{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "994a515b-161c-4c96-88d7-307dc8d05f4d",
   "metadata": {
    "tags": [
     "hide-cell"
    ]
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring invalid distribution -rotobuf (d:\\conda\\envs\\py39\\lib\\site-packages)\n",
      "WARNING: Ignoring invalid distribution -rotobuf (d:\\conda\\envs\\py39\\lib\\site-packages)\n",
      "\n",
      "[notice] A new release of pip is available: 23.2.1 -> 23.3.1\n",
      "[notice] To update, run: python.exe -m pip install --upgrade pip\n"
     ]
    }
   ],
   "source": [
    "# Install the necessary dependencies\n",
    "\n",
    "import os\n",
    "import sys\n",
    "!{sys.executable} -m pip install --quiet pandas scikit-learn numpy matplotlib jupyterlab_myst ipython birds"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "00a3829e",
   "metadata": {
    "tags": [
     "remove-cell"
    ]
   },
   "source": [
    "---\n",
    "license:\n",
    "    code: MIT\n",
    "    content: CC-BY-4.0\n",
    "github: https://github.com/ocademy-ai/machine-learning\n",
    "venue: By Ocademy\n",
    "open_access: true\n",
    "bibliography:\n",
    "  - https://raw.githubusercontent.com/ocademy-ai/machine-learning/main/open-machine-learning-jupyter-book/references.bib\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "11821a59",
   "metadata": {},
   "source": [
    "# Visualizing distributions\n",
    "\n",
    "In the previous section, you learned some interesting facts about a dataset about the birds of Minnesota. You found some erroneous data by visualizing outliers and looked at the differences between bird categories by their maximum length.\n",
    "\n",
    "## Explore the birds dataset\n",
    "\n",
    "Another way to dig into data is by looking at its distribution, or how the data is organized along an axis. Perhaps, for example, you'd like to learn about the general distribution, for this dataset, of the maximum wingspan or maximum body mass for the birds of Minnesota. \n",
    "\n",
    "Let's discover some facts about the distributions of data in this dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "54f5b4ef",
   "metadata": {
    "attributes": {
     "classes": [
      "code-cell"
     ],
     "id": ""
    },
    "tags": [
     "output_scroll",
     "hide-input"
    ]
   },
   "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>Name</th>\n",
       "      <th>ScientificName</th>\n",
       "      <th>Category</th>\n",
       "      <th>Order</th>\n",
       "      <th>Family</th>\n",
       "      <th>Genus</th>\n",
       "      <th>ConservationStatus</th>\n",
       "      <th>MinLength</th>\n",
       "      <th>MaxLength</th>\n",
       "      <th>MinBodyMass</th>\n",
       "      <th>MaxBodyMass</th>\n",
       "      <th>MinWingspan</th>\n",
       "      <th>MaxWingspan</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Black-bellied whistling-duck</td>\n",
       "      <td>Dendrocygna autumnalis</td>\n",
       "      <td>Ducks/Geese/Waterfowl</td>\n",
       "      <td>Anseriformes</td>\n",
       "      <td>Anatidae</td>\n",
       "      <td>Dendrocygna</td>\n",
       "      <td>LC</td>\n",
       "      <td>47.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>652.0</td>\n",
       "      <td>1020.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>94.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Fulvous whistling-duck</td>\n",
       "      <td>Dendrocygna bicolor</td>\n",
       "      <td>Ducks/Geese/Waterfowl</td>\n",
       "      <td>Anseriformes</td>\n",
       "      <td>Anatidae</td>\n",
       "      <td>Dendrocygna</td>\n",
       "      <td>LC</td>\n",
       "      <td>45.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>712.0</td>\n",
       "      <td>1050.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>93.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Snow goose</td>\n",
       "      <td>Anser caerulescens</td>\n",
       "      <td>Ducks/Geese/Waterfowl</td>\n",
       "      <td>Anseriformes</td>\n",
       "      <td>Anatidae</td>\n",
       "      <td>Anser</td>\n",
       "      <td>LC</td>\n",
       "      <td>64.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>2050.0</td>\n",
       "      <td>4050.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>165.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Ross's goose</td>\n",
       "      <td>Anser rossii</td>\n",
       "      <td>Ducks/Geese/Waterfowl</td>\n",
       "      <td>Anseriformes</td>\n",
       "      <td>Anatidae</td>\n",
       "      <td>Anser</td>\n",
       "      <td>LC</td>\n",
       "      <td>57.3</td>\n",
       "      <td>64.0</td>\n",
       "      <td>1066.0</td>\n",
       "      <td>1567.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>116.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Greater white-fronted goose</td>\n",
       "      <td>Anser albifrons</td>\n",
       "      <td>Ducks/Geese/Waterfowl</td>\n",
       "      <td>Anseriformes</td>\n",
       "      <td>Anatidae</td>\n",
       "      <td>Anser</td>\n",
       "      <td>LC</td>\n",
       "      <td>64.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>1930.0</td>\n",
       "      <td>3310.0</td>\n",
       "      <td>130.0</td>\n",
       "      <td>165.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           Name          ScientificName  \\\n",
       "0  Black-bellied whistling-duck  Dendrocygna autumnalis   \n",
       "1        Fulvous whistling-duck     Dendrocygna bicolor   \n",
       "2                    Snow goose      Anser caerulescens   \n",
       "3                  Ross's goose            Anser rossii   \n",
       "4   Greater white-fronted goose         Anser albifrons   \n",
       "\n",
       "                Category         Order    Family        Genus  \\\n",
       "0  Ducks/Geese/Waterfowl  Anseriformes  Anatidae  Dendrocygna   \n",
       "1  Ducks/Geese/Waterfowl  Anseriformes  Anatidae  Dendrocygna   \n",
       "2  Ducks/Geese/Waterfowl  Anseriformes  Anatidae        Anser   \n",
       "3  Ducks/Geese/Waterfowl  Anseriformes  Anatidae        Anser   \n",
       "4  Ducks/Geese/Waterfowl  Anseriformes  Anatidae        Anser   \n",
       "\n",
       "  ConservationStatus  MinLength  MaxLength  MinBodyMass  MaxBodyMass  \\\n",
       "0                 LC       47.0       56.0        652.0       1020.0   \n",
       "1                 LC       45.0       53.0        712.0       1050.0   \n",
       "2                 LC       64.0       79.0       2050.0       4050.0   \n",
       "3                 LC       57.3       64.0       1066.0       1567.0   \n",
       "4                 LC       64.0       81.0       1930.0       3310.0   \n",
       "\n",
       "   MinWingspan  MaxWingspan  \n",
       "0         76.0         94.0  \n",
       "1         85.0         93.0  \n",
       "2        135.0        165.0  \n",
       "3        113.0        116.0  \n",
       "4        130.0        165.0  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "birds = pd.read_csv('https://static-1300131294.cos.ap-shanghai.myqcloud.com/data/birds.csv')\n",
    "birds.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f436929c",
   "metadata": {},
   "source": [
    "In general, you can quickly look at the way data is distributed by using a scatter plot as we did in the previous section:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d6676798",
   "metadata": {
    "attributes": {
     "classes": [
      "code-cell"
     ],
     "id": ""
    },
    "tags": [
     "output_scroll",
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "birds.plot(kind='scatter', x='MaxLength', y='Order', figsize=(12, 8))\n",
    "\n",
    "plt.title('Max Length per Order')\n",
