{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Hierarchal Clustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(r\"C:\\Users\\Teni\\Desktop\\Git-Github\\DATA\\cluster_mpg.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    .dataframe tbody tr th {\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>mpg</th>\n",
       "      <th>cylinders</th>\n",
       "      <th>displacement</th>\n",
       "      <th>horsepower</th>\n",
       "      <th>weight</th>\n",
       "      <th>acceleration</th>\n",
       "      <th>model_year</th>\n",
       "      <th>origin</th>\n",
       "      <th>name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>18.0</td>\n",
       "      <td>8</td>\n",
       "      <td>307.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>3504</td>\n",
       "      <td>12.0</td>\n",
       "      <td>70</td>\n",
       "      <td>usa</td>\n",
       "      <td>chevrolet chevelle malibu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>15.0</td>\n",
       "      <td>8</td>\n",
       "      <td>350.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>3693</td>\n",
       "      <td>11.5</td>\n",
       "      <td>70</td>\n",
       "      <td>usa</td>\n",
       "      <td>buick skylark 320</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>18.0</td>\n",
       "      <td>8</td>\n",
       "      <td>318.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>3436</td>\n",
       "      <td>11.0</td>\n",
       "      <td>70</td>\n",
       "      <td>usa</td>\n",
       "      <td>plymouth satellite</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>16.0</td>\n",
       "      <td>8</td>\n",
       "      <td>304.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>3433</td>\n",
       "      <td>12.0</td>\n",
       "      <td>70</td>\n",
       "      <td>usa</td>\n",
       "      <td>amc rebel sst</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>17.0</td>\n",
       "      <td>8</td>\n",
       "      <td>302.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>3449</td>\n",
       "      <td>10.5</td>\n",
       "      <td>70</td>\n",
       "      <td>usa</td>\n",
       "      <td>ford torino</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    mpg  cylinders  displacement  horsepower  weight  acceleration  \\\n",
       "0  18.0          8         307.0       130.0    3504          12.0   \n",
       "1  15.0          8         350.0       165.0    3693          11.5   \n",
       "2  18.0          8         318.0       150.0    3436          11.0   \n",
       "3  16.0          8         304.0       150.0    3433          12.0   \n",
       "4  17.0          8         302.0       140.0    3449          10.5   \n",
       "\n",
       "   model_year origin                       name  \n",
       "0          70    usa  chevrolet chevelle malibu  \n",
       "1          70    usa          buick skylark 320  \n",
       "2          70    usa         plymouth satellite  \n",
       "3          70    usa              amc rebel sst  \n",
       "4          70    usa                ford torino  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
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       "        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>mpg</th>\n",
       "      <th>cylinders</th>\n",
       "      <th>displacement</th>\n",
       "      <th>horsepower</th>\n",
       "      <th>weight</th>\n",
       "      <th>acceleration</th>\n",
       "      <th>model_year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>392.000000</td>\n",
       "      <td>392.000000</td>\n",
       "      <td>392.000000</td>\n",
       "      <td>392.000000</td>\n",
       "      <td>392.000000</td>\n",
       "      <td>392.000000</td>\n",
       "      <td>392.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>23.445918</td>\n",
       "      <td>5.471939</td>\n",
       "      <td>194.411990</td>\n",
       "      <td>104.469388</td>\n",
       "      <td>2977.584184</td>\n",
       "      <td>15.541327</td>\n",
       "      <td>75.979592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>7.805007</td>\n",
       "      <td>1.705783</td>\n",
       "      <td>104.644004</td>\n",
       "      <td>38.491160</td>\n",
       "      <td>849.402560</td>\n",
       "      <td>2.758864</td>\n",
       "      <td>3.683737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>9.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>68.000000</td>\n",
       "      <td>46.000000</td>\n",
       "      <td>1613.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>70.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>17.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>105.000000</td>\n",
       "      <td>75.000000</td>\n",
       "      <td>2225.250000</td>\n",
       "      <td>13.775000</td>\n",
       "      <td>73.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>22.750000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>151.000000</td>\n",
       "      <td>93.500000</td>\n",
       "      <td>2803.500000</td>\n",
       "      <td>15.500000</td>\n",
       "      <td>76.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>29.000000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>275.750000</td>\n",
       "      <td>126.000000</td>\n",
       "      <td>3614.750000</td>\n",
       "      <td>17.025000</td>\n",
       "      <td>79.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>46.600000</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>455.000000</td>\n",
       "      <td>230.000000</td>\n",
       "      <td>5140.000000</td>\n",
       "      <td>24.800000</td>\n",
       "      <td>82.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              mpg   cylinders  displacement  horsepower       weight  \\\n",
       "count  392.000000  392.000000    392.000000  392.000000   392.000000   \n",
       "mean    23.445918    5.471939    194.411990  104.469388  2977.584184   \n",
       "std      7.805007    1.705783    104.644004   38.491160   849.402560   \n",
       "min      9.000000    3.000000     68.000000   46.000000  1613.000000   \n",
       "25%     17.000000    4.000000    105.000000   75.000000  2225.250000   \n",
       "50%     22.750000    4.000000    151.000000   93.500000  2803.500000   \n",
       "75%     29.000000    8.000000    275.750000  126.000000  3614.750000   \n",
       "max     46.600000    8.000000    455.000000  230.000000  5140.000000   \n",
       "\n",
       "       acceleration  model_year  \n",
       "count    392.000000  392.000000  \n",
       "mean      15.541327   75.979592  \n",
       "std        2.758864    3.683737  \n",
       "min        8.000000   70.000000  \n",
       "25%       13.775000   73.000000  \n",
       "50%       15.500000   76.000000  \n",
       "75%       17.025000   79.000000  \n",
       "max       24.800000   82.000000  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "usa       245\n",
       "japan      79\n",
       "europe     68\n",
       "Name: origin, dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['origin'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_w_dummies = pd.get_dummies(df.drop('name',axis=1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mpg</th>\n",
       "      <th>cylinders</th>\n",
       "      <th>displacement</th>\n",
       "      <th>horsepower</th>\n",
       "      <th>weight</th>\n",
       "      <th>acceleration</th>\n",
       "      <th>model_year</th>\n",
       "      <th>origin_europe</th>\n",
       "      <th>origin_japan</th>\n",
       "      <th>origin_usa</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>18.0</td>\n",
       "      <td>8</td>\n",
       "      <td>307.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>3504</td>\n",
       "      <td>12.0</td>\n",
       "      <td>70</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>15.0</td>\n",
       "      <td>8</td>\n",
       "      <td>350.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>3693</td>\n",
       "      <td>11.5</td>\n",
       "      <td>70</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>18.0</td>\n",
       "      <td>8</td>\n",
       "      <td>318.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>3436</td>\n",
       "      <td>11.0</td>\n",
       "      <td>70</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>16.0</td>\n",
       "      <td>8</td>\n",
       "      <td>304.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>3433</td>\n",
       "      <td>12.0</td>\n",
       "      <td>70</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>17.0</td>\n",
       "      <td>8</td>\n",
       "      <td>302.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>3449</td>\n",
       "      <td>10.5</td>\n",
       "      <td>70</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387</th>\n",
       "      <td>27.0</td>\n",
       "      <td>4</td>\n",
       "      <td>140.0</td>\n",
       "      <td>86.0</td>\n",
       "      <td>2790</td>\n",
       "      <td>15.6</td>\n",
       "      <td>82</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>388</th>\n",
       "      <td>44.0</td>\n",
       "      <td>4</td>\n",
       "      <td>97.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>2130</td>\n",
       "      <td>24.6</td>\n",
       "      <td>82</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389</th>\n",
       "      <td>32.0</td>\n",
       "      <td>4</td>\n",
       "      <td>135.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>2295</td>\n",
       "      <td>11.6</td>\n",
       "      <td>82</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>390</th>\n",
       "      <td>28.0</td>\n",
       "      <td>4</td>\n",
       "      <td>120.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>2625</td>\n",
       "      <td>18.6</td>\n",
       "      <td>82</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>391</th>\n",
       "      <td>31.0</td>\n",
       "      <td>4</td>\n",
       "      <td>119.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>2720</td>\n",
       "      <td>19.4</td>\n",
       "      <td>82</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>392 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      mpg  cylinders  displacement  horsepower  weight  acceleration  \\\n",
       "0    18.0          8         307.0       130.0    3504          12.0   \n",
       "1    15.0          8         350.0       165.0    3693          11.5   \n",
       "2    18.0          8         318.0       150.0    3436          11.0   \n",
       "3    16.0          8         304.0       150.0    3433          12.0   \n",
       "4    17.0          8         302.0       140.0    3449          10.5   \n",
       "..    ...        ...           ...         ...     ...           ...   \n",
       "387  27.0          4         140.0        86.0    2790          15.6   \n",
       "388  44.0          4          97.0        52.0    2130          24.6   \n",
       "389  32.0          4         135.0        84.0    2295          11.6   \n",
       "390  28.0          4         120.0        79.0    2625          18.6   \n",
       "391  31.0          4         119.0        82.0    2720          19.4   \n",
       "\n",
       "     model_year  origin_europe  origin_japan  origin_usa  \n",
       "0            70              0             0           1  \n",
       "1            70              0             0           1  \n",
       "2            70              0             0           1  \n",
       "3            70              0             0           1  \n",
       "4            70              0             0           1  \n",
       "..          ...            ...           ...         ...  \n",
       "387          82              0             0           1  \n",
       "388          82              1             0           0  \n",
       "389          82              0             0           1  \n",
       "390          82              0             0           1  \n",
       "391          82              0             0           1  \n",
       "\n",
       "[392 rows x 10 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_w_dummies"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-----"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import MinMaxScaler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "scaler = MinMaxScaler()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "scaled_data = scaler.fit_transform(df_w_dummies)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.2393617 , 1.        , 0.61757106, ..., 0.        , 0.        ,\n",
       "        1.        ],\n",
       "       [0.15957447, 1.        , 0.72868217, ..., 0.        , 0.        ,\n",
       "        1.        ],\n",
       "       [0.2393617 , 1.        , 0.64599483, ..., 0.        , 0.        ,\n",
       "        1.        ],\n",
       "       ...,\n",
       "       [0.61170213, 0.2       , 0.17312661, ..., 0.        , 0.        ,\n",
       "        1.        ],\n",
       "       [0.50531915, 0.2       , 0.13436693, ..., 0.        , 0.        ,\n",
       "        1.        ],\n",
       "       [0.58510638, 0.2       , 0.13178295, ..., 0.        , 0.        ,\n",
       "        1.        ]])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scaled_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "scaled_df = pd.DataFrame(scaled_data,columns=df_w_dummies.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,8))\n",
