stage y - 50ulke data set Story telling.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Imports:\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from matplotlib import pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "#sns.set()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('50ulke.csv', index_col= 0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1- Investigate the dataset:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Countries</th>\n",
       "      <th>National Income</th>\n",
       "      <th>Growth</th>\n",
       "      <th>Per person</th>\n",
       "      <th>Continent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>United States</td>\n",
       "      <td>20412.87</td>\n",
       "      <td>2.27</td>\n",
       "      <td>62152.0</td>\n",
       "      <td>North America</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>China</td>\n",
       "      <td>14092.51</td>\n",
       "      <td>6.86</td>\n",
       "      <td>10088.0</td>\n",
       "      <td>Asia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Japan</td>\n",
       "      <td>5167.05</td>\n",
       "      <td>1.71</td>\n",
       "      <td>40849.0</td>\n",
       "      <td>Asia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Germany</td>\n",
       "      <td>4211.64</td>\n",
       "      <td>2.51</td>\n",
       "      <td>50842.0</td>\n",
       "      <td>Europe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2936.29</td>\n",
       "      <td>1.79</td>\n",
       "      <td>44177.0</td>\n",
       "      <td>Europe</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Countries  National Income  Growth  Per person      Continent\n",
       "0   United States         20412.87    2.27     62152.0  North America\n",
       "1           China         14092.51    6.86     10088.0           Asia\n",
       "2           Japan          5167.05    1.71     40849.0           Asia\n",
       "3         Germany          4211.64    2.51     50842.0         Europe\n",
       "4  United Kingdom          2936.29    1.79     44177.0         Europe"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 50 entries, 0 to 49\n",
      "Data columns (total 5 columns):\n",
      " #   Column           Non-Null Count  Dtype  \n",
      "---  ------           --------------  -----  \n",
      " 0   Countries        50 non-null     object \n",
      " 1   National Income  50 non-null     float64\n",
      " 2   Growth           50 non-null     float64\n",
      " 3   Per person       50 non-null     float64\n",
      " 4   Continent        50 non-null     object \n",
      "dtypes: float64(3), object(2)\n",
      "memory usage: 2.3+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*what we can notice:*\n",
    "- The dataset is a small datset of only 50 entries (examples)\n",
    "- non of the attribute contain null values\n",
    "- contain 2 string attributes- 3 numerical values (float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "United States               1\n",
       "Poland                      1\n",
       "Germany                     1\n",
       "Islamic Republic of Iran    1\n",
       "Colombia                    1\n",
       "Indonesia                   1\n",
       "Romania                     1\n",
       "Brazil                      1\n",
       "South Africa                1\n",
       "Israel                      1\n",
       "United Arab Emirates        1\n",
       "Belgium                     1\n",
       "Hong Kong SAR               1\n",
       "Thailand                    1\n",
       "Netherlands                 1\n",
       "Turkey                      1\n",
       "Egypt                       1\n",
       "Spain                       1\n",
       "Japan                       1\n",
       "Ireland                     1\n",
       "Australia                   1\n",
       "Bangladesh                  1\n",
       "Philippines                 1\n",
       "Taiwan Province of China    1\n",
       "Peru                        1\n",
       "Norway                      1\n",
       "Russia                      1\n",
       "Argentina                   1\n",
       "Denmark                     1\n",
       "Nigeria                     1\n",
       "Malaysia                    1\n",
       "France                      1\n",
       "Vietnam                     1\n",
       "Singapore                   1\n",
       "Sweden                      1\n",
       "Portugal                    1\n",
       "Canada                      1\n",
       "Finland                     1\n",
       "Korea                       1\n",
       "Czech Republic              1\n",
       "Switzerland                 1\n",
       "China                       1\n",
       "Italy                       1\n",
       "Mexico                      1\n",
       "United Kingdom              1\n",
       "Pakistan                    1\n",
       "India                       1\n",
       "Saudi Arabia                1\n",
       "Austria                     1\n",
       "Chile                       1\n",
       "Name: Countries, dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Countries'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Europe           19\n",
       "Asia             19\n",
       "South America     5\n",
       "Africa            3\n",
       "North America     3\n",
       "Oceania           1\n",
       "Name: Continent, dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Continent'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*we can conclude that:* most of our work would be related to European and Asian countries\n",
    "\n",
    "Continent is a very affecting attribute"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>National Income</th>\n",
       "      <th>Growth</th>\n",
       "      <th>Per person</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>50.000000</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>50.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1646.348200</td>\n",
       "      <td>3.320400</td>\n",
       "      <td>27696.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>3448.554429</td>\n",
       "      <td>2.053468</td>\n",
       "      <td>25094.131496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>231.570000</td>\n",
       "      <td>-0.740000</td>\n",
       "      <td>1615.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>353.440000</td>\n",
       "      <td>1.795000</td>\n",
       "      <td>6402.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>522.985000</td>\n",
       "      <td>2.880000</td>\n",
       "      <td>14565.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1504.895000</td>\n",
       "      <td>4.287500</td>\n",
       "      <td>48738.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>20412.870000</td>\n",
       "      <td>7.810000</td>\n",
       "      <td>86835.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       National Income     Growth    Per person\n",
       "count        50.000000  50.000000     50.000000\n",
       "mean       1646.348200   3.320400  27696.000000\n",
       "std        3448.554429   2.053468  25094.131496\n",
       "min         231.570000  -0.740000   1615.000000\n",
       "25%         353.440000   1.795000   6402.000000\n",
       "50%         522.985000   2.880000  14565.500000\n",
       "75%        1504.895000   4.287500  48738.250000\n",
       "max       20412.870000   7.810000  86835.000000"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    " df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*from this we can conclude:*\n",
    "- the National Income value must be normalized in a certain way (have different measuring unit: maybe in Million/ Billion USD or something)\n",
    "- on the other hand the mean value, max, min, and quartiles are very appropriate to be in simple USD or whatever currency the data is collected in\n",
    "- we can also notice for the Income Growth rate that there are negative values which shows that some countries suffer from declain in their income: maybe suffer from wars or internal confilcts, economical collapse or external pressure ..."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2- Visualizing Numerical values:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Countries</th>\n",
       "      <th>National Income</th>\n",
       "      <th>Growth</th>\n",
       "      <th>Per person</th>\n",
       "      <th>Continent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>United States</td>\n",
       "      <td>20412.87</td>\n",
       "      <td>2.27</td>\n",
       "      <td>62152.0</td>\n",
       "      <td>North America</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>China</td>\n",
       "      <td>14092.51</td>\n",
       "      <td>6.86</td>\n",
       "      <td>10088.0</td>\n",
       "      <td>Asia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Japan</td>\n",
       "      <td>5167.05</td>\n",
       "      <td>1.71</td>\n",
       "      <td>40849.0</td>\n",
       "      <td>Asia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Germany</td>\n",
       "      <td>4211.64</td>\n",
       "      <td>2.51</td>\n",
       "      <td>50842.0</td>\n",
       "      <td>Europe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2936.29</td>\n",
       "      <td>1.79</td>\n",
       "      <td>44177.0</td>\n",
       "      <td>Europe</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "        Countries  National Income  Growth  Per person      Continent\n",
       "0   United States         20412.87    2.27     62152.0  North America\n",
       "1           China         14092.51    6.86     10088.0           Asia\n",
       "2           Japan          5167.05    1.71     40849.0           Asia\n",
       "3         Germany          4211.64    2.51     50842.0         Europe\n",
       "4  United Kingdom          2936.29    1.79     44177.0         Europe"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Investigating values using histogram and kde plots:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_data(df_column, loc):\n",
    "    plt.subplot(1,3,loc)\n",
    "    sns.histplot(df_column, kde=True)#,bins=20)\n",
    "\n",
    "columns = ['National Income','Growth', 'Per person']\n",
    "sns.set(rc={'figure.figsize': [15,5]}, font_scale=0.9, style='whitegrid')\n",
    "for i,j in zip(range(3),columns):\n",
    "    plot_data(df[j],i+1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_data(df_column, loc):\n",
    "    plt.subplot(1,3,loc)\n",
    "    sns.histplot(data=df,x=df_column, hue='Continent', multiple='dodge')#,bins=20)\n",
    "\n",
    "columns = ['National Income','Growth', 'Per person']\n",
    "sns.set(rc={'figure.figsize': [15,5]}, font_scale=0.9, style='whitegrid')\n",
    "for i,j in zip(range(3),columns):\n",
    "    plot_data(j,i+1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_data(df_column, loc):\n",
    "    plt.subplot(1,3,loc)\n",
    "    sns.histplot(data=df,x=df_column, hue='Continent')\n",
    "\n",
    "columns = ['National Income','Growth', 'Per person']\n",
    "sns.set(rc={'figure.figsize': [15,5]}, font_scale=0.9, style='whitegrid')\n",
    "for i,j in zip(range(3),columns):\n",
    "    plot_data(j,i+1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "*from this we can conclude:*\n",
    "\n",
    "**1- For National Income:**\n",
    "- The histogram is skewed left\n",
    "- more than 30 countries (more than 50% of the countries) have income ranging through 50-500 X USDs (can also be concluded from the 2nd quartile)\n",
    "- Asian and African countries dominate in lowest national incomes except for 1 or 2 countries in asia while the highest incomes are for North-american countries\n",
    "\n",
    "**(this is very acceptable because most countries are consuming countries (Third world countries are most concentrated in afria and asia) while only a few countries are considered to be sovereign states of high economical power)**\n",
    "\n",
    "**2-For Growth Rate:**\n",
    "- This is a perfect bell-shaped histogam where most countries develop to have a growth rate ranging 2 or 3 times\n",
    "- European countries have relativly near growth rate values though some of them have noticable high values\n",
    "- Asian Countriehave different growth rates but most of them have high growth rates\n",
    "\n",
    "**3-For Income Per Person:**\n",
    "- The strange thing for north american countries is that although it's countries have very high National Incomes and average grwthrates there is a country which has very low income per person value (maybe this is just an error in data collection)\n",
    "- other than that all countries' income per person are correlate with their Natioan income values *this still needs investigation through heatmaps*\n",
    "\n",
