+CDa/AOFCcYY1KcMhH+OtaBbNyspCv379kJCQ4POcK664Arm5uYo7RgQPY0w3rU4J7jC2CNO8dTOb66Phuz4Tvixrbs2b9rz9wUP1NyPC8xwZDIqEt9PphMXif1V85swZw9fGNhp2J8PlipuKCpMAGpvNpf34yNS8tS5MErzwVu4gGK4sa4wx8jYPEN68n41CKPW8AX4y2imaRZs1a+bXJG6327Flyxa0bt1acceI4PGo2qVQMJTqYTaPMM1baYY1pbnNgzXPK9G8w6XVFZU5UO5wrUBTaM/bL7x5PxuF0Op58zPeioT3vffeiz179mDWrFmVjjkcDjz66KP4888/MXz48JA7SASOXPPjMXtQscLkJLwTbLUvvSIClFaYc30mPGZzUeu2mAXEx0bWfaI2vO3BGgXl6YmDqy2gNYoc1iZMmIB169Zh9uzZ+PDDD2Gz2QAAgwcPxs6dO3Hs2DH06tULo0ePVrWzhH/kDmHBltzUIyWmWxOMLLN5sGMXqtm83MHgcDKYqyiXKU5SVgXjHS6z+XkpxtsSUWVjtYA372cj4HQylDmURb3YgqwtoDWKZlGLxYL//e9/eOKJJ3Du3Dn89ttvYIzhk08+wfnz5/H4449j7dq19PDpTGialn5x3hFrNg+6nreyOO9A21JaYc7VVnjCkNwx3uSsVhW8mXGNgHwxymMWymBQnKQlNjYWzz77LJ555hkcOHAA58+fR2JiIq655hqYzZE1ORsFpUVJAH0Lk0Sa5h2soFMeKuY+v9juQILV/+MbSlx9uIqTUIx34JDwDh7etxaDIaT0qIArs1rz5s3V6AsRIrw7KEVshrVgM5/ZlQlVk0lArNmEMoczoAlEaQ51ed/0N5tTdrVA4c372QiI93OMSUBMEJX2AP4y2kWWChTlhOIQRulRlRNsyE5xCHv/wdT0LlG4SADkWePC47BGmnfVkOYdPKFYo3jTvBUL7w0bNqBv376oXbs2LBYLzGZzpb+YmJAVeyIIQtO0qJ63UpTmHFey9x+MUA3FQTBcZnPRYS2Z9ryrhDdhYgSUZqAE+AvNUyRdP/30UwwZMgROpxPp6elo3rw5CWoOUBqCBFA971AIZsvB4WRSHLMizTsIoRpabvPgwt/UQtS8Kca7angz4xqBkpD8QFyfsTsZ7A5n0GZ3tVEkcWfPno24uDh8/vnnuOmmm9TuE6EQpV7M8s9QYZLgCcZ8KTd3a729oU56VH0FQz5lVwsY0ryDR40tK8BlRawWZuGtqPUDBw5g6NChJLg5IyRNK0b7hA+ihhCpZvNAthyKZVqSMrN54G2FVJhESkgRvjhvwj+8mXGNgLuWt3LNG+BjzBXNojVr1kR8fLzafSFCJBQHJbnTFWNM1X6JRKrmLTebVzV2otnOYhaqTLLiDb0171KK8+YW8b4js3nghGI2N5kEWMPkC+INRcJ70KBB2LBhA+x2u9r9IUIgFJOQrYJJSAtC6R/PiN/HySDtZ/si1H3/4IR3CIVJwpSQgrzNA0duNtdqwR1pSM+fQusfT1ntFH2D5557DsnJyRgyZAiOHz+udp8IhYg3pjWEvVRAG9M5Ywylkrd5ZGneHmNXhRYUikCVfy4wsznfDozeoDjvwJEvgks5ECZGINQsjzyF5ylyWGvdujXKy8uxY8cOrFmzBsnJyUhKSqp0niAIOHLkSMidJAIjlD1Oi9kEs0mAw8lQXO5EDY36BkSe2dwqE8TF5U4k2nyfG4pAlX9OL7O5nhqG08mQX0Kad6DIF8EldmfEpR3WglCzPPLkJKhIeDudTsTExKBhw4bSe97MNmTK0ZdQTbK2GBOKyhyarCrl14w0s7kgCLDFmFBid1Y5duqZzQPJsBZ6PW89NYyCknKIUwZ5m1eNxSzAJLi2a4rLHUimBU+VqDFHAnwUJ1EkvI8dO6ZyNwg1UEMwFJU5NNG2REcRs4K0hEYgzmJGid0ZsNlc6QImmNjeULT8cGgY4n53vMWsaOsn2hAEQXpmeTDjGoFIMptH3iwaxZSEuJ+qZehJpDqriQQq7NzhckpX/sE7rBmlMEkexXgHDU9mXCMQqs+JNEdy4GMQmTNplBJKYRJA2+Ikbi/PyNSoAi1OEmq4XKCTdbnDCYeTefRNSTt6hiGJzmq03x04bgfG8GuCRiBUnxNRYzeM2Xz27NkQBAGZmZlISUnB7NmzA7q4IAiYMWNGSB0kAkc9waCF8FZertQIuJPc+BeqoVogAi1MIu+HYczm5GkeNDyZcY1AyHNkDD+WjoCE98yZMyEIAoYMGYKUlBTMnDkzoIuT8NYXd/agEAWDFnveIa54eSfQLQf31kZo1pFAFwmuzxijMEleMWVXCxYymwdHKIVJAL6y2gUkvDdt2gQAkne5+JrgC0OYzSNUeAcaF62W5l1V2lJ3zL8JgqA8k5ueoWKS2ZyyqwUMT97PRqA0hCyUgMxszsGed0DCu3v37n5fE3zgrucd6qpS/RszUlOjigRqtQglt7KrncD23EJJlev6nOv7uKqgOWHRIUKAsqsFD2newRHq4jlQ3xY9iMwNyChFrTAILVbxkVqURCTQvcdQfyNbgAus0Ccp/YswuDVvEt6BwpMZ1wiEUrwJ4MvHQNGTffz48Sr/Tp48icLCwqCvvWXLFvTv3x9paWkQBAFr1qzxOH7x4kWMHz8e9evXR1xcHFq0aIE33nhDOn7s2DEIguD1b9WqVdJ53o6vXLlSyXBwQ6jalpaVpCJd8w50y6EkVOtIgO2EOknJF1l61fTOv7znnRJHZvNAsYUhKsDIhFKYBJAXgwm/pUNRkpZGjRoFvI9Wp04d3HHHHXj66adRt27dKs8vKipC27ZtMWrUKNx5552Vjk+ZMgXffvstli9fjkaNGuGbb77BuHHjkJaWhttuuw0NGjRAdna2x2feeustvPDCC8jIyPB4f8mSJejTp4/0Ojk5OaDvxCvqmYS0MJtHepx3sBqxtiv/UJPBBJM1Ti3ySPMOGjKbB4dqPiccaN6KhPfw4cNx7NgxbNmyBTVq1EC7du1Qt25d5Obm4pdffsH58+fRvXt3VK9eHXv37sUbb7yBdevW4aeffkK9evX8XjsjI6OSkJWzbds2jBgxAj169AAAjBkzBm+++SZ++ukn3HbbbTCbzUhNTfX4zGeffYbBgwejWrVqHu8nJydXOtfIhGwS0rCmd6jJSXgnUA2oJMSQuUDreavh3W+7nDVOr5re52nPO2h42oM1Anr5nOiBohlk6tSp+OWXX/DUU0/hxIkT2LhxI1asWIGNGzfixIkTePrpp/HLL7/g+eefx5EjRzBnzhycOnUKzzzzTMgdvuGGG7B27VqcOnUKjDFs2rQJBw8eRK9evbyev2vXLmRlZWH06NGVjmVmZqJWrVro2LEj3nvvvSpzsZeWlqKwsNDjjydCTbqvreYtCq0IFd4xgY2dXoVJQg2JcbUlejLro9VRnHfw8GTGNQIlIVqkAn3O9UDRN3jsscfQqVMnzJw5E/Hx8R7H4uLi8PTTT6NTp054/PHHYTKZ8K9//QvXX389vvzyy5A7vGjRIrRo0QL169dHbGws+vTpg8WLF6Nbt25ez3/33XdxzTXX4IYbbvB4f/bs2fj444+xfv16DBw4EOPGjcOiRYv8tj137lwkJSVJfw0aNAj5+6iF08lCDoPQNklLpJvNgw0V0zbDmho+Bno755C3efDwZMY1Amo9fzz4GCiaSX/44Qdcd911fs+59tpr8f3330uvO3XqVGkvWgmLFi3Cjh07sHbtWuzatQsvvvgiMjMzsWHDhkrnFhcXY8WKFV617hkzZqBr165o3749Hn/8cTz22GN44YUX/LY9bdo0FBQUSH8nTpwI+fuohfxmCtWTUsvCJJFqNg/0oVavnndVoWIqmM111DLKHU5cKLUDAFIozjtgePJ+NgKR5G2uuCTo4cOH/Z5z+PBhDzO0xWKBzean0HEAFBcX48knn8Rnn32Gfv36AQDatGmDrKwsLFiwAD179vQ4/5NPPsGlS5cwfPjwKq/dqVMnzJkzB6WlpbBarV7PsVqtPo+FG8962dqm3lRCpGve7mQZvJjN1dO89dAy8i9r3QCotGUQuBdz4TfjGoHQ63kb3Gz+j3/8A59++in+85//eD2+atUqrF69Gl27dpXeO3jwINLS0pT18jLl5eUoLy+HyeTZbbPZDKez8mC+++67uO2221C7du0qr52VlYUaNWpwK5yrQpzMY0IoualphrWIT4+qj1CVm839+Wios+etn5Yhxngn2mJgNgWfES5a4cmBincYYyrU8+ZnvBVp3vPmzcPWrVtxzz33YN68eejatSvq1KmDM2fOYNu2bcjKykJCQgKef/55AMC5c+ewfv163H///VVe++LFix5a/dGjR5GVlYWUlBQ0bNgQ3bt3x9SpUxEXF4f09HRs3rwZy5Ytw8KFCz2uc/jwYWzZssXrPvu6deuQm5uLzp07w2azYf369Xjuuefw6KOPKhkOLlBX01J/VVka6YVJpElUn8IkAFDmcPqse12igoOgnlqGuN+dQlp3UPBkxuWdcgfD5UJ7mvuc6IEi4d26dWt8//33GD9+PH744QdkZWV5HO/atSsWLVqENm3aAHCFZOXm5lZybvPGzp07ceONN0qvp0yZAgAYMWIEli5dipUrV2LatGm49957cf78eaSnp+PZZ5/F2LFjPa7z3nvvoX79+l690C0WCxYvXozJkyeDMYYmTZpg4cKFeOCBB4IdCm5Q07uYSoIGj+SpX+VetDqFSQDXBOJLeLstHcrvBy0tMRXJu3S5KAl5mgcFT97PvBNqsR4g8NoCeqBIeANA27Zt8f333+P48eP45ZdfUFhYiMTERLRt21YqYCJiNpuRlJQU0HV79Ojh1xyYmpqKJUuWVHmd5557Ds8995zXY3369PFIzhIJhJo5CKDCJKEQvLe5ssnDYhZgEgAnc13L1/5wqGlYXX3ULwzJHeNNzmrBQGbzwBHvY0FwFexRgi1AC5seKBbeIg0bNqwkrAn9UcMhjAqTKCcuQIe1UBcxgiAgzmJGUZnDb1vuNKxqmM310LwpxlsJ0qKRHNaqRG6dVFJpD+ArNC8yNyCjkFAzBwHaeheXhFhrnHcC1bzVCJkLpNZ2iQqLOauOZnPRYY08zYODJ2HCO6GGiQGB1xbQA8Wa9++//47XXnsNP//8M/Lz8+FwVP4ygiDgyJEjIXWQCAz+zeaRrXkHUs+bMabKXrRrDMv97rupYzbXLwwpTyxKQjHeQcGT9zPvhFq4CfCs580YU6zBq4Ei4b1582b06dMHpaWliImJQd26dRETU/lSVaUbJdTD7RDGq9k8suO8AxF0ZQ4nWIjervLP+jWbhxjPKm9HDy0jn7KrKYIn72feUXNrEQBK7c6wpntWJLyfeOIJ2O12vPPOOxgxYgTM5sjUpoyEug5KVJgkWAIRdHJhG8r2QSDFKNRwENTT25xqeSuDzOaBo4rZvEKde8MJ719++QVDhw7FqFGj1O4PoRA1NC09CpNErNk8gJAdcfIQBCBWYSIdILB9NzVDB0spzptbbDpGBBidUIuSAK4kWGK0R7jHXNG3SEhIQJ06ddTuCxECamha4mcdToZyh7o3ZuSbzV1jV+ZwwuH0vl1ULPMAD2WvLBBTqdEKk1Atb2WQ5h04asyRYrSH/HrhQtFM2rdvX4+iI0T4EW8kX0k7AkF+U6sdxxhqchLekY9dqY9tB/fWRmgLGHdNbz8melXqeeuXAOT8ZYc12vMODvH3tTsZ7CovuCONYpUiXnjxM1D0LV544QXk5+dj4sSJuHTpktp9IhSghtncKjPlqrmqLJdpo5GqecvN074eajUEqvzz/s3moVUvk7ejR2ESd5w3eZsHg/z3DbcZl3fUiMgBAgvV1ANFe95Dhw5FtWrVsHjxYixduhRNmzZFYmJipfMEQcDGjRtD7iRRNWqYhEwmAdYYE0rtTlVvTPm1InXPO8ZsQoxJgN3JfI6dWvv+gZnN1dtG0XqSKi53SIKHNO/g8EyX60A1a8h5tyIWtbI88lLTW9Ev/d1330n/v3jxInbv3u31vHDGwEUbamhagOvGLLU7VV3Fy03wStMSGoE4ixkXSu0+x04NJzLAPYb+zeZqxP3rYzYXtW6zSUCijYRPMGi14I5E1Jwj5dcLF4rreRN8oZ5J1oT8YnW1LTXSEhoBW4wJF0p9j50aAlX++cA0b/7N5qKnebItJqLvD62wXRbeZDb3T4kKWSgBfszmkasGRRnq7eeobyqN9FreIlWZmdXyuK/Kw9jpZChVwUFQLw3jvFRRjPa7lcCL9zPvqL1tFe7iJJoJ77KyMhQWFmp1eaIC6gsG9W5MyVwVoc5qIlKWNR9jp/6em/d2SmVex6HteeujYVCMd2jwYsblHb0Wz3oR8Le46qqr8Oqrr3q897///U+qt12RuXPnokaNGqH1jggYNbIHAdqYSktUElq8I+U39zF27nC5EEPFqjDbeToI8l/Pm2K8Q4MXMy7vqD1Hhnu8A36yjx07hvz8fI/3duzYgVdeeUXtPhEK4DkMQp6cJJIJ3GyultnOfztmk4CYUDK56VSYhGK8Q4NqegdGqUo+J7xktYtsO2YUoZ5JSH0TXKRnVxOpqqa3Gvnngar33NRIAylvp9TuhNNH1jg1cGvetOetBMmMSw5rflFrHgqktoAeRPZsGkWoUc8b0MhsrlLfeKcqzbtEpVCVQM3moVo65OZFLT3OpaIkpHkrghczLu+oZjbnpKY3Ce8IQS1tS4vY3mKV+sY7VaUTVdtsXlUymNDTQOqTvUssB5pCe96KcNf0Js3bH2pkoQTk6YnJbE6ogF6CQQlq9Y13qhSqasd5V5EMJtR2xKxx8mtqQR7V8g4JXryfeYfnOVIJJLwjBLVMQrYq9lOVEOlFSURsVWw5lEh73iqt/H0mg1FvsaRHcRJ3nDcJbyXwIkx4R60Mh7yE5gWVYW358uXYsWOH9Prw4cMAXFXGKiIeI/RBbZOQr3AnJUSLw1pVWw4lKu1FV7XnplYaSLGti6UOTT2Z3XHe5LCmBCsnZlzeUTsix1f1QL0ISngfPnzYq1D++uuvvZ5PqQ71gTHGtUlILS9r3gl0L1rr9KhqblPooWVQnHdokOYdGDzPkUoIWHgfPXpUy34QIVDuYBAjeUI2CWng/KJWchLeqSrzmV71vNXKoS5vS6uJijGG87TnHRK8CBPeEX1EIqWed8DCOz09Xct+ECEgn8RDT0Dgfz9VCdHisFZVCJdehUnU2tuTt6VVqNjFUodU6528zZVhiyGzeSColemRl4x2ka0KRQnySTzUkpvkba6cQDOfaZ1b2Uhmc9FZLdZsivj7Qysow1pgqF6YhELFiFBRs+SmFikxS1V0oOKZqsZOtYiAy5+3OxnsjsptSdsUapjNNdYy8mQx3uQjowxezLg843AylDnUqudNmjehEqqGBmlREjRKNO+qxk6tiICqkqdoYzbXRjBQjHfouM3mpHn7olTNrUXKsEaohVrmINc1NCxMEuHCW6/CJHLN3Vtb6prNtdUyKMY7dMhhrWrkVgmq501wg5px1JoUJpFym0f27aZXPW+TSZB8G7xpxGqlynVdQ1vBQDHeoROnQyIdoyPevxazALNJna3FcC+WIns2jRLU2ksFqJ53KOhVz1t+Da+at4rbKFaNTYTnKcY7ZHgx4/KMFnOkmomslEDCOwJQU9PStDBJlDis6Zs8pfIEUqJSYRJXO9qGIYmadzLteSuGFzMuz6jlbwLIw2nJbE6EiF5CQSnR4rDmL2TH4WQodzCP89Rpy5vZXJ00rPJ2NDObX6KKYqESp0FK40hDiznSV7SHXpDwjgDU3FPWwrtYzdAlnvGXc1wu0DU3m6s4UWlhiZGTJzqskeatGHJYqxotIjBc1yXhTYSAWgn3AW3ieqOmMIkfs3mxiqEq8mt4F95qms21zbDmjvMmhzWl8GLG5Rk1UwZbzfJQzfAtmCJ7No0StDAJldqdcIoJ00Mk2szmxXYHGPMcO1GgxppNMIXo7epqSzSV+o7z1to8rwYU5x06VVWZI9R9JuTRHuEccxLeEYCqJSBlN3epSvs50VaYhDFI+9siatXyFrH52V9XtTCJxpMUeZuHjnyrq+KikXCh5hwJ8JHVjrvZdMuWLejfvz/S0tIgCALWrFnjcfzixYsYP3486tevj7i4OLRo0QJvvPGGxzk9evSAIAgef2PHjvU45/jx4+jXrx/i4+NRp04dTJ06FXa7Xeuvpwkl0p63elWkAHUmbKeToVRFYcIz8omh4tipnajGrW3plGFNh/SohDLkz2wpFSfxitrhqjxktQuqnrceFBUVoW3bthg1ahTuvPPOSsenTJmCb7/9FsuXL0ejRo3wzTffYNy4cUhLS8Ntt90mnffAAw9g9uzZ0uv4+Hjp/w6HA/369UNqaiq2bduG7OxsDB8+HBaLBc8995y2X1AD1BQMFrMJZpMAh5OpIrzVrHjGO9YYEwTBpXkXlzuQJDMFS2Y71Vb++jisaalhOJwM+ZLZnPa8leLpQOWIeMdQJai+eOZA8+ZOeGdkZCAjI8Pn8W3btmHEiBHo0aMHAGDMmDF488038dNPP3kI7/j4eKSmpnq9xjfffIPff/8dGzZsQN26ddGuXTvMmTMHjz/+OGbOnInYWGNNJGpqWoBLMFwsdaiyzyn3Wo90s7kgCLDFmFBc7qzkra+mdUR+Ha8Z1gxSz7ugpFz6P+15K8dzwe1EjXB3iEOKVd624iHLmuFm0xtuuAFr167FqVOnwBjDpk2bcPDgQfTq1cvjvA8//BC1atVCq1atMG3aNFy6dEk6tn37drRu3Rp169aV3uvduzcKCwuxb98+n22XlpaisLDQ448H1CxMAqibsUm8RoxJQIzZcLdb0Pgau2IVE+kA/oWqUQqTiDHeCbFmxEb4wk5reDDj8ozqi2cOnAS507yrYtGiRRgzZgzq16+PmJgYmEwmvP322+jWrZt0zj333IP09HSkpaXh119/xeOPP44DBw5g9erVAICcnBwPwQ1Aep2Tk+Oz7blz52LWrFkafKvQUDNUzHUd9WJ7o6UoiUicxYy84nIvwlvdBZavUDHGmMpmc+00DMlZjbTukImzmFFU5qD85j5Q32yubebBQDCk8N6xYwfWrl2L9PR0bNmyBZmZmUhLS0PPnj0BuEzpIq1bt0a9evVw880348iRI2jcuLHitqdNm4YpU6ZIrwsLC9GgQQPlX0Yl1I6jVjPpg9omfd7x9VBrJbwrtmN3MogRfrwXJskrdiVooRjv0OHBjMsz6vuckOYdFMXFxXjyySfx2WefoV+/fgCANm3aICsrCwsWLJCEd0U6deoEADh8+DAaN26M1NRU/PTTTx7n5ObmAoDPfXIAsFqtsFqtanwVVZFyWauQDlN+HTVMcGpbBXjHlzlN7XA5XyFc8teqRB/EaGg2pxhv1VDzmY1E1M7yyIPZ3FDqUHl5OcrLy2EyeXbbbDbD6fQ9uWRlZQEA6tWrBwDo0qUL9u7dizNnzkjnrF+/HomJiWjRooX6HdcYdxUptZ0x1DCbR0d2NRFfY6eZ5u1jbx1Qa89bB7M5hYmFDA/ezzyjvnUy/FntuNO8L168iMOHD0uvjx49iqysLKSkpKBhw4bo3r07pk6diri4OKSnp2Pz5s1YtmwZFi5cCAA4cuQIVqxYgb59+6JmzZr49ddfMXnyZHTr1g1t2rQBAPTq1QstWrTAsGHDMH/+fOTk5GD69OnIzMzkUrOuCr32U5WgZnlKI1CVUNXabF4i26YQBDUyubnvBcaYKtcUkTRvEt4hQ2Zz/6gd501mcy/s3LkTN954o/Ra3GMeMWIEli5dipUrV2LatGm49957cf78eaSnp+PZZ5+VkrDExsZiw4YNePnll1FUVIQGDRpg4MCBmD59unRNs9mML774Ag899BC6dOmChIQEjBgxwiMu3EiUaJQ9SA1Tqbs8ZXQIb5uPCk+iOdOqtdlc9cgDVztO5tpPt5jVE97nqSiJakhmc9K8vaL2tpVVReukUrgT3j169PCb4i81NRVLlizxebxBgwbYvHlzle2kp6fjyy+/VNRH3lBb81YzJabajiK848t8qZd1RM2iJPJ2xLYsKob70Z63epDm7R/tHEZpz5sIAa7N5lFSlEREP7O59z03tc2DVo+Ur+pqGfmXqKKYWvBgxuUZnudIpZDwjgCK7epqW/6ydwVLicp94x1fOcfle9FqUGUyGJUiD8Sscd7aChWK81YPeUU7ojKqFybxU1tAL6JjRo1wtEq6T5p38Fh9mC/VT6Tj3zyv5mJJKxMhFSVRDysH3s88o3oWysvjXUpmcyIUtEu6r2KSligR3j73orUK57NX1LzVXyxpFYYkJmmhoiShQzW9/ROJhUlIeBsch5OhzKG2t7l6q/hoqeUt4ivDWonKixh3Pe+KBVDUzaHuaktjszlp3iHDgzDhGSpMQnBHqQYlN20q7p9Fm9lcr8IkviYPdzpaFTVvDcKQyuxOFJW5+kpm89CxSYtG0ry9IW0tcpiFUikkvA2O2hm1AHU172gsTAJ48zZXd/LwZSbVxmyuvpYh7ncDQJKNhHeokObtH62iPchsTihGi5Kbbk1LhdzmYim+aDebq51bWRYRIM+LoI3ZXP39VHG/O8kWA7NJvcQv0Yp7wU2ad0UYY5IVUe38B2Q2JxTjnqzV07TUnKypMAk8XqttNgeAUtlCQWzHqqbZXIPyh3kU460qPJhxeaXcwcCkSntUmITgBC0Kf1BhEuXoXZhEfm15u+reD+pPVBTjrS5kNveN/L5VvTBJGOt5R8eMGsFoGxqkZj3v6NC8fcVEq73nZjGbJHOzfAJRO55Vfi0t9rzJWU0dePB+5hVxTAQBiFVra5HM5kSoqF2URH4tNQuTRI/Z3EeSFg32/r21pcViSc37QYTymquLlnXXjY48XFWtqng2clgjQkWLkpva5DaPjltNr8Ikvtoq0cBsroXDmlhRLJk0b1Ugzds3mjx7Kjr1KiU6ZtQIhnuzOdXzdnm7amCBiPMS26t2qlz5tdTUMtxmc3JYUwMezLi8ouUcWTHaQ09IeBsco5jNo6Uwibuet3vsxAx4gNq/U+UJW+2SoK521E8AkkcOa6pC9bx9o0WWR/nzFa6tiuiYUSMY7jXvKMuw5m3s5Bqr1hox79soIiS81YXM5r7Rco4Ewmc6J+FtcLQxx7on61BNQmpnFuMd78Lb9X+TAFjM6iUk8TZha2oiVNVs7trzJm9zdaCSoL7RYo6UR3uEy2mNhLfB0aYEpOtaTgbYnaEJ72ir5y2a5sodDI7LY+fe2jCr5u0qXk9+ffn/4zT2ag8Vd5w37XmrAQ/ez7zijsBQdw4Kt7UjOmbUCEYKQdIgwxoQ2o3pctSKTrM54DanaeVx70/zVvN+0EbzpjhvNRF/I4eTwe4gAS5Hi9wHQPjD80h4GxwtTELyFWooK/lyB4NT5bSEvOOR+ezypKGVx70/E70mhUlUMskyxijDmsp4Ztwj4S1Hi6yD8uuR5k0oQguTkCAIbg/jEG5MuXdytBQmMZsEaV9b1FTdHvcqr/wtlVf+RihMUlzukDzwqZa3OnguuGnfW44W1igg/OF50TGjRjBaFCYB1KnpLa54BQGwRonwBiqHcGllNrf5M5urWs9bvRKxgNtkbjYJqG6NUeWa0Y4gCNIzRsVJPHH7gZDZnOAI7fdTld+YcquAmo5avFNx7LTyuPdW09sIhUnkJvNoui+0hoqTeEcLp16AzOZEiJRooGkB3jOFBYs7n3d07HeLVCxOopXHvU3KsOa6vtPJJHM0ryViAYrx1opwCxNeIbM5wSVa7HEC8vCgUDTv6CpKIlIxtEorj/uKk4enjwG/9bzJ01wbwm3G5RWe58hQIOFtcPQSDEqItqIkIhXNl9r/Rk6Pf13HeDabuxK0kOatLqR5e0fr548yrBGKMIbwji7N25fZXP3fyPX4lto9Ne8Yk4AYleoWu9pRdy+VipJoQ7jNuLxSopXPSZiz2pHwNjhaFCaRXy8UE5xWfeOdiuY0cTJV2+O+sle7Rnvrl/td5nDCGWLGPcDtsJZMmreqaFF3PRLQyufEGuasdtE1q0YgeiYACZZo17wrClXtzebaahiAOmFIouZNMd7qQpq3dzSzToa5pjcJb4OjvWAIQXhHWS1vkYrpRLUO5xMnjxKN7gW1Mu6J5JPDmiaQ8PaOXotnvSHhbXCkUDGNTKWqmM2jzGGtYvIUdz1hbZJEiLXDtYpnjTGbEHO5gpIamrfbYY32vNXEpnIynUjBHbKqfZIkPYmuWTUC0cpUqkZsb7SazStmp9OrMImWlg41tQyK89YG0ry9o7m3OWVYI5SgnUlIxTjvKE3SImneOkUEaLlYUjMMieK8tcEWZjMur2hdmIT2vImgYYxJ2pb6qf88w52UIH7WGm1m8wrmS3k9b3Xb8dxb16KWd8W21BDeFOetDZIZl3Kbe6BFvn/59chsTgRNuYOBaVRyU40bM1ozrPnWiDU2m2uUBlLeVqj7qU4nI29zjQh30hBe0S7PApnNCYXIBat2JqHQC5NEX4Y1z7HTPJGOtLeujXnQW1tKuVBql2q8U5IWdXEXqiGzuRy9Fs96E12zaoQh3jSCAMSqmFELoMIkoaB7YRLRbK6hw5paxUlErdsaY4o6i4zWhHsPlleoMAnBHe4QJPVLbtpUcFjTKu6Yd/QuTGJ3MtgdTlkmNw3M5iqFIZGzmnbYwmzG5RGHk6Hc4TL1aFWYhMzml9myZQv69++PtLQ0CIKANWvWeBy/ePEixo8fj/r16yMuLg4tWrTAG2+8IR0/f/48JkyYgGbNmiEuLg4NGzbExIkTUVBQ4HEdQRAq/a1cuVKPr6ga2noXh24mjV6zuf6Zz4rLnfqYzUPUMshZTTvCbcblEbkVQrPc5mEa75iwtOqHoqIitG3bFqNGjcKdd95Z6fiUKVPw7bffYvny5WjUqBG++eYbjBs3Dmlpabjttttw+vRpnD59GgsWLECLFi3w119/YezYsTh9+jQ++eQTj2stWbIEffr0kV4nJydr/fVURSsvSkDd9KhkNtcot7Jsq6TE7tDYbK5OHmeK8daOcAsTHpErH5FmNudOeGdkZCAjI8Pn8W3btmHEiBHo0aMHAGDMmDF488038dNPP+G2225Dq1at8Omnn0rnN27cGM8++yzuu+8+2O12xMS4v3JycjJSU1M1+y5ao1WdWkCdbE1a9o9nfBUmUVuomkwCrDEmlNpdJnOpMIkGoWJqhA4CVFFMS8JtxuURcf6ymAWYTSpvLVI97+C44YYbsHbtWpw6dQqMMWzatAkHDx5Er169fH6moKAAiYmJHoIbADIzM1GrVi107NgR7733HhjzXzGptLQUhYWFHn/hRBezOWVYCxq9CpN4tuXUdLzVclg7T5q3ZoRbE+QRPeZINVIGK4E7zbsqFi1ahDFjxqB+/fqIiYmByWTC22+/jW7dunk9/+zZs5gzZw7GjBnj8f7s2bNx0003IT4+XjK9X7x4ERMnTvTZ9ty5czFr1ixVv08o6CMUSHgHS8X4T7c5WwuN2IT8YlcbpRrFs8qvGbLZ/LLmnUwOa6pDwrsyei2cw4EhhfeOHTuwdu1apKenY8uWLcjMzERaWhp69uzpcW5hYSH69euHFi1aYObMmR7HZsyYIf2/ffv2KCoqwgsvvOBXeE+bNg1TpkzxuH6DBg3U+WIKkIqSaJJRi+p5K0VesEDu7arF3r8tprLmre39oI7DWgoVJVEdMptXRquiJID7OXc9405YVA7XrQpDCe/i4mI8+eST+Oyzz9CvXz8AQJs2bZCVlYUFCxZ4CO8LFy6gT58+qF69Oj777DNYLP5X+p06dcKcOXNQWloKq9Xq9Ryr1erzWDjQpxAFad7BEifLTqdlIh35NeVt8axl5FN2Nc0gzbsyejwTgEtR0Vt4G0olKi8vR3l5OUwmz26bzWY4ne5JpbCwEL169UJsbCzWrl0Lm81W5bWzsrJQo0YNroRzVWgbGqRCYRINzbg8I6/nLZ9ItYwKKCl3aBpXr1YYEsV5a0e4zbg8ouUc6VnnXv8FE3ea98WLF3H48GHp9dGjR5GVlYWUlBQ0bNgQ3bt3x9SpUxEXF4f09HRs3rwZy5Ytw8KFCwG4BfelS5ewfPlyD8ey2rVrw2w2Y926dcjNzUXnzp1hs9mwfv16PPfcc3j00UfD8p2V4q7lrZ05tszhhNPJYFLgqalVrXHekReIEB/qWLNJ0RhW2Zbo8WqXmc01mahc90NpiCZZivPWDneECGneIlpmeRQEz2gPveFOeO/cuRM33nij9FrcYx4xYgSWLl2KlStXYtq0abj33ntx/vx5pKen49lnn8XYsWMBALt378aPP/4IAGjSpInHtY8ePYpGjRrBYrFg8eLFmDx5MhhjaNKkCRYuXIgHHnhAp2+pDlqW3PQwCdkdiI8N/laJ9sIkjAGFJfbL72mzgJGbSrXdRlFJ8yZvc82QO0oyxlTPumhEtJ6D4ixmlNqdYfEz4E549+jRw2/IVmpqKpYsWaL48wDQp08fj+QsRkVLTUsubIrLnQg2LNfhZChzRGect/z7iqFRWk4egLjnbYAMaxTnrRmeC25n1C2avaF1lkcx2iMcmnd0zaoRhpYlIGPMJimpgRIP41K7tnu9PBNrNkFUesQ9Xq087uXJdNzRB1p6tSufpBxOJlkiSPNWH5slvHuwPKJ1lsdw1vQm4W1gtM5gForTmvwz0aYBCIIgCVVReOujeWtvNg8l457oaQ6Qt7kWWOQLbnJaAyAvjqTtHBkOszkJbwOjdShWXAirSvEzWqQlNALibyI6aGn1G9lkHsa81/MWx6Ka1ax7WE20QMVJPBHvVy2sk0B4w/PoCTIwWppJAc+Qp2BxlyuNLq1bRBw7yWyu0cpf7tnOe2EScSzIZK4doSy4IxEttxYBEt6EQrQ2m9tCWMVHazlQEclsrpPD2oUSO5zMs20t2gklDImKkmiPLYxmXB6RzOZa+5yQ2ZwIBs3N5iGYSqM1u5pIRc1bi3A++XXzZPvJmux5q6DRUVES7aEsa57oNkeS5k0Eg5YlIIHQbkwt82wbAUl4X97n1dpsLrYDAFYN8ziHZDYn4a05JLw9keoraJ5ngTRvIgi03OMEQqvpXRKlqVFF9PY2l4ekaZGcQ17+sKo8Cr44X3w5uxqZzTWDipN4otccSZo3ERQ8m4TIbC56m2vrsCb6FOiVDMbJIFVJCxbSvLWHNG9PtJ6HbJIvCGneRBBoGRokv24ocd7RK7zDo3lr107oCUDyqKKY5lBxEk90myNDLJWrBBLeBkbrUDHxukoyrGlZa9wI2CqZs7U122kdkibPGqfUJJsn1fIm4a0VVJzEEy0LkwDyPAskvIkg0LrkZig3ZtRr3pcnC8fl+C2tC5NI7Wg0ScmzxpHmzS9qJNOJJDQvTBJDZnNCAXok3Xe1o8RsHuVx3hW+t9Zmc/dr7cY71P1UivPWHhuZzT3Qa44Mh6UjOmfWCMEdBsGh2fzyZ6xRqnlX/E20Lkziq11123KXnFQCxXlrD5nNPdE60yOZzYmg0aPkJjmsKafibxIZmneIZnMS3ppDDmue6KZ5U4Y1IlDkK2vNsnepESoWpQ5rlYWqXsJbu8VSKPdDqd2BS5c/l0J73ppBhUk84TmcNlSic2aNAOQrPc3M5pcnglIFq0rJXBWlmndFM51uZnMNC8GEkrRH1LoFAUiykfDWCinumJK0AJBtLWoc7UHCmwgYPUpuqlESNFod1iLTbK78fhCd1ZJsFpiisESsXoTTgYo3GGOS173W0R5kNicCRo8MZqFM1iU69I9nwmU219LSEUoYkuisRiZzbaGSoG7KHE6ImXzJbE5wg9ZFSQC16nlH5y1W2Qtc28IkIloulkIpTkK1vPUhnN7PvCG/TzV7/mKUPxOhEp0zawSgdcJ9QK163qR5e3utFhazyWPbRJ/FnBKz+eXsaqR5a0o4vZ95Q7xPBcGVIVAL5AV79IaEt0HR1WxO9byDJhwhXN7aVbUdySQbvGBwx3hTghYtocIkbqRw1RizJpX2ACoJSihA64T78mtTnHfwVHJY09ALXH5tXi0xord5MpnNNYXivN3o4TQbztA8Et4GReuE+/JrKzGTuvsXnbdYpVAxHYSqq13txjuUMKTzxeSwpgfuet6keUtzkA5ZB0vtTjidykrlKiU6Z9YIQA/NNrQkLdGueesfwuWtXXXbUa5l5F+uKEYOa9pCZnM3es6RAFDq0NfaQcLboOhrEqLCJMGiV5x3xWvzHudNFcW0hczmbvScI+Xt6UV0zqwRgNaZg+TXLrE7wFhwJiGta43zjtxUZxKAGA0Tk8hN5XqZCIPFHedNDmtaQmZzN1oXJQGAGFm0BwlvIiD0XFU6GVDuCE54k9nc0wNcK29X8frS/zUNFQvBYY3ivHWBNG83eln/3FntyGxOBECxDs4YcqEQzIStR1pC3tHLA7zi9Xn1gTh/ieK89UB83hxOhnKd92B5Q69w1XBltYvOmTUC0LqWNwBYZVpcMB7G5Q4mpSWM2sIksu+ttce9fmZzZQlAGGOkeeuE/PfXWxPkDb2yPIaSeTAUSHgbFD1KbgqCoKhqjvzcaNW8zSYBFrPLVK6v5s2fw9qlMoe07UJJWrRFLqii3eNcN807TFnWonNmjQD0vjGVCG8t0xIaAXHstP6NbJybzcUY7xiTgGrW6LTE6IXSBXckIn5/ra1/4QrPi96Z1eC462XrYxIKxlQqN1dp6ajFO+IkqqvZXMskLQrreeddcpvMo/l+0Auq6e2iRIfiTfLrk9mcCAi9Sm6GonlHq6e5iF6aN+8Oa2JREorx1odwpuzkCTKbE1zCsyclCW8XbuGtT6iKvE1t2hEL1QSnYVCMt75QljUX4n2qn4JDmjcRAHrU8waUeVLq1TfekczmOu55a5vbXJlGR57m+hLOGtM84d7z1stsTpo3EQB61POWXz+Y4iR69Y139DObux7jGJOAGA0dBN33glLNm4S3HoSzxjRPlEoROWQ214UtW7agf//+SEtLgyAIWLNmjcfxixcvYvz48ahfvz7i4uLQokULvPHGGx7nlJSUIDMzEzVr1kS1atUwcOBA5Obmepxz/Phx9OvXD/Hx8ahTpw6mTp0Ku92u9ddTDb0ymEn7Z0HcmNGeXU1E/P5ar/zFyUmve6HM4YQjiApK4p43lQPVBzKbu9BrHrKR2dxFUVER2rZti8WLF3s9PmXKFHz99ddYvnw59u/fj0mTJmH8+PFYu3atdM7kyZOxbt06rFq1Cps3b8bp06dx5513SscdDgf69euHsrIybNu2De+//z6WLl2Kp556SvPvpxb6pf4L/saM9qIkIuL312vlr/m9IPsewVhi5N7mhPaEUlAoktA7PWrUm80zMjLwzDPP4I477vB6fNu2bRgxYgR69OiBRo0aYcyYMWjbti1++uknAEBBQQHeffddLFy4EDfddBM6dOiAJUuWYNu2bdixYwcA4JtvvsHvv/+O5cuXo127dsjIyMCcOXOwePFilJWV6fZdQ0GPpPvy6ysxm0drURIR8fvrFc6n+b0gz94VhNNaXjE5rOmJvKBQNOMOp9VrjtR3sRSja2sqcMMNN2Dt2rUYNWoU0tLS8N133+HgwYN46aWXAAC7du1CeXk5evbsKX2mefPmaNiwIbZv347OnTtj+/btaN26NerWrSud07t3bzz00EPYt28f2rdv77Xt0tJSlJaWSq8LCwtD/j6FJeWY+NlvQX/udEEJAP1Wlct2nsTukwUBfebQ2SKPz0Yrkuatk1+C1uMtZo0rdzA89OmviA/we209eh4Aad56Id4P7+w4jq1/ng9zb8LH3mzX/BypmrfhhPeiRYswZswY1K9fHzExMTCZTHj77bfRrVs3AEBOTg5iY2ORnJzs8bm6desiJydHOkcuuMXj4jFfzJ07F7NmzVLx27jKKy7bdVLx5+tUs6rYm8qkJtoAALtPFWD3qcCEt0jd6jYtumQYxLFLra7tb1SvutiO9uNdr7oNx/OL8cmv2UF/Nr1GnAY9IiqSmui63346kY+fTuSHtzMcoPVz4Q6hJOHtl0WLFmHHjh1Yu3Yt0tPTsWXLFmRmZiItLc1D29aCadOmYcqUKdLrwsJCNGjQIKRrJsSaMf/WFoo+27JuNdRP1nZCfKxHYzRIisOlIFeV1hgThrRN06hXxuCJm5qgXVoiBrRK1bSd6xokYdXwDmiXlqRpOwCw5v+ux4ZDZ4P+3BVJNnRvXFODHhEVmdGzKa6ulRD1e94A0DA5Dp0aJmvaxo1NamFev2vQNi1R03YqYijhXVxcjCeffBKfffYZ+vXrBwBo06YNsrKysGDBAvTs2ROpqakoKytDfn6+h/adm5uL1FTXJJqamirtkcuPi8d8YbVaYbWqq0XFx8bg0R6NVb2mmtSIj8W4ro3C3Q1DkhIfi3uura95O4IgYGAbfRZK7a5IQrsrtF8kEMqpmRCLzK5XhrsbUUPn9BronF5D93YNtSlZXl6O8vJymEye3TabzXA6XavMDh06wGKxYOPGjdLxAwcO4Pjx4+jSpQsAoEuXLti7dy/OnDkjnbN+/XokJiaiRQtlWjBBEARB6AV3mvfFixdx+PBh6fXRo0eRlZWFlJQUNGzYEN27d8fUqVMRFxeH9PR0bN68GcuWLcPChQsBAElJSRg9ejSmTJmClJQUJCYmYsKECejSpQs6d+4MAOjVqxdatGiBYcOGYf78+cjJycH06dORmZmpumZNEARBEKrDOGPTpk0MQKW/ESNGMMYYy87OZiNHjmRpaWnMZrOxZs2asRdffJE5nU7pGsXFxWzcuHGsRo0aLD4+nt1xxx0sOzvbo51jx46xjIwMFhcXx2rVqsUeeeQRVl5eHlRfCwoKGABWUFAQ8vcmCIIgiEARGGOBp0oiPCgsLERSUhIKCgqQmKivswJBEAQRvRhqz5sgCIIgCBLeBEEQBGE4SHgTBEEQhMEg4U0QBEEQBoOEN0EQBEEYDBLeBEEQBGEwSHgTBEEQhMEg4U0QBEEQBoOEN0EQBEEYDBLeBEEQBGEwSHgTBEEQhMEg4U0QBEEQBoO7kqBGQqzpUlhYGOaeEARBEJFC9erVIQiC33NIeIfAhQsXAAANGjQIc08IgiCISCGQSpVUEjQEnE4nTp8+HdAqyR+FhYVo0KABTpw4EdWlRWkcXNA40BiI0Di4iLZxIM1bY0wmE+rXr6/a9RITE6PixqwKGgcXNA40BiI0Di5oHNyQwxpBEARBGAwS3gRBEARhMEh4c4DVasXTTz8Nq9Ua7q6EFRoHFzQONAYiNA4uaBwqQw5rBEEQBGEwSPMmCIIgCINBwpsgCIIgDAYJb4IgCIIwGCS8CYIgCMJgkPAmCINBPqYuaByIaIaEt0GI5omq4neP1rE4cuQI8vLyQkrFGwk4HA6P106nM0w9CS+HDh1CVlZWuLsRdqJ1fiDhzTkXL14EgKidsA8cOICnn34aI0eOxDvvvIM//vgDgiBE3YT9yy+/4Oqrr8Znn30W7q6Elf3792PChAkYMGAAnnzySezatQsmU/RNY7/88guaNWuG7du3h7srYSWa54fou+sNRFZWFoYNG4YjR46Euyth4ffff0enTp3w+++/49ChQ3jnnXdwyy23YOPGjTCZTFGzwv7ll1/QtWtXPPbYYxg1alS4uxM2/vjjD3Tu3BmXLl1CTEwMdu3aha5du+KDDz4Id9d05ZdffsENN9yAxx57DA899FC4uxM2on5+YASXZGVlsZiYGPboo49WOuZ0OsPQI32x2+3svvvuY/fee6/03p49e9jo0aOZ2WxmX3zxBWOMMYfDEa4u6sL+/ftZTEwMmz17NmPM9X03btzI3nzzTfbDDz+wkydPhrmH+jFu3Dg2YMAA6XVubi6bPn06M5vN7N///jdjLPKfDfF+eOKJJxhjru/76aefsueee4599NFH7MCBA2HuoT7Q/MAYVRXjkN9++w033HADnnjiCcyZMweAq3Z4SUkJateuHRUmdKfTiRMnTqBLly7Se+3atcPcuXMRGxuLQYMGYdOmTejcuXMYe6ktTqcTH3/8MRwOBwYNGgQAuOWWW3Du3DkcO3YMtWrVQqNGjbBw4UK0adMmzL3VnpycHNSsWVN6XadOHcyZMwfx8fHIzMxEeno6+vbtC8ZYxD4jmzdvhsPhwD/+8Q84nU7cdNNNuHTpEnJzc5GUlIRLly7hgw8+8HhuIhGaH0CaN2/k5uaypKQkduONN0rvjR07lnXp0oU1b96c9evXj505c4YxFvlaRmZmJuvSpQs7f/68x/vHjx9nAwcOZH379mUFBQVh6p0+5OTksDFjxjCr1cpatWrF7rzzTpaVlcXKysrY6tWrWa9evdhdd93FLly4EO6uas7MmTNZgwYN2KlTpxhj7vu/rKyMjR07ll1zzTUsOzs7nF3UhZkzZzKz2cwaN27MBg4cyA4cOMDsdjv76aef2F133cWuu+46lpubG+5uak60zw+0580ZderUQa9evVBQUIB3330XnTt3xuHDh3HXXXdhwoQJOH78OLp3746ioiIIghDR+zrdunVDcXExlixZggsXLkjvN2jQAP3790dWVhYKCgrC2EPtqVu3Lp555hmMGjUKNpsNzzzzDNq2bQuLxYI77rgDGRkZ+P777yN2HOSORxkZGWjYsCHmzp2LM2fOSI5JFosFgwYNQkFBAXJycsLYW+2Qe9g//fTTmDVrFuLj4zF9+nQ0bdoUZrMZ119/PQYPHoyjR48iNzc3jL3Vh27duqGkpCRq5wcym3NEeXk5LBYLPv74Y9x777148MEHceutt+Ltt99G7dq1AQADBgzADTfcgKeffhoLFiyIGPPgsWPHsH79ephMJtSvXx+9e/fG4MGD8f333+PNN99EXFwchgwZgpSUFADA9ddfj/j4eI+HNhLwNg61a9fGrFmzcOjQITRu3BiAazI3m81o0qQJatSogdjY2DD3XF3y8/ORnJwMk8kkfdeOHTuif//++Pjjj7FgwQI8/PDDuOKKKwAAzZs3R0JCAoqKisLcc3URx8FsNkvjAAD/+te/0K9fPzRv3hyAa5FjMpmQlpaG2rVrIz4+PpzdVp3Tp09j9+7dKCsrQ8OGDXHddddh8ODB+O677/D2229HzfzgQbhVf4KxoqIi5nA4WHFxscf7//rXv9jKlSs93rPb7ax79+5szJgxenZRU3799VdWs2ZN1rlzZ9a4cWNWrVo1NnLkSFZYWMgYY2z06NGsVatWbNKkSezw4cPs77//Zo899hhr2rQpO3v2bJh7rx7exmHUqFEsJyfH52cefvhhdsstt7CLFy/q2FNt+f3339mVV17JZsyYIb1XVlYm/f+pp55inTp1Yv3792dZWVns0KFD7IknnmDp6ekRZTb3Ng52u93vZx555BF2ww03sLy8PI17px+//voru+qqq1jHjh1ZrVq12HXXXcc++ugj6fjIkSNZ69atI35+qAgJ7zCzd+9e1rNnT9ajRw/WtGlT9vrrr7ODBw9Kxy9duuRxfnl5ObvtttvYCy+8wBgz/r73hQsXWJcuXdiECRMYY4xlZ2ezr776iqWkpLCbb75Z2rubNWsW++c//8kEQWAdOnRgqampbPfu3eHsuqr4G4fevXuzI0eOeJz/119/sUcffZSlpKSwX3/9NRxd1oTjx4+zdu3asauvvpq1atWKzZo1SzpWWloq/X/JkiUsIyODCYLAWrVqxdLT0yPqfvA3Dt4E+P79+9mkSZNYjRo12C+//KJnVzXl8OHDrH79+uyxxx5j+fn5bOfOnWzEiBFs1KhRrKSkRDov0ucHb5DwDiMHDx5ktWvXZpMmTWKrVq1iM2fOZIIgsIEDB7KtW7dWOt9ut7Pp06eztLS0SpO5USkuLmbXXnttJQvDgQMHWK1atditt94qvZebm8u++uortnXrVnbixAm9u6opVY3DgAEDpEl727ZtbNSoUax58+Zsz549YeitNjidTjZv3jzWt29f9s0337Cnn36aNW/e3KcAZ4yxH3/8ke3bty+iNO5AxkEuwH/99Vc2efJk1rp1a5aVlRWOLmtCaWkpmzJlChs8eLDH7/7uu++ymjVrVtKqz549G7HzgzdIeIeRhx9+mA0dOtTjvZEjR7K4uDg2aNAgtmvXLun9b7/9lg0aNIjVqVMnolaUFy9eZFdccYXHxCSaSH/55ReWkJDAZs6cGa7u6UYg4zBnzhzp2KZNmyIyxjs7O5stXbqUMeZarImCS34PyE3okUog4yCPYd6zZ09ELWAYcy1oFy5cyN5++23GmNvKuH//fo8tkkiO5fYHCe8wMmjQIJaZmckYY9L+7jPPPMN69erFmjVrxv71r38xxlw38Q8//MAmTZrE9u3bF7b+asWLL77I6tevz9atWye9J07QzzzzDOvUqRM7d+5cxD+kgYyDGCYYLZw+fdqr4FqzZk2V+7+RhK9x+PTTT8PYK+35888/pf+Lwjs7O5s1adKEHT9+XDoWSQpNoJC3eRhp0KABVq5ciXnz5qF69erIycnBiy++iI8//hiHDx/GI488ggcffBANGjRAly5dcP3118NisYS72yGRnZ2NEydOIC8vDz179oTZbMadd96JHTt2YP78+YiNjUWvXr2k71mrVi0UFhbCZrNFVA5rpeOQkJAQ5p6ri7dxAFze04IgoF69ehgzZgwAYOXKlWCMoaCgAK+88gpOnjyJtLS0cHZfNWgcXIjjcP78efTq1QtXXnklAHh42hcUFCAvL0/6zFNPPYXXXnsNhw4dQkpKSsRE4FRJuFcP0cxff/3FbrjhBma1WlmfPn1YfHw8e+CBBxhjrv2bK664wuvet1H55ZdfWHp6OmvatClLSkpizZo1Yx999BErKytjP//8M7v11lvZ9ddfL3mSlpWVsccee4x1795dskxEAjQOLiqOQ/PmzdmKFSvYuXPnGGMuc6iobZ0+fZo99dRTTBAEVqNGDbZz585wdl1VaBxcVDUO4hgcOHCA1a5dm50/f57NmTOHxcXFRdQ4BAoJb534448/2BNPPMHuu+8+9sILL0geoRcuXGDPP/88e+6559jy5cul83fv3s2uvvpqtnfv3nB1WVXOnDnDmjdvzp588kl25MgRdurUKTZkyBDWtGlTNmvWLFZSUsKysrLY2LFjWUxMDGvbti3r3Lkzq1GjRkQ5ZdE4uPA1Dtdccw17+umnvWYRHDZsGEtMTIyorSMaBxeBjgNjLh+A9u3bsyFDhrDY2NioFNyMkfDWhX379rHk5GR21113sbFjx7IGDRqwdu3asTfeeEM6p+J+7mOPPcbatWvH/v77b727qwn79u1jjRo1qvSgPf7446xly5ZswYIFzOl0sosXL7Lt27ezOXPmsDfeeIMdOnQoTD3WBhoHF/7GoXXr1mz+/PmsqKhIev+dd95hycnJEbe3SePgIphx+P3335kgCCwuLi6iFrTBQsJbYy5cuMB69+7NHnvsMem9kydPspo1a7K6det6eBAzxtiWLVvYhAkTWPXq1SPqxszKymL169dnW7ZsYYx5xq9PnDiRpaenR1R8qi9oHFxUNQ5XXnmlxzjk5OR4OC9FCjQOLoIZh+zsbJaZmcn2798flr7ygsBYBCfH5oBLly6hR48emDx5Mu6++25cunQJ8fHxGDx4MM6fP4/i4mJMnz4dGRkZAIAffvgBH374ITIzM9GyZcsw915dOnbsiGrVquHbb78FAJSWlsJqtQJwpTNs0qQJPvroo3B2URdoHFwEOg5yZ6VIhMbBRTDPRUlJCWw2W9j6ygOR477LIYwxXLx4EadOncKpU6cAAPHx8Th58iT27duH4cOH4+LFi1i9erX0ma5du2LhwoWGF9xFRUW4cOECCgsLpffefPNN7Nu3D/fccw8AwGq1wm63A3AVGYi0vNQAjYNIKOMQSQKLxsFFqM9FtAtugIS3JogVgARBQJ06dfDkk0/isccew+jRozFjxgxcc8016Nq1K4YPH44ZM2Zgw4YNOHfunHSjGv3G/P3333HnnXeie/fuuOaaa/Dhhx8CAK655hq88sorWL9+Pe666y6Ul5dL4V9nzpxBQkIC7HZ7xFRKo3FwQePggsbBBY2DSoTPYh+ZHDhwgC1YsICdPn1aes/hcLClS5ey66+/nvXp04fNmzdPOrZo0SLWvn17w+coF9m3bx+rWbMmmzx5Mvvwww/ZlClTmMVikRxsioqK2Nq1a1n9+vVZ8+bN2YABA9jgwYNZQkJCxHjWM0bjIELj4ILGwQWNg3rQnreKHD58GJ06dUJeXh6eeOIJTJkyBbVq1ZKOl5SUQBAEaR8HACZMmICcnBx88MEHsFqthk4wcP78edx9991o3rw5XnnlFen9G2+8Ea1bt8arr74qvXfhwgU888wzOH/+PGw2Gx566CG0aNEiHN1WHRoHFzQOLmgcXNA4qAtlWFOJoqIizJ07F7fddhuuv/56jB8/Hna7HY899pgkwOXC+Y8//sCbb76J999/Hz/88IPhTeWAqx55fn4+Bg0aBMBdY/jKK6/E+fPnAbj8ABhjqF69OubNm+dxXqRA4+CCxsEFjYMLGgd1IeGtEiaTCR06dEDNmjUxZMgQ1KpVC0OHDgUASYCLgvvChQtYv3499uzZgy1btqB169bh7Lpq1K1bF8uXL8fVV18NwLX3bzKZcMUVV+Cvv/4C4PIDEAQBhYWFSExMlN6LJGgcXNA4uKBxcEHjoC4kvFUiLi4OI0aMkHJPDx48GIwx3H333WCM4YknnkDNmjXhcDhQXFyMhx56CPfddx9q1KgR5p6ri/hgOp1OKS83YwxnzpyRzpk7dy6sVismTpyImJiYiHw4aRxc0Di4oHFwQeOgHiS8VUQU3OKKcsiQIWCM4Z577oEgCJg0aRIWLFiAo0ePYsWKFREnuOWYTCYwxqQHTzR7PfXUU3jmmWewZ88exMRE/u1H4+CCxsEFjYMLGofQodHRALPZDMYYnE4nhg4dCkEQMGzYMKxduxZHjhzBTz/9hLi4uHB3U3PEhzMmJgYNGjTAggULMH/+fOzcuRNt27YNd/d0g8bBBY2DCxoHFzQOoUHCWyPEFSVjDEOGDMFbb72FrKws7N69O2L2uKtCXE1bLBa8/fbbSExMxNatW3HttdeGuWf6QuPggsbBBY2DCxqH0CAXPg0RBAFOpxNTpkzBpk2bsGnTpqgR3HJ69+4NANi2bRuuu+66MPcmfNA4uKBxcEHj4ILGQRkU560xDocDS5cuRYcOHdCuXbtwdydsFBUVST4B0QyNgwsaBxc0Di5oHIKHhLcOyB0zCIIgCCJUyGyuAyS4CYIgCDUh4U0QBEEQBoOEN0EQBEEYDBLeBEEQBGEwSHgTBEEQhMEg4U0QBEEQBoOEN0EQVSIIAsaPHx/ubhAEcRkS3gRhcJYuXSqVUty6dWul44wxNGjQAIIg4NZbbw1DD/0zduxYxMbG4rfffqt0zG63o02bNmjUqBGKiorC0DuC4BMS3gQRIdhsNqxYsaLS+5s3b8bJkydhtVrD0Kuqef7551GzZk2MHTsWFXNGvfTSS9i7dy/+/e9/UwYugpBBwpsgIoS+ffti1apVsNvtHu+vWLECHTp0QGpqaph65p/k5GS88sor+OGHH/D2229L7x8/fhyzZs3C4MGD0bdvX837YbfbUVZWpnk7BKEGJLwJIkK4++67ce7cOaxfv156r6ysDJ988gnuuecer59ZsGABbrjhBtSsWRNxcXHo0KEDPvnkk4Dae+aZZ2AymbBo0SLpva+++gr//Oc/kZCQgOrVq6Nfv37Yt29fldcSBfQTTzyBM2fOAAAmTJgAi8WCV155BQBw6tQpjBo1CnXr1oXVakXLli3x3nvveVynrKwMTz31FDp06ICkpCQkJCTgn//8JzZt2uRx3rFjxyAIAhYsWICXX34ZjRs3htVqxe+//x7QdyeIsMMIgjA0S5YsYQDYzz//zG644QY2bNgw6diaNWuYyWRip06dYunp6axfv34en61fvz4bN24ce+2119jChQtZx44dGQD2xRdfeJwHgGVmZkqv//WvfzFBENhbb70lvbds2TImCALr06cPW7RoEZs3bx5r1KgRS05OZkePHq3yexw7dowlJCSwe+65h61Zs4YBYG+88QZjjLGcnBxWv3591qBBAzZ79mz2+uuvs9tuu40BYC+99JJ0jb///pvVq1ePTZkyhb3++uts/vz5rFmzZsxisbA9e/ZI5x09epQBYC1atGBXXXUVe/7559lLL73E/vrrr0CGnCDCDglvgjA4cuH92muvserVq7NLly4xxhi766672I033sgYY16Ft3ieSFlZGWvVqhW76aabPN6XC+9HHnmEmUwmtnTpUun4hQsXWHJyMnvggQc8PpeTk8OSkpIqve+LBQsWMAAsJSWFde3alTmdTsYYY6NHj2b16tVjZ8+e9Th/6NChLCkpSfoedrudlZaWepyTl5fH6taty0aNGiW9JwrvxMREdubMmYD6RhA8QWZzgoggBg8ejOLiYnzxxRe4cOECvvjiC58mcwCIi4uT/p+Xl4eCggL885//xO7duyudyxjD+PHj8corr2D58uUYMWKEdGz9+vXIz8/H3XffjbNnz0p/ZrMZnTp1qmS29sWkSZPQpk0b5Ofn480334QgCGCM4dNPP0X//v3BGPO4fu/evVFQUCD112w2IzY2FgDgdDpx/vx52O12XHfddV6/08CBA1G7du2A+kYQPBET7g4QBKEetWvXRs+ePbFixQpcunQJDocDgwYN8nn+F198gWeeeQZZWVkoLS2V3vdWCW/ZsmW4ePEiXn/9ddx9990exw4dOgQAuOmmm7y2k5iYGFD/zWYz2rdvjyNHjqBly5YAgL///hv5+fl466238NZbb3n9nLhPDgDvv/8+XnzxRfzxxx8oLy+X3r/yyisrfc7bewRhBEh4E0SEcc899+CBBx5ATk4OMjIykJyc7PW877//Hrfddhu6deuGf//736hXrx4sFguWLFniNeSsa9euyMrKwmuvvYbBgwcjJSVFOuZ0OgEAH3zwgVev9pgY5VONeO377rvPQ9uX06ZNGwDA8uXLMXLkSAwYMABTp05FnTp1YDabMXfuXBw5cqTS5+SWB4IwEiS8CSLCuOOOO/Dggw9ix44d+M9//uPzvE8//RQ2mw3/+9//PGLAlyxZ4vX8Jk2aYP78+ejRowf69OmDjRs3onr16gCAxo0bAwDq1KmDnj17qvhtXNaE6tWrw+FwVHntTz75BFdddRVWr17tYT14+umnVe0TQYQb2vMmiAijWrVqeP311zFz5kz079/f53lmsxmCIMDhcEjvHTt2DGvWrPH5mTZt2uDLL7/E/v370b9/fxQXFwMAevfujcTERDz33HMepmqRv//+W/H3MZvNGDhwID799FOvWdjk1zabzQDgkezlxx9/xPbt2xW3TxA8Qpo3QUQgvszLcvr164eFCxeiT58+uOeee3DmzBksXrwYTZo0wa+//urzc507d8bnn3+Ovn37YtCgQVizZg0SExPx+uuvY9iwYbj22msxdOhQ1K5dG8ePH8d///tfdO3aFa+99pri7/P8889j06ZN6NSpEx544AG0aNEC58+fx+7du7FhwwacP38eAHDrrbdi9erVuOOOO9CvXz8cPXoUb7zxBlq0aIGLFy8qbp8geIOEN0FEKTfd9P/t3CGKgmEUhtF31mAQNFl1DZbZgk0QdAeuwfT/2AWDTQwKdpvZVRjdgslJM2HCFMtcOCffD257woXvM7vdLk3TZLlcZjAYpG3b3O/3P+P9/fZ4PGYymWQ2m+VwOGQ6nabX66VpmqzX6zyfz/T7/YzH4ywWi7d27Xa7ud1uWa1WOZ/P2Ww26XQ6GY1Gadv2Z24+n+fxeGS73eZyuWQ4HGa/3+d0OuV6vb61A/wnH6/Xr8+EAYB/zc0bAIoRbwAoRrwBoBjxBoBixBsAihFvAChGvAGgGPEGgGLEGwCKEW8AKEa8AaAY8QaAYsQbAIr5AhjudrSnjj26AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Mean engine capacity for each year\n",
    "df_line_mean = df.groupby('make_year')['engine_cc'].mean().reset_index()\n",
    "\n",
    "# Line plot of mean engine capacity by year\n",
    "sns.relplot(x=\"make_year\", y=\"engine_cc\", kind=\"line\", data=df_line_mean)\n",
    "plt.title('Engine Capacity Each Year using Mean', fontsize=14)\n",
    "plt.xlabel('Make Year', fontsize=12)\n",
    "plt.ylabel('Engine Capacity', fontsize=14)\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()\n",
    "\n",
    "# Median engine capacity for each year\n",
    "df_line_median = df.groupby('make_year')['engine_cc'].median().reset_index()\n",
    "\n",
    "# Line plot of median engine capacity by year\n",
    "sns.relplot(x=\"make_year\", y=\"engine_cc\", kind=\"line\", data=df_line_median)\n",
    "plt.title('Engine Capacity Each Year using Median', fontsize=14)\n",
    "plt.xlabel('Make Year', fontsize=12)\n",
    "plt.ylabel('Engine Capacity', fontsize=14)\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e80163be-ef01-47ae-a6ce-22f2271f6430",
   "metadata": {
    "id": "e80163be-ef01-47ae-a6ce-22f2271f6430"
   },
   "source": [
    "## Hypothesis Testing\n",
    "\n",
    "In this section, I determine whether the selected features - fuel type and transmission type - have a direct relationship with car price."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cd58f8a2-f1c7-4d8e-a038-0a353528d2ac",
   "metadata": {
    "id": "cd58f8a2-f1c7-4d8e-a038-0a353528d2ac"
   },
   "source": [
    "This question is of interest because these variables can potentially help predict a car's price based on factors I believe are important when purchasing a vehicle.\n",
    "\n",
    "$H_0$ : There is no relation between the selected variables and car price\n",
    "$H_1$ : There is a relation between at least one of the selected variables and car price"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ddf1ee40-1083-44dc-8903-c2be518f4ede",
   "metadata": {
    "id": "ddf1ee40-1083-44dc-8903-c2be518f4ede"
   },
   "source": [
    "### Hypothesis Test #1: Does Fuel Type Affect Car Price?\n",
    "\n",
    "I use a bootstrap method to compute a 95% confidence interval for the difference between the fuel type means.\n",
    "\n",
    "**Test statistic:**\n",
    "\n",
    "Since there are 3 groups, the question is whether at least one group mean is different from the others, so I compare the groups in pairs:\n",
    "\n",
    "(group A mean) - (group B mean), where A, B ∈ {Diesel, Petrol, Electric}\n",
    "\n",
    "$H_0$ : Fuel type has no effect on car price.\n",
    "\n",
    "$H_1$ : Fuel type affects car price."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "732b592e-fe9c-4c3e-a17a-f4e70f757d55",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "execution": {
     "iopub.execute_input": "2026-09-25T13:36:42.432493Z",
     "iopub.status.busy": "2026-09-25T13:36:42.432493Z",
     "iopub.status.idle": "2026-09-25T13:36:53.227858Z",
     "shell.execute_reply": "2026-09-25T13:36:53.227858Z"
    },
    "id": "732b592e-fe9c-4c3e-a17a-f4e70f757d55",
    "outputId": "6bb31d4b-d623-49ac-e490-1fb79695ec10"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              Pair Observed Diff in Means 95% Confidence Interval  p-value\n",
      "  Diesel vs Petrol                  27.25        [-84.31, 138.30]   0.6214\n",
      "Diesel vs Electric               -2931.74    [-3122.08, -2745.90]   0.0000\n",
      "Electric vs Petrol                2958.99      [2774.96, 3144.66]   0.0000\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 675x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 675x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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2G/R6fb7WoVQqMWzYMKPLDx48GPb29tL73r17w8PDA7t3787X+o21e/dumJubY9y4cQbTJ02aBCEE9uzZYzC9Xbt2Br1udevWhUqlwr179/Jcj7u7O/r37y9Ns7CwwLhx45CQkICjR4/mexv8/f3h5+cnva9QoQK6deuGffv2QafTQafTYf/+/ejevTsqVaoklfPw8MCAAQPw559/QqvVSnG++eabaN68uVTOzs4OI0aMwP3793H9+vVcY1Gr1QCAffv2ISkpKd/bNGrUqCzTXu7RTk5ORmxsLJo0aQIAOH/+fJbyY8aMMXj/wQcfAECux9TFixdx584dDBgwAE+fPkVsbCxiY2ORmJiIgIAAHDt2TPpMODg44PTp03j06JHpG5iLd999V/q/g4MDqlWrBltbW/Tt21eaXq1aNTg4OBgcd0qlUur90ul0ePr0Kezs7FCtWrVs2yezotr2qKgoXLx4EUOHDoWTk5M0vW7dunjrrbey3V/ZHR/5UbNmTak3F3hx1qBatWoG7bplyxa0aNECjo6OUpvExsaiXbt20Ol0OHbsmFHr8ff3l95nnDlo27YtKlSokGV6xvrj4uJw+PBh9O3bF8+ePZPW/fTpUwQGBuLOnTt4+PAhANP3/7BhwwyuI8xoh7y+yzIY+/lq1apVnteY6/V67NixA126dDG4lyBDxlmKV9kXBw8eRGpqKj744AODsx65DRGXX7/++iv0ej369u1rEKe7uzuqVKmC0NBQg/LZ/V5u2bIFNWrUQPXq1Q3qaNu2LQBkqSOv36bCaOPiiKfLi0BCQgJcXV1znN+vXz/85z//wbvvvoupU6ciICAAPXv2RO/evaUvsbyUK1fOpAuhq1SpYvBeoVCgcuXKBT70SGRkJDw9PQ0SXOB/p9QiIyMNpr/8g5DB0dER//77b57rqVKlSpb2y2k9psjcdgBQtWpVJCUl4cmTJwBenPKrVq1alnI1atSAXq/H33//jVq1aiEyMlL6ocspzoxT8Nnx8fHBxIkTsWDBAvz8889o0aIFunbtinfeeUdKQI2RcQr4ZXFxcZgxYwY2btwoXYSfQaPRZCmfuV18fX1hZmaW6zF1584dAMCQIUNyLKPRaODo6Ih58+ZhyJAhKF++PPz8/NCxY0cMHjzYIJE3lZWVVZbLI9RqNby8vLJcDqBWqw2OO71ej8WLF+P7779HREQEdDqdNC+3SzkyFNW2Zxz7OR2f+/bty3JzT3bHR34Y83m+c+cOLl++nONlK5mPRWPWk/FZKF++fLbTM9Z/9+5dCCHw+eef4/PPP89x/eXKlTN5/2eOydHR0WDdeTH282XMvnry5Am0Wm2u3y3Aq+2LjOMsc9wuLi7Stsvlzp07EEJk+90MZL0BNbvfyzt37uDGjRtGb2tex3JhtHFxxCSzkP3zzz/QaDSoXLlyjmWsra1x7NgxhIaG4o8//sDevXuxadMmtG3bFvv374e5uXme6zHlOkpj5TRgvE6nMyomOeS0HpHDdWGl0bfffouhQ4fit99+w/79+zFu3Djpui0vLy+j6sju+Onbty9OnjyJKVOmoH79+rCzs4Ner0eHDh2M6nE35oEDGfXMnz8/x0GVM66r7Nu3L1q0aIHt27dj//79mD9/Pr7++mv8+uuvCAoKynNd2cnp+DLmuJszZw4+//xzDB8+HLNmzYKTkxPMzMwwYcIEo9qnqLfdFHJ9vxjTrnq9Hm+99RY++uijbMtWrVo13+vJa/0Z+2Ty5MkIDAzMtmzGd7mp+1/u77KcPl9y/hbIsS8Kg16vh0KhwJ49e7Jt58zXZmfXRnq9HnXq1MGCBQuyXUfmP1Dk2p8lpY2NxSSzkK1fvx4AcvzCymBmZoaAgAAEBARgwYIFmDNnDj799FOEhoaiXbt2sj8hKKMXJYMQAnfv3kXdunWlaY6OjoiPj8+ybGRkpEEPiimxeXt74+DBg3j27JlBb+bNmzel+XLw9vbG5cuXodfrDXoz5VhP5rYDgNu3b8PGxkb6a9TGxga3bt3KUu7mzZswMzOTvrC8vb1zLPdynHm1cZ06dVCnTh189tlnOHnyJJo1a4YVK1Zg9uzZRi2f2b///otDhw5hxowZ+OKLL6Tp2W37y/Ne7kW5e/cu9Hp9rk98yjjdpFKp0K5duzzj8vDwwOjRozF69Gg8fvwYDRs2xJdffiklWoX1JC0A2Lp1K9q0aYMff/zRYHp8fDycnZ2l9znFJPe2GyvjmMrpuHN2ds73EEVytL+vry8SEhKMahO5ZXyvWVhY5Ll+Y/e/XPLz+cqJi4sLVCoVrl69mmu5V9kXGcfZnTt3DH4vnjx5YnTvrbF8fX0hhICPj0++kzJfX19cunQJAQEBshzHhdHGxRGvySxEhw8fxqxZs+Dj44OBAwfmWC4uLi7LtIyejZSUFACQvvSzS/ryY926dQbXiW7duhVRUVEGP1i+vr44deqUwZ2Au3btwt9//21QlymxdezYETqdDt99953B9IULF0KhUMjWK9OxY0dER0dj06ZN0rT09HQsXboUdnZ2aNWqVb7rDgsLM7jm6u+//8Zvv/2G9u3bw9zcHObm5mjfvj1+++03g1NZMTEx2LBhA5o3bw6VSiXF+ddffyEsLEwql5iYiFWrVqFixYrStVU5tbFWq0V6errBtDp16sDMzEw6djKWN+XYyfgrPfNf5bnd6bhs2TKD90uXLgWAXPepn58ffH198c033yAhISHL/IzLD3Q6XZZT9K6urvD09Myyndmdyi8I5ubmWdpny5Yt0jV7L8cEZN13cm+7sTw8PFC/fn2sXbvWIKarV69i//796Nixo8l1ZpDje6pv374ICwvDvn37ssyLj4/PcrzLydXVFa1bt8bKlSsRFRWVZX7GPgGM3/9yyc/nKydmZmbo3r07du7cibNnz2aZn7Fdr7Iv2rVrBwsLCyxdutSgnQribumePXvC3NwcM2bMyLJPhBB4+vRpnnX07dsXDx8+xA8//JBl3vPnz5GYmGhSTIXRxsURezILyJ49e3Dz5k2kp6cjJiYGhw8fxoEDB+Dt7Y3ff/8914FwZ86ciWPHjqFTp07w9vbG48eP8f3338PLy0u6IcTX1xcODg5YsWIF7O3tYWtri8aNG+f7WiknJyc0b94cw4YNQ0xMDBYtWoTKlSsbDLP07rvvYuvWrejQoQP69u2L8PBw/Pe//80y/I0psXXp0gVt2rTBp59+ivv376NevXrYv38/fvvtN0yYMCFL3fk1YsQIrFy5EkOHDsW5c+dQsWJFbN26FSdOnMCiRYuyXBNqitq1ayMwMNBgCCMAmDFjhlRm9uzZOHDgAJo3b47Ro0ejTJkyWLlyJVJSUjBv3jyp3NSpU/HLL78gKCgI48aNg5OTE9auXYuIiAhs27ZN6oXNqY0vXbqEsWPHok+fPqhatSrS09Oxfv16mJubo1evXtJ6/Pz8cPDgQSxYsACenp7w8fHJ9lrQDCqVShrWJy0tDeXKlcP+/fsRERGR4zIRERHo2rUrOnTogLCwMPz3v//FgAEDUK9evRyXMTMzw3/+8x8EBQWhVq1aGDZsGMqVK4eHDx8iNDQUKpUKO3fuxLNnz+Dl5YXevXujXr16sLOzw8GDB3HmzBl8++23Btu5adMmTJw4EY0aNYKdnR26dOmSy97Mv86dO2PmzJkYNmwYmjZtiitXruDnn3/Ocp1kbp8PObfdFPPnz0dQUBD8/f0RHBwsDWGkVqtf6fnW9evXh7m5Ob7++mtoNBoolUq0bds212vSM5syZQp+//13dO7cWRreKDExEVeuXMHWrVtx//79AukpzLBs2TI0b94cderUwXvvvYdKlSohJiYGYWFh+Oeff3Dp0iUAxu9/ueTn85WbOXPmYP/+/WjVqpU0ZE9UVBS2bNmCP//8Ew4ODq+0L1xcXDB58mTMnTsXnTt3RseOHXHhwgXs2bNH9v3n6+uL2bNnIyQkBPfv30f37t1hb2+PiIgIbN++HSNGjMDkyZNzrWPQoEHYvHkzRo0ahdDQUDRr1gw6nQ43b97E5s2bsW/fvmxv4MlNQbdxsVTId7O/9jIPQGxpaSnc3d3FW2+9JRYvXmwwVE6GzEMYHTp0SHTr1k14enoKS0tL4enpKfr3759lSIPffvtNGmAX2QzGnp2chjD65ZdfREhIiHB1dRXW1taiU6dOBkN7ZPj222+lwYObNWsmzp49m6XO3GLLbjD2Z8+eiQ8//FB4enoKCwsLUaVKlVwHY88sp6GVMouJiRHDhg0Tzs7OwtLSUtSpUyfbYZZMHcIoY7DjKlWqCKVSKRo0aJDtkC3nz58XgYGBws7OTtjY2Ig2bdoYDKuSIWMwdgcHB2FlZSXefPNNg8HYM2TXxvfu3RPDhw8Xvr6+wsrKSjg5OYk2bdqIgwcPGix78+ZN0bJlS2FtbW0wfEhOw4QI8WIQ4R49eggHBwehVqtFnz59xKNHj7IMhZJRx/Xr10Xv3r2Fvb29cHR0FGPHjjV6MPYLFy6Inj17irJlywqlUim8vb1F3759xaFDh4QQLx6POmXKFFGvXj1pcPt69eqJ77//3qCehIQEMWDAAOHg4CBg5GDsmeX0ecp8nCQnJ4tJkyYJDw8PYW1tLZo1aybCwsJM+nzIue3Zye0xsgcPHhTNmjUT1tbWQqVSiS5duuQ4GHtuw6tl9sMPP4hKlSoJc3PzbAdjzyy79nr27JkICQkRlStXFpaWlsLZ2Vk0bdpUfPPNNyI1NTXX9ee0nuy+TzKOi/nz5xtMDw8PF4MHDxbu7u7CwsJClCtXTnTu3Fls3bpVKmPs/s9pH2R3TGbHlM9XTt+ZGfMyD8YeGRkpBg8eLFxcXIRSqRSVKlUSY8aMMRhq6VX2hU6nEzNmzJDayNjB2F/ebmOGMMqwbds20bx5c2FraytsbW1F9erVxZgxY8StW7ekMrn9Xqampoqvv/5a1KpVSyiVSuHo6Cj8/PzEjBkzhEajMWhLY3+bCrqNixuFELxjgojkM336dMyYMQNPnjwpWX9xE5UA/HxRScJrMomIiIhIdkwyiYiIiEh2TDKJiIiISHa8JpOIiIiIZMeeTCIiIiKSHZNMIiIiIpIdk0wiKpYUCsUrDQReEIYOHZqvx/ZR7ipWrIihQ4cWdRhEJDMmmURUaNasWQOFQpHj69SpU4USR1JSEqZPn44jR44UyvqKQuvWrQ3a1snJCY0aNcJPP/0EvV5vUl2lob2ISH58rCQRFbqZM2dm+5jRypUrF8r6k5KSpMd+tm7d2ujlfvjhB5MTtKLk5eWFuXPnAnjxnO1169YhODgYt2/fxldffWV0PfltLyIq3ZhkElGhCwoKMvm5v0UpMTERtra2sLCwKOpQTKJWq/HOO+9I70eOHIlq1arhu+++w6xZswpsezLai4hKN54uJ6IS4+HDhxg+fDjc3NygVCpRq1Yt/PTTT1nKJScnY/r06ahatSqsrKzg4eGBnj17Ijw8HPfv34eLiwsAYMaMGdLp5IzrP4cOHQo7OzuEh4ejY8eOsLe3x8CBA6V5ma/J1Ov1WLx4MerUqQMrKyu4uLigQ4cOOHv2bI7bMXbsWNjZ2SEpKSnLvP79+8Pd3R06nQ4AcPbsWQQGBsLZ2RnW1tbw8fHB8OHD89N8sLGxQZMmTZCYmIgnT54AAOLj4zFhwgSUL18eSqUSlStXxtdffy312L5KeyUmJmLSpElS3dWqVcM333wDjpxHVDqwJ5OICp1Go0FsbKzBNIVCgbJly+a4TExMDJo0aQKFQoGxY8fCxcUFe/bsQXBwMLRaLSZMmAAA0Ol06Ny5Mw4dOoS3334b48ePx7Nnz3DgwAFcvXoV7dq1w/Lly/H++++jR48e6NmzJwCgbt260rrS09MRGBiI5s2b45tvvoGNjU2OcQUHB2PNmjUICgrCu+++i/T0dBw/fhynTp3Ksbe2X79+WLZsGf744w/06dNHmp6UlISdO3di6NChMDc3x+PHj9G+fXu4uLhg6tSpcHBwwP379/Hrr7/m2cY5uXfvHszNzeHg4ICkpCS0atUKDx8+xMiRI1GhQgWcPHkSISEhiIqKwqJFi+Di4pKv9hJCoGvXrggNDUVwcDDq16+Pffv2YcqUKXj48CEWLlyY720gohJCEBEVktWrVwsA2b6USqVBWQBi2rRp0vvg4GDh4eEhYmNjDcq9/fbbQq1Wi6SkJCGEED/99JMAIBYsWJBl/Xq9XgghxJMnT7LUn2HIkCECgJg6dWq287y9vaX3hw8fFgDEuHHjclxXdvR6vShXrpzo1auXwfTNmzcLAOLYsWNCCCG2b98uAIgzZ87kWFdOWrVqJapXry6ePHkinjx5Im7cuCHGjRsnAIguXboIIYSYNWuWsLW1Fbdv3zZYdurUqcLc3Fw8ePBACJG/9tqxY4cAIGbPnm0wvXfv3kKhUIi7d+9K07y9vcWQIUNM3kYiKt54upyICt2yZctw4MABg9eePXtyLC+EwLZt29ClSxcIIRAbGyu9AgMDodFocP78eQDAtm3b4OzsjA8++CBLPQqFwugY33///TzLbNu2DQqFAtOmTTNpXQqFAn369MHu3buRkJAgTd+0aRPKlSuH5s2bAwAcHBwAALt27UJaWprRsWe4efMmXFxc4OLigho1amDp0qXo1KmTdInBli1b0KJFCzg6Ohq0abt27aDT6XDs2DGj15W5vXbv3g1zc3OMGzfOYPqkSZMghMh1fxPR64Gny4mo0L355psm3fjz5MkTxMfHY9WqVVi1alW2ZR4/fgwACA8PR7Vq1VCmTP6/3sqUKQMvL688y4WHh8PT0xNOTk4mr6Nfv35YtGgRfv/9dwwYMAAJCQnYvXs3Ro4cKSWorVq1Qq9evTBjxgwsXLgQrVu3Rvfu3TFgwAAolco811GxYkX88MMPUCgUsLKyQpUqVeDq6irNv3PnDi5fvixdc5lZRpvmJbv2ioyMhKenJ+zt7Q2m16hRQ5pPRK83JplEVOxl3ITyzjvvYMiQIdmWefkawVelVCphZlawJ3qaNGmCihUrYvPmzRgwYAB27tyJ58+fo1+/flIZhUKBrVu34tSpU9i5cyf27duH4cOH49tvv8WpU6dgZ2eX6zpsbW3Rrl27HOfr9Xq89dZb+Oijj7KdX7VqVaO2pTDai4hKHiaZRFTsubi4wN7eHjqdLtekCQB8fX1x+vRppKWl5ThEjymnzfNa1759+xAXF5ev3sy+ffti8eLF0Gq12LRpEypWrIgmTZpkKdekSRM0adIEX375JTZs2ICBAwdi48aNePfdd185/oSEhDzbND/t5e3tjYMHD+LZs2cGvZk3b96U5hPR641/ehJRsWdubo5evXph27ZtuHr1apb5GcPxAECvXr0QGxuL7777Lks58f9D52TcLR4fH/9KcfXq1QtCCGmg8uzWlZt+/fohJSUFa9euxd69e9G3b1+D+f/++2+WeurXrw8ASElJyX/g/69v374ICwvDvn37ssyLj49Heno6gPy1V8eOHaHT6bLsh4ULF0KhUCAoKCj/gRNRicCeTCIqdHv27JF6tF7WtGlTVKpUKdtlvvrqK4SGhqJx48Z47733ULNmTcTFxeH8+fM4ePAg4uLiAACDBw/GunXrMHHiRPz1119o0aIFEhMTcfDgQYwePRrdunWDtbU1atasiU2bNqFq1apwcnJC7dq1Ubt2bZO2o02bNhg0aBCWLFmCO3fuoEOHDtDr9Th+/DjatGmDsWPH5rp8w4YNUblyZXz66adISUkxOFUOAGvXrsX333+PHj16wNfXF8+ePcMPP/wAlUqFjh07mhRrdqZMmYLff/8dnTt3xtChQ+Hn54fExERcuXIFW7duxf3796XxOU1try5duqBNmzb49NNPcf/+fdSrVw/79+/Hb7/9hgkTJsDX1/eV4yeiYq4I72wnolImtyGMAIjVq1dLZZHNkDkxMTFizJgxonz58sLCwkK4u7uLgIAAsWrVKoNySUlJ4tNPPxU+Pj5Sud69e4vw8HCpzMmTJ4Wfn5+wtLQ0WNeQIUOEra1ttvFnHsJICCHS09PF/PnzRfXq1YWlpaVwcXERQUFB4ty5c0a1yaeffioAiMqVK2eZd/78edG/f39RoUIFoVQqhaurq+jcubM4e/ZsnvW2atVK1KpVK89yz549EyEhIaJy5crC0tJSODs7i6ZNm4pvvvlGpKamSuXy017Pnj0TH374ofD09BQWFhaiSpUqYv78+VmGd+IQRkSvJ4UQfPQCEREREcmL12QSERERkeyYZBIRERGR7JhkEhEREZHsmGQSERERkeyYZBIRERGR7Jhk4sWgyVqt1qjBk4mIiIgob0wyATx79gxqtRrPnj0r6lCIiIiIXgtMMomIiIhIdkwyiYiIiEh2TDKJiIiISHZMMomIiIhIdkwyiYiIiEh2TDKJiIiISHZMMomIiIhIdkwyiYiIiEh2TDKJiIiISHZMMomIiIhIdkwyiYiIiEh2TDKJiIiISHZMMomIiIhIdkwyiYiIiEh2TDKJiIiISHZMMomIiIhIdkwyiYiIiEh2ZYo6ACKi111sbCw0Go1Jy6jVajg7OxdQREREBY9JJhFRAYqNjYWPry8StFqTlrNTqRARHs5Ek4hKLCaZREQFSKPRIEGrRf3xS2Dl5GbUMslxMbi4eBw0Gg2TTCIqsZhkEhEVAisnN1i7eBV1GEREhYY3/hARERGR7JhkEhEREZHsmGQSERERkeyYZBIRERGR7JhkEhEREZHsmGQSERERkeyYZBIRERGR7JhkEhEREZHsmGQSERERkeyYZBIRERGR7JhkEhEREZHsmGQSERERkeyYZBIRERGR7JhkEhEREZHsmGQSERERkeyYZBIRERGR7JhkEhEREZHsmGQSERERkeyYZBIRERGR7JhkEhEREZHsyhR1AERElL3IyEijy6rVajg7OxdgNEREpmGSSURUzKQlagGFGQICAoxexk6lQkR4OBNNIio2mGQSERUzupQkQOhRY9R8qD0q5Fk+OS4GFxePg0ajYZJJRMUGk0wiomJK6egGaxevog6DiChfmGQSEb0meA0nERUnTDKJiEo4XsNJRMURk0wiohKO13ASUXHEJJOI6DXBaziJqDjhYOxEREREJLsiTTKXL1+OunXrQqVSQaVSwd/fH3v27JHmJycnY8yYMShbtizs7OzQq1cvxMTEGNTx4MEDdOrUCTY2NnB1dcWUKVOQnp5e2JtCRERERC8p0iTTy8sLX331Fc6dO4ezZ8+ibdu26NatG65duwYA+PDDD7Fz505s2bIFR48exaNHj9CzZ09peZ1Oh06dOiE1NRUnT57E2rVrsWbNGnzxxRdFtUlEREREhCK+JrNLly4G77/88kssX74cp06dgpeXF3788Uds2LABbdu2BQCsXr0aNWrUwKlTp9CkSRPs378f169fx8GDB+Hm5ob69etj1qxZ+PjjjzF9+nRYWloWxWYRERERlXrF5ppMnU6HjRs3IjExEf7+/jh37hzS0tLQrl07qUz16tVRoUIFhIWFAQDCwsJQp04duLm5SWUCAwOh1Wql3tDspKSkQKvVGryIiIiISD5FnmReuXIFdnZ2UCqVGDVqFLZv346aNWsiOjoalpaWcHBwMCjv5uaG6OhoAEB0dLRBgpkxP2NeTubOnQu1Wi29ypcvL+9GEREREZVyRZ5kVqtWDRcvXsTp06fx/vvvY8iQIbh+/XqBrjMkJAQajUZ6/f333wW6PiIiIqLSpsjHybS0tETlypUBAH5+fjhz5gwWL16Mfv36ITU1FfHx8Qa9mTExMXB3dwcAuLu746+//jKoL+Pu84wy2VEqlVAqlTJvCRERERFlKPKezMz0ej1SUlLg5+cHCwsLHDp0SJp369YtPHjwAP7+/gAAf39/XLlyBY8fP5bKHDhwACqVCjVr1iz02ImIiIjohSLtyQwJCUFQUBAqVKiAZ8+eYcOGDThy5Aj27dsHtVqN4OBgTJw4EU5OTlCpVPjggw/g7++PJk2aAADat2+PmjVrYtCgQZg3bx6io6Px2WefYcyYMeypJCIiIipCRZpkPn78GIMHD0ZUVBTUajXq1q2Lffv24a233gIALFy4EGZmZujVqxdSUlIQGBiI77//Xlre3Nwcu3btwvvvvw9/f3/Y2tpiyJAhmDlzZlFtEhERERGhiJPMH3/8Mdf5VlZWWLZsGZYtW5ZjGW9vb+zevVvu0IiIiIjoFRS7azKJiIiIqOQr8rvLiYhKmtjYWGg0GqPKRkZGFnA0+WdKbGq1Gs7OzgUYDRG9bphkEhGZIDY2Fj6+vkgw8UlhaenpsC6gmEyVlqgFFGYICAgwehk7lQoR4eFMNInIaEwyiYhMoNFokKDVov74JbBycsu7/L2ruLF2FnTpukKIzji6lCRA6FFj1HyoPSrkWT45LgYXF4+DRqNhkklERmOSSUSUD1ZObrB28cqzXHJczo+4LWpKR+O2gYgoP3jjDxERERHJjkkmEREREcmOSSYRERERyY5JJhERERHJjkkmEREREcmOSSYRERERyY5JJhERERHJjkkmEREREcmOSSYRERERyY5P/CGiUi82NhYajcaospGRkQUcDRHR64FJJhGVarGxsfDx9UWCVmvScmnp6bAuoJiIiF4HTDKJqFTTaDRI0GpRf/wSWDm55V3+3lXcWDsLunRdIURHRFRyMckkIgJg5eQGaxevPMslx0UXQjRERCUfb/whIiIiItkxySQiIiIi2THJJCIiIiLZMckkIiIiItkxySQiIiIi2THJJCIiIiLZMckkIiIiItkxySQiIiIi2THJJCIiIiLZMckkIiIiItkxySQiIiIi2THJJCIiIiLZMckkIiIiItkxySQiIiIi2THJJCIiIiLZlSnqAIiIqGSIjIw0uqxarYazs3MBRkNExR2TTCIiylVaohZQmCEgIMDoZexUKkSEhzPRJCrFmGQSUbEXGxsLjUZjdHn2oslLl5IECD1qjJoPtUeFPMsnx8Xg4uJx0Gg03A9EpRiTTCIq1mJjY+Hj64sErdboZdiLVjCUjm6wdvEq6jCIqIRgkklExZpGo0GCVov645fAysktz/IZvWiXL1+Gt7d3nuVNuc6QiIiMxySTiEoEKyfjetHyc/0gAKSlp8M6v8EREVEWTDKJ6LVi6vWDmntXcWPtLOjSdYUQHRFR6cEkk4heS8ZeP5gcF10I0RARlT4cjJ2IiIiIZMckk4iIiIhkxySTiIiIiGTHJJOIiIiIZMckk4iIiIhkV6RJ5ty5c9GoUSPY29vD1dUV3bt3x61btwzKtG7dGgqFwuA1atQogzIPHjxAp06dYGNjA1dXV0yZMgXp6emFuSlERERE9JIiHcLo6NGjGDNmDBo1aoT09HR88sknaN++Pa5fvw5bW1up3HvvvYeZM2dK721sbKT/63Q6dOrUCe7u7jh58iSioqIwePBgWFhYYM6cOYW6PURERET0QpEmmXv37jV4v2bNGri6uuLcuXNo2bKlNN3Gxgbu7u7Z1rF//35cv34dBw8ehJubG+rXr49Zs2bh448/xvTp02FpaVmg20BEREREWRWrazI1Gg0AwMnJyWD6zz//DGdnZ9SuXRshISFISkqS5oWFhaFOnTpwc/vfM40DAwOh1Wpx7dq1bNeTkpICrVZr8CIiIiIi+RSbJ/7o9XpMmDABzZo1Q+3ataXpAwYMgLe3Nzw9PXH58mV8/PHHuHXrFn799VcAQHR0tEGCCUB6Hx2d/ZM85s6dixkzZhTQlhARERFRsUkyx4wZg6tXr+LPP/80mD5ixAjp/3Xq1IGHhwcCAgIQHh4OX1/ffK0rJCQEEydOlN5rtVqUL18+f4ETERERURbF4nT52LFjsWvXLoSGhsLLK/dnDTdu3BgAcPfuXQCAu7s7YmJiDMpkvM/pOk6lUgmVSmXwIiIiIiL5FGmSKYTA2LFjsX37dhw+fBg+Pj55LnPx4kUAgIeHBwDA398fV65cwePHj6UyBw4cgEqlQs2aNQskbiIiIiLKXZGeLh8zZgw2bNiA3377Dfb29tI1lGq1GtbW1ggPD8eGDRvQsWNHlC1bFpcvX8aHH36Ili1bom7dugCA9u3bo2bNmhg0aBDmzZuH6OhofPbZZxgzZgyUSmVRbh4RERFRqVWkPZnLly+HRqNB69at4eHhIb02bdoEALC0tMTBgwfRvn17VK9eHZMmTUKvXr2wc+dOqQ5zc3Ps2rUL5ubm8Pf3xzvvvIPBgwcbjKtJRERERIWrSHsyhRC5zi9fvjyOHj2aZz3e3t7YvXu3XGERERER0SsqFjf+EBEREdHrhUkmEREREcmOSSYRERERya7YDMZORESvl8jISKPLqtVqODs7F2A0RFTYmGQSEZGs0hK1gMIMAQEBRi9jp1IhIjyciSbRa4RJJhERyUqXkgQIPWqMmg+1R4U8yyfHxeDi4nHQaDRMMoleI0wyiYioQCgd3WDtkvujgono9cUbf4iIiIhIdkwyiYiIiEh2TDKJiIiISHZMMomIiIhIdkwyiYiIiEh2TDKJiIiISHZMMomIiIhIdkwyiYiIiEh2TDKJiIiISHZMMomIiIhIdkwyiYiIiEh2TDKJiIiISHZMMomIiIhIdkwyiYiIiEh2TDKJiIiISHZMMomIiIhIdkwyiYiIiEh2TDKJiIiISHZMMomIiIhIdmWKOgAiKn1iY2Oh0WiMKhsZGVnA0RARUUFgkklEhSo2NhY+vr5I0GpNWi4tPR3WBRQTERHJj0kmERUqjUaDBK0W9ccvgZWTW97l713FjbWzoEvXFUJ0REQkFyaZRFQkrJzcYO3ilWe55LjoQoiGiIjkxht/iIiIiEh2TDKJiIiISHZMMomIiIhIdrwmk4iIigVThqtSq9VwdnYuwGiI6FUxySQioiKVlqgFFGYICAgwehk7lQoR4eFMNImKMSaZRERUpHQpSYDQo8ao+VB7VMizfHJcDC4uHgeNRsMkk6gYY5JJRETFgtLRuGGtiKhk4I0/RERERCQ7JplEREREJDsmmUREREQkOyaZRERERCQ7JplEREREJDsmmUREREQkOyaZRERERCQ7JplEREREJDsmmUREREQkuyJNMufOnYtGjRrB3t4erq6u6N69O27dumVQJjk5GWPGjEHZsmVhZ2eHXr16ISYmxqDMgwcP0KlTJ9jY2MDV1RVTpkxBenp6YW4KEREREb3E5CTz3r17sq386NGjGDNmDE6dOoUDBw4gLS0N7du3R2JiolTmww8/xM6dO7FlyxYcPXoUjx49Qs+ePaX5Op0OnTp1QmpqKk6ePIm1a9dizZo1+OKLL2SLk4iIiIhMY/KzyytXroxWrVohODgYvXv3hpWVVb5XvnfvXoP3a9asgaurK86dO4eWLVtCo9Hgxx9/xIYNG9C2bVsAwOrVq1GjRg2cOnUKTZo0wf79+3H9+nUcPHgQbm5uqF+/PmbNmoWPP/4Y06dPh6WlZb7jIyIiIqL8Mbkn8/z586hbty4mTpwId3d3jBw5En/99ZcswWg0GgCAk5MTAODcuXNIS0tDu3btpDLVq1dHhQoVEBYWBgAICwtDnTp14ObmJpUJDAyEVqvFtWvXsl1PSkoKtFqtwYuIiIiI5GNyklm/fn0sXrwYjx49wk8//YSoqCg0b94ctWvXxoIFC/DkyZN8BaLX6zFhwgQ0a9YMtWvXBgBER0fD0tISDg4OBmXd3NwQHR0tlXk5wcyYnzEvO3PnzoVarZZe5cuXz1fMRERERJS9fN/4U6ZMGfTs2RNbtmzB119/jbt372Ly5MkoX748Bg8ejKioKJPqGzNmDK5evYqNGzfmNySjhYSEQKPRSK+///67wNdJREREVJrkO8k8e/YsRo8eDQ8PDyxYsACTJ09GeHg4Dhw4gEePHqFbt25G1zV27Fjs2rULoaGh8PLykqa7u7sjNTUV8fHxBuVjYmLg7u4ulcl8t3nG+4wymSmVSqhUKoMXEREREcnH5CRzwYIFqFOnDpo2bYpHjx5h3bp1iIyMxOzZs+Hj44MWLVpgzZo1OH/+fJ51CSEwduxYbN++HYcPH4aPj4/BfD8/P1hYWODQoUPStFu3buHBgwfw9/cHAPj7++PKlSt4/PixVObAgQNQqVSoWbOmqZtHRERERDIw+e7y5cuXY/jw4Rg6dCg8PDyyLePq6ooff/wxz7rGjBmDDRs24LfffoO9vb10DaVarYa1tTXUajWCg4MxceJEODk5QaVS4YMPPoC/vz+aNGkCAGjfvj1q1qyJQYMGYd68eYiOjsZnn32GMWPGQKlUmrp5RERERCQDk5PMO3fu5FnG0tISQ4YMybPc8uXLAQCtW7c2mL569WoMHToUALBw4UKYmZmhV69eSElJQWBgIL7//nuprLm5OXbt2oX3338f/v7+sLW1xZAhQzBz5kzjN4qIiIiIZGVykrl69WrY2dmhT58+BtO3bNmCpKQko5LLDEKIPMtYWVlh2bJlWLZsWY5lvL29sXv3bqPXS0REREQFy+RrMufOnQtnZ+cs011dXTFnzhxZgiIiIiKiks3kJPPBgwdZbtABXvQmPnjwQJagiIiIiKhkMznJdHV1xeXLl7NMv3TpEsqWLStLUERERERUspmcZPbv3x/jxo1DaGgodDoddDodDh8+jPHjx+Ptt98uiBiJiIiIqIQx+cafWbNm4f79+wgICECZMi8W1+v1GDx4MK/JJCIiIiIA+UgyLS0tsWnTJsyaNQuXLl2CtbU16tSpA29v74KIj4iIiIhKIJOTzAxVq1ZF1apV5YyFiIiIiF4TJieZOp0Oa9aswaFDh/D48WPo9XqD+YcPH5YtOCIiIiIqmUxOMsePH481a9agU6dOqF27NhQKRUHERUREREQlmMlJ5saNG7F582Z07NixIOIhIiIioteAyUMYWVpaonLlygURCxERERG9JkxOMidNmoTFixcb9dxxIiIiIiqdTD5d/ueffyI0NBR79uxBrVq1YGFhYTD/119/lS04IiIiIiqZTE4yHRwc0KNHj4KIhYiIiIheEyYnmatXry6IOIioBIuNjYVGozGqbGRkZAFHQ0RExUG+BmNPT0/HkSNHEB4ejgEDBsDe3h6PHj2CSqWCnZ2d3DESUTEWGxsLH19fJGi1Ji2Xlp4O6wKKiYiIip7JSWZkZCQ6dOiABw8eICUlBW+99Rbs7e3x9ddfIyUlBStWrCiIOImomNJoNEjQalF//BJYObnlXf7eVdxYOwu6dF0hREdEREUlX4Oxv/HGG7h06RLKli0rTe/Rowfee+89WYMjopLDyskN1i5eeZZLjosuhGiIDJlySUcGtVoNZ2fnAoqI6PVncpJ5/PhxnDx5EpaWlgbTK1asiIcPH8oWGBERkRzye0mHnUqFiPBwJppE+WRykqnX66HTZT3N9c8//8De3l6WoIiIiORi6iUdAJAcF4OLi8dBo9EwySTKJ5OTzPbt22PRokVYtWoVAEChUCAhIQHTpk3joyaJiKjYMvaSDiKSh8lJ5rfffovAwEDUrFkTycnJGDBgAO7cuQNnZ2f88ssvBREjEREREZUwJieZXl5euHTpEjZu3IjLly8jISEBwcHBGDhwIKytOSAJEREREeVznMwyZcrgnXfekTsWIiIiInpNmJxkrlu3Ltf5gwcPzncwRERERPR6yNc4mS9LS0tDUlISLC0tYWNjwySTiIiIiGBm6gL//vuvwSshIQG3bt1C8+bNeeMPEREREQHI5zWZmVWpUgVfffUV3nnnHdy8eVOOKomIiHIVGRkpazkikpcsSSbw4magR48eyVUdERFRttIStYDCDAEBAaYtl54OjoFCVHhMTjJ///13g/dCCERFReG7775Ds2bNZAuMiIgoO7qUJEDoUWPUfKg9KuRZXnPvKm6snQVdetan1RFRwTE5yezevbvBe4VCARcXF7Rt2xbffvutXHERERHlSulo3BN8kuOiCyEaIsosX88uJyIiIiLKjcl3lxMRERER5cXknsyJEycaXXbBggWmVk9ERERErwGTk8wLFy7gwoULSEtLQ7Vq1QAAt2/fhrm5ORo2bCiVUygU8kVJRERERCWKyUlmly5dYG9vj7Vr18LR0RHAiwHahw0bhhYtWmDSpEmyB0lEREREJYvJ12R+++23mDt3rpRgAoCjoyNmz57Nu8uJiIiICEA+kkytVosnT55kmf7kyRM8e/ZMlqCIiIiIqGQzOcns0aMHhg0bhl9//RX//PMP/vnnH2zbtg3BwcHo2bNnQcRIRERERCWMyddkrlixApMnT8aAAQOQlpb2opIyZRAcHIz58+fLHiARERERlTwmJ5k2Njb4/vvvMX/+fISHhwMAfH19YWtrK3twRERERFQy5Xsw9qioKERFRaFKlSqwtbWFEELOuIiIiIioBDM5yXz69CkCAgJQtWpVdOzYEVFRUQCA4OBgDl9ERERERADykWR++OGHsLCwwIMHD2BjYyNN79evH/bu3StrcERERERUMpl8Teb+/fuxb98+eHl5GUyvUqUKIiMjZQuMiIiIiEouk3syExMTDXowM8TFxUGpVMoSFBERERGVbCYnmS1atMC6deuk9wqFAnq9HvPmzUObNm1MquvYsWPo0qULPD09oVAosGPHDoP5Q4cOhUKhMHh16NDBoExcXBwGDhwIlUoFBwcHBAcHIyEhwdTNIqKXxMbGIjw83KgXz2AQEVF2TD5dPm/ePAQEBODs2bNITU3FRx99hGvXriEuLg4nTpwwqa7ExETUq1cPw4cPz3Eg9w4dOmD16tXS+8y9pQMHDkRUVBQOHDiAtLQ0DBs2DCNGjMCGDRtM3TQiwosE08fXFwlarUnLpaWnw7qAYiIiopLH5CSzdu3auH37Nr777jvY29sjISEBPXv2xJgxY+Dh4WFSXUFBQQgKCsq1jFKphLu7e7bzbty4gb179+LMmTN44403AABLly5Fx44d8c0338DT09OkeIgI0Gg0SNBqUX/8Elg5ueVd/t5V3Fg7C7p0XSFER0REJYVJSWZaWho6dOiAFStW4NNPPy2omAwcOXIErq6ucHR0RNu2bTF79myULVsWABAWFgYHBwcpwQSAdu3awczMDKdPn0aPHj2yrTMlJQUpKSnSe62JPTZEpYGVkxusXbzyLJccF10I0RARUUlj0jWZFhYWuHz5ckHFkkWHDh2wbt06HDp0CF9//TWOHj2KoKAg6HQvekyio6Ph6upqsEyZMmXg5OSE6Oicf/jmzp0LtVotvcqXL1+g20FERERU2ph8488777yDH3/8sSBiyeLtt99G165dUadOHXTv3h27du3CmTNncOTIkVeqNyQkBBqNRnr9/fff8gRMRERERADycU1meno6fvrpJxw8eBB+fn5Znlm+YMEC2YLLrFKlSnB2dsbdu3cREBAAd3d3PH78OEt8cXFxOV7HCby4zpPDLREREREVHKOSzMuXL6N27dowMzPD1atX0bBhQwDA7du3DcopFAr5I3zJP//8g6dPn0o3GPn7+yM+Ph7nzp2Dn58fAODw4cPQ6/Vo3LhxgcZCRERERDkzKsls0KABoqKi4OrqisjISJw5c0a6+eZVJCQk4O7du9L7iIgIXLx4EU5OTnBycsKMGTPQq1cvuLu7Izw8HB999BEqV66MwMBAAECNGjXQoUMHvPfee1ixYgXS0tIwduxYvP3227yznIiIiKgIGXVNpoODAyIiIgAA9+/fh16vl2XlZ8+eRYMGDdCgQQMAwMSJE9GgQQN88cUXMDc3x+XLl9G1a1dUrVoVwcHB8PPzw/Hjxw1Odf/888+oXr06AgIC0LFjRzRv3hyrVq2SJT4iIiIiyh+jejJ79eqFVq1awcPDAwqFAm+88QbMzc2zLXvv3j2jV966dWsIIXKcv2/fvjzrcHJy4sDrRERERMWMUUnmqlWr0LNnT9y9exfjxo3De++9B3t7+4KOjYiIiIhKKKPvLs94Zvi5c+cwfvx4JplERERElCOThzB6+TniRERERETZMXkwdiIiIiKivDDJJCIiIiLZMckkIiIiItkxySQiIiIi2THJJCIiIiLZMckkIiIiItkxySQiIiIi2Zk8TiYRlSyxsbHQaDRGl4+MjCzAaIiIqLRgkkn0GouNjYWPry8StFqTl01LT4d1AcRERESlA5NMoteYRqNBglaL+uOXwMrJzbhl7l3FjbWzoEvXFXB0RET0OmOSSVQKWDm5wdrFy6iyyXHRBRwNERGVBrzxh4iIiIhkxySTiIiIiGTHJJOIiIiIZMckk4iIiIhkxySTiIiIiGTHJJOIiIiIZMckk4iIiIhkxySTiIiIiGTHJJOIiIiIZMckk4iIiIhkxySTiIiIiGTHJJOIiIiIZFemqAMgIiIqriIjI40uq1ar4ezsXIDREJUsTDKJiIgySUvUAgozBAQEGL2MnUqFiPBwJppE/49JJhERUSa6lCRA6FFj1HyoPSrkWT45LgYXF4+DRqNhkkn0/5hkEhER5UDp6AZrF6+iDoOoROKNP0REREQkOyaZRERERCQ7JplEREREJDsmmUREREQkOyaZRERERCQ7JplEREREJDsmmUREREQkOyaZRERERCQ7DsZOVMLExsZCo9EYVdaU5y4TERHJiUkmUQkSGxsLH19fJGi1Ji2Xlp4O6wKKiYiIKDtMMolKEI1GgwStFvXHL4GVk1ve5e9dxY21s6BL1xVCdERERP/DJJOoBLJyMu55yslx0YUQDRERUVZMMomIiGRiynXQarUazs7OBRgNUdFikklERPSK0hK1gMIMAQEBRi9jp1IhIjyciSa9tphkEhERvSJdShIg9Kgxaj7UHhXyLJ8cF4OLi8dBo9EwyaTXFpNMIiIimSgdjbtemqg0KNLB2I8dO4YuXbrA09MTCoUCO3bsMJgvhMAXX3wBDw8PWFtbo127drhz545Bmbi4OAwcOBAqlQoODg4IDg5GQkJCIW4FEREREWVWpElmYmIi6tWrh2XLlmU7f968eViyZAlWrFiB06dPw9bWFoGBgUhOTpbKDBw4ENeuXcOBAwewa9cuHDt2DCNGjCisTSAiIiKibBTp6fKgoCAEBQVlO08IgUWLFuGzzz5Dt27dAADr1q2Dm5sbduzYgbfffhs3btzA3r17cebMGbzxxhsAgKVLl6Jjx4745ptv4OnpWWjbQkRERET/U2yfXR4REYHo6Gi0a9dOmqZWq9G4cWOEhYUBAMLCwuDg4CAlmADQrl07mJmZ4fTp0znWnZKSAq1Wa/AiIiIiIvkU2yQzOvrFINJuboZPNXFzc5PmRUdHw9XV1WB+mTJl4OTkJJXJzty5c6FWq6VX+fLlZY6eiIiIqHQrtklmQQoJCYFGo5Fef//9d1GHRERERPRaKbZJpru7OwAgJibGYHpMTIw0z93dHY8fPzaYn56ejri4OKlMdpRKJVQqlcGLiIiIiORTbJNMHx8fuLu749ChQ9I0rVaL06dPw9/fHwDg7++P+Ph4nDt3Tipz+PBh6PV6NG7cuNBjJiIiIqIXivTu8oSEBNy9e1d6HxERgYsXL8LJyQkVKlTAhAkTMHv2bFSpUgU+Pj74/PPP4enpie7duwMAatSogQ4dOuC9997DihUrkJaWhrFjx+Ltt9/mneVERERERahIk8yzZ8+iTZs20vuJEycCAIYMGYI1a9bgo48+QmJiIkaMGIH4+Hg0b94ce/fuhZWVlbTMzz//jLFjxyIgIABmZmbo1asXlixZUujbQkRERET/U6RJZuvWrSGEyHG+QqHAzJkzMXPmzBzLODk5YcOGDQURHhERERHlU7G9JpOIiIiISi4mmUREREQkOyaZRERERCS7Ir0mk4iIqDSLjIw0uqxarYazs3MBRkMkLyaZREREhSwtUQsozBAQEGD0MnYqFSLCw5loUonBJJOIiKiQ6VKSAKFHjVHzofaokGf55LgYXFw8DhqNhkkmlRhMMomIiIqI0tEN1i5eRR0GUYHgjT9EREREJDsmmUREREQkOyaZRERERCQ7JplEREREJDsmmUREREQkOyaZRERERCQ7JplEREREJDsmmUREREQkOyaZRERERCQ7JplEREREJDsmmUREREQkOyaZRERERCQ7JplEREREJDsmmUREREQkOyaZRERERCQ7JplEREREJDsmmUREREQkOyaZRERERCQ7JplEREREJDsmmUREREQkOyaZRERERCQ7JplEREREJLsyRR0AUWkXGxsLjUZjVNnIyMgCjoaIiEgeTDKJilBsbCx8fH2RoNWatFxaejqsCygmIiIiOTDJJCpCGo0GCVot6o9fAisnt7zL37uKG2tnQZeuK4ToiIiI8o9JJlExYOXkBmsXrzzLJcdFF0I0REREr443/hARERGR7NiTSUREVEKYcvOfWq2Gs7NzAUZDlDsmmURERMVcWqIWUJghICDA6GXsVCpEhIcz0aQiwySTiIiomNOlJAFCjxqj5kPtUSHP8slxMbi4eBw0Gg2TTCoyTDKJiIhKCKWjcTcJEhUHvPGHiIiIiGTHJJOIiIiIZMfT5UQy42MiiYiImGQSyYqPiSQiInqBSSaRjPiYSCIioheYZBIVAD4mkoiISjve+ENEREREsmOSSURERESyK9ZJ5vTp06FQKAxe1atXl+YnJydjzJgxKFu2LOzs7NCrVy/ExMQUYcREREREBBTzJBMAatWqhaioKOn1559/SvM+/PBD7Ny5E1u2bMHRo0fx6NEj9OzZswijJSIiIiKgBNz4U6ZMGbi7u2eZrtFo8OOPP2LDhg1o27YtAGD16tWoUaMGTp06hSZNmhR2qERERET0/4p9T+adO3fg6emJSpUqYeDAgXjw4AEA4Ny5c0hLS0O7du2kstWrV0eFChUQFhaWa50pKSnQarUGLyIiIiKST7HuyWzcuDHWrFmDatWqISoqCjNmzECLFi1w9epVREdHw9LSEg4ODgbLuLm5ITo692Fh5s6dixkzZhRg5EREREXPlKeKqdVqODs7F2A0VNoU6yQzKChI+n/dunXRuHFjeHt7Y/PmzbC2zv/zUUJCQjBx4kTpvVarRfny5V8pViIiouIiLVELKMwQEBBg9DJ2KhUiwsOZaJJsinWSmZmDgwOqVq2Ku3fv4q233kJqairi4+MNejNjYmKyvYbzZUqlEkqlsoCjJSIiKhq6lCRA6FFj1HyoPSrkWT45LgYXF4+DRqNhkkmyKVFJZkJCAsLDwzFo0CD4+fnBwsIChw4dQq9evQAAt27dwoMHD+Dv71/EkdLrJDY2FhqNxqiyppyaIiIqaEpH454+RlQQinWSOXnyZHTp0gXe3t549OgRpk2bBnNzc/Tv3x9qtRrBwcGYOHEinJycoFKp8MEHH8Df3593lpNsYmNj4ePriwQTbw5LS09H/i/oICIiKvmKdZL5zz//oH///nj69ClcXFzQvHlznDp1Ci4uLgCAhQsXwszMDL169UJKSgoCAwPx/fffF3HU9DrRaDRI0GpRf/wSWDm55V3+3lXcWDsLunRdIURHRERUfBXrJHPjxo25zreyssKyZcuwbNmyQoqISisrJ+NOOSXH5T6yARERUWlR7MfJJCIiIqKSh0kmEREREcmOSSYRERERyY5JJhERERHJjkkmEREREcmOSSYRERERyY5JJhERERHJjkkmEREREcmOSSYRERERyY5JJhERERHJjkkmEREREcmuWD+7nKggxMbGQqPRGFU2MjKygKMhIiJ6PTHJpFIlNjYWPr6+SNBqTVouLT0d1gUUExER0euISSaVKhqNBglaLeqPXwIrJ7e8y9+7ihtrZ0GXriuE6IiISg5TzgplUKvVcHZ2LqCIqLhhkkmlkpWTG6xdvPIslxwXXQjREBGVLPk9K2SnUiEiPJyJZinBJJOIiIhMYupZIQBIjovBxcXjoNFomGSWEkwyiYiIKF+MPStEpROHMCIiIiIi2bEnk4iIiAAYP2wbh3cjYzDJJCIiKuXSErWAwgwBAQGmLcfh3SgXTDKJiIhKOV1KEiD0qDFqPtQeFfIsz+HdyBhMMqnE4xN8iIjkoXTk8G4kHyaZVKLxCT5ERETFE5NMKtH4BB8iIqLiiUkmvRb4BB8iIqLiheNkEhEREZHsmGQSERERkex4upyKHd4tTkREVPIxyaRihXeLExERvR6YZFKxwrvFiYiIXg9MMqlY4t3iREREJRtv/CEiIiIi2THJJCIiIiLZ8XQ5ERERFRpTRgVRq9VwdnYuwGioIDHJJCIiogKXlqgFFGYICAgwehlbOzuEHj4MJycno8ozKS1emGQSERFRgdOlJAFCjxqj5kPtUSHP8gkPw3H1h8/w5ptvGr0OO5UKEeHhTDSLCSaZREREVGiUjiaMHmJCUpocF4OLi8dBo9EwySwmmGQSERFRsWVsUkrFD+8uJyIiIiLZMckkIiIiItnxdHkpFxsbC41GY3R5U+/cM7V+U4a2ICIiyoxDJBUfTDJLsdjYWPj4+iJBqzV6GVPu3MtP/RnS0tNhbfJSRERUWuVniCTejV6wmGSWYhqNBglaLeqPXwIrJ7c8y2fcuXf58mV4e3vnWT4yMtKk+gFAc+8qbqydBV26zqjyREREgOlDJPFu9ILHJPM1Y8rp6YxTClZOxt25l5+/EgHAXFXW6DsDk+OiTaqbiIjoZbwbvfhgkvkaye/paWNPTZv6VyJ7JYmIqDQr6Pseijsmma8RU09/5zcJNGkg3dfUeru+2U7X1U1B6reApeNkmJexyLOe4la+OMZU2soXx5hKW/niGJOc5QclbM5zeXp1BX3fQ0nw2iSZy5Ytw/z58xEdHY169eph6dKlJj2KqrAUxl81xp7+fp2TwIJWzvxh9jPMAbgDwGPjKipu5YtjTKWtfHGMqbSVL44xFcY2l1Km3I2enp6OMmWMS51MvS/hdbxG9LVIMjdt2oSJEydixYoVaNy4MRYtWoTAwEDcunULrq6uRR2ehH/VEBERFQ/5us9AYQYIvUnrMeW+hNfNa5FkLliwAO+99x6GDRsGAFixYgX++OMP/PTTT5g6dWoRR/c/hXE3NxEREeUtv/cZ8L4E45X4JDM1NRXnzp1DSEiINM3MzAzt2rVDWFhYtsukpKQgJSVFep9x+lqbj/EcTfHs2TMAgC7lOdKTk/Isn6KJBaAw+W5uzT/hRtWf9PjFKd+kmEiUQd4fgoIuXxxjyqm81rjLuoiIip1nf9/OMq00f7/rUpON+s3Upabkq7yx8aT8++LShmfPnhV4PgIA9vb2UCgUBboOhRBCFOgaCtijR49Qrlw5nDx5Ev7+/tL0jz76CEePHsXp06ezLDN9+nTMmDGjMMMkIiIiKjY0Gg1UKlWBrqPE92TmR0hICCZOnCi91+v1iIuLQ9myZQs8q3+daLValC9fHn///XeBH6jFzmZ1UUdARJQ/fY2/+bQ4KNW/NTJ7uS3t7e0LfH0lPsl0dnaGubk5YmJiDKbHxMTA3d0922WUSiWUSqXBNAcHh4IK8bWnUqlK3wffpqgDICLKpxL6fV0qf2sKiEqlKpRONbMCX0MBs7S0hJ+fHw4dOiRN0+v1OHTokMHpcyIiIiIqPCW+JxMAJk6ciCFDhuCNN97Am2++iUWLFiExMVG625xIdna+slan1+tx714EKlXygZlZif/br8iwHeXBdpQH25FKu9ciyezXrx+ePHmCL774AtHR0ahfvz727t0LN7e8hwmi/FMqlZg2bVqWSw9Kha53Za0uLSUF/507FyFBIaWzPWXCdpQH21EebEd5lOrfGpkVdluW+LvLiYiIiKj4Yf89EREREcmOSSYRERERyY5JJhERERHJjkkmEREREcmOSWYpN3fuXDRq1Aj29vZwdXVF9+7dcevWLWn+/fv3oVAosn1t2bJFKvfgwQN06tQJNjY2cHV1xZQpU5Cenm6wriNHjqBhw4ZQKpWoXLky1qxZU1ibWeDyakcAiI6OxqBBg+Du7g5bW1s0bNgQ27ZtMygTFxeHgQMHQqVSwcHBAcHBwUhISDAoc/nyZbRo0QJWVlYoX7485s2bV+DbV1iMacfw8HD06NEDLi4uUKlU6Nu3b5aHMZT2dgSA5cuXo27dutIA1v7+/tizZ480Pzk5GWPGjEHZsmVhZ2eHXr16ZWnH0v65BvJux1WrVqF169bS4Nbx8fFZ6uDxmHs7xsXF4YMPPkC1atVgbW2NChUqYNy4cdBoDJ9MxOMx7+Nx5MiR8PX1hbW1NVxcXNCtWzfcvHnToI5CbUdBpVpgYKBYvXq1uHr1qrh48aLo2LGjqFChgkhISBBCCJGeni6ioqIMXjNmzBB2dnbi2bNnUpnatWuLdu3aiQsXLojdu3cLZ2dnERISIq3n3r17wsbGRkycOFFcv35dLF26VJibm4u9e/cWyXbLLa92FEKIt956SzRq1EicPn1ahIeHi1mzZgkzMzNx/vx5qUyHDh1EvXr1xKlTp8Tx48dF5cqVRf/+/aX5Go1GuLm5iYEDB4qrV6+KX375RVhbW4uVK1cW6vYWlLzaMSEhQVSqVEn06NFDXL58WVy+fFl069ZNNGrUSOh0Oqme0t6OQgjx+++/iz/++EPcvn1b3Lp1S3zyySfCwsJCXL16VQghxKhRo0T58uXFoUOHxNmzZ0WTJk1E06ZNpeX5uX4hr3ZcuHChmDt3rpg7d64AIP79998sdfB4zL0dr1y5Inr27Cl+//13cffuXXHo0CFRpUoV0atXL2l5Ho8v5HU8rly5Uhw9elRERESIc+fOiS5duojy5cuL9PR0IUThtyOTTDLw+PFjAUAcPXo0xzL169cXw4cPl97v3r1bmJmZiejoaGna8uXLhUqlEikpKUIIIT766CNRq1Ytg3r69esnAgMDZd6C4iG7drS1tRXr1q0zKOfk5CR++OEHIYQQ169fFwDEmTNnpPl79uwRCoVCPHz4UAghxPfffy8cHR2ldhVCiI8//lhUq1atIDenyGRux3379gkzMzOh0WikMvHx8UKhUIgDBw4IIdiOuXF0dBT/+c9/RHx8vLCwsBBbtmyR5t24cUMAEGFhYUIIfq5zk9GOLwsNDc02yeTxmLPs2jHD5s2bhaWlpUhLSxNC8HjMTW7teOnSJQFA3L17VwhR+O3I0+VkIOP0hJOTU7bzz507h4sXLyI4OFiaFhYWhjp16hgMfh8YGAitVotr165JZdq1a2dQV2BgIMLCwuTehGIhu3Zs2rQpNm3ahLi4OOj1emzcuBHJyclo3bo1gBdt5ODggDfeeENapl27djAzM8Pp06elMi1btoSlpaVUJjAwELdu3cK///5bCFtWuDK3Y0pKChQKhcFAwlZWVjAzM8Off/4JgO2YHZ1Oh40bNyIxMRH+/v44d+4c0tLSDD6T1atXR4UKFaTPJD/XWWVuR2PweMzKmHbUaDRQqVQoU+bFM2N4PGaVVzsmJiZi9erV8PHxQfny5QEUfjsyySSJXq/HhAkT0KxZM9SuXTvbMj/++CNq1KiBpk2bStOio6OzPF0p4310dHSuZbRaLZ4/fy7nZhS5nNpx8+bNSEtLQ9myZaFUKjFy5Ehs374dlStXBvCijVxdXQ3qKlOmDJycnPJsx4x5r5Ps2rFJkyawtbXFxx9/jKSkJCQmJmLy5MnQ6XSIiooCwHZ82ZUrV2BnZwelUolRo0Zh+/btqFmzJqKjo2FpaQkHBweD8m5ubia1UWn5XOfUjsbg8fg/xrZjbGwsZs2ahREjRkjTeDz+T17t+P3338POzg52dnbYs2cPDhw4IP0BU9jtyCSTJGPGjMHVq1excePGbOc/f/4cGzZsMOjFpKxyasfPP/8c8fHxOHjwIM6ePYuJEyeib9++uHLlShFFWrxl144uLi7YsmULdu7cCTs7O6jVasTHx6Nhw4Z8NnQ2qlWrhosXL+L06dN4//33MWTIEFy/fr2owypx2I7yMKYdtVotOnXqhJo1a2L69OlFE2gxl1c7Dhw4EBcuXMDRo0dRtWpV9O3bF8nJyUUS62vx7HJ6dWPHjsWuXbtw7NgxeHl5ZVtm69atSEpKwuDBgw2mu7u746+//jKYlnGXqru7u/Rv5jtXY2JioFKpYG1tLddmFLmc2jE8PBzfffcdrl69ilq1agEA6tWrh+PHj2PZsmVYsWIF3N3d8fjxY4P60tPTERcXl2c7Zsx7XeR2PLZv3x7h4eGIjY1FmTJl4ODgAHd3d1SqVAkA2I4vsbS0lHrK/fz8cObMGSxevBj9+vVDamoq4uPjDXozY2JiDNqIn+sXcmrHlStX5rksj8f/yasdnz17hg4dOsDe3h7bt2+HhYWFtCyPx//Jqx3VajXUajWqVKmCJk2awNHREdu3b0f//v0LvR35p38pJ4TA2LFjsX37dhw+fBg+Pj45lv3xxx/RtWtXuLi4GEz39/fHlStXDL5IDxw4AJVKJXXh+/v749ChQwbLHThwwOjrmoq7vNoxKSkJALL0tpmbm0Ov1wN40Ubx8fE4d+6cNP/w4cPQ6/Vo3LixVObYsWNIS0uTyhw4cADVqlWDo6NjgWxbYTLleHR2doaDgwMOHz6Mx48fo2vXrgDYjrnR6/VISUmBn58fLCwsDD6Tt27dwoMHD6TPJD/XOctoR2PweMzZy+2o1WrRvn17WFpa4vfff4eVlZVBWR6POcvteBQvbvCW5hd6O5p8qxC9Vt5//32hVqvFkSNHDIYpSkpKMih3584doVAoxJ49e7LUkTEkQvv27cXFixfF3r17hYuLS7ZDIkyZMkXcuHFDLFu27LUaWiKvdkxNTRWVK1cWLVq0EKdPnxZ3794V33zzjVAoFOKPP/6Q6unQoYNo0KCBOH36tPjzzz9FlSpVDIY6iY+PF25ubmLQoEHi6tWrYuPGjcLGxua1GerEmOPxp59+EmFhYeLu3bti/fr1wsnJSUycONGgntLejkIIMXXqVGkok8uXL4upU6cKhUIh9u/fL4R4MYRRhQoVxOHDh8XZs2eFv7+/8Pf3l5bn5/qFvNoxKipKXLhwQfzwww8CgDh27Ji4cOGCePr0qVQHj8fc21Gj0YjGjRuLOnXqiLt37xp89jMPvcPjMed2DA8PF3PmzBFnz54VkZGR4sSJE6JLly7CyclJxMTECCEKvx2ZZJZyALJ9rV692qBcSEiIKF++vMFYhC+7f/++CAoKEtbW1sLZ2VlMmjRJGnoiQ2hoqKhfv76wtLQUlSpVyrKOksyYdrx9+7bo2bOncHV1FTY2NqJu3bpZhjR6+vSp6N+/v7CzsxMqlUoMGzZMGo80w6VLl0Tz5s2FUqkU5cqVE1999VVhbGKhMKYdP/74Y+Hm5iYsLCxElSpVxLfffiv0er1BPaW9HYUQYvjw4cLb21tYWloKFxcXERAQICVGQgjx/PlzMXr0aOHo6ChsbGxEjx49RFRUlEEdpf1zLUTe7Tht2rQ8j1kej7m3Y8bwT9m9IiIipDp4PObejg8fPhRBQUHC1dVVWFhYCC8vLzFgwABx8+ZNgzoKsx0VQghhev8nEREREVHOeE0mEREREcmOSSYRERERyY5JJhERERHJjkkmEREREcmOSSYRERERyY5JJhERERHJjkkmEREREcmOSSYRERERyY5JJlEhUSgU2LFjh/T+5s2baNKkCaysrFC/fv0cp71O1qxZAwcHh6IOo8TIfMwUhNTUVFSuXBknT540epmi3I/379+HQqHAxYsXi2T9RSHzNl+/fh1eXl5ITEws2sCI8sAkk+gVDB06FAqFAgqFAhYWFnBzc8Nbb72Fn376CXq93qBsVFQUgoKCpPfTpk2Dra0tbt26hUOHDuU47XXSr18/3L59u6jDKDEyHzMFYcWKFfDx8UHTpk2laRnHdObXxo0bCyQGU5LW8uXLIyoqCrVr1y6QWDJUrFhR2m5bW1s0bNgQW7ZsMXr5oUOHonv37gUSW82aNdGkSRMsWLCgQOonkguTTKJX1KFDB0RFReH+/fvYs2cP2rRpg/Hjx6Nz585IT0+Xyrm7u0OpVErvw8PD0bx5c3h7e6Ns2bI5TjNVamrqq21QAbK2toarq2tRh1HsZezDzMeM3IQQ+O677xAcHJxl3urVqxEVFWXwKqikyVipqakwNzeHu7s7ypQpU+DrmzlzJqKionDhwgU0atQI/fr1M6nH1xhpaWn5Wm7YsGFYvny5wXcMUbGTryeeE5EQQoghQ4aIbt26ZZl+6NAhAUD88MMP0jQAYvv27dL/X35NmzYt22lCCPHgwQPRp08foVarhaOjo+jatauIiIjIEsPs2bOFh4eHqFixoknLzZ8/X7i7uwsnJycxevRokZqaKpVJTk4WH330kfDy8hKWlpbC19dX/Oc//5HmX7lyRXTo0EHY2toKV1dX8c4774gnT57k2F6rV68WarVaej9t2jRRr149sW7dOuHt7S1UKpXo16+f0Gq1edaxc+dOUbVqVWFtbS169eolEhMTxZo1a4S3t7dwcHAQH3zwgUhPTzfYlkmTJglPT09hY2Mj3nzzTREaGirNj42NFW+//bbw9PQU1tbWonbt2mLDhg0G627VqpX44IMPxJQpU4Sjo6Nwc3OT9lNOMtp5+vTpwtnZWdjb24uRI0eKlJQUg3rHjBkjxo8fL8qWLStat24thDA8ZoQQ4u+//xZvv/22cHR0FDY2NsLPz0+cOnVKmr9jxw7RoEEDoVQqhY+Pj5g+fbpIS0vLMbYzZ84IMzOzLO2deb2ZZd6Pxqz733//FSNGjBCurq5CqVSKWrVqiZ07d4rQ0NAcj31vb28xc+ZMMWjQIGFvby+GDBkiIiIiBABx4cIFqe6rV6+KTp06CXt7e2FnZyeaN28u7t69m2P8xvD29hYLFy6U3qelpQkbGxsxdepUIUTun6/sPs+hoaFS7Bs3bhQtW7YUSqVSrF69Wuh0OjFjxgxRrlw5YWlpKerVqyf27NkjrTu7bU5JSRFKpVIcPHjwlbaTqCCxJ5OoALRt2xb16tXDr7/+mu38qKgo1KpVC5MmTUJUVBQmT56c7bS0tDQEBgbC3t4ex48fx4kTJ2BnZ4cOHToY9FgeOnQIt27dwoEDB7Br1y6jlwsNDUV4eDhCQ0Oxdu1arFmzBmvWrJHmDx48GL/88guWLFmCGzduYOXKlbCzswMAxMfHo23btmjQoAHOnj2LvXv3IiYmBn379jWprcLDw7Fjxw7s2rULu3btwtGjR/HVV1/lukxSUhKWLFmCjRs3Yu/evThy5Ah69OiB3bt3Y/fu3Vi/fj1WrlyJrVu3SsuMHTsWYWFh2LhxIy5fvow+ffqgQ4cOuHPnDgAgOTkZfn5++OOPP3D16lWMGDECgwYNwl9//WWw7rVr18LW1hanT5/GvHnzMHPmTBw4cCDXeA8dOoQbN27gyJEj+OWXX/Drr79ixowZWeq1tLTEiRMnsGLFiix1JCQkoFWrVnj48CF+//13XLp0CR999JF0Wcbx48cxePBgjB8/HtevX8fKlSuxZs0afPnllznGdfz4cVStWhX29va5xp+XvNat1+sRFBSEEydO4L///S+uX7+Or776Cubm5mjatCkWLVoElUol9ZhOnjxZqvubb75BvXr1cOHCBXz++edZ1v3w4UO0bNkSSqUShw8fxrlz5zB8+HDZe/jKlCkDCwsLpKam5vn5mjx5Mvr27Sud5YiKijK4HGHq1KkYP348bty4gcDAQCxevBjffvstvvnmG1y+fBmBgYHo2rWrdGxmx9LSEvXr18fx48dl3U4iWRV1lktUkuXUkymEEP369RM1atSQ3iNT71C9evWy9IJlnrZ+/XpRrVo1odfrpWkpKSnC2tpa7Nu3T4rBzc3NoGfM2OW8vb0Nevv69Okj+vXrJ4QQ4tatWwKAOHDgQLbbN2vWLNG+fXuDaX///bcAIG7dupXtMtn1ZNrY2Bj0pE2ZMkU0btw42+Uz6gBg0FM1cuRIYWNjI549eyZNCwwMFCNHjhRCCBEZGSnMzc3Fw4cPDeoKCAgQISEhOa6rU6dOYtKkSdL7Vq1aiebNmxuUadSokfj4449zrGPIkCHCyclJJCYmStOWL18u7OzshE6nk+pt0KBBlmVfPmZWrlwp7O3txdOnT7NdT0BAgJgzZ47BtPXr1wsPD48cYxs/frxo27Zttuu1srIStra2Bq/IyEghRNb9mNe69+3bJ8zMzIw+LjJ4e3uL7t27G0zL3KsXEhIifHx8DHrg5fByT2ZKSoqYM2eOACB27dpl9Ocr83dDRuyLFi0ymO7p6Sm+/PJLg2mNGjUSo0ePNlju5Z5MIYTo0aOHGDp0qAxbS1QwCv6iFqJSSggBhULxSnVcunQJd+/ezdLTlJycjPDwcOl9nTp1YGlpafJytWrVgrm5ufTew8MDV65cAQBcvHgR5ubmaNWqVY6xhYaGSj2bLwsPD0fVqlWN2saKFSsaxOnh4YHHjx/nuoyNjQ18fX2l925ubqhYsaJBLG5ublI9V65cgU6nyxJTSkqKdO2rTqfDnDlzsHnzZjx8+BCpqalISUmBjY2NwTJ169Y1eG9MvPXq1TOox9/fHwkJCfj777/h7e0NAPDz88u1josXL6JBgwZwcnLKdv6lS5dw4sQJg55LnU6H5ORkJCUlZdkOAHj+/DmsrKyyrW/hwoVo166dwTRPT898rfvixYvw8vIy+ph42RtvvJHr/IsXL6JFixawsLAwqr5atWohMjISANCiRQvs2bMnx7Iff/wxPvvsMyQnJ8POzg5fffUVOnXqhClTphj1+crJy9uk1Wrx6NEjNGvWzKBMs2bNcOnSpVzrsba2RlJSUp7rIyoqTDKJCsiNGzfg4+PzSnUkJCTAz88PP//8c5Z5Li4u0v9tbW3ztVzmH2aFQiGdfrW2ts4zti5duuDrr7/OMs/DwyPXZV+WWwymLJNbPQkJCTA3N8e5c+cMkmoAUmI6f/58LF68GIsWLUKdOnVga2uLCRMmZLmRKj/xGiPzPszMmP0xY8YM9OzZM8u8nBJJZ2dn6Y+KzNzd3VG5cuVc12nsuvOKPTev2i6Z7d69W7rZJq9lp0yZgqFDh8LOzg5ubm7SH43Gfr5yktc2GSsuLs7gjy2i4oZJJlEBOHz4MK5cuYIPP/zwlepp2LAhNm3aBFdXV6hUqgJf7mV16tSBXq/H0aNHs/RoZaxj27ZtqFixYqHc6fsqGjRoAJ1Oh8ePH6NFixbZljlx4gS6deuGd955B8CL6whv376NmjVrvvL6L126hOfPn0tJzalTp2BnZ4fy5csbXUfdunXxn//8B3Fxcdn2ZjZs2BC3bt0yOjEEXrTL8uXLX7nXPa91161bF//88w9u376dbW+mpaUldDpdvtZdt25drF27FmlpaUb1Zmb0HBvD2dk5220y5vNl7DapVCp4enrixIkTBmcNTpw4gTfffDPXZa9evYrevXvnuQ6iosIbf4heUUpKCqKjo/Hw4UOcP38ec+bMQbdu3dC5c2cMHjz4leoeOHAgnJ2d0a1bNxw/fhwRERE4cuQIxo0bh3/++Uf25V5WsWJFDBkyBMOHD8eOHTukOjZv3gwAGDNmDOLi4tC/f3+cOXMG4eHh2LdvH4YNG5bvhKGgVK1aFQMHDsTgwYPx66+/IiIiAn/99Rfmzp2LP/74AwBQpUoVHDhwACdPnsSNGzcwcuRIxMTEyLL+1NRUBAcH4/r169i9ezemTZuGsWPHwszM+K/g/v37w93dHd27d8eJEydw7949bNu2DWFhYQCAL774AuvWrcOMGTNw7do13LhxAxs3bsRnn32WY51t2rRBQkICrl27lmVefHw8oqOjDV45Df6d17pbtWqFli1bolevXjhw4AAiIiKwZ88e7N27F8CLYy0hIQGHDh1CbGysSaeAx44dC61Wi7fffhtnz57FnTt3sH79ety6dcvoOkxlzOerYsWKuHz5Mm7duoXY2NhchyqaMmUKvv76a2zatAm3bt3C1KlTcfHiRYwfPz7HZe7fv4+HDx9m+wcgUXHBJJPoFe3duxceHh6oWLEiOnTogNDQUCxZsgS//fZbllOzprKxscGxY8dQoUIF9OzZEzVq1EBwcDCSk5Nz7aHM73KZLV++HL1798bo0aNRvXp1vPfee1KikdH7otPp0L59e9SpUwcTJkyAg4ODSclTYVm9ejUGDx6MSZMmoVq1aujevTvOnDmDChUqAAA+++wzNGzYEIGBgWjdurWU0MkhICAAVapUQcuWLdGvXz907doV06dPN6kOS0tL7N+/H66urujYsSPq1Kkj3aENAIGBgdi1axf279+PRo0aoUmTJli4cGGuPXdly5ZFjx49sj3tO2zYMHh4eBi8li5dmm09xqx727ZtaNSoEfr374+aNWvio48+kv4Yadq0KUaNGoV+/frBxcUF8+bNM7pdypYti8OHD0t33/v5+eGHH34w+hrN/DDm8/Xee++hWrVqeOONN+Di4oITJ07kWN+4ceMwceJETJo0CXXq1MHevXvx+++/o0qVKjku88svv6B9+/Ym9cwSFTaFEEIUdRBERK+roUOHIj4+vsAfD5lfly9fxltvvYXw8PBsb+Ki4ic1NRVVqlTBhg0bstwwRFScFL/uBiIiKjR169bF119/jYiIiKIOhYz04MEDfPLJJ0wwqdgr3lfrExFRgRs6dGhRh0AmqFy5skk3eBEVFZ4uJyIiIiLZ8XQ5EREREcmOSSYRERERyY5JJhERERHJjkkmEREREcmOSSYRERERyY5JJhERERHJjkkmEREREcmOSSYRERERye7/APpmVRbuT/hTAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 675x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Return the difference in averages of column_name between the two groups of grouping_var\n",
    "def diff_of_avgs(df_in, column_name, grouping_var):\n",
    "    grpby_var = df_in.groupby(grouping_var, observed=True)\n",
    "    avgs = grpby_var[column_name].mean()\n",
    "    # Assumes df_in contains exactly two groups; the result is (second group - first group)\n",
    "    return avgs.iloc[1] - avgs.iloc[0]\n",
    "\n",
    "def bootstrap_mean_difference(original_sample, column_name, grouping_var, num_replications):\n",
    "    '''This function returns an array of bootstrapped differences between two sample averages:\n",
    "      original_sample: df containing the original sample\n",
    "      column_name: name of column containing the variable to average\n",
    "      grouping_var: name of variable according to which to group\n",
    "      num_replications: number of bootstrap samples'''\n",
    "    original_sample_size = original_sample.shape[0]  # Resample with the same sample size\n",
    "    original_sample_cols_of_interest = original_sample[[column_name, grouping_var]]\n",
    "    bstrap_mean_diffs = np.empty(num_replications)\n",
    "    for i in range(num_replications):\n",
    "        # Sample with replacement\n",
    "        bootstrap_sample = original_sample_cols_of_interest.sample(original_sample_size, replace=True)\n",
    "        resampled_mean_diff = diff_of_avgs(bootstrap_sample, column_name, grouping_var)\n",
    "        bstrap_mean_diffs[i] = resampled_mean_diff\n",
    "    return bstrap_mean_diffs\n",
    "\n",
    "# Fuel type pairs to compare\n",
    "pairs = [(\"Diesel\", \"Petrol\"), (\"Diesel\", \"Electric\"), (\"Electric\", \"Petrol\")]\n",
    "\n",
    "# Run the bootstrap for each pair\n",
    "results = []  # Results for each pair\n",
    "NUM_REPS = 5000\n",
    "\n",
    "for g1, g2 in pairs:\n",
    "    # Keep only the two groups in this pair\n",
    "    sub_df = df[df['fuel_type'].isin([g1, g2])].copy()\n",
    "\n",
    "    sub_df['fuel_type'] = pd.Categorical(sub_df['fuel_type'], categories=[g2, g1], ordered=True)\n",
    "\n",
    "    # Observed difference in means\n",
    "    obs_diff = diff_of_avgs(sub_df, 'price_usd', 'fuel_type')\n",
    "\n",
    "    # Bootstrap distribution of the mean differences\n",
    "    bstrap_diffs = bootstrap_mean_difference(\n",
    "        original_sample=sub_df,\n",
    "        column_name='price_usd',\n",
    "        grouping_var='fuel_type',\n",
    "        num_replications=NUM_REPS\n",
    "    )\n",
    "\n",
    "    # 95% confidence interval\n",
    "    left_end = np.percentile(bstrap_diffs, 2.5, method='higher')\n",
    "    right_end = np.percentile(bstrap_diffs, 97.5, method='higher')\n",
    "\n",
    "    # P-value: the bootstrap distribution is centered at the observed difference, so shift it to be\n",
    "    # centered at 0 (the null hypothesis) and count how often a difference at least as extreme appears\n",
    "    null_diffs = bstrap_diffs - obs_diff\n",
    "    p_value = np.mean(np.abs(null_diffs) >= np.abs(obs_diff))\n",
    "\n",
    "    # Store results\n",
    "    results.append({\n",
    "        'Pair': f'{g1} vs {g2}',\n",
    "        'Observed Diff in Means': f'{obs_diff:.2f}',\n",
    "        '95% Confidence Interval': f'[{left_end:.2f}, {right_end:.2f}]',\n",
    "        'p-value': p_value\n",
    "    })\n",
    "\n",
    "    # Plot the bootstrap distribution with the confidence interval\n",
    "    ax = sns.displot(bstrap_diffs, height=4.5, aspect=1.5)\n",
    "    plt.hlines(y=0, xmin=left_end, xmax=right_end,\n",
    "               colors='orange', linestyles='solid', lw=7, clip_on=False)\n",
    "    ax.set(\n",
    "        xlabel=f'Difference in mean price ({g1} - {g2})',\n",
    "        ylabel='frequency',\n",
    "        title=f'Distribution of bootstrap estimates for the mean price difference\\n{g1} vs {g2}'\n",
    "    )\n",
    "\n",
    "# Summary table\n",
    "results_df = pd.DataFrame(results)\n",
    "print(results_df.to_string(index=False))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "af699af9-a648-4364-9cae-7caf8e02aaf8",
   "metadata": {
    "id": "af699af9-a648-4364-9cae-7caf8e02aaf8"
   },
   "source": [
    "### Bootstrap Results\n",
    "\n",
    "**Diesel vs. Petrol:**\n",
    "The 95% confidence interval for the difference in mean prices **includes 0**, so I cannot reject the null hypothesis. There is no evidence that the mean prices of Diesel and Petrol cars differ.\n",
    "\n",
    "**Diesel vs. Electric:**\n",
    "The 95% confidence interval for the difference in mean prices **does not include 0**, so I reject the null hypothesis and conclude that the mean prices of Diesel and Electric cars differ. Electric cars have a higher mean price, since the difference is *negative*.\n",
    "\n",
    "**Electric vs. Petrol:**\n",
    "The 95% confidence interval for the difference in mean prices **does not include 0**, so I reject the null hypothesis and conclude that the mean prices of Electric and Petrol cars differ. Electric cars have a higher mean price, since the difference is *positive*.\n",
    "\n",
    "The p-values agree with the confidence intervals: Diesel vs. Petrol has a large p-value, while both comparisons with Electric have a p-value of (practically) 0.\n",
    "\n",
    "**Conclusion:** I reject the null hypothesis. Fuel type clearly affects price, with Electric cars having a higher price."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47019775-0e83-4653-8229-af65dd93a963",
   "metadata": {
    "id": "47019775-0e83-4653-8229-af65dd93a963"
   },
   "source": [
    "To see the difference more clearly, I plot the average car price per fuel type."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "0575459e-2303-4af3-b119-19613d18db61",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 550
    },
    "execution": {
     "iopub.execute_input": "2026-09-25T13:36:53.231397Z",
     "iopub.status.busy": "2026-09-25T13:36:53.231397Z",
     "iopub.status.idle": "2026-09-25T13:36:53.466920Z",
     "shell.execute_reply": "2026-09-25T13:36:53.466408Z"
    },
    "id": "0575459e-2303-4af3-b119-19613d18db61",
    "outputId": "16d183f6-4a4b-42ec-a492-803dac01a2e7"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 411.111x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Electric cars average price: 9839.48\n",
      "\n",
      "Non - Electric cars (Petrol and Diesel) average price: 6892.74 \n",
      "\n",
      "There are 974 Electric cars out of 10000\n"
     ]
    }
   ],
   "source": [
    "ax = sns.catplot(data=df, x='fuel_type',y='price_usd',kind='bar',height=4,aspect=1)\n",
    "ax.set(title='Average Car Price by Fuel Type', xlabel='Fuel Type', ylabel='Average Price')\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()\n",
    "\n",
    "# Average price of electric cars\n",
    "mean_electric = df[df['fuel_type'] == 'Electric']['price_usd'].mean()\n",
    "\n",
    "# Number of electric cars\n",
    "sum_electric = df[df['fuel_type'] == 'Electric'].shape[0]\n",
    "\n",
    "# Average price of non-electric cars (Petrol or Diesel)\n",
    "mean_non_electric = df[df['fuel_type'].isin(['Petrol', 'Diesel'])]['price_usd'].mean()\n",
    "\n",
    "print(f\"Electric cars average price: {mean_electric:.2f}\")\n",
    "print(f\"\\nNon - Electric cars (Petrol and Diesel) average price: {mean_non_electric:.2f} \")\n",
    "print(f\"\\nThere are {sum_electric} Electric cars out of 10000\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d2facf2e-e5b3-44ee-95d0-f8fd1485ad5c",
   "metadata": {
    "id": "d2facf2e-e5b3-44ee-95d0-f8fd1485ad5c"
   },
   "source": [
    "**Note:** Only about 9.7% of the cars in the dataset are Electric. This might not reflect their share of the population, and their rarity might even explain the higher price."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "M6Pf1yOcYbG3",
   "metadata": {
    "id": "M6Pf1yOcYbG3"
   },
   "source": [
    "### Hypothesis Test #2: Does Transmission Type Affect Car Price?\n",
    "\n",
    "In this test, I determine whether transmission type has a direct relationship with car price."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dyhw7SYIYbG4",
   "metadata": {
    "id": "dyhw7SYIYbG4"
   },
   "source": [
    "This question is of interest because this variable can potentially help predict a car's price based on factors I believe are important when purchasing a vehicle.\n",
    "\n",
    "$H_0$ : There is no relation between transmission type and car price\n",
    "$H_1$ : There is a relation between transmission type and car price"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "mDmHEKF8YbG4",
   "metadata": {
    "id": "mDmHEKF8YbG4"
   },
   "source": [
    "I use a bootstrap method to compute a 95% confidence interval for the difference between the transmission type means.\n",
    "\n",
    "**Test statistic:**\n",
    "\n",
    "Since there are 2 groups, I check the difference between their means:\n",
    "\n",
    "(Automatic mean) - (Manual mean)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "KT-GC6uwYbG4",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 647
    },
    "execution": {
     "iopub.execute_input": "2026-09-25T13:36:53.469927Z",
     "iopub.status.busy": "2026-09-25T13:36:53.468928Z",
     "iopub.status.idle": "2026-09-25T13:36:57.519187Z",
     "shell.execute_reply": "2026-09-25T13:36:57.519187Z"
    },
    "id": "KT-GC6uwYbG4",
    "outputId": "48509697-3dc6-4211-e6d7-d313ebf96195"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hypothesis Test Results:\n",
      "         Comparison Observed Diff in Means (Automatic - Manual) 95% Confidence Interval P-value\n",
      "Automatic vs Manual                                      $15.80      [$-92.33, $124.61]  0.7750\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 675x450 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Test settings\n",
    "COLUMN_TO_TEST = 'price_usd'\n",
    "GROUPING_VARIABLE = 'transmission'\n",
    "GROUP_1 = 'Automatic'\n",
    "GROUP_2 = 'Manual'\n",
    "NUM_REPS = 5000\n",
    "\n",
    "sub_df = df.copy()\n",
    "\n",
    "sub_df[GROUPING_VARIABLE] = pd.Categorical(sub_df[GROUPING_VARIABLE], categories=[GROUP_2, GROUP_1], ordered=True)\n",
    "\n",
    "# Observed difference in means\n",
    "obs_diff = diff_of_avgs(sub_df, COLUMN_TO_TEST, GROUPING_VARIABLE)\n",
    "\n",
    "# Bootstrap distribution of the mean differences\n",
    "bstrap_diffs = bootstrap_mean_difference(\n",
    "    original_sample=sub_df,\n",
    "    column_name=COLUMN_TO_TEST,\n",
    "    grouping_var=GROUPING_VARIABLE,\n",
    "    num_replications=NUM_REPS\n",
    ")\n",
    "\n",
    "# 95% confidence interval\n",
    "left_end = np.percentile(bstrap_diffs, 2.5)\n",
    "right_end = np.percentile(bstrap_diffs, 97.5)\n",
    "\n",
    "# P-value: the bootstrap distribution is centered at the observed difference, so shift it to be\n",
    "# centered at 0 (the null hypothesis) and count how often a difference at least as extreme appears\n",
    "null_diffs = bstrap_diffs - obs_diff\n",
    "p_value = np.mean(np.abs(null_diffs) >= np.abs(obs_diff))\n",
    "\n",
    "# Summary table\n",
    "results = {\n",
    "    'Comparison': f'{GROUP_1} vs {GROUP_2}',\n",
    "    'Observed Diff in Means (Automatic - Manual)': f'${obs_diff:,.2f}',\n",
    "    '95% Confidence Interval': f'[${left_end:,.2f}, ${right_end:,.2f}]',\n",
    "    'P-value': f'{p_value:.4f}'\n",
    "}\n",
    "results_df = pd.DataFrame([results])\n",
    "print(\"Hypothesis Test Results:\")\n",
    "print(results_df.to_string(index=False))\n",
    "\n",
    "# Plot the bootstrap distribution with the confidence interval\n",
    "ax = sns.displot(bstrap_diffs, height=4.5, aspect=1.5)\n",
    "plt.hlines(y=0, xmin=left_end, xmax=right_end,\n",
    "            colors='orange', linestyles='solid', lw=10, label='95% Confidence Interval')\n",
    "\n",
    "plt.title(f'Bootstrap Distribution of Mean Price Difference\\n({GROUP_1} vs. {GROUP_2})', fontsize=16)\n",
    "plt.xlabel(f'Difference in Mean Price (USD)', fontsize=12)\n",
    "plt.ylabel('Frequency', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "DZt-VJZMYbG5",
   "metadata": {
    "id": "DZt-VJZMYbG5"
   },
   "source": [
    "### Bootstrap Results\n",
    "\n",
    "The 95% confidence interval for the difference in mean prices **includes 0** and the p-value is large, so I cannot reject the null hypothesis that there is no relation between transmission type and price.\n",
    "\n",
    "**Conclusion:** I cannot reject the null hypothesis. There is no evidence that transmission type affects price."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "OZVCePVPYbG5",
   "metadata": {
    "id": "OZVCePVPYbG5"
   },
   "source": [
    "To see the results more clearly, I plot the average car price per transmission type."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "ho0nqf_uYbG5",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 564
    },
    "execution": {
     "iopub.execute_input": "2026-09-25T13:36:57.519187Z",
     "iopub.status.busy": "2026-09-25T13:36:57.519187Z",
     "iopub.status.idle": "2026-09-25T13:36:57.744232Z",
     "shell.execute_reply": "2026-09-25T13:36:57.744232Z"
    },
    "id": "ho0nqf_uYbG5",
    "outputId": "f91c350d-664b-42e6-8bbb-299d502d599f"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 411.111x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Manual cars average price: 7173.41\n",
      "\n",
      "Automatic cars average price: 7189.21 \n",
      "\n",
      "There are 5985 Manual cars out of 10000\n"
     ]
    }
   ],
   "source": [
    "ax = sns.catplot(data=df, x='transmission',y='price_usd',kind='bar',height=4,aspect=1)\n",
    "ax.set(title='Average Car Price by Transmission Type', xlabel='Transmission Type', ylabel='Average Price')\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()\n",
    "\n",
    "# Average price of manual cars\n",
    "mean_manual = df[df['transmission'] == 'Manual']['price_usd'].mean()\n",
    "\n",
    "# Number of manual cars\n",
    "sum_manual = df[df['transmission'] == 'Manual'].shape[0]\n",
    "\n",
    "# Average price of automatic cars\n",
    "mean_auto = df[df['transmission'] == 'Automatic']['price_usd'].mean()\n",
    "\n",
    "print(f\"Manual cars average price: {mean_manual:.2f}\")\n",
    "print(f\"\\nAutomatic cars average price: {mean_auto:.2f} \")\n",
    "print(f\"\\nThere are {sum_manual} Manual cars out of 10000\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "71c4953f-fbc7-4b69-a1cd-78aa013ef501",
   "metadata": {
    "id": "71c4953f-fbc7-4b69-a1cd-78aa013ef501"
   },
   "source": [
    "## Classification\n",
    "\n",
    "The most immediate classification task that comes to mind is classifying the price of a car as \"Budget\", \"Mid-Range\" or \"Expensive\".\n",
    "\n",
    "I need to choose features for the classification task, but I do not want to choose them based on the test set, so I split the data and put aside a test set before doing any feature selection.\n",
    "First, though, some preprocessing is needed to handle the categorical variables.\n",
    "\n",
    "There are no missing values left, since the missing values in *service_history* were already replaced."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47be50be-f5ad-4b70-a164-36c79710ca29",
   "metadata": {
    "id": "47be50be-f5ad-4b70-a164-36c79710ca29"
   },
   "source": [
    "### Creating Price Classes\n",
    "\n",
    "First, I create the price classes and drop the original *price_usd* column to prevent leakage."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "959c10f9-cb00-4014-a1fb-28a9bd187d49",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "execution": {
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     "iopub.status.busy": "2026-09-25T13:36:57.746685Z",
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     "shell.execute_reply": "2026-09-25T13:36:57.756046Z"
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    "outputId": "73ac5884-dd05-4d09-bf79-72c91f4bca2e"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Budget price range [1000, 5826] - 3333 cars\n",
      "Mid-Range price range [5826, 8225] - 3333 cars\n",
      "Expensive price range [8225, 17648] - 3334 cars\n"
     ]
    }
   ],
   "source": [
    "# Split the continuous price into 3 equal-sized bins, stored as integers (as KNN expects):\n",
    "#   0 - Budget (bottom third)\n",
    "#   1 - Mid-Range (middle third)\n",
    "#   2 - Expensive (top third)\n",
    "df['price_bracket'] = pd.qcut(df['price_usd'], q=3, labels=[0, 1, 2]).astype(int)\n",
    "\n",
    "# Price range and number of cars in each bin\n",
    "ranges = pd.qcut(df['price_usd'], q=3).cat.categories\n",
    "counts = df['price_bracket'].value_counts().sort_index()\n",
    "\n",
    "print(f\"Budget price range [{ranges[0].left:.0f}, {ranges[0].right:.0f}] - {counts[0]} cars\")\n",
    "print(f\"Mid-Range price range [{ranges[1].left:.0f}, {ranges[1].right:.0f}] - {counts[1]} cars\")\n",
    "print(f\"Expensive price range [{ranges[2].left:.0f}, {ranges[2].right:.0f}] - {counts[2]} cars\")\n",
    "\n",
    "\n",
    "# Remove price_usd to prevent leakage\n",
    "df = df.drop(columns=['price_usd'])\n",
    "target = 'price_bracket'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "91bf135a-0500-40ea-84dd-a0cadc42aa85",
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    },
    "execution": {
     "iopub.execute_input": "2026-09-25T13:36:57.757841Z",
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     "shell.execute_reply": "2026-09-25T13:36:57.765247Z"
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   "outputs": [
    {
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     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 10000 entries, 0 to 9999\n",
      "Data columns (total 12 columns):\n",
      " #   Column              Non-Null Count  Dtype  \n",
      "---  ------              --------------  -----  \n",
      " 0   make_year           10000 non-null  int64  \n",
      " 1   mileage_kmpl        10000 non-null  float64\n",
      " 2   engine_cc           10000 non-null  int64  \n",
      " 3   fuel_type           10000 non-null  object \n",
      " 4   owner_count         10000 non-null  int64  \n",
      " 5   brand               10000 non-null  object \n",
      " 6   transmission        10000 non-null  object \n",
      " 7   color               10000 non-null  object \n",
      " 8   service_history     10000 non-null  object \n",
      " 9   accidents_reported  10000 non-null  int64  \n",
      " 10  insurance_valid     10000 non-null  object \n",
      " 11  price_bracket       10000 non-null  int32  \n",
      "dtypes: float64(1), int32(1), int64(4), object(6)\n",
      "memory usage: 898.6+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7322da40-e07c-4e98-819f-56f94f45279c",
   "metadata": {
    "id": "7322da40-e07c-4e98-819f-56f94f45279c"
   },
   "source": [
    "### Encoding Categorical Features\n",
    "\n",
    "The categorical features are:\n",
    "\n",
    "- *fuel_type*\n",
    "- *brand*\n",
    "- *transmission*\n",
    "- *color*\n",
    "- *insurance_valid*\n",
    "- *service_history*\n",
    "\n",
    "All of these features except *service_history* are nominal, so I use `pd.get_dummies` (one-hot encoding) for them.\n",
    "\n",
    "*service_history* is ordinal (None < Partial < Full), so I map it to the integers 1, 2 and 3."
