first_jupyter_notebook.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# National Income and Infant Mortality\n",
    "\n",
    "In this Jupyter Notebook, we'll analyze the relationship between a country's GDP per capita (a measure of average income per person) and infant mortality (in particular, the share of every 1,000 children born who do not reach their fifth birthday). "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data\n",
    "\n",
    "Data for this analysis comes from the World Bank's *World Development Indicators* database. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "# Download World Development Indicators\n",
    "wdi = pd.read_csv(\n",
    "    \"https://media.githubusercontent.com/\"\n",
    "    \"media/nickeubank/MIDS_Data/\"\n",
    "    \"master/World_Development_Indicators/wdi_small_tidy_2015.csv\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's quickly look at our data. The next command just shows us the first 5 rows of our data (we'll spend more time on these tools in later lessons). Note further than you can scroll right to see more columns!:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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>Country Name</th>\n",
       "      <th>Adolescent fertility rate (births per 1,000 women ages 15-19)</th>\n",
       "      <th>Antiretroviral therapy coverage for PMTCT (% of pregnant women living with HIV)</th>\n",
       "      <th>Battle-related deaths (number of people)</th>\n",
       "      <th>CPIA building human resources rating (1=low to 6=high)</th>\n",
       "      <th>CPIA business regulatory environment rating (1=low to 6=high)</th>\n",
       "      <th>CPIA debt policy rating (1=low to 6=high)</th>\n",
       "      <th>CPIA economic management cluster average (1=low to 6=high)</th>\n",
       "      <th>CPIA efficiency of revenue mobilization rating (1=low to 6=high)</th>\n",
       "      <th>CPIA equity of public resource use rating (1=low to 6=high)</th>\n",
       "      <th>...</th>\n",
       "      <th>Women participating in the three decisions (own health care, major household purchases, and visiting family) (% of women age 15-49)</th>\n",
       "      <th>Women who believe a husband is justified in beating his wife (any of five reasons) (%)</th>\n",
       "      <th>Women who believe a husband is justified in beating his wife when she argues with him (%)</th>\n",
       "      <th>Women who believe a husband is justified in beating his wife when she burns the food (%)</th>\n",
       "      <th>Women who believe a husband is justified in beating his wife when she goes out without telling him (%)</th>\n",
       "      <th>Women who believe a husband is justified in beating his wife when she neglects the children (%)</th>\n",
       "      <th>Women who believe a husband is justified in beating his wife when she refuses sex with him (%)</th>\n",
       "      <th>Women who were first married by age 15 (% of women ages 20-24)</th>\n",
       "      <th>Women who were first married by age 18 (% of women ages 20-24)</th>\n",
       "      <th>Women's share of population ages 15+ living with HIV (%)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>73.1264</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17273.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>...</td>\n",
       "      <td>32.6</td>\n",
       "      <td>80.2</td>\n",
       "      <td>59.2</td>\n",
       "      <td>18.2</td>\n",
       "      <td>66.9</td>\n",
       "      <td>48.4</td>\n",
       "      <td>33.4</td>\n",
       "      <td>8.8</td>\n",
       "      <td>34.8</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Albania</td>\n",
       "      <td>20.6922</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Algeria</td>\n",
       "      <td>10.7052</td>\n",
       "      <td>28.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>44.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>American Samoa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Andorra</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 129 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Country Name  \\\n",
       "0     Afghanistan   \n",
       "1         Albania   \n",
       "2         Algeria   \n",
       "3  American Samoa   \n",
       "4         Andorra   \n",
       "\n",
       "   Adolescent fertility rate (births per 1,000 women ages 15-19)  \\\n",
       "0                                            73.1264               \n",
       "1                                            20.6922               \n",
       "2                                            10.7052               \n",
       "3                                                NaN               \n",
       "4                                                NaN               \n",
       "\n",
       "   Antiretroviral therapy coverage for PMTCT (% of pregnant women living with HIV)  \\\n",
       "0                                                NaN                                 \n",
       "1                                                NaN                                 \n",
       "2                                               28.0                                 \n",
       "3                                                NaN                                 \n",
       "4                                                NaN                                 \n",
       "\n",
       "   Battle-related deaths (number of people)  \\\n",
       "0                                   17273.0   \n",
       "1                                       NaN   \n",
       "2                                     110.0   \n",
       "3                                       NaN   \n",
       "4                                       NaN   \n",
       "\n",
       "   CPIA building human resources rating (1=low to 6=high)  \\\n",
       "0                                                3.5        \n",
       "1                                                NaN        \n",
       "2                                                NaN        \n",