    "## An important notice is that the dataset is totally biased towards Asian and Euroean Countries (have higher no. of countries)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Nada Abbas\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:306: UserWarning: Dataset has 0 variance; skipping density estimate.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "C:\\Users\\Nada Abbas\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:306: UserWarning: Dataset has 0 variance; skipping density estimate.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "C:\\Users\\Nada Abbas\\anaconda3\\lib\\site-packages\\seaborn\\distributions.py:306: UserWarning: Dataset has 0 variance; skipping density estimate.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0xd9ff0b4ec8>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640.39x540 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(rc={'figure.figsize': [15,8]}, font_scale=0.9, style='whitegrid')\n",
    "sns.pairplot(df,hue='Continent')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# explain for the pair plot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3- Visualize Categorical Attributes:\n",
    "## A] Countplots:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xd9801e31c8>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(data=df, x='Continent')#,y=np.array(range(20)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is the bias in dataset i am taking about\n",
    "## B] Boxplots:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xd9fad8ffc8>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(data=df, x='National Income',y='Continent')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This plot gives better visualization of continents and their countries' National incomes:\n",
    "- Only North American countries have very large incomes - this is not very representative for North America since it contains only 3 countries\n",
    "- For asian countries most of them have realy low income but only 3 countries have very high income maybe they are japan, south koria, and china (since those are very strong and economically stable countries)\n",
    "- Europe also have relatively low national incomes (surprising for me since europe is well known for the luxurious life style of its countries and people - will have better insights from the Per person category visualization)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "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>Countries</th>\n",
       "      <th>National Income</th>\n",
       "      <th>Growth</th>\n",
       "      <th>Per person</th>\n",
       "      <th>Continent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>China</td>\n",
       "      <td>14092.51</td>\n",
       "      <td>6.86</td>\n",
       "      <td>10088.0</td>\n",
       "      <td>Asia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Japan</td>\n",
       "      <td>5167.05</td>\n",
       "      <td>1.71</td>\n",
       "      <td>40849.0</td>\n",
       "      <td>Asia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Germany</td>\n",
       "      <td>4211.64</td>\n",
       "      <td>2.51</td>\n",
       "      <td>50842.0</td>\n",
       "      <td>Europe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>2936.29</td>\n",
       "      <td>1.79</td>\n",
       "      <td>44177.0</td>\n",
       "      <td>Europe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>France</td>\n",
       "      <td>2925.10</td>\n",
       "      <td>1.85</td>\n",
       "      <td>44934.0</td>\n",
       "      <td>Europe</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Countries  National Income  Growth  Per person Continent\n",
       "1           China         14092.51    6.86     10088.0      Asia\n",
       "2           Japan          5167.05    1.71     40849.0      Asia\n",
       "3         Germany          4211.64    2.51     50842.0    Europe\n",
       "4  United Kingdom          2936.29    1.79     44177.0    Europe\n",
       "5          France          2925.10    1.85     44934.0    Europe"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#df2=pd.dataframe()\n",
    "df2 = df[df['Continent']!='North America']\n",
    "df2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xd9fee8d808>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(data=df2, x='National Income',y='Continent')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**This is a better visualization for low income continents**\n",
    "but afterall it doesn't add new insights\n",
    "\n",
    "use violin plot to have better insights of where data is more concentrated "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xd9818251c8>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(data=df, x='Growth',y='Continent')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- This plot gave better visualization for which countries have degrading rate of income it is an asian country although most asian countries have high growth rates between 3 and 6.5 times **( Asian Countries are developing countries)**\n",
    "- other countries could be considered as stable of normal range of growth rates\n",
    "- africa (as well as north america) have only 3 countries in their data samples so the 2nd quartile (median) simple represents the second country in growth rate while the min and max values represent the first and third countries simultaneously\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xd9818c6708>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(data=df, x='Per person',y='Continent')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- Asian countries have relatively low income per person and this is acceptable since these countries are in the developing phase and their national incomes\n",
    "- all national incomes are very correlated with the per person income for other countries"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## C] Violin Plots:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xd980250dc8>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(data=df, x='National Income',y='Continent')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- this plot shows that there are some national incomes that are less than zero (-ve values) in **Asia, South america, Europe)**\n",
    "this didnot appear in other visualizations - will apear better in strip and swarm plots\n",
    "- Africa's countries have very similar values in national income which is still low\n",
    "- the largest variance is in the Asian countries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xd9802e2288>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(data=df, x='Growth',y='Continent')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "this again shows that north america's countries have relatively near growth rates\n",
    "\n",
    "the large variance in the growth rates are there in Asia and Africa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xd980b22d48>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(data=df, x='Per person',y='Continent')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "again the same insights but we can notice here that although there is difference in the growth rate this didnot appear inturn on the income per person"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## D] Swarm and Strip plots:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xd982fb19c8>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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WGjx4sPLy8hQSElLnsQEA4I4IqwAAj2aUnqxT+fmcOXNGTZs2lcXy05/atm3bKikpScnJyaqoqJDdbpckhYWF6eqrr5Ykde/eXdnZ2RowYICWLl1ao25gYKCCg4MlScHBwbLZbC6NDQCAhoAf4QAAPJqpWfM6lZ/P5MmT9a9//UsOh0PFxcVavXq1oqOjFR8frx49esgwDEk/vR5cWFgoSdq9e7c6duyol19+uda6JpPJpbEAANAQMbMKAPBoXj37yL5lU+2vAnt7y6tXH5faffzxxzV79mw1adJE9913n8LDwzVr1iwFBQWpdevWKioqkiQ1adJEf/3rX5Wfn6+oqCjdcccdOnv2bK11AQDwJCbj3ONaAAAakbS0NEVGRl60Xm2rAUuSvL1lbtvxV18NuF+/fvr73//+q7WP+nGp9xMAoP4wswoA8Ggmk1mW+4bLmb5Pjp3/sc9qrz4yd62ffVYBAMAvR1gFAHg8k8ksr8hu9bLq7y/FrCoAALXjcTEAAAAAwO0QVgEAAAAAboewCgAAAABwO4RVAAAAAIDbYYElAIDHMwynnOk75Nj1hYzSEpmaBcir5wCZu/au02rAOTk5WrBggQoLC2WxWOTv768ZM2aoTZs29Th6AAAaJ8IqAMCj/bTP6v/KeSRNqqz46VhZqexb3pU5Y7cs9z7hUmAtKyvTU089pblz5+r666+XJKWkpGj+/PlasmRJvV4DAACNEWEVAODRnOk7qgXVKpUVcuakyZm+U16RN/7idr/88kv17du3KqhK0m233aZ+/frp4MGDiouLkyQFBARozpw52r9/vxYtWiSLxaKRI0fqlVde0XXXXaecnBzdddddOnz4sPbv3697771XY8eO1SeffKKkpCQ5nU55e3srISFBmzdvVkpKisrKynTs2DHFxsYqPDxcU6dO1dq1ayVJTzzxhGJjY9WxY0fXvzQAAH4DhFUAgEdz7PqiZlA9p7JCjl2fuxRWjx49qvDw8KrPjz32mJxOp/Ly8nTllVdq/vz56tChg9avX69ly5apT58+qqys1Pr16yVJf/nLX/TOO+/IZDKpf//++vrrr2WxWPTggw9q7NixOnLkiJYtW6amTZtqwoQJ2rlzpySpvLxcy5Yt086dO/Xqq69q1apV8vLyUnZ2tq688kqVlpYSVAEADQJhFQDg0YzSkjqVn0+rVq2Unp5e9fntt9+WJN1xxx3Kzs7WzJkzJUmVlZVq3769JCkiIqKqfkBAgK666ipJUmBgoAICAiRJNput6tikSZPk6+urw4cPy263S5K6du0qSQoJCamq+9BDD+mDDz5QixYt9MADD7h0PQAA/NYIqwAAj2ZqFiCjrPSC5a4YMGCAli9friFDhlS9Cpyenq6TJ08qIiJCCxYsUEhIiHbt2qXCwsKf+jKZfu73P/7930pLS/X6669r69atstvtslqtMgzjvPUHDx6sESNGyM/PT0uXLnXpegAA+K0RVgEAHs2r5wDZt7xb+6vA3k3k1fNOl9r19/fX66+/rgULFqi4uFgmk0leXl566aWXFBQUpNjYWDkcDknS7NmzVVBQ8IvajoqK0v333y9fX1/5+fmpoKBAvr6+tdb38fFRVFSUbDab/P39XboeAAB+aybjQo9iAQBooNLS0hQZGXnRerWtBixJ8m4ic9tIl1cDdjfPP/+87r//fvXo0eNyD6VButT7CQBQf5hZBQB4NJPJLMt9T8iZvlOOXZ//xz6rd8rctVejCKpWq1Vt27YlqAIAGhTCKgDA45lMZnlF3ujSqr8NQWJi4uUeAgAAv1jDf1wMAAAAAGh0CKsAAAAAALdDWAUAAAAAuB3CKgAAAADA7RBWAQAezzCccqR9oYp3/yTb/w5Vxbt/kiPtCxmG0+U2U1NTNXHixGrHJk+erO3bt5/3nNmzZys/P1/Hjx9XSkrKJffVr1+/GsesVqtycnIkSadOndKwYcOUlJSktLQ0LV269JLbrs3EiROVmppapzYAALgYVgMGAHg0w3DK/tEsOY/slirLfzpW9qPsn78s86GvZbnn+d9s+5pp06ZJkjZs2KCcnBzddtttdW7z5MmTGjt2rEaMGKH7779fktgvFADQIBBWAQAezZn+ZbWgWsVeLmfOLjkPfiWvrnfUa5+pqalavny5LBaLcnNz9eijj2ro0KGyWq2aNWuW3nzzTdlsNnXv3l2tW7dWXFycJCkgIEBz5szRFVdcoenTpyszM1NhYWGy2Wy19nPy5EmNHz9eY8aM0ZAhQ6r6fu+997Rw4UINHDhQ3bp1U3Z2trp27aq4uDidOHFCzz77rCQpNDRUx44dU2Jiot5991299957CgoK0o8//ihJqqys1JQpU3T06FE5nU49/fTT6tu3r+677z5169ZNGRkZ6t69uyoqKrRnzx51795dM2bMqNfvEgDQeBFWAQAezbH7/ZpB9Rx7uRy73q/XsGoymSRJeXl52rRpkwoKCmS1WjV06FBJkpeXl8aNG6ecnBz1799fw4YN09y5c9WhQwetX79ey5Yt0w033CC73a7169fr2LFjGjhwYK19xcbGKiAgQAUFBbWW5+bmKjExUS1bttTgwYOVl5enxMRE3XvvvRo6dKiSk5O1adMmlZaW6p133tGmTZtkMpn00EMPSZLWrVunVq1aaeHChSoqKtLDDz+szZs3q7S0VMOGDVNkZKR69eqldevWaerUqbrttts0ffr0qu8AAIALIawCADyacbrwIuW1B72L8fHxUUVFRbVjZWVlatKkiex2uzp37iyz2ayQkJDzzoxKUnZ2tmbOnCnpp5nM9u3b69ChQ4qKipL00+xnWFhYrefGxsaqd+/eio6OVo8eParOOScwMFDBwcGSpODgYNlsNh06dKjqdeHu3btr06ZNys7OVqdOndSkSRNJUrdu3SRJmZmZVa8qt2zZUoGBgSos/On77NKli7y8vBQQEKCIiAh5eXmpSZMmcjgcslj47wcA4OJYYAkA4NFM/lddpDzYpXY7dOig/fv3q7i4WJJ0+vRp7d+/Xx07dvyp3QvMLprNZhmGIUlq3769FixYoMTERMXGxuq2225TRESE9uzZI0kqKipSXl5ere106tRJzZs31+zZs/Xcc8/p1KlT1a+tljG0b99ee/fulSTt27dPknT11VcrIyND5eXlcjgcOnDggCQpIiJCu3fvliQVFxersLBQgYGBF70+AAAuBY82AQAezatHtOyfvyzZa3kV2OIjr57RLrXr7++vCRMmaPTo0fLx8VFlZaUmTpyo5s2bX/Tczp0764033tA111yjF154QbGxsXI4HJJ+WjG4ffv22r17t4YOHarQ0NCqgHg+N910kwYPHqwpU6bo0UcfvWDdcePGKTY2Vh999JGaNWsmi8WiwMBAPf300xo+fLgCAwPl6+srSRo+fLimTp2qESNGqLy8XDNmzKiafQUAoK5MxrlHtwAANCJpaWmXtOpt1WrAOburB1aLj8xte/6mqwG7g6+++kqtWrVSZGSkNmzYoB07dmju3LmXe1iX3aXeTwCA+sPMKgDAo5lMZlnueUHOg1/Jset9GacLZPIPllfPaJm79PeooCpJYWFhmjZtmiwWi0wmE0EVAHDZMLMKAGiUmAlDfeJ+AoDfnmc9LgYAAAAANAiEVQAAAACA2yGsAgAAAADcDmEVAAAAAOB2WA0YAODxDMOpikObZdu7Vs7T+TL7t1LTbsPVpNPdLq8GnJqaqvHjx6tDhw5Vx6Kjo3X//ffX17ABAGjUCKsAAI9mGE6d+WSyKnN3SPazkiTH2RKVfRWvyqwv5TdorsuBtU+fPlq4cGF9DhcAAI9BWAUAeLSKQ5urBdUq9nJV/pCqykNb1KTzwHrpKyEhQXv27FFZWZnmz5+vN954Q/n5+SopKdHgwYM1duxYWa1WRUZGKj09XYZhKCEhQVdeeaVmzZql/fv3y263a+LEibrpppv0wgsvKCcnR06nUxMmTFCvXr3qZZwAALgDwioAwKPZ9q6tGVTPsZerfG+Sy2F1+/btslqtkiRvb291795dnTp10pQpU5Sbm6uePXsqOjpap0+f1pAhQzR27FhJUo8ePTR16lRNmzZNKSkpatq0qc6cOaPk5GQdP35cGzZs0JEjRxQYGKg5c+aouLhYjz76qP72t7+5NE4AANwRYRUA4NGcp/MvUl7gctv//RpwQkKCIiIiJEktWrTQ3r17lZqaKj8/P9nt9qp6Xbt2lSSFhISooqJC+fn56t69uySpdevWeuqppzRz5kzt2rVLe/fulSRVVlaqpKREAQEBLo8XAAB3QlgFAHg0s38rOc6WXKA8uH77M//0+9cNGzYoICBA48ePV0ZGhj788MOqOiaTqdo5ERER+vzzzyVJxcXFmjJlivr27auwsDCNHTtW5eXlWrp0qZo3b16vYwUA4HIirAIAPFrTbsNV9lW8ZC+vWWjxkU+3mF+l31tuuUXjx49Xamqq/P391bJlS5WWltZad8CAAdq+fbtiYmLkdDr17LPPqmfPnpo+fbqsVqtOnTqlRx55pCoIAwDQGJgMwzAu9yAAAKhvaWlpioyMvGi9n1cD/rZ6YLX4yPvqm+q0GjAaj0u9nwAA9YeZVQCARzOZzPIbHK/KQ1tUvjdJztMFMvsHy6dbjLw73UVQBQDgMiGsAgA8nslkVpPOA+ttixoAAFB3PC4GAAAAALgdwioAAAAAwO0QVgEAAAAAboewCgAAAABwO4RVAIDHMwynzmR+qrwPRunoO4OV98Eoncn8VIbhdLnN3NxcxcRc2h6t/fr1kyS9+eab+u6771zuEwCAxoTVgAEAHs0wnCr6fLJsR3fIsJ+VJDnLS1SyLV5lh79Uyzt/u31Wx40b95v0AwBAQ0BYBQB4tLKszdWC6jmGvVy2o6kqy9oiv46ub2ljtVoVGRmp9PR0GYahhIQEXXnllZo+fboyMzMVFhYmm80mSZo8ebLuvfdeRUVFadq0aSotLVVJSYlGjRql++67r07XCQBAQ8NrwAAAj1b63doaQfUcw16u0u+S6txHjx49tHr1aoWHhyslJUUpKSmy2+1av369YmNjVVZWVq1+Tk6O7rnnHq1cuVIvvfSSVq9eXecxAADQ0DCzCgDwaI7T+RcpL6hzH127dpUkhYSEqKKiQocOHVJUVJQkKTQ0VGFhYdXqt2zZUomJifr888/l7e0tu91e5zEAANDQMLMKAPBoXv6tLlIeXOc+TCZTtc8RERHas2ePJKmoqEh5eXnVyleuXKmePXsqPj5ed9xxhwzDqPMYAABoaJhZBQB4tGbXDVfJtngZ9vIaZSaLj5pdd2kr+v4Sd955p3bv3q2hQ4cqNDRUgYGB1cpvv/12zZw5Uxs2bNBVV10lm80mp9Mps5lnzAAAz2EyeFwLAGiE0tLSFBkZedF6P68G/G21wGqy+Khp2E2/6WrAcF+Xej8BAOoPM6sAAI9mMpnV8s54lWVtUel3SXKcLpCXf7CaXRejKzrcRVAFAOAyIawCADyeyWSWX8eBddqiBgAA1C8eFwMAAAAA3A5hFQAAAADgdgirAAAAAAC3Q1gFAAAAALgdwioAwOMZhlOnsj7V9x+NUubawfr+o1E6lfWpDMPpcpu5ubmKiYnRzp07lZmZed56CQkJeu+991zuBwCAxoqwCgDwaIbh1NGtk5X3j3mynUiXo7xEthPpyvtHvI59OaVOgVWSkpOTVVBQUE+jBQDAcxBWAQAerTR7s8qO75BhP1vtuGEv15ljqSo9vMXltvfv36+vv/5a8fHxys/PV2Jioh577DHFxMTo6aefltP5cxBetGiR1q5dK0kqLCzU8OHDXe4XAIDGgLAKAPBoxQfW1giq5xj2chXvT3K57WuvvVa33nqrJk+erKuuukqnTp3SqlWrtGbNGhUWFiorK6uq7tChQ/XBBx9Ikj788EPdf//9LvcLAEBjYLncAwAA4HKyn8m/SHn9vMJrNpvl7e2tiRMnysfHR8XFxbLb7VXl4eHhatKkiQ4fPqxPP/1Ub731Vr30CwBAQ0VYBQB4NItfKznKSy5QHlyn9k0mk5xOp9LT0/Xll18qKSlJp0+f1n333SfDMKrVfeihh7RkyRJFRETI39+/TvZioUgAACAASURBVP0CANDQ8RowAMCjBV4zXCaLT61lJouPAq+NqVP73bp10/z58yVJ3t7eio6O1tixYxUSElJj4aWBAwdq+/btio6OrlOfAAA0Bibjvx/rAgDQCKSlpSkyMvKi9c6tBlx2/FsZ9vKq4yaLj/xCb1Lo7XNlMv02z3bLysr0+OOPa+3atTKZTL9Jn7g0l3o/AQDqD68BAwA8mslkVtgd8So9vEXF+5NkP1Mgi1+wAq+NUbP2d/1mQXXnzp2aOXOmYmNjCaoAAIiZVQBAI8VMGOoT9xMA/Pb4zSoAAAAAwO0QVgEAAAAAboewCgAAAABwO4RVAAAAAIDbIawCADyeYThVfPhTpf/fKO1LHqz0/xul4sOfyjCcLreZmpqqPn36yGq1auTIkXrkkUf0ww8/uNze008/LUmyWq3KyclxuR0AABoKtq4BAHg0w3DqcMpklebtkNN+VpJkLy/RD6nx+vHIl2rfz/V9Vvv06aOFCxdKklJSUrRgwQItWbLEpbZcPQ8AgIaKsAoA8Ggl32+uFlTPcdrLVXo8VSXfb1Fg+4F17ufHH39UaGiorFargoKCVFpaqri4OM2aNUs2m00nT57UhAkT1KZNG02fPl2SdPr0af3www/auXOn+vXrp7///e91HgcAAA0FYRUA4NEK0tbWCKrnOO3lKkhLcjmsbt++XVarVRUVFcrIyNCyZcu0f/9+3XPPPRowYIC2b9+uMWPGqFevXtq2bZvWrVunJUuWKDExUeXl5XryySc1ZcqUulweAAANFmEVAODRKsvyL1Je4HLb//ka8OHDhzV8+HCFh4crIiJCkhQcHKylS5cqOTlZFRUVstvtkiS73a5nn31Ww4YN04033uhy/wAANGQssAQA8GjeV7S6SHlwvfQTFBQkwzAkSWbzT39+X375ZUVHRys+Pl49evSQYRgyDENTp07VzTffrCFDhtRL3wAANETMrAIAPFpw5HD9kBovp728RpnZ4qPgyBiX2z73GrDZbNaZM2c0efJkbdy4sap80KBBmjVrloKCgtS6dWsVFRXp008/1ZYtW1RQUKAvvvhCkjRv3jyXxwAAQENlMs495gUAoBFJS0tTZGTkRev9vBrwt9UCq9nio2atb6rTasBoPC71fgIA1B9mVgEAHs1kMqv9bfEq+X6LCtKSVFlWIO8rghUcGaOAdncRVAEAuEwIqwAAj2cymRXYfmC9bFEDAADqB4+LAQAAAABuh7AKAAAAAHA7hFUAAAAAgNshrAIAAAAA3A4LLAEAPJ5hOFWUs1nHDiapoqxATa4IVmiXGLVse3edVgPOyMjQ/PnzZbPZVFZWpkGDBmns2LH1OHLpvffeU15env7f//t/9douAACXG2EVAODRDMOp9G2TdDJvh5yOs5KkSluxsnbM1YkftqrL/8S7FFhPnTqlCRMmKCEhQe3atVNlZaWeeOIJtWnTRoMHD67vywAAoNEhrAIAPFpRzuZqQfUcp6NcP+alqihni65q98u3tNm6dav69u2rdu3aSZK8vb21ZMkSNWnSRFOnTlV+fr5KSko0ePBgjR07VlarVZGRkUpPT5dhGEpISFCzZs00Y8aMGnV37typOXPm6Morr5TFYlG3bt0kSQsXLtSBAwdUWlqqbt26afr06XX+fgAAuFz4zSoAwKMdO5hUI6ie43SU69jBNS61m5+fr6uvvrraMX9/fxUUFKhnz55asWKFVq9ercTExKryHj16aPXq1QoPD1dKSoqOHz9ea934+HgtXrxYq1atUps2bSRJp0+fVmBgoFauXKmkpCR98cUXKisrc2nsAAC4A2ZWAQAeraKsoE7l5xMSEqLMzMxqxw4fPqzCwkLt3btXqamp8vPzk91uryrv2rVr1bkVFRVq0aJFrXULCwvVtm1bSVLv3r2VnZ0tHx8fFRYWKjY2Vr6+vrLZbNXaBgCgoWFmFQDg0ZpcEVyn8vPp37+/tm7dqqNHj0qSKioqFBcXp2+//VYBAQGaP3++YmJiZLPZqs4xmUzV2tiwYUOtdQMDA5WVlSVJ2rdvnyQpJSVFhYWFWrBggf785z+rvLxchmG4NHYAANwBM6sAAI8W2iVGWTvmyukor1Fm9vJRaJcRLrXbvHlzzZkzR5MnT5YknTlzRvfcc4/+53/+R+PHj1dqaqr8/f3VsmVLlZaW1trGLbfcUmvdBQsWaNKkSfL395e/v7+6dOmiqKgovfbaaxo2bJiaNm2q8PBwFRQUqHnz5i6NHwCAy81k8NgVANAIpaWlKTIy8qL1fl4N+NtqgdXs5aMWITe5vBowGpdLvZ8AAPWHmVUAgEczmczq+j/zVJSzRccOrvmPfVZHqGXbuwiqAABcJoRVAIDHM5nMuqrdQJe2qAEAAL8OHhcDAAAAANwOYRUAAAAA4HYIqwAAAAAAt0NYBQAAAAC4HRZYAgB4PMNwKv/IZh05lCRbWYGaXhGs8E4xahV+t8urAaempmr8+PHq0KGDpJ/2WY2IiFB8fLwsFtf//M6ePVtjxoxRq1atXG4DAICGgLAKAPBohuHUv7dPUnH+DjkdZyVJFbZipe2aq/zcrYrq4/o+q3369NHChQurPj/zzDP6+uuvdfvtt7s83mnTprl8LgAADQmvAQMAPFr+kc3Vguo5Tke5ivNTlf/Dlnrpp6KiQoWFhTp48KAmTpxYdbxfv36SpKSkJD388MMaNmyYXnvttfMes1qtysnJUV5enp588kk9/vjjevDBB/XNN9/UyzgBAHAXzKwCADzakUNJNYLqOU5HuY5krFFIuGv7r27fvl1Wq1VFRUWyWCwaOXKk2rVrp8zMzBp1k5OT9eKLL6pr165KSkqSYRi1HjsnOztbY8aMUa9evbRt2zatW7dOffv2dWmcAAC4I8IqAMCj2coK6lR+IedeAz5x4oQef/xxtW7dulr5f4bPOXPmaPny5crNzdXNN98swzBqPXZOcHCwli5dquTkZFVUVMhut7s8TgAA3BGvAQMAPFrTK4LrVH4pgoKCtGDBAk2dOlVeXl4qKiqSJB04cKCqzvr16zVz5kwlJSXpm2++UUZGRq3Hznn55ZcVHR2t+Ph49ejRo1qQBQCgMWBmFQDg0cI7xSht11w5HeU1ysxePgrvPKJe+unSpYuGDx+uNWvWqGnTpho+fLi6du2qgIAASVKnTp306KOPys/PT507d1anTp1qPXbOoEGDNGvWLAUFBal169ZVARgAgMbCZPAoFgDQCKWlpSkyMvKi9X5eDfjbaoHV7OWjwFY31Wk1YDQel3o/AQDqDzOrAACPZjKZFdVnnvJ/2KIjGWt+3me18wi1uvougioAAJcJYRUA4PFMJrNCwge6vOovAACofzwuBgAAAAC4HcIqAAAAAMDtEFYBAAAAAG6HsAoAAAAAcDuEVQCAxzMMp3KPfKqvtz6mzR8P1tdbH1PukU9lGE6X20xNTdXEiROrPm/atEkPPvigiouL62PIAAA0eqwGDADwaIbh1M5/TlJRwQ45HGclSRW2Yu3bM1fHj25Vr5vrvs/qxo0btW7dOr311ltq3rx5fQwbAIBGj7AKAPBoR3/YXC2onuNwlKuoIFXHcrco7GrXt7RJTk5WcnKyli9fLn9/fx04cEAvvviivLy81KxZM82dO1cHDx7UokWLZLFYNHLkSJlMJq1atUpeXl7q1auXnnvuOeXl5WnmzJmy2Ww6efKkJkyYoL59+9b18gEAcFuEVQCARzucmVQjqJ7jcJQr+9Aal8Nqamqq8vLyVFJSIofDIUmaMWOG4uPj1alTJ61du1avvfaa7rzzTlVWVmr9+vX68ccfNXLkSL333nvy9fXVhAkTtH37dknSmDFj1KtXL23btk3r1q0jrAIAGjV+swoA8GhnzxbUqfxCQkJCtHLlSg0dOlRTpkyRJJ04cUKdOnWSJPXu3VuHDh2SJEVEREiSjhw5ohMnTmjcuHGyWq3Kzs7WkSNHFBwcrKSkJE2ePFkbNmyQ3W53eVwAADQEhFUAgEfz9Q2uU/mFtG3bVk2aNNHo0aNVVlamVatWKTAwUFlZWZKkXbt2KTw8XJJkMpkkSW3atFFoaKhWrlypxMREWa1WdevWTS+//LKio6MVHx+vHj16yDAMl8cFAEBDwGvAAACP1r5jjPbtmSuHo7xGmZeXjyI6jahzHyaTSfPmzVN0dLRee+01zZgxQ5Lk6+urefPmVYVXSQoMDJTVapXVapXD4VBYWJgGDx6sQYMGadasWQoKClLr1q1VVFRU53EBAODOTAaPZgEAjVBaWpoiIyMvWu/n1YC/rRZYvbx81DL4pnpZDRgN36XeTwCA+sPMKgDAo5lMZvW6eZ6O5W5R9qE1Onu2QL6+wYroNEKhbe4iqAIAcJkQVgEAHs9kMivs6oF12qIGAADULx4XAwAAAADcDmEVAAAAAOB2CKsAAAAAALdDWAUAAAAAuB0WWAIAeDzDcOpI7mZlZCWprLxAV/gEq3OHGIW3ubtOqwG/+eab2r59u8xms0wmk2JjY9W1a9dLPn/27NkaM2aMWrVq5fIYAABoqAirAACPZhhOffPtJOUX7pDDcVaSZLMVa+feufrh2Fb1vdG1fVYzMzP11Vdf6d1335XJZNK+ffs0bdo0vf/++5fcxrRp035xvwAANBaEVQCARzuSu7laUD3H4ShXfmGqjhzdorZtfvmWNoGBgTp27Jg++OAD9evXT9dff72SkpJktVrVoUMHZWVlycvLS4sWLVKLFi00Y8YM5efnq6SkRIMHD9bYsWNltVoVFxenDz/8UD/88INOnDihwsJCxcXFKSoqqr6+AgAA3BK/WQUAeLSMrKQaQfUch6NcGZlrXGo3MDBQCQkJ+uc//6mHHnpI9957r7755htJUs+ePZWYmKjBgwdr6dKlOn78uHr27KkVK1Zo9erVSkxMrNGev7+/VqxYodGjR2vdunUujQkAgIaEmVUAgEcrKy+oU/n55OTkqEWLFpo3b54k6bvvvtPYsWPVunVr3XzzzZKk7t27a/PmzWrRooX27t2r1NRU+fn5yW6312jv3G9dQ0JCZLPZXBoTAAANCTOrAACPdoVPcJ3Kz+fAgQN6/vnnq4JleHi4mjVrJrPZrH//+9+SpN27d6tjx47asGGDAgICNH/+fMXExNQaRk0mk0vjAACgoWJmFQDg0Tp3iNHOvXPlcJTXKPPy8lHnjiNcanfQoEHKysrS0KFDq0LqX/7yF7399tv64IMPtGrVKvn6+mrevHkqKirS+PHjlZqaKn9/f7Vs2VKlpaV1vTQAABo0k2EYxuUeBAAA9S0tLU2RkZEXrffzasDfVgusXl4+anXVTS6vBnw+5xZNatu2bb21iV/fpd5PAID6w8wqAMCjmUxm9b1xno4c3aKMzDU/77PacYTCw+6q16AKAAAuHTOrAIBGiZkw1CfuJwD47fG4GAAAAADgdgirAAAAAAC3Q1gFAAAAALgdwioAAL+iV199VbfffrsqKyt/0XkVFRXauHHjJde3Wq3KycnRhg0b9NVXX/3CUQIA4H5YDRgA4PEMw6nso5u1/3CSzpwtkJ9vsK5tH6OIsLvrtBqwYRj67LPP1L9/f23ZskVDhgy55HMLCgq0fv16PfDAA7+ozwcffPCXDhMAALdEWAUAeDTDcGrrzkk6VrRDdsdZSVJ5RbG275ur749v1R29XN9ndfv27ercubMeeughxcfHa8iQIdX2WU1ISFBISIgGDBigCRMmyG63y+l0au7cuXrzzTeVkZGhpUuXym63a8+ePSorK9P8+fP1xhtvKD8/XyUlJRo8eLDGjh1b1ee5Nh988EHNmDHjvPUAAHB3vAYMAPBo2Uc3Vwuq59gd5TpWlKrsY1tcbjs5OVkPPvigrr32Wp08eVKZmZm11vv3v/+tFi1aaPny5YqNjdWPP/6oJ598Up07d9Yf//hHSVKnTp20du1amc1m9ezZUytWrNDq1auVmJhYa5vHjx+/pHoAALgrZlYBAB5t/+GkGkH1HLujXPuz16hD2MBf3G5JSYm2bdumkydPauXKlaqsrFRSUlK1Oue2Or/11lt1+PBhjRs3Tk2bNtWzzz5bo72IiAhJUosWLbR3716lpqbKz89Pdru91v4vtR4AAO6KmVUAgEc7c7agTuXn8+GHH2r48OFauXKlVqxYobVr1+qTTz6RxWJRYWGhJCktLU2StGPHDgUEBOjtt9/WyJEj9dprr8lsNleFWUkym3/6k71hwwYFBARo/vz5iomJkc1mq7X/S60HAIC7YmYVAODR/HyDVV5RfMFyVyQnJ2vx4sVVn5s3b65bbrlFUVFRev7559W6dWs1b95cktS5c2ctXbpU77//vpxOp8aPH6+goCCVl5dr8eLFslh+/nN9yy23aPz48UpNTZW/v79atmyp0tLSGv2fr16zZs1cuh4AAH5rJuM/H9sCANBIpKWlKTIy8qL1snI/1fZ9c2V3lNcos3j5qE/UVJdeA0bjcqn3EwCg/vAaMADAo0WE3a3QljfK4uVT7bjFy0ehLW9SROhdl2lkAAB4Nl4DBgB4NJPJrDt6zVP2sS3an73m531WI0YoIvSuOu2zCgAAXEdYBQB4PJPJrA5hA3ndFwAAN8LjYgAAAACA2yGsAgAAAADcDmEVAAAAAOB2CKsAAPwKUlNT1aVLF23evLnqmMPhUJ8+fZSQkHDJ7bz55pv67rvvfo0hAgDg1lhgCQDg8QzDqYPHNutf3yeptLxAzXyCdUO7GHUJvbtOqwFHRETo//7v/3T33XdLkv7xj3/I19f3F7Uxbtw4l/sHAKAhY2YVAODRDMOpj3dP0tb98So4la6zFcUqOJWurfvn6uM9k2UYTpfbvvbaa/X999/r7NmzkqSPP/5Yv/vd7yRJiYmJevjhhzV8+HC9++67kqSnn35aycnJOn36tO69915lZ2dr8uTJ2r59u8rKyvTMM8/o4Ycf1kMPPaQDBw7o1KlTeuKJJ/TII49oxIgROnDgQN2/EAAA3AQzqwAAj3bw2GYdObFDdsfZasftjnIdKUpVxvEt6hLq+pY2/fv311dffaU77rhDBQUF6tGjh7Zt26bCwkKtWbNGkjRq1Cj16dNHL774okaOHKnPP/9co0ePVkRERFU7SUlJateunV555RXt379fe/fu1UcffaTbbrtNI0aMUGZmpmJjY7Vx40aXxwoAgDthZhUA4NH+9X1SjaB6jt1Rrj2H19Sp/d///vf65JNPlJKSov79+0uSDh06pGPHjmnUqFEaNWqUfvzxR+Xk5Kh58+YaMmSIDhw4oCFDhlRrJycnR927d5f004xtTEyMMjMz1atXL0lSx44ddeLEiTqNFQAAd0JYBQB4tNLygjqVX0zHjh2Vn5+vjRs3VgXQ9u3bq3Pnzlq9erUSExMVHR2tzp0768iRI9qyZYuio6O1ePHiau106NBB+/btkyRlZGRo2rRpioiI0O7duyVJWVlZatasWZ3GCgCAO+E1YACAR2vmE6yzFcUXLK+rAQMGKDU1VUFBQZKkrl27ytfXVyNGjJDNZlNUVJRatmwpq9Wq6dOn64YbbtDIkSP1zTffVLUxfPhwTZkyRSNHjpTD4dALL7ygVq1aacqUKfroo49UWVmpuLi4Oo8VAAB3YTIMw7jcgwAAoL6lpaUpMjLyovXSj36qrfvnyu4or1Fm8fLRgOum1uk3q2gcLvV+AgDUH14DBgB4tC6hdys86EZZvHyqHbd4+Si85U3q3PquyzQyAAA8G68BAwA8mslk1u96zFPG8S3ac3hN1T6r3duPUOfWd9Vpn1UAAOA6wioAwOOZTGZ1CR3I674AALgRHhcDAAAAANwOYRUAAAAA4HYIqwAAAAAAt0NYBQB4PMNwat/xT7X8n4/ppa8Ga/k/H9O+45/KMJwut5mbm6uYmJhLqtuvXz+X+7mYwsJCvfjii79a+wAA/FpYYAkA4NEMw6n1/5qkw8U7VOk4K0k6U1Gsjw/MVVreVg29Ib5Brwh81VVXacaMGZd7GAAA/GKEVQCAR/sub3O1oHpOpaNc2cWp+i5vi65v7foqwVarVZGRkUpPT5dhGEpISNCVV16p6dOnKzMzU2FhYbLZbJJ+mo2dNm2aHA6HvL29q2ZEJ06cqODgYB05ckR33nmn/vznP+v48eOaMWOGbDabfHx8FBcXpxYtWui5557TqVOnZLPZNH36dAUGBio2NlZJSUn65JNPlJSUJKfTKW9vbyUkJMjf39/1Lw8AgF9Rw31UDABAPUjNSaoRVM+pdJQrNWdNnfvo0aOHVq9erfDwcKWkpCglJUV2u13r169XbGysysrKJEnz58/XH/7wB73zzjv6wx/+oDlz5kiScnJyNG/ePK1bt05vv/22DMPQvHnz9OijjyoxMVGjRo3SggULdOTIEZWUlOiNN97Q3Llzdfr06WrjOHLkiJYtW6Z33nlHgYGB2rlzZ52vDQCAXwszqwAAj3aqvKBO5Zeia9eukqSQkBBVVFTo0KFDioqKkiSFhoYqLCxMkpSZmalevXpJknr37q2//vWvkqS2bdvK19dXktSsWTM5HA5lZGTof//3f7Vs2TI5nU41adJEnTp1UnR0tJ5++mkZhqExY8ZUG0dgYKAmTZokX19fHT58WHa7vc7XBgDAr4WwCgDwaFf6BOtMRfEFy+vKZDJV+xwREaFPPvlEI0eOVFFRkfLy8qqO7969W7feeqt27dql8PDwWs8/V3fcuHGKiopSVlaWduzYoYMHD+rkyZNasWKFsrKyNGHCBL366quSpNLSUr3++uvaunWr7Ha7rFarDMOo87UBAPBrIawCADzaTW1j9PGBuap0lNco8/by0U1tR9R7n3feead2796toUOHKjQ0VIGBgZKkSZMmacaMGXrjjTck6YKr+E6aNEkzZ86UzWZTeXm5pk2bpnbt2ikhIUFffPGFnE6n/vSnP1XV9/f3V1RUlO6//375+vrKz89PBQV1nzUGAODXYjJ4rAoAaITS0tIUGRl50Xo/rwb8bbXA6u3lo4jAmxr8asCoH5d6PwEA6g8zqwAAj2YymTXshnn6Lm+LUnPW6FR5ga70CdZNbUfoupC7CKoAAFwmhFUAgMczmcy6vvXAOm1RAwAA6hePiwEAAAAAboewCgAAAABwO4RVAAAAAIDbIawCAAAAANwOYRUA4PGchlM78j7V/B2PaerXgzV/x2PakfepnIbT5TZTU1PVu3dv5eXlVR1bvHixNmzYUGv9nTt3KjMzU5LUr18/l/q0Wq3Kyclx6VxJysnJkdVqdfl8AADqE2EVAODRnMb/Z+/OA6Ku8z+OP2e4FVRADhXEI6+81+vnWZaaul6ZVxlmqW1trpup2WoHbuZtWlZa5pEYqKgdbrUpm+V6IR6VrigKijegIALKDDDz+8N1NgKvAR2U1+Ofnfl8Pt/P5zOfWPA938/387bw6f6JrDo0g5OZh8jMTeNk5iFWHZrOkv2vFStgdXZ2ZtKkSdxKSvO1a9eSkpJi91giIiL3G6WuERGRMm1P8kYOp8VitlwpUG625HAoLYa9yZtoGWhfSpv27dtjNpuJiIhg6NChtvK5c+cSGxsLwLPPPku1atX497//zcGDB1m8eDEmk4lx48Zx+vRp6tWrx5QpU8jMzGTy5Mmkp6djMBh44403qFOnDo888gg1atSgQYMGtv7PnTtHWFgYJpOJjIwMxo0bR/v27Xnsscdo2rQpiYmJ1K9fn6lTp5Kamsr48eOxWCz4+fnZ+njvvffYsWMHubm5DBkyhIEDB9q1BiIiIvZSsCoiImXa5pORhQLVa8yWHH44GWF3sAoQFhbGoEGDaN++PQA5OTmcPn2aVatWkZOTw+DBg1m5ciUdO3akT58+BAQEcOnSJSZMmEBgYCA9e/YkJSWFzz77jLZt2/Lkk09y7NgxJk+eTEREBGfPnuWLL76gYsWKti28iYmJjBw5kpYtW7J161ZWr15N+/btOXXqFOHh4VSuXJkePXpw7tw5PvvsM3r37s2AAQP49ttviYyMBOCrr77i888/p2LFinz77bd2f34RERF7KVgVEZEy7WLOjbfe3qz+Znx8fJg0aRITJ06kdevWZGdn85///McWWObm5nL69OkC1/j6+hIYGGh7feXKFeLj44mJibEFjhkZGbb6ihUrFrje39+fhQsXsnbtWsxmM3l5eba5+Pv729qYTCaOHDnC448/DkCrVq1sweqsWbOYPn06Fy5coHv37sVaAxEREXsoWBURkTKtkrs/mblpN6wvrkceeYTo6GjWrVvHCy+8QNu2bQkLC8NisfDRRx8RFBSEwWDAYrn6fKzRWPhIiVq1atG0aVN69uzJhQsXiIqKum7b+fPn89RTT9GuXTtWrlzJtm3bADAYDEX2u3fvXurWrcv+/fsBMJvNfPPNN8yfPx+r1Urnzp3p27cvFSpUKPZaiIiI3CoFqyIiUqZ1Dn6SVYemY7bkFKpzNbrzSPBTJTLOpEmTiImJoXz58ri5uTF06FCys7Pp0qULnp6eNG3alFmzZhEUFFTk9S+88AKvv/46kZGRZGVlMXr06OuO1b17d6ZMmYKvry9VqlTh/Pnz123717/+lbFjx/LNN98QHBwMgKurK97e3gwaNAh3d3cef/xxBaoiInLXGay3ckShiIjIPSYuLq7AoUPXc+004MNpuwoErK5Gd+r7tGFE4xkYDTo8v6y71Z8nEREpObqzKiIiZZrRYGRk45nsTd7EDycjuJiTQiV3fx4Jfoo/BHRVoCoiIuIgClZFRKTMMxqMtAx8rFin/oqIiEjJ0tfFIiIiIiIiUuooWBUREREREZFSR8GqiIiIiIiIlDoKVkVERERERKTU0QFLIiJS5lmsFn5M2ciXpyNJNaXg5+ZPv2pP8rB/N7tPA547dy4///wzqampmEwmgoKC8Pf3Z+7cuTe87rXXXqNPnz60DLmkAQAAIABJREFUa9fOrnFFRETuFwpWRUSkTLNYLUw9OJF96bHkWK4AcDE3jQVHprP1/A+8/qB9eVbHjRsHwPr160lKSmLs2LElOm8REZH7nbYBi4hImfZjysYCgeo1OZYc9qXH8FPqphIba/369cybNw+AU6dO8eSTTwLQp08fXnrpJSZOnGhru2fPHoYMGUJqaipnz55l5MiRhIaGMmrUKJKTk1m1apXtLq3ZbKZXr17k5+eX2FxFREQcTcGqiIiUaV+ejiwUqF6TY8nhi1MRd3wOWVlZ/OUvf2HmzJkAxMbG8u6777Jo0SL8/PyYOXMmw4YNIzw8nOHDhzN79mx69erFpk2bsFgs/PDDD3Tu3BknJ6c7PlcREZG7RduARUSkTEs1pRSr3l5Wq7XA+1q1atle79ixg+zsbJydr/6Zjo+P5+OPP2bx4sVYLBZcXV3x9PSkefPmbN++nS+//JLXXnvtjsxTRETEURSsiohImebn5s/F3LQb1pcUNzc3zp8/D0BcXFyBOqPxf5udxowZQ2JiItOmTWPatGnUqlWL559/niZNmpCQkEBsbCwAAwYM4LPPPiMnJ4caNWqU2DxFRERKA20DFhGRMq1ftSdxN7oXWedudOfxoKdKbKwOHTpw/Phxnn76afbt23fDtkOHDuXkyZNER0czceJE3nvvPZ5++mkmTpxIvXr1AGjRogUJCQn07du3xOYoIiJSWhisv9+HJCIich+Ii4ujQYMGN233v9OAd5FjybGVuxvdae7dxu7TgO+G/Px8hg4dyrJly/Dw8HD0dO5rt/rzJCIiJUfbgEVEpEwzGoy8/uBMfkrdxBenImx5Vh8PeoqH/LqW2kA1KSmJ0aNHM2zYMAWqIiJyX9KdVRERuS/pTpiUJP08iYjcfaXz62IREREREREp0xSsioiIiIiISKmjYFVERERERERKHQWrIiIiIiIiUuooWBURkTLPYrXwz+RtDN/7Oj12vMjwva/zz+RtWKyWYvX7ySefMHz4cJ577jlGjBjBoUOHitVfVFQUCxYsIDU1lbfffrvINrGxsTRq1Ij4+Pjb6js0NJSkpKQCZXFxcSxcuNDu+YqIiBSHUteIiEiZZrFaeO3gfGLTD3DFYgIgPfcSM44sYfP5XUx/8K92pa85evQoP/74I59//jkGg4H9+/czefJk1q1bV+w5+/n58cYbbxRZt3btWoYPH05ERARhYWHFGqdBgwY6AVdERBxGwaqIiJRpG1N2FAhUr8mxmIhJ38+m1B085t/+tvv18fHhzJkzfPnll3Tq1InGjRsTGRkJwK5du/jwww+xWq2YzWbmzZvHiRMniIqKYs6cOQB06tSJLVu2sHv3bqZNm0aFChVwdnamadOmnDp1igkTJtj6uyYrK4uff/6Zr7/+mp49e5KVlYWnpycLFixg3759XL58mVmzZrFo0SKSk5NJT0+nR48ejBo1CoD58+dz4cIF3N3dmTFjBkeOHLHNKTw8nOjoaMxmM35+fsyfPx+jURu0RETkztFfGRERKdNWnf6uUKB6TY7FROSp7+zq18fHhwULFrBz504GDBhAnz592LZtGwBHjhzh3XffZcWKFbRu3Zoffvjhuv3MmDGDefPmsXz5coKCgm445oYNG+jevTtubm507tyZr7/+2lZXp04dVq1ahdFopEWLFixZsoQVK1YQHh5ua9O1a1dWrFhB165d+eSTT2zlFouFS5cusXz5ciIiIkhNTSUhIcGudREREblVurMqIiJlWrLpwg3rU25Sfz1JSUlUqlSJmTNnAnDgwAFGjRrFpk2bCAwM5O9//zvlypXj1KlTPProowWutVqtttepqamEhIQA0KpVKxITE6875tq1a3Fzc2PEiBFkZ2cTExPDU089BUCtWrUAqFSpEr/88gsxMTGUL1+evLw82/UtWrQAoGnTpmzatInOnTsDYDQacXFxYfz48bi7u5OWllbgOhERkTtBwaqIiJRpAW6+pOdeum69v5uvXf0ePHiQNWvWsGjRItzc3KhevTpeXl44OTnx5ptvEh0djYeHB2PGjAHAzc2N8+fP2669xsfHh4SEBGrXrs3+/fspX758keMdOnQIZ2dnIiIibGUDBw5k9+7dALYtu+vXr8fb25uxY8cSHx9f4O7rgQMHCAgIYPfu3dSpU6dA35s3byYyMpKsrCz69u1bIKAWERG5ExSsiohImTakWg9mHFlCThFbgd2NbjwZ1MOufrt3705CQgIDBw7Ey8sLo9HIq6++ioeHB3/84x8ZMGAAXl5eeHt7k5ycTKNGjXBzc2PIkCHUr18fb29vAGbPns3EiRPx9PTE09OTevXqFTne2rVr6dOnT4GyAQMGEBERQc2aNW1lbdu2ZezYscTExODp6UnlypXJzMwEIDo6muXLl1O+fHlmzpxpO704JCQEFxcXnnjiCVxdXQkMDCQlJYUHH3zQrrURERG5FQarvhoVEZH7UFxc3C2dZHvtNOBd6QcKBKzuRjfaeDe2+zRgub/c6s+TiIiUHN1ZFRGRMs1oMDLjwZfZlLqDyFPfkWK6gL+bL08G9aCrX1sFqiIiIg6iYFVERMo8o8HIY/7t7UpRIyIiIneGvi4WERERERGRUkfBqoiIiIiIiJQ6ClZFRERERESk1FGwKiIiIiIiIqWODlhyEIvFQnZ2Ni4uLhgMBkdPR0TkvmO1WrFYLLfU1mK1sCn1F1af/jcppgz83SoyuFpHuvo1LdZpwIsXL2b79u0YjUaMRiPjxo2jfv36N2zfrl07goKC2LFjB927d7d77EcffZTvv/8eZ2f7/tRv376dDRs2MH36dLvncD+xWq2YTIVz8YqIiP2sViu5ubmUL18eo7Hw31sFqw6SnZ1NfHy8o6chInLfcnZ25sqVKzdtZ7FaCEtYzd5LieRYcgFIz81i1pF1/Cv5Z96qPciugDUxMZEffviBJUuWYDAYOHjwIJMnT2blypXXvebpp58GYPfu3WzcuJGHHnrotse9xmq1cuXKFbuDVbPZTH5+/i2tYVmQm5vLgQMHHD0NEZH7Ut26dfHy8ipUrmDVQVxcXICr/2FcXV0dMocDBw7QqFEjh4xdlmndHUPr7hiOXPeEhAQ8PDxu2u77lH3svXTMFqhek2PJZc+lBLZlxdPNv/ltj1+1alWSk5PZuHEjHTt2pEWLFrz55ptMmDCBDz74gKioKNauXcvq1av517/+xa+//kpKSgq9e/dm2bJlxMfH88033/Dzzz9z4sQJAPbv38+cOXN48MEHeeuttzCZTLi5ufH222+Tl5fHn//8ZypWrEinTp0wGAx4eHiQmJjIrFmzyM/PJzs7mylTplChQgUmTJiAn58fJ0+e5NFHH+Wll14iMTGRyZMn4+7uTvny5fHy8rqlNSwLXFxcbnhXHPR7xlG07o6hdXeM+23dzWYz8fHxttjo9xSsOsi1rb+urq64ubk5bB6OHLss07o7htbdMRy17gaDocgtRb+35vRWcizmIutyLLmsPr2V7oEtbnt8X19fFixYwMqVK1mwYAFeXl6MHTuWkydPkpeXx44dO8jNzSU7O5sff/yRwYMHExERgdFo5MUXXyQqKopBgwYxaNAgAMLDw6lduzZdu3bl5ZdfZtiwYXTq1Ilt27Yxd+5cXn75ZdLS0li/fj1ms5lVq1ZhNBpJTExk0qRJPPDAA6xevZp//OMfDB06lKSkJJYtW4bRaKRDhw6MHj2a999/n5dffpm2bduyePFiEhISbmkNywKDwXBLP8v6PeMYWnfH0Lo7xv247td7LFLBqoiIlGnJpovFqr+epKQkKlWqxMyZM4Gr34aPGjWKzp07s2vXLi5evEiXLl3YuXMnhw8fpkmTJkRERBTZ14YNG9i5cyfvv/8+APHx8Xz88ccsXrwYi8Vi26ETHByMi4sLZvP/gu+AgAA+/PBD3N3dSU9PJzg4GICQkBDbXVMvLy/y8/M5cuQITZo0AaBVq1YkJCTY9dlFRERKgoJVEREp0wLcKpGem3XDenscPHiQNWvWsGjRItzc3KhevTpeXl5069aNRYsW0axZMzp06MA777xDs2bNClxrNBqxWq0A/PTTT6xevZpPP/0UJycnAGrVqsXzzz9PkyZNSEhIIDY2Fij6m+mpU6cyf/58QkJCmDlzJrm5uddtW6tWLfbu3UvHjh3Zv3+/XZ9bRESkpChYFRGRMm1IUEdmxK8rciuwu9GVIUGd7Oq3e/fuJCQkMHDgQLy8vDAajbz66qt07NiRiRMn8tJLL9G4cWOOHz/O+PHjC1xbvXp14uLiWLlyJXPmzKFOnTqMGjUKgF69ejFx4kTCwsIwmUzk5OQwefLk686jd+/ePP/88/j4+ODv728Lgovy1ltvMXbsWD799FMqV6583WeIRERE7gaD9UZ/teSOMZlMtgekHbXvfM+ePbRocfvPYUnxaN0dQ+vuGI5c97i4OBo0aHDTdharhb/9ZwW70o8UCFjdja609q7D9IbDipW+xhGys7MpX768o6dxX7mVnyf9nnEMrbtjaN0d435b95vFRLqzKiIiZZrRYGR6w2FsSvmFVae2kGy6SIBbJYYEdaKrf/HyrIqIiIj9FKyKiEiZZzQYeSygOY8F3H6KGhEREbkz9HWxiIiIiIiIlDoKVkVERERERKTUUbAqIiIiIiIipY6CVRERERERESl1FKyKiEiZZ7Fa+T75AM/uXkrPbfN5dvdSvk8+gKUEsrt98MEHdO7cmdzc3BKYaWFRUVFYLBbi4uJYuHDhHRlDRETEERSsiohImWaxWvnbgXXMPPwdh7LOkZ57mUNZ55hx+Dv+9p91xQpYrVYr33//PQ8//DCbNm0qwVn/z8KFC7FYLDRo0IAXX3zxjowhIiLiCEpdIyIiZdqmlP8Qm36MK5aCdz5zLLnsSjvGppSDPBbQ0K6+t2/fTt26dRkwYAAzZsygZ8+ehIaG4uvrS2ZmJjNnzmTs2LEAVK1alTNnzhAeHs53333H8uXLcXJyomXLlrzyyissWLCAkydPcuHCBVJTU5k6dSqHDx8mNTWVV155haFDhxIVFcWcOXN4/PHHadasGYmJidSvX5+pU6dy7tw5wsLCMJlMZGRkMG7cONq3b1/s9RMREblTdGdVRETKtFUndxUKVK/JseSy6mSM3X2vXbuW/v3707BhQzIyMjh69CgAvXv3ZsmSJSxbtow+ffoQHh5Oq1atALh48SIffvghy5cvJyIigtOnT7N9+3YAPD09WbJkCSNGjGD16tUMHDgQPz8/3n333QLjnj59mvHjx7NmzRpiY2M5d+4ciYmJjBw5kmXLlvHKK6+wevVquz+XiIjI3aA7qyIiUqYlmy7dpD7Trn7T09PZunUrGRkZLF26lNzcXCIjIwGoVasWAEeOHKFfv34ANG/enK+++ooTJ05w4cIFnn/+eQCysrI4ceIEAPXr1wcgMDAQk8l03bG9vb3x9/cHwN/fH5PJhL+/PwsXLmTt2rWYzWby8vLs+lwiIiJ3i4JVEREp0wLcKpCee/kG9V529fv1118zZMgQxo0bB0BGRgY9evSgSpUqGI1XNzbVrFmTX375hTp16rB//34AgoKCqFq1KkuXLsXFxYX169fToEEDoqOjMRgMhcYxGAxYLJZCZb83f/58nnrqKdq1a8fKlSvZtm2bXZ9LRETkbtE2YBERKdOGBLfG3ehSZJ270YUhwW3s6nft2rX07dvX9r5ixYq0bduW5ORkW9nzzz/Pt99+yzPPPEN0dDTOzs74+PgQGhpKaGgoAwcOZMuWLdSoUeO647Rs2dJ2F/ZGunfvzpQpU3jqqafYt28f58+ft+tziYiI3C26syoiImVaV/+G/JByiF3px8j5zbOr7kYXWvvUpKv/g3b1u2HDhkJlc+fOLfB+//79TJgwgQYNGrB+/XpiY2MB6Nevn2178DV/+ctfbK/btGlDmzZXg+iZM2cWKAf45z//aSsLDw8HICQkhF69etn1WURERBxBwaqIiJRpRoOB6Y2eYFPKQVadjCHZlEmAmxdDgtvQ1f9BjEVsqS0p1apVY/LkyTg7O2MwGJg+ffodG0tEROReo2BVRETKPKPBwGMBDe1OUWOvOnXqsGbNmrs6poiIyL1Cz6yKiIiIiIhIqaNgVUREREREREodBasiIiIiIiJS6ihYFRERERERkVJHByyJiEiZZ7Fa2ZR8mNWnfiY5J5MAdy8GBzWja0A9u08DjomJYezYsdSuXRuA3Nxc+vfvz6BBgwq1Xb9+PUlJSYwdO9buz/Dkk08ye/ZsgoKC7O5DRESkNFGwKiIiZZrFamXSgW+ITTvBFUseAOm5V5h5+Ac2px5lWqM/2h2wtmvXjjlz5gBgMpno0aMHvXr1oly5ciU2fxERkfuVglURESnTNiUfLhCoXpNjyWNX2gmiU+LpFlCv2ONkZ2djNBrZs2cPCxYswMXFhapVq/LOO+8UaDdnzhwOHjxIZmYmTZs25fXXX+e1117D1dWVU6dOcenSJebNm0dwcDDz5s3j3//+NwEBAaSlpRV7jiIiIqWJglURESnTVp/6uVCgek2OJY9VJ/fZHaxu376d0NBQDAYDLi4uTJkyhbfeeotVq1ZRuXJl5s6dS0REBBUqVAAgKysLHx8fli5dSl5eHl27duWVV14BICQkhL///e989NFHbNiwgS5durB3717WrVtHdnY2jz32mH0LICIiUkopWBURkTItOSezWPU38tttwAAXLlygQoUKVK5cGYCWLVuyceNGWrRoAYC7uzupqalMmDABDw8PTCYTeXlXA+n69esDEBgYSFJSEkePHqVRo0YYDAY8PT1t9SIiIvcLnQYsIiJlWoC7V7Hqb4e3tzeXLl2ybdndu3cvISEhtvqffvqJ1NRUZs+ezejRo8nJycFqtQJg+N1zszVr1uSXX37BYrFw5coVjh49WmLzFBERKQ3uaLAaExNDq1atOHfunK1s3rx5rF+//pauP3v2LD/99BMAoaGhJCUl3fSav/3tbwwePNi+Cd/AmDFjSrxPERFxvMFBzXA3Fr3RyN3ozJDg5iU2ltFo5K233uKFF15gyJAhHD9+nKefftpW36RJExITExk0aBDjxo2jevXqpKSkFNlXgwYN6NatGwMGDODll1/Gx8enxOYpIiJSGtzxbcDOzs5MmjSJJUuWFPpW+GZ27NhBUlISDz300C21z87O5vDhw1SpUoVff/2VJk2a2DPlIr3//vsl1pfY58DJr/jPyS9xdfakzQMjqOrTrET6TU78muSjX+LkUp7ghs9Rwb/k/mEqIqVf14B6bE49yq60E+T85tlVd6MzrX2q08W/rl39tmnThjZt2hQq79ixIx07dixQ1r9/f9vror7QnTFjRpFthw8fzvDhw+2an4iIlA3WzGzyftqFNSUNY41qOHVsicHl3nga9I7Psn379pjNZiIiIhg6dGiBuhkzZrB3716sViuhoaH06dOH0NBQfH19ycjI4MyZM5jNZpo3vxo8vP/++6SmpgLwwQcf2A6kuOabb76hQ4cONGrUiIiICFuw2rdvX5o2bUp8fDzNmzfHbDazb98+mjdvzhtvvMHhw4eZOnUqcHWL1rRp0/jPf/7D3LlzcXZ25umnn2bGjBls2bKFffv2MX36dKxWK8HBwcyYMYN//etfREZGYrFYcHFxYcGCBXh6et7ppS1TEpO38MOBabb3Zy/+yvCHvqCcW/HuJKSd2UrCrv+dxJl5/hf+0PsLXN19i9WviNw7jAYD0xr9keiUeFad3GfLszokuDld/OvanbZGRESkNMj96l9YTycDkJ+ahjU/H5eu7R08q1tzV55ZDQsLY9myZRw/ftxWtnnzZs6dO8eaNWtYsWIFixYt4vz58wD07t2bZcuW8ac//Yk+ffrw8MMPA9C5c2dWrFhBzZo12bJlS6Fx1q1bx+OPP07nzp3ZsWMHFy9eBCAzM5NBgwbx+eefs2rVKgYPHkxUVBTff/89VquVN954g7CwMMLDw+nQoQOLFy8GriZwj4iIoGfPnrYx3nzzTWbOnElUVBRNmzYlKSmJEydOsHjxYlauXImPjw+7d+++QytZdh1L2VrgfV5+DqcuFH+d008X7NeSbyLjXGyx+xWRe4vRYKBbQD2WthzCNx1GsbTlELoF1FOgKiIi9zTrlRxboHqN5egJB83m9t2V+78+Pj5MmjSJiRMn0rp1awCOHj1Ky5YtAfDw8KBu3bq2YLZWrVpF9tOwYUMAKleuzJUrVwrUHTlyhMTERNsdUicnJ9avX89zzz0HQL169XBycsLb25tatWrh5OSEq6sr+fn5JCYmEhYWBlwNUGvWrHndeWRkZNjqn3nmGQB+/vlnJk6ciIeHB8eOHbOd3Cglx9szpIiyGsXu16NC4X49KhS/XxERERERh3NzBc9ykHXZVmTwqejACd2eu3Ya8COPPELt2rVZt24dcDUQ3Lt3LwA5OTnExcURHBx8dVJGo+1/r52C+NvyokRFRTFu3DiWLFnCkiVLWLx4MatWrbruKYq/VbNmTWbPnk14eDgTJkywPSNb1DWVK1fm5MmTwNVtydHR0Xz00UfMmzePv//977i6uhaYs5SMxtWfIMSvLQBGgzOtaj+LXwX7niP7rYDaj+Nd9eo2CIPRmWoPDsfTR+kfREREROTeZzAace7eETzcrhZUqoDzo20dO6nbcFefrJ00aRIxMTHA1eB1586dDBkyBLPZzHPPPUdAQECB9nXr1mXRokU8+OCDN+zXbDbzz3/+kw0bNtjKateujY+PD1u3br3BlVe99dZbTJgwgfz8fADeeeed656+GBYWxsSJEzEYDFSpUoUXX3yRDRs20K9fPzw8PChfvvx1rxX7uTi507flfDKvJOPi7IG7S4WbX3QLnJzdadDpXUyXkzE6uePidu980yQiIiIicjNOtatj/PNTkJkNlSrc9qG3jmSw6jagQ5hMJg4cOECjRo1wc3NzyBz27NljS0Qvd4/W3TG07o7hyHWPi4ujQYMGDhnb0bKzsylfvryjp3FfuZWfJ/2ecQytu2No3R3jflv3m8VE98aZxSIiIneQxWplU3ICq08eICUnC393TwYHN6JrQG27D1maO3cuP//8M6mpqZhMJoKCgvD392fu3LlFth8zZswdS5M2fvx4jhw5YjtF32AwMHXqVKpXr25Xf1FRUQQEBNCpU6eSnGaRZs+ezY4dO3jjjTds2QEAvvvuOz7//HMMBgNms5nRo0fTsWNH5s2bR0hISIEUP/n5+YwfP5558+bd8fmKiEjJUbAqIiJlmsVqZdL+aGLTTtvyrKbn5jDr0FZ+TDnGO4272BWwjhs3DriaNzUpKYmxY8fesP2dzuc9adIkW97XjRs38sEHHzBr1iy7+ho4cGBJTu2GvvvuO77//ntcXFxsZbGxsURGRvLJJ59Qrlw5kpOTGTJkCKtXry6yDycnJwWqIiL3IAWrIiJSpm1KTigQqF6TY8ljV9ppopMT6Bb4QImNd+nSJV5//XWysrJIT09nxIgR9OrVi06dOvHFF1/wwgsvEBUVxZYtW3j99dfZsmULBw4cYMWKFbz88stMmTIFs9lMRkYGEyZMoFWrVvTp04eGDRuSmJhIo0aNePXVV284h4yMDMqVK8f27dt57733cHJyYtiwYeTk5LBy5UqcnZ1p3rw5EydOpF+/fnzyySf4+/sTFRVFSkoKZrOZkJAQAgMD+eyzzzAYDJw6dYpnn32WJ554gt27dzNz5kwAQkJCmD59Ort37+a9997D2dmZmjVrEhYWhpOTk21OJ0+eZPLkyVgsFlxdXXn77bf54osvSElJ4bnnniM8PNzWNioqihEjRlCuXDkAAgIC+OKLL6hUqRIA//znP/n666+5dOkS06ZN44EHHqBbt2788MMPPPnkkzRp0oSDBw8C8OGHH1KuXDneeOMNkpOTuXjxIr169bJlExAREce5a6cBi4iIlEarTx4oFKhek2PJY/XJAyU6XlJSEv369WPp0qW2k+iv8fX1xcXFhfPnz7N161YqVapEQkICmzdvpmvXriQmJvKnP/2JZcuW8de//pWoqCgATpw4wWuvvUZUVBRbt2615S3/rWnTphEaGsozzzzD3r17GTNmDHB1i2xERAStWrXik08+YeXKlaxatYozZ86wefNmHn/8cf7xj38A8NVXXxXYXguQkpLCRx99xKJFi2x5ysPCwpg7dy5RUVE0bNiQpKQkwsLC+Oijj1i5ciUVKlTgq6++KtDP9OnT+dOf/sTKlSsZNmwYM2fOZPTo0fj4+BRYI4Dk5GRbBoFrrgWqANWqVWP58uUMHz68yLutrVq1Ijw8nGrVqvHvf/+bs2fP0rp1a5YuXcqKFSv47LPPbvwfUURE7grdWRURkTItJSfrhvXJN6m/XX5+fqxcuZKNGzfi5OREbm5ugfpHHnmErVu3EhcXR2hoKDt37mTnzp2MHDmSkydP8vHHH7NmzRpMJpPtFHs/Pz98fX0B8Pf3x2w2Fxr3t9uAf+taTvGkpCTq1auHu7s7AC1btuTIkSMMGjSIUaNG8eijj+Lh4UGVKlUKXF+3bl2MRiOBgYG2cTMzM23Pwz777LMkJydz/vx5/vrXvwJw5coV2zjXJCQk2PKvt2zZkhkzZlx3DatUqUJycnKBfOgxMTGEhFzNnX2jvOxwNfc6XL0jazKZ8Pb2Zt++fezYsYPy5cvb1lVERBxLd1ZFRKRM83f3vGF9wE3qb9enn35KmzZtmDFjBp07dy5U37VrV9auXUtgYCAdO3bkyy+/xMfHBw8PD959910GDRrEjBkzaNq06S3lEr+ZaznMq1evTnx8PCaTCbh64mT16tWpVKkSwcHBzJs3jyeeeKLQ9UWN7e3tzalTpwCYN28e8fHxBAYGsmjRIsLDw3nhhRcKBc41a9a05V/fs2ePLfAsSt++fVm8eLGSZVpYAAAgAElEQVRtrmfPnmXSpEm29bhRXvai5hwVFYWfnx+zZs1i0KBBhb5AEBERx9CdVRERKdMGBzdi1qGtRW4Fdjc6Mzi4UYmO98gjjzBlyhRbgHT58mV+m0UuJCSEixcvMmDAAAIDA8nKyqJLly4A9OjRgzfffBNfX1+qVKlCampqic2rcuXKjBgxgqeffhqr1UqTJk3o1q0bcPVApbFjx97ygUxhYWFMmDABo9FIUFAQbdu25dVXX2XkyJFYLBa8vLwK9fW3v/2NN998kw8++MB2WvH1tG3bllOnTjFs2DBcXFzIzc3l7bffLnTX91a1bduWcePGsW3bNry8vKhYsSJZWVl4epbsFxUiInJ7lGfVQZRntezSujuG1t0x7oU8q0WdBgxXA9XWPtXsPg3YkZRnteQpz2rppXV3DK27Y9xv6648qyIiIjdgNBiY1rgL0f/Ns5qck0XAf/OsdilGnlUREREpHgWrIiJS5hkNBroFPlCiKWpERESkeHTAkoiIiIiIiJQ6ClZFRERERESk1FGwKiIiIiIiIqWOglUREREREREpdXTAkoiIlHkWq5VNycdZfTKOlJzL+LuXY3BwA7oG1CjWacCffPIJ27dvx2g0YjAYmDBhAvXr1y/WXJ988klmz55NUFBQsfoREREp7RSsiohImXY1z+pPxKads+VZTc/NYdahGH5MOcE7jTvZFbAePXqUH3/8kc8//xyDwcD+/fuZPHky69atK+mPICIicl/SNmARESnTNiUfLxCoXpNjyWNX2lmik4/b1a+Pjw9nzpzhyy+/5MKFCzRu3Jg333yTP//5zwBERUUxcOBAAKKjo3n33Xc5e/YsI0eOJDQ0lFGjRpGcnAzAvHnz6N+/Py+++CJpaWkAZGZmMmbMGEJDQxk2bBhHjhwB4LHHHuONN95gwIABvP7663bNXUREpDRQsCoiImXa6pNxhQLVa3Iseaw+GWdXvz4+PixYsICdO3cyYMAA+vTpQ1paGidPnsRsNrNt2zZyc3PJzMxk8+bNdOnShZkzZzJs2DDCw8MZPnw4s2fPJj4+nr1797Ju3Tpmz55NVlYWAIsWLaJt27aEh4czZcoU3nrrLQBOnTrFmDFjWLNmDbGxsZw7d86+hREREXEwbQMWEZEyLSXn8g3rk29Sfz1JSUlUqlSJmTNnAnDgwAFGjRpF586d2bVrFxcvXqRLly7s3LmTw4cP06RJE+Lj4/n4449ZvHgxFosFV1dXjh49SqNGjTAYDHh6etqeeY2PjycmJoZvv/0WgIyMDOBqkOzn54fRaMTf3x+TyWTX/EVERBxNwaqIiJRp/u7lSM/NuW59gHs5u/o9ePAga9asYdGiRbi5uVG9enW8vLzo1q0bixYtolmzZnTo0IF33nmHZs2aAVCrVi2ef/55mjRpQkJCArGxsdSsWZOVK1disVgwmUwcPXrU1rZp06b07NmTCxcuEBUVBYChGAdCiYiIlCYKVkVEpEwbHNyAWYdiitwK7G50ZnBwA7v67d69OwkJCQwcOBAvLy+MRiOvvvoqHTt2ZOLEibz00ks0btyY48ePM378eAAmTpxIWFgYJpOJnJwcJk+eTIMGDejWrRsDBgzAz88PHx8fAF544QVef/11IiMjycrKYvTo0fYvgoiISCmkYFVERMq0rgE12JySVOiQJXejM619qtAloIZd/RoMBkaPHl1kEBkTE2N7HRsba3sdHBzMkiVLCrUfPnw4w4cPL1T+4YcfFirbsmUL2dnZAISHh9szdRERkVJBwaqIiJRpRoOBaY0fIvq/eVaTcy4T8N88q12KmWdVRERE7KdgVUREyjyjwUC3wJp0C6zp6KmIiIjIfyl1jYiIiIiIiJQ6ClZFRERERESk1FGwKiIiIiIiIqWOglUREREREREpdXTAkoiIlHkWq5VNySdZfSKeFNMV/N08GFy9Ll0Dgu0+DTgmJoaxY8dSu3ZtrFYrVquVGTNmEBwcXGTbqKgo5syZU2Rf69evx8fHh4cfftiuuYiIiNyLFKyKiEiZZrFamfTrDmLTksmx5AOQbjYxK24PPyaf4p0mbe0OWNu1a2cLQH/66Sdmz57N+++/f9v99O/f367xRURE7mUKVkVEpEzblHyyQKB6TY4ln11pyUQnn6RbYPVij3Px4kWqVq3K4cOHmTp1KgDe3t5MmzatQLvIyEhWrVpF5cqVuXz5Mi+//DK7du0iMDCQ6tWrF7gD26lTJ7Zs2UJoaCj16tXj8OHDVK1alcqVK7N37158fHz44IMPMChXrIiI3IP0zKqIiJRpq0/EFwpUr8mx5LP6RLzdfW/fvp3Q0FAGDx5MWFgYXbp04Y033iAsLIzw8HA6dOjA4sWLbe2zsrJYsWIFUVFRLFy4kAsXLtzyWK1atSI8PJz9+/fTqFEjIiMjOX36NMnJyXbPX0RExJF0Z1VERMq0FNOVG9Yn36T+Rn67DfjYsWMMGTKE7OxswsLCAMjNzaVmzZq29omJidSpUwdXV1cAGjZseN2+rVZrgff16tUDwNfXlxo1agDg5eWFyWSye/4iIiKOpGBVRETKNH83D9LN1w/oAtw8SmQcX19frFYrDRo0YPbs2QQGBrJnzx5SU1NtbYKCgkhISMBsNgMQFxdXoA83NzfOnz8PwMGDBwvUaauviIjcbxSsiohImTa4el1mxe0pciuwu9GJwdXr2t33tW3ARqOR7OxsXnvtNerWrcuECRPIz7863jvvvENKSgoAPj4+DBs2jCeffBJvb29cXFxwdv7fn+pGjRrh5ubGkCFDqF+/Pt7e3nbPTUREpLRTsCoiImVa14BgNiefKnTIkrvRidY+AXQJKJxq5la0adOG7du3F1kXHh5e4H3NmjVp06YNeXl5ZGRksG7dOsxmM71796ZKlSr85S9/sbX9+OOPb9hfeHg42dnZRY4jIiJyL1GwKiIiZZrRYGBak7ZE/zfParLpCgH/zbPapRh5Vu3h7OxMRkYG/fv3x2Aw0K9fP6pWrXrXxhcRESlNFKyKiEiZZzQY6BZYvURS1BTXhAkTHD0FERGRUkGpa0RERERERKTUUbAqIiIiIiIipY6CVRERERERESl1FKyKiIiIiIhIqaMDlkREpMyzWK1EnzvN6hOJpJiu4O/mweDqtegSWM3u04Dnzp3Lzz//TGpqKiaTiaCgII4fP07//v0ZO3bsTa/fsmULycnJtG3blgkTJhAZGWnXPADmzZtHSEgI/fv3t7sPERGRu03BqoiIlGkWq5XJv8YSe+G8Lc9qutnMrLhf+THlLFObtLQrYB03bhwA69evJykpibFjx9pe34pOnToBcOrUqdseW0RE5H6gYFVERMq06HOnCwSq1+RY8tl1IZXo5NN0CwwqsfH27t3LiBEjOH/+PK+88goPPfQQ3333HZGRkVgsFlxcXFiwYAEbN24kKSmJgQMH2q69XruffvqJy5cvc+bMGSZMmECrVq3YuHEjCxcupFKlSuTl5RESElJin0FERORu0DOrIiJSpq0+kVgoUL0mx5LP6qTEEh3P1dWVJUuW8Pe//50VK1YAcOLECRYvXszKlSvx8fFh9+7dRV57vXY5OTksXryYKVOmsHz5cgDmzJnD8uXLWbp0KeXKlSvRzyAiInI36M6q3Lbvz6Sy8thp8q1WBodUpW9wgKOnJCJitxTTlWLV366GDRsC4Ovry+XLlwHw8fFh4sSJeHh4cOzYMfLy8oq89nrt6tevD0BgYCAmk4kLFy7g6elJxYoVAWjRokWJfgYREZG7QcGq3JYjl7J558BRrP99Pycukerl3WnuU9Gh8xIRsZe/mwfpZvMN60uS4XfPv2ZmZvLRRx/xww8/kJeXR2hoKFartdB1t9oOoGLFily6dIm0tDR8fHzYv38/nTt3LtHPISIicqcpWJXbsictg9//02hPWoaCVRG5Zw2uXotZcb8WuRXY3ejE4JBad3R8T09PmjRpQr9+/fDw8KB8+fKkpKTg4eFhVzsAZ2dnpk2bxogRI6hYsSKurq539DOIiIjcCQpW5bbUrVC+UFkdr8JlIiL3ii6B1diccqbQIUvuRida+/rRJaBasfr/bbqY374OCgqypaN57733btjHrba71md2djatW7fmiy++sHfaIiIiDqdgVW7Lg54VGBpSjbUnz2LFSt+gQDr5+zh6WiIidjMaDLzTpBXRyadZnfSbPKshtegSYH+eVRERESkeBatyS6xWK5v25rIvIR/wY2wtfx5t5oK7s5OjpyYiUmxGg4FugUElmqJGREREikepa+SWHD1jYc/RfCxWsFjh1wQrJ5IdPSsREREREblfKViVW5KaYbmlMhERERERkZKgYFVuSa3Awtt9iyoTEREREREpCXpmVW5JoI+Rfm1d2HnoagL6NvWdqeKj7zpEREREROTOULQhtyQ7y8L5I/n4XoQHPYw8EKC7qiJy/7BYrWw8e5YRMTvpveVHRsTsZOPZs1isv88sffs++OADOnfuTG5u7m1dZzabi0w9ExcXx8KFC4s9LxERkdJOwarckh0/mTlz0sKVy1aOJ+SzN+b2/tElIlJaWaxWJv/6M7PiDnI48xLpZjOHMy8xK+4gr//6c7ECVqvVyvfff8/DDz/Mpk2bbuvalJQU1qxZU6i8QYMGvPjii3bPSURE5F6hbcByU7m5Vi6kFvzH2rkz+Q6ajYhIyYo+d47YC2nkWAr+Xsux5LPrQhrRyefoFljFrr63b99O3bp1GTBgADNmzKBnz56EhoYydepUQkJCWLBgAYGBgTz66KOMGzeOvLw8LBYL06dP55NPPiE+Pp6FCxeSl5fHvn37uHz5MgMGDGDnzp3MmTOH8PBwoqOjMZvN+Pn5MX/+fIxGfQ8tIiL3B/1Fk5tydgZPL0OBskp6XlVE7hOrTyQVClSvybHkszopye6+165dS//+/WnYsCEZGRkcPXq0yHa//vorlSpV4tNPP2XChAlcvHiRF154gbp169ruotapU4dVq1YRHBwMgMVi4dKlSyxfvpyIiAhSU1NJSEiwe64iIiKlje6syk3ln7bSsq4TsYfzyc6yUsnbQIv/c3H0tERESkSKKadY9deTnp7O1q1bycjIYOnSpeTm5hIZGVmgjfW/W4w7duzIsWPHeP7553Fzc+Pll18u1F+tWrUKvDcajbi4uDB+/Hjc3d1JS0sjLy/PrrmKiIiURgpW5bqs+VYuh5vJS7TgDjwUBC5PuuHupbuqInL/8HdzJ91svmG9Pb7++muGDBnCuHHjAMjIyKBHjx7Uq1eP1NRUQkJCiIuLo0qVKsTGxuLt7c1nn33Gli1b+PDDD5k8ebItmAUKbe89dOgQmzdvJjIykqysLPr27VugvYiIyL1OwapcV16chbxEi+295RQYD1ugpYJVEbl/DK4ewqy4g0VuBXY3OjE4JMSufteuXcu8efNs7ytWrEjbtm1p0qQJb775JlWqVKFixYoA1K1bl4ULF7Ju3TosFgtjx47F19eXnJwc5s2bh7Nz4T/XISEhuLi48MQTT+Dq6kpgYCApKSk8+OCDds1XRESktFGwKtdlySr8Db0lU9/ai8j9pUtgIJtTCh+y5G50orWvD10CAu3qd8OGDYXK5s6dC8AzzzxTqO6zzz4rVPbll18WKmvTpg1t2rQBYMWKFXbNTURE5F6gYFWuy6WBEznRuXBtd5wz5DUwcio7n2rljBgMhhteLyJyLzAaDLzTpBnRyedYnZREiikHfzd3BoeE0CUgEKN+14mIiDiEgtXr+OCDD1i3bh0bN27ExaXow4TeeecdRo4cSUBAwF2e3V1iysTjkSvknakARie21snnvV/Syc6zUsPTiemtKlKlnFOhy45mXSApO4MW3lWp5Hr1Wa9jl09zNOsEf6jUAF/XSra2566c4VDmARpUaEyA+/9SQ1w2Z3A8bTc+5YIJrFC3RD9Wfr6Z8ym7cHJyw9evBQZD6d7WbL5whLyMJNyqtsLJvaKjp3NfsV5Mw3LuFMaq1TFUqHTzC+S+ZTQY6BZYxe4UNSJliTUvD8ux4xjc3DAEB+nLaxG5YxSsFuH3Sdx79uxZZLvJkyff5ZndPblbDpO/NR4Ao4sTlkFteO+Qley8q9uAj2fl88mhbN76Q4UC132auIdlx/cB4OHkzLxmPdifuYf3Ez8HwNXgwuyGr9DGpwnRyd8y7/DbWLBgxIkJ9cN42L8bZzIOEr77Jcz5lwFoV2MYj9Z9qUQ+l9mcwbYfR5KddQIAn8p/4P86LMBoLJ3/V8jYvYhLPy8HwOBSDr8e7+Pm38ixk7pP5O/fQ97Gr8BqBaMR5z8OxKme1lZE5Eas2dmYV0ZCRgYAhpo1cBnQXwGriNwRpfuWkoP8Non7tTQDkZGRDB48mEGDBvHhhx8CEBoaSlJSEufOneOFF17g2WefpX///mzbts2R0y826xUz+duP/K8gN5+UHcdsgeo1J7LzuJKfx+FLFzHl53MpN4fwpF9s9Vfy81iSuJtPk9bZyszWXD5JWgvAsmMfYuHqAU4W8vns+EIAtiQutQWqADuSPifblFYin+3E8a9tgSpA2vm9pJzbXiJ9l7T8nItc+iXc9t6ae5lL+5Y6cEb3D6vVSt6WTVcDVQCLhfyt0Y6dlIjIPSB/3y+2QBXAeuw41qQTN7hCRMR+pfN2koOtXbuWAQMGFEjivnbtWt5++23q169PZGRkgfQAiYmJjBw5kpYtW7J161ZWr15N+/btHfgJiik3HywFA9PAK1eoUcWJ41n/O3ykRoUsHv93DFl5eVR0cWFCg0bkWS0FrsvIvUxOvqlA2aW8bACy8zILlGf9931O7qUC5VZrPqb8y5THp3ifC8g1XypclptZREvHs+ZeAWvB00ktpsLzF3tYwVzw59Kac8VBcxERuYeYTIWKrDn25SIWEbkZ3Vn9nWtJ3JcsWcKIESNsSdynTZvGsmXLGDp0KOfPny8QrPr7+xMZGclrr73G+vXr7/mk7IYKHhhr+RUsbBjCG1U96ezvygMVnHmmTjl+zTxC1n8/a0ZuLiuOJfB/PkEFLnu8WmMe9fu/AmV9AzsD8Fhg3wLl3f/7vnlQvwLlNbxb4FOuYL/2CqreA6PRzfbe1c2bgCodS6TvkubsVQW3aq0LlJWv1/c6reV2GAxGjI3+UKDMqUlLB81GROTeYWz0IDj95rwKT0+MtWo6bkIicl/TndXfuV4Sd5PJRFhYGOXLl2fQoEE89thjtmvmz5/PU089Rbt27Vi5cuU9vw0YwKV/S/L3Hsd6IYtsr2qc2umJNT+fJ5xdqd7TlfK1jCw7cbnANWeuXObDll1YfyqOE5cv0r5ydTr51aB7ldo0qvAAR7JO0Ma7MV392wLwfO2XCSlfi0OX9tOwYjO6BvQCoGnVnni4VOBwyo/4lAumZfCAEvtcXhVq0eHhTzlx/GuMTm7UqPUErq4Vbn6hg1TuMoOsg+vIyziBR0hHPEI6OXpK9w3nR3ti8QvAcvYUxuAaGBs2d/SUxIEsVivR51JYk3SSFJMJfzc3BoUE0yXQ3+7TgGNiYhg9ejQbNmwgMPBq+pt58+YREhJC//79S3L6IneNMSAAl6eGkH/gAAZXN5z+0AyDq6ujpyUi9ykFq79zvSTujRo1YtiwYZQvX566detSp04dW5vu3bszZcoUfH19qVKlCufPn3fE1EuUwdUZ5/97AIBzS3Kw5l+9k2zNg7NbcqlX252OfoH8lHrOds1D/lXwcHJhaEiTAn25Gl0YXK17oTGcDE70rPI4Pas8Xqiurl8H6vp1KMmPZFOhUl0aNRt/R/ouaUaXclRoGuroadyXDEYnnJq1xqlZ65s3lvuaxWrl9V8OEJuWTk7+1UcZ0s25zI47zI/JqUxt2tDugNXZ2ZlJkyaxZMkSHUAj9w1jlUCMVezLPywicjsUrP7OjZK4DxkypEB5ePjVw29CQkLo1avXnZ+cg+RlF3x+NTfr6vtJDZsRmBjPwYx0mnn7MrxmyaaYERG5G6LPpRQIVK/JybcQm5bGv86l0LWKfSnK2rdvj9lsJiIigqFDh9rKZ8yYwd69e7FarYSGhtKnTx9CQ0Px9fUlIyODM2fO8O2333L69Gl69OhBTEwMeXl5vPTSS3z88cdMnjyZzMxM0tPTGT58OI0bN2bSpEmsWrUKgDFjxvC3v/2NBx54wP6FERERcTAFq3JTlRo4kX7gfwf9eDe4+qxKeWcX/lK3oaOmJSJSItYknSwUqF6Tk29hddJJu4NVgLCwMAYNGmQ7eO/y5cucO3eONWvWcOXKFZ544gnatWsHQO/evXn00UeZOHEiv/76KwcPHqR27drExsZy6dIlOnfuTFJSEr1796ZLly4cO3aM8ePHs27dOpycnEhMTKRChQpkZWUpUBURkXueglW5qaqdXXCtaCD7TD7lqxqp3MLF0VMSESkxKUWcbno79Tfj4+PDpEmTmDhxIq1bt+bKlSu0bHn1QC8PDw/q1q3L8ePHAahVqxYAXbp0YcuWLcTHxzNmzBh27NhBamoqY8eOxc3NjfDwcKKjo3FxcbEd6jdgwAC+/PJLKlWqRO/evYs1ZxERkdJApwHLTVmBs1lW4s9b+c+RfJKP59/0GhGRe4W/m1ux6m/F/7N353FVV/kfx193YROQTREURUFcct+itEyxGsvcw7QRM7epx5Rjg5a5lKaZppOWmZbVOFqi4tJm+tNMzaUotdHcUtQoFAQBZZPlLr8/zFsMqAgiLu/n4+Gje88533M+94R++dzv93tOREQEoaGhrFq1ChcXF/bs2QNAXl4ehw4donbt2gAYjRdOy/fccw/ffvst58+f57777mP37t2cPn2aOnXq8OGHH9KmTRumT59ORESEY3X6hx56iO3bt7N582YefPDBcscsIiJS2XRlVa7oxD4LSccuJKj5ubBvSyG+NU24uGmxEBG5+fULrs3MQz+XeCuwq8nIY8G1r8k448aNIy4uDnd3d/z8/Ojfvz8FBQUMGTKEGjWK3mbs5uaGr68vDRs2xMnJierVq9OkyYXHLjp37sykSZNYvXo11atXJz8/H5vNhqurK82bNyc/Px93d/drErOIiEhlUrIqV3QutegvcHYbZKXbcKllusQRIiI3j/sD/NlyuvgiS64mI+18fekS4F+mfsPDwwkPD3e89/DwYNOmTZdsf3HRvoveeecdx+sFCxY4Xt91112sX7++xD5sNhuRkZFlildERORGo2RVrsg30Ejqr3/8Amcyg1c13UEuIrcGo8HA1BZN2ZScwvI/7bP6WHBtupRjn9XrLSoqiuDgYFq3bk1OTk5lhyMiIlJuSlblioKbmsnLsZMUb8WlioGGdznh5HJz/PImIlIaRoOBBwJrlGvV38r2v1dmRUREbna6PCZXZDQaaHy3MzXCnfjFBP/3QyEHjlgqOywREREREbmF6cqqlEpSipXtPxQ63m//oRA/bwMB/npuVURERERErj1dWZVSSUopvkrmqRLKRERERERErgUlq1Iq1f2K/6iUVCYiIiIiInItKNuQUqkdaKJ1MzNmMziZoUVTE0EB+vERkVuDzW5nQ1Iqw77bR48tuxj23T42JKVis9vL3GdiYiIDBgy4ZH1UVBQJCQll7v+5557DarVesV1ERAQDBw4kKiqKxx9/nL59+3L48OEyj/tnq1evZvbs2SWOabFYeO+999i/f3+Z+3/++ed57LHHiszT3LlziY2NLXOfIiJy89Azq1Jq7Zo70aSxkRkHElhy+iy+W514tlEQnQJ8Kjs0EZEys9ntTPjvz/yQfs6xz2pGQSEzDx5nS3IaU1s2vCG3rykpSbyURYsWYTZfOOVv3bqVd955h7feequiQnMYMWJEuY7/9ttv2bZt2zWKRkREbjZKVuWqLEs4zebTZwFIzS9k6k+/0MrXEy9n/SiJyM3pq+QzRRLVi/KsNn5IP8em5DM8EFi9XGPExMTwySefYLfbue+++/j73//uqEtOTmbSpEnk5+dz7tw5oqOj6dChA3/5y19o2rQpCQkJPPDAA5w4cYIDBw7Qo0cPhg8fTkREBBs2bODXX39l4sSJWCwWPD09eeONNzCZLr34XWJiIl5eXgB8//33zJ49G5PJRHBwMJMnT+azzz5j8+bNZGZmcu7cOZ599lm6dOniGM9sNjN27Fh69OgBwJ49e3jiiSfIzc3lmWee4b777nOMdbFdy5YtefHFF0lOTsZqtfLKK69wxx13ONodPHiQKVOmYDKZ8PT05LXXXmPu3LlkZGQwcuTIEhPrxMREnn76aby9venSpQs1atQgJiYGm82Gk5MTc+fOZcOGDWzdupXc3FxOnTrFmDFj6NSpU7n+X4qIyPWjDEOuyqFzuUXeF9jsHM8+Tytfz0qKSESkfFYkJBVLVC/Ks9pYnpBU7mR15cqVTJkyhUaNGhETE4P9T7cXHz9+nGHDhtG2bVu2b9/O8uXL6dChAydPnuSjjz7CYDDQqVMntm3bhtlspk+fPgwfPtxx/IwZM/j73/9O+/bt+eyzzzh8+DBNmjQpMv7gwYM5f/48qampdOrUiejoaOx2OxMnTmTp0qX4+fkxe/Zs1qxZg8lkIjc3l3//+9+cPXuWyMjIIgno/3Jzc+Pdd9/l7Nmz9OvXj3vvvbdYm5iYGOrWrcubb77JgQMH2Lt3b5FkdeLEiUyfPp2wsDCWLVvGvHnzmDhxIhs3brzsFeD09HRWr16Nk5MT7777LgsXLsTFxYXo6Gh27doFQF5eHgsXLmTXrl28/fbbSlZFRG4iSlblqrT08SDuTKbjfRWTkQZVq1RiRCIi5ZOSV1Cu+tKYNm0a77//PomJidx1111FklV/f3/mz5/PypUrKSgowGK5sI+1j48P1atfSJJ9fX3x8bnwyEV+fn6RvhMSEmjZsiWA42pnTk5OkTaLFi3CZDLx+uuvc+bMGby9vUlLSyM1NZVRo3qBeg8AACAASURBVEYBcP78ee655x7q1KlDeHg4RqMRX19fvLy8SE9PL9Lfn+Nv3bo1BoMBHx8fPD09OXv2bLHPn5CQQEREBABNmjQplkynpaURFhYGQLt27Vi/fv0V5xSgdu3aODk5OebohRdewM3NjRMnTjjmsVGjRgAEBAQUmzsREbmxaYUcuSqP1a1B3zrV8XIyUd/TjVdbheBu1l6rInLz8nd1Lld9aaxYsYJJkyYRExPDjh07OHLkiKNuzpw59O3bl+nTp9O6dWtHImgo5XOyoaGh/PTTT45xLrX4kMFgYMyYMSQmJrJq1Sp8fHwIDAxk/vz5LFmyhKeffprw8HAAR3/p6elkZWXh5+eHs7MzZ86cwWKxcPToUUe/Bw4cAC4knDk5OY6k+lIxHjlyhPHjxxep9/X15dixYwDs3r2bOnXqlOqzX5yjrKws3nnnHWbPns0rr7yCs7NzkYRaRERuTrqyKlfFbDTwj8a1+Ufj2pUdiojINdEvOJCZB4+XeCuwq8nIY8GB5R4jLCyMQYMG4e7uToMGDRxXEQG6du3K5MmT8fPzIzAwkDNnzlxV388//zwvvfQSb7/9NlWqVOFf//rXJdsajUZeffVVnnjiCTp37szYsWMZMWIENpsNd3d3Xn/9dZKSkkhNTeWJJ54gOzubiRMnYjKZGDp0KEOHDiUoKAh/f39Hn3l5eY5nVidNmlRikt2/f39efPFFBg4ciNVq5eWXXy5S/8orrzBx4kTgwm3FM2bMuKo58PDwoHnz5vTq1Qs3Nzfc3d1JSUnBzc3tqvoREZEbi8Gurx4rRX5+Pvv376dp06a4uLhUSgy7d++mTZs2lTL27UzzXjk075WjMuf90KFDNG7c+IrtSloNGC4kqu18vW7Y1YAvJycnB3d39zIdu3r1ahISEnjuueeucVQ3t9L8POnfmcqhea8cmvfKcavN+5VyIl1ZFRGR25rRYGBqy4ZsSj7D8oQkUvIK8Hd15rHgQLoEVLvpElUREZFbhZJVERG57RkNBh4IrF7uVX9vBX369KnsEERERAAtsCQiIiIiIiI3ICWrIiIiIiIicsNRsioiIiIiIiI3HCWrIiIiIiIicsNRsioiIrc9m93OhlPpDP/2MD0372P4t4fZcCodWzl2d4uLi2P06NFFysaOHcvOnTsvecyrr77K6dOnSUpKYuvWraUeq2PHjiWW5+bmEh4ezkcffVTqvgDmzp1LbGzsJesTExNp06YNUVFRjj/Dhg0rVd/vvfce+/fvL1Xbo0ePsnv37lK1FRGRW49WAxYRkdvahX1Wj7MrLcuxz2pGgYVZB39l6+kMprQMuW7b14wfPx74Y6/T++67r1z9rVu3jt69exMbG8vAgQOvRYgODRo0YMmSJVd93IgRI0rddv369QQEBNxSewqKiEjpKVkVEZHb2ldJGUUS1YvyrDZ+SMtiU1IGD9T0vaZjxsXF8f7772M2m0lMTGTQoEFERkYSFRXF5MmTee+998jPz6dVq1YEBgYydepUAHx8fJg2bRpVqlRhwoQJxMfHU6tWLfLz80scZ+XKlbz66qv88ssvxMXFER4eTlxcHP/6178wm80MHDiQtLQ0vvrqKwoKCqhevTpz5swBLiSKn3/+OQUFBYwbN47mzZuX6rNFRUXRsGFDfv75Z2rWrElgYCBxcXH4+vry9ttv8+KLL9KjRw+Sk5NZvXo1VquV6OhotmzZwsGDB8nKyqJFixYMHz6cNWvW4OTkROPGjcnNzWX27NmYTCaCg4OZPHkyJ0+e5MUXX8RgMODq6sqsWbPw8fG5Nv+TRESk0ilZFRGR21psQkqxRPWiPKuNFQkp1zRZNfx+lTY5OZlPP/2UlJQUoqKiiIyMBMBkMjFixAgSEhLo1KkT/fr147XXXiM0NJQVK1awcOFCWrZsicViYcWKFZw6dYq//OUvxcY5duwYdrudkJAQ+vTpQ0xMDOHh4QAUFhayYsUKbDYb8+fPZ9GiRQA8/vjjHDt2DIDatWszadIkTpw4wejRo1m1alWR/o8cOUJUVJTjfevWrXnuuecAaNeuHRMmTODhhx+ma9eujBo1il69enH69OkifXh7e/P222+TnZ3Nvn37+PDDD7FYLDzwwAP885//pHfv3gQEBNCkSRO6du3K0qVL8fPzY/bs2axZs4aCggJatGhBdHQ03377LWfPnlWyKiJyC1GyKiIit7WUvIJy1V+Kq6srBQVFj83NzcXZ2RmLxUKDBg0wGo0EBARc8soowPHjx5k0aRJwIcmsV68eR48edVzprFmzJrVq1Sp23MqVK8nOzmbo0KHYbDb27dtHamoqACEhIQAYjUacnJwYPXo0rq6upKenY7FYABy33tarV4+0tLRi/V/uNuCGDRsC4Ofn5xjL09Oz2Oe8WOfq6kpqaipjxozBzc2N/Px8RxwA6enppKamMmrUKADOnz/PPffcw1NPPcV7773H4MGD8fX15fnnn7/kPIqIyM1HyaqIiNzW/F2dySiwXLa+LEJDQzlw4ADp6en4+vqSnZ3NgQMHqF+/PocPH3ZcYS2J0WjE/vviTvXq1WPmzJkEBASwe/duUlNTMZvNrFu3joEDB3LmzBmSk5OLHF9YWMj69ev57LPP8PT0BGDmzJmsWLGCtm3bOsY+fPgwmzdvJiYmhuzsbHr27OkYd//+/XTv3p34+Hhq1KhxVZ/9cp+tpHZbt24lNTWVWbNmkZKSwhdffIHdbsdgMGCz2fDx8SEwMJD58+fj4eHBpk2bqFKlCl9//TUtWrRg5MiRxMTEsHjxYsaNG3dVsYqIyI1LyaqIiNzWIoP9mXXw1xJvBXY1GekX7F+mfj08PIiOjmbo0KG4urpSWFjI6NGj8fLyuuKxDRo0YMGCBdxxxx28/PLLjBkzBqvVClxYMbhevXrs2bOHyMhIatasia9v0duUv/nmG5o3b+5IVAEeffRRnnzySVq3bu0oCw4OxsnJib59++Ls7ExAQAApKSnAhRV/n3jiCQoKCpg8eXKxGP/3NmCAN998s/QT9CfNmzdn3rx59OvXDxcXF+rUqUNKSgpNmzZl5syZhIaGMnbsWEaMGIHNZsPd3Z3XX3+drKwsxo4dywcffIDBYOCll14q0/giInJjMtjt5ViXX8osPz+f/fv307RpU1xcXColht27d2uFxUqgea8cmvfKUZnzfujQIRo3bnzFdiWtBgwXEtV2fp7XdTXgayUnJwd3d/fKDuOWUpqfJ/07Uzk075VD8145brV5v1JOpCurIiJyWzMaDExtGcKmpAxWJKSQkleAv6sz/YL96RLoc9MlqiIiIrcKJasiInLbMxoMPFDT95pvUSMiIiJlZ6zsAERERERERET+l5JVERERERERueEoWRUREREREZEbjpJVERERERERueEoWRURkduezW5nw6lzDN95gp5fH2H4zhNsOHUOWzl2d4uLi6Ndu3YkJyc7ymbPns2iRYuYP39+ueJ99dVXOX36dLn6EBERudEpWRURkduazW5nwo+JzDqQxM+ZeWQUWPk5M49ZB5KY+GNiuRJWs9nMuHHj+POW5lWrVuXpp58uV8zjx4+nRo0a5epDRETkRqdkVUREbmtfJWWyKy2HPGvRpDTPaueHtBw2JWWWue8OHTrg4eHB0qVLi5SPHj0agJiYGHr27MnQoUMZMGAAcXFxZGVlMXLkSKKiohg0aBBHjx4FICIigiFDhjBz5kyioqJISEggOTmZp556iieffJI+ffqwY8eOMscqIiJyo9E+qyIicluL/SW9WKJ6UZ7Vzopf0nmgpleZ+580aRL9+vWjQ4cORcqzs7NZvHgxn376KQCPPPIIAAsWLODuu+9mwIABnDhxgvHjx7N06VKSkpJYs2YNXl5eREVFAXD8+HGGDRtG27Zt2b59O8uXLy82joiIyM1KyaqIiNzWUvIKy1V/Jb6+vowbN44XXniBO++801F+/PhxwsLCcHZ2BqBJkyYAHDlyhLi4OL788ksAzp07B4Cfnx9eXkWTZn9/f+bPn8/KlSspKCjAYrGUK1YREZEbiW4DFhGR25q/q1O56ksjIiKC0NBQVq1a5SgLCgri2LFjFBQUUFBQwKFDhwAICQlhyJAhLFmyhDlz5tC9e3cAjMbip+w5c+bQt29fpk+fTuvWrYs8GysiInKz05VVERG5rUXW9WXWgaQSbwV2NRnoV9f3mowzbtw44uLiHO99fX0ZNGgQAwYMwMfHBycnJ8xmM0899RQTJkwgJiaG7OxsnnnmmUv22bVrVyZPnoyfnx+BgYGcOXPmmsQqIiJyI1CyKiIit7X7A6uyJbn4IkuuJgPt/NzpEli1TP2Gh4cTHh7ueO/h4cGmTZsA6NOnDxaLhXPnzrFq1SoKCgro3r07gYGB+Pj4MG/evGL9ffPNN47XS5YsASA4ONjxrKuIiMitRsmqiIjc1owGA1NbBbEpKZMVv6STkleIv6sT/er60iWwKkaDoULGNZvNnDt3jj59+mAwGOjVqxc1a9askLFERERuRkpWRUTktmc0GHigple5Vv0tizFjxlzX8URERG4mWmBJREREREREbjhKVkVEREREROSGo2RVREREREREbjhKVkVEREREROSGo2RVRERueza7nY0nsxmx4xS9Nv3KiB2n2HgyG5u9+N6rpZWYmMiAAQNK1bZjx45lHgcgNjaWuXPnlqsPERGRG41WA5YrshXYsReCyb1itm8QEalMNrudiXtS2JWW59hnNaOggFkH0thyOocprfwrbPsaERERuTQlq3JZmd8XcnabBXshuIUaqdbTGaOzfmkTkVvHplM5RRLVi/KsdnadyWNTUg4P1PQoc/9RUVH4+fmRlZXFnDlzGD9+PBkZGRgMBiZOnEhYWJij7ffff8+8efOw2+0UFBQwe/Zsfv31V95//33MZjOJiYkMGjSIyMhIdu3axbRp06hatSpms5kWLVqUOUYREZEbkW4DlksqzLCR8fWFRBXg/DEbWbsslRuUiMg1FvtLZrFE9aI8q53YE5nlHqN79+588MEHLFiwgLvvvpslS5YwefJkXn755SLtjh49yhtvvMHixYu58847+frrrwFITk5m3rx5LFy4kPfeew+A6dOnM3v2bBYtWkRQUFC5YxQREbnR6MqqXFLhmeK/vBWUUCYicjNLybv8l3BXqi+NkJAQAI4cOUJcXBxffvklAOfOnSvSLiAggFdeeYUqVaqQmJhIly5dAGjQoAFGo5GAgADy8/MBSE1NJTg4GIB27dpx/PjxcscpIiJyI1GyKpfkUtuIwRnsBX+UuYX8cTE+o6AAs8GAp5NTJUQnInJt+LuaySgouGx9eRmNF/7tDAkJoUWLFjz88MOkpaURGxtbpN1LL73EV199hZubGyNHjnSUG0p4ZtbX15djx44RGhrKTz/9hLu7e7njFBERuZEoWZVLMrkaqN7NyLnddmy54NHMhEdTMxabjdcO/szGpNMYDQb61K7FyIb1Kzvc24Y9JwPcqmIwmio7FJFbQmTdqsw6kFbircCuJgOR9apes7GeeuopJkyYQExMDNnZ2TzzzDNF6rt168ajjz6Kp6cnPj4+nD59msaNG5fY18yZM3nhhRfw8PDAw8ODhg0bXrM4RUREbgRKVqVE9rP5FKz4GcPpXLyrmHF6JARTQ18AvkpOYUPSaQCsdjuxvybSobofbXx9yLbk89Gvuzmek8bdvnXpVbNpiVcE5OrZM1Mo/HwS9pSjUMUX84PRmOrdWdlhidz0utR0Z0ty8UWWXE0G2lZzpUtg2a5YBgUFERMTU6TMx8eHefPmFWv7zTffADBu3LgS+woPDy/Wtn79+qxcubJMsYmIiNwMlKxKiQq/SsB+OvfCm1wLhZ8fxxjqjcFs5Jec3GLtT2Tn0MbXh/H7v+SHjN8A2H7mBFmWPAYFt7ueod+yLN+8eyFRBchNx7JhJsZhSzGYdBu2SHkYDQamtPZnU1IOsScyScmz4O9qJrJeVboEumvbGhERkUqiZFVKZE89X7TgvAWyC8Hbhbur+fLxL786qkwGA3f6+ZJekOtIVC/6v+SflaxeI/YzJ4oW5J6F3Azw9K+cgERuIUaDgQdqepRrixoRERG5tpSsSomM9b2xnvkjYTVUdyPF5MTGHwrIyndjYGADduckYTYaGFg3mDruVcizFlLF5ESutdBxXDUXLfhxrRjrtsX6py8DDL7BGJSoioiIiMgt6pZOVuPi4njuuecIDQ11lAUFBfHaa69VYlQ3B3Pn2gDYjmRgqO6GrXMd3v4mn6z83xuk+PBMeA2a1/pjkR9XkxNPh3ZgztGtWO12PM0u/C3k7kqI/tZkumco2O1YT8Rh9AvG1PFvlR2SiIiIiEiFuaWTVYD27dsza9asyg7j5lNoxX4+B+y54GTmeI6RrHxbkSY/nrQ6ktXTebnMPbqXI1lnub96WyL8A2jrG4SbyYk9Z4+x8Jf/41xhLt0C2vLX2p2K9PNVwhLikr7Aw9mXR0L+Rqh3y3KHH39iNcd+WYXZ5ModDYcRWKNo0nzy+Kckxq/AaHKhXuMhVKt5z1WPkZ8RT+qutynIOolncGeqtRqBwVhxf6WsaUc5n3kQm2s+zrXqYfauVWFjVQR7/nksW1dh++1njP51MHd6FIOnT2WHJSIiIiI3qFs+WS1JREQEGzZswGw2M3bsWHr06EFycjKrV6/GarUSHR3Nvn37+PLLLzEYDHTt2pWhQ4cyduxYDAYDp06dIj8/n+nTp1O3bl2WLFnCF198gcFgoHv37vz1r3+t7I9YboVrD2E7nAqA/ex5PPON4FyvSBvfKn8sOvLS/u/Yfy4dgJPnc3A2OHFv9XqcK8xh9E8fct52YQ/Dt4+vpZpzVf5SozUA3536nE+PvX2hk9xfWLD3OSa3/4wqTp5ljv1U8nb27JvheL/j+zE81CUW9yqBAKSdjuPw7mmO+n07n+euriuo4hFU6jHsNguJG/+JJTcFgPSfFmM0u+HX4skyx33Z8Qpzyf7in9jzMwHI+/49jK7euDTtUyHjVQTL18uwHYwDwHY2lcLcTJwfi67kqERERETkRmWs7AAq2s6dO4mKinL8+eijjy7Z1tvbm5iYGDw9Pdm4cSPLli1j2bJlbNq0iYMHDwIQHBzMf/7zH5555hlmzJhBfHw869atY+nSpXz88cesX7+eEydOXHKMm4XtWFqR99Xjk4gIM3ExPa3pZaBz2IXvOrIthY5E9aJv05IB+PHccUei6qhLP+x4fTD9uyJ1edZcjp/bW67Yk1OK9mmzFZKSusvxPi3p2yL1druV9NPfX9UY+RnHHYnqRTknv71E6/KznD7gSFQvKvy14sarCLYTB4u8tycexV5YcInWIteXzW5n48k8RmzPoPfGM4zYnsHGk3nY7MX3Xi2txMREBgwYcA2jhLlz5xIbG3tN+xQREblR3fJXVku6DfjDDz90vLb/6ReRkJAQAI4dO0bLli0xmy9MT6tWrTh69MKWIXfddZejbMqUKRw5coRTp04xePBgAM6ePUtCQgL16hW9CnmzMfh7YD+ZWeR9j2bOBNXIY0tyLiFeZsxmZ8BAFZOZANcqJOf9saVNqIfXhf9WCcCAATt/zHOoe6DjdU33UH7kqz/GwUiAe0i5YveqGlpCWX3Haw+v4vUeXvWLlV2Ok2ctDGY37JY/FqFy9ine77Vi8qkLRhPYrH+U+VXceBXBUL0m9l9//qPAuzqYte2OVD6b3c7E3ZnsPlNA3u9/xTIKLPzrpyy2JuXzSpuq2r5GRESkEtzyV1ZL4uzszJkzZ7BYLI4kFMDw+y8jISEh7N27F6vVitVq5b///S/BwcEA7Nu3D4A9e/YQFhZGSEgIDRo0YPHixSxZsoS+ffvSoEGD6/+hrjGnhxph8HEDwODlilO3RvyYdp7Re5L59GQmsw+mM+aH08CFLR/G39GW6i4X2td1r8qoBheeO61dpTrPhnTDzeiMAQP3+t1BZK0OjnE61+5PE78L711MVegTNopqbjXLFXvdOo9QJ+gvGDBiMrpwR8Nh+Po0dtQHBD9EQPBDgBGj0Zm6jZ/Eu1rzqxrD5OxOQPsXMbpUBcDNvznVWg4vV9yXY3SvTpV7R4PzhdWVzbXDcW05sMLGqwjmiP4YfAMuvPHwwekvgxx/50Qq06ZT+UUS1YvyrLDrTAFfn8ov+cBSiomJ4bHHHqNfv37MmzcPgKioKEaNGsXQoUNJSkriqaee4sknn6RPnz7s2LEDgHXr1vHYY4/x+OOP88Ybb5QrBhERkZvRLX9l9eJtwBcZjUaGDh3K0KFDCQoKwt+/+NYfjRo1onPnzvTv3x+r1UpERAQtW7Zk2bJlbNu2ja+++gq73c60adOoXbs2d955J48//jj5+fk0b96cGjVqXM+PWCGMAZ6YuzbDujcDg58LBj8P1hxKw/qnO+L2ZeRz5Fw+DbxcaO3jz6oOD7M04SCbUxP415E4htRtRkufGgyofR+9a95Nnq0Qb6eiW9m4mKvwVIs3yC44i7PJFWeTa7ljNxmduKvNK7RqFo3R6ISTuUrRz2Y00+TOSTRo+U8MRjPm/6kvraohD+IR3AlbQRZmN79yx30lLk1649zwIeyF5zG63XwLExn9AnF+chL27LNQpSoG4235XZncgGJPnC+WqF6UZ71Qf3+tsv/btHLlSqZMmUKjRo2IiYlx3NHTvXt3unTpws6dOxk2bBht27Zl+/btLF++nCZNmjBv3jxiY2Nxc3MjOjqanTt3ljkGERGRm9EtnayGh4df8uQeGRl52WOHDx/O8OHFr5Q9+eSTtG/fvkjZsGHDGDZsWNkDvQFZD5+jcPmvjve2I1k4tatarJ3Z+MeVsR1nEllw/EfH+/3nUlnVvjc+zq64mpxxNTlfcjwPZ+9rFPkfXJy9Llvv5Fz881wto8kZ43VIVC8ymF0xmMuf0Fcmg8e1/38tUh6p5y+Rqf4u5Qr1VzJt2jTef/99EhMTueuuuxzJ6sVHT/z9/Zk/fz4rV66koKAAi8XCr7/+SlpaGiNGjAAgOzubX3/99ZJjiIiI3Ip0aUNKZN2TUeS9/dR5HvV0xc30R3LappqJjxN+ZuTuH/g0MZEdZxKLHJNvs7I7I/m6xCsiUlbV3UyXrfe/Qv2VrFixgkmTJhETE8OOHTs4cuQIcOFOH4A5c+bQt29fpk+fTuvWrbHb7QQFBVGzZk0+/PBDlixZQlRUFC1atChXHCIiIjebW/rK6rU2ffr0yg7h+nEt/stZQ19XFtesxY6UXPxcjLwZv4fvz+UBsCcjg4iA4tvN1HW//NVNEZHKFlnPjX/9lFXircCupgv15REWFsagQYNwd3enQYMGhIWFFanv2rUrkydPxs/Pj8DAQM6cOYOvr69jFXur1UqtWrV46KGHyhWHiIjIzUbJqpTIfE91CuKz4Pfb30xtfDH6OOMP9A6uyk9nz3I6L6/IMVkFTnSoVosdZ07ibDQSFdyU+h4337OVInJ76VLThS1JxRdZcjVB22rORNR0KVO/QUFBxMTEANC/f/8idUuWLHG8fuSRR3jkkUeKHd+rVy969epVpOzZZ58tUywiIiI3IyWrUiKjvysuIxtiO56NwcsJY62iixDVcHXFCNj+VBZUxZ3oRm1Jyz+Pi8mEh/nSz6iKiNwojAYDU9pU5etT+cSeOE/KeSv+biYi67kRUdNF29aIiIhUEiWrckkGVxOmO0q+jdff1ZXhofV5//gxrHY7dd3dGVT3wt6yfi7lu2VOROR6MxoM3F/LtVyr/oqIiMi1pWRVyiyqXgjdatYiraCA+h4e2jNTRERERESuGSWrUi6+Li74upTteS4REREREZFL0dY1IiIiIiIicsNRsioiIlJB3nvvPQYPHsyQIUMYOnQohw8fvuo+du3aRXx8PAAdO3a8Ynu73U6fPn2YMWNGkfI33niDPn36sGvXLkdZamoqU6ZMueqYRERErgfdBiwiIrc9m93O1pNWPj1m4UyenWquBnqGmrmvlqnMqwHHx8ezZcsWPv74YwwGAz/99BPjx49n1apVV9XPypUr6dGjB/Xr1y9V+7i4OFq0aMHmzZsZNWoULr8/qrFu3To+//xzXF3/WESqevXqTJw48ariERERuV5KdWV13bp1xcqu9mQrIiJyI7LZ7Uz7oYB5ewuJP2fnbD7En7Mzb28h034owGa3l6lfX19fTp06xSeffEJaWhrNmjVz7Lt68OBBBgwYwMCBA3n66ac5e/YscXFxjB492nF8x44d2b9/P9u2bWP69OmcPn2a/Px8oqOj6d+/Py+//HKJ48bGxvLggw9yzz33sHbtWgDmz59PcnIyw4YNIzY2loEDBzJgwAB27drFgAEDAPjqq6/o27cvffr04dVXXwUu7Af7xBNPMGDAAEaOHInNZitxTBERkYpw2WR16dKlLFy4kNdee42FCxc6/ixYsIAFCxZcrxhFREQqzNaTVv6baiPPWrQ8zwr/TbXxzUlryQdega+vL3PnzuW7777j0UcfpUePHuzYsQOAiRMn8sorr/DRRx9x3333MW/evBL7aNq0Kffeey9jx46lRo0aZGZmMmbMGJYtW8YPP/xASkpKkfaZmZns37+f8PBwevfu7UiOn376aapXr86iRYswmUx4e3sTExNDQEAAABaLhWnTpvH++++zevVqPDw8OHPmDJmZmSxatIilS5eSmprKsWPHyjQXIiIiZXHZ24ADAwM5cOAANpuN/Px8R7nJZOK1116r8OBEREQq2qfHLMUS1YvyrPDJMQudgq7+qZmEhAS8vb0dz47u37+f4cOHs3HjRtLS0ggLCwOgXbt2rF+/nvvvv99xrP0SV3P9/PwcCaafnx/nz58vUv/ZZ59htVp59tlnMZlMHD9+nP3799O0adMi7UJCQoq8z8jIwMfHBx8fHwD+8Y9/AODk5MTo0aNxdXUlPT0dZZIdRgAAIABJREFUi8Vy1fMgIiJSVpc9+3bu3JnOnTvTrVs36tWrd71iEhERuW7O5F3+Nt8r1V/KwYMHWbFiBQsWLMDFxYU6derg6emJyWTC19eXY8eOERoayu7du6lTpw4uLi6cOXPGcexFBoPBcfut0Xj5p3dWrVrFu+++S0BAAO7u7ixdupSlS5cybdq0Iu3+d19sPz8/MjMzyczMpGrVqowfP56oqCg2b95MTEwM2dnZ9OzZ85JJtIiISEUo1VfFycnJjBs3jszMzCInqi+//LLCAhMREbkeqrkaOJt/6SSsmmvZFljq2rUrx44dIzIyEk9PT4xGI88//zxubm688sorjoWN3NzcmDFjBt7e3ri4uNC/f38aNWrkuMrZokULXn/9dYKCgi473oEDBzCZTISGhpKTkwNA9+7defPNN8nMzLzssUajkQkTJjB8+HAMBgMtW7YkODgYJycn+vbti7OzMwEBAaSkpHDHHXeUaT5ERESulsFeiq9J//KXvzB27FjCwsKKfBtbq1atCg3uVpafn++4NeviSo3X2+7du2nTpk2ljH0707xXDs175ajMeT906BCNGze+YrvNiRbm7S0s8VZgVxM808KpTLcBV6acnBzc3d0rO4xbSml+nvTvTOXQvFcOzXvluNXm/Uo5UanOvj4+PnTu3PmaByciIlLZ7qtlYsep4ossuZqgZXUjHWuZKi84ERGR21ipktW2bdvyxhtvcO+99xbJeJs3b15hgYmIiFwPRoOBce2c+eaklU/+tM9qr1AzHcuxz6qIiIiUT6mS1b179wLw448/OsoMBgOLFy+umKhERESuI6PBQKcg8013u6+IiMitrFRn5SVLlgBQWFiIk5NThQYkIiIiIiIicvk18H937Ngx+vTpwwMPPMDp06fp3bs38fHxFR2biIiIiIiI3KZKlaxOmjSJyZMn4+3tTY0aNXj66acZN25cRccmIiIiIiIit6lSJas5OTk0a9bM8f7BBx8kPz+/woISERG52cXFxdG+fXuioqIYOHAgAwcOZPv27dc9jrlz5xIbG3vdxxURESmvUj2z6uXlRXx8vGOP1f/7v//D09OzQgMTERG5Xmx2O3t+s7I13kLGeTs+bgbuq2+mde3yrQbcvn17Zs2aBUB6ejqPP/44//nPf6hRo8a1Cl1EROSWVapkddKkSYwbN474+Hg6dOhAjRo1mDlzZkXHJiIiUuFsdjsfflfAkRQbBb/vs5qdb2fFj4XsPWnlybucr8n2Nb6+vjzyyCNs3ryZffv2kZCQgM1mIzo6mrZt29KrVy9atWrF4cOH8fLyYu7cuXz++eds3ryZ8+fPO5LdDRs28Ntvv/HWW28REhLCxIkTOX36NBkZGTz00EMMHz6c4cOH4+/vT1ZWFi1atADg+PHjPP/888yYMYPQ0NByfx4REZGKVqpkNTg4mI8//pjc3FxsNhseHh4VHZeIiMh1sec3a5FE9aICK/ycYuPHRCttal+bLW2qVatGWloavr6+TJs2jfT0dAYNGsQXX3xBZmYmffr0oVmzZgwePNixbVxhYSHvv/8+Cxcu5JtvvuG9997jP//5Dxs3bqRHjx60adOGvn37kp2dzcMPP8zw4cMB6N69O126dGHu3LkcO3aM2NhY5syZQ1BQ0DX5LCIiIhWtVGffw4cP8/7775OZmYndbneUL1y4sMICExERuR62xluKJaoXFVhhy1HLNUtWk5KSWLRoEXXq1CmSjGZkZADQqFEjAAICAigoKACgYcOGAPj5+VGvXj0APD09SU9Px9vbm7179xIXF4e7uzsWi8UxVkhIiOP1tm3bADCbtY+siIjcPEp11hozZgyPPfYYYWFhjudWRUREbgUZ5+2XrT97hfrSSk9PZ/369QwfPhwXFxeGDx9OXl4e8+fPx8vLC+Cqz7GrV6/Gx8eH5557jiNHjvDZZ5856ozGP9ZQHDx4MNWqVWPs2LH8+9//1rlcRERuCqVKVl1dXRk4cGBFxyIiInLd+bgZyM6/dELq7Vb2xG7nzp1ERUVhNBqxWq28/PLLtG3blgkTJhAVFUVmZiZ//etfiySWV+Puu+/mueeeIy4uDg8PD6pVq0ZWVlaJbTt37sz69etZvHgxTzzxRJk/k4iIyPVSqmT13nvvJTY2lg4dOuDi4uIo9/Pzq7DARERErof76ptZ8WNhibcCO5ugU1jZbp0NDw9n586dJda9/vrrxcq+/vprx+vp06cXq+/Tp0+Jr7/44otibRcuXIi7uzsAzz77rKN8xowZpYhcRETkxlCqM/Ann3wCwPz58x1lBoOBTZs2VUxUIiIi10nr2ib+e7L4IkvOJmjob6RVkKnyghMREbmNlSpZ/fO3vSIiIrcSo8HAkLuc+THRypajFs6et+PtZqBTmJlWQeXbZ1VERETK7rLJ6rvvvsvf/vY3Xn755RIXY5g0aVJFxSUiInLdGA0G2tQ2X7NVf0VERKT8LntWDgsLA6Bly5bF6rSSoIiIiIiIiFSUyyarERERAMTHxzNmzJgidZMmTaJXr14VF5mIiIiIiIjcti6brE6aNImTJ0/y448/cuTIEUe5zWYjJSWlwoMTERERERGR29Nlk9Vhw4Zx8uRJpk+fzvDhwx3lJpOJ0NDQCg9ORETkerDb7RxIsPLDEQuZuXaqVjHQroGZJsGmMj/2EhcXx6BBg5g7dy4PPvggAFarlXvvvZcBAwYU2VLmorFjx9KjRw/at29frs8zduxY5syZg8mklYxFROTmddlkNSgoiKCgINasWUNeXh65ubnY7Rc2TrdaS9iQTkRE5CZjt9tZtaOAX5JtFP5+asvNt7N+VyE/J1rp08G5zAlrSEgIX375pSNZ/fbbb3Fzc7tWoV/S9OnTlaiKiMhNr1TLHi5cuJAFCxbg5eWFwWDAbrdrn1UREbklHEiwFklULyq0wolkGwd/tdIkuGyrBDdp0oT4+HjOnz+Pm5sba9eupVu3bgDMmjWLgwcPkpWVRYsWLZgwYYLjuOzsbMaPH09WVhYZGRkMHjyYZs2aMW7cOJYtWwbA3/72N8aMGcPatWv59ttvKSwspH///kRGRtKtWze++uorjh8/zowZM7BYLOTk5DBlyhQaN25ctokSERG5zkp19l2+fDkbN27E19e3ouMRERG5rn44YimWqF5UaIXvf7aUOVkF6NSpE1u2bCEiIoKUlBRat25NfHw8NWrU4MMPP8RisfDAAw/wz3/+03FMQkIC3bt35/777+fEiROMHj2aVatWYTKZOH78OFWrViUrK4v69evz6aef8vHHH+Pl5cWXX35ZZOz4+HhefPFF6tevz/Lly/nss8+UrIqIyE2jVGffwMBAvL29KzoWERGR6y4z116u+it55JFHeOuttzCZTHTq1AkAV1dXUlNTGTNmDG5ubuTn52OxWBzHVKtWjSVLlvDVV1/h5OTkqHv00Uf55JNP8Pb2pnfv3gC8/vrrvPbaa6SlpdG1a9ciY9eoUYN58+bh6upKRkYGtWvXLtdnERERuZ5KlazWq1ePJ554gvDwcFxcXBzlf150SURE5GZUtYqB3PxLJ6RVq5RvX/H69etz+vRp1qxZw9SpU/n666/55ptvCA0NZdasWaSkpPDFF1841oQA+PDDD2nTpg2RkZFs3ryZvXv3AvDQQw/x+OOP4+7uzvz58ykoKGDt2rXMmTMHu91O586d6dmzp6OfqVOnMmfOHIKDg5kxYwaFhYXl+iwiIiLXU6mSVX9/f/z9/QHIz8+v0IBERESup3YNzKzfVVjircBOJrizYdlvAb6oS5cuxMXF4efnB0CzZs3Yv38//fr1w8XFhTp16hTZEq5z585MmjSJ1atXU716dfLz87HZbLi6utK8eXPy8/Px8PAAwMfHh379+uHq6krv3r2pWrWqo5/u3bszYsQIfH198ff3L5IQi4iI3OhKdQZ+5plnSEtLY+/evVitVlq2bEn16tUrOjYREZEK1yTYxOHE4ossOZmgXoCRO+qUbVXd8PBwwsPDARgxYgQjRowAIDIyksjIyBKPmT59uuP1+vXrS2xjs9mKHD9y5EhGjhxZpM3atWsxm80MGTKEIUOGlCl+ERGRymYsTaMtW7bQt29f1q5dy7p16+jduzcbNmyo6NhEREQqnMFgoG8HZx5q50SAj4EqLhDgY+Chdk7l2ramIkRFRWGz2WjdunVlhyIiIlLhSnVl9a233iImJobAwEAATp06xd/+9jfHvnEiIiI3M4PBQJNgc7lW/b0elixZUtkhiIiIXDelurJaWFjoSFQBatasWWEBiYiIiIiIiJTqK+SLKxY++uijAMTGxhIWFlahgYmIiIiIiMjtq1RXVl999VWsVivR0dEMGzYMm83GK6+8UtGxiYiIiIiIyG3qsslqSkoKkZGRbN26lRdeeIFVq1bRtGlTdu/eTV5e3vWKUURERERERG4zl01Wp0yZQs+ePXn44YcdZXPmzOHhhx9mypQpFR6ciIjI9WC32zl6wsKqdXksXnWeVevyOHrCUq59SePi4hg9enSRsrFjx7Jz587yhltMREQEFosFgKSkJCIjI/n666+v+Thbt27liSee4Mknn2TQoEF8+eWXRepffPFFHnvssSJlUVFRREZGEhUVxcCBA+nZs2eFzIGIiNx6LvvM6i+//MLcuXOLlQ8ePJiVK1dWWFAiIiLXi91uZ8M3BSQm2bD8vs/q+Tw738QVcvxXKw92vLG2r7mckydP8tRTTxEdHU1ERMQ173/y5Ml8+umneHp6kp2dTc+ePWnfvj3e3t7k5OTw888/ExgYyL59+2jevLnjuFmzZhEcHAxAfHw8zz//PKtXr77m8YmIyK3lssnq5U7ON8uJW0RE5HLif7EWSVQvslghMclG/C9Wwupd+y1tpk+fzp49e7Db7URFRdGjRw+ioqJo3Lgxhw8fxm63M3fuXKpWrcrEiRM5cuQIQUFB/PDDD2zfvr1YfxcT1SlTptC4cWPgwmr+L774IidPnsRmszFy5Eg6dOhAr169aNWqFYcPH8bLy4u5c+disViIjo7m7NmzhISEEBcXx8aNG4uM4evry5IlS3jooYeoV68e69atw9nZGYC1a9dyzz330LRpU5YuXVokWf2zxMREvL29r/FsiojIreiytwE3b96cTz75pFj5J598Qr169SosKBERketl32FLsUT1Iov1Qn1Z7dy5k6ioKMefbdu2AbB582aSk5NZsWIFixcvZsGCBZw5cwaA1q1bs3jxYurUqcPWrVvZtm0bBQUFxMbG8o9//IO0tLQSxxo5ciTOzs5kZGQ4ypYvX06NGjWIiYlh3rx5vPTSS1itVjIzM+nTpw8xMTHk5eWxd+9e1qxZQ1hYGEuXLqVbt25YrcUn5Z133iErK4uRI0fSqVMnFi1a5KhbtWoVvXv3pnPnznz77becPXvWUTd69Ggee+wxOnbsyOeff65HiUREpFQu+1Xx888/z/Dhw1m9ejWNGjXCycmJn376idzcXBYsWHC9YhQREakwObmXfy71SvWX0759e2bNmuV4P3bsWODCrbBt27YFwM3NjQYNGvDLL78A0KhRIwACAgIoKCjg6NGjtGzZEoC6devi6+tb4lgzZszA3d2dqKgoFi5cSFhYGPHx8dx3330AVKtWDV9fX1JTUy85zsW2rVu3Ltb/uXPnSE5O5oUXXuCFF14gJSWFp59+miZNmuDv78/x48eZOnUqACaTidWrVzNkyBDgj9uAP/roIzZs2ECNGjXKOKMiInI7ueyV1apVqxITE8NTTz1FQEAA1apV45lnniE2NpZq1apdrxhFREQqjHuVyz/WcqX6sggJCWHPnj0A5OXlcejQIWrXrg0Uf8ymXr167N27F4DffvutyJXTP6tfvz61a9dm1KhRvPDCCxQUFBQZJz09ndTUVEeye7lx9u3bV6z/vLw8Ro4cSVJSEnAh+a1evTpms5nY2Fiio6P54IMP+OCDD1i4cCHLli0rtkDVwIEDqVatGu+8807pJ0tERG5bV3wIx2g00r59e9q3b3894hEREbmumjcy801cYYm3AptNF+qvtYiICL777jv69+9PQUEBQ4YMueTVxoiICLZs2cKAAQOoWbMmrq6ul+27V69efP3118ycOZMxY8Ywbtw4Hn/8cfLy8pg4caLjGdP/FRkZyfPPP09UVBT+/v6YzUU/d40aNRg/fjzPPPMMZrMZZ2dnwsPDadWqFWPGjOHzzz93tA0NDcXX17fEZ2snTJhAr1696NatG6GhoVeaKhERuY0Z7OVZl1/KLD8/n/3799O0aVNcXFwqJYbdu3fTpk2bShn7dqZ5rxya98pRmfN+6NAhx0JDl1PSasBwIVENCjRW+mrAx44d49ixYzz44IP89ttvDBkypNjCR/8rJycHd3f3qxpnz549FBQUcNdddxEXF8e8efNYvHhxeUK/pZTm50n/zlQOzXvl0LxXjltt3q+UE137r4tFRERuIgaDgQc7OhP/i5V9hy3k5Npxr2KgeSMz9euaKn31+8DAQGbOnMkHH3yAxWJh/PjxFTJOUFAQ0dHRvPnmm1itViZMmFAh44iIiJSWklUREbntGQwGwuqZK2SLmvKqUqXKdVnU0N/fnyVLllT4OCIiIqV12QWWROxWO9YThdhSyr51g4iIiIiIyNW68b5ClhuGPctG/gfnsJ+xAWBq54JzT49KjkpERERERG4HurIql2TZcd6RqAJYf8jHlqQrrCIiIiIiUvGUrMol2bNspSoTERERERG51nQbsFySqYUL1r0FfxRUNWKs51R5AYmIVBC73U7CcStHDlrIzbFTxd1AgzvMBIeUbzXg9957j507d2I0GjEYDIwZM4ZVq1YxbNiwS+6rKiIiIhdUWLJa0gm6UaNGV9XHrl278Pb2pn79+nTs2JFvvvnmsu3tdjsPP/wwnTp14oUXXihP+EUcOnSILVu28PTTT1+zPm90dosV7KcxdzZiO+2JwcOI+R43DE5X/qUts/A836Yfw8fJnXY+dSt924eKUJibSmZSHK5Vg3Gv3qyywxGRcrDb7ez4uoDkJBvW3590yM+zs+vbQhITrHToXLZ9VuPj49myZQsff/wxBoOBn376ifHjx7Nq1apr/AlERERuTRWSrF6rE/TKlSvp0aMH9evXL1X7uLg4WrVqxebNmxk1alSJG8uWRePGjUu1sfytwp5fSMHijdjPZAJgqO6F06P3Y3A2XfHY33LTGfHjfzhbeB6Ae/3CeL1ZZIXGe71ln/6R+K9HYbfmA1C98QCC2vyjkqMSkbJKOG4tkqheZLVA8ikbv56wEhxy9adLX19fTp06xSeffELHjh1p1qwZMTExREVFMXXqVD777DN+++030tLSSE1NZerUqTRv3pyYmBiWLVtGtWrVyM3NZdSoUQQHBzNp0iTy8/M5d+4c0dHRdOjQgQcffJAmTZqQmJhI48aNmTRpEtnZ2Tz33HPk5eVht9uZMGECd9xxBxEREdStW5fGjRvTo0cPpk6dCoCPjw/Tpk3Dw0ML6ImIyI2lQpLVS52gAQ4ePMiUKVMwmUx4enry2muv8fPPPxMbG8usWbMA6NixI++88w7btm3j4MGDLFy4kPz8fKKjozl58iQNGzZk8uTJxcaNjY2ld+/eVKlShbVr19KnTx8SExOJjo6mevXqnDx5kr59+7J7924OHjzI3//+d3r06MG6detYtGgRJpOJtm3b8s9//pO5c+fy448/kpuby6OPPsp3333HrFmzWL58OcuXL8dms9GtWzeGDx/OrFmzOHjwIFlZWbRo0eKm30jdejDBkagC2FPPYT30K+YWoVc8dlni945EFWBb2lEOZp7ijqo1KyTWypC8/9+ORBUg9fAKajQZhJOrTyVGJSJldeSgpViiepHVAj8fsJQ5WZ07dy4fffQRb731Fp6enjz33HNF2nh4ePD666/z6aefsnz5ckJCQli8eDGffvopAI888ggAx48fZ9iwYbRt25bt27ezfPlyOnToQFJSEh988AG1a9cmOjqaTZs2sWfPHu69914GDx5MfHw8Y8aMYc2aNSQlJbFmzRq8vLzo168fr732GqGhoaxYsYKFCxcWi01ERKSyVViyWtIJunPnzkycOJHp06cTFhbGsmXLmDdvHvfff3+xPpo2bcq9997L/7N359FRFYnbx7+3052QjaxgAiFAkCWCRASMRFFEZgQUUSAIYlQcRRxxiRAHjCAoKpuiLOKg4GAcQVBQdHgZB1HRwQkKCoR9MxhkCQGSEEIv6fv+wY8eMmHRTiCBfj7neE53Vd26de/hcHnsulW33347l112GUVFRWRkZBATE0P37t05cOAAdevW9bQvKioiJyeHiRMnEhERwejRo+nVqxcAe/bs4Z133mH79u08+uijfPHFF+zcuZNx48Zxww03MH36dBYsWEBgYCBDhw5l5cqVADRt2pQRI0aQnZ3Nf/7zHw4ePMjs2bNZvHgxVquVcePGcfToUSIjI5k9ezYul4s//OEPPPXUUwQFBZ2PW3thOE7zr7bTlZ1GaZnzNGWO07S8eLldpeULzLJy4VVELi7HSsxK1Z9Jbm4u4eHhjB8/HoCcnBweeughYmNjPW1Ovh4TExOD3W5n586dNG3aFH9/fwBatmwJQN26dZkxYwYffvghDocDl+vE38n169enQYMGALRp04adO3eyfft2unbtCsDll19OQUEBAFFRUYSFhQEnwu/o0aMBcDqdNG7c2KtrFBEROZ/OS1g90wP6X//6FwUFBTRt2hSA9u3bs3Tp0nJh1TRP/4+CqKgoYmJiPJ9LS8sHhsWLF1NWVsZDDz0EnHgQ5+TkEB4eTlxcHEFBQURGRhIXF4e/vz8hISHY7XZ2795NQUEBgwYNAuDo0aPs3r0bgISEhHLnyMvLo3nz5p7pxZmZmbhcLvLz88nIyCAwMBC73e75R8TFyu+KeFwrN8LxEyHTDAxgrzOeIwvtBEUZxF9jwxZ4+ve3esZexecHNlBmnlg1OCEomqvC4y/Y2C+E6Ka9KMlf7/leu/51+AfHVOOIRKQygoIN7MfPHEiDgr17737jxo3Mnz+fN998k4CAAOLj4wkNDcVi+e9C/P/7LmxcXBw7duzA4Tjx9++mTZsAeO2117j77rtJSUnhvffe49///jcA+/btIz8/nzp16rBmzRpuvfVWDh06xE8//URSUhI7duwgNDQUoNx5GzduzMSJE4mJiWH16tXk5+d7dY0iIiLn03kJq2d6QPv5+REZGcmOHTto0qQJq1evJj4+noCAAA4ePOg59iTDMHC7T4SeUx+yp/PRRx/x17/+lSZNTkxVff/993n//ff585//fNaFMeLi4qhXrx6zZ8/GZrOxcOFCEhMTWbZsWYVzxsfHs3PnThwOBzabjcGDB9O1a1fy8/OZNGkSBw4c4LPPPjtj4L5YGKFB+N//R8rW7gDDIM/dhF9/BHBTtBeOFZhc2ev07wMnhTfgrTb38c8DOUTagulZrw1+xqW1Q1JkQjesgZEU5n1DrdoNiWrSo7qHJCKV0OwKKz985zztVGA/KzRv6d2jsmvXruzYsYPU1FRPSH366aeZM2fOGY+JjIzk3nvvpX///kRERGCz2bBarXTt2pUxY8YQFRVFbGys55np7+/P888/z/79+2ndujWdO3fm6quvJiMjg88//xyn0+l5N/VUzz33HBkZGZSVlQHw4osvenWNIiIi59N5CatnekAHBgby/PPPM3LkSAACAwMZP3484eHhBAQE0K9fP1q0aEFExIl3/5KSkpgwYQJxcXFnPd+GDRvw8/PzBFWAHj168Prrr5OWlnbWYyMjI0lLSyMtLY2ysjLq169Pt27dzth24MCB3HPPPQB069aN66+/nqysLPr27esJ5gcOHPBMtbpYWSJCsHRKAuDQe8eB/wbwor1uHMdM/INO/z8BEmvHklg79rR1l4rascnUjk2u7mGISBVomOBH3s8VF1nys0JMPQvxjc+9uNzpGIbBkCFDGDJkSLnyk7OJHnvsMU9ZcnIyycnJuFwuCgsL+eijj3A4HPTo0YPY2Fjatm3reX/1VLVq1WLq1KnlyiIiInj99dcJDg4uV37qivqtWrUiKyvLq+sSERG5UAzzYv8Z8CJlt9vJycmhVatWVbZq8e+1evVq2rZte852GxbbOfKL2/PdGgDtB9bC4nfpbUlzIfzW+y5VS/e9elTnfd+0adNvXsndNE127ypjy4b/7rPavKWV+MaV22fVGxMnTuS7777DMAy6dOly1m3TzrStW0lJSYWwKpXzW/486e+Z6qH7Xj1036vHpXbfz5WJzts+q3LpaJRiY+NndhwlYLFCwg02BVURuaQYhkHDBKtXq/5WtYyMjN/c9lz7j4uIiFzMqv+pLDVecLSFtmm1OHbIpFZtA2uAgqqIiIiIiJxfCqvym1j8DELqKKSKiIiIiMiFcWkt0yoiIiIiIiKXBIVVERERERERqXEUVkVExOeZpsmv212sXHSc5e+VsnLRcX7d7qrUvtnZ2dmkpKR4tkfr168f8+fPp3Pnzrhc5Td1XbFiBQsWLCAvL4/+/fsDkJ6e7tkH9beaOXMmOTk5Xo9ZRESkJtE7qyIi4tNM0+THfzko2PPffVYdpSYbvnGyb2cZbf7g7/X2NSkpKUyaNAk4sTx/t27dOHbsWIV2N9xwAwB5eXmessmTJ//u8w0aNAg4sXWNiIjIxU5hVUREfNreHWXlgupJZS4o2ONm744y6l1e+cdlSUkJFosFq9XKqFGjyM3NJTIykldffZVPP/2U3NxcUlNTPe07d+7M559/zrPPPothGPz666/Y7XbGjRuH1WrlqaeeIjIykgMHDnDTTTfx2GOPMXz4cG6//XZyc3P5z3/+w7Fjx/j111/JyMigU6dOrFq1ismTJ+Pn50fDhg0ZM2YMe/bsYcSIERhXDRqVAAAgAElEQVSGQa1atZg0aRIRERGVvl4REZHK0jRgERHxaT+vd1UIqieVuU7Ue2vlypWkpaVx7733kpGRwZgxY/D39yc1NZW///3vlJaW/qZpuw0bNmTOnDkMGTKE8ePHAyd+hZ0wYQILFizgu+++Y+PGjeWOOX78OG+99RZjxozhb3/7G6ZpMnLkSKZNm8Z7771HdHQ0ixYt4ttvvyUpKYk5c+Zw//33c+TIEa+vV0REpCrpl1UREfFpx0vO/l7querP5tRpwKdq2bIlANHR0ZSWlp6zn2uvvRaANm3a8MILLwCQmJhI7dq1AUhKSmLnzp3ljmnRogUAMTEx2O12Dh06RH5+Pk8++SQApaWlXH/99QwePJiZM2dy//33ExkZydNPP+3l1YqIiFQt/bIqIiI+rVbw2d9HPVe9NyyW3/f4XbduHQBr1qyhadOmAGzfvp3S0lLKysr46aefuPzyy8/aR0REBLGxscyYMYOsrCweeeQRkpOTWb58OUlJSbz33nt06NCBd99917uLEhERqWL6ZVVERHxaoyutbPjGedqpwH7WE/XV7ZtvvmHZsmWYpslLL70EgM1m44knnuDgwYN07drV80vqmVgsFoYPH86gQYNwu90EBwczYcIEiouLGT58OLNmzcIwDEaNGnUhLklEROScqv8JLCIiUo1im/ixb2fFRZb8rBBV30JsEz+v+k1OTiY5OblC+fLlyz2fx40bV6F+7ty5FdoNHDiQlJQUz/e8vDzq1KnDzJkzyx17sr+kpCSCg4MBiIuL8/TZsWNHOnbsWO6YqKgo5s2b97uuTURE5EJQWBUREZ9mGAZt/uDP3h1l/LzexfESk1rBBo2utBLbxM/rbWtERESkchRWRUTE5xmGQb3LrVWyRU1VO92vr6f+WioiInKp0gJLIiIiIiIiUuMorIqIiIiIiEiNo7AqIiIiIiIiNY7CqoiIiIiIiNQ4CqsiIuLzTNPkwBYXP80/zqrZpfw0/zgHtrgwTbNS/W7dupUHH3yQtLQ0evfuzVtvvXXGtmlpaeTm5np9rs6dO+Nyld8sdsWKFSxYsMDrPkVERKpTzVv2UERE5AIyTZPN/8/BkV/cuP8v6zlLTXZ85aRgRxktuvl7tX1NUVERQ4cOZerUqTRq1Ain08nDDz9MXFwc3bp1q+KrOL0bbrjhgpxHRETkfFBYFRERn5a/taxcUD3J7YIjv7g5uK2MOs1+/+Ny+fLlXHfddTRq1AgAm83GlClTCAgIYNy4caxZswbTNElLS+P222/3HFdUVERGRgZHjx7FNE2effZZrrjiCm655RZatWpFbm4uf/jDH9i1axcbNmzg9ttv56GHHgJg5MiR5OXlER4ezsSJE1myZAm5ubmkp6czadIkNm7cSHFxMUlJSTz77LNe3zMREZELQWFVRER82q9rXRWC6kluF+z5yeVVWN2/fz8NGjQoVxYSEsKXX37Jvn37mD9/PqWlpfTu3ZuUlBRPmxkzZnDjjTdy9913s337djIyMli0aBF79uzhvffewzAMOnXqxDfffIPVaqVXr16esNq/f39at27NhAkTWLBgAcHBwQAcPXqUyMhIZs+ejcvl4g9/+ANPPfUUQUFBv/u6RERELhSFVRER8WmOo2d/L/Vc9WcSExPD9u3by5Xt2rWL7du3065dOwACAwNp1qwZP//8s6fN9u3bufPOOwG4/PLLKSgoACAiIoI6deoAEBkZSUREBAB2ux048ctt69atAbjyyitZtWoVV155JQC1atUiPz+fjIwMAgMDsdvtFd5vFRERqWm0wJKIiPg0/5Czv496rvoz6dSpE8uXL2fPnj0AOBwOxo4dS506dVizZg0Ax48fZ9OmTeV+gU1ISPDU79ixg9DQUIBzvjfrdDrZvHkzAD/++CNNmzb11H399dfk5+czceJEhgwZwvHjxyu9eJSIiMj5pl9WRUTEp9VLsrLjK+dppwJbrFD/Ku8elWFhYbz00ksMHz4cgJKSEnr06EHPnj3ZsGED/fr1w+Fw8MADD3DZZZd5jhs8eDAjRozg008/xel0Mnbs2N90vlq1ajFnzhx2795N3bp1ycjI4NNPPwWgdevWTJ8+nb59+xIQEEB8fDwHDhwgLCzMq2sTERG5EBRWRUTEp9Vp5kfBjoqLLFmsEN7AQnRTP6/7TkpKIisrq0J5ZmZmhbJT27355psV6lesWHHWz0uWLPGUlZSUYLPZ6NWrl6ds4cKFv3P0IiIi1UthVUREfJphGLTo5s/BbWXs+cmF46iJf4hB/ausRDf182rbGhEREak8hVUREfF5hmFQp5nVq1V/RURE5PzQAksiIiIiIiJS4yisioiIiIiISI2jsCoiIiIiIiI1jsKqiIiIiIiI1DhaSUJERHyeaZoc2VzGwTUunEdNbCEG0VdbCW/h/WrA2dnZpKen06RJEwCcTie9evWib9++FdouXLiQ3Nxc0tPTPWUrVqxg//79pKamnrb/efPm0a9fP6/GJiIicjFQWBUREZ9mmia7P3VQvNuN6TxRVnbMZM8yJ0Xbyojv4e91YE1JSWHSpEkA2O12unXrxm233UZQUNA5j73hhhvOWv/GG28orIqIyCVNYVVERHzakc1l5YLqSaYLinPdFG4pI7xF5R+XJSUlWCwWvvrqK+bNm4fb7cZmszF16lRPm/z8fB577DEyMjLIzc0lNzeXP//5zzz11FMUFRVht9t59tln+fe//82hQ4d44YUXSE9PJzMzk+LiYg4fPsz9999Ply5duOOOO2jTpg2bN28mLCyMqVOnYrPZKn0dIiIiF4rCqoiI+LSDa1wVgupJpgvyV7u8DqsrV64kLS0NwzCw2WyMGTOGnJwc3nrrLQICAhg6dCg//PADcCKoDhkyhOeee44rrriC3NxcAHbv3s3hw4d566232LdvH/v37+eRRx5h7ty5jBw5kg0bNtCjRw+6dOnCrl27GDZsGF26dKGoqIhevXpx5ZVXcv/997N27VratWvn1XWIiIhUB4VVERHxac6j5lnrXeeoP5tTpwGf9Ouvv/KXv/yFwMBAdu3ahcvlAuCbb74hKioK0yx/vqZNm9K7d28ef/xxTNPkwQcfLFcfHR1NVlYWy5Ytw2azefoDaNGiBQAxMTE4HA6vr0NERKQ6KKyKiIhPs4UYlB07cyC1hnj3vurpFBcX88Ybb7B8+XJcLhdpaWmecNqrVy+6du3K8OHDmT9/vueYLVu2UFhYyKxZs9ixYwdDhw7l448/9hw3e/Zs2rZtS2pqKl9++SVr1671HOvtu7YiIiI1gcKqiIj4tOirrexZ5sR0VawzrFCnbdU9KkNCQmjdujV33HEHgYGBBAcHc+DAAQIDAwFITEzk5ptv5pVXXvH8KtqoUSOmTp3KF198gdvt5s9//jMAjRs3ZsSIEfTs2ZPRo0ezcOFC6tSpg91ux+12V9mYRUREqovCqoiI+LTwFn4UbSujONddLrAaVghtaCGsuZ9X/SYnJ5OcnFyuzDAMXn/99bMe9/jjj1comzZtWoWyd9991/N56dKl5epKSkpYvny55/u4ceN+05hFRERqEoVVERHxaYZhEN/Dn8ItZeSvduE6amINMajT1kpYc+/3WRUREZHKUVgVERGfZxgG4S2sVbJFjYiIiFQNS3UPQEREREREROR/KayKiIiIiIhIjaOwKiIiIiIiIjWOwqqIiIiIiIjUOFpJQkREfJ5pmpRsLKP4exeuIhNrbYPQ9laCr/B+NeDs7GzS09Np0qSJp+zaa6+lZcuWdOrU6bTHpKWlMXbsWBo2bOjVOXNzc3n22Wd58803vTpeRESkJlFYFRERn2aaJvkLHRz/2Y3pPFHmOGZyaKmTY5vLqNPL3+vAmpKSwqRJk6pwtCIiIr5DYVVERHxaycayckH1JNMJx392c2xjGcEtq+ZxOXXqVGJiYoiPj+ftt9/GarWSl5fHvffeS2pqqqfdvn37GD16NHa7ncLCQoYOHcp1113HLbfcQlJSEjt37qRFixaMHTuW/Px8hg0bhtvtpk6dOlUyThERkZpAYVVERHxa8feuCkH1JNMJRd+7vA6rK1euJC0tDQCbzUabNm08dfv27eOTTz7hwIEDpKWllQurO3fu5MEHH6Rdu3Z8++23fPDBB1x33XXk5eWRlZVFdHQ03bp1Y9++fcyZM4cePXrQp08flixZwty5c70aq4iISE2jsCoiIj7NVWRWqv5s/nca8NSpUz2fmzVrhsViISYmBrvdXu64unXrMmPGDD788EMcDgculwuAyMhI6tat62ljt9vZtm0bd955JwDt27dXWBURkUuGVgMWERGfZq199vdRz1XvrbO9B/vaa6/Ru3dvxo0bx9VXX41pmmc8JiEhgTVr1gCwfv368zJWERGR6qBfVkVExKeFtrdyaKnztFOBDRvUbn/hH5Vdu3ZlzJgxREVFERsby8GDB8/Y9oknniA9PZ1//OMfNGjQ4AKOUkRE5PxSWBUREZ8WfIUfxzZXXGTJsEGtRhaCrvDzqt/k5GSSk5PLlT322GPl6k9asWIFAFlZWQA0bNiQ2267rUKfJ9ud2hZg5syZ5dqVlJR4NWYREZGaRGFVRER8mmEY1Onlz7GNZRSdss9q7fZWgiqxz6qIiIhUjsKqiIj4PMMwCG5prbItakRERKTytMCSiIiIiIiI1DgKqyIiIiIiIlLjKKyKiIiIiIhIjaOwKiIiIiIiIjWOwqqIiPg8023iWOui+M3jFI0vpfjN4zjWujDdptd9Zmdnk5KSQlpaGvfccw8DBgzgl19+qfRYs7OzGTZs2G9qm5ubS1pa2u/qf+HChUyePNmboYmIiFQpLXsoIiI+zXSbHJvnwLXDDf+3z6pZYlK62IlzYxlBd/ljWLzbviYlJYVJkyYB8PXXXzNx4kSmTJlSVUMXERG5pCmsioiIT3OuLysXVP9bAa7tbpw5Zfi3rvzj8siRI9SrV49Vq1Yxffp0TNPE4XAwefJkdu/ezdtvv43VaiUvL497772X1NRU1qxZwwsvvEBoaCghISEkJiZyzTXXePrMyspi2bJlOBwO6tSpw2uvvUZBQQHp6ekn9o+tU8fTdtWqVUyePBk/Pz8aNmzImDFj2LNnDyNGjMAwDGrVquUJ1mvWrOFPf/oTBw8e5KmnnuLGG2+s9PWLiIj8XpdUWP3ll1+YMGECR44cwel0csUVVzBs2DCCgoKq/FybNm3iq6++4pFHHqnyvkVE5MKxf+eqGFRPcoJ9pcvrsLpy5UrS0tJwOBxs3bqVt956iy1btvDqq68SFRXFq6++yvLly7n88svZt28fn3zyCQcOHCAtLY3U1FTGjx/Pq6++SuPGjXn66afL9e12uykqKuJvf/sbAHfffTc7duxg4cKFdOvWjQEDBrBkyRLmzp2LaZqMHDmS999/n6ioKCZPnsyiRYtwOBwkJSUxdOhQvvvuO44cOQKAv78/s2bNYu3atUyZMkVhVUREqsUlE1aPHz/OkCFDeOmll2jZsiUAH330EcOHDz8vU64SExNJTEys8n5FROTCMgvP/l7querP5tRpwLt27aJfv368+OKLPP/88wQFBZGXl8fNN98MQLNmzbBYLMTExGC32wHIz8+ncePGALRp04aDBw96+rZYLNhsNoYNG0atWrU4dOgQLpeLbdu20bVrVwDat2/P3LlzOXToEPn5+Tz55JMAlJaWcv311zN48GBmzpzJ/fffT2RkpCcQn3yORkVFcezYMa+vX0REpDIumbD61Vdfcc0113gesAC9e/fm/fffZ9WqVbz++uu4XC5CQ0N59dVX2bt3L2PHjgUgIiKCl156icDAQEaOHMn+/fs5fPgw3bp146GHHiItLY3ExEQ2b96MaZpMnTqVLVu2sGDBAiZNmnTaaVgWi9auqk7FJXv4Zu0LHDi8jroRremYNJLQ4PrVPSwRqYGMMAOz5MyB1Ajz7n3V/xUVFYVpmowaNYovvviCwMBAHn/88f+ex6h4nvDwcHJzc2nYsCHr1q2jXr16nrrNmzfz5ZdfMnfuXI4ePUrPnj0xTZOEhAR++uknkpKSWL9+PXDiORcbG8uMGTMICQnhiy++ICgoiOXLl5OUlMTjjz/O3Llzeffdd2nRosVpxyIiInKhXTJh9ZdffiE+Pr5Cef369XnjjTd49NFHSUlJYfHixWzevJlJkybx8ssv06RJE+bPn89bb71Famoqbdu2pXfv3hw9epTu3bvz0EMPAXD11VfzzDPPkJmZyddff01MTAxw5mlYTZs2vWDXLhV9s/YF9h/6EYD9h37km7Uv0D3lzWoelYjURAEdrJQudp5+KrANAlK8f1SenAZssVgoKSlh+PDhbN68mT59+hAaGkpERAT79+8/40ydUaNGeV5nMU2z3HOuYcOG2Gw2evfujb+/PzExMRw4cIAnnniCxx9/nGXLltGgQQPgxK+ww4cPZ9CgQbjdboKDg5kwYQLFxcUMHz6cWbNmYRgGo0aNYu3atV5fr4iISFW6ZMLqZZddxqZNmyqU7969m2PHjnHVVVcBcPvttwOwc+dORo8eDYDT6aRx48aEh4ezdu1asrOzCQ4OxuVyefpp0aIFADExMTgcDk/5maZhSfU6cHjdWb+LiJxku9IP54bTLLJkA+vlFmyt/LzqNzk5mZUrV/6u9ietWLECgA0bNjBr1ixq167N8OHDiY2NJTk52dP23XffPW1fU6ZMITg4uFxZx44d6dixY7myqKgo5s2bV66sSZMmns9xcXHMnTv3N1+DiIhIVbpkwurNN9/MzJkz6d69O1deeSUAc+fOpX79E1M/169fT3JyMvPnz8cwDBo3bszEiROJiYlh9erV5Ofns3DhQiIiIkhPT2fr1q0sXrzY0/+ZpkSdaRqWVK+6Ea09v6ye/C4icjqGxSConz/OnDLsK12YhSZGmEFAihVbKz+vt62pChEREdx3330EBAQQExNDt27dqm0sIiIiF9olE1aDg4N54403eOmllzhy5AhlZWUkJiYyfvx4CgoKGDVqFNOmTSMoKIhXXnmFxMREMjIyKCsrA+DFF1+kSZMmpKenk52dTUhICNHR0RQXF5/1vGeahnXFFVdciMuWM+iYNLLCO6siImdiWAz8W1urZIuaqtS9e3e6d+9e3cMQERGpFjXrqVxJ8fHxvPlmxfcSQ0JCmDNnTrmyVq1akZWVVaHtZ599VqHs1HaPPfaY5/O5pmFJ9QkNrq93VEVERERELmJaslZERERERERqHIVVERERERERqXEUVkVERERERKTGuaTeWRUREfGG6TYpW+fAtbIUs9CNEWbBmhKIX2v/Sq0GvHXrViZMmIDdbufYsWN07dqV1q1bs2DBAiZNmlSu7YsvvsiDDz7I/PnziYmJITU1tbKXJSIiclFTWBUREZ9muk0cc4txb3d69lk1S8pwfnKUsg02/PuHehVYi4qKGDp0KFOnTqVRo0Y4nU4efvhh4uLiTts+MzOzMpchIiJyydE0YBER8Wll6xzlgqqHE9zbnZStd3jV7/Lly7nuuuto1KgRADabjSlTplC7dm127tzJoEGDuPPOO/nwww8BSEtLIzc3t1wfr7zyCv369aNfv37885//9GocIiIiFyv9sioiIj7NtbK0YlA9yQmuf5diTQr43f3u37+fBg0alCsLCQnBarXicDiYPn06hYWFDBgwgD59+lQ4/uuvv2bPnj3MmzeP48ePc9ddd5GSkkJoaOjvHouIiMjFSGFVRER8mlnorlT9mcTExLB9+/ZyZbt27WLdunU0b94cm81GdHQ0paWlpz1+69atbNiwgbS0NACcTid79uyhRYsWXo1HRETkYqNpwCIi4tOMsLM/Cs9VfyadOnVi+fLl7NmzBwCHw8HYsWOpV68ehnHud2ATEhLo0KEDWVlZzJkzh+7du5/xfVcREZFLkX5ZFRERn2ZNCcT5ydHTTwW2gfW6QK/6DQsL46WXXmL48OEAlJSU0KNHD6Kjo3/T8Z07d2bVqlUMGDCAkpISunTpQkhIiFdjERERuRgprIqIiE/za+1P2QZbxUWWbGC53Ibflf5e952UlERWVlaF8uTkZM/nFStWAHjaPfbYY566ESNGeH1uERGRi53CqoiI+DTDYuDfP5Sy9Q5c/z5ln9XrAvG7snL7rIqIiIj3FFZFRMTnGRYDa1KAV6v+ioiIyPmhBZZERERERESkxlFYFRERERERkRpHYVVERERERERqHIVVERERERERqXG0wJKIiPg8021SllOCa2UhZpELo7YVa0oYfq2CvV4NODs7m/T0dJo0aeIpi4uL4+WXX67UWJctW8ZVV131m/drFRERuVgprIqIiE8z3SaODw7g3lEKTvNEWYkD5+KDlG0owf+uul4H1pSUFCZNmlSVw2XOnDk0bdpUYVVERC55CqsiIuLTynJKygVVD6eJe0cpZTklWFuHVNn5li1bxtSpUwkPD8dqtXLrrbfy7bffcuedd9KxY0fWr1/P22+/zY033siXX35JUVERhYWFPPbYY/j5+bFp0yaGDRvGvHnz8PPzq7JxiYiI1DQKqyIi4tNcKwsrBtWTnCau7wq9DqsrV64kLS3N8/2WW24hKyuLefPmERYWxn333QdAamoqH374IR07dmTRokX06dOH/Px8jh07xjvvvMORI0dITU3ln//8J4mJiYwdO1ZBVURELnlaYElERHyaWeQ6e33h2evPJiUlhaysLM9/3bt3JyQkhIiICCwWC0lJSQBce+21bNmyhUOHDrFmzRquu+46AJKTk7FYLERGRhIWFsahQ4e8HouIiMjFRmFVRER8mlH77JOMjLCqm4QUHh5OcXExhYWFmKZJTk7OiXMYBrfeeisvvPACnTt3xmI58Xhev349AIcOHaK4uJioqCgMw8DtdlfZmERERGoqTQMWERGfZk0Jw7n44OmnAtsMrB3CvO77f6cBWywWhg8fzsCBAwkLC6O0tBSr9cSjuFevXtx8880sXbrU0z4/P5/77ruPo0ePMnLkSPz8/GjTpg3Dhg1jzpw5hIRU3bu0IiIiNY3CqoiI+DS/VsGUbTjNIks2A0uTQPxaBXvVb3JyMitXrqxQPnPmTObPn4/VaiUtLY3Y2FgA3G43HTp0IC4urlwf6enp5Y5PT0+vUCYiInIpUlgVERGfZlgM/O+qe2Kf1e8KMQtdGGFWrB0qt8/qmQQEBJCamorVaqVVq1a0a9eOJUuWMGPGDMaPH1+l5xIREbmYKayKiIjPMywG1tYhVbpFzZncd999nlWAT+revTvdu3cvV9arV6/zPhYREZGaTAssiYiIiIiISI2jsCoiIiIiIiI1jsKqiIiIiIiI1DgKqyIiIiIiIlLjaIElERHxeaZp4l5/BNd/DmIWOTFq27BeG43lynAMw/vVgLdu3cqECROw2+0cO3aMrl278tBDD1V6vJ07d+bzzz/37NH6v958800+//xz6tatC8CRI0e44447+NOf/lTpcwPccMMNrFixolzZ1KlTiYmJoVWrVnz11Vc88sgjVXIuERHxXQqrIiLi00zTxPnBbtw7iz37rJolZTg/24NlUxG2vvFeBdaioiKGDh3K1KlTadSoEU6nk4cffpi4uDi6detW1ZdRwYMPPkhqaioAdrud7t27k5qaSu3atc/reRMTE0lMTDyv5xAREd+gsCoiIj7Nvf5IuaDq4TRx7yjGnVOI35Xhv7vf5cuXc91119GoUSMAbDYbU6ZMISAggKVLl/L3v/8dgF9//ZUWLVowffp0XnnlFb7//nsABg4cyC233MKPP/7Iyy+/jGmaNGjQgHHjxgEwatQocnNziYyM5NVXX8Vms51xLEeOHMHtdhMQEEBxcTGZmZkcPnwYwzAYOXIkTZs25Y9//CMtW7YkLy+PxMRERo8ezfTp04mJiSE1NZXs7GwWLFjApEmTsNvtPPnkkxw4cIBmzZrx3HPPec51arsPPviADz74ALfbza233lolvyqLiIjvUFgVERGf5vrPwYpB9SSnieu7fK/C6v79+2nQoEG5spCQE/u4du3ala5du5Kbm0tGRgajR4/m66+/Zs+ePcybN4/jx49z1113kZKSwqhRo5gyZQqNGzdmzpw55ObmApCamkqbNm148MEHycnJoU2bNuXO9fbbb/Pxxx+zd+9e6tWrx/jx4wkICGDKlCl06NCB/v37s2vXLjIzM3n//ffZu3cvs2bNokGDBgwdOpQvvvjijNd27Ngxnn76aerVq8ewYcP48ssvK7Q5ePAgs2fPZvHixVitVsaNG4fD4cDf3/9330sREfFNCqsiIuLTzCLnOepdXvUbExPD9u3by5Xt2rWL4uJiWrduzYEDB3jqqaeYOHEiderUYevWrWzYsIG0tDQAnE4ne/bsobCwkMaNGwNw3333efpq2bIlANHR0ZSWllY4/8lpwGvXrmXYsGHEx8cDJ96jzc7OZsmSJQAUFhYCUL9+fU+4btOmDTt37ix/H8z/Bvp69epRr149AK666qoKbQHy8vJo3rw5AQEBAGRmZv6m+yYiInKSVgMWERGfZtQ+8/TZE/Xe/X/dTp06sXz5cvbs2QOAw+Fg7Nix/PLLLxQWFvLoo4+SmZlJQkICAAkJCXTo0IGsrCzmzJlD9+7diYuLIzo6ml9++QWAKVOmeBY2slh+2yM8KSmJP/3pT2RkZGCaJgkJCTzwwANkZWXx2muv0aNHDwD27dtHfn4+AGvWrOHyyy8nICDAU7Zp0yZPn/v27ePgwYMArF69mqZNm1Y4b3x8PDt37sThcGCaJg8//DCHDx/+3fdRRER8l