   ]
  },
  {
   "cell_type": "code",
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     "iopub.status.idle": "2026-09-25T13:36:57.781755Z",
     "shell.execute_reply": "2026-09-25T13:36:57.781755Z"
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   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>make_year</th>\n",
       "      <th>mileage_kmpl</th>\n",
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       "      <td>False</td>\n",
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       "      <td>True</td>\n",
       "    </tr>\n",
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       "      <th>3</th>\n",
       "      <td>2009</td>\n",
       "      <td>11.28</td>\n",
       "      <td>800</td>\n",
       "      <td>1</td>\n",
       "      <td>Full</td>\n",
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       "      <td>True</td>\n",
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       "      <td>False</td>\n",
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       "<p>5 rows × 25 columns</p>\n",
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      "text/plain": [
       "   make_year  mileage_kmpl  engine_cc  owner_count service_history  \\\n",
       "0       2001          8.17       4000            4            None   \n",
       "1       2014         17.59       1500            4            None   \n",
       "2       2023         18.09       2500            5            Full   \n",
       "3       2009         11.28        800            1            Full   \n",
       "4       2005         12.23       1000            2            Full   \n",
       "\n",
       "   accidents_reported  price_bracket  fuel_type_Electric  fuel_type_Petrol  \\\n",
       "0                   0              2               False              True   \n",
       "1                   0              1               False              True   \n",
       "2                   1              2               False             False   \n",
       "3                   0              1               False              True   \n",
       "4                   0              0               False              True   \n",
       "\n",
       "   brand_Chevrolet  ...  brand_Tesla  brand_Toyota  brand_Volkswagen  \\\n",
       "0             True  ...        False         False             False   \n",
       "1            False  ...        False         False             False   \n",
       "2            False  ...        False         False             False   \n",
       "3            False  ...        False         False             False   \n",
       "4            False  ...        False         False             False   \n",
       "\n",
       "   transmission_Manual  color_Blue  color_Gray  color_Red  color_Silver  \\\n",
       "0                 True       False       False      False         False   \n",
       "1                 True       False       False      False         False   \n",
       "2                False       False       False      False         False   \n",
       "3                 True        True       False      False         False   \n",
       "4                False       False       False       True         False   \n",
       "\n",
       "   color_White  insurance_valid_Yes  \n",
       "0         True                False  \n",
       "1        False                 True  \n",
       "2        False                 True  \n",
       "3        False                 True  \n",
       "4        False                 True  \n",
       "\n",
       "[5 rows x 25 columns]"
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   "source": [
    "# One-hot encoding\n",
    "encoded_df = pd.get_dummies(df,\n",
    "                                columns=['fuel_type', 'brand', 'transmission', 'color', 'insurance_valid'], drop_first=True)\n",
    "encoded_df.head()"
   ]
  },
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       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2005</td>\n",
       "      <td>12.23</td>\n",
       "      <td>1000</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   make_year  mileage_kmpl  engine_cc  owner_count  service_history  \\\n",
       "0       2001          8.17       4000            4                1   \n",
       "1       2014         17.59       1500            4                1   \n",
       "2       2023         18.09       2500            5                3   \n",
       "3       2009         11.28        800            1                3   \n",
       "4       2005         12.23       1000            2                3   \n",
       "\n",
       "   accidents_reported  price_bracket  fuel_type_Electric  fuel_type_Petrol  \\\n",
       "0                   0              2               False              True   \n",
       "1                   0              1               False              True   \n",
       "2                   1              2               False             False   \n",
       "3                   0              1               False              True   \n",
       "4                   0              0               False              True   \n",
       "\n",
       "   brand_Chevrolet  ...  brand_Tesla  brand_Toyota  brand_Volkswagen  \\\n",
       "0             True  ...        False         False             False   \n",
       "1            False  ...        False         False             False   \n",
       "2            False  ...        False         False             False   \n",
       "3            False  ...        False         False             False   \n",
       "4            False  ...        False         False             False   \n",
       "\n",
       "   transmission_Manual  color_Blue  color_Gray  color_Red  color_Silver  \\\n",
       "0                 True       False       False      False         False   \n",
       "1                 True       False       False      False         False   \n",
       "2                False       False       False      False         False   \n",
       "3                 True        True       False      False         False   \n",
       "4                False       False       False       True         False   \n",
       "\n",
       "   color_White  insurance_valid_Yes  \n",
       "0         True                False  \n",
       "1        False                 True  \n",
       "2        False                 True  \n",
       "3        False                 True  \n",
       "4        False                 True  \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Ordinal encoding of service_history\n",
    "encoded_df['service_history'] = encoded_df['service_history'].map({'None': 1, 'Partial': 2, 'Full': 3})\n",
    "encoded_df[\"service_history\"] = encoded_df[\"service_history\"].astype(int)\n",
    "encoded_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cf4f25d6-2974-4a88-9626-a9705dd5c814",
   "metadata": {
    "id": "cf4f25d6-2974-4a88-9626-a9705dd5c814"
   },
   "source": [
    "### Train-Test Split\n",
    "\n",
    "Next, I:\n",
    "- Split the dataset into train and test sets (80% train, 20% test)\n",
    "- Scale the features (done later, after feature selection, using `StandardScaler`)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "43d77555-0a53-47a5-9237-a07bb7fa8296",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-09-25T13:36:57.795488Z",
     "iopub.status.busy": "2026-09-25T13:36:57.795488Z",
     "iopub.status.idle": "2026-09-25T13:36:58.204694Z",
     "shell.execute_reply": "2026-09-25T13:36:58.204694Z"
    },
    "id": "43d77555-0a53-47a5-9237-a07bb7fa8296"
   },
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "# Shuffle the dataframe\n",
    "encoded_df = encoded_df.sample(frac=1, random_state=SEED)\n",
    "\n",
    "# Make sure price_bracket exists\n",
    "assert 'price_bracket' in encoded_df.columns\n",
    "\n",
    "Y = encoded_df['price_bracket']\n",
    "X = encoded_df.drop(columns=['price_bracket'])\n",
    "\n",
    "X_train, X_test, Y_train, Y_test = train_test_split(X, Y, test_size=0.20, random_state=SEED)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dfb295ce-c7fb-4bf5-a346-d276bc5ace72",
   "metadata": {
    "id": "dfb295ce-c7fb-4bf5-a346-d276bc5ace72"
   },
   "source": [
    "### Feature Selection"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aabd1aba-6c5b-468e-82c4-d7cf97f01a9f",
   "metadata": {
    "id": "aabd1aba-6c5b-468e-82c4-d7cf97f01a9f"
   },
   "source": [
    "I want to use only the features that are useful for distinguishing between the classes, because features that aren't might add noise to the classifier.\n",
    "\n",
    "I examine the correlation of each feature with the target variable, *price_bracket*. Features that correlate strongly with the target, whether negatively or positively, are a good match.\n",
    "\n",
    "I visualize the correlations using a heatmap."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "46a0904c-e20f-418a-ae75-3a057a9bf76e",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 883
    },
    "execution": {
     "iopub.execute_input": "2026-09-25T13:36:58.208853Z",
     "iopub.status.busy": "2026-09-25T13:36:58.207853Z",
     "iopub.status.idle": "2026-09-25T13:36:58.234391Z",
     "shell.execute_reply": "2026-09-25T13:36:58.234391Z"
    },
    "id": "46a0904c-e20f-418a-ae75-3a057a9bf76e",
    "outputId": "b7cfed2b-b08d-4b8a-e58c-d8a23f361878"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>make_year</th>\n",
       "      <th>mileage_kmpl</th>\n",
       "      <th>engine_cc</th>\n",
       "      <th>owner_count</th>\n",
       "      <th>service_history</th>\n",
       "      <th>accidents_reported</th>\n",
       "      <th>fuel_type_Electric</th>\n",
       "      <th>fuel_type_Petrol</th>\n",
       "      <th>brand_Chevrolet</th>\n",
       "      <th>brand_Ford</th>\n",
       "      <th>...</th>\n",
       "      <th>brand_Toyota</th>\n",
       "      <th>brand_Volkswagen</th>\n",
       "      <th>transmission_Manual</th>\n",
       "      <th>color_Blue</th>\n",
       "      <th>color_Gray</th>\n",
       "      <th>color_Red</th>\n",
       "      <th>color_Silver</th>\n",
       "      <th>color_White</th>\n",
       "      <th>insurance_valid_Yes</th>\n",
       "      <th>price_bracket</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>make_year</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.008440</td>\n",
       "      <td>-0.017642</td>\n",
       "      <td>-0.011243</td>\n",
       "      <td>-0.000108</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>-0.010625</td>\n",
       "      <td>0.014778</td>\n",
       "      <td>0.010334</td>\n",
       "      <td>0.002975</td>\n",
       "      <td>...</td>\n",
       "      <td>0.009170</td>\n",
       "      <td>0.003160</td>\n",
       "      <td>0.004846</td>\n",
       "      <td>0.006355</td>\n",
       "      <td>0.003294</td>\n",
       "      <td>0.011895</td>\n",
       "      <td>-0.015074</td>\n",
       "      <td>-0.000463</td>\n",
       "      <td>0.005156</td>\n",
       "      <td>0.392712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mileage_kmpl</th>\n",
       "      <td>-0.008440</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.000012</td>\n",
       "      <td>-0.006811</td>\n",
       "      <td>-0.007640</td>\n",
       "      <td>0.013393</td>\n",
       "      <td>0.009978</td>\n",
       "      <td>-0.004991</td>\n",
       "      <td>-0.016624</td>\n",
       "      <td>-0.007845</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.005281</td>\n",
       "      <td>0.003888</td>\n",
       "      <td>-0.004166</td>\n",
       "      <td>0.011038</td>\n",
       "      <td>-0.001222</td>\n",
       "      <td>0.001202</td>\n",
       "      <td>-0.015571</td>\n",
       "      <td>-0.008645</td>\n",
       "      <td>0.004768</td>\n",
       "      <td>0.192821</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>engine_cc</th>\n",
       "      <td>-0.017642</td>\n",
       "      <td>-0.000012</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.002602</td>\n",
       "      <td>0.011196</td>\n",
       "      <td>-0.003054</td>\n",
       "      <td>-0.009767</td>\n",
       "      <td>0.000518</td>\n",
       "      <td>0.000569</td>\n",
       "      <td>0.022974</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.008438</td>\n",
       "      <td>0.003620</td>\n",
       "      <td>0.001360</td>\n",
       "      <td>0.006889</td>\n",
       "      <td>0.008161</td>\n",
       "      <td>0.006700</td>\n",
       "      <td>-0.009834</td>\n",
       "      <td>-0.021446</td>\n",
       "      <td>-0.017586</td>\n",
       "      <td>0.606218</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>owner_count</th>\n",
       "      <td>-0.011243</td>\n",
       "      <td>-0.006811</td>\n",
       "      <td>-0.002602</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.036738</td>\n",
       "      <td>-0.014704</td>\n",
       "      <td>-0.002029</td>\n",
       "      <td>0.006968</td>\n",
       "      <td>-0.000869</td>\n",
       "      <td>0.013878</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.013641</td>\n",
       "      <td>0.001744</td>\n",
       "      <td>0.014164</td>\n",
       "      <td>0.007386</td>\n",
       "      <td>-0.010451</td>\n",
       "      <td>-0.010655</td>\n",
       "      <td>0.007473</td>\n",
       "      <td>0.007993</td>\n",
       "      <td>0.000245</td>\n",
       "      <td>-0.228607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>service_history</th>\n",
       "      <td>-0.000108</td>\n",
       "      <td>-0.007640</td>\n",
       "      <td>0.011196</td>\n",
       "      <td>-0.036738</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.023598</td>\n",
       "      <td>0.012491</td>\n",
       "      <td>-0.004905</td>\n",
       "      <td>-0.016379</td>\n",
       "      <td>-0.020420</td>\n",
       "      <td>...</td>\n",
       "      <td>0.029923</td>\n",
       "      <td>-0.001461</td>\n",
       "      <td>0.024574</td>\n",
       "      <td>-0.018096</td>\n",
       "      <td>-0.017485</td>\n",
       "      <td>0.012548</td>\n",
       "      <td>-0.006620</td>\n",
       "      <td>0.015297</td>\n",
       "      <td>-0.002152</td>\n",
       "      <td>0.011949</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>accidents_reported</th>\n",
       "      <td>0.000100</td>\n",
       "      <td>0.013393</td>\n",
       "      <td>-0.003054</td>\n",
       "      <td>-0.014704</td>\n",
       "      <td>0.023598</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.010745</td>\n",
       "      <td>0.000541</td>\n",
       "      <td>-0.006496</td>\n",
       "      <td>-0.030797</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.004290</td>\n",
       "      <td>-0.008826</td>\n",
       "      <td>0.003443</td>\n",
       "      <td>0.004313</td>\n",
       "      <td>0.004086</td>\n",
       "      <td>-0.016187</td>\n",
       "      <td>-0.011539</td>\n",
       "      <td>0.005767</td>\n",
       "      <td>-0.018443</td>\n",
       "      <td>0.008456</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fuel_type_Electric</th>\n",
       "      <td>-0.010625</td>\n",
       "      <td>0.009978</td>\n",
       "      <td>-0.009767</td>\n",
       "      <td>-0.002029</td>\n",
       "      <td>0.012491</td>\n",
       "      <td>0.010745</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.333583</td>\n",
       "      <td>-0.008554</td>\n",
       "      <td>0.006195</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.013515</td>\n",
       "      <td>-0.016228</td>\n",
       "      <td>0.013510</td>\n",
       "      <td>-0.003378</td>\n",
       "      <td>-0.024235</td>\n",
       "      <td>0.031539</td>\n",
       "      <td>-0.008732</td>\n",
       "      <td>0.010272</td>\n",
       "      <td>0.005454</td>\n",
       "      <td>0.265765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>fuel_type_Petrol</th>\n",
       "      <td>0.014778</td>\n",
       "      <td>-0.004991</td>\n",
       "      <td>0.000518</td>\n",
       "      <td>0.006968</td>\n",
       "      <td>-0.004905</td>\n",
       "      <td>0.000541</td>\n",
       "      <td>-0.333583</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.012993</td>\n",
       "      <td>-0.004129</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.001091</td>\n",
       "      <td>0.011299</td>\n",
       "      <td>-0.003718</td>\n",
       "      <td>0.005073</td>\n",
       "      <td>-0.007372</td>\n",
       "      <td>-0.011666</td>\n",
       "      <td>0.022466</td>\n",
       "      <td>-0.010384</td>\n",
       "      <td>-0.004866</td>\n",
       "      <td>-0.090054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>brand_Chevrolet</th>\n",
       "      <td>0.010334</td>\n",
       "      <td>-0.016624</td>\n",
       "      <td>0.000569</td>\n",
       "      <td>-0.000869</td>\n",
       "      <td>-0.016379</td>\n",
       "      <td>-0.006496</td>\n",
       "      <td>-0.008554</td>\n",
       "      <td>0.012993</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.107066</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.110158</td>\n",
       "      <td>-0.113430</td>\n",
       "      <td>-0.006138</td>\n",
       "      <td>0.005632</td>\n",
       "      <td>0.009202</td>\n",
       "      <td>0.020262</td>\n",
       "      <td>0.000416</td>\n",
       "      <td>-0.011986</td>\n",
       "      <td>0.000797</td>\n",
       "      <td>-0.003703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>brand_Ford</th>\n",
       "      <td>0.002975</td>\n",
       "      <td>-0.007845</td>\n",
       "      <td>0.022974</td>\n",
       "      <td>0.013878</td>\n",
       "      <td>-0.020420</td>\n",
       "      <td>-0.030797</td>\n",
       "      <td>0.006195</td>\n",
       "      <td>-0.004129</td>\n",
       "      <td>-0.107066</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.104404</td>\n",
       "      <td>-0.107505</td>\n",
       "      <td>-0.010092</td>\n",
       "      <td>-0.004303</td>\n",
       "      <td>0.004436</td>\n",
       "      <td>0.004698</td>\n",
       "      <td>-0.019487</td>\n",
       "      <td>0.012435</td>\n",
       "      <td>-0.002901</td>\n",
       "      <td>0.018909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>brand_Honda</th>\n",
       "      <td>0.001744</td>\n",
       "      <td>0.011625</td>\n",
       "      <td>0.001791</td>\n",
       "      <td>-0.025241</td>\n",
       "      <td>0.005795</td>\n",
       "      <td>-0.005958</td>\n",
       "      <td>0.003885</td>\n",
       "      <td>0.018063</td>\n",
       "      <td>-0.112190</td>\n",
       "      <td>-0.106330</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.109401</td>\n",
       "      <td>-0.112651</td>\n",
       "      <td>-0.010436</td>\n",
       "      <td>-0.002618</td>\n",
       "      <td>-0.000038</td>\n",
       "      <td>0.002286</td>\n",
       "      <td>-0.002290</td>\n",
       "      <td>0.004311</td>\n",
       "      <td>0.006901</td>\n",
       "      <td>0.014661</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>brand_Hyundai</th>\n",
       "      <td>0.004615</td>\n",
       "      <td>-0.012695</td>\n",
       "      <td>0.010588</td>\n",
       "      <td>-0.002914</td>\n",
       "      <td>0.015794</td>\n",
       "      <td>0.014572</td>\n",
       "      <td>-0.002626</td>\n",
       "      <td>0.006797</td>\n",
       "      <td>-0.112734</td>\n",
       "      <td>-0.106845</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.109931</td>\n",
       "      <td>-0.113197</td>\n",
       "      <td>0.019887</td>\n",
       "      <td>-0.013976</td>\n",
       "      <td>-0.022452</td>\n",
       "      <td>0.003176</td>\n",
       "      <td>-0.005809</td>\n",
       "      <td>0.026323</td>\n",
       "      <td>0.010403</td>\n",
       "      <td>-0.002184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>brand_Kia</th>\n",
       "      <td>-0.014493</td>\n",
       "      <td>0.006620</td>\n",
       "      <td>-0.013484</td>\n",
       "      <td>0.023359</td>\n",
       "      <td>-0.002632</td>\n",
       "      <td>0.018720</td>\n",
       "      <td>0.017759</td>\n",
       "      <td>-0.007011</td>\n",
       "      <td>-0.110001</td>\n",
       "      <td>-0.104255</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.107266</td>\n",
       "      <td>-0.110452</td>\n",
       "      <td>0.020210</td>\n",
       "      <td>0.026576</td>\n",
       "      <td>-0.009469</td>\n",
       "      <td>-0.019377</td>\n",
       "      <td>-0.015556</td>\n",
       "      <td>0.007420</td>\n",
       "      <td>-0.007386</td>\n",
       "      <td>-0.010028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>brand_Nissan</th>\n",
       "      <td>-0.015463</td>\n",
       "      <td>-0.000050</td>\n",
       "      <td>-0.010209</td>\n",
       "      <td>0.005318</td>\n",
       "      <td>-0.000647</td>\n",
       "      <td>-0.000438</td>\n",
       "      <td>0.011545</td>\n",
       "      <td>-0.013148</td>\n",
       "      <td>-0.116951</td>\n",
       "      <td>-0.110842</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.114044</td>\n",
       "      <td>-0.117431</td>\n",
       "      <td>-0.019996</td>\n",
       "      <td>0.010361</td>\n",
       "      <td>-0.005825</td>\n",
       "      <td>0.011327</td>\n",
       "      <td>0.008773</td>\n",
       "      <td>-0.019968</td>\n",
       "      <td>0.008479</td>\n",
       "      <td>-0.014455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>brand_Tesla</th>\n",
       "      <td>-0.005122</td>\n",
       "      <td>0.007971</td>\n",
       "      <td>-0.002458</td>\n",
       "      <td>0.009441</td>\n",
       "      <td>0.000266</td>\n",
       "      <td>0.011938</td>\n",
       "      <td>-0.011111</td>\n",
       "      <td>-0.008583</td>\n",
       "      <td>-0.112035</td>\n",
       "      <td>-0.106183</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.109250</td>\n",
       "      <td>-0.112495</td>\n",
       "      <td>-0.018778</td>\n",
       "      <td>-0.015764</td>\n",
       "      <td>0.001452</td>\n",
       "      <td>-0.005108</td>\n",
       "      <td>0.024155</td>\n",
       "      <td>-0.016524</td>\n",
       "      <td>-0.013070</td>\n",
       "      <td>-0.018563</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>brand_Toyota</th>\n",
       "      <td>0.009170</td>\n",
       "      <td>-0.005281</td>\n",
       "      <td>-0.008438</td>\n",
       "      <td>-0.013641</td>\n",
       "      <td>0.029923</td>\n",
       "      <td>-0.004290</td>\n",
       "      <td>-0.013515</td>\n",
       "      <td>-0.001091</td>\n",
       "      <td>-0.110158</td>\n",
       "      <td>-0.104404</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.110610</td>\n",
       "      <td>-0.001513</td>\n",
       "      <td>-0.004645</td>\n",
       "      <td>0.004880</td>\n",
       "      <td>-0.009605</td>\n",
       "      <td>0.000185</td>\n",
       "      <td>0.001374</td>\n",
       "      <td>0.002442</td>\n",
       "      <td>-0.000685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>brand_Volkswagen</th>\n",
       "      <td>0.003160</td>\n",
       "      <td>0.003888</td>\n",
       "      <td>0.003620</td>\n",
       "      <td>0.001744</td>\n",
       "      <td>-0.001461</td>\n",
       "      <td>-0.008826</td>\n",
       "      <td>-0.016228</td>\n",
       "      <td>0.011299</td>\n",
       "      <td>-0.113430</td>\n",
       "      <td>-0.107505</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.110610</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.004327</td>\n",
       "      <td>0.013438</td>\n",
       "      <td>0.033498</td>\n",
       "      <td>-0.011712</td>\n",
       "      <td>0.002700</td>\n",
       "      <td>-0.025217</td>\n",
       "      <td>-0.006094</td>\n",
       "      <td>0.003907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>transmission_Manual</th>\n",
       "      <td>0.004846</td>\n",
       "      <td>-0.004166</td>\n",
       "      <td>0.001360</td>\n",
       "      <td>0.014164</td>\n",
       "      <td>0.024574</td>\n",
       "      <td>0.003443</td>\n",
       "      <td>0.013510</td>\n",
       "      <td>-0.003718</td>\n",
       "      <td>-0.006138</td>\n",
       "      <td>-0.010092</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.001513</td>\n",
       "      <td>0.004327</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.011787</td>\n",
       "      <td>-0.008216</td>\n",
       "      <td>-0.009090</td>\n",
       "      <td>0.000594</td>\n",
       "      <td>0.010503</td>\n",
       "      <td>0.006846</td>\n",
       "      <td>0.006314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>color_Blue</th>\n",
       "      <td>0.006355</td>\n",
       "      <td>0.011038</td>\n",
       "      <td>0.006889</td>\n",
       "      <td>0.007386</td>\n",
       "      <td>-0.018096</td>\n",
       "      <td>0.004313</td>\n",
       "      <td>-0.003378</td>\n",
       "      <td>0.005073</td>\n",
       "      <td>0.005632</td>\n",
       "      <td>-0.004303</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.004645</td>\n",
       "      <td>0.013438</td>\n",
       "      <td>0.011787</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.198223</td>\n",
       "      <td>-0.199911</td>\n",
       "      <td>-0.193755</td>\n",
       "      <td>-0.198312</td>\n",
       "      <td>0.002235</td>\n",
       "      <td>0.002134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>color_Gray</th>\n",
       "      <td>0.003294</td>\n",
       "      <td>-0.001222</td>\n",
       "      <td>0.008161</td>\n",
       "      <td>-0.010451</td>\n",
       "      <td>-0.017485</td>\n",
       "      <td>0.004086</td>\n",
       "      <td>-0.024235</td>\n",
       "      <td>-0.007372</td>\n",
       "      <td>0.009202</td>\n",
       "      <td>0.004436</td>\n",
       "      <td>...</td>\n",
       "      <td>0.004880</td>\n",
       "      <td>0.033498</td>\n",
       "      <td>-0.008216</td>\n",
       "      <td>-0.198223</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.202370</td>\n",
       "      <td>-0.196138</td>\n",
       "      <td>-0.200750</td>\n",
       "      <td>-0.008062</td>\n",
       "      <td>0.003359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>color_Red</th>\n",
       "      <td>0.011895</td>\n",
       "      <td>0.001202</td>\n",
       "      <td>0.006700</td>\n",
       "      <td>-0.010655</td>\n",
       "      <td>0.012548</td>\n",
       "      <td>-0.016187</td>\n",
       "      <td>0.031539</td>\n",
       "      <td>-0.011666</td>\n",
       "      <td>0.020262</td>\n",
       "      <td>0.004698</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.009605</td>\n",
       "      <td>-0.011712</td>\n",
       "      <td>-0.009090</td>\n",
       "      <td>-0.199911</td>\n",
       "      <td>-0.202370</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.197809</td>\n",
       "      <td>-0.202461</td>\n",
       "      <td>-0.003963</td>\n",
       "      <td>0.023383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>color_Silver</th>\n",
       "      <td>-0.015074</td>\n",
       "      <td>-0.015571</td>\n",
       "      <td>-0.009834</td>\n",
       "      <td>0.007473</td>\n",
       "      <td>-0.006620</td>\n",
       "      <td>-0.011539</td>\n",
       "      <td>-0.008732</td>\n",
       "      <td>0.022466</td>\n",
       "      <td>0.000416</td>\n",
       "      <td>-0.019487</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000185</td>\n",
       "      <td>0.002700</td>\n",
       "      <td>0.000594</td>\n",
       "      <td>-0.193755</td>\n",
       "      <td>-0.196138</td>\n",
       "      <td>-0.197809</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.196226</td>\n",
       "      <td>0.011702</td>\n",
       "      <td>-0.022913</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>color_White</th>\n",
       "      <td>-0.000463</td>\n",
       "      <td>-0.008645</td>\n",
       "      <td>-0.021446</td>\n",
       "      <td>0.007993</td>\n",
       "      <td>0.015297</td>\n",
       "      <td>0.005767</td>\n",
       "      <td>0.010272</td>\n",
       "      <td>-0.010384</td>\n",
       "      <td>-0.011986</td>\n",
       "      <td>0.012435</td>\n",
       "      <td>...</td>\n",
       "      <td>0.001374</td>\n",
       "      <td>-0.025217</td>\n",
       "      <td>0.010503</td>\n",
       "      <td>-0.198312</td>\n",
       "      <td>-0.200750</td>\n",
       "      <td>-0.202461</td>\n",
       "      <td>-0.196226</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.004520</td>\n",
       "      <td>-0.010207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>insurance_valid_Yes</th>\n",
       "      <td>0.005156</td>\n",
       "      <td>0.004768</td>\n",
       "      <td>-0.017586</td>\n",
       "      <td>0.000245</td>\n",
       "      <td>-0.002152</td>\n",
       "      <td>-0.018443</td>\n",
       "      <td>0.005454</td>\n",
       "      <td>-0.004866</td>\n",
       "      <td>0.000797</td>\n",
       "      <td>-0.002901</td>\n",
       "      <td>...</td>\n",
       "      <td>0.002442</td>\n",
       "      <td>-0.006094</td>\n",
       "      <td>0.006846</td>\n",
       "      <td>0.002235</td>\n",
       "      <td>-0.008062</td>\n",
       "      <td>-0.003963</td>\n",
       "      <td>0.011702</td>\n",
       "      <td>0.004520</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.011158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>price_bracket</th>\n",
       "      <td>0.392712</td>\n",
       "      <td>0.192821</td>\n",
       "      <td>0.606218</td>\n",
       "      <td>-0.228607</td>\n",
       "      <td>0.011949</td>\n",
       "      <td>0.008456</td>\n",
       "      <td>0.265765</td>\n",
       "      <td>-0.090054</td>\n",
       "      <td>-0.003703</td>\n",
       "      <td>0.018909</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.000685</td>\n",
       "      <td>0.003907</td>\n",
       "      <td>0.006314</td>\n",
       "      <td>0.002134</td>\n",
       "      <td>0.003359</td>\n",
       "      <td>0.023383</td>\n",
       "      <td>-0.022913</td>\n",
       "      <td>-0.010207</td>\n",
       "      <td>-0.011158</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>25 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     make_year  mileage_kmpl  engine_cc  owner_count  \\\n",
       "make_year             1.000000     -0.008440  -0.017642    -0.011243   \n",
       "mileage_kmpl         -0.008440      1.000000  -0.000012    -0.006811   \n",
       "engine_cc            -0.017642     -0.000012   1.000000    -0.002602   \n",
       "owner_count          -0.011243     -0.006811  -0.002602     1.000000   \n",
       "service_history      -0.000108     -0.007640   0.011196    -0.036738   \n",
       "accidents_reported    0.000100      0.013393  -0.003054    -0.014704   \n",
       "fuel_type_Electric   -0.010625      0.009978  -0.009767    -0.002029   \n",
       "fuel_type_Petrol      0.014778     -0.004991   0.000518     0.006968   \n",
       "brand_Chevrolet       0.010334     -0.016624   0.000569    -0.000869   \n",
       "brand_Ford            0.002975     -0.007845   0.022974     0.013878   \n",
       "brand_Honda           0.001744      0.011625   0.001791    -0.025241   \n",
       "brand_Hyundai         0.004615     -0.012695   0.010588    -0.002914   \n",
       "brand_Kia            -0.014493      0.006620  -0.013484     0.023359   \n",
       "brand_Nissan         -0.015463     -0.000050  -0.010209     0.005318   \n",
       "brand_Tesla          -0.005122      0.007971  -0.002458     0.009441   \n",
       "brand_Toyota          0.009170     -0.005281  -0.008438    -0.013641   \n",
       "brand_Volkswagen      0.003160      0.003888   0.003620     0.001744   \n",
       "transmission_Manual   0.004846     -0.004166   0.001360     0.014164   \n",
       "color_Blue            0.006355      0.011038   0.006889     0.007386   \n",
       "color_Gray            0.003294     -0.001222   0.008161    -0.010451   \n",
       "color_Red             0.011895      0.001202   0.006700    -0.010655   \n",
       "color_Silver         -0.015074     -0.015571  -0.009834     0.007473   \n",
       "color_White          -0.000463     -0.008645  -0.021446     0.007993   \n",
       "insurance_valid_Yes   0.005156      0.004768  -0.017586     0.000245   \n",
       "price_bracket         0.392712      0.192821   0.606218    -0.228607   \n",
       "\n",
       "                     service_history  accidents_reported  fuel_type_Electric  \\\n",
       "make_year                  -0.000108            0.000100           -0.010625   \n",
       "mileage_kmpl               -0.007640            0.013393            0.009978   \n",
       "engine_cc                   0.011196           -0.003054           -0.009767   \n",
       "owner_count                -0.036738           -0.014704           -0.002029   \n",
       "service_history             1.000000            0.023598            0.012491   \n",
       "accidents_reported          0.023598            1.000000            0.010745   \n",
       "fuel_type_Electric          0.012491            0.010745            1.000000   \n",
       "fuel_type_Petrol           -0.004905            0.000541           -0.333583   \n",
       "brand_Chevrolet            -0.016379           -0.006496           -0.008554   \n",
       "brand_Ford                 -0.020420           -0.030797            0.006195   \n",
       "brand_Honda                 0.005795           -0.005958            0.003885   \n",
       "brand_Hyundai               0.015794            0.014572           -0.002626   \n",
       "brand_Kia                  -0.002632            0.018720            0.017759   \n",
       "brand_Nissan               -0.000647           -0.000438            0.011545   \n",
       "brand_Tesla                 0.000266            0.011938           -0.011111   \n",
       "brand_Toyota                0.029923           -0.004290           -0.013515   \n",
       "brand_Volkswagen           -0.001461           -0.008826           -0.016228   \n",
       "transmission_Manual         0.024574            0.003443            0.013510   \n",
       "color_Blue                 -0.018096            0.004313           -0.003378   \n",
       "color_Gray                 -0.017485            0.004086           -0.024235   \n",
       "color_Red                   0.012548           -0.016187            0.031539   \n",
       "color_Silver               -0.006620           -0.011539           -0.008732   \n",
       "color_White                 0.015297            0.005767            0.010272   \n",
       "insurance_valid_Yes        -0.002152           -0.018443            0.005454   \n",
       "price_bracket               0.011949            0.008456            0.265765   \n",
       "\n",
       "                     fuel_type_Petrol  brand_Chevrolet  brand_Ford  ...  \\\n",
       "make_year                    0.014778         0.010334    0.002975  ...   \n",
       "mileage_kmpl                -0.004991        -0.016624   -0.007845  ...   \n",
       "engine_cc                    0.000518         0.000569    0.022974  ...   \n",
       "owner_count                  0.006968        -0.000869    0.013878  ...   \n",
       "service_history             -0.004905        -0.016379   -0.020420  ...   \n",
       "accidents_reported           0.000541        -0.006496   -0.030797  ...   \n",
       "fuel_type_Electric          -0.333583        -0.008554    0.006195  ...   \n",
       "fuel_type_Petrol             1.000000         0.012993   -0.004129  ...   \n",
       "brand_Chevrolet              0.012993         1.000000   -0.107066  ...   \n",
       "brand_Ford                  -0.004129        -0.107066    1.000000  ...   \n",
       "brand_Honda                  0.018063        -0.112190   -0.106330  ...   \n",
       "brand_Hyundai                0.006797        -0.112734   -0.106845  ...   \n",
       "brand_Kia                   -0.007011        -0.110001   -0.104255  ...   \n",
       "brand_Nissan                -0.013148        -0.116951   -0.110842  ...   \n",
       "brand_Tesla                 -0.008583        -0.112035   -0.106183  ...   \n",
       "brand_Toyota                -0.001091        -0.110158   -0.104404  ...   \n",
       "brand_Volkswagen             0.011299        -0.113430   -0.107505  ...   \n",
       "transmission_Manual         -0.003718        -0.006138   -0.010092  ...   \n",
       "color_Blue                   0.005073         0.005632   -0.004303  ...   \n",
       "color_Gray                  -0.007372         0.009202    0.004436  ...   \n",
       "color_Red                   -0.011666         0.020262    0.004698  ...   \n",
       "color_Silver                 0.022466         0.000416   -0.019487  ...   \n",
       "color_White                 -0.010384        -0.011986    0.012435  ...   \n",
       "insurance_valid_Yes         -0.004866         0.000797   -0.002901  ...   \n",
       "price_bracket               -0.090054        -0.003703    0.018909  ...   \n",
       "\n",
       "                     brand_Toyota  brand_Volkswagen  transmission_Manual  \\\n",
       "make_year                0.009170          0.003160             0.004846   \n",
       "mileage_kmpl            -0.005281          0.003888            -0.004166   \n",
       "engine_cc               -0.008438          0.003620             0.001360   \n",
       "owner_count             -0.013641          0.001744             0.014164   \n",
       "service_history          0.029923         -0.001461             0.024574   \n",
       "accidents_reported      -0.004290         -0.008826             0.003443   \n",
       "fuel_type_Electric      -0.013515         -0.016228             0.013510   \n",
       "fuel_type_Petrol        -0.001091          0.011299            -0.003718   \n",
       "brand_Chevrolet         -0.110158         -0.113430            -0.006138   \n",
       "brand_Ford              -0.104404         -0.107505            -0.010092   \n",
       "brand_Honda             -0.109401         -0.112651            -0.010436   \n",
       "brand_Hyundai           -0.109931         -0.113197             0.019887   \n",
       "brand_Kia               -0.107266         -0.110452             0.020210   \n",
       "brand_Nissan            -0.114044         -0.117431            -0.019996   \n",
       "brand_Tesla             -0.109250         -0.112495            -0.018778   \n",
       "brand_Toyota             1.000000         -0.110610            -0.001513   \n",
       "brand_Volkswagen        -0.110610          1.000000             0.004327   \n",
       "transmission_Manual     -0.001513          0.004327             1.000000   \n",
       "color_Blue              -0.004645          0.013438             0.011787   \n",
       "color_Gray               0.004880          0.033498            -0.008216   \n",
       "color_Red               -0.009605         -0.011712            -0.009090   \n",
       "color_Silver             0.000185          0.002700             0.000594   \n",
       "color_White              0.001374         -0.025217             0.010503   \n",
       "insurance_valid_Yes      0.002442         -0.006094             0.006846   \n",
       "price_bracket           -0.000685          0.003907             0.006314   \n",
       "\n",
       "                     color_Blue  color_Gray  color_Red  color_Silver  \\\n",
       "make_year              0.006355    0.003294   0.011895     -0.015074   \n",
       "mileage_kmpl           0.011038   -0.001222   0.001202     -0.015571   \n",
       "engine_cc              0.006889    0.008161   0.006700     -0.009834   \n",
       "owner_count            0.007386   -0.010451  -0.010655      0.007473   \n",
       "service_history       -0.018096   -0.017485   0.012548     -0.006620   \n",
       "accidents_reported     0.004313    0.004086  -0.016187     -0.011539   \n",
       "fuel_type_Electric    -0.003378   -0.024235   0.031539     -0.008732   \n",
       "fuel_type_Petrol       0.005073   -0.007372  -0.011666      0.022466   \n",
       "brand_Chevrolet        0.005632    0.009202   0.020262      0.000416   \n",
       "brand_Ford            -0.004303    0.004436   0.004698     -0.019487   \n",
       "brand_Honda           -0.002618   -0.000038   0.002286     -0.002290   \n",
       "brand_Hyundai         -0.013976   -0.022452   0.003176     -0.005809   \n",
       "brand_Kia              0.026576   -0.009469  -0.019377     -0.015556   \n",
       "brand_Nissan           0.010361   -0.005825   0.011327      0.008773   \n",
       "brand_Tesla           -0.015764    0.001452  -0.005108      0.024155   \n",
       "brand_Toyota          -0.004645    0.004880  -0.009605      0.000185   \n",
       "brand_Volkswagen       0.013438    0.033498  -0.011712      0.002700   \n",
       "transmission_Manual    0.011787   -0.008216  -0.009090      0.000594   \n",
       "color_Blue             1.000000   -0.198223  -0.199911     -0.193755   \n",
       "color_Gray            -0.198223    1.000000  -0.202370     -0.196138   \n",
       "color_Red             -0.199911   -0.202370   1.000000     -0.197809   \n",
       "color_Silver          -0.193755   -0.196138  -0.197809      1.000000   \n",
       "color_White           -0.198312   -0.200750  -0.202461     -0.196226   \n",
       "insurance_valid_Yes    0.002235   -0.008062  -0.003963      0.011702   \n",
       "price_bracket          0.002134    0.003359   0.023383     -0.022913   \n",
       "\n",
       "                     color_White  insurance_valid_Yes  price_bracket  \n",
       "make_year              -0.000463             0.005156       0.392712  \n",
       "mileage_kmpl           -0.008645             0.004768       0.192821  \n",
       "engine_cc              -0.021446            -0.017586       0.606218  \n",
       "owner_count             0.007993             0.000245      -0.228607  \n",
       "service_history         0.015297            -0.002152       0.011949  \n",
       "accidents_reported      0.005767            -0.018443       0.008456  \n",
       "fuel_type_Electric      0.010272             0.005454       0.265765  \n",
       "fuel_type_Petrol       -0.010384            -0.004866      -0.090054  \n",
       "brand_Chevrolet        -0.011986             0.000797      -0.003703  \n",
       "brand_Ford              0.012435            -0.002901       0.018909  \n",
       "brand_Honda             0.004311             0.006901       0.014661  \n",
       "brand_Hyundai           0.026323             0.010403      -0.002184  \n",
       "brand_Kia               0.007420            -0.007386      -0.010028  \n",
       "brand_Nissan           -0.019968             0.008479      -0.014455  \n",
       "brand_Tesla            -0.016524            -0.013070      -0.018563  \n",
       "brand_Toyota            0.001374             0.002442      -0.000685  \n",
       "brand_Volkswagen       -0.025217            -0.006094       0.003907  \n",
       "transmission_Manual     0.010503             0.006846       0.006314  \n",
       "color_Blue             -0.198312             0.002235       0.002134  \n",
       "color_Gray             -0.200750            -0.008062       0.003359  \n",
       "color_Red              -0.202461            -0.003963       0.023383  \n",
       "color_Silver           -0.196226             0.011702      -0.022913  \n",
       "color_White             1.000000             0.004520      -0.010207  \n",
       "insurance_valid_Yes     0.004520             1.000000      -0.011158  \n",
       "price_bracket          -0.010207            -0.011158       1.000000  \n",
       "\n",
       "[25 rows x 25 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Combine the training features and target to compute correlations\n",
    "train_data = pd.concat([X_train, Y_train], axis=1)\n",
    "train_data.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "b37fb520-d64d-4a6c-bbe4-baf7a194dec9",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 968
    },
    "execution": {
     "iopub.execute_input": "2026-09-25T13:36:58.234391Z",
     "iopub.status.busy": "2026-09-25T13:36:58.234391Z",
     "iopub.status.idle": "2026-09-25T13:36:59.080638Z",
     "shell.execute_reply": "2026-09-25T13:36:59.080638Z"
    },
    "id": "b37fb520-d64d-4a6c-bbe4-baf7a194dec9",
    "outputId": "4cae96a3-253b-46ef-874e-027b0af1b006"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Correlation between each pair of variables\n",
    "correlations = train_data.corr()\n",
    "\n",
    "# Plot the heatmap\n",
    "plt.figure(figsize=(10,10))\n",
    "sns.heatmap(correlations, annot=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cdc70eef-9ed8-4d1b-9226-691d863a52b5",
   "metadata": {
    "id": "cdc70eef-9ed8-4d1b-9226-691d863a52b5"
   },
   "source": [
    "The heatmap is very cluttered, which suggests a lot of noise.\n",
    "\n",
    "To reduce some of that noise, I drop a less relevant feature, *color*, which most likely has little effect on price.\n",
    "\n",
    "Although *brand* adds many dimensions, I keep it because in reality it can significantly influence price. For example, BMWs are more likely to fall within the \"Expensive\" price range."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "90f759d4-aa5e-47dd-bc8f-773d33e40ebd",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "execution": {
     "iopub.execute_input": "2026-09-25T13:36:59.083899Z",
     "iopub.status.busy": "2026-09-25T13:36:59.082900Z",
     "iopub.status.idle": "2026-09-25T13:36:59.793560Z",
     "shell.execute_reply": "2026-09-25T13:36:59.793560Z"
    },
    "id": "90f759d4-aa5e-47dd-bc8f-773d33e40ebd",
    "outputId": "628f0418-d3c8-46e4-f712-a4eb3f3c1c80"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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w5n1Rp04ZcuSIRerWTRcRkQYN0vOM1xvijo21yiuv5B7HubMIYMmO02L/XaqUJTtOvV/OLjraKnPnWu2/Nc2SHaeehzre0sepU8eSXY/o/UREunRxPx3Hbts2q8yZYxUfH1VXzZ+vtl8fH7UPPntWZOJEvZ9j9+WXIt9959wvOlpk4UL9d1ycyNix+u/y5VU579tX/R4yROTCBTUtW5pGjVRZf/BB19P18RH56CORH3/U6xpP1y0FrQM1TS2zJUs8H3dedUv37qpuMRj0fp076/PmqfLi46OO8V591X3ZcNVt3KiOv+TQoQJ13Z98UiJGjLD/thw4II8GB8vCyZMLnEfXjh1lzoQJIocOyV/ffy+1a9eWP777zinPFk2bypezZxcsz7vEO8Bd0d1peAfeTbJ8+XJUqFABe/bswYgRIzB06FD06NEDLVu2xP79+9GhQwc8//zzSE1NhdVqxX333YevvvoKR44cwZtvvomJEyfiyy+/dJn3jz/+iPbt22P69OkYN24cAKBHjx64ePEivv/+e+zbtw+NGzdG27ZtcdXV8yoOqlatinbt2mHp0qVO/ZcuXYoBAwbAYDDg2rVraNOmDRo1aoS9e/di8+bNiI+PR8+ePe3pr1+/jldffRV79+7F1q1bYTAY0K1bN1itVqd8x48fj1deeQVHjx5Fx5zPNt3BqlUDKlXSEBWlL4+kJCAmRhAS4vruMR8foEkTDVFRYu8nAkRF6eM0aaLB19c5zfHjwN9/62mOHxdcviwYNMgAHx+gWDFg0CADjhwRnDqlT691aw09ehgwfLj7u36qVdNQqZLBxXxYERLi+lEWNR8GREXp+ar5sCAkpOBVzpUrwLFjVvTvb0Lx4urOqv/8x4T4eMG+fdZ8x1exu1sHruPQ14E+jordekOxFy4udSXTfVzOd5SpuNRVVkAN9/V1TqPKhp6v7UrpxYt6mi1bgNKlna/K5qcg8eQUEgJs3erc74cf9PRqm3HOM+dyCQlRj2js26eniYpSj6MEBxc8/py8tazkx8dHXa3ftk3vJwL8+KP75REcrIY7iopSV+hvVK9ewOnT6pGZiAjA3//G87Dx9LzcSJyeKPs5lS2rHg3btUs96u6tcRZE//7qzo81azwbd8WKwCef6PHk1LmzevTuqafUHUx//QUsWqTWRV48Xb9UrAgsWuSD55/Pcjlf3ho3AIwfb8Lly37Yv98XY8YYnV73oMdpO97S++nrN6/jLbg43oLD8Rayj7f08fTjLef85s/XcOmShpgYDQMH5j9fPj7qji7H+stW37kr567qu8jI3OXcMU1SkrpD1FaH+vmpRyBFn22kpam/LVu6j7d0abXvtcXuDXVLfnWgY+xXr3p33bJvnzqOGThQPSlRqhTQr5/K12z2XHmxef119bj1nj3Aq6/C5XboyLbMCyIzKwu///UXWjq838JgMKDlI4/gwB9/5Du+iGD34cOIjYtDs7p17XkCgJ+Pj1Oevj4+2Hf0aMECI/JibMC7SRo0aIBJkyahVq1amDBhAooVK4YKFSpg8ODBqFWrFt58801cuXIFv/76K3x8fBAREYGmTZuiWrVq6Nu3LwYOHOiyAW/dunXo0qULFi5ciJdeegkAsGPHDuzZswdfffUVmjZtilq1auHdd99FmTJlsGbNmnxjffHFF7Fq1SpkZGQAAPbv34/Dhw9jYPZRx7x589CoUSPMmDEDDz74IBo1aoQlS5Zg27Zt+CO7Mn322WfxzDPPoGbNmmjYsCGWLFmCw4cP48iRI07TGjVqFJ555hlUq1YNlfJ7Wc8dJChIHQDGxzv3j4/Xh+VUoQJgMmkuxhEEBdnyBTIyBDnvKndMk5ICtGplRr9+BqSlmZCSYkKnTgY88YQZluw2tXLlgGXLjBgwwILk5ILMhzj1V9NzNx9a9nwUfBx32rVLR6NGBiQnF0d6enG8+qoPOnVKx7Vr+Y9rWx43FjtuWuw3HhcQGOh6HBVX7vJ08SJylA24KBvOaVyVSce4CqIg8eTkbtqOsTnG45jGtlyCgpwbHwHAYlEHijcSv6vY1LS8q6zkJ6/14K4sBQbmXoZ5pXfnyy/Vo4RPPAG8+646kVqy5MbycOTJebkRnir7Nm+9pd7tdOUK8MADgLtvXXk6zhvxwgvAqlXq0XdPxr10qXoc3/ECgaPq1dU7qbp3V68eGDhQnVTn9Riz8/Q9U78sW+aDBQvM2LdP8k/swNNxf/ihGc89l4XWrTOxcKEFEyea8M47plzp8lq/7sqM++OtnPtUV8dbzsdxb7xhRc+egvbtBWvXCj76SMOIEXnPW2HqO1f7P8cybPub17azfbv6/9VXVaNQmTLqdRmA+/dptmihHt/89NP8Y/emOhBQcTdrprZtb65bTp1S72+dPl3Vg9euAffdB/u7FD1VXgD1uGy/fuq1JYsWAePGATNnup4moOrHpk2BFSvcp3GUkJwMi9WK8jlehFm+dGlczuNgP/n6dTTq1w8P9+6Nl2bOxKQXXsC/sl8sWP3ee1G5QgW8t3IlElNSkJmVhU/Wr8eFK1dwqSAnEHcRT7+bju/AK5w7cZ484hGHKwdGoxHly5dH/fr17f0Cs2vKi9m16fz589GkSRPcc889KFGiBD755BOcPn3aKc+YmBj06NEDn332GXo5vBH30KFDSElJQfny5VGiRAl7Fxsbi5MnT+Yba9euXWE0GrFu3ToAwLJly9C6dWtUrVrVnv+2bduc8n7wwQcBwJ7/n3/+id69e6N69eooVaqUfdyc89A0vzesAsjIyEBSUpJTl//bXLxL/T59MCE5GcnJ6sMSDhd9brtixYDFi43YuVPQooUF//qXBb/9Jti40YRixVSaRYuMWLnSmuvdd336GJGcXNzeeXI+AGD+fF9cvCh47LF0NG+ejvXrLfj2Wz+XJwJ9+hiQnOxn7zwdu01IiIbSpeF1cd3NvLWsFCVLlqi7A37/Xb3T7MUX1fvAqlXzdGR3tlmzVKNRhw6q8Xr5ck9H9M+0aJH7HVyeMGIEULJk3iemBoPav4aFqRfI//STKvdt2gC1a+vpvKl+GTHCiJIlNcycmf/7Nb0pbgCYM8eCn36y4vBhwcKFFrz2mhkjRhjRv79jnJrH45w2Td0FdvCgesfZO+8Ar79+ey7i3KgjR9SFl1Gj1MW+M2eA2Fj1QascD9AAUHfmr12r5vFG3il7KxW0DmzVSu2nXnpJzbenFKRuCQxUd+itWKHuIA8NVXdK5ndx4Hb44APg//5PPb2xaJF659/w4eqJj5xCQ1WaoUNv/TIP8PfH+lmzsGbmTIzu3RtvLV+OmN9/BwD4mEyYO2YMTsXFofnAgWjYrx9ifvsNjzdqBE3zzm2T6EbkvpRFheKT4whC0zSnfrYKw2q14osvvsCYMWPw3nvvISQkBCVLlsSsWbMQExPjlEeNGjVQvnx5LFmyBP/+97/t+aWkpKBSpUrYvn17rjjKlCmTb6y+vr7o378/li5dimeeeQYrV67EBx98YB+ekpKCzp074+233841ru0uus6dO6NKlSpYtGgRKleuDKvViocffhiZmZlO6QMcP23lxsyZMxEREeHULxRA63zH9B7HN2zA2ZgYfAh1a7btBbCBgerAyCYwEDh40PVV8MuXAbNZcl1NCwzU7HlcuAD4+akGIcerwiqNyrdPHw1Vq2oICTHbH5Po08eChAQTunTRsHq1oE0bDU8/rWHMGNWGr2mA0ahh+XI/TJqUiTVrLDnmQ8/f9vvgQdePsV6+LNnz4byTzJlHftq0MeCpp4woWzbVfpfg8OGZaN/eH2FhJrz9tvPHLzZssCImRi9/hYsdDrE7j3MjsTs6cECQnAw0bpyZKy7HK5+Bge4/GqHiyn2ltWJF5CgbcFE2nNPk/OKaLU/HcpqfgsST04ULudPnjC1nP9tv23K5cCH3V3WNRnVH6Y3E761l5UbltR5yXlW3iY/PvQzzSl9Qv/yi/taooU4Ib5Q3zUtePFX2ba5cUd2ff6qv9Z45oxrBoqO9K86CevFF9RXh/fs9G3fr1uqRt5zvN//lF+Dzz9XddufPA1lZatnb2J7GeuAB9Xgl4F31S5s2BoSEaMjIcH4r/d69vvj8cysGDND3o94UtysxMVb4+Gg4fFjQsKEtTp98jrdc5+X+eCvnPlVD6dLiYp/qfl5iYgRvvmmAr68gxyFxjunfWH3nav8XGKint/3NuRwqVnTePr/4QnUVK6oPLoioBr2c9XbduupjDIsXOzc+ebpuKUgd+Pjj6qMNr76qPuTgybgLUrcMH66O27LfkgQAeP55NW+2D1Z4qrzk9Msv6u7NqlXVF2ptHntMfeBjzBj1sbGCKluyJIwGQ64PVlxJTESFPM5pDQYDqmSfk9atVg0nz57FJ+vWITj7fTAP16iBb959F8nXryPLbEa50qXRY8IEPFyjRsGDI/JSvAPPA3bu3ImWLVti2LBhaNSoEWrWrOnyzrkKFSrgxx9/xIkTJ9CzZ0/7V1wbN26MCxcuwGQyoWbNmk5dhQoVChTDiy++iKioKHz00Ucwm8145pln7MMaN26M33//HVWrVs2Vf0BAAK5cuYLjx49j0qRJaNu2LerWrYsE28sxCmHChAlITEx06h4rdG6ekZmSgoSTJ3HypHo3zpEjwPnzgrZt9U2sZEkgOFjD7t2uD/yysoB9+wRt2+oNX5oGtG2rj7NvnyAz0zlN7dpAlSp6muLFNVitzu84sf02ZIcTEmJGw4Z69+abViQlCRo2TMPChWacPCk4eVJw5Ijg/Hmri/kwYPdu11f01XxY0bat/pIMNR9G7N6d/7vrbIoXtzV6O/e3WvX5cJSSAnvceuzu1oHrOPR1oI+jYjfcUOyO0tNVzPnHpb6W6T4uoG1bvZ+KSz9o3bdPXbF1TKPKhp7v7t1A/frOXy1r314dON7I1dKCxJPT7t3qThVH7drp6WNj1QmyY545l8vu3eq9N40b62natFHlIcf1jzx5a1m5UVlZqvGjVSu9n6apEwZ3yyMmRg131KZNwb6kmRfbTeg30pDqyJvmJS+eKvuu2OpBV1879KY43QkIUI+4OT567am4X3lFfXGzUSPV2b5a+dxzwKRJ6v+dO9WJa/Xqej62O+/+/lvv5031y8iRWWjQIBMNG6ruySfVcWSvXln473+dL4J5U9yuNGyowWIRxMaKQ5yOx1t6Wn395nW8BRfHW3A43kL28ZY+nn68lVecwNWr7hvvbNPfv9+5/rLVd+7KeUxM7nLuuF3YyrljniVLqju6XNWhFy+qBrwePdRxiuMddg89pN719r//AW++mTt2b6lbXNWBoaHqS6rjx6u7wTwdd0HqluLFcx/r2l55YzB4R3mxadBAxeb4eO7jj6sv9E6ceON3U/v6+KBe9erYffiwvZ/VasXuw4fRyPHW5nxYRezvvnNUMiAA5UqXxqnz5/HbyZNom/MqNlERxDvwPKBWrVpYsWIFtmzZgmrVquGzzz7DL7/8gmounj2qWLEifvzxR7Ru3Rq9e/fGF198gXbt2iEkJARdu3bFO++8g9q1ayMuLg4bN25Et27dCvTYat26ddGiRQuMGzcOL7zwAvwd3j4+fPhwLFq0CL1798bYsWNRrlw5nDhxAl988QU+/fRTlC1bFuXLl8cnn3yCSpUq4fTp0xg/fnyhl4efnx/8cpyB3OyC6RMQgHI1a9p/l61WDYENGiDt6lUknTlzk6emvP++FZMmGfDnn+qAc+pUI+LigPXr9QPKqCgj1q0TzJ+v9tyzZ1uxfLkRe/cK9uwRjBplQEAAsHSpGp6UBCxebMXs2UZcvWpBUpJg7lwjdu2yIiZG5RsZacWsWQbMn2/A3LlWGAzA+PFGmM3Atm0qzbFjzrE2bSqwWoHff899sPv++2ZMmuSbPR9WTJ3qi7g4wfr1egNeVFQxrFtnxvz55uz5yMLy5X7Yu9eKPXssGDXKBwEBGpYu1XeugYEagoI01KypjsDq1zcgORk4fdqKhARg924LEhKA5cv9MGVKFtLSBIMHm1CtmoaNG/N/HEiP3eSwDkzZsetHSlFRPli3zor58y3ZsZuxfLlPduyCUaOM2etAn2ZgILJj17Jj17JjF/uLnu+/HyhXTsMDD6i7xBo0UGlPnBB7XCdOqIOoKVOQXTb02CMj1e/589XvOXOAZcuAvXtVA8WoUciOSw1PSlInwu+9p94Jl5QEfPiherTHdjD2ww/qZGfFCnWlNygImDoV+OgjOJ1sZL9GBCVKqHevNGightvuNvHxAb7+WsWdmqoaBVevVgd/tniWLVPzNHGi+v3hh+r9O6++CmzcqA5emzYF/vMffboffAD897/qyrqr5XLsGPD99+pRk6FDVRxz56q7Cc6f1/OpW1c93lGunIrJNj95XVX21rJy/br7mG3LddEidXC/dy/w8svqZMB218GiRWoZhoer3/Pnq3IwcqS6u6JHD9Ug+vLLep5ly6qYbO9EqlVL/Y2PV121aurdPFu2qDsh6tcH3n4b+Pln4Lff8o7X2+alMPLbFm9F2W/eXN09u2OHepl8jRoqzYkT7k9wPREnYCvPcCjPqv+JE3Aqz716qfc65bxbwxNx5zwMSElRf0+eBM6dU/9HRakGgMWLgdGj1Yn1vHmqDDreleeKp+oXNV/6fl2fL7HPlzfG3aKFhuBgA7ZtsyI5Wb2KYs4cH/zvf1aX78B9/33BpEladpzA1KlarnIZFaVlH28hO07B8uWaQznTcu1TFy8GZs/WcPWqICkJmDtXw65dYt+nPvWUmpfoaNUI1r49MHGihnffdY7PcZ96zz3q95o1qhzu36/uahoxQpVz2yOhS5aoMmpr5Jk7V31QYdQotR/s2VN9lGHYMH06c+cCEyaobe3UKWDyZJXHN9/oaYYOVXXG9euqQeett9S2YbsBql49VbdHRgLvv6/f9WWxqLvYAO+tA1u1Ar79Vk1v7Vo99sxMNY631i0bN6pY3nhDvQ+0ZEn1PrxTp9SFLdt0Fi++veUlOFgt959+Uu8dbNFCPcK8ciXs22FoqJrXefPUHXiOy7ygBj71FMbNn4+Ha9TAIzVrYvnGjUjLyMAz2a2LY+fORWC5cnitb18AwMJ16/Bw9ep4ICgImVlZ+OnAAWz4v//D5MGD7Xl+v3s3ypUqhcoVKuD46dOYsXQp2jVvjkdtGyNRUebpz+DeCUJDQ+WVV15x6lelShWZM2eOUz8Asm7dOklPT5cBAwZI6dKlpUyZMjJ06FAZP368NGjQwJ42LCxMunTpYv8dFxcntWvXlp49e4rZbJakpCQZMWKEVK5cWXx8fOT++++Xvn37yunTpwsc9+LFiwWA7NmzJ9ewP/74Q7p16yZlypQRf39/efDBB2XUqFFitVpFRCQyMlLq1q0rfn5+8sgjj8j27dvt8yciEhsbKwDkwIEDBY7H0WTgpnZLQ0NdTufA0qU3dTpAplMXEWGW8+etkpZmlchIi9Sq5Tw8NtYq4eFmp37Dh5vl1CmrpKdbJTraIs2bZzkN9/PLlHnzzHLlilVSUqyydq1FAgOd823XLkt+/tkiCQlWuXLFKlFRFgkOzsoVn60LC8uShASrACkuu4iIDDl/3pI9H2apVeu60/DYWIuEh2c49Rs+PF1OnbJkz4dZmjdPdRoeHp7hcp2EhaXb0zRpkiqbN2fJ5ctWSUy0yq5dZunUKS1HfGl5dhERWQ7rwCy1aqU7DVfrIMup3/DhmTnWgfM44eFZbmLPtKdZutTsMk1oaIZDXCJpaSKRkSK1a4tomt7FxopMnuzc7+WXRU6dEklPF4mOFgkOdh5erJjI/PkiV66IpKSIrF0rEhTknKZKFZGNG0WuXxe5eFHk3XdFTCbnNK7ExurDq1Z1nWbvXj3Ntm0iS5c659ujh8ixYyr+w4dFnnzSebimiUyZInkul3LlRD7/XCQpSeTaNZElS0RKlMi97FzRNCmSZQVIE39/cduNHi3y999que7ZI/L44/qwn34SWbHCOX2fPiLHj6v0v/0m0rWr8/DBg10vv2nT1PCaNUX+7/9ELl9W6+nPP0Xee0+kYkX3MRa0u93zkleXs2wWdFu8FWW/fn2RrVv1Zf7XXyIffyxy773eFaemqTxdadXKOd3OnSL/+5/3xO3Y2eq4hg2d+1euLLJmjap/zp9X9U+5cvnXLZ6sXxy7KlXSRUSkQYP0fOP1ZNyNGqXL7t3qGCY11Sq//26R8eMzxdc3Z3wWexcRYXWI0yq1almchqs4rU79hg+3OMRplebNncfx87PIvHlWh+MtqwQG6sM7drTI/v1WSUqySnKyVQ4csMpLL1lE05zzcSU2VmTkSL2cx8SItGwp4uOjuu3bRZYv13/7+Ig895xzfde5s/NwHx9Vt9nKeVSUyEMPOQ//7DNVj6Snixw6JDJggPPwKVNcb7+xsWq4N9eB7uqebdu8v2557jmRfftEkpNF4uNF1q8XefBBNcy2bm53eWnWTC2jhASR1FSRI0dE/vtfkYAAPc3y5a6X+fbtogpYAbvP3npLWrVsKfUeeki6P/mkHFyzxj6sX9euMm7wYPvv2ePHS/vHH5f69epJs0aNpNdTT8nGjz5yym/5zJnyeEiI1KtbV1q1bClzJkyQjL17Cx7TXWI2cFd0dxpNxPFBO7qbTJ06FV999RV+/fVXT4eSS0QRfcnoZNzAJSevU1Rjz+d79l5M04p5OoS7jkh6/om8kL8/y8rtlvOdRUR5Kap1S9Hm4k36RYCPT9F9g5G5qH1l7g5gKqLPy2Xu9b7zywJz+DjlnWxOET3fvlGj77DmrqK7B6FCS0lJwW+//YZ58+ZhRH7fuiciIiIiIiIiIo8qom36lJd69erhb8c3KjtYuHAhIiMjsWrVKnTt2hUvvPDCbY6OiIiIiIiIiIhuBBvw7kCbNm2yf7E2p8DAQPTt2xfLli27vUERERERERERkcfxUcyiiQ14d6AqVap4OgQiIiIiIiIiIrpJ2PBKRERERERERETkxdiAR0RERERERERE5MXYgEdEREREREREROTF+A48IiIiIiIiIqK7BO/kKpq43oiIiIiIiIiIiLwYG/CIiIiIiIiIiIi8GBvwiIiIiIiIiIiIvBjfgUdEREREREREdJfQPB0AFQrvwCMiIiIiIiIiIvJibMAjIiIiIiIiIiLyYmzAIyIiIiIiIiIi8mJswCMiIiIiIiIiIvJi/IgFEREREREREdFdwujpAKhQeAceERERERERERGRF2MDHhERERERERERkRdjAx4REREREREREZEX4zvwiIiIiIiIiIjuEryTq2jieiMiIiIiIiIiIvJibMAjIiIiIiIiIiLyYmzAIyIiIiIiIiIi8mJ8Bx55pcnI9HQIhTIZvp4OodAiNPF0CIUikuXpEAqtqMbu7+/j6RAKzWwu5ukQCiUtzerpEP6BNE8HUEhFtz4vqttoWlq6p0MoNB+folm3mM2ejqDwTEX0LCYrq+jW55pWNO/9ECm6y9xsLprL/KMdj3g6hEIbVnRDp7tAEd31ERERERERERHRjSqaTcPE9UZEREREREREROTF2IBHRERERERERETkxdiAR0RERERERERE5MX4DjwiIiIiIiIiorsE7+QqmrjeiIiIiIiIiIiIvBgb8IiIiIiIiIiIiLwYG/CIiIiIiIiIiIi8GBvwiIiIiIiIiIiIvBg/YkFEREREREREdJfgnVxFE9cbERERERERERGRF2MDHhERERERERERkRdjAx4REREREREREZEX4zvwiIiIiIiIiIjuEryTq2jieiMiIiIiIiIiIvJibMAjIiIiIiIiIiLyYmzAIyIiIiIiIiIi8mJswCMiIiIiIiIiIvJi/IgFEREREREREdFdgndyFU1cb0RERERERERERF6MDXhERERERERERERejA14+di+fTs0TcO1a9cAAMuWLUOZMmU8GlNhaJqG9evX3/bpTp48GQ0bNrzt0yUiIiIiIiIiulOwAS8fLVu2xPnz51G6dGlPh3LXiogwIC7OhNRUEyIjjahZM/9xhg0zIDbWhLQ0E6KjjWjWTHMa7ucHzJtnwOXLJiQnm7BmjREVKzrn0bSphqgoIxISTLh61YTNm4145BHX06tRA0hKMmFcQkIh59K9Bx57DM9t2IBXz51DuAjqdOly06cBAN26AZs3A5cuAVYr0KBB/uO8+CLw00/AlSuq++EHoFmzmxNPaCiwdy+Qlgb88QcQFuY8PDxcxSniY++OHjV5rLwAQFiYhkOHVD7x8SbMm+dcxXbooGH3biOSkky4eFHlU6WKGuaJuMPCNKfl59jdc4+eztcXmDbNgFOnTEhPN+HoUaB/f9cx/ec/wNGjwNWrqmw0bZr3PHTrBhw4oNLv2QN07Og8vEsXYMMG4MwZIDUVLrfBuXOB335TZfDvv4EvvwRq1857ugUxZIgqe0lJwI4d+c/Ls88Chw+r9Pv3A506OQ/v2hXYuBE4fx7IzCzYNlZQEREa4uI0pKZqiIzUClh+gNhYDWlpGqKjtVzbrio/Gi5f1pCcrGHNGi1XuRcx5Op69brR2H0QF+eP1NTiiIwshpo1tXzHGTbMhNhYf6SlFUd0dDE0a+a8rQ0ebMK2bcWQmFgcIgHIuQsPDTVAJMBl17Sp60Mjb95G+/TRcPCgCdevmxAXZ8KCBUC5crnjud3bZ9mywHvvAQcPqu3z+HHg3XeBUqXyX3auRESYEBfnh9RUP0RG+hSwrBgRG+uHtDQ/REf75loHgwcbsW2bLxIT/SBSLFdZAYBvvvHB33+rPOLi/LBihQ8qVXI9vZtdbwBqf/f330BiIvD993BZ9p54Qk0vMRGIjwfWrMmd5vnngX371LTOngU++CDv2JYsUftZx27TprzHKahhw4C//lLlZvfu3McOP/6Ye9off1ywvD2xDmrVAtauBeLigMuXgW3b1HFMQXhr/f2vfwE7dqg8UlM1HD2qYdQoffp5rb+cuncHjhxR6Q8dUuU193IAzp0Drl9Xx5M5l8P69cCpUyqPc+eA5cuRazvs0UOtw5QUIDYWGDPGdTyeWuY25coBZ85oEDE41TndugE//KDh4kUNiYkadu3S0KGDPv3bvcxtfH3VcnV1ftChA7Brl173fPUV7Me2BfXww0C/fsBLL6nt0d1yA9R+pWNHlX7YMNfHhT4+qvw+/7zK85ln8s7zbqXdJd2dhg14+fD19UVQUBA07U5c/d5v7FgDRo40YMgQC4KDzbh+HdiyxQQ/P/fj9OypYfZsAyIiLGjc2IxDh4AtW4xOJztz5hjQubMBPXpYEBpqRuXKwNdfG+3DAwKAzZuNOH0aCA4249FHzUhOVtM25fj0i8kErFplxM8/y02ee8U3IADxhw5h0/DhtyR/m4AAYOdOYPz4go8TGgp88QXQpg3QsqU6iduyBahc+Z/FUrUq8N13wPbtQKNG6iRj0SLYD2JsfvsNCArKsnerV1s9Ul4AYPRoA6ZPN+KttyyoV8+Mdu3M2LJFLxNVqwLffGPEjz8KGjY0o2NHMypUAL7+2uSxcr56tTgtv6CgLGzebMX27VZcuqTn8+WXRrRtq2HQIAvq1DEjLEydHOX07LPAW28BM2ao8nD4MPDNN3CKyVFwsDoAX74cCAlR63z1auChh/Q0xYurA9U33nC/LA4cUA0TjRqpBgVNA779FjD8gz1cjx7ArFnAtGkqzl9/VY1v7ualRQvgs8+ApUuB5s1Vo8aaNUC9enqagAB1kDtxYuHjcmXsWGDkSGDIEEFwsGSXHy2f8gPMnq0hIkLQuLFklx8tR/nR0Lkz0KOHIDRUsstP7n3hgAFWBAXp3Y3c7D12rA9GjvTBkCGZCA5Ow/Xrgi1biuUTuxGzZ/siIiILjRun4dAhK7ZsKeYUe/HiwObNFsyYkeUyj127rAgKSnXqFi3Kwl9/WbF3r9VFnN67jbZsqWHFCiMWL7aiXj0zevSwoEkTYP5853g8sX1WqqS6iRNVI8pLLwHt2xe8IcbR2LFGjBxpxJAhWQgOzsxeBz75rAMDZs82ISLCjMaNM7PLiq+bsmJ2m8+2bVb07JmJOnUy8OyzmahRQ8OaNb650t2KemPMGGD4cODll4FHH1Un4999B6f57tZN5bF8uVrOrVqpfbOjV14BpkxR8TVsqE7mIyPdLzub77/X12OlSkCfPvmPk5+ePVXD7pQpQJMmajlt3px7OS1a5DztsWPzz9tT62D9esBoVA0LLVqo6a5fDwQG5h2vN9ff168D8+YJHn9cULeuYNo0wdSpwMKFBVt/NiEhwMqVqkG4cWNV76xb57yMx44FRowAhg5Vy+/6dZWn43LYvh3o1Qt48EHVOFWjhmossunUCfjf/1R89eurdTZqlPrrTcscABYv1vDrr7n7P/64hshIwZNPCpo0EWzbpsrk2LGeWeY277yjGqdzqlpVlfNt29QxWKdOQIUKqjG7oGrWVI1te/eq9Xn5MvDUU4C/v+v0Pj6qsT06WsXsSuvWwP33A1FRqi48cwbo3FkdhxEVeXKXCQ0NlZdfflleeeUVKVOmjFSsWFE++eQTSUlJkQEDBkiJEiWkRo0asmnTJhER2bZtmwCQhIQEERFZunSplC5d2inP9evXS6NGjcTPz0+qVasmkydPlqysLPvw9957Tx5++GEpXry43HfffTJ06FBJTk52yuOTTz6R++67T/z9/aVr167y3nvv3fB08gJA1q1bZ//95ptvSlBQkBw6dEhERKpUqSJTp06V559/XgICAuSBBx6Qb775Ri5evChPP/20BAQESP369eWXX36x52FbFuvWrZOaNWuKn5+fdOjQQU6fPm1PEx4eLg0aNChQjM7xZgqQKXFxVnntNbP9d6lSmZKWZpVevbLs/XJ20dEWmTtXH0fTMuXsWauMG2e255GRYZVnn9XzqFMnU0REgoNVvyZN1HK97z4934cfVmlq1HCe3ltvmWXFCouEhWVJWkKCTAZuWScisqpLl1uSt6aJaJpI1apqHTRsKPZ+Be2MRpHERJH+/fV+fn4i774rcvasSEqKSHS0SKtWeefz9tsihw8791u1SuT77/XfkyeLHDggTuvCU+WlTJlMuX7dKm3auJ/Os89mSWamVTRN7/fUU1lisVg9FnfOrkIFNU6/fvrwjh2zJCHBKmXL6un8/cVlt2ePyMcf67+LFxc5d05k0iTX6b/6SmTTJud+MTEiixblTlunjmTH7jovx65ZM5X2oYdyD/PxKVgXEyMyf77+29dXleGJE12n//JLke++c+4XHS2ycGHutDVrqviaNi14PIDFbafKj/67VClLdvlxP050tFXmzrXaf2uaJbv86Hmo8qOPU6eOJXsd6P1ERLp0cT8d1aW47eLiLPLaa+n236VKpWTHnuZ2nOhos8ydm2n/rWkpcvasRcaNy8iVNjQ0VURESpd2HwOQIiZTisTHW2XSJMc8PF+3FGQbfe01s5w4YXVKN3q0Kq/euH326SOSni5SokTuYUCa206tg0z771Kl0rLXQYbbcdQ6yLL/1rS07HWQmSttaGhGdllxH4Ot69w5QywWq5hMer9bVW/ExYmMHav/Ll9eJC1NpG9f9btYMZEzZ0QGD3Zff9xzj8j16yIdOuQelte+eOlSkXXr8k5z//0iq1eLJCSIXLkisn69Oo7Ia5zoaJF58/TfBoNaTuPH6/22bRN5//2887lddXd+6yAoSJX/Vq30NGXLqn4dO+Zdn3t//e3crV0rculS/uvPsfviC5Fvv3Xut3u3yIIF+u+4OJExY/TfpUurZfzcc+7X/9NPi1gsejn+/HO1Ph3TjBghcvq09yxzwCJDhlhk2zartG5tya5z8l7mv/2mtnFPLfMnnhA5ckQdU+U8P+jeXSQzU8Vj69e5s1ovH3+stsX8ugsXRH791blfcrLIrl35j5uYKPLzz879FixQ0//uO+f+8fEiv/xSsJjuFp8Bd0V3p7kr78Bbvnw5KlSogD179mDEiBEYOnQoevTogZYtW2L//v3o0KEDnn/+eaSmpuab188//4z+/fvjlVdewZEjR7Bw4UIsW7YM06dPt6cxGAz48MMP8fvvv2P58uX48ccfMdbhMuLOnTsxZMgQvPLKKzh48CDat2/vNH5Bp1MQIoIRI0ZgxYoV+Pnnn/GIw33Hc+bMwb/+9S8cOHAA//73v/H888+jf//+6NevH/bv348aNWqgf//+EBH7OKmpqZg+fTpWrFiBnTt34tq1a3juueduKCZ3qlUDKlXSEBWl3w2RlATExAhCQlxf0fLxAZo00RAVpccoAkRF6eM0aaLB19c5zfHjwN9/62mOHxdcviwYNMgAHx+gWDFg0CADjhwRnDqlT691aw09ehgwfLjlpsxzUVe8uFoHV6/q/ebNU1f2evdWt92vWeP+ESCbFi2ArVud+/3wg7qi6KhWLeDcORNOnjRh/Xqjx8pL+/YaDAbg3nuBI0dMOHPGhNWrjbjvPn1a+/YJrFZg4ECVtlQp4PnnDdi5UzwWd079+xuQmgqsWaOP8/TTGvbuFYwda8DZsyYcP27CjBlqm8gZU6NG6iqsY0w//qjugnAlOFgNdxQVpe6CKKzixdUjE7Gx6hGxwvDxUVesHWOzzUuLFq7HcTUvkZHu098sej2p91PlB/mUH7goP3AoP8guP/p4evlxzm/+fA2XLmmIidEwcOCNxK6hUiWDi7JvRUiI0eU4KnYDoqL0OlfFbkFISOEPaZ5+2ojy5YGlS3PfheXJfVFOrrbR3bsF998PPPGEGqdiRXVH1pYtzvF4w/YJAKVLq+VnuYHdpior7taB6/WurwN9HLUOrP+orJQtC/Tta8SuXQKzQ3G5FfWGKnvOaZKS1OPMtvXWqBFw333q0bY9e9Rjnhs2ON9p064d7PuoX39Vj+GtXAmnfZQ7rVoBFy6oR68/+sj50WyTSd2xk5ICPP64ujstJUXt4318XOen1z/OyykqKvdy6tMHuHhRxTxjhvs7chzz9sQ6sD0e3q+f2gcZjcDgwepxwv373cdb1Orvhg3V3btlyxZs/dmEhLg+psu5jF0vB9d5li2ryseuXbBvh35+QHq6c7q0NHUnlu2RTk8v87p1gTff1NC/vzomzI+mASVL5l4+t2uZV6wIfPKJem2Kq9PiffuQfWwL+7Ftv34q34LMn8Gg7iLMebx29iwQFJT/+O7yNBjgVD8Dap/j7tUHREXJXdmA16BBA0yaNAm1atXChAkTUKxYMVSoUAGDBw9GrVq18Oabb+LKlSv41dW9zTlERERg/PjxCAsLQ/Xq1dG+fXtMnToVCxcutKcZNWoUWrdujapVq6JNmzaYNm0avvzyS/vwuXPn4oknnsCYMWNQu3ZtDBs2DE/keFFBQaaTH7PZjH79+mHr1q3YsWMHauZoQXnyySfxn//8x74MkpKS0KxZM/To0QO1a9fGuHHjcPToUcTHx9vHycrKwrx58xASEoImTZpg+fLl2LVrF/bs2VPguNwJClI7RYfJ2X/bhuVUoQJgMmkuxhH7jiAoCMjIECQmuk+TkgK0amVGv34GpKWZkJJiQqdOBjzxhNl+0lGuHLBsmREDBliQnPxP5vTO8fbb6hZ72wHB/fcDAwaoRw927FAnDe+9p/7P60AxKMj1ei9dWm84iolReXTqZMbQoRZUr676p6TkHu9Wl5fq1VWj3MSJRowaZUH37haUKwdERprsJzGnTgEdOlgwY4YRGRkmJCb64L77gKlTrfY4b3fcOQ0aZMDKlVanA+Dq1TU8+qiGhx/W0K2bBaNGWdCtW+53J6mYcs/HxYvuHyEKDFTDC5o+Ly+9pMa9fFk9av3UU0CW66cn81WYeQkKyj0v8fGFm5cbYVuXrsuP63Hclx8UoPw4l8s33rCiZ09B+/aCtWsFH32kYcSIgsZuq+PFqb8qo+7KvpYde8HHKYhBg0zYssWCc+ck1zBP7otyx5l7G921S9C3rwWrVxuRmWlCfLwPkpJgf1eVHo/ntk+b8uXVaxqWLr2x8fRyfiNlBTe1rLz1lgkpKX64erUYHnhAQ5cumS6md3PrDdtfV3nq+x/19403gJkz1bs2r11TjVBly6ph1aqpE9px44DXXgOee04Ny6uhDVCNwGFhqgFw/HjVSLdpk/56gl691P8vvqheaXHsGPDCC8ADD6iGP1fyWk6O5X7VKnUxpk0b9eh3v37qUde8eGodAOrRwYYN1QXM5GT1yHLnzmpduFNU6u8zZzSkp2vYu1fDZ5+pBsr8lkfO+cwvXlu/nGlyrre33lLL98oVVc66dtWH/fCDetdZmzaq4atWLeDVV9UwW8ONJ5e5ry+wapWG118XnDnjelo5jRmjGvA8tcyXLlWPJO/b53o6p06px8anT1eNp9euqQsDBX0XbrFiqg7J2TiYlqYawwsjK0tddGjaVOWhaeq9yIGBhc+TyJvclQ14jnedGY1GlC9fHvXr17f3C8yuuS7m3KO7cOjQIUyZMgUlSpSwd4MHD8b58+ftd/BFRUWhbdu2uPfee1GyZEk8//zzuHLlin348ePH0TzHJe2cvwsynfyMHj0aMTEx+L//+z/ce++9eS4X2zLIb7mYTCY0c3iL6oMPPogyZcrg6NGjBYoJADIyMpCUlITU1FSICEQEycmmPA8qb7VixYDFi43YuVPQooUF//qXBb/9Jti40WRvQFq0yIiVK6237N13t1L9Pn0wITnZ3j3w6KP/OM9x49QO+5lngIyM7OnUVwfTx4+rK3u2LjRUP+lw7H8j70UqV06922PXLhPWrjVi/HjVEPb007f/fZUGg7ryOnKkBT/8IIiJEfTubUGtWuouTUAdOCxaZMQvvwgyM4HUVEFwsIYZM7yjGm7RQsNDD2lYvNj5kqnBoK709u1rwS+/CL7/XjB+PNC3b+678Dzpiy/UVeP27YETJ9R7cPJ6n01R1acPkJys2TtP1pOAes/Url3qIwXvvKO61193vQ326WNEcnJxe+fp2G3uvVdDx45GLF6sLtfrcZo8vi9y5G4brVsX+OADI6ZMsaJJE/V+zQceUB938SYlSwJff60aeaZNyzttnz4GJCf72TtvWAezZpnRqFEm2rfPhMUCrFjhBUFBb0x76y31jqsDB1SDmoh676Etja8vMHq0atjbs0c1jtWsqd4VBai6xXF//Oij6p2H336rGue++UY1SDVvrjfONWig8nAc78oVtW+oUUPl4TjsRt6ft2iRapD57Td1t2BYmDq+sB07eJsPP1QNKq1bq7vUNmxQ5d2xgaV3b1sDX9Gqvx97TNC0qWDIEMGgQbc/TkezZqm7LDt0UHdULV+uD1u0SL3789tv1XHo7t3qIw4AsHWr55f5zJkajh4FPv+8YOl79wbCwzUMHXpr43JnxAhVb8+c6T5NYKC6