    "sns.heatmap(scaled_df,cmap='magma');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x1ca2643e8e0>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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t3LhRcXHt+sgBAAAAtMOZuGzoTFzCw5Ka8OHIMB37g1dYWBjS5na7v/E9ruN2bg8Ggye0SVJTU5PGjRunmTNnqk+fPu0PCwAAAKDNWDbkzJl2E8BmVLp1bIB9ukH217p06aLY2NgTqtqVlZUnVL8l6fDhw9qyZYveeecd3XfffZKk5uZmBYNBxcXFad26dfrOd77T/m8CAAAAAHDGaedGamefhIQEDRo0SCUlJfr+97/f0l5SUqLvfe97J/Tv2LGj3nvvvZC2hQsX6rXXXtMf/vAH9e7dO+KZAQAAAABmtGvQ3RQlle7WKiws1G233aZLL71UV1xxhRYvXqxdu3bp3nvvlXRsuvqePXv07LPPKiYmRjk5OSHv79atmxITE09oBwAAAABEFyrdbXDLLbfowIED+vnPf66Kigrl5ORo7dq16tWrlySpoqJCu3btMpwSAAAAAGAaG6m10aRJkzRp0qSTvlZcXPyN750xY8ZJd0YHAAAAAEQXNlIDAAAAACBCmF4OAAAAAECEsJEaAAAAAAARQqUbAAAAAIAIYSM1AAAAAAAipH0bqTHsBgAAAADglKh0AwAAAAAQIRwZBgAAAABAhLRzIzVq3QAAAAAAnEr7jgwLVwoAAAAAAKIQlW4AAAAAACKEjdQAAAAAAIgQjgwDAAAAACBCqHQDAAAAABAh7dxIjWE3AAAAAACn0s6N1AAAAAAAwKlQ6QYAAGFRVFSko0ePmo4RMZWVlXrggQdMx4iYxMRE+Xw+0zEAIOpwZBgAAAiLo0ePat68eaZjoI2i+YYCAJjE9HIAAAAAACKE6eUAAAAAAERIO48MY9ANAADQWmfi+vczcc0668wBRIN2Dbobgwy6AQAAWov1786caTcBAKAt2lnpBgAAAAAAp8Lu5QAAAAAARAgbqQEAAAAAECEx7Xlzs4JR8WiLhQsXqnfv3kpMTNSgQYO0cePGU/Z94YUXdM0116hr167q2LGjrrjiCr3yyitt/dgBAAAAAJZo16C7ScGoeLTW888/r4KCAk2fPl3vvPOOrrrqKuXl5WnXrl0n7b9hwwZdc801Wrt2rcrKyjRixAhdf/31euedd9rz8QMAAAAAznDt20jtLN29fO7cuZowYYLuvvtuSdL8+fP1yiuvaNGiRSc91mL+/Pkhz2fNmqWXXnpJa9as0cCBA/8ZkQEAAAAABrTvyLAoWdMdCAQUCARC2txut9xu9wl96+vrVVZWph//+Mch7bm5uSotLXX09Zqbm3X48GGlp6e3PTQAAAAA4IzXrunlwSj5n8/nU1paWsjjZBVrSdq/f7+amprk8XhC2j0ej/x+v6PP7Ze//KVqa2uVn5/fno8fAAAAAHCG48gwSUVFRSosLAxpO1mV+x+5XK6Q58Fg8IS2k1mxYoVmzJihl156Sd26dWt9WAAAAACANdp3ZFiUrOk+1VTyk+nSpYtiY2NPqGpXVlaeUP0+3vPPP68JEybo97//vUaNGtXmvAAAAAAAOzC9vJXV+oSEBA0aNEglJSUh7SUlJRoyZMgp37dixQrdcccdWr58ua677ro2fd4AAAAAALu0s9LdHK4cViksLNRtt92mSy+9VFdccYUWL16sXbt26d5775V0bLr6nj179Oyzz0o6NuC+/fbb9atf/UqXX355S5U8KSlJaWlpxr4PAAAAAEBksaa7DW655RYdOHBAP//5z1VRUaGcnBytXbtWvXr1kiRVVFSEnNn91FNPqbGxUZMnT9bkyZNb2sePH6/i4uJ/dnwAAAAAwD8Jle42mjRpkiZNmnTS144fSL/++uuRDwQAAAAAOOO0a9B9dta5AQAAAABwhunlAAAAAABECNPLAQAAAACIECrdAAAAAABESPsG3VS6AQAAAAA4JSrdAAAAAABESPt2Lw8y6AYAAAAA4FTat5GamF4OAAAAAMCptHNNN5VuAAAAAABOhSPDAAAAAACIkPat6WYjNQAAAAAATolKNwAAAAAAEcKabgAAAAAAIoTp5QAAAAAAREg7p5c3hSsHAAAAAABRp32VbqaXAwAAAABwSq5gO0bO53TuF84sxuypet90BAAAAABAFGIjNQAAAAAAIiSmPW9uDjZHxQMAAAAAEH0WLlyo3r17KzExUYMGDdLGjRv/6RnaN+hWMCoeAAAAAIDo8vzzz6ugoEDTp0/XO++8o6uuukp5eXnatWvXPzVHu9Z0d+nYJ5xZjNl/6CPTEQAAAAAAYTR48GBdcsklWrRoUUvbRRddpLFjx8rn8/3TcrTvyLBmpmYj+sQlnGM6AqJM3d5//jQmRL+/9vuJ6QhWuOSSCtMRrLH/kxTTEayR89nfTUewwg8zB5uOYA3m3jq35KMVCgQCIW1ut1tutzukrb6+XmVlZfrxj38c0p6bm6vS0tKI5/xHTC/nRxwAAAAArODz+ZSWlhbyOFnVev/+/WpqapLH4wlp93g88vv9/6y4kqh0AwBgpX8Zvs90BCvE9800HcEaHav5mXLsM9MB7PBZY7XpCNboEptsOoI1ioqKVFhYGNJ2fJX7H7lcrpDnwWDwhLZIa9egO0iVGAAAAADwT3KyqeQn06VLF8XGxp5Q1a6srDyh+h1pVLrbaOHChXr88cdVUVGhfv36af78+brqqqtO2X/9+vUqLCzU+++/r6ysLD300EO69957/4mJAQDR5Ksd7foVftboJKq3Tu3f28F0BESZc+PSTEewRkVzrekIUSchIUGDBg1SSUmJvv/977e0l5SU6Hvf+94/NQuV7jb4euv5hQsX6sorr9RTTz2lvLw8bd++XT179jyhf3l5ua699lrdc889WrZsmf72t79p0qRJ6tq1q2666SYD3wEAAGeHhoNnb4EAMK2yuc50BGt4Y9jIMBIKCwt122236dJLL9UVV1yhxYsXa9euXf/04mf7Bt1tP23ManPnztWECRN09913S5Lmz5+vV155RYsWLTrpIv4nn3xSPXv21Pz58yUd26Z+y5Yt+q//+i8G3QAAAAAQAbfccosOHDign//856qoqFBOTo7Wrl2rXr16/VNztGvQ3Rwlg+5AIOBo23mpbVvPv/HGG8rNzQ1pGz16tJYsWaKGhgbFx8e38zsAAJxtqg6y6Y4TSZ3rTUewxj95XyGcBVJi+DeuU580VpmOELUmTZqkSZMmGc3QrkF3Y/2ecOUwasaMGZo5c2ZI2yOPPKIZM2ac0LctW8/7/f6T9m9sbNT+/fuVmcnOqgAAAAAQjdiFRa3fdl5q/dbzJ+t/snYAAJy48PFLTEewQsxFl5uOYI3U9S+ZjmCPqW+bTmCFLxvZHMyp2qajpiMgghh0y/m281Lbtp73er0n7R8XF6eMjIy2hQYAAAAAnPEYdLdSW7aev+KKK7RmzZqQtnXr1unSSy9lPTcAoE1iBgw3HcEKMV16mI5gjSbTARB16prZU8GpyqNfmY6ACGLQ3Qan23q+qKhIe/bs0bPPPitJuvfee7VgwQIVFhbqnnvu0RtvvKElS5ZoxYoVJr8NAIDFgkeqTUewQvBQkukI9mhoMJ0AOGvV1DO9PJox6G6D0209X1FRoV27drX07927t9auXasHHnhATzzxhLKysvTrX/+a48IAAAAAIMq5gmfrYdvAKcQlnGM6AqJM3d6NpiMgCgXrDpuOYAVXUqrpCNZofGmh6QjWSP03Zis6cXHGeaYjWKM+2Gg6gjXe9b/huO+GDRv0+OOPq6ysTBUVFVq1apXGjh3b8nowGNTMmTO1ePFiVVVVafDgwXriiSfUr1+/sGaOCevVAAAAAAA4A9TW1mrAgAFasGDBSV+fM2eO5s6dqwULFmjz5s3yer265pprdPhweG9sM70cAAALNf7pv01HsIKr68lPFsGJ6v602XQERJmkmATTEazxYdVu0xGiUl5envLy8k76WjAY1Pz58zV9+nTdeOONkqRnnnlGHo9Hy5cv18SJE8OWg0o3AAAAAMAKgUBAhw4dCnkEAoFWX6e8vFx+v1+5ubktbW63W8OGDVNpaWk4I1PpBgDARo1v7zAdwQrxwzqajmCNqo8TTUcAzlrndfSajmANn8+nmTNnhrQ98sgjmjFjRquu4/f7JUkeT+iMKI/Ho88//7xdGY/HoBsAAAvV7279Xf2zUczb75mOYI3YuGbTERBlOKfbue0Hd52+EyRJm4uKVFhYGNLmdrvbfD2XyxXyPBgMntDWXgy6AQAAAABWcLvd7Rpkf83rPTa7wO/3KzMzs6W9srLyhOp3ezHoBgDAQjUVbFDkRMp93zEdwRrJf19lOgKiDBupOdezYzfTEc46vXv3ltfrVUlJiQYOHChJqq+v1/r16zV79uywfi0G3QAAAACAqFNTU6OdO3e2PC8vL9fWrVuVnp6unj17qqCgQLNmzVJ2drays7M1a9YsJScna9y4cWHNwaAbAAALZa35L9MRrOBKSjUdwRp/3c6RYc7tPH0XsKa7FTrEsZFhJGzZskUjRoxoef71WvDx48eruLhYDz30kOrq6jRp0iRVVVVp8ODBWrdunVJTw/u7wxUMBoNhvSJgubiEc0xHQJSp27vRdAREoWDdYdMRrMCg27kX+v/UdARr/OjA66YjWOHijPNMR7BGfbDRdARrvOt/w3SEVqPSDRyHAZJzSVlXmY5gBT4n5/K8A01HsEb3mGTTEaywsY4dgZ26MJE1pQiv+2N6mY5gDXczddBoxqAbOA4DJIQbN3KcO3jzXaYjWGPGZwy6nfhh4vmmI1gjXuE9IieavWg6gCX8jDQcyznaZDoCIijGdAAAAAAAAKIV958AALBQLFVJR2L4nBwLiOmtCK/3dMR0BGvkiOPVohmVbgAAAAAAIoRKNwAAFtobrDMdwQrdFW86gjX2udg9GeHV25VkOoI1Org4Xi2aUekGAAAAACBCqHQDx2GnaefY6d0ZPifnODLMuQ4u7ps7sfDw301HsEZWYobpCIgy1xwNmI5gjY/iEk1HsMbVDvv5fD698MIL+vDDD5WUlKQhQ4Zo9uzZ6tu3b0ufYDComTNnavHixaqqqtLgwYP1xBNPqF+/fmHNzKAbOA4DJOe4QeEMP1OIhN9XbDYdwQpZHdJNR7DG50cqTUdAlKkNMtRw6tZ/40ZquK1fv16TJ0/WZZddpsbGRk2fPl25ubnavn27UlJSJElz5szR3LlzVVxcrD59+ujRRx/VNddcox07dig1NTVsWfiTAAAAAACIKi+//HLI86efflrdunVTWVmZrr76agWDQc2fP1/Tp0/XjTfeKEl65pln5PF4tHz5ck2cODFsWRh0AwBgoZsyLzMdwQrv1u01HcEa1yefbzqCNeYe2WA6ghVqYmJNR7DGl7+vMB3BGnHTAgoEQpcuuN1uud3ub3xfdXW1JCk9/dgMqPLycvn9fuXm5oZcZ9iwYSotLQ3roJt5DAAAAAAAK/h8PqWlpYU8fD7fN74nGAyqsLBQQ4cOVU5OjiTJ7/dLkjweT0hfj8fT8lq4UOkGAMBCCdw3d6Qp2Gw6gjV2B4+ajoAocyTGZTqCNf5nv+f0nSBJKioqUmFhYUjb6arc9913n959911t2rTphNdcrtCf02AweEJbezHoBgAAAABYwclU8n80ZcoUrV69Whs2bFD37t1b2r1er6RjFe/MzMyW9srKyhOq3+3FoBsAAAt1cPEr3Akq3c7Vq8l0BESZ5Oag6QjWuNTD6QHhFgwGNWXKFK1atUqvv/66evfuHfJ679695fV6VVJSooEDjx1ZWl9fr/Xr12v27NlhzcJvbAAALPStpgTTEaywJaGD6QjW+KqZM5URXh2auZHj1OyvOpuOYI1FDvtNnjxZy5cv10svvaTU1NSWddppaWlKSkqSy+VSQUGBZs2apezsbGVnZ2vWrFlKTk7WuHHjwpqZQTcAAAAAIKosWnRseD58+PCQ9qefflp33HGHJOmhhx5SXV2dJk2apKqqKg0ePFjr1q0L6xndkuQKBoPM+wD+QVzCOaYjIMrU7d1oOoI1Dt58l+kI1phWnm46ghW+pWTTEaxxwEVV0qn5ezkyzImfZA03HcEa/Zho4tgtFc+ZjtBqbH0KAAAAAECEUOkGjkOlG+FGpRuR0LRrm+kIVmj+nxdNR7CGq++3TEewRurN80xHsII7Lt50BGs82mWo6QjWeGDXMtMRWo1KNwAAAAAAEcJGagAAWCj4GZVuJ4689onpCNZI7pBiOgJw1spqYPJxNGPQDQCAhVxde5iOYIW4jkzqA0xJjnebjmCNHZwCGdX4TQQAAAAAQIRQ6QYAwELBj/5uOoIVGg42m45gDfdFA01HsMgLpgNYoaquxnQEa0weutt0BEQQlW4AAAAAQFRZtGiRvv3tb6tjx47q2LGjrrjiCv3lL39peT0YDGrGjBnKyspSUlKShg8frvfffz8iWTgyDDhOw/5PTUewRlLWVaYjIMrkeam0OdXBxWQ1J/52mI3UnMpKzDAdwRr7AlWmI1jh2fhs0xGs8VFcoukI1piw29mRYWvWrFFsbKwuuOACSdIzzzyjxx9/XO+884769eun2bNn67HHHlNxcbH69OmjRx99VBs2bNCOHTuUmpoa1sxUugEAAAAAUeX666/Xtddeqz59+qhPnz567LHH1KFDB7355psKBoOaP3++pk+frhtvvFE5OTl65plndOTIES1fvjzsWbhNDhyH6i3CrW7vRtMRrHHjJfebjmCNOO6bO3JRSnfTERCF9olKtxMp8Q2mI1gjs55hmVOBQECBQCCkze12y+0+9W75TU1N+v3vf6/a2lpdccUVKi8vl9/vV25ubsg1hg0bptLSUk2cODGsmfmvCxyHAZJz3KBwhs/JOaaXO8f0cmfeqWdw5JQnvqPpCIgynzZ2MB3BGl+4XaYjWON/fT7NnDkzpO2RRx7RjBkzTuj73nvv6YorrtDRo0fVoUMHrVq1St/61rdUWloqSfJ4PCH9PR6PPv/887Bn5jc2AAAAAMAKRUVFKiwsDGk7VZW7b9++2rp1q7766iv98Y9/1Pjx47V+/fqW112u0JsdwWDwhLZwYNANHIeqJMKN2RPOHbz5LtMRrPH4Z+Hd5CVazYg533QEa5TGNZmOYI1Ptc90BCv8j5vp5U6lKtZ0BGucbir5P0pISGjZSO3SSy/V5s2b9atf/UoPP/ywJMnv9yszM7Olf2Vl5QnV73BgQRgAAAAAIOoFg0EFAgH17t1bXq9XJSUlLa/V19dr/fr1GjJkSNi/LpVuAAAs1CHIfXMnjkZgmmC0ukO1piNYY5XpAJb4tOmw6QjW+Pf6NNMRos5PfvIT5eXlqUePHjp8+LBWrlyp119/XS+//LJcLpcKCgo0a9YsZWdnKzs7W7NmzVJycrLGjRsX9iwMugEAAAAAUWXfvn267bbbVFFRobS0NH3729/Wyy+/rGuuuUaS9NBDD6murk6TJk1SVVWVBg8erHXr1oX9jG5JcgWDwWDYrwpYLC7hHNMREGVY0+0ca7qde/yzzNN3gsbUNZqOYI2EmGbTEazxo/qdpiNYYWCHXqYjWOPuo8mmI1jj2n0rTUdoNSrdAABYaE+wznQES8SbDmCNpiBT8RFeHlei6QjAGYEFYQAAAAAARAiVbgAALHSOK8l0BCvsj6G+4FS3YL3pCIgyNUGWdziXYDoAIojfRAAAAAAARAgbqQHHYSM1hBsbqSESaidPMB3BCvF9PaYj2CMu1nQCa+T8apvpCFbISOhoOoI1LkzoajqCNZZ9/oLpCK1GpRsAAAAAgAhhTTcAABaKOyf854hGo5jBl5uOYI/9ftMJLEKlG+FVG2wwHSHq+Xw+/eQnP9G///u/a/78+ZKkYDComTNnavHixS1ndT/xxBPq169fWL82lW4AAAAAQNTavHmzFi9erG9/+9sh7XPmzNHcuXO1YMECbd68WV6vV9dcc40OHz4c1q9PpRsAAAt99bca0xGs0LnjW6Yj2KOBnaYBUwa6WP8eKTU1NfrRj36k3/72t3r00Udb2oPBoObPn6/p06frxhtvlCQ988wz8ng8Wr58uSZOnBi2DAy6AQCwUGOATa+caPiAKdNOxfXgH/2AKTWuZtMRrBEIBBQIBELa3G633G73SftPnjxZ1113nUaNGhUy6C4vL5ff71dubm7IdYYNG6bS0tKwDrqZXg4AAAAAsILP51NaWlrIw+fznbTvypUrVVZWdtLX/f5jN2U9ntBTLjweT8tr4UKlGwAAC3W9IcN0BCvE9DnfdARrxFyae/pOOObp+00nsMKX9dWmI1jj4/hOpiNYY2VRkQoLC0PaTlbl/uKLL/Tv//7vWrdunRITE095PZfLFfI8GAye0NZeDLoBAAAAAFb4pqnk/6isrEyVlZUaNGhQS1tTU5M2bNigBQsWaMeOHZKOVbwzMzNb+lRWVp5Q/W4vBt0AAFioqeKg6QhW4Mgw55ory01HQJRJjj11dRGhUlzxpiNEnZEjR+q9994Labvzzjt14YUX6uGHH9Z5550nr9erkpISDRw4UJJUX1+v9evXa/bs2WHNwqAbAAAAABBVUlNTlZOTE9KWkpKijIyMlvaCggLNmjVL2dnZys7O1qxZs5ScnKxx48aFNQuDbgAALBSTSgUJ4RX3ratNR7DIPNMBAITBQw89pLq6Ok2aNElVVVUaPHiw1q1bp9TU1LB+HVcwGAyG9YqA5eISzjEdAVGmbu9G0xGscfDmu0xHsMbST7ubjmCFoY1HTEewxt9jkk1HsMZ/1r13+k7Q0A5sZOhUtpJMR7DGzz5/znSEVuPIMAAAAAAAIoTp5QCAM8bdn3YwHcEa+xq/MB3BCiWxVG+d6hTTbDoCokx/8efPqX8dutd0BEQQlW4AAAAAACKESjcA4Izx3+fVmI5gjcc/yzIdwQpj6hpNR7BGjMt0Anv8r+kAlih31ZuOYI1XXss8fSdIkm4xHaANqHQDAAAAABAhVLoBALDQnmCd6QiWiDcdwBoH+awQZjVBZpo4VRObYDoCIohBNwDgjMFGas65XWx65cSDsftMR7BGxxjOfneswXQAO1zRzEZqTh1i/nFU4z8vAAAAACCqzJgxQy6XK+Th9XpbXg8Gg5oxY4aysrKUlJSk4cOH6/33349IFirdANqsbu9G0xGskJR1lekI1sjzDjQdwRpJ/Ap3pL6Z6a1O1YpNrxBel+uw6QjWWK9U0xGiUr9+/fTqq6+2PI+NjW35/3PmzNHcuXNVXFysPn366NFHH9U111yjHTt2KDU1vP89qHQDAAAAAKJOXFycvF5vy6Nr166SjlW558+fr+nTp+vGG29UTk6OnnnmGR05ckTLly8Pf46wXxEAAETc+/WVpiNY4ZNDFaYjWKNP2jmmIyDKdOrEho9O3X0VM02cCgQCCgQCIW1ut1tut/uEvh9//LGysrLkdrs1ePBgzZo1S+edd57Ky8vl9/uVm5sbco1hw4aptLRUEydODGtmKt0AAAAAACv4fD6lpaWFPHw+3wn9Bg8erGeffVavvPKKfvvb38rv92vIkCE6cOCA/H6/JMnj8YS8x+PxtLwWTlS6AQCwUIeYE+/o40RJ8RzD41QwGDQdAThr/b/VGaYjWKPokyIVFhaGtJ2syp2Xl9fy//v3768rrrhC559/vp555hldfvnlkiSXyxXynmAweEJbODDoBo7D5mDOsUEYYE5lwyHTEazwVV2N6QjWaGrmGDqn0hI4CssJdwc2MnTqpm/vNR3BGqeaSn46KSkp6t+/vz7++GONHTtWkuT3+5WZmdnSp7Ky8oTqdzgwvRwAAAAAENUCgYA++OADZWZmqnfv3vJ6vSopKWl5vb6+XuvXr9eQIUPC/rWpdAMAYCF3TLzpCFaIxDTBaHUocMR0BGtQ6Xam42V8Tk7VbmVWTrhNmzZN119/vXr27KnKyko9+uijOnTokMaPHy+Xy6WCggLNmjVL2dnZys7O1qxZs5ScnKxx48aFPQuDbgAAAABAVNm9e7d++MMfav/+/eratasuv/xyvfnmm+rVq5ck6aGHHlJdXZ0mTZqkqqoqDR48WOvWrQv7Gd2S5AqyawYQIi6BI1OcYv27M6x9dy7PO9B0BGv8veZz0xEQZRqam0xHsEZiLDNNnHg2Ptt0BGv0H3nQdARrdHruNdMRWo013QAAAAAARAjTywG0GRVcZ5gR4NyNl9xvOoI1urjTTEewwt66A6YjWCM1nvW3TjU2syu3E7VBhhpOxX+ru+kIiCCmlwPHadj/qekI1mDQjXBjerlz3WMYIDmxsW6X6QjW6JHQ2XQEa9QFG0xHsMJdQa/pCNbo0siNHKeu3bfSdIRWY3o5AAAAAAARwpwP4DhUbxFuTC93junlzn3adNh0BCscaqg1HcEaVbGJpiNYIzGGf0I7kdzMhFqnzks7ZDoCIohKNwAAAAAAEcJtOgBtRgXXGWZPOMeabuc2f7XTdAQrdIineutURyrdjtUHWX/rRGWcy3QEa5z7/yaZjhCV9uzZo4cfflh/+ctfVFdXpz59+mjJkiUaNGiQJCkYDGrmzJlavHhxy1ndTzzxhPr16xfWHFS6AQAAAABRpaqqSldeeaXi4+P1l7/8Rdu3b9cvf/lLderUqaXPnDlzNHfuXC1YsECbN2+W1+vVNddco8OHw7uEi93LgePEJZxjOgKiDDMCnGNNt3OdXAmmI1ihsrnOdARrdIpxm45gjX1NNaYjWOGSuC6mI1hj5rXVpiNYI3XhXxz1+/GPf6y//e1v2rjx5P8OCwaDysrKUkFBgR5++GFJUiAQkMfj0ezZszVx4sSwZWZ6OQAAFqoT01udONjERmpONQabTEdAlOmgWNMRrPHxGm6kOtVvXkCBQCCkze12y+0OvXG4evVqjR49Wj/4wQ+0fv16nXPOOZo0aZLuueceSVJ5ebn8fr9yc3NDrjNs2DCVlpaGddDN9HIAAAAAgBV8Pp/S0tJCHj6f74R+n376qRYtWqTs7Gy98soruvfee3X//ffr2WeflST5/X5JksfjCXmfx+NpeS1cqHQDAM4YL7z9a9MRrFE7eYLpCFaI75tlOoI1XKnJpiNY49pf7TIdwQq/P/Kx6QjW+DSpu+kI1lhSVKTCwsKQtuOr3JLU3NysSy+9VLNmzZIkDRw4UO+//74WLVqk22+/vaWfyxW64V8wGDyhrb2odAMAAAAArOB2u9WxY8eQx8kG3ZmZmfrWt74V0nbRRRdp165jN828Xq8knVDVrqysPKH63V5UugEAsFDcOammI1ghZvDlpiNYI/hFuekIiDIpsWzOB3OuvPJK7dixI6Tto48+Uq9evSRJvXv3ltfrVUlJiQYOPHZkaX19vdavX6/Zs2eHNQuDbgAAAABAVHnggQc0ZMgQzZo1S/n5+frf//1fLV68WIsXL5Z0bFp5QUGBZs2apezsbGVnZ2vWrFlKTk7WuHHjwpqFQTcAABba/xpHYTnRac9LpiNYI+68dNMREGWSYtiR26k+SjIdIepcdtllWrVqlYqKivTzn/9cvXv31vz58/WjH/2opc9DDz2kuro6TZo0SVVVVRo8eLDWrVun1NTwzibjnG7gOJzTjXDjnG5Ewr7r7jYdwQqd88K7Li+aBesCp+8ESdKY5w6ZjmCFmiZ+ppz6jpuN1Jya89kK0xFajY3UAAAAAACIEKaXAwBgocZArOkIVjjyt72mI1ijvoafKeeoWznRM6Gz6QjW+Li5xnQERBB/YwAAAAAAECFUugEAsJBn3i2mI1ghJqOH6QjWaP7iA9MR7DHxT6YTWGHjVztO3wmSpAEdzzUdARFEpRsAAAAAgAih0g0AgIW++ulzpiNYoeN32L3cqZi+2aYjIMp0caeZjmCNq2O6mI6ACGLQDQCAheJTm01HQLRpbDCdAFHmSNNR0xGAMwLTywEAAAAAUeXcc8+Vy+U64TF58mRJUjAY1IwZM5SVlaWkpCQNHz5c77//fkSyUOkGAMBCyTd823QEK7h6nm86gj0qdplOgCiTHJtoOoI1KlzMNAm3zZs3q6mpqeX5tm3bdM011+gHP/iBJGnOnDmaO3euiouL1adPHz366KO65pprtGPHDqWmpoY1C5VuAAAAAEBU6dq1q7xeb8vjT3/6k84//3wNGzZMwWBQ8+fP1/Tp03XjjTcqJydHzzzzjI4cOaLly5eHPQuVbuA4dXs3mo5gjaSsq0xHsAKfEyLh3qyhpiNY4am9L5iOYI1rvQNNR0CUGZ58rukI1sgMxpuOYI1AIKBAIBDS5na75Xa7T/me+vp6LVu2TIWFhXK5XPr000/l9/uVm5sbco1hw4aptLRUEydODGtmKt0AAAAAACv4fD6lpaWFPHw+3ze+58UXX9RXX32lO+64Q5Lk9/slSR5P6AkXHo+n5bVwotINHIeqJMKN2ROIhD2jwnsXPlo9kn2B6QjWiE+vNR3BGmP/Fms6ghW2NRwwHcEe8RmmE1hjflGRCgsLQ9q+qcotSUuWLFFeXp6ysrJC2l0uV8jzYDB4Qls4MOgGAMBCH1XwDzQnLsmsMB3BGnE9OpqOYBFuUDixv+Gw6QjW6BObaTqCNU43lfx4n3/+uV599VW98ML/LTfyer2SjlW8MzP/77OvrKw8ofodDkwvBwAAAABEpaefflrdunXTdddd19LWu3dveb1elZSUtLTV19dr/fr1GjJkSNgzUOkGAMBCXd11piNYoemo6QT2iPF2NR3BIlS6EV6D6gOn74RWa25u1tNPP63x48crLu7/hr4ul0sFBQWaNWuWsrOzlZ2drVmzZik5OVnjxo0Lew4G3QAAAACAqPPqq69q165duuuuu0547aGHHlJdXZ0mTZqkqqoqDR48WOvWrQv7Gd2S5AoGg8GwXxWwWFzCOaYjIMqwkRoigY3UnOnUt9F0BGvEZnYwHcEa1/+BmSZO1DRRvXXqR/G9TEewxgO7lpmO0Gqs6QYAAAAAIEKYXg6gzajgOsMxdM7leQeajmCN7yj8u6tGo+Ubd5mOYI07Y9NMR7AIlW4nLkpgnwCnOjaZToBIYtANAICFVjVxFBbC6+1Ydp1zjFULjvRXsukI1rjuvN2mIyCCmF4OAAAAAECEUOkGAMBCmXHh3101Gn1Sf8B0BGtc0ZhoOoI1dpoOYIkaF/s1O5WSk2Q6AiKISjcAAAAAABFCpRsAAAt9GKg0HcEKB+oPmY5gjWeSEkxHsEaMy2U6ghWG1LE7mFO129iczymn87waGxs1Y8YMPffcc/L7/crMzNQdd9yh//iP/1BMzLHaczAY1MyZM7V48eKWs7qfeOIJ9evXL6yZqXQDAAAAAKLK7Nmz9eSTT2rBggX64IMPNGfOHD3++OP6zW9+09Jnzpw5mjt3rhYsWKDNmzfL6/Xqmmuu0eHDh8OaxRUMBllsAfyDuIRzTEdAlOFoNeduvOR+0xGs4XZx39yJzxu+Mh3BGufGdzYdwRpfNtWajmCFa2O9piNY4/JAwHQEa1zt/72jfmPGjJHH49GSJUta2m666SYlJydr6dKlCgaDysrKUkFBgR5++GFJUiAQkMfj0ezZszVx4sSwZWZ6OXAcBkjOcf60M3xOznFOt3OprnjTEayw72iV6QjW6BKbYjoCosyo5vBWC6NZcscG0xGsEQgEFDjuJoXb7Zbb7Q5pGzp0qJ588kl99NFH6tOnj/7+979r06ZNmj9/viSpvLxcfr9fubm5IdcZNmyYSktLwzro5jY5AAAAAMAKPp9PaWlpIQ+fz3dCv4cfflg//OEPdeGFFyo+Pl4DBw5UQUGBfvjDH0qS/H6/JMnj8YS8z+PxtLwWLlS6AQCwUAq/wh3p5u5kOoI1Mql0O/Zp41emI1jhTcdbXsF9xHQCexQVFamwsDCk7fgqtyQ9//zzWrZsmZYvX65+/fpp69atKigoUFZWlsaPH9/Sz3XcxojBYPCEtvbiNzYAAAAAwAonm0p+Mg8++KB+/OMf69Zbb5Uk9e/fX59//rl8Pp/Gjx8vr/fYngNf72z+tcrKyhOq3+3FoBs4DutvEW7sE+AcG6k593ETR2E5URn4ynQEa+yIYZ8Ap+LZyNCRy8Wabqc+bupgOkLUOXLkSMvRYF+LjY1Vc3OzJKl3797yer0qKSnRwIHH9pSpr6/X+vXrNXv27LBmYdANAAAAAIgq119/vR577DH17NlT/fr10zvvvKO5c+fqrrvuknRsWnlBQYFmzZql7OxsZWdna9asWUpOTta4cePCmoVBN3AcqpLOMSvAGT4n59i93Ln0mNNPrQNaoz7YaDqCNeJdCaYjWKG2gdkTTmXH15iOEHV+85vf6Kc//akmTZqkyspKZWVlaeLEifrZz37W0uehhx5SXV2dJk2apKqqKg0ePFjr1q1Tamp49yPgnG7gOJzTjXDjRg4iITCrwHQEK7g6JJuOYI3gkTrTEawx5Q/UrZx488gXpiNY4/rk801HsMacz1aYjtBqLEgBAAAAACBCuE0HAICF9r9GVdKJlK7VpiNYo74m1nQEi3Q2HcAKKbEsg3Hq42aml0czKt0AAAAAAEQIlW4AACx09AgbFDnR9YoM0xGs4a44aDqCPSpMB7BDbVPAdARrZLs5MiyaUekGAAAAACBCqHQDAGCh6ppE0xGs0HkjJUmnkvulmI6AKMOabuf6NrKnQjRj0A0AgIU83Q6bjmAFdzcm9TkV+LjWdASLJJkOYIWkGM4zd2pLXL3pCNaYYDpAG/CbCAAAAAAQdQ4fPqyCggL16tVLSUlJGjJkiDZv3tzyejAY1IwZM5SVlaWkpCQNHz5c77//fthzUOkGAMBCnqKhpiNYIeaiy01HsEcCSxYc++6vTSewwq6jX5qOYI0uscmmI0Slu+++W9u2bdPSpUuVlZWlZcuWadSoUdq+fbvOOecczZkzR3PnzlVxcbH69OmjRx99VNdcc4127Nih1NTUsOWg0g0AAAAAiCp1dXX64x//qDlz5ujqq6/WBRdcoBkzZqh3795atGiRgsGg5s+fr+nTp+vGG29UTk6OnnnmGR05ckTLly8PaxYq3QAAWGifb5PpCFbwPJZmOoI99vtNJ0CUSY5l9oRTKS6OgXQqEAgoEAg9js7tdsvtDt24r7GxUU1NTUpMDP05TEpK0qZNm1ReXi6/36/c3NyQ6wwbNkylpaWaOHFi2DJT6QYAAAAAWMHn8yktLS3k4fP5TuiXmpqqK664Qr/4xS+0d+9eNTU1admyZXrrrbdUUVEhv//YjUaPxxPyPo/H0/JauFDpBgDAQskZ7HTrRPPmt0xHsIara4bpCMBZK8vF8WpOFRUVqbCwMKTt+Cr315YuXaq77rpL55xzjmJjY3XJJZdo3Lhxevvtt1v6uFyukPcEg8ET2tqLSjcAAAAAwAput1sdO3YMeZxq0H3++edr/fr1qqmp0RdffKH//d//VUNDg3r37i2v1ytJJ1S1KysrT6h+txeVbgAALHTkAOffOpHwAeuUnYqPZ00pwislluqtU30bY01HiGopKSlKSUlRVVWVXnnlFc2ZM6dl4F1SUqKBAwdKkurr67V+/XrNnj07rF+fQTcAABby/m6K6QhWiOnkNR3BGk27tpmOYI/f/tl0AivUNgVO3wmSpBVxHK/m1IRW9H3llVcUDAbVt29f7dy5Uw8++KD69u2rO++8Uy6XSwUFBZo1a5ays7OVnZ2tWbNmKTk5WePGjQtrZgbdAAAAAICoU11draKiIu3evVvp6em66aab9Nhjj7XM7HnooYdUV1enSZMmqaqqSoMHD9a6devCeka3JLmCwWAwrFcELBeXcI7pCIgydXs3mo6AKBSsO2w6ghVcSeH9h1M0a97/hekI1rj3u782HcEKrx3+2HQEa2QnZ5qOYI1Xv3jFdIRWYyM1AAAAAAAihOnlAABYqH7eT01HsEJMZhfTEaxRt+ET0xEsws+VE8mxiaYjAGcEKt0AAAAAAEQIlW4AwBnj4M13mY5gjUXl7D/hxAUN9aYjWCO5mZ8pxxLZlduJS5O6m45gjQeam0xHQAQx6AYAwEI1rmbTEazQvanRdATgrFXZXGc6gjWyevNZRTOmlwMAAAAAECFUugEAQNTaH5NgOoI19se5TEewCFVJJ7rFJJmOYI2PPupgOoI1vK3ou2HDBj3++OMqKytTRUWFVq1apbFjx7a8HgwGNXPmTC1evLjlnO4nnnhC/fr1a+kTCAQ0bdo0rVixQnV1dRo5cqQWLlyo7t2dL5+g0g0AAAAAiDq1tbUaMGCAFixYcNLX58yZo7lz52rBggXavHmzvF6vrrnmGh0+fLilT0FBgVatWqWVK1dq06ZNqqmp0ZgxY9TU5HwdPpVuAAAstCdIpc2JLs3xpiNY40iz23QEe8SaDoBo0yGeTR8jIS8vT3l5eSd9LRgMav78+Zo+fbpuvPFGSdIzzzwjj8ej5cuXa+LEiaqurtaSJUu0dOlSjRo1SpK0bNky9ejRQ6+++qpGjx7tKAeVbgAAAACAFQKBgA4dOhTyCARaf6JAeXm5/H6/cnNzW9rcbreGDRum0tJSSVJZWZkaGhpC+mRlZSknJ6eljxNUugEAsFAnF2uVnfhbIpVupzqyIT7C7IrmZNMRrFHTwDF0Tvl8Ps2cOTOk7ZFHHtGMGTNadR2/3y9J8ng8Ie0ej0eff/55S5+EhAR17tz5hD5fv98JBt0A2qxu70bTEayQlHWV6QjWyPMONB3BGn/x/810BCtkdUg3HcEa7lhu5Dg1NOVc0xGscF49R/Y5del/dDUdwRqD/7VIhYWFIW1ud9uXx7hcoZtIBoPBE9qO56TPP2J6OQAAAADACm63Wx07dgx5tGXQ7fUe2wf9+Ip1ZWVlS/Xb6/Wqvr5eVVVVp+zjBJVuAG1GBdcZZgQgEvaMmmg6ghU8j11nOoI1Yi683HQEa9w78nHTEaxw29F3TEewxk8ev8x0BGs8MCU81+ndu7e8Xq9KSko0cOCxmXb19fVav369Zs+eLUkaNGiQ4uPjVVJSovz8fElSRUWFtm3bpjlz5jj+Wgy6AQAAAABRp6amRjt37mx5Xl5erq1btyo9PV09e/ZUQUGBZs2apezsbGVnZ2vWrFlKTk7WuHHjJElpaWmaMGGCpk6dqoyMDKWnp2vatGnq379/y27mTjDoBgDAQp37s+sVwqzu8On7AK2QHMcxdE59FMORYZGwZcsWjRgxouX512vBx48fr+LiYj300EOqq6vTpEmTVFVVpcGDB2vdunVKTU1tec+8efMUFxen/Px81dXVaeTIkSouLlZsrPOzA13BYDAYvm8LsF9cwjmmIyDKML0ckXDkgXtMR7BCwq3Xm45gjZhe/UxHsMa9Y540HcEKrx3+2HQEa1ybeqHpCNZY9Nn/Mx2h1ah0AwBgIVei8zvsZ7Pg9ndNR7BGcwz76yK8kmMTTUewRqr4Oz2aMegGAMBCsZkcheVE8PAR0xGs4Tr4pekIiDJHmo6ajmCNw2oyHQERxC1NAAAAAAAihEo3AOCMcfDmu0xHsMbjn2WajmCFywPUF5zakfCp6Qj2cJkOYIerO1xgOoI1hgfiTUdABPGbCAAAAACACKHSDRyHnaadS8q6ynQEK/A5OZfnHWg6gjU6uOpMR7BCYeAT0xGs0S+uu+kI1vDGJpuOYIWurgTTEawx+jsVpiMggqh0AwAAAAAQIVS6geNQlUS4MXvCuRsvud90BGt80lBlOoIVLkqheutUxxi36QiIMh04Bsux2DT+/EXChg0b9Pjjj6usrEwVFRVatWqVxo4d2/L6Cy+8oKeeekplZWU6cOCA3nnnHV188cUh1wgEApo2bZpWrFihuro6jRw5UgsXLlT37s5/vzDoBo7DAMk5blA4w+fkHNPLnRuQ0M10BCtsPPKZ6QjWSE1icz7nGEw60SHIjnNOfbyGqfhOXbLQed/a2loNGDBAd955p2666aaTvn7llVfqBz/4ge65556TXqOgoEBr1qzRypUrlZGRoalTp2rMmDEqKytTbKyzvwsYdAMAAAAAok5eXp7y8vJO+fptt90mSfrss89O+np1dbWWLFmipUuXatSoUZKkZcuWqUePHnr11Vc1evRoRzkYdAMAzhh/8b9jOoI1fpg52HQEK3zy1V7TEazRKS7FdARrXJSQYTqCFd7TEdMRrHE0poPpCNboFwgoEAiEtLndbrnd4Z+iX1ZWpoaGBuXm5ra0ZWVlKScnR6WlpY4H3WykBgAAAACwgs/nU1paWsjD5/NF5Gv5/X4lJCSoc+fOIe0ej0d+v9/xdah0A8dh/S3CjX0CnGMjNedq1Wg6ghUu7nK+6QjW6EKlG2HWwcVQw6nJ/XabjmCNDkW/U2FhYUhbJKrc3yQYDMrlcr5nAX8SAAAAAABWiNRU8pPxer2qr69XVVVVSLW7srJSQ4YMcXwdBt0AgDPGf59XYzqCNRaXn2M6ghXi41lJ51Siix25EV5dFW86gjWefa+H6QjWeOCf+LUGDRqk+Ph4lZSUKD8/X5JUUVGhbdu2ac6cOY6vw6AbQJsxbdoZliw4x5FhznVy1ZmOYIU3Dn9iOoI1ONPcuazYZNMRrDCkrsl0BGs0mw4QpWpqarRz586W5+Xl5dq6davS09PVs2dPHTx4ULt27dLevcc23dyxY4ekYxVur9ertLQ0TZgwQVOnTlVGRobS09M1bdo09e/fv2U3cye4/QsAAAAAiDpbtmzRwIEDNXDgsZv6hYWFGjhwoH72s59JklavXq2BAwfquuuukyTdeuutGjhwoJ588smWa8ybN09jx45Vfn6+rrzySiUnJ2vNmjWOz+iWJFcwGAyG8fsCrBeXwJRNhBczAhAJnwy5z3QEK/S4taPpCNYI1nC8k1NTXmDatBM7G74yHcEaV8R3Mx3BGnM+W2E6QqtR6QYAAAAAIEJY0w0AgIXOL11gOoIVGt9abTqCNYLb3zUdwSLVpgNYITkmwXQEa/yh5kPTEazhfPuyMweVbgAAAAAAIoRKN4A2Y62yM+xe7hy7lztXUklV0onGZnZPdsrbofPpO0GSdE3HvqYjWGF+ost0BGt0v95rOgIiiEE3AAAWuiwj23QEKxxq4mg1pzrEJpqOgCiz+Ui66QjWKP9jo+kI1rh2oekErcf0cgAAAAAAIoRKNwAAFjovvpPpCFZ4p4ljsJwaGN/VdARr1IqqpBNb4/mcnOoRy7DMqWtNB2gDKt0AAAAAgKizYcMGXX/99crKypLL5dKLL77Y8lpDQ4Mefvhh9e/fXykpKcrKytLtt9+uvXv3hlwjEAhoypQp6tKli1JSUnTDDTdo9+7drcrBLRUAACx0cXOS6QhW2B4TbzqCNc5v5rNy6t0YKrhO1KnZdARr9A3wMxUJtbW1GjBggO68807ddNNNIa8dOXJEb7/9tn76059qwIABqqqqUkFBgW644QZt2bKlpV9BQYHWrFmjlStXKiMjQ1OnTtWYMWNUVlam2NhYRzkYdAMAAAAAok5eXp7y8vJO+lpaWppKSkpC2n7zm9/oX/7lX7Rr1y717NlT1dXVWrJkiZYuXapRo0ZJkpYtW6YePXro1Vdf1ejRox3lYNANoM04CssZjlZDJOwZNdF0BCvc2ddZFQLSp6WHTUewxrv8E9qRbQ0HTEewxscJ/Ew5NTIQUCAQCGlzu91yu93tvnZ1dbVcLpc6deokSSorK1NDQ4Nyc3Nb+mRlZSknJ0elpaUMugFEHoNJZ7g54RzndDs3TB7TEazw/MZdpiNYY1hCsukIFqk3HcAK9yjTdARrHOBIc8d8Pp9mzpwZ0vbII49oxowZ7bru0aNH9eMf/1jjxo1Tx44dJUl+v18JCQnq3LlzSF+PxyO/3+/42gy6AQAAAABWKCoqUmFhYUhbe6vcDQ0NuvXWW9Xc3KyFC09/EHgwGJTL5fxOCYNu4DhUb52jgotw++/zakxHsMZrH6WZjmCFC+LTTUewRkaQqfhOUZV0hiPDnOvEnz/HwjWV/GsNDQ3Kz89XeXm5XnvttZYqtyR5vV7V19erqqoqpNpdWVmpIUOGOP4aHBkGAAAAADjrfD3g/vjjj/Xqq68qIyMj5PVBgwYpPj4+ZMO1iooKbdu2rVWDbirdwHGo3iLcmD2BSLjh1z8xHcEKNyjRdARrVL2y9/SdIEn66b7Op+8ELa16x3QEawzoeK7pCFGppqZGO3fubHleXl6urVu3Kj09XVlZWbr55pv19ttv609/+pOamppa1mmnp6crISFBaWlpmjBhgqZOnaqMjAylp6dr2rRp6t+/f8tu5k4w6AYAAAAARJ0tW7ZoxIgRLc+/Xgs+fvx4zZgxQ6tXr5YkXXzxxSHv++tf/6rhw4dLkubNm6e4uDjl5+errq5OI0eOVHFxseMzuiXJFQwGg+37VoDoEpdwjukIiDJUup07ePNdpiNYY8Zn3UxHsEL3YLzpCNboy4bcju1IMJ3ADgdcTaYjWOP/11RnOoI1LvniJdMRWo1KNwAAFkoRm+44wUDSuYo4dgdzjpqVE3VqNh3BGjUN3MmJZmykBgAAAABAhFDpBgAAUatLM6Vup7o3MRXYqf+JSTIdwQrbGg6YjmCNbh3DdwQWzjxUugEAAAAAiBA2UgOO07D/U9MRrMHxagi3PO9A0xGsUR7YbzqCFT47vM90BGtkpqSbjmCNO5IvNB3BCndkVZiOYI2U80wnsEen514zHaHVqHQDAAAAABAhrOkGjkP1FuHGkWHO3XjJ/aYjWOOchM6mI1ghqRM7AjvVN76L6QiIMu99ytGGTnXbzZFhTl3Sir4bNmzQ448/rrKyMlVUVGjVqlUaO3Zsy+szZszQypUr9cUXXyghIUGDBg3SY489psGDB7f0CQQCmjZtmlasWNFyTvfChQvVvXt3xzkYdAPHYYDkHDconOFzco7p5c59zvRyRz75aq/pCNbYnczPlFMXpfF3lRODvs30cqdSbuhnOkJUqq2t1YABA3TnnXfqpptuOuH1Pn36aMGCBTrvvPNUV1enefPmKTc3Vzt37lTXrl0lSQUFBVqzZo1WrlypjIwMTZ06VWPGjFFZWZliY50d38mgGwAAAAAQdfLy8pSXl3fK18eNGxfyfO7cuVqyZIneffddjRw5UtXV1VqyZImWLl2qUaNGSZKWLVumHj166NVXX9Xo0aMd5WDQDRyHqiTCjdkTzjG93Lmu8R1NR7BCLw9Tpp06N7aD6Qj2YBtiR9Zvcz799myX8/lnpiNYo/e/BhQIBELa3G633O72HbtWX1+vxYsXKy0tTQMGDJAklZWVqaGhQbm5uS39srKylJOTo9LSUseDbjZSAwAAAABYwefzKS0tLeTh8/nafL0//elP6tChgxITEzVv3jyVlJSoS5djN2z9fr8SEhLUuXPoPioej0d+v9/x16DSDQA4Y/z3eTWmI1jj8c8yTUewwpi6RtMRrJFzcaXpCNZ46kMquE78Nu6g6QjW+JVcpiNYo6ioSIWFhSFt7alyjxgxQlu3btX+/fv129/+Vvn5+XrrrbfUrdupNwIMBoNyuZz/N6PSDQAAAACwgtvtVseOHUMe7Rl0p6Sk6IILLtDll1+uJUuWKC4uTkuWLJEkeb1e1dfXq6qqKuQ9lZWV8ng8jr8GlW4AACzkbXa2Y+rZLjE2cPpOkCQdOcA/CwFTOnmPmI6A/08wGGxZMz5o0CDFx8erpKRE+fn5kqSKigpt27ZNc+bMcXxN/nYFAMBCNS52cnJip5JNR7BGZvMh0xEQZbrFJJmOYI295QmmI1jD24q+NTU12rlzZ8vz8vJybd26Venp6crIyNBjjz2mG264QZmZmTpw4IAWLlyo3bt36wc/+IEkKS0tTRMmTNDUqVOVkZGh9PR0TZs2Tf3792/ZzdwJBt0AAAAAgKizZcsWjRgxouX512vBx48fryeffFIffvihnnnmGe3fv18ZGRm67LLLtHHjRvXr93/nps+bN09xcXHKz89XXV2dRo4cqeLiYsdndEuSKxgMcqsc+AdxCeeYjoAow5FhiIRtlzxgOoIVss7/ynQEa6RczvFqTv1qeaLpCFbY0MxGak5915VhOoI1Hti1zHSEVmMjNQAAAAAAIoTp5QAAWKhzOpvuONHhKo5Wcyrm6uGmI9hjOTOYnNgVOGA6gjU6JlDpjmZUugEAAAAAiBAq3QAAIGo17NhnOoI13Od/ZjoCokxKbNvPTj7b7Illm61oxqAbAAALVR3kKCwnkiq/Mh3BGu4urTmI52z3hekAiDLDA/WmIyCCmF4OAAAAAECEUOkGAMBCbKTmTAz/0nGs+d13TEcAzlo1QednPsM+VLoBAAAAAFFnw4YNuv7665WVlSWXy6UXX3zxlH0nTpwol8ul+fPnh7QHAgFNmTJFXbp0UUpKim644Qbt3r27VTm4/wugzer2cmSKE0lZV5mOYI0870DTESzCBkVO/H2X33QEa5z/QYLpCNYYFdvNdAQrLO2QajqCNeqO1pmOEJVqa2s1YMAA3XnnnbrppptO2e/FF1/UW2+9paysrBNeKygo0Jo1a7Ry5UplZGRo6tSpGjNmjMrKyhQb62yGAoNuAAAAAEDUycvLU15e3jf22bNnj+677z698soruu6660Jeq66u1pIlS7R06VKNGjVKkrRs2TL16NFDr776qkaPHu0oB4NuAAAsVB7YbzqCFQ4erTEdwRqJsVWmI9gjmUq3E58f6mg6gjWaTQewSCAQUCAQCGlzu91yu1s/A6y5uVm33XabHnzwQfXr1++E18vKytTQ0KDc3NyWtqysLOXk5Ki0tNTxoJs13QAAAAAAK/h8PqWlpYU8fD5fm641e/ZsxcXF6f777z/p636/XwkJCercuXNIu8fjkd/vfPkSlW4AACzkiaeC5MShxFrTEaxxQRLVW8CUiniGZU4VFRWpsLAwpK0tVe6ysjL96le/0ttvvy2Xy9Wq9waDwVa9h/+6wHHYHMw5NggDzNlctdN0BCs0NDeZjmCNV2vfNR3BGld6h5mOYIX+51WajmCNbrvZdM6ptk4lP97GjRtVWVmpnj17trQ1NTVp6tSpmj9/vj777DN5vV7V19erqqoqpNpdWVmpIUOGOP5aTC8HAAAAAJxVbrvtNr377rvaunVryyMrK0sPPvigXnnlFUnSoEGDFB8fr5KSkpb3VVRUaNu2ba0adFPpBgDAQp0TO5iOYIWvAkwvd6p7R6/pCIgyCR2YaeLUeVcfNh0hKtXU1Gjnzv+bGVZeXq6tW7cqPT1dPXv2VEZGRkj/+Ph4eb1e9e3bV5KUlpamCRMmaOrUqcrIyFB6erqmTZum/v37t+xm7gSDbgAAAABA1NmyZYtGjBjR8vzrteDjx49XcXGxo2vMmzdPcXFxys/PV11dnUaOHKni4mLHZ3RLkisYDAZblRyIcnEJ55iOgCjDPgHO3XjJyXcPxYm+aqozHcEKH9XsMR3BGr1TqHQ7dX08/1ZwIq+ZI/uceifImm6nJuxeZjpCq7GmGwAAAACACGF6OYA2o4LrDLu8O5fnHWg6AnDWalKz6QiIMtuaqd46ldnYaDoCIohBNwAAiFrepHTTEayRFptkOgKiTDcGko594GZY5tS1pgO0AdPLAQAAAACIEG6pAMdhyrRzTJsGzBkQ38V0BCu82bzXdARr9IjlGDrH2IbYkco4hhpOZTXwQxXNqHQDAAAAABAh3H4CAMBCR9VkOoIVapqOmo5gjZog628RXqzpdo5tDCNjw4YNevzxx1VWVqaKigqtWrVKY8eObXn9jjvu0DPPPBPynsGDB+vNN99seR4IBDRt2jStWLGi5ZzuhQsXqnv37o5zUOkGAAAAAESd2tpaDRgwQAsWLDhln+9+97uqqKhoeaxduzbk9YKCAq1atUorV67Upk2bVFNTozFjxqipyfnNbyrdwHFYp+wc69+d4WcKkfBm3W7TEaywu2a/6QjWiHVRi3Hq4sQLTEewQv/zKk1HsMYn5RmmI0SlvLw85eXlfWMft9str9d70teqq6u1ZMkSLV26VKNGjZIkLVu2TD169NCrr76q0aNHO8rBoBtAmzGYdIabE84dvPku0xGsMeOznqYjWOHHsQyOnMpqqjcdwRpf8lE58mgFGz469UN253MsEAgoEAiEtLndbrnd7jZd7/XXX1e3bt3UqVMnDRs2TI899pi6desmSSorK1NDQ4Nyc3Nb+mdlZSknJ0elpaWOB93c0gQAAAAAWMHn8yktLS3k4fP52nStvLw8Pffcc3rttdf0y1/+Ups3b9Z3vvOdlkG93+9XQkKCOnfuHPI+j8cjv9/v+OtQ6QYAwEKeYLzpCFbo3hQ4fSdIkjKS2XTOqS+P8ufPCTbna41Y0wGsUVRUpMLCwpC2tla5b7nllpb/n5OTo0svvVS9evXSn//8Z914442nfF8wGJTL5XL8dRh0AwAAAACs0J6p5KeTmZmpXr166eOPP5Ykeb1e1dfXq6qqKqTaXVlZqSFDhji+LoNuAAAstLaBjdScGK5upiNYI8iSUoTZZ43VpiNY49LpfU1HgKQDBw7oiy++UGZmpiRp0KBBio+PV0lJifLz8yVJFRUV2rZtm+bMmeP4ugy6AQAAAABRp6amRjt37mx5Xl5erq1btyo9PV3p6emaMWOGbrrpJmVmZuqzzz7TT37yE3Xp0kXf//73JUlpaWmaMGGCpk6dqoyMDKWnp2vatGnq379/y27mTjDoBgAAgD4/2sF0BHs4X8oJONL0QbnpCFFpy5YtGjFiRMvzr9eCjx8/XosWLdJ7772nZ599Vl999ZUyMzM1YsQIPf/880pNTW15z7x58xQXF6f8/HzV1dVp5MiRKi4uVmys83X4rmCQyUTAP4pLOMd0BEQZjgxDJNQV3Ws6ghXix15rOoI94qjFOLX6jjdMR7DC7+IOmo5gjWQXf/6cWrVrjekIrcaRYQAAAAAARAi3VAAAsNDe9fwKd6JH5pumI1gjpndP0xEQZY4015uOYI3vxmaYjoAIotINAAAAAECEcJscAAALJSY3mI5ghYYd+0xHsIa7b7bpCIgyyTEJpiNYo2Oz6QSIJCrdAAAAAABECJVuAAAs1NTIfXMn4i/ymo5gj/SuphNY5FPTAaxwoLHGdARr7ElINx0BEcSgGwBwxjh4812mI1hj1aHupiNYoddTnIzq1DU7VpmOYJEs0wGs0DOhs+kI1pg2Lc10BEQQt8kBAAAAAFFnw4YNuv7665WVlSWXy6UXX3zxhD4ffPCBbrjhBqWlpSk1NVWXX365du3a1fJ6IBDQlClT1KVLF6WkpOiGG27Q7t27W5WDSjcAABaqcVHBdaIrRxY5x0ZOCLPaZjZ8dKru5fdNR7BG8hTnfWtrazVgwADdeeeduummm054/ZNPPtHQoUM1YcIEzZw5U2lpafrggw+UmJjY0qegoEBr1qzRypUrlZGRoalTp2rMmDEqKytTbGysoxwMugEAAAAAUScvL095eXmnfH369Om69tprNWfOnJa28847r+X/V1dXa8mSJVq6dKlGjRolSVq2bJl69OihV199VaNHj3aUg0E3AAAW6hB0mY5ghcTYJtMRrBHYx+wJhNcRZpo4FtvJWcUUx6Z7BwKBkDa32y23292q6zQ3N+vPf/6zHnroIY0ePVrvvPOOevfuraKiIo0dO1aSVFZWpoaGBuXm5ra8LysrSzk5OSotLXU86GZNNwAAAADACj6fT2lpaSEPn8/X6utUVlaqpqZG//mf/6nvfve7Wrdunb7//e/rxhtv1Pr16yVJfr9fCQkJ6tw5dFNAj8cjv9/v+GtR6QYAwEKfxFBBcsKrZNMRrHGB+4DpCIgy58axI7dzX5kOYI2ioiIVFhaGtLW2yi0dq3RL0ve+9z098MADkqSLL75YpaWlevLJJzVs2LBTvjcYDMrlcj7jjEE3AAAWOr85wXQEK7iDTJl26uX3epiOYI148XPlRG9XkukI1njlNT4rp25pw1Tyk+nSpYvi4uL0rW99K6T9oosu0qZNmyRJXq9X9fX1qqqqCql2V1ZWasiQIY6/FtPLAQAAAABnlYSEBF122WXasWNHSPtHH32kXr16SZIGDRqk+Ph4lZSUtLxeUVGhbdu2tWrQTaUbAHDGSP/D70xHsMclPzOdwAq9Y2tNR7DGwYbE03eCJKkqhk2vnKgRGxk6tSOBn6lIqKmp0c6dO1uel5eXa+vWrUpPT1fPnj314IMP6pZbbtHVV1+tESNG6OWXX9aaNWv0+uuvS5LS0tI0YcIETZ06VRkZGUpPT9e0adPUv3//lt3MnWDQDQAAAACIOlu2bNGIESNann+9Fnz8+PEqLi7W97//fT355JPy+Xy6//771bdvX/3xj3/U0KFDW94zb948xcXFKT8/X3V1dRo5cqSKi4sdn9EtSa5gkMVOwD+KSzjHdAREmbq9G01HQBT6n34/MR3BCgO/VWE6gjX+94Ms0xGsccTFCk0nZjR9bDqCNQYldTcdwRrLPn/BdIRW428MAAAAAAAihEo3cJyG/Z+ajmCNpKyrTEdAlMnzDjQdwRpfNdWZjmCFz+sqTUewRq+kbqYjWOO+Zq/pCFb4docq0xGs8eXhFNMRrHG1//emI7Qaa7qB4zCQRLgxvdy5Gy+533QEa3SK5XgZJ5JTmLLpVL9YzlR2LGA6gB3+ejTddARrfKfjQdMREEFMLwcAAAAAIEKodAMAzhj/fV6N6QjWePyzTNMRrHB5gPqCU365TEewCKszndgZ22g6gjVyDjG93KkLTQdoA34TAQAAAAAQIVS6AQBnjLs/7WA6gjWONB8wHcEK78U5P0f1bNc3tqPpCNbo2sg/oZ24oInPyal+gzjeMBI2bNigxx9/XGVlZaqoqNCqVas0duzYltddrpPP8JkzZ44efPBBSVIgENC0adO0YsWKlnO6Fy5cqO7dne8ZQqUbAAAAABB1amtrNWDAAC1YsOCkr1dUVIQ8fve738nlcummm25q6VNQUKBVq1Zp5cqV2rRpk2pqajRmzBg1NTU5zsGRYcBxODLMOXZ6R7hxZJhzPWKSTUewwgeNHFnk1JC4rqYjWOPbAda/OxGI4XNy6rM4hmRO/ezz59r0PpfLdUKl+3hjx47V4cOH9T//8z+SpOrqanXt2lVLly7VLbfcIknau3evevToobVr12r06NGOvjZzPoDjMJB0jqOwnOFnCpHwvwGmIjrxxZEvTUewRkwqAySnvi1uUDiR3MxA0qkxzWwk6lQgEFAgEHpun9vtltvtbtd19+3bpz//+c965plnWtrKysrU0NCg3NzclrasrCzl5OSotLTU8aCb6eUAAAAAACv4fD6lpaWFPHw+X7uv+8wzzyg1NVU33nhjS5vf71dCQoI6d+4c0tfj8cjv9zu+NpVu4DhUb52jgguYc7k7y3QEKzRztJNjF8SlmY5gD+dLOc9qR5he7lhyUoPpCNYoKipSYWFhSFt7q9yS9Lvf/U4/+tGPlJiYeNq+wWDwlJuwnQyDbgAAAACAFcIxlfx4Gzdu1I4dO/T888+HtHu9XtXX16uqqiqk2l1ZWakhQ4Y4vj6DbuA4VG8RbsyecO7gzXeZjmCNX3yWYjqCFQYzI8CxSxsTTEewCDMonCiJO2I6gjUajqSbjmCNCyNwzSVLlmjQoEEaMGBASPugQYMUHx+vkpIS5efnSzq24/m2bds0Z84cx9dn0A0AAAAAiDo1NTXauXNny/Py8nJt3bpV6enp6tmzpyTp0KFD+v3vf69f/vKXJ7w/LS1NEyZM0NSpU5WRkaH09HRNmzZN/fv316hRoxznYNANoM2o4DrD7AnnODLMuT0Ne0xHsMKeI/tNR7DGuniOoXNqVvxFpiNY4ScJR01HsMbLAf78RcKWLVs0YsSIludfrwUfP368iouLJUkrV65UMBjUD3/4w5NeY968eYqLi1N+fr7q6uo0cuRIFRcXKzY21nEOzukGjhOXcI7pCIgy3Jxwjunlzk0rZyqiE9+rTzIdwRodmtkdzKnqGOf/2D6bve5mczCn/j2BI8OcuvCjtaYjtBpHhgEAAAAAECFMLwfQZlRwnWF6uXNML3euewy/wp34RbDcdARrXJt0rukI1rg4YDqBHfo3sTmfU38/3Pn0nSApMhupRRqVbgAAAAAAIoTb5AAAWOirYL3pCFaId7H21qlzG6nFOMeWSAivAalVpiMggvjbFQAAAACACKHSDQCAhbq5Ek1HsMJOl8t0BGsE+agQZjWU9xz72xFOpHDKxjXdDLoBALBQ3yZ+hTtRajqART6N5cgwpwYxFd+R8+qZhu/Udvaci2r8jQEAAAAAiDobNmzQ9ddfr6ysLLlcLr344oshr9fU1Oi+++5T9+7dlZSUpIsuukiLFi0K6RMIBDRlyhR16dJFKSkpuuGGG7R79+5W5eA2OXAcjsFyjqOwAHOKqt4wHcEKSXGUj5x6unaf6QjWGJR8qekIVhg5ZI/pCNa49JN40xGiUm1trQYMGKA777xTN9100wmvP/DAA/rrX/+qZcuW6dxzz9W6des0adIkZWVl6Xvf+54kqaCgQGvWrNHKlSuVkZGhqVOnasyYMSorK1NsrLPNOhl0AwAAAACiTl5envLy8k75+htvvKHx48dr+PDhkqR//dd/1VNPPaUtW7boe9/7nqqrq7VkyRItXbpUo0aNkiQtW7ZMPXr00KuvvqrRo0c7ysGgGzgO1VvnmBXgDD9TiIRrMvqZjmCFd4/sNR3BGoOTe5qOYI3zGo+YjmCF8v9NMx3BGv76JNMRrJEZCCgQCIS0ud1uud3uVl9r6NChWr16te666y5lZWXp9ddf10cffaRf/epXkqSysjI1NDQoNze35T1ZWVnKyclRaWmp40E3a7oBAAAAAFbw+XxKS0sLefh8vjZd69e//rW+9a1vqXv37kpISNB3v/tdLVy4UEOHDpUk+f1+JSQkqHPnziHv83g88vv9jr8OlW4AACxU29xgOoIVkmJZ0+3U3qYa0xEskmI6gBU+bexgOoI1vtXhK9MRrDGyqEiFhYUhbW2pckvHBt1vvvmmVq9erV69emnDhg2aNGmSMjMzW6aTn0wwGJSrFUdSMugG0GZMm3aGafjO3XjJ/aYjWMMbm2w6ghWaTQewyPmxqaYj2KOBm14Ir7/XdTIdwRrfauNU8uPV1dXpJz/5iVatWqXrrrtOkvTtb39bW7du1X/9139p1KhR8nq9qq+vV1VVVUi1u7KyUkOGDHH8tZheDgAAAAA4qzQ0NKihoUExMaFD4tjYWDU3H7tlO2jQIMXHx6ukpKTl9YqKCm3btq1Vg24q3QAAWOgLpgI78lEtG6k5FUw5x3QEi7DplRMdmptMR7BGv55fmo4QlWpqarRz586W5+Xl5dq6davS09PVs2dPDRs2TA8++KCSkpLUq1cvrV+/Xs8++6zmzp0rSUpLS9OECRM0depUZWRkKD09XdOmTVP//v2/cfr58Rh0AwAAAACizpYtWzRixIiW51+vBR8/fryKi4u1cuVKFRUV6Uc/+pEOHjyoXr166bHHHtO9997b8p558+YpLi5O+fn5qqur08iRI1VcXOz4jG5JcgWDwWD4vi3AfnEJ3Ol3irXKzrD23bk870DTERBlttV+YTqCNXoldTUdwRqPB1n/7sTRJueDkrPdQbHpo1Pf8y83HaHVWNMNAAAAAECEML0cQJtRwXWGGQGIhG2XPGA6ghW6X9LJdARrJF/lMR3BGtufOmI6ghUWuBtNR7BGL1e86QjW+J7pAG3AoBsAAAt1Tucf/U7EpzOpz7FmDlhDeH3VHDAdwRq9YtmcL5rxmwgAAAAAgAih0g0AgIU2fMlUYCfyurKRmlOuzzmyyDk2UnOiMciRYU51a2bTuWhGpRsAAAAAgAih0g0AgIVGZFWYjmCF5CuzTEewRwy1GOfYU8GJ2uZ60xGssSeOTeciYcOGDXr88cdVVlamiooKrVq1SmPHjm15fd++fXr44Ye1bt06ffXVV7r66qv1m9/8RtnZ2S19AoGApk2bphUrVrSc071w4UJ1797dcQ7+dgUAAAAARJ3a2loNGDBACxYsOOG1YDCosWPH6tNPP9VLL72kd955R7169dKoUaNUW1vb0q+goECrVq3SypUrtWnTJtXU1GjMmDFqanK+fMIVDAaDYfmOgCgRl3CO6QiIMhwZ5tzBm+8yHcEaj3+WaTqCFS6uZ52kU56mBtMRrNEpjgquE3+NSzEdwRoXBVj/7tT1/hVtep/L5QqpdH/00Ufq27evtm3bpn79+kmSmpqa1K1bN82ePVt33323qqur1bVrVy1dulS33HKLJGnv3r3q0aOH1q5dq9GjRzv62lS6AQAAAABWCAQCOnToUMgjEGj98XRfvycxMbGlLTY2VgkJCdq0aZMkqaysTA0NDcrNzW3pk5WVpZycHJWWljr+WqzpBgDAQh2C3Dd3onsT5wQ7lRRLpQ0wpTKOWTlO+Xw+zZw5M6TtkUce0YwZM1p1nQsvvFC9evVSUVGRnnrqKaWkpGju3Lny+/2qqDi2b4rf71dCQoI6d+4c8l6PxyO/3+/4azHoBgDAQm81HzQdwQqJiRmmI1jDyz5OjvVT7ek7gZ+pVhieyeaYTnmKlqiwsDCkze12t/o68fHx+uMf/6gJEyYoPT1dsbGxGjVqlPLy8k773mAwKJfL5fhrMegGAAAAAFjB7Xa3aZB9MoMGDdLWrVtVXV2t+vp6de3aVYMHD9all14qSfJ6vaqvr1dVVVVItbuyslJDhgxx/HUYdAMAYKEuMUmmI1jhgnr2i3WKyeWtwOoORw4wYxqWSEtLkyR9/PHH2rJli37xi19IOjYoj4+PV0lJifLz8yVJFRUV2rZtm+bMmeP4+gy6AQAAAABRp6amRjt37mx5Xl5erq1btyo9PV09e/bU73//e3Xt2lU9e/bUe++9p3//93/X2LFjWzZOS0tL04QJEzR16lRlZGQoPT1d06ZNU//+/TVq1CjHORh0AwDOGHd/2sF0BGusP7DVdAQr/DmGUptT3VO6mI5gjSXymo5ghe+62XvCqa4/dXb0FFpny5YtGjFiRMvzr9eCjx8/XsXFxaqoqFBhYaH27dunzMxM3X777frpT38aco158+YpLi5O+fn5qqur08iRI1VcXKzYWOe/XzinGzgO53Qj3Din27kbL7nfdARrrD+w3XQEK8Qx6HaMQbdzS2IZdDvRIZnTA5w697+Gm45gjaTvPWQ6QqtR6QYAwEKd3CmmIyDKpMayTwDCa2tt59N3giTp3Ca2eo9mVLqB41Dpdo4KrjNJWVeZjmCNPO9A0xGssafhK9MRrLDnyH7TEazRIT7ZdARrrHT3Mh3BClS6nfufo+mmI1jjvi+WmY7Qauy9CAAAAABAhDC9HDgO1VvnqOAC5nxyuMJ0BCskxSWYjmCNQw21piPYIzxHBEc977ePmI5gjet2NpiOgAii0g0AAAAAQIRQ6QaOQ/UW4cbsCecO3nyX6QjWeDzmX0xHsMLF9exe7tSwc5g94ZR/r+kEdvhFGbu8O/VA1y9NR0AEUekGAAAAACBCqHQDAGChdxoPmI5ghTFNaaYjWKPhKLMCEF5fButNR7BGxu19TUeIOj6fTy+88II+/PBDJSUlaciQIZo9e7b69v2/zzoYDGrmzJlavHixqqqqNHjwYD3xxBPq169fS59AIKBp06ZpxYoVqqur08iRI7Vw4UJ1797dcRYG3QAAWCgvppvpCJbgyCKn4hObTEdAlIl3ManWqa2z9pmOYI0hU5z1W79+vSZPnqzLLrtMjY2Nmj59unJzc7V9+3alpKRIkubMmaO5c+equLhYffr00aOPPqprrrlGO3bsUGpqqiSpoKBAa9as0cqVK5WRkaGpU6dqzJgxKisrU2yss5uVnNMNHIdzuhFurOl2jjXdzi391Pkd9rPZpQEG3U6d3/Og6QjW8O/taDqCFRbFM3vCqbsDDMmcGlLxxza978svv1S3bt20fv16XX311QoGg8rKylJBQYEefvhhSceq2h6PR7Nnz9bEiRNVXV2trl27aunSpbrlllskSXv37lWPHj20du1ajR492tHXptINAICFPolh2qYTQ2Op3jr13q6upiNYo2scN3OcqA02mo5gjV7nHjIdwRqBQECB426out1uud3ffJZfdXW1JCk9PV2SVF5eLr/fr9zc3JDrDBs2TKWlpZo4caLKysrU0NAQ0icrK0s5OTkqLS11POhmzgcAAAAAwAo+n09paWkhD5/P943vCQaDKiws1NChQ5WTkyNJ8vv9kiSPxxPS1+PxtLzm9/uVkJCgzp07n7KPE1S6AbQZ06ad4Rg65/K8A01HsEZFA8c7OfHnwFemI1ijvpmqpFNr4i40HcEKv0g+ajqCNf6jovPpO0GS9GRRkQoLC0PaTlflvu+++/Tuu+9q06ZNJ7zmcrlCngeDwRPajuekzz+i0g0AAAAAsILb7VbHjh1DHt806J4yZYpWr16tv/71ryE7jnu9x86RP75iXVlZ2VL99nq9qq+vV1VV1Sn7OEGlGzgO1VvnqOAC5jSLTXecqGmg0uaUJ4lKG8Krc/c60xGs8fDn1ELDLRgMasqUKVq1apVef/119e7dO+T13r17y+v1qqSkRAMHHptpV19fr/Xr12v27NmSpEGDBik+Pl4lJSXKz8+XJFVUVGjbtm2aM2eO4ywMugEAsFBKzDdPpcMxHeITTUewRnp8B9MREGW++LCT6QjWaGpm0B1ukydP1vLly/XSSy8pNTW1paKdlpampKQkuVwuFRQUaNasWcrOzlZ2drZmzZql5ORkjRs3rqXvhAkTNHXqVGVkZCg9PV3Tpk1T//79NWrUKMdZGHQDAAAAAKLKokWLJEnDhw8PaX/66ad1xx13SJIeeugh1dXVadKkSaqqqtLgwYO1bt26ljO6JWnevHmKi4tTfn6+6urqNHLkSBUXFzs+o1vinG7gBJzTjXBjyYJzN15yv+kI1tjXeNh0BCt0jk02HcEa58emnr4TJEl3NjSYjmCFw43xpiNY441EPiunpn/+nOkIrcY8BgAAAAAAIoTp5QDajAquM2w45xxHhjk3IiHLdAQrvNFQaTqCNUY38M9Cx2KpdDvxpyTqe07l1XFkXzTjTwIAAAAAABHCLU0AbUYF1xlmBCAS9oyaaDqCFYr6NpuOYA1Xwj7TEazx0WsdTUewwl+OfGo6gjWSki8wHcEa15gO0AYMugG0GYNJZ7g54RzTy53r4EoxHcEKH284YDqCNf6r2Ws6gjVS4pgK7MTw5HNNR7DGf8zuazoCIojp5QAAAAAARAiVbuA4VG+do4KLcPvv82pMR7DG78q7m45ghwTTAeyxvdltOoI1Lmum0o3w+uv9H5iOYI1rb3HWz+fz6YUXXtCHH36opKQkDRkyRLNnz1bfvv83q+CFF17QU089pbKyMh04cEDvvPOOLr744pDrBAIBTZs2TStWrGg5p3vhwoXq3t3572Eq3QAAAACAqLJ+/XpNnjxZb775pkpKStTY2Kjc3FzV1ta29KmtrdWVV16p//zP/zzldQoKCrRq1SqtXLlSmzZtUk1NjcaMGaOmpibHWVzBYDDYru8GiDJxCeeYjmANZgU4w4wA5/YMyTYdwRqvfEyl24mN8QHTEazxn/05Xs2pT99ONx3BCj/naDXHHotxmY5gjW9/tqZN7/vyyy/VrVs3rV+/XldffXXIa5999pl69+59QqW7urpaXbt21dKlS3XLLcdK7Hv37lWPHj20du1ajR492tHXptINAAAAALBCIBDQoUOHQh6BwOlvsFZXV0uS0tOd3zQrKytTQ0ODcnNzW9qysrKUk5Oj0tJSx9dhTTeANqOC6wwzAhAJN/36J6YjWOEmxZqOYA1X5rdNR7DH27tNJ0CU+SUbUDjW2+fTzJkzQ9oeeeQRzZgx45TvCQaDKiws1NChQ5WTk+P4a/n9fiUkJKhz584h7R6PR36/3/F1GHQDAGChL1YeMh3BCj1u5Txlp5o+KDcdwSLxpgNYYedRliw4NSiJJUNOFRUVqbCwMKTN7f7mjSDvu+8+vfvuu9q0aVNYMgSDQblczpcEMOgGAAAAAFjB7XafdpD9j6ZMmaLVq1drw4YNrdpxXJK8Xq/q6+tVVVUVUu2urKzUkCFDHF+HQTcAABbaVU0F14nOGytMR7BGQjobOTnX+fRdgFa4vj7JdISoEwwGNWXKFK1atUqvv/66evfu3eprDBo0SPHx8SopKVF+fr4kqaKiQtu2bdOcOXMcX4dBNwAAAAAgqkyePFnLly/XSy+9pNTU1JY12GlpaUpKOnaT4+DBg9q1a5f27t0rSdqxY4ekYxVur9ertLQ0TZgwQVOnTlVGRobS09M1bdo09e/fX6NGjXKchUE3AAAW6pN5wHQEK7i7cVCLU/X7m01HAM5ae+OZaRJuixYtkiQNHz48pP3pp5/WHXfcIUlavXq17rzzzpbXbr31VkmhG7PNmzdPcXFxys/PV11dnUaOHKni4mLFxjrfqJNzuoHjcE43wo3dyxEJe0ZNNB3BCp36NpqOYA0G3c59/iHndDtxe8Me0xGs8a+JfUxHsMYDu5aZjtBqDLqB4zTs/9R0BGtwZBjCLc870HQEa3xeT6Xbia/qa0xHsEbnhFTTEayxtnei6QhWiHNzI8epuBSGZE5l/Hm96QitxvRy4DgMJBFuVLqdu/GS+01HsEZmfCfTEazQFOQf/U51iGUgifCqPcDZ006VftTNdARr/P9MB2gDFjoBAAAAABAhVLoBtBkVXGeYPeEc08ude/fw56YjWOFwfZ3pCNY4kECl27lM0wGs0G0MSxacunb7F6YjIIKodAMAAAAAECFspAYch93LEW7MCHCONd3O9YhJNh3BCpvr/aYjWKNrXAfTEazx23OOmo5ghbfLPaYjWCOWIZlj1+5baTpCq1HpBgAAAAAgQqh0A8fhyDDnWKuMcGNNt3N7Gr4yHcEKn9XsMx3BGhmJHU1HsMbrF6SZjmCFlHMZZji1+60U0xGskfPpnxz18/l8euGFF/Thhx8qKSlJQ4YM0ezZs9W3b19JUkNDg/7jP/5Da9eu1aeffqq0tDSNGjVK//mf/6msrKyW6wQCAU2bNk0rVqxQXV2dRo4cqYULF6p79+6OMzPoBo7D9HKEG9PLEQmfDLnPdAQrZPSqNR3BGnGdXKYjWOPIbiaLOlG4lxs5TqW7OF7NqUWf/T9H/b773e/q1ltv1WWXXabGxkZNnz5d7733nrZv366UlBRVV1fr5ptv1j333KMBAwaoqqpKBQUFamxs1JYtW1qu82//9m9as2aNiouLlZGRoalTp+rgwYMqKytTbGysoywMuoHjMOhGuDHoRiQw6HaGQbdzDLqdY9DtDINu5xh0O+d00H28L7/8Ut26ddP69et19dVXn7TP5s2b9S//8i/6/PPP1bNnT1VXV6tr165aunSpbrnlFknS3r171aNHD61du1ajR4929LU5MgwAAAv96Wi66QhWGLbdbTqCNS68qcF0BHvsPmI6gRUa1Gw6gjV8V+43HcEagUBAgUAgpM3tdsvt/ua/76urqyVJ6emn/v1ZXV0tl8ulTp06SZLKysrU0NCg3Nzclj5ZWVnKyclRaWmp40E3t+kAAAAAAFbw+XxKS0sLefh8vm98TzAYVGFhoYYOHaqcnJyT9jl69Kh+/OMfa9y4cerY8dgsDb/fr4SEBHXu3Dmkr8fjkd/v/HQMKt0AAFhoTOJB0xGs4B1YZzqCNVwpzJ5wjkq3E9VNHK3m1KJNWafvBElS0e+KVFhYGNJ2uir3fffdp3fffVebNm066esNDQ269dZb1dzcrIULF542QzAYlMvlfEkOg24AAAAAgBWcTCX/R1OmTNHq1au1YcOGk+443tDQoPz8fJWXl+u1115rqXJLktfrVX19vaqqqkKq3ZWVlRoyZIjjDAy6AQCw0K5qNihyonMlG6k5lXBZ59N3wv+nynQAK9QHm0xHsMa5DextHW7BYFBTpkzRqlWr9Prrr6t3794n9Pl6wP3xxx/rr3/9qzIyMkJeHzRokOLj41VSUqL8/HxJUkVFhbZt26Y5c+Y4zsKgGwBwxjh4812mI1jjXbfz80HPZgnbu5mOYI3Mij2mI1ijA/cnHMmKSzUdwRoXNLJkIdwmT56s5cuX66WXXlJqamrLGuy0tDQlJSWpsbFRN998s95++2396U9/UlNTU0uf9PR0JSQkKC0tTRMmTNDUqVOVkZGh9PR0TZs2Tf3799eoUaMcZ2HQDQAAAACIKosWLZIkDR8+PKT96aef1h133KHdu3dr9erVkqSLL744pM9f//rXlvfNmzdPcXFxys/PV11dnUaOHKni4mLHZ3RLDLoBALBSjYupiE58GcPZt051qos3HcEaHToHTt8JOs+VbDqCNVISq01HiDrB4Df/njz33HNP20eSEhMT9Zvf/Ea/+c1v2pyFI8MAAAAAAIgQKt0AAFioxtVsOoIVAi7n0//Oduld2XQO4fWVGk1HsEZqOserRTMq3QAAAAAARAiVbgAALNQg1nQ70b2JtbdO1dWw/t0p1nQ7ExAzcpxK7cPf6dHMFXSyehw4i8QlnGM6AqJM3d6NpiMgCtX/+iemI1ghZvDlpiNYo/mdLaYjWOOrP+81HcEKd+12m46AKPTKF38xHaHVmF4OAAAAAECEML0cAAALNVUcNB3BDm+9aTqBPYJMBUZ4NQabTEewRjLHG0Y1Kt0AAAAAgKji8/l02WWXKTU1Vd26ddPYsWO1Y8eOkD4zZszQhRdeqJSUFHXu3FmjRo3SW2+9FdInEAhoypQp6tKli1JSUnTDDTdo9+7drcpCpRsAAAvFXdLXdAQruHqebzqCNYIff2A6gkX2mw6AKNMlhvXv4bZ+/XpNnjxZl112mRobGzV9+nTl5uZq+/btSklJkST16dNHCxYs0Hnnnae6ujrNmzdPubm52rlzp7p27SpJKigo0Jo1a7Ry5UplZGRo6tSpGjNmjMrKyhQb6+xYSjZSA47DRmoINzZSQyQ0/H6e6QhWYNDtHINu56qe/9h0BCvc/gX1Pad6xqWajmCNpz/7Y5ve9+WXX6pbt25av369rr766pP2OXTokNLS0vTqq69q5MiRqq6uVteuXbV06VLdcsstkqS9e/eqR48eWrt2rUaPHu3oa/MnAQAAC+178kPTEazQ7ftUJJ1ydU4zHQFRJs7lrAoIaWhjkukI1ggEAgoEQo/tc7vdcru/ebZAdXW1JCk9Pf2kr9fX12vx4sVKS0vTgAEDJEllZWVqaGhQbm5uS7+srCzl5OSotLSUQTeAyKOC60xS1lWmI1gjzzvQdARrHGl2mY5ghY9/vc10BGvEx8SbjmCNDdmdTEewwvxE/p5yqrTOdAJ7+Hw+zZw5M6TtkUce0YwZM075nmAwqMLCQg0dOlQ5OTkhr/3pT3/SrbfeqiNHjigzM1MlJSXq0qWLJMnv9yshIUGdO3cOeY/H45Hf73ecmUE3AAAAAMAKRUVFKiwsDGk7XZX7vvvu07vvvqtNmzad8NqIESO0detW7d+/X7/97W+Vn5+vt956S926dTvl9YLBoFwu5zeVGHQDaDMquM4wI8C5Gy+533QEa3SLTTYdwQppqb1NR7BGjos1pc5VmA5gha21nU/fCZKk7ObA6TtBkrOp5P9oypQpWr16tTZs2KDu3buf8HpKSoouuOACXXDBBbr88suVnZ2tJUuWqKioSF6vV/X19aqqqgqpdldWVmrIkCGOM3BkGAAAAAAgqgSDQd1333164YUX9Nprr6l3b2c3YYPBYMua8UGDBik+Pl4lJSUtr1dUVGjbtm2tGnRT6QaOQ1XSOSrdzvA5Oceabud2Nx42HcEKn9dVmo5gjdqUEytAOLmJpgNYonNTk+kI1rgwh7+rwm3y5Mlavny5XnrpJaWmpraswU5LS1NSUpJqa2v12GOP6YYbblBmZqYOHDighQsXavfu3frBD37Q0nfChAmaOnWqMjIylJ6ermnTpql///4aNWqU4ywMugEAAAAAUWXRokWSpOHDh4e0P/3007rjjjsUGxurDz/8UM8884z279+vjIwMXXbZZdq4caP69evX0n/evHmKi4tTfn6+6urqNHLkSBUXFzs+o1vinG7gBJzTjXBj9oRzrOl2LtXFTtNOHGg+ajqCNa6IOfkxOjjRPVms6Xbi7XKP6QjWSA42m45gjZH7njcdodWodAMAYKG3aj83HcEKDc0NpiNYw59QbTqCNe5RoukIVhjQnSnTTh055HxjMNiHjdQAAAAAAIgQKt0AAFjoW8lZpiNY4e81zAhwKtZFLQbh1TGbKdNOffpaiukI1rjQdIA24G9XAAAAAAAihEo3cBw2vXKOo7Cc4XNyjiPDnCsP7DcdAVGmrqnedASLJJgOYIWD29jw0amUuEbTERBBVLoBAAAAAIgQKt3AcahKOsesAGf4mUIkeOI7mo5ghUMNtaYjWKNrfKrpCBbhxF0n4txNpiNYozSWNd1OXeawn8/n0wsvvKAPP/xQSUlJGjJkiGbPnq2+ffuetP/EiRO1ePFizZs3TwUFBS3tgUBA06ZN04oVK1rO6V64cKG6d+/uODOVbgAAAABAVFm/fr0mT56sN998UyUlJWpsbFRubq5qa0+8Gfviiy/qrbfeUlbWiZuUFhQUaNWqVVq5cqU2bdqkmpoajRkzRk1Nzm8qUekGjkP11jkquAi3/z6vxnQEa/ziM4/pCFZI7sDaW6eudHUyHcEie00HsMLKLzNNR7BGBhu9h93LL78c8vzpp59Wt27dVFZWpquvvrqlfc+ePbrvvvv0yiuv6Lrrrgt5T3V1tZYsWaKlS5dq1KhRkqRly5apR48eevXVVzV69GhHWRh0A8dhIOkcNyic4WfKubs/7WA6gjWGiQ2KnHir8ZDpCNbYm8D0VoRXA9PwHdsWx1R8pwKBgAKBQEib2+2W2+3+xvdVV1dLktLT01vampubddttt+nBBx9Uv379TnhPWVmZGhoalJub29KWlZWlnJwclZaWOh50M70cAAAAAGAFn8+ntLS0kIfP5/vG9wSDQRUWFmro0KHKyclpaZ89e7bi4uJ0//33n/R9fr9fCQkJ6ty5c0i7x+OR3+93nJlKN3AcqrfOUcFFuP3F/47pCNYY5h1hOoIVPvjqC9MRrDG6m/NNgQCEV+dgrOkI1ni4qEiFhYUhbaerct9333169913tWnTppa2srIy/epXv9Lbb78tl8vVqgzBYLBV76HSDQAAAACwgtvtVseOHUMe3zTonjJlilavXq2//vWvITuOb9y4UZWVlerZs6fi4uIUFxenzz//XFOnTtW5554rSfJ6vaqvr1dVVVXINSsrK+XxON9bxRUMBllsAfyDuIRzTEewBrMCnGFGgHN53oGmI1jjlX1bTUewQudE9glwKt3NMXROvXkdn5UT7n+baDqCNYLvbzYdwRpJd85x1C8YDGrKlClatWqVXn/9dWVnZ4e8fuDAAVVUVIS0jR49WrfddpvuvPNO9e3bV9XV1eratauWLVum/Px8SVJFRYW6d++utWvXspEaAAAAAODsNHnyZC1fvlwvvfSSUlNTW9Zgp6WlKSkpSRkZGcrIyAh5T3x8vLxeb8tZ3mlpaZowYYKmTp2qjIwMpaena9q0aerfv3/LbuZOMOgG0GZUcJ1hRoBzN15y8o1McKLz0048SxQnqm2sMx3BGvsD1aYjWIRKtxNNL/0/0xGsseyZb16TjP8z8U5n/RYtWiRJGj58eEj7008/rTvuuMPx15s3b57i4uKUn5+vuro6jRw5UsXFxYqNdb4On+nlwHEa9n9qOoI1GHQj3Jhe7tz6A9tNR7BCU5DDb53q2aGb6QjWYHq5M01fNZiOYI24bommI1ij41OvmI7QamykBgAAAABAhDC9HAAAC13QkenlTnxWs890BGskxSaYjoAokzT2CtMRrFH3whumIyCCqHQDAAAAABAhVLoBALAQm145kxDLP3Wc+uLIl6YjWKSH6QBWaP7oE9MRrPHJlnTTEaxh4ydFpRsAAAAAgAjh9i9wHHbkRrhxZBgi4VeX/Mx0BCsMa6o1HQFR6bDpAFb46XPOj1Q6241q5LOKZgy6AQCw0Ej+0e9I76GHTEewRqCS49WcizcdwAr14mRip/6WxKDbqWtNB2gDppcDAAAAAKKKz+fTZZddptTUVHXr1k1jx47Vjh07QvrccccdcrlcIY/LL788pE8gENCUKVPUpUsXpaSk6IYbbtDu3btblYVKNwAAFgpSQHKE6q1ztfvdpiNYI/Fcfq6cSKa+59gR8TMVbuvXr9fkyZN12WWXqbGxUdOnT1dubq62b9+ulJSUln7f/e539fTTT7c8T0gIPT6xoKBAa9as0cqVK5WRkaGpU6dqzJgxKisrU2yssxkKDLoBAAAAAFHl5ZdfDnn+9NNPq1u3biorK9PVV1/d0u52u+X1ek96jerqai1ZskRLly7VqFGjJEnLli1Tjx499Oqrr2r06NGOsjDoBgCcMQ7efJfpCNZYHXOO6QhW6PdhB9MRrDGg0wHTESxCVdKJGjWZjmAN34iDpiNYIxAIKBAIhLS53W653d88W6e6+thRm+npoYeOvf766+rWrZs6deqkYcOG6bHHHlO3bt0kSWVlZWpoaFBubm5L/6ysLOXk5Ki0tNTxoJs5HwAAAAAAK/h8PqWlpYU8fD7fN74nGAyqsLBQQ4cOVU5OTkt7Xl6ennvuOb322mv65S9/qc2bN+s73/lOy6De7/crISFBnTt3Drmex+OR3+93nJlKNwAAFtrnajAdwQqJx63Nw6klVKWfvhMkSR5Vmo5ghTSGGo4FdvF3+v+/vTsPi6rs3wB+DzuyjIAsIogSiSLggqaguYuiJmqFZa9pYmUuqIAa9rpVhGmumWhpalZiarhkkVtgaKYgKOSaS24sqYCCrDPz+8PfOzmieTDomTPen+viuuTMmeHuxDLf8zzP95EqZkUMIiMjdY49apR7/PjxOH78OFJTU3WODx06VPtvX19ftGvXDh4eHti5cyeGDBny0NfTaDRQKBSSM/MngYiISIbyNGWiI8iCB1h0S5VvwgmQVLtU3DJMsqzsB68ppup6SphKfq8JEyZg+/bt2L9/P9zc3P723IYNG8LDwwNnz54FALi4uKCiogIFBQU6o935+fkICgqSnIG/XYmIiIiIiMigaDQajB8/Ht9++y327duHpk2bPvI5N27cwOXLl9GwYUMAQEBAAExNTbF7927tOTk5OcjOzq5R0c2RbiIi0hujz7PplVTWCt43l+InNZuDSdXexO7RJxHVQMcy6dNvn3R3+Du91o0bNw5ff/01tm3bBhsbG+0abKVSCUtLSxQXF2P27Nl4/vnn0bBhQ1y8eBHTp09HgwYNMHjwYO254eHhiIqKgoODA+zt7REdHQ0/Pz9tN3MpWHQTERERERGRQYmPjwcAdOvWTef4mjVrMHLkSBgbGyMrKwtffPEFCgsL0bBhQ3Tv3h0bN26EjY2N9vxFixbBxMQEYWFhKC0tRc+ePbF27VrJe3QDgEKj0XCxBdE9TMy4DQ/VrtJrP4uOIBvcMky6+Rcbio4gC60rpL8petL5mt4SHUE2mva4IzqCLMz9yUl0BNkIr8dZOVJ5nfhRdIQa4zwGIiIiIiIiojrC6eVEREQylKcpFx1BFiw0lqIjyEZuWT3REWSjKTjSLcVtqERHINILLLqJiIhk6CmwmJSCa+ika2DKbeiodtmAyzuk+uNGfdERZMNLdIDHwOnlRERERERERHWEI91EREQydBy3RUeQBQszW9ERZKOq0kp0BNl4GsWiI8gCx7mlc7TkkgVDxpFuIiIiIiIiojrCkW4iIiIZCtJwBFcKlyrRCeQjyCVPdAQyMLmoEB1BNtwDOHuptsXFxeHbb7/FqVOnYGlpiaCgIHz44Yfw9vbWOe/kyZOYNm0aUlJSoFar0bJlS3zzzTdo3LgxAKC8vBzR0dHYsGGDdp/u5cuXw83NTXIWjnQTERERERGRQUlJScG4ceNw6NAh7N69G1VVVQgODkZJSYn2nHPnzqFz585o3rw5kpOTcezYMcyYMQMWFhbacyZNmoTExEQkJCQgNTUVxcXFGDBgAFQq6d35FRqNho09ie5hYtZIdAQyMKXXfhYdQTZuvjBKdATZ+PGs9DvsT7JmGq6TlMrchNs7SeXZs+TRJxHG7+OMHKlCK7gjhVQv5Hz1WM/7888/4eTkhJSUFHTp0gUA8NJLL8HU1BTr169/4HOKiorg6OiI9evXY+jQoQCAa9euwd3dHd9//z369Okj6WtzejkREekN+82fi44gG88EjRcdQRYcPFgcSXX1jFJ0BDIwNgqWGlJlmHMcVKrnystRXl6uc8zc3Bzm5uZ/+7yioiIAgL29PQBArVZj586dmDp1Kvr06YOMjAw0bdoUMTExGDRoEAAgPT0dlZWVCA4O1r6Oq6srfH19cfDgQclFN6eXExERERERkSzExcVBqVTqfMTFxf3tczQaDSIjI9G5c2f4+voCAPLz81FcXIy5c+eib9++2LVrFwYPHowhQ4YgJSUFAJCbmwszMzPY2dnpvJ6zszNyc3MlZ+btJyIi0hucXi6dSxuF6AiysHs/p+FL5W1+S3QEMjCFmkrREWTDCaaiI8hGTEwMIiMjdY49apR7/PjxOH78OFJTU7XH1Go1ACA0NBSTJ08GALRu3RoHDx7EihUr0LVr14e+nkajgUIh/e8wR7qJiIiIiIhIFszNzWFra6vz8XdF94QJE7B9+3b89NNPOh3HGzRoABMTE/j4+Oic36JFC1y6dAkA4OLigoqKChQUFOick5+fD2dnZ8mZOdJNRER6g2u6pctqM1l0BFno0vyK6AiykXGioegIsuGBUtERZMEYnJEj1a/qm6IjGByNRoMJEyYgMTERycnJaNq0qc7jZmZmaN++PU6fPq1z/MyZM/Dw8AAABAQEwNTUFLt370ZYWBgAICcnB9nZ2Zg3b57kLCy6iYiIiIiIyKCMGzcOX3/9NbZt2wYbGxvtGmylUglLy7vd4qdMmYKhQ4eiS5cu6N69O5KSkrBjxw4kJydrzw0PD0dUVBQcHBxgb2+P6Oho+Pn5oVevXpKzsOgmIiKSoRosJXuimTtxJZ1UndtwezWpVAWPPoeACqhFR5CNLkYOoiMYnPj4eABAt27ddI6vWbMGI0eOBAAMHjwYK1asQFxcHCIiIuDt7Y0tW7agc+fO2vMXLVoEExMThIWFobS0FD179sTatWthbGwsOQv36Sa6D/fpptrGfbqlG9I2QnQE2fij4oboCLJQWFEsOoJsuFs6io4gG98H82aOFDfSeJ2kKizkPt1Stb28TXSEGuNPAhEREREREVEd4fRyovtwVFI6S9dnRUeQBV4n6UJc2oiOIBudLNxFR5CFUyacByxVcxO7R59E/49Nr6TIv2EtOoJspBnXEx1BNtqKDvAYONJNREREREREVEc40k1ERCRD3IpHmiIVt3aS6g8jU9ERyMCo1Bzfk8qWv9INGn8SiIiIiIiIiOoIR7qJ7sP1t1Tb2CdAOnYvl+5Y5XXREWThdhVHuqWy45pSqmVNmnLtu1SnLruKjkB1iEU30X1YIEnHGxTS8DpJx0Zq0vmack9XKUwUnNQnVVMTW9ERZKRQdABZ+OxaQ9ERZMOLW5obNP4lIiIiIiIiIoMSFxeH9u3bw8bGBk5OThg0aBBOnz6tc45CoXjgx/z587XnlJeXY8KECWjQoAGsrKwwcOBAXLlypUZZONJNdB+OSlJt4+wJ6Ti9XDpnDZteSVFobCU6gmy4acxFRyAD46JmdzCp/M2KREcwOCkpKRg3bhzat2+PqqoqvPPOOwgODsaJEydgZXX3b0NOTo7Oc3744QeEh4fj+eef1x6bNGkSduzYgYSEBDg4OCAqKgoDBgxAeno6jI2NJWVh0U1EREREREQGJSkpSefzNWvWwMnJCenp6ejSpQsAwMXFReecbdu2oXv37vD09AQAFBUVYfXq1Vi/fj169eoFAPjyyy/h7u6OPXv2oE+fPpKysOgmIiKSoeO4LToCGRgbDUclqXaZc52yZPWd74iOIBvl5eUoLy/XOWZubg5z87+frVNUdHc2gb29/QMfz8vLw86dO7Fu3TrtsfT0dFRWViI4OFh7zNXVFb6+vjh48KDkoptruomIiIiIiEgW4uLioFQqdT7i4uL+9jkajQaRkZHo3LkzfH19H3jOunXrYGNjgyFDhmiP5ebmwszMDHZ2djrnOjs7Izc3V3JmjnQT3Yfrb6Xj+ndpeJ2kY/dy6VwVlqIjyMLB8quiI8iGqRnHYqQaLTqATHDuhHQHrrk8+iQCAMTExCAyMlLn2KNGucePH4/jx48jNTX1oed8/vnneOWVV2BhYfHIDBqNBgqF9O9wFt1E92GBJB1vUEjD7ynpXlTVFx1BNk4bcd6mFNZGbA4mVQCsRUeQkWLRAWThhKlKdATZ6FdaJTqCbEiZSn6vCRMmYPv27di/fz/c3NweeM7PP/+M06dPY+PGjTrHXVxcUFFRgYKCAp3R7vz8fAQFBUnOwFuaREREREREZFA0Gg3Gjx+Pb7/9Fvv27UPTpk0feu7q1asREBCAVq1a6RwPCAiAqakpdu/erT2Wk5OD7OzsGhXdHOkmIiK90efpmu17+SSzPuUqOoIsXLGoLzqCbDQr4+wJql2/a0pER5CNAxY2oiPIRjeJ540bNw5ff/01tm3bBhsbG+0abKVSCUvLv5Zo3bp1C5s2bcKCBQuqvYZSqUR4eDiioqLg4OAAe3t7REdHw8/PT9vNXAoW3URERERERGRQ4uPjAQDdunXTOb5mzRqMHDlS+3lCQgI0Gg1efvnlB77OokWLYGJigrCwMJSWlqJnz55Yu3at5D26AUCh0Wg0Nf4vIDJgJmaNREeQDa7ploZruqVjIzXpQjT1RUeQhTWqS6IjyMYgU3fREWRjfI880RFkYdk+Z9ERZOOZMq7plqp33sZHn6RnuKabiIiIiIiIqI5wejkREemNVZ7sCCzV6VPcMkwKHwtH0RFko5+aP39Uuw5oCkRHkI2O4JpuQ8aim4iI9Mbo89yySKocRa7oCLLwR0G+6AiycdhcKTqCbByCregIsrDG847oCLKx74zdo08i2eL0ciIiIiIiIqI6wpFuovuwOZh0bBBGJE6Fhk13pLA0NhMdQTaUJvVERyADU5RnITqCbLQwvS06AtUhjnQTERERERER1RGOdBPdh6O3VNs4e0K6my+MEh1BNrace0p0BFlwVHBnVKnsVZw9IZVJM47gSrFpH7+npPIvV4uOIButJZ4XFxeHb7/9FqdOnYKlpSWCgoLw4YcfwtvbW3tOcXEx3n77bWzduhU3btxAkyZNEBERgbfeekt7Tnl5OaKjo7FhwwbtPt3Lly+Hm5ub5Mwc6SYiIiIiIiKDkpKSgnHjxuHQoUPYvXs3qqqqEBwcjJKSEu05kydPRlJSEr788kucPHkSkydPxoQJE7Bt2zbtOZMmTUJiYiISEhKQmpqK4uJiDBgwACqVSnIWjnQTERHJ0B6jW6IjyMIzZuwyLdUtlanoCLLRUXQAmbiukF6UPOk6tMwRHcHgJCUl6Xy+Zs0aODk5IT09HV26dAEA/PLLLxgxYgS6desGAHjjjTewcuVKpKWlITQ0FEVFRVi9ejXWr1+PXr16AQC+/PJLuLu7Y8+ePejTp4+kLCy6iYhIb3DLMOmsFZysJsVP6huiI8hGPyMH0RHIwLipWWpIdZtN5yRTlpejvLxc55i5uTnMzc3/9nlFRUUAAHt7e+2xzp07Y/v27Rg1ahRcXV2RnJyMM2fOYMmSJQCA9PR0VFZWIjg4WPscV1dX+Pr64uDBg5KLbv7FJiIiIiIiIlmIi4uDUqnU+YiLi/vb52g0GkRGRqJz587w9fXVHl+6dCl8fHzg5uYGMzMz9O3bF8uXL0fnzp0BALm5uTAzM4Odne4+6s7OzsjNzZWcmbefiIhIb6zyLBYdQTaiL9g/+iTC61W8TlLZqytER5ARS9EBZCHPiNPLpbJxLhMdQTZiYmIQGRmpc+xRo9zjx4/H8ePHkZqaqnN86dKlOHToELZv3w4PDw/s378fY8eORcOGDbXTyR9Eo9FAoVBIzsyim4iIiIiIiGRBylTye02YMAHbt2/H/v37dTqOl5aWYvr06UhMTET//v0BAP7+/sjMzMRHH32EXr16wcXFBRUVFSgoKNAZ7c7Pz0dQUJDkDCy6iYiIZKiVpp7oCLJQJn0g4olnZcztnah2GYM/gFJd+10pOoJsOEk8T6PRYMKECUhMTERycjKaNm2q83hlZSUqKythZKS74trY2Bhq9d0t3AICAmBqaordu3cjLCwMAJCTk4Ps7GzMmzdPcmYW3URERERERGRQxo0bh6+//hrbtm2DjY2Ndg22UqmEpaUlbG1t0bVrV0yZMgWWlpbw8PBASkoKvvjiCyxcuFB7bnh4OKKiouDg4AB7