       "3                                                NaN        \n",
       "4                                                NaN        \n",
       "\n",
       "   CPIA business regulatory environment rating (1=low to 6=high)  \\\n",
       "0                                                2.5               \n",
       "1                                                NaN               \n",
       "2                                                NaN               \n",
       "3                                                NaN               \n",
       "4                                                NaN               \n",
       "\n",
       "   CPIA debt policy rating (1=low to 6=high)  \\\n",
       "0                                        3.0   \n",
       "1                                        NaN   \n",
       "2                                        NaN   \n",
       "3                                        NaN   \n",
       "4                                        NaN   \n",
       "\n",
       "   CPIA economic management cluster average (1=low to 6=high)  \\\n",
       "0                                                3.0            \n",
       "1                                                NaN            \n",
       "2                                                NaN            \n",
       "3                                                NaN            \n",
       "4                                                NaN            \n",
       "\n",
       "   CPIA efficiency of revenue mobilization rating (1=low to 6=high)  \\\n",
       "0                                                3.0                  \n",
       "1                                                NaN                  \n",
       "2                                                NaN                  \n",
       "3                                                NaN                  \n",
       "4                                                NaN                  \n",
       "\n",
       "   CPIA equity of public resource use rating (1=low to 6=high)  ...  \\\n",
       "0                                                3.0            ...   \n",
       "1                                                NaN            ...   \n",
       "2                                                NaN            ...   \n",
       "3                                                NaN            ...   \n",
       "4                                                NaN            ...   \n",
       "\n",
       "   Women participating in the three decisions (own health care, major household purchases, and visiting family) (% of women age 15-49)  \\\n",
       "0                                               32.6                                                                                     \n",
       "1                                                NaN                                                                                     \n",
       "2                                                NaN                                                                                     \n",
       "3                                                NaN                                                                                     \n",
       "4                                                NaN                                                                                     \n",
       "\n",
       "   Women who believe a husband is justified in beating his wife (any of five reasons) (%)  \\\n",
       "0                                               80.2                                        \n",
       "1                                                NaN                                        \n",
       "2                                                NaN                                        \n",
       "3                                                NaN                                        \n",
       "4                                                NaN                                        \n",
       "\n",
       "   Women who believe a husband is justified in beating his wife when she argues with him (%)  \\\n",
       "0                                               59.2                                           \n",
       "1                                                NaN                                           \n",
       "2                                                NaN                                           \n",
       "3                                                NaN                                           \n",
       "4                                                NaN                                           \n",
       "\n",
       "   Women who believe a husband is justified in beating his wife when she burns the food (%)  \\\n",
       "0                                               18.2                                          \n",
       "1                                                NaN                                          \n",
       "2                                                NaN                                          \n",
       "3                                                NaN                                          \n",
       "4                                                NaN                                          \n",
       "\n",
       "   Women who believe a husband is justified in beating his wife when she goes out without telling him (%)  \\\n",
       "0                                               66.9                                                        \n",
       "1                                                NaN                                                        \n",
       "2                                                NaN                                                        \n",
       "3                                                NaN                                                        \n",