Q2/FClU3hIaqj3Q5vpvQE2w3EgwYoN6RXL++OjYkZ8a7pLvTmPJPcufxyVF7a5rm1M/2wQprAe79TUlJQUREBJ555plcw4oVK4ZTp07hqaeewtChQzF9+nSUK1cOO3bswKBBg5CZmYniBbwUkN90CqJ9+/ZYtWoVtmzZgr59++Ya7moZFHa53IiZM2ciIiICJUqUsDcSAsPh5/cyALVzuHBBTx8YCBw86LrR7PJlwGyWXFfsAgM1ex4XLgB+fhpKl4bTlTKVRuXbp4+GqlU1hISYYXtiuE8fCxISTOjSRcPq1YI2bTQ8/bSGMWPU0bOmAUZjGbyRlYVvX3oJB2/0FoPb6PiGDTgbE2P/nXzu3D/K77XXVANe+/bqxeg2JUqoW9ibNs39uJTtTrlGjfR+SUnq74ULua+6Bgaq9WW782TDBnUXnog66bY11tSrpwEQp/FudXk5f179PXJEn87ly6p74AH1e/hwAxITVcOebXpBQcCOHT72OG93OXf04osGHDgguR73OX9efaHMtm4AdQJuexzr5EnHmHKvt4oVc1/htYmPz/1VsLzS58V2gnjypDo5jYsDnn66cAeRhZmXCxdyz0tgYOHmJS+q3Ovrz1buXZcf13m4Lz9wUX4kR/mBy/JjExMjePNNA3x9VUO1c+wWxMSkuYjduUwGBmo4eND1fubyZcmO3fkk0125LoiBA024ckXF5xynT444vXMbnTBBXWx69121zA4fFowapR6fiohQ0/H09lmihGoASk5WF3pyPtqU04YNVsTE6AWocGUFDmXFeZzClBX1tXXBn38Kjh7NxNmzxdCihRnR0eIwvZtbb9j+5ix7FSuqr0oCqo4G1COuNpmZ6jUCtv2PqzQ591G2faqNq8OC2Fj1pfqaNdUjpSVKqDtz+vXLnfbSJRWH4z4+Pl41rLhbTo7zmJMttpo11d38rnhqHbRuDTz5pOpneyJj5EigbVvVUDprlur37bdq/5SVpcpMUam/ba+O+e03td8PD7+x9efumM4x3pz9bL9ty9hGbYfAn3+q8nzmjHosNDpaDR8/Xn00JyhIlcGnnlIN2a1aCa5e9ewyb9NGNSR17672X7bvI16+rGH6dGDyZH3d9OoFfPqphh49BFFR2g1vMzdjmbdurS6M5nws+ZdfVCPkwIHqAyGJieocwOb559V6sX2VNi/p6epR25ynw/7+rh/ZLaikJLXPMZnUxYvUVNXo63gsS1RUecetH0VY48aNcfz4cdSsWTNXZzAYsG/fPlitVrz33nto0aIFateujbgcn/GpU6cOfvnlF6d+OX/nN52CePrpp7Fy5Uq8+OKL+CLn58kKyWw2Y+/evfbfx48fx7Vr11C3bt0C5zFhwgQkJibi3Llz2L9/P/bv34+TJwfjyBHVMNK2rT5/JUsCwcEadu92fQCSlaXeNda2rX5yp2lA27b6OPv2CTIzndPUrg1UqaKnKV5cg9UKOLzuz/7btrhDQsxo2FDv3nzTioykJCxo2BDH1q0r8Px7QmZKChJOnrR35px75xvw+uvApEnqi3Y5b7E/cEDtPCtWVA0rjp1tp+7Yz/ZVxehodaDjqF07dTXVJiXFedy//wasVkG5cvp6vV3lZedO9bdOHT1N2bLqsYu//1a/ixdXZShn3IBqlPBEObcJCFBfzMx5Z4+aNysqV3b+cletWqpB1vEELytLrW/Hx6Y0TR0AOp4UOoqJ0e/+sGnTRp3g/BOaprrC3oGXlaXeW+QYm21ebCcJOcXE5C6zbdu6T19YOcuPXk/qaVT5QT7lBy7KDxzKD7LLjz6eXn7cx6ceIcvdeKfHLvbuyBHB+fNWF2XfgN27Xb8gTcVuRdu2+jVVFbsRu3cX7uLSwIEmrFhhtjcq6XHmXMbeuY3a6hZHtgsmthNET26fJUuqhovMTPWFUNsd2nlxXVbcrQPX611fB/o4ah0YCl1WbGzHAX5++rq7FfVGbKxqfHPMs2RJdaeLbb3t369OgmvX1tOYTOqdX7b9j22bdUyTcx+Vs25xdVhw773qMWhbg+D+/Wp/cPFi7n18UpLKw7FfSopj/eO8nPKrLxs2VH9t03bFU+vA1viQczt0PGYEinb97ThPmZk3tv5273Z9TJdzGbteDu5j0bdD5/5Wq7qIl5Wlvky/a5dqdPL0Mn/2WUGDBoKGDVX34otq3MceE8yfr0/7ueeApUs19O4t2LSpcNvMzVjmr7yiykSjRqr797/1+CZNUv8XZP+TF6tVHfvnfDDsvvvybtAvKLNZNd75+anX+sTG/vM8iTztrrwD72Z688038dRTT+GBBx5A9+7dYTAYcOjQIfz222+YNm0aatasiaysLMydOxedO3fGzp07sWDBAqc8RowYgccffxyzZ89G586d8eOPP+L777+33/FWkOkUVLdu3fDZZ5/h+eefh8lkQvfu3f/R/Pv4+GDEiBH48MMPYTKZ8PLLL6NFixa5HgHOi5+fH/xynWmrl1e9/74VkyYZ8OefgthYwdSpRsTFAevX6zu6qCgj1q0TzJ+v9iCzZ1uxfLkRe/cK9uwRjBplQEAAsHSpGp6UBCxebMXs2UZcvWpBUpJg7lwjdu2y2u9siYy0YtYsA+bPN2DuXCsMBmD8eCPMZkB9mFjdheSoaVOBWK249PvvN7II8+UTEIByDu8rLFutGgIbNEDa1atIKuhLNAqgbFl1Jb5yZfW7Th3198IFvbFt2TJ1UDRxovo9dqy6w6NvX3WF1na1LyVFfdr9zz/Vo4zLl6v3eBw4oF5W27atein1pk2uY1mwQF3Ve/tt9ZhsmzbqPXpPPaWnmTVLnRSeOgVUrqwhIkK93L11aw2dO2u3tbz8+Sewfr0VH3xgxEsvqTQzZxpx7JheXjZuFIwebcAbbxiwapUVJUsCM2YYceqU4NNPPVPObXr10mAyAf/7X+6T2pUrBW+8ASxdakR4uAUVKqgrxStW5D7B+/BD9QjL/v3A3r3Ayy+rgzvbe4sWLVLlJzxc/Z4/Xz0iNXKkehF6jx7q0ZiXX9bzLFtWHXTZ3l9Tq5b6Gx+vuqpVge7d1d1GtoPAMWPU+1McX+J/oz74AFi8WM3LL7+oR0kCAvTHdZYsUfNiO4idO1fFMGqUeq9Uz57qpdbDhjnPywMP6PNiO5l23MYK4/33BZMmadnlB5g6VcsuP3qaqCgtu/yo37NnC5Yv17B3r2qQGTVKyy4/argqP8Ds2RquXhUkJQFz52rYtUvsJ61PPaW2+ehoVRbatwcmTtTw7rs3ErsZkyb5ZsduxdSpvoiLE6xfrzfgRUUVw7p1Zsyfb86OPQvLl/th714r9uyxYNQoHwQEaFi6VH/pYWCghqAgDTVrqjO8+vUNSE4GTp+2IiFBn36bNgZUr27Ap5/mfRHDU/sim7y20W+/tWLRIiOGDDFgyxYrKlXS8N57qtw6NnZ4Yvu0Nd75+6t3o5UqpTpAba83ckO/Kismh3Vgyi4reiZRUT5Yt86K+fMt2evAjOXLfbLLimDUKGP2OtDLV2AgssuKOuaqX1/LLiuChASgeXMNzZoZsGOHFQkJgho1DJg61YQTJ6y5GgJvRb0xdy4wYYJ6/OvUKWDyZJXHN9+o4cnJ6hG2N99UL34/fVp/79fatervn3+qO+xmzwaGDlXjTJumXm/h+GETRwEBqiysXavqqBo11D75xAm9bv38c1Xfrl+v0p49qxoOn3lGPY7p7ub+OXPU8YRe/8Cp/qleXT1uu2mTutvqkUdU7D/95HyXvyueWAfR0UBCgsp7+nS1/3nhBbV/+v77vOP15vp72DBVnmzHu48/rp642LhRPabtbv3lPFb88ENg+3ZVLjduVA1ATZuqRxsd19t//6vKamwsMGUKnJZD8+ZAs2bqHcoJCao8Tpmi1omtwal8eXU8sH27eox74EBVb+V8H6OnlnnOO0crVFB/jx7V78Lu3RtYvlzDK6+o8QIDVUPYggXqNTO3c5nnPMWwPTlz8qS+bW/cqGJ54w313sqSJdU2cOqUflE+P4cOqeP8S5fUxYBHHlEXIWzlrm1bdU5ha3w0GPT3exqNajmUL68aOm132N1/v/p77Zp6f3bLlqrc5Dx3IyqSPPsR3NsvNDRUXnnlFad+VapUkTlz5jj1AyDr1q2TbersWxISEkREZOnSpVK6dGmntJs3b5aWLVuKv7+/lCpVSpo3by6ffPKJffjs2bOlUqVK4u/vLx07dpQVK1Y45Ski8sknn8i9994r/v7+0rVrV5k2bZoE2b5LX8Dp5MU2PzarV6+WYsWKydq1a/NdBjaxsbECQA4cOOC0LNauXSvVq1cXPz8/adeunfz999/2ccLDw6VBgwYFitF52pn2LiLCLOfPWyUtzSqRkRapVSvTaXhsrFXCw81O/YYPN8upU1ZJT7dKdLRFmjfPchru55cp8+aZ5coVq6SkWGXtWosEBjrn265dlvz8s0USEqxy5YpVoqIsEhzsnI9jFxaWJWkJCTIZuKnd0tBQl8vowNKlN3U6Awa4XheTJ+ufht+2TWTpUv13bGz+4/j4iEREiPz1l0hGhsi5cyJr14rUr5/7s/eOXatWIvv3i6Sni5w4ITJggPPwVatUXunpVjlzxiqrVlmkenXPlZeSJTPl008tcvWqVS5fVmnuu885Ta9eWbJvn1WSk60SH2+V9estUqeOZ8s5kCk7d1rkf/+zuC3bdepkyg8/WOT6daucPm2V998XKVtWxN8/dzd6tMjff6v1tmePyOOP68N++klkxQrn9H36iBw/rtL/9ptI167OwwcPdl3Gpk1Tw6tXF9m8WeTCBVW+zpxRZeORR1zH5+NT8G7kSJFTp1RsMTEiLVvqw7ZvF1m+3Dn9c885z0vnzs7DX3jB9bxMmZJ/LIAlzy4iwupQfqxSq5bzcFV+rE79hg+3OJQfqzRv7jyOn59F5s2zOpQfqwQG6sM7drTI/v1WSUpSZfrAAau89JJFNC1nfCl5dhERGXL+vCU7drPUqnXdaXhsrEXCwzOc+g0fni6nTlmyYzdL8+apTsPDwzNcLuuwsHSndJ9/niU7dpjdxOa8HXjzNvryy2b57TerXL9ulXPnrLJypUiNGp7fPjt0cD1cRKROndzxAWl5dhERWQ7rwCy1aqU7DVfrIMup3/DhmTnWgfM44eFZbspKpgBp8vDD6bJ1q1kuX1bT/esvi3z0UZZUruwc262qN3x81PI8f14kLU0kKkrkoYech/v7i7z3nqoHExNFIiNFGjRwTlOunMiSJSJXr4pcviyybp1ItWru98H+/qpujY9XdWtsrMgnn4gEBjqnCwoSWbZM5OJFFd+JEypdqVJ57+NffllfTtHRIsHB+rD771fL6vJllecff4i8807uPG9X3V2QdRAcLLJli4o5MVFk926Rp54qWH3urfX3yy9b5PBhNf61a1bZt88qQ4eKGAx5r7+cx4qaJtKjh8ixYyr94cMiTz6Zu0xMmaIv48hIkdq19WH164ts3aqXib/+Evn4Y5F779XTVKggsmuXSHKySEqKysMWlzcs85xdaKhFRERKl9b7bdtmdVkfLV16+5d5zq5qVRVLw4bO/Z97TmTfPrXc4+NF1q8XefBBkfnzC9799JNIUpKI2azqsa++0oedPSty9Kj+e8UK1/uUs2f1NJs3i1y7pvJLSRH59VeRRYsKHs/d4gvgrujuNJqI40OC5C0GDx6MY8eO4eeff/Z0KG4tW7YMo0aNwrW8PrFVSJpWyM9Hethk+Ho6hEKL0IpmVSBSNMtKUebv7x0vby+M/N695a2ysm7uu0dvr7T8k3ilolufF9VtNC2t8K9z8DQfn2KeDqFQimqdCKi7dIqiolyfa1rRfPuSCJf57TZvnqcjKDzHO3DvZKsL8pzzHaDXHdbcVUR3fXeed999F+3bt0dAQAC+//57LF++HB999JGnwyIiIiIiIiIiIg8rmk36d6A9e/agffv2qF+/PhYsWIAPP/wQL774YoHG/fzzz1GiRAmXXb169W5x5EREREREREREdCvxDjwv8eWXXxZ63KeffhrBwcEuh/n43LrHaAYMGIABAwbcsvyJiIiIiIiIiIgNeHeEkiVLomTJkp4Og4iIiIiIiIi8HB/FLJq43oiIiIiIiIiIiLwYG/CIiIiIiIiIiIi8GBvwiIiIiIiIiIiIvBjfgUdEREREREREdJfgnVxFE9cbERERERERERGRF2MDHhERERERERERkRdjAx4REREREREREZEXYwMeERERERERERGRF+NHLIiIiIiIiIiI7hK8k6to4nojIiIiIiIiIiLyYmzAIyIiIiIiIiIi8mJswCMiIiIiIiIiIvJifAceEREREREREdFdgndyFU1cb0RERERERERERF6MDXhERERERERERERejA14REREREREREREXowNeERERERERERERF6MH7EgIiIiIiIiIrpL8E6uoonrjYiIiIiIiIiIyIuxAY+IiIiIiIiIiMiLaSIing6CKCdNu+7pEApF0wI8HUKhhYvm6RAKZTIsng6h0Pz9i+Y1lLQ0q6dD+AeKZnnRNB9Ph3DXKVPG0xEU3rVrno6gcIoV83QEhZeWlu7pEArJ6OkA/oGiGnvR3A8B3Bd5gkjRPCeS+iGeDqHwfv3V0xHcFt9qRfPc70Z1vsOau/gOPCIiIiIiIiKiu8Td0Xx35ymat38QERERERERERHdJdiAR0RERERERERE5MXYgEdEREREREREROTF2IBHRERERERERETkxfgRCyIiIiIiIiKiu0RR/Y733Y534BEREREREREREXkxNuARERERERERERF5MTbgEREREREREREReTG+A4+IiIiIiIiI6C7BO7mKJq43IiIiIiIiIiIiL8YGPCIiIiIiIiIiIi/GBjwiIiIiIiIiIiIvxgY8IiIiIiIiIiIiL8aPWBARERERERER3SV4J1fRxPVGRERERERERETkxdiAR0RERERERERE5MXYgEdEREREREREROTF2IBHRERERERERETkxfgRCyIiIiIiIiKiuwTv5CqauN6IiIiIiIiIiIi8GBvw7gADBgxA165dPR0GERERERERERHdAmzAuwN88MEHWLZsmafDuG0iInwQF+eP1NTiiIwshpo1tXzHGTbMhNhYf6SlFUd0dDE0a+Zc9AcPNmHbtmJITCwOkQCULp07j1q1NKxf74dLl4ojMbE4fv65GFq1cs6nWzdg82bg0iXAagUaNMh/fl58EfjpJ+DKFdX98APQrFn+4xVEaCiwdy+Qlgb88QcQFuY8PDxcxWm1AuEiCBfB8KNHb8q0H3jsMTy3YQNePXcO4SKo06XLTck3PxERGuLiNKSmaoiM1FCzZv7jDBsGxMZqSEvTEB2t5Vr+fn7AvHkaLl/WkJysYc0aDRUr6sMfeQRYuVLD6dNqukeOaBg5Mvd0fH2BadM0nDqlIT1dw9GjQP/+udP95z/A0aPA1auqbDRtmnf83boBBw6o9Hv2AB07Og/v0gXYsAE4cwZITVXx5vTCC6rsXrig0rjaBtzxxDIvVw74/nsN586pZXn6tIa5czWULKmnCQoCPv9cw/HjGiwWDXPmONcVEREGxMWZkJpqQmSksYBxGxAba0JamgnR0UY0a+acp4rbgMuXTUhONmHNGqNT3ADQpo2GnTuNSEoy4fx5E956ywCj0TlNhw4adu82Ii3NBLPZhKwsYP/+/OuG7t2BI0fUOjx0CHjiidxpIiKAc+eA69dVfZNzvsuWBT77DLh2TZWpTz8FAgL04VWq6PWGYxccrKd58UVV52RlARYLkJCQu/7x1th//FH1u3rVufviCz3NoEHAwYNAXBwQGQk0bpz3vHXpAkRHq/Q7dgDt2unDTCZVF+/YobbR338HPvpIlV9Hn38O/PqryuPIEeDjj3OnyWnYMOCvv9Qy3b379pSfiRPVvKSkqOXmStOmarldvar2e99/77peclTU6sWcIiJMiIvzQ2qqHyIjfQp47GJEbKwf0tL8EB3tm6u+GTzYiG3bfJGY6AeRYi7j++YbH/z9t8ojLs4PK1b4oFKlfzIfN7/eHDxYw7ZtRiQmmiDiU6jl7K37/tBQQMSQo/NBYKBj7J7ZFzVtqiEqyoiEBBOuXjVh82aj2+2wRg0gKclk36Y9UbesXw+cOqXyOHcOWL4cLsvya68Bx46pY98zZ1SdZOOtdaJNuXLA6dNqH1SQ7cCbz4luSK9eakfwyy9qZ/fww3mnL1lSLditW9WJzoYNwKOP6sObNAHmzgWiotSOs3XrwsdG5GXYgHcHKF26NMqUKePpMG6LsWN9MHKkD4YMyURwcBquXxds2VIMfn7ux+nZ04jZs30REZGFxo3TcOiQFVu2FMM99+hpihcHNm+2YMaMLLf5fPddMZhMQJs2aWjSROXz3XfFEBio7ywDAoCdO4Hx4ws+T6Gh6sSwTRugZUt1sLFlC1C5csHzcKVqVeC774Dt24FGjYAPPgAWLQI6dHBO99tv6gDo3aAgvBsUhCWOO8B/wDcgAPGHDmHT8OE3Jb+CGDsWGDkSGDJEEBwsuH4d2LJFy6d8ALNna4iIEDRuLDh0SI3jWD7mzNHQuTPQo4cgNFRQuTLw9df6em/SBLh4EejXT1CvnmD6dMHMmRpyzvqXX2po2xYYNEhQp44gLEw1cjh69lngrbeAGTNUeTh8GPjmGzjF4yg4WB3ELl8OhISodb56NfDQQ3qa4sXVgeobb7hfDv7+6oR61iz3aVzx1DK3WoFvvhE8/bSgdm3BgAGCdu2ABQv0NH5+qjF92jQ1Dee4DRg50oAhQywIDjZnx23KJ24Ns2cbEBFhQePG5uy4jTniNqBzZwN69LAgNNScHbfeOvfII8CmTUZs3ixo1MiMXr0sePppA956S98dV60KfPONEefPA5oGTJ1qwf79wH33qcYEd2UhJARYuRJYskQ1KH3zDbBuHVCvnuN8AyNGAEOHAi1aqBOOzZvhNN//+58ap0MHoHNn4LHHgIULc0+vXTtVd9i6ffv0Yf37q8ayKVNUHhcuAIsXA/Xre3/szz6r+j34oOpatgTMZhUToBqGpk0D3nlHnRP89huwZg1QoYLreWveXNW9n38OtGoFbNqk4qxbVw3391cXe959V+UXFgbUqqXSO9qxQzUoNW8ODBgAVKsG5HXtrmdP4L331Dpo0kSdw9yO8uPrq5bHggWupxMQoM7TTp9WeTz2GJCcrPIxuXkzc1GrF3MaO9aIkSONGDIkC8HBmdn1jU8+9Y0Bs2ebEBFhRuPGmdnHLr5ujl3MbvPZts2Knj0zUadOBp59NhM1amhYs8a3kPNxa+rN4sU1bN4smDHDWsi4vHvfDwC1a1sRFGTrsnDxoi12z+yLAgKAzZuNOH0aCA4249FHzUhOVtPOuR2aTMCqVUb8/LPYl50n6pbt21U7z4MPqoa1GjWAr75yntYHH6gLLK+/rurYLl1UA74n486vTnT06acqroLw9nOiAuvYUa2wBQvUCj5+XP1frpzr9CaT2rFXrqxaa59+WrWi2jYqQFXex4+rnQa5ZbhLujuO0C1lsVhkxowZUrVqVSlWrJg88sgj8tVXX4mIyLZt2wSAREVFSZMmTcTf319CQkLk2LFjTnlMnTpV7rnnHilRooQMGjRIxo0bJw0aNLAPDwsLky5duth/h4aGyogRI+T111+XsmXLSmBgoISHhzvlmZCQIIMGDZIKFSpIyZIlpXXr1nLw4MECz9eGDRukadOm4ufnJ+XLl5euXbvah6Wnp8vYsWPlvvvuE19fX6lRo4Z8+umnBV9oIgKkuOzi4izy2mvp9t+lSqVIWppVevVKcztOdLRZ5s7NtP/WtBQ5e9Yi48Zl5EobGpoqIiKlSzv3L18+RUREHn001d6vRAnVr23bVIe8RTRNpGpVNR8NG4q9X0E7o1EkMVGkf3+9n5+fyLvvipw9K5KSIhIdLdKqVd75vP22yOHDzv1WrRL5/nv99+TJIgcOZP8P3LJORGRVly63JG/AYu/i4qzy2mv671KlLNnlw+KUzrGLjrbK3LlW+29Ns8jZs1YZN07PIyPDKs8+q49Tp45FRESCg93nO2+eVbZu1fPt2NEiCQlWKVtWT+PvL7m6PXtEPv5Y/128uMi5cyKTJuVO6+8v8tVXIps2OfeLiRFZtCh32jp1JDtu13n5+4t06KDSBAW5T+Oty3zECIucPm11OWzbNqvMmWMVIFOAzOy4zfbfpUplZsedZe+Xs4uOtsjcufo4mpaZHbfZnoeKW8+jTp3M7LhVv+nTzbJnj8Up36eeypLUVKuUKKF+P/tslmRmWp2m17mziMWi6oDx411v8198IfLtt879du8WWbBA/x0XJzJmjP67dGmRtDSR555Tv+vWVeu/aVM9TadOatqVKxe8fouOFpk3T/9tMqk8Vq/2/thtXdmyqpswQSQpSeTee9XvvXtFPvlEH16unNpGJ0/W+zl2X38tsnmzc79ffhFZssR1+rJlRdq0UXE+/LD7NL17q3m7557cw1ytA4Ph1pcfx27AAJGEhNz9mzZV83b//Xq/+vVVv3r1XNc5RaNeTHPbqfom0/67VKm07Pomw+04avvPsv/WtLTs+iYzV9rQ0IzsYxf3Mdi6zp0zxGKxislk6+e6vnPV3Yp607ELDc3Kno+CxuR9+6Gc+/7QUEv2PDmmu7XLtCD7oiZN1LK+7z4934cfVmlq1HCe3ltvmWXFCouEhWVJQoLn6xZb9/TTqg708dH3AZmZapsuyH7JW+pEWzd0qMi2bXr9X6aM6l9Uz4mkfv2Cdb/+KrJypf77kUdELlwQmTPHdfopU0ROnxZp1Khg+YuIjBxZ8Hhs49wFfgTuiu5Oc0c2SnqTmTNnYsWKFViwYAF+//13jB49Gv369cNPP/1kT/Pf//4X7733Hvbu3QuTyYQXXnjBPuzzzz/H9OnT8fbbb2Pfvn144IEH8PHHH+c73eXLlyMgIAAxMTF45513MGXKFERGRtqH9+jRAxcvXsT333+Pffv2oXHjxmjbti2u5ndvN4CNGzeiW7duePLJJ3HgwAFs3boVzZs3tw/v378/Vq1ahQ8//BBHjx7FwoULUaJEiYIuMreqVdNQqZIBUVH6FdqkJCAmxoqQEKPLcXx8gCZNDIiKstj7iQBRURaEhBS8+F+5Ahw7ZkX//iYULw4YjcB//mNCfLxg377CXTF2p3hxFbfjqpg3T13Z691b3amxZo26gyGvxyxatFB3ljv64Qd1RdFRrVrA2bPAyJMn0e1//0Op+++/eTNzG1WrBlSqpCEqSu+nygcQEuL6iqAqH0BUlNj7qfKhj9OkCeDr65zv8ePA339LrmXpqHRp53X49NMa9u4Fxo7VcPaseqxzxgygWDHneBo1ArZt0/uJqEf6HB/xcxQcrIY7iopSd+ncat60zCtVAp55RoND1VqAuHPWJZJP3JqLuMUhbi07bj2NHrdK4+cHpKc7552WBvj7a2jSRKXZt09gtarHm378UVCqFNCvn1pGUVFq23YlJMT1Nm9Lr+YbbtaXnkdCgvMdaVFRuR8zBdTdCBcuAP/3f+puN+dl5Twdf3+VxwMPeHfsrvTrB3z9tXqEysdH1cGO5UxE/Xb3KFazZshVLn/8Me9Ht0qVUnEnJbkeXqYM0KOHurPE7OLmK1frwLad3cryUxDHjwOXL6u7ZHx8VB04aJB6TO3vv13PS1GqF3NSxy7u6hvXxyF6faOPo9af9YaOXXIqWxbo29eIXbvEZbnJy62qN/8pb9oPAbn3/TYHD6pHfH/4QUPLllqO2G//vuj4ccHly4JBgwwO26EBR44ITp3Sp9e6tYYePQwYPlw/jvaGuqVsWaBPH2DXLr0O7NxZPR771FPAyZPq/0WLVFpvrhMBdbfgG2+oO7CtBTituGPOiUwmNfPR0Xo/EbUQ3b2HqFUr9TzzxIlqx/D11+q9HQY2a9DdgSX9FsrIyMCMGTOwZMkSdOzYEdWrV8eAAQPQr18/LHR4pmf69OkIDQ3FQw89hPHjx2PXrl1Izz7Dmzt3LgYNGoSBAweidu3aePPNN1Hf3TNIDh555BGEh4ejVq1a6N+/P5o2bYqt2XuhHTt2YM+ePfjqq6/QtGlT1KpVC++++y7KlCmDNWvW5Jv39OnT8dxzzyEiIgJ169ZFgwYNMGHCBADAH3/8gS+//BJLlixBt27dUL16dbRt2xa9evUqzCJ0EhSkDjri48Wpf3y82IflVKGCBpNJu6Fx3GnXLh2NGhmQnFwc6enF8eqrPujUKR3Xrt1QNvl6+231jiPbAcH996vHpXr2VI9Q/fWXegRgxw5g4ED3+QQFAfHxzv3i49XBpa3RKCZG5fHEE8DGoUNRtlo1DPz5Z/jehAbX2832LihX8+zuPVEVKiC7fLgfJygIyMgQJCa6SuO6DIWEqKcAPvlEL3fVq6vXczz8MNCtm2DUKEG3bupxD+d4cs/DxYtwel+Oo8BA56cG8kt/M3nDMl+5UsP16xri4gxISgJefNF5W3cdt60uyT///OOWAsStp9myRdCypYbnntNgMKgnQN58U+2Kbe/yOXUK6N3bAqNRw5dfGpGY6IP77lNl6uJF98vW3TbvGJ+7+baVl6Cg3OXJYlEnpLbxU1LUUys9e6oTpZ071WNFtoYwV+X47bfVY5I53/XnbbHn1Lixeuzys8/U7/Ll1bxduuSc7tIl99tcxYqut9Gc76Oy8fNT78Rbu1YtM0fh4eo1C3/9pR6p7tvXdR551SW3svwUREqKelS4b1/VKJqcrJ6gevJJtb5uZF68sV7MSV9uN3Lsgpt27AIAb71lQkqKH65eLYYHHtDQpUvmDedxq+rNf8ob9kM2rvb9588D//mPFc8+K3j2WcGZM8D27UY0auTZfVFKCtCqlRn9+hmQlmZCSooJnToZ8MQTZvt2WK4csGyZEQMGWOx1kaZ5tm556y1VZ1y5oi4IOX7Dr3p19eqG7t1VQ9jAgaoO/+or764TfX3Vo7pjx6r6vSDumHOismXVirlyxbn/lSvu30tx331A+/aqwW7YMPU4bf/+wEsv3eDEiYomNuDdQidOnEBqairat2+PEiVK2LsVK1bg5MmT9nSPOLwxtlL2GdzF7CPP48ePO93dBiDXb1ceyfEW2kqVKtnzPHToEFJSUlC+fHmnuGJjY53icufgwYNo27at22FGoxGhoaH55mOTkZGBpKQkpw7IQJ8+RiQnF7d3Pj4FzvKWmD/fFxcvCh57LB3Nm6fj99+t2LevGFJSVHyPPvrPN6dx49TB3zPPABkZql/9+mrfdvy4urpm60JD1cEK4Ny/ADdo2m3erO7mO3wYOPnDD/j8ySdRrEwZ1OvZ8x/Py61Wv08fTEhORnKyerm0p8uHTb16wDffqPfqONz0CoNBXVTs21fwyy/qDsrx49VJrONdeN7M1oDkTct89Gj1/qKnn7aiRg31TqOc+vRR79kaNgxITjZ5NO7ISMHrr1uxYIERGRkm/PGHCZs2qYNp21X3wEBg1izV0jVokAWPP25GZmbud/14ypUrwJw56u6vvXuBCRPUO93GjHGd3lavrV9fsDsLbqUbjb1fP/VRif37b098JpN635KmuY5p7lx188Ezz6jGrhup771FsWLqPU87d6oGj0cfVe8R/O67olMX5qVPHwOSk/3snTfUk7NmmdGoUSbat8+ExQKsWJF/UH36aEhONtk7b5gPIGdc3rEfAtzv+//4A/jkE1WHVKumLh4YDEBMjGeXabFiwOLFRuzcKWjRwoJ//cuC334TbNxosm+HixYZsXKl1f7uO28wa5ZqlOvQQdWBy5frwwwGNV9hYeoi908/qRuz2rRR78vzVjNnqg/05HzvqSNvPydav96Cb7/1K9QFhhumaerK3JQpasFt2aJutezR49ZPm8gLuHldMN0MKSkpANQjp/fee6/TMD8/P3tjmY9DLaxpquKz/sOzHJ8cNbumafY8U1JSUKlSJWzfvj3XeAX5GIa/v3+hhrkzc+ZMRERE5Og7ARs2/BcxMWn2PraXsgYGarhwQT+YCAzUcPCg6+V1+bLAbJZcL1XNmUd+2rQx4KmnjChbNtV+FfKZZzJw+LA/vvrKjIULzTh37p8d4Lz2mjrRbd9eNajZlCihHg9o2jT33QnZRQyNGun9bI9cXbiQ+wpgYCCQmJj7ET6bjMREXPnjD5QryCfQPOz4hg04GxODD6G+AqGXDzXvNoGB6muRrly+jOzy4dzfMY8LFwA/Pw2lSztfzVZpnNd53brA1q0aPvkEmD7dOc/z59VXyhwfiTt2TB1w3nuvetxDxZN7vVWsmPsKr018fO47efJK/09s3Kg+EJaerubbG5Z5fLzqjh8Hrl4V7NhhwNSp4hTPhg2qsebIEWD6dHM+cbvejt3HrbmIGznidq5v5syxYs4cKypVUo98Vq0KvPWWEX/9pYYPH25AQoJ6xC0xEfj5Z8Hzz6sr85mZzjE7crfNO8bnbr5tH/m4cCF3eTIa1Z0Y7qYLqAax9u0dl5XK17Fee/ll74/dUfHiqqFs5ky935Urat5yvvT8nnvcb3Ou7rZzdVeerfHu/vvVi9dz3n0H6F/EPXlSNQz89pt6FPeXX5zT5VWX3Mp1UBB9+qgy37KluqgBqAsZV6+quyJzPgjg7fViThs2WBETo9/hVrhjFzgcuziPcyPHLjbqK/eCP/8UHD2aibNni6FFCzOio93ntWGDICZGf872VtWbN8o5LqNX7Ify2vc7x64ejx03TtC0qYbLlyWP2G/tvqhPHw1Vq2oICTHbt8M+fSxISDChSxcNq1cL2rTR8PTTGsaMUReoNU3VqSJqO3Z86vF21S2qLAN//qnabs6cUY+0Rker46ysLDXM5uhR9dd2LO2NdWLr1upifffu6nf2qSAuXVLfYAgPBzZssHj1OdHw4Zlo394fYWEmvP22+49f5JKQoFZM+fLO/cuXV4Xd9YyocRzPlWNj1Y7YZHL9XglyiXdyFU1cb7fQQw89BD8/P5w+fRo1a9Z06u4v4HvG6tSpg19yHJnn/H2jGjdujAsXLsBkMuWKq4K725UdPPLII/bHcXOqX78+rFar0zv+8jNhwgQkJiY6dcAYpKQAJ0+KvTtyRHD+vBVt2+rFtmRJIDjYgN27XTx3A7Uj37fPirZt9ee2NA1o29aI3bsL3khavLitYVXvl5Ki7pJLSFBxumsUK4jXXwcmTVKPsjq+vwkADhxQ+6OKFdVJm2NnOxlx7Gd7tCs6Wl11dNSunfrqnjs+AQEoV6MGks+fL/zM3CaZKSlIOHnSPt9HjgDnzwscbw5V5QPYvdv1gYkqH0DbtvrBjCof+jj79gGZmc751q4NVKmiOS3Lhx4Ctm3TsHw5MGlS7unt3Km+YBcQoPerVUs1yp47p8dz4IC6w8Yxntat1ePOrsTEqOGO2rTRv7p2M6WkqEf3vGWZ52R7/UnOL7ClpKj3zCUm5ow7Z12i5RO3uIhbc4hbsuPW0+hx5873/HnVmN67twGnTwv271dpihdX5cJxerbG+6ZNnU+aHO3e7Xqbt6WPjVXTdL2+9DzKllV3ONi0aWO7Y8T1dAGgYUOVt76s1B1ktnpt/341XW+P3VGXLurRpi+/1PtlZakTs8cf1/tpmroj2t2u+ZdfnNMDaht3TG9rvKtRQ33lNiHBfbyO0wVUjDnp25lz+lu9DgqieHG1LxWHTcL229UrjLy9XszJ9bGLu/rG9XGIXt/o46j1Z7ihYxdX9Hoy7ztl1Hy4qu9vbr15o9zHpafxpn2/q9irVtUQG+vZfVHx4lq+22FIiBkNG+rdm29akZSkLjI71jueqlty7vN37lTvebM9nWKbb0Atd2+tE7t3V/uhRo1UN3iw6v/448D8+ep/bz8nsv2+4dfQmc2qldXxhaaapn67awU9eFBd6dIc6rAqVdRVMTbe0V2Ad+DdQiVLlsSYMWMwevRoWK1WPProo0hMTMTOnTtRqlQpVKlSJd88RowYgcGDB6Np06Zo2bIlVq9ejV9//RXVHfdON6hdu3YICQlB165d8c4776B27dqIi4uzf5yiadOmeY4fHh6Otm3bokaNGnjuuedgNpuxadMmjBs3DlWrVkVYWBheeOEFfPjhh2jQoAH+/vtvXLx4ET3dPJbp5+cHv1zfPL/uMu3775sxaZIv/vxTEBtrxdSpvoiLE6xfr++soqKKYd06M+bPV5X47NlZWL7cD3v3WrFnjwWjRvkgIEDD0qX6FaLAQA1BQRpq1lR7nvr1DUhOBk6ftiIhAdi924KEBGD5cj9MmZKFtDTB4MEmVKumYeNGfdply6p3clSurH7XqaP+XrigN7YtW6becTdxovo9dqz6+nnfvurdV7arfSkp6nP0f/6pHvFavlydEB84oC4ytW2rPjW/aZPr9bRgATB8uHr31JIl6iDE9t4nm1mzgG+/VS8Ov69SCFpFRMBqseC3VatcZ3oDfAICnO7kK1utGgIbNEDa1atIKuhLPm7Q++8LJk3SsssHMHWqhrg49eieTVSUhnXrxH5QNHu2YPly9YGJPXuAUaM0BAQAS5eq4UlJwOLF6tHMq1cFSUnA3Lkadu0S+8ljvXrAjz9q2LJF5WdbhxaLfgFx5Ur1guKlSzWEhwsqVFBX6lescL4j8sMP1ZMA+/eru8Zeflmd8NrewbVokSo/4eHq9/z56qXKI0eqR6J79FANGC+/rOdZtqw61rG9Y61WLfXXdvcaoMpdYKD+mEm9eqoMnjmTd2OCp5b5E0+oeH/5RcVZrx4wa5aGHTvE6UX4tncglyihtpsGDdRdbO+/b8WkSYbsuAVTpxqz4xaHuI3ZcVuz47Zi+XIj9u4V7NkjGDXKkB231SFuK2bPNuLqVQuSkgRz5xqxa5cVMTF6vmPGGLB5sxVWK/DMMwaMH29Az54W+8Hwxo2C0aMNWLNG8NJLBly6JGjfXt2R5eOjL6ecdcmHHwLbtwOvvqrulnzuOdXg95//6Mvjgw+A//5X1SuxseoJFMf1deyYerz7k0+AoUPV9ObOBb74Qm/k6t9fLcMDB9TvZ55R7xqynXQA6mSpd2/1AR4fHxVriRLA6tXeH7tNv36qfs1Z/j/6SG13Bw+q7XTIELWNrlypDz9/Hpg6Vf1euFDVs8OHq231mWfUydro0Wq4yaSWR4MGar6NRv3usYQEddLVpIk6sYuOBq5dU4/iTZyoGtTdNRzOmaPy1bczOG1nt2IdAKquKVdO7QuNRn0bPHFC7dMiI4F33lHLcO5cdcI3bpw67/q//3M9L0WtXsxJHbuYHOobU/axi34GHBXlg3XrrJg/Xx1TzJ5txvLlPtnHLoJRo4zZ608/5ggMRPaxizqRrV9fyz52ESQkAM2ba2jWzIAdO6xISBDUqGHA1KkmnDhhLVRD4K2oN/X50D/MpeZDcPp0wZazN+/7X3lFbSu//64e73zxRQ1t2gAdOlhu2TItyL4oMtKKWbMMmD/fgLlzrTAYgPHjjTCbgW3bVJpjx5yXc9Om6gNLM2ao+mPXrttXtzRvru423rFDlYkaNVSaEyf0xrKoKNVIt3ixql8NBrUP+uEHla+31om2u+9tbPdSHD2KXO8xdOTt50QFtmIFMG2aatE+fFjtfP399YU4fbqqlD/8UP1evVqtjHHjgFWr1IJ98UV9Jwyo8R2/mnXvveqkLDEx71vyiYoCT38G905ntVrl/ffflzp16oiPj4/cc8890rFjR/npp59km9pDSkJCgj39gQMHBIDExsba+02ZMkUqVKggJUqUkBdeeEFGjhwpLVq0sA8PCwuTLl262H+HhobKK6+84hRHly5dJCwszP47KSlJRowYIZUrVxYfHx+5//77pW/fvnL69OkCzdfatWulYcOG4uvrKxUqVJBnnnnGPiwtLU1Gjx4tlSpVEl9fX6lZs6YsWbKkQPnauPv8OZAiEREZcv68RdLSrBIZaZZata47DY+NtUh4uPPn0IcPT5dTpyySnm6V6GizNG+e6jQ8PDzDZRxhYfrn2Zs0SZXNm7Pk8mWrJCZaZdcus3Tq5Pyp9gEDXM/P5Mn6Z+K3bRNZulT/7bCq3Y7j4yMSESHy118iGRki586JrF2rvnTu7nP0mibSqpXI/v0i6ekiJ06oT9g7Dl+1SuWVni6SeOaMHF61Sj6oXl0mA/+4Wxoa6nK+DixdelPyt3WAxamLiLDK+fPW7PJhlVq1nIfHxlolPNzq1G/4cIucOmXNLh9Wad7ceRw/P4vMm2eVK1eskpJilbVrrRIYqA8PD7e6nNfYWOfp1KljkR9+sMr161Y5fdoq778vUrasiL+/czd6tMjff6v1smePyOOP68N++klkxQrn9H36iBw/rtL/9ptI167OwwcPdl3Gpk3T00yb5jrN4MG54/OGZd6qlUV27rRKQoJVUlOtcvy4VWbOtErp0s75uF8vmRIRYXaI2yK1amUKoHcqbrNTv+HDzQ5xW6R58yyn4X5+mTJvntkhbosEBjrnu3WrxR737t0W6dTJOQ8gU3r1ypJ9+9R0zGarmM0iBw+KBAe7r0s0TaRHD5Fjx1RZOHxY5Mknc9cLU6aInD8vkpYmEhkpUru28/By5UQ+/1wkKUnk2jWRJUtESpTQh4eFifz+u0hKihoeHS3SvbtzHvnVa94cu6aJ1Kmj4u3WTW2jObvXXxc5fVrFunevSLt2+rCff1YxOKYfMEDkjz9U+iNH1Lzahj3yiOtlJSLy1FMqTcuWatu/ckXN+6lTIosXizz0kOv4bPPx8ssqbXq6mtfbUX6WLnU9L61a6Wnat1fLKSFBzVNUlEiLFrnrmqJVL6bl2UVEZDnUN2apVSvdabiqb7Kc+g0fnpmjvnEeJzw8y2V8YWGZAqTJww+ny9atZrl8WU33r78s8tFHWVK5smNsmTfU3Yp6Mzzc7GY+cteNzp337/tff90if/6p6vvLl63y449WadXKeb48tS9q1y5Lfv5Z7Y+uXLFKVJRFgoPdL/OwsCxJSPBM3VK/vsjWrSKXL6vhf/0l8vHHIvfe65xH5coia9aofcD582ofUK6c99eJOY/dRUTKlFG/i+o5kdSvX/Bu+nR1QpKRIfLrr6oCtw3bs0dk/Xrn9H37ihw6pFbM6dMiH3wg0qCBPnzgQNcLPWc+7rq7xHbgrujuNJqI483TVBS0b98eQUFB+Mx26fkOpGmu78DzdpoWkH8iLxUut+HFs7fAZBTiap+X8Pcvmm8xSEvz8JcI/pGiWV40zUve1H4XKcArYb3Wzf46+u1SlD9ikZb2D96j4VFuPg1dJBTV2IvmfgjgvsgTRIrmOZHUD/F0CIX366+ejuC2+Fkrmud+N+qxO6y5i4/QernU1FQsWLAAHTt2hNFoxKpVqxAVFYVIx09cERERERERERHRHato3v5xF9E0DZs2bcLjjz+OJk2a4Ntvv8XatWvRrl27WzbNevXqoUSJEi67z/P6xjkREREREREREd10vAPPy/n7+yMqKuq2TnPTpk3IynL9CfDAnN9TJyIiIiIiIiKiW4oNeJRLQb6OS0REREREREREtwcb8IiIiIiIiIiI7hJ3xycs7jx8Bx4REREREREREZEXYwMeERERERERERGRF2MDHhERERERERERkRfjO/CIiIiIiIiIiO4SRk8HQIXCO/CIiIiIiIiIiIi8GBvwiIiIiIiIiIiIvBgb8IiIiIiIiIiIiLwYG/CIiIiIiIiIiIi8GD9iQURERERERER0l+CdXEUT1xsREREREREREZEXYwMeERERERERERGRF2MDHhERERERERERkRfjO/CIiIiIiIiIiO4SvJOraOJ6IyIiIiIiIiIi8mJswCMiIiIiIiIiorva/PnzUbVqVRQrVgzBwcHYs2dPnunff/991KlTB/7+/rj//vsxevRopKen37L42IBHRERERERERER3rdWrV+PVV19FeHg49u/fjwYNGqBjx464ePGiy/QrV67E+PHjER4ejqNHj2Lx4sVYvXo1Jk6ceMtiZAMeERERERERERHdtWbPno3Bgwdj4MCBeOihh7BgwQIUL14cS5YscZl+165d+Ne//oU+ffqgatWq6NChA3r37p3vXXv/BBvwiIiIiIiIiIjuEoa7pMvIyEBSUpJTl5GRkWt5ZGZmYt++fWjXrp2+jAwGtGvXDrt373a5DFu2bIl9+/bZG+z++usvbNq0CU8++WRei/4f4VdoyUsZPR1AoYhkeTqEQpsMi6dDKJTJRbSsAMDktHhPh1BIpTwdwD/g6+kACsVUhPfWWVlWT4dQKOnpRfcap0iyp0MolLS0AE+HUGhlyxbzdAiFkpLi6QjuPllZmZ4O4R/w8XQAhVKsaG6eAID09KJZL2qHe3k6hEITTwdAN9XMmTMRERHh1C88PByTJ0926nf58mVYLBYEBgY69Q8MDMSxY8dc5t2nTx9cvnwZjz76KEQEZrMZQ4YM4SO0REREREREREREBTVhwgQkJiY6dRMmTLgpeW/fvh0zZszARx99hP379+Prr7/Gxo0bMXXq1JuSvytF+Jo+ERERERERERFRbn5+fvDz88s3XYUKFWA0GhEf7/yEVHx8PIKCglyO88Ybb+D555/Hiy++CACoX78+rl+/jpdeegn//e9/YTDc/PvleAceEREREREREdFdwtPvprtdXUH5+vqiSZMm2Lp1q72f1WrF1q1bERIS4nKc1NTUXI10RqN6vZPIrXkYm3fgERERERERERHRXevVV19FWFgYmjZtiubNm+P999/H9evXMXDgQABA//79ce+992LmzJkAgM6dO2P27Nlo1KgRgoODceLECbzxxhvo3LmzvSHvZmMDHhERERERERER3bV69eqFS5cu4c0338SFCxfQsGFDbN682f5hi9OnTzvdcTdp0iRomoZJkybh3LlzuOeee9C5c2dMnz79lsWoya26t4/oH9C0dE+HUEhF94uoRTX2Iv0VWvArtLdf0fwKrY9P0X3jRVH9Cq2/f9Fd5mlpRfMrtEDR/NoiAJQtWzTLC79Ce/tlZRXVY1xA04rm51yL9ldoPR1B4YjcugaMW03kv54O4bY4oGmeDuG2aHSHNXcVzaMNIiIiIiIiIiKiuwQfoSUiIiIiIiIiukvwTq6iieuNiIiIiIiIiIjIi7EBj4iIiIiIiIiIyIuxAY+IiIiIiIiIiMiL8R14RERERERERER3Cd7JVTRxvREREREREREREXkxNuARERERERERERF5MTbgEREREREREREReTE24BEREREREREREXkxfsSCiIiIiIiIiOguoXk6ACoU3oFHRERERERERETkxdiAR0RERERERERE5MXYgEdEREREREREROTF+A48IiIiIiIiIqK7hNHTAVCh8A48IiIiIiIiIiIiL8YGPCIiIiIiIiIiIi/GBjy6ZbZv3w5N03Dt2rWbmm9EhAlxcX5ITfVDZKQPatbM/yPYw4YZERvrh7Q0P0RH+6JZM+dxBg82Yts2XyQm+kGkGEqXzp3HxIlG7Nzpi+vX/ZCQ4FfAWA2IizMhNdWEyEgjatbMf5xhwwyIjTUhLc2E6Ghjrlj9/IB58wy4fNmE5GQT1qwxomLF3PmEhWk4dEjlEx9vwrx5zpt7hw4adu82IinJhIsXTVizRkOVKra4NcTFaUhN1RAZqRUwbiA2VkNamoboaA3NmjkPV3FruHxZQ3KyhjVrNKe4H3kEWLlSw+nTarpHjmgYOTL3dHx9gWnTNJw6pSE9XcMrsbFoOHBg/gHegAceewzPbdiAV8+dQ7gI6nTpclPzL6iIiADExZVHauo9iIwsg5o187/Zfdgwf8TGlkda2j2Iji6LZs2c35SwYEFJnDih8rx4sQLWry+NOnX0fMPCikGkosvunnsK9sF5T22jsbFqmGM3btyNPSDgzWXfnSFDgD/+AJKSgB07gKZN807/7LPA4cMq/f79QKdOudOEhwN//w0kJgLffw+n5fD440BmpuuuSZPc+dzu5QkA998PfPedhuvXNcTHa3jnHQ3GHEWhTx/g4EGVJi5Ow+LFGsqV04dv3gykpubuvv4a+M9/gKNHgatXgZ9+yn+Zd+sGHDig0u/ZA3Ts6Dy8SxdgwwbgzBk1jUceyTu/9etVus6d807nTkSEL+LiApCaWgKRkf4F3EZ9EBsbgLS0EoiOLo5mzfR9StmywIcf+uHYMZXn338H4IMP/FCqlHMeIiVzdb16uX+bizdvj8OGAUeOqDTHjmno1ct1PIMGAQcPAnFxQGQk0Lhx3vF36QJER6v0O3YA7drpw0wmtU3t2KHKyu+/Ax99BAQFOefx+efAr7+qPI4cAT7+OHeanG53PQKo6eWsQ15/XR9euzbwww9qXpOSgGPHgIgItRw8HXvDhsCmTcDFi8D582o9BAS4nl65csBff6n5c7XvyslT+1AbX1/gwAFfiBRDgwaupz1smJqn1FRg927k2s5y6t5dlcXUVODQIeCJJ3KniYgAzp0Drl9X6z3nMp84Ua3flBRVl+YUFgZYra67e+5xH5u31ue2uG7nMi5bFvjsM+DaNTV/n37qXK5DQ4F161Qeyclq++nTxzkP23oQ+a+9S0sbl3fwACIiHkdc3CtITR2LyMg+qFmzbJ7px49viT17BiIpaQzi40dh3bruqF27nFOaBQuewIkTw5CaOhYXL47C+vU9UKdO+XxjIfJmbMArgjIzMz0dgseMHWvEyJFGDBmSheDgTFy/DmzZ4gO/PNrTevY0YPZsEyIizGjcOBOHDlmxZYuv0868eHFg82YLZswwu83H11fDV19Z8PHHlgLGasDIkQYMGWJBcLA5O1ZTPrFqmD3bgIgICxo3NuPQIWDLFqNTrHPmGNC5swE9elgQGmpG5crA1187n5mOHm3A9OlGvPWWBfXqmdGunRlbtoh9eNWqwDffGPHjj4KGDc3o2NGMChWAr7/WMHYsMHIkMGSIIDhYsuPW8okbmD1bQ0SEoHFjyY5byxG3hs6dgR49BKGhkh23fmDYpIk6EO7XT1CvnmD6dMHMmRqGD3ee1pdfamjbFhg0SFCnjmBt7964cvx4XqvihvkGBCD+0CFsyjnx22js2OIYOdIfQ4YkIzj4Kq5fF2zZUiaf9eCH2bNLICLiOho3vopDh8zYsqWMU8Pbvn1ZGDgwCXXrXkHHjtegacAPP5SBIXtvsHp1OoKCLjt1mzdnYPv2TFy6JG6m7Bi357ZRAHjjjSwEBaXbu7lzC7a9qti9u+y70qMHMGsWMG0aEBysTto3bnR/stKihTo4X7oUaN5cnWSsWQPUq6enGTMGGD4cePll4NFH1cnAd9/Bvhx271YNZI7d4sXqZG7fvtz53O7laTAAGzdq8PUFWrYUhIUJBgwApkzR07RsCaxYoWHxYrXMe/QQNG8OLFqkp+ndG6hWTe+aNAHMZuD0aeCtt4AZM1Q+hw8D33zjfpkHBwPLl6suJEQty9WrgYce0tMUL66W6xtvuF82Ni+/DEj+m6JbY8f6YuRIXwwZkoHg4NTsuqV4PuvFhNmz/RARkYHGjVNx6JAFW7YUt9ctlSsbULmyhjFj0vHww9cxYEA6OnUyYfHiYrnyGjAgDUFBKfZu/XrX27Q3b49DhgAzZ2qYPFmlCQ8XvPNO7hP5bt3UtvnOO0Dr1sBvv6ntrUIF1/GrMqga4Fq1Ug1E//sfULeuGu7vDzRoALz7rsovLAyoVUuld7RjB/DCCyq/AQNU+V22zP1y80Q9YjN5snNdMn++PiwrS83/v/8NPPywyvOFF1Tjmidjr1RJNfCfPKmGP/WU2p4XL3Y9zU8+UfVEQXh6HwoA77xjQlyc+0qmZ0/gvfeAKVPU9vLrr2p5uFvmISHAypXAkiWqAfubb1QjkOMyHzsWGDECGDpUraPr11WejvPt66vW1YIFrqezerVaN47d5s3A9u3ApUuux3n2We+szx3jup3L+H//U+N06KAaFB97DFi4UB9uW0bdu6u6aNkytSz+/W/neBITgaCg9+1dlSrz8lwOY8eGYOTIZhgy5HsEBy/D9etZ2LKlN/z83F+EDQ19APPn70OLFsvQvv1K+PgY8cMPfVC8uI89zb59FzBw4LeoW3chOnb8IvuYtzcMhoJdkCbySkK5pKeny4gRI+See+4RPz8/+de//iV79uwREZEmTZrIrFmz7Gm7dOkiJpNJkpOTRUTkzJkzAkD+/PNPERGpUqWKTJ8+XQYOHCglSpSQ+++/XxYuXOg0vdOnT0uPHj2kdOnSUrZsWXn66aclNjbWPjwsLEy6dOki06ZNk0qVKknVqlULNA9jx46V++67T3x9faVGjRry6aef2odv375dmjVrJr6+vhIUFCTjxo2TrKws+/AqVarInDlznPJs0KCBhIeH238DkEWLFknXrl3F399fatasKd98842IiMTGxgoApy4sLCzfuPW801x2cXFWee21TPvvUqXSJC3NKr16ZbgdJzraInPnZtl/a1qanD1rlXHjMnOlDQ3NEBGR0qVd5wWkSVhYpiQkWN0Mz7R3Klaz/XepUpnZsWY5pXPsVKz6OJqWmR2r2Z5HRoZVnn1Wz6NOnUwREQkOVv3KlMmU69et0qaN++k8+2yWZGZaRdP0fk89ZRGLxZodt0UA1ZUqZcmOW++Xs4uOtsrcuVb7b02zZMet56Hi1sepU8eSHbf7fOfNs8rWrXq+HTtaJCHBKmXL6mkmA7e0ExFZ1aXLLckbiHfbxcWZ5bXXkuy/S5W6mL0errkdJzo6U+bOvW7/rWnxcvasWcaNS3Y7Tv36l0VEpHr1yy6HV6hwUTIyrNKvX6JDf/fbhye30dhYq7zySu5xnDv35c2by76Pj7jsYmJE5s/Xf/v6ipw9KzJxouv0X34p8t13zv2io0UWLtR/x8WJjB2r/y5fXiQtTaRvX9d5+vuLxMeLhIc797flc7uXZ6dOFjGbrVKxop7mP/+xyLVrVvHxUb9fe80iJ05Ynab98ssWOXNG7+fvL07dmDEiiYkie/eKfPyx3r94cZFz50QmTZJc4/j7i3z1lcimTc79YmJEFi3KnbZOHcmeF9d5BQer9Ws7DOjZ03U6IMltFxdnkddeS7P/LlUqKXu9pLodJzraLHPnZth/a1qSnD1rkXHj0t2O0717qqSnW8Vo1PuJiHTp4n46RWV73LnTKu+8Y82RRmT3bpGyZfVu716RTz7Rf5crp8rK5MnO6Wzd11+LbN7s3O+XX0SWLHGdvmxZkTZtVFl4+GH3aXr3FrFYRO65J/cwT9YjsbEir77qehruujlzRH7+2bN14JAhIhcuqGnZ0jRqpNbDgw865z18uMj27SLt26vhFSq4P8b19D4USJNOnTLkyBGL1K2bnn3sn+40XNPU8po3T0TTVGcwqGU+frzez7H74guRb7917rd7t8iCBfrvuDhVx9p+ly6tlvlzz+XOb8AAkYQE19Ny7O65RyQjQ+T5513Xk/7+Inv2eGd97hjX7VrGdeuqOJo21dN06qTqjsqV3S/n775TdVTO9QNMK3AXF5csr70Waf9dqtQsSUvLkl69vi5wHhUqzBYRkcceW+42Tf36n2Qf887LM6+7xTHgrujuNLwDz4WxY8di7dq1WL58Ofbv34+aNWuiY8eOuHr1KkJDQ7F9+3YAgIjg559/RpkyZbBjxw4AwE8//YR7770XNR3uSX7vvffQtGlTHDhwAMOGDcPQoUNxPPuOoaysLHTs2BElS5bEzz//jJ07d6JEiRLo1KmT0512W7duxfHjxxEZGYnvvvsu33no378/Vq1ahQ8//BBHjx7FwoULUaJECQDAuXPn8OSTT6JZs2Y4dOgQPv74YyxevBjTpk274WUVERGBnj174tdff8WTTz6Jvn374urVq7j//vuxdu1aAMDx48dx/vx5fPDBBzecv6Nq1TRUqqQhKspq75eUBMTECEJCXBdlHx+gSRPncUSAqCir23FuhmrVkEesrq/66LFKjlj1cZo00eDr65zm+HHg77/1NO3bazAYgHvvBY4cMeHMGRNWrzbivvv0ae3bJ7BagYEDVdpSpYDnn9ewc6ctbj2tihv5xA0XccMhbmTHrY+nx+1+OZYu7fyYxNNPa9i7Fxg7VsPZsxqOH9fQftYsmIrlvsujKKtWzYBKlYyIisqy90tKEsTEZCEkxMflOGo9mBAVpdcbaj1kuh2neHFg4EB//PWXBWfOuL5TrX//YkhNFaxZk16AuD2/jY4fb8Lly37Yv98XY8YYcz026T527y777qbfuDHw4496PxH1u0UL1+MEBzunB9Rjfbb0ajk4p0lKUo8JBQe7zrNzZ6B8eXUV3sZdPrdjeYaEaDh8WN1FZbNlC1C6tGa/G8F2F6HtEaOKFYHu3TVs2uR6HgF1t9PXX6u7DrZt0/vblrm75eNqmUdFqbt/boS/v7praPRoID7+xsa1UduoAVFR+vau1osFISGuNxa1XpzHUevFkuc2Wrq0hqQkgSVH1TJ/vh8uXQpATExxDBzo+vFZb98e/fyA9BxVYlqa2h5tj3f6+Kiy8tNPehoR9dvdo3DNmjmnB1TZyevRuVKl1ONqSUmuh5cpo+5S27NH3UGak6frkddfV4+g7tkDvPoq8qyza9RQdzn+/LNnY/fzU4/DOt45lZam/rZsqferWxf473/VXYNWfRfnlqf3oRUrAosW+eD557OQmuo6jb6d6f1s25m7ZR4SAmzd6tzvhx9yL3PX2/sNzYKT/v3V3ZNr1rifl0aNvK8+dxfXrV7GISFAQoLznfRRUarsulsegOvjlRIlgFOnXsbp0yOwfn0PPPSQm9uOAVSrVgaVKpVAVNQph9gyEBNzDiEh97qfcK441K2EV6+6Pl4tXtwHAwc+gr/+SsCZM24qTKIigA14OVy/fh0ff/wxZs2ahSeeeAIPPfQQFi1aBH9/fyxevBitWrXCjh07YLFY8Ouvv8LX1xd9+/a1N+pt374doaGhTnk++eSTGDZsGGrWrIlx48ahQoUK2JZdK69evRpWqxWffvop6tevj7p162Lp0qU4ffq0PU8ACAgIwKeffop69eqhnuP90C788ccf+PLLL7FkyRJ069YN1atXR9u2bdEr+wUtH330Ee6//37MmzcPDz74ILp27YqIiAi89957sBbkCMPBgAED0Lt3b9SsWRMzZsxASkoK9uzZA6PRiHLZLxOqWLEigoKCUNrNCzcyMjKQlJTk1AEZudLZ3t8SHy9O/ePjBUFBrg/oK1QATCbthsa5GWx559wpx8ejALHmHEfs8x4UBGRkCBIT3aepXl01yk2caMSoURZ0725BuXJAZKQJPtntOKdOAR06WDBjhhEZGSYkJvrgvvuAqVMlj7hdz6v7uFGAuN0vj5AQoFcv4JNP9HVXvbp6XOXhh4Fu3QSjRgke6t4dT370kevgiqigIFU1x8c7b4/x8Vb7sJwqVDBkr4f8xxk61B/JyRVw/XpFPPGEL9q3v4asLLg0aJA/Vq5Mz3Wy6jpu2zQ9s41++KEZzz2XhdatM7FwoQUTJ5rw/+zdd3wUxfsH8M9eekgIoSQBRXovoYfeIsWCCkgREZCiaAQVlGIBwo/2taB+EUVRigo2FIiClFBUYhJ6kV6CgIQSEtLb3T6/P57c7V1uLwl8JXeR5/167Su53dndmS2zc3OzM2+95bh/Lf242853lWvf8f7t43ztGhAcrL9OSIhtxZY5Lubw5r9623R0HEaN4i8Kf/+tzXO0ndI4niEh+vs1LwOAP/4AnnyS8O23CvLyFFy9akBqKhARoX/M27ThfGf9+ls/5sHB9se8qPCOvPUWf9kqwW94DmnPplu5RxUHeQs5zI8qVVLw5pue+PRT24zlzTdzMXhwDnr1ysYPPxjx0UfemDDB/gcGV78fN28Gxo7V+rNr3Rp46il+xa9SJfMx4Gul8Kt71687PvdBQfrXil4/twBXJM2cCfzwA/dHZW3mTO6D69w54N57gSef1N+GM/ORxYuB4cP5db2lS4GpU4H58+339+uvXNlw/Di/HjxrlnPjvnMn/z9pEle2VKgAzJ3Ly6pW5b+envyq7vTpfB5KwtnP0BUrPLBkiRH79jl+9hR1zB3dm47yZOv70jyvcJhbzSetjR4NfP21fWW72e1cP6WRnzvrGOvdGyYTV8452u+gQfwDw/Ll2ryTJ7nvz0cf/R7Dh6+HwaDgjz9G4p57/B3EvVxBXDILxS0TISF++jsuRFGA99/vhV27LuLoUdtM97nnWiM9/VVkZk7BAw/UQa9eq5Gff2vfd4VwJVKBV8jZs2eRn5+PTp06WeZ5eHigXbt2OH78OLp06YL09HQcOHAAv/76K7p164bu3btbKtt+/fVXdO/e3Wabza16L1UUBSEhIbhWkEMeOnQIZ86cgb+/P/z8/ODn54eKFSsiJycHZ8+etazXrFkzeHp6ligNBw8ehJubm11Fotnx48fRoUMHKIr2YO/UqRMyMjJw6dKlEu1DL23lypVD+fLlLWkrqfnz5yMgIMBmAt7GsGEGpKd7WSYP/UZELkGLKw8s4cy4GgzcwmDiRBO2bCHExxOeeMKEevWAHj34nAcHA0uXumHPHkJeHpCVRQgLA+bNc40+IZo0Adav536Mtm7V5hsM/Cvkk08S9uzhjqU3T5qEFiNHlulWeMOGeSE9vbJl8vC4s+dh1aoctGyZgq5dU3DqlAnffVdet3+d9u3d0bixOz7/XL/062r36HvvmfDrryqOHCF88okJkycbMWGCG/SyzmHDgPR0xTI5O+5mjq59V3XPPfzl+8wZLuSbJ1c5no40agR88IGC2bMJrVsT+vRRUbMmsGSJ/r03ciT3+3P4cOnG0+yhh7jzcOsO/kti2DB3pKf7WaY7nbcAgL8/sGGDD44dUzFrlm2fvXPm5OGPP0w4eFDFW2/l4a238vDqq55W8Swb9+P//R/hl1+AuDgF+fkK1q9X8M03vOwWfwe9be7u3N+VonCfbYUtWsT96A0YwF/CP/64dOJ1Kz74APjtN763li7lProiImCXZz/5JLcAeuopbjU7aZJz4mt27BhXULz0Evf1dfEikJAAXLminf85c3jQjdWrHW/HlZ6hEya4wd9fwfz5Je831pW1b190v4TOdLv5uavp3p3zoGee4XvCLC6OK68PHbqK3367gAED1uD69Sw8+yz/4jFsWBOkp79qmTw8bm2wMT2LF/dF06ZVMHToWrtlq1b9iZYtP0PXrl/g1KlkfPfdgCL71hPC1ZWsaYKwqFChAkJDQ7Fz507ExsaiV69e6Nq1K4YMGYJTp07h9OnTdhVnHoWeyIqiWFq6ZWRkoHXr1lhVuAdiAFWseiot52hoKx0+Pj63kiRdBoMBVKhX1XydJjpFpa2kpk+fjkmFSmMBAYSoKBXx8Vrh31zBEBys4MoVLW7BwQoOHtTfZ1ISYDQSgoMVcFd8+tv4X2lxNRSKKxfotP0CBw/q71eLq+18jiv/f+UK4OWlICAANi0IrNOTmMh/jx3T9pOUxNN99/HniAgDUlO5Yk/75c0Nu3YZioi3ftodxxs68aZC8YbdeWjUCNi2TcGnn2q/aJslJnIrH+tXhZKOH4diMKD8vfci+cwZ/Ui6uKioPMTHp1g+a9ePAVeuaNd2cLABBw/qd0CdlKQWnAfb32UKbwPg13HT0kw4c8aEuLhUpKRUQf/+XvjmG9uWr2PH+uDAgXzs36+/T1e/R+PjVXh4KKhZU8GpU7bbiori15Ls4+6a177j/dv/8h8U5PgVyytX7FvzBAdr4c1/Cx+HoCAe1a6wkSOBGzeA//s/HoXRzPp4Wrc+KY3jeeWK/etM5m2atzN9OncZ8M47/PnIESAzk7BrlwFvvEE2aff15Q67/+//bu+YX71qf8yLCq+nWzdugZyYaDt/9WogJkZ/FE0AiIoyIj5ea9Xg5WX+EedW7lGyyltUm3UK5y1+fsCmTb5ITyf075+t+8qmtfh4E2bM8MKmTUa0aJEJwLcgnuZ9uOb9mJPDAyk9+yyvm5gIvPSSgvR0jgfA94XRaN/pfJUqjs+9Xms7vVZ55sq76tV5xMvCre8ArTL97FkeofXPP7mlzJ49tuFcIR8x27OHK/9r1uQ4m5l/Wz5+nF+x/egj4L33nBv3b77hKSiIBwMg4gq9hARe3qMHt9odMIA/m38zT0wE5s51x6xZRpd6hvbsaUCHDgpyc21/zdu71xOrVqkYNSrfan/6x9z6eFm7csU+fOH7svA88+eirpeijB3LI8Xu3+84jKvm5/36OecY690bbm48inLh/XbtyuWoSZO4sq4oRqOKAweuWkaVjYo6jfj4zyzLzZVpwcHlcOVKhlXcyuHgweIP7KJFffDww/XQtesX+Ptv+8wwLS0XaWm5OHMmBXFxfyMlZTL692+Ab745prO1u4u05Cqb5LwVUqdOHXh6eiImJsYyLz8/H3v27EHjgiGGunXrhh07duC3335D9+7dUbFiRTRq1Ahz585F1apVUb9+/RLvr1WrVjh9+jSCgoJQt25dm8nRK6fFadasGVRVxa+FO1Ip0KhRI8TGxtpU0MXExMDf3x/3FnSUVqVKFSRaPVnS0tKQYC6VlJC5xaCpcAc4hXh5eaF8+fI2E+CFjAzg7FmyTMeOERITCeHh2mXr7w+EhSmIjdUv2OTnc39v1usoChAebnC4zu3Q4sqF5WPHUERc9QtUWly1FhIcV22dffsIeXm2YerXB2rU0MLExPDfBg20MIGB3CT/r7/4s68v/0rM8dYmgL+shYdr8eJ4o5h4QyfesIo3CuKtrafFW5vXuDGwY4eClSuBN96w319MDI8YaF2fXal+fagmE9JusfWoK8nIIJw9a7JMx46ZkJhoQni4VkHu768gLMwDsbH677ryeTAiPFxrusDnwdPhOuYwiqJ9sTcrV07B4MFeDlvfcbxd+x5t0UKByUS4ds3+Wip87Wv3rBbGla59R/vfv5+/KFrvv0cP/gVcT3w80LOn7bzwcC18QgJ/qbDepr8/V4jFx9tvb8QIHrXu5k2942m/ndI4nrGxhGbNbCtOevUCUlPJ0krAnAdaMz+qFNtbAQMG8Bfrb77hOB44wC0PrOPYo4f+8QF4vvVxAPgc7N6tH17Pu+/yOWjfXpsAbrH07LOO17O/R1UkJqoID9daH/B5cUNsrP6zms+L7Tp8Xtxs7lF/f2DLFl/k5REeeSQbufY9Ydhp0cINyclUUNGk9wzVwrri/Wg08o9KqsrXyebNWr9o+fn8xbhrVy28ovCX98KVaGZ79tiGB/hasw5vrryrU4dHuU1JQbHM17Rea2RXyEfMQkP5PizqRQ6DgSv5DAbXiPu1a1yBN2gQV+ya+xgbMoRfvW/blifzfdqjB7B4Mddsu9IzdOLEfISG5qFFC54efDC/IB35eP11rQyh3Wfauub7zNExj421P+b3329/zPXv9xInwaJcOT4fy5YVHc5V83NH8brTxzg2lr8vmLsGMKfNYLA9Ht268au/06Zxy9niGAwKmjWrgsRErpzLyMjD2bMplunYsSQkJmYgPLymVdw8ERZ2D2Jj/3awVbZoUR/0798APXt+hfPnU4sMC3BDE0VR4OUlbZhEGebkQTRc0osvvkjVqlWjX375hY4ePUojR46kwMBASk5OJiKidevWkZubG4WEhNis4+bmRkOHDrXZVnGjuWZmZlK9evWoe/fu9Ntvv9G5c+dox44dNGHCBLp48SIRaaPQ3opRo0ZR9erVae3atZZtfvvtt0REdOnSJfL19aWIiAg6fvw4rVu3jipXrmwzwuy0adMoJCSEfvvtNzp8+DA99thj5OfnZzcK7dq1a232GxAQQMuXL7fsR1EUWrFiBV27ds0yUm9JOBppa8qUPEpOVqlfv1xq2jSH1q410tmzJvLy0sJERxspIkIbeWvw4FzKzlZpxIhcatgwh5YsyafkZJWCgrR1goOzKTQ0h8aM4RFdO3fOodDQHAoM1MJUr85h3nwzj9LSVAoN5TDlyumPQjtlirEgrvnUtGkerV1rorNnVfLy0sJER5soIkIbdXbw4PyCuOZTw4Z5tGSJsSCu2joffWSk8+dV6t49n1q1yqOYGBPFxJhs9r12rYmOHFGpQ4d8atIkj6KiTPTnnyq5u/PyHj3yyWRS6c03jVS3bh61bJlHv/yiUkKCSq+/biqIt4maNjXR2rVqQby10faio1WKiNA+Dx5sKoi3iRo2NNGSJWpBvLUwH32kFsTbRK1a8Sh+MTHaKH5Nmpjo6lWVvvhCpeBgk2WqXFnbRrlyJrpwQaXvvlOpUSMTdelioqSTJ2nfp5/+o6PDzi1Xjj4ODaWPQ0OJiGjTSy/Rx6GhtLB69VIbhXbKlHRKTjZRv34p1LRpEq1dm0NnzxrJy0sLEx2dSxER2ki1gwffLDgPqdSwYRItWZJFyckmCgq6RsBVqlXrOk2blk6tWt2g6tWvU4cON2j9+hxKSjJRlSrXbPY/enQqZWWpFBBwTSd+jkfQc9Y92r59Dr34Yh41b55DtWrl0LBhuXT1qkorVhgLxdHxSJNTprjute9oRMZhw3gUudGjiZo14xEvk5OJ7rmHl3/5JdF//qOF79KFKC+P6NVXedTK2bN5lL4WLbQw06fzNvr355EV168nOnuWyM/Pdt+9e3N+3bSpftzM2ynt42kwmOjwYZU2bVKpeXMT9e7Nx3fuXC3MyJEmystTafx4E9WqZaKOHU20e7dKcXH2o9Du2sUjV5o/Dx/Ox3zsWD5un33G6axRg5d/9RXRW29p4bt352M+dSpRaCjRnDl8zFu31sJUq8YjEj72GB/T4cP5c82ajkdPJLq9UWinTMkpuM4zqWnTDFq7Nq/gHtXCREfnU0SENlLt4MFZBeclixo2zKAlS3ILzks6AWnk759GsbFGOnTISLVrp1NwsDYZDLyNhx/OpDFjsqlJkwyqUyedxo/PpowMlWbNsh7Jtmzcj/XqmejJJ01Ut66J2rY10ddfq3TjBlHz5rYjvI4ezdfKc8/x+Vy+nEdnrF+fl3/9NdHChVr4Pn34WnnjDaJ27YgWLOBrpWNHXl6lCtGGDTwaZefOPMqleQoK4jD338/3d5cunCc88giPGnr2LFFwsP4otM7IRzp35hFoW7fm4zFiBI9m/cUX2jZGjOARdJs14zBPPMFpX7XK+XngxIlEbdsSNW5MNGECUWYm0UsvOR49Nzyc79niRqF1ZjnXeqpRw/EotEOG8DEfOZJHLv3kEz5ewcE8CunKlUTz52ujknbsyMd88mQepXfWLD7mTZtqYaZO5W088gifx7Vr+Zh7e2th7ruPz9OMGURpafx/ixZ8XqxHRR0zhigri6hCBW2eo3zUVfNz63iV5jHeuJFo3z7Ofzp1Ijp5ku838/IePYgyMojmzSMKCdGmihW1MDNmcPmgVq0PqWXLz2j16j8pKyuPGjVaQo5GfZ0yZRslJ2dRv37fUtOmn9DatSfo7Nlk8vKabwkTHX2OIiI2WT4vXryXUlKyqWvXLyg4+D3L5O29gIA5VKvWhzRt2nZq1eozql79v9Shw3Jav/4kJSVlUpUqCx3G5W4ahfYUcFdM/zb/vhT9A7Kzs2nChAlUuXJl8vLyok6dOtHu3bsty2/cuEGKotCQIUMs89auXUsAaMmSJTbbKq4Cj4goMTGRRowYYdlf7dq1ady4cZSamkpEt1eBl52dTS+//DJVrVqVPD09qW7durRs2TLL8p07d1Lbtm3J09OTQkJCaOrUqZSfn29ZnpqaSkOGDKHy5ctT9erVacWKFXbxLq4Cj4ho9uzZFBISQoqi0MiRI0sc/6IKN5GR+ZSYqFJ2tkpbtxqpXj3bwkVCgkozZ+bbzIuIyKPz51XKyVEpLs5E7drZrjNzZr5uPEaO1ApIy5cbdcN065Zrta08myky0mgVVxPVq2e7nONqtJkXEWEsFNd8m+VeXnn04YdGunFDpYwMlX74wUTBwbbb9ffPo88+4y8/SUkc5t57bcMMGZJP+/aplJ6u0tWrKq1bp1KDBvzlJDJStYq3SvXq2VZ0cLxVm3kRESareKvUrp3tOl5eJvrwQ9Uq3vzlyLx85kxV9/gmJNjup0EDE23ZolJmpkoXLqj0xzvv0Bxv73+0Ym15t266cTmwfHmpVeABVykyMoMSE40F5yGX6tVLslmekGCkmTMzbOZFRKTR+fPGgvOQR+3a3bAsq1r1Om3YkENXrpgoN1elCxeM9NVX2VS/fpLdvmNi8uirr7IdxM3x/emse7RlyxyKjTVRSopKWVkqHT1qomnT8sjTs3D8HFfgufK17+hLofmL5PnzRDk5RPHxXJA3L9u5kwv61uGHDuVCeU4O0Z9/EvXrZ7/NOXOIEhP5C0R0NH9JLRzm66+JYmIcx0vbTukeT8BE991nog0bOJ+4dk2lt99Wyc3NNswLL/APG5mZKv39t0pffqlStWrach8frpAhInroIdsvWy+/TPTXX3wMd+8m6tpVW/brr1wJYR1+2DDbY/7YY7bLx43TvQRozpx/vgIPSKPIyBxKTDQVnJd8qlcv3WZ5QoKJZs7MsZkXEZFN58+bCs6Lkdq1y7As69YtUz8BRFSjBm+7T59M2r/fSGlp/Nw5cMBIzzyTTYpiHbeycT82bGii/fv52rl5U6W1a1Vq29a+ciwwkCuKLlzgc793L1ewmZf9/jt/ObYOP2oU0alTHP7YMaJBg7Rl5utRz8MPc5iOHfkavHGD79/z54k+/5zvYb34OSsfaduWKxZTUriy5dgxotdfJypXzrZybt8+rqxJTyc6epTDFP4xwRl54JdfEiUl8TYOHeLzVlReWNIKPGeWc0tagacoRC+8oB3zuDiuoDIv27GDK6utK9UGDSI6cYLDHzlC9OCDtssVhStTzcd861autLVebvX1wkb37rbhYmK44s16nqN81JXzc+t4ldYxrliR86S0NKKbN4mWLbOtIHV0Dnbs0MK895752sinxMR0+vnn09SixVIqqsIMmEORkb9RYmI6ZWfn09at56hevY9slickpNDMmb9ScZVsI0dGETCHqlZ9nzZsOE1XrqRTbq6RLlxIpa++OkL1639UbFzuFs6uWJMKvNujEBXq6EwIF6AoJRjy0iWV5U5Ry2bcZ5XReAPALNxCpykupbyzI/A/KNlgQK7Gw6Ps9nhRVkd78/Epu8c8O1unU7QyoeT9/bqawMCyeb1kZBQfRvyz8vPLahkXUJSyOWBYGR7nzOEouq6OqASd+boootedHYVScbpwnyH/UvX+ZdVd8gK4EEIIIYQQQgghxF2ibP7sJOS8lUG///47/Pz8HE5CCCGEEEIIIYQQ4t9DWuCVQW3atMHBgwedHQ0hhBBCCCGEEEIIUQqkAq8M8vHxQd26dZ0dDSGEEEIIIYQQQghRCqQCTwghhBBCCCGEEOIuIX2plU1y3oQQQgghhBBCCCGEcGFSgSeEEEIIIYQQQgghhAuTCjwhhBBCCCGEEEIIIVyYVOAJIYQQQgghhBBCCOHCZBALIYQQQgghhBBCiLuEtOQqm+S8CSGEEEIIIYQQQgjhwqQCTwghhBBCCCGEEEIIFyYVeEIIIYQQQgghhBBCuDDpA08IIYQQQgghhBDiLiEtucomOW9CCCGEEEIIIYQQQrgwqcATQgghhBBCCCGEEMKFSQWeEEIIIYQQQgghhBAuTCrwhBBCCCGEEEIIIYRwYTKIhRBCCCGEEEIIIcRdQnF2BMRtkRZ4QgghhBBCCCGEEEK4MKnAE0IIIYQQQgghhBDChUkFnhBCCCGEEEIIIYQQLkz6wBNCCCGEEEIIIYS4S7g5OwLitihERM6OhBCFGcpo21CifGdH4bb5+Hg4Owq3JTv7mrOjcNtmIdjZUbgtHwSW3cdGTo6zY3B7srNVZ0fhf5Dt7AjcdTw8yjk7CrfF29vZMbh96ell+R4tmxSlbBYWK1d2dgxu3/XrZfM6Dwwsm9cKAKSklM1j7uNTdo95VpazY1A6EpW7YxiLqv+y6q6ye2cJIYQQQgghhBBCCHEXkAo8IYQQQgghhBBCCCFcmFTgCSGEEEIIIYQQQgjhwmQQCyGEEEIIIYQQQoi7hLTkKpvkvAkhhBBCCCGEEEII4cKkAk8IIYQQQgghhBBCCBcmFXhCCCGEEEIIIYQQQrgw6QNPCCGEEEIIIYQQ4i4hLbnKJjlvQgghhBBCCCGEEEK4MKnAE0IIIYQQQgghhBDChUkFnhBCCCGEEEIIIYQQLkwq8IQQQgghhBBCCCGEcGEyiIUQQgghhBBCCCHEXUJacpVNct6EEEIIIYQQQgghhHBhUoEnhBBCCCGEEEIIIYQLkwo8IYQQQgghhBBCCCFcmPSBJ4QQQgghhBBCCHGXkJZcZZOcNyGEEEIIIYQQQgghXJhU4AkhhBBCCCGEEEII4cKkAk8IIYQQQgghhBBCCBcmFXhCCCGEEEIIIYQQQrgwqcD7B5w/fx6KouDgwYMusa8VK1agQoUKdzwuQgghhBBCCCGEKFsMd8n0b/NvTFOpq169OhITE9G0aVNnRwUAMGTIEJw6dapEYV21su/vv4HMTGDLFqBu3eLDP/88cO4ckJUFxMYCbdvaLvfyAj78ELh+HUhLA77/HggKsg1TvTrw009ARgZw5Qrw1luAm5u2PCQE+Oor4MQJwGgE3nvPPh6NGwNr1rghIcEdRB7YtMkNly+7IyvLHVu3upUwLQYkJLgjO9sdcXFuaNtW0UmLAUlJ7khPd8eaNW42aRk5UgGRh+5UpYoWztMTmDPHgPPn3ZGT447jx4ERI+zj8+yzwPHjQHIy8OuvQJs2Rce/f3/gwAEOv3s30KeP7fJHHwWiooCLF/l8NW9uv43Ro4FNm/g8ZGUBAQHFHLQiREaWw+XLlZCVVQVbt1ZA3bpuxa7z/PM+SEiohOzsKoiLC0TbtrYDdi9Z4o8zZ3ib165Vxrp1AWjQQNvuyJHeIArSnapUUQrv7h9zX5cuGBoVhUl//42ZRGjw6KN3bF+OjBkDHDwIXL4MbN0KtGpVdPhHHwXi4jj8rl3A/fdry9zdgZkzef7Fi8DRo8BHH/G9qMfTk6/R5GTgVrPj0r7OAwOBd9/lY3XjBnDyJPDOO0D58iWLb2SkgsuXFWRlKdi6VSlxPpmQoCA7W0FcnOIgn1SQlKQgPV3BmjWKXT5pVrEicPGiAiKD3f35/PPAsWMctxMnFDz1lOMB7yMjPXD5sg+ysnyxdas36tYt/v54/nl3JCT4IDvbF3Fx3mjb1rYoM26cO3bs8EZqqi+IyjnMPx580A1xcd7IyvJFcrIv1q71KnbfRfmn0xIYCPz3v544cYK3+ddfPvjgA88SXyMAMH48cOoUP/d27Sr+uh44EDhyhMPv3w/07WsfZuZM4K+/gNRU4Jdf7J/Rp04BeXm206uv2obp1Qv4/Xe+9v/+G/j2W6BGjaLjNm4cx+3aNWD7dqB166LDP/YYsHcvh4+NBXr3tl3erx+wbh1w/jynt1kz/e20a8dlg8RE4NIlTrO3d9H7dsb92bw5sHq1ggsXeL/HjimYONF+P/zsV3D+vIL8fJ5yc0s3H6leHfj5ZwWZmQquXlXw1luKTXmrcDxzchQkJCh4+mktDtevK1BV2ExZWfpxfvxx4NgxXn7oEPDAA/ZhIiOLLnsGBgJffgncvMn5/mefAeXKacu7dQPWruVtpKfz/TNsmO02tm/neF67ZjutWqUfb4DLQ3v3Ahcu8LXXsqXjsABf1zExHH7nTiA83Hb5q6/y8oQEvlfXrCn+Oe2Is55DH3ygYO9evi4OHLDPZ2vUAIgMNlNysuP8zxnlloMH+Tqynl58sej9Aq6bt/TvD2zZouDaNQWpqQr++EOxOS6FlbUylxCuRCrwipGfn19sGDc3N4SEhMDd3fGXlNLk4+ODIEffuu4Qk8kEVVX/se099xzQvj0XpDZt4oeLI4MHc6Y8ezYX6A8f5nWsK6veew94+GEO2707UK0a8MMP2nKDAfj5Zy4wduoEjBoFjBzJ2zTz8gKSkoC5c7kAqMfXV8G5c4Rp00xISyN07apg/HgTwsKMyMwENm92LyYtChYuNCAy0oRWrYw4dAjYvNmtUFoM6NfPgEGDTOjWzYhq1YAff9RKvt9+SwgJybeZNm1SsXOniuvXte18950bwsMVjBljQoMGRowcyYU5awMHAgsWAPPmAR078pen9ettj621sDBg5UqeOnTgY/rtt1yxqR0j/jL15puOj4OPDxei3n7bcZiSmDLFFxMn+mD8+HSEhSUjM5OweXOFYs6BFxYu9ENkZCZatUrGoUNGbN5cwabibd++fDz9dBoaNbqBPn1uQlGALVsqwFCQo377bQ5CQpJspk2bcrFzZx6uX6f/LVFF8CxXDlcPHcLGiIg7to+i9O8PzJnDld89egB//slfDipX1g/frh2wdCl/eeneHdi4kSvJGzXi5T4+QGgoF7J69OB7sl49x192IiO50vdWOeM6r1qVp9de44LrM89wpcbHHxcf3ylTgIkTgfHjCWFhVJC3KMXmkwsXKoiMJLRqRQV5i1Iob1HQrx8waBChWzcqyFv0K6E+/1zB4cP288ePB+bPVzBrFqFJE8LMmYTFiz3x8MP2FedTpnhg4kQPjB+fh7Cw7IL707uYdLhh4UJPREbmo1WrbBw6pGLzZm+bdPj6Aps2mTBvnuPn94ABbvjySy8sX25EaGg2OnXKxurVRsc7LsadSEu1agqqVVPwyit5aNo0G6NG5aJvXzd8/nnJKhoHDeI8dM4cvmYPHwY2bHB8XbdvzxUUy5fzvRkVxfdvkyZamFdeASIigBdeADp35i9KP/9s/4yeNYsraczT4sXaspo1+fm7cyf/2PbQQ0ClSsB33zlOy4ABfH8uWAB06cL36I8/Fp23LFsGfPEFx3PDBmD1ai1vAbjyJTYWmDHD8X7bteO4bt/OeVD37sCnn3IljCPOuj9bt+bKoOHD+d6bO5cwf76Cwo+D775TEB4ObNlCyMoCXnuNMHZs6cXTYAA2bFDg6Ql07EgYOZIwahQwe7ZtXmOO55gxhAYNCE88QTh5UovDunWE9HR+Zty8yT/a1KxpH+cOHfjcL1vGFTPr13NFm/V1PWUKMGFC0WXPr77idXr35kqyLl2ATz7RlpufHY8/zs+tFSv4GfHQQ1qYgQM532/alKcuXfgH4ago/eP96KP8XHvnHa4kOnqUnzWOrvu2bTlOq1dzxd0vv3AcGjbUwpw9C0yfztdyv35c0ffdd3wP3gpnP4eWLSN8+23RcQwPVxESwlPDhlx5U5gzyy3z5vG5MU9LlxadHlfOW7p2VbB1K+HBBwmtWxN27ODjGBpqH6eyVuYSwuXQv9D3339PTZs2JW9vb6pYsSKFh4dTRkYGEREtXbqUGjZsSF5eXtSgQQNavHixZb2EhAQCQN988w117dqVvLy86IMPPiBvb2/auHGjzT5+/PFH8vPzo8zMTMt6Bw4csCz/888/6aGHHiJ/f3/y8/Ojzp0705kzZyzLi4pHUcz7+uGHH6h79+7k4+NDzZs3pz/++MMSZvny5RQQEGD5fPDgQerevTv5+fmRv78/tWrVivbs2UM7duwgADbTzJkziYgoOTmZnnrqKapQoQL5+PhQ37596dSpU3b7WL9+PTVq1Ijc3Nzo119/JXd3d0pMTLSJ84svvkidO3cuUfrMFIWngACi7GyioUO1eYWnuDiiDz/UPhsMRJcuEU2bpm0jN5fo8ce1MA0b8n7at+fPDzxAZDQSBQdrYcaPJ7p5k8jT036fO3YQvf++/XwgzzLl56u0bp3J8rl8+TzKzlZpyJB8m3DWU1yciRYtMlo+K0oeXbqk0tSpRss2cnNVGjhQ20aDBnlERBQWpr/dypV5neHDteV9+uRTSopKgYFaOB8fspt27yb6+GPts68v0d9/E73xhn1YHx+i778n2rjRdl58PNHSpfZhGzSggnjrb8vHh6h3bw4TEuI4DHDV4XT5spEmT06zfC5f/lrBObjpcJ24uDxatCjT8llRrtKlS0aaOjXd4TrNmiUREVHt2km6yytXvlZwDlJt5s8C7thERPT1o4/ekW0HBpLutHcv0aefap8rVuTrZdYs/fA//ki0aZPtvD17iJYt0w8fGEjUsydfE02b2s4fNIjo5Em+p4mIunTRX98Vr3PzNGwYUU4OkZ+f3nVuskyXL6s0ebL2uXx5U8F1bbIJZz3Fxam0aJFq+awopoK8RdsG5y3aOg0amAribrut8eNNtGOHSj168PKAAG1ZTIxKb72l2oR/5508+v13IwEZNtPlyyaaPDnH8rl8+YyCdGTbhTVPcXFGWrQoz/JZUTLo0iUTTZ2aaxe2W7esgvjZzndzy6CLF000enSOw/3c6nSn02KeHn88m3JyVHJzKzo+Hh58TS5eTOThwZOnJz8bX3tNm2c9ffcd0c8/286LiyP65BPt8+XLRFOmaJ8rVeJn9JNPavMSEogmTdLfh4cH0ZAhRHl5HB/zvMceIzKZ+B7197ef9uzheJg/ly/P9+iMGfrh16wh+uUX23m7dxN99pl92CZN+B7t2NF+2e7dRP/5j/4+Ck+ucn9aTx9+qNK2bdp2+/QxFTz7nRfPvn1NZDSqFBSkhXn2WRPdvKmSh4d9PB3FYeRIE6Wk2Jf5Ck/ffEP000+282JjiZYs0T5fvkz0yiuOy56NGvE10qaNFqZvX75mq1VzXD79+Wd+nhWeX6UKT6+/TpSWRlSjhjbPetq7l69Z8+egII7r7Nn64deuJdq82Xbenj1EK1boh69ShahWLU7bgAGOw1hPrnSdz5yp0oEDqt38GjV4ndBQbZ6rlVv++oto+nTH61hPrnTMHeUtetPRo3ytlsUy193iJnBXTP82/7oWeImJiXjiiScwevRoHD9+HDt37sSAAQNARFi1ahVmzJiBuXPn4vjx45g3bx7efPNNrFy50mYb06ZNw4svvojjx49j0KBBePjhh7F69WqbMKtWrcJjjz0GX19fuzj8/fff6Nq1K7y8vLB9+3bs27cPo0ePhtFotKxbkngU5fXXX8crr7yCgwcPon79+njiiScs2y/sySefxL333os9e/Zg3759mDZtGjw8PNCxY0e8//77KF++PBITE5GYmIhXXnkFADBq1Cjs3bsXUVFRiI2NBRHhwQcftGmRmJWVhf/85z/47LPPcPToUbRp0wa1a9fGl19+aQmTn5+PVatWYfTo0SVOm7W0NCA+nn9x0ePhwb8MRUdr84j4c/v2/Ll1a25ZZx3m5El+Bci83Q4dtFdzzDZv5lc3rX+lLalatQB3dwWnTlGhtBA6dNBv0cJpURAdra3DadHWad1agaenbRhOi+PtjhhhQFYWsGaNts4jjyjYu5cwZYoBly654+RJd8ybZ/takIcHv6qxY4c2j4hbIoSF6ac7LIyXW4uO5l8sS1utWgZUreqG6Gjtmk1LI8TH56NDBw/ddfgcuCM6Os8yj89BnsN1fH2Bp5/2wblzJly8aNINM2KEN7KyCGvW5PwPKXJtHh78S+uvv2rziPhz4dc1zNq2tQ0P8PXjKDzArzuoKt9PZlWqAO+/z62/HL1CVVS8XeU6DwjgdJn0LyMAnLdUrarY5GdaPllU3gKdvAVWeQsK8hZtPS1v0eY1agTMmKFgxAjSbYXk5QXkFLrMs7MJ7doZYN1IvVYtBVWrGhAdrW2E06GiQwf919w5HQZER2sHiNNhQocOJS/OtGplwL33GqCqwP793rh82QcbN3qhSZPbe729NNMSEKAUe42Yt9+qle11ar6uzc/GwvSu661btfB87dmGSUvj15kK3yuvvsqvnO7eDUyaZNsdxf79fA+PHMmtscqXB558Eti2jVsj6aWlRQv7e3TnTsf3XLt2vNzatm23do9Wrsx50fXrfBzOnOHWNo6OH+D8+7OwgAB+5cyMn/3A3LkKqlZVMGGCgrffVuDtXXrx7NBBcVDeUizlLXM8p0xRcOmSgpMnOZ7+/rZx8PPj7lMqVOCWSdYtcsw6dOBzb23LFvvrWv+cadtISQH27dPCREfzdezoOQHYH//Chg3j1oB6zy3zM/W337R5RPzZ0euGbdrYhgf4PnAU3sODu05JTeXWfSXlate5I1FR/Ir2778rut0BOLPcAvArs2fO8DmaMAF2r5Fbc7VjXty1rSiAvz/fN4XjVJbKXP92zu6bTvrAuz2u8c7nPygxMRFGoxEDBgxAjYIOVZoVdGwyc+ZMvPvuuxgwYAAAoFatWjh27Bg++eQTjBw50rKNl156yRIG4Aqwp556CllZWfD19UVaWho2bNiAtWvX6sZh8eLFCAgIwDfffAMPD/7SX79+fcvyksajKK+88goeKmiXHxkZiSZNmuDMmTNoaN1OvsCFCxfw6quvWpbVq1fPsiwgIACKoiDEqnOG06dPIyoqCjExMejYsSMArnSsXr061q1bh0GDBgHgyrmPPvoIoVbto8eMGYPly5fj1YIOb3766Sfk5ORg8ODBJUqXnqtXgeBg/WWVK3N/E1ev2s6/dk17ZSAkBMjN5QJK4e2akx0SYr8N82dH/W0VJSSEH4zp6Xr71H/QcloUnXgQGjZULHHJzSWdtJDDeI4ZY8Dq1arNl+ratRV07qwgJwfo39+EypWBjz92R6VK3C+FFh/9Y9uggf6+goNtC+Xm8I7O350UEsJZ9tWrtrUMV6+qlmWFVa5sKDgH9us0bGibXT73nA/eeqsc/PwMOHHCiF69bsLRG/djxvhg9eocu4qNf5NKlfh6sX5NG+DPVtmfjaAg/evFUQ8AXl7ct8wPP9jeW4sX82t/Bw/y63q3wlWu80qVgGnTOB1FMd/nevmVozxAy1vIbh3bfFIvbzHnWQRPT+DrrxW8+irh4kWgdm37fW3eDIwdy32L7d/PXw7GjnWHp6eCypUVXLlCBftTCrZfOE5URB6pOEgHoWHDkhfRatfm7c+a5YFJk/Jw/jxh8mQP7Nzpg/r1s+y+cBSntNJSqRLw5pse+PTT4rv2uJ3rOiTE/rq2fv6a/+pt0/raW7yY+ypKSeFKkjlzePmUKbz8/HngwQf5Nb+PPuJ4xsYCjzyiHy9Hecu1a47zln/iHq1Vi/9Onw68/jr/yPfEE9wfXvv2/CpiYc68Pwvr0AEYMgR46CFtWe3a/Eqxjw9/fu01wty5CipVUjB6NJVKPEtS3jLHk8sohMqVgY8+UnDvvdp9c/Uq9112+DBfW337ct9uTZtyP3RmjvZnXf6zjoN1GPP1ondvmExcgeHoeA0axJU648frL2/ZkiscX35Zf3nFio6fqY76PQsK0g9f+Jnaqxe/Cu7jw+kcNKjoypjCXOk615ORAUyapCImhivOBg5U8NVXwPDh/Gq0mTPLLZ9+yt3xpKRwRdSMGXy9vfGG/nZc6Zjr5S2FvfIKd1Ng3V2RFqeyU+YSwhX96yolQ0NDER4ejmbNmmHQoEFYunQpUlJSkJmZibNnz2LMmDHw8/OzTHPmzMHZQqWwNoV+qnrwwQfh4eGBqIJOKn744QeUL18e9zvonfPgwYPo0qWLpfLO2q3EoyjNrXrnrFq1KgDgWuHcrcCkSZMwduxY3H///ViwYEGx+zl+/Djc3d0RZvVTSKVKldCgQQMcP37cMs/T09MmHgC33Dtz5gzi4uIA8CAZgwcPRjnrnn4LISIQETIzMwEA6enpIMotMo6uZtgw/hUnPZ0HltA59U7Rvr2Cxo0VfP65bYWUwcC/eD35pAl79hB++YUwbRq3giiuc25XNWyYF9LTK1smD487N1gEAKxalYOWLVPQtWsKTp0y4bvvyuv2Q9K+vTsaN3bH55//i2vvSoG7O/dhpChcMDR75hluhaE3qExZ4e/P/XmdOMGVHdaGDOGCano6dy7tzLxl/nwFx48X3eH6//0f4ZdfgLg47hx//XoFK1dys6ozZ3yQnu6L9HRfp6bD3Ffl3Ln5+PFHE/bvV/H007kgAgYNKv53zWHD3CzpKK20+PsDGzZ449gxFbNmFV+B50wffMCtgI4c4T6dpkzhfvM8PXl5cDCwZAn3G9WxI9CzJw908c03zo13YUrBI2TZMr7mDx/myrzTp7kiAOD+pS5f5snZ96e1Jk2A9eu536utW7mMkp7Oncp7eQFz5/IX7+3bgUmTCCNHutazXyujEPbs4b7cJk0iWP8WHBfHfTYeOsSDi5w+zRUv5h8hnal7d75unnmGB8/Q8+STvOzAgVKNGgCu6OzZk/vn276d71NHfb4B3GdZQgJPrnSdO3LjBpcJdu/mAUCmTyd89x23citNjsotAP94ERPD18CKFdx327hxWj75+OPcP+GFC651zAvnLXqeeAKYOVPBU0/ZV466gqLKXEKUBf+6Cjw3Nzds3boVv/zyCxo3boxFixahQYMG+PPPPwEAS5cuxcGDBy3Tn3/+aalsMitc2eTp6YnHH3/c8hrt6tWrMWTIEIeDVviYf9rUkZGRUeJ4FMW6clApKGU6GkRi1qxZOHr0KB566CFs374djRs3dth68Fb4+PhY9m0WFBSEfv36Yfny5bh69Sp++eWXYl+fXbRoEerVq4d2BW2hu3TpAmC+ZXlwsP0vNWZJSfzKTeFfYYKCtM7sr1zhAmvhkQiDg23DFN6G+XNJOsWPiuJfU1u0MKJFCyOSkrhw7O+vt0/9X6w4LaQTD6VQWhSdtCi68Rw71oADBwj799vOT0zkX6itm/OfOMGF5nvusY6P/rF1dD6uXrX/FbKo8P+kqKg8tGiRYpmSkvh+CA62zeaCgw24ckX/XklKUgvOQfHrpKURzpwx4fff8/H446lo2NAd/fvb1+CNHeuDAwfysX//7XeQXxbcuMHXS+FOiKtUcXz+9X611vt121wIrl6dO7O3/hW7Sxdu5XDlCq9nfsVp+3bbjvMdcfZ17ufHnTenp3NlXeFXCDds4NY+LVoQWrQgJCXxfL38ylFe5ThvKZxP6uUtWp7Vsye31DCPXLltm1KwfQWzZvH/OTnc6byvL6FmTcJ99xHOnyekpRFatMi2TOY8MjhYKbQ/pYg8kgrSUfJ19CQmcthjx7R7Oi8POHdOxX33FV/xHxVlKtW0+PkBmzZ5Iz0d6N8/V/c1U/vt3/p1feWK/XVt/fw1/y3qeatnzx5+bco8wMBzz3GL+OnTudXsrl08cFR4uP5raI7yljt9j5rDnjxpO//kSa2l78aN3FKsc2c4/f40a9QI2LZNwaef8qBbAJdRWrQgREVxhcBff2nrHz8OGAwK7r23dOJZkvKWXhnFHE+9OAQF8ToHDgB16tguc7Q/6zhbx8E6jPka0Ls33Ny4lVzh49W1Kx/vSZO4glGPry+PklzUjyHJyY6fqQ5+r8e1ayULn5XFlXH79nELQJPJfsRca5s2cf7fs6frXOe3at8+rVWtmbPKLY7i5+EB3Hcff960iUc27tbNdY65Xt5S2JAhwGefKRg8mGxek7WNk+uWuYQoC/51FXgAV2h16tQJkZGROHDgADw9PRETE4Nq1arh3LlzqFu3rs1Uq3COruPJJ5/Epk2bcPToUWzfvh1PPvmkw7DNmzfH77//rjuCbXBw8P8Uj9tVv359vPzyy9iyZQsGDBiA5QVthj09PWEq9PJ/o0aNYDQaER8fb5l348YNnDx5Eo31OhgpZOzYsfj222/x6aefok6dOujUqVOR4Z999lns378fsbGxUFW1oCJzOgCuAAsL49dr9OTn80MvPFybpyj82Vwfum8ffzmzDlO/Pg8zb95ubCzQrJntQ7xXL/6S4ejXU2sZGfw6jXk6dowfmvXqaV/OOC0KYmP1CyGcFkJ4uLYOp0VbZ98+Ql6ebRhOi/12y5XjUW0Lt74DgJgYFdWqcRizevW4EGd+9SQ/nwvD3btrYRSFR9WyujRsxMfzcms9e/KvoHdaRgbh7FmTZTp2zITERBPCw7XKbn9/BWFhHoiN1W/BwufAiPBwT8s8PgeeDtcxh1EULgRZK1dOweDBXndF67v8fG4J0bWrNk9RuPC5Z4/+Onv22IYH+HqzDm8uBNepw6PFFX69cdo03oa5oDtkCM8fM8ZxAbNwvJ11nfv78+t4eXlcMZar0/A4I4P7eLLOWxITySY/0/LJovIW6OQtsMpbUJC3aOtpeQt/HjiQEBpKlsrEsWN53S5dCIsX2+7baOS8RFWBoUPd8fPPJpw5Qzh7lqdjxwiJiSrCw7ViCKfDgNhY/Q5pOB0qwsO1joI4HW6IjS35KOj79qnIySE0aKDt290dqFnTgL/+Kv5LIuf3pZMWf39gyxZv5OUBjzySo3uNONr+/v2216n5unb0W2F8PF/H1qyfpQkJXElivU1/f379y9G9AnAfUyaT9gXXx8d+FFdzMaTQb4KWtBw8aH+Pduvm+J7bvZuXW+vR49bu0b/+4pZ1Vr2OAODXFy9c4P/N96f5HnXm/QnwK5k7dihYuRJ44w1tf+YyyqZNhCpVOG3meNavD5hM/ApdacQzNpYclLfIUt6KiSG7Moo5ngcO6MchPp7LcYUrM2Jj7a/r+++3v671z5m2jcBA7lfSrGdP/tHT+trv1o1HyJw2regRRfv145ZWa9Y4DmN+pnbpos1TFP68d6/+Onv32oY3x8lReDODwX4kaWuZmVoLPFe4zm9Hs2b2FT7OKrfoadqU80Fzi7WMDNc65o7yFmtDhwLLlyt44gnCxo366XT1MpcQZYJzx9D458XFxdHcuXNpz5499Ndff9F3331Hnp6etHHjRlq6dCn5+PjQBx98QCdPnqTDhw/TsmXL6N133yUi0h1N1kxVVapevTqFhoZSnTp1bJYVXi8pKYkqVapEAwYMoD179tCpU6foiy++oBMnThARFRuPoujFMSUlhQDQjh07iMh2FNqsrCyKiIigHTt20Pnz52nXrl1Up04dmjJlChERxcTEEACKjo6m69evU2ZmJhERPfroo9S4cWP6/fff6eDBg9S3b1+qW7cu5eXl2e2jMJPJRNWrVydPT09asGBBsWnS88gjRM2a8YhaZ88SeXtro3dFRxO98IL2ecgQHi1s5EgeKeyTT4iSk21HlP34Y6Lz54l69CBq3ZooJoYn83I3N6LDh3lkqdBQoj59iK5eJZo3z3bksBYteNqzh+irr/j/xo215R4eeRQaylNqqkrZ2SpNnJhPDzyQR2vXmujsWZW8vLSRX6OjTRQRoY06O3hwPmVnqzRiRD41bJhHS5YYKTlZpaAgbZ2PPjLS+fMqde+eT61a5VFMjIliYrTRbs3T6NH5lJWlUkCA/ci05crl0YULKn33nYkaNcqjLl3y6dQpHkXLehSm4cP52I4dy2n97DM+tjVq8PKvviJ66y0tfPfuPLrg1Kl8HOfM4RGAW7fWwlSrxqNDPfYYn+vhw/lzzZpamJo1ed5zz3GY8HD+XK3arY1CO2VKOiUnm6hfvxRq2jSJ1q7NobNnjeTlpYWJjs6liAhtpNrBg28WnINUatgwiZYsyaLkZBMFBV0j4CrVqnWdpk1Lp1atblD16tepQ4cbtH59DiUlmahKlWs2+x89OrXgHFzTjd+sf3h02LnlytHHoaH0cWgoERFteukl+jg0lBZWr/6P7sfRSGmjR/P18txzfL6WLydKSSGqX5+Xf/010cKFWvg+ffh6eeMNonbtiBYs4OulY0deXqUK0YYNPMJg5848uph5CgrSj0Pz5nzN3MootM64zoOCeBS1w4c5D6lZU5vKlSt6FNopU0yUnKxSv34matrURGvXqgV5ixYmOlqliAjt8+DBpoLr2kQNG5poyRK1IG/Rwnz0kVqQt5ioVSseUTYmxvEoc9262Y9CW6+eiZ580kR165qobVsTff21SklJKtWokUmFR0qdMiW3IB3Z1LRpJq1dm09nz5rIy0sLEx1tpIgIbXTXwYOzC9KRQw0bZtKSJXkF6dDWCQ7OpNDQLBozJoeIiDp3zqLQ0CwKDNTCvPdeHl28aKJevbKpfv1MWro0j65cUalChdsbhfZOpMXfP4NiY4106JCJatfOpOBgbTIYih+Fdtgwvq5Hj+bn6aef8nV9zz088uuXX/IIq+aRYLt04ev61Vd5tMTZs/m6btFCCzN9Om+jf3+ili2J1q/nZ7SfHy/v3JlHoG3dmu/7ESP4WfrFF9o2evXi0TtnzeJndtu2/OxNSOB7Xm+E15EjOS3PPsvb/vxzjkft2rx89Wqid97RwoeHc1qmTydq1Yqf5bm5nM+Yw9x3H+c1AwfyPTpyJH+uU0cLM3Uqj0Y/fDjf6//5D1FWFuczjkahddb92aSJia5eVemLL1QKDjZZpsqVtW2UK2cqePar9M47JkpLU+nSJZW+/14ttXgaDCY6fFilTZtUat7cRL17c7znzlV149mokYm6dDHRyZMqffqpaonDDz+YaMwYPvepqTw6aFYW0bp1RPPna+Wyjh35Wpg8mahhQ77ucnP5GjeHmTqVr6eiyp4bNxLt28fXUKdOPOr5qlXa8h49iDIy+FoLCdGmihXtR6GNjeX4Fjfi69ixfN2/8AKnY+VKfqY2bszLv/2W6P33tfAPPshpnTGDqEMHfm7l5vK9XaUKP9Pee49H0G3Zku+TVat4H50739ootM58DtWpY6LQUBN9/LFKJ06oFBrKn82jGI8YYaKhQ3k01QYNTDR9uomMRqKICNcot/TuzXlT586cv44bR3TtGl/LRY1C68p5yxNPmCgvT6XnntOW16zJ38XKYpnrbpEB3BXTv82/LkXHjh2jPn36UJUqVcjLy4vq169PixYtsixftWoVtWjRgjw9PSkwMJC6du1KP/74IxEVXYFHRDRlyhQCQDNmzLCZr7feoUOHqHfv3uTr60v+/v7UpUsXOnv2bIniUZRbrcDLzc2loUOHWirUqlWrRi+88AJlZ2db1h8/fjxVqlSJANDMmTOJiCg5OZmeeuopCggIIB8fH+rTpw+dOnXKsk5RFXhERG+++Sa5ubnR5cuXi02TnsREzty3buWHqHXBJyGBC2DW8154gSvocnKI4uI407Ze7u1NtHgx0Y0bXMD64QcuWFmHqVGDH7qZmfwgfecdInd32zB6EhKst5GnG8ZkUmnrVhPVq2dbkZaQoNLMmUabeRERXEGXk6NSXJyJ2rXLt1nu5ZVHH35opBs3VMrI4EJscLB9JV1MjIm++sq+Ys88NWiQR1u2mCgzU6ULF1R6/339Co6XX+bh7nNyeOj3rl21Zb/+yl/MCg/LfvIkh//zT36YWi8fN07/OM6Zo4WZM0c/zLhxt1aBB1ylyMgMSkw0Una2Slu35lK9ekk2yxMSjDRzZobNvIiINDp/3lhwDvKoXbsblmVVq16nDRty6MoVE+XmqnThgpG++iqb6tdPstt3TEweffVVtsO4/dMVeMu7ddM9bgeWLy+VCrzAQP7yf+ECn/+9e4nuv19b9vvv/GXBOvyoUUSnTnH4Y8eIBg2yr4zT8/DD/1wFnjOu8969HaetQYOiK/AAE0VGqpSYqBZc1yrVq2e7nPMW2y89EREmq7xFpXbtbNfx8jLRhx+qVnkLF9ZvpQKvYUMT7d+vUmamSjdvcqVA/fr2lXfmKTIylxITTQXpMFK9erZhExJMNHNmrs28iIgcOn/eVJAOI7Vrl2WzfObMXN3jOnKkVnnm7p5Bb7/NlXapqSpt2WKkxo0dx7Mk0z+dlm7dshxeI3oVooUr8Dw8iCZO1J6N8fH8JdO8bOdOrhAwf/bwIBo61Pa67tfPdrmHB1/D5md0dDR/GTIva9uWn8EpKVyZcuwY0euv8xck6208+STR/v1E6elcwRcVxRUqepV35mnyZO0e3bOHK0zMy377jb/0WYd/6iktbzl6lCvqrJc/+6z+sZ03zzbcjBlEFy9y2SEujisg9eLn7Ptz5kxVNz0JCbb7adDARFu2aPdoRkbp5yP33WeiDRs4DteuqfT22yq5uZkcxvPCBZXeeUclb28tDqmpKqkqVwYnJRH9/DNXSu3YwZUw1mW3QYOITpzga+HIEa7oKlypNnt20WXPihX5+ZWWxpW6y5ZxxbV5+fLl+tfTjh2222nQgOc//njJKsymTrV9pvbpoy3btYsrmKzDjx5NdPq09kwdOlRbdu+9fJwuX+bliYlcMdmrV8niYl2B58zn0I4d+td6jRpaBd7Ro7z+zZu8n5EjXafc0q0b52E3b3I+eeIEUWQkV3YVVYHnynmLo3NSuOxUVspcdwtnV6xJBd7tUYiIStxcT4gSGjNmDK5fv24Z+ONWGcroy91Ert25eFF8fFykh9xblJ3toDOYMmAWnDA87z/gg8Cy+9goqyMBZ2eX/BVR15Pt7AjcdTw8HA8c5cpcaSCFW5WeXpbv0bJJUcpmYbGoASNc3fXrZfM6Dwwsm9cKAKSklM1j7uNTdo95VpazY1A6MvX6rfgXKvcvq+5yd3YExL9Lamoqjhw5gtWrV9925Z0QQgghhBBCCCGE0JTdqvF/qXnz5sHPz093euCBB5wdvWI9+uij6N27N8aPH49evXo5OzpCCCGEEEIIIYSwYrhLpn8baYHnYsaPH4/BgwfrLvPx8Snl2Ny6nTt3OjsKQgghhBBCCCGEEP8qUoHnYipWrIiKFSs6OxpCCCGEEEIIIYQQwkX8G1sVCiGEEEIIIYQQQgjxryEVeEIIIYQQQgghhBBCuDB5hVYIIYQQQgghhBDiLiEtucomOW9CCCGEEEIIIYQQQrgwqcATQgghhBBCCCGEEMKFSQWeEEIIIYQQQgghhBAuTPrAE0IIIYQQQgghhLhLSEuusknOmxBCCCGEEEIIIYQQLkwq8IQQQgghhBBCCCGEcGFSgSeEEEIIIYQQQgghhAuTCjwhhBBCCCGEEEIIIVyYDGIhhBBCCCGEEEIIcZeQllxlk5w3IYQQQgghhBBCCCFcmFTgCSGEEEIIIYQQQgjhwqQCTwghhBBCCCGEEEIIFyZ94AkhhBBCCCGEEELcJaQlV9kk500IIYQQQgghhBBCCBcmFXhCCCGEEEIIIYQQQrgwqcATQgghhBBCCCGEEMKFSQWeEEIIIYQQQgghhBAuTCEicnYkhCjMUEarlr29nR2D25edrTo7Crcpz9kRuG2BgWXzgnkxRXF2FG7bf3zK5iMvJ8fZMbh9RPnOjsJtynR2BP4H5Zwdgdvi4+Ph7CjcNvcyOixcenpZffYDPj5ls7BYdstbAGBydgRui6KU3byFqGw+izw8yuZzCADyyu5Xi1tTVr9w3yq1LOe59u6SsyaEEEIIIYQQQgghRNkkFXhCCCGEEEIIIYQQQrgwqcATQgghhBBCCCGEEMKFldEeO4QQQgghhBBCCCHELSurnbfe5aQFnhBCCCGEEEIIIYQQLkwq8IQQQgghhBBCCCGEcGFSgSeEEEIIIYQQQgghhAuTCjwhhBBCCCGEEEIIIVyY9FwohBBCCCGEEEIIcbeQQSzKJGmBJ4QQQgghhBBCCCGEC5MKPCGEEEIIIYQQQgghXJhU4AkhhBBCCCGEEEII4cLkxWchhBBCCCGEEEKIu4X0gVcmSQs8IYQQQgghhBBCCCFcmFTgCSGEEEIIIYQQQgjhwqQCTwghhBBCCCGEEEIIFyYVeEIIIYQQQgghhBBCuDDpuVAIIYQQQgghhBDibiGDWJRJ0gJPCCGEEEIIIYQQQggXJhV4QgghhBBCCCGEEEK4MKnAE0IIIYQQQgghhBDChZX5CryaNWvi/fffLzKMoihYt25dqcRH2Dt//jwURcHBgwedHRUhhBBCCCGEEOLu5u5+d0z/MmW+Am/Pnj145plnSn2/Jak4LMtcpdLt+eeBc+eArCwgNhZo27bo8I8/Dhw7xuEPHQIeeMA+TGQk8PffQGYmsGULULeu7fLAQODLL4GbN4HkZOCzz4By5bTlXl7AsmW8/bw84McfS5aWZ58Fjh/nbf76K9CmTdHh+/cHDhzg8Lt3A3362C5/9FEgKgq4eJHT27y5/TYWLQL+/BO4cQP46y/gu++A+vWLj2tkpILLlxVkZSnYulWxO0Z6nn8eSEhQkJ2tIC5OsTtXXl7Ahx8qSEpSkJ6uYM0aBUFB2vKKFYFfflHw998KcnIUXLigYNEiBf7+WpiQEGDVKgUnTyowmRS8955SgrS44/JlL2RleWHrVg/UrVv8Os8/74aEBC9kZ3shLs4TbdvarjNunBt27PBEaqoXiLwREGC/jYQEXmY9TZ3qVuy+AWDMGODgQeDyZWDrVqBVq6LDP/ooEBfH4XftAu6/X1vm7g7MnMnzL14Ejh4FPvqIj6UeT0++PpOTgaZNSxTdf8R9XbpgaFQUJv39N2YSocGjj5bezuGc+3P0aGDTJuDKFQ6jdx2Z4+VKeWCNGoCq2k9hYfpxGjJEAZEH1q51Q2SkAZcvuyMryx1bt7qVMG8xICHBHdnZ7oiLc7O7HzlvMSApyR3p6e5Ys8bNJm8xGzlSwaFDvJ2rV93x4YdaEahGDYDIo9BUAWFhju/ZyEhvXL5cHllZAdi6tRzq1i2+SPX8855ISCiP7OwAxMX5oW1b2+0vWeKDM2f8kZUVgGvXymPdunJo0MB2ux984IO9e/2QkxOAAwf8cTtc9TwUxRn36KZNvMx6+u9/SxRdi3HjgCNHgGvXgO3bgdatiw7/2GPA3r0cPjYW6N3bdnm/fsC6dcD580BaGtCsmf02atUCVq3i8tOlS8CKFUCVKvbhXn8dpf6sB4Dq1YGff1aQmang6lUFb72lwM3BrdaxI5Cfr+DAAcfP7smT+dy89RZ/Lu1rJTAQePddfm7fuAGcPAm88w5QvnzR+zVzRpnLWsWKwMWLCogMNs+hTp2AXbt4G1lZCo4fV/DSS9r96qx8pE0bBdHRbkhJcUdysjs2bXKzOye9eyuIjXVDWpo7rl1zx/ffcz7vjO8V5vs1K4vDrVwJVK2qv786dYDUVL4WSyIy0gOXL/sgK8sXW7d6l7CM646EBB9kZ/siLs4bbdva5sHjxrljxw5vpKb6gqicbtmkXj0F69Z54fp1X6Sm+uL3373Rvbt+Xj5+PHDqFOdXu3YVfz8OHMh5ZloasH8/0LevfZiZM/l7TWoq8Msv9se8Xj3ghx+4XJyUBOzYAXTrZhsmL89+Gjy46LgJ4QrKfAVelSpV4Ovr6+xo/KOICEaj0Wn7z8vLc9q+rQ0ezAWi2bO5wHv4MBem9QqhANChA7B6NVeutWoFrF8PrF0LNGmihZkyBZgwAXjuOaB9e37YbtrEBQazr77idXr35oJyly7AJ59oy93cgJwcrhyLji5ZWgYOBBYsAObN48LokSMcP0dpCQvjB/zKlZyun38Gvv0WaNxYC+Pry4WPN990vN8DB7gg27IlF0AVBfjpJ8BQxJ0/ZQowcSIwfjwhLIyQmQls3qzYHKPCBg8GFi5UEBlJaNWKcOgQr2OdvvfeU9CvHzBoEKFbN0K1asCPP2oFDVUF1q8nPPIIoX59wqhRhPvvB5Ys0cJ4eQHXrwNz5vA+ijNlihsmTnTD+PH5CAvLK0iLRzFpMWDhQndERhrRqlUeDh1SsXmzp01afH2BTZtMmDev6Pv0zTfzERKSY5kWLTIVG+f+/YE5c/iLSI8eXAG7Zg1QubJ++HbtgKVL+cta9+7Axo18DTdqxMt9fIDQUP4y0aMHMHIkF2xWrdLfXmQkVyiVNs9y5XD10CFsjIgo9X076/708eEK2rffLj5erpQHmt1/P38JMU/79tmHqVEDeOcdN/z2m4p69YCJEw0YP96EsDBjwf3oXsz9qGDhQgMiI01o1cpYkLe4FcpbDOjXz4BBg0zo1s1YkLfY1ga8/LIBc+e6YcECE5o0MeL++43YvJns9hcebkRISH7BlIp9+/Tv2SlTvDBxohfGj89CWFh6QVrKFZMWDyxc6IPIyBy0apWOQ4dM2Ly5HKpU0fK4fftMePrpLDRqlI4+fTKhKMCWLX52efayZXn49tt8xzsrwpQpBpc/D4U56x4F+H6qVUubXn+92OhaDBjAcV6wgO+jI0f4R7+i8vNly4AvvgA6dwY2bOB72pyfA1yZHhsLzJihvw1fX64wIAIefpjvY09P/gFPsfpu/9JLXD4o7We9wQBs2KDA0xPo2JEwciRh1Chg9mz7ioeAAOCLLxRs2+Y4Tq1b849ehw/zZ2dcK+Y88LXXuHLimWeAXr2Ajz92HG8zZ5W5rH3+uWI5ftYyM4EPPyR07Upo1IgwZw5hzhwDxo1TnJaPlCsHbNrkhgsXgLAwIzp3NiI9nfdtbmhTsyawfr0btm8ntGhhRJ8+RlSuzBXozvhesXMnMGQI0LAhVwjWqQN8/739/tzdeX+//+74GFqbMsUDEyd6YPz4PISFZSMzk7B5s3cx58ANCxd6IjIyH61aZReUcb0dlHEdP2N+/tkb7u5Az57ZaN2at/Pzz94IDra9xgYN4jLOnDl8rx0+zPmao2Pevj3/gLh8OeeHUVFcBrY+5q+8AkREAC+8wPlkVhbft9bpXreOv6/16cPbPHyY5wUH2+5vzBj+QcE8rV/v+NgJ4TKoFPzyyy/UqVMnCggIoIoVK9JDDz1EZ86csSy/ePEiDR06lAIDA8nX15dat25NcXFxluVRUVHUpk0b8vLyokqVKtFjjz1mWVajRg167733LJ9PnTpFXbp0IS8vL2rUqBFt2bKFANDatWstYS5cuECDBg2igIAACgwMpEceeYQSEhIsy0eOHEmPPvoovf322xQSEkIVK1ak559/nvLy8oiIqFu3bgTAZiIiOn/+PD388MNUoUIF8vX1pcaNG9OGDRuKPT47duwgALRx40Zq1aoVeXh40I4dO8hkMtG8efOoZs2a5O3tTc2bN6fvv//ebr2ff/6ZmjVrRl5eXhQWFkZHjhyx2f6aNWuocePG5OnpSTVq1KB33nnHZnmNGjVo9uzZ9NRTT5G/vz+NHDnSLn3dunWzhF+6dCk1bNiQvLy8qEGDBrR48WKb7cXHx1OLFi3Iy8uLWrduTT/++CMBoAMHDhR7LMwUhSgujujDD/l/RSEyGIguXSKaNk2bZz198w3RTz/ZzouNJVqyRPt8+TLRK69onwMCiLKziYYO5c+NGvH+27TRwvTtS2QyEVWrZr/P5cuJ1q7VPvv46E+7dxN9/LH22deX6O+/id54Qz/8998TbdxoOy8+nmjpUvuwDRpwnMPCHO/fPLVty2EbN7ZfBpgIMNHlyypNnmyyfC5f3kTZ2SoNGaLNKzzFxam0aJFq+awoJrp0SaWpU7Vt5OaqNHCgtk6DBqaCeDve7oQJJrpwQdVdtmOHSu+9pxKQ7XDitORZPpcvn12QllyH68TFmWjRonzLZ0XJLkhLnl3Ybt1yiYgoIMB+OwkJKr34ov061lNgINlNe/cSffqp9rliRb5WZs2yDxsYSPTjj0SbNtnO27OHaNky/fCBgUQ9e/J10LSp7fxBg4hOniRq356Xd+miv/4s4I5ORERfP/roHdm2K96fvXtzmJAQx/FypTywZk0O06KFfjzMk5sb0a5dRKNH59Py5ZyPTJ5sJCCPgDwqXz6v4H7Mt8wrPPH9qK2jKHkF96PRsg3OW7RtNGiQV3DMeV6FCnmUmalSz56O91OjBq8TGmo9P8XhdPmyiSZPzrJ8Ll8+pSAtGQ7XiYvLp0WLciyfFSWFLl0y0dSpWQ7XadYslYiIatdOtVs2c2Y2HThgdLCufjqBvIJ80TXPg6s9Q3/9lWjRouKfrT4+RP7+9tOePUSffKJ9Ll+e4z1jhn74NWuIfvnFdt7u3USffWYftkkTjnfHjrbzH32UyGjk+9U87557+B7u10+bl5hI9Npr2rO/tJ71ffuayGhUKShIC/Pssya6eVMlDw/b/X39tUqzZ6s0c6ZKBw7YlwUqVyY6dYrowQe1c+Xs/Nw8DRtGlJND5OfnuLzlCmWu8eO5PNWjh6mgPON4v4CJfvjBRF98YXJaPtK6dT4REd17r7bdpk05TJ06/HngwHzKy1NJUbQw/foRqSrR4sWl+71Cb3rkEb4fPTxs5//nP0RffEE0ahRRSoo2H8jQnfg5lGP5XL58RsE5yHa4TlyckRYtyrN8VpSMgudQrl3Ybt2yCq4J2/mVKmUQEVHnzlmWeX5+PC88XJvn4cH30uLFnFYPDyJPTz7mr72mzbOevvuO6OefbefFxXE+av58+TLRlCna50qV+Jg/+SR/Dgnh+7R7dy1MYCDP69NHm0dENHCgfjzuGlWq3B3Tv0yptMDLzMzEpEmTsHfvXmzbtg0GgwH9+/eHqqrIyMhAt27d8PfffyMqKgqHDh3ClClToKoqAGDDhg3o378/HnzwQRw4cADbtm1Du3btdPejqioGDBgAT09PxMfHY8mSJZg6dapNmPz8fPTp0wf+/v74/fffERMTAz8/P/Tt29em5dmOHTtw9uxZ7NixAytXrsSKFSuwYsUKAMCPP/6Ie++9F7Nnz0ZiYiISExMBABEREcjNzcVvv/2GI0eO4D//+Q/8/PxKfJymTZuGBQsW4Pjx42jevDnmz5+PL774AkuWLMHRo0fx8ssvY/jw4fj1119t1nv11Vfx7rvvYs+ePahSpQr69euH/Hz+1WTfvn0YPHgwhg4diiNHjmDWrFl48803LWkxe+eddxAaGooDBw7gzTffxO7duwEA0dHRSExMxI8F74muWrUKM2bMwNy5c3H8+HHMmzcPb775JlauXAkAyMjIwMMPP4zGjRtj3759mDVrFl555ZUSHwMzDw/+dcy6hRsRf27fXn+dDh1g9yvtli1a+Fq1+BdS622mpQHx8byueRspKbYtSaKji349rCRpadmSm29bp2X7dsfbDAvj5daio/nXqNvl6ws89RSQkMCv1OjhY6Q4OEb6v9xq54os88znyrxO69aAp6ftdk+eBP76iyzHvrCqVYEBAxQUutxLrFYtpSAtaqG0EDp00M/6OC2263BaVIfrFGXaNHckJXlh/35PvPKKm8NXhKz3HxoKmzQT8WdHr3m0bQu7Y7R9e9GvhZQvz9d0Wpo2r0oV4P33+VWHrKyi4/lv4ir3Z0nj5Up54Pr13Frzt9+4pV5hM2bwa4DLlhH8/ABvb0f3Y1F5i6KTt5BV3qIU5C1aGC1v4TC9eikwGIB77gGOHXPHxYvu+PZbN9x7r/0+o6L4tc7ff3dDv376/abUqmVA1aoGREdrLXA5LSZ06KC/DqfFzWYdTovR4Tq+vsDTT3vi3DkTLl5UdcPcKi2Pd+3zUHj/zrxHhwwBLlwA9uzhFso+PiVbz8MDaNHCPt47dzqOR7t2vNzatm23Fm9PT95Pbq42LyeH72HzfV6zJnejYL2v0nrWd+igWF4pNtu8GQgIUGxa2YwaBdSuDURGavsr7L33uLWT+RgbDK6TnwcE8DE1FdHw3tllrkaNgBkzFIwYQVBLkMW0aAF07Kjg6FHVafnIyZOEpCTCmDEGeHgA3t7AmDEGHDtGOH+e19m3j9Pz9NOc55QvD4wYwfvbuhWF9n9nn6mFBQYCw4YBf/wBWL9s1aMHt8574QX99QrjMq5B5xyo6NBBv7DJ58CA6GjtouRjYLqlMu6NG8CJEypGjHCHry+3dHv2WXdcvUrYt0+Lj4cHt1y0vr/M96OjY653P27dan/MrcOkpfGr7+Z73Pwa+/DhsMRv3Djg6lV+JdfaBx/wa7YxMfyGihBlQan06jdw4ECbz8uWLUOVKlVw7Ngx/PHHH7h+/Tr27NmDihUrAgDqWr3IPnfuXAwdOhSRkZGWeaGhobr7iY6OxokTJ7B582ZUq1YNADBv3jw8YNVhwbfffgtVVfHZZ59BKXiXYPny5ahQoQJ27tyJ3gWdjQQGBuLDDz+Em5sbGjZsiIceegjbtm3DuHHjULFiRbi5ucHf3x8hVh1JXbhwAQMHDkSzgg5JateufUvHafbs2ejVqxcAIDc3F/PmzUN0dDQ6FDwFateujV27duGTTz5BN6sX+WfOnGlZb+XKlbj33nuxdu1aDB48GAsXLkR4eDjeLGj3X79+fRw7dgxvv/02Ro0aZdlGz549MXnyZMtnt4KahkqVKtmkcebMmXj33XcxYMAAAECtWrVw7NgxfPLJJxg5ciRWr14NVVXx+eefw9vbG02aNMGlS5fw3HPP3dKxqFyZm5JfvWo7/9o1boKuJyTEPvzVq1pfX+a/emHMTapDQmwLlQAXvpKTHfcZVpyi0tKggf46wcH28bh2zb7pd0k88ww3Xffz4wfaww8D+Q5axRd1jByln9On4OpVslvHfK5CQoDcXEJqqt52FXBDT7Z6tYJHHwV8fRVERRHGjnVceC+KlpbC8aKCfd5KWggNG95aBd5//2vE/v2E5GRCx44GzJ/vjqpVFUye7Pi120qV+Fq5ft12/vXrjvsuDArSv1Yc9XXj5cV9h/zwA5Cers1fvJhfWTh4kF8juFs4+/68nXg5Ow/MyOA+p2JiuFJg4EB+rah/f35FH+C+k0aP5i/TgFbpoR+/4u7HwusQGjZULPHVz1vIEt/atflL3GuvueHFF01ITQXmzDFg61Z3NG9uRH4+p2nSJBNiYqggTQrWrSuHxx7LxE8/2d6z5vhevaoW2qdaRFqUgrTYr9OwoW1R7LnnPPHWWz7w81Nw4oQJvXplOsyzb5UWd9v5rnIeHO/fOffod99x5V1iIvcJOmcO58VPPFH8uo7y82vXHOfn/0S89+zh1/hmz+YKR0Xhv+7u2nbMz4fC+yqNZ72jfMq8PsD9WS1YoKBLF3JYATZkCFcodemizfPxcY38vFIlYNo0fqYWxZllLk9P4OuvFbz6KuHiRa4sdeTiRX49190dmDVLxW+/FRXvO5uPZGQA3bsbsW6dO958k8tlp08DffoYLdfK+fNA794mfPedGz75hPe7Zw9X8Jb2M9VswQJ+7dP8Crz1j14VK/K18tRTtuWyomh5+a2UcZV/rIx7//05WLfOC+npvlBV4No1Qt++Obh503p/t34/6pVBrI+n+a/eNq3vmb59+dXb5GQUxI+PuXX8Zs3iyv7sbO4SZNEi/q60eHEJD8K/wb9wgIe7Qam0wDt9+jSeeOIJ1K5dG+XLl0fNmjUBcIXXwYMH0bJlS0vlXWEHDx5EeHh4ifZz/PhxVK9e3VJ5B8BS+WV26NAhnDlzBv7+/vDz84Ofnx8qVqyInJwcnD171hKuSZMmlkosAKhatSquFc5RCpk4cSLmzJmDTp06YebMmTis16FEEdpY9ep55swZZGVloVevXpZ4+vn54YsvvrCJZ+E0VqxYEQ0aNMDx48cB8DHp1KmTTfhOnTrh9OnTMFmVitoU16MouCXl2bNnMWbMGJs4zZkzxxInc+tBb29v3fjpyc3NRVpams1ElFvkOqLkvvmGfwns1Qs4c4b7tzL3EzFkCD/Url0D0tMVeHg4N64A8PLL3KfLI4+oqFOH+3kpiWHDDEhP97JMzk7Le++Z8OuvKo4cIXzyiQmTJxsxYYIbPD2dFyd3d+7LRVG4DxGzZ57hQst77zkvbqLsuHGDr5Xdu7mz/enTOV8xX1N+flxBXKkSt/hNT3cvst/NO81g4NYoEyeasGULIT6e8MQTJtSrB/TooVilScXu3YS9ewnTp6v46qt8vPqqN4YN80B6eoBlutN5y6pVeWjZMh1du6bj1CkV333nW2SfRkUZNkxBerq7ZXJmvliS8+Bqli3j1jVHj3K/aGPHcn+ytWo5O2aO3bjBLUkeeIArHi9d4kEXTCauILh8GU5/PhbFYOAf8mbOJJw+rR/m3nuBDz5QMHq0bUtDV+Dvz/0cnjjBFb7WzGWu9HTF6WWu+fMVHD/uuD9ca++8wxWp+fnA7NkG3UEFSou3N/D5526IiSG0b29Cp04m/PknYcMGd5i/egQHA0uXumHlShVt2xrRtavjHwhKy9tvc2u03r35Xix4cQkA8OmnwNdfF9333bBhbkhP97VMzr6HFy/2xLVrhC5dctCuXQ7WrTPhp5+8HFYelrb//pfvtR49uC/MqCi+L60r+ebN48rUgwe5n+h33wUmTXJalIUosVKpdu3Xrx9q1KiBpUuXolq1alBVFU2bNkVeXh58inkXobjltyojIwOtW7fGKp0nVhWrHjU9CuWMiqJYXut1ZOzYsejTpw82bNiALVu2YP78+Xj33XcxYcKEEsWtnNUwfxkZGQD4FeJ77rnHJpzX7ZbkS7hvR8xxWrp0KcIKvYvgVty7gUWYP3++TQtLAPDwmA2j8U27X7CCghx3sH/liv0vXsHBWnjzX+t55s/mARGuXLFvueTmxr+O3W7H/klJ3ExeLy2Ff0Eyu3rVPh5FhS9KWhpPZ8/yF+7Ll4FHHuEOdDds4F/rASAnhyxfEvWOkaMBiTl9VOyx9/JSEBBg+8sqh7H/FfnqVW4tmJxM2LXLgP/7Pyr2+EdFqYiP116D19Ki2OwjOFjBwYP697KWFttWgYW3cTvi41V4eCioWVPBqVP627pxg6+Vwp37Vqni+NzrtbbTa5VnrryrXp2/gFr/ytulC79yW/gYb9/O14kTxpUoNc6+P28nXq6YB+7ezT8SANxBd1AQx9/8KO3Thwv1Fy+6o0EDI86d0/Z98KD+/eA4b1F08hYUylu0ezYxkf8eO6btJymJp/vuc5ym+HgjevXyRlRUPuLjtRtGy1sMuHJF+yEsONiAgwf1mwslJVFBWgwAbNcpnLdwnq3izBkgLi4TKSkB6N/fA998c+vfQKOiCPHxWgvCovN41zwPrnSPmp+Xdepw5XRRHOXnpRHv7du5O4aKFbmywGTiTty/+IIn8w9JQUH8w55ZaTzrr1yxfz3VvM0rV7gCrG1bBS1bAh9+yPMNBsBgUJCfD/TuTShfnq+tP/7QtuHuzh3aE9m3Xiuta8XPj7sWSE/nyrrC49GZy1w5OXwsnFnm6tmTRzB+/HHOm80DnCQlKZg7F5g1S7tPP/8c+Pln/vz884SnnnIrIt53Nh8ZNozLUR06GEEFuxo2zISUFHc8+qiCb78lREQYkJpKmDrVXNYjDB/Oo8926QLExWnbvtPPVLMbN3g6fZpHSL54kV8LjYvjc/HII9yyHeBz4ebGo6I++yyX3aKiTIiPz7Zs7/bKuGRVxoXNOrdSxu3Z04CHH3ZDYGCWpSwZEZGHXr18MHKkO/7zn/yC/d163q1XBgkO1sKb/xY+5kFB2jHv0QN48EGeZ47fxIlAeDj/iOFo4LDdu3mQImf+0C5ESdzx38Rv3LiBkydP4o033kB4eDgaNWqElJQUy/LmzZvj4MGDSHYwXnbz5s2xrajhp6w0atQIFy9etPRJBwBx1rk0gFatWuH06dMICgpC3bp1baYAvXGyHfD09LRpwWZWvXp1jB8/Hj/++CMmT56MpUuXlnib1ho3bgwvLy9cuHDBLp7VC73fZp3GlJQUnDp1Co0Khixr1KgRYmJibMLHxMSgfv36RVa6eRbkXtZpDA4ORrVq1XDu3Dm7ONUq+Dm6UaNGOHz4MHJycnTjp2f69OlITU21mfLzp2DfPs5szRSFPzvaXGwsPwSt3X+/Fj4hgX+Ntt6mvz/3mRAbq20jMJB/JTPr2ZMLj/HxRSbDofx8Hg22e3fbtPTo4Xib8fG83FrPnvxw+V8oCk/mB39GBhdozp3jCr5jx/hLlv4x0n+45+ej4FxpBQLzuTKvs28fkJdnu9369YEaNRTLsddjbrVTkjrrjAzg7FmyTMeOUUFatGyO06IgNla/cMNpsV2H02JwuE5JtWihwGQiXLvmuJCUn88FkK5dtXmKAnTrpn1xLGzPHtvwAF9r1uHNlXd16vBrjlZZMAB+1adrV95Pt278xQPg0bnmzi15GssiV7o/SxIvV80DW7TgbQPc8qRZM359tmVLoEULI6KiCLm5hPfeU3HxovW+lWLyFtLJWxSrvIUK8hYtjJa3cJiYGP7boIEWJjCQX+/566+i0uSGxES1IG9RLdOxYyoSE1WEh2u/gXJa3BAbq/+KPKfFZLMOp8Xd4TrmMJxn316rBo67Nml5vF6+6JrnwZXu0ebN+W9JftDLz+dKmMLx7tbNcTx27+bl1nr0uP14JydzRUirVlyZ99VX/Lw/cYLTYL2v0nrWx8YSmjWzrdjs1QtITSUcO8YV2E2bqmjRgizTkiXAiRP8f3w890vWtKmK9u1hmfbt4zcOjh61TVdpXSv+/tyFQF4ej7yp1zLQXOayvx9tt1Ma52HgQEJoqHaMzd2VdOlCWLzYdt/W+cjNm7w/Z+Ujvr4KVBWWyjsAls/mMqOvL+z69DN/LbHuH7g0nql6CpdtO3bUnpctW3I3J2lp/P/atRxGv4yr6pwDA2Jj9X9I4nOgIjxc+/7Hx8Dtlsq4vr58fgofY1WFTWv7/Hzuc876/jLfj46OeXy8/TG3PkfmY269TX9//lHAfI/7+mrxsWZ9jegJDeU806pLfCFc050eJcNkMlGlSpVo+PDhdPr0adq2bRu1bduWUDAybG5uLtWvX5+6dOlCu3btorNnz9KaNWvojz/+ICIeadVgMNCMGTPo2LFjdPjwYVqwYIFl+9aj0JpMJmrcuDH16tWLDh48SL/99hu1bt3asi8ioszMTKpXrx51796dfvvtNzp37hzt2LGDJkyYQBcvXiQibRRaay+++KLNSKy9evWiRx55hC5dukTXr1+3hNm0aROdO3eO9u3bR2FhYTR48OBij5F5NNmUlBSb+a+//jpVqlSJVqxYQWfOnKF9+/bRf//7X1qxYoXNek2aNKHo6Gg6cuQIPfLII3TfffdRbi6Pjrlv3z4yGAw0e/ZsOnnyJK1YsYJ8fHxo+fLlusfQLD8/n3x8fGjOnDl05coVunnzJhHxCLQ+Pj70wQcf0MmTJ+nw4cO0bNkyevfdd4mIKD09nSpXrkzDhw+no0eP0oYNG6hu3bqE2xiFdsgQHlVo5EgeGfGTT4iSk4mCg3n5ypVE8+drozR17EiUl0c0eTJRw4Y8amduLo+0aQ4zdSpv45FHiJo14xFkz54l8vbWwmzcSLRvH1G7dkSdOvGonKtW2Y4U1bgxj8C4fj3R9u38f4sWjkcjGz6c0zJ2LIf77DOOR40avPyrr4jeeksL3707p2XqVKLQUKI5czgtrVtrYapV45HQzIMyDx/On2vW5OWNGhG9+SYfl3r1eJs//0yUlER0332OR0WbMsVEyckq9etnoqZNTbR2rUpnz6rk5aWNQhYdrVJEhPZ58GAeNW3ECBM1bGiiJUtUSk62HWXuo49UOn9epe7dTdSqlYliYlSKidFGUXvgARONGmWiJk1MVKOGiR580ERHj6r0+++2I8+FhvK0Z49KX32lUmhoDjVqlEN6o7xOmZJXkJZcato0h9auNdLZsyby8tLCREcbKSJCGy128ODcgrTkUsOGObRkSX5BWrR1goOzKTQ0h8aM4ZHPOnfOodDQHAoM5OXt2+fQiy/mUfPmOVSrVg4NG5ZLV6+qtGKFkYobhXb0aL5WnnuOz+fy5TwaWf36vPzrr4kWLtTC9+nD18obb/A1u2ABXysdO/LyKlWINmzgUb86d+ZR9MxTUJD+KLPNm/M1VZqj0M4tV44+Dg2lj0NDiYho00sv0cehobSwevV/dD+ucn/6+PD/YWF8romIwsP5c7Vq9vFypTxw5EiiJ57gfTRsyKPJGY1ETz+tP+IekEfLl5vozz/NeUs+NW2aR2vXmgryFm2kwOhoE0VEaKMUDh6cX3A/5lPDhnm0ZImx4H7U1vnoI2NB3pJPrVrlUUyMiWJiTGQ9+uHatSY6ckSlDh3yqUmTPIqKMtGff6rk7s7LR4zIp6FD86lBAx71cPp0IxmNKo0alUl6o7xOmZJFyckm6tcvnZo2TaW1a/Po7FkjeXlpYaKj8ygiQlt/8OCMgrRkUMOGqbRkSQ4lJ5soKOgmASlUq1YqTZuWRa1apVH16jepQ4c0Wr8+j5KSTFSlyk3LdurUSaXQ0DT6+OMcOnHCSKGhaRQamkYeHiUbhXbKFKPLngdXeoY2bkwUGcn3VYMGRI8/zvfKb7+VfBTakSM53s8+y/v+/HOOd+3avHz1aqJ33tHCh4dzvKdPJ2rVimjePI53u3ZamPvu4zgNHMjxHjmSP9epo4UZP55HG2/enI/ZjRtE//2vbdzefJPjUtrPeoPBRIcPq7Rpk0rNm5uod28TXb2q0ty5+iPOAyaHo9DqjRjsjGslKIhH2zx8mK+bmjW1qVy5okehdVaZq/DUrZv9KLTPP2+ihx82Ud26PI0ebaLUVJX+7/+MTstHGjTg0W4XLzZSw4Z51LhxHn3xhYlSUlQKCeEwPXrkk8mk0ptvGqlu3Txq2TKPfvmF6OrV0v9eERZG9MILfC3WqMH35a5dRKdPE3l56T8zSzoK7ZQpuQXnIJuaNs2ktWvzC8q4Whgu42oj1Q4enF1wDnKoYcNMWrIkr+AcaOsEB2dSaGgWjRmTU1DGzaLQ0CwKDNRGob1+XaU1a/KpefMsqlcvk956K5dyc1Vq3tx2FNphw/iYjx7Nx+fTT/l43XMPj/b65Zc8+q559NcuXfiYv/oqH+fZs/mYt2ihhZk+nbfRvz9Ry5b8XezsWR7x2TwK7fXrRD/+yPdx48acz5rvaw8PvpefeYa327AhUUQEUUYG0f/93102Cm316nfH9C9zxyvwiIi2bt1KjRo1Ii8vL2revDnt3LmTrCvVzp8/TwMHDqTy5cuTr68vtWnThuLj4y3r//DDD9SiRQvy9PSkypUr04ABAyzLClc+nTx5kjp37kyenp5Uv3592rRpk82+iIgSExNpxIgRVLlyZfLy8qLatWvTuHHjKDU1lYhKVoEXGxtLzZs3Jy8vLzLXg77wwgtUp04d8vLyoipVqtBTTz1FSUlJxR4fRxV4qqrS+++/Tw0aNCAPDw+qUqUK9enTh3799Veb9X766Sdq0qQJeXp6Urt27ejQoUM221mzZg01btyYPDw86L777qO3337bZrleBR4RV9ZVr16dDAaDTdpXrVplOR+BgYHUtWtX+vHHH22OTWhoKHl6elKLFi3ohx9+oNupwFMUfuidP0+Uk8PDiIeFact27ODKDeuH3qBBRCdOcPgjR4gefND+wTh7NlFiIj9Qtm7lihHr5RUr8pfVtDSimzeJli3jh4J1mIQE/Xg7+vLh40P08stEf/3Fcdu9m6hrV9uC5xdf2IYfNoy/OOfkEP35Jz9srJePG6cfhzlzW1z53QABAABJREFUeHnt2kSbNhFducIPrYsXufKneXP9+FkX5CIjVUpMVCk7W6WtW1WqV8+2oJeQoNLMmbYFwYgIE50/r1JOjkpxcSq1a2e7jpeXiT78UKUbN1TKyFDphx9UCg7WlnfvzgXMlBSVsrJUOnlSpfnzVZvCJGDSTXNCgkp6FXhANkVG5lulxUj16tlW9nFa8m3mRUTkWaXFRO3a2a4zc2a+bjxGjuSKwJYtcyg21mRJy9GjJpo2LY88PW3jplc5FhjIBZcLF/jc791LdP/92rLff+fr0zr8qFFEp05x+GPH+D4oXBmn5+GHXacCb7lVHmPtwPLld7wCzxn3p48P/69n3Dj9eLlKHjhyJNHRo1zYvXmT4/X44/pfRKwr8NauNVFkpNHqfjRRvXq2lUt8Pxpt5kVEGAvdj/k2y7288ujDD41WeYuJgoNtt+vvn0effcZflJOSOMy992rLR4zIp6NHef2bN3k/AwdmkF7lnXmKjMymxERTQVryqF69VJvlCQkmmjkz22ZeREQmnT9vKkhLPrVrl2ZZVrXqTdqwIY+uXDFRbq5KFy6Y6Kuvcql+fdvt7tihn//UqGEdznEFHpDnsufBlZ6hdetyZV1SEt8rp08TvfsuV9aUtALP35+//JvjvWcPUY8e2rLffuMKJevwTz2l5edHj3JFnfXyZ5/Vj/e8eVqYd9/Vnv2nTxNNm6YftwULqNSf9YCJ7rvPRBs2qJSZqdK1ayq9/bZKbm76FUu3WoHnjGuld2/95URc+VtUectZZa6SVOC98AJXuJvzxX37VBo/3kiK4tx85P778+n337mMdeOGStHRJgoLs93OkCH5tG+fSunpKl29qtK6dVxRU9rfK5o1I9q2TctHzp0j+vhjrsBy9MwsaQUekEGRkblWzyEj1auXabOcn0O5NvMiInKsnkNGatcuy2b5zJm5utfyyJFaRWDr1lm0aVM+JSWplJqq0h9/GKlv32yb7Zgr3CZO1I55fDxXjJqX7dzJFafmzx4eREOH2t6P/frZLvfw4HvPfMyjo7mSznp5WBjR5s183FNTiWJjucxrXv7QQ0QHDnA5Jz2d6OBB/jHV01Mq8P6V07+MQmTdCFmUJTt37kSPHj2QkpKCChUqODs6/yhndnj+v7Aau6PMyc7+314RdZ6y29Y9MLBsXjAvprhGJ8W34z8+ZfORZ9UrQZlD5OTew29bprMj8D8ovl9bV+Tj48KjKxSjrA7ml55eVp/9gI9P2Swslt3yFmDdh2dZoihlN28hKpvPIg+PsvkcAu6i12iL6oD23+TCBWfH4B9VNp98QgghhBBCCCGEEELcJaQCrxSMHz8efn5+utP48eOdHT0hhBBCCCGEEEII4cLkFdpScO3aNaSlpekuK1++PIIKj5ct5BVaJyi7r3SU3Xbu8gpt6ZNXaEufvELrDGXz1SV5hbb0ySu0pa/slrcAeYW29MkrtKXvrnmFtnZtZ8egdJw75+wY/KPKaHGjbAkKCpJKOiGEEEIIIYQQQghxW8rmT1dCCCGEEEIIIYQQQtwlpAJPCCGEEEIIIYQQQggXJhV4QgghhBBCCCGEEEK4MOkDTwghhBBCCCGEEOJuUVZHX7rLSQs8IYQQQgghhBBCCCFcmFTgCSGEEEIIIYQQQgjhwqQCTwghhBBCCCGEEEIIFyYvPgshhBBCCCGEEELcLaQPvDJJWuAJIYQQQgghhBBCCOHCpAJPCCGEEEIIIYQQQggXJhV4QgghhBBCCCGEEEK4MKnAE0IIIYQQQgghhBDChUnPhUIIIYQQQgghhBB3CxnEokySFnhCCCGEEEIIIYQQQrgwqcATQgghhBBCCCGEEMKFSQWeEEIIIYQQQgghhLirLV68GDVr1oS3tzfCwsKwe/fuIsPfvHkTERERqFq1Kry8vFC/fn1s3LjxjsVPXnwWQgghhBBCCCGEuFtIH3h2vv32W0yaNAlLlixBWFgY3n//ffTp0wcnT55EUFCQXfi8vDz06tULQUFBWLNmDe655x789ddfqFChwh2Lo5w1IYQQQgghhBBCCHHXWrhwIcaNG4enn34aALBkyRJs2LABy5Ytw7Rp0+zCL1u2DMnJyfjjjz/g4eEBAKhZs+YdjaO8QiuEEEIIIYQQQggh7kp5eXnYt28f7r//fss8g8GA+++/H7GxsbrrREVFoUOHDoiIiEBwcDCaNm2KefPmwWQy3bF4Sgs8IYQQQgghhBBCCPGvkpubi9zcXJt5Xl5e8PLyspmXlJQEk8mE4OBgm/nBwcE4ceKE7rbPnTuH7du348knn8TGjRtx5swZPP/888jPz8fMmTP/2YQUkAo84ZKIcpwdhdtiNHo7Owr/gzv3S8Gd5ensCNy2nLJ5meM/PuTsKNy2qdmKs6NwW2ahn7Oj8D/4wdkRuC0eHhWcHYXbZjQ6Owa3JztbdXYUbpu/f9l8qcXHp2zGGwCys8voQ7RMK5tlRW9vD2dH4bYZjeWcHYXbEhfn7BgIwebPn4/IyEibeTNnzsSsWbP+522rqoqgoCB8+umncHNzQ+vWrfH333/j7bfflgo8IYQQQgghhBBCCPE/uksGsZg+fTomTZpkM69w6zsAqFy5Mtzc3HD16lWb+VevXkVISIjutqtWrQoPDw+4ublZ5jVq1AhXrlxBXl4ePD3/+YYmZfdnNyGEEEIIIYQQQgghdHh5eaF8+fI2k14FnqenJ1q3bo1t27ZZ5qmqim3btqFDhw662+7UqRPOnDkDVdXeIDh16hSqVq16RyrvAKnAE0IIIYQQQgghhBB3sUmTJmHp0qVYuXIljh8/jueeew6ZmZmWUWlHjBiB6dOnW8I/99xzSE5OxosvvohTp05hw4YNmDdvHiIiIu5YHO+OdpNCCCGEEEIIIYQQQugYMmQIrl+/jhkzZuDKlSto0aIFNm3aZBnY4sKFCzAYtDZw1atXx+bNm/Hyyy+jefPmuOeee/Diiy9i6tSpdyyOChGV3d7Ixb+WopTNjok9PMruIBb5+fnOjsJtcis+iIsqy52Hl1UyiIUzlNVBLMpyp+fOjsHtIZJBLEpbWb1WABnEwjnK5iAWPj5lcyAIoOzeo2V5EItWrZwdg1LSsaOzY1A6/vjD2TH4R5XN0oYQQgghhBBCCCGEEHcJqcATQgghhBBCCCGEEMKFSQWeEEIIIYQQQgghhBAuTCrwhBBCCCGEEEIIIYRwYTIKrRBCCCGEEEIIIcTdwl2qgsoiaYEnhBBCCCGEEEIIIYQLkwo8IYQQQgghhBBCCCFcmFTgCSGEEEIIIYQQQgjhwuTFZyGEEEIIIYQQQoi7hfSBVyZJCzwhhBBCCCGEEEIIIVyYVOAJIYQQQgghhBBCCOHCpAJPCCGEEEIIIYQQQggXJhV4QgghhBBCCCGEEEK4MOm5UAghhBBCCCGEEOJuIYNYlEnSAk8IIYQQQgghhBBCCBcmFXhCCCGEEEIIIYQQQrgwl6rAIyI888wzqFixIhRFwcGDB//nbc6aNQstWrT4n7fj6rp3746XXnrJKfu+W46xEEIIIYQQQgghhDO4VAXepk2bsGLFCvz8889ITExE06ZNS3X/o0aNwmOPPVaq+yyJFStWQFEUu8nb2/uO7fNWKgRfeeUVbNu27Y7FpbDISHdcvuyFrCwvbN3qgbp1lWLXef55NyQkeCE72wtxcZ5o29Z2nXHj3LBjhydSU71A5I2AAPttvPaaG2JiPJGZ6YWUFK//OR3jxwOnTgFpacCuXUCbNkWHHzgQOHKEw+/fD/Tta7v8sceADRuAxEQgLw8IDb39uEVGGnD5sjuystyxdasb6tYtfp3nnzcgIcEd2dnuiItzszvGXl7Ahx8akJTkjvR0d6xZ44agINtt9OypICbGDWlp7khMdMeCBQa4udmG6d1bQWwsh7l2zR1r1iioUaOotCi4fFlBVpaCrVuVEqYFSEhQkJ2tIC5OQdu2tss5LQqSkhSkpytYs0axSUvz5sDq1QouXOD9HjumYOLE4vdr9uyzwPHjQHIy8OuvxV8b/fsDBw5w+N27gT59bJc/+igQFQVcvAhkZXH8rAUGAu++Cxw8CNy4AZw8CbzzDlC+fMnj7Ky4A8Do0cCmTcCVKxxG7/69U+7r0gVDo6Iw6e+/MZMIDR59tPR2XoTIyGG4fHkFsrK+x9ats1G3btUiw48f/wAOHfovUlO/QWrqN/jjj7fQt28rmzBLljyPM2c+QVbW97h27UusW/c6GjS45xbj5Zy8pU0bBdHRbkhJcUdysjs2bXLTvZYmTzbg5El35OS4IyEBmDbtn8+rAWDmTOCvv4DUVOCXX6B7HB54gPeXmgpcvQqsWaMta94c+PJL4OxZXn74MPDCC3rHDjh3ju+L2FjY5WWFPf44cOwYhz90iONQWGQk8PffQGYmsGWLfdzXrQPOn+dt/P03sHIlULXQ5TdoEB+bjAwgIQF45RX9+Lhy/u3pCcyZo+D8eQU5OQqOHAGGD7cPN24cXw/XrgHbtwOtWxcd/8ceA/bu5fCxsUDv3rbL+/XTjnFaGtCsmf02goKATz8FTp/mMsFvvwGPPFL0fvWU5WdRWS4rOivuZp6ewIEDniDyRmho8fvW4u2By5d9kJXli61bvUsYb3ckJPggO9sXcXHeaNvW9qvpuHHu2LHDG6mpviAq5zDeDz7ohrg4b2Rl+SI52Rdr15b82Duj3GJt3ToO169f0eGc8Sw6dYq/U1hPr76qLa9Rw355Xh7Qrl3RcStsy5ZVmDChJ0aMaIY33hiEM2cOOwy7bdt3mDVrGMaObYuxY9ti7txRduGfeKKB7vTTT5/dWsT+7dzd747pX8alKvDOnj2LqlWromPHjggJCYH7v/CA367y5csjMTHRZvrrr7+cGicigtFohJ+fHypVqlQq+5wyxQ0TJ7ph/Ph8hIXlITMT2LzZA15FPKcHDzZg4UJ3REYa0apVHg4dUrF5syeqVNHC+PoCmzaZMG+e0eF2PD0VfP+9CR9/bPqf0zFoEPD228CcOUBYGH/52rABNnGy1r49f1lbvpwfilFR/GWuSRMtTLlywB9/AK+99r/FbcoUAyZONGD8eBPCwowFx9i9mGOsYOFCAyIjTWjVyohDh4DNm91s0vPeewb062fAoEEmdOtmRLVqwI8/arVzzZsDGze6YdMmQsuWRgwZYsIjjxiwYIGWTdWsCaxf74bt2wktWhjRp48RlSsDP/6oX0icMgWYOBEYP54QFkYFaVGKSQuwcKGCyEhCq1ZUkBalUFoU9OsHDBpE6NaNCtKixaF1a/7yNXw4oUkTwty5hPnzFUREON6v2cCBwIIFwLx5QMeOXPhav97xtREWxl+QV64EOnQAfv4Z+PZboHFjLYyvL38RfPNN/W1UrcrTa69xgfCZZ4BevYCPPy4+vs6OOwD4+ABbt/I9Vdo8y5XD1UOHsLEkJ7eUTJkyABMnPozx4z9GWNiryMzMxebNkfDy8nC4zqVLSZg2bSVat34ZbdpMwvbth7F+/eto3Li6Jcy+fWfx9NP/RaNGEejTZyYUBdiyZTYMhpIVJZyVt5QrB2za5IYLF4CwMCM6dzYiPZ33bV3M+OADA8aONeCVV0xo2NCIAQP42vqn8+pXXgEiIrjCrXNn/uL288+wOQ79+/M2Vq7ke7J7d+Cbb7TlLVtyHjNqFNCiBd93c+YAzz1nfey4MmT2bM6TDh/mim5Hce/QAVi9Gli2DGjViu/dtWtt4z5lCjBhAu+nfXuuxNu0yTbuO3cCQ4YADRtyhWCdOsD332vL+/YFvvoK+OQTrnyKiABeegl2+aOr59/ffacgPBwYM4bQoAFhzBiuMLM2YADnhwsWAF26cJ74449A5cr68W/Xjo//F1/wtbFhA5+TRo20MOXKcZ44Y4bj4/Dpp0C9esDQoXxef/qJr6XiKhKsleVnUVkuKzoz7mZvveWOy5fpFuPtgYkTPTB+fB7CwrKRmUnYvNm7mHi7YeFCT0RG5qNVq+yCeHs7iHe+w+0MGOCGL7/0wvLlRoSGZqNTp2ysXl18OgHnlVvMXngBoBIc6jvxvaEkzyIAmDULqF5dmxYvtt9fnz62YfbvLz5NZrGxG/Hll/MxcGAE5s1bixo1GmLBgjFITb2hG/748Xh07PgQ3njjC0RGfoNKlapi/vzRSE6+agnz8ce7bKZnn50HRVHQrl0f3W0KUaaQixg5ciQBsEw1atSgGjVq0HvvvWcTLjQ0lGbOnGn5nJKSQmPGjKHKlSuTv78/9ejRgw4ePGhZPnPmTAoNDS12/zNnzrTZPwDasWMH9ejRgyIiImzCXrt2jTw8PCg6OpqIiGrUqEGzZ8+moUOHkq+vL1WrVo0+/PBDm3WKi2dRli9fTgEBAUWG6datG7344ouWzzk5OTR58mSqVq0a+fr6Urt27WjHjh026+zatYu6detGPj4+VKFCBerduzclJyfbnQsAlJCQQDt27CAAtHHjRmrVqhV5eHjQjh07dI/x559/To0bNyZPT08KCQmxO4bFAbJ1p8uXVZo8Oc/yuXz5bMrOVmnIkFyH68TFmWjRonzLZ0XJpkuXVJo6Nc8ubLduuUREFBCgvy0gm0aOzKOUFFV3mYcHlWiKjydavFj77OlJdOkS0Wuv6Yf/7juin3+2nRcXR/TJJ/Zh69blY9imTcniYp6APALyCo6x0fK5fPm8gmOcb5lXeOJjrK2jKHkFx9ho2UZurkoDB2rbaNAgj4iIwsJ43ty5Rtq922Sz3YcfzqesLJX8/PjzwIH5lJenkqJYhzGRyaSSu7uJANuJ06J9Ll/eVJAW+7DmKS5OpUWLVMtnRTEVpEXbBqdFW6dBA1NBWhxv98MPVdq2TbWZ5+NDdtPu3UQff6x99vUl+vtvojfesA/r40P0/fdEGzfazouPJ1q61D5sgwZUEE/9bVlPw4YR5eQQ+fkVH9ZV4t67N4cJCXEcZhZwxyYioq8fffSObBvoV+Lp8uUbNHny55bP5csPoezsXBoy5K1b2s6NG2k0evR/HS5v1mwCERHVrj2umG05N29p3TqfiIjuvVfbbtOmHKZOHf7csGEe5eWpVL++FuZO5dWXLxNNmaJ9rlSJKDub6Mkn+bO3N9HFi0Tjxt1aHv7RR0Tbt/P/isL7/fBD/l9RiAwGjvu0ado86+mbb4h++sl2Xmws0ZIl2ufLl4leeUX7HBDAcR86VH+bikL0yCNEJpMWr1Wr+DhZh5kwgejCBSoz+XefPiZKSVEpMFAL4+9PdtOePXzuzZ/Ll+c8ccYM+7D+/kRr1hD98ovtvN27iT77zD5skyac33XsaL8sPZ2vH+t5N24QRUTYh3XV/Lwkz6KyWlYsanJ23Pv2zaVjx0zUqFEOERGFhuYUCpOhO12+bKLJk3Msn8uXzyiIt+N14uKMtGhRnuWzomTQpUsmmjo11y5st25ZBfG2ne/mlkEXL5po9Ogch/sBMlzyOg8L4zy5Zk0ON3iwfjhnPYs8PIgSEogmTXL83CnqO8e+fSWbHnjgcXrhhUjL5z17TBQW1plmzPikROvv2WOk0NCW9N57ax2GGTbsOerff0SJ43TXeOCBu2P6l3GZFngffPABZs+ejXvvvReJiYnYs2dPidYbNGgQrl27hl9++QX79u1Dq1atEB4ejuTk5Fva/yuvvILBgwejb9++lhZuHTt2xNixY7F69Wrk5uZawn711Ve455570LNnT8u8t99+G6GhoThw4ACmTZuGF198EVu3bv3H41lSL7zwAmJjY/HNN9/g8OHDGDRoEPr27YvTBT8PHzx4EOHh4WjcuDFiY2Oxa9cu9OvXDyaTCR988AE6dOiAcePGWY5F9epaK4xp06ZhwYIFOH78OJrr/Jz78ccfIyIiAs888wyOHDmCqKgo1C3Jey/FqFVLQdWqCqKjVcu8tDQgPp7QoYP+pezhAbRubbsOERAdrTpc507z8ODWDdu3a/OI+HP79vrrhIXZhge4xZGj8LerVi0UcYz1W7lpx5gs8/gYa+u0bq3A09M2zMmTwF9/aWG8vICcHNttZ2cDPj4KWrfmMPv2EVQVePppBQYDv1bz1FMKoqMBY6EfW7W0aPM4LSgmLdBJC6zSgoK0aOtpadHdLAB+rbO4293Dg1vW7NihzTNfG2Fh+uvoXRvR0bf++oJefNPSAFMJGxG4UtzvZrVqBaNq1YqIjj5kmZeWloX4+FPo0KFBibZhMBgwZEgXlCvnjdjYE7phfH298PTT4Th37gouXkwqQbycl7ecPElISiKMGWOAhwfg7Q2MGWPAsWOE8+d5nX79DDh3Dnj4YQPOnXNHQoI7Pv30n8+r+TjYhklL49ewzPdJy5bAvfcCqsrz//qLW09Yt5zQExAApKRYHzvY5FPmvMxR3Dt0AAr3hrFli33c9fNU/W0GBgLDhnHrcHMe7Sivr14dlu4QXD3/fuQRBXv3AlOmKLh0ScHJkwrmzOFryzo+LVrY54k7dzrO49q14+XWtm279Txx925u/RcYCCgKtzLy8uLX7krClfLzW30WleWyorPjHhQELF3qgaeeykdW1q3G26ATbxUdOrjprsPxNiA6WjuxHG/TLcW7VSsD7r3XAFUF9u/3xuXLPti40QtNmhT/+q4zr3MfH24d9/LL3EVCcfF0xrPI7NVX+VX83buBSZNg17UNAPzwA3DpEh/Lhx8uOj3WjMY8JCQcRdOmHS3zDAYDmjbtiNOnD5RoG7m52QVvhAXoLr95MwkHDvyKHj0eL3nEhHBhLlOBFxAQAH9/f7i5uSEkJARVHLUJtrJr1y7s3r0b33//Pdq0aYN69erhnXfeQYUKFbDGurOYEvDz84OPjw+8vLwQEhKCkJAQeHp6YsCAAQCA9evXW8KuWLECo0aNgqJoD4dOnTph2rRpqF+/PiZMmIDHH38c77333j8Wz9TUVPj5+dlMD+h1TgPgwoULWL58Ob7//nt06dIFderUwSuvvILOnTtj+fLlAIC33noLbdq0wUcffYTQ0FA0adIEL7zwAipXroyAgAB4enrC19fXcizcrHLr2bNno1evXqhTpw4qVqxot/85c+Zg8uTJePHFF1G/fn20bdv2HxlgIySE/169Sjbzr14lhIToP6grVwbc3ZVbWudO4zjZP7CvXQOCg/XXCQnh5dauXnUc/naZj0nhuF29ihIc48LrkOWchYQAubmE1FTHYTZvJnTsqGDoUK6cq1YNmDGDsyhz/0nnzwO9e5swb54bcnPdkZrqgXvvBQYPtj2/5n06Tot++h2nBSVIi+Nj1KEDv1L26af28bTf/61dG8HB9tdGUeFLolIl7vurILsoEVeJ+90uJCQQAHD16k2b+Vev3rQsc6Rp0xpIT/8Wubk/YMmS59C//zwcP37RJsxzzz2A9PRvkZn5PR54oDV69ZqB/PziX1VyZt6SkQF0727E8OEGZGe7IyPDHX37GvDAA0ZLpUDt2lx5NGiQghEjTBg1yoQ2bf75vNr8V2+b5vjWrs1/33wTmD+f+0S7eZO/fAU6OIXt2/MrVp8VdO9T1P3oKP8LCSk6vywqTy18PBYsANLTuR+z++7jNJht2cKVSz17cuVSvXr8pRDQ8npXz79r1+ZXzpo2Bfr3J7z0EuHRR4GFC7X1KlXic3D9uu32SiNPHDmSv/T/9ReQlAS8/z7w5JPcH2JJuEp+fjvPorJcVnR23Fes8MCSJUbs21d0WaUwLX+/lXgr/0i8a9fmsLNmeWDOnHw8/HAuUlKAnTt9HOaXWhycd52/9Rb/IPHzz8WHvRPfG0ryLAL4ddnhw7kvzqVLgalT+blklpHBFXxPPMF9//3xB7+qW9JKvLS0FKiqCQEBtl0xBQRUws2bxf84CACrV7+DwMAgm0pAa7/9thbe3uXQtm1v3eVClDUuU4F3Ow4dOoSMjAxUqlTJpmIrISEBZ8+e/Uf24e3tjaeeegrLli0DAOzfvx9//vknRo0aZROuQ6Gfbjt06IDjx4//Y/H09/fHwYMHbabPzCX1Qo4cOQKTyYT69evb7O/XX3+17M/cAu92tCmi19Rr167h8uXLt7Tt3NxcpKWl2UxALoYNMyA93csyeTjuvkncpiee4FYFyclAerq7U4/x1q2EV19VsWQJV86dOuWOjRu5YKcW/KgbHAwsXeqGlStVtG1rRNeuRuTlAWvWKBg2DEhPVyyTq1wvTZoA69dzn0xWjXJdlr8/99F04gT3tSJc27Bh3ZCe/q1l8vDQb+1QEidP/o0WLV5CWNgr+PjjTVi58iU0alTdJsyqVb+iZcuX0LXrdJw69Te++26Kbt96tvFybt7i7Q18/rkbYmII7dub0KmTCX/+Sdiwwd3SYspgUODtzZV3u3YRfv2VMGUKL7vvvtKNr7lLwQULuA+6AweAsWO5xcXAgfbhmzTh1g9z5ti2jnOmt9/mFiO9e3PLqZUrtWVLl/KXwp9+AnJzua+oY8d42bZtZSP/Nhj4fDz5JGHPHu78/bXXuLXhHRxfrMTeeINbrvXrB3Trxsd7xQrbfrpcXUmfRWW5rOhKcZ8wwQ3+/grmzy++qeOwYW5IT/e1TM6Mtzm/nDs3Hz/+aML+/SqefjoXRMCgQa7Zl/pDD/F9aT0YhKv64AMeBOfIEc67p0zhfvM8PXn5jRscZs8eYN8+4PXXud9O848yd9r69Z8iNnYjJk36EJ6e+h0u/vrrD+jUqZ/D5Xc1Zw8uIYNY3BaXTpHBYAAV6tkzP1/rxDQjIwNVq1bFzsLvGwCoUKHCPxaPsWPHokWLFrh06RKWL1+Onj17okZRw14W8k/E02AwlPg11IyMDLi5uWHfvn02LecAbmkIAD4+PiXalp5y5co5XHY7250/fz4iIyMLzX0dUVFvID4+zzLH3KlqcLCCK1e06yI4WMHBgyr0JCUBRiMhOFgBd+env43SxHGy/9UsKMhxM/orV2A3qmJwcPHN7ovz00/cJB4A8vONVseY92m9r4MH9Y+XdowLx0+xbOPKFcDLS0FAAGxaPhQ+D++9p+K991RUrcqvgtWsCSxY4GZpNRARYUBqKmHqVPP5JgwfTrh0yYB58wgtWmjbKjot+sfDcVqgkxYqlBbYXVONGvEX0k8/BebO1d+n/f5v7dq4etX+2igqfFH8/Ljz5vR0bnFS+LXkojg77nerqKjdiI8/Zfns5cWP9eDgCrhyJcUyPzi4Ag4eLLr5TX6+EWfPJgIA9u8/i7Zt6+LFF/th/PiPLGHS0rKQlpaFM2cSERd3Eikpq9G/fwd8881vRcTrQ6fmLcOGKahZU0GHDkZLZ+HDhpmQkuKORx9V8O23hMREQn4+2QxCEB/PfxsUevP4f8mrzX8LH4egIB71FeBXlQAeFdEsL49Hay1cmdioEQ8i8fnntq0iirofrfdbOO7F5X16cQ8O1uJuduMGT6dPczouXuRWgnFxvHzaNK7wCgnhFmoPP8yVk927E5KTXT//TkzkEXbT0rR5J09yZcI99/DowDdu8Dko/ELJnc4Ta9XiUTXbtePKLwD4809uSThuHL+yVxxn5+e38iyKilLLbFnRleLes6cBHTooyM21reTYu9cTq1apGDVK+/4VFWVCfHz2/xhvsoo3bNa5lXgnJnLYY8e0/eTlAefOqbjvvqJb8jnrOu/WjVvxmvN6s9WrgZgY+9Fi78T3hpI8i/Ts2cOte2vW5BFq9ezeDYSH26dPT/nygTAY3OwGrEhNvYEKFRyM9lPg558/R1TUp3jtteWoUaOhbpgTJ/bi8uUETJz4fvGREaKMcOkWeFWqVEGi1d2flpaGhIQEy+dWrVrhypUrcHd3R926dW2myo6G+CqCp6cnTDqdbDRr1gxt2rTB0qVLsXr1aowePdouTJy5VGr1uVHBsGH/dDyL07JlS5hMJly7ds1ufyEF7aKbN2+ObYU7u7Hi6FgUx9/fHzVr1ixy24VNnz4dqampNhPwKjIygLNnyTIdO8ZfssLDtcvW3x8IC1MQG6tfQMjP537TrNdRFCA83OBwnTstP59HZ+rRQ5unKPy50GVkER/PrxtZCw93HL6k+Bhr07FjKOIY6xeotGOsFZT4GGvr7NtHyMuzDVO/PlCjhv52ExO5j6QnnjDgwgXC/v0cxtdXa41nZr5Mc3IcpUULy2lBMWmBTlpglRYUpEVbT0uLNq9xY2DHDgUrVwJvvFGywmh+Pre26d5dm2e+NsyVCYXFx9teSwBfK+aK2ZLy9+cK3bw8fhXPqtvPEnFm3O9mGRnZOHs20TIdO3YRiYnJCA8PtYTx9/dBWFh9xMaevKVtGwyGIkeuVRRAURRLpaHjeDk3b/H1VaCqtiP9mT+bW2/ExBA8PBTL66sAV4QAPIqq9f7/l7w6IYHzN+vr3t+fK1vM98n+/Zyf1a+vhXF351d8rQefb9yYX0f96iv7EUm1vMw27kU9N2Jj7eN+//32cdfPU/W3CWjHuPDIhqoKXL7McTW/erVnT9nIv2NiePRa698z69bl59Hff2vxOXjQPk/s1s1xHrd7Ny+31qPHreWJ5t9RCz8rVVU7F8UpS8+islxWdKW4T5yYj9DQPLRowdODD3KF3ZAh+Xj9ddsRYPXjrerE24DYWP3vEhxvFeHhWkMDjrfbLcV73z4VOTmEBg20fbu7AzVrGvDXX0WXvZx1nb/7Luf57dtrE8Ct2559Vj+e//T3hpI8i/SEhnI+V/j13MJhHP1QVJi7uydq1WqCP//UMmBVVXH0aCzq1WvpcL2oqKX48cePMG3aZ6hTp5nDcDt2rEGtWk0cVvAJURa5dAu8nj17YsWKFejXrx8qVKiAGTNm2LQou//++9GhQwc89thjeOutt1C/fn1cvnwZGzZsQP/+/Yt81VNPzZo1sXnzZpw8eRKVKlVCQEAAPArahY8dOxYvvPACypUrh/79+9utGxMTg7feeguPPfYYtm7diu+//x4bNmz4x+JJRLiikxsGBQXBUKhEVr9+fTz55JMYMWIE3n33XbRs2RLXr1/Htm3b0Lx5czz00EOYPn06mjVrhueffx7jx4+Hp6cnduzYgUGDBqFy5cqoWbMm4uPjcf78efj5+en2defIrFmzMH78eAQFBeGBBx5Aeno6YmJiMGHCBN3wXl5e8LIbZz5HN+z77xvxxhvuOH2akJBA+L//46Hu163THvbR0R5Yu1bF4sVcaFi40IiVKz2wd6+K3bsJL73khnLlgOXLtUJFcDD34VG3Lhf8mzVTkJ4OXLhAlk7Bq1cHKlZUcN993IFraCiHPXOGkJlZ4sMDgJubf/45P5D37AEmTOAvAubXjJYt4y82b7zBnxct4o6sX3qJX9UZPJg7437+eW2bgYHcOsPch5D5y9+VK//P3p3HRVX1fwD/3JlhF7dUoFxzyy1MUUQfH03rEX+F+1Jaio9amkvuLaKCVJoJamSLZoKWT2hupCVCqaUBrmiFmvuG4i6rLDP398eZlZkBRHRm9PN+ve5LmTn33u89c+bMueeee+69XRlcvFiDkBCFUR4rkZ4ObNpkaAglJiqxcaOMpUtFvkdGahATo8T+/bI2jxXaPBbvZ2YCK1ZoEBmpxM2bamRmyoiKUuKPPzRISTFsd9o0BbZt00CjAfr1U+DddxUYNEitPxHZulXG5MkKzJqlwP/+p4GnJ/DRRxLOnpVxyMJct4sXywgJkbTHAoSHS9pjMaRJTJS0xwLtsciIiRETlO/dC0yaJGmPBUbHAkRGSrh5U0ZmJhAVJeGPP2R9o6dFC+DXXyXEx4vt6a6aqtXiSmpJPv1U3KZw8CCwfz8wfrzouFy9Wry/fLkoG3PmiL+XLhUn8RMnipE4AweKW9fGjzdss1o1UX51ZaNxY/FvRoZYdCdMbm7Af/8rHg5SubJIc+2a+YmgPcUOiO+vl5eho6VFC3GCceGCYVL/B8XJwwPVjUZHV2vQAF6+vsi7eROZFy6UsOaDs3hxHEJCBuHEiXScOZOB8PChSE+/iU2bDC39xMRwbNyYjKVLxe/URx8Nw88/H8D589fg6emGIUO6oGvXlujRIxSAeDjG4MGdsX37IVy7dge1a9fAu+/2R15ePn766UAZ47JN3ZKQoMEnnyiwdKkCUVEaKBTAu+8qUVQEiIeriwcfHDgg45tvlJg0SQ2FQpTPI0fEyLBff624ujoqCnjvPeDkSTGvZ2io2IZuqt2sLGDZMtEpd/EicP684Xak9evFvy1aAPHxYl68xYthsY5ZtEjcNmmoy2BSl0VHi/2+/774+9NPxQMUpkwBtm4FXnkF8PMzPaFcskTcInXihDgBnDsXJnVq+/ZAu3biYQm3bonv5Ny54lh1HWRPPAEMGCD25eoKjBghvvvGJ9GivNhv/b1mjZijcOVKCXPmyKhRQ9zmuXq16QM6PvsM+PJL0Umwf78oB+7uotMVAL76SuSf7iaEL74Q5Wb8ePH5DhggJtmfONGwzWrVxENOLNWJV6+KUTGnTonPKiRETJHx0kviRH3QIJSZI/8WOXJb0Vaxi58rQ12cnS3+PXVK1ndKlx63szZuDcLDnbVxG2JITHTFxo1FWLq0SBt3IWJiXLRxqzFpkhM8PCSsXGnoMPTykrRxK7RxK7Rxa3Drlqgvv/yyCGFhTrhwQca5cxpMny7O3datK/02AluUc+P2i7GLF00v0hh7EOcNpf0W+fuLOn3XLpHPHTqI6RHWrBHzsgLA66+LznbdyOg+fYDgYPG7Ybyvkrz00gh88cU7ePrplmjU6Fn8/HMM8vPz0KWLmIf+889noFo1L7z66lQAQFzcMqxb9ynGj49AzZpP4fZtMdGoq6s7XF0NV1Vyc7ORkrINQ4e+U7ZAiByEXXfgvffeezhz5gxefvllVKlSBeHh4SYj8CRJwk8//YSZM2dixIgRuHbtGry9vfHvf/8bXuWYNXf06NHYuXMn/Pz8kJ2djR07dqCrtkX56quvYtKkSXj11VfhamGCk6lTp2L//v0ICwtD5cqVERkZiR49elRYnJmZmfDR/RIYuXz5sn5UnbGVK1fqHyZx6dIl1KhRAx06dMDL2llFmzRpgu3bt+P9999H+/bt4ebmBn9/f7z66qsAxFN5hw8fjubNmyMvL88k30szfPhw3L17F4sWLcK0adNQo0YNDBhQMU/+WbBADQ8PCcuWOaFqVWD3bg0CAwtNrtA2bKhAjRqGRsjatRrUrFmEuXOd4O0tbtcKDCwwuXo0ZowKoaGGr8Pvv4sOxeDgQsTEiMbH3LlOCA42dCCnpoo0XbsWYNeue7tCu26dmJR29mxxC9Hhw+IWIl1MdeqYNlSTk4Fhw0QjPzxc/NgOGAD8/bchzcsvix93ne++E/+Gh4ulrBYs0MDDA1i2TKnNYxmBgUXF8lgqlscyatbUYO5cpVEeq03yePJk0TG3fr0SLi7ioRVvvWV6ZbZnTwkzZ6rg4gIcPiyjd281tm0z7GfHDhlDhqgxY4YSM2YokJsrTgoDA2WzpxqKY4H2WCTtsYi0psciJlPWNVzXrgVq1pQxd66kPRaxjumxyNBoJKxfL2mPBXjrLUOcAwZIqFVLwuuvi6fk6pw9K6NBg5KvCK9fL265mjVLNLiPHBENImtlIyVFNJbmzBHl4+RJccuRbk4pQJy8LVtm+FvXMP3wQ7G0bm14gppxmQKAZ54RHQhlYYvYATE/2MyZhjS6ecDeeMNwovygPOnnh2Cj6RF6aB9elBodjc0jRjzYnVuxYMEGeHi4Ytmycaha1QO7d6chMDAU+fmGk6KGDb1Ro0Zl/d+1alXBqlWT4ONTHXfu5ODIkbPo0SMUiYmpAIC7dwvRuXNzTJrUC9WqeSAj4zZ+++1vdOz4Dq5du1M8BCtx2aZuOX4cCApSY84cBZKSVNBogEOHxHZ018VkGQgKKkJUlBK//aZCTo74Xs+YITqyKrKuXrhQ1Euffw5UrSpumQoKMh1p9O674paplStFZ8bevUCPHoaTpn79xK1OQ4eKRefsWcPFG1GXiVh0dVnPnobY69Y1jT0pSWwrPFx8t06cAPr2NY1dV6d+9RX0dWrPnobYc3PFOqGhIt3lyyIfBw8WJ3k6w4aJE0FJEvt9/nlxUmrMnuvvnBzgxRdlREVJ2L9fwo0bomOx+G/thg3it/7990Wd+OefokNY92AL3dOGdfbuBUaOFHXonDmiI27IENPbqXv2FJ2COtHR4t9588RSVCTKXGgoEBsr8vD0aWDMGNHxUFaO/FvkyG1FW8Z+PxYsKNR+X51Rtaqkjfuuhfrd8J1au1aNmjULtHE7IzVVrGMet7NR3G7auPMREyM66KZPL0BRkTNWr3aBm5t4+m23bnn6+rIktmq33KsHcd5Q2m9Rfr7o+Js1S4ygPntWdHguXmwa2/vvi9+ToiLxezt0qKj7ytqBFxDwf8jMvIkffvgUt29fQ716zfDuu1/rb6G9fv0yJMkwWCUh4XsUFRVi8eKJJtvp3388BgwwDBZJStoKWZbRqdM9PBb3cfMIzg/3OJDk4pPMkUVnz55Fw4YNsW/fPrRp08bkvfr162PSpEkV8qRVEiTJ8gg8e+fkZAezV5eT8fySjqX8k/bbmpubXc9i8Eh6J+/enspnL0IRZOsQ7sN6WwdQLk6ONBt+Mfcyf6U9kWXbTG1RETw9HbM+d9SyAgB5eY7ZVnRs99/ZZwtubtbn77Z3jvodvd9pfmyp2Kn+o6tfP1tH8HBs2GDrCCoUu11LUVhYiBs3biAkJAQdOnQw67wjIiIiIiIiIiJ6kBzzcmE5VapUyery+++/W1xnz5498PHxwb59+/Cl8T0LFahFixZW4/pOdx8kERERERERERE9lh6rEXipuhk2LXjqqacsvt61a1eUdpfx2bNn7yMq4KeffrJ6+2J55vIjIiIiIiIiIqJHx2PVgdfI6EmB9qRevXq2DoGIiIiIiIiIHgd8iIVDeqxuoSUiIiIiIiIiInI07MAjIiIiIiIiIiKyY+zAIyIiIiIiIiIismO88ZmIiIiIiIiI6HHBOfAcEkfgERERERERERER2TF24BEREREREREREdkxduARERERERERERHZMXbgERERERERERER2THOXEhERERERERE9LjgQywcEkfgERERERERERER2TF24BEREREREREREdkxduARERERERERERHZMd74TERERERERET0uOAceA6JI/CIiIiIiIiIiIjsGDvwiIiIiIiIiIiI7Bg78IiIiIiIiIiIiOwYO/CIiIiIiIiIiIjsGGcuJCIiIiIiIiJ6XPAhFg6JI/CIiIiIiIiIiIjsGLtdyS65ubnaOoRyycvT2DqEcpMkJ1uHUC6OfPHIUcuLJDnutZ9QBNk6hHIJxY+2DqHcPnZzzLrFUb+fAODp6Zjf0bt3HTNuAMjKKrR1COWktnUA90Fp6wDKyVHjBtzcHPM76sj1uaNq2zbV1iGUmyy3sXUIRFY5Zi1MRERERERERET0mHDgsStERERERERERHRPHPk2pscYR+ARERERERERERHZMXbgERERERERERER2TF24BEREREREREREdkxduARERERERERERHZMc5cSERERERERET0uOBDLBwSR+ARERERERERERHZMXbgERERERERERER2TF24BEREREREREREdkx3vhMRERERERERPS44Bx4Dokj8IiIiIiIiIiIiOwYO/CIiIiIiIiIiIjsGDvwiIiIiIiIiIiI7Bg78IiIiIiIiIiIiOwYZy4kIiIiIiIiInpc8CEWDokj8IiIiIiIiIiIiOwYO/CIiIiIiIiIiIjsGDvwiIiIiIiIiIiI7BhvfCYiIiIiIiIielxwDjyHxBF4REREREREREREdowdeERERERERERERHbMoTvwZFnGG2+8gerVq0OSJKSmpt73NkNDQ9G6dev73g4ZBAcHo0+fPrYOg4iIiIiIiIjIITl0B962bdsQHR2NLVu24PLly2jZsuVD3b+9dkxFR0dDkiRIkgSFQoHatWtjxIgRuHr1apnWP3v2bIV1iFa0N98Ejh4Fbt4Edu0C/PxKTt+3L3DokEi/dy/Qo4fp+717A3FxwIULQG4u8Oyz5tvYtk28Z7x8+mn54g8Lk5CeLiE3V0JCgoRGjUpf5623gDNnJOTlSUhOltCunen7Li7AZ59JuH5dQlaWhB9+kFCrlmkaWVaYLYMHm24/NxdISoLZ9osbMABISxP5cPgw0LOnpeMELl0CcnKA7dthdpzVqgGrVwO3b4vP5uuvAQ8Pw/v16gEajfni729IM2qUKAMZGWL5+Wfz8jBmDPDPP0BmJrB7d+nlpX9/4M8/RfqDB4HAQPM0c+YA584Bd+6IfRof27//DRQUWF7ati1537YqGzrVqwMXLkiQZQWqVDHfT1qahPx8CQUFEu7edayyYmzw4M6Q5Ths3Ph+ycHr4xuC9PRo5OauQ0LCXDRq5FNi+jFjeuLw4U9x5873uHPne/zxxwIEBrYxSfPll2/h5MmvkJu7DlevrsamTTPRtOlTZYqnItXt3BmvxMVhyqVLmCPLaNq790Pdvy3q86go4K+/gBs3xPd47VqgSZOyxWuv31Fvb+C77yQcPy5BrZawaJFkNZ7Ro0Udd/Uq8OuvpddLffoA+/eL9ElJwH/+Y/p+UBCwaRNw9qyoN1u1Mt9GrVrAsmXAiRPA5cvAb78BvXqVvN+HXXfr9Owp9nfnjvhd+eEH0/fbthVtgqtXxftbtlguZ5aEhSmQnq5Cbq4KCQnKMpYfBc6cUSEvT4XkZCXatTP9bEX5UeD6dRWyslT44QelSfkZPlyCLDtZXGrWLGvcKqSnuyA31wUJCU5o1Mh6+TLErcSZMy7Iy3NBcrKzWdyjRyuxY4cz7txxgSy7mv3mAMDmzU44d05sIz3dBatWOcGnhOrXFvkLAH5+EhITlbh1S4WbN1XYtk1psUxMnarA8eMq3L2rwsWLEt43+gmyVd2yZImE/fsl3L0r4dAh88/VxQVYuVLCkSMSCgslbNxo/bO3RX3+3/+K7+OVKyKNpXJkjS3yvHp14OefJVy6JPL8/HkJUVESPD0NaVaulCy22f/6S7JZ3MbK0lbMzZVw7JiE11+vXnpwRsLCfJCe3gq5ua2RkNAIjRq5lOHYauDMmRbIy2uN5OSmaNfO3eT9p592xoYNT+Pq1Va4c8cXsbENUKsW530jx+bQHXinTp2Cj48POnbsCG9vb6g4EaNe5cqVcfnyZVy8eBHLly/Hzz//jNdff71C91FQUFCh2ytN//7A/PnARx8BHTuKxvrmzbDaCPX3B2JixBIQIBrasbFA8+aGNO7u4qRk1qyS9/3NN0CDBoZl5sx7j3/GDGDiRGDMGBn+/jJycoD4eAkuJfw+DRoEREZKCAuT0aaNjMOHxTrGx7xokYSgIGDgQBldush48klgwwbzRlZwsAbe3oZl0ybT7bdtCxw5IhpD1vI0IABYs0bkR5s2Iv83bgRatDA9zgkTgLFjgQ4dRMfMtm0wOc5vvxXr/Oc/4gSwc2fgq6/M9/fCC4CPj2E5cMDwXpcuwPffi238+9/AxYvATz8BTz4p3h84EPjkE+CDD0RZOHIE2LrV+rF16CA6ilauBNq3Fw3HH34wPbZp04Bx44Dx44F//Us0GLdsMRxbUhJQp47psmIFcPq0aezF2bpsAMCKFRKOHDF/fcwYYN48CfHxMmQZ+PprGYWFokPNUcqKTr16wMKFI/Dbb39bDrqYGTP6YeLElzFmzBfw95+OnJx8xMeHwcXFyeo6Fy9ex7vvxqBt28nw85uCX389gs2bZ6J58zr6NAcOnMKIEZ+iWbNx6NFjDiQJ2L59LhSKh/uT7OzhgYzDh/HTuHEPdb+A7erzQ4fEieZzz4kTREkCfvwRKC3r7fk76uICXLsGfPCB2Ic1/fqJ/J4/X3yP/vwT2LABqFHDcvr27cX3d9UqUd9t3Sq+082aGdJ4eIg8nz3b+n6XLQMaNwZeeUV8dj/+KD5Hax1ftqi7AdGhsHKliM3PD+jaVfzGGB/rli2iQ+Ff/wKefx7Izhavldb8nDFDgYkTFRgzRg1//yJt+VGVUn4kREYqEBamRps2RdryoyxWfhQIClJg4EA1unQp0pYfpf792FgZ3t6FJsu2bRrs3KnBtWslxyziVmLiRCXGjCmEv3+BNm6nUuJWIDJShbCwIrRpU4DDhzWIj3c2idvdHdi2TY2PPiqyup0dOzQYNKgATZvmo3//AjRsKOGHH5ytxGmb/PXwALZtU+L8ecDfvwj/+lcRsrLEvo3LxJIlCowapcC0aWo880wRevWSsXevLnbb1i3ffCMjNtbyfpRKIC8P+PRTGYmJ1uOxVX3u5gYkJIj64l7YKs81GmDzZhm9eslo0kRGcLCMF14AvvzSkObtt2WTtnrt2hrcuCFj3TrblxWg9LZiaKiMFi1kzJkjY+nSOnj55bL1qs6Y4YWJE2tizJjz8Pc/jpwcDeLjG8HFxXqn8aBB1RAZWRthYZfRps0xHD6ch/j4RqhZU3z53N0V2L69MWQZ6NbtBDp1Og5nZwk//tgQUunXIR4PKtXjsTxqZAc1fPhwGYB+qVevnlyvXj150aJFJul8fX3lOXPm6P++deuWPHLkSLlGjRqyp6en/Pzzz8upqan69+fMmSP7+vqWuv85c+aY7B+AvGPHDvn555+Xx40bZ5L26tWrspOTk5yYmCjLsizXq1dPnjt3rvzKK6/I7u7u8pNPPil/9tlnJuuUFmdJVq5cKVepUsXktQ8//FBWKBRybm6uLMuyvHz5cvmZZ56RXVxc5KZNm8pLly7Vpy1+XF26dJFlWeR579695Q8++ED28fGR69evL8uyLB85ckR+/vnnZVdXV7l69ery6NGj5aysLP32dOvdCzc382XvXln+4gvD3+7usnzpkiyHhFhOv26dLP/0k+lrKSmyvHy5edqmTcV+/f3N39u1S5ajoizvo/gCqK0u6ekaeepUw9+VK6vlvDyNPHiw9XWSkzVyVJRG/7ckqeWLFzXyO+8YtpGfr5H79zes07SpWnsshtdkWZZ79y55+5IkywqFLF+8KMvvvivLkmS+fP+9LP/4o+lrSUmy/OWXhr/T02V52jTD31WqyHJeniy/8or4u1kzkdd+foY0gYGyrFbL8pNPir+1RUtu3dpyHMaLk5NYXFxk+c4dWR4xQvydkiLLS5ca3nd2Fsf2/vuG14yXtWtlecsW09eSk2X5q68Mf6eny/KMGYa/n3hCHNvQoZa36eYmyxkZsjxnjuX37aFsAGp5zBi1vGOHRn7+efF+lSqG9/bs0cgLFmhM9hcRIcu//+5YZUWplOXdu2X5v//9VF65MlHeuDFJBoJKXNLTb8hTp67Q/1258mA5Ly9fHjx4QanrGi83bmTK//3vp1bfb9VqgizLsvz006OtpgkFHugiy7L8v969H8i27ak+L760ayfSNm9ecn1uz99R42XHDo28aJFG9vSUzZZ9+0R9pvu7cmWR57Nnm6f19JTlH36Q5Z9/Nn1t715Z/vpr87QtWoh87NjR/L2sLFkePdr0tRs3ZHncOPO0tqq7XV1l+cIFEaelfTg5ifIky7LcoIHhteeeE68984wsAwVWF1F+ivR/V65coC0/hVbXSU5Wy1FRhnUkqUBbfor02xDlx7CNpk0LtOXH8nZr1BDrvPaa8ft5VhcRtyFN5cp52rjzra4j4i7U/y1Jedq4zffVpUu+tjxbj0G3BAXly2q1RlapjF+3bf62bVsoy7Is165t2G7LliJNw4bi72eeKZALCjRykybG+7efugVQy3PmaORDhzRW9weo5ZUrNfLGjRq7rM//8x+Rxtu7bO1ze8hz3TJhglo+f9563vfurZbVao1ct67t4y5LW9E4/cKFV+Tff8+SgQOlLunpBfLUqRf0f1eufEjOy1PLgweftrpOcnK2HBWVof9bkg7IFy/my++8c1EGDsgvvviPXFSkkT09D5lsV63WyN27/1NiPI+NWbMej+UR47Aj8JYsWYK5c+eidu3auHz5Mvbt21em9QYOHIirV6/i559/xoEDB9CmTRt0794dN2/evKf9T5s2DYMGDUJgYCAuX76My5cvo2PHjhg1ahTWrFmD/Px8fdpvv/0WTz31FLp166Z/7ZNPPoGvry8OHTqEd999F2+//TYSEhIqPE4dNzc3aDQaFBUV4bvvvsPs2bPx4Ycf4ujRo/joo48wa9YsxMTEAAD2ai8LJiYm4vLly9iwYYN+O7/88guOHz+OhIQEbNmyBTk5OejRoweqVauGffv2Yd26dUhMTMT48ePLFac1Tk5ixMSOHYbXZFncAmTtVjl/f/G+scREcYX+Xg0eDJw/D+zbJ275c3O7t/UbNAB8fCSTK5iZmUBKChAQYPkykJOTuF0nMVHWvybL4hh067RtCzg7m273+HHg3DkZAQGm21u6VMK1axJSUiSMGFHy9jt0sHwcAQHAL7+YvrZ9uyG9OE5YOU7DNm7dMh0hlZho+bbHzZvFrRG//SZGX5XE3V0c082b4t82bUw/f115sXZslspLQoL5sRmnycwUt35YK4NBQcATT4irzNbYumw0awbMni1h2DAZGo35vlxcDLcA6/aXlye+RyXlp72VldmzxW1v33yTYP6mBQ0aeMHHpzoSEw1DmjIzc5GS8g8CApqWaRsKhQKDB3eGh4crkpKOWUzj7u6CESO64/TpK7hw4XqZtuvobF2f67i7A6+/Dpw5I0bwWmPv39GycHICWrc2z/OdO63nYfv24n1jv/xy73m+d68Y/Vetmhjx2L+/qFd277Ycpy3q7ueeA2rXFnXL3r3iVtu4ONNRfP/8A1y/Dv3vp6srEBwsbhs8e9b68RvKj+HDE+VHLqX8SBbKj2xUfiRt+TGkMZQfy9sdNkyB3Fzghx9ki++bxi2VELfl0wdD3IZ1RNwaq+uURbVqwNChSvzxh4yiYoP2bJm/x4/LuH5dxsiRCn2ZGDlSgbQ0WV8mgoIUOH0aePllBU6fVuHMGRWWL5dQrZrt65aKYC/1eVnZU577+AD9+knYtct6vCNHim0qlfb9O+TiAty9a/paXp4G7du7lzoAqkEDZ/j4OCExMcvo2DRISclBQICHxXWcnCS0betuso44tiz9Oi4uCsgykJ9vOP67d0X8//pXpZKDIrJjDtuBV6VKFXh6ekKpVMLb2xs1yzCZx+7du7F3716sW7cOfn5+aNy4MRYuXIiqVavih+ITnZSiUqVKcHNzg4uLC7y9veHt7Q1nZ2f069cPALB582Z92ujoaAQHB0MyGq/bqVMnvPvuu2jSpAkmTJiAAQMGYNGiRRUeJwCcOHECX375Jfz8/ODp6Yk5c+YgIiIC/fr1Q4MGDdCvXz9MnjwZX2nvS9Pl5RNPPAFvb29Ur26Yw8DDwwNff/01WrRogRYtWmDNmjW4e/cuVq1ahZYtW6Jbt2747LPPsHr1amRkZJQpvvz8fGRmZposspxvkqZGDTECtvgmr14FvLwsb9fLS7xf1vTWrF0LjBwp5sZZuBAYMkTcVnQvvL3Fv8Xjz8gwvFecOGapxHW8vcUP0507ltIYytusWRoMGiTjxRdlrF8v4/PPJcyYYXn7V69aj8nbu+RjKOk4dfnu7W3+uajVouNNt352NjB1qhj6//LLwJ494vbLkjrxPvoISE8XJ5jlKS+W4jKOW/fvveRXcLDotLp0yXrctiwbzs7A//4nYfp0GRcuWN5XfLyYb1C3v7ZtxffB2RnIynKMstKpk5gr5403LMdqOf5q2nhuF4vvtv49a1q2rIesrFjk56/Hl1+ORd++H+HoUdMMHju2J7KyYpGTsw49e7bFiy/ORmGh9dvJHiW2rM8BUQ6uXhWdMf/5jyg3hYXW09v7d7QsnnhC5Hnx2yYfRp4PHy5OJM+dE3m+eDEwdKiYWqA4W9XdTz8t/p01C5g3T8z9d/u26Aispv26Z2cDL74IvPqqOHG+dUvM2xUUJOola3SfpeWyYPnE23r5kctQfmSr5XLkSAXWrNGYnWhbjtuwPfPtlxZ32dcpyfz5KmRnu+DmTVfUrSuhd2/zqVtsmb/Z2UDXrkV47TUF8vJUyM5WITBQgZ49i/Rl4umnxfQNAwdKGDZMjeBgNdq2BX74QbJ527Ai2Lo+v1f2kOdr1kjIyZGQnq5AZiYwapTlDnUfH3Hu8fXXst3/Dunaim20U/62bQuMGlUDzs4K1KhRcg+et7eTdp+mP8QZGUX698yPTaU9tiKr6yQn5yAnR4OPP34Kbm4S3N0VWLjwKahUEnx8HsHbKumx4bAdeOVx+PBhZGdn44knnkClSpX0y5kzZ3Dq1KkK2Yerqytef/11fKPt4Tl48CD++usvBAcHm6QLKHY5JiAgAEePHq2wOO/cuYNKlSrB3d0dTZs2hZeXF7777jvk5OTg1KlTGDlypMm2P/jggzJtu1WrVnB2NsxBcvToUfj6+sLDaFb5Tp06QaPR4Pjx42WKdd68eahSpYrJUlQ0r0zrPgzffCOuVv39t5ijY9QoMXdSgwbW1xkyBMjKkvSLk/Upsx6KDz4A/vgDSE0FFiwQy9ix9jsBxI0bwKJFYiTE/v3Ae++JudCmTbOcfvp00YEzaBBgNPjVpp56SnQOREebvv7qq6ID6uZN2LxszJsn4ehR4LvvrKcJD5f1V8p//13C5s0SVq0Sf8ulD+J44EorK5UqiTm83nhDpLVmyJAuyMqK1S9OTkrriUtx/PgltG49Cf7+0/DFF9sQEzMJzZrVMUnz3Xe78Nxzk/Dvf7+Hf/65hLVrZ5Q4tx5VnO+/F6M7X3wROHlSlBfjOYQGDxYnk/ZQf5flO2rvQkLE5PJBQWLu0qVLRb1oPN+VrenmQJw/X1wAOHRI/NbLshgxCIjRVV99Jebl+te/xLH8/bcY/evqatjWkCESsrJU+sXWv/86HTpIaN5cwooVlodxDhmiQFaWi36xh7g/+aQIzz1XgBdfLIBaDaxa5VQsTtvmr6srsGKFEnv2yOjQQY1OndT46y8ZW7eq9GVCoZDg6io67+rWBbZsUaJpU6BbN0nfcUwPjj3V5zqTJ4v56Hr10qBhQzFHXXFDhogHTyiVwDff2P/vUHi4jJ9/BpKTxQNPNm+WEBMjGl3FR+wNGVINWVm++sXJ6cGcj1y/XoSBA08jKKgKsrNb484dX1StqsSBA7nlHs3+yLH13HScA69cHqkjUigUkIudURYaXVbPzs6Gj48Pdha/JwRA1apVKyyOUaNGoXXr1rh48SJWrlyJbt26oV69emVevyLi9PT0xMGDB6FQKODj4wM37T2fulFxy5cvh3+xse1KZeknrMYddRXlvffew5QpU0xe8/IynZH1+nWgqMj86lytWuZXo3QyMmD2FKWS0peV7m7thg3FrVeWxMWJ2zd0dCeHXl7iNj8dLy/RqWaJOGbZ7JiNt3HlCuDiIqFKFdOrZyKN9d6VlBQZs2crLG6/Vi3TGI1duWL+GRSPx9px6iZXv3LF/HNRKsWTraztFxAdNC++aP765MmiAy8wUEycDJSvvFiKy8vLkF73b/Fjq1ULFieOHz5cdBj9+KPp6z/+CP3k1YWFsk3LRrdu4qmRAwaIxpNukPD16xI+/BAIDZVx9y4wfLiMgQOBN9+UER0NvPmmhMxMwNPT/stKw4aisz0uTvfuRigU4kALCzeiadOxOH36CuLi9iIl5R/9NlxcVNp4quLKlVtG8VVFaqqFoUNGCguLcOrUZQDAwYOn0K5dI7z9dhDGjPlcnyYzMxeZmbk4efIykpOP49atNejbNwDff/9bidt+FNi6Ps/MFMupU6KspKeLp6KuWyfe37pV1PN374rvib1/R8vixg2R58VvVnjQed6ggXhoSPv2wDHtXeR//SU6UEePFvW3MVvV3ZfF1xXa66gAxNQBZ84AdeuKv195RYyk6tzZcPHi9ddF50CvXoaT27g4GSkphlEhJZcfy5+f9fIjWSg/KFZ+JIu//6NGKXDokIyDBy3uEnFxGqSkGEa4GeI23Z6Xl4TUVMtnv4a4JYhplEuOqTQ3bgA3bsg4cULG0aMFuHjRFZGRRWjdWhenwqb5O2SIhPr1JQQEFOnLxJAhaty6pULv3hJiY2VcviyjsFDWPoVZlA0XFyX+/lvSd/LZS9uwPGxdn5fGnupznYwMsRw/Dty8KWP3bgXCw2WTeOLiRL3066/ARx85Rltx5EgZb74p1r18GXjjjQJkZqpx7ZrpKLm4uDtISTFMK6J7UIWXlxOuXDGk9fJSITU1z8qxFWmPzbQrw8tLhStXDOf+CQlZaNTobzzxhBJFRcCdO2pcvtwKp0/bydV+onJ4pEbg1axZE5d1rTAAmZmZOGPUw9KmTRtcuXIFKpUKjRo1MllqWHsMWwmcnZ2htnDfRKtWreDn54fly5djzZo1+O9//2uWJjk52ezvZtpHu1VEnAqFAo0aNcLTTz+t77wDAC8vLzz55JM4ffq02bYbaIeU6UbYWTq24po1a4bDhw8jJydH/9qePXugUCjQtGnZ5olycXFB5cqVTRZJMu3AKywUV8S7djW8JkniKXApKZa3m5Ii3jfWrZuh86S8dE/OK6kDITtbnBzqlrQ00XDr3t2QxtNTzAOSlGS5MVVYKOb+6t7dcGVKkoDu3Q3rHDgAFBSYbrdJE6BePQlJSdbja91aNBqsbb9Y8dRLShJ5aOyFFwzpz5wRP9qWj9OwjWrVDMPsAbFNhcL6Z6mL2ejrDUB03L3/vrgFzvikpLBQ/G38+evKi7VjS0kxPzbjvNAdm/E2PT3FiamluIcNEyN7is/XY09lo39/Gb6+Mlq3FovuNo7OnWUsXSqb7a91awkajbiivWWLyC97LyvHjomG53PPiaV167cRF7cXO3b8idat39bPO5ednYdTpy7rl7S0C7h8+Sa6d/c1is8N/v5NkJRUttHFOgqFosTRdZIESJKk7zR81NlTfS7y3nQEXna2uL3Tkb6jpSksFCd5xfO8Sxfrebh3r3jf2PPP31ue65ofxUc7aDSWn/xrq7r74EExf1OTJoY0KpXosDt3Tvzt7i7iNr5OrPvb+Fis1/GGRKL8SKWUH9lC+ZGMyo+sLT+GNIbyY7pdDw/x1FVro+8Mccv6JS1NLiFuy9sxxG1YR8StsLpOWenyWK2WjOK0bf66u0ullok9e2Q4OYnRdrqyoRsQ8ttv9tU2LA97qs8tsaf63BJdOSn+JNm2bYH69SVERhYv5w8/7nv5HSoqEtPGaDTAK69Uw5Ytd8zu1sjO1uDUqXz9kpZ2F5cvF6J7d0+jY1PA398DSUk5sKSwUMaBA7km64hj87S4zo0baty5o8bzz1dCrVoqxMXdMUtD5CgeqbOFbt26ITo6GkFBQahatSpmz55tMqrshRdeQEBAAPr06YMFCxagSZMmSE9Px9atW9G3b1/4+fnd0/7q16+P+Ph4HD9+HE888QSqVKkCJ+0Y51GjRmH8+PHw8PBA3759zdbds2cPFixYgD59+iAhIQHr1q3D1q1bH0icxYWFhWHixImoUqUKAgMDkZ+fj/379+PWrVuYMmUKatWqBTc3N2zbtg21a9eGq6srqlSpYnFbQ4cOxZw5czB8+HCEhobi2rVrmDBhAl5//XV4VfBkFp9+CixfLhra+/cD48eLBvXq1eL95cvFSIo5c8TfS5eK+ccmTgS2bQMGDhQdAcbP16hWDahTR8wzAQCNG4t/dVfHGjQQnRXx8eJKcKtWwMcfA7//LkYR3IvFi2WEhEg4cULGmTNAeLiE9HRg0yZDmsRECRs3yli6VPwdGSkjJkbC/v2iYTNpkgQPD2DlSvF+ZiawYoUYfn/zpozMTCAqSsIff8j6htPLL4urYcnJ4gTlxReB99+XsHAhkJZm2P6+fcCkSTDZfnS0yNP33zd8Bjt3AlOmiKuar7wC+PmJERY6S5YAM2cCJ06IE6e5c2FynMeOAT//DCxbBowdK+ZGiooSt7XpOl2GDROjHw4dEn/36ycmDh892rCfGTPEA0WGDRMnWLrilp0N5OSIOFasEOVl3z5gwgRxbLoHSnzzjYgrJET8HRUl5s+bNEnEN2iQaEC99ZZhn1FR4hbNkyfFpOWhoWIbRlNeAhAN06efNuRjaWxVNorPQaW7PnD0qGHEQePG4kR3zRoZCxZIaNdOwjPPiAaaI5SV/Hxxm5uOLJ/H7duicff33+dL+VziEBIyCCdOpOPMmQyEhw9FevpNbNpk6ElITAzHxo3JWLpU1N8ffTQMP/98AOfPX4OnpxuGDOmCrl1bokePUADi4RiDB3fG9u2HcO3aHdSuXQPvvtsfeXn5+OmnA5bCeGCcPDxQvVEj/d/VGjSAl68v8m7eROb9TLhWBraoz+vXBwYMEN/za9fEbe7TpomHssTHlxyvPX9HAcBX289cqZIYZdeqlfheGM9k8dlnwJdfiu/K/v2ibnN3FxcaAHF7aHq6qFcB4IsvxPdv/HiRPwMGiE7wiRNN87x2bct5fvWqePDDqVPiux4SIqYOeOklUUcOGmQ5r21Rd2dliXpm9mzxQJPz50XdBQDr14t/f/lF3GL76afA55+LE+/p08UJq4UbJkwsXqxBSIhCW35khIcrteXHcGabmKjUlh/R0RUZqUFMjBL798vYu1fGpEkKbfkR74vyo0FkpBI3b6qRmSkjKkqJP/7QmNwBAACDB0tQqYBvv723TrTFi4sQEqIyiluF9HQZmzYZtpOY6ISNGzVYulStjbsIMTFO2L9fo41bqY3bcFHYy0vMr9WokehYaNVKQlYWcP68jFu3gPbtJbRrp8Du3RrcuiWjYUMFwsNVOHlSY7Ej0Fb5m5CgwSefKLB0qQJRURooFMC774qRPjt2yNr9yjhwQMY33ygxaZIaCoV4qNj27WJUnq3qFkCMUK9UScyD5uZmqEfS0gzzgjZrJuZAq15ddBjpLmIfOWLYji3qc1058vISxwGIh85kZwMXLog5Kq2xVZ737Cni3bdPxNmiBfDJJxJ275b1Fwp0Ro6UkJwsm7Rf7Pl3SNdWTEkRn92UKRJatnTD8OHFDszqZ3IVISHeOHEiH2fO5CM8/Emkpxdi06bbRsfWCBs33sHSpde0x3YVMTH1sH9/LvbuzcWkSTXh4aHAypWG+VKCg6vj6NG7uHatCAEBlbBkSW0sWnQV//zDEXjkuB6pDrz33nsPZ86cwcsvv4wqVaogPDzcZASeJEn46aefMHPmTIwYMQLXrl2Dt7c3/v3vf5ers2n06NHYuXMn/Pz8kJ2djR07dqCr9hLUq6++ikmTJuHVV1+Fq/HkKFpTp07F/v37ERYWhsqVKyMyMhI9evR4IHEWN2rUKLi7u+OTTz7B9OnT4eHhgVatWmHSpEkAAJVKhU8//RRz587F7Nmz0blzZ4u38wKAu7s74uPj8fbbb6Ndu3Zwd3dH//79ERkZed9xFrd+vTgxmTVL/AAeOSImmtZNhFunjulV/pQU8RCBOXPECcnJk6IzLi3NkOall0SjXUfX2PjwQ7EUFIgTjXHjxAnExYvih/Ljj+89/gULxDaWLZNQtap4Al9goGwyZ1vDhkCNGoZbT9auBWrWlDF3rpjsODVVrGM8+e/kyTI0Ggnr10twcREnWm+9ZTp6atw4CYsWiatTJ08CU6bIWL5cXCUuvv2ePQ15WreuaZ4mJYnJx8PDRf6cOAH07WvaQaI7zq++gv44e/Y0nZvutdfECZXuiaIbNpieFALi5KxePXFydOyY6ADSnUgBwJgx4oplbKzpeuHhYlm3TjQyZs8WjdPDh0VnprXykpwsOoPCwsT6J0+KE1bjY1u4UBzb55+LY9uzR8zrVHzevREjxJyDZZwG0mZloyyUSmDqVAlNm4r8evZZMXqgYUPHKSvltWDBBnh4uGLZsnGoWtUDu3enITAwFPn5htszGjb0Ro0alfV/16pVBatWTYKPT3XcuZODI0fOokePUCQmpgIA7t4tROfOzTFpUi9Uq+aBjIzb+O23v9Gx4zu4du3hXhF+0s8PwUZ1ew/tg5RSo6OxecSIB7pvW9Tn+fnigSbjxokTjKtXRZnr1s384Q7F2fN3FABSUw2jj/z8xHfv3DnRkaezYYOoE99/X+T5n3+K+d10x657CqvO3r3igTWzZol8P3VKzMtkfJtpz56iU1BHN+fnvHliKSoS9WhoqKirPTzEyeCYMeIE3hJb1d3vviviXblSdGbs3SseUnH7tnj/+HFRh4WEiJFTGo34TF9+ueQR+QCwYIFGW36U2vIjIzCwqFj5kVCjhuGzX7tWRs2aGsydq9SWHxmBgepi5UcDjQZYv16pLT8y3nrL/O6JkSMV2LDBfKL60ixYoIaHh4Rly5y0cWsQGFhYLG5Fsbg1qFmzCHPnOhnFXWAS95gxKoSGGk5Bfv9dDD8KDi5ETIwaublAv34KhIWp4OEhRh5t26bBBx8UocD8ORY2y9/jx4GgIDXmzFEgKUkFjQY4dEhsR1cmZBkICipCVJQSv/2mQk6O6GieOlXWxm67uuXrryV07WoYnZWaKv5fv75G36H000/iNmEd3chWd3fDdmxRnwNinsqZMw1pdE9SfeMNw4UJS2yV53l5wOjRoj3u4iI6GjdsAObPN/1cKlcWdfPbb5u+bs+/Q8ZtxcJC8VTijh2P49w5C19YCxYsyICHhwLLltVF1apK7N6djcDAkyZPkG3Y0MXkgRhr195CzZoqzJ3rA29vJ6Sm5iEw8CSuXjXc+tK0qSvmzXsK1asrcfZsAT788AoWLSr2BBUiByPJxSeNowpx9uxZNGzYEPv27UMb4/u/IEbuTZo0Sd9hRuaMGwaOJC/PcWdFlSTHvKPekecmLSx0zPLiqGUFAGS5l61DKJdQ/Fh6Ijv1sZtjNjMcuT739HTM72hZno5qrwpLepSxXSt9uhT7Vf6HDdmWo8YNuLk5Zt3iyPW540q1dQDlJsttSk/0KPjoI1tH8HDobg96RDjwqa99KiwsxI0bNxASEoIOHTqYdd4RERERERERERHdC8e8jPKQVKpUyery+++/W1xnz5498PHxwb59+/Cl8X0lFahFixZW4/qupGd8ExERERERERGRw+EIvBKkWnsuN4CnnnrK4utdu3ZFaXclnz179j6iAn766Sert2pU9IMjiIiIiIiIiIjIttiBV4JGRk/nsyf16tWzdQhERERERERE5IgceSLxxxhvoSUiIiIiIiIiIrJj7MAjIiIiIiIiIiKyY+zAIyIiIiIiIiIismPswCMiIiIiIiIiIrJjnLmQiIiIiIiIiOhxwYdYOCSOwCMiIiIiIiIiIrJj7MAjIiIiIiIiIiKyY+zAIyIiIiIiIiIismO88ZmIiIiIiIiI6HHBOfAcEkfgERERERERERER2TF24BEREREREREREdkxduARERERERERERHZMXbgERERERERERER2THOXEhERERERERE9LjgQywcEkfgERERERERERER2TF24BEREREREREREdkxduARERERERERERHZMd74TERERERERET0uOAceA6JI/CIiIiIiIiIiIjsGLtdiSpUnq0DuA8etg6gXAoLNbYO4T44ZnmRZWdbh3Af1ts6gHL52M3J1iGU2zt5kq1DKJdQ7LF1COWWlaW2dQjkMBy5rChtHcBjJ88xmy0AOtg6gHKTJMf8/Zfl1rYOgeiRxBF4REREREREREREdowdeERERERERERERHaMt9ASERERERERET0u+BALh8QReERERERERERERHaMHXhERERERERERER2jB14REREREREREREdow3PhMRERERERERPS44B55D4gg8IiIiIiIiIiIiO8YOPCIiIiIiIiIiIjvGDjwiIiIiIiIiIiI7xg48IiIiIiIiIiIiO8aZC4mIiIiIiIiIHhd8iIVD4gg8IiIiIiIiIiIiO8YOPCIiIiIiIiIiIjvGDjwiIiIiIiIiIiI7xhufiYiIiIiIiIgeF5wDzyFxBB4REREREREREZEdYwceERERERERERGRHWMHHhERERERERERkR1jBx4REREREREREZEd48yFRERERERERESPCz7EwiE5zAi8rl27YtKkSbYOQ6+i4zl79iwkSUJqamqFbbMiBQcHo0+fPrYOg4iIiIiIiIjoseMwHXiO7uTJkxgxYgRq164NFxcXNGjQAK+++ir2799v69AeiJ07d0KSJNy+ffuB7+vNN4GjR4GbN4FduwA/v5LT9+0LHDok0u/dC/ToYfp+795AXBxw4QKQmws8+2zFxRoW5oT0dDfk5rojIcEVjRpJpa7z1lsqnDnjhrw8dyQnu6JdO9Ov7ejRKuzY4Yo7d9whyx6oUsV0/S5dFJBlD4uLn59Cv/3cXCApCWjXruR4BgwA0tJE3hw+DPTsaek4gUuXgJwcYPt2oFEj0/erVQNWrwZu3xafw9dfAx4ehvfr1QM0GvPF39+Q5tdfxWuyrDBZtmwpOU/fegs4c0ZCXp6E5GTJ7HhdXIDPPpNw/bqErCwJP/wgoVYt0zR16gBbtkjIyZGQkSFhwQIJSqVpmiFDgNRUkSY9XcKKFRKqVze8v2OHZPEz2bLFRZuHD7+s6Pzf/ymRnOyK3Fx33Lzpjo0bXUrcb1iYAunpKuTmqpCQoDT7vC3HqsCZMyrk5amQnKxEu3amxyc+BwWuX1chK0uFH35Qmn0OADB8uITDh8V2MjJU+OwzwzHXqwfIspPZ4u8v2TRuPz8JiYlK3Lqlws2bKmzbprRYz0ydqsDx4yrcvavCyZPAjBmWY7JFHRgVBfz1F3DjBnDuHLB2LdCkScn7rSh1O3fGK3FxmHLpEubIMpr27v1wdlyKsLA6SE/3Q26uPxISmqNRI9cS03fuXBlxcc/g0iU/yHJH9O5d3SxN377VER/fHNevt4Msd4Svr/sDir0e0tP9kZvbEQkJLcsYe3NcutQestwZvXs/YSH2JxAf3xLXr3eALHeGr6+HhS09nnE7cuxhYfWRnh6A3NzOSEjwRaNGbqXEXQVxcS1x6VIAZLkreveuYfK+SiVh/vynceSIH7KzO+PSpQDExDwDHx/nBxC7o+a5Y8Ztz7Hba7vFxQVYuVKJI0dUKCxUYeNGQ+PyrbeA06dhV+11APjPf4A//gDu3AEyMoB160T7y3xfoj2cmyshIUEqY57fX5u9enXg558lXLok4e5dCefPS4iKkuDpaUizcqVkdi5BZM8e2RJaUFBg6xD09u/fj7Zt2+Kff/7BV199hbS0NGzcuBHPPPMMpk6datPY7CmfyqN/f2D+fOCjj4COHYE//wQ2bwZq1rSc3t8fiIkRS0AAsGULEBsLNG9uSOPuLn4YZ82q2FhnzHDCxIlOGDOmAP7+ecjJkREf7wqXEvpGBg1SIjLSGWFhhWjTJg+HD2sQH+9qcnzu7sC2bWp89FGhxW388YcG3t65Jsvy5YU4fVqDp5+W9Ntv2xY4cgTYts16/gUEAGvWAN98A7RpI/J640agRQvj4wQmTADGjgU6dBCNgm3bYHKc334r1vnPf4CgIKBzZ+Crr8z398ILgI+PYTlwwPDerl2isTB8uAbPP6/Br7/KkGUZmzbJJeQnEBkpISxMRps2Mg4fBuLjJZPjXbRIQlAQMHCgjC5dZDz5JLBhg6GRplAAW7dKcHYGOnaUMXy4jOBgYO5cQ5qOHYFVqySsWCGjRQsZAwfKaN8eWL7ckKZfP9nkM2nRIhdFRTLWrVPbrKyIuJRYvdoFK1cWwdc3D5065WHNmiKr6WfMUGDiRAXGjFHD378IOTlAfLyqlFglREYqEBamRps2RdrPQVnsc1AgKEiBgQPV6NKlSPs5mPaSTp6swIcfKjF/vhotWhThhReKEB9v/vl3714Eb+9C/XLggGyzuD08gG3blDh/HvD3L8K//lWErCyxb+M7GZYsUWDUKAWmTVPjmWeKMHAgYOl6j63qwEOHRMfhc8+JDj9JAn78UXw/HjRnDw9kHD6Mn8aNe/A7K6MZM57CxIk+GDPmFPz9/0ROjgbx8c3h4mK9493DQ4HDh3MwbtzpEtIosXt3Jt5559yDCBsAMGNGbUyc+CTGjDkBf/9UbewtS4ldqY39VIlpROxnHkTYDhs34Lixz5hRBxMn1saYMf/A3/8gcnLUiI9/Fi4u1r/4hrhPWHzf3V2BNm0qITz8HNq02Y9+/f5G06buiItrVcGxO2qeO2bcgP3Gbs/tFqUSyMuT8emnaiQmGl4fNAiIiADmzoVdtdfr1wc2bQJ27BDtgcBAoEYNYP364nkOTJwIjBkjw99f1ua5VEqe33+bXaMBNm+W0auXjCZNZAQHy3jhBeDLLw1p3n5bhre3Rr/Urq2xHhSRHZBkWbZ+tmtHunbtipYtWwIAVq9eDScnJ4wdOxZz586FJEmoX78+Ro4ciRMnTmDTpk3o168foqOj8c4772Djxo24ePEivL29MXToUMyePRtOTk4AgNDQUGzatAlTp07FrFmzcOvWLfTs2RPLly+Hp7Z7PicnB2PHjsWGDRvg6emJadOm4ccff0Tr1q2xePHiEuOWZRmtWrWCq6sr9u7dC0Wxs5vbt2+jatWqOHv2LBo0aID169cjKioKKSkpaNy4Mb788ksEBATo0+/evRvvvfce9u/fjxo1aqBv376YN28ePDw88P777+OXX35BSkqKyT58fX3Rv39/zJ49G8HBwbh9+zbatWuHpUuXwsXFBWfOnMGff/6Jt99+G0lJSXB3d0f//v0RGRmJSpUqAYB+vU2bNgEANBoNPv74YyxbtgxXrlxBkyZNMGvWLAwYMEB/LMaGDx+O6OjoMn/e7mUcZLBrl+jUmTJF/C1JwIkTwBdfiB+64latEifQ/fsbXtu5U/wQTpxomrZuXeDYMfGjduRI2eLJy8ux+l56uhsiIgoRESE6QypXBjIy3BEcnI/YWLXFdZKTXbFvnwYTJhToj+/CBTdERRXh449NO2G6dFFg5043VK2agzt3rMeoUgGXLrkjKqoQL7+s1G9fkjwgScD588BnnwEff2y+7v/+J/KvVy/Da3/8Ia7sjR0r/r50CYiMNOR/5crAlSvAiBGio+CZZ8QVwXbtDB1yPXoAW7eKkW2XL4srd2fOiMbA4cOWj0O3n4ULxQ/tO+8A8+ZJCA6WsWqV5XWSkyXs2wdMmCAb5aeEqCgZH38sYr12TcKQIbK+8dG0KXDsmAIdOmiQkiIaJ1u2SHjySRlXr4o0b74JfPyxhJo1ZRQWAlOnAmPHSmjUyFC9jh8PvPOOhDp1jKvcPP3/3n5bhblzneHjk4uTJ21TVpRK4OxZN8yZU4hvvrHeaQcYRkakp6sQEaFBRITGKFYVgoPViI21/POSnKzEvn0yJkzQGMWqQlSUBh9/rNF+DioMGaLG+vViG+JzcEKHDkVISZFRtSpw6ZIKQUFq/Pqr5f3UqwecPeuE1q0LzcqRreJu21bC/v0q1KlTiIsXxXZbtgT+/NMJjRoV4tQp8R05ckSFli2L8M8/Io2bm5PFmOylDmzZUozma9FCfHeNvZNX+ujR8pojy/i+Tx8c37y5wrcdij1lTpue7oeIiHRERKQDACpXViIjox2Cg08gNvZGqevLckf06XMMmzfftPh+vXouOHu2LVq3TsXhw7lliMhyPWE5dn9ERFxERMQlo9g7IDj4H8TGXitD7J3Rp08aNm+2fJwi9vZo3fogDh+2/ht5rxw1bvuL/V7KSoA27gtGcXdCcPAxxMZeLUPcXdGnz1/YvPl6ien8/Dyxb19b1K2bhAsX8ktIqSzhveKx21Oel52jxm1/sXcwist+2y3GVq5UompVoF8/BZKSxEW8CROg3789tNf79xcdha6ugK5H4eWXRaeei4sGRUW6PJcQESGb7CsjQ7TZY2MtH39FtNktmTABmD5dQt26lj+D3r2BTZse2TFOpuLibB3Bw2H8RXgEOFTpjImJgUqlwt69e7FkyRJERkbi66+/1r+/cOFC+Pr64tChQ5ilHTrg6emJ6OhopKWlYcmSJVi+fDkWLVpkst1Tp05h06ZN2LJlC7Zs2YJdu3Zh/vz5+venT5+OXbt2YfPmzdi+fTt27tyJgwcPlinm1NRU/P3335g6dapZ5x0AVK1a1eTvmTNnYtq0aUhNTUWTJk3w6quvokhb+506dQqBgYHo378/jhw5gtjYWOzevRvjx48HAAwdOhR79+7FqVOGq1Z///03jhw5giFDhuhf++WXX3D8+HEkJCRgy5YtyMnJQY8ePVCtWjXs27cP69atQ2Jion67lsybNw+rVq3Cl19+ib///huTJ0/Ga6+9hl27dqFOnTpYr61Jjx8/jsuXL2PJkiVlyq974eQkOnh27DC8Jsvi1krjWy2N+fuL940lJgLt21d4eCYaNJDg46NAYqLhqk5mJpCSokFAgOUGqJMT0LatAomJhsa1LAOJiWoEBJT/q9urlxJPPAF8+22Rle2LE3ZLAgKAX34xfW37dkP6Bg3ESLnERMP74jjFurpt3LplOpouMdH8FllAXDG8cgX47Tdx5U/H0n6GDpVw+TLQpo3lzgKRnzC5oqk73oAAsU7btoCzs2Sy3ePHgXPnZKP4Jfz5J/SddwAQHw9UqSLpr2wmJYnGje52hVq1gAEDJPz0k8XQAAAjRzrh+++L4OVlu7LSpo0CtWsroNEABw+6Ij3dDT/95IIWLSznqfgcJAuxyvo8tRyrZOFzkI0+B0n7ORjSGD4HkebFFyUoFMBTTwFpaSpcuKBCbKwStWub7zMuTtym8vvvSgQFSTaN+/hxGdevyxg5UgEnJ9HoHTlSgbQ0GWfPinWCghQ4fRp4+WUFTp9W4cwZFT7/XNzKUjwme6gD3d2B118XHXe6TsnHSYMGLvDxcUZi4m39a5mZaqSkZCEgwNP6inagQQNXh4zdUeMGHDd2EbcLEhNv6V8TcWciIKByhe6rShUVNBoZt2+XdCGp7Bw7zx0vbsB+Y3eUdov5/k3bvPbSXj9wQPw9YoQYgV+5MvDaayKdrvPOkOeW9vVg2+zF+fgA/fpJ2LXL8vsAMHLkg7voSFQRHKoDr06dOli0aBGaNm2KoUOHYsKECSadcd26dcPUqVPRsGFDNGzYEAAQEhKCjh07on79+ggKCsK0adOwdu1ak+1qNBpER0ejZcuW6Ny5M15//XX8oq31srOzsWLFCixcuBDdu3dHq1atEBMTo+9UK82JE+KWgWeeeaZM6adNm4aXXnoJTZo0QVhYGM6dO4eTJ08CEJ1mQ4cOxaRJk9C4cWN07NgRn376KVatWoW7d++iRYsW8PX1xZo1a/Tb++677+Dv749GRhMNeHh44Ouvv0aLFi3QokULrFmzBnfv3sWqVavQsmVLdOvWDZ999hlWr16NjIwMsxjz8/Px0Ucf4ZtvvkGPHj3w9NNPIzg4GK+99hq++uorKJVKVNdO9lWrVi14e3ujirXJtu5DjRpiNFnxEK9eBby8LK/j5WXa8VJa+ori7S1+DDIyTK/2ZGTI+veKq1FDgkol3dM6ZTFypArx8Wrk58Pi9q9eBby9La/r7W2e3xkZhvS6fy2l0eWxt7f5Z6BWi7k1dOtnZ4tRbIMGiSt5e/aIof+6Trzi+2nXDmjVSkJamvXYRXmRSo0/P182G8Eo0kgl5oFxXH/8AQwdKiM2VkJBgYSMDAXu3AHGjbN8ta9dOwVatVLg66+LbFpWnn5apA0NdcIHHxTi5ZfzcesWsHOnm1nnkTheXaymrxvnl3ms1j4HuQyfgyHN00+LhvD77ysxaZIaAwaoUb06kJCggnaANbKzgSlT1Bg4UI2XXlJj924ZmzYpMWCA7eLOzga6di3Ca68pkJenQna2CoGBCvTsWQS1WndsYvTgwIEShg1TIzhYjeeeA777zlJMtqsD33hDrHv9uri95uWXgULrd2c/sry9xYjUjAzTg8/IKNS/Z6+8vcWXJSPDdDqNjIwCu47dUeMGHDd2Qzl/sHG7uCjw8cdP43//u4qsrLKPDiyJ4+a5Y8YN2G/s9t5usb5/y7/1tm6vnz0rRuV9+CFw966YK692bWDwYNNYrO3rQbfZddas0c1JrUBmJjBqlOX2uI+P5bkCieyJQ3XgdejQAZJk+EIGBATgxIkTUGvPevwszNwdGxuLTp06wdvbG5UqVUJISAjOnz9vkqZ+/fr622UBwMfHB1e1NdapU6dQUFAAf6PhDNWrV0fTpk3LFPO93qH8rNFs4T4+PgCgj+Xw4cOIjo5GpUqV9EuPHj2g0WhwRnvP0tChQ/UdeLIs43//+x+GDh1qso9WrVrB2dnw43n06FH4+vrCw2hW0k6dOkGj0eD48eNmMZ48eRK5ubl48cUXTWJZtWqVyei/ssrPz0dmZqbJIssl3TJh/4YMUSIry12/lPTD/DA99ZSEHj2UWLGiYq5qPyg3bgCLFolb8vbvF/N6qdXAhg3iql3x/Bw5UsKRIzJuWr777KFr1gxYskTC3Lky2raV0aOHBvXrm865oTNkiBJ79rhCrZbx66+uNi0rukHCH35YiA0b1Dh4UIMRI/Ihy8DAgSqjci0maLZ1rM7OEiZOVGP7dhkpKTJefVWNxo2B558X+SzKkQaNGgE7digxfrwCajXw2mu2++lzdQVWrFBizx4ZHTqo0amTGn/9JWPrVhVcXXXHJsHVVXTe7d4tY9cuGWPHAl27Ao0b2yx0M99/L67Qv/gicPKkmCunpPlsHhVDhtRAVpa/fnFycpyr9UOG1ERWVkf94uTkGM1AR40bcNzYhwyphayszvrlYZRzlUrC2rXNIUnA2LH/lHs7jpvnjhk3YL+xG+JyjHaLo/HyApYtE9NztG8PdOkCVK0KXLsGZGWJB0vYwznQ5MliHr1evTRo2FDMrWfJ8OGiE5LInqlKT+I4PIo9FicpKQlDhw5FWFgYevTogSpVquD7779HRLGJgZyK1SySJEGjqZgJLJtoH8t37NgxPPfcc6WmN45F11mpiyU7OxtvvvkmJhafqAhA3bp1AQCvvvoq3nnnHRw8eBB5eXm4cOECBhtfBoF5Pt2r7OxsAMDWrVvx1FNPmbznUo6zt3nz5iEsLMzkNZVqDpycQktc7/p1MTy7+MiRWrXMr/LoZGTA7IlQJaUvr7g4NVJSDPOb6bLFy0vClSuGTl0vLwmpqZbL2vXrMoqKZHh5mf7IFN/GvRgxQoUbN0R8kgSL269VS9y2asmVK+b57eVlSK/71/g13d+6OciuXDH/DJRK8aQoa/uNixNX9956C+jUyTg/xYMsXnkFmD1bRr9+ElJTLW9DlBe51PhdXCRUqWJ6RU+kkfVpit9uqNumbjvvvSdhzx5g4ULx959/Ajk5MnbvViAkRDY5zsRENe7eBRYvLkBMjNqmZeXyZZE2Lc2wn4IC4PRpDerWlTB/fpG2XIt6yvhzKP55p6Za3q/1z0Gy8Dmg2OdgOB5DrIb9XL8uFm11qBcXJyMlRXRav/aaAuPGKWwW95AhEurXlxAQUKSfL2bIEDVu3VKhd28JsbEyLl+WUVgo44TRnO/Hjol/69SB/nVb14GZmWI5dUp0tqeni2lG1q279205kri4m0hJydb/rZuQ3cvLCVeuGEbheXk5ITW1YueUul8idsMUILqHD3h5OReL3Rmpqdlm69uKo8YNOG7scXE3kJJieHKOoZw748oVw6iqiopb13lXr54runVLva/Rd46b544ZN2C/sRviaq2NSxeHfbdbzPdv+bfe1u31cePE8b7zjiFNv36izRIcLCM1tbQ8L+mY77/NrpORIZbjx4GbN0V7PDxcNsu///5XwurVwOTJluMisgf2cXmkjIo/nCE5ORmNGzeGUml5Xqg//vgD9erVw8yZM+Hn54fGjRvj3Ll7e5Jbw4YN4eTkZLLvW7du4Z9/ynZlsHXr1mjevDkiIiIsdgrevodu/jZt2iAtLQ2NGjUyW3Qj6mrXro0uXbrgu+++w3fffYcXX3wRtSw9w9xIs2bNcPjwYeTkGE409uzZA4VCYXGkYfPmzeHi4oLz58+bxVGnTh0A0MejGx1Zkvfeew937twxWVSq90pdr7BQPAmxa1fDa5IEPP88rE5cmpIi3jfWrZs4+axI2dnAqVOyfklLk3H5sgbduxu+cp6egL+/AklJlvOosBA4cECD7t0N5VuSgO7dlUhKKl8H84gRKqxaVYSiopK2DyQnW14/KUnkl7EXXjCkP3NGTGrbvbvhfXGcYl3dNqpVE0/F0unWTVyZtPa5ZWeLIfkXL4rOgrQ0w34GDhSNg82bdfux3AATxwt0727o5NIdr26dAweAggLZJP4mTYB69SSj+GW0amX65K8XXwTu3JGRlib+dncXc4IY030VpGIX/Xr2FFeEFy8usnlZOXBAg7t3ZTRtati3SgXUr6/AuXOyUbk2/hxkC7FKpXwOsoXPQTL6HGTt52BIY/gcRJo9e3STRBvSVKsmbrsoXs2LuMXy1FMSLlywXdzu7hI0GsNkzwD0f+tGQO7ZI8PJScLTTxvS6EbeGQ8gt6c6UJLE8jiMwMvO1uDUqbv6JS0tD5cvF6B796r6NJ6eSvj7eyIpKct2gVqQna0uFnuuQ8TuqHEDjhu7iDtPv4i48y3EXRlJSZn3tS9d513jxu544YXDuHnz/u4ScOw8d7y4AfuN3RCXY7VbzPdv2ra2l/a6pfZuprY6SE8vnueW9vVg2+yW6NpaxdsrXboAjRtLWLHCIZ7vWTFUqsdjecQ41BGdP38eU6ZMwZtvvomDBw8iKirKbDSdscaNG+P8+fP4/vvv0a5dO2zduhUbN268p31WqlQJI0eOxPTp0/HEE0+gVq1amDlzpsUHUlgiSRJWrlyJF154AZ07d8bMmTPxzDPPIDs7Gz/++CO2b9+OXSXNpGnknXfeQYcOHTB+/HiMGjUKHh4eSEtLQ0JCAj777DN9uqFDh2LOnDkoKCgwe2CHJbr0w4cPR2hoKK5du4YJEybg9ddfh5eFiZF0T+KdPHkyNBoN/vWvf+HOnTvYs2cPKleujOHDh6NevXqQJAlbtmzB//3f/8HNzU3/RNviXFxczEbuFe/ksObTT4Hly4GDB8WtluPHix+T1avF+8uXix+QOXPE30uXiklcJ04Uj0ofOFD8MBk/r6NaNTHKRXsHs/7EWXf1prwWLy5CSIgzTpyQceaMBuHhzkhPl7Fpk6FTJjHRFRs3FmHpUtF4jYwsREyMC/bv12DvXjUmTXKCh4eElSuNr2ZK8PaW0KiRKJOtWimQlQWcP6/BLcNc0+jWTYGnn1bg66/v6l8z3v6+fcCkSeKpVStXivejo0X+vf++Ib937hRPvNy6VYx88/MTT2HVWbIEmDlTjBI6c0Y88j49XTyRChBX5X7+WQy5HztW3A4bFSVux7t8WaQZNkyM/Dp0SPzdr5+YIHf0aPP9pKdL2LEDWLxYMtmPyE8JGzfKWLpUd7wyYmIk7N8vOiwmTZJMjjczE1ixQgytv3lTRmYmEBUl4Y8/ZH1jZft20RhZvVrCjBlibpMPPpCwdKmIGQB+/FHG8uUSxowRD7jw8RHxpaTI+mPUGTlShU2b1Ca3/9qqrGRlAV9+WYSwMCdcuCDj3DkNpk8Xo+3WrbN8QrV4sQYhIQptrDLCw5Xaz8HQAEpMVGo/B402Vg1iYpTYv1/G3r0yJk1SaD8HjdHnoEFkpBI3b6qRmSkjKkqJP/7QICVFbPfECWDTJg2WLFHijTdEmnnzlDh2DNixQ9aWI0lbjmRtOVLgv/+VMGqUGrVqSTaJOyFBg08+UWDpUgWiojRQKIB331WiqMgQd2KijAMHZHzzjZgnR6EQ35HERHGrqjFb1IH16wMDBogJsq9dExNyT5sG5OWJ8v6gOXl4oLrRvK7VGjSAl68v8m7eROaFCw8+AAsWL76MkJDaOHEiD2fO5CM8vA7S0wuwaZPhi52Y2BwbN97E0qXikr+HhwKNGrnq32/QwAW+vu64ebMIFy6IyqRaNRXq1nXGk0+Ki2JNm7oBAK5cKTSbc6/8sV9CSEgdbex3ER5eD+np+di0yfCk0MTEVti48TqWLr1sFLtbsdg9tLHnG8XuYiH2ggqJ3VHjduTYFy++iJCQekZxN7AQt6827kvauJXF4naFr28l3LxZiAsX8qFSSfjhhxZo06YSXn75TyiVEry8RPw3bxaisLBiTqYdN88dM257jt2e2y2AmIbF2VmMdPP0BHx9xRQyYWEwar/aR3t961YRy6xZ4sm3np7ijpmzZw1teJHnMkJCJG2eA+HhD6fN3rOnGJG3b5+4mNuiBfDJJxJ275bNOk1HjpSQnCzj779LLUJENuVQHXjDhg1DXl4e2rdvD6VSibfffhtvvPGG1fS9evXC5MmTMX78eOTn5+Oll17CrFmzEBoaek/7/eSTT5CdnY2goCB4enpi6tSpuFN8xswStG/fHvv378eHH36I0aNH4/r16/Dx8UHHjh2xePHiMm/n2Wefxa5duzBz5kx07twZsiyjYcOGZrfIDhgwAOPHj4dSqUSfPn1K3a67uzvi4+Px9ttvo127dnB3d0f//v0RGRlpdZ3w8HDUrFkT8+bNw+nTp1G1alW0adMG72t/OZ566imEhYXh3XffxYgRIzBs2DBER0eX+VjLav16MRJq1ixRQR85AvTpY5h0tU4d0ytDKSlAcLA4mQ0LEyfDgwdDP3IKAF56SfxY6ehOhD/8UCzltWBBITw8gGXLnFG1qoTduzUIDLyLfKPp/ho2lFCjhqH3cu1aNWrWLMDcuU7w9nZGaqpYx3hS2TFjVAgNNcxp+PvvoiETHJyPmBhDp8vIkU7Ys0eN48dlK9sXQ9l79jTkX926pvmXlAQMHQqEh4u8OHEC6NsXJj92CxaIRsVXX4l5MHbvFts0Ps7XXjN0SGg0omFS/M7wkBAxkX9RkWhEvPIK9I+J1+2nTh1g3DgJjRvL+O03IDBQLpaf0OanrD1eoGZNGXPnSvrjDQyUTfJz8mQZGo2E9esluLiIDom33jLkmUYDvPyyjC++kJCUJCEnB4iJEbfw6sTEAJ6eMsaPlxARIebT+PVX4J13TE9EmjSR0LmzEi++mGfyui3LyvTpBSgqcsbq1S5wcxNPv+3WLc/qnCALFmi0sSq1n7eMwMAiC7EalzsZNWtqMHeuUvs5yAgMVBf7HDTQaID165Xaz0HGW2+ZjkAcNkyNRYuU2LpVCY0G2LVL7Nv4GUOzZimNypGMwYPVWL9eBiDbJO7jx4GgIDXmzFEgKUkFjUZ0MAYGqvW3csgyEBRUhKgoJX77TYWcHCAhAXj3XfP8t0UdmJ8vbmUfN0509l29Kr7n3bqJDr0H7Uk/PwTv3Kn/u4f2QlVqdDQ2jxjx4AOwYMGCS/DwUGDZsoaoWlWF3bszERiYhvx8Q/lp2NAVNWoYpsnw86uEnTtb6v9etKgBACA6+ipGjBA9tb16VUN0tGHiw9hYMSo+NPQCwsIqprNywYKL8PBQYtmyxtrY7yAw8O9SYvfEzp2GOXsXLWqojT0DI0b8o429OqKjDaP4Y2ObaWM/h7Aw07mIH6e4HTn2BQsuaONuahT3EeTnGyqZhg3dLMTd2ijuRtq4r2DEiGN46ikX9O5dAwBw+HA7k/117ZqKXbtu33fcInZHzXPHjNueY7f3dstPP6lQv76hfafrCJswQfxu21N7fccOsZ/p08WSmyv23bOneKhF8X0tWybp9/Uw2ux5ecDo0RIWLRIj7i5cEMcwf75pe7xyZaB/f+Dttx+j0XfksCT5Xp+yQPQQuLvbOoLyycuzr/mO7oUk3d/ciLYiyxUzX6Vt5JWexC7Z99PvHkVubnYwC3Q5vZPnmJNzh2KPrUO4DxXz9E56HDhyWbE8hQ6RuQ62DqDcJMkxf/8duX0uyw41y1j5/fSTrSN4OP7v/2wdQYVyqBF4RERERERERER0Hx7B+eEeB49J9/KD8/vvv6NSpUpWFyIiIiIiIiIiovvBbtf75Ofnh1Rrz8AmIiIiIiIiIiK6T+zAu09ubm5oZPQ0PCIiIiIiIiIioorEW2iJiIiIiIiIiIjsGEfgERERERERERE9LvgQC4fEEXhERERERERERER2jB14REREREREREREdowdeERERERERERERHaMNz4TERERERERET0uOAeeQ+IIPCIiIiIiIiIiIjvGDjwiIiIiIiIiIiI7xg48IiIiIiIiIiIiO8YOPCIiIiIiIiIiIjvGmQuJiIiIiIiIiB4XfIiFQ+IIPCIiIiIiIiIiIjvGDjwiIiIiIiIiIiI7xg48IiIiIiIiIiIiO8Ybn4mIiIiIiIiIHhecA88hcQQeERERERERERGRHWMHHhERERERERERPdaWLl2K+vXrw9XVFf7+/ti7d2+Z1vv+++8hSRL69OnzQONjBx4RERERERERET22YmNjMWXKFMyZMwcHDx6Er68vevTogatXr5a43tmzZzFt2jR07tz5gcfIDjwiIiIiIiIiInpsRUZGYvTo0RgxYgSaN2+OL7/8Eu7u7vjmm2+srqNWqzF06FCEhYXh6aeffuAxcuZCIiIiIiIiIqLHxWPyEIv8/Hzk5+ebvObi4gIXFxeT1woKCnDgwAG89957+tcUCgVeeOEFJCUlWd3+3LlzUatWLYwcORK///57xQZvwePxqZHDuXvX1hGUl7OtAyi3qlVtHUH53L3ruAOJ8/JsHUF55dg6gHJzcqpq6xDKJS9PY+sQyi0Ue2wdQrmEopOtQyg3R81zx6a0dQDlVGDrAO6Do+Y5UdnJsmP+/nt6Om77nB4t8+bNQ1hYmMlrc+bMQWhoqMlr169fh1qthpeXl8nrXl5eOHbsmMVt7969GytWrEBqampFhlwiduAREREREREREdEj5b333sOUKVNMXis++q48srKy8Prrr2P58uWoUaPGfW+vrNiBR0REREREREREjxRLt8taUqNGDSiVSmRkZJi8npGRAW9vb7P0p06dwtmzZxEUFKR/TaMRI2ZVKhWOHz+Ohg0b3mf05ji2lYiIiIiIiIiIHkvOzs5o27YtfvnlF/1rGo0Gv/zyCwICAszSP/PMM/jzzz+RmpqqX3r16oXnn38eqampqFOnzgOJkyPwiIiIiIiIiIgeF4/JQyzuxZQpUzB8+HD4+fmhffv2WLx4MXJycjBixAgAwLBhw/DUU09h3rx5cHV1RcuWLU3Wr6qdVL746xWJnxoRERERERERET22Bg8ejGvXrmH27Nm4cuUKWrdujW3btukfbHH+/HkoFLa9iVWSZVm2aQREFtj4e1Fuslxo6xDKrVo1J1uHUC6O+8RiIC/PUZ/m6rjl3FGfQltY6JhPoROSbR1AufAptHRvHPWJqHwKLT0O2tk6gPvgmOXckZ9Cm5lp6wgekiNHbB3Bw/Hss7aOoEI57jeLiIiIiIiIiIjoMcBbaImIiIiIiIiIHhecA88hcQQeERERERERERGRHWMHHhERERERERERkR1jBx4REREREREREZEdYwceERERERERERGRHePMhUREREREREREjws+xMIhcQQeERERERERERGRHWMHHhERERERERERkR1jBx4REREREREREZEd443PRERERERERESPC86B55A4Ao+IiIiIiIiIiMiOsQOPiIiIiIiIiIjIjrEDj4iIiIiIiIiIyI6xA4+IiIiIiIiIiMiOsQPvPnTt2hWTJk2ydRh69hYPAERHR6Nq1aq2DoOIiIiIiIiIAPEQi8dhecSwA+8x1bVrV0iSZLYUFRXZOrQSvfUWcPo0kJsLJCUB7dqVnH7AACAtTaQ/fBjo2dM8TVgYcOkSkJMDbN8ONGpk+v6mTcDZs2Ibly4BMTGAj0/Z4g0LUyA9XYXcXBUSEpRm27Z8jAqcOaNCXp4KyclKtGsnmbzv4gJ89pkC16+rkJWlwg8/KFGrluH94cMlyLKTxaVmTUO6IUMkpKaqkJOjQnq6ClFRQLVq5vGMHAmkpgLp6UBCAtCmTcnx9+4NJCeL9Lt3Ay+8YHhPpQLmzBGvX7gA/P038PnngLe36Ta++w44ckRsIy0N+OIL8zRl8eabwNGjwM2bwK5dgJ9fyen79gUOHRLp9+4FevQwP7a4OBF7bi7w7LMlb2/TJpEuKOjeY7ckLMwJ6eluyM11R0KCKxo1kkpd5623VDhzxg15ee5ITnZFu3aGar9aNeDTT51x7JjY5rlzbliyxBmVK99vnK5IT6+M3NwqSEjwQKNGpf/UvPWWM86cqYy8vCpITq6Edu2UJu9/+aUbTp70RG5uFVy9WhmbNnmgaVPT7S5Z4ob9+yvh7t0qOHTIs8T9jRkD/PMPkJkpymNpZaN/f+DPP0X6gweBwEDzNHPmAOfOAXfuAD//bF6XAKIO2r1bpMnIAH74wfDes88Cq1cDp06J948cAcaPtxxPWJiE9HQJubkSEhKkMtYtwJkzEvLyJCQnS2b1p6hbJFy/LiErS8IPP0gmdYux6tWBCxckyLICVaoYXvf2Br77TsLx4xLUagmLFpVeRs2PrQ7S0/2Qm+uPhITmaNTItcT0nTtXRlzcM7h0yQ+y3BG9e1c3S9O3b3XExzfH9evtIMsd4evrfs9xVYS6nTvjlbg4TLl0CXNkGU1797ZJHMU5ap47atyWhIU9hfT055Cb2w4JCc+gUSOXEtN37uyJuLgmuHTpOciyP3r3tvAD/kDirIf0dH/k5nZEQkLLMuZ5c1y61B6y3Bm9ez9hlqZv3ycQH98S1693gCx3hq+vxwOK/VEqLxV/LI4S58OpWyq+/T56tIQdO5S4c0cFWXYy+e0se1wP/7f/2WeBNWsknD8v9puWJmHiRMv7SUsTaY4dk/Dqq9ZjGj1atKmuXgV+/RVo27bkY+jTB9i/X6RPSgL+8x/T94OCDOdrmZlAq1bm22jQQJxfnD4NXLwIREfD5LyIyFGwA+8hKigosHUIJkaPHo3Lly+bLKpy9lI/jGMbNAiIiADmzhUV/ZEjwLZt1ivfgABgzRrgm29Ep9PmzcDGjUCLFoY0M2YAEyYAY8cCHTqITrxt28SPmc7OncDgwcAzz4gOwYYNgXXrSo93xgwFJk5UYMwYNfz9i5CTA8THq0y2bX6MEiIjFQgLU6NNmyIcPgzExytNjnHRIgWCghQYOFCNLl2K8OSTwIYNhs6O2FgZ3t6FJsu2bRrs3KnBtWsiTceOElatUmLFCg1atCjCwIFqtGkDLF5sGk/fvsAHHwALFgDPPw/89ZfocKhRw3L87dsDy5eLH8iuXYGffgK+/RZo1ky87+YG+PoCCxeK7Q0fDjRuLNIb270b+O9/xfaCg8WPbnR06XlurH9/YP584KOPgI4dRUNh82br5cXfX3TOxsSIsrNlCxAbCzRvbkjj7i4aDrNmlb7/8eMBWb63mEsyY4YTJk50wpgxBfD3z0NOjoz4eNdSypMSkZHOCAsrRJs2eTh8WIP4eFd9Hjz5pIQnn5QwbVoBWrbMQ3BwPgIDlVixouQTx5LjdMHEiS4YMyYX/v5Z2nLvUUqcToiMdENY2F20aZOFw4fViI/3QM2ahsbvgQNqjBiRi2bNstCjRw4kCdi+vRIUxX7FvvmmALGxhSXGOHAg8Mknomz7+4u6ZOtW62WjQwfRsbZypSiTcXHie2Bcl0ybBowbJz73f/1LdNxu2WJal/TtK7YREyM6DLt2Bb7/3vD+c8+JxmlwMNC6tSi/H3wg6idjM2YAEycCY8bI8PeXtXkslZLHQGSkhLAwGW3ayNq6RSpWt0gICgIGDpTRpYusrVssd8CtWCHhyBHz111cgGvXgA8+EPu4VzNmPIWJE30wZswp+Pv/iZwcDeLjm8PFxXpHoIeHAocP52DcuNMlpFFi9+5MvPPOuXsPqgI5e3gg4/Bh/DRunE3jMOaoee6ocVsyY4YPJk70xpgxZ+Hv/5f2WJ4pw7HkYty4sw8xztqYOPFJjBlzAv7+qdo4W5YSp1Kb56dKTCPy/MyDCBvAo1ZeHsyxOEqcD75ueTDtd3d3Cdu2yfjoI00547LNb3/btqJt8tprMlq0kPHhhzLmzZNg/DM2Zgwwb56E0FCRZs4cGQsXWr7Y2a+faJvPnw907iza5xs2lHxu8c03wKpVon21das4v9OdWwCAh4don8+ebXkb7u6ig0+WgZdfFh2Azs7A2rWAdO/XGYlsSpLlijzFfLx07doVLVu2BACsXr0aTk5OGDt2LObOnQtJklC/fn2MHDkSJ06cwKZNm9CvXz9ER0fjnXfewcaNG3Hx4kV4e3tj6NChmD17NpycnAAAoaGh2LRpE6ZOnYpZs2bh1q1b6NmzJ5YvXw5PTzGqJCcnB2PHjsWGDRvg6emJadOm4ccff0Tr1q2xuHgvjJXYS0q7fv16zJ49GydPnoSPjw8mTJiAqVOn6t+3dmzR0dGYPXs2rl+/jh49euBf//oXwsPDcfv27XvK2+In5YComPfvFx1ugKhwz58HPvsM+Phj8/T/+5+o0Hv1Mrz2xx9iJJ7uhPjSJSAyUnQMAkDlysCVK8CIEaLzxpKgINER6OoKFB+wKMuGjoP0dBUiIjSIiNDot52RoUJwsBqxsZa/dsnJSuzbJ2PCBI3+GC9cUCEqSoOPP9agcmXg2jUVhgxRY/16sY2mTYFjx5zQoUMRUlLMt1ujBnDpkgojR6rx7bfi/alTFRg7VoFGjQwHMGOGE95+G9AWaQBixN3Bg8A770Afz59/ik66JUvM41+xQvxIGl91275drGNUfEw89xzwyy/iatmlS5bTBAaKjkBvb/M8v3vX8jq7dgEHDgBTphhiP3FCjObTfd7GVq0S5aV/f8NrO3eKzp3iVxrr1gWOHRMdO5Y6MZ59Fli/XjQ0zpwRHcA//mieLi8vx3LwFqSnuyEiohARESIDRHlyR3BwPmJj1RbXSU52xb59GkyYIDrYRXlyQ1RUET7+2HIn14ABSnz7rQs8PHKhtrxZANY7yNLTKyMiIh8REflGcVZBcHCu1Y615ORK2LdPjQkT8ozirIyoqHx8/HG+xXVatVLgyJHKaNgwE6dPmzaG58xxRZ8+TnjuuSyz9ZycqmL3blGX6GYckCRxRfbzz0XHXnHffSfKdd++htd+/13UJboRcufOiQ7wRYugP+6LF4FRo0QDUakU5W/u3HvrjF6yRFw86NbNcIzp6RIiImSTeisjQ0JwsGy13kpOlrBvHzBhgqw/5gsXJERFyfj4Y2jrFglDhshYv16sI+oWBTp00CAlxbCtMWOAwYMlzJ0r49dfFahaVYM7d8z3uWOHhNRUYPLkpDIfb3q6HyIi0hERka49NiUyMtohOPgEYmNvlLq+LHdEnz7HsHnzTYvv16vngrNn26J161QcPpxb4rZC0anMcZfHHFnG93364PjmzRW+7VDsKXNae8rze2F/cStLT2JFevpziIi4jIiIKwB0x9IGwcGnEBtrOT5jsuyPPn3+webNt8qx97JfgE1P90dExEVERFwyirMDgoP/QWzstTLE2Rl9+qRh82bLn4/I8/Zo3fogDh8uy+9j2fPc/spL+T3oY3GUOO8tz0u5Zcck7opvvxvr0kXCzp0qVK1aaPG305xSG5dtf/uNffaZhGbNgO7dxXb37JGwZw8wY4Yhfz79VAE/P/O7WX79VZxbTJsGfUxHjwJffWVoQxlbuVK0zwcNMrz2yy+i/T15smnaunXFYINOncS5h063bqJdXrcukJVlyL/z58Xovp07TbeTmWn5uB8558/bOoKHo25dW0dQoTgC7z7FxMRApVJh7969WLJkCSIjI/H111/r31+4cCF8fX1x6NAhzNIO2/H09ER0dDTS0tKwZMkSLF++HIuK1VinTp3Cpk2bsGXLFmzZsgW7du3C/Pnz9e9Pnz4du3btwubNm7F9+3bs3LkTBw8erJBjOnDgAAYNGoRXXnkFf/75J0JDQzFr1ixEFzvrLH5sKSkpGDlyJMaPH4/U1FQ8//zz+OCDDyokJicncQUoMdHwmiyLvzt0sLxOQICo4I1t325I36CBuBXWeJuZmUBKiljXkmrVgCFDREdgSXcbi21LSEw0/GiLbcsICLB8qUcco4TERMOPnzhGwzpt20pwdjZNc/w4cO6c9e0OG6ZAbi7www+GdZKSZNSpA/TsKdapVUt0dCYkmMbj6ys6wozj2bXL+q3L7dqZpgfED3VJtzpXrgxoNNZ/LKtWFSOm9u4tOc+NOTmJjsEdO0xj//VXMeLKEn9/8b6xxERx5e9euLmJxsbkyeIWyYrQoIEEHx+FhfKkQUCA5RMYUZ4USEw09MKJ8qRGQID1qr9KFQmZmSih866kOBXaOA0flIhTjYAAy6N7RZxKk3VEnEVW13F3B0aMcMbp02pcuHBvV7KdnMSIXOPPWlc2rNUllspGQoJ5XWKcJjNTlFldeXvuOaB2bVHW9+4VHX5xcaaj+CypUgW4ZXRObqhbTPcl6q2S6hZYqFtgVLdAW7cY1jPULYbXmjUDZs+WMGyYDE35BhFY1aCBC3x8nJGYeFv/WmamGikpWQgIKPmWaCofR81zR43bEsOxGH4ExbFk29WxNGjg6rB5/miWl9v61+zxWBwlzuIeVPu94uIyvPYwf/uLq1JFTDej4+JifkH97l2xfeObu5ycxB0GxdvnO3dab2+3b2/ewfbLL/fWPnd2FvvJN7omfPeuaJOVdJyPPFvPTcc58MqFHXj3qU6dOli0aBGaNm2KoUOHYsKECSadcd26dcPUqVPRsGFDNGzYEAAQEhKCjh07on79+ggKCsK0adOwdu1ak+1qNBpER0ejZcuW6Ny5M15//XX8ou2Nys7OxooVK7Bw4UJ0794drVq1QkxMzD3PX/f555+jUqVK+kU3wi4yMhLdu3fHrFmz0KRJEwQHB2P8+PH4pNjQlOLHtmTJEgQGBmLGjBlo0qQJJk6ciB7FL7uUU40a4vtXvEPk6lXrc6N5e5unz8gwpNf9aymNl5fpa/Pniys2N26ITvw+fUqO19tbsrpt3XvFiWOULKwjm8Scny+bXbEzTlPcyJEKrFmjMflh/eMPGUOHqhEbq0RBgQoZGU7IzASmTzekeeIJkefXil1Uv3bNPH90atUSn4mxq1dhdR4tFxcxb9j69YYrYjpz5oi55k6fFh0fQ4da3oYlJZUXa7F7eVmO3Vp6axYsEA2qLVvubb2SGMqT6ZVf8blbK0+StjyVfZ0nngBmzXLCsmUl34JaepymPTsZGZoyxFn6OmPHOiMrqwpycqqiZ08nvPhiDgrvMdTylA1vb/OyYVxP6P4tqX56+mnx76xZwLx5og65fVt0BFqaexIQHYQDBwJG14RKrLes1QHW6xaUoW4xfK7OzsD//idh+nQZFy5Y3tf98PZ21u7T9EPNyCjUv0cVy1Hz3FHjtsTbW9x9YflYnGwRkkWGOE1H7GVkFNh9nj9a5cUxjsVR4izuQbXf7z8uQxzmcVlep6J++4sLCBB3lixbZmhfxseLOw5082S3bQsMGybaDU8YTXtp7dziQbfP9+0T0yTNnSsutLu7Ax9+KGK513Y+ka2xA+8+dejQAZLRzfMBAQE4ceIE1NrhK34WZkaPjY1Fp06d4O3tjUqVKiEkJATniw1hrV+/vv52WQDw8fHBVW3tderUKRQUFMDfaChR9erV0bRp03uKfejQoUhNTdUv7733HgDg6NGj6NTJ9NahTp06mRyXpWM7evSoSUyAyI/S5OfnIzMz02SRZcu3zdnKJ5+IH6X//EeMTIqJMX1/yBBxJSwrSzxYwslO2twdOkho3lzCihWmnSPNmgFLligxd64GbdsWoUePItStK24nflhUKjGnhSQZhtEbi4oSc4T16yfy/IsvHl5s5fXSS0CXLqYdoeUxZIgSWVnu+uVhlCdPT2DrVlekpWkQGlq2XrEhQ5yQlVVFvzzoOL/7rgDPPZeFf/87C//8o8Hate4lzv1iT3TTAsyfL27BP3RINHZl2fS2bZ0WLUTH9ubN4hbcrCwxubQt65Z58yQcPWo+Z2V5DRlSA1lZ/vrFyYkT0Txojprnjhq3JUOGPIGsLD/9Yq/HMmRITWRlddQvTk6Oc8rwaJUXxzgWR4mzuCFDJH3b3Z7a76Zx2fa331iLFsDmzWJOPeO7dsLDZfz8s7hlt7BQwubNEtasEe9V9Gj98rhxQ8y73bMncPmymOKkShXRFrOH+IjuxaM3ptDOeHiYPkkrKSkJQ4cORVhYGHr06IEqVarg+++/R0SxSbmcitXUkiRBU8E1TJUqVdCoLI8vsqL4sZXXvHnzEBYWVuzVOQBC9X9dvy5unyx+laRWLTFnnSVXrpin9/IypNf9a/ya7u/ik6/fuCGWEyfEPA0XLojRMcnJ4v24ODHqSpbFKEhdp4KlbaemWp4/QxyjbCFmySRmFxcJVarA5GqZSGO+3VGjFDh0SEbxu6vfe0+JPXtkLFwoytSff8qYNk08OfPDD8WVtxs3RJ4Xn9i/Zk3rt4ZaGm1naVServOuTh3xZNfio+8AMTT/5k3xRM5//hFzWrRrJ66ilaak8mIt9owMy7Hfy22wXbqIkVaXL5u+vmYNsGeP5cl8LYmLUyMlJU//t6E8mX7OXl4SUlMt1wvXr8va8mTaiLZUVipVArZtc0VWFtC3b36Zb1WOiytESorhwzPEqcCVK4bOfi8vBVJTLd+Ta4hTAcB0neJxZmYCmZkanDwJJCfn4NatKujb1wnff1/2YXjlKRtXrpiXDS8vQ3rdv8W/77VqGeoSXZk4etTwfkGBmCOx+NQczZqJh+msWCFGdHp5AYWFIi9KrltKOmZLdQss1C1ysboF+s+hWzcxV+WAAaJM6a5dXb8u4cMPgdDQe5tSNy7uJlJSsvV/6yY29/JywpUrhs/Uy8sJqallny+SrHPUPHfUuC2Ji7tV7FhEx5jlY3mwc6mVROS5ofFgiNO5WJzOSE3NNlvflh6t8uIYx+IocRYXFycjJcXQ6HlQ7ff7i0tp099+nWbNgF9+kbBsmThXMHb3LjBypIw33xTrXr4MTJwopmS5ft2Qztq5xYNunwNimhNfX6B6dTEw4M4dcV6nm/uPyFE4zuU0O5VSbHbP5ORkNG7cGEql5Xmp/vjjD9SrVw8zZ86En58fGjdujHPn7u0pSg0bNoSTk5PJvm/duoV//vnn3g/AgmbNmmHPHtMJsPfs2YMmTZpYPS7depbyozTvvfce7ty5Y7IA75mkKSwUDyTo3t3wmiSJv63tIilJnHAae+EFQ/ozZ8QPjPE2PT3FnFVJJcy5rhtJYzzyJztbdDTplrQ04PJlGd27G75iYtsSkpIsNwDEMcro3t3Q4SKO0bDOgQMyCgpM0zRpAtSrZ75dMeGr+eg7QAwdL94frPtbd1JeWCg6H/79b0MaSRKdVNY60fbtM00PiFF0xul1nXcNG4qHAhjP72WNLibnMt51UVgorqp17Wq6jeefh9UJeVNSxPvGunUT85WVVUSEmJOjQwfDAognh735Ztm3I8qTrF/S0mRcvqyxUJ4USEqy3DEmypMG3bsbvrOiPCmRlGT48D09ge3bXVFQAPTqdddkfpCyxanRL2lpGm2chmtDIk4lkpIs9wqKONUm64g4VVbX0aWRJJT4NDtr+zt40PSz1pUNa3VJSop5XWJc9+jqEuNtenqKsqArbwcPigZukyaGNCoVUK+emA9Pp3lzMVfnt9+Kp6lZr1tM9yXqrZLqFlioW2BUt0BbtxjWM9Qt4u/+/WX4+spo3Voso0aJdTt3lrF06b0/Dys7W4NTp+7ql7S0PFy+XIDu3asaHZsS/v6eSEqy0MtP98xR89xR47ZEHEu+fjEcS2V9GnEslWx6LNnZ6mJ5nuswef7olRf7PxZHibO4h9V+r7i4DGke1m8/INomO3ZIiIkBQkKsH1NRkXggnUYj7i6Ijxd3GhjHlJpq3j7v0sV6e3vvXvG+seefv7f2ubGbN0Xn3b//LToSf/qpfNshshWOwLtP58+fx5QpU/Dmm2/i4MGDiIqKMhtNZ6xx48Y4f/48vv/+e7Rr1w5bt27Fxo0b72mflSpVwsiRIzF9+nQ88cQTqFWrFmbOnAmFpUe3lsPUqVPRrl07hIeHY/DgwUhKSsJnn32Gzz//vMT1Jk6ciE6dOmHhwoXo3bs34uPjsW3btlL35+LiApdi98FZeqT3okXi6Y3794tKe9Ik0Um1cqV4PzoaSE8H3n9f/P3pp2LS0ylTxCPHX3kF8PMz7UhZsgSYOVNcgTlzRsyNkJ4uHjUOiBPwdu2A3btFR1PDhiLNyZMld/IBwOLFGoSEKHDihIwzZ2SEhyu12zb8kiUmKrFxo4ylS0WHSmSkBjExSuzfL2PvXhmTJim0xyjez8wEVqzQIDJSiZs31cjMlBEVpcQff2jMnkA7eLAElQr49lvzDrwff9Rg+XIlxoxRID5eAx8fCfPmiR9y4yt7n38OLF0qfmwPHhRPn3R3h35Y/Oefi46L8HDx91dfiaetjhsnOiH69ROT1eqeEqVSic/J11d8Hkql4ararVvih71tWzHhf3KymCOsQQPxmZ4+XbbRdzqffiqelnvwoCgz48eL2FevFu8vXy4+6zlzxN9Ll4qYJ04Uo58GDhS3TeueMgqIucrq1BEPLACAxo3FvxkZpktxFy+adtKUx+LFRQgJcdaWJw3Cw52Rni5j0yZDB15iois2bizC0qWi4ysyshAxMS7Yv1+DvXvVmDTJCR4eElauFFfDdZ137u4SXnvtLipXllBZew557Vr5HlKweHE+QkJccOKEWhunG9LTNdi0yXAFPjHRAxs3FmLp0gJtnPmIiXHH/v1F2jhdtOVevN+ggQKDBzth+/YiXLumQe3aCrz7rivy8mT89JNhuw0bKlCpkgRvbwluboCvr+i8TEtTm8yVt2SJGN128CC0T2cTdYnu1vhvvhFlIyRE/B0VJSZMnjRJjFIdNEiU07feMmwzKgp47z1RN5w9C4SGim3oHjCalQUsWyY65S5eFA/+0j0hWXf1t0UL0dhNSBBPtNVdNVerTUd1Ll4sIyRE0pYFIDxcMqm3RB5L2roF2jyWERMjGdWfkkn9KeoWIDJSws2bMjIzgagoCX/8Ies7IU+fNv2sa9QQ/x49ajoi2NdX/Fupkmgc+/q6o6BAxtGjeSjN4sWXERJSGydO5OHMmXyEh9dBenoBNm0yzJadmNgcGzfexNKlorLy8FCgUSNX/fsNGrjA19cdN28W4cIFUYaqVVOhbl1nPPmkuArQtKkbAODKlUKzOZoeJCcPD1Q3GvlerUEDePn6Iu/mTWQ+iIkFy8BR89xR47Z8LFcQEvIUTpy4qz2W2tpjMVzhSkx8Bhs33sLSpRllPpaKj/MSQkLqaPP8LsLD6yE9PR+bNhmG2CQmtsLGjdexdOllozjdisXpoY1TXDESee5iIc8LKizPH63y8mCOxVHifPB1S8W33wHxm+7tDeh+Alq1kpCVJeP8+bJdzLbVb3+LFsCvv0qIjxfbM26b6EbXNW5suGhZrRowZYqE5s3FeUNxn30GfPmluNC+f79oS7m7iwuXgDiXSE8HdDdnffGFaHuNHy/aSAMGiPOEiRMN26xWTcyXbal9rrsLaOhQcUfP9esi1o8/Fm3/kydLz/tH1iP4gIfHAT+1+zRs2DDk5eWhffv2UCqVePvtt/HGG29YTd+rVy9MnjwZ48ePR35+Pl566SXMmjULoaGh97TfTz75BNnZ2QgKCoKnpyemTp2qHbl2/9q0aYO1a9di9uzZCA8Ph4+PD+bOnYvg4OAS1+vQoQOWL1+OOXPmYPbs2XjhhRcQEhKCcF3vzn1au1acDIaFiR/A1FQxl4GuYq5b13RUWVKSqKzDw8VQ7xMnxIivv/82pFmwQJy4f/WVeNrp7t1im7pRSLm5Yp3QUJHu8mXx4zF4sLj9rSQLFmjg4QEsW6bUbltGYGCRyQinhg0l1KhhaBCsXSujZk0N5s5Vao9RRmCg2uQW1MmTNdBogPXrxZD6+HgZb71lPgpr5EgFNmwwn5gWAGJiZHh6ajB+vAIREQrcvi2OvfidzBs3igln33tPdLT99Zfo2NJNPqt7qqbO3r3AG2+IDreQEHHC/9prhtsGfXyA//s/8f/ffzfdV1CQuM00Nxd4+WXg3XfFD3pGhug8iYgoPc+NrV8vysusWaLRdOSIeHCALi/r1DGNPSUFCA4WHXphYeIHffBgcdVT56WXRCeMjq4z8MMPzW8nqGgLFhRqy5MzqlaVsHu3BoGBdy2UJ0Pv99q1atSsWYC5c53g7e2M1FSxji4P2rRRoEMH0cl16pS7yf7q18/FuXP3fuV4wYJ8eHhIWLbMXRtnEQIDc4rFqUSNGoYyu3ZtIWrWzMPcuW7w9paQmqpGYGAOrl4V+797V0bnzipMmuSCatXEgzl++60IHTtm49o1Q4xff+2Orl0NP2upqZ7aY8nEuXOGD3vdOtH5NHu2qEsOHxZlzlrZSE4WkzGHhYn65ORJ0YA0rksWLhR1xOefi7pkzx5Rpo2P+913xdXplSvFJMp79wI9eoiOakB0eNeqJeot44e2nD0rOrINeQxtWZD09VZgoFwsj6EtC7I2j4GaNWXMnSvp68/AQLlY3SJDo5Gwfr2krVuAt9669zKQmmq4mOTnBwwd2hpnz95FgwalPyl9wYJL8PBQYNmyhqhaVYXduzMRGJiG/HxDHA0buqJGDcM0E35+lbBzZ0v934sWicyKjr6KESNEy7xXr2qIjm6sTxMbK+aMDQ29gLCwh9dx9qSfH4KNHqfXQ/vQq9ToaGweMeKhxWHMUfPcUeO2fCyXtcfSQHssWQgMPG7hWAz1m5+fB3bubG50LPW0x3INI0YU622vsDgvwsNDiWXLGmvjvIPAwL9LyXNP7Nz5rFGcDbVxZmDECHHnSK9e1REdbZjHOTa2GQAgNPQcwsJM54guf+yPUnl5MMfiKHE++LrlwbTfx4xRIDTUcFfE77+L73NwcBFiYkr/rbXVb/+AARJq1ZLw+uvA668b2phnz8po0ECkUyqBqVMlNG0qLsbv2CHuejpv4eu7YYNog73/vmif//mnGK1X0rnFyJGiPT9njhiROGSI6ZQkPXuKTkGd6Gjx77x5YgFEp15oqOjsO39ezG+u6+gkciSSLMv33jonesAqaDDhQyfLD28kR0WrVs1OZsi9R8UfW+9I8vLsZx6Ye+O45dzJqaqtQyiXwkJHnmW59KkU7FEoOpWeyE6FYk/piaiCWZ9ixL49mNFXD4ej5jk9fO1sHcB9cMxy7unpoCdzECMTHwvFJyl/VBWfRNHBOe43i4iIiIiIiIiI6DHAW2gfQb///jt69uxp9f3sbPt6WhgRERERERERPSScA88h8VN7BPn5+SHV2jPFiYiIiIiIiIjIobAD7xHk5uaGRkZPuSMiIiIiIiIiIsfFOfCIiIiIiIiIiIjsGDvwiIiIiIiIiIiI7BhvoSUiIiIiIiIielzwIRYOiSPwiIiIiIiIiIiI7Bg78IiIiIiIiIiIiOwYO/CIiIiIiIiIiIjsGG98JiIiIiIiIiJ6XHAOPIfEEXhERERERERERER2jB14REREREREREREdowdeERERERERERERHaMHXhERERERERERER2jDMXEhERERERERE9LvgQC4fEEXhERERERERERER2jB14REREREREREREdowdeERERERERERERHaMNz4TERERERERET0uOAeeQ+IIPCIiIiIiIiIiIjvGDjwiIiIiIiIiIiI7xg48IiIiIiIiIiIiO8YOPCIiIiIiIiIiIjsmybIs2zoIouIUDtq17Opq6wjK7+5dW0dQPrKcZesQys3JydPWIZRLYWGhrUMoN0lysnUI5VKpkq0jKL+srN9tHUI5KW0dQLmFopOtQyiXUPxm6xDug6OWlwJbB3AfHDXPHTVuAFDbOoBy6mDrAMrNyckx2y2O/HyE3FxbR/BwaDS2juDhcNR+BWsescMhIiIiIiIiIiJ6tLADj4iIiIiIiIiIyI6xA4+IiIiIiIiIiMiOOfDd6UREREREREREdC+KimwdwcPh7GzrCCoWR+ARERERERERERHZMXbgERERERERERER2TF24BEREREREREREdkxduARERERERERERHZMT7EgoiIiIiIiIjoMcGHWDgmjsAjIiIiIiIiIiKyY+zAIyIiIiIiIiIismPswCMiIiIiIiIiIrJjnAOPiIiIiIiIiOgx8bjMgfeo4Qg8IiIiIiIiIiIiO8YOPCIiIiIiIiIiIjvGDjwiIiIiIiIiIiI7xg48IiIiIiIiIiIiO8aHWBARERERERERPSb4EAvHxBF4REREREREREREdowdeERERERERERERHaMHXhERERERERERER27LHvwOvatSsmTZpk6zD07C2ekuzcuROSJOH27du2DoWIiIiIiIiIyqCo6PFYHjWPfQeeI7PW2RcdHY2qVas+9HgehLfeAk6fBnJzgaQkoF27ktMPGACkpYn0hw8DPXuapwkLAy5dAnJygO3bgUaNTN9//31g924gOxu4edN8/eHDAY3G8lKzpvXY3nwTOHpUbHPXLsDPr+Rj6dsXOHRIpN+7F+jRw/T93r2BuDjgwgVxvM8+a/p+tWpARASQmgrcuAEcPw4sXAhUrlzyfu0xzwGRXwkJ4v0bN4CffzY/ZkvCwpyRnu6B3NxKSEhwQ6NGUqnrvPWWE86c8UBeXiUkJ7ujXTtDVVmtGvDppy44dkxs89w5DyxZ4mKWr7LsabYMHmz5uUFjxgD//ANkZop8KK1s9O8P/PmnSH/wIBAYaJ5mzhzg3Dngzh2RV8Xz/J9/gIIC02X6dNM0L74I/P67yO9Ll4DYWKBevZJjA4CwMAXS01XIzVUhIUFptm9L3npLgTNnVMjLUyE5WYl27Uw/JxcX4LPPFLh+XYWsLBV++EGJWrXMtzN8uITDh8V2MjJU+Owzyz9ztijnmzYBZ8+KbVy6BMTEAD4+pmkGDhSfaXY2cOYMMG1ayXEBwOjRojxcvQr8+ivQtm3J6fv0AfbvF+mTkoD//Mf0/aAgQ6yZmUCrVubbqFULWLYMOHECuHwZ+O03oFev0mMti7CwekhP90dubkckJLREo0auJabv3Lky4uKa49Kl9pDlzujd+wmzNH37PoH4+Ja4fr0DZLkzfH09KiZYk7jrID3dD7m5/khIaF7GuJ/BpUt+kOWO6N27uoW4qyM+vjmuX28HWe4IX1/3Co+7LOp27oxX4uIw5dIlzJFlNO3d2yZxFOeoZUXE7pjlJSysPtLTA5Cb2xkJCb5o1MitlLirIC6uJS5dCoAsd0Xv3jVM3lepJMyf/zSOHPFDdnZnXLoUgJiYZ+Dj4/wAYnfM8uKoZUXE7qh5XvHtmNGjJezYocSdOyrIshOqVLm3mGzRVgREe2f3bpEmIwP44QfT959/XpzX3LgBnD8PfPQRoFSWHNvDPicCgG3bxHvGy6eflrxfInvEDrx7VFBQYOsQHhuDBokOqLlzxQnpkSOi8rXWSRYQAKxZA3zzDdCmDbB5M7BxI9CihSHNjBnAhAnA2LFAhw7iRHvbNtE5oOPsLH6cvvzS8n5iY8VJt/GybRuwcydw7Zrldfr3B+bPFz9qHTuKH9TNm60fi7+/OLmPiRHHtWWL2G/z5oY07u7i5HvWLMvb0MX2/vvih/GNN0SHzBdfWE4P2G+ee3iIhsX582IbnTsDWVliO6oSnqU9Y4YzJk50xpgx+fD3z0VOjoz4eHeTfZvngQqRkS4IC8tHmza5OHxYjfh4d9SsKRpiTz6pwJNPSpg27S5atsxBcPBdBAaqsGKFeaM0ODgP3t7Z+mXTJvPLQAMHAp98AnzwgfjcjxwBtm61nucdOgCrVwMrVwLt24sGyw8/mOb5tGnAuHHA+PHAv/4lGilbtsDsuENDgTp1DMvSpYb36tcH1q8X5bpdO+Cll4AnngDWrrWedwAwY4YCEycqMGaMGv7+RcjJAeLjVaXkuYTISAXCwtRo06YIhw8D8fFKkzxYtEiBoCAFBg5Uo0uXIjz5JLBhg2kLcfJkBT78UIn589Vo0aIIL7xQhPh42cL+bFPOd+4EBg8GnnlGdAg2bAisW2d4PzAQ+PZb4KuvRKfZuHHApEniX2v69RP1yvz54nvx55/Ahg1AjRqW07dvL45j1SpRNrZuFcfWrJkhjYeHqFtmz7a+32XLgMaNgVdeEfnz44+ivipLp3pJZsyojYkTn8SYMSfg75+KnBwN4uNbwsXFese7h4cShw/nYNy4UyWm2b07E++8c+b+ArRixoynMHGiD8aMOQV//z+1cTcvJW6FNu7TJaTRxX3uQYRdZs4eHsg4fBg/lVQYHzJHLSuA45aXGTPqYOLE2hgz5h/4+x9ETo4a8fHPwsXF+umEIc9PWHzf3V2BNm0qITz8HNq02Y9+/f5G06buiIuzcOXgvmJ3zPLiqGUFcOQ8fzDtGHd3Cdu2yfjoI809x2SrtmLfvmIbMTHiXKJrV+D77w3vP/us2Pb27WI/Q4cCL78MfPih9WOxxTmRzjffAA0aGJaZM0tOT2SPJFmWzc9uHiNdu3ZFy5YtAQCrV6+Gk5MTxo4di7lz50KSJNSvXx8jR47EiRMnsGnTJvTr1w/R0dF45513sHHjRly8eBHe3t4YOnQoZs+eDScnJwBAaGgoNm3ahKlTp2LWrFm4desWevbsieXLl8PT0xMAkJOTg7Fjx2LDhg3w9PTEtGnT8OOPP6J169ZYvHhxmWK3lDY6OhqTJk0yubX1iy++wMKFC3HhwgU0aNAAISEheP311/XvS5KE5cuXY+vWrYiPj8dTTz2FiIgI9DIaUvHTTz9h0qRJuHDhAjp06IDhw4djxIgRuHXrFqpWrYobN25g/Pjx+O2333Dr1i00bNgQ77//Pl599dV7/lwUClER798vTopFjKID57PPgI8/Nl/nf/8TJ57Go0D++EOMlhk7Vvx96RIQGSlO3gExGu3KFWDECPFjYGz4cGDRIqC6+YVLEzVqABcvAqNGmV+V0tm1CzhwAJgyxXAsJ06IzjRdLMZWrRLH0r+/4bWdO8UP9sSJpmnr1gWOHRM/1keOlBxr377ix6tGDUCtNn3v7l37zfO2bYF9+8SxXrwoXmvZUhxvo0bZOHXKcjWWnu6BiIgCREQU6vedkVEJwcF3ERtreUx1crI79u1TY8KEfH0eXLjggaioQnz8seUO/AEDVPj2W1d4eGTr81WWPdGnTx42b7Y+dtvJyRO7d4s81w2mlSQxMuzzz0VjrbjvvhMNlb59Da/9/rvI8/Hjxd/nzgGLF4u81B23rozqOuD++QeIihKLJf36icZfpUqA7lfipZdEp56LS6HVIenp6SpERGgQEaHR7zsjQ4XgYDViYy1/TsnJSuzbJ2PCBI0+Dy5cUCEqSoOPP9agcmXg2jUVhgxRY/16sY2mTYFjx5zQoUMRUlJkVK0KXLqkQlCQGr/+av1nTZKcbF7OdYKCREegq6sY4v/tt4CTk+jk0xk/XoyMNG50G/v1V3FlXTdST5LEVe2vvjJ8/sZWrhTHMmiQ4bVffhHfpcmTTdPWrQv89RfQqZNoYBtLTxf1mXFD/uxZ0em3apVp2qys3y0Hb0F6uj8iIi4iIuISAKByZSUyMjogOPgfxMZauUJiRJY7o0+fNGzefMPi+/XqueDs2fZo3fogDh/OKWVrpQwhMInbDxER6YiISDeKux2Cg08gNtZyLKZxd0SfPsewebPlIcgi7rZo3ToVhw/nlrq9UHQqc+z3ao4s4/s+fXB88+YK33YofitzWvsqK4DjlpeyX5hOTw/Q5vkFo7g7ITj4GGJjr5Yh7q7o0+cvbN58vcR0fn6e2LevLerWTcKFC/klpLyXPLen8uKoZQUA1KUn0cduT3ne4R7irvh2jLEuXSTs3KlC1aqFuHOn9HicnJxs0lZUKsW5yty5QHS05djCw4Hu3UVHnM5LL4kLg/XqibsJirPVOdG2beK1GTMsH4ux3LJ8FR4BV0uvth8Jlu7YcWQcgQcgJiYGKpUKe/fuxZIlSxAZGYmvv/5a//7ChQvh6+uLQ4cOYZa2a9/T0xPR0dFIS0vDkiVLsHz5ciwqdrZ06tQpbNq0CVu2bMGWLVuwa9cuzJ8/X//+9OnTsWvXLmzevBnbt2/Hzp07cfDgwQo/vo0bN+Ltt9/G1KlT8ddff+HNN9/EiBEjsGPHDpN0YWFhGDRoEI4cOYL/+7//w9ChQ3FTez/jhQsX0K9fPwQFBSE1NRWjRo3Cu+++a7L+3bt30bZtW2zduhV//fUX3njjDbz++uvYu3fvPcfs5CQ6bRITDa/Jsvi7g5Xf4IAAcSJqbPt2Q/oGDcSINONtZmYCKSli3fIaNkxU9NY675ycgOeeA4yzW5bFibe/v+V1/P3F+8YSE8XVrftRpYo45uKdd7o47TXPjx8Hrl8HRo4Ucbq6iv+npQFnz1puTDVoIMHHR4HERMPBin2rERBgufEs8sB0HZEHagQEWK8uq1SRkJkpm+Xr0qUuuHbNAykp7hgxwnyooJOTGNFl/Fnryoa1PLdUNhISzPPcOE1mprjloHh5mz5d3P64d69oSBnf8nDwoLgtfPhw0aFeubK4svrLL9bnkxD7