e3tER0fDz8/vb6ef30+h0Wg0dfJfSSRTJmaNREcgA1N67WfREcgA/dRyuugIstDGn9vwSGXMyROSmXdsIjqCLAxfUSA6gmy8Vm4lOoJsPJe7QdJ5D1tzvWbNGowcORLA3UZpMTEx2LVrF27evAkPDw+88cYbmDx5svb5ZWVlmDJlCr7++muUlpaiZ8+eWL58Odzd3SVnZtFNdB8W3VTbWHRTXdjLoluSNj4suiXTcCqwVNZ9PERHkIXRK4pER5ANb7Dolmr2H1+JjlBj3DKMiIiIiIiIqI5wTTcREZEMOZiUi44gC9ZdXUVHkI2qC/miI5CBKdawOZ9UlUacfGzIONJNREREREREVEc40k1ERCRDFSpj0RFkofJkrugIsqG6oxYdQTb4BloaeyPpeyk/6QLKRCegusSRbiIiIiIiIqI6wht1REREMuTpdUN0BFkw9XYWHUE2zJwbiI4gG5pbt0VHkIVb6grREWSj3MhCdASqQxzpJiIiIiIiIqojHOkmIiKSoetXrUVHkAVbI+49LZXq9EXREWTDqKGD6AiycEvNXRakKjDm76raFhcXh2+//RanTp2CpaUlgoKC8OGHH8Lb21t7Tl5eHqZNm4Zdu3ahsLAQXbp0wccff4ynn35ae055eTmio6OxYcMGlJaWomfPnli+fDnc3NwkZ2HRTUREJENnS21ER5AF1Zpi0RFko74dCySpHIeKTiAP3ib1RUeQDYdybhlW21JSUjBu3Di0b98eVVVVeOeddxAcHIwTJ07AysoKGo0GgwYNgqmpKbZt2wZbW1ssXLgQvXr10p4DAJMmTcKOHTuQkJAABwcHREVFYcCAAUhPT4exsbSmpiy6iYiIiIiIyKAkJSXpfL5mzRo4OTkhPT0dXbp0wdmzZ3Ho0CFkZ2ejZcuWAIDly5fDyckJGzZswOjRo1FUVITVq1dj/fr16NWrFwDgyy+/hLu7O/bs2YM+ffpIysKim4iISIbauvwpOoIsOL3iLjqCbFQe/0N0BDIwZeA2dFKlm/NaSTWovBzl5bozc8zNzWFu/vdb1BUVFQEA7O3tAUD7GhYWfzWxMzY2hpmZGVJTUzF69Gikp6ejsrISwcHB2nNcXV3h6+uLgwcPSi662UiNiIiIiIiIZCEuLg5KpVLnIy4u7m+fo9FoEBkZic6dO8PX1xcA0Lx5c3h4eCAmJgYFBQWoqKjA3LlzkZubi5ycHABAbm4uzMzMYGdnp/N6zs7OyM3NlZyZI91E9NhKr/0sOoIsWLo+KzqCbIS4tBEdQTZyKstER5CFP94/IDqCbNiY1hMdQTayfKQ3UHqSzX2KM3Kk+uosZ+VINTYmBpGRkTrHHjXKPX78eBw/fhypqanaY6amptiyZQvCw8Nhb28PY2Nj9OrVCyEhIY/MoNFooFBIb37HopuIiIiIiIhkQcpU8ntNmDAB27dvx/79+6t1HA8ICEBmZiaKiopQUVEBR0dHdOjQAe3atQMAuLi4oKKiAgUFBTqj3fn5+QgKCpKcgUU30X04eisdR3CJxClWcaRbCpWa6ySlMjPi20KqXeaNTUVHkA2P3/i7qrZpNBpMmDABiYmJSE5ORtOmTR96rlKpBACcPXsWaWlpeO+99wDcLcpNTU2xe/duhIWFAQBycnKQnZ2NefPmSc7C365E92EhSbWNN3KkG9I2QnQE2fAwbyA6gizcqeLNCanKVRWiI5CBMW7ArQ2l+tOErbZq27hx4/D1119j27ZtsLGx0a7BViqVsLS0BABs2rQJjo6OaNy4MbKysjBx4kQMGjRI2zhNqVQiPDwcUVFRcHBwgL29PaKjo+Hn56ftZi4Fi24iIiIiIiIyKPHx8QCAbt266Rxfs2YNRo4cCeDuqHVkZCTy8vLQsGFDvPrqq5gxY4bO+YsWLYKJiQnCwsJQWlqKnj17Yu3atZL36AYAhUaj4U7sRPcwMWskOgIZGI50S8eRbukqNCrREWThpqpEdATZ6M6/f5LNetNMdARZyPr4tugIsvGHxlJ0BNkYmvOV6Ag1xnkMRERERERERHWE08uJ6LFxBFca9gmQ7nPH7qIjyMYaRZ7oCLLA0VvpRlsWiI4gI86iA8hCntpCdATZGBDOngqGjCPdRERERERERHWEI91E9Ng4gisNZwRQXbD2/a/oCLLQZxS34ZGq8nS56AhkYK6acnxPqvzvCkVHkI2msaIT1ByLbiJ6bCwmpeHNCelCXNqIjiAbOYoi0RFk4bM11qIjyMaECk6Zlqpra9EJ5KFVJbfsk8pt70rREagO8fYTERERERERUR3hSDcRPTaO4ErDGQFUF0YFRIuOIAsRVdwZVSpTizuiI8iIuegAsnDWmI3UpGp7YLPoCLJhGjpV0nnx8fGIj4/HxYsXAQAtW7bEzJkzERISAgDQaDSYM2cOPv30UxQUFKBDhw745JNP0LJlS+1rlJeXIzo6Ghs2bNDu0b18+XK4ubnVKDNHuomIiIiIiMiguLm5Ye7cuUhLS0NaWhp69OiB0NBQ/PbbbwCAefPmYeHChVi2bBmOHDkCFxcX9O7dG7dv/7W//KRJk5CYmIiEhASkpqaiuLgYAwYMgEqlqlEWhUaj4S1gonuYcHsZqmUc6ZZuSNsI0RFk42ploegIsnC7qlR0BNloZG4nOoJs7BzH9wpSqH6/JjqCbHy411F0BNmIvfj1Yz/X3t4e8+fPx6hRo+Dq6opJkyZh2rRpAO6Oajs7O+PDDz/Em2++iaKiIjg6OmL9+vUYOnQoAODatWtwd3fH999/jz59+kj+uhzpJiIiIiIiIlkoLy/HrVu3dD7Ky/9+9wWVSoWEhASUlJQgMDAQFy5cQG5uLoKDg7XnmJubo2vXrjh48CAAID09HZWVlTrnuLq6wtfXV3uOVFzTTUREREQo19RsuiTRI5lwfE8q3wqF6AiyERcXhzlz5ugcmzVrFmbPnl3t3KysLAQGBqKsrAzW1tZITEyEj4+Ptmh2dtbdtcHZ2Rl//PEHACA3NxdmZmaws7Ordk5ubm6NMrPoJroPpwJLx0Zq0vA6Scctw6S7o+KeylLcKLslOoJsmBuZio5ABqbsd24ZJlW/PnmiI8jGkJjPERkZqXPM3PzBzQ29vb2RmZmJwsJCbNmyBSNGjEBKSor2cYVC92aHRqOpdux+Us65H28/ERERERERkSyYm5vD1tZW5+NhRbeZmRm8vLzQrl07xMXFoVWrVliyZAlcXFwAoNqIdX5+vnb028XFBRUVFSgoKHjoOVJxpJvoPhyVlI6zAqTh9xTVBY5KSmNmzLc6UllzeyeqZdbBnqIjyMbmpZWiI8jGq//guRqNBuXl5WjatClcXFywe/dutGlzd5ZdRUUFUlJS8OGHHwIAAgICYGpqit27dyMsLAwAkJOTg+zsbMybN69GX5d/iYiIiIiIiMigTJ8+HSEhIXB3d8ft27eRkJCA5ORkJCUlQaFQYNKkSfjggw/w9NNP4+mnn8YHH3yAevXqYdiwYQAApVKJ8PBwREVFwcHBAfb29oiOjoafnx969epVoywsuonosXEEVxrOCJCOW4ZJ52/uIjqCLJSYNxAdQTa8FFaiI5CB+T3+uugIstFExZkmtS0vLw/Dhw9HTk4OlEol/P39kZSUhN69ewMApk6ditLSUowdOxYFBQXo0KEDdu3aBRsbG+1rLFq0CCYmJggLC0NpaSl69uyJtWvXwtjYuEZZuE830X24TzfVNhbd0rHolq6+wkx0BFkoQZXoCLLBolu6WW/y50+Kcytvio4gG4VlLLql6pK7SXSEGuNINxER6Y1VnsWiI8jGlnNuoiPIQrZxhegIslEGtegIZGCMjDi2J9U8szuiI8hGF9EBHgOLbiIiIiKCFWo2XZLoUW7esRQdQTaaWfDnz5BxyzAiIiIiIiKiOsKRbiIi0hujz1uLjiAb9Y04FVGKEg3XdEulUXBNqXTcsk8K/+5spCbVj780FB2B6hBHuomIiIiIiIjqCEe6ieixsSu3NNxaTboQlzaiI8jGH1VFoiPIwsXSfNERZKORJbdXk8ro6Z6iI8iCedv2oiPIhvf+Q6IjUB3iSDcRERERERFRHeFIN9F9OHorHUdwicThCK40pSpuGSbVjYrboiOQgdGcOSE6gmw8F3RFdASDEx8fj/j4eFy8eBEA0LJlS8ycORMhISEAgG+//RYrV65Eeno6bty4gYyMDLRu3VrnNcrLyxEdHY0NGzagtLQUPXv2xPLly+HmVrNtO1l0E92HhSTVNt7IkW5I2wjREWSjgblSdARZuF7OafhS1Te1Eh2BDMyd734THUE2DmeykZpU/SSe5+bmhrlz58LLywsAsG7dOoSGhiIjIwMtW7ZESUkJOnXqhBdffBGvv/76A19j0qRJ2LFjBxISEuDg4ICoqCgMGDAA6enpMDaWvs0bi24iIiIiIiIyKM8995zO57GxsYiPj8ehQ4fQsmVLDB8+HAC0I+H3KyoqwurVq7F+/Xr06tULAPDll1/C3d0de/bsQZ8+fSRnYdFNdB+OSkrHWQHS8DpJx0Zq0t1RlYuOIAvFlWWiI8jGHVN+T1HtsuzWRHQE2XDMviU6gmyUl5ejvFz395W5uTnMzc0f+hyVSoVNmzahpKQEgYGBkr5Oeno6KisrERwcrD3m6uoKX19fHDx4sEZFNxupERERERERkSzExcVBqVTqfMTFxT3w3KysLFhbW8Pc3BxjxoxBYmIifHx8JH2d3NxcmJmZwc7OTue4s7MzcnNza5SZI91E9+GoJNU2zp6Qjmu6pWtv6S46giyUWHKdpFRPK7imm2rX6eWFoiPIhjGHQiWLiYlBZGSkzrGHjXJ7e3sjMzMThYWF2LJlC0aMGIGUlBTJhfeDaDQaKBSKGj2HRTcRERERERHJwqOmkt/LzMxM20itXbt2OHLkCJYsWYKVK1c+8rkuLi6oqKhAQUGBzmh3fn4+goKCapSZRTcREZEMVUEtOoIslKgrRUeQDReF9E68RFIUVFiIjiAbvi3yREd4Img0mmrrwR8mICAApqam2L17N8LCwgAAOTk5yM7Oxrx582r0dVl0ExERyZAJ27JIYmVkKjqCbNSvEp2ADE2uMX/+pOrYyVF0BIMzffp0hISEwN3dHbdv30ZCQgKSk5ORlJQEALh58yYuXbqEa9euAQBOnz4N4O4It4uLC5RKJcLDwxEVFQUHBwfY29sjOjoafn5+2m7mUrHoJiIiIiIiIoOSl5eH4cOHIycnB0qlEv7+/khKSkLv3r0BANu3b8drr72mPf+ll14CAMyaNQuzZ88GACxatAgmJiYICwtDaWkpevbsibVr19Zoj24AUGg0Gk3t/GcRGQYTs0aiI5CBYSM16W6+MEp0BNmIvmAvOoIs9KmsJzqCbDQ3KhYdQTZaLm4nOoIsREYfFx1BNj4IyBcdQTbstiSLjlBjnJtGREREREREVEc4vZyIHhtHcKXhNnTShbi0ER1BNu6oOSopxfSys6IjyEYTSyfREWTjR9EBZOLD3oWiI8jGke3OoiPIRk/RAR4DR7qJiIiIiIiI6ghHuonuw9Fb6TiCSySOq7G16AiyoK7nIjqCbASZsHsy1a4/f1GIjiAb5eC1MmQsuomIiGToYlWR6AiyUKquEB1BNq6bcE9zql316vPnTyofkxuiI1Ad4vRyIiIiIiIiojrCkW4iIiIZ8jKtLzqCLBwrzxMdQTZua6pERyADYxviLjqCbHy3TCU6gmw0ER3gMXCkm4iIiIiIiAxKfHw8/P39YWtrC1tbWwQGBuKHH34AAFRWVmLatGnw8/ODlZUVXF1d8eqrr+LatWs6r1FeXo4JEyagQYMGsLKywsCBA3HlypUaZ+FINxERkQz9XlkoOoIs3FGVi44gGzfUZaIjkIEp3f+H6AiyYappJDqCwXFzc8PcuXPh5eUFAFi3bh1CQ0ORkZEBNzc3HD16FDNmzECrVq1QUFCASZMmYeDAgUhLS9O+xqRJk7Bjxw4kJCTAwcEBUVFRGDBgANLT02FsbCw5i0Kj0Whq/b+QSMYqr58XHUE22L2cahv36ZauUFUqOoIs/Fl5S3QE2fAwbyA6gmxsXdRJdARZKPlst+gIsrH/GItuqYbkfv3Yz7W3t8f8+fMRHh5e7bEjR47gmWeewR9//IHGjRujqKgIjo6OWL9+PYYOHQoAuHbtGtzd3fH999+jT58+kr8uR7qJiIhkiMWkNPmlhaIjyIatST3REcjAKL9aIzqCbHQcWL0IpAcrLy9HebnuLCZzc3OYm5s/9DkqlQqbNm1CSUkJAgMDH3hOUVERFAoF6tevDwBIT09HZWUlgoODtee4urrC19cXBw8eZNFN9E9w9JZqG/d+l25I2wjREWTjJctmoiPIwmnLEtERZMMf3Pudatex1pGiI8hGOjjSLVVOXBzmzJmjc2zWrFmYPXt2tXOzsrIQGBiIsrIyWFtbIzExET4+PtXOKysrw9tvv41hw4bB1tYWAJCbmwszMzPY2dnpnOvs7Izc3NwaZWbRTURERERERLIQExODyEjdGzoPG+X29vZGZmYmCgsLsWXLFowYMQIpKSk6hXdlZSVeeuklqNVqLF++/JFfX6PRQKFQ1Cgzi26i+3BUUjrOCpCG10k6rumWLqH0jOgIssDp5dKds3EVHUE2JqG56Aiy0PKTINERZOPprbtER5CNR00lv5eZmZm2kVq7du1w5MgRLFmyBCtXrgRwt+AOCwvDhQsXsG/fPu0oNwC4uLigoqICBQUFOqPd+fn5CAqq2fc2twwjIiIiIiIig6fRaLTrwf9XcJ89exZ79uyBg4ODzrkBAQEwNTXF7t1/NQTMyclBdnZ2jYtujnQT3YejktJxVoA0/J6iunC+KEd0BFmws+A6ZanUGrXoCGRgjLwCREeQDbOeRaIjGJzp06cjJCQE7u7uuH37NhISEpCcnIykpCRUVVXhhRdewNGjR/Hdd99BpVJp12nb29vDzMwMSqUS4eHhiIqKgoODA+zt7REdHQ0/Pz/06tWrRllYdBMREREREZFBycvLw/Dhw5GTkwOlUgl/f38kJSWhd+/euHjxIrZv3w4AaN26tc7zfvrpJ3Tr1g0AsGjRIpiYmCAsLAylpaXo2bMn1q5dW6M9ugHu001UjYkZu0dKxZFuaTjSLR3XdEv3Y16m6AiywJFu6ToqvURHkI2EhR1FR5AFRVNf0RFkQ2FuJTqCbJj79hYdocY40k1ERHrjRVV90RFk40J9N9ERZMHS2Ex0BNnop64vOgIZGNW2BNERZENTWv7okwgAYD5ffkU3G6kRERERERER1RGOdBMRkd7YZFwoOoJ8VIkOIA8uJraPPokAAF7llaIjkIHJS7wpOoJsNJweKDoC1SGOdBMRERERERHVEY50E92HzcGkY4MwItJ3R26dEx1BNl5VcCxGqt/hJzqCLDTa9I7oCLKxpM9noiPIxtSXRSeoOf52JSIiIiIiIqojHOkmIiIig2VmxLc6UjWybCA6AhmYsth3RUeQjVc9VKIjGJz4+HjEx8fj4sWLAICWLVti5syZCAkJAQDMnj0bCQkJuHz5MszMzBAQEIDY2Fh06NBB+xrl5eWIjo7Ghg0btPt0L1++HG5uNdtBhH+JiO7DKdPScSq+NPyeorpwR8XtZaQoVVWIjiAbF0vyREcgA3M9g6WGVNnXnUVHkI1Qiee5ublh7ty58PLyAgCsW7cOoaGhyMjIQMuWLdGsWTMsW7YMnp6eKC0txaJFixAcHIzff/8djo6OAIBJkyZhx44dSEhIgIODA6KiojBgwACkp6fD2NhYcmaFRqPR1PQ/lMiQmZg1Eh1BNlh0S8OiW7oQlzaiI8jGb3euio4gC7cr74iOIBsmCulvIJ9051cNEx1BFq7N5vsEqbKvO4iOIBuhuV8/9nPt7e0xf/58hIeHV3vs1q1bUCqV2LNnD3r27ImioiI4Ojpi/fr1GDp0KADg2rVrcHd3x/fff48+ffpI/rq8/UR0HxaS0rGYpNq2yrNYdATZ+O3k06IjyMIGa44tSNVKZS46AhkYu6fKREeQjVW3bomOIBt9y8tRXq4728vc3Bzm5g//HaZSqbBp0yaUlJQgMLD69mwVFRX49NNPoVQq0apVKwBAeno6KisrERwcrD3P1dUVvr6+OHjwYI2KbjZSIyIiIiIiIlmIi4uDUqnU+YiLi3vguVlZWbC2toa5uTnGjBmDxMRE+Pj4aB//7rvvYG1tDQsLCyxatAi7d+9GgwZ3+1vk5ubCzMwMdnZ2Oq/p7OyM3NzcGmXmSDcREemNRgfPio4gG5NcG4qOIAtrr+0XHUE2XmjYXnQE2ag+MZUeZFuau+gIsuFmyv4TUsXExCAyMlLn2MNGub29vZGZmYnCwkJs2bIFI0aMQEpKirbw7t69OzIzM3H9+nV89tlnCAsLw6+//gonJ6eHfn2NRgOFQlGjzBzpJiIiIiIiIlkwNzeHra2tzsfDim4zMzN4eXmhXbt2iIuLQ6tWrbBkyRLt41ZWVvDy8kLHjh2xevVqmJiYYPXq1QAAFxcXVFRUoKCgQOc18/Pz4excs8Z3HOkmug/XKUvH9e/S8HtKOjZSk+6qplR0BFlo3eAp0RFkw1LBt4VUu154vlB0BNmw2aQUHeGJoNFoqq0Hf9jjAQEBMDU1xe7duxEWFgYAyMnJQXZ2NubNm1ejr8vfrkT3YSEpHYtJInHOVRY8+iRCEbuXS5ZrwmtFtavi3G3REWTD10YtOoLBmT59OkJCQuDu7o7bt28jISEBycnJSEpKQklJCWJjYzFw4EA0bNgQN27cwPLly3HlyhW8+OKLAAClUonw8HBERUXBwcEB9vb2iI6Ohp+fH3r16lWjLCy6iYiIiIiIyKDk5eVh+PDhyMnJgVKphL+/P5KSktC7d2+UlZXh1KlTWLduHa5fvw4HBwe0b98eP//8M1q2bKl9jUWLFsHExARhYWEoLS1Fz549sXbt2hrt0Q1wn26iarhPN9U2zp6QbkjbCNERZINNWaQpVrM5kVSNTWxER5CN+C3DRUeQhfT+X4qOIBt3NDUr4p5kvfM2io5QY/ybTURERERERFRHOL2ciIiIDJbS2EJ0BNmwg6noCGRgyjUc35Oqvgln5Rgy/iQQERERERER1RGOdBMREcmQvdGD9yQlXWUalegIssEmP1Tbyji+J9lZhZXoCLLRXnSAx8CfBCIiIiIiIqI6wpFuIiLSG6s8i0VHkI315+uLjiAL5424TlIqK47FUC27aspSQ6osk0rREagO8SeBiIj0xujz1qIjyIYRCkVHkIXiKhbdUtkbW4qOQAamp12+6AiycfK2vegIVId4S5OIiIiIiIgMSnx8PPz9/WFrawtbW1sEBgbihx9+eOC5b775JhQKBRYvXqxzvLy8HBMmTECDBg1gZWWFgQMH4sqVKzXOwpFuovuUXvtZdATZsHR9VnQEWeB1ki7EpY3oCLJx+NZ50RFk4XZFqegIsmFqZCw6AhmYhpP8RUeQjdEfnBQdweC4ublh7ty58PLyAgCsW7cOoaGhyMjIQMuWLbXnbd26Fb/++itcXV2rvcakSZOwY8cOJCQkwMHBAVFRURgwYADS09NhbCz9dyZHuomIiIiIiMigPPfcc+jXrx+aNWuGZs2aITY2FtbW1jh06JD2nKtXr2L8+PH46quvYGpqqvP8oqIirF69GgsWLECvXr3Qpk0bfPnll8jKysKePXtqlIUj3UT34agk1TbOnpBuSNsI0RFkw8a0nugIslCuYnMiqaxNLURHIHpilZSZiY4gG+Xl5SgvL9c5Zm5uDnPzh2+lqVKpsGnTJpSUlCAwMBAAoFarMXz4cEyZMkVn5Pt/0tPTUVlZieDgYO0xV1dX+Pr64uDBg+jTp4/kzBzpJiIiIiIiIlmIi4uDUqnU+YiLi3vguVlZWbC2toa5uTnGjBmDxMRE+Pj4AAA+/PBDmJiYICLiwTf8c3NzYWZmBjs7O53jzs7OyM3NrVFmjnQT3YejktJxVoA0vE7ScU23dGWq8kefRKhSq0RHkA2uf6faVnXslOgIslGh4kwTqWJiYhAZGalz7GGj3N7e3sjMzERhYSG2bNmCESNGICUlBaWlpViyZAmOHj0KhUJRo6+v0Whq/BwW3URERDJka2olOgIZGAczW9ERyMCUn70tOoJsNGl6R3QE2XjUVPJ7mZmZaRuptWvXDkeOHMGSJUvQokUL5Ofno3HjxtpzVSoVoqKisHjxYly8eBEuLi6oqKhAQUGBzmh3fn4+goKCapSZ08uJiIiIiIjI4Gk0GpSXl2P48OE4fvw4MjMztR+urq6YMmUKfvzxRwBAQEAATE1NsXv3bu3zc3JykJ2dXeOimyPdREREMlSl4bRpKYory0RHkI16JpzeSrXLsrOH6AiyYXYpT3QEgzN9+nSEhITA3d0dt2/fRkJCApKTk5GUlAQHBwc4ODjonG9qagoXFxd4e3sDAJRKJcLDwxEVFQUHBwfY29sjOjoafn5+6NWrV42ysOgmIiIiIiIig5KXl4fhw4cjJycHSqUS/v7+SEpKQu/evSW/xqJFi2BiYoKwsDCUlpaiZ8+eWLt2bY326AYAhUaj0dT0P4DIkFVePy86gmywQRjVNjZSk+63O1dFR5CF25VcJymVq6XDo08iAMCvO6eKjiAL6pSdoiPIRs7nl0RHkI2nsn8UHaHGuKabiIiIiIiIqI5wejkREZEMWXP9rSR3qrimW6oKdZXoCGRgKrMuiI4gG1ev2z36JAIAPCU6wGNg0U10H06ZptrGvd+lG9I2QnQE2Sip4j7dUtiY1hMdQTZczJSiI5CBMTJnqSHVVSMz0RGoDnF6OREREREREVEd4e0nIiIiGTI1qlnn1CcVp5dLd7OqRHQEMjAalVp0BNnw0PB3lSHjSDcRERERERFRHeFINxERERHhafMGoiOQgbl+SHQC+WgdyZ4KtS0+Ph7x8fG4ePEiAKBly5aYOXMmQkJCAAAjR47EunXrdJ7ToUMHHDr01zdueXk5oqOjsWHDBu0+3cuXL4ebm1uNsnCkm4iIiIiIiAyKm5sb5s6di7S0NKSlpaFHjx4IDQ3Fb7/9pj2nb9++yMnJ0X58//33Oq8xadIkJCYmIiEhAampqSguLsaAAQOgUqlqlIUj3UT02NiVWxp2xJcuxKWN6AiyYWdqLTqCLKg0XFMqVT7XdFMts2tWITqCbHy+lNdKqvFTpJ333HPP6XweGxuL+Ph4HDp0CC1btgQAmJubw8XF5YHPLyoqwurVq7F+/Xr06tULAPDll1/C3d0de/bsQZ8+fSRnZtFNdB8WktKxmCQSx4ST1SRRQCE6gmwYK/g9RbXLqB4bPkplqhGdQD7Ky8tRXq67baa5uTnMzc0f+hyVSoVNmzahpKQEgYGB2uPJyclwcnJC/fr10bVrV8TGxsLJyQkAkJ6ejsrKSgQHB2vPd3V1ha+vLw4ePFijopu/XYmIiIiIiEgW4uLioFQqdT7i4uIeeG5WVhasra1hbm6OMWPGIDExET4+PgCAkJAQfPXVV9i3bx8WLFiAI0eOoEePHtqCPjc3F2ZmZrCzs9N5TWdnZ+Tm5tYoM0e6iYiIyGAZKTjSLVV9IwvREcjAVN2sEh1BNjqZFYqOIBtPx8QgMjJS59jDRrm9vb2RmZmJwsJCbNmyBSNGjEBKSgp8fHwwdOhQ7Xm+vr5o164dPDw8sHPnTgwZMuShX1+j0UBRw78tLLqJiIiIiIhIFh41lfxeZmZm8PLyAgC0a9cOR44cwZIlS7By5cpq5zZs2BAeHh44e/YsAMDFxQUVFRUoKCjQGe3Oz89HUFBQjTKz6CYiIpKhDqZOoiPIwj51+aNPIgBAYyMr0RHIwCjMRCeQj8yy+qIjyIbvP3iuRqOpth78f27cuIHLly+jYcOGAICAgACYmppi9+7dCAsLAwDk5OQgOzsb8+bNq9HXZdFNREREREREBmX69OkICQmBu7s7bt++jYSEBCQnJyMpKQnFxcWYPXs2nn/+eTRs2BAXL17E9OnT0aBBAwwePBgAoFQqER4ejqioKDg4OMDe3h7R0dHw8/PTdjOXikU3ERGRDB2orFkTlyeVEbuXS8Y+01TbKgv48ydVn5aXRUcwOHl5eRg+fDhycnKgVCrh7++PpKQk9O7dG6WlpcjKysIXX3yBwsJCNGzYEN27d8fGjRthY2OjfY1FixbBxMQEYWFhKC0tRc+ePbF27VoYG9fsN6ZCo9GwQT3RPUzMGomOIBvcXk0abq0mHffplq5CoxIdQRa4TYt0kRW2oiPIxrPfvyw6giycHLxGdATZaDbaWnQE2bCa+ZXoCDXGv0VEREREREREdYTTy4mISG+s8iwWHUE2XjzLycBS2BpzGyypyhQci6Ha1cCZv9OlUudXio5AdYi/XYmIiIiIiIjqCEe6ie7DdcrSca0ykTivKBqKjiALaUbcMkyqi6acPUG16+hlZ9ERZGP3n+zTIdWyZaIT1BxHuomIiIiIiIjqCEe6iYiIZMiSe49IkqsuFR1BNtrAXHQEMjC3jTi+J1VjDa+VIWPRTXQfTpmm2sYlC9LdfGGU6Aiykc+ZwJK8WqkUHUE2vExvi45ABuZPVhqSBZSxkZoh4y0VIiIiIiIiMijx8fHw9/eHra0tbG1tERgYiB9++EHnnJMnT2LgwIFQKpWwsbFBx44dcenSJe3j5eXlmDBhAho0aAArKysMHDgQV65cqXEW3n8iIiK9Yb/5c9ERZKM4YIboCLLQ73U2J5KqeH+R6AhkYFqVV4iOIBtte10XHcHguLm5Ye7cufDy8gIArFu3DqGhocjIyEDLli1x7tw5dO7cGeHh4ZgzZw6USiVOnjwJC4u/tpqcNGkSduzYgYSEBDg4OCAqKgoDBgxAeno6jI2lTzlj0U1EREREREQG5bnnntP5PDY2FvHx8Th06BBatmyJd955B/369cO8efO053h6emr/XVRUhNWrV2P9+vXo1asXAODLL7+Eu7s79uzZgz59+kjOwqKbiIj0Btd0S3ca9UVHkIWP11mLjiAbHpWNREeQjcGiA8hEkiWbT0jVKJ2NDKWyLC9HebnudpDm5uYwN3/4NVSpVNi0aRNKSkoQGBgItVqNnTt3YurUqejTpw8yMjLQtGlTxMTEYNCgQQCA9PR0VFZWIjg4WPs6rq6u8PX1xcGDB2tUdHNNNxEREREREclCXFwclEqlzkdcXNwDz83KyoK1tTXMzc0xZswYJCYmwsfHB/n5+SguLsbcuXPRt29f7Nq1C4MHD8aQIUOQkpICAMjNzYWZmRns7Ox0XtPZ2Rm5ubk1ysyRbiIiIhkqh1p0BFlwY0NgyfwsuKabatdlDbfsk6q01FR0BNmIiYlBZGSkzrGHjXJ7e3sjMzMThYWF2LJlC0aMGIGUlBTUr18fABAaGorJkycDAFq3bo2DBw9ixYoV6Nq160O/vkajgUKhqFFmFt1ERKQ3Rp/nVGCprBWcrCbFXNXvoiPIRk91E9ERZOMjD3/REWRhilojOoJsPBVaJTqCbDxqKvm9zMzMtI3U2rVrhyNHjmDJkiX4+OOPYWJiAh8fH53zW7RogdTUVACAi4sLKioqUFBQoDPanZ+fj6CgoBpl5l9sIiIiIiIiMngajQbl5eUwMzND+/btcfr0aZ3Hz5w5Aw8PDwBAQEAATE1NsXv3bu3jOTk5yM7OrnHRzZFuIiIiIgJbXlFtK6nklGmpKi8Xio5gcKZPn46QkBC4u7vj9u3bSEhIQHJyMpKSkgAAU6ZMwdChQ9GlSxd0794dSUlJ2LFjB5KTkwEASqUS4eHhiIqKgoODA+zt7REdHQ0/Pz9tN3OpWHQTERERERGRQcnLy8Pw4cORk5MDpVIJf39/JCUloXfv3gCAwYMHY8WKFYiLi0NERAS8vb2xZcsWdO7cWfsaixYtgomJCcLCwlBaWoqePXti7dq1NdqjGwAUGo2Giy2I7mFixi1TqHaVXvtZdATZGNI2QnQE2bBW8L65FFllNesw+yRrYeEsOoJsfJ2+SHQEWbgz5Q3REWSj9BzXdEvlsj9ZdIQa45puIiIiIiIiojrC2+REREQyxC3DqLY5KqR1AyaSqvgUf09J9cdFB9ERZMNFdIDHwKKbiIhIhlQavpmVwtnUVnQE2agEVxxS7bp13UJ0BNmo0nACsiHj/10iIiIiIiKiOsKRbiIiIhmyVZiJjiALxsYcX5CqIfg9RbXr+u16oiPIRrNmf4qOQHWIf4mIiIiIiIiI6ghHuomIiGTIRKEQHUEWSlSVoiPIhpLfU1TLLhhzTbdUFufsREeQDamN1OLj4xEfH4+LFy8CAFq2bImZM2ciJCQEAKB4yO+8efPmYcqUKQCA8vJyREdHY8OGDdp9upcvXw43N7caZeZINxERERERERkUNzc3zJ07F2lpaUhLS0OPHj0QGhqK3377DQCQk5Oj8/H5559DoVDg+eef177GpEmTkJiYiISEBKSmpqK4uBgDBgyASqWqURaFRqNhq0qie5iYNRIdQTZKr/0sOoIsWLo+KzqCbIS4tBEdQTauq0pER5CF6xW3REeQDWMFx2KkyjqxUXQEWShfMEV0BNnYu4Zb9kkVmvv1Yz/X3t4e8+fPR3h4eLXHBg0ahNu3b2Pv3r0AgKKiIjg6OmL9+vUYOnQoAODatWtwd3fH999/jz59+kj+upxeTnQfFpLSsZgkEqdEVSY6gizcrrwjOoJsNDBXio5ABkZhbSU6gmwEtvxDdATZKC8vR3l5uc4xc3NzmJs//MaFSqXCpk2bUFJSgsDAwGqP5+XlYefOnVi3bp32WHp6OiorKxEcHKw95urqCl9fXxw8eLBGRTdvaRIREREREZEsxMXFQalU6nzExcU98NysrCxYW1vD3NwcY8aMQWJiInx8fKqdt27dOtjY2GDIkCHaY7m5uTAzM4Odne56e2dnZ+Tm5tYoM0e6iYiIiAgV6irREcjAFH53RXQE2VBVsiyTKiYmBpGRkTrHHjbK7e3tjczMTBQWFmLLli0YMWIEUlJSqhXen3/+OV555RVYWDy6+Z9Go3loE7aH4f9dIiIiIiIikoVHTSW/l5mZGby8vAAA7dq1w5EjR7BkyRKsXLlSe87PP/+M06dPY+NG3V4NLi4uqKioQEFBgc5od35+PoKCgmqUmUU30X24TplqG/sESDekbYToCLJRUlX+6JMINqb1REeQDXtTa9ERyMDYvdRMdATZ2DyvWHQE2Xj1HzxXo9FUWw++evVqBAQEoFWrVjrHAwICYGpqit27dyMsLAzA3Y7n2dnZmDdvXo2+LotuIiIiIiIiMijTp09HSEgI3N3dcfv2bSQkJCA5ORlJSUnac27duoVNmzZhwYIF1Z6vVCoRHh6OqKgoODg4wN7eHtHR0fDz80OvXr1qlIVFNxERkQwpOYIryfXyItER5MNUdAAyNOrcP0VHkI1Odhzprm15eXkYPnw4cnJyoFQq4e/vj6SkJPTu3Vt7TkJCAjQaDV5++eUHvsaiRYtgYmKCsLAwlJaWomfPnli7di2MjY1rlIX7dBPdp/L6edERZINT8am2cZ9u6awVvG8uxdmKG6IjyIa5EatuqZKPrRIdQRa4T7d0G9dbio4gG+FXvhQdoca4ZRgRERERERFRHeFtciIiIhm6UnVbdARZuFVVKjqCbLhK7AZMREQ1w5FuIiIiIiIiojrCkW4iIiIZKlFzyzApjBQK0RFkw0RRs8ZARI+iymUjQ6kCzctER6A6xJFuIiIiIiIiojrCkW4iIiIZqlBXiY4gC4UV3IZHKjU3tKFaZtraS3QE2chKYp8OqXxEB3gMLLqJiIiIiKjWlXx3UnQE2bBXu4iOQHWI08uJiIiIiIjIoMTHx8Pf3x+2trawtbVFYGAgfvjhB+3jxcXFGD9+PNzc3GBpaYkWLVogPj5e5zXKy8sxYcIENGjQAFZWVhg4cCCuXLlS4ywc6SYiIiIiGCs4FkO1y2pAC9ERZMMq+0/REQyOm5sb5s6dCy+vu8sc1q1bh9DQUGRkZKBly5aYPHkyfvrpJ3z55Zdo0qQJdu3ahbFjx8LV1RWhoaEAgEmTJmHHjh1ISEiAg4MDoqKiMGDAAKSnp8PYWHrzSf52JSIiIiIiIoPy3HPPoV+/fmjWrBmaNWuG2NhYWFtb49ChQwCAX375BSNGjEC3bt3QpEkTvPHGG2jVqhXS0tIAAEVFRVi9ejUWLFiAXr16oU2bNvjyyy+RlZWFPXv21CgLR7qJ7mPp+qzoCGRgSq/9LDqCbNx8YZToCLKx/jwbFElxzZIN56RqpuLbQqpd389lczCpPIzUoiPIRnl5OcrLdbfNNDc3h7m5+UOfo1KpsGnTJpSUlCAwMBAA0LlzZ2zfvh2jRo2Cq6srkpOTcebMGSxZsgQAkJ6ejsrKSgQHB2tfx9XVFb6+vjh48CD69OkjOTNHuomIiIiIiEgW4uLioFQqdT7i4uIeeG5WVhasra1hbm6OMWPGIDExET4+d/ufL126FD4+PnBzc4OZmRn69u2L5cuXo3PnzgCA3NxcmJmZwc7OTuc1nZ2dkZubW6PMvKVJREQkQwcVt0RHkIXpVRxfkCpbYy06AhmYfm/biI4gG5c+KRAdQTZiYmIQGRmpc+xho9ze3t7IzMxEYWEhtmzZghEjRiAlJQU+Pj5YunQpDh06hO3bt8PDwwP79+/H2LFj0bBhQ/Tq1euhX1+j0UChUNQoM4tuIiLSG6PP802/VA2MTEVHkIUFxirREWTDQVEpOoJsvCI6gEzs/6BQdATZuGpqLzqCbDR/xFTye5mZmWkbqbVr1w5HjhzBkiVLsHjxYkyfPh2JiYno378/AMDf3x+ZmZn46KOP0KtXL7i4uKCiogIFBQU6o935+fkICgqqUWbe/iUiIiIiIiKDp9FoUF5ejsrKSlRWVsLISLccNjY2hlp9d319QEAATE1NsXv3bu3jOTk5yM7OrnHRzZFuIiLSG6s8i0VHkI2vz9cXHUEW3Cs1oiPIxnmzmk2XJHqU4xYsNaRyYc/HWjd9+nSEhITA3d0dt2/fRkJCApKTk5GUlARbW1t07doVU6ZMgaWlJTw8PJCSkoIvvvgCCxcuBAAolUqEh4cjKioKDg4OsLe3R3R0NPz8/P52+vmD8CeBiIiIiIiIDEpeXh6GDx+OnJwcKJVK+Pv7IykpCb179wYAJCQkICYmBq+88gpu3rwJDw8PxMbGYsyYMdrXWLRoEUxMTBAWFobS0lL07NkTa9eurdEe3QCg0Gg0vAVMdI/K6+dFR5ANbq9GtS3EpY3oCLLhblRPdARZuKQuER1BNnyMbEVHkI3YtFjREWSh8OXXREeQjXWn3UVHkI3oS1+KjlBjXNNNREREREREVEc4vZzoPhy9pdpWeu1n0RFkY0jbCNERZOOq+o7oCLJQqmZHbql+V3BWANUuy3YNREeQjfyz3GnBkLHoJiIikiFbhZnoCLJgbMxJfVL1UXF6OdWujDVszifVmw1uio5AdYh/iYiIiIiIiIjqCEe6iYiIZKgU3F9GihJOL5fsujF76xKJcvZPO9ERZOMp0QEeA0e6iYiIiIiIiOoIR7qJ6LGxQZg0bM4nHbcMk27X9WzREWShvrmV6AiyUWRRKjqCbEwVHUAmntn1uugIsmHk2Fh0BIMTHx+P+Ph4XLx4EQDQsmVLzJw5EyEhIQDu7uM9bdo07Nq1C4WFhejSpQs+/vhjPP3009rXKC8vR3R0NDZs2KDdp3v58uVwc3OrURaOdBMREREREZFBcXNzw9y5c5GWloa0tDT06NEDoaGh+O2336DRaDBo0CCcP38e27ZtQ0ZGBjw8PNCrVy+UlPy1k8OkSZOQmJiIhIQEpKamori4GAMGDIBKVbNu8wqNRsMFPET3MDFrJDoCGRjOCJCOW4ZJx7vm0hSrK0RHkA1zI06AlGrb0WWiI8hC4cuviY4gG2+eUYqOIBvf/rH9sZ9rb2+P+fPn49lnn4W3tzeys7PRsmVLAIBKpYKTkxM+/PBDjB49GkVFRXB0dMT69esxdOhQAMC1a9fg7u6O77//Hn369JH8dfk3m4iIiIiIiGShvLwct27d0vkoLy//2+eoVCokJCSgpKQEgYGB2vMtLCy05xgbG8PMzAypqakAgPT0dFRWViI4OFh7jqurK3x9fXHw4MEaZeYtTSIiIhkq0bArtxRFKq5TlupZE870otp1+VR90RFkY1XbQtERZCMuLg5z5szROTZr1izMnj272rlZWVkIDAxEWVkZrK2tkZiYCB8fH1RWVsLDwwMxMTFYuXIlrKyssHDhQuTm5iInJwcAkJubCzMzM9jZ6XaWd3Z2Rm5ubo0ys+gmIiKSIQsF/4RLoQZX0UllxQmQVMuc3W6LjiAbJi4Wjz6JAAAxMTGIjIzUOWZubv7Ac729vZGZmYnCwkJs2bIFI0aMQEpKCnx8fLBlyxaEh4fD3t4exsbG6NWrl7bJ2t/RaDRQKBQ1ysy/2ERERERERCQL5ubmDy2y72dmZgYvLy8AQLt27XDkyBEsWbIEK1euREBAADIzM1FUVISKigo4OjqiQ4cOaNeuHQDAxcUFFRUVKCgo0Bntzs/PR1BQUM1Ca4hIr5WVlWlmzZqlKSsrEx1F7/FaScdrJQ2vk3S8VtLxWknD6yQdr5V0vFbSGOp16tGjh2bEiBEPfOzMmTMaIyMjzY8//qjRaDSawsJCjampqWbjxo3ac65du6YxMjLSJCUl1ejrsns5kZ67desWlEolioqKYGtrKzqOXuO1ko7XShpeJ+l4raTjtZKG10k6XivpeK2kMYTrNH36dISEhMDd3R23b99GQkIC5s6di6SkJPTu3RubNm2Co6MjGjdujKysLEycOBEBAQHYsmWL9jXeeustfPfdd1i7di3s7e0RHR2NGzduID09HcbGxpKzcHo5ERERERERGZS8vDwMHz4cOTk5UCqV8Pf31xbcAJCTk4PIyEjk5eWhYcOGePXVVzFjxgyd11i0aBFMTEwQFhaG0tJS9OzZE2vXrq1RwQ2w6CYiIiIiIiIDs3r16r99PCIiAhEREX97joWFBT7++GN8/PHH/ygL21QSERERERER1REW3UR6ztzcHLNmzZLcpfFJxmslHa+VNLxO0vFaScdrJQ2vk3S8VtLxWknD61S72EiNiIiIiIiIqI5wpJuIiIiIiIiojrDoJiIiIiIiIqojLLqJiIiIiIiI6giLbiIiIiIiIqI6wqKbiIiIiIiIqI6w6CYi2SssLMSqVasQExODmzdvAgCOHj2Kq1evCk5GRATs378fVVVV1Y5XVVVh//79AhLpr3fffRd37typdry0tBTvvvuugERERP8ctwwj0lOFhYU4fPgw8vPzoVardR579dVXBaXSP8ePH0evXr2gVCpx8eJFnD59Gp6enpgxYwb++OMPfPHFF6Ij6o3Nmzfjm2++waVLl1BRUaHz2NGjRwWl0j/r1q1DgwYN0L9/fwDA1KlT8emnn8LHxwcbNmyAh4eH4IT6obKyEm+88QZmzJgBT09P0XH0mrGxMXJycuDk5KRz/MaNG3BycoJKpRKUTP/wWklTVVWFr776Cn369IGLi4voOGRA9u7di7179z7w/efnn38uKJX8caSbSA/t2LEDjRs3RkhICMaPH4+JEydqPyZNmiQ6nl6JjIzEyJEjcfbsWVhYWGiPh4SEcATpHkuXLsVrr70GJycnZGRk4JlnnoGDgwPOnz+PkJAQ0fH0ygcffABLS0sAwC+//IJly5Zh3rx5aNCgASZPniw4nf4wNTVFYmKi6BiyoNFooFAoqh2/ceMGrKysBCTSXw+7VseOHYO9vb2ARPrJxMQEb731FsrLy0VHkQU7OzvY29tX+3BwcECjRo3QtWtXrFmzRnRM4ebMmYPg4GDs3bsX169fR0FBgc4HPT4T0QGIqLqoqCiMGjUKH3zwAerVqyc6jl47cuQIVq5cWe14o0aNkJubKyCRflq+fDk+/fRTvPzyy1i3bh2mTp0KT09PzJw5Uzsln+66fPkyvLy8AABbt27FCy+8gDfeeAOdOnVCt27dxIbTM4MHD8bWrVsRGRkpOopeGjJkCABAoVBg5MiRMDc31z6mUqlw/PhxBAUFiYqnV+zs7KBQKKBQKNCsWTOdwlulUqG4uBhjxowRmFD/dOjQAZmZmZx9I8HMmTMRGxuLkJAQPPPMM9BoNDhy5AiSkpIwbtw4XLhwAW+99Raqqqrw+uuvi44rzIoVK7B27VoMHz5cdBSDw6KbSA9dvXoVERERLLglsLCwwK1bt6odP336NBwdHQUk0k+XLl3Svrm3tLTE7du3AQDDhw9Hx44dsWzZMpHx9Iq1tTVu3LiBxo0bY9euXdrRbQsLC5SWlgpOp1+8vLzw3nvv4eDBgwgICKg2ahsRESEomX5QKpUA7o7e2tjYaGdQAICZmRk6duz4RL/Bv9fixYuh0WgwatQozJkzR3vtgLvXqkmTJggMDBSYUP+MHTsWkZGRuHz58gN//vz9/QUl0z+pqal4//33q924WblyJXbt2oUtW7bA398fS5cufaJ/JisqKngjsI5wTTeRHhoyZAheeuklhIWFiY6i99544w38+eef+Oabb2Bvb4/jx4/D2NgYgwYNQpcuXbB48WLREfWCp6cnNm/ejLZt26J9+/YYPXo03nzzTezatQsvvfQSR7vv8corr+DUqVNo06YNNmzYgEuXLsHBwQHbt2/H9OnTkZ2dLTqi3mjatOlDH1MoFDh//vy/mEZ/zZkzB9HR0ZxKLkFKSgqCgoJgamoqOoreMzKqvkpUoVBop+hz/ftfrK2tkZmZqZ3F9D+///47WrdujeLiYpw7dw7+/v4oKSkRlFK8adOmwdraGjNmzBAdxeBwpJtID/Xv3x9TpkzBiRMn4OfnV+3Nx8CBAwUl0z8fffQR+vXrBycnJ5SWlqJr167Izc1FYGAgYmNjRcfTGz169MCOHTvQtm1bhIeHY/Lkydi8eTPS0tK0U2Dprk8++QQzZszApUuXsGXLFjg4OAAA0tPT8fLLLwtOp18uXLggOoIszJo1S3QE2ejatSvUajXOnDnzwEZOXbp0EZRM//DnTzp7e3vs2LGjWl+OHTt2aHsFlJSUwMbGRkQ8vVFWVoZPP/0Ue/bsgb+/f7X3nwsXLhSUTP440k2khx509/p/ePf6wfbt24ejR49CrVajbdu26NWrl+hIekWtVkOtVsPE5O691m+++Qapqanw8vLCmDFjYGZmJjihfqiqqkJsbCxGjRoFd3d30XFko6KiAhcuXMBTTz2l/R6jv+Tl5SE6OlrbEfj+t178nf6XQ4cOYdiwYfjjjz+qXSf+/aPH9dlnn+Gtt95Cv3798Mwzz0ChUODw4cP4/vvvsWLFCoSHh2PBggU4fPgwNm7cKDquMN27d3/oYwqFAvv27fsX0xgWFt1ERET3sLa2RnZ2Npo0aSI6it67c+cOJkyYgHXr1gEAzpw5A09PT0RERMDV1RVvv/224IT6ISQkBJcuXcL48ePRsGHDat25Q0NDBSXTP61bt0azZs0wZ86cB16re9d6010nTpx44FaQnBWn68CBA1i2bBlOnz4NjUaD5s2bY8KECVzDTP8KFt1EJHt79+7FokWLcPLkSSgUCjRv3hyTJk3iaPc9kpKSYG1tjc6dOwO4O4X6s88+g4+PDz755BPY2dkJTqg/Bg0ahEGDBmHkyJGio+i9iRMn4sCBA1i8eDH69u2L48ePw9PTE9u3b8esWbOQkZEhOqJesLGxwc8//4zWrVuLjqL3rKyscOzYsWprb6m68+fPY/DgwcjKytKu5QagvVHBWQH0T1y5cgUKhQKNGjUSHcUgcA4YkZ4qKSlBSkrKA+9eP+kdge+1bNkyTJ48GS+88AImTpwI4O70xH79+mHhwoUYP3684IT6YcqUKfjwww8BAFlZWYiMjERUVBT27duHyMhI7k96j5CQEMTExCA7O/uBHYE5evSXrVu3YuPGjejYsaPOiKSPjw/OnTsnMJl+cXd3rzZVmh6sQ4cO+P3331l0SzBx4kQ0bdoUe/bsgaenJw4fPowbN24gKioKH330keh4ekelUiExMVF7g75FixYIDQ3lkph7qNVqvP/++1iwYAGKi4sB3L1pGBUVhXfeeedvlz/S3+NIN5EeysjIQL9+/XDnzh2UlJTA3t4e169fR7169eDk5MSOwPdo1KgRYmJiqhXXn3zyCWJjY3Ht2jVByfTLvVOmZ8+ejezsbGzevBlHjx5Fv379uKf5PdhTQbp69eohOzsbnp6esLGxwbFjx+Dp6Yljx46hS5cuKCoqEh1RL+zatQsLFizAypUruWzhAY4fP67997lz5/Df//4XU6ZMeWAjUW6D9ZcGDRpg37598Pf3h1KpxOHDh+Ht7Y19+/YhKiqKM03ukZ2djdDQUOTm5sLb2xvA3eUwjo6O2L59O/z8/AQn1A8xMTFYvXo15syZg06dOkGj0eDAgQOYPXs2Xn/9dTao/Qd4a4dID02ePBnPPfcc4uPjUb9+fRw6dAimpqb4z3/+ox3Npbtu3bqFvn37VjseHByMadOmCUikn8zMzHDnzh0AwJ49e/Dqq68CuNvR9UH7nD/J7u+WTA/Xvn177Ny5ExMmTADw17TWzz77jHsq32Po0KG4c+cOnnrqKdSrV69aIfmkb9nXunVrnenRADBq1Cjtv7kN1oOpVCpYW1sDuFuAX7t2Dd7e3vDw8MDp06cFp9Mvo0ePRsuWLZGWlqZdTlVQUICRI0fijTfewC+//CI4oX5Yt24dVq1apTOjq1WrVmjUqBHGjh3LovsfYNFNpIcyMzOxcuVKGBsbw9jYGOXl5fD09MS8efMwYsQIbvF0j4EDByIxMRFTpkzROb5t2zY899xzglLpn86dOyMyMhKdOnXS6c565swZuLm5CU6nv8rKymBhYSE6ht6Ki4tD3759ceLECVRVVWHJkiX47bff8MsvvyAlJUV0PL2xePFi0RH0Gre+ejy+vr7aPgodOnTAvHnzYGZmhk8//RSenp6i4+mVY8eO6RTcAGBnZ4fY2Fi0b99eYDL9cvPmTTRv3rza8ebNmz/xNwf/KRbdRHrI1NRUO2Lk7OyMS5cuoUWLFlAqlbh06ZLgdPqlRYsWiI2NRXJysnZk7dChQzhw4ACioqKwdOlS7blP8lr4ZcuWYezYsdi8eTPi4+O1jVF++OGHB84UeJKpVCp88MEHWLFiBfLy8rQduWfMmIEmTZogPDxcdES9ERQUhAMHDuCjjz7CU089hV27dqFt27b45ZdfOF3zHiNGjBAdQa95eHiIjiBL//3vf1FSUgIAeP/99zFgwAA8++yzcHBweKK3vXoQb29v5OXloWXLljrH8/Pz2T/gHq1atcKyZct03jsBd99DtGrVSlAqw8A13UR6KDg4GCNHjsSwYcMwZswYZGRkICIiAuvXr0dBQQF+/fVX0RH1RtOmTSWdp1AouBaeJHn33Xexbt06vPvuu3j99de1a5a/+eYbLFq0iNMQ6bGcO3cOa9aswblz57BkyRI4OTkhKSkJ7u7u1QqBJ9n27dsfeFyhUMDCwgJeXl6Sf+8/iW7evAk7O7tqW6096b7//ntMnToVs2fPRseOHQHcvUH/7rvvYu7cudqdPQDA1tZWVEzhUlJS0L9/fzRu3BiBgYFQKBQ4ePAgLl++jO+//x7PPvus6IiyxaKbSA+lpaXh9u3b6N69O/7880+MGDECqamp8PLywpo1a3i3kWrsUTMkGjdu/C8l0X9eXl5YuXIlevbsqdMc7NSpUwgMDERBQYHoiHrjlVdeQbdu3dCtWzc8/fTTouPorZSUFISEhKBTp07Yv38/Tp48qV0ydPjwYWzevFl0RL1hZGRUbX03oLuuu3Pnzti6dSu3Ovx/v//+O86dO4cuXbrA0tJSe53oL/c2yPzftbl/izX2Dbjr2rVr+OSTT3Dq1CloNBr4+Phg7NixcHV1FR1N1lh0E5HBuP8PKP3lf29kH+ZJf5NxL0tLS5w6dQoeHh46RfeJEyfwzDPPaLdRIeDNN99ESkoKzpw5AxcXF3Tt2hVdu3ZFt27dHrgu8EkVGBiIF198EZGRkTrfU0eOHMGgQYNw9epV0RH1xt69e/HOO+8gNjYWzzzzDADg8OHD+O9//4sZM2ZAqVTizTffRIcOHbB69WrBacW6ceMGwsLC8NNPP0GhUODs2bPw9PREeHg46tevjwULFoiOqDdq0mOia9eudZiEnlRc002kx/Lz83H69GkoFAp4e3vD0dFRdCS99MUXX2D+/Pk4e/YsAKBZs2aYMmUKhg8fLjiZ/rh/65jKykpkZGRg4cKF7EZ6n5YtW+Lnn3+uts5006ZNaNOmjaBU+mnlypUAgNzcXCQnJyM5ORlLlizBuHHj4OTkhJycHMEJ9UNWVha+/vrrascdHR1x48YNAYn018SJE/Hpp58iKChIe6xnz56wsLDAG2+8gd9++w2LFy/W6W7+pJo8eTJMTU21fV/+Z+jQoZg8eTKL7nt07doVZWVlOH78OPLz86vtUnFvt+4nzfHjx+Hr6wsjIyOd7fsehFv2PT4W3UR66NatWxg3bhwSEhK0I5DGxsYYOnQoPvnkEyiVSsEJ9cfChQsxY8YMjB8/XmdPyTFjxuD69euYPHmy6Ih64UFLEtq1awdXV1fMnz+fHfHvMWvWLAwfPhxXr16FWq3Gt99+i9OnT+OLL77Ad999JzqeXrKxsYGdnR3s7OxQv359mJiYwMXFRXQsvVG/fn3k5ORUW4uckZGhbWpId507d+6Ba2ptbW21fTmefvppXL9+/d+Opnd27dqFH3/8sdoOFE8//TT++OMPQan0U1JSEl599dUHft886VPKW7dujdzcXDg5OT1w+77/edKv0z9l9OhTiOjfNnr0aPz666/47rvvUFhYiKKiInz33XdIS0vD66+/LjqeXvn4448RHx+PDz/8EAMHDkRoaCjmzZuH5cuXV+u+SdU1a9YMR44cER1Drzz33HPYuHEjvv/+eygUCsycORMnT57Ejh070Lt3b9Hx9Mq0adPQsWNHNGjQAP/9739RUVGBmJgY5OXlVZtd8SQbNmwYpk2bhtzcXCgUCqjVahw4cADR0dF49dVXRcfTKwEBAZgyZQr+/PNP7bE///wTU6dO1W7tdPbsWW51CKCkpAT16tWrdvz69eswNzcXkEh/jR8/Hi+++CJycnKgVqt1Pp70QvLChQvamZQXLlzA+fPnceHChWofbEb7z3BNN5EesrKywo8//qjTTRMAfv75Z/Tt21e7RQgBFhYWyM7Orrblx9mzZ+Hn54eysjJByfTLrVu3dD7XaDTIycnB7NmzcerUKWRmZooJRrJmZGQER0dHTJ48GaGhoTpTXOkvlZWVGDlyJBISEqDRaGBiYgKVSoVhw4Zh7dq1MDY2Fh1Rb5w+fRqhoaG4cOEC3N3doVAocOnSJXh6emLbtm1o1qwZtm7ditu3bz/xS4j69++Ptm3b4r333oONjQ2OHz8ODw8PvPTSS1Cr1WzQdw9bW1tkZGTgqaeeEh1Fr+3fvx9BQUEwMdGdDF1VVYWDBw+iS5cugpLJH4tuIj3UuHFj7Ny5s9o+t8ePH0e/fv1w5coVQcn0j6+vL4YNG4bp06frHH///fexceNGZGVlCUqmXx7USE2j0cDd3R0JCQnaPc6JauLYsWNISUlBcnIyfv75ZxgbG2sbqXXr1o1F+H3OnTuHjIwMqNVqtGnThh3fH0Kj0eDHH3/EmTNnoNFo0Lx5c/Tu3VunAzUBJ06cQLdu3RAQEIB9+/Zh4MCB+O2333Dz5k0cOHCABeY9Ro0ahU6dOiE8PFx0FL1mbGyMnJwcODk56Ry/ceMGnJycnvhZAf8Ei24iPfTpp59i06ZN+OKLL9CwYUMAdxsVjRgxAkOGDMGbb74pOKH+2LJlC4YOHYpevXqhU6dOUCgUSE1Nxd69e/HNN99g8ODBoiPqhfs7t/5vhNLLy6vaHe0nUU32tb1582Ydp5GvY8eOYfHixfjyyy85bZPoX5Cbm4v4+Hikp6dDrVajbdu2GDdunPa9A911584dvPjii3B0dISfnx9MTU11Ho+IiBCUTL8YGRkhLy+vWuPeM2fOoF27dtVmzZF0LLqJ9FCbNm3w+++/o7y8XLt/8qVLl2Bubl5tZOTo0aMiIuqVo0ePYuHChTh58qR2T8moqCh2mn4M/fv3x6pVq564N2zr1q3T/vvGjRt4//330adPH+0MgF9++QU//vgjZsyYweZ898nIyNB2Lv/5559x69YttG7dGt27d8f8+fNFx9MLGo0Gmzdvxk8//fTAzsnffvutoGT6YenSpXjjjTdgYWHxyF4cLI7ocaxatQpjxoyBpaUlHBwcdG6yKhSKJ3698v+aqW7btg19+/bV6QmgUqlw/PhxeHt7IykpSVRE2WPRTaSH5syZI/ncWbNm1WES/VZZWYk33ngDM2bMgKenp+g4BuHePYSfVM8//zy6d++O8ePH6xxftmwZ9uzZg61bt4oJpofs7OxQXFyMVq1aaaeUd+nS5YHdp59kERER+PTTT9G9e3c4OztXm1WxZs0aQcn0Q9OmTZGWlgYHB4dqHd7vxeJIV5MmTTBq1Ci89tprcHd3Fx1Hr7m4uCAiIgJvv/02lyk8wGuvvQbg7g3osLAwWFpaah8zMzNDkyZN8Prrr6NBgwaiIsoei24ikrX69evj6NGjT3SRWJtYdAPW1tbIzMx8YHO+Nm3aoLi4WFAy/fPdd9+xyJbA3t4eX375Jfr16yc6ChmQjz/+GGvXrsWxY8fQvXt3hIeHY/Dgwexc/gD29vY4cuQI17k/wpw5cxAdHQ0rKyvRUQwOb/UQkawNHjyYI49UqxwcHJCYmFjt+NatW+Hg4CAgkf4aMGCAtuC+cuUKrl69KjiRflIqlU/0jazHUVFRgdOnT6Oqqkp0FL01YcIEpKenIz09HT4+PoiIiEDDhg0xfvx4Lj27z4gRI7Bx40bRMfTerFmzWHDXEY50E+khlUqFRYsW4ZtvvsGlS5dQUVGh8zgbOf0lNjYWH330EXr27ImAgIBqfyy4/q9mONINrF27FuHh4ejbt692TfehQ4eQlJSEVatWYeTIkWID6hG1Wo33338fCxYs0M4AsLGxQVRUFN555x1O4/x/69atQ1JSEj7//HOdaZtU3Z07dzBhwgRtn4UzZ87A09MTERERcHV1xdtvvy04of6qrKzE8uXLMW3aNFRWVsLX1xcTJ07Ea6+9JrlRpKGKiIjAF198gVatWsHf379aI7WFCxcKSqZ/Nm/e/ND3n7yZ8/jYspZID82ZMwerVq1CZGQkZsyYgXfeeQcXL17E1q1bMXPmTNHx9MqqVatQv3597d3+eykUChbdVGMjR45EixYtsHTpUnz77bfa5nwHDhxAhw4dRMfTK++88w5Wr16NuXPnolOnTtBoNDhw4ABmz56NsrIyxMbGio6oF1588UVs2LABTk5OaNKkSbU3/Hwj+5eYmBgcO3YMycnJ6Nu3r/Z4r169MGvWLBbdD1BZWYnExESsWbMGu3fvRseOHREeHo5r167hnXfewZ49e/D111+LjilUVlaWtrlqdna2zmNP+g2Jey1duhTvvPMORowYgW3btuG1117DuXPncOTIEYwbN050PFnjSDeRHnrqqaewdOlS9O/fHzY2NsjMzNQeO3To0BP/x5PqDke6qSZcXV2xYsUKDBw4UOf4tm3bMHbsWE43/39hYWH46aef8MILLzywkdqT3BDzfh4eHti4cSM6duyo8/vo999/R9u2bbll0T2OHj2KNWvWYMOGDTA2Nsbw4cMxevRoNG/eXHvOkSNH0KVLF5SWlgpMSnLRvHlzzJo1Cy+//LLOz9/MmTNx8+ZNLFu2THRE2eJIN5Eeys3NhZ+fH4C7TZ2KiooA3F0/OWPGDJHRyMBNnz4d9vb2omMIp1ar8fvvvz9we6cuXboISqV/bt68qfMG/3+aN2/OZTD32LlzJ3788Ud07txZdBS99+eff8LJyana8ZKSEo5I3qd9+/bo3bs34uPjMWjQoGozKADAx8cHL730koB0JEeXLl1CUFAQAMDS0hK3b98GAAwfPhwdO3Zk0f0PsOgm0kNubm7IyclB48aN4eXlhV27dqFt27Y4cuQIu5LeZ9SoUX/7+Oeff/4vJdF/Z86cQXJy8gMLyf8tW4iJiRERTa8cOnQIw4YNwx9//IH7J4MpFAqoVCpByfRPq1atsGzZsmp7Ky9btgytWrUSlEr/uLu7s8O7RO3bt8fOnTsxYcIEAH9N/f3ss8+0PRborvPnz8PDw+Nvz7GyskJwcDBKSkrYIIseycXFBTdu3ICHhwc8PDxw6NAhtGrVChcuXKj295BqhkU3kR4aPHgw9u7diw4dOmDixIl4+eWXsXr1aly6dAmTJ08WHU+vFBQU6HxeWVmJ7OxsFBYWokePHoJS6Z/PPvsMb731Fho0aAAXFxedESOFQsFeAfcYM2YM2rVrh507d6Jhw4YcXfsb8+bNQ//+/bFnzx4EBgZCoVDg4MGDuHz5Mr7//nvR8fTGggULMHXqVKxYsQJNmjQRHUevxcXFoW/fvjhx4gSqqqqwZMkS/Pbbb/jll1+QkpIiOp5eeVTB/T9vvvkmOnTowGVD9Eg9evTAjh070LZtW4SHh2Py5MnYvHkz0tLSMGTIENHxZI1ruolk4NChQzh48CC8vLyqrZ2k6tRqNcaOHQtPT09MnTpVdBy94OHhgbFjx2LatGmio+g9KysrHDt2rNo+3fRg165dwyeffIJTp05pm86NHTsWrq6uoqPpDTs7O9y5cwdVVVWoV69etWnAnIqvKzs7G/Pnz0d6ejrUajXatm2LadOmaZddUc2wVwdJpVaroVarYWJyd1z2m2++QWpqKry8vDBmzBiYmZkJTihfLLqJyCCdPn0a3bp1Q05OjugoesHW1haZmZl80yVBjx49MHXqVJ3OyUT/xP+2v3qYESNG/EtJ9N8rr7yCbt26oWvXrmjWrJnoOAaBRTdJUVVVhdjYWIwaNQru7u6i4xgcTi8n0hPbt29HSEgITE1NsX379r8919raGs2bN+dI0t84d+4cqqqqRMfQGy+++CJ27dqFMWPGiI6i9yZMmICoqChtQ8P7RyX9/f0FJdNPBQUFWL16NU6ePAmFQoEWLVrgtddeY0O+e7Cols7a2hoLFizAmDFj4OzsjK5du6Jr167o1q3bA5v2EVHtMDExwfz58/n7qo5wpJtITxgZGSE3NxdOTk4wMjJ65PnGxsaYN2/eE7/GOzIyUudzjUaDnJwc7Ny5EyNGjGCnzf8XFxeHhQsXon///g8sJLmf+V8e9POnUCig0WjYSO0+KSkpCA0Nha2tLdq1awcASE9PR2FhIbZv346uXbsKTqg/zp07hzVr1uDcuXNYsmQJnJyckJSUBHd3d7Rs2VJ0PL2Tm5uL5ORkJCcnIyUlBWfOnIGTkxNnLz0GjnSTVIMGDcKgQYMwcuRI0VEMDotuIhmqqKjA119/jZiYmCf+DUj37t11PjcyMoKjoyN69OiBUaNGadclPemaNm360McUCgXOnz//L6bRb3/88cffPi61edGTwNfXF0FBQYiPj4exsTEAQKVSYezYsThw4ACys7MFJ9QPKSkpCAkJQadOnbB//36cPHkSnp6emDdvHg4fPozNmzeLjqh3SkpKkJqaqi28jx49Ch8fH2RkZIiOJjssukmqlStXYvbs2XjllVcQEBBQreM9+wo9PhbdRDJ1+/ZthIaG4quvvkLDhg1FxyGiJ5ClpSUyMzPh7e2tc/z06dNo3bo1SktLBSXTL4GBgXjxxRcRGRmpUwAdOXIEgwYNwtWrV0VH1BvTpk1DSkoKjh07Bl9fX3Tp0gVdu3ZFly5dUL9+fdHxZMnX1xc//PAD1+nSI/3dTEvO9PpnOAREJFM2NjZIS0vjm1rcbf6RnJyMc+fOYdiwYbCxscG1a9dga2sLa2tr0fFIBmrSU4F3+v/Stm1bnDx5slrRffLkSbRu3VpMKD2UlZWFr7/+utpxR0dH3LhxQ0Ai/TV//nw4Ojpi1qxZCA0NRYsWLURHkj3OOCGp1Gq16AgGi0U3kYxxosrdqcB9+/bFpUuXUF5ejt69e8PGxgbz5s1DWVkZVqxYITqiMJGRkXjvvfdgZWVVbe37/RYuXPgvpdJPgwYN0vZUGDRo0EPP451+XREREZg4cSJ+//13dOzYEcDdLQ4/+eQTzJ07F8ePH9ee+yQ3oKtfvz5ycnKqLfPIyMhAo0aNBKXSTxkZGUhJSUFycjIWLFgAY2NjbSO1bt26PfFFuJ2dHRQKhaRzuRUd/RNlZWWwsLAQHcNgsOgmIlmbOHEi2rVrh2PHjsHBwUF7fPDgwRg9erTAZOJlZGSgsrJS+++HkfoGzpDde3efd/qle/nllwEAU6dOfeBjbEB317BhwzBt2jRs2rQJCoUCarUaBw4cQHR0NF599VXR8fRKq1at0KpVK21zx2PHjmHx4sWIiIiAWq1+or+PAGDx4sWiI5ABU6lU+OCDD7BixQrk5eXhzJkz8PT0xIwZM9CkSROEh4eLjihbLLqJSNZSU1Nx4MABmJmZ6Rz38PB44tdJ/vTTTw/8N1FtuXDhgugIshAbG4uRI0eiUaNG0Gg08PHxgUqlwrBhw/Df//5XdDy9k5GRoW2g9vPPP+PWrVto3bp1tcaZTyJu50R1KTY2FuvWrcO8efPw+uuva4/7+flh0aJFLLr/ARbdRCRrDxv5uHLlCmxsbAQkIjlaunSp5HO5vdpf2MldGlNTU3z11Vd47733cPToUajVarRp0wZPP/206Gh6x87ODsXFxWjVqhW6deuG119/HV26dIGtra3oaHqJW9FRbfriiy/w6aefomfPnhgzZoz2uL+/P06dOiUwmfyx6CYiWevduzcWL16MTz/9FMDdqdLFxcWYNWsW+vXrJzid/hg8ePADp5ErFApYWFjAy8sLw4YNq9YQ60mxaNEiSecpFAoW3fdZv349VqxYgQsXLuCXX36Bh4cHFi9ejKZNmyI0NFR0PL3i6enJbZseYf369SyyJbp/K7rY2Fg4OTnh+PHjWLVqFbeioxq7evUqvLy8qh1Xq9Xa5Wr0eB7eF56I9N706dNhb28vOoZQixYtQkpKCnx8fFBWVoZhw4ahSZMmuHr1Kj788EPR8fSGUqnEvn37cPToUW3xnZGRgX379qGqqgobN25Eq1atcODAAcFJxbhw4YKkD+5nris+Ph6RkZHo168fCgsLtbNO6tevz7Wn93jhhRcwd+7casfnz5+PF198UUAi/TVgwAAW3BK9/fbbeP/997F7926dJVbdu3fHL7/8IjAZyVXLli3x888/Vzu+adMmtGnTRkAiw8F9uon01JkzZ5CcnIz8/PxqjZ1mzpwpKJV+Ki0tRUJCAtLT06FWq9G2bVu88sorsLS0FB1Nb7z99tu4desWli1bpt2HU61WY+LEibCxsUFsbCzGjBmD3377DampqYLTipWcnIxu3bqJjiELPj4++OCDDzBo0CCd/aezs7PRrVs3XL9+XXREveDo6Ih9+/bBz89P53hWVhZ69eqFvLw8QclIzqytrZGVlYWmTZvq/PxdvHgRzZs3R1lZmeiIJDM7duzA8OHDERMTg3fffRdz5szB6dOn8cUXX+C7775D7969RUeULRbdRHros88+w1tvvYUGDRrAxcVFZ1qwQqHA0aNHBaaTp/79+2PVqlVo2LCh6ChCODo64sCBA2jWrJnO8TNnziAoKAjXr19HVlYWnn32WRQWFooJqScsLCzQqFEjvPbaaxgxYgTc3d1FR9JblpaWOHXqFDw8PHTe9J89exb+/v4oLS0VHVEvWFpaIjMzs9ryjVOnTqFNmza8TvRY3Nzc8M033yAoKEjn5y8xMRHR0dE4d+6c6IgkQz/++CM++OADnYGMmTNnIjg4WHQ0WeP0ciI99P777yM2Nha5ubnIzMxERkaG9oMF9+PZv3//E/3Gtqqq6oFNUE6dOqWdEmxhYcHtwwBcu3YNEydOxLfffoumTZuiT58++Oabb1BRUSE6mt5p2rQpMjMzqx3/4Ycf4OPj8+8H0lO+vr7YuHFjteMJCQm8TvTY/rcVXW5uLreio1rTp08fpKSkoLi4GHfu3EFqaioL7lrARmpEeqigoIDr/KhWDR8+HOHh4Zg+fTrat28PhUKBw4cP44MPPtC+OUtJSWG3WwD29vaIiIhAREQEMjMz8fnnn2PcuHF466238MorryA8PBytWrUSHVMvTJkyBePGjUNZWRk0Gg0OHz6MDRs2IC4uDqtWrRIdT2/MmDEDzz//PM6dO4cePXoAAPbu3YsNGzZg06ZNgtORXHErOiL54PRyIj0UHh6O9u3b62zXQP/MvVPvnkQqlQpz587FsmXLtOtHnZ2dMWHCBEybNg3Gxsa4dOkSjIyM4ObmJjitfrl27Ro+/fRTzJ07FyYmJigrK0NgYCBWrFjBmxS4uxzm/fffx+XLlwEAjRo1wuzZs7mf63127tyJDz74AJmZmbC0tIS/vz9mzZqFrl27io5GMnfu3DlkZGRwKzp6LHZ2dpJnud28ebOO0xguFt1EeiguLg4LFy5E//794efnB1NTU53HuWVRzT3pRfe9bt26BQDsEPw3KisrsW3bNnz++efYvXs32rVrh/DwcLz88su4efMmpk2bhszMTJw4cUJ0VL1x/fp1qNVqODk5iY5CREQSrVu3TvK5I0aMqMMkho1FN5Eeatq06UMfUygU3LboMbDoJqkmTJiADRs2AAD+85//YPTo0fD19dU559KlS2jSpEm1nQWeNKWlpdBoNKhXrx4A4I8//kBiYiJ8fHy4BpCoDkRGRko+d+HChXWYhIhqgmu6ifTQhQsXREcgA9C2bVvs3bsXdnZ2aNOmzd9OH2ODvr+cOHECy5Ytw5AhQ3T2vr2Xq6srfvrpp385mf4JDQ3FkCFDMGbMGBQWFuKZZ56BmZkZrl+/joULF+Ktt94SHVEvqFQqLFq0CN988w0uXbpUrSkfp2ySVBkZGTqfp6enQ6VSaTvjnzlzBsbGxggICBARjwzAuXPnsGbNGpw7dw5LliyBk5MTkpKS4O7uziVV/wCLbiJ6IkyfPh329vaiY/yrQkNDYW5uDgAYNGiQ2DAy0rNnT9y5c6dawf3555/jzz//xLRp02BiYsK1uLh7s2bRokUAgM2bN8PFxQUZGRnYsmULZs6cyaL7/82ZMwerVq1CZGQkZsyYgXfeeQcXL17E1q1bMXPmTNHxSEbuvdm3cOFC2NjYYN26dbCzswNwtxHra6+9hmeffVZURJKxlJQUhISEoFOnTti/fz9iY2Ph5OSE48ePY9WqVdi8ebPoiLLF6eVEeiIyMhLvvfcerKysHjl9jFPGdJ05cwbJycnIz8+vNt2Xb2jvjrKlpqbC399f+8aMHq5Jkyb4+uuvERQUpHP8119/xUsvvcSZKPeoV68eTp06hcaNGyMsLAwtW7bErFmzcPnyZXh7e+POnTuiI+qFp556CkuXLkX//v1hY2ODzMxM7bFDhw7h66+/Fh2RZKhRo0bYtWtXtdHH7OxsBAcH49q1a4KSkVwFBgbixRdfRGRkpM6yvCNHjmDQoEG4evWq6IiyxZFuIj2RkZGByspK7b8fhvso6/rss8/w1ltvoUGDBnBxcdG5PgqFgkU3AGNjY/Tp0wcnT55k0S1Bbm4uGjZsWO24o6MjcnJyBCTSX15eXti6dSsGDx6MH3/8EZMnTwYA5Ofns1HfPXJzc+Hn5wcAsLa2RlFREQBgwIABmDFjhshoJGO3bt1CXl5etaI7Pz8ft2/fFpSK5CwrK+uBNwEdHR1x48YNAYkMB4tuIj1x75QxrhWV7v3330dsbCymTZsmOope8/Pzw/nz5/+2SR/d5e7ujgMHDlS7VgcOHICrq6ugVPpp5syZGDZsGCZPnoyePXsiMDAQALBr1y60adNGcDr94ebmhpycHDRu3BheXl7YtWsX2rZtiyNHjmiXgBDV1ODBg/Haa69hwYIF6NixIwDg0KFDmDJlCoYMGSI4HclR/fr1kZOTU+3vX0ZGBho1aiQolWFg0U1EslZQUIAXX3xRdAy9Fxsbi+joaLz33nsICAiAlZWVzuMclfzL6NGjMWnSJFRWVqJHjx4AgL1792Lq1KmIiooSnE6/vPDCC+jcuTNycnLQqlUr7fGePXti8ODBApPpl8GDB2Pv3r3o0KEDJk6ciJdffhmrV6/GpUuXtLMDiGpqxYoViI6Oxn/+8x/tTDkTExOEh4dj/vz5gtORHA0bNgzTpk3Dpk2boFAooFarceDAAURHR+PVV18VHU/WuKabSA8NHjz4gdPIFQoFLCws4OXlhWHDhmm7lT7JwsPD0b59e4wZM0Z0FL1mZGSk/fe931sajQYKhQIqlUpELL2k0Wjw9ttvY+nSpdou0xYWFpg2bRqXK9yjqqoKFhYWyMzMrLalGv29Q4cO4eDBg/Dy8sLAgQNFxyGZKykpwblz56DRaODl5VXtpiqRVJWVlRg5ciQSEhKg0WhgYmIClUqFYcOGYe3atTA2NhYdUbZYdBPpoZEjR2Lr1q2oX78+AgICoNFokJGRgcLCQgQHB+PYsWO4ePEi9u7di06dOomOK1RcXBwWLlyI/v37w8/PD6ampjqPR0RECEqmX1JSUv72cXbirq64uBgnT56EpaUlnn76aU4DfoCnnnoK3377rc4oNxH9+65cuQKFQsEpwFQrzp8/j6NHj0KtVqNNmzZ4+umnRUeSPRbdRHro7bffxq1bt7Bs2TLtCKVarcbEiRNhY2OD2NhYjBkzBr/99htSU1MFpxXr79YoKxQKnD9//l9Mo98KCwuxevVqnDx5EgqFAi1atEB4eDiUSqXoaCRTa9aswaZNm/Dll18+cVvyPcr27dsln8vRbnocarUa77//PhYsWIDi4mIAgI2NDaKiovDOO+/ozHAiIrFYdBPpIUdHRxw4cADNmjXTOX7mzBkEBQXh+vXryMrKwrPPPovCwkIxIUlW0tLS0LdvX1hYWOCZZ56BRqNBWloaSktLtU2diGqqTZs2+P3331FZWQkPD49q01qPHj0qKJl4UgseLu+gxxUTE4PVq1djzpw56NSpEzQaDQ4cOIDZs2fj9ddfR2xsrOiIJDMvvPAC2rVrh7ffflvn+Pz583H48GFs2rRJUDL5YyM1Ij1UVVWFU6dOVSu6T506pX1zZmFhwe3DSLLJkyfjueeew2effQYTk7u/+quqqrRNw/bv3y84IcnRoEGDREfQW2q1WnQEMnDr1q3DqlWrdGZKtGrVCo0aNcLYsWNZdFONpaSkYNasWdWO9+3bFx999JGARIaDRTeRHho+fDjCw8Mxffp0tG/fHgqFAocPH8YHH3yg7R6ZkpJSbW/OJ0VkZCTee+89WFlZITIy8m/PXbhw4b+USr+lpaXpFNzA3S63U6dORbt27QQmIzl70JszIvp33Lx5E82bN692vHnz5rh586aARCR3xcXFMDMzq3bc1NQUt27dEpDIcLDoJtJDixYtgrOzM+bNm4e8vDwAgLOzMyZPnqzdjzo4OBh9+/YVGVOYjIwM7fYoGRkZDz2PMwH+Ymtri0uXLlV7g3b58mXY2NgISkWGIj09XdsrwMfHh3t0P8DevXuxaNEi7XVq3rw5Jk2ahF69eomORjLVqlUrLFu2DEuXLtU5vmzZMjY3pMfi6+uLjRs3VtupIyEhAT4+PoJSGQau6SbSc/+7s8h9lOmfiIiIQGJiIj766CMEBQVBoVAgNTUVU6ZMwfPPP4/FixeLjkgylJ+fj5deegnJycmoX78+NBoNioqK0L17dyQkJMDR0VF0RL2wbNkyTJ48GS+88AICAwMB3N02bPPmzVi4cCHGjx8vOCHJUUpKCvr374/GjRsjMDAQCoUCBw8exKVLl/DDDz/g2WefFR2RZGb79u14/vnnMWzYMPTo0QPA3RuGGzZswKZNm7ik6B9g0U1E9ASoqKjAlClTsGLFClRVVQG4O13srbfewty5c7kdFj2WoUOH4ty5c1i/fj1atGgBADhx4gRGjBgBLy8vbNiwfxKDoAAACv5JREFUQXBC/dCoUSPExMRUK64/+eQTxMbG4tq1a4KSkdxdvXoV8fHxOHnyJDQaDXx8fDB27Fi4urqKjkYytXPnTnzwwQfIzMyEpaUl/P39MWvWLG4t+g+x6CbSE23btsXevXthZ2eHNm3a/O3U6Ce5I/D9Bg8e/MBrpVAoYGFhAS8vLwwbNgze3t4C0umfO3fu4Ny5c9BoNPDy8kK9evVERyIZUyqV2LNnD9q3b69z/PDhwwgODubuCv/PxsYGGRkZ8PLy0jl+9uxZtGnTRrvdE1FNlZWV4fjx48jPz6/WvI9b0RHpD67pJtIToaGh2tFGTt+RTqlUYuvWrahfvz4CAgKg0WiQkZGBwsJCBAcHY+PGjfjwww+xd+9edOrUSXRc4erVqwc/Pz/RMchAqNVqmJqaVjtuamrK7t33GDhwIBITEzFlyhSd49u2bcNzzz0nKBXJXVJSEl599VXcuHED94+hcSs6ehxHjhyBWq1Ghw4ddI7/+uuvMDY2ZuPVf4Aj3UR6RqVSITU1Ff7+/rCzsxMdR++9/fbbuHXrFpYtW6bdF1etVmPixImwsbFBbGwsxowZg99++w2pqamC0xIZltDQUBQWFmLDhg3a6axXr17FK6+8Ajs7OyQmJgpOqB/ef/99fPTRR+jUqZPOmu4DBw4gKipKp2dHRESEqJgkM15eXujTpw9mzpwJZ2dn0XHIADzzzDOYOnUqXnjhBZ3j3377LT788EP8+uuvgpLJH4tuIj1kYWGBkydPomnTpqKj6D1HR0ccOHCg2p7mZ86cQVBQEK5fv46srCw8++yznOpKVMsuX76M0NBQZGdnw93dHQqFAn/88Qf8/f2xdetWuLu7i46oF6T+LlcoFDh//nwdpyFDYWtri4yMDDz11FOio5CBsLa2xvHjx+Hp6alz/MKFC/D398ft27cFJZM/Ti8n0kN+fn44f/48i24JqqqqcOrUqWpF96lTp7RT6ywsLLh9GFEdcHd3x9GjR7Fnzx6dRk7cBkvXhQsXREcgA/TCCy8gOTmZRTfVGnNzc+Tl5VUrunNycmBiwrLxn+BIN5Ee2rVrF6ZNm4b33nsPAQEBsLKy0nmc24f9JSIiAhs2bMD06dPRvn17KBQKHD58GB988AGGDRuGJUuWYNWqVVi7di2nlxPVgb1792Lv3r0PbOT0+eefC0ql31QqFbKysuDh4cFlRPTY7ty5gxdffBGOjo7w8/Or1l+BSxWopl566SXk5uZi27ZtUCqVAIDCwkIMGjQITk5O+OabbwQnlC8W3UR66H9rkwHojNBqNBo2R7mPSqXC3LlzsWzZMuTl5QEAnJ2dMWHCBEybNg3Gxsa4dOkSjIyM4ObmJjgtkWGZM2cO3n33XbRr1w4NGzasNqOEa7rvmjRpEvz8/BAeHg6VSoUuXbrgl19+Qb169fDdd9+hW7duoiOSDK1atQpjxoyBpaUlHBwcdH7+uFSBHsfVq1fRpUsX3LhxA23atAEAZGZmwtnZGbt37+aSoX+ARTeRHkpJSfnbx7lX4oPdunULAGcCEP1bGjZsiHnz5mH48OGio+g1Nzc3bN26Fe3atcPWrVsxbtw4/PTTT/jiiy/w008/4cCBA6Ijkgy5uLggIiICb7/9ts7NeqJ/oqSkBF999RWOHTum3af75ZdffuBOFSQdi24iPVVYWIjVq1fj5MmTUCgUaNGiBcLDw7XTfYiIRHNwcMDhw4e5pvQRLCws8Pvvv8PNzQ1vvPEG6tWrh8WLF+PChQto1aqV9oYhUU3Y29vjyJEj/PmjWnfixAlcunQJFRUVOse59/vjY9FNpIfS0tLQt29fWFhY4JlnnoFGo0FaWhpKS0uxa9cutG3bVnREodq2bYu9e/fCzs4Obdq0+dsmaUePHv0XkxE9WaZNmwZra2vMmDFDdBS95uHhgc8++ww9e/ZE06ZNsXz5cgwYMAC//fYbOnfujIKCAtERSYYmT54MR0dHTJ8+XXQUMhDnz5/H4MGDkZWVBYVCoV3W+D9c3vj42IaOSA9NnjwZzz33HD777DNtt8iqqiqMHj0akyZNwv79+wUnFCs0NBTm5uYAgEGDBokNQ/SEiYyM1P5brVbj008/xZ49e+Dv719t+uHChQv/7Xh66bXXXkNYWJh23Xvv3r0BAL/++iuaN28uOB3JlUqlwrx58/Djjz/y549qxcSJE9G0aVPs2bMHnp6e+PXXX3Hz5k1ERUXho48+Eh1P1jjSTaSHLC0tkZGRUe3N2IkTJ9CuXTvcuXNHUDL9olKpkJqaCn9/f3YAJvqXdO/eXdJ5CoUC+/btq+M08rF582ZcvnwZL774orap47p161C/fn2EhoYKTkdy9Hc/i/z5o8fRoEED7Nu3D/7+/lAqlTh8+DC8vb2xb98+REVFISMjQ3RE2eJIN5EesrW1xaVLl6oV3ZcvX4aNjY2gVPrH2NgYffr0wcmTJ1l0E/1LfvrpJ9ERZOmFF16odmzEiBECkpCh4M8i1TaVSgVra2sAdwvwa9euwdvbGx4eHjh9+rTgdPLGoptIDw0dOhTh4eH46KOPEBQUBIVCgdTUVEyZMgUvv/yy6Hh6xc/PD+fPn0fTpk1FRyEi0lq6dCneeOMNWFhYYOnSpX97LvdTJiJ94Ovri+PHj8PT0xMdOnTAvHnzYGZmhk8//RSenp6i48kap5cT6aGKigpMmTIFK1asQFVVFQDA1NQUb731FubOnatdz0zArl27MG3aNLz33nsICAiAlZWVzuPcPoyIRGjatCnS0tLg4ODwtzcFuZ8yEemLH3/8ESUlJRgyZAjOnz+PAQMG4NSpU3BwcMDGjRvRo0cP0RFli0U3kR67c+cOzp07B41GAy8vL9SrV090JL1z796k93bY/F/HTXbaJCIiIno8N2/ehJ2d3d/uFEOPxqKbiGQtJSXlbx/v2rXrv5SEiOgv93Z5/zsKhQILFiyo4zRERCQS13QTkax17doVhYWFWL16NU6ePAmFQoEWLVogPDwcSqVSdDwiekLd3+U3PT0dKpUK3t7eAIAzZ87A2NgYAQEBIuIREdG/iCPdRCRraWlp6Nu3LywsLPDMM89Ao9EgLS0NpaWl2LVrF9q2bSs6IhE94RYuXIjk5GSsW7dOu9NCQUEBXnvtNTz77LOIiooSnJCIiOoSi24ikrVnn30WXl5e+Oyzz2BicnfyTlVVFUaPHo3z589j//79ghMS0ZOuUaNG2LVrF1q2bKlzPDs7G8HBwbh27ZqgZERE9G8wevQpRET6Ky0tDdOmTdMW3ABgYmKCqVOnIi0tTWAyIqK7bt26hby8vGrH8/Pzcfv2bQGJiIjo38Sim4hkzdbWFpcuXap2/PLly7CxsRGQiIhI1+DBg/Haa69h8+bNuHLlCq5cuYLNmzcjPDwcQ4YMER2PiIjqGBupEZGsDR06FOHh4fjoo48QFBQEhUKB1NRUTJkyBS+//LLoeEREWLFiBaKjo/Gf//wHlZWVAO7OyAkPD8f8+fMFpyMiorrGNd1EJGsVFRWYMmUKVqxYgaqqKgCAqakp3nrrLcydOxfm5uaCExIR3VVSUoJz585Bo9HAy8sLVlZWoiMREdG/gEU3ERmEO3fu6LyZrVevnuhIREREREQsuomIiIiIiIjqChupEREREREREdURFt1EREREREREdYRFNxEREREREVEdYdFNREREREREVEdYdBMRERERERHVERbdRERERERERHWERTcRERERERFRHWHRTURERERERFRH/g8zvsaxcVNVwAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1000x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.clustermap(scaled_df,row_cluster=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x1ca25bf9f10>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.clustermap(scaled_df,col_cluster=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Using Scikit-Learn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.cluster import AgglomerativeClustering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = AgglomerativeClustering(n_clusters=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "cluster_labels = model.fit_predict(scaled_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 0, 0, 0, 3, 2, 2, 2,\n",
       "       2, 2, 0, 1, 1, 1, 1, 3, 0, 3, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1,\n",
       "       0, 0, 0, 0, 0, 2, 2, 2, 3, 3, 2, 0, 3, 0, 2, 0, 0, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 3, 1, 1, 1, 1, 2, 2, 2, 2, 0, 3, 3, 0, 3, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 2, 1, 1, 1, 1, 0, 3, 0, 3,\n",
       "       3, 0, 0, 2, 1, 1, 2, 2, 2, 2, 1, 2, 3, 1, 0, 0, 0, 3, 0, 3, 0, 0,\n",
       "       0, 0, 1, 1, 1, 1, 1, 2, 2, 2, 3, 3, 0, 2, 2, 3, 3, 2, 0, 0, 0, 0,\n",
       "       1, 1, 1, 1, 0, 0, 0, 0, 0, 1, 1, 3, 0, 0, 0, 3, 2, 3, 0, 2, 0, 2,\n",
       "       2, 2, 2, 3, 2, 2, 0, 0, 2, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 2, 3, 0,\n",
       "       0, 0, 0, 2, 3, 3, 0, 2, 1, 2, 3, 2, 1, 1, 1, 1, 3, 0, 2, 0, 3, 1,\n",
       "       1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 2, 0, 3, 0, 0, 0, 3, 2, 3, 2, 3,\n",
       "       2, 0, 3, 3, 3, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 1,\n",
       "       0, 3, 3, 0, 3, 0, 0, 3, 2, 2, 2, 2, 2, 3, 0, 0, 0, 0, 0, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 2, 3, 0, 0, 2, 1, 2, 1, 0, 0, 3, 2, 0, 0, 0, 0, 2,\n",
       "       3, 0, 3, 0, 0, 0, 0, 2, 3, 3, 3, 3, 3, 0, 3, 2, 2, 2, 2, 3, 3, 2,\n",
       "       3, 3, 2, 3, 0, 0, 0, 0, 0, 3, 0, 3, 3, 3, 3, 3, 0, 0, 0, 2, 3, 3,\n",
       "       3, 3, 2, 2, 3, 3, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 3, 3, 0, 0,\n",
       "       3, 3, 3, 3, 3, 3, 0, 0, 0, 0, 3, 0, 0, 0, 2, 0, 0, 0], dtype=int64)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cluster_labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='mpg', ylabel='weight'>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2400x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,4),dpi=200)\n",
    "sns.scatterplot(data=df,x='mpg',y='weight',hue=cluster_labels)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exploring Number of Clusters with Dendrograms\n",
    "\n",
    "Make sure to read the documentation online!\n",
    "https://docs.scipy.org/doc/scipy/reference/generated/scipy.cluster.hierarchy.dendrogram.html\n",
    "\n",
    "#### Assuming every point starts as its own cluster"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = AgglomerativeClustering(n_clusters=None,distance_threshold=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "cluster_labels = model.fit_predict(scaled_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([247, 252, 360, 302, 326, 381, 384, 338, 300, 279, 217, 311, 377,\n",
       "       281, 232, 334, 272, 375, 354, 333, 317, 345, 329, 289, 305, 383,\n",
       "       290, 205, 355, 269, 202, 144, 245, 297, 386, 358, 199, 337, 330,\n",
       "       339, 293, 352, 283, 196, 253, 168, 378, 331, 201, 268, 256, 361,\n",
       "       250, 197, 246, 371, 324, 230, 203, 261, 380, 376, 308, 389, 332,\n",
       "       306, 236, 391, 350, 274, 288, 313, 231, 298, 100, 295, 210, 248,\n",
       "       187, 390, 373, 266, 307, 379, 212, 357, 191, 314, 208, 249, 343,\n",
       "       294, 374, 322, 323, 362, 188, 296, 369, 286, 251, 229, 244, 285,\n",
       "       349, 365, 259, 213, 276, 215, 222, 204, 359, 287, 166, 387, 291,\n",
       "       220, 216, 260, 129, 367, 340, 346, 301, 342, 228, 388, 370, 218,\n",
       "       255, 327, 347, 278, 271, 258, 282, 318, 273, 123, 172, 382, 363,\n",
       "       356, 195, 280, 239, 364, 267, 351, 186, 257, 277, 299, 127, 366,\n",
       "       234, 385, 192, 372, 292, 233, 270, 263, 133, 165, 161, 198,  97,\n",
       "       315, 134, 207, 147, 175, 262, 348,  98, 214,  48, 353, 177, 325,\n",
       "       128, 284, 275, 182, 184, 145, 344, 321, 200, 149, 240, 241, 235,\n",
       "       226, 160, 341, 193, 320, 101, 224, 162, 243, 146,  99, 185, 119,\n",
       "       219, 209, 265, 221, 335,  66, 121, 316, 319, 254, 264, 124, 336,\n",
       "       304, 206, 106, 148, 368, 122, 164, 131, 142,  95, 173, 194, 152,\n",
       "       138, 157, 110, 159, 107, 312, 328, 225, 150, 211, 140, 163, 242,\n",
       "       116,  81,  93,  96,  72, 189, 303, 167,  73, 115, 143, 132, 181,\n",
       "       141, 103, 170, 130,  49,  83, 309, 120,  82, 227, 310, 151, 117,\n",
       "       104, 109,  57,  75,  79, 169,  71,  84, 153,  35,  47, 238, 180,\n",
       "        74, 237, 176, 190, 139, 125, 135, 156, 108, 171, 136,  53,  23,\n",
       "        67,  94, 113, 112,  41,  70, 174,  61, 102,  40,  64,  65,  60,\n",
       "       118, 223, 137,  63,  86, 155, 178,  36,  31,  88,  87,  58,  54,\n",