       "4                                                NaN                                                        \n",
       "\n",
       "   Women who believe a husband is justified in beating his wife when she neglects the children (%)  \\\n",
       "0                                               48.4                                                 \n",
       "1                                                NaN                                                 \n",
       "2                                                NaN                                                 \n",
       "3                                                NaN                                                 \n",
       "4                                                NaN                                                 \n",
       "\n",
       "   Women who believe a husband is justified in beating his wife when she refuses sex with him (%)  \\\n",
       "0                                               33.4                                                \n",
       "1                                                NaN                                                \n",
       "2                                                NaN                                                \n",
       "3                                                NaN                                                \n",
       "4                                                NaN                                                \n",
       "\n",
       "   Women who were first married by age 15 (% of women ages 20-24)  \\\n",
       "0                                                8.8                \n",
       "1                                                NaN                \n",
       "2                                                NaN                \n",
       "3                                                NaN                \n",
       "4                                                NaN                \n",
       "\n",
       "   Women who were first married by age 18 (% of women ages 20-24)  \\\n",
       "0                                               34.8                \n",
       "1                                                NaN                \n",
       "2                                                NaN                \n",
       "3                                                NaN                \n",
       "4                                                NaN                \n",
       "\n",
       "   Women's share of population ages 15+ living with HIV (%)  \n",
       "0                                                NaN         \n",
       "1                                               30.3         \n",
       "2                                               44.8         \n",
       "3                                                NaN         \n",
       "4                                                NaN         \n",
       "\n",
       "[5 rows x 129 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "wdi.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Country Name',\n",
       "       'Adolescent fertility rate (births per 1,000 women ages 15-19)',\n",
       "       'Antiretroviral therapy coverage for PMTCT (% of pregnant women living with HIV)',\n",
       "       'Battle-related deaths (number of people)',\n",
       "       'CPIA building human resources rating (1=low to 6=high)',\n",
       "       'CPIA business regulatory environment rating (1=low to 6=high)',\n",
       "       'CPIA debt policy rating (1=low to 6=high)',\n",
       "       'CPIA economic management cluster average (1=low to 6=high)',\n",
       "       'CPIA efficiency of revenue mobilization rating (1=low to 6=high)',\n",
       "       'CPIA equity of public resource use rating (1=low to 6=high)',\n",
       "       ...\n",
       "       'Women participating in the three decisions (own health care, major household purchases, and visiting family) (% of women age 15-49)',\n",
       "       'Women who believe a husband is justified in beating his wife (any of five reasons) (%)',\n",
       "       'Women who believe a husband is justified in beating his wife when she argues with him (%)',\n",
       "       'Women who believe a husband is justified in beating his wife when she burns the food (%)',\n",
       "       'Women who believe a husband is justified in beating his wife when she goes out without telling him (%)',\n",
       "       'Women who believe a husband is justified in beating his wife when she neglects the children (%)',\n",
       "       'Women who believe a husband is justified in beating his wife when she refuses sex with him (%)',\n",
       "       'Women who were first married by age 15 (% of women ages 20-24)',\n",
       "       'Women who were first married by age 18 (% of women ages 20-24)',\n",
       "       'Women's share of population ages 15+ living with HIV (%)'],\n",
       "      dtype='object', length=129)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Now we can just print out the column names:\n",
    "wdi.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualizing the Relationship between Log GDP Per Capita and Infant Mortality\n",
    "\n",
    "[Now it's your turn! insert the plot from `analyze_health_and_income.py` here and make any required changes to make it work]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\79104\\AppData\\Local\\Temp\\ipykernel_18364\\230739416.py:15: MatplotlibDeprecationWarning: The seaborn styles shipped by Matplotlib are deprecated since 3.6, as they no longer correspond to the styles shipped by seaborn. However, they will remain available as 'seaborn-v0_8-<style>'. Alternatively, directly use the seaborn API instead.\n",
      "  .theme({**style.library[\"seaborn-whitegrid\"]})\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<seaborn._core.plot.Plot at 0x1e56a2a69d0>"
      ]
     },
     "execution_count": 5,
     "metadata": {
      "image/png": {
       "height": 378.25,
       "width": 509.15
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import seaborn.objects as so\n",