    "plt.ylabel('Order')\n",
    "plt.xlabel('Max Length')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "88d7be82",
   "metadata": {},
   "source": [
    "This gives an overview of the general distribution of body length per bird Order, but it is not the optimal way to display true distributions. That task is usually handled by creating a Histogram.\n",
    "\n",
    "## Working with histograms\n",
    "\n",
    "Matplotlib offers very good ways to visualize data distribution using Histograms. This type of chart is like a bar chart where the distribution can be seen via a rise and fall of the bars. To build a histogram, you need numeric data. To build a Histogram, you can plot a chart defining the kind as 'hist' for Histogram. This chart shows the distribution of MaxBodyMass for the entire dataset's range of numeric data. By dividing the array of data it is given into smaller bins, it can display the distribution of the data's values:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d9aff5f1",
   "metadata": {
    "attributes": {
     "classes": [
      "code-cell"
     ],
     "id": ""
    },
    "tags": [
     "output_scroll",
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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3XDzwwAPx1a9+NVauXBmVlZURETFlypS47LLL4p133omSkpJP9Jp1dXVRXl4etbW1UVZWttPOrSl0u/y+Qk9hj/LmxKGFngIAALAX+qQdmsxn2rdt2xZ33nlnbNy4Maqrq2PBggWxZcuWGDBgQG5Mjx49okuXLjFv3ryIiJg3b1707t07F+wREYMGDYq6urrc1fodqa+vj7q6urwNAAAAUlPwaF+8eHHsu+++UVpaGueff37cfffd0bNnz6ipqYmSkpJo06ZN3vjKysqoqamJiIiampq8YN9+fPuxDzNhwoQoLy/PbZ07d27akwIAAIAmUPBoP+SQQ2LhwoUxf/78uOCCC2LkyJHx4osv7tTXHD9+fNTW1ua2FStW7NTXAwAAgMYoLvQESkpK4sADD4yIiL59+8YzzzwTN954Y3zzm9+MzZs3x7p16/Kutq9evTqqqqoiIqKqqiqefvrpvOfbfnf57WN2pLS0NEpLS5v4TAAAAKBpFfxK+99raGiI+vr66Nu3b7Ro0SJmzZqVO7Zs2bJYvnx5VFdXR0REdXV1LF68ONasWZMbM3PmzCgrK4uePXvu8rkDAABAUyrolfbx48fH4MGDo0uXLrF+/fqYNm1aPProo/HQQw9FeXl5jBo1KsaOHRtt27aNsrKy+M53vhPV1dVx3HHHRUTEwIEDo2fPnnH22WfHpEmToqamJq644ooYPXq0K+kAAADs9goa7WvWrIkRI0bEqlWrory8PPr06RMPPfRQfOUrX4mIiOuvvz6aNWsWw4YNi/r6+hg0aFDccsstuZ9v3rx5zJgxIy644IKorq6O1q1bx8iRI+Oqq64q1CkBAABAk0nue9oLwfe07718TzsAAFAIu933tAMAAAD5RDsAAAAkSrQDAABAokQ7AAAAJEq0AwAAQKJEOwAAACRKtAMAAECiRDsAAAAkSrQDAABAokQ7AAAAJEq0AwAAQKJEOwAAACRKtAMAAECiRDsAAAAkSrQDAABAokQ7AAAAJEq0AwAAQKJEOwAAACRKtAMAAECiRDsAAAAkSrQDAABAokQ7AAAAJEq0AwAAQKJEOwAAACRKtAMAAECiRDsAAAAkSrQDAABAokQ7AAAAJEq0AwAAQKJEOwAAACRKtAMAAECiRDsAAAAkSrQDAABAokQ7AAAAJEq0AwAAQKJEOwAAACRKtAMAAECiRDsAAAAkSrQDAABAokQ7AAAAJEq0AwAAQKJEOwAAACRKtAMAAECiRDsAAAAkSrQDAABAokQ7AAAAJEq0AwAAQKJEOwAAACRKtAMAAECiRDsAAAAkSrQDAABAokQ7AAAAJEq0AwAAQKJEOwAAACRKtAMAAECiRDsAAAAkSrQDAABAokQ7AAAAJEq0AwAAQKJEOwAAACRKtAMAAECiRDsAAAAkSrQDAABAokQ7AAAAJEq0AwAAQKJEOwAAACRKtAMAAECiRDsAAAAkSrQDAABAokQ7AAAAJEq0AwAAQKJEOwAAACRKtAMAAECiRDsAAAAkSrQDAABAokQ7AAAAJEq0AwAAQKJEOwAAACRKtAMAAECiRDsAAAAkSrQDAABAokQ7AAAAJEq0AwAAQKJEOwAAACRKtAMAAECiRDsAAAAkSrQDAABAokQ7AAAAJEq0AwAAQKJEOwAAACRKtAMAAECiRDsAAAAkSrQDAABAokQ7AAAAJEq0AwAAQKJEOwAAACRKtAMAAECiRDsAAAAkSrQDAABAokQ7AAAAJEq0AwAAQKJEOwAAACSqoNE+YcKEOOaYY2K//faLioqKOO2002LZsmV5Y0466aQoKirK284///y8McuXL4+hQ4dGq1atoqKiIsaNGxdbt27dlacCAAAATa64kC8+d+7cGD16dBxzzDGxdevW+Nd//dcYOHBgvPjii9G6devcuHPPPTeuuuqq3ONWrVrlfr1t27YYOnRoVFVVxZNPPhmrVq2KESNGRIsWLeKaa67ZpecDAAAATamg0f7ggw/mPZ46dWpUVFTEggUL4sQTT8ztb9WqVVRVVe3wOR5++OF48cUX45FHHonKyso44ogj4uqrr47LLrssfvSjH0VJSclOPQcAAADYWZL6THttbW1ERLRt2zZv/x133BHt27ePXr16xfjx4+O9997LHZs3b1707t07Kisrc/sGDRoUdXV1sXTp0h2+Tn19fdTV1eVtAAAAkJqCXml/v4aGhrjooovi+OOPj169euX2f+tb34quXbtGx44dY9GiRXHZZZfFsmXL4q677oqIiJqamrxgj4jc45qamh2+1oQJE+LHP/7xTjoTAAAAaBrJRPvo0aNjyZIl8cQTT+TtP++883K/7t27d3To0CH69+8fr732WhxwwAGNeq3x48fH2LFjc4/r6uqic+fOjZs4AAAA7CRJvD1+zJgxMWPGjJgzZ0506tTpI8f269cvIiJeffXViIioqqqK1atX543Z/vjDPgdfWloaZWVleRsAAACkpqDRnmVZjBkzJu6+++6YPXt2dO/e/WN/ZuHChRER0aFDh4iIqK6ujsWLF8eaNWtyY2bOnBllZWXRs2fPnTJvAAAA2BUK+vb40aNHx7Rp0+IPf/hD7LfffrnPoJeXl0fLli3jtddei2nTpsWQIUOiXbt2sWjRorj44ovjxBNPjD59+kRExMCBA6Nnz55x9tlnx6RJk6KmpiauuOKKGD16dJSWlhby9AAAAOAzKeiV9smTJ0dtbW2cdNJJ0aFDh9z2u9/9LiIiSkpK4pFHHomBAwdGjx494pJLLolhw4bFvffem3uO5s2bx4wZM6J58+ZRXV0dZ511VowYMSLve90BAABgd1TQK+1Zln3k8c6dO8fcuXM/9nm6du0a999/f1NNCwAAAJKQxI3oAAAAgA8S7QAAAJAo0Q4AAACJEu0AAACQKNEOAAAAiRLtAAAAkCjRDgAAAIkS7QAAAJAo0Q4AAACJEu0AAACQKNEOAAAAiRLtAAAAkCjRDgAAAIkS7QAAAJAo0Q4AAACJEu0AAACQKNEOAAAAiRLtAAAAkCjRDgAAAIkS7QAAAJAo0Q4AAACJEu0AAACQKNEOAAAAiRLtAAAAkCjRDgAAAIkS7QAAAJAo0Q4AAACJEu0AAACQKNEOAAAAiRLtAAAAkCjRDgAAAIkS7QAAAJAo0Q4AAACJEu0AAACQKNEOAAAAiRLtAAAAkCjRDgAAAIkS7QAAAJAo0Q4AAACJEu0AAACQKNEOAAAAiRLtAAAAkCjRDgAAAIkS7QAAAJAo0Q4AAACJEu0AAACQKNEOAAAAiRLtAAAAkCjRDgAAAIkS7QAAAJAo0Q4AAACJEu0AAACQKNEOAAAAiRLtAAAAkCjRDgAAAIkS7QAAAJAo0Q4AAACJEu0AAACQKNEOAAAAiRLtAAAAkCjRDgAAAIkS7QAAAJAo0Q4AAACJEu0AAACQqEZF++uvv97U8wAAAAD+TqOi/cADD4wvfelL8Zvf/CY2bdrU1HMCAAAAopHR/txzz0WfPn1i7NixUVVVFf/yL/8STz/9dFPPDQAAAPZqjYr2I444Im688cZYuXJl/PrXv45Vq1bFCSecEL169Yrrrrsu3nnnnaaeJwAAAOx1PtON6IqLi+P000+P6dOnx09/+tN49dVX43vf+1507tw5RowYEatWrWqqeQIAAMBe5zNF+7PPPhvf/va3o0OHDnHdddfF9773vXjttddi5syZsXLlyjj11FObap4AAACw1yluzA9dd911ceutt8ayZctiyJAhcfvtt8eQIUOiWbO//T+A7t27x9SpU6Nbt25NOVcAAADYqzQq2idPnhz//M//HOecc0506NBhh2MqKiriV7/61WeaHAAAAOzNGhXtr7zyyseOKSkpiZEjRzbm6QEAAIBo5Gfab7311pg+ffoH9k+fPj1uu+22zzwpAAAAoJHRPmHChGjfvv0H9ldUVMQ111zzmScFAAAANDLaly9fHt27d//A/q5du8by5cs/86QAAACARkZ7RUVFLFq06AP7X3jhhWjXrt1nnhQAAADQyGg/88wz47vf/W7MmTMntm3bFtu2bYvZs2fHhRdeGGeccUZTzxEAAAD2So26e/zVV18db775ZvTv3z+Ki//2FA0NDTFixAifaQcAAIAm0qhoLykpid/97ndx9dVXxwsvvBAtW7aM3r17R9euXZt6fgAAALDXalS0b3fwwQfHwQcf3FRzAQAAAN6nUdG+bdu2mDp1asyaNSvWrFkTDQ0Necdnz57dJJMDAACAvVmjov3CCy+MqVOnxtChQ6NXr15RVFTU1PMCAACAvV6jov3OO++M3//+9zFkyJCmng8AAADw/zXqK99KSkriwAMPbOq5AAAAAO/TqGi/5JJL4sYbb4wsy5p6PgAAAMD/16i3xz/xxBMxZ86ceOCBB+Kwww6LFi1a5B2/6667mmRyAAAAsDdrVLS3adMmvv71rzf1XAAAAID3aVS033rrrU09DwAAAODvNOoz7RERW7dujUceeSR++ctfxvr16yMiYuXKlbFhw4YmmxwAAADszRp1pf2tt96Kk08+OZYvXx719fXxla98Jfbbb7/46U9/GvX19TFlypSmnicAAADsdRp1pf3CCy+Mo48+Ov7yl79Ey5Ytc/u//vWvx6xZs5pscgAAALA3a9SV9scffzyefPLJKCkpydvfrVu3+POf/9wkEwMAAIC9XaOutDc0NMS2bds+sP/tt9+O/fbb7zNPCgAAAGhktA8cODBuuOGG3OOioqLYsGFD/PCHP4whQ4Y01dwAAABgr9aot8f//Oc/j0GDBkXPnj1j06ZN8a1vfSteeeWVaN++ffz2t79t6jkCAADAXqlR0d6pU6d44YUX4s4774xFixbFhg0bYtSoUTF8+PC8G9MBAAAAjdeoaI+IKC4ujrPOOqsp5wIAAAC8T6Oi/fbbb//I4yNGjGjUZAAAAID/0ahov/DCC/Meb9myJd57770oKSmJVq1aiXYAAABoAo26e/xf/vKXvG3Dhg2xbNmyOOGEE9yIDgAAAJpIo6J9Rw466KCYOHHiB67CAwAAAI3TZNEe8beb061cufITj58wYUIcc8wxsd9++0VFRUWcdtppsWzZsrwxmzZtitGjR0e7du1i3333jWHDhsXq1avzxixfvjyGDh0arVq1ioqKihg3blxs3bq1Sc4JAAAACqVRn2n/r//6r7zHWZbFqlWr4t/+7d/i+OOP/8TPM3fu3Bg9enQcc8wxsXXr1vjXf/3XGDhwYLz44ovRunXriIi4+OKL47777ovp06dHeXl5jBkzJk4//fT44x//GBER27Zti6FDh0ZVVVU8+eSTsWrVqhgxYkS0aNEirrnmmsacHgAAACShKMuy7NP+ULNm+Rfoi4qKYv/9948vf/nL8fOf/zw6dOjQqMm88847UVFREXPnzo0TTzwxamtrY//9949p06bFN77xjYiI+NOf/hSHHnpozJs3L4477rh44IEH4qtf/WqsXLkyKisrIyJiypQpcdlll8U777wTJSUlH/u6dXV1UV5eHrW1tVFWVtaoue8q3S6/r9BT2KO8OXFooacAAADshT5phzbq7fENDQ1527Zt26KmpiamTZvW6GCPiKitrY2IiLZt20ZExIIFC2LLli0xYMCA3JgePXpEly5dYt68eRERMW/evOjdu3cu2CMiBg0aFHV1dbF06dIdvk59fX3U1dXlbQAAAJCaJv1M+2fR0NAQF110URx//PHRq1eviIioqamJkpKSaNOmTd7YysrKqKmpyY15f7BvP7792I5MmDAhysvLc1vnzp2b+GwAAADgs2vUZ9rHjh37icded911n2jc6NGjY8mSJfHEE080Zkqfyvjx4/POoa6uTrgDAACQnEZF+/PPPx/PP/98bNmyJQ455JCIiHj55ZejefPmcdRRR+XGFRUVfaLnGzNmTMyYMSMee+yx6NSpU25/VVVVbN68OdatW5d3tX316tVRVVWVG/P000/nPd/2u8tvH/P3SktLo7S09BPNDQAAAAqlUW+PP+WUU+LEE0+Mt99+O5577rl47rnnYsWKFfGlL30pvvrVr8acOXNizpw5MXv27I98nizLYsyYMXH33XfH7Nmzo3v37nnH+/btGy1atIhZs2bl9i1btiyWL18e1dXVERFRXV0dixcvjjVr1uTGzJw5M8rKyqJnz56NOT0AAABIQqPuHv/5z38+Hn744TjssMPy9i9ZsiQGDhz4ib+r/dvf/nZMmzYt/vCHP+Su2EdElJeXR8uWLSMi4oILLoj7778/pk6dGmVlZfGd73wnIiKefPLJiPjbV74dccQR0bFjx5g0aVLU1NTE2WefHf/n//yfT/yVb+4ev/dy93gAAKAQPmmHNurt8XV1dfHOO+98YP8777wT69ev/8TPM3ny5IiIOOmkk/L233rrrXHOOedERMT1118fzZo1i2HDhkV9fX0MGjQobrnlltzY5s2bx4wZM+KCCy6I6urqaN26dYwcOTKuuuqqT39iAAAAkJBGXWkfMWJEPP744/Hzn/88jj322IiImD9/fowbNy6++MUvxm233dbkE92ZXGnfe7nSDgAAFMJOvdI+ZcqU+N73vhff+ta3YsuWLX97ouLiGDVqVFx77bWNmzEAAACQp1HR3qpVq7jlllvi2muvjddeey0iIg444IBo3bp1k04OAAAA9maNunv8dqtWrYpVq1bFQQcdFK1bt45GvNMeAAAA+BCNivZ33303+vfvHwcffHAMGTIkVq1aFRERo0aNiksuuaRJJwgAAAB7q0ZF+8UXXxwtWrSI5cuXR6tWrXL7v/nNb8aDDz7YZJMDAACAvVmjPtP+8MMPx0MPPRSdOnXK23/QQQfFW2+91SQTAwAAgL1do660b9y4Me8K+3Zr166N0tLSzzwpAAAAoJHR/sUvfjFuv/323OOioqJoaGiISZMmxZe+9KUmmxwAAADszRr19vhJkyZF//7949lnn43NmzfHpZdeGkuXLo21a9fGH//4x6aeIwAAAOyVGnWlvVevXvHyyy/HCSecEKeeemps3LgxTj/99Hj++efjgAMOaOo5AgAAwF7pU19p37JlS5x88skxZcqU+P73v78z5gQAAABEI660t2jRIhYtWrQz5gIAAAC8T6PeHn/WWWfFr371q6aeCwAAAPA+jboR3datW+PXv/51PPLII9G3b99o3bp13vHrrruuSSYHAAAAe7NPFe2vv/56dOvWLZYsWRJHHXVURES8/PLLeWOKioqabnYAAACwF/tU0X7QQQfFqlWrYs6cORER8c1vfjNuuummqKys3CmTAwAAgL3Zp/pMe5ZleY8feOCB2LhxY5NOCAAAAPibRt2Ibru/j3gAAACg6XyqaC8qKvrAZ9Z9hh0AAAB2jk/1mfYsy+Kcc86J0tLSiIjYtGlTnH/++R+4e/xdd93VdDMEAACAvdSnivaRI0fmPT7rrLOadDIAAADA//hU0X7rrbfurHkAAAAAf+cz3YgOAAAA2HlEOwAAACRKtAMAAECiRDsAAAAkSrQDAABAokQ7AAAAJEq0AwAAQKJEOwAAACRKtAMAAECiRDsAAAAkSrQDAABAokQ7AAAAJEq0AwAAQKJEOwAAACRKtAMAAECiRDsAAAAkSrQDAABAokQ7AAAAJEq0AwAAQKJEOwAAACRKtAMAAECiRDsAAAAkSrQDAABAokQ7AAAAJEq0AwAAQKJEOwAAACRKtAMAAECiRDsAAAAkSrQDAABAokQ7AAAAJEq0AwAAQKJEOwAAACRKtAMAAECiRDsAAAAkSrQDAABAokQ7AAAAJEq0AwAAQKJEOwAAACRKtAMAAECiRDsAAAAkSrQDAABAokQ7AAAAJEq0AwAAQKJEOwAAACRKtAMAAECiRDsAAAAkSrQDAABAokQ7AAAAJEq0AwAAQKJEOwAAACRKtAMAAECiRDsAAAAkSrQDAABAokQ7AAAAJEq0AwAAQKJEOwAAACRKtAMAAECiRDsAAAAkSrQDAABAokQ7AAAAJEq0AwAAQKJEOwAAACRKtAMAAECiRDsAAAAkSrQDAABAokQ7AAAAJEq0AwAAQKJEOwAAACRKtAMAAECiRDsAAAAkSrQDAABAokQ7AAAAJEq0AwAAQKJEOwAAACRKtAMAAECiRDsAAAAkSrQDAABAokQ7AAAAJEq0AwAAQKJEOwAAACSqoNH+2GOPxSmnnBIdO3aMoqKiuOeee/KOn3POOVFUVJS3nXzyyXlj1q5dG8OHD4+ysrJo06ZNjBo1KjZs2LALzwIAAAB2joJG+8aNG+Pwww+Pm2+++UPHnHzyybFq1arc9tvf/jbv+PDhw2Pp0qUxc+bMmDFjRjz22GNx3nnn7eypAwAAwE5XXMgXHzx4cAwePPgjx5SWlkZVVdUOj7300kvx4IMPxjPPPBNHH310RET84he/iCFDhsTPfvaz6NixY5PPGQAAAHaV5D/T/uijj0ZFRUUccsghccEFF8S7776bOzZv3rxo06ZNLtgjIgYMGBDNmjWL+fPnf+hz1tfXR11dXd4GAAAAqUk62k8++eS4/fbbY9asWfHTn/405s6dG4MHD45t27ZFRERNTU1UVFTk/UxxcXG0bds2ampqPvR5J0yYEOXl5bmtc+fOO/U8AAAAoDEK+vb4j3PGGWfkft27d+/o06dPHHDAAfHoo49G//79G/2848ePj7Fjx+Ye19XVCXcAAACSk/SV9r/3hS98Idq3bx+vvvpqRERUVVXFmjVr8sZs3bo11q5d+6Gfg4/42+fky8rK8jYAAABIzW4V7W+//Xa8++670aFDh4iIqK6ujnXr1sWCBQtyY2bPnh0NDQ3Rr1+/Qk0TAAAAmkRB3x6/YcOG3FXziIg33ngjFi5cGG3bto22bdvGj3/84xg2bFhUVVXFa6+9FpdeemkceOCBMWjQoIiIOPTQQ+Pkk0+Oc889N6ZMmRJbtmyJMWPGxBlnnOHO8QAAAOz2Cnql/dlnn40jjzwyjjzyyIiIGDt2bBx55JFx5ZVXRvPmzWPRokXxta99LQ4++OAYNWpU9O3bNx5//PEoLS3NPccdd9wRPXr0iP79+8eQIUPihBNOiH//938v1CkBAABAkynolfaTTjopsiz70OMPPfTQxz5H27ZtY9q0aU05LQAAAEjCbvWZdgAAANibiHYAAABIlGgHAACARIl2AAAASJRoBwAAgESJdgAAAEiUaAcAAIBEiXYAAABIlGgHAACARIl2AAAASJRoBwAAgESJdgAAAEiUaAcAAIBEiXYAAABIlGgHAACARIl2AAAASJRoBwAAgESJdgAAAEiUaAcAAIBEiXYAAABIlGgHAACARIl2AAAASJRoBwAAgESJdgAAAEiUaAcAAIBEiXYAAABIlGgHAACARIl2AAAASJRoBwAAgESJdgAAAEiUaAcAAIBEiXYAAABIlGgHAACARIl2AAAASJRoBwAAgESJdgAAAEiUaAcAAIBEiXYAAABIlGgHAACARIl2AAAASJRoBwAAgESJdgAAAEiUaAcAAIBEiXYAAABIlGgHAACARIl2AAAASJRoBwAAgESJdgAAAEiUaAcAAIBEiXYAAABIlGgHAACARIl2AAAASJRoBwAAgESJdgAAAEiUaAcAAIBEiXYAAABIlGgHAACARIl2AAAASJRoBwAAgESJdgAAAEiUaAcAAIBEiXYAAABIlGgHAACARIl2AAAASJRoBwAAgESJdgAAAEiUaAcAAIBEiXYAAABIlGgHAACARIl2AAAASJRoBwAAgESJdgAAAEiUaAcAAIBEiXYAAABIlGgHAACARIl2AAAASJRoBwAAgESJdgAAAEiUaAcAAIBEiXYAAABIlGgHAACARIl2AAAASJRoBwAAgESJdgAAAEiUaAcAAIBEiXYAAABIlGgHAACARIl2AAAASJRoBwAAgESJdgAAAEiUaAcAAIBEiXYAAABIlGgHAACARIl2AAAASJRoBwAAgESJdgAAAEiUaAcAAIBEiXYAAABIlGgHAACARIl2AAAASJRoBwAAgESJdgAAAEhUQaP9sccei1NOOSU6duwYRUVFcc899+Qdz7IsrrzyyujQoUO0bNkyBgwYEK+88kremLVr18bw4cOjrKws2rRpE6NGjYoNGzbswrMAAACAnaOg0b5x48Y4/PDD4+abb97h8UmTJsVNN90UU6ZMifnz50fr1q1j0KBBsWnTptyY4cOHx9KlS2PmzJkxY8aMeOyxx+K8887bVacAAAAAO01xIV988ODBMXjw4B0ey7Isbrjhhrjiiivi1FNPjYiI22+/PSorK+Oee+6JM844I1566aV48MEH45lnnomjjz46IiJ+8YtfxJAhQ+JnP/tZdOzYcZedCwAAADS1ZD/T/sYbb0RNTU0MGDAgt6+8vDz69esX8+bNi4iIefPmRZs2bXLBHhExYMCAaNasWcyfP/9Dn7u+vj7q6uryNgAAAEhNstFeU1MTERGVlZV5+ysrK3PHampqoqKiIu94cXFxtG3bNjdmRyZMmBDl5eW5rXPnzk08ewAAAPjsko32nWn8+PFRW1ub21asWFHoKQEAAMAHJBvtVVVVERGxevXqvP2rV6/OHauqqoo1a9bkHd+6dWusXbs2N2ZHSktLo6ysLG8DAACA1CQb7d27d4+qqqqYNWtWbl9dXV3Mnz8/qqurIyKiuro61q1bFwsWLMiNmT17djQ0NES/fv12+ZwBAACgKRX07vEbNmyIV199Nff4jTfeiIULF0bbtm2jS5cucdFFF8X//b//Nw466KDo3r17/OAHP4iOHTvGaaedFhERhx56aJx88slx7rnnxpQpU2LLli0xZsyYOOOMM9w5HgAAgN1eQaP92WefjS996Uu5x2PHjo2IiJEjR8bUqVPj0ksvjY0bN8Z5550X69atixNOOCEefPDB2GeffXI/c8cdd8SYMWOif//+0axZsxg2bFjcdNNNu/xcAAAAoKkVZVmWFXoShVZXVxfl5eVRW1ub/Ofbu11+X6GnsEd5c+LQQk8BAADYC33SDk32M+0AAACwtxPtAAAAkCjRDgAAAIkS7QAAAJAo0Q4AAACJEu0AAACQKNEOAAAAiRLtAAAAkCjRDgAAAIkS7QAAAJAo0Q4AAACJEu0AAACQKNEOAAAAiRLtAAAAkCjRDgAAAIkS7QAAAJAo0Q4AAACJEu0AAACQKNEOAAAAiRLtAAAAkCjRDgAAAIkS7QAAAJAo0Q4AAACJEu0AAACQKNEOAAAAiRLtAAAAkCjRDgAAAIkS7QAAAJAo0Q4AAACJEu0AAACQKNEOAAAAiRLtAAAAkCjRDgAAAIkS7QAAAJAo0Q4AAACJEu0AAACQKNEOAAAAiRLtAAAAkCjRDgAAAIkS7QAAAJAo0Q4AAACJEu0AAACQKNEOAAAAiRLtAAAAkCjRDgAAAIkS7QAAAJAo0Q4AAACJEu0AAACQKNEOAAAAiRLtAAAAkCjRDgAAAIkS7QAAAJAo0Q4AAACJEu0AAACQKNEOAAAAiRLtAAAAkCjRDgAAAIkS7QAAAJAo0Q4AAACJEu0AAACQKNEOAAAAiRLtAAAAkCjRDgAAAIkS7QAAAJAo0Q4AAACJEu0AAACQKNEOAAAAiRLtAAAAkCjRDgAAAIkS7QAAAJAo0Q4AAACJEu0AAACQKNEOAAAAiRLtAAAAkCjRDgAAAIkS7QAAAJAo0Q4AAACJEu0AAACQKNEOAAAAiRLtAAAAkCjRDgAAAIkS7QAAAJAo0Q4AAACJEu0AAACQKNEOAAAAiRLtAAAAkCjRDgAAAIkS7QAAAJAo0Q4AAACJEu0AAACQKNEOAAAAiRLtAAAAkCjRDgAAAIkS7QAAAJAo0Q4AAACJEu0AAACQKNEOAAAAiRLtAAAAkCjRDgAAAIkS7QAAAJAo0Q4AAACJEu0AAACQqKSj/Uc/+lEUFRXlbT169Mgd37RpU4wePTratWsX++67bwwbNixWr15dwBkDAABA00k62iMiDjvssFi1alVue+KJJ3LHLr744rj33ntj+vTpMXfu3Fi5cmWcfvrpBZwtAAAANJ3iQk/g4xQXF0dVVdUH9tfW1savfvWrmDZtWnz5y1+OiIhbb701Dj300HjqqafiuOOO29VTBQAAgCaV/JX2V155JTp27Bhf+MIXYvjw4bF8+fKIiFiwYEFs2bIlBgwYkBvbo0eP6NKlS8ybN+8jn7O+vj7q6uryNgAAAEhN0tHer1+/mDp1ajz44IMxefLkeOONN+KLX/xirF+/PmpqaqKkpCTatGmT9zOVlZVRU1Pzkc87YcKEKC8vz22dO3feiWcBAAAAjZP02+MHDx6c+3WfPn2iX79+0bVr1/j9738fLVu2bPTzjh8/PsaOHZt7XFdXJ9wBAABITtJX2v9emzZt4uCDD45XX301qqqqYvPmzbFu3bq8MatXr97hZ+Dfr7S0NMrKyvI2AAAASM1uFe0bNmyI1157LTp06BB9+/aNFi1axKxZs3LHly1bFsuXL4/q6uoCzhIAAACaRtJvj//e974Xp5xySnTt2jVWrlwZP/zhD6N58+Zx5plnRnl5eYwaNSrGjh0bbdu2jbKysvjOd74T1dXV7hwPAADAHiHpaH/77bfjzDPPjHfffTf233//OOGEE+Kpp56K/fffPyIirr/++mjWrFkMGzYs6uvrY9CgQXHLLbcUeNYAAADQNIqyLMsKPYlCq6uri/Ly8qitrU3+8+3dLr+v0FPYo7w5cWihpwAAAOyFPmmH7lafaQcAAIC9iWgHAACARIl2AAAASJRoBwAAgESJdgAAAEiUaAcAAIBEiXYAAABIlGgHAACARIl2AAAASJRoBwAAgESJdgAAAEiUaAcAAIBEiXYAAABIlGgHAACARIl2AAAASJRoBwAAgESJdgAAAEiUaAcAAIBEiXYAAABIlGgHAACARIl2AAAASJRoBwAAgESJdgAAAEiUaAcAAIBEiXYAAABIlGgHAACARIl2AAAASJRoBwAAgESJdgAAAEiUaAcAAIBEiXYAAABIlGgHAACARBUXegJQSN0uv6/QU9jjvDlxaKGnAAAAewxX2gEAACBRoh0AAAASJdoBAAAgUaIdAAAAEiXaAQAAIFGiHQAAABIl2gEAACBRoh0AAAASJdoBAAAgUaIdAAAAEiXaAQAAIFGiHQAAABIl2gEAACBRoh0AAAASJdoBAAAgUaIdAAAAEiXaAQAAIFGiHQAAABIl2gEAACBRoh0AAAASJdoBAAAgUaIdAAAAEiXaAQAAIFGiHQAAABIl2gEAACBRoh0AAAASJdoBAAAgUaIdAAAAEiXaAQAAIFGiHQAAABIl2gEAACBRoh0AAAASJdoBAAAgUaIdAAAAEiXaAQAAIFGiHQAAABIl2gEAACBRoh0AAAASJdoBAAAgUaIdAAAAEiXaAQAAIFGiHQAAABIl2gEAACBRoh0AAAASJdoBAAAgUaIdAAAAEiXaAQAAIFGiHQAAABIl2gEAACBRoh0AAAASJdoBAAAgUaIdAAAAEiXaAQAAIFGiHQAAABIl2gEAACBRxYWeALBn6Xb5fYWewh7nzYlDCz0FAAAKxJV2AAAASJRoBwAAgESJdgAAAEiUaAcAAIBEiXYAAABIlGgHAACARIl2AAAASJRoBwAAgEQVF3oCALArdbv8vkJPYY/z5sShhZ4CAOyxXGkHAACARLnSDgAAUEDeBda09rR3gLnSDgAAAIkS7QAAAJAob48HSJy3zJE6v0eb1p72tk4APps95kr7zTffHN26dYt99tkn+vXrF08//XShpwQAAACfyR5xpf13v/tdjB07NqZMmRL9+vWLG264IQYNGhTLli2LioqKQk8PAOAT884FUufdILBr7RHRft1118W5554b//RP/xQREVOmTIn77rsvfv3rX8fll1/+gfH19fVRX1+fe1xbWxsREXV1dbtmwp9BQ/17hZ4CAAB7sd3h78y7G3/Hb1q7y+/R7fPMsuwjxxVlHzcicZs3b45WrVrFf/7nf8Zpp52W2z9y5MhYt25d/OEPf/jAz/zoRz+KH//4x7twlgAAAPBBK1asiE6dOn3o8d3+Svt///d/x7Zt26KysjJvf2VlZfzpT3/a4c+MHz8+xo4dm3vc0NAQa9eujXbt2kVRUdFOne9nUVdXF507d44VK1ZEWVlZoadDE7Gueybruueytnsm67pnsq57Juu659rb1jbLsli/fn107NjxI8ft9tHeGKWlpVFaWpq3r02bNoWZTCOUlZXtFb+J9zbWdc9kXfdc1nbPZF33TNZ1z2Rd91x709qWl5d/7Jjd/u7x7du3j+bNm8fq1avz9q9evTqqqqoKNCsAAAD47Hb7aC8pKYm+ffvGrFmzcvsaGhpi1qxZUV1dXcCZAQAAwGezR7w9fuzYsTFy5Mg4+uij49hjj40bbrghNm7cmLub/J6itLQ0fvjDH37grf3s3qzrnsm67rms7Z7Juu6ZrOueybruuaztju32d4/f7t/+7d/i2muvjZqamjjiiCPipptuin79+hV6WgAAANBoe0y0AwAAwJ5mt/9MOwAAAOypRDsAAAAkSrQDAABAokQ7AAAAJEq07yZuvvnm6NatW+yzzz7Rr1+/ePrppws9Jd5nwoQJccwxx8R+++0XFRUVcdppp8WyZcvyxmzatClGjx4d7dq1i3333TeGDRsWq1evzhuzfPnyGDp0aLRq1SoqKipi3LhxsXXr1rwxjz76aBx11FFRWloaBx54YEydOnVnnx4RMXHixCgqKoqLLroot8+a7r7+/Oc/x1lnnRXt2rWLli1bRu/evePZZ5/NHc+yLK688sro0KFDtGzZMgYMGBCvvPJK3nOsXbs2hg8fHmVlZdGmTZsYNWpUbNiwIW/MokWL4otf/GLss88+0blz55g0adIuOb+90bZt2+IHP/hBdO/ePVq2bBkHHHBAXH311fH+++1a193DY489Fqecckp07NgxioqK4p577sk7vivXcfr06dGjR4/YZ599onfv3nH//fc3+fnuLT5qXbds2RKXXXZZ9O7dO1q3bh0dO3aMESNGxMqVK/Oew7qm5+P+fX2/888/P4qKiuKGG27I229dP4GM5N15551ZSUlJ9utf/zpbunRpdu6552Zt2rTJVq9eXeip8f8NGjQou/XWW7MlS5ZkCxcuzIYMGZJ16dIl27BhQ27M+eefn3Xu3DmbNWtW9uyzz2bHHXdc9g//8A+541u3bs169eqVDRgwIHv++eez+++/P2vfvn02fvz43JjXX389a9WqVTZ27NjsxRdfzH7xi19kzZs3zx588MFder57m6effjrr1q1b1qdPn+zCCy/M7bemu6e1a9dmXbt2zc4555xs/vz52euvv5499NBD2auvvpobM3HixKy8vDy75557shdeeCH72te+lnXv3j3761//mhtz8sknZ4cffnj21FNPZY8//nh24IEHZmeeeWbueG1tbVZZWZkNHz48W7JkSfbb3/42a9myZfbLX/5yl57v3uInP/lJ1q5du2zGjBnZG2+8kU2fPj3bd999sxtvvDE3xrruHu6///7s+9//fnbXXXdlEZHdfffdecd31Tr+8Y9/zJo3b55NmjQpe/HFF7Mrrrgia9GiRbZ48eKd/s9gT/RR67pu3bpswIAB2e9+97vsT3/6UzZv3rzs2GOPzfr27Zv3HNY1PR/37+t2d911V3b44YdnHTt2zK6//vq8Y9b144n23cCxxx6bjR49Ovd427ZtWceOHbMJEyYUcFZ8lDVr1mQRkc2dOzfLsr/9x6hFixbZ9OnTc2NeeumlLCKyefPmZVn2tz/0mjVrltXU1OTGTJ48OSsrK8vq6+uzLMuySy+9NDvssMPyXuub3/xmNmjQoJ19Snut9evXZwcddFA2c+bM7H/9r/+Vi3Zruvu67LLLshNOOOFDjzc0NGRVVVXZtddem9u3bt26rLS0NPvtb3+bZVmWvfjii1lEZM8880xuzAMPPJAVFRVlf/7zn7Msy7Jbbrkl+9znPpdb6+2vfcghhzT1KZFl2dChQ7N//ud/ztt3+umnZ8OHD8+yzLrurv4+AnblOv7jP/5jNnTo0Lz59OvXL/uXf/mXJj3HvdFHxd12Tz/9dBYR2VtvvZVlmXXdHXzYur799tvZ5z//+WzJkiVZ165d86Ldun4y3h6fuM2bN8eCBQtiwIABuX3NmjWLAQMGxLx58wo4Mz5KbW1tRES0bds2IiIWLFgQW7ZsyVvHHj16RJcuXXLrOG/evOjdu3dUVlbmxgwaNCjq6upi6dKluTHvf47tY/xe2HlGjx4dQ4cO/cA/d2u6+/qv//qvOProo+N//+//HRUVFXHkkUfGf/zHf+SOv/HGG1FTU5O3LuXl5dGvX7+8tW3Tpk0cffTRuTEDBgyIZs2axfz583NjTjzxxCgpKcmNGTRoUCxbtiz+8pe/7OzT3Ov8wz/8Q8yaNStefvnliIh44YUX4oknnojBgwdHhHXdU+zKdfTnc2HV1tZGUVFRtGnTJiKs6+6qoaEhzj777Bg3blwcdthhHzhuXT8Z0Z64//7v/45t27bl/aU/IqKysjJqamoKNCs+SkNDQ1x00UVx/PHHR69evSIioqamJkpKSnL/4dnu/etYU1Ozw3XefuyjxtTV1cVf//rXnXE6e7U777wznnvuuZgwYcIHjlnT3dfrr78ekydPjoMOOigeeuihuOCCC+K73/1u3HbbbRHxP2vzUX/u1tTUREVFRd7x4uLiaNu27adaf5rO5ZdfHmeccUb06NEjWrRoEUceeWRcdNFFMXz48IiwrnuKXbmOHzbGOu98mzZtissuuyzOPPPMKCsriwjrurv66U9/GsXFxfHd7353h8et6ydTXOgJwJ5m9OjRsWTJknjiiScKPRU+gxUrVsSFF14YM2fOjH322afQ06EJNTQ0xNFHHx3XXHNNREQceeSRsWTJkpgyZUqMHDmywLOjsX7/+9/HHXfcEdOmTYvDDjssFi5cGBdddFF07NjRusJuZMuWLfGP//iPkWVZTJ48udDT4TNYsGBB3HjjjfHcc89FUVFRoaezW3OlPXHt27eP5s2bf+CO1KtXr46qqqoCzYoPM2bMmJgxY0bMmTMnOnXqlNtfVVUVmzdvjnXr1uWNf/86VlVV7XCdtx/7qDFlZWXRsmXLpj6dvdqCBQtizZo1cdRRR0VxcXEUFxfH3Llz46abbori4uKorKy0prupDh06RM+ePfP2HXroobF8+fKI+J+1+ag/d6uqqmLNmjV5x7du3Rpr1679VOtP0xk3blzuanvv3r3j7LPPjosvvjj3ThnrumfYlev4YWOs886zPdjfeuutmDlzZu4qe4R13R09/vjjsWbNmujSpUvu71JvvfVWXHLJJdGtW7eIsK6flGhPXElJSfTt2zdmzZqV29fQ0BCzZs2K6urqAs6M98uyLMaMGRN33313zJ49O7p37553vG/fvtGiRYu8dVy2bFksX748t47V1dWxePHivD+4tv8Ha3tgVFdX5z3H9jF+LzS9/v37x+LFi2PhwoW57eijj47hw4fnfm1Nd0/HH3/8B76S8eWXX46uXbtGRET37t2jqqoqb13q6upi/vz5eWu7bt26WLBgQW7M7Nmzo6GhIfr165cb89hjj8WWLVtyY2bOnBmHHHJIfO5zn9tp57e3eu+996JZs/y/1jRv3jwaGhoiwrruKXblOvrzedfaHuyvvPJKPPLII9GuXbu849Z193P22WfHokWL8v4u1bFjxxg3blw89NBDEWFdP7FC3wmPj3fnnXdmpaWl2dSpU7MXX3wxO++887I2bdrk3ZGawrrggguy8vLy7NFHH81WrVqV2957773cmPPPPz/r0qVLNnv27OzZZ5/Nqqurs+rq6tzx7V8PNnDgwGzhwoXZgw8+mO2///47/HqwcePGZS+99FJ28803+3qwXej9d4/PMmu6u3r66aez4uLi7Cc/+Un2yiuvZHfccUfWqlWr7De/+U1uzMSJE7M2bdpkf/jDH7JFixZlp5566g6/UurII4/M5s+fnz3xxBPZQQcdlPcVNevWrcsqKyuzs88+O1uyZEl25513Zq1atfLVYDvJyJEjs89//vO5r3y76667svbt22eXXnppbox13T2sX78+e/7557Pnn38+i4jsuuuuy55//vncXcR31Tr+8Y9/zIqLi7Of/exn2UsvvZT98Ic/3KO+QmpX+6h13bx5c/a1r30t69SpU7Zw4cK8v0u9/47h1jU9H/fv69/7+7vHZ5l1/SRE+27iF7/4RdalS5espKQkO/bYY7Onnnqq0FPifSJih9utt96aG/PXv/41+/a3v5197nOfy1q1apV9/etfz1atWpX3PG+++WY2ePDgrGXLlln79u2zSy65JNuyZUvemDlz5mRHHHFEVlJSkn3hC1/Iew12rr+Pdmu6+7r33nuzXr16ZaWlpVmPHj2yf//3f8873tDQkP3gBz/IKisrs9LS0qx///7ZsmXL8sa8++672Zlnnpntu+++WVlZWfZP//RP2fr16/PGvPDCC9kJJ5yQlZaWZp///OeziRMn7vRz21vV1dVlF154YdalS5dsn332yb7whS9k3//+9/P+wm9ddw9z5szZ4X9TR44cmWXZrl3H3//+99nBBx+clZSUZIcddlh233337bTz3tN91Lq+8cYbH/p3qTlz5uSew7qm5+P+ff17O4p26/rxirIsy3bFFX0AAADg0/GZdgAAAEiUaAcAAIBEiXYAAABIlGgHAACARIl2AAAASJRoBwAAgESJdgAAAEiUaAcAAIBEiXYAAABIlGgHAACARIl2AAAASNT/A7XGacSgnpCeAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1200x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "birds['MaxBodyMass'].plot(kind='hist', bins=10, figsize=(12, 12))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2a16ac5b",
   "metadata": {},
   "source": [
    "As you can see, most of the 400+ birds in this dataset fall in the range of under 2000 for their Max Body Mass. Gain more insight into the data by changing  the `bins` parameter to a higher number, something like 30:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6665b3c9",
   "metadata": {
    "attributes": {
     "classes": [
      "code-cell"
     ],
     "id": ""
    },
    "tags": [
     "output_scroll",
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "birds['MaxBodyMass'].plot(kind='hist', bins=30, figsize=(12, 12))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1331c268",
   "metadata": {},
   "source": [
    "This chart shows the distribution in a bit more granular fashion. A chart less skewed to the left could be created by ensuring that you only select data within a given range:\n",
    "\n",
    "Filter your data to get only those birds whose body mass is under 60, and show 40 `bins`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "cbb5c5da",
   "metadata": {
    "attributes": {
     "classes": [
      "code-cell"
     ],
     "id": ""
    },
    "tags": [
     "output_scroll",
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "filteredBirds = birds[(birds['MaxBodyMass'] > 1) & (birds['MaxBodyMass'] < 60)]      \n",
    "filteredBirds['MaxBodyMass'].plot(kind='hist', bins=40, figsize=(12, 12))\n",
    "plt.show()     "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ee1a8940-5cc6-48cb-a029-d6f2b67b7daf",
   "metadata": {
    "attributes": {
     "classes": [
      "note"
     ],
     "id": ""
    }
   },
   "source": [
    "Try some other filters and data points. To see the full distribution of the data, remove the `['MaxBodyMass']` filter to show labeled distributions."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0c5442d1",
   "metadata": {},
   "source": [
    "The histogram offers some nice color and labeling enhancements to try as well:\n",
    "\n",
    "Create a 2D histogram to compare the relationship between two distributions. Let's compare `MaxBodyMass` vs. `MaxLength`. Matplotlib offers a built-in way to show convergence using brighter colors:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b1ade936",
   "metadata": {
    "attributes": {
     "classes": [
      "code-cell"
     ],
     "id": ""
    },
    "tags": [
     "output_scroll",
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = filteredBirds['MaxBodyMass']\n",
    "y = filteredBirds['MaxLength']\n",
    "\n",
    "fig, ax = plt.subplots(tight_layout=True)\n",
    "hist = ax.hist2d(x, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ad5e28b5",
   "metadata": {},
   "source": [
    "There appears to be an expected correlation between these two elements along an expected axis, with one particularly strong point of convergence:\n",
    "\n",
    "Histograms work well by default for numeric data. What if you need to see distributions according to text data?\n",
    "\n",