lpCYaGisijyXERBg+Yq7yHMJiYmGz1HkuWGdtm0lODubpjl+HDh3zpDmxRclKBTAU08BaWkqXLigQmysErVrW9qf7ct5tWrAkCGiI1CXny4uoiPdWF6eGB1Zt675NpycgNatzeuWnTut1xXt24v3jf3yy73XLXv3ik7eatVE47t/fxH/7t33th1jDRq4wsfHGYmJt/WvZWaqkZKShYAAz/Jv+AFr0MDFIeN2ZI5aVgDHLS8iz12QmHhL/5qIOxMBAaXMzXGPqlRRQaORcft2xUxe5KjlxVHLCuDIef5g2jH3w1ZtxeeeA2rXFm3BvXtFh19c3P+zd+dxUZX7H8A/BxhGBXIXrFwQzRYNFxSwa251tVuu7WqFWeaeubVhglauoGbaTSuhul3xp4mW5YKpNxVwxSxTyXBFMZcUBNnm/P74znBmYIZF0Zmjn/frNS9l5sw53/OcZ+Y88z3PeR7bC4qenvbbLVWryvvt7YszfxM9+6xcsN25U4Y9qVr6CABELokJPAANGjTAnDlz0Lx5cwwYMACjRo2yScZ17doV48aNQ0BAAAICAgAA4eHh6NChAxo3boyePXti/PjxWFbs3jKTyYSYmBi0aNECHTt2xAsvvICN5l+BWVlZ+PzzzzF79mx069YNLVu2RGxsLAoqONLiwoUL4e3tbfMYOnSozTKzZ89GWFgYhg8fjnvuuQdjx45Fv379MHv2bJvlwsLC8Pzzz6Np06b48MMPkZWVVZR8++STTxAQEICoqKiicgoLC7N5/1133YXx48ejVatWaNKkCUaNGoUePXqUKJfyqFNHbo3MyLB9/uxZwM/P/nv8/Eoun5GhLW/5194yvr4VDrHIyy9LD53iJzCL0vbF0XZ9fUteFSlt+fKoXRt46y3pgVPROJ1d5llZMsbGgAGSLM3MlPEv/vUv+8lI2bZi3pZtgi8jQy16rbg6dRR4eCjIyDDZeY/9r8vatRVMmuSJRYvybZ6fNCkXzzxzFY8+moMVKwqwcGEVjBplKLa9itcNP7+SdcO6PC3/lnUcFywABg6U8c8WLwbefBOYNk17/ehRKd+pU6X8z52T5Fj//vbjktgsZV4yPsdlDnOZF3+PalOPcnPVEleqrZdp0kQSeO+8444xYwrx1FOFqFUL2LDBAwarYnd2PZ8+Xerv+fOSlOvTR3tt/XpJinXtKkmxZs20K9T2YqtdW/al+K37N+O75aWXpCF+7JjUjblz5fP5p+M7tsrk5ycHKiPDtkdQRkYe/PwqfzysymKJLSPD9jsgIyPfpePWM73WFUC/9UWL+8aWudHohhkzmuC//z2LzMzy9/YqjV7ri17rCqDnMr8x7Zjr4ay2YpMm8u+kSdI+7NMH+PtvSQTWrCmvbdggFyqffVYu9t55p3Zbqr19d+ZvomXL5OL/Y4/JmOD9+8tdSbczZ08uwUksrg0TeABCQkKgKNqXcmhoKFJTU1FozgwE2RlZMy4uDg899BD8/Pzg7e2N8PBwHD9+3GaZxo0bF90uCwD169fHWfM30JEjR5CXl4dgq8sNtWrVQvPmzSsU+4ABA5CSkmLzmDJlis0yv//+Ox56yPZ2moceegi///67zXMPWg1e5OXlhTvuuKMo3t9//90mVkDKyVphYSGmTp2Kli1bolatWvD29sa6detKlEtxubm5uHz5ss1DVUu7ZcJ1hITIGAyff+7sSErn4yPjYh08KONn6E2VKsBnnwHbtklD4R//kFv7vv9eXgOA/v09kJnpXfQwGK7/qmdZfHyANWuq4sABEyIibBup77+fh+3bC5GSYsLMmXmYOTMPEya4TqN13jyZeGD/fkngTZwoY6F4mkP09ZUxCb/+Wm6N6NpVJrqwvmWyf38FmZkeRQ+Dwf62bgY3N8DTU8Ho0YVYv15FcrKK558vRLNmQJcuN74ulNesWXIl/Z//lORzbKz22uLFklj97jsgN1duabfcfmuq+JA5N1R4uPTo7dkT6NRJ4o6JsR2Tpiz9+9dFZmaHoofBoI8mSf/+dZCZGVz0uBnfNbc7vdYVQL/1pX//esjM7Fj0uBlxe3goWLbsfigKMGzY4Wtej17ri17rCqDnMneddoyrcTMfwunTZbiPvXvl9lpV1W5nTUiQzgEffywXe3/7TW5VBVyv3fLFFxLvb79J2+qVV2TyC39/Z0dGVDGlDP9OFl5etrMbJSYmYsCAAYiMjET37t1RvXp1LF26FFHFbtw3FDsLKIoCUyV/m1WvXh1Ni00ZVO8ab/S+3nhnzZqFefPmYe7cuWjZsiW8vLwwZsyYMif+mDZtGiIjI4vFMgUFBZNKXF2pV0/GlbLnzJmSV2N8fbXlLf9aP2f5e9++svbOvldekRNaaXc+nzsn2X97+1L8CpRFRkbJ+/VLW7403t4yOGxmplwhc3QlorQ4nV3m/fvLpAodOmjjsQ0YILNR9e7tgbi4AqxeXYDkZG0MFMsgyb6+Cs6c0Xrh+foqSEmxX6/PnVNRUKDC19cNgMnmPWfO2L7H2xtYu7YaMjNV9O2bU+YVnuTkQrz3nhGenpIIk+1VvG6cOVOybvj6astb/i1e5vXqlV7mO3dKj6rGjWV8vGHDZMaxt9/WlgkLk5lRg4MVJCerWL1aRXKytuOWgY/tHe+UFPu3OksZqHbqkWJTj4xGBdWrw6YXnvWxPX1a/j1wQNvOuXPysL791Nn1/Px5eaSmylh1J07IhYCkJHn9rbdk4hk/P+lZ162bPJ9mZ6zu8+dlX4oP/Hyjv1v8/WUGufbt5aIAIAn10FCZEbf4WHqOrF59AcnJ2penZSB8X19PnDmj9Tjx9fVESoqdgXScROLW4tG+awzF4jYgJaU8Y6dRWfRaVwD91pfVq88jOXlX0d9a3J44c0Zr11VWmVuSd40aVUHXrinX1ftOr/VFr3UF0HOZ35x2zPVwVlvx9Gn517q/R16etEes21Xz5smjfn3g4kVpR37wgdzJURn7Upm/iazt3Cn/BgTYb2MRuSp9XB65wZKTk23+TkpKQrNmzeDuYA7s7du3o1GjRnj33XcRFBSEZs2a4dixis3iFBAQAIPBYLPtixcv4vDha7/i6Mh9992Hbdu22Ty3bds23F+BrhL33XdfibHskiy/OK3W2bt3bwwcOBCBgYFo0qRJufbn7bffxqVLl2we+fkTsXu39uMVkFvKunXTfugWl5govYSsPfKItnxampyMrNfp4yNjKyQmlhlmCV5eMitUWd2v8/Mlyde5s/acosgtocWqXpHkZHndWteuMgZFRfj4SG+evDyJNbeUjo35+XDZMq9WTa7kWU+5Y/nbcoUwKws4ckQtehw4YMLp0yZ066Z9jmXb7khMtP/DQMrA9j1SBu5ITNQSeD4+wPr11ZCXp6JXr5xSy9WiVSt3XLigwjqfnZ8vyV/rY22pG47KPDm5ZJlbHyNLmVuv08dHki2O6hsABAZKjzDLbQpVq5a8emq5Xdm2zLXHgQOSSOvWTTu1SJkrSEy03/CVMlfRrZvW00DKXHvP7t0q8vJsl7nnHqBRI22Zbdssk1toy9SsKbdrWH89u1I9t5Rj8ZntTCaZJCI/X2Z53b5dknXF5ecDKSklv1s6dXL8XbFjh7xurUuXin23WMaMKV4/TCZtn8ojK6sQR45cLXocOJCN06fz0K1bjaJlfHzcERzsg8TEzPKv+AbLyjIViztHF3HrmV7rCqDf+iJlnlP0kDLPtRP3HUhMvHxd27Ik75o1q4ZHHtmHCxeu754nvdYXvdYVQM9lfnPaMdfDWW3FPXtkeKB77tGW8fCQySns/ew9fVqWt4wzt3ev/X1x1m+i4iw3nlVGkpXoZmIPPADHjx/H2LFj8dprr2HPnj2YP39+id501po1a4bjx49j6dKlaNeuHdasWYOVK1dWaJve3t4YPHgwJkyYgNq1a6NevXp499134VaRXz/lNGHCBDzzzDNo3bo1HnnkEXz33Xf49ttvkWA94noZhg4diqioKEyYMAGvvPIKdu/ejZhiUxI1a9YMy5cvx/bt21GzZk1ER0cjIyOjzESh0WiEsdgvWEWRWZFiYmTWpR07ZOYlLy9tDLeYGPmR+8478vdHH8ng7GPHytTqzz0nU56/9pq23nnzZGyG1FQ5eU2ZIuuIj9eWadBAZkFt2FAG9Q8MlOf/+AO4YnXB89ln5UT29ddll99HH8ntcXv2yP6MHClJqa++ktcXL5Y4Jk+WvxcskPGwRo+WruhPPy233VlmjgIkOdGggVzxAmS8LECuSGVkaMm7qlVlnL477pAHID177HWudNUy37ABmDlTymX+fEkSvPmmXMXbtMnxVfq5c/MRHm5EaqoJaWkqpk71RHq6ivh47cdBQkJVrFxZgAUL5ApxdHQeYmOrYNeuQuzYYcKYMQZ4eSlYskRetyTvqlUDBg68ijvuUKzKVYXJBDzxhDt8fd2QlFSIq1dVPPqoB955xxOzZ5fsjTpvntyCvWePXA0cNUrK3HJr5RdfSHmFh8vf8+fLpANjxgA//iizibZtCwwfrq1z/nzpOffHH3IFNCJC1mGZNDI4WBppW7ZIz8yQELm185tvZHwTQNb9+uty7OLipMfh1Kmyvr17HTdI5841ITzcDampqrnM3c3HW3tPQoI7Vq5UsWCByVzmJsTGumPXLhU7dqgYM8bNXO/k9cuXgc8/NyE62h0XLhTi8mUV8+e7Y/t2E5KTZb2pqUB8vAnz5rljyBBZZto0dxw8CGzaZBuvM+p5+/ZAu3YyycPFi3LFd8oUOUaWJF/t2sBTT8m2qlSRGWyfftq2oVvcxx/Lrc5798r+DB8u3y2W76VPP5U4LJ2cP/lEju3IkcC6dbK91q1tZ3KrWVMGrrb33XL2rPTQPHJE9jk8XHrCPv64NLCtZ7e9FnPnnkJ4eAOkpuYgLe0qpk5thPT0XMTHnytaJiGhJVauPIcFC6R7gJeXG5o21Uai9vc3IjDQCxcuFBTNYFmzpgcaNjTizjvlHvHmzWX5M2fySowvdW1xn0Z4+N3muHMxdWoDpKfnIT5em/kxIeF+rFx5AQsWnLGKu0qxuKuZ486zitvTTtz5lRJ3eRm8vFDLqrd/TX9/+AYGIufCBVw+ceKmxWFNr3VFYtdnfZk79yTCwxtZlbm/nTIPNJf5KXPc7sXKvAoCA71x4UI+TpzIhYeHguXLH0CbNt544on9cHdX4Osr8V+4kI/8/OtPgEjs+qwveq0rErtey7zy2zGA9Drz8wMsX6UtWyrIzFRx/Li0C0rjjLZiZiawaJHMLn/ypCTlLOPyrlihrWfsWPnNYjLJOHkTJsidM45u4nLGbyJ/f/ndtm6dXBBt2RKYMUNm5v3119LL/lZ2K44PdztgAg/Aiy++iJycHLRv3x7u7u54/fXXMWTIEIfL9+rVC2+88QZGjhyJ3NxcPP7445g0aRIiIiIqtN1Zs2YhKysLPXv2hI+PD8aNG4dL5ZlPvIL69OmDefPmYfbs2Xj99dfh7++PJUuWoHNpvwqLadiwIVasWIE33ngD8+fPR/v27fHhhx/i5ZdfLlomPDwcf/75J7p3745q1aphyJAh6NOnzzXv07JlcmtYZKSc8FJSZOBRSw+hhg1tTw6JiXJb5dSp0nU7NVWmT//tN22ZmTPlhPfpp0CNGvJj+rHHbHumRUbKrYIWlitIXbpIwsPi5ZdlXLny7N6KFbIvkybJCfyXX+QkZ9mXBg1s9yU5WWKYPFni+eMPOfEcOKAt8/jjcmK1sJz4PvhAHq1aaTM0WZcBANx7r5yIi3PVMj90COjVSxoR27dLDHv3ynqsb48tbubMPHh5AYsWVUGNGgq2bi1Ejx7ZNtsOCHBDnTraVdNlywpQt24upkwxws9Pbrft0SMbZ8/Kdtq0cUdIiPTQO3LE22Z7jRtn4dgxFfn5wIgRBsyZY4SiAH/8YcLYsblYvLhkw/L//k96ib33npT5vn3AE084rhtJSTLzcWSklPsff0gSxrrMZ8+WMl+4UMp82zYZq8yy37m50pibNEl6fx09Kg2quXO1dWzeLNsZN04e2dlSL3v2dDxhi5S5yVzm7ubjraJHj4JiZa6gTh3tuC1bpqJuXROmTHE31zsVPXoU2gxa/MYbJphMwIoV7jAagXXrVAwfbpu8ffHFQsyZ4441a9xhMgFbtsi2izdQnFHPs7PlPRERstzp09KQfPZZ2PTKfPFFSaYqimy3SxdprHvbVrUi334r9eedd+S7Zf9+GZvGMrGFZQY5ix07ZBDnSZPk++XIEWloW98i89hjkhS0sFyrmTZNHgUFUuciIiS56+Ulk1cMHSqN7Osxc+ZJeHm5Y9GiZqhRwwNbt15Cjx6/ITdXqy8BAVVQp4425ENQkA82b9bGcJ0zJ8AcdwYGDZJe4L161UJMjDbGbFzcfQCAiIhjiIwsfZzW8sV9Cl5ebli0KMAc92X06HGgjLi9sXlzC6u4/c1xn8WgQX+Y466JmJhmVnE3N8d9ApGRNy9xdmdQEMKspi/ubp7oKyUmBqsGDbppcVjTa12R2PVZX2bOPGEu8+ZWZf4LcnO1L5mAgKp2yryVVdxNzXGfwaBBB3HXXUb07l0HALBvXzub7XXunIItW/6+7rgldn3WF73WFYldr2V+Y9oxQ4e6ISJCu8Pj55/lZ3hYWAFiY0tPVDujrQjIsB4FBXKBs2pVaUN0765d7AXk77fekvbkL79IG2TdOunkYI8zfhPl5Ul7asQI2eeTJ+UC64wZpRY7kUtSVFWtnEtbRJXoBnREvCmqVCl7GVdVWlLGlamq69yKUVEGg0/ZC7mg/Pyb1/OnsimKPkeodpTA04PMzJ+dHcI1sj+Mhh5E4KGyF3JBEfifs0O4DnqtL6WPU+za9Frmeo0bACpnZuCbL8TZAVyz4mOU64WjBJ4eZGc7O4Kbo4x5Jm8Z1mM23gp0miYhIiIiIiIiIiK6PTCB56J+/vlneHt7O3wQEREREREREdHtQcedW29tQUFBSElJcXYYRERERERERHQL4SQW+sQEnouqWrUqmlrN+EZERERERERERLcn3kJLRERERERERETkwpjAIyIiIiIiIiIicmG8hZaIiIiIiIiI6DbBMfD0iT3wiIiIiIiIiIiIXBgTeERERERERERERC6MCTwiIiIiIiIiIiIXxgQeERERERERERGRC+MkFkREREREREREtwlOYqFP7IFHRERERERERETkwpjAIyIiIiIiIiIicmFM4BEREREREREREbkwjoFHRERERERERHSb4Bh4+sQeeERERERERERERC6MCTwiIiIiIiIiIiIXxgQeERERERERERGRC2MCj4iIiIiIiIiIyIVxEgsiIiIiIiIiotsEJ7HQJ/bAIyIiIiIiIiIicmFM4BEREREREREREbkw3kJLVIlycq46O4RrVrVqFWeHcE1ycrycHcI1q6LPIoeHh8HZIVyznByTs0O4Jlev8noblV8E/ufsEK5JBB52dgjXTK9lTs5Q6OwAbjs+Pvptt+j1Nke9trcE21zkupjAIyIiIiIiIiK6Teg1OXy7Y3qZiIiIiIiIiIjIhTGBR0RERERERERE5MKYwCMiIiIiIiIiInJhTOARERERERERERG5ME5iQURERERERER0m+AkFvrEHnhEREREREREREQujAk8IiIiIiIiIiIiF8YEHhERERERERERkQvjGHhERERERERERLcJjoGnT+yBR0RERERERERE5MKYwCMiIiIiIiIiInJhTOARERERERERERG5MCbwiIiIiIiIiIiIXBgnsSAiIiIiIiIiuk1wEgt9Yg88IiIiIiIiIiIiF8YEHhERERERERERkQtjAo+IiIiIiIiIiMiFcQw8IiIiIiIiIqLbBMfA0yf2wCMiIiIiIiIiInJhTOARERERERERERG5MCbwiIiIiIiIiIiIXNgtl8Dr3LkzxowZ4+wwirhaPNerovuzefNmKIqCv//++4bFRERERERERER0K7vlEnh65ig5FhMTgxo1atz0eCpDhw4dcPr0aVSvXv2a3j98OPDnn0B2NpCYCLRrV/ryTz0FHDggy+/bBzz2WMllIiOBU6eAK1eA9euBpk3tr8vTE9izBzCZgMDAkq+PGwccPAjk5AAnTgDvvFP2/kRGeiA93YjsbCM2bDCgaVOlzPcMH+6OtDQjcnKMSEryRLt2tu959VV3bNrkiUuXjFDVKrBX1KtWGXDsmKwjPd2IL780oH79suMFgNdeA37/HbhwAdiyBQgKKn35vn2BvXtl+R07gO7dbV/v3RtYvVrKLDsbePDBkut4+WVg7VrgzBlZpiLVJzJSQXq6guxsBRs2KA6Pr7Xhw4G0NAU5OQqSkpQS9cxoBD7+WMG5cwoyMxUsX66gXj3t9QcfBL75RsHx47LdAwcUjB5tfzsHDsgyBw8qeP55+/G8+iqwfz9w9izw009A27alx9+nD7BrlyyfmAj885+2r/fsCcTHA0ePApcvAy1b2l9P+/bAd98Bp08DJ08CP/4IVKlS+raLc0Z9WbtWXrN+fPRR2bG6cl3x9ATef1/B0aMKrl5VcPgw8NJLwNChwOHDchy3bi27fJ98UurS5cvyfdajR8llJk8Gjh0DLl2SY26vHB57TLZ36RKQkQEsX277etu2chzOnpXXv//e/rEqj8jIRkhPD0Z2dgds2NACTZuWXgk7drwDq1ffj1On2kNVO6J379ollunbtzbWrWuBc+dCoKodERjodW3BlRp3A6SnByE7OxgbNtxfzrjvxalTQVDVDujdu5aduGth3br7ce5cO6hqBwQGVqv0uCV2fZZ5eTTs2BHPrV6NsadOYbKqonnv3k6Jozi9lnlkZGOkp4ciO7sjNmwIRNOmVcuIuzpWr26BU6dCoaqd0bt3HZvXPTwUTJ/eBL/8EoSsrI44dSoUsbH3on59zxsQu17LXJ9x6zX2ymyDeXjI747ERGlbHToEfPop4OdXqSEXcUYbrLxctc3Vty+wfr2Cs2cVXLqkYPv2sn+b3SoKCm6Px63mtk/g5eXlOTuEW5qnpyf8/PygKBX/MnzmGSAqCpgyRU6ev/wiPxDr1rW/fGgo8M03wBdfAG3aAKtWAStXAg88oC0zcSIwahQwbBgQEiJJvLVr5QRQ3MyZQHq6/W3NmwcMHgxMmADcd5+c4HbsKH1/Jk50x+jR7hg6NB/BwXm4cgVYt85gd9taGbghOtoDkZEFaNMmD/v2mbBunadNGVSrBqxdW4gPP3T8DbVpkwnPPJOH5s1z8eSTeQgIULB8edmN4yefBKZPBz78EOjQQRo0q1Y5PgbBwUBsrDxCQ+VHfFwccP/9tvEmJgKTJjnebtWqwIYNwKxZZYZoY+JEYPRoYOhQFcHBqrmMlTLKGIiOVhAZqaJNGxX79sl7rPdxzhwFPXsCTz+tolMnFXfeCXz7rVan27aVhtvAgSoeeEDFBx+omDZNwYgR2jqGDgWmTVMQESHLTJ6sYvbskgmVfv2kvKdPBzp2lDL/9lugju1vniLt20ud//JL4B//ANaskc/Bffdpy3h5SZm/957jcmjfHlixQhqrXboAnTsDixZJAru8nFVfACkDf3/t8e67pS/vynUFAJYtU9CtGzB4sIrmzVW88AJw113ymXj/fSm7X36R4+2ofENCgK++ApYskeO7erUk3qy/E8ePB0aMAEaOlPqTnS3Hwboc+vaVdcTGyo+Bzp2BpUu117285D0nTsg6unQBsrLkOY8KznU/ceLdGD36Tgwdmorg4BRcuWLCunUtYDQ6Pod4eblj374rGDHiSKnLbN16GW++mVaxgMpp4sS7MHp0fQwdegTBwfvNcd9fRtxu5rj/LGUZS9zHbkTYAPRb5uXl6eWFjH378EPxD5kT6bXMJ05sgNGj78bQoYcRHLwHV64UYt26B2E0Ov45ocWdavf1atXc0KaNN6ZOPYY2bXahX7/f0Lx5Naxe7eBK0zXHrtcy12fcgD5jr+w2WLVq0glg5kxZ38CBQLNmtufQyuLMNlhZXLnN9fDDCjZsUPGvf6lo21bFpk3Xt69EN5qiqqrq7CAqU+fOndGiRQsAwFdffQWDwYBhw4ZhypQpUBQFjRs3xuDBg5Gamor4+Hj069cPMTExePPNN7Fy5UqcPHkSfn5+GDBgAN577z0YDAYAQEREBOLj4zFu3DhMmjQJFy9exGOPPYbFixfDx8cHAHDlyhUMGzYM3377LXx8fDB+/Hh89913aNWqFebOnVuu2O0tGxMTgzFjxuDvv//G0aNH0aRJE+zYsQNBVpdV5s6dizlz5iAtLQ1ffvll0fIW8fHx6Nu3LyyHu7L256uvvsK8efNw6NAheHl5oWvXrpg7dy7qmS9/bN68GV26dMHFixcr1IvQzU1OGLt2ScINABQFOH4c+PhjYMaMku/573/lh2SvXtpz27dLT7xhw+TvU6eA6GhJDALAHXdIL69Bg+SkZdGjhyzz1FPAb78BrVvLegDg3nvl/y1bSk8Ya6p61eE+pacbERVVgKiowqJtZ2QYERaWj7g4+1mSpCRP7NxpwqhRBUVlcOKEEfPnF2DGjEKbZTt1csPmzZ6oUeMqLl1yGAYAoGdPN8THG2A05hZdmahateRV0S1bgN27gbFjUbT91FTgk0+0MrT25ZdyDJ58Untu82ZJNBS/4tWwofRgDAmR1+3p2BFYtw6oXx8O9yknRyu79HQFUVGqzfHNyFAQFqbaHF9rSUkKdu4ERo1Si/bxxAkF8+ermDFD1vHXXwr691exYoW8p3lz4OBBN4SEmJCcbH+9H3+s4L77gG7dZL3btinYtg2YOFH7yv3oIzcEBdle8fzpJ+kpNX48iuL5/Xe5YjtnTsntLFkiZf7MM9pzGzdKmb7xhu2yDRsCv/4KPPSQNOysbdwIbNokyaGyOLqa5az6snatPDdxYtmxW+qLK9eV7t2BpUsVNGmi4uJFWcZgcMPWrfKdaOmorSjSQ3nhQvvJ7v/8Rxrffftqz/38s3x/jRwpfx87Bsydq9WtO+6Q3pevvAIsWwa4u8sxnDIFiImxH3+bNkBSEtCkibwXAFq0kHp8333AwYM/23+jHenpwYiKOomoqFPmeNyRkRGCsLDDiIv7q8z3q2pH9OlzAKtWnbf7eqNGRhw92h6tWu3Bvn1XylibewXiDkJUVDqiotKt4m6HsLBUxMXZj8U27g7o0+cgVq26UErcbdGqVQr27csuR0SFZS9SFLvrlHkEHi533NdisqpiaZ8+OLRqVaWvOwL/K/eyrlTmFasroea4T1jF/RDCwg4iLu5sOeLujD59fsWqVedKXS4oyAc7d7ZFw4aJOHEit5QlK/IZdaUyLz+9xu1qsfv4dCxXzDeyDWbRpo20de6/Xztnlqa8PYic3WYvTi/tc3tU9fbo4/TDD86O4Ob417+cHUHluiVrZ2xsLDw8PLBjxw7MmzcP0dHR+Oyzz4penz17NgIDA7F3715MMl9S8PHxQUxMDA4cOIB58+Zh8eLFmFPsm/rIkSOIj4/H999/j++//x5btmzB9OnTi16fMGECtmzZglWrVmH9+vXYvHkz9uzZU6n71rhxYzzyyCNYsmSJzfNLlixBWFgY3NzKf0grY3/y8/MxdepU7Nu3D/Hx8Th69CjCwsKuax8BwGCQqyYJCdpzqip/h4TYf09oqJw0ra1fry3v7y+JIOt1Xr4MJCfLey3q1ZOeRy++KL1RiuvZU340P/EEcOSI/H/xYqBmTcf74++voH59BQkJ2slMtq0iNNT+MZMysH2PlIHJ4XvKo2ZNYMAAd2zfrpbaKDAYJHFpfSVKVaVxExxs/z3BwfK6tYQEuUJ5o8nxVRwcX/tXe7V6pp3ELfXM8p62bQFPT9v1HjoEHDum2tSb4qpXl1sSLIxG4Gqx/O7Vq7J+Sy8lgwFo1apkmW/e7LgM27eX161t3FixMq9TR25P/+sv6fn4xx9yUnf0WbPH2fXl2Wclwb9zp9yuUrWUu7pcva706qVg1y5g4kQFJ08qOHRIwcyZ0ui3Li9L+To6TvbKd8OGkt+J1stcviy9iS3HrHVr4O67pSfmjh2S8Fu92rYX3+HDwLlzciHEYJDbrsPC5EfP0aOO97s4f/8qqF/fEwkJf1vFU4jk5EyEhvqUf0U3mb+/UZdxA/otcz3Ta5lL3EYkJFwsek7ivozQ0DsqdVvVq3vAZFLx99+Vc++Tvstcf3ED+oz9ZrXB7rhDzqllXWyvCGe3wUrj6m2u4q7hpjGim6qCN7foQ4MGDTBnzhwoioLmzZtj//79mDNnDl599VUAQNeuXTFu3Dib94SHhxf9v3Hjxhg/fjyWLl2KiVZdOkwmE2JiYop6qL3wwgvYuHEjPvjgA2RlZeHzzz/H119/jW7dugGQROLdd99dodgXLlxok2wEgIKCAlSxGojqlVdewdChQxEdHQ2j0Yg9e/Zg//79WFXBK8qVsT8vv/xy0f+bNGmCjz76CO3atUNWVha8vb3LFUdubi5yc22vsNaubYSHhxEZGbbLnj0rPeDs8fNDieUzMrRxJiz/2lvG11f7e8kSudK2ezfQqFHJ7TRpIs8/9ZSMSeXuLr36/u//AHNR2Y1NtmV7tScjQ4Wfn/0zRZ06MjaMvffce2/FE3jTp3tg5Eh3eHkpSEw04YknSr99XLZfsrzOnpUrXPb4+srrxZe3Lt8bpbTj62isEcdlrNUzPz8gN1ct0dCS9SoASl7BCw2VhNLjj2uvrVsnvZri4+Xqbtu2kiT29ARq15b11a4tZf5XsQvTZ88C99xjfx8qo8z9/eXft9+WW0/37weef17GwwsJkUR1WZxZX5Ytk+Td6dPS8+v996W8HI0x6Op1pUkTuRXn6lWgb18VdeoAn36qVLh8/fxKlq/1953lX3vrtJRDkyby76RJ0sPx6FHpVbBhgyTxLl6U22UffVS+Ay1jgf7xB/D440Bh+Tv3wM/PYI7H9rspIyMPfn6VPx5WZbHElpGRb/N8Rka+S8cN6LfM9UyvZa7V8xsbt9HohhkzmuC//z2LzMwKfIGUQr9lrs+4AX3GfjPaYEajXGRcvhzIzLz+mC1cuc3u6m2u4iy9L28Ht+L4cLeDW7IHXkhIiM2Ya6GhoUhNTUWh+ZdEkJ0RPePi4vDQQw/Bz88P3t7eCA8Px/Hjx22Wady4cVGyCwDq16+Ps+ZvviNHjiAvLw/BVpc5atWqheaOvjUdGDBgAFJSUmweU6ZMsVmmT58+cHd3x8qVKwHILbZdunRB48aNK7Stytif3bt3o2fPnmjYsCF8fHzQqVMnAChRdqWZNm0aqlevbvMAPq7QvlSWUaMAHx9g2jTHy7i5SQ+Tl16SQd23bJHETNeuwD33SL3r398NmZnGoof5TmynmjWrAK1b5+HRR/NQWAh8+aULBHUdnn1WGhqZmTJwrSuUMSBJjVWrZMyODRu056dOVfHjj3JLQH6+glWrFHzzjbxWkXHmbgTL1+UXX8htl7/8Ism81FQZr8XVffGFXJX97Te5Ff6VV2RcSkti0lJXLPXF1euKm5tcaR4wQMXOnTKxhOXW5tLGi7kRLJ26p0+XMUX37pXyVVXttpsqVeSiR2KiJB47dZJjsWpV6ZOg9O9fF5mZHYoeBoM+miT9+9dBZmZw0cNg0M/ler2WuZ7ptcz796+HzMyORY+bUc89PBQsW3Y/FAUYNuxw2W9wQL9lrs+4AX3HfrN4eMh4c4ri+PbaW4He2ufWnn8emDxZP+d0uj3dkj3wyuLlZTtbUWJiIgYMGIDIyEh0794d1atXx9KlSxFVbMAAQ7FvIEVRYKrkX97Vq1dH02LT8tSznk4HMjHEiy++iCVLlqBfv3745ptvMG/evKLX3dzcUHxow/x8254BwPXvz5UrV9C9e3d0794d//nPf1C3bl0cP34c3bt3r9DkIG+//TbGWgZsMKtTx4iCgpJXgerVkzHr7DlzpuTyvr7a8pZ/rZ+z/G0Z365LF7k6U/xWx507JbExaJD08snPl+SGxe+/y78NGyo4fFjF6tUmJCdrZWD50e3rq+DMGe3Y+PoqSEmxX+bnzgEFBSp8fW2vIhVfR3mdPw+cP68iNVXF77/n4eTJKggJKUBSkv11yfbtH4PiV9EsMjKAYtW11OWvx5o1clyuXpX4tTIueXxTUuyvQytj2+eL1xujUUH16rZX+WQZ27K77z5g40YFixYBH3xgu86rV2VCgtdek/eePg2MHq3g8mWJA5BjVFBQcsDhG13mlmUPHbJ9/tAhoEGD8q3DlerLzp3yb0AAkJam1RVA6our15XTp2W8zsuXS+7TffcB/7Maaqu08jpzpmT5+vpqy1v+LV4O9epp34mnT8u/lu84AMjLk3Jt2FD+fu456ZXcsaMk9gDghRekAd+rl3x32rN69QUkJ2vDMlgGwvf19cSZM9o5y9fXEykpWfZX4gQStxaPZUB2X19DsbgNSEmp3DGlrpdey1zP9Frmq1efR3LyrqK/tXruiTNntPZNZcVtSd41alQFXbumXFfvO/2WuT7jBvQdu8WNbINZkncNGshQPJXZ+w5wrTaY3trnFs8+C3z2mYKnn1axZg2TeOS6bsnLI8nFRq1MSkpCs2bN4O5uf7Db7du3o1GjRnj33XcRFBSEZs2a4dixis34FhAQAIPBYLPtixcv4nDxWQ4qySuvvIKEhAQsXLgQBQUF6NevX9FrdevWRWZmJq5c0X44pDj6hnSgPPtz8OBBnD9/HtOnT0fHjh1x7733FvXgqwij0Yg77rjD5lFQYMTu3ba3pCqK/J2UZH89iYnSC87aI49oy6elyY9R63X6+MgYEImJ8vfrr8v4F61by+Pxx+X5554DLHdZb9smYzNYbi0DtK71x47JCSMrCzhyRC16HDig4vRpFd26aR852bbczmpPfj6we7fte6QM3By+p7wsvWpKmwksP19623TurD2nKJLkdDQwbHKyvG6ta9eyZ+i9FllZMv7gkSPyOHAA5jLWltGOr/0kpZQx0K2bVg6WemZ5z+7dQF6e7XrvuQdo1EgpqjeADEa8aZOC2FggPNxxgrWgQJIzJpP0YFq3Tkt65OdLY6Z4mXfq5LgMd+yQ16116VKxMj92TGZcbtbM9vmmTeXW1PJwpfry4IPyr6WRZ6krlvri6nVl2zaZSc36WpO/v9QT8xxNRdvv0sXxd2JycsnvROvvUMt3ovUx8PGR8W8sx2zPHkk+W98+5OEhCTvLabJaNanP1teNLH+XNixrVlYhjhy5WvQ4cCAbp0/noVu3GlbxuCM42AeJiZX8a+c6ZGWZisWdo4u4Af2WuZ7ptcwl7pyih8SdayfuO5CYeNnxisrBkrxr1qwaHnlkHy5cuL77uvRd5vqLG9B37BY3qg1mSd4FBMhFrdLGX7tWrtQG02P7/LnngCVLFDz/vHrbTOxA+nVL9sA7fvw4xo4di9deew179uzB/PnzS/Sms9asWTMcP34cS5cuRbt27bBmzZqi21PLy9vbG4MHD8aECRNQu3Zt1KtXD++++26FJpWoiPvuuw8hISF488038fLLL6Oq1YjtwcHBqFatGt555x2MHj0aycnJiHE0faAD5dmfhg0bwtPTE/Pnz8fQoUPx66+/YurUqZW1i5gzR2Y93LVLTiZjxsgPWsv8HTExknSwjLn00UcykOzYsXL157nngKAg4LXXtHXOmydjfKWmyo/XKVNkHfHx8vqJE7YxZJkvEh45IkkXQG7V270b+Pxz6QLv5iYz465fD6SmOk7czJ1bgPBwD6SmqkhLUzF1qgfS01XEx2vJuIQEA1auNGHBArnyHB1dgNhYA3btMmHHDhVjxriby0C7Mu3rK2M9NG0qJ7mWLRVkZgLHj8sMlu3bK2jXzg1bt5pw8aKKgAA3TJ3qgT/+MJWZCPzoI5mgY88eOQ4jR8qP9a++ktcXL5bymzxZ/l6wQMph9GiZGfTpp2XgfcuMl4BMotGggQyeD2hJo4wM2x5Bvr7S2AGk23tWlhwfy6yc9stYRXi4Yi5jYOpUxeb4ShkrWLlSxYIFMJexithYxaqeKTb17PJlOdbR0QouXFBx+TIwf76C7dvVokbRAw8AP/2kYN06WZ/limFhoda7rlkzLTFSsyYwdqyC++8Hhg613YePPwb+/W9piO3aBQwfLmX+9dfy+qefSplHRsrfn3wit1iOHCnJwKeekuSz9QxiNWvKRAT2ytySc//oI7ltdv9+efTvLw2hF190XN7FOaO++PvLVdN16+TqecuWMkv1zz/LjLuOuHJd+eYbGXNuyRIFkyfLGHjTp8vg1C+9JNuWmdnkOzE2Vt73xRdSvpaLDfPny2DaY8ZIHXnmGRl7cfhwbR/nz5fj/scfMr5dRISswzKkamamTOrz3nsyW97x49oMd5ZZ3zZulPg++khmxHVzAyZMkGR18cG9yzJ37imEhzdAamoO0tKuYurURkhPz0V8vDZrZUJCS6xceQ4LFkj3QC8vNzRtqp0D/f2NCAz0woULBUUzWNas6YGGDY24804Ze6l5c1n+zJm8EmPXXYu5c08jPPxuc9y5mDq1AdLT8xAfr/1SS0i4HytXXsCCBWes4tbuMZa4q5njzrOK29NO3PmVErfErs8yLy+DlxdqWd3ZUNPfH76Bgci5cAGXi5/0bxK9lvncuScRHt7IKm5/O3EHmuM+ZY7bvVjcVRAY6I0LF/Jx4kQuPDwULF/+ANq08cYTT+yHu7sCX1+J/8KFfOTnV/yOA/ux67XM9Rm3XmOv7DaYh4e0gQID5Rzs7q71ert4URJVlcVZbfbycOU21/PPA7GxCl5/Xd53M8btJroet2QC78UXX0ROTg7at28Pd3d3vP766xgyZIjD5Xv16oU33ngDI0eORG5uLh5//HFMmjQJERERFdrurFmzkJWVhZ49e8LHxwfjxo3DpcqcYqiYwYMHY/v27TYTSQAyVt3XX3+NCRMmYPHixejWrRsiIiJKLQN7ytqfunXrIiYmBu+88w4++ugjtGnTBrNnz0avXr0qZf+WLZNu7JGRMlBpSgrw2GNawqFhQ9uxwxITgQEDgKlTpXt0airQt6+MxWQxc6b84P30U6BGDRnD7rHHgGJzaJRKVeUK2kcfyfh3V67IybusQU9nziyEl5eCRYsM5m2b0KNHvs22AwLcUKeO1lhdtsyEunULMGWKwVwGKnr0yLMZdHboUA9ERGgf5Z9/lr7qYWH5iI0tRHY20K+fGyIjPeDlJVfB1q414f33C1DWnc4rVsgxmDRJTmi//AL06aMdgwYNbI9BcrLMPjl5shy3P/6Q5MqBA9oyjz8uCQELS8Pigw+0bu2vvCKJVgvLDFNDhmiNKHssx3fRIqXo+PbooRYrY6BOHe22ZKlnKqZMUYrqWY8eqk0Zv/GGCpNJwYoVCoxGaaQNH64dp6eeUlCvnoIXXgBeeEG7Wnj0qAp/f1nO3R0YN05B8+bSYNu0SXqIFu/h9u23MnjvO+9Ime/fLz31LIMqW2YEtdixAxg8WI7R5MmSbO7f3/aWx8cekwaphSWfP22aNt7jwoVym8O0adJg+/VXGUcuLc1xeRfnjPqSlydXkEeMkGN/8qQ0CGfMKD1WV64rV64Ajz6qYv58Bbt2KTh/Xga8njxZbuN/7z35Tty3T2bDdlS+SUmSgI2MlO/FP/6QHxfW34mzZ0s5LFwo34nbtsntPdbl8NZbkoxbskRm992xA+jeHfj7b3n90CH5rg0Pl9t7TSYpmyeecDzkgePjchJeXu5YtKgZatTwwNatl9Cjx2/IzdXKMCCgCurU0YaACArywebNDxb9PWeOZP5jYjIwaJD0Gu/VqxZiYrQxXOPi7gMAREQcQ2Rk+cdsdRz3KXh5uWHRogBz3JfRo8eBMuL2xubNWpfKOXP8zXGfxaBBf5jjromYGK1rbFxcc3PcJxAZWTnJJ72WeXndGRSEMKtMcvc5cwAAKTExWDVo0E2Lw5pey3zmzBPmuJtbxf0LcnO1L56AgKp24m5lFXdTc9xnMGjQQdx1lxG9e9cBAOzb185me507p2DLlr+vO26JXa9lrs+49Rp7ZbfB7rxTu5tn+3bbbf3rX9L2qCzOarOXhyu3uYYMUWAwKFi4UMHCheXfp1sBJ7HQJ0UtPlga6cbUqVPxf//3f/jll1+cHUqlu0EdF284Vb1a9kIuqmrVUkabd2E5OU6eAeI6+Pjos6Lr+YSv1/qi5wHB8/N/dnYI18j+sBv6UDmzd95sEXjY2SFcswj8r+yFXJI+64rQ82eUbiYfn47ODuGa6bXNpdf2FgCoqn7bXBXx7bfOjuDmsBpp7JZwe9TOW0xWVhZ+/fVXfPzxxxg1apSzwyEiIiIiIiIiohuICbyb5Oeff4a3t7fDR0WMHDkSbdu2RefOnUvcPktERERERERERLeWW3IMPFcUFBRU4ZlgHYmJianwpBRERERERERERHq9Pft2xwTeTVK1alU0tZoFjYiIiIiIiIiIqDx4Cy0REREREREREZELYwKPiIiIiIiIiIjIhTGBR0RERERERERE5MI4Bh4RERERERER0W2Ck1joE3vgERERERERERERuTAm8IiIiIiIiIiIiFwYE3hEREREREREREQujGPgERERERERERHdJjgGnj6xBx4REREREREREZELYwKPiIiIiIiIiIjIhTGBR0RERERERERE5MKYwCMiIiIiIiIiInJhnMSCiIiIiIiIiOg2wUks9Ik98IiIiIiIiIiIiFwYE3hEREREREREREQujAk8IiIiIiIiIiK6rS1YsACNGzdGlSpVEBwcjB07djhcdvHixejYsSNq1qyJmjVr4pFHHil1+crABB4RERERERER0W2ioOD2eFREXFwcxo4di8mTJ2PPnj0IDAxE9+7dcfbsWbvLb968Gc8//zw2bdqExMRENGjQAP/85z9x6tSpSjhC9jGBR0REREREREREt63o6Gi8+uqrGDRoEO6//378+9//RrVq1fDFF1/YXf4///kPhg8fjlatWuHee+/FZ599BpPJhI0bN96wGJnAIyIiIiIiIiKiW0pubi4uX75s88jNzS2xXF5eHnbv3o1HHnmk6Dk3Nzc88sgjSExMLNe2srOzkZ+fj1q1alVa/MV53LA1E10HVb3q7BCuicFQxdkhXLOcHH2Wec2a+i3zixdNzg7hmvj46Pfaj15jz8zMd3YItyF3Zwdw24nA/5wdwjWLwMPODuGa6LnM+Rl1hkJnB3Dbycnh+f/m02dbkeybNm0aIiMjbZ6bPHkyIiIibJ47d+4cCgsL4evra/O8r68vDh48WK5tvfnmm7jzzjttkoCVjQk8IiIiIiIiIiK6pbz99tsYO3aszXNGo7HStzN9+nQsXboUmzdvRpUqN66DCRN4RERERERERES3iYpO8KBXRqOxXAm7OnXqwN3dHRkZGTbPZ2RkwM/Pr9T3zp49G9OnT0dCQgIefPDB64q3LOwfSkREREREREREtyVPT0+0bdvWZgIKy4QUoaGhDt83c+ZMTJ06FWvXrkVQUNANj5M98IiIiIiIiIiI6LY1duxYvPTSSwgKCkL79u0xd+5cXLlyBYMGDQIAvPjii7jrrrswbdo0AMCMGTPw3nvv4ZtvvkHjxo1x5swZAIC3tze8vb1vSIxM4BERERERERER0W3r2WefxV9//YX33nsPZ86cQatWrbB27dqiiS2OHz8ONzftJtZPPvkEeXl5eOqpp2zWY2+SjMrCBB4RERERERER0W3idhkDr6JGjhyJkSNH2n1t8+bNNn8fPXr0xgdUDMfAIyIiIiIiIiIicmFM4BEREREREREREbkwJvCIiIiIiIiIiIhcGBN4RERERERERERELoyTWBARERERERER3SY4iYU+sQceERERERERERGRC2MCj4iIiIiIiIiIyIUxgUdEREREREREROTCOAYeEREREREREdFtgmPg6RN74BEREREREREREbkwJvCIiIiIiIiIiIhcGBN4RERERERERERELowJPCIiIiIiIiIiIhfGSSyIiIiIiIiIiG4TnMRCn9gDj4iIiIiIiIiIyIUxgXeDde7cGWPGjHF2GEUqO57GjRtj7ty5lbY+IiIiIiIiIiKyxQQeOWQv2Tdv3jwYjUYsXboUALBz504MGTLkpscWGemB9HQjsrON2LDBgKZNlTLfM3y4O9LSjMjJMSIpyRPt2tm+59VX3bFpkycuXTJCVaugenXH6/L0BPbu9YSqVkFgYMltDx0KHD4MXL4MbN0KBAWVHtuTTwL798vye/YAPXqUXGbyZODYMeDSJeDHH4GmTUsu89hjsr1Ll4CMDGD58pLLvPACsHu3bOvkSWDevNJjs3BWma9aZcCxY7KO9HQjvvzSgPr1yxfz4MFASgqQng5s2AC0aVP68r17A0lJsvzWrcAjj2iveXjIMdi6FThxAvjtN2DhQsDPz3Yd//kP8Msvso4DB4BPPim5jD2RkQrS0xVkZyvYsEGxe3yLGz4cSEtTkJOjIClJQbt2tq8bjcDHHys4d05BZqaC5csV1Kunvf7gg8A33yg4fly2e+CAgtGjS27H0xN4/30FR48quHpVwf79wMCB9mN69VWpy2fPAj/9BLRtW/o+9OkD7NolyycmAv/8p+3rPXsC8fHA0aNSZ1u2LLkOf38p9z//lDodEwPUrVv6dl0h7nr1gEWLgNRU4PRp4H//A3r1qljcFpGRbkhP90B2tgc2bHAvZ/1xQ1qaB3JyPJCU5F7i8yn1xw3nznkgM9MDy5e729Sfl15SoKoGu4+Klr/tvjRCenowsrM7YMOGFmjatEqpy3fseAdWr74fp061h6p2RO/etUss07dvbaxb1wLnzoVAVTsiMNDr2gOsgMjIu5Ce3hrZ2e2wYcO9aNrUWOryHTv6YPXqe3DqVGuoajB69655k+JsgPT0IGRnB2PDhvvLWeb34tSpIKhqB/TuXavEMn371sK6dffj3Ll2UNUOCAysdgPivnXqSnENO3bEc6tXY+ypU5isqmjeu7dT4ihOz2Wu33quz7gldv3Vl8psD3h4AJGR8vzp08ChQ8Cnn5avXWiPHs71HTooyM/3wN69FRup60bs26uvKti0yR2XLnlAVQ2l/rYj0gsm8FxMXl6es0NwaPLkyXjnnXewatUqPPfccwCAunXrolq1G3PSd2TiRHeMHu2OoUPzERychytXgHXrDDCW8rvomWfcEB3tgcjIArRpk4d9+0xYt87T5sRTrRqwdm0hPvyw7AEBZs70QHq6ave1p58GZs0C3n8fCA6WZM6aNY4TCiEhwFdfAUuWAO3bA6tXS+LtgQe0ZcaPB0aMAEaOBP7xDyA7G/j+e9jsc9++so7YWEkYdu4MmPOsRV5/HZgyReJr1UoSfhs2lLm7Ti3zTZtMeOaZPDRvnosnn8xDQICC5cs9y4y5b185BjNnAl26AL/+KuVap4795du3BxYvlkRQ587ADz8AX38N3HefvF61KhAYCMyeLet76SWgWTNZ3trWrcDLL8v6wsIkuRQTU3qsEycCo0cDQ4eqCA5WzeWrlFG+QHS0gshIFW3aqNi3T95jXb5z5ijo2RN4+mkVnTqpuPNO4NtvtcZN27bS4Bw4UMUDD6j44AMV06YpGDHCdlvLlino1g0YPFhF8+YqBg+WpFNx/foBH34ITJ8OdOwoDeBvvy29zL/4AvjyS6nXa9YA33yjlTkAeHlJw/e99+yvo1o1SZSpKvDEE9Jw9vQEli0DlLJzzE6LG5DkXbNmwHPPAaGhwHffyef3wQfLF7fFxIluGD3aDUOHFiI4uMBcfzzKqD8KoqPdEBlZiDZtCsz1x71Y/XFDz55uePrpQnTqVGCuP+5Fr8fFqfDzy7d5rF1rwubNJvz1V8X2QduXuzF69J0YOjQVwcEpuHLFhHXrWsBodHwwvbzcsW/fFYwYcaTUZbZuvYw330y7tsCuwcSJ9TF6tB+GDj2K4OBfzftybxn74oZ9+7IxYsTRmxjnXRg9uj6GDj2C4OD95jjvL0ecVzBixJ+lLGMp82M3Iuxbqq7Y4+nlhYx9+/BD8S9kJ9Jzmeu3nuszbkCf9aWy2wPVqknbceZMWd/AgXLeL94+Lw89nOurVwe+/NIdGzfa/410s/etWjUFa9eq+PBDU4XiIXJliqqqFfuEUYV07twZLVq0AAB89dVXMBgMGDZsGKZMmQJFUdC4cWMMHjwYqampiI+PR79+/RATE4M333wTK1euxMmTJ+Hn54cBAwbgvffeg8FgAABEREQgPj4e48aNw6RJk3Dx4kU89thjWLx4MXx8fAAAV65cwbBhw/Dtt9/Cx8cH48ePx3fffYdWrVqV67bXzp07o1WrVpgzZw5Gjx6Nr7/+GmvWrEGHDh2KlmncuDHGjBlT1FMvOjoaS5YswZ9//olatWqhZ8+emDlzJry9vStUbopy1eFr6elGREUVICqqEABwxx1ARoYRYWH5iIuz/wWdlOSJnTtNGDWqwLx+4MQJI+bPL8CMGYU2y3bq5IbNmz1Ro8ZVXLpUcl09ekhi6skn83HggBGtWuVi3z75GBkMVbB1q1yJs3ReVBTpGbRwoSTOivvPf+QE37ev9tzPPwP79knCDpCed3PnAnPmoGifT54EXnlFEhXu7pJQmTLFcbKoRg3pDdS3L7BpU8nX8/Ndt8yt9ezphvh4A4zGXBQUADVr2r+au2GD9GZ8800UbX//fknS2et1+Pnnchyef157bv16ec+4cfZjad0a2LhReledOmV/mR49JBHo51dysNiLF6Xs0tMVREWpiIqS56V8FYSFqYiLs7/epCQFO3cCo0apRft34oSC+fNVzJgh6/jrLwX9+6tYsULe07w5cPCgG0JCTEhOtr/ejz9WcN99QLdust7u3YGlSxU0aaLi4kVZxsfH/rWfn36SMh8/HkUx/f67XG221F1rS5ZIouuZZ7TnNm6UpPcbb9gu27ChJGEfekiOiUXXrsCKFfJ6ZqZWfsePy1XxzZvt76ez4wakl+bYsbYN+aNHJen35Ze2y2Zm5juMPz3dA1FRJkRFSX2S+uOBsLBCxMXZP8UnJblj504Vo0aZivb5xAkPzJ9vwowZJnP98UD//oVYsULWIfXHgJCQAiQnl1xvnTrAqVMeGDy4EF9/bf16ksPYS+5LMKKiTiIq6pR5X9yRkRGCsLDDiIsrOyuoqh3Rp88BrFp13u7rjRoZcfRoe7RqtQf79l0pY21lXygoTXp6a0RFnUZU1BkAln1pg7CwI4iLu1Dm+1U1GH36HMaqVRevYeuFZS9SFGcQoqLSERWVbhVnO4SFpSIuzn452sbZAX36HMSqVfb3Scq8LVq1SsG+fdmVGLcr1RUgAg+XO/aKmqyqWNqnDw6tWlXp647A/8q9rKuVOeBe9iJFsbtSPS8/14tbn59RH5+O5Yr5RrYHLNq0kbbJ/fdLW74slvO/65/rgf/+1x2pqSoKC4E+fdzQunX5Zkm4EftmrVMnBZs3e6BGjfwyf2cAgKoayhW33k2Z4uwIbo7SLqbrEXvg3QSxsbHw8PDAjh07MG/ePERHR+Ozzz4ren327NkIDAzE3r17MWnSJACAj48PYmJicODAAcybNw+LFy/GnGJnjiNHjiA+Ph7ff/89vv/+e2zZsgXTp08ven3ChAnYsmULVq1ahfXr12Pz5s3Ys2dPhWIvKCjAwIEDsXz5cmzZssUmeWePm5sbPvroI/z222+IjY3FTz/9hIkTJ1Zom6Xx91dQv76ChATti/nyZSA5WUVoqP3qbDAAbdvavkdVgYQEk8P3OFKvHrB4sQEvvJCPbDvtHINBTsw//aQ9p6ryd0iI/XUGB9suD0jyybK8vz9Qv77tMpcvAzt2yHsBSSTdfTdgMsnzx45JTz7rXnyPPAK4uQF33SUNiz//lKuEd99d+j47u8yt1awJDBjgju3b1VJnTjIY5Irnli3ac6oqfxe/zdSiXTvb5QEpc0fLA9LAMJmkPOypUUN6ZO7Y4XimJzm+ChIStOekfIHQUPtXqaV8gYQErVEj5au9p21bwNPTdr2HDgHHjqkIDXW8T9WrAxes2vm9einYtQuYOFHByZMKDh1S8P77QJVieVODQXp1WieHVVUaqe3b299W+/YlE2wbNzpe3h5PT9lObq723NWrclxK209nxw1IvejXT+q1osit9Eaj9OIsL63+2Pt8llZ/FDv1R7WqP4q5/mjLaPXH/npffNEN2dnA8uXXdl3Q378K6tf3RELC31b7Uojk5EyEhvpc0zqdxd/faN4X7ctB9iXLpfZFi/Pvouf0UOa3Ul3RCz2XuX7ruT7jBvRZX25We8DSdixPIslCD+f6sDAFTZoAkZEV6+12o/aN6FbFBN5N0KBBA8yZMwfNmzfHgAEDMGrUKJtkXNeuXTFu3DgEBAQgICAAABAeHo4OHTqgcePG6NmzJ8aPH49ly5bZrNdkMiEmJgYtWrRAx44d8cILL2Djxo0AgKysLHz++eeYPXs2unXrhpYtWyI2NhYFFZwvevHixVi+fDk2bdqEB8txX9eYMWPQpUsXNG7cGF27dsX7779fIu7rYRkzIiPD9qSRkaHCz8/+F3adOoCHh1Kh9zgSE2PAv/9dgN277f9AlW3J+HPWzp4FfH3tr9PPT163jU1b3vKvvXVayqNJE/l30iRg2jTpefT335IIrGkeQsnfXxJ4b74pPcqee05e+/FHORE64uwyB4Dp0z2QlWXEhQtV0LChgt69S7/VvHZtOQ7Fu/b/9Zfj41CvXsnjcPYsbMYBsWY0yph4K1ZoPb8sJk+WcfL+/FMSpAMGOI5VK1/b5zMyHI+RopWv4/f4+QG5uWqJBqIsY/8YhIYCzz4LLFqkHcLZnKMAAQAASURBVLcmTeS2kBYtgL59VYwZo6J3byA62va9jsq8tLrv62u/zB0tb8/OncCVK3IVsWpV6UX5wQcSS3nW46y4AbkN22CQhPu5c9LLdsAAqTflZTmW9utCWZ/P4u9Ry1F/VIf1cvBgN3zzjQlXHXfmLZWfn8G8DdvPd0ZGHvz8rq833M2m7Yttz8mMjPyi11yBpVztx+m6ZX4r1RW90HOZ67ee6zNuQJ/15Wa0B4xGGRNv+fKSbcfSuPq5vmlTYPp0dwwcWIjC8nfSNMdwY/aN6FbFBN5NEBISAsVqMKbQ0FCkpqai0PwNF2RnhoO4uDg89NBD8PPzg7e3N8LDw3H8+HGbZRo3blx0uywA1K9fH2fNZ5EjR44gLy8PwZYuWgBq1aqF5s2bVyj2f/zjH/D29sakSZPKlfxLSEhAt27dcNddd8HHxwcvvPACzp8/j2x73dXMcnNzcfnyZZsHIN1p+vd3Q2amsehRWqLpRhs1yh0+PgqmTavgmekmcDN/kqdPB1auBPbuldtrVVV69ViW8fSULv0bNkjvnxdekJNu587aulypzC1mzSpA69Z5ePTRPBQWAl9+6dygPDxkzBNF0W6zsDZ/vpRpv35AYaFMZGHx1FNye+fx40BmpuIS5QtIb81Vq2RMPetxEd3cpB4NGKBi505J+L7zDtC/f8leeM5w/rwkwh57TAaIPnlSehHu3StXuF1ZeLjE2rMn0KkTsGCB3AJ///2O39O/v4LMTI+ih6vUn5AQBfffr+Dzz8tf6P3710VmZoeih8Gg3yZJ//61kZkZVPQwGFyzB0D//nWQmRlc9HDVOIu7leqKXui5zPVbz/UZN6Dv+nKzeHjIOLeK4vj2WotnnpFhNtLT4fLnejc34Jtv3DF5ssnu+MjFuWo7hkgvKjY9DN0QXl62syclJiZiwIABiIyMRPfu3VG9enUsXboUUZYBsswMxb7xFEWBqZJ/sbZs2RJRUVF45JFH8OyzzyIuLg4eHvarzdGjR/HEE09g2LBh+OCDD1CrVi1s3boVgwcPRl5ensPJLqZNm4bIyMhiz74LIByrV5uQnKxdvbMMZurrq+DMGa2XkK+vgpQU+/t+7hxQUKDC11cBYPse63WUpWtXN4SGKsjNtR1RddcuT/znPyaEheWbt1Xyylu9eiWvLFmcOVOyl5evr7a85V9fX1nWep379sn/T5+Wf3//XXs9Lw9IS5MxuBwtc+6cPBo00J5zpTK3OH8eOH9eRWqqit9/z8PJk1UQElKApCT76zp/Xo5D8YlD6tZ1fBzs9baz1yvPkrxr0EBmrbV3BfXCBXkcOSKzEf/6q9yKu3MnsHatzAIMAJcuqVbla3t8fX1lBl17tPK1fd56HWfOAEajgurVba+syjK25XbffcDGjQoWLZLea9ZOn5bx/axvEz50SLsd+4h5nGlHZV5a3c/IsF/mjpZ35Kef5JbpWrUkYXrpkowJaRn7rzTOitvfH3jtNbnN5uBBee7XX6UX5KuvOm7cr16tIjlZu5hSev2x//lwXH8UO/UHxeqP/c/wK6+4Ye9eFRUZpWH16gtITtbeYDS6mbfhiTNntB4nvr6eSEnJKv+KnWD16otITtZi1PbFUGxfDEhJqbzxsSpKytw6TkkQ2I+zPGOQ3Ry3Ul3RCz2Xub7ruf7iBvRdXyxuZHvAkrxr0EAu2pXV++6HH2Q8bQDIyipw6XO9jw/Qrp0bWrdW8fHHctzd3AA3N5mN9p//LMSmTdq6blY7hspWwRvzyEXw8shNkFxstPikpCQ0a9YM7u72B9/dvn07GjVqhHfffRdBQUFo1qwZjh2r2CxRAQEBMBgMNtu+ePEiDh8+XOH4W7VqhY0bN+J///sfnnnmGeTn2x9Mfffu3TCZTIiKikJISAjuuecepKenl7n+t99+G5cuXbJ5ABMAAFlZwJEjatHjwAEVp0+r6NZNq7o+PkBwsILERPvJpPx8YPdu2/coCtCtm5vD99gzenQ+AgPz0KqVPP71LymHZ5/Nx7vv5hdta88emaXUeltdugBJDsZxT06WgfitdeumLZ+WJkkU63X6+MgPf8vh3bNHxv265x5tGQ8PoFEjuT0PkBkxAdtlataUbujWnTtdqcztsfQ2LG0Ws/x8SW4+bDWmuKJIL6edO+2/Z+dO2+UB6UVnvbwleRcQIJOBWCZ1KI2l862n+Y6RrCw5pmlpkvw6cADm8tXeI+ULJCbab7hI+QLdumllIOWrvWf3biAvz3a999wDNGqkFNUFQHp7bdqkIDYWCA8vub1t22T2WuvrDE2bSqLMeuKO/HxJOFr35rSU+Y4d9stmxw553VqXLo6XL8uFC9IAffhhaYD/8EPZ73FW3FWryr/Fr7mYTFodt0c+n9pDqz/2Pp+l1R/VTv1RrOqPaq4/2jJa/bFdrwzgXbHed7IvhThy5GrR48CBbJw+nYdu3WpY7Ys7goN9kJhYgXuNnCAry4QjR3KLHgcO5Jj35Y6iZWRfvJ26LxKndZnn6KLMb6W6ohd6LnP91nN9xg3ou75Y3Kj2gCV5FxAA9OplO86wI1lZMpzGn3+6/rn+8mWgRYt8tGpVUPT4979NOHhQRatWJSfCuFntGKJbFXvg3QTHjx/H2LFj8dprr2HPnj2YP39+id501po1a4bjx49j6dKlaNeuHdasWYOVK1dWaJve3t4YPHgwJkyYgNq1a6NevXp499134VbaL8NSBAYG4qeffkK3bt3wzDPPYNmyZSV6ADZt2hT5+fmYP38+evbsiW3btuHf//53mes2Go0wlpgn3PEgSnPnFiA83AOpqSrS0lRMneqB9HQV8fHaCSUhwYCVK01YsEBud42OLkBsrAG7dpmwY4eKMWPc4eUFLFmi3Q7r6ytjLTRtKieDli0VZGYCx4/L7JsnTgDWvcmyzBcQjxxRbRIZ8+bJjKZ79sA8S6ic9GJj5fUvvpAu8eHh8vf8+TLg7ZgxcnviM8/IBATDh2vrnD8fePtt4I8/ZJbKiAhZh2VCusxMYNEimWXn5ElJyI0dK69ZeiGlpsrEFtHRwLBh8p7335feVGXN1OmsMm/fXkG7dm7YutWEixdVBAS4YepUD/zxh6nMRODChXJLYkqKHIuhQ2V8tG++0V4/fRqYOlX+/vRT4LvvgBEjZPbZfv1kMGNLTygPD7m9MTBQxg90d9euul68KI2Jtm1lQpGkJBmD0N9fbjf980/HiUMpXxXh4Yq5fIGpUxWkpwPx8doyCQkKVq5UsWABzOWrIjZWJpjYsQMYM0Yxl6+8fvmy1MPoaAUXLqi4fBmYP1/B9u1qUeL3gQeAn35SsG6drM9yJbOwUK5uAlJekyYBS5YomDxZRZ06Um+++golxjr7+GPg3/+W21d37ZI6XK2azMJrKeP0dBn/BZBbi3/8UWZbXrdObi9u3RoYPVpbZ82aMo5g/fryd7Nm8m9GhtY7csAA6el47pwktmfMkGP/xx+Oy9zZcR8+LA3XefPku+DCBeDxx6Xhbz2bXXnMnWtCeLib1efT3Vx/tO+rhAR3c/2Rz010tAmxse7YtUs1fz7dzPVHXpf6Y0J0tDsuXCjE5csq5s93x/btphKN8WefVeDhAXz99fX3AJ879xTCwxsgNTUHaWlXMXVqI6Sn5yI+/pzVvrTEypXnsGCBdCv28nJD06ZVi1739zciMNALFy4U4MQJGY6hZk0PNGxoxJ13Sia9eXNZ/syZvBLjS1WWuXPPIDz8LqSmXkVaWi6mTr0b6el5iI/XMv8JCfdi5cqLWLAgw2pftHvTZV+qmfel9LE/rz3O0wgPv9tc5rmYOrWBOU7tV2ZCwv1YufICFiw4U+44pcw97ZR5fqWU+a1UV+wxeHmhVtOmRX/X9PeHb2Agci5cwGVpkNx0ei5z/dZzfcYtseuvvlR2e8DDQ9pLgYFybrfXdiwvVz3Xqyrw22+2sZ49K23E4s/fzH0DLL8z5MIzYPmdoeL48fJdhCdyRUzg3QQvvvgicnJy0L59e7i7u+P111/HkCFDHC7fq1cvvPHGGxg5ciRyc3Px+OOPY9KkSYiIiKjQdmfNmoWsrCz07NkTPj4+GDdunLl327Vp2bJlURLv6aefLjE5RWBgIKKjozFjxgy8/fbbePjhhzFt2jS8+OKL17xNe2bOLISXl4JFiwyoUQPYutWEHj3ybWahDAhwQ5062pf+smUm1K1bgClTDPDzky7ZPXrk2dweOXSoByIitI/Ezz9LUjEsLB+xseUf9+7//k96tb33npw09u0DnnhCSzY0aGDb6yYpCXjxRWkMTJ0qSYennrI96c2eLUnAhQtlZtNt26QLvvU+v/WWdIVeskR69+zYAXTvLokki0GDZF2rVkkMP/8ssZXVhdpZZZ6dDfTr54bISA94eckVurVrTXj//QLklfFbduVKGZD47belsfTrrzIjrGVwYsusvRY7dgBDhkjCLTxckm4DB2q3HNevD/zrX5Y4bbfVs6cck+xsKc+33pIGX0aGJGejolBqvDNnyvFdtEgxly/Qo4darHyBOnW0W5KXLQPq1lUxZYpiLl95j3X5vvGGCpNJwYoVCoxGaVwOH64do6eeUlCvnoIXXgBeeEG7inn0qAp/f1nuyhXg0UdVzJ+vYNcuBefPS2LRkvi09u23UvffeUcaTfv3yxiMpZX54MGSIJw8WRJa/fvb3ub92GPSmLaIiZF/p02TByDJsYgISZodPw7MmoWiRGd5OCPuggL5nEdEAHFxcvz//FMSzevXlz92AJg502SuP+7m+qOiR4+CYvVHKfb5VFG3rglTprhbfT4Li9UfE0wmYMUKd3P9UTF8eMnvwsGD3fDttyUHwb4WM2eehJeXOxYtaoYaNTywdesl9OjxG3JztdgDAqqgTh3tAlJQkA82b9YmWZozRyaDionJwKBB0uu8V69aiInRxoCNi7sPABARcQyRkbbjy1aWmTNPw8vLDYsW+Zv3JRM9ehyysy/ad2BQkBc2b9YGQZwzp5F5X/7CoEEVmN2kQnGeMscZYI7zMnr0OFBGmXtj8+YWVnH6m+M8i0GDJHPeq1dNxMQ0K1omLk7KPyLiBCIjrz8BdSvVFXvuDApCmNXVte7myc9SYmKwatCgmxaHNT2XuX7ruT7jltj1V18quz1w551ycQ4Atm+33da//lWxWedvpXP9zdq3oUPdEBGh3fH2889yvg0LK0BsLHvqkT4pqqqy9pLLUZRrnMbQyQwGFxjV/xrl5+uzzGvW1G+ZX7zo4rMsOODjw9EXbrbMzJvX86fyORg/wOW55kyJ5eN6ky2Vj17jBiLwcNkLuaAI/M/ZIVwH+0PR0I2kz8+oj09HZ4dwzfR9/tcnVb09ZtZ47z1nR3BzTJni7AgqF3vgERERERERERHdJjiJhT6xG8Vt6ueff4a3t7fDBxERERERERERuQb2wLtNBQUFISUlxdlhEBERERERERFRGZjAu01VrVoVTa1mNyMiIiIiIiIiItfEBB4RERERERER0W2CY+DpE8fAIyIiIiIiIiIicmFM4BEREREREREREbkwJvCIiIiIiIiIiIhcGBN4RERERERERERELoyTWBARERERERER3SY4iYU+sQceERERERERERGRC2MCj4iIiIiIiIiIyIUxgUdEREREREREROTCOAYeEREREREREdFtgmPg6RN74BEREREREREREbkwJvCIiIiIiIiIiIhcGBN4RERERERERERELowJPCIiIiIiIiIiIhfGSSyIiIiIiIiIiG4TnMRCn9gDj4iIiIiIiIiIyIUxgUdEREREREREROTCmMAjIiIiIiIiIiJyYRwDj4iIiIiIiIjoNsEx8PSJPfCIiIiIiIiIiIhcGHvgEVUifV/JcHd2ANckK8vZEdx+MjNNzg7hmlWtqtfrVoXODuA66DX2PGcHcB30Wub6FYH/OTuEaxKBh50dwjWLwCZnh3CN9NneEvr8bsnMvOLsEK6ZweDl7BCuSX7+VWeHcB0Mzg6AyCG9/pIhIiIiIiIiIiK6LTCBR0RERERERERE5MJ4Cy0RERERERER0W1C30M/3b7YA4+IiIiIiIiIiMiFMYFHRERERERERETkwpjAIyIiIiIiIiIicmEcA4+IiIiIiIiI6DbBMfD0iT3wiIiIiIiIiIiIXBgTeERERERERERERC6MCTwiIiIiIiIiIiIXxgQeERERERERERGRC+MkFkREREREREREtwlOYqFP7IFHRERERERERETkwpjAIyIiIiIiIiIicmFM4BEREREREREREbkwjoFHRERERERERHSb4Bh4+sQeeERERERERERERC6MCTwiIiIiIiIiIiIXxgQeERERERERERGRC2MCj4iIiIiIiIiIyIVxEgsiIiIiIiIiotsEJ7HQp9u+B17nzp0xZswYZ4dR5EbEExERgVatWlXqOomIiIiIiIiI6Oa47RN4eta5c2coioKlS5faPD937lw0bty46O/x48dj48aNNzm6Gysy0gPp6UZkZxuxYYMBTZsqZb5n+HB3pKUZkZNjRFKSJ9q1s33Pq6+6Y9MmT1y6ZISqVkH16iXXkZYmr1k/3nzTvVwxf/EFYDLZPn74oVxvLdPw4cCffwLZ2UBiItCune3rP/1UctuffHJ924yMdEN6ugeysz2wYYM7mjYtT5xuSEvzQE6OB5KS3O0cAwWbNrnj0iUPqKrB7jFwZOhQ4PBh4PJlYOtWICio9OWffBLYv1+W37MH6NGj5DKTJwPHjgGXLgE//ogS+3j4MJCXZ/uYMEF7/Z57gPXrgRMnZDsHDwKRkYCHh6w7PV1BdraCDRuUcpYfkJamICdHQVKSUuI4G43Axx8rOHdOQWamguXLFdSrZ7tMgwbA998ruHJFQUaGgpkzFbgXq8KensD77ys4elTB1asK0tIUDBokr0VGKrh4UYGqutk8cnIcfwZvVtwWHToA+fkK9u51HNO4cfJ5mTlT/n7tNeD334ELF4AtW8quP337Anv3yvI7dgDdu9u+3rs3sHq1HPvsbODBB21fr1kTiIoCUlKA8+eBQ4eA2bOBO+4ofbuOOOs7cdUqA44dk3Wkpxvx5ZcG1K9/bfug7UtjpKeHIju7IzZsCETTplVLXb5jx+pYvboFTp0Khap2Ru/edWxe9/BQMH16E/zySxCysjri1KlQxMbei/r1Pa8v0BJxN0J6ejCysztgw4YWaNq0Shlx34HVq+/HqVPtoaod0bt37RLL9O1bG+vWtcC5cyFQ1Y4IDPSq1Ji12PVa5vqMW2LXb30pS8OOHfHc6tUYe+oUJqsqmvfu7ZQ4itNrfdFzXdFvmRuQnl4V2dnVsGFDlXKeUz2QllYVOTnVkJRUBe3aaT+za9YEPvrIEwcPyjqPHauKefM8K3TOd0Y7t1kzYMUKID0dOHcO2LQJ6NTJdpni7eC8POCZZ8reH2e1Wyw8PYG9ez2hqlUQGFj2tolcBRN4FZSXl+fsEGxUqVIF4eHhyM/Pd7iMt7c3atcuefLWq4kT3TF6tDuGDs1HcHAerlwB1q0zwGh0/J5nnnFDdLQHIiML0KZNHvbtM2HdOk/UrastU60asHZtIT78sPT+xJMm5cPP72rRY/78wnLH/uOPQP362qN//3K/1aFnnpFEwJQpQNu2wC+/AGvXwmbfAGDxYtttT5x47ducONENo0e7YejQQgQHF5iPgUcZx0BBdLQbIiML0aZNAfbtA9atcy92DBSsXaviww9NFYrn6aeBWbOA998HgoOlDNasKVkGFiEhwFdfAUuWAO3bS6Jl+XLggQe0ZcaPB0aMAEaOBP7xD0nCfP89SuxjRIQklyyPBQu01/Lzga+/Bh5/HGjRQtb58suSuB0xAhg6VEVwsGouP6WM8gOioxVERqpo00Y1l59is49z5ijo2RN4+mkVnTqpuPNO4NtvtUaJmxuwZo0CT0+gQwcVL72kIiwMmDLFtuGybJmCbt2AwYNVNG+u4vnnVRw6JHVm9GggNlZFZqaKtWtVHDumolEjExo1Up0eNwBUrw58+aWC0q5ZtG0LDB4s9QSQRu706cCHH0ryb/9+YNUqx/UnOBiIjZVHaKjUi7g44P77tWWqVZNk+qRJ9tdh+Ry+8440wocMAR599NoS6878Tty0yYRnnslD8+a5ePLJPAQEKFi+/Np/SE2c2ACjR9+NoUMPIzh4D65cKcS6dQ/CaHTcXPHycse+fVcwYkSq3derVXNDmzbemDr1GNq02YV+/X5D8+bVsHp1y2uOs2Tcd2P06DsxdGgqgoNTcOWKCevWtYDR6PhHgRb3kVKX2br1Mt58M63SYi1Ov2Wuz7gldv3Wl/Lw9PJCxr59+GHECKfGYU2v9UXPdUW/ZW7A6NEGDB2ah+DgHFy5omLduiplnFPdER3ticjIfLRpk2M+p1YpOqfeeaeCO+9UMH58Hlq0yEFYWC569HDH55+XslIrzmrnxscD7u5ykTIkRLYbHw/4+tpub/Bg27bwqlWl74+zf8sBwMyZHkhPt992JXJliqqqt3XN7dy5M1q0aAEA+Oqrr2AwGDBs2DBMmTIFiqKgcePGGDx4MFJTUxEfH49+/fohJiYGb775JlauXImTJ0/Cz88PAwYMwHvvvQeDwQBAbluNj4/HuHHjMGnSJFy8eBGPPfYYFi9eDB8fHwDAlStXMGzYMHz77bfw8fHB+PHj8d1336FVq1aYO3duuWJv0qQJVq9ejSlTpmD48OEApAfe3LlzcfToUZtYUlJSAACbN2/GxIkT8dtvv8FgMOCBBx7AN998g0aNGmHfvn0YM2YMdu3aBUVR0KxZM3z66acICgrC+fPnMXLkSPzvf//DxYsXERAQgHfeeQfPP/+8TUwPPvggqlSpgs8++wyenp4YOnQoIiIiKnRcFOWqw9fS042IiipAVJQkzu64A8jIMCIsLB9xcfYTP0lJnti504RRowrM6wdOnDBi/vwCzJhhm4Dr1MkNmzd7okaNq7h0yXY9aWlGzJ1bgHnz7CftFMXxVdEvvgBq1AD69XO4CO6+W3rh/POf0kvu55+BMWPk6pgjiYnArl3AqFGWGIDjx4GPPwZmzJDnfvoJ2LcPeOMNx+tRVcdJ4OLS0z0QFWVCVJSUtxwDD4SFFSIuzv5XSlKSO3buVDFqlKkozhMnPDB/vgkzZtget06dFGze7IEaNfJLHIPiDAYDtm6VMrDcfa4o0iNx4UJp8BT3n//ISb5vX+25n3+WMho5Uv4+dgyYOxeYMwdF+3jyJPDKK8CyZfLc4cPA/PnyKK+ZM6VH2qRJwMyZ1uWnICxMRVyc/fclJSnYuRMYNUot2scTJxTMn69ixgxZx19/KejfX8WKFfKe5s2BgwfdEBJiQnKyXH39/nsFd96p4uxZWea114AZMxTUrasiP18aaUuXKmjSRMXFi7YxpKcriIpSce4cMHeugkaNVJeJ2+K//1WQmgoUFgJ9+gCtW9vWxzp13LB9u9SVN9+UxmhwMLB7NzB2LIpiTE2VZFpUVMl9+vJLwMtLEn8WmzfLukaPtl22YUPpeWlp+Jamb1/5nqhTR+K3lpPjmt+JxfXs6Yb4eAOMxlyrsVWSSn+Tzb6EIirqJKKiTpj3xR0ZGQ8hLOwg4uLOlvl+Ve2MPn1+xapV50pdLijIBzt3tkXDhok4cSLXwVLl610tcQeb4z5lFXcIwsIOIy7ur3LE3RF9+hzAqlXn7b7eqJERR4+2R6tWe7Bv35VyRFT+C0uuVebl53px67O+RODhcsd9LSarKpb26YNDZf2ivwYR2FTuZV2rvuizrgi9fre0c/C8vbirIioqH1FRBea4gYyMaggLy0VcnP39T0qqYj6nSkcPOadWNZ9T7bevn3rKHV9/bYSXV3aJc741g8HLKe3c2rWB06eBLl2AbdtkGW9vufOgRw/5bQFIj7unnpIkobX8fNdtt/ToIcnAJ5/Mx4EDRrRqlYt9+7T2oqqW3sv1VtGrl7MjuDmK1029Yw88ALGxsfDw8MCOHTswb948REdH47PPPit6ffbs2QgMDMTevXsxydydwsfHBzExMThw4ADmzZuHxYsXY47lG9DsyJEjiI+Px/fff4/vv/8eW7ZswfTp04tenzBhArZs2YJVq1Zh/fr12Lx5M/bs2VOh2O+44w68++67mDJlCq5cKfvEW1BQgD59+qBTp0745ZdfkJiYiCFDhkBR5EregAEDcPfdd2Pnzp3YvXs33nrrraKk5NWrV9G2bVusWbMGv/76K4YMGYIXXngBO3bsKFGeXl5eSE5OxsyZMzFlyhRs2LChQvvliL+/gvr1FSQkaF/uly8DyckqQkPtV2eDAWjb1vY9qgokJJgcvqc0b73lgXPnjNizxxPjx7s7vI3Pns6dgTNn5Fa9hQuBWrW01zw8pOdcVhbw8MNyNSwrS3rtmQ+Bg30DEhK052TfJGFgrX9/4OxZSSJ8+CFQtfS7GBzy90cpx8D+FWHtGFifHIGEBMfvKS+DAWjTRmtIWNb9008ly8AiONh2eQDYsEFbXvbRdpnLl+VWyeBg2/dNmCANnB07JAFUWn0ICACeeEK67Rdfd3Iyyig/2Ck/7T1t2wKenopNXTh0CDh2TEVoqPwdGqpg/34UJcEAYN06oHp1peiqbK9eCnbtAiZOVHDypIJDhxTMmqXg3nstx12W8/YGfvlFtv3BB4pN7zNnxA0AYWFAkyZAZKTj61Jz5sjnbJP5d5+bG9C6tfa3Jcaffip5rC3s1Z+EBLnKfT2qV5e6UFpDvjhX+E60qFkTGDDAHdu3q9c0MLK/fxXUr29EQoKWOb58uRDJyZcRGnqN9xY7UL26B0wmFX//ff0jOEvcnkhI+LvoOYk7E6GhPte9/htJ32Wuv7gBfdcXvdJrfdFzXdFvmSuoX9/NzjnVhNBQ+w08Oae6ISFBO3nLObWw1HNq9epKuc75zmrnWob3GDhQkoHu7sCrrwIZGXJLrrV58+Q2223bgJdeKn1/nN1uqVcPWLzYgBdeyEd2doXeSuQSOAstgAYNGmDOnDlQFAXNmzfH/v37MWfOHLz66qsAgK5du2LcuHE27wkPDy/6f+PGjTF+/HgsXboUE63uSzSZTIiJiSnqcffCCy9g48aN+OCDD5CVlYXPP/8cX3/9Nbp16wZAEl933313heMfPnx4UeJxkqP7tcwuX76MS5cu4YknnkBAQAAA4L777it6/fjx45gwYQLuvfdeAECzZs2KXrvrrrswfvz4or9HjRqFdevWYdmyZWhv9cv1wQcfxOTJk4ve//HHH2Pjxo149NFHK7xvxfn5yb8ZGbY/0DMyVPj52U9+1KkjY2bYe8+991bsS/+jjwqwZ4+KCxdUdOjghmnTPFC/voJx48puNKxbB6xcCaSlSSLngw/kVsoOHaS33bPPSjLhlVe097z8MnDxoiT+7OVAZd/kZGrt7FnAfAgBAP/9r1xpS0+XsbimT5fx2Z56qkK7DwBF5Vx8mxkZKMcxKP4eFffee30JvNLKoHlz++/x87NNBkks2i0Bln/trdNSBwG5XXbvXjlGISFya4OfX8nbk7dskSRRlSpyW0HTpo7Kr7R9tFeHtePs5wfk5qolrjRqx0WFn5/97VreD0gC7B//AK5eBfr2VVGnDrBwoYL77tOO+6FDwMsvq/jlF7n99Z57gO3bFTzwgIpTp5wTd9OmwPTpCjp2VB02hp99FmjVCujYUXuuatWK1x9f35L15+zZkreUVETt2sBbb8ntLhXh7O9EAJg+3QMjR7rDy0tBYqIJTzxxbUNN+Pl5muOwfX9GRl7Ra5XBaHTDjBlN8N//nkVmZgWypQ74+ckVlhsd942g3zLXZ9yAvuuLXum1vui5rui3zC1tnYqcU5UKn1Nr1wYmTTJg0aKy735xZju3Rw+59fbCBfmtcvYs0LMn8Pff2jIREXIRNCcHeOQRuSvF21t69zmKTbbtnHZLTIwB//53AXbvVtGoEce+I/1hDzwAISEhRT3QACA0NBSpqakoNP8KDLIzSmhcXBweeugh+Pn5wdvbG+Hh4Th+/LjNMo0bNy5K3gFA/fr1cdb8bXrkyBHk5eUh2KqLR61atdDc0TdxKYxGI6ZMmYLZs2fj3LnSu5nXqlULYWFh6N69O3r27Il58+bh9OnTRa+PHTsWr7zyCh555BFMnz4dR45o42cUFhZi6tSpaNmyJWrVqgVvb2+sW7euxH4/WGy0duv9tic3NxeXL1+2eQDSBb5/fzdkZhqLHo56ot0sc+YUYssWE/bvV/Hpp4UYN64Ao0a5w7NYW6R/f7maZHn84x8yRtZ33wG//ipJnJ49pcdO587ynsBASUJYv+/8eUn6BATIOqxfq8j4eYsXy2QKv/4KfPONXB3r10+SNWXp319BZqZH0cPZx8CVzJsH/O9/Mmba4sWSuBsxAjb14fnnJWlqMklSzNKrzFW5uclVzfh4FT/9pGDZMgW+vsBjj2nLJCXJ2Cr79gF//SVXXP/6C3jtNec0hNzcgG++UTB5sopU+8Pm4O67gXnzFLz8MpB7/XfvVSofH+Dbb+VW2/ffL31ZV/tOBIBZswrQunUeHn00D4WFwJdfli+o/v3rITOzY9HDYLjx9cfDQ8GyZfdDUYBhww5f0zr696+LzMwORQ+DQT9NKf2WuT7jBvRdX/RKr/VFz3VFv2XujszMakWPm3FO9fEB1qypggMHTIiIKP/wNc7w0UeStOvSRTocrF4t7RXrJN+HH8pwPikpMgxQVJQ2JAngWu2WUaPc4eOjYNq0yrkgQ+QM7IFXDl5etjMzJSYmYsCAAYiMjET37t1RvXp1LF26FFHFBksyFPuGUhQFJlPFBucvr4EDB2L27Nl4//33bWagtWfJkiUYPXo01q5di7i4OISHh2PDhg0ICQlBREQE+vfvjzVr1uDHH3/E5MmTsXTpUvTt2xezZs3CvHnzMHfuXLRs2RJeXl4YM2ZMiYk9Krrf06ZNQ2RkZLFn3wUQjtWrTUhO1tZvGdzU11fBmTPaVRhfXwUpKfa3ce4cUFCgwtdXevNYv8d6HdciOdkEg0FB48YKDh/W1rV6tdwSaWHdK8kiLU2SHk2bShd2b28Zh2vgwJLL/vWXjDHRurX2XEaGJCIKCkr2/KlXT27VdRy3/Nu0qYyhUZrVq1UkJ2s9DLVjYLsNX18gJcV+eWrHwPZ5OQalb78ssm77ZVD8yqLFmTMoMcupr6+2vOXf4vtYr54krRzZuVO6+TduLOPjAZK0tb7LvG9faez4+ckMpdbbNw9T6WAf7ZWfFt+ZM4DRqKB6ddvebLKMWrRM8ds8Leu0rOf0aamvcXHA5s3yvoAAYN06N7tlYol7796Ss5fdrLh9fIB27RS0bi1jPwKS1HNzU5CfD/zznyruuEPq2/bt2jo8PCQxrqolez+WVn8yMkrWn9KWL423tyT0MzOlh2BZt5664nfi+fPA+fMqUlNV/P57Hk6erIKQkAIkJZW+rtWrzyM5eZfVvijmODxx5oy2j76+nkhJyapwXMVZfuw1alQFXbumXHNvjdWrLyA5Wbt/yDIgu8St/RirrLgrk37LXJ9xA/quL3ql1/qi57qi3zIvRHJyTtHf13ZOVa3OqbB5T/Fzqrc3sHZtFWRmAn375pZruAlntXO7dAH+9S95LjNTnhs9GujWDXjhBftj7wHS5n33XbmYnZfnWu2Wrl3dEBqqIDfXdraMXbs88Z//mBAW5toJVSKAPfAAAMnWmRYASUlJaNasGdwdDGa1fft2NGrUCO+++y6CgoLQrFkzHCttlgE7AgICYDAYbLZ98eJFHD58bVeQ3NzcMG3aNHzyySdFk1eUpnXr1nj77bexfft2tGjRAt98803Ra/fccw/eeOMNrF+/Hv369cMS8z1d27ZtQ+/evTFw4EAEBgaiSZMm1xyvtbfffhuXLl2yeQATAMgYcEeOqEWPAwdUnD6tols3rer6+ADBwXLrlj35+cDu3bbvURSgWzc3h+8pr1atFBQWqjh71vbkIXFrj6t2xnG96y5tgFhAxpNo1kyudFm/98gR6XF39artc1lZln2Tk6ntvkkvKcdxy79WnS8dKr4vBw6glGNg/ySqHQOtcSNxOn5PeeXnS9l16aI9pyjyt6MySE4Guna1fc66zNLStIF7LXx8JIlU7OvCRmCgjGVi3eG0ePmdOSMJI+vtS/mhjPKDnfLT3rN7N5CXp9rUhXvuARo1UpCYKH8nJqpo2dJ21rJHHwUuXVJx4ID8vW2bzAKrqlrMVaoAhYWWz17JuJOTZb3F69PNivvyZaBFCxNatVKLHv/+N3DwoPw/ORnYuFGWCQlB0WP3bmDpUuC334BOnWATY5cujo91crJt3QDkeBYbDrRMPj6S4M3LkxnmytMz0NW/E93MqyxthkRtXwpx5EhO0ePAgWycPp2Lbt1qWO2LO4KD70Bi4uXrisvyY69Zs2p45JF9uHDh2sdKkrivFj0k7jw7cfsgMTHzuuKubPouc/3FrcWuz/qiV3qtL3quK/otc3vnVJOdc6obEhPtJwnlnGpCt27a70Y5p7rbnFN9fID166sgLw/o1etque8GcFY7t1o1+bd4HwxV1c719gQGyi23lv4drtRuGT06H4GBeWjVSh7/+pck7J59Nh/vvnv7Je8KCm6Px62GPfAg476NHTsWr732Gvbs2YP58+eX6E1nrVmzZjh+/DiWLl2Kdu3aYc2aNVi5cmWFtunt7Y3BgwdjwoQJqF27NurVq4d3330XbqV9I5bh8ccfR3BwMD799FP4OhiMKS0tDYsWLUKvXr1w55134tChQ0hNTcWLL76InJwcTJgwAU899RT8/f1x8uRJ7Ny5E0+ap1ps1qwZli9fju3bt6NmzZqIjo5GRkYG7rc3en0FGI1GGEvMG+545qK5cwsQHu6B1FQVaWkqpk6VacDj47Uv8IQEA1auNGHBAjnZRkcXIDbWgF27TNixQ8WYMe7w8gKWLNFOxr6+MvZF06byw7NlSwWZmcDx46p5jDMFwcFu2LTJhMxMGVh/zhwDvv7aZDMWhD1eXsDkycCKFZLACQiQGWL/+EPGxgNkxqjx42V69smTZSaoRo3kVteZM+334gNkUP6YGJmdascOmaFK9k1eb9JEbrf94QfpKfPgg0B0tIzLtn9/6XE7MneuCeHhblbHwB3p6XLbpUVCgjtWrlSxYIEcl+hoE2Jj3bFrl2o+Bm7mOLXjJsdA68klx0DF8eMoMSOqtXnzgM8/lwaOzHgqZRAbK69/8YWM/2cZunL+fEnojBkjk4Q884xMpmCeyLlombfflmN09KiM8ZGeLr2lAElctW8v5ZiZKQmhWbPkFmVLfXj+eWl0/PqrJGfatgWmTpUea2++KcnQtDRg6lTFXH7a9hMSFHP5wVx+KmJjFavjrNgc58uXpQyioxVcuKDi8mVg/nwF27erRY2x9etlm199pWDiRBlb7v33FSxYoDW0vvlGZshdskRuSa1TB5g1S8EXXwB//KEiPFxBmzYqtmwBnnpKwblzQO/eCho1Aj77THVa3L/9Zlsnzp6VpLf187/9Zjt5y5Ur0sicMUNugd6zRz5HI0dKw/Wrr2S5xYvl2JuH9sSCBRLT6NEyIcbTT8sA05aZ3QCZ0KFBAxkkGpDkPCBXvTMytORd1aoy1uUdd8gDkB63Fems7azvxPbtFbRr54atW024eFFFQIAbpk71wB9/mK45ETh37kmEhzdCamoO0tKuYupUf6Sn5yI+XhseIiEhECtXnsOCBfKl6OXljqZNtQPr718FgYHeuHAhHydO5MLDQ8Hy5Q+gTRtvPPHEfri7K/D1lfvcL1zIR37+9V1EkLhPITy8gVXcjezE3dIc92lz3G7F4jYiMNALFy4UFM2kWLOmBxo2NOLOOyXe5s1l+TNn8pCRUTk/NvRb5vqMW2LXb30pD4OXF2pZdcmu6e8P38BA5Fy4gMvWXc9vIr3WFz3XFf2WeQHCwz3N51QTpk71NJ9TtfNjQkIVrFxZgAULJDsQHZ2P2Fij+ZxaiDFjDPDyUrBkiZSlJXlXrZqCgQOv4o47FKtzvlrmOd8Z7dykJGl7f/GFjNudkyPtlcaNZZ0A8Pjj0kNvxw5pc3XrJu3bYvM6Oijjm99uka8frY5kmTuDHjmiOvydReRqmMADipJX7du3h7u7O15//XUMGTLE4fK9evXCG2+8gZEjRyI3NxePP/44Jk2ahIiIiAptd9asWcjKykLPnj3h4+ODcePGmXufXbsZM2agQ4cODl+vVq0aDh48iNjYWJw/fx7169fHiBEj8Nprr6GgoADnz5/Hiy++iIyMDNSpUwf9+vUrur01PDwcf/75J7p3745q1aphyJAh6NOnz3XHXFEzZxbCy0vBokUG1KgBbN1qQo8e+TZXsgIC3FCnjvYFvWyZCXXrFmDKFAP8/ORWzx498mx6Sg0d6oGICO0j8fPPklQMC8tHbGwhcnOB555zR0SEB4xGIC1NxZw5BYiOLrvbfmEh0LIl8OKLQI0acoLcsEESJZYERE6O9AKaPl0SfT4+krT76SdJcjiybJn0TIqMhHnfZLwyy77l5ckJ9fXX5WR/4oSMX1HWWFulmTnTBC8vYNEid/MxUNGjR0GxY6AUOwYq6tY1YcoUd6tjUFjsGLghIkK7gvnzz3I8wsIKEBvruFH2f/8nA9y+956Uwb59MturZd0NGtgmRJKS5FhERkpC7Y8/ZEIP62TP7NlSXgsXyjHbtk3GLbTsY26uNIgmTZLbAY4elbFCrAftLSiQpGyzZnKl8Phx4JNPpCH21lvAokWKufyAHj3UYuUnAyNbGhpynFVMmaIUHecePVSb8nvjDRUmk4IVKxQYjZIcHj5cKzeTCXjiCRWffKIgMVHBlSvS+HvvPW2ZK1eARx9VMX++gl27FJw/L9sOD1dx9aqUybhxCvr3l6uw58/LLSEdOqj4/XfnxX09VqyQz9CkSdL4++UXoE8fx/UnOVlmvJ08WerQH3/I7a+WXoyANGoXLdL+tiQDP/hAHq1aabcFF08+3nuv1JXyctZ3YnY20K+fGyIjPeDlJT1z16414f33C1BsZIUK7MsJeHm5Y9Gi5qhRwwNbt15Cjx6/IDdXOwABAVVRp442VENQkA82b25V9PecOZI4iIk5g0GDDuKuu4zo3bsOAGDfvnY22+vcOQVbtvx9bcHaxH3SHHczq7h/Q26uVuYBAVXsxK2NGTtnToA57gwMGiS923v1qoWYGG1s3Lg4mXQqIuIYIiMrUElKjV2vZa7PuCV2/daX8rgzKAhhmzcX/d3d/Gs+JSYGqwYNumlxWNNrfdFzXdFvmeeb27ieqFFDMZ9Tr9pp42o9zZctK0Tdunnmc6onUlLkPZZzaps2bggJkfbtkSPVbLbXuHE2jh0rvT3jjHbu+fOyjSlTpF1mMEg758knpZ0EyEXqYcNkXYoid21MmCDJxtLL2DntFqJbgaKqauX8AiKqRIriuAeeK1OUKs4O4Zqpqj67jhcfc1FP8vNvzJiY5FjVqvocOSInR5/fiaKU+/ldmv1hNPSBP1RuPn3Wlwg87OwQrlkENjk7hGukz7oi9Prd0q7sRVyUweBV9kIuKD9fv+0WVdXv77mK+Ne/nB3BzfHDD86OoHKxBx4RERERERER0W3iVhwf7nagz64It4Gff/4Z3t7eDh9ERERERERERHR7YA88FxUUFISUlBRnh0FERERERERERE7GBJ6Lqlq1KppazeBFRERERERERES3J95CS0RERERERERE5MLYA4+IiIiIiIiI6DbBSSz0iT3wiIiIiIiIiIiIXBgTeERERERERERERC6MCTwiIiIiIiIiIiIXxjHwiIiIiIiIiIhuExwDT5/YA4+IiIiIiIiIiMiFMYFHRERERERERETkwpjAIyIiIiIiIiIicmFM4BEREREREREREbkwTmJBRERERERERHSb4CQW+sQeeERERERERERERC6MCTwiIiIiIiIiIiIXxgQeERERERERERGRC+MYeEREREREREREtwmOgadP7IFHRERERERERETkwpjAIyIiIiIiIiIicmFM4BEREREREREREbkwJvCIiIiIiIiIiIhcGCexICIiIiIiIiK6TXASC31iAo9clKezA7gmHjr+ROXnuzs7hNuOouizE3SVKs6O4Nrl5Fx1dgjXSM+fT73Grte4yTn0WV8isMnZIVyzCHRxdgjXJALbnB0C6Uh+vl7bLYXODoDolqTPX49ERERERERERES3CSbwiIiIiIiIiIiIXJiOb/gjIiIiIiIiIqKK4Bh4+sQeeERERERERERERC6MCTwiIiIiIiIiIiIXxgQeERERERERERGRC2MCj4iIiIiIiIiIyIVxEgsiIiIiIiIiotsEJ7HQJ/bAIyIiIiIiIiIicmFM4BEREREREREREbkwJvCIiIiIiIiIiIhcGMfAIyIiIiIiIiK6TXAMPH1iDzwiIiIiIiIiIiIXxgQeERERERERERGRC2MCj4iIiIiIiIiIyIUxgUdEREREREREROTCOIkFEREREREREdFtgpNY6BN74BEREREREREREbkwJvCIiIiIiIiIiIhcGBN4RERERERERERELoxj4BERERERERER3SY4Bp4+sQdeBXTu3BljxoxxdhhFnB3P0aNHoSgKUlJSnBYDEREREREREdGtjgm8W5wlyVbaIyYmxtlhlioyUkF6uoLsbAUbNiho2rTs9wwfDqSlKcjJUZCUpKBdO9vXjUbg448VnDunIDNTwfLlCurVs11GVd1KPJ59Vnvdzw/4z38UHDqkoLBQwZw5SqkxDR0KHD4MXL4MbN0KBAWVvg9PPgns3y/L79kD9OhRcpnJk4Fjx4BLl4Aff0SJsmnWDFixAkhPB86dAzZtAjp1Kn27gHPK/MEHgW++UXD8uGz3wAEFo0fbrqNTp5LHJS8P8PV1Tvm2agX88ANw9ixw+jSwcCHg5WV/e7VqAX/+CeTlAW+8IbFmZwOJiShRVsU99RRw4IAsv28f8NhjJZeJjAROnQKuXAHWry8Za82awFdfAX//DVy4AHz2mW2snToBK1fKOjIzpUz697ddx08/ASaTxGH9+PZbbZnXXgN+/122sWVL2cehb19g715ZfscOoHt329d79wZWrwZOnJBtPfhgyf2KigJSUoDz54FDh4DZs4E77ih9u/ZERnogPd2I7GwjNmwwoGnT0j/TADB8uDvS0ozIyTEiKckT7drZvufVV92xaZMnLl0yQlWroHr1kut45x13bNvmiStXjLh40VjOWN2Qnu6B7GwPbNjgXs7PqBvS0jyQk+OBpCT3ErHKZ9QN5855IDPTA8uXu5f4XgwKUpCQ4I6LFz1w4YIH1q51L3FMAGDcODccOuSBq1c9cPJke7zzToNy7ZfsWyOkpwcjO7sDNmxogaZNq5S6fMeOd2D16vtx6lR7qGpH9O5du8QyffvWxrp1LXDuXAhUtSMCAx18UK9DZGQDpKcHITs7GBs23F/OuO/FqVNBUNUO6N27lp24a2Hduvtx7lw7qGoHBAZWq/S4JXa9lrk+45bY9VlfIiMbIz09FNnZHbFhQyCaNq1aRtzVsXp1C5w6FQpV7YzevevYvO7hoWD69Cb45ZcgZGV1xKlToYiNvRf163tWeuxladixI55bvRpjT53CZFVF8969b3oM9ui1rkjs+viMRkYakJ5eFdnZ1bBhQ5Vynv89kJZWFTk51ZCUVAXt2tn+rH71VQ9s2lQFly5Vg6p62T3/t27thvXrq+DixWo4d64aPv3U02E70nHszmm7rFplwLFjso70dCO+/NKA+vUrErd+y5zImZjAu4Hy8vKcHQIaNGiA06dPFz3GjRuHBx54wOa5Z62zUi5m4kRg9Ghg6FAVwcEqrlwB1q1TYCzlN+4zzwDR0QoiI1W0aaNi3z55T9262jJz5ijo2RN4+mkVnTqpuPNO4NtvS544wsJM8PPTHvHx2mtGI/DXX8D778s2SvP008CsWcD77wPBwcAvvwBr1sAmJmshIZJsWbIEaN9eEhjLlwMPPKAtM348MGIEMHIk8I9/SHLj++9hUzbx8YC7uyRFQkJku/HxkvByxFll3ratJMIGDlTxwAMqPvhAxbRpCkaMKLm9e+7RjkmDBsDDD9/88q1fH1i7FjhyRF5/4gng/vuBzz+3v81FiyRhCABTpkisbdtKrGvXOo41NBT45hvgiy+ANm2AVask0WYd68SJwKhRwLBhsm9Xrsg6rY/Z11/Le/75T6BnT6BjR+DTT7XXO3SQ+J56CggMBGJigNhY4PHHtWWefFL2299fHm3bSvd7SwLvySeB6dOBDz/U1rdqleN9Cw6WbcTGyn5+/z0QFyflaFGtmiQ5J02yv4769eXxzjuSLBwyBHj0UeCTT+wv78jEie4YPdodQ4fmIzg4z1zvDWXUezdER3sgMrIAbdrkYd8+E9at87TZ32rVgLVrC/Hhh47vU/D0VPB//1eITz4pLGesbhg92g1DhxYiOLjAHKtHGbEqiI52Q2RkIdq0KTB/Rt2LfUbd0LOnG55+uhCdOhWYP6PuRa97eQFr17rj+HEgOLgA//hHATIzZdseVgNyzJvnhldeccP48YW4994C9Op1ADt2ZJZz3+7G6NF3YujQVAQHp+DKFRPWrWsBo9Fxw97Lyx379l3BiBFHSl1m69bLePPNtHLFUVETJ96F0aPrY+jQIwgO3m+O+/4y4nYzx/1nKctY4j52I8IGoOcy12fcgH7ry8SJDTB69N0YOvQwgoP34MqVQqxb9yCMRsc/J7QyT7X7erVqbmjTxhtTpx5Dmza70K/fb2jevBpWr255Q/ahNJ5eXsjYtw8/2Gt4OIle6wqgn8/oxIkGjB5twNCheQgOzsGVKyrWratSxjnVHdHRnoiMzEebNjnm838VB+f/fLvrqF9fQUJCFfzxhwnBwTno0eMqHnjADTEx5buQJ7E7r+2yaZMJzzyTh+bNc/Hkk3kICFCwfHn5Eu96LnMiZ1NUVVWdHYRedO7cGS1atAAAfPXVVzAYDBg2bBimTJkCRVHQuHFjDB48GKmpqYiPj0e/fv0QExODN998EytXrsTJkyfh5+eHAQMG4L333oPBYAAAREREID4+HuPGjcOkSZNw8eJFPPbYY1i8eDF8fHwAAFeuXMGwYcPw7bffwsfHB+PHj8d3332HVq1aYe7cueXeB8u2LLe9mkwmzJgxA4sWLcKZM2dwzz33YNKkSXjqqacAABcvXsTIkSOxfv16ZGVl4e6778Y777yDQYMG4ejRo/D398fevXvRqlUrFBYWYsiQIfjpp59w5swZNGzYEMOHD8frr79e4bJWFBMAID1dQVSUiqgoef6OO4CMDAVhYSri4uy/NylJwc6dwKhRqnldwIkTCubPVzFjhqzjr78U9O+vYsUKeU/z5sDBg24ICTEhOVmeU1U39OljwqpVZce7aZOClBRg4kT7jZKtW4FduwDLHc+KIr2xFi6UxFNx//mPnIT69tWe+/ln6X01cqT8fewYMHcuMGeOVjYnTwKvvAIsWwbUri29wrp0AbZtk2W8vaWnU48e0pvKWn6+88u8uI8/VnDffUC3brLeTp2AzZvdUKOGCZcuyTIGg5tTynfwYCAiAmjYELB8i7ZoIT3X7rtPEnsWQ4ZIEveDD6R33OefS7KtoEBiPX4c+PhjYMaMkrH+97+SOOnVS3tu+3aJddgw+fvUKSA6GjbH7MwZYNAgSYjde6/04GvXDti9W5bp3l2SnA0aSD2x57vvJKk6eLDt81XMF9BHjJDEWpMmkuDcskXWP3asdhxSUyWZZonN2pdfyr49+aT23ObNktQs3vuyYUPg4EEtEV2avn0l4VmnDlBYLCeWk3PV7nvS042IiipAVJS8Qeq9EWFh+YiLM9l9T1KSJ3buNGHUqIKi/T1xwoj58wswY4bthjt1csPmzZ6oUeNqUd0t7qWX3DF3rgdq1sy186qWSEtP90BUlAlRUSarWD0QFlaIuDj7p/SkJHfs3Kli1CiTVawemD/fhBkzTObPqAf69y/EihWyDvmMGhASUoDkZBVt2yrYtcsDDRrk4+RJWW+LFsD+/QY0bZqPI0ekrv3yiwdatCjA4cNFW7e/w3akpwcjKuokoqJOmffNHRkZIQgLO4y4uL/KfL+qdkSfPgewatV5u683amTE0aPt0arVHuzbd6WMtbmX8bp13EGIikpHVFS6VdztEBaWirg4+7HYxt0BffocxKpVF0qJuy1atUrBvn3Z5YiofMlgid2Vyrz8XC9uvdaX8l9sTk8PNZf5Cau4H0JY2EHExZ0tR9yd0afPr1i16lypywUF+WDnzrZo2DARJ07Y+z4UEehS7tgrarKqYmmfPjhUnkZgBUVgW7mXda26Auj3u6VNKXFWRVRUPqKiCsxxAhkZ1RAWlou4OPv7m5RUxXz+l8+PnFOrms//tskjOf9XRY0aV2zO/6++6oGpUz1Rv362VTtSwf791dC0aTaOHLGczx1/t7hC28WiZ083xMcbYDTmmsdWc1xXXL3MVfX26JLXsKGzI7g5jh93dgSViz3wKig2NhYeHh7YsWMH5s2bh+joaHz22WdFr8+ePRuBgYHYu3cvJpm7jPj4+CAmJgYHDhzAvHnzsHjxYsyxZAXMjhw5gvj4eHz//ff4/vvvsWXLFkyfPr3o9QkTJmDLli1YtWoV1q9fj82bN2PPnj3XvT/Tpk3Dl19+iX//+9/47bff8MYbb2DgwIHYsmULAGDSpEk4cOAAfvzxR/z+++/45JNPUKdOHbvrMplMuPvuu/F///d/OHDgAN577z288847WLZs2TXF5u9vuVKiPXf5MpCcDISG2k+UGQzSKyghQfsRq6pAQoL2nrZtpceL9XoPHQKOHVMRGmq7vgULFPz1l4LkZAWDBl3TbsBgkJ5T1gkzVZW/Q0Lsvyc4uGSCbcMGbXkpG9tlLl+WWxCDg+Vvy+2EAwdKssrdHXj1VSAjQ5JM9rhCmVurXl0SjsWlpMgtvuvXK+jY0TnlazTK7bDWl0BycuTfDh205+67D3j3XeDllwE38zeu+eNVFGtCguNYQ0OBjRttn1u/vmSs9o+Zto6LF7XkHSDLm0za/tjjqPwtXnpJei5mZ0s9aN1abtO23reffnK8DXvHISFBekVej+rVpQyKJ+8c8fdXzPVea+xKGaoIDbV/mpR6b/seOZYmh++pDNpn1F6spX1GFTufUdXqM6qYP6PaMtpnVDH/reLcORWDB7vBYJBE7uDBbjhwQMXRo/Kenj3d8OefwBNPuOHPPz2QluaBxYuboWbNsufM8vevgvr1PZGQ8LfVvhUiOTkToaE+5S2im87f36jLuAE9l7k+4wb0W1+kzI1ISLhY9JzEfRmhodcwZkEpqlf3gMmk4u+/b+8R1vVaVwD9fEbl/O9m55xqQmio/cSZnFPdkJCgNTLknFpYofO/tCNVu+3If/yj7AsCrtR2qVkTGDDAHdu3q2VOjKDnMr/VFBTcHo9bDRN4FdSgQQPMmTMHzZs3x4ABAzBq1CibZFzXrl0xbtw4BAQEICAgAAAQHh6ODh06oHHjxujZsyfGjx9fIqllMpkQExODFi1aoGPHjnjhhRew0fyrPSsrC59//jlmz56Nbt26oWXLloiNjUXBddbI3NxcfPjhh/jiiy/QvXt3NGnSBGFhYRg4cCA+Nd9bd/z4cbRu3RpBQUFo3LgxHnnkEfTs2dPu+gwGAyIjIxEUFAR/f38MGDAAgwYNuuYEnp+f/JuRYft8Rob2WnF16sh4KqW9x88PyM1VS1xJkmW0H8CTJpnwzDMqHn1UxYoVKhYuVDBqVMX3Q2IquR9nzzq+ldXPT14vHp9lecu/9tZpXTY9esg4bRcuyLhmr78ut0/+/bfj7dpb780qc2uhocCzzwKLFmln2dOngddeM+HJJ1U8+aSKEyfkVlFnlO/mzfL/sWOlYVGjhvSwA1A0Boinp9yq+/bbMoabZSyOv/5yvF57sZZVtvZitd4fe/tbWCj1wtF2n35aeuwtWWL/9aAg6X1lGULzWuq5r2/JuEpbvjxq1wbeestx3PZoZWjbey0jQ3VYP7V6X/73VAbLuu3XibJiLf4etRyfUW2ZrCygc+cCDBzohpwcD2RleaBHDzc89lhBUbK0SROgUSPg6acVvPhiIcLCCtG2rTeWL7+vHPtmMG/TtkdQRkYe/Pxu/nhY5WWJLSPDtgdARka+S8cN6LnM9Rk3oN/6osV9Y8vcaHTDjBlN8N//nkVmZvl7e92K9FpXAP18RrVzakXO/0qlnP9/+qkQfn4Kxo83FLUjp0+Xsqlfv+z1uELbZfp0D2RlGXHhQhU0bKigd++ye/TqucyJXAETeBUUEhICRdE+4KGhoUhNTUWh+ddLkJ0R2+Pi4vDQQw/Bz88P3t7eCA8Px/FifTkbN25cdLssANSvXx9nzb9sjxw5gry8PARbdWOpVasWmjdvfl378scffyA7OxuPPvoovL29ix5ffvkljpjv/xs2bBiWLl2KVq1aYeLEidi+fXup61ywYAHatm2LunXrwtvbG4sWLSqxr8Xl5ubi8uXLyM7OhqqqUFUVmZkKzHcYO83778utiikpwMyZ8pgwQV9f7h99JAmRLl2kV9jq1TJemeWk//zzksSRBJ/zy9zigQeAVatkTL0NG7TnDx+WseT27JFx0QYPVm16ld1MBw7IraVjxsgkFydOAGlpcuuqyXxR8f335bbPb75xTozXqnNnuQV1yBDZT3teeknGuNu166aGViofH6nfBw9K2TvSv78bMjONRQ9Xqff2aLHKxBLOjLVKFeDzz92xbZuKkJBCPPRQIX79VcWaNR5Ft1W7uSmoUkWSd1u3qtiyRcXgwYfRtWsN3HOP7WD3/fvXRWZmh6KHwaCPJkn//nWQmRlc9DAY9HNe0G+Z6zNuQL/1pX//esjM7Fj0uBlxe3goWLbsfigKMGzY4bLfcIvRa10B9PMZ7d/fHZmZ1YoezjynHjig4qWXcjFunAeys6vhzJlqSEsz4cwZU1E70portl1mzSpA69Z5ePTRPBQWAl9+WTIoPZc5kSsq+54WqhCvYtPYJCYmYsCAAYiMjET37t1RvXp1LF26FFHFBoQyFPs2UxQFphv8TZKVlQUAWLNmDe666y6b14zmUUQfe+wxHDt2DD/88AM2bNiAbt26YcSIEZg9e3aJ9S1duhTjx49HVFQUQkND4ePjg1mzZiHZ0QBnZtOmTUNkZCS8vb3hW9T1ZhSMRunu5usrSRELX19Jqtlz7hxQUKCW6MFjvY4zZwCjUUH16ra9TWQZx0NCJiereO89N3h6qqjI/CQSU8leRfXqlexFY3HmDErM/ujrqy1v+bd42dSrh6IJNbp0Af71L3ku0zx+/OjRQLduwAsvyNhw330nt4UCQH6+WjR4rDPL/L77gI0bFSxapPVoK01iotyKebPLFwCWLpVHvXoycYSqSkIvzTyucpcu0kutXz/525L7//57YNo04L33tPVab6d4rGWVrb1YfX21WO3tr7u7zIxbfLsPPyyJ3rFjpfegPdWqyWQXU6dqz11LPc/IKBlXacuXxttbJszIzJSem6V1UF692oTkZO1DrNV7xaY++voqSEmx/z2s1XsFgO17SvseqSgtVrdisdr7jNrfruPPqGLnM4pin1Ftf/r3V9C4sYLQ0IKi20/69y/ExYse6N1bQVycitOnVeTnq0i1Gq/+99/l/pSGDY04fDjHat8uIDlZu5/fMhC+r68nzpzRepz4+noiJSWr1HK6mSRuLR7LgOy+voZicRuQklJ5Y75VBn2Xuf7iBvRbX1avPo/kZO0KjRa3J86c0b4/K6vMLcm7Ro2qoGvXlNuy951e6wqgn8/o6tWFSE7WzkPXdv5Xrc7/sHlPRc////1vIf773xybduTYsQb8+WfJbbti2+X8eeD8eRWpqer/s3fn4TVc/x/A33OTm4iIfQktoRJqaywh6BJbiyqqtbS0RFUppWprtVpCi5997UIr0pWqBtUWieJrSezRJaporEGrVBaR5d7P749z1+RmseXeW+/X88yT3JkzM585d+7MmTNnzuDIkSycPVsCLVvmID7euix3znMiV+Sat0dcWO7KqPj4eAQFBcHDw/Fz87t370ZAQADeeusthISEICgoCKdO3dgbn2rXrg29Xm+37itXruCPP27t7mT9+vXh7e2N06dPIzAw0G6oXr26JV2lSpUwYMAAfP7555g/fz6WLl3qcHm7du1C69atMWzYMDRp0gSBgYGWlnwFmTBhAq5evYpz587h4MGDOHjwIE6ceAmJicD584L27a1p/fxUZU1cnOODdXa26uerfXvrAV7TVKWVeZ4DB1T/B7bLrVMHCAjQEBeXf5zqUdQbq7wzx3TwoKrMsY2pbVsgPp++3ffsAdq1sx/Xvr01fVKS9QUVZn5+qu8w825SsqT6m7seWMTaF1tamnrZgnlwdp7Xr69eCBIVBUycWLQTcqNGqn+34s5fW3/9pQoBvXoB169b+6Pr00c9atq8uRqGDFHj1661viXVnFf5xRoXlzfWDh3yxur4O7Muo1w51VegWbt2aj+w3Z6wMFW5+MYbwLJljuMBVIWkt7eqvDTLzgYOHVKt98zM30N+dfh79tjnsTkuc6VyUfn5qcrorCz1HWTm3+c5APN+L5YhMVFM+731lKjyUENcnOMCndrv7edR36Uu33luhjXW3L9RR7EW9BsVB79RzeY3KqbfqDWN9Teq0pQsqcFotO/30fzZfEzZtUug12u47z7YLEe1vDt1yv6LSUsz4MSJ65YhMfEazp/PQvv2ZW22zQOhoX6IiyvaW2yLQ1qaMVfcGW4RN+DOee6ecQPuu7+oPM+wDCrPMx3EXRpxcSm3tC5z5V1QUEl06HAYly//BzstKgJ33VcA9/mNOj7/Gx2cU3WIi3NciazOqUa0b2+99lPnVI+bPv+by5F9+nji+nUgJibvul297GIuB+R+y7A75/l/nbP7pmMfeDeHLfBu0OnTpzF69GgMGTIEBw8exKJFi/K0prMVFBSE06dPY+XKlWjevDm+//57REdH39A6S5UqhUGDBmHcuHGoUKECKleujLfeegs63a3Vv5rfZvvaa6/BaDTioYcewtWrV7Fr1y6ULl0aAwYMwDvvvINmzZqhQYMGyMzMxIYNG1CvnuO+jIKCgvDpp59i06ZNqFWrFj777DPs27cPtWrVKjAOb29vS4s/K3Uwnj9fMHGihmPHBElJwNSpGpKTVQWIWWyshuhowZIl6vPcuYKoKA3796uKgFGjNPj6WvvESklRbwGdO1fD5cuClBRg0SINu3eLpaLhiSdUi5b4eFUh8+ijwJtvasjd8DA4WP0tVQqoVEl9zsoCjhyxT7dggVrnwYMwva1VvX0zKkpNX74cSE4GJk5UnxctUi8uGDUK+PFHoHdv9SKIYcOsy1y0SPWtdvw4cPKkeiNqcjIsb82Nj1cVW8uXq5ZsGRnqRQo1a6pl5sdZed6gAfDTTxo2bVLLM7cWMhjUHUNA9eGXlAT89pt6nO/FFzW0bave3jp6dPHmL6DeAhsXpwoA7dsDM2aoF1aYWzD9+ad93laooP526QL88IOad9Qo2OXVihVqPW++qT4vXKj62xs9Wr019plnVKWguTIQUPvXW2+pN74mJQFTpsDuO/v9d7WdS5eqmPV6tX0rV1rfQNumjaoEW7gQWLPG2pIuK0vtR7YGDFBpc7/gYuFCVfF38KB6tPaVV1RFsrkl37JlKq5Jk9TnJUvUCzlGjlR9GfbqpSoZzW8CBlTFY/Xq1n4Fg4LU34sX1WCuvPPxUft36dJqAFRfg0VtyDx/fg4mTvQ07feCqVM9kZwsWLvWuoDYWD2io41YskQV8ubOzUFUlB779xuxd69g1CgP03dpLQRWqaL6ewkMVAXaRo00pKYCp0+LJV+rVwfKl9dQo4ZqGRkcrNIePy5Id9DIYv58IyZO1NnE6mH6vq01a7GxHqbfqNEUqxFRUR7Yv19MsepMsarp6jdqxNy5Hrh82YCUFMGiRR7YvduIPXvUcmNijJg1S4clS3RYtMgInQ544w0P5OQAW7eKab2CAwcEy5d7YNQoA3Q6YMmSQGzefAXHjmWgMPPnn8PEidVx7FgGkpKuY+rUACQnZ2Lt2ks229YI0dGXsGSJ2nl9fXUIDLQ+nlurljeCg31x+XKO5Q2W5cp5okYNb1Srpvq6qVtXpb9wIStP/1I3Y/7885g48V5T3JmYOrU6kpOzsHat9UcSG1sf0dGXsWTJBZu4S+SKu6Qp7iybuL0cxJ19W+JWsbtrnrtn3Cp299xf5s8/i4kTA2zyvJaDPA825fk5U9weufK8BIKDS+Hy5WycOZMJT08N33zTAE2blsITT/wCDw8NVaqo+C9fzkZ29u1r0VwYva8vygcGWj6Xq1ULVYKDkXH5MlLOnCm2OGy5676iYneP36g6/3uZzqlGTJ3qZTr/W8/lsbElEB2dgyVLVG3A3LnZiIryNp3/DRg1Sg9fXw2RkbatDTXT+V9drzVqpDOd/42W8//w4Z7YvduItDTBo496YNYsL7zxRlahb3y1j734yy4tWmho3lyHnTuNuHJFULu2DlOneuL4cWORKtTcOc+JnI0VeDeof//+yMjIQIsWLeDh4YFXX30VL730Ur7pu3Xrhtdeew2vvPIKMjMz0aVLF7z99tuYPHnyDa131qxZSEtLQ9euXeHn54cxY8bg6m040kydOhWVKlXC9OnT8eeff6Js2bJo2rQp3jTVHnh5eWHChAk4efIkfHx88PDDD2OlbbMbG0OGDMGhQ4fQp08faJqGZ599FsOGDcOPBdUWFWLmTFW5sXSphrJlgZ07gU6dxK6FTe3aqnNTc1Pwr78GKlUSTJmiwd9fPfrZqZPYdZb/2msCo1HDmjUavL2BTZuAYcOshcTsbGD4cA3z5qk7PMePA6NHS55WSQkJ1krUkBCgXz9V2VOnjn261atVx7HvvKP6nzt8WFUSmmOqXt2+oiE+HujfH4iIUI8pHj+uHln87TdrmtmzVd68/77qhHXXLvWCCnPe/POPWseUKWr79HrVeufpp4Gff3a9PO/ZU0Plyhqefx54/nnr3buTJwW1aql0Xl7AnDka7rlHvfn055/Vizq2b1eVOcWZv4BqVffOO6oC9+hRYPhw4Isv8s9bs8mTrbEmJACdO1tjrVHDPta4OLVfTZ2qKmKPHQN69LCP1fydffQRLN9Z5872sT73nKq0M7999ttvVcWZWf/+ahkTJqjBbNs2+xaAdeoADz6o8je3NWtURfbbb6vC388/A08+mf/3sGcPEB6uKvQiItT30KePfb97Xbqoikczc2Xge++poXFj61trbfMEAO6/v+ivjp850wBfXw1Ll+pNeWhEp07ZufZ7HSpWtO6zX39tRKVKOZgyRW/6LgWdOmXZ7fdDh3pi8mTrqXbHDnWzIjw8G1FRqqA6ZYoe4eHWu8oJCSpNmzZZ2L49b0F45kyj6TfqYYpV0KlTTq5YtVyxCipVMmLKFA+bWA25fqOqD5g1azxMv1HBsGHWwvTRo0DXrgZMmqRDXJwnjEbg0CG1HPOjuCJA1645WLTIA//7nyfS04Eff7yGMWOSCv0O1Ladha+vB5YuDULZsp7YufMqOnX6DZmZ1m2pXbsEKla0djsREuKHbdsesHyeN0+9QGrFiosYOFC1VO/WrTxWrLD2G7tqlboRNXnyKUREFHEnKTDuc/D11WHp0tqmuFPQqVNiIXGXwrZtDW3irmWK+y8MHHjcFHc5rFgRZBN3XVPcZxARcXsqFNw3z90zbhW7e+4vM2eeMeV5XZs8/xmZmdbjVO3aPg7yvLFN3IGmuC9g4MDfcc893ujevSIA4PDh5nbra9MmAdu3/3vLcRdVtZAQhG/bZvnc0fSSuoQVK7Bu4MBii8OWu+4rKnb3+I3OnJltOqd6oWxZzXT+v+7gnGotm379tQGVKmWZzv9eSEhQ8+Q9/1tf2LFjh6poDA/PRFSUqpRq0UKHiAgvlCoF/P67EUOGZOHzz4veZMhZZZdr14CnntIhIsITvr7qyYCNG414992cIj2p5M55TuRsmogU360toiLSNPfsh8BVO+0tiuxs5nlxc9dm3SVKFJ7GVWVkXHd2CDfJcTcN7iGf58Ndnjvn+d33KJDzuev+coP9griQyWhbeCIXNBm7nB3CLXDXY0vTwpO4LHc9trjrvgKI+Bae6D8gdz/U/1W2lbz/Be575UtERERERERERHQX4CO0/wE7duxA586d851uftssEREREREREd3d3PVJoLsdK/D+A0JCQpCQkODsMIiIiIiIiIiI6A5gBd5/gI+PDwJt3ppFRERERERERET/HewDj4iIiIiIiIiIyIWxBR4RERERERER0V2CfeC5J7bAIyIiIiIiIiIicmGswCMiIiIiIiIiInJhrMAjIiIiIiIiIiJyYazAIyIiIiIiIiIicmF8iQURERERERER0V2CL7FwT2yBR0RERERERERE5MJYgUdEREREREREROTCWIFHRERERERERETkwtgHHhERERERERHRXYJ94LkntsAjIiIiIiIiIiJyYazAIyIiIiIiIiIicmGswCMiIiIiIiIiInJhrMAjIiIiIiIiIiJyYazAIyIiIiIiIiK6S+Tk3B3DjVqyZAlq1qyJEiVKIDQ0FHv37i0w/erVq3H//fejRIkSaNSoEX744Yeb/EaKhhV4RERERERERER011q1ahVGjx6NSZMm4eDBgwgODkbHjh3x119/OUy/e/duPPvssxg0aBAOHTqEJ598Ek8++SR+/fXXOxajJiJyx5ZOdJM0zejsEG6KXu++deLZ2czz4uaur28vUcLZEdy8jIzrzg7hJnk4O4BbEO/sAG6SO+e5wdkB3IXcdX/JcnYAN20y2jo7hJsyGbucHcItcNdjS1NnB3AL3PXY4q77CiDi6+wQioXOfS+hbojxBi5xQ0ND0bx5cyxevNg0rxHVq1fHiBEj8MYbb+RJ36dPH6Snp2PDhg2WcS1btkTjxo3x4Ycf3nLsjtwlXxsREREREREREd0tMjMzkZKSYjdkZmbmSZeVlYUDBw6gQ4cOlnE6nQ4dOnRAXFycw2XHxcXZpQeAjh075pv+dvC8Y0smugXu2qrKXVuxKe55pyw7231bD1Sq5J5N2f7+2533c3flrnfgyTncdX9xz/OQe3PXfcV9W7JNxoPODuGmTcb/nB3CTfJxdgA3TdPc85pIhGVFV3e3fEfTp09HRESE3bhJkyZh8uTJduMuXboEg8GAKlWq2I2vUqUKfv/9d4fLvnDhgsP0Fy5cuPXA88EKPCIiIiIiIiIi+k+ZMGECRo8ebTfO29vbSdHcOlbgERERERERERHRf4q3t3eRKuwqVqwIDw8PXLx40W78xYsX4e/v73Aef3//G0p/O7hnm1wiIiIiIiIiIqJb5OXlhWbNmmHLli2WcUajEVu2bEGrVq0cztOqVSu79AAQExOTb/rbgS3wiIiIiIiIiIjorjV69GgMGDAAISEhaNGiBebPn4/09HQMHDgQANC/f3/cc889mD59OgDg1VdfRVhYGObMmYMuXbpg5cqV2L9/P5YuXXrHYmQFHhERERERERHRXeNueXFU0R867dOnD/7++2+88847uHDhAho3boyNGzdaXlRx+vRp6HTW5bVu3RpffvklJk6ciDfffBNBQUFYu3YtGjZseNu3wkwTEbljSye6SV5ezo7g5vAttM7grnHzLbTO4a5vLXbTgyIAuOmbIt357Zzuy32P5+67vzDPixvfQusM7pvnfAtt8RNxzzy/UZqW7ewQioWI3tkh3FZ3x95JRERERERERETkpliBR0RERERERERE5MLYBx4RERERERER0V3DnbtQuBF8hJaIiIiIiIiIiIiKCSvwiIiIiIiIiIiIXBgr8IiIiIiIiIiIiFwYK/CIiIiIiIiIiIhcGF9iQURERERERER017hbXmLx38IWeERERERERERERC6MFXhEREREREREREQujBV4RERERERERERELox94BERERERERER3TWMzg6AbgJb4BEREREREREREbkwVuARERERERERERG5MFbgERERERERERERuTBW4BEREREREREREbmwu74Cr02bNhg1apSzw7BwtXiIiIiIiIiI6L/EcJcM/y13fQWeOzp58iQ0TStwWLFixR2NYfLkyWjcuPEdXQcADB0K/PEHkJIC7NwJhIQUnP7pp4FfflHpDx4EOnXKm2bSJODUKeDqVeDHH4HAQPvpjRsDP/wA/PUXcP488P77gK+vdfoDDwCffQacOKGW8fPPwCuvOI4nIkJDcrKGa9c0xMRoedblyLBhQFKShowMDfHxGpo3t5/u7Q0sXqzh0iUNqakavvlGQ+XK9mlEdHmGPn2s0x98ENi5Uy3j2jUNR45oGDXKejiIiNAhOdkT1655IibGo4hx65CU5ImMDE/Ex3ugeXPNQdw6XLrkidRUT3zzjUeeuENCNMTGeuDKFU9cvuyJjRs98MADjtdXuzaQkuKJK1e8C4wrIsITycneuHbNGzExegQGagWmV9vigaQkb2RkeCM+3ivPtgwe7IGtW71w9ao3REqgTJn8l+XlBRw65AWREggOLnzd+XnhBWD/fuD0abXfNmlScPquXYFdu1T6bduA9u3tp48bp6YnJanf2DffAE2b3lxsztrPzcqXB86c0SCis/suHO/nHoVsi3vsL87K8wULNOzfr+H6dQ2HDuWNz9sbiIzU8PPPGrKzNURH3/g+HxERgOTkUFy71hoxMQ0RGFiiwPQPP1wa69fXx7lzLSDyMLp3r5AnTY8eFbBpU0NcutQSIg8jONjXwZJuv4iI6khODsG1a6GIialfxG25H+fOhUCkNbp3L++2cfboUR6bNtXHpUvNIdIawcEl70Dc7ruvMM9t42ae36oaDz+MZ9avx+hz5zBJBHW7d3dKHLm56v7iqufQgIC8ZXijEQgNVev/80/g2jUgLg551p9bz55AYqJKf/gw0Lmzo3wAzp0D0tOBzZvtr4kCAoCPP1bXO+npwLFjwOTJgF7veH21a6vrosuX1XKdkb/VqwMbNmhIT9dw8aKGmTM1eOQq9nl5Ae++q+HkSfU9JCVpGDiw8PiIXAUr8G5QVlaWs0NA9erVcf78ecswZswYNGjQwG5cH9vaGjfVqxcwaxbw7rvqxPXzz8D33wOVKjlO37KlqliLjARatADWr1eVEg0aWNOMHQsMH64q3B56SJ3UNmxQJwUAqFoV2LhRnaweegh44gmgfn3gk0+sy2jSRFXuhYeryr4ZM1SML79sH8/48cDIkcDQoYLQUEF6OrBpk2ZZlyO9ewNz52qIiBA0bSo4fFjNY7vN8+Zp6NoV6NVLEBYmqFYN+PbbvIWA8HAj/P2tw9q11mnp6cDixYJHHhHUqyd4913Bu+/qMHiwhvHjdRg5UoehQw0IDc0xxe1ZSNwa5s7VISLCgKZNc0xxe+SKW4euXXXo1cuAsLAcU9zWs6qvL7BxowdOnwZCQ3Pw0EM5SE1V6/b0tF+fpyfw1Vce2LFD8g8KwPjxHhg50gNDh2YjNDTLtC36QrZFh7lzPRERkYOmTbNw+LARmzZ52W1LyZLAxo0GTJuWU+D6AWDmTE8kJxccZ2G6d1eFodmzgQ4dgN9+A1atAipWdJy+eXPgo4+AL79UFXc//ghERQH3329Nc+IEMGEC0KaNquw7fRr4+mugQt6ycoGcvZ8DwCefaPj557zjHe/nnhg82HElnrvsL87O8+XLBatWOV6PhweQkQEsXCiIjS10cx1s270YObIahg49htDQBKSnG7FpU0N4e+dfEejr64HDh9MxfPiJAtPs3JmC119PuvGgbtL48fdg5MiqGDr0BEJDfzFtS/1CtkVn2pY/3T5Oa56fuhNhu/W+wjzPm4Z5fmu8fH1x8fBh/DB8uFPjsOWq+4srn0PN2re3lt+rVgXuuw+YMweYMgVo1kxdE23cmP81UatWqgy4fLm6ObtuHRAdbX9NNH48MGKEun5p2VKVmTZutF4T3X8/oGmqMUXDhsDo0cCQIcC0aXnX5+mp1rdjh5p/xIjiz1+dDvj+ew1eXkDr1oIBAwTh4cCUKfbfwddfa2jfHhg0SFC3ruDZZwVHj1qnP/ts/nESuQJNRG7tytLNtWnTBg0bNgQAfPbZZ9Dr9Xj55ZcxZcoUaJqGmjVrYtCgQTh27BjWrl2Lp556CitWrMDrr7+O6OhonD17Fv7+/ujXrx/eeecd6E23JSZPnoy1a9dizJgxePvtt3HlyhV07twZy5Ytg5+fHwAgPT0dL7/8Mr799lv4+flh7Nix+O6779C4cWPMnz+/yNtgXldCQgIAIDMzE+PGjcPKlSuRkpKCkJAQzJs3D82bN4eIICgoCEOHDsXYsWMty0hISECTJk1w7NgxBAYG4vTp0xgxYgS2bNkCnU6HTp06YdGiRahSpQpWrFiBgbluVURGRiI8PBxz585FZGQk/vzzT5QvXx5du3bFzJkzUapUqRv6Xry8VIu7/fsB8xPFmqbuPL3/vqrYy+2LL9SFco8e1nE7dqi7TuYWcqdOAfPnA/Pmqc+lSwNnzwIvvqgqLwYNUneXatQAzL+Mhg1Va7569VSlhyMLFqgTXbt2Rsu45GQNc+YI5syxruviRQ3h4fmfuOPjNezbB4wYIZZtPnNGw6JFgv/7P7WMv//W0LevYM0aNU/dusDvv+vQsqURe/aocSI6PPmkEevW5ZvFeaxZo07eHTpomDPHiDlzjDZxeyI83IBVqxwfLuLjPbBvn2DECKNN3J5YtMiI//s/oyluT/Tta8CaNWITtx4tW+Zgzx5Bs2Ya9u/3RPXq2Th7Vi23YUPgl1/0CAzMtsv7GTN0qFZNw5YtRsyf74Fy5TIdxpWc7I05c3IwZ47BZlu8ER6ejVWrjA7niY/3wr59RowYkWOzLd5YtCgH//d/9s2ww8J02LbNC2XLXsfVq3mX1amTqtx5+ulsJCZ6o3HjTBw+bM3DSpUKvhNt9uOPQEKCqnAzx5SQoO6MLlqUN/3Speq38Nxz1nE//KAq/saNc7yOUqXU7+vpp9XvpiB//+0a+zmgCpZ9+miYMkXw0086lC1rdPhdmK1ZowqT/ftn55nm2vuLl02czs1zAJg0ScOTTwJNmuRfhIiM1FC2LNCjx8580+SWnByKOXPOYs6cc6Zt88DFiy0RHv4HVq36u9D5RR7Gk08mYt26fxxODwjwxsmTLdC48UEcPpxeyNIKbq1ZmOTkEMyZk4w5c5IBmLelOcLDj2HVKsfx2RJpjSef/B3r1l2+pTicHafK82Zo3DgBhw9fK2RpRX/UxbX2FeBG9hfm+d2d55PxYJHjvhmTRLDyySdx9EYKgUU0Gf8rclrX2l+see7K59CAAODkSR0aNzbi8GGY1qVDXJy6JhoxwjxO3XhdvBj4v//LG+9XX6kb4926Wcft3q2uicwNDs6dA+bOhV0+XLgADByIfPNh7FhV7srdom7GDNUI4qefVKOH118HZs+2vY648/nbqZNqfVetmuCvv1SaIUOA//s/DZUqCbKzgY4dgZUrNdx3n+DKFcexLFqk4ZVXbv6JGXeiaf86O4RiIVLW2SHcVmyBByAqKgqenp7Yu3cvFixYgLlz5+Ljjz+2TJ89ezaCg4Nx6NAhvP322wAAPz8/rFixAomJiViwYAGWLVuGeeZaIZMTJ05g7dq12LBhAzZs2IDt27djxowZlunjxo3D9u3bsW7dOmzevBnbtm3DwYMHb3l7xo8fjzVr1iAqKgoHDx5EYGAgOnbsiMuXL0PTNLzwwguIjIy0mycyMhKPPPIIAgMDYTQa0b17d1y+fBnbt29HTEwM/vzzT0urvj59+uRp9WeeptPpsHDhQvz222+IiorCTz/9hPHjx9/wNuj16o7RTz9Zx4mozy1bOp4nNNQ+PQDExFjT16plPbmYpaQAe/eqeQF11ygry1p5B6jWJADQunX+8ZYpA7sTgVqXZtcCJSUF2LMHaNXK8UlBr1d31WJjrSsXAWJjrfM0awZ4edkv9+hR4NQpQatW9stbskTD339r2LOn8KbhjRsDrVtr+O03oylua2WFilsKiVtzELfYxK2Z4ramscatmT4LLl0SDBqkg14PlCgBDBqkQ2Ki4ORJ6/rattXQq5cOw4cXfNFRq5ZWwLY4PvRZt8U6j9oWY77z5KdyZWDZMj2efz4b1wq7fiqAXg8EBwP/sykzi6jP+T1SHhJinx5Qj9Hml16vB/r3V48+/PZb0WNz9n5erx7wzjsa+vcXGB3Xr9lR+7kO27fnTewu+4uz8/xOqlWrBKpW9UJs7L+WcSkpBuzZk4pWrfyKJ4jbpFYtb7fYFneJMzd33leY58XPXfPcnbnq/uIu59D169UjoDt2aOjRw7x+63Tz+vO7JmrVCtiyxX7c5s15r4kc50P+cZUpox6RtdW2rXpc95VXVItAnS6/5d7Z/G3VSsMvv8BSeQcAmzYBZcpolpaH3bpp2L8fGD9ew9mzGo4e1TBrloYSNvfTd+++m9o2ObtvOvaBdzNYgQf1SOq8efNQt25d9OvXDyNGjLCrjGvXrh3GjBmD2rVro3bt2gCAiRMnonXr1qhZsya6du2KsWPH4uuvv7ZbrtFoxIoVK9CwYUM8/PDDeP7557HFdDRNS0vDJ598gtmzZ6N9+/Zo1KgRoqKikJNT+CNWBUlPT8cHH3yAWbNmoXPnzqhfvz6WLVsGHx8ffGJ6DjQ8PBxHjx7F3r17AQDZ2dn48ssv8cILLwAAtmzZgl9++QVffvklmjVrhtDQUHz66afYvn079u3bBx8fH5QqVQqenp7w9/eHv78/fHx8AACjRo1C27ZtUbNmTbRr1w7vvvtunnzJLTMzEykpKXZDhQqZ8PQELl60T/vXX0CVKo6X4+9vf9AG1Pzm9Oa/jpbp76/+37ZN/T96tDqhlC0LvPeemla1quP1tmypHve1qfO1LC/3ui5etE7LrWJFwNNTK3Aef38gM1PytN5RaawnxrffNqJ3b8GjjwrWrBG8/75muWtn68wZ1f/D/v0aliwxWip9HMfg+MSbf9xShLitadLSgDZtcvDcczpkZHgiLc0TnTrp0LlzDgymY2/58sCKFR4IDzcgNdVhOBbW78D+RKzWWdi2FH2e/KxYoceHH+bgwIFbKwiUL68eTfg7183qv/9Gvn3CVa5ctPSPPqr6wDtzRt2l7NUrb8GsIM7cz728gK++0jBunODMmYLjtN/Pc/DJJ3lP5u6yvzj72HIn+fvrTeu076ri4sUs+Pt7OZrFZZnjvXjRvqXnxYvZLrUt7hJnbu68rzDPi5+75rk7c9X9xdXPoWlpwOjRRvTqJejSRbBzJ7B6NfK9JsovZn//grexoHzI7zqrdm1VSbd0qXVc+fKq66KBA4HUVFj6+HVG/ua3zbbbe999qoukhg2BHj0Eo0YJevYE3n/f+h199ZXjOIlcBSvwALRs2RKaZv3htmrVCseOHYPBVGsQ4qDZyqpVq/Dggw/C398fpUqVwsSJE3H69Gm7NDVr1rQ8LgsAVatWxV+mGqYTJ04gKysLoeamXwDKly+PunXr3tK2nDhxAtnZ2XjwQWtTcb1ejxYtWuDIkSMAgGrVqqFLly5Yvnw5AOC7775DZmYmevXqBQA4cuQIqlevjurVq1uWUb9+fZQtW9ayjPzExsaiffv2uOeee+Dn54fnn38e//zzD64V0KRk+vTpKFOmjN1gNC6+6Ty4FYmJ6jHaUaNUa6QzZ1QFx4ULcNjCp0ED9ejpunXqEdzUVNWxan4dvBaXd99VTeUTEoCZM9UwblzeAsTs2QKDAcjOBqZM0Tl86UdxKVEC+OQTD+zaJWjZ0oAHHzTg118F33/vabkztmyZB7780uiw77u+fXVITfW2DM78DkaM8ICfn4bp0137rs+uXUC7dkCXLqpl6rJl+ferB6jHa5OSXGM/nz5dw5Ej6tH5wjz8sCAkRDB0qGDUKE8884zObfYXa5zOz/PbrW/fSkhNbW0Z9Hr3LZL07VsRqamhlkGvd83Hb9wlztzceV9hnhc/d81zd+aq+4s1Lvc4h/7zj+rmZ+9e9cjshAnWR0adqVo11Z3LN9/YN1j48UdVOfb996qlXe4XRrganU617uvXT7Bvn4p/9GjBgAGwXGuEhTk3RqLCeBaehHxtX0EKIC4uDv369UNERAQ6duyIMmXKYOXKlZhj7kTARJ/rLKFpGoxFec6rGLz44ot4/vnnMW/ePERGRqJPnz4oWfLW3px18uRJPPHEE3j55Zfx3nvvoXz58ti5cycGDRqErKysfJc/YcIEjB492m6cv783cnLy3gWqXDnv3RWzCxfytjCqUsWa3vy3ShWV1naZ5n4mAGDlSjVUrqz6hBNRFXpJufrKrVdPdfb6ySeqgqxKFSA7W1UsmTtqzb2uKlVUpZojly4BOTmSZ5ttl3HhAuDtraFMGfu7UCpN/i139uwRvPOODl5eAtv3sHzyCbBhg5pv2DDB8897FBC34+XnH7fmIG7kiluzxN23r4aaNTW0apVjeYS5b18DrlzxRPfuGlatErRrp6FbNw1jx6qCoaYBHh4asrO9MXJkDho3tm6c9TvQ7PKmShUNCQmOf4fWbdEA2M9TUP7m1q6dDq1aacjMtO+xd/9+L3zxhRHh4Xn7X8vP5ctATk7ejoorVcrb4tTsr7+Klv7aNbVfJyUBBw4A8fFA377AwoWOl7txo+oP8p9/nL+ft2sHNGoE9OypLszM92AuXdLw3nvA5MnW78v8CPavvwJVquRg8mRPhIRkYc8e199fVq0ymvZrfa44XePYcivWr7+MPXus3UZ4e+tM6/TChQvW30iVKl5ISEi7IzHcLmpbrDGaO2mvUkWfa1v0SEgoSt9ed4a7xJmbO+8rzPPi56557s5cdX+xxtXMFJc5Dvc5h+7cqR5RdXRNZLsNti5cyJs+