    "import seaborn as sns\n",
    "from matplotlib import style\n",
    "\n",
    "# GDP Per Capita has a REALLY long right tail, so we want to log it for readability.\n",
    "wdi[\"Log GDP Per Capita\"] = np.log(wdi[\"GDP per capita (constant 2010 US$)\"])\n",
    "\n",
    "my_chart = (\n",
    "    so.Plot(\n",
    "        wdi, x=\"Log GDP Per Capita\", y=\"Mortality rate, under-5 (per 1,000 live births)\"\n",
    "    )\n",
    "    .add(so.Line(), so.PolyFit(order=2))\n",
    "    .add(so.Dot())\n",
    "    .label(title=\"Log GDP and Under-5 Mortality\")\n",
    "    .theme({**style.library[\"seaborn-whitegrid\"]})\n",
    ")\n",
    "\n",
    "my_chart"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tell Me Something Cool You've Learned\n",
    "\n",
    "Write me a little markdown cell (with some fun formatting!) telling me something you saw in the plot you didn't expect."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### *Overview of the Figure*\n",
    "* The overall trend in the figure is a decline.\n",
    "* There is a concentration of data points in the lower-right quadrant.\n",
    "\n",
    "### *Preliminary Analysis of the Results*\n",
    "* It appears that countries with higher GDP per capita tend to exhibit lower under-5 mortality rates.\n",
    "* The dataset seems to comprise a larger number of countries with higher GDPs compared to those with lower GDPs."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***\n",
    "## *To assess the fairness of the dataset,* \n",
    "## *It is essential to visualize the distribution of Log GDP Per Capita.*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkAAAAHFCAYAAAAaD0bAAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAA9hAAAPYQGoP6dpAABNNklEQVR4nO3dd1hTd/8+8PsgIRAEFJDlQFTcFveuShVULHVWK7XielqrTx3UVm31K9Y+zrp3+yg46mrd4sKt1daFtlq1DpSqUOsChIcYyOf3R38EI2EFQgLnfl1XrvacfM457/MmgdszEkkIIUBEREQkI1bmLoCIiIiouDEAERERkewwABEREZHsMAARERGR7DAAERERkewwABEREZHsMAARERGR7DAAERERkewwABEREZHsMABRsYiMjIQkSQYf48aNM3d5pUpevb579y4kSUJkZKS5SzW5w4cPo2nTprC3t4ckSdixY4fBcZk9+eabb4q3wFzExsZi1KhRqFOnDuzt7WFra4uqVatiwIABOHr0KF79EP/Xf+a2trbw8PCAv78/ZsyYgUePHmVbf3h4uN4yNjY28PHxwejRo/H8+fNca8vsV+bDysoKLi4uCAoKwpkzZ4q6FTm6c+cO/v3vf6NmzZqws7ODSqVCvXr1MGnSJDx48MCk2+7QoQM6dOigm05NTUV4eDiOHTtm0u1S0bE2dwEkLxEREahdu7bePC8vLzNVU7rl1Gt3d3ecOXMG1atXN1NlxUMIgb59+6JmzZrYtWsX7O3tUatWLXOXlS+7du1CSEgIXF1dMXz4cDRu3BhKpRK3bt3Cjz/+iLfeeguHDh1Cx44d9ZbL/JlrNBo8evQIp06dwqxZs/DNN99g8+bN6NSpU7Zt7d+/H05OTkhOTsbevXuxcOFCnD17FqdPn4YkSbnW+cknnyAkJAQZGRm4evUqpk6dCn9/f5w5cwaNGjUq0p68bs+ePXjvvffg6uqKf//732jUqBEkScJvv/2G1atXIyoqCjExMSbb/rJly/SmU1NTMXXqVADQC0ZkwQRRMYiIiBAAxLlz5/K9zMuXL4VGozFhVaWTMb0uLikpKcW2rfv37wsAYtasWXmOjY2NFQDEnDlziqGy3N26dUuoVCrRrFkzkZiYaHDM0aNHxaVLl3TTuf3M7927JypXriwcHBxEQkKCbv6UKVMEAPH333/rjf/ggw8EAHHq1Kkca8ypX4cPHxYAxLBhw/K1r7nJ7bVy584dYW9vLxo1aiSeP3+e7XmtViu2bt1a6BoK4u+//xYAxJQpU4p1u2Q8ngIji3Ds2DFIkoR169bh008/RcWKFXX/4gWg+9euo6MjVCoV2rRpg8OHD2dbT1RUFBo2bAilUgkfHx988803ukP9mXI7BSRJEsLDw/Xm3bx5EyEhIXBzc4NSqUSdOnWwdOlSg/Vv3LgRX375Jby8vODo6IhOnTrhxo0b2bazf/9+dOzYEU5OTlCpVKhTpw5mzJgBAFi3bh0kSTJ4KuGrr76CQqHAw4cP8+xpTnLa/507d+KNN96AUqlEtWrVsHDhwkL1LnPZixcvok+fPihfvrzuqJMQAsuWLUPDhg1hZ2eH8uXLo0+fPrhz506+9uHUqVPo2LEjHBwcoFKp0Lp1a0RFReltu1KlSgCA8ePHQ5IkVK1aNX8NykVcXBwGDBig91qYO3cutFqt3rj79++jT58+cHBwQLly5fD+++/j3Llz+Tr1OG/ePKSmpmLZsmVwdHQ0OKZDhw7w8/PLV81VqlTB3LlzkZycjJUrV+Y5vmXLlgCAe/fu5Wv9eS2bn/dubq8VQ+bNm4eUlBQsW7YMTk5O2Z6XJAm9evXSTUdHR6N79+6oVKkSbG1tUaNGDXz00Ud4/PixwTpiYmLQq1cvODo6wsnJCQMGDMDff/+tN/bVU2B3795FhQoVAABTp07VnRocNGgQAODWrVsYPHgwfH19oVKpULFiRQQHB+O3337Lo6NkSgxAVKwyMjKQnp6u93jVxIkTERcXhxUrVmD37t1wc3PD+vXrERgYCEdHR6xZswZbtmyBs7MzOnfurPeL9PDhw+jevTscHBywadMmzJkzB1u2bEFERITR9f7+++9o1qwZrly5grlz52LPnj3o1q0bRo0apTvc/aovvvgC9+7dw3//+198++23uHnzJoKDg5GRkaEbs2rVKgQFBUGr1er2c9SoUbh//z4AoF+/fvDw8MgWstLT07Fy5Ur07NkzX6cN8+r1q/bv349evXrBxcUFmzdvxuzZs7Fx40asWbMmv63KUa9evVCjRg388MMPWLFiBQDgo48+wpgxY9CpUyfs2LEDy5Ytw9WrV9G6dWv89ddfua7v+PHjeOutt5CYmIhVq1Zh48aNcHBwQHBwMDZv3gwAGDZsGLZt2wbgn9M0Z86cwfbt2wu1H3///Tdat26NgwcPYtq0adi1axc6deqEcePG4d///rduXEpKCvz9/XH06FHMmjULW7Zsgbu7O/r165ev7URHR8PT0xNNmzYtVL2vCgoKQpkyZXDixIk8x2b+oyPzD3pBvL5sft+7mQy9Vgw5ePAg3N3ddYErL7dv30arVq2wfPlyHDx4EP/3f/+HX375BW3btoVGo8k2vmfPnqhRowZ+/PFHhIeHY8eOHejcubPBsQDg6emJ/fv3AwCGDh2KM2fO4MyZM5g8eTIA4OHDh3BxccHMmTOxf/9+LF26FNbW1mjRooXBfyBRMTH3ISiSh8xD9IYeGo1GHD16VAAQ7dq101suJSVFODs7i+DgYL35GRkZws/PTzRv3lw3r0WLFsLLy0v873//081LSkoSzs7O4tWXeubh+4iIiGx14rVD2J07dxaVKlXKdiri3//+t7C1tRVPnz4VQghd/UFBQXrjtmzZIgCIM2fOCCGESE5OFo6OjqJt27ZCq9Xm2K8pU6YIGxsb8ddff+nmbd68WQAQx48fz3E5IfLutaH9b9asmahcubJQq9W6ecnJycLFxcXo3mWeYvm///s/vXFnzpwRAMTcuXP15v/555/Czs5OfP7557nuX8uWLYWbm5tITk7WzUtPTxf169cXlSpV0vW1IKe18jN2woQJAoD45Zdf9OZ//PHHQpIkcePGDSGEEEuXLhUAxL59+/TGffTRRzn27lW2traiZcuW2eZnZGQIjUaje2RkZOiey89pT3d3d1GnTh3ddObPJyEhQWg0GvHs2TOxfv16YWdnJypXrqz3PnpdZr9mzZolNBqNSEtLExcuXBDNmjUTAERUVFSB3rs5vVYK2qP80Gq1QqPRiHv37gkAYufOndnqGDt2rN4y33//vQAg1q9fr5vXvn170b59e910QU6Bpaeni5cvXwpfX99s26LiwyNAVKzWrl2Lc+fO6T2srbOuxe/du7fe+NOnT+Pp06cIDQ3VO5Kh1WrRpUsXnDt3DikpKUhJScG5c+fQq1cv2Nra6pbPPDJgjLS0NBw+fBg9e/aESqXS235QUBDS0tLw888/6y3zzjvv6E2/8cYbALJOCZw+fRpJSUkYMWJErheYfvzxxwCA7777TjdvyZIlaNCgAdq1a5ev+vPqdaaUlBScP38ePXr0gI2NjW5+2bJlje7dq17/me7ZsweSJGHAgAF6PfXw8ICfn1+ud9GkpKTgl19+QZ8+fVC2bFnd/DJlyuCDDz7A/fv3TfYv6iNHjqBu3bpo3ry53vxBgwZBCIEjR44A+OcIlYODA7p06aI3rn///oXafq9evaBQKHSPUaNGFWh58cpdY6/y8PCAQqFA+fLlMWDAADRu3Bj79+/Xex/lZPz48VAoFLC1tUWTJk0QFxeHlStXIigoKN/v3Ve9/lopKo8ePcLw4cNRuXJlWFtbQ6FQwNvbGwBw7dq1bOPff/99vem+ffvC2toaR48eNWr76enpmD59OurWrQsbGxtYW1vDxsYGN2/eNLh9Kh68C4yKVZ06dXI9tO/p6ak3nXk6pE+fPjku8/TpU0iSBK1WCw8Pj2zPG5qXH0+ePEF6ejoWL16MxYsXGxzz+jUELi4uetNKpRIA8L///Q8AdNcRZF6fkpPMUyYrV67EhAkTcPXqVZw8eTJf13BkyqvXmZ49ewYhBNzd3Q3WUViGfqY5bQ8AqlWrluO6Mmt9fZ1A1t2ET548KUS1OXvy5InB64he3+6TJ08K1csqVaoYvP5m7ty5mDRpEgCgWbNm+S0bwD/B8cmTJ2jQoEG25w4dOgQnJycoFApUqlQp22s4N6NHj8aAAQNgZWWFcuXKwcfHRxfs8/vetbe3100b+rkaUqVKFcTGxuZrrFarRWBgIB4+fIjJkyejQYMGsLe3h1arRcuWLXXvzVe9/jvD2toaLi4uRr+2wsLCsHTpUowfPx7t27dH+fLlYWVlhWHDhhncPhUPBiCyKK8fFXF1dQUALF68OMfz/e7u7tBoNJAkCQkJCdmef31e5r9s1Wq13vzXf7mVL19ed2Rh5MiRBrft4+OTy95