       "       114, 111, 158,  78,  92,  50,  26,  17,  85, 183,  80,  42,  69,\n",
       "        32, 154,  51,  20,  76,  34, 179,  68,  39,  59,  33,  56, 126,\n",
       "        19,  15,  37,  89,  62,  77,  29,  38, 105,  52,  28,  90,  46,\n",
       "        55,  43,   9,  91,  18,  16,  25,   7,  45,  27,  44,   8,  30,\n",
       "        22,  24,  21,  10,   4,  14,  13,  12,  11,   5,   6,   2,   3,\n",
       "         1,   0], dtype=int64)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cluster_labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scipy.cluster.hierarchy import dendrogram\n",
    "from scipy.cluster import hierarchy"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Linkage Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "linkage_matrix = hierarchy.linkage(model.children_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 67.        , 161.        ,   1.41421356,   2.        ],\n",
       "       [ 10.        ,  45.        ,   1.41421356,   2.        ],\n",
       "       [ 47.        ,  99.        ,   1.41421356,   2.        ],\n",
       "       ...,\n",
       "       [340.        , 777.        ,  56.40035461, 389.        ],\n",
       "       [332.        , 778.        ,  58.69412236, 390.        ],\n",
       "       [349.        , 779.        ,  75.32595834, 391.        ]])"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "linkage_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "# Warning! This plot will take awhile!!\n",
    "dn = hierarchy.dendrogram(linkage_matrix)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "dn = hierarchy.dendrogram(linkage_matrix,truncate_mode='lastp',p=48)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Choosing a Threshold Distance\n",
    "\n",
    "**What is the distance between two points?**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mpg</th>\n",
       "      <th>cylinders</th>\n",
       "      <th>displacement</th>\n",
       "      <th>horsepower</th>\n",
       "      <th>weight</th>\n",
       "      <th>acceleration</th>\n",
       "      <th>model_year</th>\n",
       "      <th>origin_europe</th>\n",
       "      <th>origin_japan</th>\n",
       "      <th>origin_usa</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>392.000000</td>\n",
       "      <td>392.000000</td>\n",
       "      <td>392.000000</td>\n",
       "      <td>392.000000</td>\n",
       "      <td>392.000000</td>\n",
       "      <td>392.000000</td>\n",
       "      <td>392.000000</td>\n",
       "      <td>392.000000</td>\n",
       "      <td>392.000000</td>\n",
       "      <td>392.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.384200</td>\n",
       "      <td>0.494388</td>\n",
       "      <td>0.326646</td>\n",
       "      <td>0.317768</td>\n",
       "      <td>0.386897</td>\n",
       "      <td>0.448888</td>\n",
       "      <td>0.498299</td>\n",
       "      <td>0.173469</td>\n",
       "      <td>0.201531</td>\n",
       "      <td>0.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>0.207580</td>\n",
       "      <td>0.341157</td>\n",
       "      <td>0.270398</td>\n",
       "      <td>0.209191</td>\n",
       "      <td>0.240829</td>\n",
       "      <td>0.164218</td>\n",
       "      <td>0.306978</td>\n",
       "      <td>0.379136</td>\n",
       "      <td>0.401656</td>\n",
       "      <td>0.484742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.212766</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.095607</td>\n",
       "      <td>0.157609</td>\n",
       "      <td>0.173589</td>\n",
       "      <td>0.343750</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.365691</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.214470</td>\n",
       "      <td>0.258152</td>\n",
       "      <td>0.337539</td>\n",
       "      <td>0.446429</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>0.531915</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.536822</td>\n",
       "      <td>0.434783</td>\n",
       "      <td>0.567550</td>\n",
       "      <td>0.537202</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              mpg   cylinders  displacement  horsepower      weight  \\\n",
       "count  392.000000  392.000000    392.000000  392.000000  392.000000   \n",
       "mean     0.384200    0.494388      0.326646    0.317768    0.386897   \n",
       "std      0.207580    0.341157      0.270398    0.209191    0.240829   \n",
       "min      0.000000    0.000000      0.000000    0.000000    0.000000   \n",
       "25%      0.212766    0.200000      0.095607    0.157609    0.173589   \n",
       "50%      0.365691    0.200000      0.214470    0.258152    0.337539   \n",
       "75%      0.531915    1.000000      0.536822    0.434783    0.567550   \n",
       "max      1.000000    1.000000      1.000000    1.000000    1.000000   \n",
       "\n",
       "       acceleration  model_year  origin_europe  origin_japan  origin_usa  \n",
       "count    392.000000  392.000000     392.000000    392.000000  392.000000  \n",
       "mean       0.448888    0.498299       0.173469      0.201531    0.625000  \n",
       "std        0.164218    0.306978       0.379136      0.401656    0.484742  \n",
       "min        0.000000    0.000000       0.000000      0.000000    0.000000  \n",
       "25%        0.343750    0.250000       0.000000      0.000000    0.000000  \n",
       "50%        0.446429    0.500000       0.000000      0.000000    1.000000  \n",
       "75%        0.537202    0.750000       0.000000      0.000000    1.000000  \n",
       "max        1.000000    1.000000       1.000000      1.000000    1.000000  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scaled_df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "320"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scaled_df['mpg'].idxmax()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "28"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scaled_df['mpg'].idxmin()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "# https://stackoverflow.com/questions/1401712/how-can-the-euclidean-distance-be-calculated-with-numpy\n",
    "a = scaled_df.iloc[320]\n",
    "b = scaled_df.iloc[28]\n",
    "dist = np.linalg.norm(a-b)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.3852929970374714"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dist"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Max possible distance?\n",
    "\n",
    "Recall Euclidean distance: https://en.wikipedia.org/wiki/Euclidean_distance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3.1622776601683795"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.sqrt(len(scaled_df.columns))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Creating a Model Based on Distance Threshold\n",
    "\n",
    "* distance_threshold\n",
    "    * The linkage distance threshold above which, clusters will not be merged."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = AgglomerativeClustering(n_clusters=None,distance_threshold=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "cluster_labels = model.fit_predict(scaled_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  1,  4,  4,\n",
       "        4,  1,  0,  0,  0,  0,  0,  4,  3,  3,  3,  3,  1,  7,  1,  4,  4,\n",
       "        4,  4,  4,  3,  3,  3,  3,  3,  3,  3,  4,  7,  4,  4,  7,  0,  0,\n",
       "        0,  1,  1,  0,  7,  1,  7,  0,  7,  7,  3,  3,  3,  3,  3,  3,  3,\n",
       "        3,  3,  1,  3,  3,  3,  3,  0,  0,  0,  0,  7,  1,  1,  7,  1,  3,\n",
       "        3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  3,  4,  4,  4,  4,  4,  0,\n",
       "        3,  3,  3,  3,  4,  1,  7,  1,  1,  7,  4,  0,  3,  3,  0,  0,  0,\n",
       "        0,  3,  0, 10,  3,  4,  4,  4,  1,  7,  1,  7,  4,  4,  4,  3,  3,\n",
       "        3,  3,  3,  0,  0,  0,  1,  1,  7,  0,  0,  1,  1,  0,  4,  4,  4,\n",
       "        4,  5,  3,  3,  3,  4,  4,  4,  4,  4,  5,  5,  1,  7,  4,  7,  1,\n",
       "        0,  1,  4,  0,  4,  0,  0,  0,  0,  1,  0,  0,  7,  7,  0,  5,  5,\n",
       "        5,  5,  4,  4,  4,  4,  7,  7,  0,  1,  9,  4,  9,  4,  0,  1,  1,\n",
       "        7,  0,  5,  8, 10,  0,  5,  5,  5,  5,  1,  2,  8,  7,  1,  5,  5,\n",
       "        5,  5,  9,  9,  9,  9,  5,  5,  5,  5,  0,  7,  1,  7,  2,  2,  1,\n",
       "        0, 10,  0, 10,  8,  2,  1,  6,  1,  5,  5,  5,  9,  9,  9,  7,  9,\n",
       "        9,  9,  9,  9,  9,  5,  9,  5,  5,  2, 10, 10,  2, 10,  2,  2, 10,\n",
       "        0,  0,  0,  0,  8,  1,  9,  9,  2,  9,  9,  5,  5,  5,  5,  5,  5,\n",
       "        5,  5,  8,  1,  2,  2,  8,  5,  8,  5,  2,  2,  1,  8,  2,  9,  9,\n",
       "        2,  8,  6,  2,  6,  2,  2,  2,  9,  8,  6,  6,  6,  6,  6,  2,  6,\n",
       "        8,  8,  8,  8,  6,  6,  8, 10, 10,  8,  6,  2,  2,  2,  9,  2,  6,\n",
       "        2,  6,  6,  6,  6,  6,  2,  2,  2,  8,  6,  6,  6,  6,  8,  8, 10,\n",
       "       10,  9,  5,  9,  9,  2,  2,  2,  2,  2,  2,  2,  8,  6,  6,  2,  2,\n",
       "        6,  6,  6,  6,  6,  6,  9,  9,  2,  9,  6,  2,  2,  2,  8,  2,  2,\n",
       "        2], dtype=int64)"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cluster_labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10], dtype=int64)"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.unique(cluster_labels)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Linkage Matrix\n",
    "\n",
    "Source: https://docs.scipy.org/doc/scipy/reference/generated/scipy.cluster.hierarchy.linkage.html#scipy.cluster.hierarchy.linkage\n",
    "\n",
    "    A (n-1) by 4 matrix Z is returned. At the i-th iteration, clusters with indices Z[i, 0] and Z[i, 1] are combined to form cluster n + i. A cluster with an index less than n corresponds to one of the original observations. The distance between clusters Z[i, 0] and Z[i, 1] is given by Z[i, 2]. The fourth value Z[i, 3] represents the number of original observations in the newly formed cluster."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "linkage_matrix = hierarchy.linkage(model.children_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 67.        , 161.        ,   1.41421356,   2.        ],\n",
       "       [ 10.        ,  45.        ,   1.41421356,   2.        ],\n",
       "       [ 47.        ,  99.        ,   1.41421356,   2.        ],\n",
       "       ...,\n",
       "       [340.        , 777.        ,  56.40035461, 389.        ],\n",
       "       [332.        , 778.        ,  58.69412236, 390.        ],\n",
       "       [349.        , 779.        ,  75.32595834, 391.        ]])"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "linkage_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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nxve///2YPXt2PProozFo0KC44oorYs6cOU2e//TTT4/XXnstfve737X2bh/SXMi8iG688ca46qqrYs2aNfHDH/4wrrvuuti4cWPccMMNERFx7bXXxrve9a74xCc+sdfHufrqq+Ouu+6KSy+9NO6+++6oqKiIBx54IB588MGIOPBT7Th0vNWc2WXJkiXR0NAQf/jDH+JLX/pSnH/++fGTn/wk3vnOdzb7uI899lhMmjQpPvjBD8YnP/nJg7ErHCStdZyJiGY/Em1f1nF4euWVVyKXy0Xv3r2brDvllFNi2bJlUV9fHytWrIgvfvGLMXr06PjpT38aZWVljbbt06dPrFmzJrZt27bfp+9yeDBn2Ff78n5mX15zduzYERERZ511Vnzta1/Lrx88eHCcdtpp8ZWvfCW+8IUvtNFeUAzNHWfWrVsX11xzTXz2s59tcqHPljjOtB8tvTZ95StfafT9Bz7wgTjqqKNi9uzZcf3118dpp53WaL050354P0NL9jY3CrGvv9fp2LFj9OzZM/9Lbg5tB3rsOO200xq99px77rlxySWXxCmnnBJTpkyJCy64ICL+7/3v5s2b49FHH40BAwZERMTo0aNj6NChceuttzb5/c6uT3P505/+FCeddFLr7/whypG3iPr375//vNn3ve99ERExderUuPzyy2Px4sUxf/78+NnPfhbr1q1rdL+GhoZ48803o0uXLtGxY8c4+eST47vf/W5cc801+Tf6/fr1izvuuCM++clPxrHHHntwd4w2s7c5s+szASP+rywPHz483v/+98cJJ5wQN954Y3z/+99v8piPP/54jB8/PkaPHh3f+ta3/PI6Ma11nDn66KNj8+bNUV9f3+QN/RtvvNHkmkIc/jZt2hQdO3Zs9i/XunTpEkOHDo2IiPPOOy+GDRsWw4cPj3/7t3+LT3/604227dSpU2RZFps3b46uXbselLFTHOYM+2pvr01HH310RDR/pvIbb7wRuVwuevbsGRGR33bXD4G7DBkyJPr27Ru/+tWv2moXKJLmjjPTpk2Ljh07xnXXXRdvvvlmRET85S9/iYiI+vr6ePPNN6NHjx6N3uM6zrQfe3tt2tPHPvaxmD17dixdurRJ9DBn2g/vZ2hJIceTvdnX3+tE7JxHmzZtOqDn4+BorWPH7nr27BkXXnhh3H333bFp06bo3Llz/v3vSSedlA8eETv/KOiCCy6I6dOnx5o1axp9bH2nTp3yY2xPnAJwCHn3u98d27Zti1WrVsWzzz4b27Zti+HDh8dRRx2Vv0VEzJkzJ4466qhGnw85duzYeOmll+L555+P5557LlavXp3/h3DeeecVZX9oe7vPmZZ069YtTjrppHj++eebrHv88cfj4osvjpEjR8Z//ud/RklJSVsOl0PA/h5ndl3L45lnnmn0eHV1dfHaa6/t819Wcvjo3bt3NDQ0xMaNG99y26FDh8YRRxzR7HHmjTfeiNLSUj/stQPmDPtr99emt7/97dG5c+cmrzcRO1+DTjjhhPwPbs1d92OXLMuc7Zyg5o4zzz77bLz44otRUVGRfy9z0UUXRUTE5ZdfHkcddVSTP+5wnGk/Cnlt2vVZ580dO8yZ9sP7GVpSyNwoxN5+r7N27doDPrOEg6O1jh172vXatOuPN97+9rc3+UPUPbfd83XsjTfeyI+xPfGTwCFk0aJFccQRR8Tb3va2uOKKK2LRokVNbhERF198cSxatCjOOeecRvfP5XJRVVUVJ598cmzfvj3uvPPOGDJkiOiRsN3nTEtee+21/C8JdrdgwYK4+OKL45xzzonvfe97+Qvfk7b9Pc789V//dXTq1Cnuv//+Ro93//33Ry6Xi4svvvgg7wltbddpr3/4wx/ectvFixfHjh07mhxnIiJWrVoVgwYNavXxcegxZ9hfu782dejQIS666KJ4+OGHY8OGDfltXn755Vi0aFGMHz8+v2zs2LFRVlYWjz32WKPH+9WvfhV1dXUxfPjwg7YPHBzNHWdmzZrV5L3Ml770pYiIqK6ujkWLFjX5paPjTPtRyGvTN77xjYiIZo8d5kz74f0MLSlkbhSipd/rvPLKK7F582bz6DDRWseO3a1duzZ+9KMfxZAhQ/J/9NOhQ4f4wAc+EL/5zW/ixRdfzG+bZVnMnz8/3v72tzeJG6tWrYojjjgi3vGOdxS4V4c3H29VBFdffXV079493v3ud0d5eXm89tpr8dBDD8WDDz4Yn/nMZ+KYY46JY445Jo4//vhm73/sscfGqFGjGi375Cc/GaNGjYqjjz46Vq1aFV/+8pfjj3/8YyxevLjtd4g2ty9zZt26dTF69OiYMGFCVFVVRefOneP555+PO++8M7Zs2RKf//zn84/3s5/9LC6++OKoqKiIG2+8MVasWNHo+QYNGhTdu3c/yHtJa2rt40yvXr3ipptuiptvvjl69eoVY8aMiWXLlkV1dXVcddVV3oglaNf//6VLl+b/mvpHP/pRzJkzJ97//vfHgAEDYuvWrbF8+fKYNWtWnHDCCXHVVVc1eowdO3bEL3/5y/i7v/u7gz18isCc4a3sy2tTRMQtt9wSZ555Zlx44YXxT//0T7F58+b43Oc+F717945//Md/zD9ez54949Zbb81ffPijH/1o1NXVxc033xz9+/ePiRMnFmtXaSPNHWeGDBnS4vbvfOc7m/zc5DjTvjQ3Z+bNmxcPP/xwjBs3LgYMGBBvvvlmPPTQQ/HAAw/EFVdcEe9617saPYY50754P0NLmpsbERHPPfdcPPfccxGx85MQ6uvr4zvf+U5E7Pzdyq6flff1fdAuS5cujYiI888/v613jVZwoMeOCRMmRP/+/WPo0KHRu3fv+P3vfx933HFH/PnPf27yx6f//M//HI899lj89V//dVRXV0f37t3ja1/7WvzP//xPfPvb324ytqVLl8aQIUPyn+zRbmQcdF//+tezc889N+vdu3fWoUOHrGfPntnIkSOzb37zm29534jIJk2a1GT5Bz7wgaxv375Zx44ds4qKiuyKK67IXnzxxbYYPkWwL3Nm8+bN2VVXXZWdfPLJWdeuXbMOHTpkxx13XPaxj30sW7lyZaPH+/znP59FRIu3RYsWHeQ9pLW1xXEmy7LszjvvzE488cSspKQk69+/f/b5z38+a2hoaO3hc4g499xzs/e9733573/zm99kH/zgB7MBAwZknTp1yjp16pSddNJJ2Wc+85ns9ddfb3L/n/zkJ1lEZE8//fTBHDZFZM6wN4W8Ni1fvjx7z3vek5WVlWXdu3fPLr744uyFF15o9nHnzJmTDR48OCspKcmOPvro7NJLL81qa2vbencokj2PM81ZtGhRFhHZQw891GSd40z7s+ec+fnPf5695z3vySoqKrKOHTtmZWVl2Zlnnpl99atfzbZv397k/uZM++P9DC1p7jVob79f+fznP5/frtCf0S+77LLslFNOacvdoZUdyLFj+vTp2ZAhQ7IePXpkRx55ZHbMMcdkl1xySfbLX/6y2ed65plnsnHjxmXdunXLOnXqlA0fPjz74Q9/2GS7DRs2ZGVlZdkdd9zRujt7GMhl2f//gV8AALv5z//8z/jwhz8cL730Uhx77LEF3/+yyy6LVatWxVNPPdUGo+NQZM4Abc1xhkKZMxTKnKElBzo39tX69eujsrIyvvSlL8UnPvGJNnseWtfBmh+FuPfee+NTn/pU1NbWtrszPUQPAKBZWZbFiBEj4owzzojZs2cXdN8//OEPcfLJJ8dPf/rTJtegIl3mDNDWHGcolDlDocwZWnIgc6MQt9xySzz44IPx61//Ojp0cGWCw8XBmh/7atu2bTFo0KC4/PLLY9q0acUezkHnQuYAQLNyuVzMmTMnKisrY8eOHQXd9+WXX47Zs2f7Ya+dMWeAtuY4Q6HMGQplztCSA5kbhejevXvcf//9gsdh5mDNj31VW1sbH/vYxxpdE689caYHAAAAAACQBGd6AAAAAAAASRA9AAAAAACAJIgeAAAAAABAEkQPAAAAAAAgCaIHAAAAAACQBNEDAAAAAABIgugBAAAAAAAkQfQAAAAAAACS8P8AAa6J0mDiGYsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "dn = hierarchy.dendrogram(linkage_matrix,truncate_mode='lastp',p=11)"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}