d7y5x5k/214TAdbuh3bvBl56yX5aUJCqFDNXfpn7WT59WqU199hUHPl74YJ6iWHuZdhu7/nzqu+/lBRrmiNHAJ1Ow733Co4fB6ZOZYU/uTbXuD3iZHty9SwaHx+PoKAgeORzG2H37t0ICAjAW2+9hZCQEAQFBeHUqRt7+1Tt2rWh1+vt1n3lyhX88ccfN74BuZbr5eWFXbt2WcZlZ2dj3759qF+/vmXc448/Dl9fX3zwwQfYuHGj5fFZAKhXrx7OnDmDMzbPpSUmJuLff/+1LMPLy8vSQtHswIEDMBqNmDNnDlq2bIk6deogOTm50Ji9vb1RunRpuyEnxxsHD6p+Fcw0TX2Oj3e8nD171EW9rfbtremTktSB23aZfn7qYJ+7c1lAVXakp6vHCq9ft+/PoX591ZfE558D77yjmryfOGEdEhOB8+cF7dvbrys0FIiLc3wiz85WlSjt21tPHJqmtsE8z4EDQFaW/XLr1AECAjTExTnOF0D1/XX5sn3lHWAf97//qvWpuK2HBhW3Vkjc4iBuzSZuMcVtTWONW6UpWVKD0Wjf/6D5s84UTqtWOWjc2Dq8844RKSmCxo2z8NVXBpw4IZYhMVEK2BbHFTLWbbHOo7ZFl+88jowcmY3g4Cw0bqyGxx9Xhdc+fbLx1ltFr7wzx3T4MPDww9ZxmqY+79/veJ79++3TA+qOYn7pzXQ6FPiWsPR09Ttyhf386acFwcGCxo3V8OKLat6HHxYsWZJ/YVlto2ba911/f3n99WxTjM7P89stLc2AEyeuW4bExGs4fz4L7duXtaTx8/NAaKgf4uIKeWbeydLSjLm2JcMlt8Vd4szNnfcV5nnxc9c8d2euur9Y43Lfc2ijRuqGq+2yzevP75ooLi7vNVGHDnmviRzng3VctWrA1q1q+154wb6MDqj+wZs0sQ6TJqmy+7x56q239su9s/kbFydo1Mj+BvajjwJXrwoSE9XnXbvU22tt2+bUqQMYDGJ5gd4ttmchuuPYAg/A6dOnMXr0aAwZMgQHDx7EokWL8rSmsxUUFITTp09j5cqVaN68Ob7//ntEm49SRVSqVCkMGjQI48aNQ4UKFVC5cmW89dZb0OlurU7V19cXL7/8MsaNG4fy5cujRo0amDlzJq5du4ZBgwZZ0nl4eCA8PBwTJkxAUFAQWtn0WNqhQwc0atQI/fr1w/z585GTk4Nhw4YhLCzM8jhxzZo1kZSUhISEBNx7773w8/NDYGAgsrOzsWjRInTt2hW7du3Chx9+eNPbsmCBaiF28CBMbyZSB9yoKDV9+XIgORmYOFF9XrRIddg6apRqEt27t+r0dNgw6zIXLVJv8jx+XLXKmTxZLcP2RV0vv6xOXunp6uQxYwbw1lvWlmMNGqhOUWNi1BttzXd3DAZ1MjSbP18wcaKGY8cESUnqjk5yMrB2rTVNbKyG6GjBkiXq89y5gqgo1cHq3r3AqFEafH2td7BSUlSezJ2r4fJlQUqKelvS7t1iqYR84gkVU3y8qnh89FHgzTc1zJ5tXe+wYeru2O+/q8+PPAKMHavDwoVGpKYCEyfqTHELpk71MMUtNnF7mOI2muI2IirKA/v3C/buFYwapTPFbbSJ24i5cz1w+bIBKSmCRYs8sHu3EXv2qOXGxBgxa5YOS5bosGiRETod8MYbHsjJAbZuVWnM8ZqFhKiXF/z2m+NCwfz5OZg40dNmWzyRnCxYu9ZauRIbq0d0tBFLlhhM25KDqCg99u83mrbFw7Qt1grrKlVUnxuBgaqw0aiRhtRU4PRp9VYrVfdtjSnNdLP5xAnBuXMOQy3Qhx+qfffwYfV7GDJEFTBWrlTTFy9W+565v8Zly9R+9vLLaj/t0UO9CGPMGDW9ZEn1O9m0SbVMLV9eFcz8/YH1628sNmft53/+aR+H+dHfI0esv1XH+7knFi50/Gizu+wvzspzQPWBU6qU2ld8fNR+BaiLomxT3XS9eqqPwvLlVcE9OFiVlIvyVsn5889h4sTqOHYsA0lJ1zF1agCSkzOxdu0lm21rhOjoS1iyRB1wfX11CAz0sUyvVcsbwcG+uHw5B2fOqDdUlyvniRo1vFGtmup7qW5dlf7Chaw8/WLdLvPnn8fEifeatiUTU6dWR3JyFtautXY0GRtbH9HRl7FkyQWbbbH2pq22paRpW7LyrMOV41R57uUgz7NvS567877CPGee3256X1+Ut3k1aLlatVAlOBgZly8jpbCOYu8QV91fXPkc2r+/epneoUNq/FNPqf7lli4FXnwRNuuH3fpXrFDXM2++qT4vXKj69R49Wj3e+swz6kVmQ4ZYY1mwQF3fHDumKvSmTIFdPpgr706dUi3rbCvGzE815S2XA5mZKtYdO1Cs+bt5s8rHzz7TMH686mP73Xc1LFkCSwOGL78E3n4biIzUMGmSoGJFYNYsDcuXq2smAPjuO3X9eHdw7a5+yDFW4AHo378/MjIy0KJFC3h4eODVV1/FS7nbCNvo1q0bXnvtNbzyyivIzMxEly5d8Pbbb2Py5Mk3tN5Zs2YhLS0NXbt2hZ+fH8aMGYOruXvnvAkzZsyA0WjE888/j9TUVISEhGDTpk0oV66cXbpBgwZh2rRpGJjrFaWapmHdunUYMWIEHnnkEeh0OnTq1AmLFi2ypHn66afx7bffom3btvj3338RGRmJ8PBwzJ07F//3f/+HCRMm4JFHHsH06dPRv3//m9qO1avVRfk776gT3eHDqnLK/Bhg9er2/dLFx6sTX0QEMHWqqqTr2dP+rZqzZ6sT3vvvqxdU7NoFdO2qTjZmzZurdZYqpd5wNHy4fT9bTz2lmq3366cGs5Mn1VudzGbOVOtaulRD2bKqCXynTmK3rtq1gYoVrY/fff01UKmSYMoUDf7+qrl5p05i9+jja68JjEYNa9Zo8PZWlTDDhlkv/rOzgeHDNcybp+5gHT+u+ndYtsy6DJ1O9SFWq5Z6PPPECeD114346CMjRMxxe5jiFnTqlJMrbg0VK1rX+fXXgkqVjJgyxcMUt6BTJ0OuuI0wGoE1azxMcQuGDbOeOI4eBbp2NWDSJB3i4jxhNAKHDqnl5PeIQGFmzjTA11fD0qV607YY0alTdq5t0eXaFiMqVcrBlCl6m23JstuWoUM9MXmy9fC5Y4dqthYeno2oqNt/Mly3DqhQARg/Xu17v/6qCmPmF1Xcc4/9b2HfPmDoUFVZ/eabqrJrwABrQctgUI899OmjKlmuXFGFxW7d1PdwI5y1nxeF4/08Bx995Pg7cpf9xZl5/vHHGtq0sd4lT0hQ/9esaYS5IfoPP6jH4a1pmgIANG1HEbbtLHx9PbB0aRDKlvXEzp1X0anTb8jMtMZRu3YJVKxo7aIiJMQP27Y9YPk8b5562dSKFRcxcKBq1d6tW3msWGHtY3bVqnoAgMmTTyEiwr7/2ttl5sxz8PXVYenS2qZtSUGnTomFbEspbNvW0GZbapm25S8MHHjcreLs1q0cVqwIsqRZtUrl/+TJZxARcesVCu68rzDPmee3W7WQEIRv22b53NH0Mr6EFSuwLlc5v7i46v7i6ufQt9/WEBCgyi2//67Ke2vWqMqpiAhY1t+5s/WaqEYN+3JgXJy6Rpk6Vd3cPXZM3cy1vSYy58NHH8GSD507W6+JHn1UlRWDgmBpnWZWUHuTzEx1Y7m489doBJ54QvDBBxri4jSkp6tGH++8Y02Tng48+qhg0SL1YrN//lHrnjjRmubddwWTJ/MxWnJdmkjuxrB0t9ixYwfat2+PM2fOoEp+rxxyEi83fSlYdrZr9HF4c9z1Loy7xg1UqlSi8EQu6O+/3Xk/vzOtmO48Nz0oAgB2FZ7EJbl4b9z/Se57PHff/YV5Xtwm48HCE7moyfifs0O4Se6b55rmnj1eibhvWVHEPfP8RmlaPp1p/8eIVC48kRthC7y7UGZmJv7++29MnjwZvXr1crnKOyIiIiIiIiIisro7qpfd0I4dO1CqVKl8h1vx1VdfISAgAP/++y9mzpx5myImIiIiIiIiItdnuEuG/xa2wHNRISEhSMjvfdu3KDw8HOHh4Xdk2UREREREREREdHuxAs9F+fj4INDmbVJERERERERERHR34iO0RERERERERERELowVeERERERERERERC6Mj9ASEREREREREd01jM4OgG4CW+ARERERERERERG5MFbgERERERERERERuTBW4BEREREREREREbkwVuARERERERERERG5ML7EgoiIiIiIiIjormFwdgB0E9gCj4iIiIiIiIiIyIWxAo+IiIiIiIiIiMiFsQKPiIiIiIiIiIjIhbEPPCIiIiIiIiKiuwb7wHNHbIFHRERERERERETkwliBR0RERERERERE5MJYgUdEREREREREROTCWIFHRERERERERETkwvgSCyIiIiIiIiKiuwZfYuGO2AKPiIiIiIiIiIjIhbECj4iIiIiIiIiIyIVpIiLODoIoNx2rlukuIGJ0dgg3yZ2b3Gc5O4Cb4uPj6+wQblpGxg5nh3CTPJwdwC1w598oFS933lfc+TfqnibjEWeHcFMiNPe93BXJdnYIN0XT9M4O4aYZ3bV4foM07bizQygWIoHODuG2Yh94RERERERERER3DXe+gXP3YjsnIiIiIiIiIiIiF8YKPCIiIiIiIiIiIhfGCjwiIiIiIiIiIiIXxgo8IiIiIiIiIiIiF8aXWBARERERERER3TXuktft/sewBR4REREREREREZELYwUeERERERERERGRC2MFHhERERERERERkQtjH3hERERERERERHcNg7MDoJvAFnhEREREREREREQujBV4RERERERERERELowVeERERERERERERC6MFXhEREREREREREQujC+xICIiIiIiIiK6a/AlFu6ILfCIiIiIiIiIiIhcGCvwiIiIiIiIiIiIXBgr8IiIiIiIiIiIiFwY+8AjIiIiIiIiIrprsA88d8QWeERERERERERERC6MFXhEREREREREREQurFgr8Nq0aYNRo0YV5yoLVNzxaJqGtWvXAgBOnjwJTdOQkJBQbOsnIiIiIiIiIiL3wxZ4RdCoUSMMHTrU4bTPPvsM3t7euHTpUjFHdXcYNgz480/g2jUgLg5o3rzg9D17AomJKv3hw0DnznnTREQA584B6enA5s1AYKD99LVrgZMn1TLOnQOiooCqVa3Tw8KA6Gg1LTUVOHgQ6NvX9eMGgF69VLxpaUBSEjB2bN71uGrsADBmDPD770BGBnDmDPDmm86N+803gZ07VX5evpx3/gEDAKPR8VCpUu51aUhO1nDtmoaYGC3PuhwZNgxIStKQkaEhPl7Ls83e3sDixRouXdKQmqrhm280VK5sn2bBAg3792u4fl3DoUNannUEBAAiulyDHqGh1rQRETokJ3vi2jVPxMR4FDF2HZKSPJGR4Yn4eA80b26/bhW7DpcueSI11RPffOORJ/aQEA2xsR64csUTly97YuNGDzzwgH2axx7TEBfngZQUT/z1lye++cYbAQF5t1Nthx7JyT64dq0kYmJKIDDQcTr77fBEUpIPMjJKIj6+BJo3tz+tDh7sia1bS+Dq1ZIQ8UWZMo6X8/jjHoiPL4Fr10ri8uWSiI72LnTdZkOGAEeOqH1w+3YgJKTg9D16AIcOqfR79wIdO9pP794dWL9e/cauXUOePAWAF14ANm4ELlxQafLbrpsRERGA5ORQXLvWGjExDREYWKLA9A8/XBrr19fHuXMtIPIwunevkCdNjx4VsGlTQ1y61BIiDyM42Pf2BWyJuzqSk0Nw7VooYmLqFzHu+3HuXAhEWqN79/IO4i6PTZvq49Kl5hBpjeDgkrc9bhW7u+a5e8btzrFHRNREcnIrXLv2MGJighEY6FNI3GWwfn1DnDvXCiJt0L17Rbvpnp4aZsy4Dz//HIK0tIdx7lwrREXdj6pVve5A7O6a5+4Zd1HUePhhPLN+PUafO4dJIqjbvfsdXZ8zyopmXl6qDG40AsHB1vF16gBbtgDnz6v1HD8OTJ0KeDroqd5Z5S0AGDBAw+HDajkXL3pi8WKd3TIiIz3w88+eyM72RHS0h836XfO6oijXRESuyKUr8LKyspwdAgBg0KBBWLlyJTIyMvJMi4yMRLdu3VCxYkUHc9Kt6N0bmDMHmDIFaNYM+PlndcGYu+LDrFUr4MsvgeXLgaZNgXXrVEVbgwbWNOPHAyNGAC+/DLRsqQ78GzeqE4/Ztm1Anz7A/ferk0jt2sDq1dbprVsDv/yipgUHAytWqBNDly6uHXenTsDnnwMffQQ0agQMHw6MGqX+unqeA8CCBcCgQcC4cUC9eqqSYe9e58bt5QV88w3w4YeO17NqlSow2A4bN6rt/ftv+3WNHAkMHSoIDRWkpwObNml268qtd29g7lwNERGCpk0Fhw+reWy3ed48DV27Ar16CcLCBNWqAd9+m7dSavlywapV+a8LANq3N8Lf3zxk48ABMcWuw8iROgwdakBoaI4pds9CYtcwd64OEREGNG2aY4rdI1fsOnTtqkOvXgaEheWYYrcWCH19gY0bPXD6NBAamoOHHspBaqpat7nQW7MmsG6dB376SdC4cQ46dsxBxYoavv02b3Djx+sxcqQeQ4dmITQ0A+npgk2bShSyHR6YO9cLERHZaNo0A4cPG7FpUwm77ShZEti40YBp07LzXc5TT3ngs8+8ERmZg+DgDDz4YAa+/DIn/xXbePppYMYMYNo067Fp3br89/3QUHW8iopSv4MNG9R+Wr++fcxxccDbb+e/Xh8fICYGmDWrSGEW2fjx92LkyGoYOvQYQkMTkJ5uxKZNDeHtnX9lqq+vBw4fTsfw4ScKTLNzZwpefz3p9gZsMn78PRg5siqGDj2B0NBfTHHXLyRunSnuPwtIY4771J0IG4A757l7xg24b+zjx1fHyJH3YujQPxAaehDp6QZs2vQAvL3zv5ywxn3M4fSSJXVo2rQUpk49haZN9+Opp35D3bolsX59o9scu7vmuXvGXVRevr64ePgwfrAtjN4hziorms2cCSQn5x2fnQ189pm6mXb//cBrrwEvvqgqqWw5q7wFAK+9psN773lgxgwDGjTIQYcOOdi0SSzTPTyAjAzBwoUGxMZax7vqdUVRronuDoa7ZPiPkWIUFhYmw4cPl+HDh0vp0qWlQoUKMnHiRDEajSIiEhAQIFOmTJHnn39e/Pz8ZMCAASIiMn78eAkKChIfHx+pVauWTJw4UbKysizLnTRpkgQHB8unn34qAQEBUrp0aenTp4+kpKRY0qSlpcnzzz8vvr6+4u/vL7Nnz5awsDB59dVXC43777//Fi8vL/nss8/sxv/555+iaZr8+OOPIiLy/vvvy3333Sd6vV7q1Kkjn376qV16ABIdHS0iIklJSQJADh06JCIiOTk5MnDgQKlbt66cOnVKjEajTJo0SapXry5eXl5StWpVGTFihIiILFq0SBo0aGBZbnR0tACQDz74wDKuffv28tZbb4mIyPHjx6Vbt25SuXJl8fX1lZCQEImJibGLLTk5WR5//HEpUaKE1KxZU7744gsJCAiQefPmWdJcuXJFBg0aJBUrVhQ/Pz9p27atJCQk3ND3UFSaJhIfL7J4sfpf00R0OpGzZ0XeeMM6znZYuVLku+/sx8XFiXz4ofVzcrLI2LHWz2XKiGRkiDzzjONlappIt24iBoOIXp9/mg0bRJYvd+24v/hC5Ouv7dOMGCFy+rT1s6vGXq+eSFaWSN26jtM7O+7wcJErV/LfHvNQqZJIZqbI88+rz4BBAIMkJxtlzBiD5XPp0gbJyDBKnz7WcbmH+HijLFpktHzWNIOcPWuU11+3LiMz0yhPP22dp25dg4iIhIbmXd6kSUY5dMiYZ3xAgJonONh2fJZlULHnWD6XLp1lij3bLp3tEB9vkEWLrPNoWpYp9hzLMlTs1mXUrZtlil2Na9YsW0RE7r3XutyGDVWa2rXV56efzpasLKNomjXNE09kiMFgFE/PNAGsQ3KyQcaMuW75XLp0mmk7MuzS2Q7x8TmyaFGW5bOmpcnZswZ5/fXMPGnDwq6JiEiZMvbjPTzS5MwZg7zwwvV81wOkiY+POBz27hX54APr55IlRc6dE5k40XH61atFfvjBftyePSLLluVNW7eumPLc8bJ8fEQee0yl8ffPPw3wvyIPycmZMmbMCcvn0qV3SUaGQfr0OVKk+UVEunf/Ld/pAQF7TPvzgSIsb1eRBxV3kuVz6dLxprh/L9L8Ku4j+U4PCNhvivtQEWNy1zz/78fterFvLfKQnHxdxow5bvlcuvT/THH/VqT5Vdy/FJouJETt79Wr7y4krbvmufvGPRm4Y4OIyFfdu9+RZTu7rNi5s0hiokj9+uqc2bhxweXFuXNF/vc/c1nRueWtsmWzJD3dKO3a5b8e2yEy0iDR0Qan5/mtXBPdLYC9d8XwX1PsLfCioqLg6emJvXv3YsGCBZg7dy4+/vhjy/TZs2cjODgYhw4dwtum2/9+fn5YsWIFEhMTsWDBAixbtgzz5s2zW+6JEyewdu1abNiwARs2bMD27dsxY8YMy/Rx48Zh+/btWLduHTZv3oxt27bh4MGDRYq5YsWK6N69O5YvX243fsWKFbj33nvx2GOPITo6Gq+++irGjBmDX3/9FUOGDMHAgQOxdevWQpefmZmJXr16ISEhATt27ECNGjWwZs0azJs3Dx999BGOHTuGtWvXolEjdTcyLCwMiYmJ+NvUhGf79u2oWLEitm3bBgDIzs5GXFwc2rRpAwBIS0vD448/ji1btuDQoUPo1KkTunbtitOnT1ti6N+/P5KTk7Ft2zasWbMGS5cuxV9//WUXZ69evfDXX3/hxx9/xIEDB9C0aVO0b98el22eHSzseygqvV7dqYmNtY4TUZ9btnQ8T6tWqgm6rc2brelr1VItoGyXmZIC7Nmj5nWkXDn1eOzu3UBOAQ1iypRRj6O5ctze3sD16/bpMjKA6tXVY5KuHHvXrqr5/RNPACdOqP+XLVNpXSXuoujfXzXn/+Yb6zi1Li2fdTm+w27dZrGMM2+zeZ5mzQAvL/vlHj0KnDolN7UN69druHhRw44dGrp21XLFbswVuxQSu+YgdrGJXTPFbk1jjV0zfRZcuiQYNEgHvR4oUQIYNEiHxETByZNqngMHBEYjMHCgBp0OKF0aeP55T8TGGu1+z7VqaahaVedgO4xo1cr+LrT9dugQG2u9s6e2w4BWrYp+am3aVId779XBaAQOHiyB5GQf/PCDNxo0KPzxXb0eaNIEsD3NiAA//aRa2jkSGqqm24qNBVq0KHLId0ytWiVQtaoXYmP/tYxLSTFgz55UtGrl57zAClGrlrdbxg24c567Z9yA+8au4vZGbOwVyzgVdwpatSp9W9dVpownjEbBv/8WrSVyYdw7z90vblfkzLJi5crA0qXWMmBhatdWrfH+9z/rOGeWtx59VJWh7rkHSEz0xJkznli1ygP33lvwdrhK+fxmromIXFmxV+BVr14d8+bNQ926ddGvXz+MGDHCrjKuXbt2GDNmDGrXro3atWsDACZOnIjWrVujZs2a6Nq1K8aOHYuvv/7abrlGoxErVqxAw4YN8fDDD+P555/HFtMRIC0tDZ988glmz56N9u3bo1GjRoiKikJOQTUyuQwaNAjbtm1DUlISAEBEEBUVhQEDBkCn02H27NkIDw/HsGHDUKdOHYwePRpPPfUUZs+eXeBy09LS0KVLF/z999/YunUrKpnaFJ8+fRr+/v7o0KEDatSogRYtWmDw4MEAgIYNG6J8+fLYvn07AGDbtm0YM2aM5fPevXuRnZ2N1q1bAwCCg4MxZMgQNGzYEEFBQZg6dSpq166N9evXAwB+//13xMbGYtmyZQgNDUXTpk3x8ccf2z0yvHPnTuzduxerV69GSEgIgoKCMHv2bJQtWxbf2NRGFPQ93IiKFVXfDxcv2o//6y/A39/xPP7+edNfvGhNb/7rKE2VKvbjZsxQ/dv98w9Qowbw5JP5x9qrl+rPITLStePevBl46imgXTtA04CgIGD0aDWtalXXjv2++9QJtWdP1a/cwIGqaf3q1c6P+0a88ALw1Vf2hYaC1pVf/GqbtUK3ITNTcPWqozSFVw6ZpaUBo0cb0auXoEsXwc6dwNq1HujaVbMsx3EcjteRf+xShNitadLSgDZtcvDcczpkZHgiLc0TnTrp0LlzDgymOrWTJ4HHHjNg2jQPZGZ64upVPe69V0Pv3valNut2iN14tb78tkMzbUfR53HkvvtU2smT9Xj33Ww88UQmrlwBtm3zQblyBc9b0L6f335apYqaXtT0xcnfXw8AuHjRvvuMixez4O9/+/vDul3MsV28aP+Y9MWL2S4dN+DOee6ecQPuG7t1P7+zcXt76/B//3cfvvrqL6Sm3p5Hn9w3z90zblfkzLJiZKR6VPPAgYJj3LlTVfAdO6b+f+cd21icV9667z5Vgffmmx4YNcqAnj0NKF8eiInxhF6f//Y4u3x+K9dERK6s2CvwWrZsCU2zHmhatWqFY8eOwWC64gpx0Pv2qlWr8OCDD8Lf3x+lSpXCxIkT7VqPAUDNmjXh52e9G1W1alVLC7ITJ04gKysLoTZNEsqXL4+6desWOe5HH30U9957LyIjIwEAW7ZswenTpzFw4EAAwJEjR/Dggw/azfPggw/iyJEjBS732WefRXp6OjZv3owyNr2A9+rVCxkZGbjvvvswePBgREdHWyocNU3DI488gm3btuHff/9FYmIihg0bhszMTPz+++/Yvn07mjdvjpIlVWfXaWlpGDt2LOrVq4eyZcuiVKlSOHLkiCUPjx49Ck9PTzRt2tSy/sDAQJSzuXo8fPgw0tLSUKFCBZQqVcoyJCUl4cSJE5Z0BX0P+cnMzERKSordIJJZ4Dx32qxZqoLosccAg0H1F+VImzaqn4aXXlIdrjpbQXEvWwYsWQJ89x2Qman6uDL3e2Y0Ol5ecSoodp1OtbAaMEAVarZvV/2DtGun7lS6g5YtVT9j586pu4UpKUBqqlZg4ccV/PMPMG+e6m+wTh3glVfU9xMd7eHU2EuUAD75xAO7dglatjTgwQcN+PVXwfffe6KEqX/vKlWAZcs8EBVlRPPmOXjkkRxkZQE7d/ogNbWkZXDmduhMZ+H33svGt98acPCgEQMHZkIE6NXLQQ/W/yF9+1ZCampry6DXu3S3vBZ9+1ZEamqoZdDri15h62zum+fuGTfgvrH37VsZqakPW4bi2M89PTV8/XV9aBrw8st/3PRy3DfP3TNuyt+IEYCfHzB9euFpn3lGtVjr21f1b3vtmrmsWHBF2Z2m06knOkaONGDzZsGePYJnnzUgKAho29Z1z3/ufE1UfIx3yfDf4nJXB76+9m9BiouLQ79+/RAREYGOHTuiTJkyWLlyJebMmWOXTp/ryKZpGoy38Reo0+kQHh6OqKgoTJ48GZGRkWjbti3uu+++W1ru448/js8//xxxcXFo166dZXz16tVx9OhRxMbGIiYmBsOGDcOsWbOwfft26PV6tGnTBkuXLsWOHTvQpEkTlC5d2lKpt337doSFhVmWNXbsWMTExGD27NkIDAyEj48PevbseUMvCUlLS0PVqlUtj+naKlu2rOX/m/kepk+fjohcPbXq9VOQk/N2nrsplSurtx46cuFC3rsvVapY05v/2o4zfz582H6+f/5Rw7Fj6u2OZ86oCpj4eGuaRx5Rb2ocPVp1PgsAly6p5tmuGvcbb6g3p/r7q5cotG+vxv/5J3D1quvGfv686uT3mE0f2Oa68VKlnBt3Ub34onrz58KF1kKCiFg63XW0roQEx8tS+5kUug3e3hrKlLG/s6rS2LcaK6r169XjGs89Jxg2TIdLl6SA2B2vI//YNQexI1fsmiX2vn011KypoVWrHIhpVX37GnDliie6d9ewapVg+HAdrl4VvP66+RgkeO65LJw9WxI9e15HQoIab/0ONLu8qVJFs6TJux1i2g77wmvuZRTm/HmVNjHRup6sLODPP42oUaPggnFBx5vcd6fNLl5EnrfLFZT+Tlq//jL27LF2ZWHuCL9KFS9cuGBtzValihcSEtKKPb78qLit8Zg7k69SRZ8rbj0SEtKLPb6CuHeeu1/cgPvGvn79P9izZ7/ls3U/98KFC9by4+2K21x5FxBQAu3aJdxS6zv3zXP3jNsdOKt83raterQz9+Oa+/YBX3yhnigxO3tW/T1yRL2oa+FCVaFnMOQUUla8s+UtaznFup5Ll9RQo4bDVdus3zWvK4CCr4mIXFmx39rZs2eP3ef4+HgEBQXBw8NxP0O7d+9GQEAA3nrrLcujm6dO3djb2GrXrg29Xm+37itXruCPP27s7t7AgQNx5swZfPvtt4iOjsagQYMs0+rVq4ddu3bZpd+1axfq277az4GXX34ZM2bMQLdu3SyPwJr5+Piga9euWLhwIbZt24a4uDj88ssvAKz94K1evdrS112bNm0QGxuLXbt2WcaZ4wgPD0ePHj3QqFEj+Pv746S5kygAdevWRU5ODg4dOmQZd/z4cVy5Yu3npGnTprhw4QI8PT0RGBhoN9zqG3gnTJiAq1ev2g3Z2eNx4ID1YAqoJs7t29tXotmKi1Mtsmx16GBNn5SkKoJsl+nnp/qEiovLPz5zCxnbtxuFham3N77xhrqLY5adDZeOG1B3lpKTVazPPKP6hLh0ybVj37VL9aVhW19ep476e+KE68SdH19f9aj18uXq0c8TJ6xDYqIqHDlel+NCmfW7slbwmLfZPM+BA0BWlv1y69QBAgK0m9oGwBr7PfdoOHvWNnbrqUTFrhUSuziIXbOJXUyxW9NYY1dpSpbUYDTCUnkHwPLZvP+ULJn3Tqr58drkZMGJE2pITBScP290sB06xMU5vohU22FE+/bWc5faDg/ExRX95tGBA0Zcvy6oW9e6bk9PoGZNHU6dKrgiMDtbVQrbHO6haeqCIdep1mLPHjXdVrt21jc6F6e0NANOnLhuGRITr+H8+Sy0b1/WksbPzwOhoX6Ii0st/gDzkZZmzBV3hlvEDbhznrtn3ID7xq7izrAMKu5MB3GXRlxcyi2ty1x5FxRUEh06HMbly7fW951757n7xe0OnFXGffVVoHFj1V9tkyZAly5q/DPPABMn5h9vVpYqCyQl5S4rFn95a9cu9bduXWuacuXUI7IFXZK78nWFWX7XRESurNhb4J0+fRqjR4/GkCFDcPDgQSxatChPazpbQUFBOH36NFauXInmzZvj+++/R3R09A2ts1SpUhg0aBDGjRuHChUqoHLlynjrrbeg091Y/WWtWrXQrl07vPTSS/D29sZTTz1lmTZu3Dj07t0bTZo0QYcOHfDdd9/h22+/RaxtL5v5GDFiBAwGA5544gn8+OOPeOihh7BixQoYDAaEhoaiZMmS+Pzzz+Hj44MAU8+aDzzwAMqVK4cvv/wSGzZsAKAq8MaOHQtN0+we5w0KCsK3336Lrl27QtM0vP3223at4u6//3506NABL730Ej744APo9XqMGTMGPj4+lsedO3TogFatWuHJJ5/EzJkzUadOHSQnJ+P7779Hjx49HD76XFTe3t7wznVE1TT12N6KFcD+/erictQoVRFieooZK1aog+6bb6rPCxeq14aPHg18/706EIeEAEOGWJe7YAHw1lvqbkxSknqteXIysHatmt6iherPbudO4MoV9XjmlCnA8ePWE0ObNqrJ9cKFwJo11jtFWVlqHleNu0IF1Yfctm3q8cOBA1Wlku3Fv6vGHhurCgGffAK89po6ES9erPqwOHbMOXEDqrPb8uXVHUgPDyA4WI0/fly91t6sTx9VEPv8czg0f75g4kQNx44JkpKAqVO1POuKjdUQHS1YskR9njtXEBWl2WyzZrfNKSkqv+bO1XD5siAlBVi0SMPu3WJXuVO7tmrF6O8P+PhYtyExURVo+vdX+7a5fv+pp4AXXtDw4osGU+xGTJyoM8UumDrVwxS7tUAZG+thit1oit2IqCgP7N8v2LtXMGqUzhS70SZ2I+bO9cDlywakpAgWLfLA7t1G7NmjlhsTY8SsWTosWaLDokVG6HTAG294ICcH2LpVpfn+e8Frr+nw9ts6fPWVEX5+wLRpXjh50ohDh+wr2ebPz8HEiV6m7TBi6lQvJCcL1q412GxHCURH52DJkhzTdmQjKsob+/cbsXevAaNG6eHrqyEy0ralhOorMDBQnW8aNdIhNRU4fdqIK1dU/ywffpiDiAg9zpwRnDplxLhxqiXz6tWFX8QuXKhuIhw8qPb/V15RFZfmVsHLlqn9dtIk9XnJEvW7GTkS2LhRHQOaNlXzmZUrp/Ztcz8wQUHq78WL1pZ6VaqowfwIe4MGqoL3zBn1O75Z8+efw8SJ1XHsWAaSkq5j6tQAJCdnYu1aa4k6NrYRoqMvYcmS8wAAX18dAgN9LNNr1fJGcLAvLl/OwZkzmaZt8kSNGt6oVk31G1W3rkp/4UJWnr7rbi7u85g48V5T3JmYOrU6kpOzsHat9SVPsbH1ER19GUuWXLCJu0SuuEua4s6yidvLQdzZtyVuFbu75rl7xu3Osc+ffxYTJwbYxF3LQdzBprjPmeL2yBV3CQQHl8Lly9k4cyYTnp4avvmmAZo2LYUnnvgFHh4aqlRR8V++nI3s7JtrMZ43dnfNc/eMu6j0vr4oHxho+VyuVi1UCQ5GxuXLSDlz5rauyxllxdybkGZqOHnihOpSBVCPzGZnA7/8oh7nDAkBpk1TT2vYdtfurPLWsWPA2rVGLFjggZdeUmmmT/fA779by1sAUK8e4OWlysV+fqo8+e23QESE611XFOWaiMhlFecrb8PCwmTYsGEydOhQKV26tJQrV07efPNNMRqNIiISEBAg8+bNyzPfuHHjpEKFClKqVCnp06ePzJs3T8qUKWOZPmnSJAkODrabZ968eRIQEGD5nJqaKs8995yULFlSqlSpIjNnzpSwsDB59dVXb2gbvvzySwEgw4YNyzPt/fffl/vuu0/0er3UqVNHPv30U7vpACQ6OlpERJKSkgSAHDp0yDJ9zpw54ufnJ7t27ZLo6GgJDQ2V0qVLi6+vr7Rs2VJiY2Ptlte9e3fx9PSU1NRUERExGAxSrlw5admypV26pKQkadu2rfj4+Ej16tVl8eLFebY9OTlZOnfuLN7e3hIQECBffvmlVK5cWT788ENLmpSUFBkxYoRUq1ZN9Hq9VK9eXfr16yenT58WkaJ9D0VlfqX3K6+InDwpcv26ehV5aKh12tatIpGR9q8A79VL5PffVfpffhF5/PG8rxKfMkXk/Hn1yvGYGJE6dazTGjUS2bJF5NIlNf3PP0U++EDknnusaSIjHce8datrx12xosju3SKpqSJpaWoZtnG5cuyaJlKtmsg334ikpKhlLV8uUr688+IuaF9o08Y+3a5dIp9/nnf5gMEyREQY5fx5o2RkGCUmxihBQQa76UlJRpk0yWg3bvhwg5w8aZTr140SH2+UFi3s5/H2NsjixUb55x+jpKUZZc0ao1SpYp9m61ajw20ICFDT+/c3yG+/qfn//Vet5+mnswXIsgwRETk2sRskKCjLbrqKPcdu3PDhOTaxG6RFC/tlentnyeLFOTaxG6RKFfvlduiQLTt2GOTKFbWNsbEGCQ21X06fPtly4IBRUlONcvGiUdauzZa6ddMFSMszRERkyvnzBtN25EhQkH26pCSDTJqUaTdu+PDrcvKkwbQdOdKixTW76ZMmZTrM3wEDrlvSeHqmyaxZWXLhglGuXjXK5s05Ur++/bp9fCTf4bXXRE6dUvvy3r0ijzxinbZ9u8inn9qn79tX5OhRlf7XX0WefNJ++uDBjvfrd9+1pnn3XcdpBg/OGx/wvxsaIiJOyfnzmZKRYZCYmMsSFLTPbnpSUoZMmnTS8jks7LDDWCIjL1jSDBjwu8M0tsvJO+y6oSEi4rRN3FckKOiA3XQV92nL57CwX/KJ+6IlzYABf+QT9+lC4nHXPL874nat2Lfe0BARkZQr7ni76SruJMvnsLBD+cR9XoCtEhAQ53C6iEhY2KFC4nHXPHffuCcDt3WIDAtzGMehyMjbuh5nlhVth5o11fY1bmwd16ePyP79qnybmqrOyxMmiJQoYS4rOr+85eeXJR9/bJDLl41y6ZJKc++9edftiCteVxR2TXS3AOLviuG/RhOxfQCJSDl79iyqV6+O2NhYtLdtp1xMbrBxJJFbEnHXjlVvz5sBnaPofX+6Eh8f38ITuaiMjB3ODuEmOe7awz2482+Uipc77yvu/Bt1T5PxiLNDuCkRmvte7ooUX4vI20nTXPwtbQW4W15koWm7nR1CsRBp7ewQbiuXe4kFOcdPP/2EtLQ0NGrUCOfPn8f48eNRs2ZNPPKIe56oiYiIiIiIiIj+K1iBB2DHjh3o3LlzvtPTzB0W/IdlZ2fjzTffxJ9//gk/Pz+0bt0aX3zxRZ63yhIRERERERERUfFiBR6AkJAQJCQkODsMp+rYsSM6duzo7DCIiIiIiIiIiCgXVuAB8PHxQaDNG5CIiIiIiIiIiP6b3LkP1LsXXxVARERERERERETkwliBR0RERERERERE5MJYgUdEREREREREROTCWIFHRERERERERETkwvgSCyIiIiIiIiKiuwZfYuGO2AKPiIiIiIiIiIjIhbECj4iIiIiIiIiIyIWxAo+IiIiIiIiIiMiFsQ88IiIiIiIiIqK7BvvAc0dsgUdEREREREREROTCWIFHRERERERERETkwliBR0RERERERERE5MJYgUdEREREREREROTC+BILIiIiIiIiIqK7htHZAdBNYAs8IiIiIiIiIiIiF8YKPCIiIiIiIiIiIhfGCjwiIiIiIiIiIiIXxj7wiIiIiIiIiIjuGgZnB0A3gS3wiIiIiIiIiIiIXBgr8IiIiIiIiIiIiFyYJiLi7CCIctO5adWyiPu+jlvT3DPTS5RwdgQ3z11j//dfZ0dw89w1zzMy3PfYwkc0qKj8/PTODuGuk5qa7uwQ7kI+zg7gprlrWXGSaM4O4aa9p+elenHLynJ2BMVD0zY6O4RiIdLJ2SHcVu55FCYiIiIiIiIiIrpL8CUWRERERERERER3DT4h4Y7YAo+IiIiIiIiIiMiFsQKPiIiIiIiIiIjIhbECj4iIiIiIiIiIyIWxDzwiIiIiIiIiorsG+8BzR2yBR0RERERERERE5MJYgUdEREREREREROTCWIFHRERERERERETkwliBR0RERERERERE5ML4EgsiIiIiIiIioruG0dkB0E1gCzwiIiIiIiIiIiIXxgo8IiIiIiIiIiIiF8YKPCIiIiIiIiIiIhfGPvCIiIiIiIiIiO4aBmcHQDeBLfCIiIiIiIiIiIhcGCvwiIiIiIiIiIiIXBgr8IiIiIiIiIiIiFwYK/CIiIiIiIiIiIhcGF9iQURERERERER01+BLLNwRW+ARERERERERERG5sLuqAm/y5Mlo3LjxLS9nxYoVKFu27C0v525wu/KciIiIiIiIiOhudUMVeG3atMGoUaPuUCh33tixY7Fly5ZbXk6fPn3wxx9/3IaIiubkyZPQNA0eHh44d+6c3bTz58/D09MTmqbh5MmTxRZTcRk2DPjzT+DaNSAuDmjevOD0PXsCiYkq/eHDQOfOedNERADnzgHp6cDmzUBgoONleXkBBw8CRiMQHGw/7bHHgN27gatXgYsXgdWrgYAAR+vSkJys4do1DTExWr7ryr3NSUkaMjI0xMdrebbZ2xtYvFjDpUsaUlM1fPONhsqVHS+rfHngzBkNIjqUKWMd36MHsHmzhr/+0nD1qobduzU89ph1/cWd52++CezcCaSlAZcvF7y+8uWB06fV92K7TY4MGQIcOaKWuX07EBJScPoePYBDh1T6vXuBjh3tp3fvDqxfD5w5o7b3gQcKXt7atSpd164Fp8tt0CAgIQFITgZiYoCmTQtO3707EB+v0u/cCXToYJ3m6QlMmqTGnzkD/PYb8P77gL+//TISEtR22w6vvlrwep2xr6xdC5w8qZZx7hwQFQVUrep4fbVrq99oYfsU4H77ijOOLeXLAz/+qOHcOQ3Xr2s4fVrDokUa/PysaSIj1fHGftDj1189TXHrkJzsiWvXPBET41HEuHVISvJERoYn4uM90Ly55iBuHS5d8kRqqie++cbD4TFxwAANhw+r5Vy86InFi3V2y4iM9MDPP3siO9sT0dEehQeWy53YtsGDNWzd6oGrVz0hoi/0mHez3DH2wYOBX34B/voL+OknoFmzgtM/+SSwf79KHxcHyzkPUMfJiAg1/vx54OhR4KOP8h4nGTsQEaFHcrIPrl0riZiYEggM1AqdZ9gwTyQl+SAjoyTi40ugeXPrb69cOWDhQi/8/rta5qlTPliwwAulS7tWnAAweLAntm4tgatXS0LE1+E+3aSJDps3l8CVKyVx6VJJfPSRF3x9C4vVOWXFBQs07N+vjueHDuXNn4AA5DmeG41AaKhrls/r1AG2bFG/g2vXgOPHgalT1W/kTqjx8MN4Zv16jD53DpNEULd79zuzIpOhQ4E//gBSUlSZrrByytNPq+NMSorKr06d8qaZNAk4dUqVlX780XGed+6s1me+5vnmG/vpzZoBGzeq49PFi8CGDfZlHleMu3x54LvvVHkyNRU4cQKYPx925RkiV3VbW+CJCHJycm7nIm+rUqVKoUKFCre8HB8fH1TOr8bkDrrnnnvw6aef2o2LiorCPffcU+yxFIfevYE5c4ApU9TJ4eef1QmiUiXH6Vu1Ar78Eli+XFV4rFsHREcDDRpY04wfD4wYAbz8MtCypSokbNyoCjq5zZypKkRyq1lTXWxv3Qo0aaJOLBUrAmvW2KcbPx4YORIYOlQQGipITwc2bdIcrst2m+fO1RARIWjaVHD4sJrHdpvnzdPQtSvQq5cgLExQrRrw7beOC6affKLh55/zjn/kEQ0xMYLHHxc0aybYulVVNowf75w89/JSJ9YPP8w/b8w+/hgOtym3p58GZswApk0DWrdWhYF16/LfltBQVRkUFaW2a8MGYNUqoH59a5qSJVVB9e23C1//K68AIoWny61HD+Ddd9X+17Yt8OuvKm8qVnScvkULYNky4IsvgDZtgB9+AD7/HKhXT0338VEF3Nmz1fIGDACCglT63KZNA+6/3zosW5Z/nM76fW7bBvTpo+Lr2VNV0q1enXd9np5qfTt25L8NZu62rzjr2GI0AuvWCbp1E9SpIwgPF3ToAHz4oTXNq68K/P2NluHee4345x/B6tVGjB+vw8iROgwdakBoaI4pbs9C4tYwd64OEREGNG2aY4rbI1fcOnTtqkOvXgaEheWY4ravgHvtNR3ee88DM2YY0KBBDjp0yMGmTdZM9/AAMjIECxcaEBt74z/cO7VtJUtq2LhRMG2a8YZj+i/H/tRT6vc6Ywbw8MPqN/vttwUfJ5cvBz79FHjoIeD779XxwXycLFlSHSdnzlTLe+45dZxcufK2h+7WsY8fr8fIkXoMHZqF0NAMpKcLNm0qUci+4oG5c70QEZGNpk0zcPiwEZs2lbDsK9WqaahWTcPYsVlo2DAD4eGZ6NTJA598UsBCnRAnoPJ640YDpk3LdriMqlU1xMaWwPHjRoSGZqBTp+to0ECHFSvyX7Gzy4rLlwtWrcp/XQDQvr31mF61KnDffa5ZPs/OBj77TN1Qu/9+4LXXgBdfVBWDd4KXry8uHj6MH4YPvzMrsNGrFzBrliofhoaqPP/++/zzvGVLlReRkeoYsn69Kkva5vnYscDw4aoM8tBDqtJzwwb7PO/RQy0jKkpVvLVpY39s8fVV85w5o5bRtq26Gb9hgyqHuWrcRqOqwHvqKbXsF18E2rcHliwp6jfyX2G4S4b/GCmiAQMGCAC7ITIyUgDIDz/8IE2bNhW9Xi9bt26V48ePS7du3aRy5cri6+srISEhEhMTY7e8gIAAee+992TgwIFSqlQpqV69unz00UeW6ZmZmTJ8+HDx9/cXb29vqVGjhkybNs0yHYB8+OGH0qVLF/Hx8ZH7779fdu/eLceOHZOwsDApWbKktGrVSo4fP26ZZ9KkSRIcHGz5vHXrVmnevLmULFlSypQpI61bt5aTJ0+KiEhCQoK0adNGSpUqJX5+ftK0aVPZt2+fiIhERkZKmTJl7Lbn/fffl/vuu0/0er3UqVNHPv30U7vpAGTZsmXy5JNPio+PjwQGBsq6deuKlPdJSUkCQCZOnChBQUF20+rUqSNvv/22AJCkpCQREcnJyZEXXnhBatasKSVKlJA6derI/Pnz7eYbMGCAdO/eXWbNmiX+/v5Svnx5GTZsmGRlZdnFHB0dbTdfmTJlJDIy0vJ5/PjxEhQUJD4+PlKrVi2ZOHGi3TJy53lRaZpIfLzI4sXqf00T0elEzp4VeeMN6zjbYeVKke++sx8XFyfy4YfWz8nJImPHWj+XKSOSkSHyzDP283XuLJKYKFK/voqncWPrtJ49RbKyVDzmcV27ihgMIp6eBgHUkJxslDFjrJ9LlzZIRoZR+vSxjss9xMcbZdEio+Wzphnk7FmjvP66dRmZmUZ5+mnrPHXrGkREJDTUfllDhxpk61ajtG1rMH13+a8XMMivv4qcOeO8PNc0kfBwkStXHK9L00Refllk61aRdu3U91K2rIiPj+Nh716RDz6wfi5ZUuTcOZGJEx2nX71a5Icf7Mft2SOybFnetHXriinPHS8rNFTlW82aKl3v3o7TlSuXd9i/X2TpUuvn8uVV3JMnO07/7bciGzfaj9u3T2T5csfpy5Wz5l/DhtZxp06JTJiQ/zy2g7N/n7ZDt27qt6fX24//v/8T+fTTvPuUu+4rtr9VZx9bbIcRIwxy+rQx3+nduxvEYDBKjRpZprhzBMgSIEtKl84yxZ1tGZd7iI83yKJF1nk0LcsUd45lGSpu6zLq1s0yxa3GlS2bJenpRmnXLv/12A6RkQaJjjYUKa15uBPbZjuEhWWbjuNFj8kdY/fzkyIN+/aJfPSR9XPp0uo3+847jtN/843Ijz/aj9u7V+Tjj/NfR1iY+k3Wq1e0mNw1diCtyENyskHGjLlu+Vy6dJppX8nId574+BxZtCjL8lnT0uTsWYO8/npmvvP07Jkh168bxcOj6LEVZ5xhYddM+7T9+MGDr8uFC0bRNOu4hg3TRUSkdu10m7SudTyfNMkohw7lPY4HBKh5goMNNuty3fK5o2HuXJH//U9kMnBHBxGRr7p3vyPL1utVGWPJElXW0etFvLxUnr/5pnWc7fD11yIbNtiPi49Xxx7z5+RkkfHjrZ8rVFB53q+f+lyihLouGDzY8Tr0elWGERGpVcs6rkkTNe7++103bkfDqFEip0+r/+8WwJd3xfBfU+QWeAsWLECrVq0wePBgnD9/HufPn0f16tUBAG+88QZmzJiBI0eO4IEHHkBaWhoef/xxbNmyBYcOHUKnTp3QtWtXnD592m6Zc+bMQUhICA4dOoRhw4bh5ZdfxtGjRwEACxcuxPr16/H111/j6NGj+OKLL1CzZk27+adOnYr+/fsjISEB999/P/r27YshQ4ZgwoQJ2L9/P0QEr7zyisPtycnJwZNPPomwsDD8/PPPiIuLw0svvQRNU3en+vXrh3vvvRf79u3DgQMH8MYbb0Cv1ztcVnR0NF599VWMGTMGv/76K4YMGYKBAwdi69atdukiIiLQu3dv/Pzzz3j88cfRr18/XC7Ks10m3bp1w5UrV7Bz504AwM6dO3HlyhV0zfXMldFoxL333ovVq1cjMTER77zzDt588018/fXXdum2bt2KEydOYOvWrYiKisKKFSuwYsWKIscDAH5+flixYgUSExOxYMECLFu2DPPmzbuhZTii16u7erGx1nEi6nPLlo7nadVKNZ23tXmzNX2tWupRO9tlpqQAe/aoec0qVwaWLgX691d3dXI7cEDduRk4ENDpgNKl1R3v2FjA3ABVrUvLZ12OW8tZt1nybLN5nmbNAC8v++UePQqcOiV221CvHvDOOxr69xcYi9D4QdNUs/Hc+VNceV4U9eqp1kwDBqDQbdLrVetI25+giHpUKTTU8TyhoWq6rdhYdQfwRvj4qLt+r72mmuzfCL1etaTYvt0+7u3b8388pXlz+/SA2o6CHmcpXVrlYUqK/fhXX1WPnGzbpu6Ee+TzFKEzf5+2ypUD+vZVj7PbNv5u21a1zsvn8J9nW9xpX3H2scVW1arAU09pefY/W4MGaYiNFXh4mOO2/nhV3FJI3JqDuMUmbs0UtzWNNW6V5tFHNeh0wD33AImJnjhzxhOrVnng3nvzj/tGWL+T27ttxcEdY9frgcaN8/5mt23L/zfYooWabmvLloJ/s+bj5NWrtxiwDXeOvVYtDVWr6hzsK0a0auX4ZKH2FR1iY60tINS+YkCrVvlfgpQpoyElBTDcRMOJ4owzN29vICtL7FpUZ2Sovw89lHfdrnQ8L8j69RouXtSwY4eGHj1ct3yeW+3aqjXe//5XtO10VXq9arloW+4wl1Pyy3NH5ZSYmLx5bpsmJUV1CWIu+zRpAtx7rzqW7N2rHlldv96+NdwffwCXLqlrIr0eKFECCA9XXZKcO+e6cedWtarqqqAoT20QOVuRz0plypSBl5cXSpYsCX9/f/j7+8PDdHU3ZcoUPProo6hduzbKly+P4OBgDBkyBA0bNkRQUBCmTp2K2rVrY/369XbLfPzxxzFs2DAEBgbi9ddfR8WKFS2VXqdPn0ZQUBAeeughBAQE4KGHHsKzzz5rN//AgQPRu3dv1KlTB6+//jpOnjyJfv36oWPHjqhXrx5effVVbMtd6jFJSUnB1atX8cQTT6B27dqoV68eBgwYgBo1aljW36FDB9x///0ICgpCr169EJy7IzST2bNnIzw8HMOGDUOdOnUwevRoPPXUU5g9e7ZduvDwcDz77LMIDAzEtGnTkJaWhr179xb1K4Ber8dzzz2H5cuXAwCWL1+O5557Lk/Fol6vR0REBEJCQlCrVi3069cPAwcOzFOBV65cOSxevBj3338/nnjiCXTp0uWG+wicOHEiWrdujZo1a6Jr164YO3ZsnvXcjIoVVdPr3Be1f/2Vf78u/v5501+8aE1v/usoTZUq1s+Rkar/mAMHHK/n5ElVIHjvPeD6deDff9WJok8f+1jyW1d+8att1grdhsxMyVMoV2lUwc3LC/jqKw3jxgnOnHG8rtzGjlUVeB4ezsnzwnh5qccvxo9HkbapoP0nv/VWqaKmFzV9fmbOVIXODRtubD4AqFBBxf333/bj//47/zgqV3Ycd35P+Xt7q75D1qxR/X6YLV2qHiHo1g1YsUJVKuX32Ikzf5+AevQsNRX45x+gRg1V6DIrX179hgcOtN++/LjbvuLMY4vZl19qSE/XkJysQ0oK8OKLAkeqVlV90Hz8sdGyDMcxOL5QzT9uKULc1jT33acq8N580wOjRhnQs6cB5csDMTGeyOe+3A25U9tWHNwx9vyOk7fzN+vtrY5/33xTtONIUblz7NZ9xf73rr73/PYVzbSvFH2eChWAt9/WY+lSx4+pukqcjvz0kwH+/hrGjtVDrwfKlgVmzPACoCrq8sZqXo/9+OI8nhckLQ0YPdqIXr0EXboIdu5UXVa4avncbOdOVcF37Jj6/513Ck7v6m6mnOLvn/e4YZuf5r8FfY/33af+vv02MH26Kmv9+6+qUCtXTk1LSwMefRR49llVkXblirpG6tpVpXHVuM0++0xNO3VKHS+HDHEcF5EruS194IXk6o0yLS0NY8eORb169VC2bFmUKlUKR44cydMC7wGbHi41TYO/vz/+Mv1qw8PDkZCQgLp162LkyJHYvHlznvXazl/F9Itu1KiR3bjr168jJXczEwDly5dHeHg4OnbsiK5du2LBggU4f/68Zfro0aPx4osvokOHDpgxYwZOnDiR7/YfOXIEDz74oN24Bx98EEeOHMk3Xl9fX5QuXdqyvUX1wgsvYPXq1bhw4QJWr16NF154wWG6JUuWoFmzZqhUqRJKlSqFpUuX5sn/Bg0aWCphAaBq1ao3HM+qVavw4IMPwt/fH6VKlcLEiRPzrKcwmZmZSElJsRtEMm9oGbfLiBGqImv69PzTVKmiKjs+/VTdAQ8LU4W0v/8GUlNVZ8G346LwZk2fruHIEcd9nDny7LPApEkaXn75zsZ1K6ZPxw1tk7N06aL2h3HjnB2JY56eqg8aTVOVtrbefx/YtUt1Mr1ihSr4DB6sKk9dzaxZ6q7uY4+pFhpRUdZpS5cCX33l+ndRi7qv9OmjCqaucGwxe+011e9St25G1K6t+mLKrW9f1cG6hwewfLmHU+PW6VRrlJEjDdi8WbBnj+DZZw0ICgLatr3xFmN9+2pITfW0DK7wnRSVO8deXDw91TFF09SNDHdyO2Pv29cDqaklLUNx7Ct+fsD335dAYqIRkycXrQLPGXHmJzFRMGBAJsaM8cS1ayVx4UJJJCUZceGCEUajbayuczwvyD//APPmqVZM+/cDEyZInv6ei0tRyudmzzyjWgn27Qs8/nje8g4Vjc5USzBjhuqz8NAhdaNXRPUdDKgWdx99pPr8feghVa757TfVz2FB/Tg6O26zsWNVy72nnlIVf7NmFX+8RDfqtlTg+eZ6vdLYsWMRHR2NadOmYceOHUhISECjRo2QlZVlly53yzFN02A0PRvXtGlTJCUlYerUqcjIyEDv3r3Rs2fPfOc3P/rqaJwxn+ftIiMjERcXh9atW2PVqlWoU6cO4uPjAQCTJ0/Gb7/9hi5duuCnn35C/fr1ER0dXeQ8caSg7S2qRo0a4f7778ezzz6LevXqoWHDhnnSrFy5EmPHjsWgQYOwefNmJCQkYODAgTeU/+bPkqtn9exsa4EqLi4O/fr1w+OPP44NGzbg0KFDeOutt/KspzDTp09HmTJl7IZLl2YiJyfvHZrKlYELFxwv58KFvOmrVLGmN/91lMZ8J6dtW9Vc//p1ICtL3b0DgH371J0/QHWcevUq8Prr6s2dO3aoA7+nJxAeLmjcWHDpUv7ryi/+S5eAnBwpdBu8vbU8bz5TadR31a6d6jQ2O1tDdraGLVs00/I1TJ5sf7Hapw/w8ccaevcWREfDKXleFG3bqm3KylKD+TGLv/8GJk7Mm17lpeNtyW+9Fy/mbbVWUHpHwsJUAeD8eXUn0nzv4MsvVWfMhfnnHxV37s59K1XKPw5Hre0ctcozV95Vr67218JaZhw4oB6HMDVKtlNQ/hbHvvLPP+q3GRurKqC7dLE+XtGuHTBmjHVf+fhjVcGelaVa5d3ItrjCvvL992rbGjd2/rHF7OJF9TjWd98BQ4YIhg3T8rS8WL9ebVtkJNC4cQ4uXZIC4nbcgi//uLUixG1Nc/68Wn5ionU9ly6pwdH+XZj16wWNG+dYhju1bXeCO8dult9x8nb8Zs0VYNWrq1Ybt7MFG+Besa9fb0DjxhmWwbqv2Jcj1Pee374ipn2l8HlKlQI2biyB1FSgR49MFPWdeMUdZ2G++sqAqlUzcM8911ChwjVMnpyNSpU0/Pmn0SZW1zme36idO1VFiCuWz83OnlU3fVeuBCZMUE8daLrbcsnrFDdTTrlwIe9xwzY/zX8L+h7N7Vps26NkZQFJSdZz5zPPqLcVv/iiKjfu3Qs8/7x64V+rVq4bt5m5PLNhg3qz8tChd+4N3q7J2S+XKK7hv+WGjmZeXl4wFKFDil27diE8PBw9evRAo0aN4O/vj5MnT95wcKVLl0afPn2wbNkyrFq1CmvWrLmhPuOKokmTJpgwYQJ2796Nhg0b4ssvv7RMq1OnDl577TVs3rwZTz31FCJznyFM6tWrh127dtmN27VrF+rbvpLwNnrhhRewbdu2fFvf7dq1C61bt8awYcPQpEkTBAYGFtiCMD+VKlWya5V47NgxXLPpdGL37t0ICAjAW2+9hZCQEAQFBeHUqVM3vJ4JEybg6tWrdkN29ngcOKDeCGSmaeqzqY41j7g4dfFuq0MHa/qkJHVQt12mn5+68xIXpz6/+qrqn6ZJEzV06aLGP/OMtaKoZMm8fbCZL76Tk9WryBMT1UWj43U5LjxlZ8O0zdYCpHmbzfMcOKD6V7Fdbp06QECAZtmGp58WBAeLpYBofrzt4YcFS5ZY1/3MM0BkpIZnnxX88IPt+q3LLo48L4qePe2/l8GD1fhHHlF3/nLLzlZ33Nq0sd+Wtm3VI4uO7Nmjpttq104VRopqzhzVKrNlS+sAqEd/i9IsPzsbOHxYbZdt3GFhqpDqyL599ukBtd226c2Vd7VrqzdzXblSeCwNG6rWbbkf9TLH6Sr7irlMbr7T27q1dT9p0kQV3FNS1P+O7sG4+r6Slgb8+ac6rjj72OJI7vw3a9YMqFlTw9y5kitua7FDxa0VErc4iFuziVtMcVvTWONWaXbtUn/r1rWmKVdOPZZ0E6cspKVZv487uW13gjvHbrv+hIS8v9mwsPx/g3v3qum22ra1T2+uAKtdW3UlcJuLmwDcK3a1r4hlSEwUnD9vdLCv6BAX5/jaQO0rRrRvb33aQ+0rHoiLsxak/PyAzZtLICsL6NbtOjJv4CGM4ozzRvz1l3qTap8+nrh+HYiJMdjE6prH86Jo1Eg9nuqK5XNHdDp1M9KdK/Cys4GDB+3LHeZySn55vmdP3jy3/Y7MeW67TD8/VS4xl30OHlQVpnXqWNN4eqoKO/O503xNZNvew/xZxHXjdiS/8gyRq/G8kcQ1a9bEnj17cPLkSZQqVSrf1mNBQUH49ttv0bVrV2iahrfffvuGW5rNnTsXVatWRZMmTaDT6bB69Wr4+/ujbNmyN7Sc/CQlJWHp0qXo1q0bqlWrhqNHj+LYsWPo378/MjIyMG7cOPTs2RO1atXC2bNnsW/fPjydu92tybhx49C7d280adIEHTp0wHfffYdvv/0Wsba9sd5GgwcPRq9evfLNi6CgIHz66afYtGkTatWqhc8++wz79u1DrVq1bmg97dq1w+LFi9GqVSsYDAa8/vrrdq32goKCcPr0aaxcuRLNmzfH999/f1OtFL29veGd62ipaarZ/ooVqtn+3r3AqFHqdeXmetQVK1SF2Ztvqs8LF6qOnkePVq1WnnlGvTrc9mJ4wQLgrbfUnbukJGDKFLWMtWvV9Nz9q6Wlqb8nTqjOWAG17FGj1COGX32lThzvvaf6xjt0yDrv/PmCiRM1HDsmSEoCpk7V7NYFALGxGqKjxfLa8rlzBVFRms02a3bbnJICfPKJemTt8mVBSgqwaJGG3bvFcuL680/7bahYUf09csTaofWzzwJRURpefVXNV6WKyvMPPwQ++KB48xxQLQbKl1d3xjw81IscAPVChfT0grcpv4L+woXAsmXqRL5/v3qhQcmSqr8LQE1LTlYVPIB6dfzmzcDIkaoFVK9e6jFN2xchlCunYq1aVX0OClJ/L160H3I7e7boFQXvv69iSUhQsQ8dquI231t4/31VeJk6VX3+6CPVEmr4cBX/U0+pQq758SlPT/W9BQer78fDw3p388oVVTBs3lxVuOzYofb55s3VPv311/l3gu6M32eLFiq2nTtV7LVrqzTHj1sL+b//bh9nSIgqTP72m/pcokTebXG3fcVZx5bOndWxYt8+tZ80aADMmqVh507JE/OgQRri48WS7ypuIyZO1JniFkyd6mGK21ryj431MMVtNMVtRFSUB/bvF+zdKxg1SmeK22gTtxFz53rg8mUDUlIEixZ5YPduI/bsUcs9dgxYu9aIBQs88NJLKs306R74/Xdg61bruuvVU4+Mly+vjuvm49DhwwV/H3dq2wCV3/7+QGCg+tyokYbUVMHp00WriC8Kd4x98WJ1vjp0SP1mhw1Tv9nPP1fTP/pI/WbN/Xh+8AHw44/qN7ppk7op1KSJ+g0D6jj52WfqO+/d2/Fx8nZx59jnz8/BxIlepn3FiKlTvZCcLFi71loxFhtbAtHROViyRDWhmzs3G1FR3ti/34i9ew0YNUoPX18NkZEqMHPlXcmSGp577jpKl9ZQurRa1t9/F+1FXMURJ6Ba5Pn7awgMVFf6jRrpkJoKnD5ttOzTw4d7YvduI9LSBI8+6oFZs7zwxhtZ+Z5LnXU8B9Q5tFQp9Tv18bEe8xIT1X7Tv79quWQu2z71lGrJbu4z19XK5337qrh/+UWVDUNCgGnTgFWrAGNRm3TeAL2vL8qbD3AAytWqhSrBwci4fBkpRe2EuogWLFDf6cGD6hw8YoTKc3MXIsuXq/wyV2YuWqReHDJqlDp+9O6tynnDhlmXuWiRaqF4/Li6hpk8WS1j3To1PTVVfdfvvKPKJqdPq+8QgOVR6i1b1KOqCxeq8qlOp7oGyclR37nB4Jpxd+qkjpMHDqh9qX59tR27dt3cjT2iYnUjr6w9evSotGzZUnx8fASAREZGCgC5cuWKXbqkpCRp27at+Pj4SPXq1WXx4sUSFhYmr776qiVNQECAzJs3z26+4OBgmTRpkoiILF26VBo3biy+vr5SunRpad++vRw8eNCSFoBER0fbrROAHDp0yDJuqyqZW+KbNGmSBAcHi4jIhQsX5Mknn5SqVauKl5eXBAQEyDvvvCMGg0EyMzPlmWeekerVq4uXl5dUq1ZNXnnlFcnIyBARkcjISClTpoxd7O+//77cd999otfrpU6dOvLpp5/aTc8dr4hImTJlJDIyMr/sLnDbbB06dEgASFJSkoiIXL9+XcLDw6VMmTJStmxZefnll+WNN96wbLuIyIABA6R79+52y3n11VclLCzM8vncuXPy2GOPia+vrwQFBckPP/yQJ+Zx48ZJhQoVpFSpUtKnTx+ZN2+eXd7Y5vmNML/+/ZVXRE6eFLl+Xb1GPDTUOm3rVpHISPvXxffqJfL77yr9L7+IPP543lfKT5kicv68euV4TIxInTr5v36+Zk0VT+7X1D/zjMiBAyKpqSIXL4qsXatelw4Y7IaICKOcP2+UjAyjxMQYJSjIfnpSklEmTTLajRs+3CAnTxrl+nWjxMcbpUUL+3m8vQ2yeLFR/vnHKGlpRlmzxihVqhjyrNs8hIUZRESkTBnruK1bjQ7zPTLSOXme38+gTRvH30ubNmp62bIiPj75D6+9JnLqlIpt716RRx6xTtu+XeTTT+3T9+0rcvSoSv/rryJPPmk/ffBgx3G++27+MYiI9O7teFq5co6HcePUq+yvXxfZv1+kQwfrtB07RL74wj59eLjIH3+o9ImJ6jsxT3vggfx/Z088odKEhYns2yfy778i166p7zMiQqRKFcfxOev32aiRyJYtIpcuqel//inywQci99yT/284PFzkyhXrZ3fdV1zh2NKmjUF27TLKlStGuXbNKEePGmX6dKPdsQUwSOnSBklPN8qLL5rHZVmGiIgcm7gNEhSUZTddxZ1jN2748BybuA3SokW23XRv7yxZvDjHJm6DVKliv1w/vyz5+GODXL5slEuXVJp77827bkds0xQ03IltmzQpx2FMAwZkFzkud4rdz0+KPIwZY/3N7tsn0ratddr//ify+ef26Z9/3nqc/O03kaeftk5r0CD/42TnzkWPyR1jB9JuaIiIyJTz5w2mfSVHgoLS7aYnJRlk0qRMu3HDh1+XkycNpn0lR1q0uGaZFhZ2Ld/4AwLSbzi+OxUnkCaTJmXms09ft6SJisqSS5fU7yIhIUeee+66g/icfzwvqCwYEKCm9+9vkN9+U/P/+69aT8+erls+79NHlZlSUlT5/NdfRSZMEClRQmQycNuHSJtrJluHIiNv63r0ehG9XmTkSGue79kj0rq1WKZt2yYSFWX9rNeraxXbckrXrvbT9XpVJjHneWysSP369tN9fETmzBG5cEHk6lX1vQQH26fp1Elk505V1vrnH1VOe/BBcem4O3QQ2b1bxXztmjq+zpwpUrGimn63AD67K4b/Gk0kVydnRC7AXVu6i9zcoxauQNPcM9MdtahyF+4a+7//OjuCm+eueZ6R4b7Hlv9i/yN0Z/j5uXiv/v9Bqanpzg7hLuTj7ABumruWFSfJjb+wyFW8p+elenG7we7c3ZamfersEIqFSH9nh3BbuedRmIiIiIiIiIiI6C7BCjwXMHToUJQqVcrhMHToUGeHR0RERERERERETnRDL7GgO2PKlCkYO3asw2mlzT35EhERERERERHRXYkVeC6gcuXKqGx+ZRgREREREREREZENVuAREREREREREd01+JIxd8Q+8IiIiIiIiIiIiFwYK/CIiIiIiIiIiIhcGCvwiIiIiIiIiIiIXBj7wCMiIiIiIiIiumuwDzx3xBZ4RERERERERERELowVeERERERERERERC6MFXhEREREREREREQujBV4RERERERERERELowvsSAiIiIiIiIiumvwJRbuiC3wiIiIiIiIiIiIXBgr8IiIiIiIiIiIiFwYK/CIiIiIiIiIiIhcGPvAIyIiIiIiIiK6a7APPHfEFnhEREREREREREQujBV4RERERERERERERXD58mX069cPpUuXRtmyZTFo0CCkpaUVmH7EiBGoW7cufHx8UKNGDYwcORJXr169ofWyAo+IiIiIiIiIiKgI+vXrh99++w0xMTHYsGED/ve//+Gll17KN31ycjKSk5Mxe/Zs/Prrr1ixYgU2btyIQYMG3dB6NRGRWw2e6HbTuWnVsojR2SHcNE1zz0wvUcLZEdw8d43933+dHcHNc9c8z8hw32ML+1ihovLz0zs7hLtOamq6s0O4C/k4O4Cb5q5lxUmiOTuEm/aenpfqxS0ry9kRFA9Ne9/ZIRQLkWG3fZlHjhxB/fr1sW/fPoSEhAAANm7ciMcffxxnz55FtWrVirSc1atX47nnnkN6ejo8PYv2egr3PAoTEREREREREdFNMN4VQ2ZmJlJSUuyGzMzMW8q5uLg4lC1b1lJ5BwAdOnSATqfDnj17irycq1evonTp0kWuvANYgUdERERERERERP8x06dPR5kyZeyG6dOn39IyL1y4gMqVK9uN8/T0RPny5XHhwoUiLePSpUuYOnVqgY/dOlL0qj6iYnQDldAuJSfHfevERdzzMZrr132dHcJNc9/HIjOcHcBNy8lx3/3FXWmaez4W6c5dIuj17nkuyslxdgQ3LyMj29kh3BS93n2PidnZ150dwk1x18dQAUDEPfdzd34M9a1s93z8d7IblxUBN+1vhRyaMGECRo8ebTfO29vbYdo33ngD//d//1fg8o4cOXLLMaWkpKBLly6oX78+Jk+efEPzumk1CRERERERERERkWPe3t75VtjlNmbMGISHhxeY5r777oO/vz/++usvu/E5OTm4fPky/P39C5w/NTUVnTp1gp+fH6Kjo6HX39iNblbgERERERERERHdNfiSsdwqVaqESpUqFZquVatW+Pfff3HgwAE0a9YMAPDTTz/BaDQiNDQ03/lSUlLQsWNHeHt7Y/369ShxE2/Xc9823ERERERERERERMWkXr166NSpEwYPHoy9e/di165deOWVV/DMM89Y3kB77tw53H///di7dy8AVXn32GOPIT09HZ988glSUlJw4cIFXLhwAQZD0StT2QKPiIiIiIiIiIioCL744gu88soraN++PXQ6HZ5++mksXLjQMj07OxtHjx7FtWvXAAAHDx60vKE2MDDQbllJSUmoWbNmkdbLCjwiIiIiIiIiIqIiKF++PL788st8p9esWRMi1hfotGnTxu7zzeIjtERERERERERERC6MLfCIiIiIiIiIiO4afImFO2ILPCIiIiIiIiIiIhfGCjwiIiIiIiIiIiIXxgo8IiIiIiIiIiIiF8Y+8IiIiIiIiIiI7hrsA88dsQUeERERERERERGRC2MFHhERERERERERkQtjBR4REREREREREZELYwUeERERERERERGRC+NLLIiIiIiIiIiI7hp8iYU7Ygs8IiIiIiIiIiIiF8YKPCIiIiIiIiIiIhfGCjwiIiIiIiIiIiIXxj7wiIiIiIiIiIjuGuwDzx2xBR4REREREREREZELu+0VeG3atMGoUaNu92Ipl5MnT0LTNCQkJAAAtm3bBk3T8O+//+Y7z4oVK1C2bNliiY+IiIiIiIiIiG6P216B9+2332Lq1Km3e7FUiNatW+P8+fMoU6bMLS9r6tSpqFq1Ki5fvmw3/vDhw/D29saGDRtueR1FNXQo8McfQEoKsHMnEBJScPqnnwZ++UWlP3gQ6NQpb5pJk4BTp4CrV4EffwQCA+2n//EHkJVlP4wbZ53+yCPAmjVqGVeuAPv2Ac8+a7+MYcOAP/8Erl0D4uKA5s0LjrtnTyAxUaU/fBjo3DlvmogI4Nw5ID0d2Lw5b9xmXl5q241GIDjYftpjjwG7d6ttv3gRWL0aCAgoODa1bj2Sk31w7VpJxMSUQGCgVug8w4Z5IinJBxkZJREfXwLNm9sfbgYP9sTWrSVw9WpJiPjC0a4bFKRh7Vpv/P13SVy9WhI7dpRAmzY6u+UXZx6XKwd89hnw77/A5cvAxx8Dvr7W6WFhQHS0WkZqqvoe+va1X8aAAeq7MRoBER1EdMjI0BARoSE5WcO1axpiYrR8v19bw4YBSUkaMjI0xMdrefLA2xtYvFjDpUsaUlM1fPONhsqVrdMfeAD48ksNp0+r9SYmahg50n4ZPXoAmzdr+OsvDVevati9W8Njj3kUGJcr7i+5ueKxJSAg7/SsLKBFi7zrcsb+Yqt8eeDMGQ0iujzfxbBhQGKiiu333zU8/7x1fHEfFwv7zQJFPy666m/UvB7bPH/uOTXeGfs5oL6rnTutefrNN/bT27YFtm8H/vkHOH0amDYN8Cj4sJLHkCHAkSPqe92+vfBt69EDOHRIpd+7F+jY0X569+7A+vXAmTNqn3vggRuLx1ZEhA7JyZ64ds0TMTEeRdxXdEhK8kRGhifi4z3QvLn9cVPtKzpcuuSJ1FRPfPONh92+MmCABhG9w6FSpbzra91aQ3a2J/btU5+dsa8EBanyVHIycOkSsHWrOo/acnRM7N274NjMIiI8kZzsjWvXvBEToy/iucgDSUneyMjwRny8V57vYfBgD2zd6oWrV70hUsLhuWjdOj1OnVLLSE72xqef6lG1qqN1Fe8xMSBAHQNPnFDTjx0DJk8G9HrH66tdW313uS4HbNZV/Pu52YABGg4fVsu5eNETixfr7JYRGemBn3/2RHa2J6KjrQcXVz0mNmsGbNwI/PWXmr5hw60dgwpS4+GH8cz69Rh97hwmiaBu9+53ZkWFcNbv8803PbBrlxfS071x5Yr37docomJz2yvwypcvDz8/v9u92CIREeTk5Dhl3c7m5eUFf39/aFrhB7/CTJgwAdWrV8fw4cMt47KzszFgwAA899xzeOKJJ255HUXRqxcwaxbw7rtAaCjw88/A99/DYUEUAFq2VBdqkZHqgnf9enWCbNDAmmbsWGD4cOCVV4CHHlKFoA0b1Mne1uTJQPXq1mHJEuu0Vq3UybxPH3XCjYoCli8HHn9cTe/dG5gzB5gyRU3/+Wd1Us4v7latgC+/VMto2hRYt05VAtnGPX48MGIE8PLLajvT09Uyc8cNADNnqsJwbjVrAmvXqgJykyaqEFKxoio8F2T8eD1GjtRj6NAshIZmID1dsGlTCYfrNuvd2wNz53ohIiIbTZtm4PBhIzZtKmGXByVLAhs3GjBtWna+y9mwoQQ8PYF27TLQrJlazoYNJfDSS56W5RdnHn/+uZrnsceArl2Bhx8GPvrIOr11a7Vv9OypKk9XrFD7R5cu9vFcvQpUrQr4+xvh72/ErFmCkSOBoUMFoaGC9HRg0yatkDwG5s7VEBEhaNpUcPiwmsc2D+bN09C1K9CrlyAsTFCtGvDtt9ZjRLNmqrD43HOCBg0E770nmD5dg81PH488oiEmRvD444JmzQRbtwLffeeNxo0dnz5ccX+pUsX+uOiqxxazjh3t0xw8aD99/Hg4ZX+x9cknGn7+Oe/4oUOB6dM1TJ6s9qlJkwSLFwMzZjjnuFjYb7aox0Vn5XlRfqOO8nzBAlUp5oz9vEcPtYyoKHVx3KYNsHKldfoDD6hlb96s1tOvH/DEE8B77+Wfl7k9/bTap6ZNsx53163Lf9tCQ1U8UVFq39qwAVi1Cqhf35qmZElVifL220WPw5Hx43UYOVKHoUMNCA3NMe0rnoXsKxrmztUhIsKApk1zTPuKR659RYeuXXXo1cuAsLAc075irZhYtUrg759tN2zcaMS2bUb8/bf9+sqUAT791ANbtggA5x0T165VFbcdO6pl/vyzGleliv36Bg2yPyauW5d/XpqNH++BkSM9MHRoNkJDs0zfg76Q70GHuXM9ERGRg6ZNs0znIq98zkX5X29s3WpE795ZqFs3E08/nYXatTV8841XrnUV/zHx/vsBTVPHjIYNgdGjVUX4tGl51+fpqda3Y4fjeJy1nwPAa6/p8N57Hpgxw4AGDXLQoUMONm0Sy3QPDyAjQ7BwoQGxsdbxztrPCzsm+vqqec6cUcto2xZIS1PjPO9Ab/Vevr64ePgwfrA9kRQzZ/4+vbw0rF5twAcfsP83clNym4WFhcmrr74qIiIBAQHy3nvvycCBA6VUqVJSvXp1+eijjyxpMzMzZfjw4eLv7y/e3t5So0YNmTZtmoiIJCUlCQA5dOiQJf2VK1cEgGzdulVERLZu3SoA5IcffpCmTZuKXq+XrVu3yvHjx6Vbt25SuXJl8fX1lZCQEImJibGLs7DYRETOnDkjzzzzjJQrV05KliwpzZo1k/j4eMv0tWvXSpMmTcTb21tq1aolkydPluzs7ELz6Nlnn5XevXvbjcvKypIKFSpIVFSUiIj8+OOP8uCDD0qZMmWkfPny0qVLFzl+/Lglfe78MefFlStXLGkiIyOlevXq4uPjI08++aTMnj1bypQpU2h8IiJHjhyREiVKyOrVq0VEZNKkSRIQECBXr16VK1euyKBBg6RixYri5+cnbdu2lYSEBMu8CQkJ0qZNGylVqpT4+flJ06ZNZd++fUVar5leL7Jnj8iSJep/vV7Ey0vk7FmRN9+0jrMdvv5aZMMG+3Hx8SIffWT9nJwsMn689XOFCiIZGSL9+lnHJSWJjB7teB35Dd9/LxIZKaJpap2LF6v/NU1Ep1Nxv/GGdZztsHKlyHff2Y+LixP58EPr5+RkkbFjrZ/LlFFxP/OM/XydO4skJorUr6/ysXFj67SePUWyslQ85nFdu4oYDGobgDSHQ3KyQcaMuW75XLp0mmRkGKVPn4x854mPz5FFi7IsnzUtTc6eNcjrr2fmSRsWdk1ERMqUsR9foUKaiIg89NA1y7hSpdS4xESDZfnFlcf16qk8DQmxpunUSeVftWqO16tpap9cvtz6OTxc5MoV9T9gEMAgyclGGTPGYPlcurTBlMfWcbmH+HijLFpktHzWNIOcPWuU11+3LiMz0yhPP22dp25dg4iIhIbmv9zFi42yZYsx3+mAQX791SBvv533u3TV/aV9e+s4Vz62BAZa97Hc02zz39n7y9ChBtm61Sht2xpM34V12q5dRpk5037/mTNHJCWl+I+LRfnNFnRc9PR0nTwv6DfqKM/nzlV5Xtz7eYkSImfOiAwenP9+PmOGyL599uOefFLk2jWRSpVEfHwKH/buFfngA+vnkiVFzp0TmTjRcfrVq0V++MF+3J49IsuW5U1bt66YvoOixWIegCwBskz7So7lc+nSWaZ9JdsyLvcQH2+QRYus82halmlfybEsQ+0r1mXUrZtlitPxcitWVPM891ze6V99ZZApU3Jk0qQcSUhwzjHR31/lc5s21jTlyqlxHTtax4mIPP204ziAjHwH9T1kWT6XLp1h+h7+n727josi/eMA/pmlS8DCRgkVBbHzTPRE7+wWg7D7bM/GPBXbs0X01LPrdyYYZ2CLhWcgiJ6ILVIS+/z+eNhil/LUmdXv+/XalzI7O/ud2WfqO098zPIz/HdIVf4tCEkZv0OK1rwNG37MOP5lHYPi1arVR5aeLmeGhorlinutqP4aM4axiAjt6b/9xtimTZrXLPy6RdxybmOTwhIS5KxJk6y/R/0VGJjO9u5NF+3cn5tjYq1avJyXKaOaVqUKn1a+PGPTgC/2YoyxbW3afJFlS33/7N07hb19K9f53vcC8P8uXt+aLz6IRUBAAKpXr47r169j0KBBGDhwIO7duwcAWLp0KQ4cOIAdO3bg3r172LJlC0qXLp3n7xg/fjzmzp2Lu3fvolKlSoiPj0fLli0REhKC69evw9PTE61atUJ0dHSuY4uPj0fDhg3x77//4sCBA7hx4wbGjh0LuVwOADhz5gx69eqF4cOHIzw8HKtXr8bGjRsxKxePkL28vHDw4EHEx8crpx09ehSJiYlo164dACAhIQEjR47ElStXEBISAplMhnbt2im/PycXL16En58fhgwZgrCwMDRu3BgzZ87M1WcBoHz58pgzZw4GDhyIo0ePYs6cOQgMDES+fPnQqVMnvHjxAocPH8bVq1dRtWpVeHh4KJvcenl5oUSJErh8+TKuXr2K8ePHwyir+vlZMDLiTxhPnFBNY4z/Xbu27s/UqqU5PwAcP66av0wZXutJfZ64ON6UplYtzc+NGQPExPD3Ro7MuWmPtTVvYmBkxJ+kBgdrxh0cnHXcdeoAISGa044d045bfZlxccDFi/yzCoULA2vWAL168SeAmV29yptt+vgAMhmQLx/QowdfblYVV8uUEVC0qAzBwapyx79bjjp1dG8Uvg1kCA5WPdni2yAdderk/pDz+jXwzz9y9OplCHNz/hv072+I2FgGZ2dBx/K/7DauU4c3mb56VTVPcDDfppnLjzpF2VBnaQlERgLR0QKOHRNQtKiQxXfrrv2kKmdMaxsoPlOtGn/KqL7ce/eAx4+ZRrnJTbzqBAGwsgLevGFa70m1vFy9qopHH44tu3cDT5/yWmGZKzzz7xKvvLi4AFOmCOjVi0HX6cjEBEhO1pz28SMv8ydPqqZJZZ/NzXFR7G2eWeZ9VNc2T0nh2/z0adW0r1HOq1QBSpTg2/TSJd6s7MABzRorxsba8SYlAWZm/PM5MTLi82UuTydOZH0s1rVuwcG6m6f/F6qykvkYyHIoK4KOssLUyoqQUVZU86jKiu7l9uolQ2IisGuX5rHa21uAgwMwfTqPURDEOSa+fs3XoUcPKI/Zffvy5oOZax0vWcJbFpw7x7uhyAk/F2X1O+g+r6h+B9Vn+O8gz9O5KDNbW8DLywDnzzPlMUXMa8XMdJ3zGzfmLQmGDNH9GTHLebNmAmQyoHhxIDzcEE+eGGL7dgOUKJH1Oiq+X4xynptj4v37vAm5jw+P09QU8PbmXQRERWW/XvpISvsnIfroi5f4li1bYtCgQXBycsK4ceNQsGBBnMy46oqOjoazszN++OEH2Nvb44cffkC3zJ2J5YK/vz+aNWsGR0dH5M+fH+7u7ujfvz9cXV3h7OyMGTNmwNHREQcOHMh1bFu3bsXLly+xb98+/PDDD3ByckLnzp1RJ+MsOH36dIwfPx69e/eGg4MDmjVrhhkzZmC1etucLDRv3hwWFhbYu3evctrWrVvRunVrZfPjDh06oH379nByckLlypWxYcMG3Lp1C+Hh4bnaJkuWLIGnpyfGjh2LsmXLYtiwYWieucOXHAwfPhyurq5o2bIlBg4ciMaNG+Ps2bO4dOkSdu7cierVq8PZ2RkLFiyAjY0NdmV06BAdHY2mTZuifPnycHZ2RqdOneCeuTO2HBQsyKuNx8ZqTn/xQrtphUKRIvx9dbGxqvkV/+paZpEiqr9XrOAXlD/+CKxdC4wbB8yZk3WsHTvyKvGbNmUft/p3ZI478/yxsar5Ff/qmkd9WwQG8qZh6jer6qKieDOVWbP4zdO7d/yiokuXrNetSBEh47s0bwBiY5nyvcwKFhRgaCjk6TNZado0GVWqyPDhgzmSk80xcqQRevZM1rn8L72NdZWv9HR+4ZvV93bqxPu0CQxUTbt3jzcHatuWN4szM+PTZZmOxurxZcbLmZDjOn38yPD+va55dP8Oderw8rBmjXZyTmH0aMDSUsCOHdpZXymWF0/PZKiP7SPlY0t8PE/wdevG++M6f54311FP4mVXVr90eTE2BrZtEzBmDMOTJ7q/6+hRoE8ffqME8JtUPz+eJPj4Mfvto+5r7bO5OS6Kuc0z07WP6trmPj5Zb/MvWc4dHPi/kyfzst22Ld+mx4/zRAbA/69YD5kMKFYMmDhRFUNOPmUftrPTXrfs5v9UqmOg5vTsftOsywrLRVlhWW4zPz8Ztm6VayRLnZyAuXMN0KNHOtIznpkYGIh3TPT0BCpX5vvkhw/A8OG8qbv6MXvaNN6XbMuWvMnosmVATi3/VPtsXs5F+GznIgCYO9cQ8fEmePPGFKVKCWjTJiXTd4lzrajO0ZEn6dasUU3Ln59fs/j48N9EdyzilXMHB57A+/VXA4wYkY6OHdORPz9w/Lhhln35qb7/65fz3BwT4+OBZs34uT8ujj94at6c7wvp6fjmSGH/JESfffEEXiW1HjgFQUCRIkXwIuNo6O3tjbCwMJQrVw7Dhg3DsWPHPuk7qmfqgTQ+Ph6jR4+Gi4sLbGxsYGlpibt372rVwMsutrCwMFSpUgX58+fX+Z03btyAv78/LC0tla++ffsiJiYGibqqP6kxNDRE586dsWXLFgC8tt3+/fvh5eWlnOfBgwfo1q0bHBwckC9fPmXNxMzrkJW7d++iVqZH0XWyewSngyAImDhxIuRyOSZNmgSAr3d8fDwKFCigse6RkZGIiIgAAIwcORJ9+vRB06ZNMXfuXOX0rHz8+BFxcXEaL8Y+ZvuZL2nJEuDvv3mfOmvX8j5FBg/mN6+ZNWzI5xk4kHcsLJahQ3mtqOwSjXZ2/CJt0yZe66BhQ15LY+dO1Tzduxvgwwdz5SuPFSc/uxUrjPHiBUP9+smoWTMZ+/alY+NG/ehwtlEj3ldNv36aZcPBgSdyzpwB/vpLwJQp/GKkZ09xL0AqVgT27+f9dR0/rnuebt2AqVMFdO6cjJcv9aO8HDxoIpmLu5yOLa9f83kuX+aJ+IkTeRJv507gwwc+yIGY23jOHAF37wIZpy6dZsxgOHwYuHBBQGqqgP37BWVn3bmsQP5V6Tou2tgAL19KY5ury2of1bXNFX34fe1trngQMXcuT7Zcv86Ti4zxfusAXkNo/Hhg+XJ+43rnDu+nS4x4/6suXfjN+osXwIcP2ScQvqbatQVUqCBg/XrVBpXJgK1bDTB1qhwPHogYnJqlS/m2a9yY92V44ACwZ49mEmv2bN43YVgYsGAB7zdu5EjN5XTvLsOHDybKlxR+h/nz01ClSgqaNUtBejqwaZMEglJTrBgfcGHXLj6whcKaNcC2bZp93xkZ8cRSXJz45Vwm4zWXhw1Lx7FjDBcvMnTrlg5nZ6BxY2mc69Xl5phoasofwIeG8j7wGjbkx8X9+/l7+k6K+ych+uyLJ/AyN50UBEHZDLRq1aqIjIzEjBkzkJSUhM6dO6Njx448sIwjHmOqTHtqqu7Oyy0yDSk3evRo7N27F7Nnz8aZM2cQFhYGNzc3pKSkaMyXXWxmimoxWYiPj8f06dMRFhamfN26dQsPHjyAaS6Otl5eXggJCcGLFy+wb98+mJmZwVNtaKNWrVrhzZs3WLt2LS5evIiLFy8CgNY6fGmGGb2nKv6Nj49H0aJFNdY7LCwM9+7dw5iM4RSnTZuGO3fu4KeffsKJEydQoUIFjdqGmc2ZMwfW1tYarxcv5iEtTfupWOHC2k+6FJ4/h9ZIVXZ2qvkV/+pa5vPnWW+Dy5f5xUvm1t316/OT8ejRvKN0gFeBzyrurL7j+XPt+e3sVPMr/tU1j2KdGjfmNRqSk3lSTnFxfvmyqvbX4MF88IRx4/iF8JkzQM+eQNOmqqr+Bw6ko3LlJOXr1SuW8V1Cpu8W8Py57lpar14xpKWxPH1GlyZNZPj5ZwN07foR58/Lcf26HIMH845u09O1l/+lt7Gu8mVgwJ9WZ/7eBg34jcjIkbwDZHUHDvAmFVWqAJUrM+Xyy5fPOr7MeDljOa6TiYmgNQIXn0fzd3BxAUJCBKxZk3VH8l26AOvWCejcmSEkRJ6xLtIvL0lJQO/eql6gs9tHpXJsUbd/P0/sVa7MULkyw6tXur/ra5SXJk14rdLUVJ4oCgkRMpYvYNo0/v/kZMDPj8HcnKF0aYZSpRju3uU3K5k7p5bCPqvruNi+Pa+p4e0t/jZXyG4f1bXN//kn623+Jct5TAz/9+5d1fspKbzLgFKlVNOWLOEdxzs68iZoBw/y6blpLvYp+3BsrPa6ZTd/bv31F29OV7s2ULlymtoxUHM+Xb+pQtZlRchFWRF0lsE+fWS4fp1pNEW1sgJq1JBh+XIZUlP56JxTpshQsSIvKx4emsv40mWlcWNeq65HD1WCbtgw3pxaMXK1Lpcu8YEs1B+qHjggR+XKKcqXap/Ny7kIn+VcpPD6NfDgAUNwsBxdu6bgp58MULu24pgpzrWigqLZ5/nz/CGjuiZNgFGjVCP+KkbuNjXlxx6xy3lMDF9+eLjqe1694i/1Y4zu7//65/7cHBO7duUjBPfpwx/eXbrE94HSpYHWrbNeJ30hxf2TKKR/J69vi+iNxvPly4cuXbpg7dq12L59O3bv3o03b96gUMaQMjGKIx94rbjcOHfuHLy9vdGuXTu4ubmhSJEiiMpjJwKVKlVCWFiYsl+3zKpWrYp79+7ByclJ6yXL3BZOh7p166JkyZLYvn07tmzZgk6dOikTiq9fv8a9e/cwadIkeHh4wMXFBW/fvs1T/C4uLsqkn8KFCxfytAxdqlatiufPn8PQ0FBrvQsWLKicr2zZsvjll19w7NgxtG/fHoHqbQgzmTBhAt6/f6/xSk8fi2vX+AWegiDwv7NajYsX+YWHOg8P1fyRkfxEqr5MKyte6yLTptLg7s6rsKtXo2/QgN9Y//orsH69anpqKj/5ql8IC4JmHJmFhmrH3bSpdtzqy7Sy4km30FD+9/DhvBmKIjGkGPW0a1cgo/IkzM21azcoquYrimx8PBARwZSv8HCGmBg5PDxUZZp/twyhoboPiHwbyOHhoerci28DA4SG5r56hbk5P0lnjlkuB549YzqW/2W3cWgob+6gaKYG8GXKZJrlp2FDPnLY+PG8llVmfBurXv/8wy9KzM11fbfuixJVOVNdyCi2geIzV68CKSlMY53KlgXs7QXlOgF8FMaTJwUEBQGTJun+vq5dgcBAAd26MRw6lHldpF9e1A/JqamQ9LEls/LlgX//VZWX8HB+A6O7rH7Z8tKhA4O7O1MmE/v04Z+tX59hxQrN705L43HL5bybgdevNbehVPZZXcfFuDj+77Nn4m9zIHf7KKC5zTt04M0SGzVSvf81yvm1azyhWLasah5DQ35z+vix9nfGxPD5u3QBoqN57ZScpKby+XStW1b728WLmnEDfF0vXcr5+7ITHw88esRfmmUl8zFQyKGsMB1lRVArKyyjrKjmUZUVzeVaWPDRPtVr3wG8XLu6pqJy5TTla9UqOe7dA27f5jWy1L//S5cVxTkv8/7HmHaXEurc3XnZVn+erftclNXvoPu8ovodVJ/hv4MsT+ciXRTrY2IiqH3X179WBPjvfPIk/35fX7691dWtq7qWrFIFmDqVl50qVXgtMbHL+blz/N9y5VTz2NryJpa6jjHq3y/GuT83x0TFeUj9t1D8nYtbSsmT+v5JiN753KNiZB6FdtGiRRrvu7u7s6lTpzLGGAsICGBbt25ld+/eZffu3WN+fn6sSJEiLD2dj8JWu3ZtVr9+fRYeHs5OnTrFatasyaBjFFr1kVcZY6xdu3ascuXK7Pr16ywsLIy1atWKWVlZKePKTWwfP35kZcuWZfXr12dnz55lERERbNeuXez8+fOMMcaOHDnCDA0N2bRp09jt27dZeHg427ZtG5s4cWKut9XEiRNZhQoVmKGhITtz5oxyenp6OitQoADr0aMHe/DgAQsJCWE1atRgANjevXsZYzmPQhsaGspkMhmbP38+u3//Plu2bBmzsbHJ9Si0CpmXK5fL2Q8//MDc3d3Z0aNHWWRkJDt37hz79ddf2eXLl1liYiIbPHgwO3nyJIuKimJnz55ljo6ObOzYsXn6XiMjxrp35yM5+foy5ubG2Jo1jL15w1jx4vz9zZv5KFmKEZvq1+ejCY4Zw5irK2P+/ox9/MhHYlXMM2ECX0a7dnyEp/37+ehblpb8/R9+4KNEVqvGWNmyjPXqxVhsLB+JS7GMpk0Zi4/nI+mVKKF6FS7MR+jq0oXH3bs3HwVx9Wr+nXZ2/P2gIMbmzFGN6FW3Lo971KiM0aam8bhdXVXzjBvHl9G6Nd8We/fyuE1NdY8qVro0347qo9A2acJHVpwyhTFnZ8aqVmXs8GE+MiYfQU/3CKFjx35kb97IWatWSczVNYHt3ZvKIiLSmYmJap7g4DQ2eLBq5NHOnfloUr16JbPy5RPYqlUp7M0bOStcWPUZO7sE5u6eyPz8khljfPRQd/dEZmurGlX05Us527UrlVWqlMicnRPYvHkf2cePcjZmzEfl8r/mNj50iLGrVxmrWZOxevUYu3ePsS1bVO83bszLxuzZfIQ9xSt/ftU8U6Yw9uOPjDk4MFalSjrbulXOUlLk7N07OWvVKp25uqazvXvlLCJCzkxMVKNKBgfL2eDBqr87d07P2AbprHz5dLZqlTxjG6vm+f13OYuKkrNGjdJZ1ap8tMpz51SjVVasmM5iY+Vs0yY5s7NLV74KFlQto1u3dJaSImcDB6arzZPA8uXTn/JSqZLmKLRSPbb4+jLWowf/DldXPqJmWhpjfn6ao9COHZuesY2/bnnJ/GrYUHsUWmfndObllc6cnNJZjRrpbNs2OXv1irHBg8U5Lua0z2Z3XDQ1FX+b52YfzWqbDxv29cu5kRFjS5bwURdbtGCsYkXG1q9n7PlzPsKsYp5x4/jn3d0ZmzqVf0+HDrkf8bVHD75uffrw+Nat43HZ2/P3//iDsXnzVPM3asTXbdw4/p0zZ/LvrFZNNU+xYnw0yLZt+fmzRw/+d+nSeRuFduzYtIyykspcXVPY3r3pGWVFNTJmcHA6GzxYNRpn586pGWUllZUvn8JWrUrLKCuqz/z+e1pGWUllVaumsHPn0tm5c+ks86ibvr6pLDFRzqytcx6hUzEKrRjHxCJFGHv5krE9e/jvUKECYwsWqH4XxejE/frx5ZYvz48j8fGMzZiR8yi0Y8emZPwOH5mrazLbuzct41ykmoefi1QjWHburLi2+MjKl09mq1alZvwOqs/Y2SUxd/dk5ueXknEuSmbu7snM1pa/X7NmMhs8OIW5uyezUqWSWOPGH9nZs+nswYN0ZmysGoVWjGvF4sUZu3+fsePH+f/Vr1OyGqU2q1FoxSzne/ems1u35KxOnVRWsWIKO3Agnd2+LWeGhqp5XFxSmLt7Ctu/P52dOJHOqlfnZVKKx0RXVx7XypU8Lnd3fgx7+5axkiU//yi0syws2Ep3d7bS3Z0xxtiRESPYSnd3trBkyc/6PVLcP4EkVrIkn2fy5BQWFydn7u58HguL73EU2qnfxetbI2oCb82aNaxy5crMwsKC5cuXj3l4eLBr164p5w0PD2d16tRhZmZmrHLlyuzYsWMsNwm8yMhI1rhxY2ZmZsZKlizJli9frhFXbmJjjLGoqCjWoUMHli9fPmZubs6qV6/OLl68qHz/yJEjrG7duszMzIzly5eP1axZk61ZsybX2yqc1/9m9vb2TC6Xa7x3/Phx5uLiwkxMTFilSpXYqVOnWF4SeIwxtn79elaiRAlmZmbGWrVqxRYsWPCfE3iMMRYXF8eGDh3KihUrxoyMjFjJkiWZl5cXi46OZh8/fmRdu3ZlJUuWZMbGxqxYsWJsyJAhLCkpbwdDxUlv2DDGoqIYS07mw7/Xrat679QpfoGjPhR71678Bi05mbHbtxlr1Up7uPaZMxmLieEny+BgftGoeK9GDT5E/Nu3jCUmMhYeztjEiYxZWKjmCQrSHfOpU6oLnCFDVHFfuMBvAhTvnTzJWGCg5gVSp06M/fMPn//WLcZattS+iPL3V8V9/DhPAmR1waUrgScIfPtcvcrYhw88ebBvH78Q5BdluhMyQDybPv0ji4nhN6PHj6cxZ+cEjfcjI9PZ1KkfNaYNHpzMoqLSWXKynF24kMZq1kzUeH/q1I86t2Pv3qrETrVqiezIkVT26pWcvX8vZ+fPpzFPz6RMy/962zh/fn7zHxfH2Lt3jG3YwC/SFO8HBma1H6nmWbRIVTZiYuTsf/+Ts8qV09n06XIWEyPP2MZy5uysmSyJjJSzqVM1kymDB6ezqCh5xjaWs5o1NT9jYpLOli+Xs9ev5Sw+Xs527+ZJAMX7U6fKdcYbGan6npMndc8TGJiiV+VFPYEn1WOLry+fHh/Py9fFi/wmj9+oav62YpSX3CTwypdPZ9euyVlCAk9K790rZ+XKiXdczGmfze64KIVtnpt9VNc2r1hRnHJuZMSTWQEB/Ab1/Xv+u7i7a85z4oRqX7hwgbGff1Z9NrevX35h7PFjHuulS4w1aKB67/RpnhxXn797d811a9tW8/2+fXUfv2fOzFsCD0hh06enqZWVdObsrJk442UlTWPa4MFpamUlndWsmarxvolJClu+PE2trKQzOzvtpNy5c+nsjz+0E3vZJfDEKiu1ajF29Chjr17xshIaqioLRkaM/fQTY9ev8/33wwfGwsIYGziQMWPjnBN4QBKbPj1V7XdIY87OyRrv898hVWPa4MEpmX4Hzc9MnZqaxbmIJxpcXZNZSEgae/WKf++jR+ns999TWbFiqmWIda3o7a27jDOW9wSemOXcyiqFrVvHH6q8esXnKVFC+7t1keox0dOTsbNn+bZ+/ZqxkBD+0MnI6PMn8AIbNtS5ba4HBn61BJ5Y+yeQxAID03TO07DhR+U83wuxE2uUwPs0AmOM5bKyHiFfja4BI/RBmvbAnHqDsQSxQ/gkgmCR80wSxZi+VvtPEjuAT2ZkpJ/lJTVVX8sKIAj62QZIf/dPwMhIP7e5oWHO80hVUpLufpqlLnN/0PokNTU555kkSBD0d2QCxqicf20TU6U3OEduTNPja0XG9HcfzQtBmCZ2CF8FY9PEDuGz0uNLJUIIIYQQQgghhBCSN9/eAA/fA/18RCtxW7ZsgaWlpc5XxYoVxQ4PAFCxYsUsY9yyZYvY4RFCCCGEEEIIIYSQDFQD7wto3bo1atWqpfM9qVThPnToEFJTdVeDt8s8HjohhBBCCCGEEEIIEQ0l8L4AKysrWFlZiR1Gtuzt7cUOgRBCCCGEEEIIIYTkAiXwCCGEEEIIIYQQQr4b1AeePqI+8AghhBBCCCGEEEIIkTBK4BFCCCGEEEIIIYQQImGUwCOEEEIIIYQQQgghRMIogUcIIYQQQgghhBBCiITRIBaEEEIIIYQQQggh3w252AGQT0A18AghhBBCCCGEEEIIkTBK4BFCCCGEEEIIIYQQImGUwCOEEEIIIYQQQgghRMKoDzxCCCGEEEIIIYSQ70a62AGQT0A18AghhBBCCCGEEEIIkTBK4BFCCCGEEEIIIYQQImGUwCOEEEIIIYQQQgghRMIogUcIIYQQQgghhBBCiITRIBaEEEIIIYQQQggh3w0axEIfUQ08QgghhBBCCCGEEEIkjBJ4hBBCCCGEEEIIIYRIGCXwCCGEEEIIIYQQQgiRMErgEUIIIYQQQgghhBAiYTSIBZGklCs3xQ7hk/x+tpLYIXyyQavqiB3CJxFudRE7hE9mZjZR7BA+SVqahdghfLILF8SO4NNUqxYmdgifjLHKYofwSays9PcZZ1qa2BF8mqQkudghfHdSU5PFDuE/0M8O2BnT33IuCEZih/DdmYYksUP4JNNgJnYI/wETO4CvRD+Pod87/b06JYQQQgghhBBCCCHkO0AJPEIIIYQQQgghhBBCJIwSeIQQQgghhBBCCCGESBj1gUcIIYQQQgghhBDy3aA+8PQR1cAjhBBCCCGEEEIIIUTCKIFHCCGEEEIIIYQQQoiEUQKPEEIIIYQQQgghhBAJowQeIYQQQgghhBBCCCESRoNYEEIIIYQQQgghhHw35GIHQD4B1cAjhBBCCCGEEEIIIUTCKIFHCCGEEEIIIYQQQoiEUQKPEEIIIYQQQgghhBAJoz7wCCGEEEIIIYQQQr4b6WIHQD4B1cAjhBBCCCGEEEIIIUTCKIFHCCGEEEIIIYQQQoiEUQKPEEIIIYQQQgghhBAJowQeIYQQQgghhBBCCCESRoNYEEIIIYQQQgghhHw3aBALfUQ18AghhBBCCCGEEEIIkTBK4BFCCCGEEEIIIYQQImGUwCOEEEIIIYQQQgghRMKoDzxCCCGEEEIIIYSQ7wb1gaePqAZeHkVFRUEQBISFhX1T35XZqVOnIAgC3r1799W/mxBCCCGEEEIIIYSoUAIvj0qWLImYmBi4urqKHYqkfc3k45YjR9Bk0CC4de+OThMm4OaDB1nOe+ziRbQfNw7Ve/dG5R490Gb0aOw7fVpjnlfv3mH88uX4oV8/uHt5wW/mTETFxHz2uF1dgR49gH79gA4dgMKFs57X1hZo3pzPP2gQUKmS9jxGRkC9ekDPnnyZ7dtnv8z/pEsX4PBh4PJlYMsWvjLZsbICfv0VCAkBrlwBDhwAfvhB9X61asCyZUBwMHDzJtC48RcKHJg+vQGePRuOxMSxOH68O5ycbLOdf/z4urh0yQdxcaMRGzsCe/d2RNmy+TXmWbWqBR4+HITExLF48WIE9u3rhHLlCnxyjP37A3fvAm/eAKdPA9WrZz9/u3bA9et8/kuXeFlR16YN3+RPngCJidrlx9YWCAgAwsKA16+Be/eABQuAfPmy/94BA4D794G4OODs2Zzj7NABuHWLz3/tGuDpqT3P1KnA48fA+/e8iDk5ab7v7Azs3g08ewa8egWcPAk0bKg5T0qK9qtz5+xj0+XYsS0YOrQJevVyw6RJnfDw4c0s5w0J2YFp07qjT58a6NOnBmbN8taav1u3cjpfBw+uy3twOZg+vSiePXNDYmJlHD/uBCcnkxw/M2hQQURGVkRSUmVcuFAONWqYa7zv4GCMPXsc8OKFG96/d8f27WVQuHDeKvJPny7g2TMBiYkCjh8XtH5f3XEBkZECkpIEXLggoEYNzfdNTIDlywW8eiXgwwcBu3YJGse+/PmBw4cF/PuvgORkAdHRApYtE2BlpZonMFAAYzKNV1wccPGi7pj69uVl+cUL4MQJfgjLTtu2/ND34gUQGgr8+KPm+61aAfv2AVFRfP9wc9NeRpky/HD76BHw9CmwcSNQqFD235vZ1z62AMCRI/w99dfSpbmLV4zyUqkSsHUrLyeJiQLCwwUMG6a9XY4dE/DihYD37wWcPy/gxx+F3K2Uct1kePbMEImJhjh+3CCX6yZDZKQhkpIMceGCAWrU0PzOvn0FnDxpgPfvDcGYEayt8xRSFnEa4tkzEyQmmuD4cSM4OeW8noMGGSAy0gRJSSa4cMFYR5wGOHnSGO/fm4Ax02zjNDYGrl83BmOmcHfP/TaePt0Iz56ZITHRHMePm+YybkNERpohKckcFy6YokYNzdukvn0NcfKkKd6/NwdjFjrjrlJFhmPHTPH2rTlevTLH6tXGsLDIHNfXLdMAULIk8L//CUhIEBAbK2DePAEGBprzGBsDM2cKiIrix8rISAE+PprzDB/OjyHJyarz68WL0Iops44dgfBwvv/fuAG0aKE9z/TpwL//AgkJwLFj2ud/xTEyMZHPFxQEFC2qOU+nTvz6Ij4eiIwERo/WfF+M6xaAr+/Zs3ye2Fhg1y7Ve/nzAwcP8nX78AGIiAAWL4bGOSorYu2fv/5qgHPnjJGQYIK3b3O+vvhcStWvj64HDmDkv/9iKmMo16bNV/tuQqSCEnh5kJKSAgMDAxQpUgSGhtJsfcwYQ1pamthhfDWHzp3DnKAgDO7UCXt/+w3l7e3hN2sWXr9/r3N+a0tLDGzfHttnzcKBBQvQvnFj/Pr77ziTkWhkjGHwvHl48uIFfh87FnvnzUPxQoXg4++PxOTkzxa3kxNPtl25AuzcyRMRP/8MmJnpnt/IiF88XLjAL2x0adyYX6AFBwN//slvqFq1gsaF42fRvDkwZgywahVP5N27x/+fP7/u+Q0NgdWrgWLFgFGjgNat+VXaixeqeczM+HJmz/7MwWoaO7YOhg2rgQEDDqNWrY1ISEjF0aPdYGJikOVnGjYshRUrrqJ27Y1o1mwrjIwMcOxYd5ibGynnuXr1OXx8DsLFZTWaN/8TggAcO9YNMlnebugAfrE4dy7fFHXr8gvH/fuzvlHVvtT/AAC7XElEQVSvVYtfxAYFAXXqAP/7H7B9O1Chgmoec3OeNJg8Wfcyihblr19/5Rez/foBzZoBK1dmHWenTsD8+cDMmTyGmzeBv/7KOs7atYHNm4HAQKBmTX7Tv2sXULGiap7Ro4HBg4EhQ3h+NzGRr4+J2rXhvn2AgQEvhrVr8+/dtw+ws9P8Pj8/vj8oXvv3Z70uuoSGHsLmzXPQocNgzJ69F/b25TF3rh/ev3+tc/67dy+ibt2fMGnSJkyf/icKFCiKOXN88eZNrHKelSvParz6958NQRBQs2Zzncv8VGPH2mHYsEIYMCAatWrdQ0KCHEePOsHEJOvy2LmzLRYuLIHp02NQteo/uHEjCUePOqFQIX6uMzeX4dgxZzAGNGnyAPXq3YOxsYCDBx0h5LKYjx0LDBsGDBjAUKsWQ0ICcPSooPH7ascFLFwoYPp0hqpVGW7c4J9RL2eLFglo1Qro1ImhYUOGYsWAPXtUQcnlwP79DK1bM5Qty+DtzdC0KbBqlWqe4cMZihSRK18lSsjx5g0vW5m1b8/3z7lzgfr1+T66Zw9QsKDudahZE9iwAdi0iZfrv/4Ctm4FXFxU81hY8H10yhTdyzA357Ewxs8VP/7Ib7Z37ECut78YxxaFDRt4AlLxmjgx53jFKi/VqvHTU48eDBUrMsyaxTBnjoDBg1XLaNBAwPHjDC1bMlSrxnDyJHDwoAEqV855vfi6yTBsmAwDBqSjVq20jHUzzGHdBCxcKMP06emoWjUtY90MNNbN3FzAkSMMs2fLcxdIjnEaYNgwAwwYkIpatVIy4jTKIU4ZFi40xPTpaahaNQU3bshx9KhxpjiBI0fSMXt2zter8+YZ4tkzlse4jTBsmBEGDEhBrVpJSEhgOHrUNIe4DbBwoTGmT09F1apJGXGbZhF3qs5lFC0qIDjYFA8fylGrVhI8PZNRsaIMGzeaZIrr65ZpmQz46y8BxsZA3boMvXszeHsD/v6aB48dOwR4eAB+fgzlyjF068Zw757q/W7dgDlzeHKNMWDJEp7cNzXlifqsjiV16vBj3oYNQNWq/Lizd6/m+X/sWGDoUGDgQH5uT0jgy1TfNqdO8cvO8uV5QtDRkV9DK3h6An/8wS853dz49cSIEVDuu2Jdt7Rrx5cRFMSvsRo14tfpCnI5T+C1b8+X3acP4OEBrFihOy7VNhNv/zQ2FrBzZzpWrvy6TTCNLSwQe+MGDqkfkAn5zgiMsbydFb8hjRo1Utak27x5M4yMjDBw4ED4+/tDEASULl0afn5+ePDgAfbt24f27dtj2rRpKFOmDK5fv47KGVdqd+7cwbhx4/D333+DMYbKlStj48aNcHR0BACsW7cOAQEBiIyMROnSpTFs2DAMGjQox/iioqJQpkwZbNu2DUuXLsW1a9fg5OSEFStWoGFGlZNTp06hcePGOHToECZNmoRbt27h2LFjKFmyJEaOHIkLFy4gISEBLi4umDNnDpo2bapc/sePHzFlyhRs3boVL168QMmSJTFhwgT4+fkpl/v27VvY2NggMTERHTp0QFxcHP766y/Y2Nhku15CpjuKhg0b4tSpU7n/cW5mXdNFXacJE+Dm6IgpffoAAORyORoOGICeLVqgX7t2uVpGu7Fj0bBqVYzo2hWRz57Bc/hw/G/hQjiXLKlcZr2+fTGye3d08vDIdlm/n9VR/UCHDh34DcKZM6ppvXrxG6rr17P/bI8efPOobyIDA14j5PBh/hRQoWNHIDqa15zIyaBVuYsdW7YAt2/zqzgAGdkqYNs2fnWWWadOgLc3r6qRm+TyzZv8Ee/Jk7kKR7jVJXdxA3j2bDgCAi4gIIBXq8mXzwSxsSPg7X0Q27eH52oZBQua4+XLX9CgwSacOfNE5zxuboVx82ZfODquwKNH77JclpmZ9l3s6dPA1avAyJH8b0EAHjzgybSAAO1lbNrEb/47dFBNO3WKb8bMtUZKlQL++UeV+MpOu3b85yxYEEjPdH2WlsafJF+5wi+OFXE+egT8/ju/QM5syxZ+Uai+W545w5/EDxnC/378mD91XrSI/50vH69p1KcPT1QUKADExPBk9blzfB5LS34D4enJa0IBvEZAx478YjuzCxeyX2+FSZM6wdHRDT4+PKMil8sxZEhDNG/eE23a9Mvx83J5Ovr0qQFv7ylo0KCtznkCAgYhKSkBkyYF5bi8atWu5S5wAM+euSEgIBYBATxJni+fDLGxleDt/Rjbt7/V+ZkLF8rh8uUEDB36FAD/PZ88ccWyZS/x22+xaNbMCocPO8HW9gY+fJArl/v2rTt+/PEhQkI+ZBNR5Yy4BAQEMGU5zpcPiI0V4O3NsH277k9euCDg8mVg6FCmFpeAZcsYfvuNL+PlSwHduzPs3s0/U64c8M8/MtSuLc+yBt3QocCYMQJKldJ9CdSmDbBnjwxubvxhiLoTJ3hNDEXNDkHgNVJWr1aVXXWBgXwfVa8FGhLC98FfftGct1QpfnitV4+fDxSaNOE1T0uV4jU0AL7u0dG8dl/m06uuQ61Yx5YjR/i0sWO1vyOzpCRV4klK5WX5cgEuLoCHR9aXzLdvC9i+XY4ZM3JOnj17ZoiAADkCAhT7EhAbawhv73Rs3677Oy5cMMDlywxDh8rV1s0Qy5bJ8dtvmt/ZsKGAU6cMYWOTiiyeZ6rJ+gb82TMTBASkISAgXS1OE3h7p2L7dt3reeGCMS5flmPo0DS1OE2wbFkafvtN87saNpTh1Clj2Ngk64zT05MnGzp0SEV4uAkqV/6IGzfUt4/u2J89M0NAQCoCAtLU4jaHt/dHbN+u+zMXLphmxJ2iFrdZRtyaCTsetxlsbBI04u7b1xAzZhijaNFEKO6uXF0F3LplDienRJw5Y5oRl5FaXF++THt68tp3xYox5bPT/v2B334TUKgQQ2oqfyj2558CHBwY3uo+TWDZMgEuLgIsLfn5f+hQXlu/Zk2emF++HPjtN+3PbdvGjyWtW6umnT/Pz/8DB/K///0XWLgQGvv78+eAjw+y3DatWvFEoKkpP+b98Qd/4N1F7bJwyBD+zNnRUZzrFgMDfpz19+e1pnNr8GB+rHZ0BFJTdVcgEHv/BIDevQ2weLEhbG0/ar03DVnUSvhMpjKGP9u2xb28PqHN5bK/B4Lgk/NM3wDGAsUO4bP67mvgBQUFwdDQEJcuXcKSJUuwcOFCrFunas60YMECuLu74/r165is4xHzv//+iwYNGsDExAQnTpzA1atX4evrq6wFt2XLFkyZMgWzZs3C3bt3MXv2bEyePBlBQTnfsCmMGTMGo0aNwvXr11GnTh20atUKr19r1gIZP3485s6di7t376JSpUqIj49Hy5YtERISguvXr8PT0xOtWrVCdHS08jO9evVSJgfv3r2L1atXw9LSUuv73717h2bNmkEul+P48eOwsbHJcb0uZWSMgoODERMTgz179uR6fXMrJTUVdx49Ql21NjsymQx1K1XC9fv3c/w8Ywyht24h8tkz1MioCpGSyi/STIxUtatkMhmMjYxw9e7dzxK3TMaf9j19qjn96VOgSJFPX6ZMpn3Tlp6u3bzgPzE05NVG1LMgjPH2E+7uuj/TqBG/2vn1V56U27OHX9nIvu7hp0wZGxQtaong4CjltLi4j7h48V/UqVM818uxtuaPNt+80X1BZW5uBB+fSnj06C2ePInLU4xGRkCVKpq5S8Z4wqBWLd2fqVVLlbhSCA7mF9T/hbU1r/WZOXmniLNqVc3vVcRZu3bu4zx+XDV/mTK8rKrPExfHk8+KdVc07+3Rg19UKxLXsbE8oaJuyRLezPbcOaB377yte1paCiIj78DVta5ymkwmg6trXTx4kEOGPcPHj0lIS0uDpaXutmHv3r3C9eun0bhxx7wFl4MyZYxRtKgRgoNVCbW4ODkuXkxAnTq6q+MaGQmoVs1c4zOMAcHBH5SfMTGRgTHg40fVRW1yMoNcDvzwg/Z5QzsuRe0U1TRFE9U6dXRXITMy4rWhgoNV38njUn2mWjVeE0B9uffuAY8fM9SpozuWokWB9u0FZOo9QYOfn4BTp7STd0ZGQOXK2vvoqVNZ73M1a2on2EJC8raPGhsjY/urpiUn85obWa1n5rjFPLZ06cKTjZcv8wrYWdU2V5BSeQH48fDNm6zfFwTe3C27ebTXTXWDzdeN5bBugo51y/oz/1WZMkI2ceo+f6viVH2GxynP8jNZKVwYWLvWCD17piIxMa9xy3TELUedOrpr2/O4ZQgOVp3weNzpeYrbxARISWFQv/dPSuL/tmtnkEVcX75M16kjKJv8Kxw9ClhbC8raZK1bC7hyBRg7VsDTpwLu3RMwf74AU1PVZ86fZ6hWTRETL8stWvCHx8HBWZ//69Thxzx1x45pn/917++6l2lrC3TvzhOBimtfExN+XFSXlMRr4Ts5iXPdUqUKUKIEP1ZfusQTfgcOaNbiy6xoUf5gRv0hf2Zi75/kW5H+nby+Ld/93lqyZEksWrQI5cqVg5eXF4YOHYpFao/QmzRpglGjRsHR0VFZo07dihUrYG1tjT///BPVq1dH2bJl4ePjg3LlygEApk6dioCAALRv3x5lypRB+/bt8csvv2D16tW5jnHIkCHo0KEDXFxcsHLlSlhbW2P9+vUa8/j7+6NZs2ZwdHRE/vz54e7ujv79+8PV1RXOzs6YMWMGHB0dcSCjSsr9+/exY8cObNiwAe3atYODgwM8PDzQpYtmbabnz5+jYcOGKFq0KA4ePAhzc/NcrVehjLrYBQoUQJEiRZA/q+aV4DUB4+LiNF4fU1Jy3C5vP3xAulyOApk6ZyhgbY1X2Qy+8SEhAVV69IBrt27oN2cOJvn6ol5G8smheHEUK1gQAVu34n18PFJSU7Fm3z48f/0aLz/TgB6mpjx3lfmCNCmJJyU+RWoqf1JZvTpfhiAAZcvyZoWfukydbG15Ei9TAhmvX2fdfqxECd4eUybjHbmsXs2rG/bLuRbT51SkCE9ExMZqtkGOjU1AkSI5JyAAvl0XL26Gs2ef4M6dlxrvDRxYDR8+jEFCwli0aOGIZs22IjU1b82YChbkmzc2VnP6ixfaTUQV7Ow0L8pzmj83ChQAxo/nNYc+V5xFimjHGRurml/xr65lqie2PT15AuXNG14Tafhw/hReffecNo1f2LdsyZ/OL1sG5KW1RVzcW8jl6bC21uzH0Nq6AN69e5WrZWzdugC2toU1koDq/v57L0xNLVCjxo863/9URYrwhw+xsZo1RmJj05TvZVawoCEMDQXExqZl+ZkLFxKQkCDHb78Vh5mZAHNzGRYsKA5DQwFFi+bcpYTiN8z8+8bGZv3ggpczIdvPFCnCk4qZawfweTRvirdu5f0/PXvG+7fr00f3E/aiRflNqa7nbAUK8LL/UnP3/+L76OXLvEmZvz9PfpmbA7Nm8Vhysxwxjy07dvAm7S1a8No63bvrrqytTgrlRaFOHZ6AXLMm6xoZo0fz2sA7duR8zFd8j+44dceQ9bqxT37wlxPVb6C53vw7c4oz95/JysaNRli1Kg1Xr+atJoxq++YlbuGzxH3iRDqKFBEwerQRjIwAGxtg7lxjAICDgyyLuL58mS5SRHd5U7zH4+NNQF1dgXbtGEaMYOjYEfj9d9X6b9vGa8gZGvKmqxERvGbvnDna52p1WX2/+jqox6Q+T+bjzdy5/Nz/+jWv+du2req9Y8d4M9QmTfj1mrOzqsZx2bLiXLc4OPB/J0/m26ltW369cvw4v6RWt3kzf+/xY76O/fvrjksRG/9ucfZPQoh4vvsEXu3atTWae9apUwcPHjxAeka1k+o59G4aFhaG+vXrw8hI+8YoISEBERER8PPzg6WlpfI1c+ZMRERE5DrGOmqPnwwNDVG9enXczVQbLHOc8fHxGD16NFxcXGBjYwNLS0vcvXtXWQMvLCwMBgYGyqa4WWnWrBmcnJywfft2GBsbf9b1UpgzZw6sra01XnMyJSg/JwszM+ybPx+75szBL926YW5QEC7euQMAMDI0xLLRoxH17Blq+vigco8euHj7NhpUqaLVLFhqFE8uvb35Sd/NDXj4UNSQOEHg2RZ/f97O7OhRYO1a3rT2C+revSI+fBijfBkZZd3PXW6tWOEJV9dC6Np1r9Z7W7bcRpUq69CgwSbcv/8GO3a0z7ZvPamysuKVJP/5h/cTIzVLl/KL48aNeT9eBw7weNVvHGbP5v1yhYXxhEFAgOoi/mvYv38NQkMPYeTI5TA21t0ZzenTu1GvXqss38+t7t1t8eGDu/JlZPRljlOvXqWhU6dHaNXKGvHxlfH+vTtsbAxw9Woi5DpyFppxCdBxivzqfvmF9yHVurUcjo68XyldevfmN1H/+9/XjS87r1/zuFq04M3Inz7ltcKuX4fO7S8lGzbw89OdO7wpXJ8+vIlymTKqebp04fv1hw+CZMoLwGvJ7N/P+x87flz3PN26AVOnCujcOV0rsQsA3bsL+PDBUPmSyrpl1r27DB8+mChfYsY5dKgBrKwEzJmTc82J7t0N8OGDufIlZtzh4Qy9e3/EqFGGSEoyx5s35mjd2gByOct1X5Vikcl4bSwvL4bLl3mtupEjGXr3hrIWXsOGvNkswK8127fnD8omTfp6cc6fz2vS/fgjbyGg/qBl7Vreb9zBg7y2cmioqvmtWC0iFY1N5s7lDxSvX+fHQMY0uycA+IOAWrX4dnVw0GzWK6X9kxAiLmmOxCAhFjmMAGCWTTuQ+Ph4AMDatWtRK1MbFYPMQz/9R5njHD16NI4fP44FCxbAyckJZmZm6NixI1IyarZlF7e6n376Cbt370Z4eDjcMobF+9zrNWHCBIzMdHdtkosmsLZWVjCQybQGrHj9/j0K2thk+TmZTAb7jHalLmXKIOLpU6zZuxe1Muqzuzo6Yv+CBfiQkIDUtDTkt7ZGpwkT4KqjBuanUDR7ylwzzsxMu1ZeXsTF8Y6BDQ15c6vERH6BE5e3VpzZe/uWt1UokGmE1QIF+Egcurx6xT+jfpcZGcnbERsa5q5fvE9w4MADXLyoag6vSKbZ2Vng+fN45XQ7OwuEhcVqfT6zZcua4+efndGgwSb8+692f19xcR8RF/cRDx++xYUL/+Lt21Fo164c/vwzd33rAapNlflpcOHC2k94FWJjtUcbzm7+7Fha8jL04QO/oc7qp/mUOJ8/147Tzk41v+JfOzs+r/oyb9zg/2/cmN8sFC6s6gds2DDe2XPPnrr7sAF4s5WJE/l+kRv58tlCJjPQGrDi/fvXsLHJoqZphv/9bz0OHFiDX38NhL19eZ3z/PPPFTx7FolhwxbnLqBsHDjwHhcv/qP8WzFQhZ2dEZ4/V/2AdnaGCAtL0rmMV6/SkJbGYGeneUlgZ2eI589VNfmOH/8AJ6c7KFDAAGlpwPv36YiJccOjR9p932jG5aLsVDvz72tnxxOtuuNCRlya09WX8fw5X2dra80aKHwe7ZousbG8edmbNwxnz8owYwbTiAcAfH0FbN7MazZn9vo1L/uZOz3/GvvoiRO8p4L8+fmN6/v3vG8lRb9X2RH72KLu8mX+r6MjPxUAvCP5y5d5s2wAkigvLi5ASIiANWt4bUddunQB1q0T0KkTQ0iI7gzBgQMMFy+q9sXs1033MrJeN0Gr/H6qAwfkuHhR1fpBFaegsW3s7ASEhenOGqviFABofibz9s1OkyYy1Kkj4ONHzQccV64YY8sWOby9VTvngQPpuHhRdWz7tLiZWtzQ+Exe4gaAbdvSsW1bEsqUASwtBTAGhIWZ4d49udoy1b/jy5fp58+1m74rlqlYTkwM74dO/Zrx7l1AJhNQogTDw4fAjBkC/viDn3cTEvj1goUFb1ixaxeyLIvPn2sfezKvQ+Zpir8V53+F16/568EDHt+TJ7xJq6Jnl/HjeY8tRYrwmtKKrqvDwsS5bomJ4f+q17tISeHHvlKlNJeteY7iXS/Mns3XUUr7JyFEXN99DbyLmXosvnDhApydnXOdiKpUqRLOnDmDVB1X+nZ2dihWrBgePXoEJycnjVcZ9UfPObig1t9YWloarl69Chf14et0OHfuHLy9vdGuXTu4ubmhSJEiiIqKUr7v5uYGuVyO09l1AgRg7ty56N27Nzw8PBAeHp7r9VLU1kvX1YFWJiYmJsiXL5/GyyQXd9rGRkao6OCAULWevuVyOUJv3UKVsmVz/LzyM4wp+75TZ2VhgfzW1oiKicHtiAh41KiR62Vm+31yflFRPFO3ayVKZH3xkxdpaTx5Z2LC+/1Q3CB9Fmlp/CpEPXErCPzvzFdZCmFhPBD1x8/29ry6xRccMTk+PgUREW+Vr/DwV4iJiYeHR2nlPFZWxqhVqzhCQ//NdlnLljVHu3bl0KTJH4iKyrFHcAiCAEEQYGKSt2ckqan86WyjRurL4omrrDpXv3iRv6+uSZPcDVyizsqKP7VOSeGVIz9q52Q04rx2TfN7FXFmNUjExYs8LnUeHqr5IyNVA1Sox1SzpmrdFUnvzDWOGMu+S0V3d34xnIuW+QAAQ0NjlClTEbdvhyqnyeVy3LkTCmfnKll+7sCBtdiz53eMH78Ojo5uWc538uQulClTMcsEX17Ex8sREfFR+QoPT0ZMTCo8PKyU81hZyVCrlgVCQ3UPYZ2aynD1aqLGZwQB8PCw0vmZ16/T8f59Oho3tkThwoY4cEB7n9CMCwgPB2JiGNTHAbKy4oeO0FDdNw6pqXzQBQ8P1bGDx6X6zNWrvM8p9eWWLQvY2wsIDc28RBVFeck8Wl/DhoCzs4D167OOKSxMex9t2DDrfe7SJf6+usaN876PKrx5w5N3DRrwROKhQzl/RsxjS2aKbmvVz3fx8bwz+YgISKK8VKgAnDwpICgImDRJ9/d17QoEBgro1o1l+xvEx6vWS3PdVActvm5CDuvGdKxb1p/JKx4nU77Cw1k2cepOEKjiVH2GxynL8jO6DBuWCnf3FFSuzF8tW/JrtC5dUjFxoub1mu645TriliE0VPc1KY9bDg8P1bU/j9sgT3Gri4wEbt1iqFHDAMnJQGBgWhZxffkyHRrK4Oam+eChWTPg/XuGjEt7nDvHR69Vrw9QtiyQns6UfTabm/PLNh4Tn6a4zG/SJOvzf2io9vm/aVPt87/u/V33MoGsj+NyOe8DNzWV76fnz/Pli3Hdcu0af3CvfltiaMgvg9UHnctp3aS0f5Jvidh901EfeJ/iu6+BFx0djZEjR6J///64du0ali1bhgBdw7FlYciQIVi2bBm6du2KCRMmwNraGhcuXEDNmjVRrlw5TJ8+HcOGDYO1tTU8PT3x8eNHXLlyBW/fvtWqdZaVFStWwNnZGS4uLli0aBHevn0LX1/fbD/j7OyMPXv2oFWrVhAEAZMnT4Zc7a63dOnS6N27N3x9fbF06VK4u7vj8ePHePHiBTqrD5UHPpBHeno6mjRpglOnTqF8+fI5rlfhwoVhZmaGI0eOoESJEjA1NYV1pr7qPgefn3/GuBUr4OroiEpOTgj66y8kffyI9hln07HLlsEuf36M8vICAKzeuxeuDg4oVaQIUlJTcfr6dRz4+29M69tXuczDoaHIny8fihUsiHvR0ZgdGIimNWvih6wGafgEN27wi4KXL3keq1IlfkL/J6PCiocHf7qpuEiQyVR9ZRgY8AusAgX4yVjxtDRj0Fy8e8ebVtWtyyvMKZb52WzaxNtWhofzYRJ79ODVB/ft4+/PmsUfIS5dyv/evp1fQY0bxztQKVWKtx/YulW1TDMzzUeRxYvzYdTev/88Wc0MixdfwqRJ9fDgwRtERr7DjBkN8ezZB+zbd085T3Bwd+zdex8rVlwBwJvNdu9eEW3a7MSHDymws+NXt+/ff0RychrKlLFBly4VcOzYI7x8mYgSJawwfnxdJCWl4tChvLdhXrqUNwO5do2PljZkCL9o3ryZv792Lb8wnToVGfHxfl+GDeOjPXbqxJuXKEZIA3jZKVlSNaCJszP/V/G0V5G8MzMDfH35SGb58vF5Xr7U3URvyRJg/XoeJx8hj5dLRXOWDRt4nIqmNcuW8U6sR4zgTXM6d+YdYasPyL1sGTBhAm/6HRXF+7J79ow/5Qf4/vD2LV/2rFm830hfX6B0ab5MAPjpJ/70+9IlftHs4cGLnq7RQbPz008+WLlyHBwcXOHkVAmHDwfh48ckNGzYHgDw++9jYWtrh27dRgEADhxYg507l2LIkAAUKlQc797xtnSmpuYwNVXdESUmxuPixSPw8hqXt4DyYPHiF5g0qQgePPiIyMiPmDGjGJ49S8W+fe+U8wQHO2Hv3vdYsYLHuXDhCwQF2ePKlURcupSIESMKwcJChsBAVS1Eb+/8uHs3GS9fpqFOHUssWVICixa9wP372WR7NeJimDRJwIMHDJGRvDbHs2eqQwePS8DevQwrViAjLoagIN65+qVLwIgRAiwsVP0zxsXxcrhwoYA3bxji4vhIiefPM+UNVIsWvIbE5cv8JqhiRWD+fAFnzzKtGyg/PwEXLjDcucP3C12WLwdWreIJsStXeBk2N+cjIAK8NsqzZ3ywBoCP8nr4MN8njx7lIyRXqaI5kqutLX+Io2sfVfTB5OUF3L/Pa1HUrMlHe1yxIvddJYhxbClThtdSO3qU15pxc+NxnznDR9vNjljlpWJF4MQJAUeP8uUpauykp6sqmnfrBgQFCRg+nH9OMU9SUu5qvS9eLMekSbKMdWOYMcMgY91UiZzgYIOMdZNnrJscQUEGuHKF4dIlhhEjZBnrpjpA29nxmkdOTvxvNzcBHz4wREcjy5FFs48zDZMmGarFaYhnzxj27VN9Z3CwEfbulWPFivSMONMQFGSEK1fkGXEaZMSpuonicQpwchLU4gSio/kIqHzwGNW2yGj4gYgIhn+zf96mFrdxRtxyzJhhnBG3KobgYFPs3ZuGFSvSMuJORVCQSUbc6RgxwggWFgICA1UJQzs7ISNuWUbcsoy45crtO3iwIc6flyM+nqFZMwPMn2+M8eNT8P595ri+Xpk+doxfsm3eLGDsWN5v4syZAlasUD3Y2rqV99MWGChg6lSGggX5cXLDBtXAEAcP8u4oAgOBAQN4ee/cmSex8udXxbRxIz+W/Por/3vpUl6bbORIXtu2a1feZ7N6H29LlvCa8g8e8MSYvz80tk3NmkCNGnwk2bdveQ1ef39+/FMk+QoU4MfXU6d4s18fH37cUjy4EOO65cMHYM0aYMoU3vVBdLSqSw9F7WlPT37dcvUqL+sVKvAmt+fOZZ/kE2v/BPhxP39+AaVK8fsSd3c+78OHDAm6nxV+FkYWFsivOMABsC1TBnbu7kh68wZxmUedIuQb9d0n8Hr16oWkpCTUrFkTBgYGGD58OPrloXP9AgUK4MSJExgzZgwaNmwIAwMDVK5cGfXq1QMA9OnTB+bm5pg/fz7GjBkDCwsLuLm5YYRiDPNcmDt3LubOnYuwsDA4OTnhwIEDKJjVgAEZFi5cCF9fX9StWxcFCxbEuHHjEJfpqnLlypX49ddfMWjQILx+/RqlSpXCr4qzbSaLFi3SSOLltF6GhoZYunQp/P39MWXKFNSvXx+nMg/D9xm0rFcPb+LisHT7drx89w4upUtj3cSJyia0Ma9eQaZW8ysxORnT163D89evYWpsDIfixTF/6FC0zPi9AODl27eYGxSE1+/eoZCtLdo0bIhBmTuq+I8ePuQXFzVr8huoV694f0uK0cosLTX767Cw4DdBClWq8Ne//6ouEoyNeTMCS0t+sfXoEX8C+Nn7Rzp6lN+1DRrEe8S9dw8YOFA1/F6RIppfGhvLr/TGjuVtLF68ALZs0ezFvGJFzb/HjuX/7t/Pryg/k3nzQmFhYYQ1a1rCxsYUZ88+gafnn/j4UXXh4uhoi4IFVU3MBw2qBgA4fbqnxrK8vQ8iKOgmkpPTUL9+SYwYUQO2tmaIjU3A339Ho27dILx8mfc20bt386fkkyfzi6ibN3mnx4qb+JIlNTfvxYu8L5qpU3nC4OFDXlYUT9UBntRas0b1t+KGfdYs/qpcWdW8JqM7SKXy5fkFZ2Y7d/Kff8oU/pPfuAH8/HPWcV64wMcumT4dmDGDx9mxo+b3LVjAy/rvv/POv8+d4wNUKGoDvn7Nv8PfnxdDIyO+nh068O0E8KT2wIF8WYLAa7yMGcMv2vOiTp2WiIt7g127luLdu5ewt3fB+PHrlE1oX72KgSConmIfP/4n0tJSsXjxMI3ldOgwBB07DlX+HRr6FxhjqFfv57wFlAfz5sXCwkKGNWtKwcbGAGfPxsPT86HGCLKOjiYoWFB1CbBjx1sUKmQIf/+iKFLECGFhSfD0fIgXL1S1ZMuVM8WcOcWRP78BoqJSMGvWcyxalKmH72zj4r/vmjUCbGz4jZinJ9Oo7enoyDuUV9y879gBFCrE4O8voEgRXvvN05NpdCz+yy8McrmA3bsFmJjwsjFokGpdk5KAvn0FLFrEazM8ecL7TZw7V7PWS758vCwNH559jaY9e3jZ//VXvo/eusU/p+j/TDHioMKlS3wQh8mT+X4aEcEHclBvUtWiBU8KKmzcyP+dM4e/AJ4cmzaNH36jo3mTccVNfm6IcWxJSeG1UwYP5r/906f8hvy333KOV6zy0rGjgMKFBfTsCfTsqbp+iIpiKFOGz9evnwAjIwG//y7g998Vc8iwcaMcPj45P+2fN0+esW4GGevG4OmZlmndBBQsqIprxw6GQoXk8Pc3yFg3Bk/PdI11GzBAhmnTVLXIzpzh+7i3dxqCgvJeU2/evHRYWAhYs8YoI045PD1TM8UpyxSnHIUKpcHf30gtzpRMcRpi2jTV8efMGZOMOFMRFPTfa0vMm5easX2NYWMjZMSdrGP7qn7fHTvSUahQSkbcxggL45/RjlvVQuTMGbOMuD8iKIgfK2vWlGH6dGNYWgL//CNH//4p+OOPtExxGX3VMi2XAz//zLBypYDQUAEJCTxpNWWKap6EBKBZM4ZlywRcuSLg9Wv+3eo1UGfOZAAE9OjBz6+//ML/vX6dP2BQxFSqlOaxJDSUvz9jBj8uPHgAtGunef5X7O+rV0O5bVq0UJ3/ExP5Z6ZN4/PFxPD17NJFs3Z9r1782CgI/HsbN+bJOsXAG1/7ugXgzXrT0niC08yMnxOaN1cNvpWUxM8RCxbwc5TiODlvHrIl5v7p728Eb2/VsSYsjM/TqFEKTp/+crX5ilWvDm+1+8nmGU9nwzZuxH4fny/2vYRIicCYWN16iq9Ro0aoXLkyFi9eLHYoJDPF3bie+f1sJbFD+GSDVuln7MKtLjnPJFFmZhPFDuGTfMGWz19cVk1lpK5atWtih/AfVBY7gE9iZaW/vYzo6z6alKTPzbj0tZmOvsYN6G/sueuHWorUH1zpE0M9rrKSmposdgifZJoel/Op30l6RBC8xA7hq2Bsi9ghfFb6eRQmhBBCCCGEEEIIIeQ7QQk8Ec2ePRuWlpY6Xy1atBA7PEIIIYQQQgghhHxz5N/J69uixxWK/7sv0SdbXgwYMEBrwAgFMzP9rXZMCCGEEEIIIYQQQj6f7zqBJ7b8+fMjf/78YodBCCGEEEIIIYQQQiSMmtASQgghhBBCCCGEECJhVAOPEEIIIYQQQggh5LuhryN5f9+oBh4hhBBCCCGEEEIIIRJGCTxCCCGEEEIIIYQQQiSMEniEEEIIIYQQQgghhEgYJfAIIYQQQgghhBBCCJEwGsSCEEIIIYQQQggh5LtBg1joI6qBRwghhBBCCCGEEEKIhFECjxBCCCGEEEIIIYQQCaMEHiGEEEIIIYQQQgghEkZ94BFCCCGEEEIIIYR8N6gPPH1ENfAIIYQQQgghhBBCCJEwSuARQgghhBBCCCGEECJhlMAjhBBCCCGEEEIIIUTCKIFHCCGEEEIIIYQQQoiE0SAWhBBCCCGEEEIIId8NudgBkE9ANfAIIYQQQgghhBBCCJEwSuARQgghhBBCCCGEECJhlMAjhBBCCCGEEEIIIUTKGCHfkeTkZDZ16lSWnJwsdih5pq+x62vcjOlv7PoaN2P6G7u+xs2Y/saur3Ezpr+x62vcjOlv7PoaN2P6G7u+xs2Y/saur3Ezpr+x62vcjOl37IT8VwJjjImdRCTka4mLi4O1tTXev3+PfPnyiR1Onuhr7PoaN6C/setr3ID+xq6vcQP6G7u+xg3ob+z6Gjegv7Hra9yA/saur3ED+hu7vsYN6G/s+ho3oN+xE/JfURNaQgghhBBCCCGEEEIkjBJ4hBBCCCGEEEIIIYRIGCXwCCGEEEIIIYQQQgiRMErgke+KiYkJpk6dChMTE7FDyTN9jV1f4wb0N3Z9jRvQ39j1NW5Af2PX17gB/Y1dX+MG9Dd2fY0b0N/Y9TVuQH9j19e4Af2NXV/jBvQ7dkL+KxrEghBCCCGEEEIIIYQQCaMaeIQQQgghhBBCCCGESBgl8AghhBBCCCGEEEIIkTBK4BFCCCGEEEIIIYQQImGUwCOEEEIIIYQQQgghRMIogUcIIYQQQgghhBBCiIRRAo8QQjL4+vriw4cPWtMTEhLg6+srQkSEEEIIIYQQQgggMMaY2EEQ8qWkpaVh69ataN68Oezs7MQO57sRGBgIS0tLdOrUSWP6zp07kZiYiN69e4sUWfYMDAwQExODwoULa0x/9eoVihQpgrS0NJEiy1nDhg3h5+eHTp06wczMTOxwcnTz5s1cz1upUqUvGMmnGzZsGJycnDBs2DCN6cuXL8fDhw+xePFicQLToX379rmed8+ePV8wkv/G19cXS5YsgZWVlcb0hIQEDB06FBs2bBApMkIIId+qKlWqQBCEXM177dq1LxzN96lJkybYs2cPbGxsNKbHxcWhbdu2OHHihDiBEfKVUQKPfPPMzc1x9+5d2Nvbix1KrnwLFwlly5bF6tWr0bhxY43pp0+fRr9+/XDv3j2RItMtLi4OjDHY2triwYMHKFSokPK99PR0HDx4EOPHj8ezZ89EjDJ7I0aMwNatW/Hx40d07twZfn5+qF27tthhZUkmk0EQBDDGcizv6enpXymqvClevDgOHDiAatWqaUy/du0aWrdujadPn4oUmTYfH59czxsYGPgFI/lv9C3Jbmtrm+vj+Zs3b75wNJ/uypUr2LFjB6Kjo5GSkqLxntQSvnFxcciXL5/y/9lRzCdlycnJWttc6nGHhIQgJCQEL168gFwu13hPykn2Xbt2ZVnOpXq9lZk+lZeEhATMnTs3y7Ly6NEjkSLTNn369FzPO3Xq1C8YyX9z7do1GBkZwc3NDQCwf/9+BAYGokKFCpg2bRqMjY1FjjBrMpkMz58/1zr/v3jxAsWLF0dqaqpIkRHydRmKHQAhX1rNmjURFhamNwm8tm3bih3CfxYdHY0yZcpoTbe3t0d0dLQIEWXPxsYGgiBAEASULVtW631BEPJ08SaGxYsXY8GCBThw4ACCgoLQoEEDODk5wdfXFz179pRcDdTIyEjl/69fv47Ro0djzJgxqFOnDgAgNDQUAQEBmDdvnlgh5uj169ewtrbWmp4vXz68evVKhIiyJuWkXG4okuyMMXz48AGmpqbK99LT03Ho0CGti3opUK+F+fr1a8ycORPNmzfXKOdHjx7F5MmTRYowZ3/++Sd69eqF5s2b49ixY/jxxx9x//59xMbGol27dmKHp8XW1laZ5FUc2zNTPDiQ6sOBxMREjB07Fjt27MDr16+13pdq3ABPdPj7+6N69eooWrRorhPYYlu6dCkmTpwIb29v7N+/Hz4+PoiIiMDly5cxePBgscPLlr6Wlz59+uD06dPo2bOn5MuKlJNyedG/f3+MHz8ebm5uePToEbp27Yp27dopW8hIqeWAgnqLjfDwcDx//lz5d3p6Oo4cOYLixYuLERoh4mCEfOO2b9/OHBwc2LJly9j58+fZjRs3NF7k8ytZsiTbv3+/1vR9+/ax4sWLixBR9k6dOsVOnjzJBEFge/bsYadOnVK+zp8/z/7991+xQ8yz2NhYNmPGDGZqasqMjIxYmzZtWEhIiNhh6VSjRg32119/aU3/66+/WNWqVUWIKHcqVqzIli1bpjV96dKlzMXFRYSI8ubFixfszJkz7MyZM+zFixdih5MtQRCYTCbL8mVgYMBmzpwpdpjZat++vc7ysmzZMtamTZuvH1Auubm5seXLlzPGGLO0tGQRERFMLpezvn37silTpogcnbZTp06x1NRU5f+ze0nVoEGDmIuLC9u1axczMzNjGzZsYDNmzGAlSpRgf/zxh9jhZatIkSJs06ZNYoeRZ+XKlWNbt25ljKnKOWOMTZ48mQ0ePFjM0HKkr+XF2tqanT17Vuwwviv58uVjDx8+ZIwxNnfuXPbjjz8yxhg7e/YsK1GihJihZUn9/C8IgtbL3NycrV+/XuwwCflqKIFHvnm6DvaKk4BMJhM7vFy5fPky27RpE9u0aRO7cuWK2OHkaOzYscze3p6dOHGCpaWlsbS0NBYSEsLs7e3ZqFGjxA4vS1FRUSw9PV3sMP6zixcvsgEDBjAbGxtWqlQpNmXKFObn58fMzMwkuf1NTU1ZeHi41vTw8HBmamoqQkS5s379emZmZsamTJmiTAhMnjyZmZubszVr1ogdXpbi4+OZj48PMzAwUB4TDQ0Nma+vL0tISBA7PJ2+hSS7hYUFe/Dggdb0Bw8eMAsLCxEiyh1zc3MWGRnJGGMsf/787ObNm4wxvn8WKVJExMi+XSVLlmQnT55kjDFmZWWlLDebNm1iLVq0EDGynOXPn1+ZINAnZmZmLCoqijHGWKFChVhYWBhjjLH79++z/PnzixlajvS1vJQuXVrnuV/q0tLS2Pz581mNGjWYnZ0ds7W11XhJmZWVFbt//z5jjLGmTZuyxYsXM8YYe/z4sWSvt6KiolhkZCQTBIFdvnyZRUVFKV/Pnj1jaWlpYodIyFdFTWjJN0+9qZ6+efr0Kbp164Zz584pO2199+4d6tatiz///BMlSpQQN8AszJgxA1FRUfDw8IChIT/MyOVy9OrVC7NnzxY5uqzZ29vj3bt3uHTpks7+WHr16iVSZDl78eIFNm/ejMDAQDx48ACtWrXCtm3b0Lx5c2WzFG9vb3h6emLBggUiR6vJxcUFc+bMwbp165T9r6SkpGDOnDlwcXERObqs+fr64uPHj5g1axZmzJgBAChdujRWrlwp6bIycuRInD59GgcPHkS9evUAAGfPnsWwYcMwatQorFy5UuQItTVs2BAAP56XKlVK0k2tslKgQAHs378fo0aN0pi+f/9+FChQQKSocmZra6scnbt48eK4ffs23Nzc8O7dOyQmJoocXe4kJibq7NdMqgPkvHnzBg4ODgB4k3xF/4g//PADBg4cKGZoOerTpw+2bt0q6WbhuhQpUgRv3ryBvb09SpUqhQsXLsDd3R2RkZFgEu8uXF/Ly4wZMzBlyhQEBQXB3Nxc7HBybfr06Vi3bh1GjRqFSZMmYeLEiYiKisK+ffswZcoUscPLVvXq1TFz5kw0bdoUp0+fVp7vIyMjJdfVioKiC6TM1+SEfK8ogUe+efrS950uffr0QWpqKu7evYty5coBAO7duwcfHx/06dMHR44cETlC3YyNjbF9+3bMnDkTYWFhMDMzg5ubm+R/i4MHD8LLywvx8fHIly+fRpJAEARJJ2VKlCgBR0dH+Pr6wtvbW2MgDoVKlSqhRo0aIkSXvVWrVqFVq1YoUaKE8ob65s2bEAQBBw8eFDm67A0cOBADBw7Ey5cvYWZmBktLS7FDytHu3buxa9cuNGrUSDmtZcuWMDMzQ+fOnSWZwFOwt7fHmTNnsHr1ajx69Ag7d+5E8eLFsXnzZpQpUwY//PCD2CFmafr06ejTpw9OnTqFWrVqAQAuXryII0eOYO3atSJHl7UGDRrg+PHjcHNzQ6dOnTB8+HCcOHECx48fh4eHh9jhZevly5fw8fHB4cOHdb4v1b7BHBwclMnq8uXLY8eOHahZsyYOHjyoNQKj1CQnJ2PNmjUIDg5GpUqVYGRkpPH+woULRYose02aNMGBAwdQpUoV+Pj44JdffsGuXbtw5cqVPI3iLQZ9LS8BAQGIiIiAnZ0dSpcurVVWpDpwyJYtW7B27Vr89NNPmDZtGrp16wZHR0dUqlQJFy5c0BqZXkoWL14MLy8v7Nu3DxMnToSTkxMAPoBL3bp1RY4uZ5s3b8aqVasQGRmJ0NBQ2NvbY9GiRXBwcECbNm3EDo+Qr4JGoSXfjfDwcJ1P4Fu3bi1SRDkzMzPD+fPnUaVKFY3pV69eRf369fWm9oO+KFu2LFq2bInZs2fr1dNgxhjOnj2L6tWrw8zMTOxwPklCQgK2bNmCf/75BwCvlde9e3dYWFiIHNm3x9zcHFevXtWq3Xjnzh3UrFkTCQkJIkWWs927d6Nnz57w8vLC5s2bER4eDgcHByxfvhyHDh3CoUOHxA4xWxcvXsTSpUtx9+5dALycDxs2TJnQk6I3b94gOTkZxYoVg1wux7x583D+/Hk4Oztj0qRJsLW1FTvELHl5eeHx48dYvHgxGjVqhL179yI2NhYzZ85EQEAAfvrpJ7FD1GnRokUwMDDAsGHDEBwcjFatWoExhtTUVCxcuBDDhw8XO8QsZR59Xp0gCDhx4sRXjCb35HI55HK5stXAn3/+qSzn/fv3l/TonPpaXnIaHEyqA0dYWFjg7t27KFWqFIoWLYq//voLVatWxaNHj1ClShW8f/9e7BDzLDk5GQYGBlpJVClZuXIlpkyZghEjRmDWrFm4ffs2HBwcsHHjRgQFBeHkyZNih0jIV0EJPPLNe/ToEdq1a4dbt25BEARlUwhF7SqpPoEHeELpjz/+QM2aNTWmX7p0Cd27d8fDhw9Fiix7HTp0QM2aNTFu3DiN6fPmzcPly5exc+dOkSLLnoWFBW7duqVsiqIv5HI5TE1NcefOHTg7O4sdzjetatWqCAkJga2tLapUqZJtU06p1h7w8PBAgQIFsGnTJuVorklJSejduzfevHmD4OBgkSPMWpUqVfDLL7+gV69esLKywo0bN+Dg4IDr16+jRYsWGqPTSUlqair69++PyZMn6xyhm3wZRYsWxf79+1GzZk3ky5cPV65cQdmyZXHgwAHMmzcPZ8+eFTvEXHn8+DGuXr0KJycnyTb7JdJB5eXLKleuHDZt2oRatWrhhx9+wM8//4zx48dj+/btGDp0KF68eCF2iNl69+4ddu3ahYiICIwZMwb58+fHtWvXYGdnJ+nRXCtUqIDZs2ejbdu2Guf/27dvo1GjRnj16pXYIRLyVVATWvLNGz58OMqUKYOQkBCUKVMGly5dwuvXrzFq1CjJ9QWW2fz58zF06FCsWLEC1atXBwBcuXIFw4cPl3Tsf//9N6ZNm6Y1vUWLFggICPj6AeVS8+bNceXKFb1L4MlkMjg7O+P169d6m8DbvHmzslmklJtFtGnTBiYmJgCAtm3bihvMJ1q8eDE8PT1RokQJuLu7AwBu3LgBU1NTHD16VOTosnfv3j00aNBAa7q1tTXevXv39QPKJSMjI+zevVtv+gWLi4vL9bz58uX7gpH8NwkJCShcuDAA3pffy5cvUbZsWbi5uUk2wa6Lvb295Lug0Ec3b97M9bxSToRt2rQJXbp0UZ6bFOUlJSUFmzZtknT3H/qYTGrXrh1CQkJQq1YtDB06FD169MD69esRHR2NX375RezwsnXz5k14eHjAxsYGUVFR6Nu3L/Lnz489e/YgOjoamzZtEjvELEVGRmq1SAIAExMTSbccIORzowQe+eaFhobixIkTKFiwIGQyGWQyGX744QfMmTMHw4YNw/Xr18UOMUve3t5ITExErVq1lM060tLSYGhoCF9fX/j6+irnVXRaLAXx8fE6m5sYGRnl6cbwa/vpp58wZswYhIeHw83NTaspgZSbW8+dOxdjxozBypUr4erqKnY4eaLeLGLmzJnKWrG2trZYvHixpBJ4iiY96enpaNy4MSpVqiTpPoZ0cXNzw4MHDzSaLHfr1g1eXl6Sb4JdpEgRPHz4EKVLl9aYfvbsWckn3tu2bYt9+/ZJ/gYPAGxsbHI9UIiUa7GXK1cO9+7dQ+nSpeHu7o7Vq1ejdOnSWLVqFYoWLSp2eBqWLl2Kfv36wdTUFEuXLs12Xin3sQXwB407duzQ2W3Jnj17RIpKW+XKlTVaZmRFEARJl3MfHx94enoqk9UKHz58gI+Pj2QTeDdv3kTTpk1hbW2tV8mkuXPnKv/fpUsXlCpVCqGhoXB2dkarVq1EjCxnI0eOhI+PD+bNmwcrKyvl9JYtW6J79+4iRpazMmXKICwsTOthxpEjRyQ94Bkhnxsl8Mg3Lz09XXmSKliwIJ49e4Zy5crB3t4e9+7dEzm67C1evFjsED6Jm5sbtm/frjUa159//okKFSqIFFXO+vbtCwDw9/fXek/qF/C9evVCYmIi3N3dYWxsrJWIkVKCN7Nly5Zh7dq1aNu2rcaFcfXq1TF69GgRI8uagYEBfvzxR9y9e1evEnipqakoX748/ve//ynLuz7p27cvhg8fjg0bNkAQBDx79gyhoaEYPXq05Gu3OTs7w9/fH+fOnUO1atW0+neUUlJGvS+hqKgojB8/Ht7e3qhTpw4A/mAsKCgIc+bMESvEXBk+fDhiYmIA8OS7p6cntmzZAmNjY2zcuFHc4DJZtGgRvLy8YGpqikWLFmU5nyAIkiormf3555/o1asXmjdvjmPHjuHHH3/E/fv3ERsbi3bt2okdnobIyEixQ/gsGGM6E+5Pnz6FtbW1CBHlzsiRI+Ht7a2XySR1derUUR4bpe7y5ctYvXq11vTixYtLtgsKhZEjR2Lw4MFITk4GYwyXLl3Ctm3bMGfOHKxbt07s8Aj5aiiBR755rq6uuHHjBsqUKYNatWph3rx5MDY2xpo1ayRfY6N3795ih/BJJk+ejPbt2yMiIgJNmjQBAISEhGDbtm2S7f8O0O8h6vU12Qvob7MIV1dXPHr0SK/6NDMyMkJycrLYYXyy8ePHQy6Xw8PDA4mJiWjQoAFMTEwwevRoDB06VOzwsrV+/XrY2Njg6tWruHr1qsZ7UkvKNGzYUPl/f39/LFy4EN26dVNOa926Ndzc3LBmzRpJn6d69Oih/H+1atXw+PFj/PPPPyhVqhQKFiwoYmTa1JNJ2SWWUlNTv0Y4n2z27NlYtGgRBg8eDCsrKyxZsgRlypRB//79JVfrUd+bJSv6YRUEAR4eHsqWGgB/eB0ZGQlPT08RI8yeviaTcqoZKNUajwC/rtLVEub+/fsoVKiQCBHlXp8+fWBmZoZJkyYhMTER3bt3R7FixbBkyRJ07dpV7PAI+WpoEAvyzTt69CgSEhLQvn17PHz4ED///DPu37+PAgUKYPv27coEk5S9ePECL1680EowSblPlr/++guzZ89GWFgYzMzMUKlSJUydOlXjxpAQgHdMPGfOHLRp00ajY+Jly5YhMDBQsn1VHTlyBBMmTMCMGTN01qiSat9gs2fPxv3797Fu3TqNGz59kpKSgocPHyI+Ph4VKlSApaWl2CF9s8zNzXHjxg2t/jXv37+PypUr02jon9GOHTvQuXPnLN9PS0tD586dJdUMNTMLCwvcuXMHpUuXRoECBXDq1Cm4ubnh7t27aNKkibJGpNQEBQWhYMGCypGJx44dizVr1qBChQrYtm2bJJN9ilFcp0+fjlGjRmkcB42NjVG6dGl06NBBsiPoFi5cGEePHkWVKlU0zv3Hjx+Hr68vnjx5InaIOmUeeTs1NRWJiYkwNjaGubm5pFs89OnTB69fv8aOHTuQP39+3Lx5EwYGBmjbti0aNGgg6YfBcXFxyuuqxMRExMfHK5uNP3z4EE5OTmKGR8hXQwk88l168+YNbG1tc93Hj1iuXr2K3r174+7du1p9tEi9SWdubNu2Da1bt9ZKfIhFV9NZdZmbBEtNeno69u3bh7t37wIAKlasiNatW8PAwEDkyLK3bt06TJs2DQEBAfDz88O6desQERGhbBYh1SerMplM+X/1Y4miOZNU909FB9yWlpZwc3PT2v+knBz4VmQeDV3KypUrhzZt2mDevHka08eOHYv9+/dLriuKkSNH5nrehQsXfsFI8s7U1BQHDx5Es2bNtN5TJO9CQ0MlmwQDgBIlSuDw4cNwc3NDpUqVMGHCBHTr1g2hoaHw9PTE+/fvxQ5Rp3LlymHlypVo0qQJQkND4eHhgcWLF+N///sfDA0NJX1cDAoKQpcuXZSjiusLfU4mZfbgwQMMHDgQY8aMQfPmzcUOR8uhQ4fQsmVLvH//Hh07dsSVK1fw4cMHFCtWDM+fP0edOnVw6NAhyVyP61K/fn0EBwcrB2tRuHfvHjw8PPD06VORIiPk66IEHvluPHz4EBEREWjQoAHMzMyy7DNEStzd3eHo6Ihx48bBzs5OK14pPhHOi3z58iEsLEwyTZkzN+NMTU1FZGQkDA0N4ejoKNmaYAAv3y1btsS///6LcuXKAeAXNSVLlsRff/0FR0dHkSPM3pYtWzBt2jREREQAAIoVK4bp06fDz89P5Miydvr06Wzfl2ptUx8fn2zfDwwM/EqR5E779u1zPa+Ub7IB3vRq/vz5ePDgAQCgbNmyGDNmDHr27ClyZFk7dOgQOnToACcnJ9SqVQsAcOnSJTx48AC7d+9Gy5YtRY5QU+PGjTX+vnbtGtLS0pTHxfv378PAwADVqlXDiRMnxAgxS0uWLMGkSZMQHBys3NYA796hU6dOOHv2LE6cOIGKFSuKGGX2unfvjurVq2PkyJGYMWMGli1bhjZt2uD48eOoWrWqZPdRc3NzZfPqcePGISYmBps2bcKdO3fQqFEjvHz5UuwQc3T16lWNB3i6uqaQEn1OJuly5coV9OjRQzk4lJSYmpqiV69eWLhwISwtLXH27FncvHkT8fHxqFq1Kpo2bSp2iDlq0aIFBEHAgQMHlK0HFDV7O3fujCVLlogcISFfByXwyDfv9evX6Ny5M06ePAlBEPDgwQM4ODjA19cXtra2CAgIEDvELFlZWeH69evfbLVw9SYTUhUXFwdvb2+0a9dO0jfZLVu2BGMMW7ZsQf78+QHwst+jRw/IZDL89ddfIkeYO5mbRUhZdHQ0SpYsqZVYZ4zhyZMnKFWqlEiRfVtySjiqk1ryUd3ChQsxefJkDBkyBPXq1QPAR89dsWIFZs6cKenRaZ8+fYrff/9deWPq4uKCAQMGoGTJkiJHlr2FCxfi1KlTCAoKUjZ7e/v2LXx8fFC/fn2MGjVK5Ai1TZ06FcuXL8fff/+NihUrIj09HV26dMHff/+NEydOSH6U8Tdv3iA5ORnFihWDXC7HvHnzcP78eTg7O2PSpElazQ+lQr05Z5UqVTBy5Ej07NkTERERcHd3R3x8vNghZunFixfo2rUrTp06pRxU6d27d2jcuDH+/PNPyfdtpo/JJF3CwsLQoEEDnX3Mie3GjRvw9vbG+/fvsXHjRjRo0EDskPIsKSkJTZs2RYkSJfDnn3/izp078PDwgJeXl+RqUxPyRTFCvnE9e/ZkzZs3Z0+ePGGWlpYsIiKCMcbYkSNHWIUKFUSOLntt2rRhu3btEjuML0b995CymzdvMnt7e7HDyJa5uTm7efOm1vSwsDBmYWEhQkS517hxY/b27Vut6e/fv2eNGzf++gHlkkwmY7GxsVrTX716xWQymQgR5Y6+bm99V7p0aRYUFKQ1fePGjax06dIiRPTtK1asGLt9+7bW9Fu3brGiRYuKEFHuDBkyhBUrVozdu3ePderUiRUsWJDduHFD7LC+ad27d2dVq1Zlfn5+zNzcnL169Yoxxtj+/ftZxYoVRY4ue507d2bVq1dn4eHhyml37txh1atXZ127dhUxsm/T/v37NV779u1jK1euZBUrVmSenp5ih5el1NRUNnXqVGZiYsJGjhzJ3rx5w96/f6/xkrq3b98yd3d31rFjR1a4cGE2evRosUMi5KvTz96rCcmDY8eO4ejRoyhRooTGdGdnZzx+/FikqHJn3bp16N27N27fvg1XV1cYGRlpvN+6dWuRIvu+vH//XrL99iiYmJjgw4cPWtPj4+Ml24G1wqlTp5CSkqI1PTk5GWfOnBEhotxhWTTDj4+Pl3RfRPq6vdW9fPlS2fdauXLlJF/DBABiYmJQt25drel169aVdJ9mAK/Nc+nSJZ2DKUl5xMW4uDidTR9fvnyp83gpFcuWLcPbt2/h7u4OS0tLhISESHrQKnXXrl2DkZER3NzcAAD79+9HYGAgKlSogGnTpkn2fLRixQpMmjQJT548we7du1GgQAEAvFmq+gjMUnTkyBEEBwfDxcVFOa1ChQpYsWIFfvzxRxEjy97SpUt1ThcEAaampnByckKDBg0k149v27ZtNf4WBAGFChVCkyZNJN2qx9DQENOmTUPdunXRsmVLjT4GmUT77s1cm1Emk2H79u1o1qwZOnTogMmTJyvnkerAYYR8bpTAI9+8hIQEmJuba01/8+aNVkeoUhMaGopz587h8OHDWu9J8USr7zJfTDLGEBMTg82bN6NFixYiRZU7P//8M/r164f169ejZs2aAICLFy9iwIABkk303rx5U/n/8PBwPH/+XPl3eno6jhw5guLFi4sRWrYUneQLgoDJkydrHF/S09Nx8eJFVK5cWaTosqav21tdQkIChg4dik2bNikTSQYGBujVqxeWLVum81gvFU5OTtixYwd+/fVXjenbt2/XGuFVSg4ePAgvLy/Ex8cjX758GklrQRAkncBr164dfHx8EBAQoHFcHDNmTJ76Vvxa1AfgsLW1BWMMlStXxsaNGzXmk3Jzsf79+2P8+PFwc3PDo0eP0KVLF7Rv3x47d+5EYmKiZAcmsLGxwfLly7WmK0Z6lTK5XK71gBcAjIyMtBLuUrJo0SK8fPkSiYmJGk3czc3NYWlpiRcvXsDBwQEnT56UVHN9KW/TnOzZswcDBw5EgwYNMHHiRMmPRG9jY6PzQSljDKtWrcLq1aslm3wk5EuhPvDIN69ly5aoVq0aZsyYASsrK9y8eRP29vbo2rUr5HI5du3aJXaIWSpdujR+/vlnTJ48GXZ2dmKH89lJrQ+8MmXKaPwtk8mUT1UnTJgAKysrkSLL2bt379C7d28cPHhQeSGflpaG1q1bIzAwUNkvjpTIZDLlhZmuU5GZmRmWLVsGX1/frx1athSd5J8+fRp16tTRqFFibGyM0qVLY/To0ZJLyujr9lbXv39/BAcHY/ny5Rr9yA0bNgzNmjXDypUrRY4wa7t370aXLl3QtGlTZeznzp1DSEgIduzYgXbt2okcoW5ly5ZFy5YtMXv2bEknSHVJTEzE6NGjsWHDBqSmpgLgtVD8/Pwwf/58yXWSn3kADl0EQZDc4BvqrK2tce3aNTg6OuK3337DiRMncPToUZw7dw5du3bFkydPxA4xS2fOnMHq1avx6NEj7Ny5E8WLF8fmzZtRpkwZ/PDDD2KHl6U2bdrg3bt32LZtG4oVKwYA+Pfff+Hl5QVbW1vs3btX5Ah127ZtG9asWYN169YpB9p6+PAh+vfvj379+qFevXro2rUrihQpIulrdX3w7t07DBo0CPv378fs2bMxfPhwsUPKlZwGC1Mn1YHDCPncKIFHvnm3b9+Gh4cHqlatihMnTqB169a4c+cO3rx5g3Pnzkl6dE4rKyuEhYVJOsb/wtXVFYcPH5bUk1V99/DhQ+UodC4uLpIeAOXx48dgjMHBwQGXLl3SaAZpbGyMwoULS67pjDofHx8sWbJEb5pt6Pv2BoCCBQti165daNSokcb0kydPonPnzpIfKfLq1atYtGiRxj46atQoSY8WaWFhgVu3bknmQcunSEhIUI5w7ejoKLnE3bckX758uHr1KpydndGsWTP8/PPPGD58OKKjo1GuXDkkJSWJHaJOu3fvRs+ePeHl5YXNmzcjPDwcDg4OWL58OQ4dOoRDhw6JHWKWnjx5ory2VVxPPXnyBK6urjhw4IBWFzJS4ejoiN27d2vVWL9+/To6dOiAR48e4fz58+jQoYOkuhlIT0/Hxo0bERISorNbASkm2IsVK4ZSpUohKChIOSI3IUQ/SbveLCGfgaurK+7fv4/ly5fDysoK8fHxaN++PQYPHoyiRYuKHV622rdvj5MnT+plAu/du3fYtWsXIiIiMGbMGOTPnx/Xrl2DnZ2dspne7du3RY4ya0+fPgUAyV74Zubv74/Ro0fDyclJI2mXlJSE+fPnY8qUKSJGp5u9vT1SU1PRu3dvFChQAPb29mKHlCeLFy9GWlqa1vQ3b97A0NBQcok9xfbV5+Y/iYmJOmsjFy5cGImJiSJElDO5XA6ZTAYAqFatGv744w+RI8qb5s2b48qVK3qdwLOwsNCbPuTyIl++fAgLC5PUb1O9enXMnDkTTZs2xenTp5W1YiMjIyXdkmDmzJlYtWoVevXqhT///FM5vV69epg5c6aIkeWsZMmSuHbtGoKDgzVGipb6aK4xMTE6z6FpaWnKLh6KFSsmuf4qhw8fjo0bN+Knn36Cq6urziaeUjNo0CBMmDAh1w/ptm3bhtatW0vqYUdgYCAsLS3RqVMnjemK5vm9e/cWKTJCvi6qgUeIhM2aNQuLFy/GTz/9BDc3N60+ToYNGyZSZNm7efMmmjZtCmtra0RFReHevXtwcHDApEmTEB0djU2bNokdok5yuRwzZ85EQEAA4uPjAfBakKNGjcLEiROVN+FSZGBggJiYGBQuXFhj+uvXr1G4cGFJ9w1iY2OD69evazVhlroWLVqgVatWGDRokMb0VatW4cCBA5KusbF582asWrUKkZGRCA0Nhb29PRYtWgQHBwe0adNG7PCy5OHhgQIFCmDTpk3KgUKSkpLQu3dvvHnzBsHBwSJHqC3zvjlmzBhMmDAB+fPnFzmy3Fm/fj38/f3h4+Oj8zwk1T42AV7zbu7cuVnWlHn06JFIkX0eUuuGAuDnfy8vL0RHR2PkyJGYOnUqAGDo0KF4/fo1tm7dKnKEupmbmyM8PBylS5fW2K6PHj1ChQoVkJycLHaIWXr06JGkykBu/fTTT3j+/DnWrVunrIV8/fp19O3bF0WKFMH//vc/HDx4EL/++itu3bolcrQqBQsWxKZNm9CyZUuxQ/lipPhwoGzZsli9erVWVwOnT59Gv379lANbEfKtoxp45JtXunRp+Pr6wsfHR++aaq5btw6WlpY4ffq0Vj8QgiBINoE3cuRIeHt7Y968eRr9xrVs2RLdu3cXMbLsTZw4EevXr8fcuXM1+teaNm0akpOTMWvWLJEjzFpWI6LeuHFD8omCNm3aYN++ffjll1/EDiVPLl68qLMz+UaNGmHixIkiRJQ7K1euxJQpUzBixAjMmjVLmdy1tbXF4sWLJZ3AW7x4MTw9PVGiRAm4u7sD4GXc1NQUR48eFTk63TI/J129ejUGDhwo+f1SoW/fvgB4Ld/MpN5xeJ8+fXD69Gn07NkTRYsW1YuaMvquUqVKOpMt8+fPl3QT/SJFiuDhw4coXbq0xvSzZ89KKomhi5OTExo2bAg/Pz907NhR0qOgq1u/fj169uyJatWqafTd6+HhgfXr1wMALC0tJTeyq7GxsaS7J/kcpFi/Jzo6WueDXnt7e0RHR4sQESHioAQe+eaNGDECGzduhL+/Pxo3bgw/Pz+0a9dO8iPQArzJiT66fPkyVq9erTW9ePHiGiNfSk1QUBDWrVunUaOkUqVKKF68OAYNGiTJBJ6trS0EQYAgCChbtqzGDWp6ejri4+MxYMAAESPMmbOzM/z9/XHu3DlUq1ZNq8mGVBPVHz9+1Nn8JzU1VbL9PAHAsmXLsHbtWrRt2xZz585VTq9evTpGjx4tYmQ5c3Nzw4MHD7BlyxZlU7Fu3brBy8sLZmZmIkeXO1K8McqOPje5Pnz4MP766y/lAxny5T158gSCICi7n7h06RK2bt2KChUqoF+/fiJHp23Tpk3o0qUL+vbti+HDh2PDhg0QBAHPnj1DaGgoRo8ejcmTJ4sdZrauXbuGwMBAjBw5EkOGDEGXLl3g6+uLWrVqiR1atooUKYLjx4/jn3/+wf379wEA5cqV0+ijLTcDu3xto0aNwpIlS7B8+XJ6KPAVFS5cGDdv3tRKst+4cQMFChQQJyhCREAJPPLNGzFiBEaMGIFr165h48aNGDp0KAYNGoTu3bvD19cXVatWFTvELN2+fRuurq4639u3bx/atm37dQPKJRMTE8TFxWlNv3//vkbH+VLz5s0blC9fXmt6+fLl8ebNGxEiytnixYvBGIOvry+mT58Oa2tr5XuKEVHr1KkjYoQ5W79+PWxsbHD16lVcvXpV4z0p1zStWbMm1qxZg2XLlmlMX7VqFapVqyZSVDmLjIzUOWiCiYkJEhISRIgod1JTU1G+fHn873//U9YKIyQ7tra2elPT8VvRvXt39OvXDz179sTz58/RrFkzVKxYEVu2bMHz588l1x+rj48PPD09MX78eMjlcnh4eCAxMRENGjSAiYkJRo8ejaFDh4odZrYqV66MJUuWICAgAAcOHMDGjRtRv359lC1bFr6+vujZs6ekr73Kly+v89pLqs6ePYuTJ0/i8OHDqFixola3Anv27BEpsm9bt27dMGzYMFhZWaFBgwYAePPZ4cOHo2vXriJHR8jXQ33gke9Oamoqfv/9d4wbNw6pqalwc3PDsGHD4OPjI7knacWLF8fZs2e1qozv3r0bvXr1kuzNdp8+ffD69Wvs2LED+fPnx82bN2FgYIC2bduiQYMGWLx4sdgh6lSrVi3UqlULS5cu1Zg+dOhQXL58GRcuXBApspydPn0a9erVg6EhPZf5Ws6dO4emTZuiRo0a8PDwAACEhITg8uXLOHbsGOrXry9yhLpVqFABc+bMQZs2bTT6elq2bBkCAwNx7do1sUPMUvHixREcHAwXFxexQ8k1mUyGfv36wdzcHACwYsUK9OjRQyPZDkBnc2ypOH36NBYsWKAcPbdChQoYM2aMZMu4wh9//IH9+/cjKChIuf2/JVLsp8rW1hYXLlxAuXLlsHTpUmzfvh3nzp3DsWPHMGDAAMn1OyiTyfD8+XNlH5UpKSl4+PAh4uPjUaFCBVhaWoocYd59/PgRv//+OyZMmICUlBQYGxujc+fO+O233yQ3eNvTp09x4MABREdHIyUlReM9qR4TfXx8sn0/MDDwK0Xy5Uixf82UlBT07NkTO3fuVF7ryuVy9OrVC6tWrYKxsbHIERLydVACj3w3UlNTsXfvXgQGBuL48eOoXbs2/Pz88PTpU6xYsQJNmjSRXOfKU6dOxR9//IFz586hSJEiAIDt27fD19cXGzdu1BqJSSrev3+Pjh074sqVK/jw4QOKFSuG58+fo06dOjh06JCkRrVSd/r0afz0008oVaqUstZaaGgonjx5gkOHDkn6ZvXatWswMjKCm5sbAGD//v0IDAxEhQoVMG3aNL25sFGckqSWTM9KWFgY5s2bhxs3bsDMzAyVKlXChAkT4OzsLHZoWVq3bh2mTZuGgIAA+Pn5Yd26dYiIiMCcOXOwbt06ST/Jnj17Nu7fv49169bpTbK6UaNGOZZnQRBw4sSJrxRR3vzxxx/w8fFB+/btlU1Rz507h71792Ljxo2S7te0SpUqiIiIAGMMpUuX1qopI+VkdW5I8Sbb0tISt2/fRunSpdG6dWvUq1cP48aNQ3R0NMqVKye57gVkMhliY2MlXUMtt65cuYINGzbgzz//hIWFBXr37q28zp0+fTri4uJw6dIlscNUCgkJQevWreHg4IB//vkHrq6uiIqKAmMMVatWlewx8XsgxWOLwv3795XXXG5ubrC3txc7JEK+KkrgkW+eom+Qbdu2QSaToVevXujTp49Gdf3bt2+jRo0akruwBHjtr5MnT+Lvv//GkSNH0KdPH2zevBkdOnQQO7QcnT17Fjdv3kR8fDyqVq2Kpk2bih1Sjv7991/8/vvvyv61XFxcMGjQIBQrVkzkyLJXo0YNjB8/Hh06dFCOmte+fXtcvnwZP/30k2RrPSps2rQJ8+fPx4MHDwDw0cbGjBmDnj17ihzZt2nLli2YNm0aIiIiAADFihXD9OnT4efnJ3Jk2WvXrh1CQkJgaWkJNzc3rYcB1HTp83NxcUG/fv20BplZuHAh1q5dq6yVJ0XTp0/P9n3FCKn66uzZs6hRo4ak+vStVasWGjdujJ9++gk//vgjLly4AHd3d1y4cAEdO3bE06dPxQ5Rg0wmg6ura44PBKSc7F24cCECAwNx7949tGzZEn369EHLli0hk8mU8zx9+hSlS5fW2W+rWGrWrIkWLVpg+vTpyoRR4cKF4eXlBU9PTwwcOFDsEL9brq6uOHz4sN4N/kfI94ASeOSbZ2BggGbNmsHPzw9t27bVegIPAAkJCRgyZIhkq717eXnh8uXL+Pfff7F161ZJjxJJxGFtbY1r167B0dERv/32G06cOIGjR4/i3Llz6Nq1K548eSJ2iFlauHAhJk+ejCFDhmiM/rtixQrMnDlT0qPTRkREIDAwEI8ePcLixYtRuHBhHD58GKVKlULFihXFDk8nxeAbFhYWSExMRHx8vLL5mNR9D02XpNYs0sTEBHfu3NEadfHhw4dwdXVFcnKySJF9W0aOHJnreaXatBAATp06hXbt2iEuLg69e/fGhg0bAAC//vor/vnnH8kl2WUyGUaNGpVjU1kpJ3udnZ3h6+sLb2/vLJvIpqSkYNu2bejdu/dXji5rVlZWCAsLg6OjI2xtbXH27FlUrFgRN27cQJs2bRAVFSV2iFnatWsXduzYobPpr5STvfpOH5tcE/K56Uf7E0L+g0ePHuVYvdrCwgI//vgjEhISRG/eeeDAAa1p7du3x5kzZ9CtWzcIgqCcR320VKkJCQlBSEgIXrx4oTWKoeKCXmoCAwNhaWmp1TR5586dSExMlNSFb2aMMeV2Dg4Oxs8//wwAKFmyJF69eiVmaDlatmwZVq5ciV69eimntW7dGhUrVsS0adMkm8A7ffo0WrRogXr16uHvv//GzJkzUbhwYdy4cQPr16/Hrl27xA5Rw8uXL9GrVy8EBwdDLpejRo0a2LJlCxwdHcUOLde+hQRdTqT2XLVkyZIICQnRSuAFBwdT7YzP6Pr16xp/X7t2DWlpacoROe/fvw8DAwNJD5AD8Cbjr169QlxcHGxtbZXT1fuBlJoxY8bozUMMXRQ117NjbGwsuWsYCwsLZRKmaNGiiIiIUD74kvJ1y9KlSzFx4kR4e3tj//798PHxQUREBC5fvozBgweLHZ4WW1vbXHdLItUB24Ccm1wT8r2gBB755uW2b4T+/fujVq1aotd6yG5k2Q0bNiiTX4IgID09/StFlTfTp0+Hv78/qlevjqJFi+pNf2Zz5szB6tWrtaYXLlwY/fr1k9zFr7rq1atj5syZaNq0KU6fPo2VK1cC4COO2tnZiRxd9mJiYlC3bl2t6XXr1kVMTIwIEeXO+PHjMXPmTIwcORJWVlbK6U2aNMHy5ctFjEy3cePGISwsDP7+/jA1NcXq1avRp08fnDx5UuzQcm3mzJnw8vLSGtiHfDmjRo3CsGHDEBYWptxPz507h40bN2LJkiUiR5c9mUyW7flHSudQ9f1w4cKFsLKyQlBQkDIJ9vbtW/j4+Ei6L1YFAwMDjeQdAJQuXVqcYHKgL9cnOXn37h3Wr1+vbNJesWJF+Pr6ag2WIyW1a9fG2bNn4eLigpYtW2LUqFG4desW9uzZg9q1a4sdXpZ+//13rFmzBt26dcPGjRsxduxYODg4YMqUKZJMgKl3ofL69WvMnDkTzZs31+jr+ejRo5g8ebJIEebOhAkTMHr0aGWT6927d2s0uSbke0FNaAnJIOUOW/VN0aJFMW/ePL3rv8zU1BT//POP1o1GVFQUXFxcJNlHosLNmzfh5eWF6OhojBw5UtncZ+jQoXj9+rXkBmhR5+rqiu7du+PXX3/VmD5z5kxs374dt27dEimy7FlaWuLWrVsoU6aMxvEjKioK5cuXl1zTwpIlS2LdunVo3rw5AF5rw8XFBQkJCZLqQys77u7uuH37NmrVqoUePXqgc+fOKFiwoNhhfVZSPBft3bsXAQEByuSAi4sLxowZI/nuHPbv36/xd2pqKq5fv46goCBJ9/lYvHhxHDt2TKsZ/u3bt/Hjjz/i2bNnIkWmW9WqVRESEgJbW1tUqVIl26SY1JoXZh6FVh9duXIFzZs3h5mZGWrWrAkAuHz5MpKSknDs2DHJ1k569OgR4uPjUalSJSQkJGDUqFE4f/48nJ2dsXDhQskOTmBubo67d+/C3t4ehQsXxvHjx+Hu7o4HDx6gdu3aeP36tdghZqlDhw5o3LgxhgwZojF9+fLlCA4Oxr59+8QJLBf0uck1IZ8T1cAj5Bvg5uaGQ4cOSaY5U0pKis4aVVJXuHBh3Lx5UyuBd+PGDRQoUECcoHKpUqVKOhNd8+fPh4GBgQgR5d706dPRpUsX/P333xqjXIaEhGDHjh0iR5c1GxsbxMTEaNUGu379OooXLy5SVFl79uwZ3N3dlX87OzvDxMQEMTExkq0dk9mNGzdw584dbNmyBQsWLMCIESPQrFkzeHl5oW3btpJtoqfv2rVrh3bt2okdRp7pSjB27NgRFStWxPbt2yWbwIuLi8PLly+1pr98+RIfPnwQIaLstWnTRvkQILtWBFIUGRmZpxFopdZHJQD88ssvaN26NdauXascjCMtLQ19+vTBiBEj8Pfff4scoW7q29DCwgKrVq0SMZrcK1KkCN68eQN7e3uUKlVKOVBLZGSk5LpAyOzo0aP47bfftKZ7enpi/PjxIkSUe/ra5JqQz40SeIR8A6KiopCamip2GEp9+vTB1q1bJV8dP7Nu3bph2LBhsLKyQoMGDQDwfs6GDx+Orl27ihzdpzE1NRU7hBx16NABFy9exKJFi5RPf11cXHDp0iVUqVJF3OCy0bVrV4wbNw47d+6EIAiQy+U4d+4cRo8erdGfn5RkTuYaGBhI/oYjs4oVK2L27NmYPXs2zp07h61bt2LEiBEYMGAA4uLixA7vP/tWmvRJWe3atdGvXz+xw8hSu3bt4OPjg4CAAGWNqosXL2LMmDFo3769yNFpUx/gQcqDPeiS11peUjxeXrlyRSN5BwCGhoYYO3YsqlevLmJk2ZsyZQoaN26MOnXq6MW1ikKTJk1w4MABVKlSBT4+Pvjll1+wa9cuXLlyRZL7p7oCBQpg//79GDVqlMb0/fv3S/5Btb42uSbkc6MEHiHks0tOTsaaNWsQHByMSpUqaY38K9WRombMmIGoqCh4eHgoL4Tlcjl69eqF2bNnixydtvz58+P+/fsoWLBgjp0US7FfFnXVqlXDH3/8IXYYeTJ79mwMHjwYJUuWRHp6OipUqID09HR0794dkyZNEjs8LYwxlC1bVqOcxMfHo0qVKpDJZMppUi8r6iwsLGBmZgZjY2NJ1kz6FFJJEOS243N9Ki8AkJSUhKVLl0qylqzCqlWrMHr0aHTv3l35cM7Q0BB+fn6YP3++yNERqcmXLx+io6NRvnx5jelPnjzR6J9VakJDQ7Fw4UKkpaWhRo0aaNiwIRo1aoR69erBzMxM7PCytGbNGuWgYYMHD0aBAgVw/vx5tG7dGv379xc5uuxNnz4dffr0walTp1CrVi0A/OHAkSNHsHbtWpGjy97ChQsRHx8PgK9HfHw8tm/frmxyTcj3gvrAIySDFPsdyi2pxd64ceMs3xMEASdOnPiK0eTdgwcPEBYWBjMzM7i5uUm2H5agoCB07doVJiYmCAoKynZeKQ/AAfDO5Pfu3avsY6tChQpo06aNRo0CqYqOjsbt27eVyTBnZ2exQ9IppzKiIPWyEhkZia1bt2Lr1q24d+8eGjZsiO7du6Njx46S7rA9t86ePYsaNWqI3i+henlhjGHgwIHw9/fX6itMyuUlcxKSMYYPHz7A3Nwcf/zxh6RHcgeAhIQEREREAAAcHR1hYWEhckRZK1OmTI4JX0EQlOujr6R0vbVp0yZ06dIFY8aMwd69e7FgwQKNgWbGjBmDDh06aAxiIDVpaWm4ePEi/v77b5w+fRrnz5/Hx48fUaNGDZw9e1bs8L5JFy9exNKlSzX6NB02bJgyoSdF6enpOHfuHCpVqgQbGxuxwyFEVJTAIySDq6srDh8+LJl+5PJCSheU3wMp9oGjz+7cuYPWrVvj+fPnKFeuHADg/v37KFSoEA4ePAhXV1eRI/w+bdu2Da1bt5ZU0qB27dq4fPkyKlWqBC8vL3Tr1k3SNalGjhyZ63mlXoNAH88zGzdu1EgqyWQyFCpUCLVq1dIaJZX8N9mNSBwVFYXVq1fj48ePkhr591NIaT8wMDBATEwMbGxsMGbMGKxatQppaWkAACMjIwwcOBBz584V/WFAbty/fx8nT55UDqRgbW0tuX7NoqOjczVfqVKlvnAk3ydTU1PcvXuXRqEn3z1K4JHvwrt377Br1y5ERERgzJgxyJ8/P65duwY7OztJ3/zllpQuKL8HUt3ecrkcDx8+xIsXL5TNOxQUffpJUZ06dVCoUCEEBQUpb6rfvn0Lb29vvHz5EufPnxc5QpVvKSGTEykmqidOnAgvLy9UqFBB7FByJXNt5GvXriEtLU0jUW1gYIBq1apJvmayVI9736KEhATMnTsXISEhOo/njx49EimyvHnz5g1mzJiBlStXolatWvjtt9/0vq8qKR0XM4+gm5iYqFFjU+qD+qxZswanTp3C6dOn8fHjR9SvXx+NGjVCo0aNUKlSJcn1B6reh6zi9jlzDV9BECSXpI6Li0O+fPmU/8+OYj4pql69On777Td4eHiIHQohopJ+2yRC/qObN2+iadOmsLa2RlRUFPr27Yv8+fNjz549iI6OxqZNm8QO8ZvQvn17bNy4Efny5cuxE989e/Z8pai+HxcuXED37t3x+PFjrT60pHhBqS4sLAxXrlzRqBFja2uLWbNmoUaNGiJGpu369eu5mk9qNx6fQorP92bNmgWAj3QdGRkJR0dHSTezPnnypPL/CxcuhJWVlVai2sfHB/Xr1xcrxG9amTJl4OPjAx8fH72qXd+nTx+cPn0aPXv2RNGiRfXueJKUlISFCxdiwYIFsLe3x549e9CyZUuxw/ospHZcVC8b5ubmcHNzEzGavBkwYAAKFSqEUaNGYdCgQbC0tBQ7pGwJgoASJUrA29sbrVq1kvS5R52trS1iYmJQuHBh2NjY6DyeSDX5qG7mzJkYPXo0ZsyYgWrVqmm1DpBy8pGQz0k/jjyE/AcjR46Et7c35s2bp9GZb8uWLdG9e3cRI8ub5OTkLEfpWr16Nezs7L5yRJqsra2VFwXfQj9U+mbAgAGoXr06/vrrL7274StbtixiY2NRsWJFjekvXryAk5OTSFHppp6QIV9fUlIShgwZouyf7f79+3BwcMDQoUNRvHhxjB8/XuQIsxYQEIBjx45pJapnzpyJH3/8UWtUQPLfDR8+HBs3boS/vz8aN24MPz8/tGvXTvJNCg8fPoy//voL9erVEzuUPElPT8fatWsxffp0mJqaYunSpejRo4denY9ycvjwYUm13FAfdCsr165d+0rR5M2ePXvw999/488//8TUqVNRpUoVZQ28H374QXI1CJ8+fYqgoCAEBgZi1apV6NGjB/z8/ODi4iJ2aNk6ceIE8ufPD0C/r2EUDwFat26tFzUfCflSqAkt+eZZW1vj2rVrcHR01GgC9PjxY5QrVw7Jyclih5gluVyOWbNmYdWqVYiNjVXerE6ePBmlS5eGn5+f2CF+l6TYlMzCwgI3btyQXMIrNw4dOoSxY8di2rRpyuZVFy5cgL+/P+bOnYsffvhBOa++PGF98eKFVmf/+kaK5Xz48OE4d+4cFi9eDE9PT9y8eRMODg7Yv38/pk2blusakmKwsrLCwYMH0ahRI43pJ0+eROvWrSU3im7m5uIrVqxAjx49tB7Q6ENT8WvXrmHjxo3Ytm2bcqRoX19fVK1aVezQdCpTpgwOHTok+cSAuh07dmDSpEl49+4dJk6ciIEDB8LY2FjssLKl710iyGQyjBo1Kseaa1OnTv1KEX269+/f48yZM9i5cye2bdsGmUwm6evzs2fPIjAwEDt37kSFChXg5+cHPz8/jRHdyed1+vTpbN9v2LDhV4qEEHFRAo988woXLoyjR4+iSpUqGjekx48fh6+vL548eSJ2iFny9/dHUFAQ/P390bdvX9y+fRsODg7Yvn07Fi9ejNDQULFD/C5JqQ8chSZNmmDs2LHw9PQUO5Q8U7/gVTxVzdy/jJSesJqbm+Px48coVKgQAOCnn37CunXrULRoUQBAbGwsihUrJolY/wspJvDs7e2xfft21K5dWyO+hw8fomrVqjn27yOmXr164cyZMwgICEDNmjUB8NEAx4wZg/r16+d6lOCvJbvRxBX0YVRxdampqfj9998xbtw4pKamws3NDcOGDYOPj4+kaon98ccf2L9/P4KCgiRXCykrMpkMZmZm6NatW7YPWqSUCNP3Pioz94Gnj16/fo3Tp0/j1KlTOHXqFO7cuQNbW1vUr18fe/fuFTu8HMXGxqJbt244ffo0Xr58qazpJiU3b97M9byVKlX6gpEQQj4HakJLvnmtW7eGv78/duzYAYDfcERHR2PcuHHo0KGDyNFlb9OmTVizZg08PDwwYMAA5XR3d3f8888/IkaWvSpVqui8GRIEAaampnBycoK3t3eubhClSCrPPdQvyoYOHYpRo0bh+fPncHNzg5GRkca8Ur4o07cmHcnJyRpl4O+//0ZSUpLGPFIpI9+aly9f6rxZTUhIkFQCRpdVq1Zh9OjR6N69O1JTUwEAhoaG8PPzw/z580WOTpu+7ZfZSU1Nxd69exEYGIjjx4+jdu3a8PPzw9OnT/Hrr78iODgYW7duFTtMpYCAAERERMDOzg6lS5fWOp5LsUlkgwYNIAiCchAFXaS2j+p7H5VS25555ebmhrt378LW1hYNGjRA37590bBhQ0lfryicP38eGzZswM6dO1GuXDmsWLECNjY2YoelU+XKlSEIQo7XJVJ5SJqdt2/fYv369bh79y4AoEKFCvDx8ZFk4pSQL4Vq4JFv3vv379GxY0dcuXIFHz58QLFixfD8+XPUqVMHhw4d0uoEVUrMzMzwzz//wN7eXqO2SXh4OGrWrIn4+HixQ9RpwoQJWLlyJdzc3JQ1TS5fvoybN2/C29sb4eHhCAkJwZ49e9CmTRuRo+VSU1NRvnx5/O9//8ux2dLZs2dRo0YN0ftRkslk2V6UKd7Th4syfZK51kPmmmrfSg08V1dXHD58WFKd/zdo0ACdOnXC0KFDYWVlhZs3b6JMmTIYOnQoHjx4gCNHjogdYo4SEhI0RoqU8jkoL6RYM/natWsIDAxUNsnr1asX+vTpg/LlyyvnuX37NmrUqKGVhBfT9OnTs31fH5pE6pvixYvj2LFjWn2x3r59Gz/++COePXsmUmRZ0/caeCtWrEDDhg3h6uoqdii5EhMTg02bNiEwMBBv376Fl5cXfH19JR//48ePcz2vvb39F4zkv/n777/RqlUrWFtbo3r16gCAq1ev4t27dzh48CAaNGggcoSEfB1UA49886ytrXH8+HGcO3cON27cQHx8PKpWrYqmTZtKvpZMhQoVcObMGa0T6q5du1ClShWRosrZq1evMGrUKEyePFlj+syZM/H48WMcO3YMU6dOxYwZMySTwDMyMsp1fyvqfbKJKTIyUuwQPpszZ85g9erVePToEXbu3InixYtj8+bNKFOmjGS297fk3bt32LVrFyIiIjBmzBjkz58f165dg52dnbKD9tu3b4scpbbZs2ejRYsWCA8PR1paGpYsWYLw8HCcP38+x/5xpMLCwkIvapjklRTPpzVq1ECzZs2wcuVKtG3bVqsmG8D7m+vatasI0WXte0jQSS3hGxcXh5cvX2pNf/nypeT6p1SIjIxUduWQG1Lb5oMHD9b4Oz09Hbdu3YK9vb3GYD9SUapUKRQvXhy9e/dG69atYWRkBLlcrtVEVWrHdykn5fJi8ODB6NKlC1auXAkDAwMAvMwMGjQIgwcPxq1bt0SOkJCvhBHyjZs3b57O6Wlpaaxr165fOZq82bdvH7O2tmZz585l5ubmbP78+axPnz7M2NiYHTt2TOzwspQvXz724MEDrekPHjxg+fLlY4wxdvfuXWZpafm1Q8vWrFmzWO/evVlqaqrYoXwxLVu2ZM+ePRM7DA27du1iZmZmrE+fPszExIRFREQwxhhbtmwZa9GihcjRaZPJZOzFixfKv62srNijR4+Ufz9//pzJZDIxQsuVGzdusEKFCjEnp/+3d+dhNeb//8Cfp01JC1IatKgmkmixj30dRspYpl3KPkmLwago+1KZMAxZsoVvDGOQSIxK9FGJkdHqWDIz9kkalfv3R1fn5zitBu/7Pl6P63Jd57zv88fTfZ3Ouc/rfr9fb1NOSUlJcr4XLlzIubm5MU5Xv7y8PM7b25vr1q0b17FjR87FxYXLzs5mHateJSUlXFBQENerVy/OxMSEMzY2lvondM2aNZO8l/iiqKiIdQRSC769X9zc3DgjIyPu0KFD3J07d7g7d+5wcXFxnLGxMefu7s463nvBt3Pu6+vLRUdHcxxXdU3eu3dvTiQScerq6lxSUhLbcDUQiUSSfwoKCpyCgoLUWPW4EPz+++/cyZMnuaNHj0r94zNVVVXu5s2bMuM3b97kVFVVGSQihA2agUfk3po1a9CiRQupHVsrKyvxzTff8HKGyZvGjBmDY8eOISwsDOrq6ggJCYGNjQ2OHTuGoUOHso5XK1VVVaSmpsrsiJqamgpVVVUAVTvsVj/mi/T0dCQmJiIhIQGdO3eWWdp2+PBhRsnen5r6tbG2dOlSbN68Ge7u7ti/f79kvE+fPli6dCnDZDXjOA6ff/65pP9QSUkJrK2tJZtxcDycifQmf39/TJo0CatXr4aGhoZkfOTIkXB2dmaYrGFMTEywdetW1jEazdvbG+fPn4ebmxv09fUF379KCIQ686SyshKRkZE4ePAgxGIxXr16JXX88ePHjJLJL6H1qJQHcXFxcHV1BQAcO3YMRUVFuHnzJnbv3o2FCxciJSWFcUJp8rDqoaCgAI6Ojrh27ZpUC5bq7yM+t/6wsbFBTk6OZJOZajk5OejSpQujVIR8fFTAI3Lv+PHjGDZsGLS0tDBu3DhUVFRgwoQJuHnzpiCadPft2xenT59mHaNRfHx8MH36dFy5cgXdunUDUFUci46Oxvfffw8AOHXqFLp27cowpSxtbW3eb2wij/74448ae5doaWnh6dOnHz9QPXbs2ME6wn+Snp6On376SWa8TZs2ePDgAYNEjfP69Wvk5eXhr7/+wuvXr6WO8bkHzsmTJ3H8+HH06dOHdRS517x58wYVSPlaCAsNDUV0dDQCAgIQFBSEhQsXoqioCEeOHEFISAjreHKpadOm+PHHH7FmzRq57FHJRw8fPkTr1q0BACdOnMD48ePx+eefY/Lkyfjhhx8Yp5PV2BsCM2fORFhYGHR0dD5Qosbz9fWFsbExEhMTYWxsjMuXL+PRo0cICAjA2rVrWceT8eby5NmzZ8PX1xd5eXno2bMnACAtLQ0bN27EypUrWUUk5KOjAh6Re926dcOhQ4fg4OAAFRUVbNu2DXl5eUhKSoKenh7reHIpKCgIxsbG2LBhA3bv3g0AMDc3x9atWyUzfKZPn44ZM2awjClD6IUZoWrdujXy8vJgZGQkNZ6cnMybXj1v8vDwaNTrY2NjYW9vz5sfgk2aNMHz589lxm/dutWofkospKWlwdnZGbdv35aZ6cj3zVqaN28u1zvl8WlG4bp16ySPOY7DjBkzEBYWJphm/3v37sXWrVsxatQoLF68GE5OTjAxMYGVlRXS0tIwe/Zs1hHllrz2qOQjPT093LhxA/r6+oiPj8emTZsAAKWlpZIeZ0K2Z88eBAYG8qqAd/HiRZw9exY6OjpQUFCAgoICvvjiC6xYsQKzZ89GZmYm64hSatpB97vvvpN5nbOzMyZOnPgxoxHCDBXwyCdh0KBB2LVrF77++mt07NgR58+f59UXam1qm0UgEomgqqoKU1NTTJo0CZ6engzS1c3FxQUuLi61HldTU/uIaRquoqIC586dQ35+PpydnaGhoYH79+9DU1MTzZo1Yx1PLk2ZMgW+vr7Yvn07RCIR7t+/j4sXLyIwMFBmIxQhmjZtGnr06MGbYqS9vT3CwsJw8OBBAFWfJ2KxGPPmzeP9DNTp06fDzs4Ox48fF9wy1CVLliAkJAQxMTFo2rQp6zjvHZ+Wjr9dZPfx8cHXX3/Nm7/B+jx48ACdO3cGADRr1gzPnj0DAHz11Vdy8ZkI8KvgC1TtDr1y5UokJibWOLu3oKCAUbL3h2/n3NPTExMmTJB8lg8ZMgQAcOnSJamdooWKT5+J1SorKyWtM3R0dHD//n2Ym5vD0NAQf/zxB+N0suRh2TIh7xsV8IhcGjt2bI3jrVq1gra2NqZOnSoZ43Nfs5CQECxbtgxffvklunfvDgC4fPky4uPjMWvWLBQWFmLGjBmoqKjAlClTGKeV9erVqxovhA0MDBglqtvt27cxYsQIiMVi/Pvvvxg6dCg0NDSwatUq/Pvvv9i8eTPriHJp/vz5eP36NQYPHozS0lL069cPTZo0QWBgIHx8fFjH+8/4dhEfHh6OcePGQVdXFy9fvkT//v3x4MED9OrVC8uWLWMdr065ubmIi4uT6a8pBOHh4cjPz4eenh6MjIxkdkTNyMhglOz9OHnypGQHY/LftG3bFsXFxTAwMICJiQkSEhJgY2OD9PR0NGnShHW894Jvn4ufQo9Kvp3zxYsXw9LSEnfu3MH48eMl721FRUXMnz+fcTr5ZGlpiatXr8LY2Bg9evTA6tWroaKigi1btvDyBse79DEdNWoUoqOjoa+v/wESEcIeFfCIXNLS0qpxfPjw4R85yX+TnJyMpUuXYvr06VLjP/30ExISEnDo0CFYWVkhKiqKVwW83NxcTJ48GampqVLjHMfxepmbr68v7OzscPXqVbRs2VIy7ujoyKvzK08qKyuRkpKCWbNmYe7cucjLy0NJSQksLCxoxuMHoqWlhdOnTyM5ORnZ2dkoKSmBjY2NZPYDn/Xo0QN5eXmCLOA5ODiwjtBg/v7+DX5tREQEAOCLL774UHE+OY6OjkhMTESPHj3g4+MDV1dXbNu2DWKxGH5+fqzjvRd8K/h+Cj0q+XbO7969i3HjxsmMe3h4IC0tjUEi+RcUFIQXL14AAMLCwvDVV1+hb9++aNmyJQ4cOMA43fvBx83aCHmfRBzfbscQQiSaNWuGrKwsmR+reXl56Nq1K0pKSpCfnw8rKyvJFzIf9OnTB0pKSpg/f36Nd7L5ultUy5YtkZqaCnNzc2hoaODq1ato3749ioqKYGFhgdLSUtYR/7MVK1ZgxowZ0NbWZh1FQlVVFTk5OTA2NmYd5YN4871EGu/NJtb5+fkICgrC3Llz0blzZ5lZbNS76v0YOHCg1POMjAxUVFRIdv+7desWFBUVYWtri7Nnz7KI2ChC/xtMS0tDamoqzMzMMHr0aNZxZLxLwZdvjI2NceLECXTs2JF1lAaRh3NuYWGB5ORkmd6gKSkpGDVqFC83sWoMoXzuPH78uMEb/wiBUM47Ie+KZuARwmMtWrTAsWPHZO64Hzt2THLB8+LFC0k/C77IysrClStXBNfD5PXr1zXODrx79y7vznFNdu/ejc2bN6OwsBAXL16EoaEh1q1bB2NjY4wZMwYAsGDBAsYpZVlaWqKgoEBuC3h8lJiYiMjISOTk5AAAOnbsiDlz5vByFl5NTawnT54seVx9jM+ze4XmzR3aIyIioKGhgZiYGDRv3hwA8OTJE3h6eqJv376sItbp7eLGq1evsGzZMpnZ+XwsbJSXl2PatGkIDg6WfCb27NlTsusiH73d+L6ugi9fCa1HpTyc8549e2LYsGFISkqSXGP99ttv+OqrrxAaGso4nXzas2cPHB0dpTbVkufNlQiRR1TAI5+EuLg4HDx4EGKxGK9evZI6xue+Q8HBwZgxYwaSkpIkPfDS09Nx4sQJST+206dPo3///ixjyrCwsMDDhw9Zx2i0YcOGYd26ddiyZQuAqsJASUkJFi1ahJEjRzJOV7dNmzYhJCQEc+bMwbJlyySFDG1tbaxbt05SwOOjpUuXIjAwEEuWLIGtra3Mbq2ampqMksmnH3/8Eb6+vhg3bhx8fX0BVM3wGTlyJCIjIzFr1izGCaXJSxPryspKREZG1vpd9PjxY0bJ6hYeHo6EhARJ8Q6o2mBp6dKlGDZsGAICAhimq9nbxY3evXvLbELA19kmysrKOHTokKA2qxB6wRcQXo9KeTjn0dHRGDduHEaPHo1Tp04hNTUV9vb2WLp0qeS7SchcXV15d/3i5+eH6dOnw97eHq6urhg+fLhc7PhLyKeEltASuRcVFYWFCxdi0qRJ2LJlCzw9PZGfn4/09HTMmjWL903bU1JSsGHDBsnuUObm5vDx8UHv3r0ZJ6vd2bNnERQUhOXLl9e4zI1vFzTV7t69i+HDh4PjOOTm5sLOzg65ubnQ0dHBb7/9Bl1dXdYRa2VhYYHly5fDwcFBavnA9evXMWDAAF4XVBUUFCSP3/xRLS+zqiwtLXHy5Em0a9eOdRQAVQ3y58+fj2+//VZqfOPGjVi+fDnu3bvHKJl8CwkJQXR0NAICAhAUFISFCxeiqKgIR44cQUhICGbPns06Yo00NDRw7NgxDBgwQGo8KSkJ9vb2+Oeff9gEk2MeHh7o2rWrIPvdtWnTBgkJCejUqZPU+PXr1zFs2DDcv3+fUbK61Tfja9GiRR8pSeMJ9ZwDVbNjR40ahdLSUmRnZ2PFihUy30189PTpU1y+fLnGjdrc3d0ZpapfRUUF4uPjERsbi6NHj6Jp06YYP348XFxceP27ojFoCS2Rd1TAI3KvQ4cOWLRoEZycnKQ+1ENCQvD48WNs2LCBdUS5I+SCTEVFBfbv3y/V3N/FxQVqamqso9VJTU0NN2/ehKGhodT7PDc3F1ZWVrxu6Hv+/Pk6j/Nthumbnj59iri4OOTn52Pu3Llo0aIFMjIyoKenx6tm4W+qrbdmbm4urK2tUVJSwihZ7a5cuYLAwEAcPXpU5gbAs2fP4ODggHXr1vG2vyYAmJiYICoqCqNGjYKGhgaysrIkY2lpadi3bx/riDVyd3fHhQsXEB4eLpkJfunSJcydOxd9+/ZFTEwM44T/naamJrKysnjzg2/p0qUIDw/H4MGDa5yVzNdiL0AFXxaEdM7f7Gla7Z9//oGTkxNGjRqFGTNmSMb52tP02LFjcHFxQUlJCTQ1NaWuc0UiEW9nU7+ttLQUP//8M/bt24czZ86gbdu2yM/PZx3rP6MCHpF3tISWyD2xWCy5q6Smpia5kHFzc0PPnj0FU8ArKyuTWXLF15lsby7tEBolJSW4urqyjtFoxsbGyMrKgqGhodR4fHw875tyN7RAN3PmTISFhUFHR+cDJ2qY7OxsDBkyBFpaWigqKsKUKVPQokULHD58GGKxGLt27WIdsUb29vb4+eefMXfuXKnxo0eP4quvvmKUqm7h4eEYNGhQjZ95WlpaGDp0KNasWYM9e/YwSNcwDx48QOfOnQFUFVGfPXsGAPjqq694vVxy8+bNCAwMhLOzM8rLywFUfU56eXlhzZo1jNO9H3y7l71t2zZoa2vjypUruHLlitQxkUjE6wKeo6MjPD09ayz4jh07lnE6+SSkc15TT9Pq5z/99BO2bNnC+5u9AQEBmDx5MpYvXy6Ifom1adq0KYYPH44nT57g9u3bkp64Qvf9999TXz8i16iAR+Re69at8fjxYxgaGsLAwABpaWno0qULCgsLeXfR/rbS0lJ89913OHjwIB49eiRznK8XN/3798eFCxfw008/IT8/H3FxcWjTpg12797N+40KcnNzkZSUVOOyiJCQEEap6ufv749Zs2ahrKwMHMfh8uXLiI2NxYoVKxAdHc063nuxZ88eBAYG8qaA5+/vj0mTJmH16tVSm5yMHDkSzs7ODJPVzcLCAsuWLcO5c+fQq1cvAFU98FJSUhAQEICoqCjJa/lSKLh06RLmz59f6/HRo0fz/n3etm1bFBcXw8DAACYmJkhISICNjQ3S09PRpEkT1vFq1bRpU/z4449Ys2aNZHaGiYmJzKww8v682fex+jqFrz373ibUgq9Qe1QCwjrn8tDT9N69e5g9e7Zgi3fVM+/27t2LxMREtGvXDk5OToiLi2MdrV5C3ayNkPeKI0TOeXl5cYsXL+Y4juM2bNjAqampcUOGDOG0tbW5yZMnM05Xt5kzZ3IdO3bk4uLiODU1NW779u3ckiVLuLZt23J79uxhHa9W1Xm9vb25Jk2acPn5+RzHcdz69eu5L7/8knG62m3ZsoVTVFTk9PT0uC5dunBdu3aV/LO2tmYdr1579uzhTE1NOZFIxIlEIq5NmzZcdHQ061jvTbNmzSTvJT7Q1NTk8vLyOI6TzlZUVMQ1adKEZbQ6GRkZNeifsbEx66gSTZo04QoKCmo9XlBQwKmqqn7ERI03b948btmyZRzHcdz+/fs5JSUlztTUlFNRUeHmzZvHON2njW+fLRzHcdHR0VynTp04FRUVTkVFhevUqRO3detW1rEarKSkhLt69Sp39epVrqSkhHWcegUHB3P6+vrc2rVrOVVVVW7JkiWcl5cX17JlS+6HH35gHa9BhHbOhcrR0ZE7cOAA6xjvZOLEiZy6ujrXqlUrbtasWVxqairrSA32448/cjo6OtzSpUs5NTU1yWf2jh07uAEDBjBOR8jHQz3wiNx7/fo1Xr9+DSWlqgmnBw4cQEpKCszMzDB9+nSZDRb4xMDAALt27cKAAQOgqamJjIwMmJqaYvfu3YiNjcWJEydYR6yRtbU1/Pz84O7uLtWLIjMzE19++SUePHjAOmKNDA0NMXPmTMybN491lP+ktLQUJSUlvN50413wra+Jrq4uTp06BWtra6lsp0+fxuTJk3Hnzh3WEeVGu3btsHXrVowYMaLG4ydPnsTUqVMFdc7T0tKQmpoKMzMzjB49mnWcWr148QIrV65EYmJijTOT397dVYj49tkSEhKCiIgI+Pj4SGbJXrx4ERs2bICfnx/CwsIYJ5Q/Qu1RKTS//PJLg19rb2//AZO8u23btiEsLAyenp41btTG19wA4OLiAhcXF0HuPivkzdoIeZ+ogEc+CWVlZcjOzpb58SESiXj9w6lZs2a4ceMGDAwM0LZtWxw+fBjdu3dHYWEhOnfuzMtm80DVkqsbN27AyMhI6ku2oKAAFhYWKCsrYx2xRnxrZN4YhYWFqKiogJmZmdR4bm4ulJWVYWRkxCbYe8S3H9ne3t549OgRDh48iBYtWiA7OxuKiopwcHBAv379sG7dOtYRa5SUlISBAweyjtEonp6eyMvLw4ULF2SOcRyHvn37wszMDDt27GCQrn7l5eWYNm0agoODed9G4G1OTk44f/483NzcoK+vL7OU09fXl1Gy94dvn/2tWrVCVFQUnJycpMZjY2Ph4+PD6x+qQi34qqurIycnBwYGBtDX18fx48dhY2ODgoICWFtbS3pW8pGQzvmbm5zVhc898Or6P/A5d2N07twZJ06cQLt27VhHkRDyZm2EvE/UA4/Ivfj4eLi5udXYQ47vX7Tt27dHYWEhDAwM0KFDBxw8eBDdu3fHsWPHoK2tzTperVq3bo28vDyZolFycjJvfiDVZPz48UhISMD06dNZR2m0SZMmYfLkyTIFvEuXLiE6Ohrnzp1jE0yOhYeHY9y4cdDV1cXLly/Rv39/PHjwAL169cKyZctYx6vViBEj0LZtW3h6esLDw4NXF+i1CQoKgq2tLXr06IGAgACYm5sDAG7evInw8HDcunULO3fuZBuyDsrKyjh06BCvN6uozcmTJ3H8+HH06dOHdZQPhm/3ssvLy2FnZyczbmtri4qKCgaJGs7b27vOgi9fCbVHJSCsc/52cVGI5OH/UJ+ioiJJP0W+EPJmbYS8T1TAI3LPx8cHEyZMQEhICPT09FjHaRRPT09cvXoV/fv3x/z58zF69Ghs2LAB5eXliIiIYB2vVlOmTIGvry+2b98OkUiE+/fv4+LFiwgMDOT1D1hTU1MEBwcjLS2txmURfGnoX5PMzMwaf2D37NkT3377LYNE8k9LSwunT59GcnIysrOzUVJSAhsbGwwZMoR1tDrdu3cPu3fvRkxMDEJDQzFo0CB4eXnBwcEBKioqrOPVyMTEBGfOnMGkSZPwzTffSH6gchwHCwsLnD59GqampoxT1s3BwQFHjhyBn58f6yiN0rx5c7nf0e/kyZNo06YN6xgSbm5u2LRpk8z3/JYtW+Di4sIoVcMIteDr6OiIxMRE9OjRAz4+PnB1dcW2bdsgFot5/zcr1HNOSGN8Cpu1EdIQtISWyD1NTU1kZmbCxMSEdZT/7Pbt27hy5QpMTU1hZWXFOk6tOI7D8uXLsWLFCpSWlgIAmjRpgsDAQCxZsoRxutrVtbRNJBLxahnK27S0tHDu3DlYW1tLjV+5cgUDBgzAP//8wyjZ+zNjxgwsWbKEN7vQyoOMjAzs2LEDsbGxAABnZ2d4eXmhS5cujJPVLisrC7m5ueA4Dp9//jm6du3KOlKDLF26FOHh4Rg8eDBsbW1ldnHl6w2CPXv24OjRo4iJiRHErov+/v4Nfi2fboS9mbuiogI7d+6EgYEBevbsCaBqNrVYLIa7uzvWr1/PKma9jI2NceLECcHPiBFKj0pA2Of8/PnzWLt2LXJycgBU9TmbO3cu+vbtyzhZ3YSau6H41rKk2t69e7F48WLJjuifffYZQkND4eXlxTgZIR8PFfCI3Js8eTL69Okj+A/3srIyqKqqso7RKK9evUJeXh5KSkpgYWGBZs2asY4kt0aPHg01NTXExsZKGhNXVlZi4sSJePHiBU6ePMk4Ye3i4+PRrFkzfPHFFwCAjRs3YuvWrbCwsMDGjRvRvHlzxglrl5iYiMjISMlFfMeOHTFnzhzez8J70/3797FlyxasXLkSSkpKKCsrQ69evbB582Z06tSJdbx3wreeZoBwbxBYW1sjPz8fHMfByMhIZmZyRkYGo2Q1e7u/Y0ZGBioqKiTLrm/dugVFRUXY2tri7NmzLCLWqKF9KUUiEa9yv01oBV9A2D0qAWGec6Aqt6enJ8aOHSuZPZiSkoKff/4ZO3fuhLOzM+OENRNq7sbgawGvmrxu1kZIQ1ABj8i90tJSjB8/Hq1atRLcssjKykosX74cmzdvxp9//olbt26hffv2CA4OhpGRkeCLknxTUFDA24uV+ty4cQP9+vWDtra25A7whQsX8Pz5c5w9exaWlpaME9auc+fOWLVqFUaOHIlr166hW7du8Pf3R1JSEjp06MDbjQl+/PFH+Pr6Yty4cZKdItPS0hAXF4fIyEjMmjWLccLalZeX4+jRo9i+fTtOnz4NOzs7eHl5wcnJCX///TeCgoKQkZGBGzdusI76Tvj+46P60ovPvaqqhYaG1nl80aJFHylJ40VERODcuXOIiYmR3Ah48uQJPD090bdvXwQEBDBOKH+EVvCtpqWlhaysLEEW8IR6zjt27IipU6fKLFGOiIjA1q1bJTfG+EaouRuDj9+hn8JmbYQ0BBXwiNzbtm0bpk+fDlVVVbRs2VLqBxOfZz0AQFhYGGJiYhAWFoYpU6bg+vXraN++PQ4cOIB169bh4sWLrCPKFQUFBbRt2xb9+/fHgAED0L9/f9731XrT/fv3sWHDBly9ehVqamqwsrLCt99+y/v+Vc2aNcP169dhZGSExYsX4/r164iLi0NGRgZGjhyJBw8esI5Yo7Zt22L+/PkyPQY3btyI5cuX4969e4yS1c3HxwexsbHgOA5ubm7w9vaWKfA+ePAAn332mWCbdfPxxwdQ9X0UGRmJ3NxcAICZmRnmzJkDb29vxsnkU5s2bZCQkCAzk/T69esYNmwY7t+/zyiZ/BJqwdfDwwNdu3blfb+7mgj1nDdp0gS///67zHVWXl4eLC0tUVZWxihZ3YSauzH4+B3av39/TJ48GR4eHlLje/bsoc3ayCeFNrEgcm/hwoUIDQ3F/PnzG7x9PV/s2rULW7ZsweDBg6V2Ru3SpQtu3rzJMJl8unPnDs6dO4fz589j9erVmDJlCj777DP0798fAwcO5P2P7M8++wzLly9nHaPRVFRUJL0Sz5w5A3d3dwBAixYt8Pz5c5bR6vT06VOMGDFCZnzYsGGYN28eg0QNc+PGDaxfvx5jx46tdXdFHR0dJCUlfeRk8i0kJAQRERHw8fGRzNi8ePEi/Pz8IBaLERYWxjih/Hn+/Dn+/vtvmfG///5bLvqC8hFfi0X1MTMzQ1hYGFJSUgTVoxIQ7jlv164dEhMTZQphZ86c4fXu6ELN/ba6WvP89NNPvNv4jzZrI6QKzcAjcq9FixZIT08X5CYWampquHnzJgwNDaXuht24cQPdu3dHSUkJ64hyLTc3F8uWLcPevXvx+vVrVFZWso4kJTs7G5aWllBQUEB2dnadr+Xzpif29vZ49eoV+vTpgyVLlqCwsFAyc+bbb7/FrVu3WEeskbOzM6ytrTF37lyp8bVr1+J///sf9u/fzyhZ3X777Tf07t0bSkrS9/AqKiqQmpqKfv36MUr2/vBx9kCrVq0QFRUFJycnqfHY2Fj4+Pjg4cOHjJLVrbKyEpGRkTh48CDEYjFevXoldfzx48eMktXP3d0dFy5cQHh4OLp37w6gajOI6mbzMTExjBMSvhBqj0oh27RpE+bMmYPJkyejd+/eAKp6ye3cuRM//PADpk2bxjhhzYSaGwBev36NZcuWCbI1z6ewWRshDUEz8Ijc8/DwwIEDB/D999+zjtJoFhYWuHDhAgwNDaXG4+LiZL7AyH9XWlqK5ORknDt3DufOnUNmZiY6dOiAb7/9FgMGDGAdT0bXrl3x4MED6OrqomvXrhCJRKjpnoxIJOJd8fFNGzZswMyZMxEXF4dNmzahTZs2AICTJ0/WOMONLywsLLBs2TKcO3dOqgdeSkoKAgICEBUVJXktn2ZvDBw4EMXFxTLNn589e4aBAwfy+r3SUHzsLVdeXg47OzuZcVtbW1RUVDBI1DChoaGIjo5GQEAAgoKCsHDhQhQVFeHIkSMICQlhHa9OmzdvRmBgIJydnVFeXg4AUFJSgpeXF9asWcM4nXwSasG3sLBQ8lhIPSoB4Z3zx48fo0WLFpgxYwZat26N8PBwHDx4EEBVf7kDBw5gzJgxjFPWTqi5gard0GNiYiSrTKpZWlpi3bp1vC7g9evXDytWrJDZrG3FihWSTdAI+RTQDDwi92bPno1du3ahS5cusLKykmnuGxERwShZ/Y4ePQoPDw8sWLAAYWFhCA0NxR9//IFdu3bh119/xdChQ1lHlCsqKipo3rw5XFxcMGDAAPTt25fXO6Devn0bBgYGEIlEuH37dp2vfbsITP67hjY759vsDQUFBfz5559o1aqV1PitW7dgZ2fH62XLDcXHGXg+Pj5QVlaW+c4JDAzEy5cvsXHjRkbJ6mZiYoKoqCiMGjUKGhoayMrKkoylpaVh3759rCPW68WLF8jPzwdQ9f95e3kkeX9CQkLqLPjy6WbG24Tao1Jo51xVVRUODg7w8vKi69iPzNTUFD/99BMGDx4s9T158+ZN9OrVC0+ePGEdsVZC3qyNkPeJCnhE7g0cOLDWYyKRCGfPnv2IaRrvwoULCAsLw9WrV1FSUgIbGxuEhIRg2LBhrKPJHQcHByQnJ0NFRQUDBgyQ/Pv8889ZR6tXXb1M+E5RUbHGGWGPHj2Crq6uXMwI44OxY8cCqLoxMGLECKn+d5WVlcjOzoa5uTni4+NZRXxvkpOT0a1bt1p7/H0s/v7+kscVFRXYuXMnDAwM0LNnTwBVyznFYjHc3d2xfv16VjHrpK6ujpycHBgYGEBfXx/Hjx+HjY0NCgoKYG1tjWfPnrGOSHhEqAXf2npUbtiwAX5+frzuUSm0c757927s3LkT586dQ7t27TBp0iR4enrSjcaPQOiteYS6WRsh7xMV8Agh5C3Z2dk4f/48zp8/jwsXLkBJSQkDBgzA3r17WUerlaamJhwdHeHq6orBgwcLasMWBQUFyVLgN92/fx8mJiZ4+fIlo2R1S0pKqvMGAd94enoCAGJiYjBhwgSoqalJjqmoqMDIyAhTpkyBjo4Oq4g1erMIVh++zahu6PuDzzeTzM3NsWvXLvTo0QNffPEFvvrqK8yfPx8HDhyAj48P/vrrL9YRa/XixQusXLkSiYmJ+Ouvv2R2VebTzFh5IdSCr1B7VALCPeeFhYXYuXMndu3ahTt37kg2C3N0dISKigrreFJatGiBW7duQUdHB82bN69zeTXfliy/ydbWFn5+fnB1dZUq4IWFheH06dO4cOEC64iEkHpQDzxCCHlL586dUVFRgVevXqGsrAynTp3CgQMHeF3Ai4mJwb59+zBmzBhoaWlh4sSJcHV1rbHnFl9U94gTiUSIjo5Gs2bNJMcqKyvx22+/oUOHDqzi1WvEiBFo27YtPD094eHhwfvd53bs2AEAMDIyQmBgYL3LCFNSUmBnZ8d8FltmZqbU84yMDFRUVMDc3BxA1dJfRUVF2NrasohXJ3nYydfR0RGJiYno0aMHfHx84Orqim3btkEsFsPPz491vDp5e3vj/PnzcHNzg76+vmB6mglZ27ZtUVxcDAMDA5iYmCAhIQE2NjZIT09n/llSF6H2qASEe86NjY0RGhqK0NBQnDlzBjt27MDkyZMxc+ZMuLi4SPWRZS0yMhIaGhqSx0L9LAkJCYGHhwfu3buH169f4/Dhw1KtefhGXjZrI+R9ohl4hPBMfXf23sTnu3xCFBERgXPnziE5ORnPnz9Hly5d0L9/f0H0w6v2zz//IC4uDrGxsTh79izat28PV1dXXjabr+4hd/v2bbRt21bSlBj4/zPCwsLC0KNHD1YR6/Tw4UPs3r0bMTEx+P333zFo0CB4eXnBwcGBd7MH3oWmpiaysrJ41Ueu+m80JiZG8vf45MkTeHp6om/fvggICGCcUP6lpaUhNTUVZmZmGD16NOs4ddLW1sbx48fRp08f1lE+GfPnz4empia+//57HDhwAK6urjAyMpIUfFeuXMk6Yo2E2qMSEO45r8mhQ4cwdepUPH36lNpnfCBCas3z5goNBQUFwW7WRsj7RAU8QngmJiamwa/18PD4gEk+Pd26dZMq2GlpabGO9J/cuHEDLi4uyM7O5vWFzcCBA3H48GFBFEhrk5GRgR07diA2NhYA4OzsDC8vL3Tp0oVxsnfHx40g2rRpg4SEBHTq1Elq/Pr16xg2bBju37/PKJl8Ki8vx7Rp0xAcHNzgTVv4xNjYGCdOnEDHjh1ZR/lk8bngKw89KmvC53Nek9u3b2PHjh2IiYmRLKX18vLCN998wzpajTIyMqCsrIzOnTsDqOoru2PHDlhYWGDx4sVycQOPL2izNkJkUQGPEELe8PTpU2zbtg05OTkAgE6dOmHy5MmCKeaVlZXhl19+wb59+xAfHw89PT04OTkJ6g68UN2/fx9btmzBypUroaSkhLKyMvTq1QubN2+WKTgJAR8LeBoaGjh27BgGDBggNZ6UlAR7e3v8888/bILJMS0tLWRlZQmygLdnzx4cPXoUMTExaNq0Kes4ck9oBV956FEptHNe7d9//8WhQ4ewfft2nDt3Dm3atJFsZmFkZMQ6Xp26deuG+fPn4+uvv0ZBQQEsLCwwduxYpKenY9SoUVi3bh3riLVKT0/H69evZVY2XLp0CYqKirxtuyLU9zkhHwIV8AjhmefPn0NTU1PyuC7VryPvx5UrVzB8+HCoqqqie/fuAKoudl6+fCnpKcNXp06dwr59+3DkyBEoKSlh3LhxcHFxQb9+/VhHq1dlZSV27txZa6N5vv5wAqouKo8ePYrt27fj9OnTsLOzg5eXF5ycnPD3338jKCgIGRkZuHHjBuuojcbHAp67uzsuXLiA8PBwyd/opUuXMHfuXPTt27dRM5hJw3h4eKBr166873dXE2tra+Tn54PjOBgZGUFZWVnqeEZGBqNk8kvIBV+hEto5nzlzJvbv34/S0lKMGTMGXl5eGDp0qGD6ymlpaSEjIwMmJiZYtWoVzp49i1OnTiElJQXffPMN7ty5wzpirbp3747vvvsO48aNkxo/fPgwVq1ahUuXLjFKVj+hvc8J+VBoEwtCeKZ58+YoLi6Grq4utLW1a7yg4TiO+j18AHPmzMHo0aOxdetWKClVfTxWVFTA29sbc+bMwW+//cY4Ye0cHR0xevRo7Nq1CyNHjpT5ocpnvr6+2LlzJ0aNGgVLS0vBXMT7+PggNjYWHMfBzc0Nq1evhqWlpeS4uro61q5di88++4xhSvmyefNmBAYGwtnZGeXl5QAAJSUleHl5Yc2aNYzTySczMzOEhYUhJSUFtra2MpufzJ49m1Gy+jk4OLCO8MlxcHDAkSNHBFnwFSqhnfPk5GQsWrQIrq6uaNmyJes4jcZxnORG45kzZ/DVV18BANq1a8fr3YqBqtYqNd2Mtra25v2NRqG9zwn5UGgGHiE8c/78efTp0wdKSko4f/58na/t37//R0r1aVBTU0NmZqbMzqc3btyAnZ0dSktLGSWrW0VFBTZt2oTx48ejdevWrOM0mo6OjqTwKCSDBw+Gt7c3xo4dW+tOfxUVFUhJSRHk3yofN7Go9uLFC+Tn5wMATExM6t1Rl7y7umY7iEQiFBQUfMQ0hO+WLl2K8PBwDB48WHAFX6GS93POt++iQYMGoV27dhgyZAi8vLxw48YNmJqa4vz58/Dw8EBRURHriLVq2bIlfv31V/Tq1UtqPDU1FaNGjcKTJ08YJaufvL/PCWkoKuARwnNlZWXIzs6ucWmhvb09o1TySU9PD7t375bZievUqVNwd3fHn3/+yShZ/Zo2bYqcnBxBNvH97LPPcO7cOXz++eesozTKb7/9ht69e0tma1arqKhAamqqIJYv14WPS2gJW9WXjEKZJUs+Pir4fnzyfs759l2UnZ0NFxcXiMVi+Pv7Y9GiRQCqZuU/evQI+/btY5ywdk5OTiguLsbRo0clvZ2fPn0KBwcH6Orq4uDBg4wT1k7e3+eENBQV8Ajhsfj4eLi7u9c4JZ+W0L5/s2fPxs8//4y1a9eid+/eAICUlBTMnTsXX3/9Na8bEw8YMABz5swR5JKx8PBwFBQUYMOGDYIqDCgqKkqWu7/p0aNH0NXVpb/PD+DFixdYuXJlrf0S6QL+w9i2bRsiIyORm5sLoGpZ7Zw5c+Dt7c04Wd0qKysRGRmJgwcPQiwW49WrV1LHHz9+zCjZp4EKvh+fPJ5zvhXwalNWVgZFRUVetzC5d+8e+vXrh0ePHsHa2hoAkJWVBT09PZw+fRrt2rVjnLBh5PF9TkhDUQ88QnjMx8cH48ePR0hICPT09FjHkXtr166FSCSCu7s7KioqAADKysqYMWMG73dxnTlzJgICAnD37t0alxZYWVkxSla/5ORkJCUl4eTJk+jUqZPMxe/hw4cZJatbdS/Ktz169Ih3Szqtra0bfKHL58b+3t7eOH/+PNzc3KCvr08X7x9BSEgIIiIi4OPjI1l2dfHiRfj5+UEsFiMsLIxxwtqFhoYiOjoaAQEBCAoKwsKFC1FUVIQjR44gJCSEdTy5JdSCr5DROf947ty5A5FIhLZt2wIALl++jH379sHCwgJTp05lnK5ubdq0QXZ2Nvbu3YurV69CTU0Nnp6ecHJy4nXhsRq9zwmhGXiE8JqmpiYyMzNhYmLCOsonpbS0VKq/VtOmTRknqp+CgoLMmEgkEsSGJ56ennUe37Fjx0dK0jBjx44FABw9ehQjRoyQ6n9XWVmJ7OxsmJubIz4+nlVEGaGhoQ1+bfVyID7S1tbG8ePH0adPH9ZRPhmtWrVCVFQUnJycpMZjY2Ph4+PD66btJiYmiIqKwqhRo6ChoYGsrCzJWFpaGq+XuglVbQXfDRs2wM/Pj9cFX6GS93POtxl4ffv2xdSpU+Hm5oYHDx7A3NwcnTp1Qm5uLnx8fOjmwAci7+9zQhqKCniE8NjkyZPRp08feHl5sY5CeO727dt1Hhdibzy+qi44xsTEYMKECVBTU5McU1FRgZGREaZMmQIdHR1WEeWWsbExTpw4gY4dO7KO8snQ1tZGeno6zMzMpMZv3bqF7t274+nTp2yCNYC6ujpycnJgYGAAfX19HD9+HDY2NigoKIC1tTWePXvGOqLcEXLBV6jk/ZzzbROL5s2bIy0tDebm5oiKisKBAweQkpKChIQETJ8+nfetHHJzc5GUlFRjGwo+Fx/l/X1OSEPRElpCeGzDhg0YP348Lly4gM6dO8tMb6cdl0g1oRfoKioqcO7cOeTn58PZ2RkaGhq4f/8+NDU10axZM9bxpFTPCDQyMkJgYGC9y2VTUlJgZ2dX6061LDx9+hRxcXHIz8/H3Llz0aJFC2RkZEBPTw9t2rRhHa9WS5YsQUhICGJiYgQxM1YeuLm5YdOmTYiIiJAa37JlC1xcXBilapi2bduiuLgYBgYGMDExQUJCAmxsbJCens6rv0d5Ul5eDjs7O5lxW1tbSWsK8n7J+znn21yT8vJyyefHmTNnJBvKdejQAcXFxSyj1Wvr1q2YMWMGdHR00Lp1a6k2FCKRiNcFPHl/nxPSUDQDjxAe27ZtG6ZPnw5VVVW0bNlS5ouW73f5yMe1e/dubN68GYWFhbh48SIMDQ2xbt06GBsbY8yYMazj1er27dsYMWIExGIx/v33X9y6dQvt27eHr68v/v33X2zevJl1xP+Eb7MHsrOzMWTIEGhpaaGoqAh//PEH2rdvj6CgIIjFYuzatYt1xFpZW1sjPz8fHMfByMhI5qYGn/v3CYm/v7/kcUVFBXbu3AkDAwP07NkTAHDp0iWIxWK4u7tj/fr1rGLWa/78+dDU1MT333+PAwcOwNXVFUZGRhCLxfDz8+N9b1Mh8vHxgbKyskzBNzAwEC9fvsTGjRsZJZNf8n7Ok5OT0a1bN94U3Xv06IGBAwdi1KhRGDZsGNLS0tClSxekpaVh3LhxuHv3LuuItTI0NMTMmTMxb9481lEaTd7f54Q0FM3AI4THFi5ciNDQUMyfP7/GHmeEVNu0aRNCQkIwZ84cLFu2TNLzTltbG+vWreN1Ac/X1xd2dna4evUqWrZsKRl3dHTElClTGCZ7P/h2n8zf3x+TJk3C6tWroaGhIRkfOXIknJ2dGSarnxB3WRaizMxMqee2trYAIOkNqqOjAx0dHfz+++8fPVtjvFmgmzhxIgwNDZGamgozMzOMHj2aYTL58mbBVyQSITo6GgkJCTUWfMn7IdRz/mbu+lQXar744osPFeedrFq1Co6OjlizZg08PDzQpUsXAMAvv/yC7t27M05XtydPnmD8+PGsY7yzbdu21fo+f/O99XaRjxB5QjPwCOGxFi1aID09nTaxIPWysLDA8uXL4eDgINXw+fr16xgwYACve4O0bNkSqampMDc3l8peVFQECwsLlJaWso74n/CtAbeWlhYyMjJgYmIile327dswNzdHWVkZ64iE/Gfl5eWYNm0agoODYWxszDqOXBs4cGCDXicSiXD27NkPnObTINRz/nbujIwMVFRUwNzcHEBVb01FRUXY2tryKvfbKisr8fz5czRv3lwyVlRUhKZNm0JXV5dhsrp5eXmhW7dumD59OusojSbU9zwh7xvNwCOExzw8PHDgwAF8//33rKMQnissLIS1tbXMeJMmTfDixQsGiRru9evXNe6Se/fuXakZYuT9aNKkCZ4/fy4zfuvWLbRq1YpBIkLeP2VlZRw6dAjBwcGso8i9pKQk1hE+OUI952/mjoiIgIaGBmJiYiSFsCdPnsDT0xN9+/ZlFbFBFBUVpYp3QFVfXL4zNTVFcHAw0tLSBNdbW6jveULeN5qBRwiPzZ49G7t27UKXLl1gZWUl80VLU8RJNQsLC6xYsQJjxoyRmlW1fv167Nixg9e9wSZOnAgtLS1s2bIFGhoayM7ORqtWrTBmzBgYGBhINo0QKr7NwPP29sajR49w8OBBtGjRAtnZ2VBUVISDgwP69euHdevWsY5Yq8rKSkRGRuLgwYMQi8V49eqV1PHHjx8zSkb4yMPDA127doWfnx/rKISQt7Rp0wYJCQno1KmT1Pj169cxbNgw3L9/n1EyWTY2NkhMTETz5s1hbW0t1ZP6bXy+3qprNjL11iZEGGgGHiE8du3aNcmsquvXr0sdq+vigXx6/P39MWvWLJSVlYHjOFy+fBmxsbFYsWIFoqOjWcerU3h4OIYPHw4LCwuUlZXB2dkZubm50NHRQWxsLOt4/xnf/lbDw8Mxbtw46Orq4uXLl+jfvz8ePHiAXr16YdmyZazj1Sk0NBTR0dEICAhAUFAQFi5ciKKiIhw5coTXu+cRNszMzBAWFoaUlBTY2trK7BjN59kmhMi758+f4++//5YZ//vvv/HPP/8wSFS7MWPGSDbREHIv1sLCQtYRCCH/Ec3AI4QQObF3714sXrxY0mi+TZs2WLx4Mby8vBgnq19FRQX279+P7OxslJSUwMbGBi4uLlBTU2Md7T/j2wy8asnJyVLne8iQIawj1cvExARRUVEYNWoUNDQ0kJWVJRlLS0vDvn37WEckPEKzTQjhL3d3d1y4cAHh4eGSzR8uXbqEuXPnom/fvoiJiWGckBBC+IcKeIQQIgdevnwJjuPQtGlTlJaW4vr160hJSYGFhQWGDx/OOh4h74W6ujpycnJgYGAAfX19HD9+HDY2NigoKIC1tTWePXvGOiLhqerLXb7NiCXkU1VaWorAwEBs374d5eXlAAAlJSV4eXlhzZo1MjNm+aikpASvX7+WGtPU1GSUpmHu3r2LX375pcY2FNSahxD+oyW0hBAiB8aMGYOxY8di+vTpePXqFezt7aGsrIyHDx8iIiICM2bMYB1Ryi+//NLg19rb23/AJI1TX++bN/G1D05YWFidx/m8FLVt27YoLi6GgYEBTExMkJCQABsbG6Snp0uWNxHypm3btiEyMhK5ubkAqpbVzpkzB97e3oyTEfJpa9q0KX788UesWbNGsnLAxMSE94W7wsJCfPvttzh37pzUru0cx0EkEtW4KRdfJCYmwt7eHu3bt8fNmzdhaWmJoqIicBwHGxsb1vEIIQ1ABTxCCJEDGRkZiIyMBADExcVBT08PmZmZOHToEEJCQnhXwHu7h4xIJMLbE8KrC2V8uhgWcu+baj///LPU8/LychQWFkJJSQkmJia8LuA5OjoiMTERPXr0gI+PD1xdXbFt2zaIxWLaqIDICAkJQUREBHx8fNCrVy8AwMWLF+Hn5wexWFxvMZsQ8uGpq6vDysqKdYwGc3V1Bcdx2L59O/T09AQ1q3fBggUIDAxEaGgoNDQ0cOjQIejq6sLFxQUjRoxgHY8Q0gC0hJYQQuRA06ZNcfPmTRgYGGDChAno1KkTFi1ahDt37sDc3BylpaWsI9bqzJkzmDdvHpYvXy71IzsoKAjLly/H0KFDGSeUf8+fP8ekSZPg6OgINzc31nEaLC0tDampqTAzM8Po0aNZxyE806pVK0RFRcHJyUlqPDY2Fj4+Pnj48CGjZISQFy9eYOXKlUhMTMRff/0lsxSVrz0qmzVrhitXrsDc3Jx1lEZ7s3ds8+bNkZycjE6dOuHq1asYM2YMioqKWEckhNSDZuARQogcMDU1xZEjR+Do6IhTp05JZiP99ddfvO/HMmfOHGzevBlffPGFZGz48OFo2rQppk6dipycHIbp6vb06VPExcUhPz8fc+fORYsWLZCRkQE9PT20adOGdbwG09TURGhoKEaPHs3bAl55eTmmTZuG4OBgyeYEPXv2RM+ePRknI3xVXl4OOzs7mXFbW1tUVFQwSEQIqebt7Y3z58/Dzc0N+vr6gpnJ1q1bN8nNUaFRV1eX9L3T19dHfn4+OnXqBAB0Q4MQgaACHiGEyIGQkBA4OzvDz88PgwcPlsxkS0hIgLW1NeN0dcvPz4e2trbMuJaWFq/vBmdnZ2PIkCGSnFOmTEGLFi1w+PBhiMVi7Nq1i3XERnn27BmvN4FQVlbGoUOHEBwczDoKEQg3Nzds2rRJpjH7li1b4OLiwigVIQQATp48iePHj6NPnz6sozRKdHQ0pk+fjnv37sHS0hLKyspSx/m8HLhnz55ITk5Gx44dMXLkSAQEBODatWs4fPgw3QwjRCBoCS0hhMiJBw8eoLi4GF26dIGCggIA4PLly9DU1ESHDh0Yp6tdv379oKqqit27d0NPTw8A8Oeff8Ld3R1lZWU4f/4844Q1GzJkCGxsbLB69WpoaGjg6tWraN++PVJTU+Hs7Mzb4mNUVJTUc47jUFxcjN27d6N///7Yt28fo2T18/DwQNeuXanfHamVv7+/5HFFRQV27twJAwMDyY/TS5cuQSwWw93dHevXr2cVk5BPnrGxMU6cOIGOHTuyjtIoaWlpMt/x1X18+b6JRUFBAUpKSmBlZYUXL14gICBA0oYiIiIChoaGrCMSQupBBTxCCCFM5eXlwdHREbdu3UK7du0AAHfu3IGZmRmOHDkCU1NTxglrpqWlhYyMDJiYmEgV8G7fvg1zc3Op3elYy87OhqWlJRQUFCTLT6spKCigVatWGDRoEBYsWAANDQ1GKeu3dOlShIeHY/DgwbC1tZXZrXD27NmMkhG+GDhwYINeJxKJcPbs2Q+chhBSmz179uDo0aOIiYlB06ZNWcdpMAsLC3Ts2BHfffddjZtY8LUIVllZiZSUFFhZWdW46oEQIgxUwCOEEMIcx3E4ffo0bt68CQDo2LEjhgwZwuueOLq6ujh16hSsra2lCninT5/G5MmTcefOHdYRJRQVFVFcXAxdXV0YGxsjPT0dOjo6rGM12tvFxzeJRCLeNj0nhBAizdraGvn5+eA4DkZGRjJLUTMyMhglq5u6ujquXr3K25uLdVFVVUVOTk6d36WEEH6jHniEEEKYE4lEGDZsGIYNG8Y6SoPZ29sjLCwMBw8eBFD1fxCLxZg3bx6+/vprxumkaWtro7CwELq6uhCLxRDqvbvCwkLJ4+r/A5+LvIQQQmrm4ODAOsI7GTRokGALeJaWligoKKACHiECRjPwCCGEfHRRUVGYOnUqVFVVZXqyvY2vyyKfPXuGcePG4X//+x/++ecffPbZZ3jw4AF69eqFEydOyCzvZGnq1KnYtWsX9PX1IRaL0bZtWygqKtb4Wr7PYtu2bRsiIyORm5sLADAzM8OcOXPg7e3NOBkhhBB5t2XLFixduhSTJ09G586dZWYO2tvbM0pWv/j4eCxYsABLliypsQ2FpqYmo2SEkIaiAh4hhJCPztjYGP/73//QsmVLwS+LTE5ORnZ2NkpKSmBjY4MhQ4awjlSj+Ph45OXlYfbs2QgLC6u1152vr+9HTtZwISEhiIiIgI+Pj2Sn5YsXL2LDhg3w8/NDWFgY44SEEELkWfUmYTXh+yYWb2Z/c/a6EDbgIIRUoQIeIYQQ8gnx9PREVFQUrzerqE2rVq0QFRUFJycnqfHY2Fj4+Pjg4cOHjJIRQghpjMrKSkRGRuLgwYMQi8V49eqV1PHHjx8zSia/zp8/X+fx/v37f6QkhJB3RT3wCCGEkHdQ32yvkJCQj5SkcXbs2ME6wjsrLy+HnZ2dzLitrS0qKioYJCKEEPIuQkNDER0djYCAAAQFBWHhwoUoKirCkSNHePv9WZunT58KYmdXKtARInw0A48QQghTX3/9Nbp374558+ZJja9evRrp6en4v//7P0bJ6mZtbS31vLy8HIWFhVBSUoKJiQlvd9ATMh8fHygrKyMiIkJqPDAwEC9fvsTGjRsZJSOEENIYJiYmiIqKwqhRo6ChoYGsrCzJWFpaGvbt28c6Yo1WrVoFIyMjTJw4EQAwfvx4HDp0CPr6+jhx4gS6dOnCOGHtfvvttzqP9+vX7yMlIYS8KyrgEUIIYapVq1Y4e/YsOnfuLDV+7do1DBkyBH/++SejZI33/PlzTJo0CY6OjnBzc2MdRy74+/tLHldUVGDnzp0wMDBAz549AQCXLl2CWCyGu7s71q9fzyomIYSQRlBXV0dOTg4MDAygr6+P48ePw8bGBgUFBbC2tsazZ89YR6yRsbEx9u7di969e+P06dOYMGECDhw4IFkKnJCQwDpirWrq3/dmLzzqgUcI/9ESWkIIIUyVlJRARUVFZlxZWRnPnz9nkOjdaWpqIjQ0FKNHj6YC3nuSmZkp9dzW1hYAkJ+fDwDQ0dGBjo4Ofv/994+ejRBCyLtp27YtiouLYWBgABMTEyQkJMDGxgbp6elo0qQJ63i1evDgAdq1awcA+PXXXzFhwgQMGzYMRkZG6NGjB+N0dXvy5InU8/LycmRmZiI4OBjLli1jlIoQ0hhUwCOEEMJU586dceDAAZmeN/v374eFhQWjVO/u2bNnvJ05IERJSUmsIxBCCHnPHB0dkZiYiB49esDHxweurq7Ytm0bxGIx/Pz8WMerVfPmzXHnzh20a9cO8fHxWLp0KYCqnVz5PoNNS0tLZmzo0KFQUVGBv78/rly5wiAVIaQxqIBHCCGEqeDgYIwdOxb5+fkYNGgQACAxMRGxsbG87X8HAFFRUVLPOY5DcXExdu/ejS+//JJRKkIIIYT/Vq5cKXk8ceJEGBoaIjU1FWZmZhg9ejTDZHUbO3YsnJ2dYWZmhkePHkm+7zMzM2Fqaso43bvR09PDH3/8wToGIaQBqAceIYQQ5o4fP47ly5cjKysLampqsLKywqJFi3i3Y1p2djYsLS2hoKAAY2NjqWMKCgpo1aoVBg0ahAULFkBDQ4NRSkIIIYS/ysvLMW3aNAQHB8t8l/JdeXk5fvjhB9y5cweTJk2SbGgVGRkJDQ0NeHt7M05Yu+zsbKnn1TceV65ciYqKCiQnJzNKRghpKCrgEUIIIQ2kqKiI4uJi6OrqwtjYGOnp6dDR0WEdixBCCBEULS0tZGVlCa6AJ2QKCgoQiUR4++d/z549sX37dnTo0IFRMkJIQ9ESWkIIIUylp6fj9evXMs2fL126BEVFRdjZ2TFKJktbWxuFhYXQ1dWFWCyWuQgmhBBCSP0cHBxw5MgRXve7q01ubi6SkpLw119/4fXr11LH3u7nyyeFhYVSz6tXDqiqqjJKRAhpLCrgEUIIYWrWrFn47rvvZAp49+7dw6pVq3Dp0iVGyWR9/fXX6N+/P/T19QEAdnZ2UFRUrPG1BQUFHzMaIYQQIhhmZmYICwtDSkoKbG1toa6uLnV89uzZjJLVbevWrZgxYwZ0dHTQunVriEQiyTGRSMTrAp6hoaHM2NOnT6mAR4iA0BJaQgghTDVr1gzZ2dlo37691HhhYSGsrKzwzz//MEpWs/j4eOTl5WH27NkICwurtdedr6/vR05GCCGECENdS2dFIhFvb4IZGhpi5syZmDdvHusojbZq1SoYGRlh4sSJAIAJEyYgLi4O+vr6OHHiBLp06cI4ISGkPjQDjxBCCFNNmjTBn3/+KVPAKy4uhpIS/76mRowYAQC4cuUKfH19abMKQgghpJHeXM5ZPZ/kzdlsfPXkyROMHz+edYx3snnzZuzduxcAcPr0aZw+fRrx8fE4ePAg5s6di4SEBMYJCSH1UWAdgBBCyKdt2LBhWLBgAZ49eyYZe/r0Kb7//nsMHTqUYbK67dixg4p3hBBCyDvatm0bLC0toaqqClVVVVhaWiI6Opp1rDqNHz9esIWuBw8eoF27dgCAX3/9FRMmTMCwYcPw3XffIT09nXE6QkhD8G9qAyGEkE/K2rVr0a9fPxgaGsLa2hoAkJWVBT09PezevZtxOkIIIYS8byEhIYiIiICPjw969eoFALh48SL8/PwgFosRFhbGOGHNTE1NERwcjLS0NHTu3BnKyspSx/nauw8Amjdvjjt37qBdu3aIj4/H0qVLAVTNgKysrGScjhDSENQDjxBCCHMvXrzA3r17cfXqVaipqcHKygpOTk4yF8aEEEIIEb5WrVohKioKTk5OUuOxsbHw8fHBw4cPGSWrm1B79wHAt99+i19//RVmZmbIzMxEUVERmjVrhv3792P16tXIyMhgHZEQUg+agUcIIYQ5dXV1fPHFFzAwMMCrV68AACdPngQA2Nvbs4xGCCGEkPesvLwcdnZ2MuO2traoqKhgkKhh3uzdJzSRkZEwMjLCnTt3sHr1ajRr1gxAVc/hmTNnMk5HCGkImoFHCCGEqYKCAjg6OuLatWsQiUTgOE6qkTUt6yCEEELki4+PD5SVlRERESE1HhgYiJcvX2Ljxo2MkhFCCH/RDDxCCCFM+fr6wtjYGImJiTA2NsalS5fw+PFjBAQEYO3atazjEUIIIeQ98Pf3lzwWiUSIjo5GQkICevbsCQC4dOkSxGIx3N3dWUVskLt37+KXX36BWCyWrBqo9nZBkm9yc3ORlJSEv/76C69fv5Y6FhISwigVIaShaAYeIYQQpnR0dHD27FlYWVlBS0sLly9fhrm5Oc6ePYuAgABkZmayjkgIIYSQ/2jgwIENep1IJMLZs2c/cJp3k5iYCHt7e7Rv3x43b96EpaUlioqKwHEcbGxseJsbALZu3YoZM2ZAR0cHrVu3llrtIBKJqAceIQJAM/AIIYQwVVlZCQ0NDQBVxbz79+/D3NwchoaG+OOPPxinI4QQQsj7kJSUxDrCf7ZgwQIEBgYiNDQUGhoaOHToEHR1deHi4oIRI0awjlenpUuXYtmyZZg3bx7rKISQd6TAOgAhhJBPm6WlJa5evQoA6NGjB1avXo2UlBSEhYWhffv2jNMRQgghhFTJycmRLPFVUlLCy5cv0axZM4SFhWHVqlWM09XtyZMnGD9+POsYhJD/gAp4hBBCmAoKCpL0YQkLC0NhYSH69u2LEydOICoqinE6QgghhJAq6urqkr53+vr6yM/Plxx7+PAhq1gNMn78eCQkJLCOQQj5D2gJLSGEEKaGDx8ueWxqaoqbN2/i8ePHaN68uVR/FkIIIYQQlnr27Ink5GR07NgRI0eOREBAAK5du4bDhw9LNuPgK1NTUwQHByMtLQ2dO3eGsrKy1PHZs2czSkYIaSjaxIIQQgghhBBCCKlHQUEBSkpKYGVlhRcvXiAgIACpqakwMzNDREQEDA0NWUeslbGxca3HRCIRCgoKPmIaQsi7oAIeIYQQQgghhBBSh8rKSqSkpMDKygra2tqs4xBCPkFUwCOEEEIIIYQQQuqhqqqKnJycOmez8Ym/vz+WLFkCdXV1+Pv71/o6kUiE8PDwj5iMEPIuqAceIYQQQgghhBBSD0tLSxQUFAimgJeZmYny8nLJ49pQz2FChIFm4BFCCCGEEEIIIfWIj4/HggULsGTJEtja2kJdXV3quKamJqNkhJBPARXwCCGEEEIIIYSQeigoKEgevzlrjeM4iEQiVFZWsohFCPlE0BJaQgghhBBCCCGkHjt27EC7du2gqKgoNf769WuIxWJGqQghnwqagUcIIYQQQgghhNRDUVERxcXF0NXVlRp/9OgRdHV1aQYeIeSDUqj/JYQQQgghhBBCyKeteqns20pKSqCqqsogESHkU0JLaAkhhBBCCCGEkFr4+/sDqOp7FxwcjKZNm0qOVVZW4tKlS+jatSujdISQTwUV8AghhBBCCCGEkFpkZmYCqJqBd+3aNaioqEiOqaiooEuXLggMDGQVjxDyiaAeeIQQQgghhBBCSD08PT3xww8/QFNTk3UUQsgniAp4hBBCCCGEEEIIIYTwGG1iQQghhBBCCCGEEEIIj1EBjxBCCCGEEEIIIYQQHqMCHiGEEEIIIYQQQgghPEYFPEIIIYQQQgghhBBCeIwKeIQQQgghhBBCCCGE8BgV8AghhBBCCCGEEEII4TEq4BFCCCGEEEIIIYQQwmNUwCOEEEIIIYQQQgghhMf+H/qaoV/+JlTEAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1500x1500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Drop color and repeat the encoding, split and correlation steps\n",
    "encoded_df = df.drop(columns=['color'])\n",
    "\n",
    "encoded_df = pd.get_dummies(encoded_df,\n",
    "                                columns=['fuel_type', 'brand', 'transmission', 'insurance_valid'], drop_first=True)\n",
    "\n",
    "encoded_df['service_history'] = encoded_df['service_history'].map({'None': 1, 'Partial': 2, 'Full': 3})\n",
    "encoded_df[\"service_history\"] = encoded_df[\"service_history\"].astype(int)\n",
    "\n",
    "# Shuffle the dataframe\n",
    "encoded_df = encoded_df.sample(frac=1, random_state=SEED)\n",
    "\n",
    "# Make sure price_bracket exists\n",
    "assert 'price_bracket' in encoded_df.columns\n",
    "\n",
    "Y = encoded_df['price_bracket']\n",
    "X = encoded_df.drop(columns=['price_bracket'])\n",
    "\n",
    "X_train, X_test, Y_train, Y_test = train_test_split(X, Y, test_size=0.20, random_state=SEED)\n",
    "\n",
    "\n",
    "\n",
    "train_data = pd.concat([X_train, Y_train], axis=1)\n",
    "\n",
    "\n",
    "# Correlation between each pair of variables\n",
    "correlations = train_data.corr()\n",
    "\n",
    "# Plot the heatmap\n",
    "plt.figure(figsize=(15,15))\n",
    "sns.heatmap(correlations, annot=True, cmap=\"seismic\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "f2b7ffd3-d281-484c-bb2a-76629386eafa",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 711
    },
    "execution": {
     "iopub.execute_input": "2026-09-25T13:36:59.793560Z",
     "iopub.status.busy": "2026-09-25T13:36:59.793560Z",
     "iopub.status.idle": "2026-09-25T13:36:59.800652Z",
     "shell.execute_reply": "2026-09-25T13:36:59.800652Z"
    },
    "id": "f2b7ffd3-d281-484c-bb2a-76629386eafa",
    "outputId": "f2e7dba0-3b7d-4129-b723-e2321becb208"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "brand_Toyota          -0.000685\n",
       "brand_Hyundai         -0.002184\n",
       "brand_Chevrolet       -0.003703\n",
       "brand_Volkswagen       0.003907\n",
       "transmission_Manual    0.006314\n",
       "accidents_reported     0.008456\n",
       "brand_Kia             -0.010028\n",
       "insurance_valid_Yes   -0.011158\n",
       "service_history        0.011949\n",
       "brand_Nissan          -0.014455\n",
       "brand_Honda            0.014661\n",
       "brand_Tesla           -0.018563\n",
       "brand_Ford             0.018909\n",
       "fuel_type_Petrol      -0.090054\n",
       "mileage_kmpl           0.192821\n",
       "owner_count           -0.228607\n",
       "fuel_type_Electric     0.265765\n",
       "make_year              0.392712\n",
       "engine_cc              0.606218\n",
       "price_bracket          1.000000\n",
       "Name: price_bracket, dtype: float64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "correlations.reindex(correlations[\"price_bracket\"].abs().sort_values().index)[\"price_bracket\"]  # Sorted by absolute correlation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "19e6953c-ff40-4221-b56c-142ac1bfaec6",
   "metadata": {
    "id": "19e6953c-ff40-4221-b56c-142ac1bfaec6"
   },
   "source": [
    "From this correlation list, I keep only the features with the highest correlation with price, and drop the ones with the lowest correlation, since they are likely to add noise."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "2b0eaeed-5eed-49f2-aa22-09f51d65b9ff",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 830
    },
    "execution": {
     "iopub.execute_input": "2026-09-25T13:36:59.800652Z",
     "iopub.status.busy": "2026-09-25T13:36:59.800652Z",
     "iopub.status.idle": "2026-09-25T13:36:59.813325Z",
     "shell.execute_reply": "2026-09-25T13:36:59.813325Z"
    },
    "id": "2b0eaeed-5eed-49f2-aa22-09f51d65b9ff",
    "outputId": "9b9331fa-a656-4847-8706-7b306d9a12ed"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>engine_cc</th>\n",
       "      <th>make_year</th>\n",
       "      <th>owner_count</th>\n",
       "      <th>mileage_kmpl</th>\n",
       "      <th>fuel_type_Electric</th>\n",
       "      <th>fuel_type_Petrol</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3900</th>\n",
       "      <td>1500</td>\n",
       "      <td>2018</td>\n",
       "      <td>3</td>\n",
       "      <td>22.48</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3643</th>\n",
       "      <td>1800</td>\n",
       "      <td>2019</td>\n",
       "      <td>5</td>\n",
       "      <td>13.77</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5623</th>\n",
       "      <td>800</td>\n",
       "      <td>1998</td>\n",
       "      <td>2</td>\n",
       "      <td>22.19</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3824</th>\n",
       "      <td>4000</td>\n",
       "      <td>2000</td>\n",
       "      <td>2</td>\n",
       "      <td>12.46</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5880</th>\n",
       "      <td>1800</td>\n",
       "      <td>2008</td>\n",
       "      <td>4</td>\n",
       "      <td>21.82</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6553</th>\n",
       "      <td>800</td>\n",
       "      <td>2021</td>\n",
       "      <td>4</td>\n",
       "      <td>5.83</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5958</th>\n",
       "      <td>1000</td>\n",
       "      <td>2023</td>\n",
       "      <td>5</td>\n",
       "      <td>22.94</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6264</th>\n",
       "      <td>1000</td>\n",
       "      <td>2005</td>\n",
       "      <td>4</td>\n",
       "      <td>18.08</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9115</th>\n",
       "      <td>2000</td>\n",
       "      <td>2004</td>\n",
       "      <td>4</td>\n",
       "      <td>17.96</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2307</th>\n",
       "      <td>1800</td>\n",
       "      <td>2016</td>\n",
       "      <td>1</td>\n",
       "      <td>10.02</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8000 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      engine_cc  make_year  owner_count  mileage_kmpl  fuel_type_Electric  \\\n",
       "3900       1500       2018            3         22.48               False   \n",
       "3643       1800       2019            5         13.77               False   \n",
       "5623        800       1998            2         22.19               False   \n",
       "3824       4000       2000            2         12.46               False   \n",
       "5880       1800       2008            4         21.82               False   \n",
       "...         ...        ...          ...           ...                 ...   \n",
       "6553        800       2021            4          5.83               False   \n",
       "5958       1000       2023            5         22.94               False   \n",
       "6264       1000       2005            4         18.08               False   \n",
       "9115       2000       2004            4         17.96               False   \n",
       "2307       1800       2016            1         10.02               False   \n",
       "\n",
       "      fuel_type_Petrol  \n",
       "3900              True  \n",
       "3643             False  \n",
       "5623              True  \n",
       "3824              True  \n",
       "5880             False  \n",
       "...                ...  \n",
       "6553              True  \n",
       "5958             False  \n",
       "6264              True  \n",
       "9115             False  \n",
       "2307              True  \n",
       "\n",
       "[8000 rows x 6 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>engine_cc</th>\n",
       "      <th>make_year</th>\n",
       "      <th>owner_count</th>\n",
       "      <th>mileage_kmpl</th>\n",
       "      <th>fuel_type_Electric</th>\n",
       "      <th>fuel_type_Petrol</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7217</th>\n",
       "      <td>1800</td>\n",
       "      <td>2010</td>\n",
       "      <td>4</td>\n",
       "      <td>18.18</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8291</th>\n",
       "      <td>3000</td>\n",
       "      <td>1999</td>\n",
       "      <td>3</td>\n",
       "      <td>21.77</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4607</th>\n",
       "      <td>2000</td>\n",
       "      <td>1995</td>\n",
       "      <td>4</td>\n",
       "      <td>23.07</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5114</th>\n",
       "      <td>1500</td>\n",
       "      <td>2003</td>\n",
       "      <td>2</td>\n",
       "      <td>14.72</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1859</th>\n",
       "      <td>4000</td>\n",
       "      <td>1997</td>\n",
       "      <td>2</td>\n",
       "      <td>8.54</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3800</th>\n",
       "      <td>1800</td>\n",
       "      <td>2002</td>\n",
       "      <td>3</td>\n",
       "      <td>19.40</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8510</th>\n",
       "      <td>4000</td>\n",
       "      <td>2006</td>\n",
       "      <td>4</td>\n",
       "      <td>23.15</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1668</th>\n",
       "      <td>3000</td>\n",
       "      <td>2016</td>\n",
       "      <td>5</td>\n",
       "      <td>12.87</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2685</th>\n",
       "      <td>1000</td>\n",
       "      <td>2009</td>\n",
       "      <td>5</td>\n",
       "      <td>17.69</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3112</th>\n",
       "      <td>2000</td>\n",
       "      <td>2023</td>\n",
       "      <td>5</td>\n",
       "      <td>11.86</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2000 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      engine_cc  make_year  owner_count  mileage_kmpl  fuel_type_Electric  \\\n",
       "7217       1800       2010            4         18.18               False   \n",
       "8291       3000       1999            3         21.77               False   \n",
       "4607       2000       1995            4         23.07               False   \n",
       "5114       1500       2003            2         14.72               False   \n",
       "1859       4000       1997            2          8.54               False   \n",
       "...         ...        ...          ...           ...                 ...   \n",
       "3800       1800       2002            3         19.40               False   \n",
       "8510       4000       2006            4         23.15               False   \n",
       "1668       3000       2016            5         12.87               False   \n",
       "2685       1000       2009            5         17.69               False   \n",
       "3112       2000       2023            5         11.86               False   \n",
       "\n",
       "      fuel_type_Petrol  \n",
       "7217              True  \n",
       "8291             False  \n",
       "4607             False  \n",
       "5114             False  \n",
       "1859              True  \n",
       "...                ...  \n",
       "3800             False  \n",
       "8510              True  \n",
       "1668             False  \n",
       "2685              True  \n",
       "3112              True  \n",
       "\n",
       "[2000 rows x 6 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Keep only the selected features (in both the train and test sets)\n",
    "selected_features = ['engine_cc', 'make_year', 'owner_count', 'mileage_kmpl', 'fuel_type_Electric',\n",
    "                     'fuel_type_Petrol']\n",
    "\n",
    "X_train = X_train[selected_features]\n",
    "display(X_train)\n",
    "\n",
    "X_test = X_test[selected_features]\n",
    "X_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "de3ae103-9d46-4de9-ba16-412c5b01d2eb",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 300
    },
    "execution": {
     "iopub.execute_input": "2026-09-25T13:36:59.813325Z",
     "iopub.status.busy": "2026-09-25T13:36:59.813325Z",
     "iopub.status.idle": "2026-09-25T13:36:59.849413Z",
     "shell.execute_reply": "2026-09-25T13:36:59.848888Z"
    },
    "id": "de3ae103-9d46-4de9-ba16-412c5b01d2eb",
    "outputId": "cd09db35-5d72-439d-8fbd-a1728dd7a9be"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>engine_cc</th>\n",
       "      <th>make_year</th>\n",
       "      <th>owner_count</th>\n",
       "      <th>mileage_kmpl</th>\n",
       "      <th>fuel_type_Electric</th>\n",
       "      <th>fuel_type_Petrol</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>8.000000e+03</td>\n",
       "      <td>8.000000e+03</td>\n",
       "      <td>8.000000e+03</td>\n",
       "      <td>8.000000e+03</td>\n",
       "      <td>8.000000e+03</td>\n",
       "      <td>8.000000e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>9.769963e-18</td>\n",
       "      <td>-1.017320e-14</td>\n",
       "      <td>3.552714e-17</td>\n",
       "      <td>-3.592682e-16</td>\n",
       "      <td>-4.707346e-17</td>\n",
       "      <td>3.108624e-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.000063e+00</td>\n",
       "      <td>1.000063e+00</td>\n",
       "      <td>1.000063e+00</td>\n",
       "      <td>1.000063e+00</td>\n",
       "      <td>1.000063e+00</td>\n",
       "      <td>1.000063e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1.146765e+00</td>\n",
       "      <td>-1.694468e+00</td>\n",
       "      <td>-1.416126e+00</td>\n",
       "      <td>-2.593737e+00</td>\n",
       "      <td>-3.333333e-01</td>\n",
       "      <td>-1.000750e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>-8.363038e-01</td>\n",
       "      <td>-8.615353e-01</td>\n",
       "      <td>-7.102248e-01</td>\n",
       "      <td>-6.774085e-01</td>\n",
       "      <td>-3.333333e-01</td>\n",
       "      <td>-1.000750e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>-3.706126e-01</td>\n",
       "      <td>-2.860232e-02</td>\n",
       "      <td>-4.323645e-03</td>\n",
       "      <td>8.709245e-03</td>\n",
       "      <td>-3.333333e-01</td>\n",
       "      <td>9.992503e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>5.607698e-01</td>\n",
       "      <td>9.233211e-01</td>\n",
       "      <td>7.015775e-01</td>\n",
       "      <td>6.728232e-01</td>\n",
       "      <td>-3.333333e-01</td>\n",
       "      <td>9.992503e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2.113074e+00</td>\n",
       "      <td>1.637264e+00</td>\n",
       "      <td>1.407479e+00</td>\n",
       "      <td>3.405292e+00</td>\n",
       "      <td>3.000000e+00</td>\n",
       "      <td>9.992503e-01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          engine_cc     make_year   owner_count  mileage_kmpl  \\\n",
       "count  8.000000e+03  8.000000e+03  8.000000e+03  8.000000e+03   \n",
       "mean   9.769963e-18 -1.017320e-14  3.552714e-17 -3.592682e-16   \n",
       "std    1.000063e+00  1.000063e+00  1.000063e+00  1.000063e+00   \n",
       "min   -1.146765e+00 -1.694468e+00 -1.416126e+00 -2.593737e+00   \n",
       "25%   -8.363038e-01 -8.615353e-01 -7.102248e-01 -6.774085e-01   \n",