kl3ltROb1PrkZPXo01q1bh507d2L//v26i2mLWvny5SFJksFrb4zt3asM/UwlScLJkyd1AfFVhua9WquVlRXi4+OzPZd5YXjma6aoubi45Gu7Li4uOHv2bLZxhl6bhgQEBGDp0qU4f/68XoAtzMcWREVFISMjw+Dt2X5+fkb3rFKlSjmG7Py+d1+V1233mTp37ozFixfj559/zvM6oCtXruDy5cuIjIxEaGiobn7m9UqGJCQkoGLFirrp9PR0PHnypEDh8FXr16/HwIEDMX36dL35jx8/Rrly5YxaJxUeT4GRRWvTpg3KlSuH33//HU2bNjX4sLGxgb29PZo3b45t27YhLS1Nt3xycjJ2796tt053d3fY2tri119/1Zu/c+dOvWmVSgV/f3/ExMTgjTfeMLjtgv5CbN26NZycnLBixYocT0lkatKkCVq3bo1Zs2bh+++/x6BBg/T+tVxU7O3t0bRpU+zYsQMvX77UzX/x4gX27NmjNza/vcvN22+/DSEEHjx4YLCnho5SvFprixYtsG3bNr1/OWu1Wqxfvx6VKlVCzZo1811LQXTs2BG///47Ll68qDd/7dq1kCQJ/v7+AID27dsjOTkZ+/bt0xu3adOmfG1n7NixUKlUGDlyJJKTkwtdd1xcHMaNGwcnJyd89NFHhV5ffuX3vWuMsWPHwt7eHiNGjEBiYmK254UQuoveM0PV68E6t6Op33//vd70li1bkJ6enuvn+7x+tPdVkiRl235UVJTJP6yRcscjQGTRypYti8WLFyM0NBRPnz5Fnz594Obmhr///huXL1/G33//jeXLlwMApk2bhi5duiAgIACffvopMjIyMGvWLNjb2+Pp06e6dWZef7J69WpUr14dfn5+OHv2LDZs2JBt+wsXLkTbtm3x5ptv4uOPP0bVqlWRnJyMW7duYffu3brrPgqyP3PnzsWwYcPQqVMn/Otf/4K7uztu3bqFy5cvY8mSJXrjR48ejX79+kGSJIwYMcKIDubPV199hW7duqFz584YPXo0MjIyMGfOHJQtW9bo3uWkTZs2+PDDDzF48GCcP38e7dq1g729PeLj43Hq1Ck0aNBAdw2UITNmzEBAQAD8/f0xbtw42NjYYNmyZbhy5Qo2btyY76MIhvz222/48ccfs81v1qwZxo4di7Vr16Jbt2746quv4O3tjaioKCxbtgwff/yxLniFhoZi/vz5GDBgAL7++mvUqFED+/btw4EDBwAAVla5/7uzevXq2LhxI/r376/rReYHIT569AgHDx4EAIO3yF+5ckV3rc2jR49w8uRJREREoEyZMti+fbtRd3YZqyDv3YLy8fHBpk2b0K9fPzRs2FD3QYjAP3durl69GkII9OzZE7Vr10b16tUxYcIECCHg7OyM3bt3Izo6Osf1b9u2DdbW1ggICMDVq1cxefJk+Pn5oW/fvjku4+DgAG9vb+zcuRMdO3aEs7MzXF1dUbVqVbz99tuIjIxE7dq18cYbb+DChQuYM2dOnqfCycTMdfU1yUted6lk3kX1ww8/GHz++PHjolu3bsLZ2VkoFApRsWJF0a1bt2zjd+3aJd544w1hY2MjqlSpImbOnKm7s+NViYmJYtiwYcLd3V3Y29uL4OBgcffuXYN3ccTGxoohQ4aIihUrCoVCISpUqCBat24tvv766zzrz+muqb1794r27dsLe3t7oVKpRN26dQ1+YJ9arRZKpVJ06dLFYF8MyavXOdW0fft20aBBA73ejRo1SpQvX15vXH57l9MH7WVavXq1aNGihbC3txd2dnaievXqYuDAgeL8+fN57uPJkyfFW2+9pVu2ZcuWYvfu3Qb3syB3geX0yOzVvXv3REhIiHBxcREKhULUqlVLzJkzR++OLCGEiIuLE7169RJly5YVDg4Oonfv3mLv3r3Z7jrKze3bt8Unn3wiatWqJezs7IRSqRTe3t7i3XffFdu3b9e7i/D1O/9sbGyEm5ubaN++vZg+fbp49OhRtvXn9fPJT7/y09v8vHeNreX27dtixIgRokaNGkKpVAo7OztRt25dERYWJmJjY3Xjfv/9dxEQECAcHBxE+fLlxbvvvivi4uJyfM1euHBBBAcH635+/fv317sjU4jsd4EJIcShQ4dEo0aNhFKpFABEaGioEEKIZ8+eiaFDhwo3NzehUqlE27ZtxcmTJw2ug4qPJEQex+GJSrjw8HBMnTo1z1NOlmj37t145513EBUVhaCgoGLdtkajQcOGDVGxYkXdUQcy3vTp0zFp0iTExcXxX/4WKvN3xd9//22ya8nIcvAUGJEF+v3333Hv3j18+umnaNiwIbp27WrybQ4dOhQBAQHw9PREQkICVqxYgWvXrmHhwoUm33Zpk3kqM/N7uY4cOYJFixZhwIABDD9EFoIBiMgCjRgxAj/99BMaN26MNWvWFOq6lvxKTk7GuHHj8Pfff0OhUKBx48bYu3evwS/QpNypVCrMnz8fd+/ehVqtRpUqVTB+/HjdbexEZH48BUZERESyw9vgiYiISHYYgIiIiEh2GICIiIhIdngRtAFarRYPHz6Eg4NDsVx8SkRERIUnhEBycjK8vLzy/NBRBiADHj58iMqVK5u7DCIiIjLCn3/+medHTjAAGeDg4ADgnwYa+rj50kij0eDgwYMIDAyEQqEwdzlmxV5kYS+ysBdZ2Iss7IU+c/cjKSkJlStX1v0dzw0DkAGZp70cHR1lFYBUKhUcHR1l/yZmL7KwF1nYiyzsRRb2Qp+l9CM/l6/wImgiIiKSHQYgIiIikh0GICIiIpIdBiAiIiKSHQYgIiIikh0GICIiIpIdBiAiIiKSHQYgIiIikh0GICIiIpIdBiAiIiKSHQYgIiIikh0GICIiIpIdBiAiIiKSHQYgIiIikh0GICIiIpIda3MXQESUk6oTokyy3rszu5lkvURUcvAIEBEREckOAxARERHJDgMQERERyQ4DEBEREcmOWQPQiRMnEBwcDC8vL0iShB07dug9L0mSwcecOXNyXGdkZKTBZdLS0ky8N0RERFRSmDUApaSkwM/PD0uWLDH4fHx8vN5j9erVkCQJvXv3znW9jo6O2Za1tbU1xS4QERFRCWTW2+C7du2Krl275vi8h4eH3vTOnTvh7++PatWq5bpeSZKyLUtERESUqcRcA/TXX38hKioKQ4cOzXPsixcv4O3tjUqVKuHtt99GTExMMVRIREREJUWJ+SDENWvWwMHBAb169cp1XO3atREZGYkGDRogKSkJCxcuRJs2bXD58mX4+voaXEatVkOtVuumk5KSAAAajQYajabodsKCZe6nXPY3N+xFFnP3QllGmGS9xuyPuXthSdiLLOyFPnP3oyDblYQQpvkNU0CSJGH79u3o0aOHwedr166NgIAALF68uEDr1Wq1aNy4Mdq1a4dFixYZHBMeHo6pU6dmm79hwwaoVKoCbY+IiIjMIzU1FSEhIUhMTISjo2OuY0vEEaCTJ0/ixo0b2Lx5c4GXtbKyQrNmzXDz5s0cx0ycOBFhYWG66aSkJFSuXBmBgYF5NrC00Gg0iI6ORkBAABQKhbnLMSv2Iou5e1E//IBJ1nslvHOBlzF3LywJe5GFvdBn7n5knsHJjxIRgFatWoUmTZrAz8+vwMsKIXDp0iU0aNAgxzFKpRJKpTLbfIVCIbsXtBz3OSfsRRZz9UKdIZlkvYXZF74usrAXWdgLfebqR0G2adYA9OLFC9y6dUs3HRsbi0uXLsHZ2RlVqlQB8E+a++GHHzB37lyD6xg4cCAqVqyIGTNmAACmTp2Kli1bwtfXF0lJSVi0aBEuXbqEpUuXmn6HiIiIqEQwawA6f/48/P39ddOZp6FCQ0MRGRkJANi0aROEEOjfv7/BdcTFxcHKKutmtufPn+PDDz9EQkICnJyc0KhRI5w4cQLNmzc33Y4QERFRiWLWANShQwfkdQ32hx9+iA8//DDH548dO6Y3PX/+fMyfP78oyiMiIqJSqsR8DhARERFRUWEAIiIiItlhACIiIiLZKRG3wROR5ao6IcrcJciCKft8d2Y3k62byFLxCBARERHJDgMQERERyQ4DEBEREckOAxARERHJDgMQERERyQ4DEBEREckOAxARERHJDgMQERERyQ4DEBEREckOAxARERHJDgMQERERyQ4DEBEREckOAxARERHJDgMQERERyQ4DEBEREckOAxARERHJDgMQERERyQ4DEBEREckOAxARERHJDgMQERERyQ4DEBEREckOAxARERHJDgMQERERyQ4DEBEREckOAxARERHJDgMQERERyQ4DEBEREckOAxARERHJDgMQERERyQ4DEBEREckOAxARERHJDgMQERERyQ4DEBEREckOAxARERHJjlkD0IkTJxAcHAwvLy9IkoQdO3boPT9o0CBIkqT3aNmyZZ7r3bp1K+rWrQulUom6deti+/btJtoDIiIiKonMGoBSUlLg5+eHJUuW5DimS5cuiI+P1z327t2b6zrPnDmDfv364YMPPsDly5fxwQcfoG/fvvjll1+KunwiIiIqoazNufGuXbuia9euuY5RKpXw8PDI9zoXLFiAgIAATJw4EQAwceJEHD9+HAsWLMDGjRsLVS8RERGVDmYNQPlx7NgxuLm5oVy5cmjfvj3+85//wM3NLcfxZ86cwdixY/Xmde7cGQsWLMhxGbVaDbVarZtOSkoCAGg0Gmg0msLtQAmRuZ9y2d/csBdZ8tMLZRlRXOUUGWN+tuZ+XZiyzwXdJ3P3wpKwF/rM3Y+CbFcSQljEby9JkrB9+3b06NFDN2/z5s0oW7YsvL29ERsbi8mTJyM9PR0XLlyAUqk0uB4bGxtERkYiJCREN2/Dhg0YPHiwXsh5VXh4OKZOnZpt/oYNG6BSqQq3Y0RERFQsUlNTERISgsTERDg6OuY61qKPAPXr10/3//Xr10fTpk3h7e2NqKgo9OrVK8flJEnSmxZCZJv3qokTJyIsLEw3nZSUhMqVKyMwMDDPBpYWGo0G0dHRCAgIgEKhMHc5ZpWfXtQPP2CSbV8J72yS9QLG1ay0EpjWVIvJ562g1ub8HippjOmzud8jpnrNAQXvh7l7YUnYC33m7kfmGZz8sOgA9DpPT094e3vj5s2bOY7x8PBAQkKC3rxHjx7B3d09x2WUSqXBI0oKhUJ2L2g57nNOcuuFOsM0YcCUvS9MzWqtZLJ9NofC9Nlc7xFT9t/Y/eHviyzshT5z9aMg2yxRnwP05MkT/Pnnn/D09MxxTKtWrRAdHa037+DBg2jdurWpyyMiIqISwqxHgF68eIFbt27ppmNjY3Hp0iU4OzvD2dkZ4eHh6N27Nzw9PXH37l188cUXcHV1Rc+ePXXLDBw4EBUrVsSMGTMAAKNHj0a7du0wa9YsdO/eHTt37sShQ4dw6tSpYt8/IiIiskxmDUDnz5+Hv7+/bjrzOpzQ0FAsX74cv/32G9auXYvnz5/D09MT/v7+2Lx5MxwcHHTLxMXFwcoq60BW69atsWnTJkyaNAmTJ09G9erVsXnzZrRo0aL4doyIiIgsmlkDUIcOHZDbTWgHDuR90d+xY8eyzevTpw/69OlTmNKIiIioFCtR1wARERERFQUGICIiIpIdBiAiIiKSHQYgIiIikh0GICIiIpIdBiAiIiKSHQYgIiIikh0GICIiIpIdBiAiIiKSHQYgIiIikh0GICIiIpIdBiAiIiKSHQYgIiIikh2zfhs8EZE5VJ0QVeBllGUEZjcH6ocfgDpDynHc3ZndClMa5ZMxP8P84s9QHngEiIiIiGSHAYiIiIhkhwGIiIiIZIcBiIiIiGSHAYiIiIhkhwGIiIiIZIcBiIiIiGSHAYiIiIhkhwGIiIiIZIcBiIiIiGSHAYiIiIhkhwGIiIiIZIcBiIiIiGSHAYiIiIhkhwGIiIiIZIcBiIiIiGSHAYiIiIhkhwGIiIiIZIcBiIiIiGTH2twFEBGVJlUnRJm7BCLKBx4BIiIiItlhACIiIiLZYQAiIiIi2WEAIiIiItkxawA6ceIEgoOD4eXlBUmSsGPHDt1zGo0G48ePR4MGDWBvbw8vLy8MHDgQDx8+zHWdkZGRkCQp2yMtLc3Ee0NEREQlhVkDUEpKCvz8/LBkyZJsz6WmpuLixYuYPHkyLl68iG3btuGPP/7AO++8k+d6HR0dER8fr/ewtbU1xS4QERFRCWTW2+C7du2Krl27GnzOyckJ0dHRevMWL16M5s2bIy4uDlWqVMlxvZIkwcPDo0hrJSIiotKjRH0OUGJiIiRJQrly5XId9+LFC3h7eyMjIwMNGzbEtGnT0KhRoxzHq9VqqNVq3XRSUhKAf07DaTSaIqnd0mXup1z2Nzf56YWyjDDptk3BmJqVVkLvv3JWmntR0NedJfy+MNV7ECjYfllCLyyJuftRkO1KQgiLeDdLkoTt27ejR48eBp9PS0tD27ZtUbt2baxfvz7H9fz888+4desWGjRogKSkJCxcuBB79+7F5cuX4evra3CZ8PBwTJ06Ndv8DRs2QKVSGbU/REREVLxSU1MREhKCxMREODo65jq2RAQgjUaDd999F3FxcTh27FieO/UqrVaLxo0bo127dli0aJHBMYaOAFWuXBmPHz8u0LZKMo1Gg+joaAQEBEChUJi7HLPKTy/qhx8wybavhHc2yXoB42pWWglMa6rF5PNWUGslE1RVcpTmXhT0dWcJvy9M9R4ECtYPS+iFJTF3P5KSkuDq6pqvAGTxp8A0Gg369u2L2NhYHDlypMCBxMrKCs2aNcPNmzdzHKNUKqFUKrPNVygUsntBy3Gfc5JbL9QZpvkDaMreF6ZmtVYy2T6XNKWxF8a+7sz5+8KUPwNj9om/O/WZqx8F2aZFfw5QZvi5efMmDh06BBcXlwKvQwiBS5cuwdPT0wQVEhERUUlk1iNAL168wK1bt3TTsbGxuHTpEpydneHl5YU+ffrg4sWL2LNnDzIyMpCQkAAAcHZ2ho2NDQBg4MCBqFixImbMmAEAmDp1Klq2bAlfX18kJSVh0aJFuHTpEpYuXVr8O0hEREQWyawB6Pz58/D399dNh4WFAQBCQ0MRHh6OXbt2AQAaNmyot9zRo0fRoUMHAEBcXBysrLIOZD1//hwffvghEhIS4OTkhEaNGuHEiRNo3ry5aXeGiIiISgyzBqAOHTogt2uw83N99rFjx/Sm58+fj/nz5xe2NCIiIirFLPoaICIiIiJTYAAiIiIi2WEAIiIiItlhACIiIiLZYQAiIiIi2WEAIiIiItlhACIiIiLZYQAiIiIi2WEAIiIiItlhACIiIiLZYQAiIiIi2WEAIiIiItlhACIiIiLZYQAiIiIi2WEAIiIiItlhACIiIiLZYQAiIiIi2WEAIiIiItlhACIiIiLZYQAiIiIi2TEqAMXGxhZ1HURERETFxqgAVKNGDfj7+2P9+vVIS0sr6pqIiIiITMqoAHT58mU0atQIn376KTw8PPDRRx/h7NmzRV0bERERkUlYG7NQ/fr1MW/ePMyePRu7d+9GZGQk2rZtC19fXwwdOhQffPABKlSoUNS1UilUdUKUydZ9d2Y3k62biEqvgvxeUpYRmN0cqB9+AOoMKdex/J1kWQp1EbS1tTV69uyJLVu2YNasWbh9+zbGjRuHSpUqYeDAgYiPjy+qOomIiIiKTKEC0Pnz5zFixAh4enpi3rx5GDduHG7fvo0jR47gwYMH6N69e1HVSURERFRkjDoFNm/ePERERODGjRsICgrC2rVrERQUBCurf/KUj48PVq5cidq1axdpsURERERFwagAtHz5cgwZMgSDBw+Gh4eHwTFVqlTBqlWrClUcERERkSkYFYBu3ryZ5xgbGxuEhoYas3oiIiIikzLqGqCIiAj88MMP2eb/8MMPWLNmTaGLIiIiIjIlowLQzJkz4erqmm2+m5sbpk+fXuiiiIiIiEzJqAB07949+Pj4ZJvv7e2NuLi4QhdFREREZEpGBSA3Nzf8+uuv2eZfvnwZLi4uhS6KiIiIyJSMCkDvvfceRo0ahaNHjyIjIwMZGRk4cuQIRo8ejffee6+oayQiIiIqUkbdBfb111/j3r176NixI6yt/1mFVqvFwIEDeQ0QERERWTyjApCNjQ02b96MadOm4fLly7Czs0ODBg3g7e1d1PURERERFTmjAlCmmjVrombNmkVVCxEREVGxMCoAZWRkIDIyEocPH8ajR4+g1Wr1nj9y5EiRFEdERERkCkZdBD169GiMHj0aGRkZqF+/Pvz8/PQe+XXixAkEBwfDy8sLkiRhx44des8LIRAeHg4vLy/Y2dmhQ4cOuHr1ap7r3bp1K+rWrQulUom6deti+/btBd1FIiIiKsWMOgK0adMmbNmyBUFBQYXaeEpKCvz8/DB48GD07t072/OzZ8/GvHnzEBkZiZo1a+Lrr79GQEAAbty4AQcHB4PrPHPmDPr164dp06ahZ8+e2L59O/r27YtTp06hRYsWhaqXiIiISgejL4KuUaNGoTfetWtXdO3a1eBzQggsWLAAX375JXr16gUAWLNmDdzd3bFhwwZ89NFHBpdbsGABAgICMHHiRADAxIkTcfz4cSxYsAAbN24sdM1ERERU8hkVgD799FMsXLgQS5YsgSRJRV0TACA2NhYJCQkIDAzUzVMqlWjfvj1Onz6dYwA6c+YMxo4dqzevc+fOWLBgQY7bUqvVUKvVuumkpCQAgEajgUajKcRelByZ+1nc+6ssI0y2bmP3JT+9MFXdpuy/MTUrrYTef+WsNPeioK87c/2+eJUpf3cUREFeF3L4e2Lu10ZBtisJIQr8KurZsyeOHj0KZ2dn1KtXDwqFQu/5bdu2FXSVkCQJ27dvR48ePQAAp0+fRps2bfDgwQN4eXnpxn344Ye4d+8eDhw4YHA9NjY2iIyMREhIiG7ehg0bMHjwYL2Q86rw8HBMnTo12/wNGzZApVIVeF+IiIio+KWmpiIkJASJiYlwdHTMdaxRR4DKlSuHnj17GlVcQb1+hEkIkedRp4IuM3HiRISFhemmk5KSULlyZQQGBubZwNJCo9EgOjoaAQEB2QKtKdUPNxxki8KV8M5GLZefXpiqbmNrzg9jalZaCUxrqsXk81ZQa01ztLekKM29KOjrLr+/L0z5/rYUBXldmPL9bSnM9bckU+YZnPwwKgBFREQYs1iBeHh4AAASEhLg6empm//o0SO4u7vnulxCQoLevLyWUSqVUCqV2eYrFAqz/ADNqbj3WZ1huj8khd2P3HphqrpN2fvC1KzWSib9WZUkpbEXxr7u8vp9Udr6lJv8vC7k9PfEXH8/C7JNo26DB4D09HQcOnQIK1euRHJyMgDg4cOHePHihbGr1OPj4wMPDw9ER0fr5r18+RLHjx9H69atc1yuVatWessAwMGDB3NdhoiIiOTFqCNA9+7dQ5cuXRAXFwe1Wo2AgAA4ODhg9uzZSEtLw4oVK/K1nhcvXuDWrVu66djYWFy6dAnOzs6oUqUKxowZg+nTp8PX1xe+vr6YPn06VCqV3vU9AwcORMWKFTFjxgwA/3xGUbt27TBr1ix0794dO3fuxKFDh3Dq1CljdpWIiIhKIaMC0OjRo9G0aVNcvnwZLi4uuvk9e/bEsGHD8r2e8+fPw9/fXzedeR1OaGgoIiMj8fnnn+N///sfRowYgWfPnqFFixY4ePCg3mcAxcXFwcoq60BW69atsWnTJkyaNAmTJ09G9erVsXnzZn4GEBEREekYFYBOnTqFn376CTY2Nnrzvb298eDBg3yvp0OHDsjtJjRJkhAeHo7w8PAcxxw7dizbvD59+qBPnz75roOIiIjkxahrgLRaLTIyMrLNv3//fo6f0ExERERkKYwKQAEBAXofLChJEl68eIEpU6YU+usxiIiIiEzNqFNg8+fPh7+/P+rWrYu0tDSEhITg5s2bcHV15ddNEBERkcUzKgB5eXnh0qVL2LhxIy5evAitVouhQ4fi/fffh52dXVHXSERERFSkjApAAGBnZ4chQ4ZgyJAhRVkPERERkckZFYDWrl2b6/MDBw40qhgiIiKi4mD05wC9SqPRIDU1FTY2NlCpVAxAREREZNGMugvs2bNneo8XL17gxo0baNu2LS+CJiIiIotn9HeBvc7X1xczZ87MdnSIiIiIyNIUWQACgDJlyuDhw4dFuUoiIiKiImfUNUC7du3SmxZCID4+HkuWLEGbNm2KpDAiIiIiUzEqAPXo0UNvWpIkVKhQAW+99Rbmzp1bFHURERERmYxRAUir1RZ1HURERETFxugPQiQiotKh6oSoAo1XlhGY3RyoH34A6gzJRFURmZZRASgsLCzfY+fNm2fMJoiIiIhMxqgAFBMTg4sXLyI9PR21atUCAPzxxx8oU6YMGjdurBsnSfyXAREREVkeowJQcHAwHBwcsGbNGpQvXx7APx+OOHjwYLz55pv49NNPi7RIIiIioqJk1OcAzZ07FzNmzNCFHwAoX748vv76a94FRkRERBbPqACUlJSEv/76K9v8R48eITk5udBFEREREZmSUQGoZ8+eGDx4MH788Ufcv38f9+/fx48//oihQ4eiV69eRV0jERERUZEy6hqgFStWYNy4cRgwYAA0Gs0/K7K2xtChQzFnzpwiLZCIiIioqBkVgFQqFZYtW4Y5c+bg9u3bEEKgRo0asLe3L+r6iIiIiIpcob4MNT4+HvHx8ahZsybs7e0hhCiquoiIiIhMxqgA9OTJE3Ts2BE1a9ZEUFAQ4uPjAQDDhg3jLfBERERk8YwKQGPHjoVCoUBcXBxUKpVufr9+/bB///4iK46IiIjIFIy6BujgwYM4cOAAKlWqpDff19cX9+7dK5LCiIiIiEzFqCNAKSkpekd+Mj1+/BhKpbLQRRERERGZklEBqF27dli7dq1uWpIkaLVazJkzB/7+/kVWHBEREZEpGHUKbM6cOejQoQPOnz+Ply9f4vPPP8fVq1fx9OlT/PTTT0VdIxEREVGRMuoIUN26dfHrr7+iefPmCAgIQEpKCnr16oWYmBhUr169qGskIiIiKlIFPgKk0WgQGBiIlStXYurUqaaoiYiIiMikCnwESKFQ4MqVK5AkyRT1EBEREZmcUdcADRw4EKtWrcLMmTOLuh6iIlN1QpRRyynLCMxuDtQPPwB1RvEGfWNrJiKigjEqAL18+RL//e9/ER0djaZNm2b7DrB58+YVSXFEREREplCgAHTnzh1UrVoVV65cQePGjQEAf/zxh94YnhojIiIiS1egAOTr64v4+HgcPXoUwD9ffbFo0SK4u7ubpDgiIiIiUyjQRdCvf9v7vn37kJKSUqQFEREREZmaUZ8DlOn1QERERERUEhQoAEmSlO0aH1Nf81O1alXddl99jBw50uD4Y8eOGRx//fp1k9ZJREREJUeBrgESQmDQoEG6LzxNS0vD8OHDs90Ftm3btiIr8Ny5c8jIyNBNX7lyBQEBAXj33XdzXe7GjRtwdHTUTVeoUKHIaiIiIqKSrUABKDQ0VG96wIABRVqMIa8Hl5kzZ6J69epo3759rsu5ubmhXLlyJqyMiIiISqoCBaCIiAhT1ZEvL1++xPr16xEWFpbnqbdGjRohLS0NdevWxaRJk3L9lnq1Wg21Wq2bTkpKAvDP135oNJqiKd7CZe5nce+vsozlXUemtBJ6/5Uz9iILe5GFvchSkF7I4e+Juf6WvL79/JBECbqSecuWLQgJCUFcXBy8vLwMjrlx4wZOnDiBJk2aQK1WY926dVixYgWOHTuGdu3aGVwmPDzc4PeabdiwASqVqkj3gYiIiEwjNTUVISEhSExM1LsMxpASFYA6d+4MGxsb7N69u0DLBQcHQ5Ik7Nq1y+Dzho4AVa5cGY8fP86zgaWFRqNBdHQ0AgICoFAoim279cMPFNu28ktpJTCtqRaTz1tBrZX3B3uyF1nYiyzsRZaC9OJKeOdiqsp8zPW3JFNSUhJcXV3zFYCM+ioMc7h37x4OHTpk1AXWLVu2xPr163N8XqlU6i7sfpVCoTDLD9Ccinufi/u7tgpCrZUsur7ixF5kYS+ysBdZ8tMLOf09Mdffz4Jss1CfA1ScIiIi4Obmhm7duhV42ZiYGHh6epqgKiIiIiqJSsQRIK1Wi4iICISGhsLaWr/kiRMn4sGDB1i7di0AYMGCBahatSrq1aunu2h669at2Lp1qzlKJyIiIgtUIgLQoUOHEBcXhyFDhmR7Lj4+HnFxcbrply9fYty4cXjw4AHs7OxQr149REVFISgoqDhLJiIiIgtWIgJQYGBgjl+7ERkZqTf9+eef4/PPPy+GqoiIiKikKjHXABEREREVFQYgIiIikh0GICIiIpKdEnENEJlf1QlR5i6BiIioyPAIEBEREckOAxARERHJDgMQERERyQ4DEBEREckOAxARERHJDgMQERERyQ4DEBEREckOAxARERHJDgMQERERyQ4DEBEREckOAxARERHJDgMQERERyQ4DEBEREckOAxARERHJDgMQERERyQ4DEBEREckOAxARERHJDgMQERERyQ4DEBEREckOAxARERHJDgMQERERyQ4DEBEREckOAxARERHJDgMQERERyQ4DEBEREckOAxARERHJDgMQERERyQ4DEBEREckOAxARERHJDgMQERERyQ4DEBEREckOAxARERHJDgMQERERyQ4DEBEREcmORQeg8PBwSJKk9/Dw8Mh1mePHj6NJkyawtbVFtWrVsGLFimKqloiIiEoKa3MXkJd69erh0KFDuukyZcrkODY2NhZBQUH417/+hfXr1+Onn37CiBEjUKFCBfTu3bs4yiUiIqISwOIDkLW1dZ5HfTKtWLECVapUwYIFCwAAderUwfnz5/HNN98wABEREZGOxQegmzdvwsvLC0qlEi1atMD06dNRrVo1g2PPnDmDwMBAvXmdO3fGqlWroNFooFAoDC6nVquhVqt100lJSQAAjUYDjUZTRHti2TL3M6f9VZYRxVmOWSmthN5/5Yy9yMJeZGEvshSkF3L4e5LX35Li2n5+SEIIi30F79u3D6mpqahZsyb++usvfP3117h+/TquXr0KFxeXbONr1qyJQYMG4YsvvtDNO336NNq0aYOHDx/C09PT4HbCw8MxderUbPM3bNgAlUpVdDtEREREJpOamoqQkBAkJibC0dEx17EWfQSoa9euuv9v0KABWrVqherVq2PNmjUICwszuIwkSXrTmfnu9fmvmjhxot76kpKSULlyZQQGBubZQEtSP/yA0csqrQSmNdVi8nkrqLU590oO2Iss7EUW9iILe5GlIL24Et65mKoyH41Gg+joaAQEBOR41sWUMs/g5IdFB6DX2dvbo0GDBrh586bB5z08PJCQkKA379GjR7C2tjZ4xCiTUqmEUqnMNl+hUJjlB2gsdUbhfxGptVKRrKc0YC+ysBdZ2Iss7EWW/PSiJP09KSxz/f0syDYt+jb416nValy7di3HU1mtWrVCdHS03ryDBw+iadOmsnrhERERUe4sOgCNGzcOx48fR2xsLH755Rf06dMHSUlJCA0NBfDPqauBAwfqxg8fPhz37t1DWFgYrl27htWrV2PVqlUYN26cuXaBiIiILJBFnwK7f/8++vfvj8ePH6NChQpo2bIlfv75Z3h7ewMA4uPjERcXpxvv4+ODvXv3YuzYsVi6dCm8vLywaNEi3gJPREREeiw6AG3atCnX5yMjI7PNa9++PS5evGiiioiIiKg0sOhTYERERESmwABEREREssMARERERLLDAERERESywwBEREREssMARERERLLDAERERESywwBEREREssMARERERLLDAERERESywwBEREREssMARERERLLDAERERESywwBEREREssMARERERLLDAERERESywwBEREREssMARERERLLDAERERESywwBEREREssMARERERLLDAERERESywwBEREREssMARERERLLDAERERESywwBEREREssMARERERLLDAERERESywwBEREREssMARERERLLDAERERESywwBEREREsmNt7gKIiIjkoOqEKJOt++7MbiZbd2nFI0BEREQkOwxAREREJDsMQERERCQ7DEBEREQkOwxAREREJDsWHYBmzJiBZs2awcHBAW5ubujRowdu3LiR6zLHjh2DJEnZHtevXy+mqomIiMjSWXQAOn78OEaOHImff/4Z0dHRSE9PR2BgIFJSUvJc9saNG4iPj9c9fH19i6FiIiIiKgks+nOA9u/frzcdEREBNzc3XLhwAe3atct1WTc3N5QrV86E1REREVFJZdEB6HWJiYkAAGdn5zzHNmrUCGlpaahbty4mTZoEf3//HMeq1Wqo1WrddFJSEgBAo9FAo9EUsurioywjjF/WSuj9V87YiyzsRRb2Igt7kcVSemEpf6sy6zBXPQXZriSEKBGvYCEEunfvjmfPnuHkyZM5jrtx4wZOnDiBJk2aQK1WY926dVixYgWOHTuW41Gj8PBwTJ06Ndv8DRs2QKVSFdk+EBERkemkpqYiJCQEiYmJcHR0zHVsiQlAI0eORFRUFE6dOoVKlSoVaNng4GBIkoRdu3YZfN7QEaDKlSvj8ePHeTbQktQPP2D0skorgWlNtZh83gpqrVSEVZU87EUW9iILe5GFvchiKb24Et7ZbNt+lUajQXR0NAICAqBQKIp9+0lJSXB1dc1XACoRp8A++eQT7Nq1CydOnChw+AGAli1bYv369Tk+r1QqoVQqs81XKBRm+QEaS51R+DefWisVyXpKA/YiC3uRhb3Iwl5kMXcvLO1vlbn+fhZkmxYdgIQQ+OSTT7B9+3YcO3YMPj4+Rq0nJiYGnp6eRVwdERERlVQWHYBGjhyJDRs2YOfOnXBwcEBCQgIAwMnJCXZ2dgCAiRMn4sGDB1i7di0AYMGCBahatSrq1auHly9fYv369di6dSu2bt1qtv0gIiIiy2LRAWj58uUAgA4dOujNj4iIwKBBgwAA8fHxiIuL0z338uVLjBs3Dg8ePICdnR3q1auHqKgoBAUFFVfZREREZOEsOgDl5/rsyMhIvenPP/8cn3/+uYkqIiIiotLAoj8JmoiIiMgUGICIiIhIdhiAiIiISHYYgIiIiEh2GICIiIhIdhiAiIiISHYYgIiIiEh2GICIiIhIdhiAiIiISHYYgIiIiEh2GICIiIhIdhiAiIiISHYYgIiIiEh2GICIiIhIdhiAiIiISHYYgIiIiEh2GICIiIhIdhiAiIiISHYYgIiIiEh2GICIiIhIdhiAiIiISHYYgIiIiEh2rM1dgBxVnRBl7hKIiKgUsZS/K8oyArObA/XDD0CdIeU69u7MbsVUlWE8AkRERESywwBEREREssMARERERLLDAERERESywwBEREREssMARERERLLDAERERESywwBEREREssMARERERLLDAERERESywwBEREREssMARERERLLDAERERESywwBEREREslMiAtCyZcvg4+MDW1tbNGnSBCdPnsx1/PHjx9GkSRPY2tqiWrVqWLFiRTFVSkRERCWBxQegzZs3Y8yYMfjyyy8RExODN998E127dkVcXJzB8bGxsQgKCsKbb76JmJgYfPHFFxg1ahS2bt1azJUTERGRpbL4ADRv3jwMHToUw4YNQ506dbBgwQJUrlwZy5cvNzh+xYoVqFKlChYsWIA6depg2LBhGDJkCL755ptirpyIiIgslUUHoJcvX+LChQsIDAzUmx8YGIjTp08bXObMmTPZxnfu3Bnnz5+HRqMxWa1ERERUclibu4DcPH78GBkZGXB3d9eb7+7ujoSEBIPLJCQkGByfnp6Ox48fw9PTM9syarUaarVaN52YmAgAePr0qUlCk3V6SpGvs7CstQKpqVpYa6yQoZXMXY5ZsRdZ2Iss7EUW9iILe6GvIP148uRJkW8/OTkZACCEyHOsRQegTJKk30QhRLZ5eY03ND/TjBkzMHXq1GzzfXx8ClpqiRZi7gIsCHuRhb3Iwl5kYS+ysBf68tsP17mmqyE5ORlOTk65jrHoAOTq6ooyZcpkO9rz6NGjbEd5Mnl4eBgcb21tDRcXF4PLTJw4EWFhYbpprVaLp0+fwsXFJdegVZokJSWhcuXK+PPPP+Ho6GjucsyKvcjCXmRhL7KwF1nYC33m7ocQAsnJyfDy8spzrEUHIBsbGzRp0gTR0dHo2bOnbn50dDS6d+9ucJlWrVph9+7devMOHjyIpk2bQqFQGFxGqVRCqVTqzStXrlzhii+hHB0d+Sb+/9iLLOxFFvYiC3uRhb3QZ85+5HXkJ5NFXwQNAGFhYfjvf/+L1atX49q1axg7dizi4uIwfPhwAP8cvRk4cKBu/PDhw3Hv3j2EhYXh2rVrWL16NVatWoVx48aZaxeIiIjIwlj0ESAA6NevH548eYKvvvoK8fHxqF+/Pvbu3Qtvb28AQHx8vN5nAvn4+GDv3r0YO3Ysli5dCi8vLyxatAi9e/c21y4QERGRhbH4AAQAI0aMwIgRIww+FxkZmW1e+/btcfHiRRNXVboolUpMmTIl26lAOWIvsrAXWdiLLOxFFvZCX0nqhyTyc68YERERUSli8dcAERERERU1BiAiIiKSHQYgIiIikh0GICIiIpIdBiDCgwcPMGDAALi4uEClUqFhw4a4cOGCucsqdlWrVoUkSdkeI0eONHdpxS49PR2TJk2Cj48P7OzsUK1aNXz11VfQarXmLs0skpOTMWbMGHh7e8POzg6tW7fGuXPnzF2WyZ04cQLBwcHw8vKCJEnYsWOH3vNCCISHh8PLywt2dnbo0KEDrl69ap5iTSyvXmzbtg2dO3eGq6srJEnCpUuXzFJnccitFxqNBuPHj0eDBg1gb28PLy8vDBw4EA8fPjRfwTlgAJK5Z8+eoU2bNlAoFNi3bx9+//13zJ07V5afhH3u3DnEx8frHtHR0QCAd99918yVFb9Zs2ZhxYoVWLJkCa5du4bZs2djzpw5WLx4sblLM4thw4YhOjoa69atw2+//YbAwEB06tQJDx48MHdpJpWSkgI/Pz8sWbLE4POzZ8/GvHnzsGTJEpw7dw4eHh4ICAjQfSFlaZJXL1JSUtCmTRvMnDmzmCsrfrn1IjU1FRcvXsTkyZNx8eJFbNu2DX/88QfeeecdM1SaB0GyNn78eNG2bVtzl2GRRo8eLapXry60Wq25Syl23bp1E0OGDNGb16tXLzFgwAAzVWQ+qampokyZMmLPnj168/38/MSXX35ppqqKHwCxfft23bRWqxUeHh5i5syZunlpaWnCyclJrFixwgwVFp/Xe/Gq2NhYAUDExMQUa03mklsvMp09e1YAEPfu3SueovKJR4BkbteuXWjatCneffdduLm5oVGjRvjuu+/MXZbZvXz5EuvXr8eQIUNk84W4r2rbti0OHz6MP/74AwBw+fJlnDp1CkFBQWaurPilp6cjIyMDtra2evPt7Oxw6tQpM1VlfrGxsUhISEBgYKBunlKpRPv27XH69GkzVkaWJjExEZIkWdyZBQYgmbtz5w6WL18OX19fHDhwAMOHD8eoUaOwdu1ac5dmVjt27MDz588xaNAgc5diFuPHj0f//v1Ru3ZtKBQKNGrUCGPGjEH//v3NXVqxc3BwQKtWrTBt2jQ8fPgQGRkZWL9+PX755RfEx8ebuzyzSUhIAAC4u7vrzXd3d9c9R5SWloYJEyYgJCTE4r4stkR8FQaZjlarRdOmTTF9+nQAQKNGjXD16lUsX75c70tm5WbVqlXo2rUrvLy8zF2KWWzevBnr16/Hhg0bUK9ePVy6dAljxoyBl5cXQkNDzV1esVu3bh2GDBmCihUrokyZMmjcuDFCQkL4lTtAtiOkQghZHjWl7DQaDd577z1otVosW7bM3OVkwyNAMufp6Ym6devqzatTp47eF8zKzb1793Do0CEMGzbM3KWYzWeffYYJEybgvffeQ4MGDfDBBx9g7NixmDFjhrlLM4vq1avj+PHjePHiBf7880+cPXsWGo0GPj4+5i7NbDw8PAAg29GeR48eZTsqRPKj0WjQt29fxMbGIjo62uKO/gAMQLLXpk0b3LhxQ2/eH3/8AW9vbzNVZH4RERFwc3NDt27dzF2K2aSmpsLKSv/XQ5kyZWR7G3wme3t7eHp64tmzZzhw4AC6d+9u7pLMxsfHBx4eHrq7JYF/rp07fvw4WrdubcbKyNwyw8/Nmzdx6NAhuLi4mLskg3gKTObGjh2L1q1bY/r06ejbty/Onj2Lb7/9Ft9++625SzMLrVaLiIgIhIaGwtpavm+P4OBg/Oc//0GVKlVQr149xMTEYN68eRgyZIi5SzOLAwcOQAiBWrVq4datW/jss89Qq1YtDB482NylmdSLFy9w69Yt3XRsbCwuXboEZ2dnVKlSBWPGjMH06dPh6+sLX19fTJ8+HSqVCiEhIWas2jTy6sXTp08RFxen+7ybzH9Yenh46I6WlRa59cLLywt9+vTBxYsXsWfPHmRkZOiOEjo7O8PGxsZcZWdn7tvQyPx2794t6tevL5RKpahdu7b49ttvzV2S2Rw4cEAAEDdu3DB3KWaVlJQkRo8eLapUqSJsbW1FtWrVxJdffinUarW5SzOLzZs3i2rVqgkbGxvh4eEhRo4cKZ4/f27uskzu6NGjAkC2R2hoqBDin1vhp0yZIjw8PIRSqRTt2rUTv/32m3mLNpG8ehEREWHw+SlTppi1blPIrReZHwNg6HH06FFzl65HEkKIYspaRERERBaB1wARERGR7DAAERERkewwABEREZHsMAARERGR7DAAERERkewwABEREZHsMAARERGR7DAAERGVYMeOHYMkSXj+/Lm5SyEqURiAiGRk0KBB6NGjR7Fv9+XLl5gzZw4aN24Me3t7ODk5wc/PD5MmTdJ9dUBmfZIkQZIkKBQKuLu7IyAgAKtXr872PWRVq1bVjVWpVKhfvz5WrlyZax2Z4yVJgoODA5o2bYpt27aZbJ9nz54NPz8/qFQquLq6ok2bNoiIiIBGoymy7bRu3Rrx8fFwcnICAERGRqJcuXJFtn6i0ooBiIhMSq1WIyAgANOnT8egQYNw4sQJXLhwAbNnz8aTJ0+wePFivfFdunRBfHw87t69i3379sHf3x+jR4/G22+/jfT0dL2xX331FeLj4/Hrr7+iR48eGD58ODZv3pxrPREREYiPj8e5c+fg5+eHd999F2fOnDFq316+fJnj/M6dO2PmzJn48MMPcfr0aZw9exYjR47E4sWLcfXqVaO2Z4iNjQ08PDwgSVKRrZNIFsz9XRxEVHxCQ0NF9+7dc3z+2LFjolmzZrrvvBo/frzQaDS655OSkkRISIhQqVTCw8NDzJs3T7Rv316MHj06x3XOmDFDWFlZiYsXLxp8XqvV5lnf4cOHBQDx3Xff6eZ5e3uL+fPn643z9fUV7733Xo61ABDbt2/XTb98+VKoVCoxYcIEIYQQ9+/fF3379hXlypUTzs7O4p133hGxsbHZ6ps+fbrw9PQU3t7eBrcza9asHPf55cuX4sWLF0IIIfbt2yfatGkjnJychLOzs+jWrZu4deuWbmzm9ypt3LhRtGrVSiiVSlG3bl2971TK/F6mZ8+eGfyOpszvolq3bp1o0qSJKFu2rHB3dxf9+/cXf/31V469IirteASIiAAADx48QFBQEJo1a4bLly9j+fLlWLVqFb7++mvdmLCwMPz000/YtWsXoqOjcfLkSVy8eDHX9W7cuBEBAQFo1KiRwefzc+Tirbfegp+fX56nq2xtbQt0ekmhUMDa2hoajQapqanw9/dH2bJlceLECZw6dQply5ZFly5d9I70HD58GNeuXUN0dDT27NljcL3ff/89OnXqZHCfFQoF7O3tAQApKSkICwvDuXPncPjwYVhZWaFnz57ZTvd99tln+PTTTxETE4PWrVvjnXfewZMnT7Ktu3Xr1liwYAEcHR0RHx+P+Ph4jBs3DsA/R6WmTZuGy5cvY8eOHYiNjcWgQYPy3SuiUsfcCYyIik9uR4C++OILUatWLb0jMkuXLhVly5YVGRkZIikpSSgUCvHDDz/onn/+/LlQqVS5HgGytbUVo0aN0pvXo0cPYW9vL+zt7UWrVq3yVV+/fv1EnTp1dNOvHgHSaDS6b+NetmxZjrXglSNAaWlpYtq0aQKA2Lt3r1i1alW2/Ver1cLOzk4cOHBAV5+7u7tQq9U5bkMIIezs7LLtc348evRIANB9o3rmEaCZM2fqxmg0GlGpUiUxa9YsIYT+ESAh/vlWcicnpzy3dfbsWQFAJCcnF7hOotKAR4CICABw7do1tGrVSu+ITJs2bfDixQvcv38fd+7cgUajQfPmzXXPOzk5oVatWnmu+/WjPMuWLcOlS5cwZMgQpKam5qs+IUS29YwfPx5ly5aFnZ0dRo4cic8++wwfffRRruvp378/ypYtC5VKhXnz5uGbb75B165dceHCBdy6dQsODg4oW7YsypYtC2dnZ6SlpeH27du65Rs0aAAbG5sC12rI7du3ERISgmrVqsHR0RE+Pj4AgLi4OL1xrVq10v2/tbU1mjZtimvXruW5/lfFxMSge/fu8Pb2hoODAzp06GBwW0RyYW3uAojIMhj6oy2EAPBPgHn1/w2NyYmvry+uX7+uN8/T0xMA4OzsnO/6rl27pgsImT777DMMGjQIKpUKnp6e+Qod8+fPR6dOneDo6Ag3NzfdfK1WiyZNmuD777/PtkyFChV0/595+io3NWvWzFdACQ4ORuXKlfHdd9/By8sLWq0W9evXz/Hi6lcV5KLnlJQUBAYGIjAwEOvXr0eFChUQFxeHzp0752tbRKURjwAREQCgbt26OH36tF6gOX36NBwcHFCxYkVUr14dCoUCZ8+e1T2flJSEmzdv5rre/v37Izo6GjExMUbXduTIEfz222/o3bu33nxXV1fUqFEDXl5e+Q4EHh4eqFGjhl74AYDGjRvj5s2bcHNzQ40aNfQembeY51dISAgOHTpkcJ/T09ORkpKCJ0+e4Nq1a5g0aRI6duyIOnXq4NmzZwbX9/PPP+stf+HCBdSuXdvgWBsbG2RkZOjNu379Oh4/foyZM2fizTffRO3atfHo0aMC7RNRacMARCQziYmJuHTpkt4jLi4OI0aMwJ9//olPPvkE169fx86dOzFlyhSEhYXBysoKDg4OCA0NxWeffYajR4/i6tWrGDJkCKysrHINH2PHjkWrVq3w1ltvYeHChbh48SJiY2Nx4MAB7Nu3D2XKlNEbr1arkZCQgAcPHuDixYuYPn06unfvjrfffhsDBw40WV/ef/99uLq6onv37jh58iRiY2Nx/PhxjB49Gvfv3y/QusaMGYM2bdqgY8eOWLp0KS5fvow7d+5gy5YtaNGiBW7evIny5cvDxcUF3377LW7duoUjR44gLCzM4PqWLl2K7du34/r16xg5ciSePXuGIUOGGBxbtWpVvHjxAocPH8bjx4+RmpqKKlWqwMbGBosXL8adO3ewa9cuTJs2rcA9IipVzHj9EREVs9DQ0Gy3SQMQoaGhQgjjboNv3ry57jbynKSlpYmZM2cKPz8/YWdnJ5RKpahdu7YYO3asiIuLM1iftbW1qFChgujUqZNYvXq1yMjI0Funodvg84LXboN/XXx8vBg4cKBwdXUVSqVSVKtWTfzrX/8SiYmJuvpy+xiB1/d5xowZokGDBsLW1lY4OzuLNm3aiMjISF1Po6OjRZ06dYRSqRRvvPGGOHbsmF6NmRdBb9iwQbRo0ULY2NiIOnXqiMOHD+u28/pF0EIIMXz4cOHi4qJ3G/yGDRtE1apVhVKpFK1atRK7du0SAERMTEx+20dUqkhC5HECn4goBykpKahYsSLmzp2LoUOHmrucUufu3bvw8fFBTEwMGjZsaO5yiEoVXgRNRPkWExOD69evo3nz5khMTMRXX30FAOjevbuZKyMiKhgGICIqkG+++QY3btyAjY0NmjRpgpMnT8LV1dXcZRERFQhPgREREZHs8C4wIiIikh0GICIiIpIdBiAiIiKSHQYgIiIikh0GICIiIpIdBiAiIiKSHQYgIiIikh0GICIiIpIdBiAiIiKSnf8Hxrz0PenMduUAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "# Create a histogram\n",
    "log_gdp_per_capita = wdi[\"Log GDP Per Capita\"]\n",
    "plt.hist(log_gdp_per_capita, bins=20)\n",
    "plt.xlabel(\"Log GDP Per Capita\")\n",
    "plt.ylabel(\"Frequency\")\n",
    "plt.title(\"Frequency Figure of Log GDP Per Capita\")\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***\n",
    "### *Additional Insights*\n",
    "* The distribution of Log GDP Per Capita closely resembles a normal distribution, suggesting that the dataset appears to be fairly representative.\n",
    "* This finding contradicts the earlier observation of a higher number of data points with higher GDP Per Capita values. Consequently, it is reasonable to conclude that when GDP Per Capita reaches a sufficiently high level, the under-5 mortality rate may experience only marginal changes."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Export and Send Your Notebook to Me!\n",
    "\n",
    "When you are finished, the next step is to export this notebook. \n",
    "\n",
    "In my experience, the best way to do this is as follows: \n",
    "\n",
    "1. Along the top of your notebook, select \"Export\" (it might be in the three-dot menu).\n",
    "2. Choose \"HTML\" and **save it next to this notebook file**. This is important because any images in the HTML have relative file paths that are set up to be in reference to the location of your notebook, so if you save it somewhere else, when you open it you may lose all your images. \n",
    "3. Open that HTML in your normal web browser (Chrome, Firefox, etc), **not** in VS Code.\n",
    "4. Print the page to PDF.\n",
    "\n",
    "Why do this instead of choosing the PDF option when exporting? If you try and export a notebook directly to PDF, VS Code will actually try and use a tool to convert it to a LaTeX document, compile that latex document, then print, and getting this setup right can be a pain, and the LaTeX conversion often causes problems. So while a little convoluted, that's my recommendation. \n",
    "\n",
    "Now that you have a PDF, please upload it to Gradescope!"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "f06fa9c80cc08d4d343f66ad24a278ad0285590eac640a80c32c9d748f33a802"
  },
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}