35ZFRERn2a9NhrnZ3tOPxXYZmDtUMerfsPCwnjppZcYPnw4ACUlJfTo0YNbb72VMWPGkJ+fz2uvvYZpmoSFhTF16lRWrVrFgAEDKCkpoUuXLoSEhDB69Gj+8pe/YBgGsbGxXg5L0nwAAB/KSURBVK2ye9ddd7FkyRI+/PBDBg8ezLPPPsvcuXM5evQoQ4YMAcDf35/nn3+e/fv307p1azp37kyzZs144oknyM7O9oRqgMjISJ5//nkOHDjAVVddxY033si6devKnTMyMpKBAwdyzz33ANCtWzciIiK8upciIuKbDPPUeT1ywdjtdnJycmjVqpVnitSFtnr1atq2bVst5/Zluu/VQ/e9elTnfd+0adNvWpX2dKsBA2AzsDQJ9Xo14OpUUlJCcHDw7zrmdNvRyH/9lj9P+numeui+Vw/d9+pxqd33c2Ui/bIqIiI+zTAMbHfF484pxPVdPmaRC6O2FWuHOlhahV10QVVERORSobAqIiI+zzAM/K4M92rV30uFflUVEZGaRgssiYiIiIiISI2jsCoiIiIiIiI1jsKqiIiIiIiI1DgKqyIiIiIiIlLjaIElERHxeaZp4s4pwJW9F7PIgVHbH2tyLJZWUV6vBpydnU16ejpNmjQBwOl00qtXL/r27XvOY+fNm0e/fv28Ou//6ty5M59//jlWqx75IiJycdGTS0REfJppmjjnb8W9qxCc7hNlJU6c/9iJZVMBttRmXgfWlJQUJk2aBJzYS65bt27cdtttBAUFnfW4N954o8rCqoiIyMVKYVVERHyaO6egXFD1cLpx7yzEnVOA35XRlT5PSUkJFouF1atXM3XqVGw2G/Xq1ePFF1/ks88+Y+HChZSVlXHddddx6NAhXnjhBVq2bElubi7p6enk5eWRkZHB3LlzWbZsGVOnTiU8PByr1cqtt97KH//4RzIzMykuLqagoIAHHniAnj17VnrcIiIi1UVhVUREfJore2/FoHqS040re6/XYXXlypWkpaVhGAY2m40xY8bw3HPPMW/ePKKjo3nllVd4//33qV27NuHh4UybNg2A+fPnM3LkSBYuXHjafidOnMi8efMICwvjvvvuAyA3N5cePXrQpUsXNm7cyMiRIxVWRUTkoqawKiIiPs0sclSq/mxOnQYMUFBQQO3atYmOPhF+27Vrx+eff07btm1JSEg4+zhME4BDhw4REhJCREQEAElJSQBER0eTlZXFsmXLAHC5XF6PW0REpCbQasAiIuLTjNr+lar/PSIiIigqKuLQoUMArFmzhoYNG544zynvxZ4MpgEBARw8eBCATZs2ARAeHk5xcTGFhYWYpklOTg4As2fPpm3btowbN44bb7zR04eIiMjFSmFVRER8mjU5FmxneBzaLCfqq4jFYuG5555j8ODB9OvXj59//pl77rmnQrvGjRszYsQIrr/+ek+bH3/80dPH8OHDGThwIA888AClpaVYrVZuuukmZs2aRf/+/fn000+x2+243WeY3iwiInIR0DRgERHxaZZWUVg2nmaRJZsFS0IYllZRXvWbnJxMcnJyhfKOHTvSsWPHcmW9evUq9/3dd9/1fP773/9eoY/t27czf/58rFYraWlpxMbG0r59e5YuXQqcWMwpODgYgOXLl3s1fhERkeqmsCoiIj7NMAxsfZtV+T6r51NAQACpqalYrVZatWpFu3btqntIIiIiVU5hVUREfJ5hGPhdGV0lW9RcCPfdd59nFWAREZFLld5ZFRERERERkRpHYVVERERERERqHIVVERERERERqXEUVkVERERERKTG0QJLIiLi80zTxJ2zH1f2bsxiO0ZoANbkeCytLvN6NeDs7GzS09Np0qQJcGI7mYSEBMaNG4fVen4fv++88w6dOnWiVatW5/U8IiIi55PCqoiI+DTTNHEuWId71yHPPqtmiQPnkk1YNu/H1qe114E1JSWFSZMmeb4/8cQTfPPNN9x0001VMvYzGThwoGefVRERkYuVwqqIiPg0d87+ckHVw+nGvfMQ7g378WsVU+nzOBwO8vPzCQsLY9y4caxZswbTNElLS+P2228nLS2N5s2bs2XLFurVq0dsbCzZ2dlERkYybdo0tm3bxvjx43G5XJSUlPDCCy8QGhrKsGHDqFu3Lrt376ZLly4MGTKE5557jl69etG6dWsyMzMpLi7m8OHD3H///fTs2bPS1yIiInIhKKyKiIhPc2XvrhhUT3K6cWXv9jqsrly5krS0NA4ePIjVauWee+6hsLCQffv2MX/+fEpLS+nduzcpKSkAtG/fnmeffZbu3bvTtWtXnnzySe644w7279/P9u3bGTFiBJdffjkffPABixcvZsCAAeTm5vLOO+9gsVi4/vrrefTRRz3nz83NpUePHnTp0oVdu3YxbNgwhVUREbloKKzKb7blsJt3NjopOG7Sqb4f/ZtbsXg5NU5EpKYwi+1nry86e/3ZnJwGXFBQwMCBA4mNjWXLli20a9cOgMDAQJo1a8bPP/8MQPPmzQGIiooiISEBgNDQUOx2O5dddhnTp0+nVq1aHD58mAYNGgDQsGFDAgMDPW3Lyso854+OjiYrK4tly5Zhs9lwuVxeX4uIiMiFptWA5Tc57jIZ/R87OQVu9paYzN3q4rNdZec+UESkhjNCA85eX/vs9b9FVFQUEydO5JlnnqFOnTqsWbMGgOPHj7Np0yZP8Dzbu7Fjx47lySef5OWXX6Zx48aYpnnOY2bPnk3btm0ZN24cnTt39hwjIiJyMfD5sDpt2jRuuukmnE4nAOvWrePWW2/l9ddfL9fuxRdfZP/+/dUxxGpjHi3D9UMRZZtL2HqojGJn+fo1BxRWReTiZ02OB9sZHoc2y4n6KtC8eXP69evHv//9b6KioujXrx933303DzzwAJdddtk5j+/RoweDBg2if//+/Prrrxw4cOCcx9x0003MmjWL/v37s2jRIux2O273GaY8i4iI1DA+PQ3YNE3++c9/0qlTJ/71r3/RvXt3vv32WwYMGMDdd99drm1mZmY1jbJ6uA84sM/aC8dP/KPmsqZBWMNq4zrlf8o3qu3z/69DRC4BllaXYdl0mkWWbBYsCZFYWp47SJ5OcnIyycnJ5cqGDBlyxvZZWVln/fzAAw/wwAMPVDhu7ty5ns/Lly8HYMyYMZ7VgJcuXerF6EVERKqfT4fVlStX0qxZM/r06cO4ceOIj4/nww8/xGazUa9ePZ5//nkaNWpEYmIi69atY+zYsQQHB/OXv/yFkpISLBYLEydOpKSkpMIKjYmJidV9eZXi+k+RJ6gC1N52jEfurM3svVDihKvrWEht6tN/fETkEmEYBrbU1rg3/N8+q0V2jNr/t89qS+/3WRUREZHK8em08eGHH9KnTx9atmxJYWEhtWrV4s477yQmJoZOnTrxyCOPsGjRIsLCwkhLSwPgjTfeoGvXrqSmpvLNN9+Qk5NDWVlZhRUaL/awSlnF95q6hMP1Lf15a9tBVhccZVxOAI80r0u9IP9qGKCISNUxDAO/VjFVskWNiIiIVA2fDauHDx/m22+/pbCwkNmzZ+N0Opk7dy7h4eGeNlFRUYSFhZU7Ljc3l/79+wPQsWNHAFavXn3aFRovZtZ2oZStPwr/91qqEeuPJb4W727LZ+HuQwDkljjYXeJgzvUJ1ThSERERERG5FPlsWF28eDH9+vVj6NChABQWFtKtW7dy+89ZLBXfyWzSpAnr16+nadOmfP3116xfv54vvviC1157jYYNGzJ+/HjPYk0XM0uDWgQ8XJ+ynKMYwX74tQnFsBj8J/9ouXa7jtrZe8xBrH5dFRERERGRKuSzYfXDDz9k8uTJnu9hYWF06NCBTz/9lCeeeOKMxw0ePJgRI0awaNEiDMNg/PjxBAUFMWjQICIjI6lbt+4lszWA5TJ/LJdFlitrFOLPrqP/3XOwts2PyACf/WMkIiIiIiLnic+mjE8//bRC2SuvvFLu+4oVKzyfT12Z8a9//Wu5dmdaofFS9HCzuuQedbDzqJ0wmx8ZrWII8NOqwCIiIiIiUrWUMuR3qRfkz9+uT2DBjZfz0U2Xc8Nltat7SCIilWaaJmU5edhnr+D4a//EPnsFZTl5lZopc/fdd/PDDz+UK/vLX/5Cz549z7pv94IFC7QXqoiICAqr4qXLAm34n+adXhGRi41pmjg/+h7n/1uHua8Qjjkw9xXi/H/rcH70g9eBNTU1lU8++cTzvaSkhB9//JGPPvqIyy47896tM2bMUFgVERHBh6cBi4iIALg37MG96yA4y8pXOMtw78rHvXEPfi3jfne/3bp1Y+rUqTgcDvz9/Vm6dCldu3Zl4MCBjB07lsjISDIzMzl8+DCGYTBy5Eh++ukn8vPzeeqppxgwYABvv/02VquVvLw87r33XlJTU1m1ahXTp0/HNE0cDgeTJ09m9+7dzJw5E5vNxr59++jTpw/fffcd27dvZ/To0XTo0KGK7paIiMiFo5/GRETEp7lW7awYVE9yluHK3ulVv7Vq1aJjx44sX74cgI8//pg+ffp46t988006dOhAVlYWY8aM4bnnniM1NZU6derw6quvArBv3z6mT5/OW2+9xcyZMwHYtm0br776Ku+++y7XXHONp/+CggKmT5/OoEGD+Oijj5g2bRoZGRl89tlnXo1fRESkuumXVRER8WlmUenZ64vPXn82ffv2Zdq0abRs2RKr1Up8fLynbuvWrWRnZ7NkyRLgxBZq/6tZs2ZYLBZiYmKw20+sxB4TE8Pzzz9PUFAQeXl53HzzzcCJrdX8/PyIioqiYcOGGIZBaGio5zgREZGLjcKqiIj4NKN2IOYxx5nrQwO97rtly5YUFBTw/vvvk5qaWq4uISGBpKQkunfvTkFBAQsWLDhxPsPwvLNqGEaFPkeNGsWyZcsIDAzk8ccf/+84T9NWRETkYqZpwCIi4tOs1ySAze/0lTY/rMkJleq/Z8+efPrpp3Tp0qVc+eDBg/nHP/5BWloaDz74IE2bNgWgXbt2DBo06Iz93XrrrfTp04d+/frhdDrPurKwiIjIxUy/rIqIiE+ztKyPZfOvFRdZsvlhaVwHyxX1K9X/gAEDGDBggOf7qft2T58+vUL78ePHez4nJyd7Pp/c+/uZZ5457XlOtk1OTqZVq1aez6f2ISIicjFRWBUREZ9mGAa23u1xb9yDK3snZnEpRmgg1uQELFfU1/RaERGRaqKwKiIiPs8wDPxaxnm1RY2IiIicH3pnVURERERERGochVURERERERGpcRRWRUREREREpMZRWBUREREREZEaRwssiYiIzzNNE/eGXFzfb8EsOoZROwhr++ZYWjb0ejXg7Oxs0tPTadKkCQBOp5NevXrRt2/fqhy6iIjIJUthVUREfJppmjg/+hb3z/s8+6yax+w4l36PZcsv2Hpd73VgTUlJYdKkSQDY7Xa6devGbbfdRlBQUJWNX0RE5FKlacAiIuLT3BtyywVVD2cZ7l37cG/MrZLzlJSUYLFYyMnJoX///txzzz1kZmbicrlYuHAh99xzD/379+eHH36gf//+nuM6d+6My+WqkjGIiIhcTPTLqoiI+DTX91sqBtWTnGW4Vm3Br2Ujr/peuXIlaWlpGIaBzWZjzJgxjBw5kvfff5+oqCgmT57MokWL8PPzIzw8nGnTppGXl+f9xYiIiFxCFFZFRMSnmUXHKlV/NqdOAwYoKCggPz+fJ598EoDS0lKuv/564uPjSUhIOP35TdPr84uIiFzMFFZFRMSnGbWDMI/Zz1pfVSIiIoiNjWXGjBmEhITwxRdfEBQUxN69ez3vxQYEBHDo0CFM0yQ/P5+DBw9W2flFREQuJgqrIiLi06ztm+Nc+v3ppwLb/LBe07zKzmWxWBg+fDiDBg3C7XYTHBzMhAkT2Lt3r6dNnTp1aN++PX369KFx48bEx8dX2flFREQuJgqrIiLi0ywtG2LZ/EvFRZZsflgax2C5oqFX/SYnJ5OcnFyhvGPHjnTs2LFcWa9evcp9Hzt2rFfnFBERuZQorIqIiE8zDANb7+txb8zFteqUfVavaY7lCu/3WRUREZHKUVgVERGfZxgGfi0beb3qr4iIiFQ97bMqIiKXLK2kK1VBf45ERKqHwqqIiFySatWqRUFBgYKGVIppmhQUFFCrVq3qHoqIiM/RNGAREbkkxcXFkZeXR35+fnUP5YJzOBz4+/tX9zAuGbVq1SIuLq66hyEi4nMUVkVE5JJks9lo3LhxdQ+jWqxevZqkpKTqHoaIiEilaBqwiIiIiIiI1DgKqyIiIiIiIlLjaBpwNTm54IfD4ajWcdjt9mo9v6/Sfa8euu/VQ/e9eui+Vw/d9+qh+149dN+rx6V0309moTMthmiYWiaxWhQXF7N169bqHoaIiIiIiEi1atasGaGhoRXKFVaridvtpqSkBJvNhmEY1T0cERERERGRC8o0TZxOJ8HBwVgsFd9QVVgVERERERGRGkcLLImIiIiIiEiNo7AqIiIiIiIiNY7CqoiIiIiIiNQ4CqsiIiIiIiJS4yisioiIiIiISI2jsCoiIiIiIiI1jsKqiIiIiIiI1DjW6h6AXHhut5tRo0axfft2atWqxQsvvECDBg2qe1gXvbKyMp599ll+/vlnnE4njzzyCPv37ycrK4vo6GgAxowZQ2xsLBkZGRw+fJjQ0FBefvllIiIiWLZsGTNmzMBms9G3b1969epVzVd08ejcuTP169cH4KqrriIpKanCvSwtLdV9r0ILFy5k0aJFAJSWlrJt2zaefvpp3nvvPf15Pw/WrVvHK6+8wpw5c9i1axfPPPMMFouFxMREz+cpU6bwzTffYLPZeOaZZ2jVqtXvaisVnXrft23bxujRo7FYLPj7+zNhwgSioqLo27cvAQEBAMTFxfHyyy+zZs0aXn75ZaxWKzfeeCODBw/Ws/d3OPW+f/3114wZM8bzd/xjjz1Gu3btTnsvdd8r59T7np6ezsGDBwH45ZdfuPbaaxk3bpz+vFeh0/27MSIi4jffS5+576b4nKVLl5qZmZmmaZrm999/bw4ZMqSaR3Rp+Mc//mGOHDnSNE3TPHz4sNm5c2czMzPT/OGHH8q1mzVrlvnGG2+YpmmaH3/8sfnyyy+bDofD/OMf/2gWFxebdrvdvPPOO82CgoILfg0Xo3379pn333+/5/uZ7qXu+/mTmZlpfvTRR/rzfp7Mnj3bvO2228x+/fqZpmmaDz/8sOc+P/PMM+YXX3xhrl+/3hw4cKDpdrvN3bt3m3369PndbaW8/73vDz74oPnjjz+apmmac+fONcePH2+6XC7ztttuq3Bsz549zby8PNPtdpsDBw40N23apGfvb/S/9/2NN94wP/nkk3JtznQvdd+997/3/aSCggKzx/9v795jqq7/OI4/D1enByYkY6a1yrKTxVJA2xApvIwtQkoKBWRAF4mWWZgQEBdxYoS2GZsNB15otmlSMnI6GzRNU8atcEOdOWSAmoZL5EwkOef3h/P8BNFQEVFej/++n/M93/M5L958z/fN9wOEhFj//vtv1fsA6+u68XayHC65axnwMFRbW4u/vz8Avr6+HD58+D7P6OHwyiuvkJSUBIDVasXOzo6GhgaKioqIiIhg/fr1QM/8AwICOHToECdOnOCJJ57AaDTi5OTElClTqK2tvW/v5UHS0NBAW1sb0dHRLFq06KZZKvd7o76+nqamJubNm6d6v0ceffRRvv76a9v2sWPH8PHxAf6faW1tLdOnT8dgMPDYY4/R2dnJxYsXb2tf6al37qtWreLFF18E4MqVKzg6OnLixAk6OzuJi4sjJiaG+vp6Ojo66O7uZty4cRgMBvz9/amsrNRnbz/1zv3IkSOUlpYSGRlJbm4u3d3dfWap3O9O79yvyc/PJzY2lkceeUT1PsB6XzcC/c5yOOWuZnUY6ujowMXFxbZ97RtE7s7IkSMxGo2YzWaWLFnCkiVLmDNnDsuXL6e4uJiamhr27t3bI/9Ro0ZhNpvp6OjAaDTajnVtXP6bm5sb7733Ht9++y2LFi0iNDS0zyyV+72xfv16PvroIwDV+z0SFBSEo6Ojbfv6c3Zf9X39+O3sKz31zn3MmDEYDAbq6urYsmULMTExODg4EBcXR1FREVlZWSxbtoz29nZGjRple97Nctdnb9965z5t2jQ+//xztmzZgtlsZuvWrX1m2dHRodzvQu/cAdra2qiqqiI0NBRA9T7Ael83Ll68uN9ZDqd61++sDkPXvjGusbe3v4+zebj89ddfJCQkEBERQXBwcI+TRkBAAEePHu2Rv9lsxsXF5YavidlsxtXV9b68hweNyWRi0qRJwNWfIrq6uvaZpXIfeO3t7TQ1NTF16lSsVisLFy5UvQ8CO7v//5y5r/q+Nm40Gm9rX/lvu3btYt26dRQUFODu7o7RaGTevHnY2dnx5JNP4uLigtVq7bO+L1y4oM/eOzB37lzb+WHWrFmUl5f3eR1zs/OKcr9zu3fvZu7cubbMxo8fr3ofYNdfN86ePZuioiLbY7fKcjjVu+6sDkPe3t7s27cPgOrqap577rn7PKOHw4ULF3jnnXdITEzkrbfeoquri+DgYNrb27FarRw8eJBJkyb1yH/fvn34+voyYcIEGhsbaW9vp6uri9raWttyM7m1wsJC25LThoaGm2ap3AdeVVUVfn5+AKr3QTRx4kRqamqAq5n6+Pjg7e3N/v37sVqtNDc34+zsjNFovK195db27NnD5s2bKS4u5vHHHwdg586dLF++HIAzZ87Q0dHB2LFjcXBwoKWlBavVyv79+/H19dVn7x0KCwujubkZgAMHDtxwXrmWpdFoVO4D7ODBgwQEBNi2Ve8Dq/d14+3U8HCqd91ZHYbmzJnDgQMHWLBgAQC5ubn3eUYPh8LCQtra2igoKKCgoACAzz77jNjYWJycnPDz82PGjBn4+vqSnJxMREQEI0aMYM2aNTg6OpKcnMzbb7+NxWIhIiICd3f3+/yOHgyxsbF8+umnREVFYW9vz8qVK2lqarohy4iICOU+wBobG21/ZdDZ2Vn1PkiSk5NJT0+nq6sLk8nEzJkzsbOzY/LkycyfPx+LxUJ6evpt7yu3lp2djZubm23Z+0svvcT777/PoUOHWLBgAQaDgZycHOzs7MjMzCQxMZHu7m4CAwMxmUxMnDhRn713YMWKFSQmJuLk5MTTTz9NWFgY9vb2fWap3AfW9ed4gJCQENX7AOrrujE1NbXfWQ6X3A3Wh2Exs4iIiIiIiDxUtAxYREREREREhhw1qyIiIiIiIjLkqFkVERERERGRIUfNqoiIiIiIiAw5alZFRERERERkyFGzKiIico+1tLRgMpmorKzsMe7l5XXL5zU3N5OZmQlAeXk533zzzYDOKzo6mt9///2G8f+al4iIyGBQsyoiIjIIHBwcSE9Pp7Ozs9/POXXqFC0tLQDMmjWLhISEezU9ERGRIUfNqoiIyCAYP348Xl5erF279obHOjo6WLp0KeHh4QQGBvLVV18BsGrVKurq6sjNzeWHH34gIyMDgOrqasLCwggJCSE+Pp5z584BMHPmTNauXcubb77Ja6+9xpEjRwCoqakhMjKS119/naCgIKqrq/s158rKSt59910SEhIICgri448/5t9//wVgw4YNBAUF8eqrr9r+of2ff/5JZGQkISEhREdH09jYCFy9g5uTk2Obc0VFBdHR0QQGBvLrr78CcPLkSWJjY3njjTdYuHAhx48fv9OoRUTkIaFmVUREZJCkpaVRVlbG4cOHe4z/8ssvmEwmtm3bxs6dO9m6dSvnz58nJSWFKVOmkJycbNu3q6uLpKQkVq5cSVlZGf7+/qxYscL2uKenJ9u3b2f+/PkUFhYCsGnTJr744gt27NjB4sWLbeP98ccff5Cdnc2uXbtoaWmhsrKS+vp6tm/fTklJCTt27KC8vJzW1laSkpKIj4+nrKyMuLg4li5dajvOiBEjKCkpwdvbmw0bNrBp0yZSUlLYvHkzAKmpqaSmpvLjjz+SlJTU4z2LiMjw5HC/JyAiIjJcuLu7k5KSQlpaGiUlJbbxkJAQ6urq2LhxI8ePH+fy5ctcunSpz2OcPHkSDw8PTCYTAOHh4eTn59se9/f3B+CZZ55h7969AOTl5VFRUUFpaSlVVVVYrdZ+z9lkMuHh4QHAhAkTaG9v59ixY8yePRuj0QjAtm3bMJvNnD17lpdffhm4epc3IyODixcvAjBjxgwAxo0bx+jRo7G3t2fs2LG0t7djNpupr69n2bJlttc9f/48XV1dODk59XuuIiLycFGzKiIiMoiCg4P56aefbEtnAYqLiykvL7ctA75VQ2mxWHpsW61Wrly5Ytt2dnYGwGAw2I4RFRXF9OnTmTZtGs8//zwbN27s93yvbxavHdPBwQGDwWAbP3XqFK6urjc89/q5OTo62sYdHHpeflgsFlxcXCgtLbWNnTlzRo2qiMgwp2XAIiIigywrK4vvvvvOtv3bb78RFRVFcHAwp0+fpqWlBYvFgr29/Q3N6VNPPcXZs2c5evQoAN9//z1Tp0696Wv9888/tLa28uGHH+Ln58fPP/9Md3f3Xc3fx8eHiooKLl26RFdXFx988AGtra14eHjY7uZWVFTg5uaGm5vbfx7PxcUFT09Pdu/eDcCePXuIj4+/qzmKiMiDT3dWRUREBpmnpyeffPIJ2dnZAMTExJCVlUV+fj5jxozBy8uL1tZWTCYT586dIyMjg8mTJwNX73Tm5eWRlpbG5cuX8fDwICcn56avNXr0aEJDQwkODsbe3h5/f39Onz59V/N/4YUXCAsLIzw8HIvFQlhYGM8++yx5eXlkZmayevVqRo4cyZo1a/p9zNWrV5OZmcm6detwcnLiyy+/vKs5iojIg89gvZ1fXBEREREREREZBFoGLCIiIiIiIkOOmlUREREREREZctSsioiIiIiIyJCjZlVERERERESGHDWrIiIiIiIiMuSoWRUREREREZEhR82qiIiIiIiIDDlqVkVERERERGTI+R8kc/O/u5+ZMwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.swarmplot(data=df, x='National Income',y='Continent', hue='Countries')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "| Continent | highest National Income Country | Lowest National Income Country| Note |\n",
    "| --- | --- | --- | --- |\n",
    "| North America | United States | Mexico | --- |\n",
    "| Asia | China | --- | --- |\n",
    "| Europe | Germany | --- | --- |\n",
    "| South America | Brazil | --- | --- |\n",
    "| Oceania | --- | --- | Only a single country |\n",
    "| Africa | --- | --- | All have relative values |"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xd9fd467bc8>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.swarmplot(data=df, x='Growth',y='Continent', hue='Countries')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "| Continent | highest National Income Country | Lowest National Income Country| Note |\n",
    "| --- | --- | --- | --- |\n",
    "| North America | United States | Mexico | --- |\n",
    "| Asia | China | --- | --- |\n",
    "| Europe | Germany | --- | --- |\n",
    "| South America | Argentina | Brazil | --- |\n",
    "| Oceania | --- | --- | Only a single country |\n",
    "| Africa | Egypt | Nigeria | Fo5ra biki ya bladi XD |\n",
    "\n",
    "### fill by yourself b2a 3shan zh2t "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xd98267a548>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.swarmplot(data=df, x='Per person',y='Continent', hue='Countries')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## l mafrood yb2a fe gdwal tani hena fn3rf n7ded eh l dowal eli btatkdam w btet7sn mostawa l m3isha fiha w eh la2 aw 3adi y3ni"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 4- Investigate Correlation using Heat map:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xd985bda808>"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(data=df.corr(), cmap='rainbow', annot=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "correlation of growth with per person is higher than that  in per person l klam da msh s7 mntkian "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}