       "50%   -3.706126e-01 -2.860232e-02 -4.323645e-03  8.709245e-03   \n",
       "75%    5.607698e-01  9.233211e-01  7.015775e-01  6.728232e-01   \n",
       "max    2.113074e+00  1.637264e+00  1.407479e+00  3.405292e+00   \n",
       "\n",
       "       fuel_type_Electric  fuel_type_Petrol  \n",
       "count        8.000000e+03      8.000000e+03  \n",
       "mean        -4.707346e-17      3.108624e-18  \n",
       "std          1.000063e+00      1.000063e+00  \n",
       "min         -3.333333e-01     -1.000750e+00  \n",
       "25%         -3.333333e-01     -1.000750e+00  \n",
       "50%         -3.333333e-01      9.992503e-01  \n",
       "75%         -3.333333e-01      9.992503e-01  \n",
       "max          3.000000e+00      9.992503e-01  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Standardize the features using z-scores. KNN is a distance-based algorithm, so without standardization,\n",
    "# features with larger numeric ranges would dominate the distance metric. Giving each feature a mean of 0\n",
    "# and a standard deviation of 1 makes all features contribute equally to the neighbor search\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "df_columns = X_train.columns\n",
    "scaler = StandardScaler()\n",
    "scaled_X_train = scaler.fit_transform(X_train)\n",
    "\n",
    "scaled_X_test = scaler.transform(X_test)\n",
    "\n",
    "scaled_df = pd.DataFrame(scaled_X_train, columns=df_columns)\n",
    "scaled_df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "8a834cba-d570-431f-936e-f0e79c47f871",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 467
    },
    "execution": {
     "iopub.execute_input": "2026-09-25T13:36:59.852034Z",
     "iopub.status.busy": "2026-09-25T13:36:59.851511Z",
     "iopub.status.idle": "2026-09-25T13:37:10.432944Z",
     "shell.execute_reply": "2026-09-25T13:37:10.432944Z"
    },
    "id": "8a834cba-d570-431f-936e-f0e79c47f871",
    "outputId": "32797ebf-9319-4234-85bf-448fd7c3925f"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Highest accuracy is obtained for k = 38 and equals 0.7665000000000001\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 10-fold cross-validation on the training data only, to find the best k\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.model_selection import cross_val_score\n",
    "\n",
    "mean_cv_scores = []\n",
    "k_list = range(1, 51)\n",
    "for nn in k_list:\n",
    "    knn_cv = KNeighborsClassifier(n_neighbors=nn)\n",
    "    cv_scores = cross_val_score(knn_cv, scaled_X_train, Y_train, cv=10)\n",
    "    mean_cv_scores.append(cv_scores.mean())\n",
    "\n",
    "# Output results\n",
    "best_k = k_list[int(np.argmax(mean_cv_scores))]  # The k with the highest mean CV accuracy\n",
    "print('Highest accuracy is obtained for k =', best_k, 'and equals', max(mean_cv_scores))\n",
    "plt.plot(k_list, mean_cv_scores, '-o')\n",
    "plt.xlabel('Number of neighbors (k)')\n",
    "plt.ylabel('Accuracy');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "1bbcf9cf-6a5c-424b-9bca-044c9eb8caf3",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "execution": {
     "iopub.execute_input": "2026-09-25T13:37:10.436169Z",
     "iopub.status.busy": "2026-09-25T13:37:10.436169Z",
     "iopub.status.idle": "2026-09-25T13:37:10.532293Z",
     "shell.execute_reply": "2026-09-25T13:37:10.532293Z"
    },
    "id": "1bbcf9cf-6a5c-424b-9bca-044c9eb8caf3",
    "outputId": "a6d9f75b-e3d6-4545-85fd-1681e6ca8447"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy of the classifier is 0.7735\n",
      "confusion matrix: \n",
      " [[548 124   2]\n",
      " [118 458  68]\n",
      " [  2 139 541]]\n",
      "precision:  0.780340615159719\n",
      "recall:  0.7724972120034567\n"
     ]
    }
   ],
   "source": [
    "# Retrain KNN with the best k on the whole training set and evaluate it on the test set\n",
    "# The confusion matrix, precision and recall are adjusted for 3 classes instead of 2\n",
    "from sklearn.metrics import confusion_matrix\n",
    "from sklearn.metrics import precision_score\n",
    "from sklearn.metrics import recall_score\n",
    "\n",
    "knn_classifier = KNeighborsClassifier(n_neighbors=best_k)\n",
    "knn_classifier.fit(scaled_X_train, Y_train)\n",
    "print('accuracy of the classifier is', knn_classifier.score(scaled_X_test, Y_test))\n",
    "\n",
    "# Confusion matrix\n",
    "predictions = knn_classifier.predict(X=scaled_X_test)  # The classifier's predictions\n",
    "print('confusion matrix: \\n', confusion_matrix(y_true=Y_test, y_pred=predictions, labels=[0, 1, 2]))  # Rows are true values, columns are predicted values\n",
    "\n",
    "# Precision and recall, macro-averaged over the 3 classes\n",
    "print('precision: ', precision_score(y_true=Y_test, y_pred=predictions, average='macro'))\n",
    "print('recall: ', recall_score(y_true=Y_test, y_pred=predictions, average='macro'))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "289917c9-999b-4622-a04c-37f16d0fdb56",
   "metadata": {
    "id": "289917c9-999b-4622-a04c-37f16d0fdb56"
   },
   "source": [
    "### Using Fewer Features\n",
    "\n",
    "Based on the results so far, I believe it may be possible to achieve a higher accuracy by using fewer dimensions.\n",
    "\n",
    "Below, I put this hypothesis to the test."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "f757df13-a34d-4250-be38-98a8a286b566",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 830
    },
    "execution": {
     "iopub.execute_input": "2026-09-25T13:37:10.534303Z",
     "iopub.status.busy": "2026-09-25T13:37:10.534303Z",
     "iopub.status.idle": "2026-09-25T13:37:10.547222Z",
     "shell.execute_reply": "2026-09-25T13:37:10.547222Z"
    },
    "id": "f757df13-a34d-4250-be38-98a8a286b566",
    "outputId": "7202a1a2-fffb-4969-824a-dd1b0514ad2e"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>engine_cc</th>\n",
       "      <th>make_year</th>\n",
       "      <th>owner_count</th>\n",
       "      <th>fuel_type_Electric</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3900</th>\n",
       "      <td>1500</td>\n",
       "      <td>2018</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3643</th>\n",
       "      <td>1800</td>\n",
       "      <td>2019</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5623</th>\n",
       "      <td>800</td>\n",
       "      <td>1998</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3824</th>\n",
       "      <td>4000</td>\n",
       "      <td>2000</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5880</th>\n",
       "      <td>1800</td>\n",
       "      <td>2008</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6553</th>\n",
       "      <td>800</td>\n",
       "      <td>2021</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5958</th>\n",
       "      <td>1000</td>\n",
       "      <td>2023</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6264</th>\n",
       "      <td>1000</td>\n",
       "      <td>2005</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9115</th>\n",
       "      <td>2000</td>\n",
       "      <td>2004</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2307</th>\n",
       "      <td>1800</td>\n",
       "      <td>2016</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8000 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      engine_cc  make_year  owner_count  fuel_type_Electric\n",
       "3900       1500       2018            3               False\n",
       "3643       1800       2019            5               False\n",
       "5623        800       1998            2               False\n",
       "3824       4000       2000            2               False\n",
       "5880       1800       2008            4               False\n",
       "...         ...        ...          ...                 ...\n",
       "6553        800       2021            4               False\n",
       "5958       1000       2023            5               False\n",
       "6264       1000       2005            4               False\n",
       "9115       2000       2004            4               False\n",
       "2307       1800       2016            1               False\n",
       "\n",
       "[8000 rows x 4 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>engine_cc</th>\n",
       "      <th>make_year</th>\n",
       "      <th>owner_count</th>\n",
       "      <th>fuel_type_Electric</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7217</th>\n",
       "      <td>1800</td>\n",
       "      <td>2010</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8291</th>\n",
       "      <td>3000</td>\n",
       "      <td>1999</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4607</th>\n",
       "      <td>2000</td>\n",
       "      <td>1995</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5114</th>\n",
       "      <td>1500</td>\n",
       "      <td>2003</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1859</th>\n",
       "      <td>4000</td>\n",
       "      <td>1997</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3800</th>\n",
       "      <td>1800</td>\n",
       "      <td>2002</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8510</th>\n",
       "      <td>4000</td>\n",
       "      <td>2006</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1668</th>\n",
       "      <td>3000</td>\n",
       "      <td>2016</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2685</th>\n",
       "      <td>1000</td>\n",
       "      <td>2009</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3112</th>\n",
       "      <td>2000</td>\n",
       "      <td>2023</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2000 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      engine_cc  make_year  owner_count  fuel_type_Electric\n",
       "7217       1800       2010            4               False\n",
       "8291       3000       1999            3               False\n",
       "4607       2000       1995            4               False\n",
       "5114       1500       2003            2               False\n",
       "1859       4000       1997            2               False\n",
       "...         ...        ...          ...                 ...\n",
       "3800       1800       2002            3               False\n",
       "8510       4000       2006            4               False\n",
       "1668       3000       2016            5               False\n",
       "2685       1000       2009            5               False\n",
       "3112       2000       2023            5               False\n",
       "\n",
       "[2000 rows x 4 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Keep only the 4 features with the highest correlation (in both the train and test sets)\n",
    "selected_features = ['engine_cc', 'make_year', 'owner_count', 'fuel_type_Electric']\n",
    "\n",
    "X_train = X_train[selected_features]\n",
    "display(X_train)\n",
    "\n",
    "X_test = X_test[selected_features]\n",
    "X_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "697eec98-e868-4c2e-a943-c876fbb2d577",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 300
    },
    "execution": {
     "iopub.execute_input": "2026-09-25T13:37:10.547222Z",
     "iopub.status.busy": "2026-09-25T13:37:10.547222Z",
     "iopub.status.idle": "2026-09-25T13:37:10.567262Z",
     "shell.execute_reply": "2026-09-25T13:37:10.567262Z"
    },
    "id": "697eec98-e868-4c2e-a943-c876fbb2d577",
    "outputId": "5ae90412-7a49-4835-fc33-c9eb460093b1"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>engine_cc</th>\n",
       "      <th>make_year</th>\n",
       "      <th>owner_count</th>\n",
       "      <th>fuel_type_Electric</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>8.000000e+03</td>\n",
       "      <td>8.000000e+03</td>\n",
       "      <td>8.000000e+03</td>\n",
       "      <td>8.000000e+03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>9.769963e-18</td>\n",
       "      <td>-1.017320e-14</td>\n",
       "      <td>3.552714e-17</td>\n",
       "      <td>-4.707346e-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.000063e+00</td>\n",
       "      <td>1.000063e+00</td>\n",
       "      <td>1.000063e+00</td>\n",
       "      <td>1.000063e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-1.146765e+00</td>\n",
       "      <td>-1.694468e+00</td>\n",
       "      <td>-1.416126e+00</td>\n",
       "      <td>-3.333333e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>-8.363038e-01</td>\n",
       "      <td>-8.615353e-01</td>\n",
       "      <td>-7.102248e-01</td>\n",
       "      <td>-3.333333e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>-3.706126e-01</td>\n",
       "      <td>-2.860232e-02</td>\n",
       "      <td>-4.323645e-03</td>\n",
       "      <td>-3.333333e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>5.607698e-01</td>\n",
       "      <td>9.233211e-01</td>\n",
       "      <td>7.015775e-01</td>\n",
       "      <td>-3.333333e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2.113074e+00</td>\n",
       "      <td>1.637264e+00</td>\n",
       "      <td>1.407479e+00</td>\n",
       "      <td>3.000000e+00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          engine_cc     make_year   owner_count  fuel_type_Electric\n",
       "count  8.000000e+03  8.000000e+03  8.000000e+03        8.000000e+03\n",
       "mean   9.769963e-18 -1.017320e-14  3.552714e-17       -4.707346e-17\n",
       "std    1.000063e+00  1.000063e+00  1.000063e+00        1.000063e+00\n",
       "min   -1.146765e+00 -1.694468e+00 -1.416126e+00       -3.333333e-01\n",
       "25%   -8.363038e-01 -8.615353e-01 -7.102248e-01       -3.333333e-01\n",
       "50%   -3.706126e-01 -2.860232e-02 -4.323645e-03       -3.333333e-01\n",
       "75%    5.607698e-01  9.233211e-01  7.015775e-01       -3.333333e-01\n",
       "max    2.113074e+00  1.637264e+00  1.407479e+00        3.000000e+00"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Standardize the features using z-scores (same as above)\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "df_columns = X_train.columns\n",
    "scaler = StandardScaler()\n",
    "scaled_X_train = scaler.fit_transform(X_train)\n",
    "\n",
    "scaled_X_test = scaler.transform(X_test)\n",
    "\n",
    "scaled_df = pd.DataFrame(scaled_X_train, columns=df_columns)\n",
    "scaled_df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "318a5942-ef90-417a-a23a-347c7187b40f",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 467
    },
    "execution": {
     "iopub.execute_input": "2026-09-25T13:37:10.567262Z",
     "iopub.status.busy": "2026-09-25T13:37:10.567262Z",
     "iopub.status.idle": "2026-09-25T13:37:17.651575Z",
     "shell.execute_reply": "2026-09-25T13:37:17.651575Z"
    },
    "id": "318a5942-ef90-417a-a23a-347c7187b40f",
    "outputId": "7c564e75-71fd-4414-f99c-ca1404f4e110"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Highest accuracy is obtained for k = 29 and equals 0.74325\n"
     ]
    },
    {
     "data": {
      "image/png": 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A5VV1B4BA3cGGKZa5aMrRVDvO5ON6iXaAp/pzf7qXl1mu92bSLrDKykqkpqZizpw56m1SqRQRERFITk426Bzx8fEYN24cnJyc1NuUSiWef/55vP322+jRo0ed56ioqEBFxb0PXklJiRFXQWRdVh68hIpqJQb4ueLh9rWvXwXUJJi+89OftZaRABgT7IVNJ2pyCGpLkBwd5KW3G+V+hpbTWR+JBKuf7oW0a0XILChD+0VJqKi+9zBUdXsN6+yOLZP7w9FWhjHB3qI06zek3oDxo3se1MLOBm8+Goj3dpxBXNJ5TOjjC2kt7/35gYvILCiDg40UrR1tNR7ihibTAg0fln3/Parr+lc/0wsV1Ur8kllQZ70MUVewIWbQIlZXqVhUAxj0kQB4+6c/8XQvb7MLgkwaABUWFkKhUEAu15wbQS6X48yZM3Uen5KSgoyMDMTHx2tsX7JkCWxsbDB9+nSD6hEXF4f58+cbXnEiK3W7shr//OMyAOCt8A7qJu3aGJKUKwB4LSwAz/b2MWhEiqE5Cw3JbWjlYINXwvwxa9ufGsGPqr4AMLl/O/X8Rg15rwc19FwNHd3z+kMBWPrrBZzJv4XE9By9c7ycK7iFf/xc83/1Z1E9MUXHKKjGCtxqu0eGXL+hOUdtnexQWFbZoGBDzKCloQGu2MxxhmdDmUUSdH3Fx8cjKChII2E6NTUVn332GdLS0gz6zxkA5syZg5iYGPXPJSUl8PPzE72+RJZKNUw44ehV3LxdhfZtHPGUgV07xjT/j+/j06DWDzEplAKW77uod78EwLvb/8SYYPP7Zgs0rCXJ2cEWbzzcHh/uPotFSefwdC8vrf9PlUoBL/5wAneqlIjo5I6XQttBIjFt4PbguWq7fkODkk9H9sDYb1MbFGyIHbSIeZ8ayhxzkgxl0gDI3d0dMpkMeXmas5Lm5eXB09Oz1mPLysqwYcMGLFiwQGP7/v37kZ+fj3bt7k3NrVAoMGvWLKxYsQKXL1/WOpe9vT3s7Zuuv5TIkuiaA+Wv21X48VSuQf/RGtv8L2ZLSkNY8jdblYbcy+kPt8eyfRdwPLsEO07nY0R3zZb6lQcv4cClm2hpL8OaMcEGf+GsS0O7AO9X2/UbGpSMDvLCJqmkwcGG2EGLmPepIcwxJ8lQJg2A7OzsEBISgqSkJERFRQGoyd9JSkrCtGnTaj1206ZNqKiowHPPPaex/fnnn0dERITGtsjISDz//POYPHmyqPUnau70zc5cXF5t8Iy65pazYChL/mYrBjcnO7wWFoBP913AwqRz+Hs3D3WQc76wDHN2nAYALB3RHf5tWoj63k0VBBsalIgVbIgdtJjDlwVL/fsGzKALLCYmBpMmTUK/fv0wYMAArFixAmVlZepgZeLEifDx8UFcXJzGcfHx8YiKioKbm+ZNdXNz09pma2sLT09PdOlS+1T8RM1JQxeCNGbdpdrOa245C4ay5G+2Ypn1aCBWHryEQ1f+wvLfL8LL2QHylnaYvysTd6qUGNLR3aC5gsyZoUGJWMGGOQQtYrLUv2/ADAKgsWPHoqCgAPPmzUNubi569+6NnTt3qhOjs7KyIJVqjtbPzMzEgQMHsGvXLlNUmcjs1baoqFhLHBjTBWROOQuGsuRvtmLxdHZAeAc3/JJZoLGUAQDY20ixZkxwrSPELEVzC0qamiX+fQOARKhrrncrVFJSAhcXFxQXF8PZ2dnU1SEyir5uK9VjytD5ZNYfu44J36fVWe77CX0xvo+PQXVraKtUU1PdS0D3N1tTTN/flPR9llQ2N/PrJ+OYw9+3Mc9vk7cAEZF4xOq2AmpWlTaEMV1AlvZN21K/2Yqhts8SYNxniayDpf19MwAiakbE6rYqulOFj389X+t7WUMXEGA+o22aWnMYBUdUGwZARGamIc3Ixo5c0vVe5wvLMGpdCs4WlMFOJkGlQnvBT3NPbhSbpX2zFYO1j4Kj5o8BEJEZaWjysqHdUTkl5fjvyWy8+eMpjfdyd7JDWWU17lQp0c7VEVsn98fFm7etsgvI2nEUHDV3TILWgUnQZApiJC/fLKuE94JdqFQ07M+6m0dL/Dr1IXjcfbiZQ3IjNS2FUkD7hXvqHAV38b0IfhbIbBjz/Db5avBEVHfyMlCTcKp4cDn1+xSWVSByzSG9wY/k7utvBqyCXVpRDTene0nQqi6g8X18EN7RnQ88K6Ca3wW4F4SrWFsXKDVPDICIzIAxCadATcD02/lCrD92Hb+dL8TVv+4g/J9/IPVaMdyd7PDxE93h6+KgcQ5fVwdsmtQP7zzWsc76XCu+915kvVSj4Hz0fJbYBUqWjDlARGbAmIRTXXlCMokECkGAj4sDdr86EF09WmHmI4E6u63WH7suap2oebPWUXDU/DEAIjIDhiaSzv7pT1zV0VKkuJvK9/7QTujq0QqA/pFLTG4lY1njKDhq/tgFRmQGBge6wcOAiQd1BT8qEgBxe8/Vmiekei9fFwetvI77z+NnBfP7EJF1YwBEZAaUggAHG91/jqrk5VmPBNZ6jgfzhPRhcisREQMgIrPw8W8XkFVUjpZ2Mng7a3Y9qRJO+/q5GnQuQ3J3mNxKRNaOOUBEJna24BY+3H0WALDq6SD8Xx9fnQmnv50vNOh8hubuMLmViKwZAyCyaqae4E8QBLy2+SQqqpUY1tkdz/X1hUSiO+FUlbtT18R0xuTuMLmViKwVAyCyWg1ddkIMa1Ou4rcLN+BoK8WXT/eCRKI/+FLl7oxJOGr1a3MRETUUc4DIKqmWnXhw8sHrxeUYk3AUiek5jV6HvNIKvP3TnwCA+ZFdEejmVOcxzN0hIhIHW4DI6tS17IQENctOjOrhaXBriqFdafeX+/rQFRTdqUJfHxfMHNze4Pozd4eIqOEYAJHVMWbZCUPyYwztStNVDgDG9fGGjcy4xljm7hARNQy7wMjqGLPsRF0M7UrTVw4A3v3pdJN0uRER0T0MgMjqiLUUhKEruFdWK/WWw33l6prBmYiIxMMAiKyOajh5baQSoKxSAUB75XVVoGJoV1qPj381aqV3IiJqfMwBIqujGk7+TMJRrX2q4eVKARi5NgWjgzxxOKsI13Xk9xTfqTLo/S7cuG1QOa6+TkTUdNgCRFapr4+Lzu2+rg74z4S+eC3MHwCQmJ6rEfwAwLXicjyTcBSvbT5p0Hs939fXoHJcfZ2IqOmwBYis0prDVwAAQzu64f2IzlrDyccEe+OHE9m4eVt/K0+VUoBMKtGbu6OamXnNs8H49UKhqDM4ExFRw7AFiKxOZbUS8YezAACvPRSA8I7uGN/HB+Ed3dVz6ey/eKPW4EdlbkQn9Wrt97t/ZmY7GylXXyciMjMMgMjqbM3IRf6tSng52+PJHp46yxiaj9OpbUuDZmbmDM5EROaFXWBkdVYnXwYAvDigHWz1TEBozFD58I7uBs3MzBmciYjMBwMgsipn8kvx24UbkEqAlwf66y1n7Mrrhs7MzBmciYjMA7vAqMnom0+nKa1Orkl+fqK7HH6ujnrLqYbKA8zbISJqjtgCRE3C0PWyGtPtymp8c/QaAOC1sIA6y6vydrTq7eqA5aOart5ERCQ+BkDU6FTrYD3Y3qNaL6upkoB/OJGDojtVaN+mBYZ3bmvQMczbISJqnhgAUaOqa70sCWrWwRrVw7PRg4rVf1wGALwy0B9SI96LeTtERM0Pc4CoURm6XlZjr4OVdq0IKVeLYCuTYHJ/v0Z9LyIiMn8MgKhRGTqfTmOvg6VKfn6mlzc8uOQEEZHVYwBEjcqY+XQaS/GdKqw/dh0A8GotQ9+JiMh6MACiRqWaT6cuFwrLAIg7VF51rpk/ZqCsUoFuHk4YHNim3ucjIqLmwywCoFWrViEgIAAODg4IDQ1FSkqK3rLh4eGQSCRarxEjRqjLfPDBB+jatSucnJzQunVrRERE4PDhw01xKfQAmVSCoZ10JxDfn4b88uaTGPLlHwj4aA+GrE7GhO/TMGR1Mtov3IPE9Byj3zcxPQftF9acK+Hu0Peckgpsycitz2UQEVEzY/IAaOPGjYiJiUFsbCzS0tIQHByMyMhI5Ofn6yyfmJiInJwc9SsjIwMymQxjxoxRl+ncuTNWrlyJ9PR0HDhwAAEBARg+fDgKCgqa6rLorss3b2PTiZoAprWjrcY+X1cHbHo+BAsf7woJgN8u3MD1Es2EadVQeWOCINWw+weTr4vLq40+FxERNU8SQRCafjre+4SGhqJ///5YuXIlAECpVMLPzw9vvPEGZs+eXefxK1aswLx585CTkwMnJyedZUpKSuDi4oI9e/Zg6NChWvsrKipQUVGhUd7Pzw/FxcVwdnau55WRIAgY8fVh7MwswCOBbbD7lTAcvHxTaz4dhVKA9/xdKCir1Hke1bITF9+LqHOovEIpoP3CPXpHnhlzLiIisiyq570hz2+TtgBVVlYiNTUVERER6m1SqRQRERFITk426Bzx8fEYN26c3uCnsrISX331FVxcXBAcHKyzTFxcHFxcXNQvPz8OkxbD+mPXsTOzAPY2UvzrmWDY2kgR3tEd4/v4ILyjuzoA2X/xht7gB9A9VF5frpC5DLsnIiLzZtKJEAsLC6FQKCCXyzW2y+VynDlzps7jU1JSkJGRgfj4eK19P/30E8aNG4fbt2/Dy8sLu3fvhru77lyUOXPmICYmRv2zqgWI6u9GWSXe/PEUAOD9iE7o4tFSb1lDh8Bn3+0eq21ZjduV1Qadq7GH3RMRkXmz6Jmg4+PjERQUhAEDBmjte+yxx3D8+HEUFhZizZo1ePbZZ3H48GF4eHholbW3t4e9PeeGEdNb/zuFgrJK9PRshXfCO9Za1tAh8Ev2nse5gjIs2H1W57IazyQchbO9zKBzNeaweyIiMn8mDYDc3d0hk8mQl5ensT0vLw+enp61HltWVoYNGzZgwYIFOvc7OTmhY8eO6NixIwYOHIhOnTohPj4ec+bMEa3+dI9CKajXy8ouvoOEo9cgkQBfjQmGnU3tPa2qofLXi8t1Lpmhkp5bivTcUp37VMeVVCgglQD6Rs+rcoAGB7rVeU1ERNR8mTQHyM7ODiEhIUhKSlJvUyqVSEpKQlhYWK3Hbtq0CRUVFXjuuecMei+lUqmR6EziuX/I+YTv0/D2T6cBAJFd2mKgf+s6j5dJJVgR1ROA5tB41c8SAF890wtRPeUPHqrT+0M7qY978FwAsHxUTyZAExFZOZMPg4+JicGaNWuQkJCA06dPY+rUqSgrK8PkyZMBABMnTtTZahMfH4+oqCi4uWl+ky8rK8N7772HQ4cO4cqVK0hNTcWUKVNw/fp1jaHyJA59Q84B4JczBQYPOR8d5IVNk/rB54FJE31dHbBpUj+8NNAfY4J9DDpXV3mrWs/VFCvPExGReTN5DtDYsWNRUFCAefPmITc3F71798bOnTvVidFZWVmQSjXjtMzMTBw4cAC7du3SOp9MJsOZM2eQkJCAwsJCuLm5oX///ti/fz969OjRJNdkLWpb6V3FmJXeRwd5YVQPT3VX2v1D5QHjltUI7+he67mIiMi6mXweIHNkzDwC1uy384UYsrru6Qr2vhaG8I66R+AZQzXHj75cIc7xQ0Rk3SxmHiCybE290ntduUIA83uIiMgwDICo3kyx0ntduULM7yEiIkOYPAeILJdq+Hpdy06IPeS8rlwhIiKiujAAonpTdUk9k3BUa19jd0nJpBJR8oqIiMg6sQuMGiTIs5XO7eySIiIic8YWIGqQZb9fBACM6OqBWeEd2CVFREQWgQEQ1VvBrQokHLkKAHj7sY54pAOXlyAiIsvALjCqt1UHL6O8Won+fq4YHNjG1NUhIiIyGAMgqpfbldX45x+XAQCzHu0AiYTdXUREZDkYAFG9fHP0GgrLKtG+TQuMDvI0dXWIiIiMwgCIjKZQCurk55mPBMJGxo8RERFZFj65yGjbTuXifGEZWjvaYnJ/P1NXh4iIyGgMgMhon/x2AQAw9aEAtLTnQEIiIrI8DIDIKH9cvonkK3/BTibFtEEBpq4OERFRvTAAIqN8erf157kQX3g6O9RRmoiIyDwxACKDnS24ha2ncgEAsx4NNHFtiIiI6o8JHFQnhVLA/os3sDDpHAShZtmLbnLda4ARERFZAgZAVKvE9BzM3JqBa8Xl6m0pV4uQmJ7DhU6JiMhisQuM9EpMz8GYhKMawQ8AFJZVYkzCUSSm55ioZkRERA3DAIh0UigFzNyaAUHHPtW2N3/MgEKpqwQREZF5YwBEOu2/eEOr5ed+AoCrReXYf/FG01WKiIhIJAyASKec0gpRyxEREZkTBkCkk1cre1HLERERmRMGQKTT4EA3+Lo4QKJnvwSAn6sDBge6NWW1iIiIRMEAiHSSSSVYEdVT5z5VULR8VE/IpPpCJCIiIvPFAIj0Gh3khbVje2tt93V1wKZJ/TgPEBERWSxOhEi16uLREgDg7mSLz6KC4NXKHoMD3djyQ0REFo0BENXqbMEtAEAvLxeM7+Nj4toQERGJg11gVKuzBWUAgE5tnUxcEyIiIvEwAKJanbvbAtTJnQEQERE1HwyAqFbnCmtagDq3bWnimhAREYmHARDpJQiCugusM7vAiIioGWEARHpll5TjdpUCMqkE7du0MHV1iIiIRMMAiPQ6d7f1p32bFrCV8aNCRETNB59qpNdZVf4PE6CJiKiZMYsAaNWqVQgICICDgwNCQ0ORkpKit2x4eDgkEonWa8SIEQCAqqoqvPvuuwgKCoKTkxO8vb0xceJEZGdnN9XlNBuqOYA4BJ6IiJobkwdAGzduRExMDGJjY5GWlobg4GBERkYiPz9fZ/nExETk5OSoXxkZGZDJZBgzZgwA4Pbt20hLS8PcuXORlpaGxMREZGZm4sknn2zKy2oWVF1gndw5AoyIiJoXiSAIgikrEBoaiv79+2PlypUAAKVSCT8/P7zxxhuYPXt2ncevWLEC8+bNQ05ODpycdLdUHDlyBAMGDMCVK1fQrl07rf0VFRWoqKhQ/1xSUgI/Pz8UFxfD2dm5nldm+bov/RVn8m9h1ysDEdG5ramrQ0REVKuSkhK4uLgY9Pw2aQtQZWUlUlNTERERod4mlUoRERGB5ORkg84RHx+PcePG6Q1+AKC4uBgSiQSurq4698fFxcHFxUX98vPzM+o6mqNqhRIXbnAIPBERNU8mDYAKCwuhUCggl8s1tsvlcuTm5tZ5fEpKCjIyMvDSSy/pLVNeXo53330X48eP1xsNzpkzB8XFxerX1atXjbuQZujKX3dQpRDgYCOFr4ujqatDREQkKoteDDU+Ph5BQUEYMGCAzv1VVVV49tlnIQgCvvzyS73nsbe3h729fWNV0yKpEqA7ujtBypXfiYiomTFpC5C7uztkMhny8vI0tufl5cHT07PWY8vKyrBhwwa8+OKLOvergp8rV65g9+7dVp3LUx/3lsBg9xcRETU/Jg2A7OzsEBISgqSkJPU2pVKJpKQkhIWF1Xrspk2bUFFRgeeee05rnyr4OXfuHPbs2QM3NzfR697c3VsFniPAiIio+TF5F1hMTAwmTZqEfv36YcCAAVixYgXKysowefJkAMDEiRPh4+ODuLg4jePi4+MRFRWlFdxUVVXhmWeeQVpaGn766ScoFAp1PlGbNm1gZ2fXNBdm4c4VchV4IiJqvkweAI0dOxYFBQWYN28ecnNz0bt3b+zcuVOdGJ2VlQWpVLOhKjMzEwcOHMCuXbu0znf9+nVs27YNANC7d2+Nfb/++ivCw8Mb5Tqam3NcBJWIiJoxk88DZI6MmUegOSqvUsDpvR0QBCA3djg8WjFBnIiIzJ/FzANE5unCjdsQBMDFwQZtW7LLkIiImh8GQKRFvQaYuxMkEg6BJyKi5ocBEGm5NwSeI8CIiKh5YgBEWu4NgWcCNBERNU8MgEjLubtdYGwBIiKi5ooBEGk5e7cLjHMAERFRc8UAiDSUlFchr7QCAAMgIiJqvhgAkQZVArS8lT1cHG1NXBsiIqLGwQCINKgToNn6Q0REzRgDINJwjiPAiIjICjAAIg2qRVA7u3MEGBERNV8MgEjDWS6CSkREVoABEKkJgqCxDAYREVFzxQCI1ArLKlFcXg2JBOjAAIiIiJoxBkCkpur+aufqCEdbmYlrQ0RE1HgYAJEau7+IiMhaMAAiNfUSGFwDjIiImjkGQKR2niPAiIjISjAAIrWz6jmAGAAREVHzxgCIAABKpXDfLNDsAiMiouaNARABAK6XlKO8WgkbqQQBrR1NXR0iIqJGxQCIANwbAdbBrQVsZPxYEBFR88YnHQG4fwkMdn8REVHzxwCIANxrAerIBGgiIrICDIAIAHC+kEPgiYjIehgdAAUEBGDBggXIyspqjPqQibALjIiIrInRAdDMmTORmJiIwMBADBs2DBs2bEBFRUVj1I2aSJVCiYs3bwPgMhhERGQd6hUAHT9+HCkpKejWrRveeOMNeHl5Ydq0aUhLS2uMOlIju3TzNhRKAS1sZfB2djB1dYiIiBpdvXOA+vbti88//xzZ2dmIjY3F119/jf79+6N3795Yu3YtBEEQs57UiO5NgOgEqVRi4toQERE1Ppv6HlhVVYUtW7Zg3bp12L17NwYOHIgXX3wR165dw3vvvYc9e/bgP//5j5h1pUbCJTCIiMjaGB0ApaWlYd26dVi/fj2kUikmTpyI5cuXo2vXruoyTz31FPr37y9qRanxqBKgO3IEGBERWQmjA6D+/ftj2LBh+PLLLxEVFQVbW1utMu3bt8e4ceNEqSA1PvUQeHeOACMiIutgdAB08eJF+Pv711rGyckJ69atq3elqOkolAJOZhcDAG5VVEOhFCBjHhARETVzRidB5+fn4/Dhw1rbDx8+jKNHj4pSKWoaiek5CPhoDwrKqgAAb2zNQPuFe5CYnmPimhERETUuowOg6OhoXL16VWv79evXER0dLUqlqPElpudgTMJRXC8p19h+vbgcYxKOMggiIqJmzegA6M8//0Tfvn21tvfp0wd//vlnvSqxatUqBAQEwMHBAaGhoUhJSdFbNjw8HBKJROs1YsQIdZnExEQMHz4cbm5ukEgkOH78eL3q1VwplAJmbs2ArokKVNve/DEDCiWnMiAioubJ6ADI3t4eeXl5WttzcnJgY2P8qPqNGzciJiYGsbGxSEtLQ3BwMCIjI5Gfn6+zfGJiInJyctSvjIwMyGQyjBkzRl2mrKwMDz/8MJYsWWJ0fazB/os3cK24XO9+AcDVonLsv3ij6SpFRETUhIwOgIYPH445c+aguLhYva2oqAjvvfcehg0bZnQFli1bhpdffhmTJ09G9+7dsXr1arRo0QJr167VWb5Nmzbw9PRUv3bv3o0WLVpoBEDPP/885s2bh4iICKPrYw1ySg1busTQckRERJbG6CabTz75BI888gj8/f3Rp08fAMDx48chl8vx7bffGnWuyspKpKamYs6cOeptUqkUERERSE5ONugc8fHxGDduHJyc6j+HTUVFhcZ6ZiUlJfU+lyXwamUvajkiIiJLY3QLkI+PD06ePImlS5eie/fuCAkJwWeffYb09HT4+fkZda7CwkIoFArI5XKN7XK5HLm5uXUen5KSgoyMDLz00ktGve+D4uLi4OLion4Zex2WZnCgG3xdHKBvsLsEgJ+rAwYHujVltYiIiJpMvZbCcHJywiuvvCJ2XYwWHx+PoKAgDBgwoEHnmTNnDmJiYtQ/l5SUNOsgSCaVYEVUTzyToD1tgSooWj6qJ+cDIiKiZqvea4H9+eefyMrKQmVlpcb2J5980uBzuLu7QyaTaSVV5+XlwdPTs9Zjy8rKsGHDBixYsMDwSuthb28Pe3vr6u4ZHeSFJ3vIse2U5r33dXXA8lE9MTrIy0Q1IyIianz1mgn6qaeeQnp6OiQSiXrVd4mkprVAoVAYfC47OzuEhIQgKSkJUVFRAAClUomkpCRMmzat1mM3bdqEiooKPPfcc8ZeAt311+2aCRDfeawDgr1d4NXKHoMD3djyQ0REzZ7ROUAzZsxA+/btkZ+fjxYtWuDUqVP4/fff0a9fP/z2229GVyAmJgZr1qxBQkICTp8+jalTp6KsrAyTJ08GAEycOFEjSVolPj4eUVFRcHPTzlO5efMmjh8/rp6XKDMzE8ePHzcor8haVCmUOHqtCADwQn8/jO/jg/CO7gx+iIjIKhjdApScnIy9e/fC3d0dUqkUUqkUDz/8MOLi4jB9+nQcO3bMqPONHTsWBQUFmDdvHnJzc9G7d2/s3LlTnRidlZUFqVQzTsvMzMSBAwewa9cunefctm2bOoACoF6YNTY2Fh988IFR9WuuMnJLcadKCRcHGy6CSkREVsfoAEihUKBVq1YAanJ4srOz0aVLF/j7+yMzM7NelZg2bZreLi9drUpdunRRd73p8sILL+CFF16oV12sxaErfwEAQtu1hpStPkREZGWMDoB69uyJEydOoH379ggNDcXSpUthZ2eHr776CoGBgY1RR2oEh1UBkH9rE9eEiIio6RkdAP3jH/9AWVkZAGDBggV44oknMHjwYLi5uWHjxo2iV5Aax6GsmgBoYDtX01aEiIjIBIwOgCIjI9X/7tixI86cOYObN2+idevW6pFgZN5u3q7E2YKaIHZAO7YAERGR9TFqFFhVVRVsbGyQkZGhsb1NmzYMfixISlYRAKCTuxPcnOxMWxkiIiITMCoAsrW1Rbt27Yya64fMjyoBeiDzf4iIyEoZPQ/Q+++/j/feew83b95sjPpQEzicdW8EGBERkTUyOgdo5cqVOH/+PLy9veHv76+1CntaWppolSPxKZUCDt/tAhvo72rSuhAREZmK0QGQaskKskxnC2+h6E4VHG2lCPJyNnV1iIiITMLoACg2NrYx6kFN5PCVIgBAiK8rbGVG94ASERE1C3wCWplDzP8hIiIyvgVIKpXWOuSdI8TM22H1CDBX01aEiIjIhIwOgLZs2aLxc1VVFY4dO4aEhATMnz9ftIqR+MoqqnEypwQAh8ATEZF1MzoAGjVqlNa2Z555Bj169MDGjRvx4osvilIxEl/qtWIoBcDXxQE+Lo6mrg4REZHJiJYDNHDgQCQlJYl1OmoEzP8hIiKqIUoAdOfOHXz++efw8fER43TUSLgCPBERUQ2ju8AeXPRUEASUlpaiRYsW+O6770StHIlHEAQkMwGaiIgIQD0CoOXLl2sEQFKpFG3btkVoaChat2bLgrm6WnQHuaUVsJFK0NfHxdTVISIiMimjA6AXXnihEapBjU21/EWwtzNa2Bn9ayciImpWjM4BWrduHTZt2qS1fdOmTUhISBClUiQ+1QrwA5gATUREZHwAFBcXB3d3d63tHh4eWLRokSiVIvGpVoBn/g8REVE9AqCsrCy0b99ea7u/vz+ysrJEqRSJq7JaidRrxQCAgWwBIiIiMj4A8vDwwMmTJ7W2nzhxAm5ubqJUisR1IrsEFdVKtGlhi47uTqauDhERkckZHQCNHz8e06dPx6+//gqFQgGFQoG9e/dixowZGDduXGPUkRpI3f3VrnWt67gRERFZC6OHA3344Ye4fPkyhg4dChubmsOVSiUmTpzIHCAzpQqAmABNRERUw+gAyM7ODhs3bsRHH32E48ePw9HREUFBQfD392+M+pEIDnECRCIiIg31nhCmU6dO6NSpk5h1oUZQcKsCF27cBsAWICIiIhWjc4CefvppLFmyRGv70qVLMWbMGFEqReJRTYDYzaMlXB1tTVsZIiIiM2F0APT777/j73//u9b2xx9/HL///rsolSLxqPJ/uAAqERHRPUZ3gd26dQt2dnZa221tbVFSUiJKpajhFEoB+y/ewI8ZuQCA/n5c/4uIiEjF6BagoKAgbNy4UWv7hg0b0L17d1EqRQ2TmJ6D9gv3YMjqZGTklgIAFuw6i8T0HBPXjIiIyDwY3QI0d+5cjB49GhcuXMCQIUMAAElJSfjPf/6DzZs3i15BMk5ieg7GJByF8MD2/FuVGJNwFJsm9cPoIC+T1I2IiMhcGN0CNHLkSGzduhXnz5/H66+/jlmzZuH69evYu3cvOnbs2Bh1JAMplAJmbs3QCn4AqLe9+WMGFEpdJYiIiKyH0QEQAIwYMQIHDx5EWVkZLl68iGeffRZvvfUWgoODxa4fGWH/xRu4Vlyud78A4GpROfZfvNF0lSIiIjJD9QqAgJrRYJMmTYK3tzc+/fRTDBkyBIcOHRKzbmSknNIKUcsRERE1V0blAOXm5uLf//434uPjUVJSgmeffRYVFRXYunUrE6DNgFcre1HLERERNVcGtwCNHDkSXbp0wcmTJ7FixQpkZ2fjiy++EKUSq1atQkBAABwcHBAaGoqUlBS9ZcPDwyGRSLReI0aMUJcRBAHz5s2Dl5cXHB0dERERgXPnzolSV3M2ONANvi4O0LfcqQSAn6sDBge6NWW1iIiIzI7BAdDPP/+MF198EfPnz8eIESMgk8lEqcDGjRsRExOD2NhYpKWlITg4GJGRkcjPz9dZPjExETk5OepXRkYGZDKZxizUS5cuxeeff47Vq1fj8OHDcHJyQmRkJMrL9efHNAcyqQQronrq3KcKipaP6gmZlCvCExGRdTM4ADpw4ABKS0sREhKC0NBQrFy5EoWFhQ2uwLJly/Dyyy9j8uTJ6N69O1avXo0WLVpg7dq1Osu3adMGnp6e6tfu3bvRokULdQAkCAJWrFiBf/zjHxg1ahR69eqFb775BtnZ2di6dWuD62vuRgd5YdOkfrCTaf5qfV0dOASeiIjoLoMDoIEDB2LNmjXIycnBq6++ig0bNsDb2xtKpRK7d+9GaWmp0W9eWVmJ1NRURERE3KuQVIqIiAgkJycbdI74+HiMGzcOTk5OAIBLly4hNzdX45wuLi4IDQ3Ve86KigqUlJRovCzZyO5ySCU1Q92XPtENe18Lw8X3Ihj8EBER3WX0KDAnJydMmTIFBw4cQHp6OmbNmoXFixfDw8MDTz75pFHnKiwshEKhgFwu19gul8uRm5tb5/EpKSnIyMjASy+9pN6mOs6Yc8bFxcHFxUX98vPzM+o6zM2x68UorxbQpoUtYh7pgPCO7uz2IiIiuk+9h8EDQJcuXbB06VJcu3YN69evF6tOBouPj0dQUBAGDBjQoPPMmTMHxcXF6tfVq1dFqqFpHLx8EwDwkH8bSBn4EBERaWlQAKQik8kQFRWFbdu2GXWcu7s7ZDIZ8vLyNLbn5eXB09Oz1mPLysqwYcMGvPjiixrbVccZc057e3s4OztrvCzZH5dqVoB/qD1XgCciItJFlACovuzs7BASEoKkpCT1NqVSiaSkJISFhdV67KZNm1BRUYHnnntOY3v79u3h6empcc6SkhIcPny4znM2B4IgqFuABgW0MXFtiIiIzJPRi6GKLSYmBpMmTUK/fv0wYMAArFixAmVlZZg8eTIAYOLEifDx8UFcXJzGcfHx8YiKioKbm+acNhKJBDNnzsRHH32ETp06oX379pg7dy68vb0RFRXVVJdlMhdv3EZuaQVsZRL083M1dXWIiIjMkskDoLFjx6KgoADz5s1Dbm4uevfujZ07d6qTmLOysiCVajZUZWZm4sCBA9i1a5fOc77zzjsoKyvDK6+8gqKiIjz88MPYuXMnHBwcGv16TE3V+hPi6wpHW3HmaiIiImpuJIIgcGnwB5SUlMDFxQXFxcUWlw/06uYTWHMoC7Me7YCPR3J5EiIish7GPL9NmgNE4lMlQA9iAjQREZFeDICakb9uV+JUXs2ElA/5MwGaiIhIHwZAzUjylZrWn07uTvDgiu9ERER6MQBqRjj8nYiIyDAMgJoRToBIRERkGAZAzUSVQomUq3cToNkCREREVCsGQM3EsevFuFOlRJsWtujStqWpq0NERGTWGAA1E1wAlYiIyHAMgJoJ5v8QEREZjgFQM8AFUImIiIzDAKgZuHSTC6ASEREZgwFQM8AFUImIiIzDAKgZOKjK/wlg/g8REZEhGAA1A38w/4eIiMgoDIAsXNGdqnsLoDIAIiIiMggDIAuXfPkmBAHo6O4EORdAJSIiMggDIAt38LJq+Qvm/xARERmKAZCFO3jp7gzQ7P4iIiIyGAMgC8YFUImIiOqHAZAFUy2A2trRFl09uAAqERGRoRgAWTD1AqgBrbkAKhERkREYAFkw9QKo7P4iIiIyio2pK0DGUygF/H6xEHvOFQAABrbjCDAiIiJjsAXIwiSm56D9wj0YuvoQisurAQATNxxDYnqOiWtGRERkORgAWZDE9ByMSTiKa8XlGtuzi8sxJuEogyAiIiIDMQCyEAqlgJlbMyDo2Kfa9uaPGVAodZUgIiKi+zEAshD7L97Qavm5nwDgalE59l+80XSVIiIislAMgCxETmmFqOWIiIisGQMgC+Fl4EKnhpYjIiKyZgyALMTgQDf4ujhA33SHEgB+rg4YHOjWlNUiIiKySAyALIRMKsGKqJ4696mCouWjekLGGaGJiIjqxADIgowO8sKmSf3QxtFWY7uvqwM2TeqH0UFeJqoZERGRZeFM0BZmdJAXzheWYfb20xgU0Bof/q0rBge6seWHiIjICAyALFD+rZqRXgP92yC8o7uJa0NERGR52AVmgXJLagIgT474IiIiqhcGQBYo9+5cP57ODICIiIjqw+QB0KpVqxAQEAAHBweEhoYiJSWl1vJFRUWIjo6Gl5cX7O3t0blzZ+zYsUO9v7S0FDNnzoS/vz8cHR3x0EMP4ciRI419GU0qt7RmRmi2ABEREdWPSQOgjRs3IiYmBrGxsUhLS0NwcDAiIyORn5+vs3xlZSWGDRuGy5cvY/PmzcjMzMSaNWvg4+OjLvPSSy9h9+7d+Pbbb5Geno7hw4cjIiIC169fb6rLanSqFiCvVg4mrgkREZFlkgiCYLLVM0NDQ9G/f3+sXLkSAKBUKuHn54c33ngDs2fP1iq/evVqfPzxxzhz5gxsbW219t+5cwetWrXCjz/+iBEjRqi3h4SE4PHHH8dHH32ksx4VFRWoqLi3hERJSQn8/PxQXFwMZ2fnhl6mqCqqFXCcXdPiVbggEm1a2Jm4RkREROahpKQELi4uBj2/TdYCVFlZidTUVERERNyrjFSKiIgIJCcn6zxm27ZtCAsLQ3R0NORyOXr27IlFixZBoVAAAKqrq6FQKODgoNky4ujoiAMHDuitS1xcHFxcXNQvPz8/Ea6wceTdbf2xlUnQ2lE7CCQiIqK6mSwAKiwshEKhgFwu19gul8uRm5ur85iLFy9i8+bNUCgU2LFjB+bOnYtPP/1U3bLTqlUrhIWF4cMPP0R2djYUCgW+++47JCcnIycnR29d5syZg+LiYvXr6tWr4l2oyNQJ0K3sIZFw7h8iIqL6sKh5gJRKJTw8PPDVV19BJpMhJCQE169fx8cff4zY2FgAwLfffospU6bAx8cHMpkMffv2xfjx45Gamqr3vPb29rC3t4yEYub/EBERNZzJWoDc3d0hk8mQl5ensT0vLw+enp46j/Hy8kLnzp0hk8nU27p164bc3FxUVlYCADp06IB9+/bh1q1buHr1KlJSUlBVVYXAwMDGu5gmlFNydwQYh8ATERHVm8kCIDs7O4SEhCApKUm9TalUIikpCWFhYTqPGTRoEM6fPw+lUqnedvbsWXh5ecHOTjMZ2MnJCV5eXvjrr7/wyy+/YNSoUY1zIU1M1QIk5xB4IiKiejPpMPiYmBisWbMGCQkJOH36NKZOnYqysjJMnjwZADBx4kTMmTNHXX7q1Km4efMmZsyYgbNnz2L79u1YtGgRoqOj1WV++eUX7Ny5E5cuXcLu3bvx2GOPoWvXrupzWrp7OUDsAiMiIqovk+YAjR07FgUFBZg3bx5yc3PRu3dv7Ny5U50YnZWVBan0Xozm5+eHX375BW+++SZ69eoFHx8fzJgxA++++666THFxMebMmYNr166hTZs2ePrpp7Fw4UKdw+YtUZ46B4gtQERERPVl0nmAzJUx8wg0tbDP9+NwVhESX+iHqJ5epq4OERGR2bCIeYCoftgFRkRE1HAMgCyIIAga8wARERFR/TAAsiDF5dWoqK4ZAccAiIiIqP4YAFkQ1RxAro62cLCV1VGaiIiI9GEAZEHY/UVERCQOBkAWhAEQERGROBgAWZDc0rvLYDAAIiIiahAGQBYkt+RuC5Azh8ATERE1BAMgC8IuMCIiInEwALIg7AIjIiISBwMgC8IWICIiInEwALIgqhwgL+YAERERNQgDIAtRpVCioKwSAFuAiIiIGooBkIXIv1XT+iOTSuDWws7EtSEiIrJsDIAshCr/R97SHlKpxMS1ISIismwMgCzEvfwfdn8RERE1FAMgC5HDIfBERESiYQBkIdRdYK04AoyIiKihGABZCPUyGGwBIiIiajAGQBYir5Q5QERERGJhAGQhmANEREQkHgZAFuLeMhjMASIiImooBkAWQBAE5gARERGJiAGQBbhVocDtKgUABkBERERiYABkAVT5P63sbeBkb2Pi2hAREVk+BkAWgN1fRERE4mIAZAHuJUAzACIiIhIDAyALkHu3C8zLmSPAiIiIxMAAyALkqJfBYAsQERGRGBgAWYA85gARERGJigGQBcjlLNBERESiYgBkAXLV64AxB4iIiEgMDIAsQA5HgREREYmKAZCZUygFFNxiAERERCQmBkBmruBWBZQCIJUAbVsyACIiIhKDyQOgVatWISAgAA4ODggNDUVKSkqt5YuKihAdHQ0vLy/Y29ujc+fO2LFjh3q/QqHA3Llz0b59ezg6OqJDhw748MMPIQhCY19Ko1Dl/3i0tIdMKjFxbYiIiJoHky4stXHjRsTExGD16tUIDQ3FihUrEBkZiczMTHh4eGiVr6ysxLBhw+Dh4YHNmzfDx8cHV65cgaurq7rMkiVL8OWXXyIhIQE9evTA0aNHMXnyZLi4uGD69OlNeHXiyCnhCDAiIiKxmTQAWrZsGV5++WVMnjwZALB69Wps374da9euxezZs7XKr127Fjdv3sQff/wBW1tbAEBAQIBGmT/++AOjRo3CiBEj1PvXr19fZ8uSueIyGEREROIzWRdYZWUlUlNTERERca8yUikiIiKQnJys85ht27YhLCwM0dHRkMvl6NmzJxYtWgSFQqEu89BDDyEpKQlnz54FAJw4cQIHDhzA448/rrcuFRUVKCkp0XiZi3sBEIfAExERicVkLUCFhYVQKBSQy+Ua2+VyOc6cOaPzmIsXL2Lv3r2YMGECduzYgfPnz+P1119HVVUVYmNjAQCzZ89GSUkJunbtCplMBoVCgYULF2LChAl66xIXF4f58+eLd3EiUgdAzmwBIiIiEovJk6CNoVQq4eHhga+++gohISEYO3Ys3n//faxevVpd5ocffsD333+P//znP0hLS0NCQgI++eQTJCQk6D3vnDlzUFxcrH5dvXq1KS7HILnMASIiIhKdyVqA3N3dIZPJkJeXp7E9Ly8Pnp6eOo/x8vKCra0tZDKZelu3bt2Qm5uLyspK2NnZ4e2338bs2bMxbtw4AEBQUBCuXLmCuLg4TJo0Sed57e3tYW9vngEGu8CIiIjEZ7IWIDs7O4SEhCApKUm9TalUIikpCWFhYTqPGTRoEM6fPw+lUqnedvbsWXh5ecHOzg4AcPv2bUilmpclk8k0jrEkTIImIiISn0m7wGJiYrBmzRokJCTg9OnTmDp1KsrKytSjwiZOnIg5c+aoy0+dOhU3b97EjBkzcPbsWWzfvh2LFi1CdHS0uszIkSOxcOFCbN++HZcvX8aWLVuwbNkyPPXUU01+fWK4tw4YAyAiIiKxmHQY/NixY1FQUIB58+YhNzcXvXv3xs6dO9WJ0VlZWRqtOX5+fvjll1/w5ptvolevXvDx8cGMGTPw7rvvqst88cUXmDt3Ll5//XXk5+fD29sbr776KubNm9fk19dQZRXVKK2oBsAuMCIiIjFJBEudIrkRlZSUwMXFBcXFxXB2djZZPS4UlqHT4r1oYStD6aLHIZFwJmgiIiJ9jHl+W9QoMGtz/xB4Bj9ERETiYQBkxnJLa4bAezEBmoiISFQMgMxYTgmHwBMRETUGBkBmTNUFJmcLEBERkagYAJkxLoNBRETUOBgAmbE8dQ4Qu8CIiIjExADIjN3LAWILEBERkZgYAJkxdoERERE1DgZAZkqpFJB3iy1AREREjYEBkJm6cbsSCqUAiQTwaMkAiIiISEwMgMyUKv/HvYUdbGX8NREREYmJT1YzpZoFmvk/RERE4mMAZKbUCdDM/yEiIhIdAyAzpQqAOAcQERGR+BgAmamckpouMC6DQUREJD4GQGYqj3MAERERNRoGQGbqXg4Qu8CIiIjExgDITDEJmoiIqPEwADJTqhwgL3aBERERiY4BkBm6U6VAcXk1AHaBERERNQYGQGZIlQBtbyOFi4ONiWtDRETU/DAAMkP35/9IJBIT14aIiKj5YQBkhu7l/7D7i4iIqDEwADJDHAFGRETUuBgAmSFVAMRZoImIiBoHAyAzpF4JngEQERFRo2AAZGYUSgEZOaUAgJLyaiiUgolrRERE1PwwADIjiek5aL9wD5Kv/AUAWP77RbRfuAeJ6TkmrhkREVHzwgDITCSm52BMwlFcKy7X2H69uBxjEo4yCCIiIhIRAyAzoFAKmLk1A7o6u1Tb3vwxg91hREREImEAZAb2X7yh1fJzPwHA1aJy7L94o+kqRURE1IxxnYUmpFAK2H/xBnJKK+DVyh6DA90gk0qQc3fYe10MLUdERES1YwDURBLTczBza4ZGS4+viwNmPdoBP57KNegcXhwWT0REJAoGQE1AleD8YAbPteJyvLntVJ3HSwD4ujpgcKBbo9SPiIjI2jAHqJHVluCs4mgrxcdPdIcENcHO/VQ/Lx/VEzIpF0YlIiISg1kEQKtWrUJAQAAcHBwQGhqKlJSUWssXFRUhOjoaXl5esLe3R+fOnbFjxw71/oCAAEgkEq1XdHR0Y1+KlroSnAHgTpUSIb4u2DSpH3xcNBdA9XV1wKZJ/TA6yKsxq0lERGRVTN4FtnHjRsTExGD16tUIDQ3FihUrEBkZiczMTHh4eGiVr6ysxLBhw+Dh4YHNmzfDx8cHV65cgaurq7rMkSNHoFAo1D9nZGRg2LBhGDNmTFNckgZjEpzH9/HBqB6eOhOliYiISDwmD4CWLVuGl19+GZMnTwYArF69Gtu3b8fatWsxe/ZsrfJr167FzZs38ccff8DW1hZATYvP/dq2bavx8+LFi9GhQwc8+uijjXMRtTA0cVlVTiaVILyje2NWiYiIyOqZtAussrISqampiIiIUG+TSqWIiIhAcnKyzmO2bduGsLAwREdHQy6Xo2fPnli0aJFGi8+D7/Hdd99hypQpkEh0t6RUVFSgpKRE4yWWwYFu8HVx0MrtUZEA8GOCMxERUZMyaQBUWFgIhUIBuVyusV0ulyM3V/fQ8IsXL2Lz5s1QKBTYsWMH5s6di08//RQfffSRzvJbt25FUVERXnjhBb31iIuLg4uLi/rl5+dX72t6kEwqwYqongCY4ExERGQuzCIJ2hhKpRIeHh746quvEBISgrFjx+L999/H6tWrdZaPj4/H448/Dm9vb73nnDNnDoqLi9Wvq1evilrn0UFeTHAmIiIyIybNAXJ3d4dMJkNeXp7G9ry8PHh6euo8xsvLC7a2tpDJZOpt3bp1Q25uLiorK2FnZ6fefuXKFezZsweJiYm11sPe3h729o07yeDoIC8mOBMREZkJk7YA2dnZISQkBElJSeptSqUSSUlJCAsL03nMoEGDcP78eSiVSvW2s2fPwsvLSyP4AYB169bBw8MDI0aMaJwLMJIqwXl8Hx+Ed3Rn8ENERGQiJu8Ci4mJwZo1a5CQkIDTp09j6tSpKCsrU48KmzhxIubMmaMuP3XqVNy8eRMzZszA2bNnsX37dixatEhrjh+lUol169Zh0qRJsLEx+WA3IiIiMiMmjwzGjh2LgoICzJs3D7m5uejduzd27typTozOysqCVHovTvPz88Mvv/yCN998E7169YKPjw9mzJiBd999V+O8e/bsQVZWFqZMmdKk10NERETmTyIIQm2rNFilkpISuLi4oLi4GM7OzqauDhERERnAmOe3ybvAiIiIiJoaAyAiIiKyOgyAiIiIyOowACIiIiKrwwCIiIiIrA4DICIiIrI6Jp8HyBypZgYQc1V4IiIialyq57YhM/wwANKhtLQUAERdFZ6IiIiaRmlpKVxcXGotw4kQdVAqlcjOzkarVq0gkRi2XldJSQn8/Pxw9epVTp7YRHjPmxbvd9Pi/W5avN9Nq7HutyAIKC0thbe3t8YqErqwBUgHqVQKX1/feh3r7OzMP54mxnvetHi/mxbvd9Pi/W5ajXG/62r5UWESNBEREVkdBkBERERkdRgAicTe3h6xsbGwt7c3dVWsBu950+L9blq8302L97tpmcP9ZhI0ERERWR22ABEREZHVYQBEREREVocBEBEREVkdBkBERERkdRgAiWTVqlUICAiAg4MDQkNDkZKSYuoqNQu///47Ro4cCW9vb0gkEmzdulVjvyAImDdvHry8vODo6IiIiAicO3fONJVtBuLi4tC/f3+0atUKHh4eiIqKQmZmpkaZ8vJyREdHw83NDS1btsTTTz+NvLw8E9XYsn355Zfo1auXejK4sLAw/Pzzz+r9vNeNa/HixZBIJJg5c6Z6G++5eD744ANIJBKNV9euXdX7TX2vGQCJYOPGjYiJiUFsbCzS0tIQHByMyMhI5Ofnm7pqFq+srAzBwcFYtWqVzv1Lly7F559/jtWrV+Pw4cNwcnJCZGQkysvLm7imzcO+ffsQHR2NQ4cOYffu3aiqqsLw4cNRVlamLvPmm2/if//7HzZt2oR9+/YhOzsbo0ePNmGtLZevry8WL16M1NRUHD16FEOGDMGoUaNw6tQpALzXjenIkSP417/+hV69emls5z0XV48ePZCTk6N+HThwQL3P5PdaoAYbMGCAEB0drf5ZoVAI3t7eQlxcnAlr1fwAELZs2aL+WalUCp6ensLHH3+s3lZUVCTY29sL69evN0ENm5/8/HwBgLBv3z5BEGrur62trbBp0yZ1mdOnTwsAhOTkZFNVs1lp3bq18PXXX/NeN6LS0lKhU6dOwu7du4VHH31UmDFjhiAI/HyLLTY2VggODta5zxzuNVuAGqiyshKpqamIiIhQb5NKpYiIiEBycrIJa9b8Xbp0Cbm5uRr33sXFBaGhobz3IikuLgYAtGnTBgCQmpqKqqoqjXvetWtXtGvXjve8gRQKBTZs2ICysjKEhYXxXjei6OhojBgxQuPeAvx8N4Zz587B29sbgYGBmDBhArKysgCYx73mYqgNVFhYCIVCAblcrrFdLpfjzJkzJqqVdcjNzQUAnfdetY/qT6lUYubMmRg0aBB69uwJoOae29nZwdXVVaMs73n9paenIywsDOXl5WjZsiW2bNmC7t274/jx47zXjWDDhg1IS0vDkSNHtPbx8y2u0NBQ/Pvf/0aXLl2Qk5OD+fPnY/DgwcjIyDCLe80AiIh0io6ORkZGhkafPYmvS5cuOH78OIqLi7F582ZMmjQJ+/btM3W1mqWrV69ixowZ2L17NxwcHExdnWbv8ccfV/+7V69eCA0Nhb+/P3744Qc4OjqasGY12AXWQO7u7pDJZFqZ63l5efD09DRRrayD6v7y3otv2rRp+Omnn/Drr7/C19dXvd3T0xOVlZUoKirSKM97Xn92dnbo2LEjQkJCEBcXh+DgYHz22We8140gNTUV+fn56Nu3L2xsbGBjY4N9+/bh888/h42NDeRyOe95I3J1dUXnzp1x/vx5s/h8MwBqIDs7O4SEhCApKUm9TalUIikpCWFhYSasWfPXvn17eHp6atz7kpISHD58mPe+ngRBwLRp07Blyxbs3bsX7du319gfEhICW1tbjXuemZmJrKws3nORKJVKVFRU8F43gqFDhyI9PR3Hjx9Xv/r164cJEyao/8173nhu3bqFCxcuwMvLyzw+302Sat3MbdiwQbC3txf+/e9/C3/++afwyiuvCK6urkJubq6pq2bxSktLhWPHjgnHjh0TAAjLli0Tjh07Jly5ckUQBEFYvHix4OrqKvz444/CyZMnhVGjRgnt27cX7ty5Y+KaW6apU6cKLi4uwm+//Sbk5OSoX7dv31aXee2114R27doJe/fuFY4ePSqEhYUJYWFhJqy15Zo9e7awb98+4dKlS8LJkyeF2bNnCxKJRNi1a5cgCLzXTeH+UWCCwHsuplmzZgm//fabcOnSJeHgwYNCRESE4O7uLuTn5wuCYPp7zQBIJF988YXQrl07wc7OThgwYIBw6NAhU1epWfj1118FAFqvSZMmCYJQMxR+7ty5glwuF+zt7YWhQ4cKmZmZpq20BdN1rwEI69atU5e5c+eO8PrrrwutW7cWWrRoITz11FNCTk6O6SptwaZMmSL4+/sLdnZ2Qtu2bYWhQ4eqgx9B4L1uCg8GQLzn4hk7dqzg5eUl2NnZCT4+PsLYsWOF8+fPq/eb+l5LBEEQmqatiYiIiMg8MAeIiIiIrA4DICIiIrI6DICIiIjI6jAAIiIiIqvDAIiIiIisDgMgIiIisjoMgIiIiMjqMAAiIiIiq8MAiIjqdPnyZUgkEhw/ftzUVVE7c+YMBg4cCAcHB/Tu3bvR3ueDDz4w+vzh4eGYOXNmrWUkEgm2bt1a73qJ7fnnn8eiRYvUPwcEBGDFihV6y48bNw6ffvppE9SMqHEwACKyAC+88AIkEgkWL16ssX3r1q2QSCQmqpVpxcbGwsnJCZmZmRoLKortrbfeatTzm4MTJ05gx44dmD59usHH/OMf/8DChQtRXFzciDUjajwMgIgshIODA5YsWYK//vrL1FURTWVlZb2PvXDhAh5++GH4+/vDzc1NxFppatmyZaOeX0z1vZ9ffPEFxowZg5YtWxp8TM+ePdGhQwd899139XpPIlNjAERkISIiIuDp6Ym4uDi9ZXR116xYsQIBAQHqn1944QVERUVh0aJFkMvlcHV1xYIFC1BdXY23334bbdq0ga+vL9atW6d1/jNnzuChhx6Cg4MDevbsiX379mnsz8jIwOOPP46WLVtCLpfj+eefR2FhoXp/eHg4pk2bhpkzZ8Ld3R2RkZE6r0OpVGLBggXw9fWFvb09evfujZ07d6r3SyQSpKamYsGCBZBIJPjggw90nic8PBzTp0/HO++8gzZt2sDT01OrbFFREV566SW0bdsWzs7OGDJkCE6cOKH3nlZXV2P69OlwdXWFm5sb3n33XUyaNAlRUVFa11Db+wJATk4OHn/8cTg6OiIwMBCbN2/W2J+eno4hQ4bA0dERbm5ueOWVV3Dr1i31ftXvcuHChfD29kaXLl0AAP/85z/RqVMnODg4QC6X45lnntF5fwBAoVBg8+bNGDlypN4yAPD111/D1dVVozVs5MiR2LBhQ63HEZkrBkBEFkImk2HRokX44osvcO3atQada+/evcjOzsbvv/+OZcuWITY2Fk888QRat26Nw4cP47XXXsOrr76q9T5vv/02Zs2ahWPHjiEsLAwjR47EjRs3ANQEEkOGDEGfPn1w9OhR7Ny5E3l5eXj22Wc1zpGQkAA7OzscPHgQq1ev1lm/zz77DJ9++ik++eQTnDx5EpGRkXjyySdx7tw5ADWBQ48ePTBr1izk5OTgrbfe0nutCQkJcHJywuHDh7F06VIsWLAAu3fvVu8fM2YM8vPz8fPPPyM1NRV9+/bF0KFDcfPmTZ3nW7JkCb7//nusW7cOBw8eRElJic5cnrreFwDmzp2Lp59+GidOnMCECRMwbtw4nD59GgBQVlaGyMhItG7dGkeOHMGmTZuwZ88eTJs2TeMcSUlJyMzMxO7du/HTTz/h6NGjmD59OhYsWIDMzEzs3LkTjzzyiN77c/LkSRQXF6Nfv356yyxduhSzZ8/Grl27MHToUPX2AQMGICUlBRUVFXqPJTJbTbbuPBHV26RJk4RRo0YJgiAIAwcOFKZMmSIIgiBs2bJFuP/PODY2VggODtY4dvny5YK/v7/Gufz9/QWFQqHe1qVLF2Hw4MHqn6urqwUnJydh/fr1giAIwqVLlwQAwuLFi9VlqqqqBF9fX2HJkiWCIAjChx9+KAwfPlzjva9evSoAEDIzMwVBEIRHH31U6NOnT53X6+3tLSxcuFBjW//+/YXXX39d/XNwcLAQGxtb63keffRR4eGHH9Y6z7vvvisIgiDs379fcHZ2FsrLyzXKdOjQQfjXv/4lCIL2PZXL5cLHH3+s/rm6ulpo166d+vdjyPsKgiAAEF577TWNMqGhocLUqVMFQRCEr776SmjdurVw69Yt9f7t27cLUqlUyM3NFQSh5ncpl8uFiooKdZn//ve/grOzs1BSUlLrvVHZsmWLIJPJBKVSqbHd399fWL58ufDOO+8IXl5eQkZGhtaxJ06cEAAIly9fNui9iMyJjUmjLyIy2pIlSzBkyJBaWz3q0qNHD0il9xqA5XI5evbsqf5ZJpPBzc0N+fn5GseFhYWp/21jY4N+/fqpWyxOnDiBX3/9VWceyYULF9C5c2cAQEhISK11KykpQXZ2NgYNGqSxfdCgQRpdU4bq1auXxs9eXl7q6zpx4gRu3bqlleNz584dXLhwQetcxcXFyMvLw4ABA9TbZDIZQkJCoFQqDX5flfvvp+pn1Ui706dPIzg4GE5OTur9gwYNglKpRGZmJuRyOQAgKCgIdnZ26jLDhg2Dv78/AgMD8be//Q1/+9vf8NRTT6FFixbaN+futdrb2+tMpv/0009RVlaGo0ePIjAwUGu/o6MjAOD27ds6z01kztgFRmRhHnnkEURGRmLOnDla+6RSKQRB0NhWVVWlVc7W1lbjZ4lEonPbgw/12ty6dQsjR47E8ePHNV7nzp3T6IK5/4HeFGq7rlu3bsHLy0urzpmZmXj77bcb7X3F9OD9bNWqFdLS0rB+/Xp4eXlh3rx5CA4ORlFRkc7j3d3dcfv2bZ0J1IMHD4ZCocAPP/yg81hVN2Hbtm0bdhFEJsAAiMgCLV68GP/73/+QnJyssb1t27bIzc3VCILEnLvn0KFD6n9XV1cjNTUV3bp1AwD07dsXp06dQkBAADp27KjxMibocXZ2hre3Nw4ePKix/eDBg+jevbs4F3JX3759kZubCxsbG606u7u7a5V3cXGBXC7HkSNH1NsUCgXS0tLq9f7330/Vz6r72a1bN5w4cQJlZWXq/QcPHoRUKlUnO+tjY2ODiIgILF26FCdPnsTly5exd+9enWVVCd5//vmn1r4BAwbg559/xqJFi/DJJ59o7c/IyICvr6/Oe0Vk7hgAEVmgoKAgTJgwAZ9//rnG9vDwcBQUFGDp0qW4cOECVq1ahZ9//lm09121ahW2bNmCM2fOIDo6Gn/99RemTJkCAIiOjsbNmzcxfvx4HDlyBBcuXMAvv/yCyZMnQ6FQGPU+b7/9NpYsWYKNGzciMzMTs2fPxvHjxzFjxgzRrgWoGVkXFhaGqKgo7Nq1C5cvX8Yff/yB999/H0ePHtV5zBtvvIG4uDj8+OOPyMzMxIwZM/DXX3/Vaz6mTZs2Ye3atTh79ixiY2ORkpKiTnKeMGECHBwcMGnSJGRkZODXX3/FG2+8geeff17d/aXLTz/9hM8//xzHjx/HlStX8M0330CpVOoNmtq2bYu+ffviwIEDOvc/9NBD2LFjB+bPn681MeL+/fsxfPhwo6+byBwwACKyUAsWLNDqUunWrRv++c9/YtWqVQgODkZKSkqDcoUetHjxYixevBjBwcE4cOAAtm3bpv72r2q1USgUGD58OIKCgjBz5ky4urpq5BsZYvr06YiJicGsWbMQFBSEnTt3Ytu2bejUqZNo1wLUdEvt2LEDjzzyCCZPnozOnTtj3LhxuHLlit4g491338X48eMxceJEhIWFoWXLloiMjISDg4PR7z9//nxs2LABvXr1wjfffIP169erW7latGiBX375BTdv3kT//v3xzDPPYOjQoVi5cmWt53R1dUViYiKGDBmCbt26YfXq1Vi/fj169Oih95iXXnoJ33//vd79Dz/8MLZv345//OMf+OKLLwAA5eXl2Lp1K15++WWjr5vIHEiEBxMGiIjIYEqlEt26dcOzzz6LDz/80NTVqZc7d+6gS5cu2Lhxo1Zitj5ffvkltmzZgl27djVy7YgaB0eBEREZ4cqVK9i1axceffRRVFRUYOXKlbh06RL+7//+z9RVqzdHR0d88803GpNW1sXW1lbdGkRkidgCRERkhKtXr2LcuHHIyMiAIAjo2bMnFi9eXOtkg0RkfhgAERERkdVhEjQRERFZHQZAREREZHUYABEREZHVYQBEREREVocBEBEREVkdBkBERERkdRgAERERkdVhAERERERW5/8BbVHV3K449pgAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 10-fold cross-validation on the training data only, to find the best k\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.model_selection import cross_val_score\n",
    "\n",
    "mean_cv_scores = []\n",
    "k_list = range(1, 51)\n",
    "for nn in k_list:\n",
    "    knn_cv = KNeighborsClassifier(n_neighbors=nn)\n",
    "    cv_scores = cross_val_score(knn_cv, scaled_X_train, Y_train, cv=10)\n",
    "    mean_cv_scores.append(cv_scores.mean())\n",
    "\n",
    "# Output results\n",
    "best_k = k_list[int(np.argmax(mean_cv_scores))]  # The k with the highest mean CV accuracy\n",
    "print('Highest accuracy is obtained for k =', best_k, 'and equals', max(mean_cv_scores))\n",
    "plt.plot(k_list, mean_cv_scores, '-o')\n",
    "plt.xlabel('Number of neighbors (k)')\n",
    "plt.ylabel('Accuracy');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "ab168602-7e16-4164-8c30-866033955a11",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "execution": {
     "iopub.execute_input": "2026-09-25T13:37:17.655584Z",
     "iopub.status.busy": "2026-09-25T13:37:17.654586Z",
     "iopub.status.idle": "2026-09-25T13:37:17.727407Z",
     "shell.execute_reply": "2026-09-25T13:37:17.727407Z"
    },
    "id": "ab168602-7e16-4164-8c30-866033955a11",
    "outputId": "f39bd18a-601f-4159-b9f2-411f4e88138a"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy of the classifier is 0.749\n",
      "confusion matrix: \n",
      " [[533 137   4]\n",
      " [136 409  99]\n",
      " [  3 123 556]]\n",
      "precision:  0.7494058602446175\n",
      "recall:  0.7470478738358847\n"
     ]
    }
   ],
   "source": [
    "# Retrain KNN with the best k on the whole training set and evaluate it on the test set\n",
    "# The confusion matrix, precision and recall are adjusted for 3 classes instead of 2\n",
    "from sklearn.metrics import confusion_matrix\n",
    "from sklearn.metrics import precision_score\n",
    "from sklearn.metrics import recall_score\n",
    "\n",
    "knn_classifier = KNeighborsClassifier(n_neighbors=best_k)\n",
    "knn_classifier.fit(scaled_X_train, Y_train)\n",
    "print('accuracy of the classifier is', knn_classifier.score(scaled_X_test, Y_test))\n",
    "\n",
    "# Confusion matrix\n",
    "predictions = knn_classifier.predict(X=scaled_X_test)  # The classifier's predictions\n",
    "print('confusion matrix: \\n', confusion_matrix(y_true=Y_test, y_pred=predictions, labels=[0, 1, 2]))  # Rows are true values, columns are predicted values\n",
    "\n",
    "# Precision and recall, macro-averaged over the 3 classes\n",
    "print('precision: ', precision_score(y_true=Y_test, y_pred=predictions, average='macro'))\n",
    "print('recall: ', recall_score(y_true=Y_test, y_pred=predictions, average='macro'))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f3ed0aa5-0258-4807-a0a7-d2cc4108c958",
   "metadata": {
    "id": "f3ed0aa5-0258-4807-a0a7-d2cc4108c958"
   },
   "source": [
    "**Conclusion:** Reducing the number of dimensions resulted in a slight loss of accuracy, but it did lead to faster computation, which can be advantageous depending on the task.\n",
    "\n",
    "In this case, higher accuracy is a greater priority than reducing computation time, so I consider the original classifier (with 6 features) to be the better choice."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "095bef94-reg",
   "metadata": {},
   "source": [
    "## Regression\n",
    "\n",
    "The classification model predicts which price range a car belongs to. In this section, I go one step further and try to predict the **exact** price (*price_usd*) of a car. A possible application is an automatic price estimate for people selling or buying a used car.\n",
    "\n",
    "**Decisions:**\n",
    "- **Target:** *price_usd* (continuous).\n",
    "- **Features:** all features except *color*, which I already found to be irrelevant to price in the classification section.\n",
    "- **Encoding:** the same as in the classification section - one-hot encoding for the nominal features and ordinal encoding for *service_history*.\n",
    "- **Split:** 80% train, 20% test. All decisions (feature selection, choosing k) are made using the training set only.\n",
    "- **Models:** linear regression and KNN regression, both compared to a simple baseline.\n",
    "\n",
    "**Alternatives I could have chosen:** predicting the log of the price (useful when the price is very skewed, which is not the case here), or regularized linear models such as Ridge or Lasso (useful when there are many correlated features, which is also not the case here).\n",
    "\n",
    "Since the classification section dropped *price_usd* from `df`, I reload the dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "379f10aa-reg",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-09-25T13:37:17.733433Z",
     "iopub.status.busy": "2026-09-25T13:37:17.733433Z",
     "iopub.status.idle": "2026-09-25T13:37:17.767788Z",
     "shell.execute_reply": "2026-09-25T13:37:17.767273Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train set: (8000, 19) | Test set: (2000, 19)\n"
     ]
    }
   ],
   "source": [
    "# Reload the dataset, since price_usd was dropped in the classification section\n",
    "reg_df = pd.read_csv(\"used_car_price_dataset_extended.csv\")\n",
    "reg_df = reg_df.fillna(\"None\")\n",
    "\n",
    "# Drop color, as in the classification section\n",
    "reg_df = reg_df.drop(columns=['color'])\n",
    "\n",
    "# One-hot encoding of the nominal features\n",
    "reg_df = pd.get_dummies(reg_df, columns=['fuel_type', 'brand', 'transmission', 'insurance_valid'], drop_first=True)\n",
    "\n",
    "# Ordinal encoding of service_history\n",
    "reg_df['service_history'] = reg_df['service_history'].map({'None': 1, 'Partial': 2, 'Full': 3})\n",
    "reg_df['service_history'] = reg_df['service_history'].astype(int)\n",
    "\n",
    "Y_reg = reg_df['price_usd']\n",
    "X_reg = reg_df.drop(columns=['price_usd'])\n",
    "\n",
    "X_train_reg, X_test_reg, Y_train_reg, Y_test_reg = train_test_split(X_reg, Y_reg, test_size=0.20, random_state=SEED)\n",
    "print('Train set:', X_train_reg.shape, '| Test set:', X_test_reg.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4e7991b0-reg",
   "metadata": {},
   "source": [
    "### Feature Correlation with Price\n",
    "\n",
    "As in the classification section, I examine the correlation of each feature with the target, this time with the continuous *price_usd*, using the training set only."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "6dbbf8e4-reg",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-09-25T13:37:17.769813Z",
     "iopub.status.busy": "2026-09-25T13:37:17.769813Z",
     "iopub.status.idle": "2026-09-25T13:37:17.782733Z",
     "shell.execute_reply": "2026-09-25T13:37:17.782733Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "accidents_reported     0.001509\n",
       "brand_Volkswagen       0.005293\n",
       "transmission_Manual   -0.007325\n",
       "brand_Kia             -0.007353\n",
       "insurance_valid_Yes   -0.007759\n",
       "brand_Honda            0.008601\n",
       "service_history        0.009319\n",
       "brand_Chevrolet        0.009580\n",
       "brand_Toyota          -0.009832\n",
       "brand_Hyundai         -0.010431\n",
       "brand_Nissan          -0.011068\n",
       "brand_Tesla           -0.014155\n",
       "brand_Ford             0.018986\n",
       "fuel_type_Petrol      -0.106014\n",
       "mileage_kmpl           0.210747\n",
       "owner_count           -0.265451\n",
       "fuel_type_Electric     0.307052\n",
       "make_year              0.428467\n",
       "engine_cc              0.676312\n",
       "price_usd              1.000000\n",
       "Name: price_usd, dtype: float64"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Correlation of each feature with price_usd, using the training set only\n",
    "train_data_reg = pd.concat([X_train_reg, Y_train_reg], axis=1)\n",
    "reg_correlations = train_data_reg.corr()['price_usd']\n",
    "reg_correlations.reindex(reg_correlations.abs().sort_values().index)  # Sorted by absolute correlation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1c4f925a-reg",
   "metadata": {},
   "source": [
    "The ranking is very similar to the one in the classification section: *engine_cc*, *make_year*, *fuel_type_Electric*, *owner_count*, *mileage_kmpl* and *fuel_type_Petrol* have the highest correlation with price, while the other features are close to 0.\n",
    "\n",
    "### Baseline\n",
    "\n",
    "To judge whether a model is actually useful, I compare it to a baseline that ignores all features and always predicts the average price of the training set. A good model should do much better than this baseline.\n",
    "\n",
    "I will evaluate the models with 3 metrics on the test set:\n",
    "- **R²** - the share of the variance in price that the model explains (1 is perfect, 0 is as good as the baseline)\n",
    "- **RMSE** - the typical prediction error in USD, with large errors weighted more heavily\n",
    "- **MAE** - the average absolute prediction error in USD"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "e1528f94-reg",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-09-25T13:37:17.782733Z",
     "iopub.status.busy": "2026-09-25T13:37:17.782733Z",
     "iopub.status.idle": "2026-09-25T13:37:17.790170Z",
     "shell.execute_reply": "2026-09-25T13:37:17.790170Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Baseline: {'R²': -0.001, 'RMSE': 2821.766, 'MAE': 2265.524}\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import r2_score, mean_squared_error, mean_absolute_error\n",
    "\n",
    "\n",
    "# Return the R², RMSE and MAE of the predictions\n",
    "def regression_metrics(y_true, y_pred):\n",
    "    return {\n",
    "        'R²': r2_score(y_true, y_pred),\n",
    "        'RMSE': np.sqrt(mean_squared_error(y_true, y_pred)),\n",
    "        'MAE': mean_absolute_error(y_true, y_pred)\n",
    "    }\n",
    "\n",
    "\n",
    "# Baseline: predict the average training price for every car\n",
    "baseline_predictions = np.full(len(Y_test_reg), Y_train_reg.mean())\n",
    "baseline_metrics = regression_metrics(Y_test_reg, baseline_predictions)\n",
    "print('Baseline:', {name: round(value, 3) for name, value in baseline_metrics.items()})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ec1c7ebb-reg",
   "metadata": {},
   "source": [
    "### Linear Regression\n",
    "\n",
    "Linear regression models the price as a weighted sum of the features. I fit it on all the encoded features without scaling, so each coefficient can be read directly as \"the change in price (USD) for a one-unit increase in the feature, when all other features stay the same\"."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "ce3ba5a7-reg",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-09-25T13:37:17.790170Z",
     "iopub.status.busy": "2026-09-25T13:37:17.790170Z",
     "iopub.status.idle": "2026-09-25T13:37:17.841258Z",
     "shell.execute_reply": "2026-09-25T13:37:17.841258Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Linear regression: {'R²': 0.877, 'RMSE': 989.819, 'MAE': 790.652}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "fuel_type_Electric     3015.990817\n",
       "owner_count            -489.419238\n",
       "make_year               148.784372\n",
       "mileage_kmpl            120.824529\n",
       "brand_Tesla            -108.768773\n",
       "brand_Hyundai           -87.902376\n",
       "brand_Chevrolet         -80.101718\n",
       "brand_Ford              -79.326770\n",
       "brand_Toyota            -68.142956\n",
       "brand_Kia               -62.739994\n",
       "brand_Nissan            -58.358628\n",
       "brand_Honda             -41.595708\n",
       "insurance_valid_Yes     -35.635216\n",
       "brand_Volkswagen        -16.810591\n",
       "transmission_Manual     -13.435574\n",
       "service_history         -12.626763\n",
       "fuel_type_Petrol         -4.168945\n",
       "accidents_reported        4.148847\n",
       "engine_cc                 1.494262\n",
       "dtype: float64"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "\n",
    "linear_model = LinearRegression()\n",
    "linear_model.fit(X_train_reg, Y_train_reg)\n",
    "\n",
    "# Evaluate on the test set\n",
    "linear_predictions = linear_model.predict(X_test_reg)\n",
    "linear_metrics = regression_metrics(Y_test_reg, linear_predictions)\n",
    "print('Linear regression:', {name: round(value, 3) for name, value in linear_metrics.items()})\n",
    "\n",
    "# Coefficients, sorted by absolute size\n",
    "coefficients = pd.Series(linear_model.coef_, index=X_train_reg.columns)\n",
    "coefficients.reindex(coefficients.abs().sort_values(ascending=False).index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "6fe68bc4-reg",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-09-25T13:37:17.841258Z",
     "iopub.status.busy": "2026-09-25T13:37:17.841258Z",
     "iopub.status.idle": "2026-09-25T13:37:18.078525Z",
     "shell.execute_reply": "2026-09-25T13:37:18.078525Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Predicted vs. actual price, with the line of perfect predictions\n",
    "plt.figure(figsize=(7, 6))\n",
    "plt.scatter(Y_test_reg, linear_predictions, alpha=0.3, s=10)\n",
    "plt.plot([Y_test_reg.min(), Y_test_reg.max()], [Y_test_reg.min(), Y_test_reg.max()], color='orange', lw=2)\n",
    "plt.title('Linear Regression: Predicted vs. Actual Price')\n",
    "plt.xlabel('Actual Price')\n",
    "plt.ylabel('Predicted Price')\n",
    "plt.show()\n",
    "\n",
    "# Residuals vs. predicted price\n",
    "residuals = Y_test_reg - linear_predictions\n",
    "plt.figure(figsize=(7, 5))\n",
    "plt.scatter(linear_predictions, residuals, alpha=0.3, s=10)\n",
    "plt.axhline(y=0, color='orange', lw=2)\n",
    "plt.title('Linear Regression: Residuals vs. Predicted Price')\n",
    "plt.xlabel('Predicted Price')\n",
    "plt.ylabel('Residual (Actual - Predicted)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "66af39bd-reg",
   "metadata": {},
   "source": [
    "**Interpreting the linear model:**\n",
    "\n",
    "- The model explains about 88% of the variance in price (R² ≈ 0.88), with a typical error of about $1,000, compared to about $2,800 for the baseline.\n",
    "- **Fuel type:** an Electric car costs about $3,000 more than a Diesel car (the reference category) with the same other features, while Petrol and Diesel cars are priced almost the same. This matches the results of the hypothesis test.\n",
    "- **Owner count:** every additional previous owner lowers the price by about $490.\n",
    "- **Make year:** every year newer adds about $150 to the price.\n",
    "- **Engine capacity:** every additional cc adds about $1.5, which is about $1,500 per 1,000cc. The coefficient looks small only because *engine_cc* values are in the thousands.\n",
    "- **Mileage:** every additional km/l adds about $120.\n",
    "- **Brand, transmission, insurance, service history and accidents** have small coefficients, in line with their near-zero correlation with price. Interestingly, this means that in this dataset brand barely affects price, even though I expected it to (see the classification section).\n",
    "\n",
    "The points in the predicted vs. actual plot are spread evenly around the line of perfect predictions, and the residuals look randomly scattered around 0 with no clear pattern. This suggests that a linear model fits this data well."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d52aad93-reg",
   "metadata": {},
   "source": [
    "### KNN Regression\n",
    "\n",
    "KNN regression predicts the price of a car as the average price of its k nearest neighbors in the training set. As in the classification section:\n",
    "- I use only the 6 features with the highest correlation with price, since irrelevant features add noise to the distance calculation.\n",
    "- I standardize the features, so features with larger numeric ranges don't dominate the distance.\n",
    "- I choose k using 10-fold cross-validation on the training set only, this time minimizing the RMSE."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "91ce11d8-reg",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-09-25T13:37:18.078525Z",
     "iopub.status.busy": "2026-09-25T13:37:18.078525Z",
     "iopub.status.idle": "2026-09-25T13:37:27.725542Z",
     "shell.execute_reply": "2026-09-25T13:37:27.725542Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Lowest RMSE is obtained for k = 19 and equals 1075.61\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.neighbors import KNeighborsRegressor\n",
    "\n",
    "# Keep only the 6 features with the highest correlation with price (in both the train and test sets)\n",
    "reg_selected_features = ['engine_cc', 'make_year', 'fuel_type_Electric', 'owner_count', 'mileage_kmpl', 'fuel_type_Petrol']\n",
    "\n",
    "# Standardize the features using z-scores, fitted on the training set only\n",
    "reg_scaler = StandardScaler()\n",
    "scaled_X_train_reg = reg_scaler.fit_transform(X_train_reg[reg_selected_features])\n",
    "scaled_X_test_reg = reg_scaler.transform(X_test_reg[reg_selected_features])\n",
    "\n",
    "# 10-fold cross-validation on the training data only, to find the best k\n",
    "mean_cv_rmse = []\n",
    "k_list = range(1, 51)\n",
    "for nn in k_list:\n",
    "    knn_reg_cv = KNeighborsRegressor(n_neighbors=nn)\n",
    "    cv_scores = cross_val_score(knn_reg_cv, scaled_X_train_reg, Y_train_reg, cv=10, scoring='neg_root_mean_squared_error')\n",
    "    mean_cv_rmse.append(-cv_scores.mean())  # Scores are negative RMSE, so flip the sign\n",
    "\n",
    "# Output results\n",
    "best_k_reg = k_list[int(np.argmin(mean_cv_rmse))]  # The k with the lowest mean CV RMSE\n",
    "print('Lowest RMSE is obtained for k =', best_k_reg, 'and equals', round(min(mean_cv_rmse), 2))\n",
    "plt.plot(k_list, mean_cv_rmse, '-o')\n",
    "plt.xlabel('Number of neighbors (k)')\n",
    "plt.ylabel('Mean CV RMSE');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "5954fb3e-reg",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-09-25T13:37:27.725542Z",
     "iopub.status.busy": "2026-09-25T13:37:27.725542Z",
     "iopub.status.idle": "2026-09-25T13:37:27.769923Z",
     "shell.execute_reply": "2026-09-25T13:37:27.769923Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KNN regression: {'R²': 0.858, 'RMSE': 1063.078, 'MAE': 847.932}\n"
     ]
    }
   ],
   "source": [
    "# Retrain KNN with the best k on the whole training set and evaluate it on the test set\n",
    "knn_regressor = KNeighborsRegressor(n_neighbors=best_k_reg)\n",
    "knn_regressor.fit(scaled_X_train_reg, Y_train_reg)\n",
    "\n",
    "knn_predictions = knn_regressor.predict(scaled_X_test_reg)\n",
    "knn_metrics = regression_metrics(Y_test_reg, knn_predictions)\n",
    "print('KNN regression:', {name: round(value, 3) for name, value in knn_metrics.items()})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a3beeb1b-reg",
   "metadata": {},
   "source": [
    "### Model Comparison"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "ff2715e2-reg",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-09-25T13:37:27.773190Z",
     "iopub.status.busy": "2026-09-25T13:37:27.773190Z",
     "iopub.status.idle": "2026-09-25T13:37:27.781562Z",
     "shell.execute_reply": "2026-09-25T13:37:27.781562Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>R²</th>\n",
       "      <th>RMSE</th>\n",
       "      <th>MAE</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Baseline (mean)</th>\n",
       "      <td>-0.001</td>\n",
       "      <td>2821.766</td>\n",
       "      <td>2265.524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Linear regression</th>\n",
       "      <td>0.877</td>\n",
       "      <td>989.819</td>\n",
       "      <td>790.652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KNN regression (k=19)</th>\n",
       "      <td>0.858</td>\n",
       "      <td>1063.078</td>\n",
       "      <td>847.932</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          R²      RMSE       MAE\n",
       "Baseline (mean)       -0.001  2821.766  2265.524\n",
       "Linear regression      0.877   989.819   790.652\n",
       "KNN regression (k=19)  0.858  1063.078   847.932"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Test set metrics of all the models\n",
    "comparison = pd.DataFrame(\n",
    "    [baseline_metrics, linear_metrics, knn_metrics],\n",
    "    index=['Baseline (mean)', 'Linear regression', f'KNN regression (k={best_k_reg})']\n",
    ")\n",
    "comparison.round(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ef17577c-reg",
   "metadata": {},
   "source": [
    "**Conclusion:** Both models are far better than the baseline, which confirms that the features carry real information about the price.\n",
    "\n",
    "Linear regression performs best (R² ≈ 0.88, RMSE ≈ $990), slightly better than KNN regression (R² ≈ 0.86, RMSE ≈ $1,060). The linear model is also easier to interpret, since each coefficient shows how much a feature changes the price. Therefore, I consider linear regression to be the better choice for this task.\n",
    "\n",
    "The fact that a simple linear model works this well suggests that price in this dataset depends on the features in an almost linear way. This is also why KNN, which is more flexible but has to estimate the price from nearby cars only, does not gain anything over it.\n",
    "\n",
    "**Limitations:**\n",
    "- The near-linear relationship, and the fact that brand barely affects price, suggest that the dataset may have been generated synthetically. Real used car prices are usually affected by brand and are less linear, so these results may not carry over to real-world data.\n",
    "- About 12% of the variance in price remains unexplained by the available features. Other factors, such as the car's model, condition or the total kilometers driven, may explain part of it."
   ]
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