    "## Explore the dataset for distributions using text data \n",
    "\n",
    "This dataset also includes good information about the bird category and its genus, species, and family as well as its conservation status. Let's dig into this conservation information. What is the distribution of the birds according to their conservation status?"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4672db74-c31d-402b-abbf-6a17a39ebfe6",
   "metadata": {
    "attributes": {
     "classes": [
      "note"
     ],
     "id": ""
    },
    "tags": [
     "output_scroll"
    ]
   },
   "source": [
    "In the dataset, several acronyms are used to describe conservation status. These acronyms come from the [IUCN Red List Categories](https://www.iucnredlist.org/), an organization that catalogs species' status.\n",
    "> \n",
    "> - CR: Critically Endangered\n",
    "> - EN: Endangered\n",
    "> - EX: Extinct\n",
    "> - LC: Least Concern\n",
    "> - NT: Near Threatened\n",
    "> - VU: Vulnerable"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "222d061f",
   "metadata": {},
   "source": [
    "These are text-based values so you will need to do a transform to create a histogram. Using the filteredBirds dataframe, display its conservation status alongside its Minimum Wingspan. What do you see?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f4ead484",
   "metadata": {
    "attributes": {
     "classes": [
      "code-cell"
     ],
     "id": ""
    },
    "tags": [
     "output_scroll",
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x1 = filteredBirds.loc[filteredBirds.ConservationStatus=='EX', 'MinWingspan']\n",
    "x2 = filteredBirds.loc[filteredBirds.ConservationStatus=='CR', 'MinWingspan']\n",
    "x3 = filteredBirds.loc[filteredBirds.ConservationStatus=='EN', 'MinWingspan']\n",
    "x4 = filteredBirds.loc[filteredBirds.ConservationStatus=='NT', 'MinWingspan']\n",
    "x5 = filteredBirds.loc[filteredBirds.ConservationStatus=='VU', 'MinWingspan']\n",
    "x6 = filteredBirds.loc[filteredBirds.ConservationStatus=='LC', 'MinWingspan']\n",
    "\n",
    "kwargs = dict(alpha=0.5, bins=20)\n",
    "\n",
    "plt.hist(x1, **kwargs, color='red', label='Extinct')\n",
    "plt.hist(x2, **kwargs, color='orange', label='Critically Endangered')\n",
    "plt.hist(x3, **kwargs, color='yellow', label='Endangered')\n",
    "plt.hist(x4, **kwargs, color='green', label='Near Threatened')\n",
    "plt.hist(x5, **kwargs, color='blue', label='Vulnerable')\n",
    "plt.hist(x6, **kwargs, color='gray', label='Least Concern')\n",
    "\n",
    "plt.gca().set(title='Conservation Status', ylabel='Min Wingspan')\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1c0eb9e2",
   "metadata": {},
   "source": [
    "There doesn't seem to be a good correlation between minimum wingspan and conservation status. Test other elements of the dataset using this method. You can try different filters as well. Do you find any correlation?\n",
    "\n",
    "## Density plots\n",
    "\n",
    "You may have noticed that the histograms we have looked at so far are 'stepped' and do not flow smoothly in an arc. To show a smoother density chart, you can try a density plot.\n",
    "\n",
    "To work with density plots, familiarize yourself with a new plotting library, [Seaborn](https://seaborn.pydata.org/generated/seaborn.kdeplot.html). \n",
    "\n",
    "Loading Seaborn, try a basic density plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "46cc4d6f",
   "metadata": {
    "attributes": {
     "classes": [
      "code-cell"
     ],
     "id": ""
    },
    "tags": [
     "output_scroll",
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "sns.kdeplot(filteredBirds['MinWingspan'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6f47336b",
   "metadata": {},
   "source": [
    "You can see how the plot echoes the previous one for Minimum Wingspan data; it's just a bit smoother. According to Seaborn's documentation, \"Relative to a histogram, KDE can produce a plot that is less cluttered and more interpretable, especially when drawing multiple distributions. But it has the potential to introduce distortions if the underlying distribution is bounded or not smooth. Like a histogram, the quality of the representation also depends on the selection of good smoothing parameters.\" [source](https://seaborn.pydata.org/generated/seaborn.kdeplot.html) In other words, outliers as always will make your charts behave badly.\n",
    "\n",
    "If you wanted to revisit that jagged MaxBodyMass line in the second chart you built, you could smooth it out very well by recreating it using this method:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "605f1aac",
   "metadata": {
    "attributes": {
     "classes": [
      "code-cell"
     ],
     "id": ""
    },
    "tags": [
     "output_scroll",
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(filteredBirds['MaxBodyMass'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3d3f0f6e",
   "metadata": {},
   "source": [
    "If you wanted a smooth, but not too smooth line, edit the `bw_adjust` parameter:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "f4fbbac6",
   "metadata": {
    "attributes": {
     "classes": [
      "code-cell"
     ],
     "id": ""
    },
    "tags": [
     "output_scroll",
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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g/vz56NWrF9544w0MHDgQn3zySbPzLl26hKeffhrffvstHBzMv2IwmdaRixUAgJERPqLGIZNK4MU+ICIimyNqAtTY2IjU1FTEx8cbj0mlUsTHxyM5ObnF5yQnJzc7HwASEhKana/VavHII49g/vz56NOnzw3jaGhoQGVlZbMvEk+TRotzRTUAgJ4BriJHc3k1aCZARES2Q9QEqLi4GBqNBv7+/s2O+/v7Iz8/v8Xn5Ofn3/D8d955B3K5HM8880yr4li8eDHc3d2NX8HBwW18J2RKWaW1aNRo4eggQxcPR7HDubwYIjdEJSKyGaIPgZlaamoqPvroI6xatarVU6cXLFiAiooK41dOTo6Zo6TrySioAgBE+LmI2v9jcHkmGCtARES2QtQEyMfHBzKZDAUFBc2OFxQUICCg5anPAQEB1z3/zz//RGFhIUJCQiCXyyGXy5GVlYXnn38eoaGhLV5TqVTCzc2t2ReJ50xBNQAg0t9F5Eh0vJ0NO8KzAkREZCtETYAUCgUGDRqEpKQk4zGtVoukpCTExcW1+Jy4uLhm5wPAtm3bjOc/8sgjOHLkCA4dOmT8CgoKwvz587FlyxbzvRkymTP6ClAPf/H7f4ArN0RlAkREZCvkYgeQmJiI6dOnY/DgwRg6dCg+/PBD1NTUYObMmQCAadOmoUuXLli8eDEAYN68eRg9ejSWLFmCiRMnYs2aNUhJScGKFSsAAN7e3vD29m72Gg4ODggICEDPnj07981Ru2ToK0A9LKQC5OPCJmgiIlsjegI0ZcoUFBUVYeHChcjPz0f//v2xefNmY6NzdnY2pNLLharhw4dj9erVeOWVV/Dyyy8jMjISGzduRN++fcV6C2RCao0W54r1Q2B+llEB8uaGqERENkciCIIgdhCWprKyEu7u7qioqGA/UCfLLKxC/Pu74KSQ4dhrCRbRBJ2WXYa7P92Lrp6O2P3izWKHQ0RE19CW3982NwuMrJuxAdpCZoABgA/XASIisjlMgMiiZBhngFnG8BdweR2gOrUGNQ1NIkdDRESmwASILMqZQsMMMMtogAYAJ4UMKgfdPxVWgYiIbAMTILIohkUQLakCJJFIjDPBirkaNBGRTWACRBZDqxVwobgWABDhazkVIODyTDBWgIiIbAMTILIYxdUNaNRoIZUAge4qscNpxseZiyESEdkSJkBkMXIr6gEAfq4qyGWW9a15eUNUVoCIiGyBZf2WIbuWX1EHAAj0sKzqD3B5CKyoihUgIiJbwASILEZuua4CFOTuKHIkVzNsiMoKEBGRbWACRBYjz1ABsrD+H+DK/cBYASIisgVMgMhiGHqAAj0srwLEDVGJiGwLEyCyGHnlugpQkAVWgC43QbMCRERkC5gAkcXIs+AKkCEBKq1phEbL/YOJiKwdEyCyCE0aLQoq9QmQBVaAvJx0CZBWAMpqOQxGRGTtmACRRSisaoBWAOTSy9tOWBK5TApPJwcA7AMiIrIFTIDIIhhmgPm7qSCTSkSOpmXenAlGRGQzmACRRTCuAWSBiyAa+Oj7gIq5FhARkdVjAkQW4fIaQJbXAG3AChARke1gAkQWwVABssRtMAwub4jKChARkbVjAkQWwVABssRtMAwMFaBiVoCIiKweEyCyCMY1gCxwCryBYS2gYlaAiIisHhMgsgiGBCjIAhdBNPB21vcAcTVoIiKrxwSIRNfYpDUOKwVYcAXI15U9QEREtoIJEImuoLIeggAo5FJ46xuNLZGxAsQeICIiq8cEiERnGP4KcFNBIrHMRRCByz1ANY0a1DVqRI6GiIg6ggkQic4w/OXranlbYFzJRSmHQq77J8M+ICIi68YEiERnGFIyrLRsqSQSiXEtIM4EIyKybkyASHRF+mTCEjdB/SuuBk1EZBuYAJHoDENg3laQABmqVJwJRkRk3ZgAkegM1RRfCx8CA65YDZo9QEREVo0JEImu2KqGwFgBIiKyBUyASHRWNQTGtYCIiGwCEyASXYmxAmQNQ2CcBUZEZAuYAJGo6tUaVDc0AQB8LHwdIIA7whMR2QomQCSqoipdIqGQSeGqlIsczY35sAJERGQTmACRqEpqLg9/WfI2GAaG1apLahrQpNGKHA0REbUXEyASVbG+AmQNw1+AbkNUmVQCQbicvBERkfVhAkSiMs4As+Bd4K8kk0qMw2CFlewDIiKyVkyASFSXh8CsowIEAH6uKgBAQWW9yJEQEVF7MQEiURVZ2RAYAPi76WItrGIFiIjIWjEBIlFZ2xAYAPiyAkREZPWYAJGoDIsg+rICREREnYgJEInKUAGyxh6goipWgIiIrBUTIBLV5X3ArGcIzE9frSrgLDAiIqvFBIhE06TRoqxWDcC6KkD+broKUCErQEREVosJEImmVD8FXioBPJ2sqAKk7wEqqmqARiuIHA0REbUHEyASTZF++MvLWQGZ1PK3wTDwdlZAKgG0gm5LDCIisj5MgEg0hhlg1jT8BQBymdS4KzxXgyYisk5MgEg01jgDzODyVHj2ARERWSMmQCQaa5wBZmCYCs8KEBGRdWpXAnTu3DlTx0F2yFqHwABOhScisnbtSoAiIiIwduxYfPPNN6iv5xAAtU+RNVeAOBWeiMiqtSsBSktLQ79+/ZCYmIiAgAA8/vjjOHDggKljIxtnCxUgbodBRGSd2pUA9e/fHx999BFyc3PxxRdfIC8vDyNHjkTfvn3x/vvvo6ioyNRxkg0y9AD5WmECZFwMkRuiEhFZpQ41Qcvlctx9991Yt24d3nnnHWRmZuKFF15AcHAwpk2bhry8PFPFSTbIupugWQEiIrJmHUqAUlJS8OSTTyIwMBDvv/8+XnjhBZw9exbbtm1Dbm4uJk2aZKo4ycYIgmDdQ2BXrAat5WrQRERWp10J0Pvvv4/o6GgMHz4cubm5+Prrr5GVlYU333wTYWFhGDVqFFatWoW0tLRWXW/p0qUIDQ2FSqVCbGzsDfuJ1q1bh6ioKKhUKkRHR2PTpk3NHn/ttdcQFRUFZ2dneHp6Ij4+Hvv372/PWyUzqahTo0mfOFhjBcjHRQmJBGjSCiitbRQ7HCIiaqN2JUDLli3Dgw8+iKysLGzcuBG33347pNLml/Lz88Pnn39+w2utXbsWiYmJWLRoEdLS0hATE4OEhAQUFha2eP7evXsxdepUzJo1C+np6Zg8eTImT56MY8eOGc/p0aMHPvnkExw9ehS7d+9GaGgoxo8fz94kC2IY/nJVyaGUy0SOpu0cZFJ4O+uqQPkV7AMiIrI2EkEQ2ly/v3DhAkJCQq5KegRBQE5ODkJCQlp9rdjYWAwZMgSffPIJAECr1SI4OBhPP/00XnrppavOnzJlCmpqavDLL78Yjw0bNgz9+/fH8uXLW3yNyspKuLu74/fff8e4ceOueryhoQENDQ3Nzg8ODkZFRQXc3Nxa/V6o9fadK8EDK/Yh3McZ218YI3Y47XLHv3fj6KUKfDZtMOJ7+4sdDhGR3TP8vm/N7+92VYC6d++O4uLiq46XlpYiLCys1ddpbGxEamoq4uPjLwcklSI+Ph7JycktPic5ObnZ+QCQkJBwzfMbGxuxYsUKuLu7IyYmpsVzFi9eDHd3d+NXcHBwq98DtY81b4NhEOiumwmWV1EnciRERNRW7UqArlU0qq6uhkqlavV1iouLodFo4O/f/NOzv78/8vPzW3xOfn5+q87/5Zdf4OLiApVKhQ8++ADbtm2Dj49Pi9dcsGABKioqjF85OTmtfg/UPsVV1jsDzCDIwxEAkMshMCIiqyNvy8mJiYkAAIlEgoULF8LJycn4mEajwf79+9G/f3+TBtheY8eOxaFDh1BcXIyVK1fi/vvvx/79++Hn53fVuUqlEkql9VYirFFJjfXOADMIMFSAylkBIiKyNm1KgNLT0wHoKkBHjx6FQnH507tCoUBMTAxeeOGFVl/Px8cHMpkMBQUFzY4XFBQgICCgxecEBAS06nxnZ2dEREQgIiICw4YNQ2RkJD7//HMsWLCg1fGR+djSEBgrQERE1qdNCdAff/wBAJg5cyY++uijDjcIKxQKDBo0CElJSZg8eTIAXRN0UlIS5s6d2+Jz4uLikJSUhGeffdZ4bNu2bYiLi7vua2m12maNziSuoipdBcgWhsDYA0REZH3alAAZfPnllyYLIDExEdOnT8fgwYMxdOhQfPjhh6ipqcHMmTMBANOmTUOXLl2wePFiAMC8efMwevRoLFmyBBMnTsSaNWuQkpKCFStWAABqamrw1ltv4c4770RgYCCKi4uxdOlSXLp0Cffdd5/J4qaOKamxnQpQfkU9tFoBUqlE5IiIiKi1Wp0A3X333Vi1ahXc3Nxw9913X/fc9evXtzqAKVOmoKioCAsXLkR+fj769++PzZs3Gxuds7Ozm023Hz58OFavXo1XXnkFL7/8MiIjI7Fx40b07dsXACCTyXDq1Cl89dVXKC4uhre3N4YMGYI///wTffr0aXVcZF7GfcBcrbcC5O+mgkQCqDUCimsa4Ofa+gkAREQkrlYnQO7u7pBIJMb/N6W5c+dec8hrx44dVx277777rlnNUalUbUrASBzFhiEwZ+utADnIpPBzVaKgsgF55fVMgIiIrEirE6Arh71MOQRG9qe2sQl1ag0AwMfVehMgAAh0d9QlQBX1iOHyUUREVqNd6wDV1dWhtrbW+OesrCx8+OGH2Lp1q8kCI9tlqP6oHKRwVljfNhhXCvLgYohERNaoXQnQpEmT8PXXXwMAysvLMXToUCxZsgSTJk3CsmXLTBog2Z4iff+Pt7PSOKxqrQLcDDPBOBWeiMiatCsBSktLw6hRowAAP/zwAwICApCVlYWvv/4aH3/8sUkDJNtTYlgDyMqHv4DLFaBcLoZIRGRV2jUNvra2Fq6urgCArVu34u6774ZUKsWwYcOQlZVl0gDJ9hRX64bAfK14DSCDQHdWgCxFQ5MGFbVq1Kk18HRWwE3lIHZIRGTB2pUARUREYOPGjbjrrruwZcsWPPfccwCAwsJC7p5ON1R8xRCYtQv04HYYliCntBZ3frIbZbVqAICbSo7fnr0JXfSLVRIR/VW7hsAWLlyIF154AaGhoYiNjTWuwrx161YMGDDApAGS7bk8BGb9FaAgfQWooKoBGm3LmwST+b29+RTKatWQSAC5VILK+ia8u/mU2GERkQVrVwJ07733Ijs7GykpKdi8ebPx+Lhx4/DBBx+YLDiyTYYhMGteBdrA11UJuVQCjVZAYRWHwcSQmlWGX4/kQSIBNj0zChueHAGJBPjxUC7SssvEDo+ILFS7EiBAtynpgAEDmq3SPHToUERFRZkkMLJdxiEwG0iAZFIJ/N0MjdBMgDqbIAh489cTAID7BwWjV6Aboru6496BXQEAr/98AoLAyhwRXa1dCVBNTQ1effVVDB8+HBEREQgPD2/2RXQ9l3eCt/4hMODynmBcC6jzbTlegPTscjgpZHh+fA/j8fkJPeGkkOFQTjm2nigQMUIislTtaoJ+7LHHsHPnTjzyyCMIDAy0+rVcqHNdngVm/RUgAAj0cASyyjgVXgQ/H84FADwyrBv83C5vReLnpsJDsSFY+ed5/HY0Dwl9AsQKkYgsVLsSoN9++w2//vorRowYYep4yMY1NmlRUaebqWMLQ2AAEOypa4TOKWUC1Jkam7TYdaYIADCh79UJzi29A7Dyz/P443QRmjRayGXtHvEnIhvUrp8Inp6e8PLyMnUsZAdKa3TVH5lUAg9H21inJdjLCQCQU1Z7gzPJlFIulKKqoQnezgrEdPW46vGBIR7wdHJARZ0aKVlshiai5tqVAL3xxhtYuHBhs/3AiFrj8hpACkiltjF0GqJPgLJL+e+hMyWdKgQAjI3ya/F7SS6TYmxPP925J9kHRETNtWsIbMmSJTh79iz8/f0RGhoKB4fmn+TT0tJMEhzZHluaAWZgSIAultVBqxVsJrGzdH/oE6BxUX7XPGdcL3+sT7+EpJOF+MfE3p0VGhFZgXYlQJMnTzZxGGQvLq8BZBszwADdLDCZVILGJi0KqxoQ4K668ZOoQ84VVeNccQ0cZBKMjPS55nk39fCBg0yCc8U1OFtUje6+Lp0YJRFZsnYlQIsWLTJ1HGQnDBUgW5kBBuiGWoI8VMgprUN2aS0ToE6wXV/9iQ3zhut19vxyVTlgWLg3/swoRtLJAiZARGTU7mkR5eXl+Oyzz7BgwQKUlpYC0A19Xbp0yWTBke0pMQ6B2U4FCACCPfWN0OwD6hQ79bO/xl5n+MvgZv05u84UmzUmIrIu7aoAHTlyBPHx8XB3d8eFCxcwe/ZseHl5Yf369cjOzsbXX39t6jjJRtjSNhhXCvFywt6zJWyE7gRarYBDOeUAgGHhN56NGhvmDQBIzy7jdHgiMmrXT4LExETMmDEDGRkZUKkul/tvu+027Nq1y2TBke2xxSZogFPhO9O54hpU1TdB5SBFT3/XG57fM8AVrko5aho1OJVf1QkREpE1aFcCdPDgQTz++ONXHe/SpQvy8/M7HBTZLltsggauSIBYATK7w/rqT3QX91ZVc2RSCfqHeADQbZxKRAS0MwFSKpWorKy86viZM2fg6+vb4aDIdl3eB8y2KkBcC6jzHL5YDgAtLn54LUNCdUNlXBCRiAzalQDdeeedeP3116FW67Y0kEgkyM7Oxosvvoh77rnHpAGS7dBqBeNK0LaaABVUNqBerRE5GttmqADFBHu0+jmDu3kC0K0eTUQEtDMBWrJkCaqrq+Hr64u6ujqMHj0aERERcHV1xVtvvWXqGMlGlNepodEKAGxvFpinkwOcFTIAugURyTwamjQ4kaerPvdvQwLUP8QDMqkEeRX1uMRNa4kI7ZwF5u7ujm3btmHPnj04fPgwqqurMXDgQMTHx5s6PrIhhuEvDycHONjYTByJRIJgLyecyq9CTlktIvy43ow5nMithFojwMtZga76TWhbw0khR58gNxy5WIGUC6Xo0r+LGaMkImvQ5gRIq9Vi1apVWL9+PS5cuACJRIKwsDAEBARAEARIJNwGgFpWXHV5HzBbZEyA2AdkNobhr/7BHm3+WTOomyeOXKxAalYZJjEBIrJ7bfoYLggC7rzzTjz22GO4dOkSoqOj0adPH2RlZWHGjBm46667zBUn2YBiG+3/MTA2QpcwATKXwxcrALStAdpgcDddI/TBC2yEJqI2VoBWrVqFXbt2ISkpCWPHjm322Pbt2zF58mR8/fXXmDZtmkmDJNtgqAD5uNp4AsQKkNlcboB2b/NzB4fqGqFP51eiql593S00iMj2takC9N133+Hll1++KvkBgJtvvhkvvfQSvv32W5MFR7bFOAXeRofAwnycAQBni6pFjsQ2VTc04VxxDQCgXzsqQP5uKgR7OUIrAOnZ5aYNjoisTpsSoCNHjmDChAnXfPzWW2/F4cOHOxwU2aYSG90Gw8DQ+JxVUgu1RityNLYno0C3irOvqxJe7UyiDcNgXA+IiNqUAJWWlsLf3/+aj/v7+6OsjD9YqGXGCpCNDoEFuqvgrJChSSsgq6RG7HBsTkaBrrLWw7/9M+wGcT0gItJrUwKk0Wggl1+7bUgmk6GpqanDQZFtMjRB2+osMIlEgu76KlBmIYfBTO2MvgLUoxX7f12LYUXoQznlaGKVjsiutakJWhAEzJgxA0ply5/gGxoaTBIU2SZbb4IGgAhfFxy5WMEEyAzOFBoqQO1PgCL9XOCmkqOyvgkn86oQ3bXtzdREZBvalABNnz79hudwBhi1RBAE4xCYr432AAFgBciMMowVoPYPgUmlEgzs5okdp4uQklXKBIjIjrUpAfryyy/NFQfZuOqGJjQ06YYcbG0bjCsZGqEzORPMpCrq1MirqAcARPi1vwIE6PYF23G6CCkXyjBzRJgpwiMiK2Rb+xGQxSqo1FV/XJVyOCnatQOLVYi8ogKk1e97Rh2XWair/gS4qeDu2LH1ewYbd4YvhSDw74jIXjEBok5RWKX79O7rZrvDX4BuMUSFTIp6tZabbprQGf0MsMgODH8ZxHT1gFwqQUFlAzeuJbJjTICoUxTpG6D9bLgBGgDkMilCfXQrQnMYzHRMMQPMwFEhQ4x+J/k9mcUdvh4RWScmQNQpCvVDYP5uKpEjMT9DH9BZNkKbjCnWALrSqEgfAMCfGUyAiOwVEyDqFAWVuiEwW68AAbqp8ABngpmSoQIUaYIKEACMivQFAOzOLIaGvVpEdokJEHWKQuMQmO1XgDgV3rQqatXG7x9Dk3lHxXR1h5tKjoo6NY5cLDfJNYnIujABok5haIL2s/EmaACI1E/Tziis5iwjEzijnwEW5K4y2Q7ucpkUIyI4DEZkz5gAUaewrwqQMxQyKSrq1MgurRU7HKtn6uEvA8Mw2J8ZRSa9LhFZByZA1CkMTdD2UAFSymXo08UNAJCeXS5uMDbA1A3QBoZG6LTsclTWq016bSKyfEyAyOxqG5tQ3aDbJNcemqABYECwbtfx9OwykSOxfuaqAAV7OSHcxxkarYC9mSUmvTYRWT4mQGR2huqPo4MMLkrbXQX6SgO7eQDQVReoY84UdHwT1GsZ09MPALAx/ZLJr01Elo0JEJmdsf/HTQmJRCJyNJ1jQIiuAnQyrxJ1jRqRo7FeZTWNxk10TTUD7EoPDA0GAGw7WYB8/V5jRGQfmACR2RnWAPK3gwZogyB3FfxclWjSCjiWWyF2OFbLMPzV1dMRzmaoHvbwd8XQMC9otALWHMw2+fWJyHIxASKzM1SAbH0fsCtJJBIMCPEAAKRlsQ+ovUy5Bca1PDysGwDguwPZUGu0ZnsdIrIsTIDI7IxrANlJA7TBwBBDI3S5uIFYMVNugnotE/oEwMdFgYLKBiSdLDDb6xCRZWECRGZnnAJvR0NgwOU+oLTsMi6I2E7GCpCf+SpACrkU9w/W9QJ9+HsGe7aI7AQTIDI7QwXI346GwAAguos7ZFIJCqsakMsG23bJKDTfDLArzRgRCh8XBU7lV+HlDUeZsBLZASZAZHb2WgFyVMgQ3cUdALDteL7I0Vif4uoGlNY0QiIBIswwA+xKfq4qfPLgQMikEmxIv4TPd59nEkRk45gAkdldOQ3e3kzqHwQAWM91ZtrMMPwV7OkER4XM7K83LNwbC26NAgC8+etJTF25D4dzys3+ukQkDiZAZFb1ag0q6nTbDNhbEzQA3BETBLlUgiMXK5Cp39STWsdcW2Bcz6yRYXg2PhIKuRT7zpVi0tI9uOvTPVh7MBsNTewNIrIlFpEALV26FKGhoVCpVIiNjcWBAweue/66desQFRUFlUqF6OhobNq0yfiYWq3Giy++iOjoaDg7OyMoKAjTpk1Dbm6uud8GtaBIX/1RyKVwdzTNTt7WxMdFiTE9dZturk9jFagtzLUFxvVIJBI8G98D258fjbsHdIFcKkF6djle/N9RTPx4N1IulHZaLERkXqInQGvXrkViYiIWLVqEtLQ0xMTEICEhAYWFhS2ev3fvXkydOhWzZs1Ceno6Jk+ejMmTJ+PYsWMAgNraWqSlpeHVV19FWloa1q9fj9OnT+POO+/szLdFeldOgbeXVaD/6u6BXQEAG9IvQatlX0lriVEBMujq6YT3p/TH3gU346Vbo+DjokBmYTXuXZ6M97acYn8QkQ2QCCL/S46NjcWQIUPwySefAAC0Wi2Cg4Px9NNP46WXXrrq/ClTpqCmpga//PKL8diwYcPQv39/LF++vMXXOHjwIIYOHYqsrCyEhIRc9XhDQwMaGhqMf66srERwcDAqKirg5ubW0bdo1349koenVqdhUDdP/G/OcLHDEUW9WoOhb/2Oyvom/HfWUIyK9O201046WQBHhQzDu/t02muagiAIGPDGNpTXqvHL0yPRV99MLpby2kYs3nQKa1NyAABPjumO+Qk9rT6pL6pqQEZhFRqbtAh0d0TPgM6rthGZQ2VlJdzd3Vv1+1vUClBjYyNSU1MRHx9vPCaVShEfH4/k5OQWn5OcnNzsfABISEi45vkAUFFRAYlEAg8PjxYfX7x4Mdzd3Y1fwcHBbX8z1KLc8joAQJCHo8iRiEflIMOd+mboF3840ml7Tq05kI1ZX6XgwZX7kbj2ECpq1Z3yuqZQVN2A8lo1pJ0wA6w1PJwUeOfefnh9Uh8AwKc7zuLjpEyRo+qYQznluOndP/Dgyv2Y8eVB3PbxnxziI7siagJUXFwMjUYDf3//Zsf9/f2Rn9/ytOH8/Pw2nV9fX48XX3wRU6dOvWY2uGDBAlRUVBi/cnJy2vFuqCW5FYYEyL6mwP/V87f0RLivM3Ir6jHjywMoq2k06+vtP1eCV388Zvzz+vRLuO3jP1Fq5tc1FcPwV4iXE1QO5p8B1lrT4kLxysReAIAPfj+D309Y58rR1Q1NeOa7dNSpNQhwU6GLhyM0WgF//98R1KvZ7E32QfQeIHNSq9W4//77IQgCli1bds3zlEol3Nzcmn2RaRgrQO72WwECAE9nBb6aORS+rkqcyq/CwDe3YdS72/HQZ/swd3Ualmw9bZwt11F5FXWY820a1BoBE/sF4ocn4tDFwxGXyuusZsNPMRqgW+uxUeGYNTIMADD/h8PGzX6tycIfjyG7tBZdPByx5bmbsOmZUfB1VeJcUQ0+SsoQOzyiTiFqAuTj4wOZTIaCguafogoKChAQENDicwICAlp1viH5ycrKwrZt25jUiCS3XPfLwZ6HwAyCvZywauYQhHo7QRCAnNI67MkswS9H8vDv7Zm47aM/cdAEQxCf/XkepTWN6BPkhn/dG4PBoV54Nj4SALDmQI5VNGKfEbEBujX+PqEn+gS5oaxWjee/P2wV99Rg24kCrE+7BKkE+PCB/nB3dIC7kwPemtwXALBi1zkcu1QhcpRE5idqAqRQKDBo0CAkJSUZj2m1WiQlJSEuLq7F58TFxTU7HwC2bdvW7HxD8pORkYHff/8d3t7e5nkDdEOXe4DsewjMoE+QO3bMH4vUV+Kx5m/D8OGU/nhlYi9083bCpfI6TPlPMn481P7p8vVqDdanXQQAPD++h3EBwdv7BcFVJUd2aS32ni0xyXsxp87YBb4jlHIZPp46AI4OMuzOLMa3B6yjsgYAK3adBaCrZA0J9TIeH98nALf2DYBGK+Db/VlihUfUaUQfAktMTMTKlSvx1Vdf4eTJk5gzZw5qamowc+ZMAMC0adOwYMEC4/nz5s3D5s2bsWTJEpw6dQqvvfYaUlJSMHfuXAC65Ofee+9FSkoKvv32W2g0GuTn5yM/Px+NjdbR/2Ar6tUalOh7TrqwAtSMt4sSw8K9MXlAFzw2Khy/PjMKk/oHQSsAC388jpLqhhtfpAVbjuejrFaNQHcVRvfwMx53VMhw14AuAIDvLPyXtSAIFp8AAUB3Xxe8OKEnAOBfW063+++sMx27VIGDF8ogl0rwmH4Y70oPxXYDAPx2LB9qjbazwyPqVKInQFOmTMG//vUvLFy4EP3798ehQ4ewefNmY6NzdnY28vLyjOcPHz4cq1evxooVKxATE4MffvgBGzduRN++uvLtpUuX8NNPP+HixYvo378/AgMDjV979+4V5T3aqzz9bCcnhcwuF0FsCxelHEvui0GvQDdU1Kmx+LdT7bqOIbmZMiQYMmnzKdoPDNEtAbHleL5xgUpLVFDZgKr6JsikEoT7OosdznU9EheKPkG6v7O32/l31plW7b0AAJjYLxB+bldXZYeFe8HbWYHyWjX2ZBZ3cnREnUv0BAgA5s6di6ysLDQ0NGD//v2IjY01PrZjxw6sWrWq2fn33XcfTp8+jYaGBhw7dgy33Xab8bHQ0FAIgtDi15gxYzrpHRFwefgr0F1l9euldAa5TIq37uoLiQT4IfUi9p9r21DVuaJq7DtXCqkEuH/w1Us59A5yQ/9gDzRphQ4Ns5mbofrTzdsJSrnlzABriUwqweuTdB++1qVeRGqW5U4jL65uwE+HdCvizxge2uI5cpkUt0br+il/OZLX4jlEtsIiEiCyTZe4BlCbDQzxNFZq/u/nE21acdiwSN+Ynn7XvOd3xOjWI9qVYbmf7o3DX36WO/x1pUHdPDFFn3C+/stJi10les2BbDRqtIgJ9sCAEM9rnnd7P933yJbj+dz/jGwaEyAymzz9DDD2/7TN3xN6wtFBhhN5ldiT2boqkEYrYKN+x/mWqj8GIyN0K0IfOF9isb/cxNwCo72eT+gBJ4UMh3PKseV4y2uSiUkQBHyfomuOnx7X7brnDgn1gp+rElX1TdhtwYkyUUcxASKz4SrQ7ePprMD9g3X7h63881yrnrPvXAkKKhvg7uiAsVHX3mqjh78LfFyUqFdrkZ5dbopwTe5MoeWuAXQtfq4qY1Pxu1tOo8nCGojTssuQXVoLZ4UMt/YNvO65MqkEt0Xrzvn1KIfByHYxASKzMawCHejOKfBt9ejIMEgkwM4zRcYhoevZoK/+TOwXeN2+GYlEghERumUhLLHJtUmjxcm8SgBAr0DrWrtr9k3h8HJW4FxRDdalXhQ7nGbWp+m+Pyb0DTQujXA94/voJqHszii22CE9oo5iAkRmY+gB4hBY23XzdsaEPrpm1M9uUAWqV2uw+Zhu2MUw1f16RuiHwSwxATpXXIN6tRbOChnCfSx7BthfuaocMHdsBADgo98zLGaIsaFJY2xobs33B6DrRVPIpSisasC54hpzhkckGiZAZBaCIBh7gDgE1j6PjQoHAGxMz73udgu/nyxAdUMTung4YtB1mlsNDAnQ4YsVqKq3rA1Sj17UrUDcJ8gdUqn1zRx8aFgIAtxUyK+sx/9SLWOm3Y7TRaioU8PfTYm47q1bFFblIMPAEA8AsIqFM4nagwkQmUV5rRp1+k0VAzgE1i6DunlicDdPNGq0WLnr2lUgQ/Pz5AFBrUoaung4IszHGRqtgP3nLGva9lH9Fgx9uljX8JeBUi7D7Jt0ieuynZkW0Qu0QT/8Nal/l6vWhrqe4d11ifI+JkBko5gAkVkYhr98XJQWtZu3tZl7s25I5dv92S3u5J5ZWI3tpwoBtH54A4CxD2i3hQ2DHc/VJUDRXdxFjqT9pg4NhrezAjmldfjpcK6osVTUqtv1/QHAWC3ad66EfUBkk5gAkVlwDzDTGN3DF9Fd3FGn1uCL3eevevzjpAxoBSC+lz8i2rBuzgjDp/s2LrZoThqtgOO5ugZoa06AnBRyzBqlmxG29I9MUTdK/fVoHho1WkQFuLa5qTymqwccHWQoqWk0bk5LZEuYAJFZGBMgd/b/dIREIjFWgb7aewEVtZd7djILq/DzEV2FwbDbe2sN1m+CebqgChV1ltEHdL64GrWNGjg6yBDuaz1rALXkkWHd4KaS42xRDTaLuC7QhnTdbLS2Vn8AQCGXYnCorqcs+axlVQqJTIEJEJlFrn4fsEBWgDrsll7+6OnviqqGJjy5OtU4u+ijpEwIAjC+tz/6trFi4uuqRJiPMwRBt0aMJTh2SVf96R3k1qZeFUvkqnLAjBG6KtAn2zNFGULKKa3FwQtlkEh0/T/tYRgGYyM02SImQGQWF/RTZ7t5OYkcifWTSiV4995+cFbIsCezBHO+ScPsr1Pw82FD9adHu647uJvu033KBctohDY0QFvz8NeVZg4PhZNCt6L3H6cLO/31Dc3xw7t7t3siQly4LgHaf75U1KE8InNgAkRmcaFElwCFWtlaLpYqJtgDK6cPhkIuxfZThdh2ogASCfDkmO7oHdS+GVND9MNgBy9YRgXIkAC1tZplqTydFXhkmG7biX93chVIEARs0G94e9eAru2+TnQXdzgpZKioUyOjkH1AZFuYAJHJabUCskpqAQBhTIBMZnh3Hyx7aCCCvRxx98Au2PbcaPx9QlS7r2fo7ziUUy76on1arYAT+gbovlY6Bb4ls0aFQSGXIj27HMmdOIx0KKcc54pqoHKQYkLfgHZfRy6TYoB+PaADFlIpJDIVJkBkcnmV9Who0kIulXAVaBMb18sff/79Zrx/f39E+HWsUTjMxxnezgo0NmlxTF99EcvJ/EpUNzTBSSFDhJU3QF/Jz1WFB4boNqdduiOz01539f5sAMBtfQPhopR36FqGSqGlDJUSmQoTIDI5Q/9PiJcT5DJ+i1kqiURirAKJPQxm2HV8WLi3zX3P/O2mcMilEuzJLEF6JzScV9SpjbMDHxoW0uHrGYdKzzMBIttiWz9pyCKcL2b/j7WwlE/3f+oToFGRPqLGYQ5dPZ0wWT8NfekfZ83+ehvSLqJerUVPf1cMbMXWKDcyIMQDMqkEuRX1xgVOiWwBEyAyOUMFKNSbCZClM6wHlJJVJtosn3q1xthfYosJEAA8Mbo7JBLdvm2n8ivN9jqCIGD1Ad3w10PDQiCRdHw5ASeFHH31jfasApEtYQJEJmeYARbmwynwlq5PkBtUDlKU16pxtkicWT4HzpeisUmLQHcVuttQ/8+VIvxccKu+GfmT7ebrBUrJKsOZgmo4OsiMVSdTuDxjkAkQ2Q4mQGRyHAKzHg4yKQYEi9sH9GdGEQBgZISPSSoWlmruWN1q3b8cycPJPPNUgVboN829MyYIbioHk113MBMgskFMgMikNFoBOaW6PgEOgVmHIaHiLoho7P/p4SvK63eW3kFumNgvEACwZOsZk1//eG6FcX2ov40ON+m1Dd8jZwqqUV579aa8RNaICRCZVG55HRo1WihkUgRxCrxVMH66z+r8BKiwsh6n8qsAACP02y7Ysufie0Cq7wUy9Ywww9Da7f2CTD6U6O2iRLiv7gNNioUsnEnUUUyAyKQMw18h3k5Wv5+TvRgQ4gGpBMgprUO+fg+3zrJFv1FonyA3eLsoO/W1xRDh54J7BupWZn5vy2mTrQ59Or8Kvx3T3cun9ZvnmtpQERNlInNgAkQmZdwCg8NfVsNV5YBegbpZPimd+MtNqxXwxZ4LAIB7B7V/uwZrMy8+Egq5FHvPluDXo3kmueb7204DAG6LDkAPf1eTXPOvBnM9ILIxTIDIpAwVIM4Asy6X1wPqvOGN308W4HxxDdxUctw/OLjTXldsXT2d8NQYXZXm9Z9PoLJe3aHrbT2ejy3HCyCTSvDMuEhThNgiQwXo6KUK1KvF3TqFLttyPB/PrknHU9+mIfH7Q8jlWk2txgSITOoCZ4BZpcsrQnfep/vPdp8HADwY2w3OHdyuwdo8MSYc4T7OKKxqwPsdaIiurFfj1R+PAQBmjwpHVID59lEL9nKEn6sSao2AQznlZnsdar2CynrMW5OOjYdy8evRPKxPu4Q3fz0hdlhWgwkQmdTZIkMFiAmQNRncTffp/mReJao6WJFojSMXy3HgfCnkUgmmD+9m9tezNEq5DG9M7gsA+Cr5gnErkLZavOkUCiobEObjjGfjzVf9AXRbpwwJs4yVw0nnk+2ZqFdr0TvQDS9OiIJEAmw6mi/63n7WggkQmUxlvRrZpbpd4HsH2s6O3vYgwF2FYC9HaAUgNcu8w2BV9WosWH8UAHBHTBAC3e1ztuCICB88MCQYggA8tToNWfr+udb6Zl8WvtOv+rz47mioHGTmCLOZId10lcIDnAkmupzSWqw5qPv7f/X23pgzpjvujAkCAHywzfTLLNgiJkBkMidzdYu7dfFwhIeTQuRoqK2Gh+u2ofizndWI1mho0uCJb1JxPLcS3s4KJN7Sw2yvZQ1eu7MPYoI9UFGnxuyvU1pdfdt8LM849PXMuEgMC++cJQQMFaC0rDJoRNo6hXQ+SsqAWiNgVKQP4vRLSMwbFwmZVIKkU4VI64SNd60dEyAymeP6BKh3EKs/1mhUD0MCVGSW658rqsZjX6VgT2YJnBUyrJo5FMFe9t0sr3KQYcUjg+DrqsSZgmrcuywZ2SW11zxfEAR8dyAbz6w5BEEApg4NwXNmHvq6UlSAG1yVclQ3NJltNWu6sdzyOqxPuwgAeH58T+PxcF8X3DNQtwXKp52w8a61YwJEJmNMgDj8ZZVGRvhAKtGt9ptXYbqZJNUNTXjjlxMY/8Eu/JlRDIVMiuWPDEJ0V3eTvYY183dT4csZQ+DnqsTpgircuXQ3/pd68aqZVpmF1Xj8v6lYsP4oGpu0uLVvAN6c3LdTtw+RSSUY2K3zG+apuS3H86EVdCt09w/2aPbYoyPDAAC7MopQ29gkQnTWw76mXpBZndB/IuzDCpBV8nBSoF9XDxzKKcefZ4px/5COT03fejwfC388jvxK3QKLY3v64h8TeyHCzzxr1Virvl3c8dPckXj8vyk4fLECz687jDd/PYEhoV5wkEtxvqjG+O/LQSbB3xOiMGtkGKQiLDYaG+6FnWeKsCezBDNHhHX66xOw9XgBACChT8BVj/X0d0UXD0dcKq/DnswS3NLbv7PDsxqsAJFJNDRpkFGg29KAQ2DW66ZI3TDYLhMMg326IxN/+28q8ivrEeLlhFUzh+DLmUOZ/FxDgLsKax+PwwvjeyDIXYWyWjW2nijAr0fycCKvEnKpBGN7+mLDkyMw+6ZwUZIfALgpUrdnW/LZYqg1WlFisGdlNY04oK++tZQASSQSxPfyAwAknSzo1NisDStAZBIZBdVo0gpwd3RAF+4BZrVu6uGLj7dnYndmMTRaod3bmXx3IBvvbtatTvzYyDA8P74nHBXmn6Vk7VQOMsy9ORJzxkTgz4wiXCyrQ5NGCxeVA26O8oOXs/iTC3oHusHLWYHSmkakZ5djqL4xmjpH0qlCaLQCegW6XbOHblwvf3yVnIWkU4XQagXRkmVLxwSITOJE7uXhr87sSSDT6h/sAVelHOW1ahy9VHFVf0FrbD2ej39s0E1zf3JMd/x9QpSJo7R9MqkEY3r6iR1Gi6RSCUZG+OCnw7n4M6OICVAn26rfP2/8dYa2YsO94KyQoaiqAUcvVSCmHf+O7QGHwMgkjufqFt5iA7R1k8ukGB6hm1K743Rhm59fUt2AF/93BFr9DKX5CT1v/CSyOqOMQ6XmWzKBrlbXqDEOT4/vc+0ESCmX4aYeuqFKDoNdGxMgMgljA3QXJkDWLr6X7gfrT4dz27xb+Zu/nkRZrRpRAa54fVIfVgNt1Ch9H9CRi+Uor20UORr7sSujCPVqLbp6Ot7ww+Y4/b/j30+2/YOMvWACRB2m1QpXDIFxarO1m9A3ACoHKc4V1eDIxdYvqb/jdCE2pF+CRAK8fU8/OMj448VWBbir0MPfBYIA7D1bInY4dsNQlY3v5X/DDxdje/pCItF9OC3Uz8Kk5vgTijoso7AaNY0aqBykCOceYFbPVeWA8b11s0s2pF9q1XPq1Rq8slG3MvHM4WHt6h0i6zIyQlcF2nXGPAtnUnOCIGDnad29HtPT94bne7so0Vf/gXTPWQ5VtoQJEHWYYeXg2DBvyPmp3ybcpV9N9qfDua2a6rxi1zlcLKtDoLsKz4+37+0t7MVN+pXDt+tnGpF5ZRRWI7eiHkq5tNVbn4yI0P0d7c5gla4l/G1FHbY7U/fpYqT+HxtZv1ERPvBxUaK0ptH4qfNacsvr8OmOTADAgtt6wVnJyaX2IK67N1yVchRWNXDfqU5g+Hc4LNy71RvfGn4m784sanM/nz1gAkQd0tikxf5zukW5RkYyAbIVcpnUuLP0D6kXr3vu27+dQr1aiyGhnrijX2BnhEcWQCmXYZx+wb3fjuWLHI3t26kfahzd48bDXwaDQz2hlEtRUNmAs0XV5grNajEBog5Jyy5DnVoDHxcFevpzhV9bcv+QrgCAzcfzkZrV8if8HacL8dPhXEgkwKI7OOvL3kzoq0t4Nx/LZ4XBjGoamnDgvO6DZmv6fwxUDjIMCdWt0/Qnlyy4ChMg6pDd+n9UIyJ8uNqojYkKcMN9g3RJ0KKfjkHzlz6Pwqp6vLDuMABgelwo+nbhDEB7M6anL5wUMlwqr2vTjEFqm33nStCo0SLYyxFhbZxoYugD2pPJBOivmABRh/zJ/h+b9vcJUXBVyXHsUiXWHMw2HtdqBTz//WEUVzciKsAVL93K1Z7tkcpBhrE9OQxmbjsMs796+LW5ympYtHLfuVLu3fYXTICo3Spq1Th6sRwA+39sla+rEs/F62Z1/fPXk/h0RyYO5ZRj2hcH8GdGMVQOUvx76oBWN2WS7ZnQV7dkwuZjeRwGMwNBEPC7fjXnsVGtH/4y6B3oBg8nB1Q3NOFQTrmJo7NuTICo3XZlFEErAN19nRHozg1QbdW0uG4YGuaFmkYN3t18GpOX7sHuzGIoZFIsvjsakez9smtjo/ygcpDiQkkt0vkL1uSOXKxAXkU9nBUyDO/e9g+aUqnE2Dj9+wlui3ElJkDUboYhkVv7cuaPLZPLpPhu9jC8f38MunrqEt3bogPwe+Jo3DWgq8jRkdhclHLcpv8ZsPZAjsjRmI5ao8Wbv5zAyHe2Y7OIw3tb9Jufjonya3el1bCw6ZbjbFa/EhMgapdzRdXYk1kCqQSYGhsidjhkZjKpBHcP7Io/XhiD5AU349OHBiHE20nssMhCTBkSDAD45UguahqaRI6m44qqGvDQZ/vx2e7zuFhWhye/TcW6FHGSO0MClNAnoN3XGN3TFwqZrkqXWcjp8AZMgKhdvjugq/6M7emHLh4c/rIXDjIphzvpKkPDvBDm44yaRg1+PZIndjgdotUKeOTz/ThwvhQuSjnGRflBKwDzfziC/91gTSxTyyysxtmiGjjIJBjbhunvf+WilGNEhG716K0cBjNiAkRtVq/WYJ3+B8FDw1j9IbJ3EokE9w/WVYGunC1ojXZlFOFUfhVclXJsfGoEPps+GDNHhAIA/rX1NJo6cSaVofozvLsPXFUOHbrWeH0FaetxztYzYAJEbfbrkTyU16rRxcMRo3v4iR0OEVmAewZ1gUwqQVp2Oc4UVIkdTrv9NzkLAHDv4K6I8HOBRCLBixOi4OnkgLyKevxxg61hTGmrCYa/DMb18oNEAhy+WIG8iroOX88WMAGiNqlXa/Bh0hkAwNShwZBx8UMiAuDnqsItvfwBAF/sPi9yNO2TU1qL7acLAQCPDOtmPK5ykOE+fYXrm31ZnRLLmYIqHL5YAZlUglt6+3f4en6uKgwM8QQAbOGaTQCYAFEbffpHJnJK6xDgpsKMEWFih0NEFmT2TbqfCevTLqGwql7kaNrum31ZEATd4oHhvi7NHntwqG64f1dGEbJLas0ey+r9uqHE+F5+8HVVmuSahr36vtx7oVOH8iwVEyBqtXNF1Vi+8xwAYNEdveHCXb+J6AqDunlhYIgHGjVa41CStahXa7BWP9NrWlzoVY+H+jhjVKQPBAFYfcC8fU71ag3Wp+n6LB+M7XaDs1vv/iHB8HJWIKukFr9YebO6KYieAC1duhShoaFQqVSIjY3FgQMHrnv+unXrEBUVBZVKhejoaGzatKnZ4+vXr8f48ePh7e0NiUSCQ4cOmTF6+6HVCvjHhmNo1GgxuoevcfVXIqIr/e2mcADAf/dlobbReqbE78ksRnmtGoHuKtwc1XJv48P6YbEfUnOu2hvPlH49kofK+iZ09XTEKBNuM+SkkGPWSF2V7pM/MqE143uwBqImQGvXrkViYiIWLVqEtLQ0xMTEICEhAYWFhS2ev3fvXkydOhWzZs1Ceno6Jk+ejMmTJ+PYsWPGc2pqajBy5Ei88847nfU27MKynWeRfK4Ejg4yvD6Ju34TUctu6R2Abt5OKK9VY+1B61kYcecZXXPzzVF+1+xtvDnKD64qOYqrG826rYRhmZGpQ0NMvsn0tLhucFPJkVlYbZxlZq9ETYDef/99zJ49GzNnzkTv3r2xfPlyODk54Ysvvmjx/I8++ggTJkzA/Pnz0atXL7zxxhsYOHAgPvnkE+M5jzzyCBYuXIj4+PjOehs2L+VCKd7fpmt8/r9JfdDNu227EROR/ZBJJZg9SlcFWrbjLOrVGpEjap1d+gTIsG1ESxxkUtykf/yPUy1/UO+o47kVSMkqg0wqwX2DTL/SuqvKwdi/ufCn4zieW2Hy17AWoiVAjY2NSE1NbZaoSKVSxMfHIzk5ucXnJCcnX5XYJCQkXPP81mpoaEBlZWWzL9KprFfjme/SodEKmNw/yCz/IInIttw3uCu6eDiisKqh02ZNdcSF4hpcKKmFXCrB8BsMOY3TD49tN1MC9MG2DADAxOhA+LmpzPIaj40KQ09/VxRVNWDKf/Zh87F8q0lUTUm0BKi4uBgajQb+/s2n9/n7+yM/v+WyXH5+fpvOb63FixfD3d3d+BUcHNyh69mSt387hdyKenTzdsKbd0Vz6IuIbkgpl2HeuEgAwKc7zqLawrfH2JWhq/4MDvW84eSO0T18IZEAJ/IqTb6ezpGL5fj9ZAGkEmBefKRJr30lN5UDvn8iDrFhXqhuaMIT36Qi+rUtuGfZXnyx+zyKqhrM9tqWRPQmaEuwYMECVFRUGL9ycqxn3NqcDpwvNU7FfOeefpz1RUStdvfALgj1dkJpTSO+tPB1gQzDXzddZ/jLwNtFif7BHgCAP06ZdlFEQ6vB5AFd0P0v0/BNzd3RAV/PGorpcd3g46KAWiMgNasMr/9yAsMWJ+G/yRfM+vqWQLQEyMfHBzKZDAUFzfclKSgoQEBAyzOMAgIC2nR+aymVSri5uTX7snf1ag0WrD8CAHhgSDCGhXuLHBERWRO5TIrnbukBAPjPrnMorLTMdYEamjTYe7YEwPX7f650c0/TD4OlZpVhx+kiyKQSPHOz+ao/V1LKZfi/SX1x8B/x+PPvY/F/d/ZB/2APaLQCFv10HLszijslDrGIlgApFAoMGjQISUlJxmNarRZJSUmIi4tr8TlxcXHNzgeAbdu2XfN8ar+vky/gbFENfFyUWHBrL7HDISIrdEe/IMQEe6C6oQlv/3ZK7HBalHqhDLWNGvi6KtE7sHUffm/upUuA9mQWm6x35gN99efegV0R6tO5E00kEgmCvZwwfXgoNjw5HPcO6gqtADz9XRpySs2/6KNYRB0CS0xMxMqVK/HVV1/h5MmTmDNnDmpqajBz5kwAwLRp07BgwQLj+fPmzcPmzZuxZMkSnDp1Cq+99hpSUlIwd+5c4zmlpaU4dOgQTpw4AQA4ffo0Dh061OE+IXtSr9ZgxS5dyfrvCT3h7tSxTfiIyD5JpRK8fmcfSCTA+vRLOHihVOyQrrI7U1flGBXh0+oex96BbghwU6FOrcH+8x1/T/vPlWB3ZjEcZBLMvTmiw9frCIlEgjcn90W/ru4oq1Xj+e8PixqPOYmaAE2ZMgX/+te/sHDhQvTv3x+HDh3C5s2bjY3O2dnZyMu7vFrl8OHDsXr1aqxYsQIxMTH44YcfsHHjRvTt29d4zk8//YQBAwZg4sSJAIAHHngAAwYMwPLlyzv3zVmx7w5ko7i6AV09HXHXwC5ih0NEViwm2AMPDNFNLFn443GoLWwLhgP6BGZY99YP80skEtzUQzdbzNA/1F6CIBh7f+4fHIxgL6cOXc8UVA4yfPrQQDjIJDhwoRQn82xzZrREEAT7XgqyBZWVlXB3d0dFRYXd9QM1NGkw+t0dyK+sx1t39cVDJlyGnYjsU2lNI8b+awcq6tR4amx3zE+IEjskALpqd/RrW6DWCNg5f0yb1jj79Ugenlqdhkg/F2xLHN3uGPZmFuPBz/ZDIZNix/wxCPJwbPe1TO3Jb1Ox6Wg+ZgwPxWt39hE7nFZpy+9vzgKjZn5IvYj8ynoEuKlwL9f8ISIT8HJWYPHd0QB00+L3nrWM5tr07HKoNQL83ZQIaWPlZWSED6QSIKOwGrnl7Z8O/+HvunV/HowNsajkBwCmDNFtALs+7aJNrhPEBIiMBEHAqj0XAOj281HKZeIGREQ247boQDwwJBiCADy39hCKq8Vfa2b/ed3sr9gw7zavcebu5GCcDt/eYbCUC6U4cKEUDjIJnhjdvV3XMKeRET7o4uGIyvomm9w2gwkQGaVllyOjsBoqBynuHczqDxGZ1sI7eqO7rzMKKhsw/YsDqKhTixqPof9naJhXu55vWDdoZzsToE93nAUA3DOwKwLczbPqc0fIpBLcP1jXv7XmgO2tj8cEiIzWHtQtejgxOghuKs78IiLTclLIsXLaYPi4KHA8txIzvjwg2irRjU1apGWXAQBiO5gA7c4sRlMbm7tP5lVi+6lCSCXA4xZY/TG4b3BXSCRA8rkSXOrAUJ8lYgJEAICqejV+PqybcffAUG4FQkTmEe7rgv/OioW7owPSs8txz6d7kVlY3elxHL1UgXq1Fl7OCkT4tW/V5ZiuHnB3dEBVfRMOXyxv03OX6as/t0YHIqyT1/1piyAPRwzQD/XtsbGFEZkAEQDg58N5qFNr0N3XGYO7eYodDhHZsF6BbvjvrKHwcVHidEEV7vj3bqw9mI3OnJRsHP4K9Wr3HocyqQQjI3XT4ZNOtn5V6OySWvxyJBcAMMeCqz8GI/UbxBrWTLIVTIAIwOXhrweGhHDDUyIyu35dPbBp3kgM7+6NOrUGL/7vKO7/T3KnrTljaIBub/+PQUIf3VZMvx7Na3UC959dZ6EVdENofbu4d+j1O8MIfQK0J7MYWq3trJzDBIhwIrcShy9WwEEm4cKHRNRp/FxV+O+sWCy4NQqODjIcvFCGO/69G59sz4DGjL9oNVoBKRd0/T8dTYDGRflB5SBFVkktjufeOHkrrKrHutSLAIAnx1h+9QcABoR4wtFBhpKaRpwuqBI7HJNhAkT4PkXX3X9Lb3/4uChFjoaI7IlMKsHjo7sj6fnRSOjjjyatgH9tPYMp/0k22waqJ/MqUd3QBFeVHL1auf/XtTgr5bg5Src32C9H8m5wNvD57vNobNJiYIhHu5uvO5tCLkVsuC7WPTY0DMYEyM7VqzVYn6b7NGJY9IqIqLMFeThi+cODsOS+GLgo5UjJKsODn+03y3pBhv27hoR6QSbt+JD/7f2CAAC/HMm97jBYRZ0a3+7TtRvMGRNhVe0GttgHxATIzm05no/K+iZ08XA0foMTEYlBIpHgnkFd8cvTIxHorkJmYTUe/mw/ymsbTfo6B0zU/2MwtqcfHB1kuFhWhyMXK6553spd51Dd0IQe/i4Yp68aWQtDH9D+c6VobLKs/dzaiwmQnTMsbnXf4K4m+SRERNRRoT7O+PaxWPi6KnEqvwpzV6ebbIaYVit0eAHEv3JUyDCuly6h+flwbovnFFbW4/Pd5wEAibf0hNTKft729HeFj4sCdWqNcf0ka8cEyI6dL65B8rkSSCTAfYO59g8RWY5wXxd8MysWSrkUuzOLsfpAtkmum1lUjbJaNRwdZIg24QysSf11E0jWHMxBYdXVvUsfb89AnVqDASEeSOjjb7LX7SxSqQTDwr0BAAf1CaS1YwJkx75OvgAAGNPDF10sbBM+IqKeAa74+wTdzvH//PUkckprO3xNQ//PoG6ecJCZ7lfguCg/xHR1R3VDE5ZsOdPssQvFNcZq+4sToqyq9+dKhjXiWAEiq1bd0IR1Kbrm5xkjwkSOhoioZTOHh2JIqCdqGjVYsP5oh4fCTD38ZSCVSrDwjt4AgO9Tc3Dskq4XqKS6AX/7bwqatAJG9/A1VlGs0UBjAlRuE+sBMQGyU+vTLqK6oQnhvs4YxeZnIrJQUqkE790bA4V+KGxXB7ZjEAQB+8+ZtgH6SoO6eeGOmCAIAvDs2kP4au8FPPz5AZwpqIafqxJvTOpr8tfsTL0C3aBykKKiTo1zxTVih9NhTIDskFYrYNXeCwCAGcNDra4Zj4jsS6iPM6YN6wYAeG/LqXZXH04XVKGwqgEqByn66/e3MrWXbo2Cq1KOzMJqLPrpOE7mVcLHRYnVs4chxNvJLK/ZWRxkUvTr4gHANobBmADZoZ0ZRThXVAMXpRx3D+wqdjhERDf05NgIOCtkOHapEpuP57frGttP6fbrGt7dByoHmSnDM+ri4YhN80bhxQlRiA3zQq9AN3z7WGy7N1y1NAO6eQAA0m0gAZKLHQB1Lo1WwDu/nQIATBkSDBclvwWIyPJ5OSvw2KhwfJSUgSVbT2N8b3/I29jEvONUEQBgrJnX4An2csKcMd0xx0q2umiLQSH6PqCscnEDMQFWgOzMdweycSq/Cu6ODpg7NkLscIiIWu2xUWHwdHLA2aIa/Hyk5fV2rqWiVo1UfdVibE9fc4RnFwyN0GcKq1BZrxY5mo5hAmRHKmrVWLL1NAAg8ZYe8HRWiBwREVHruaoc8NiocADAp3+cbVMv0M6MImi0Anr4u6Crp3X34ojJx0WJEC8nCAJwKLtc7HA6hAmQnRAEAW9tOoGyWjV6+LvgoVju+0VE1ueRuG5wVcmRUViNrSda3wu0Q9//M7andW1BYYkGhngAsP5GaCZAduL9bWfwfcpFSCTAojv6tHnsnIjIEripHDBjeCgA4JM/Mlu1LpBGK2DHmc7p/7EHV64HZM34W9DGCYKApX9k4t/bMwEAr0/qa9zUjojIGs0cEQZHB92MMENicz2pWWUorWmEq0qOQfpf3tR+A/WN0OnZZVa9ICITIBuWWViNKSv24b0tur6fv0/oiUf0a2kQEVkrL2cFHh6mG8b/15bTN/wl/M2+LADAhD4BJt3+wl5FBbjCSSFDVX0TMouqxQ6n3fidYIPq1Rq8v+0Mbv1oFw6cL4WjgwyL7uiNJ8dw1hcR2YY5YyLgopTjeG7ldWeEFVbWY9PRPADAdP3QGXWMXCZFv666jWTTsqy3D4gJkI05nluB2z7+Ex8nZUCtETC2py+2PncTZnK/LyKyIV7OCjwxWjcjbMnWM2hs0rZ43uoD2WjSChjczRN9Tbj7u70zDINZcyM0EyAbciinHFNX7MO5ohr4uirxyYMD8MWMIQj24pRPIrI9j44Mg6+rEtmltfh2f9ZVjzc2afHt/mwAwDRWf0zqcgJULm4gHcAEyEakZpXi4c/2o7K+CYO7eeL350bj9n5BkEi4zxcR2SYnhRzzxkUCAN7+7RSOXqxo9vj/0i6iqKoBfq5K3No3QIwQbZZhJlhmYTUqaq1zQUQmQDagrKYRj/83FdUNTYgL98ZXjw6Fu5OD2GEREZnd1KEhGNvTFw1NWsz+OgWFlfUAgJ1nirDwx2MAgBkjQtn8bGJezgqE+TgDANJzrHMYjN8RNuD/fj6O4upGRPq54IsZQ+DM/b2IyE7IpBJ8NHUAIvxckF9Zj8lL92DemnQ88d9UqDUCbu8XiMdvsr09uSzBAMOCiFbaCM0EyMptO1GAjYdyIZUA790XA0eFeXY4JiKyVG4qB3w2bTC8nRXIrajHj4dyUafWYHQPX7x/f3/IpGwFMAdr7wNiqcCK1TY24R8bjgIAZt8Ujv7BHuIGREQkklAfZ2x/YQxSLpTiRG4lGjVaPDkmAgo5P+ebi2FRyfTsMjRptFa3wwATICu25kAOCqsaEOzliOfie4gdDhGRqNwdHTCulz/G9fIXOxS70NPfFR5ODiivVePopQoMCLGuVbatK10jo8YmLVb+eQ4AMGd0BFQOHPoiIqLOI5VKEBvmBQDYe7ZE5GjajgmQldqYfgl5FfXwc1XinkFdxA6HiIjs0PDuur0l951jAkSdQKMVsGznWQDAY6PCoJSz+kNERJ0vrrs3AODghVI0NGlEjqZtmABZoc3H8nG+uAbujg54MJabmxIRkTgi/Vzg46JAvVqLwzkVN36CBWECZGUEQcCnOzIB6Db2c+GaP0REJBKJRIJh4boq0N6zxSJH0zZMgKzMzjNFOJ5bCSeFDDO5tw0REYnMMAyWbGWN0EyArMynO3S9P1OHhsDTWSFyNEREZO8MjdDp2eWoV1tPHxATICuScqEUB86XwkEmwexR4WKHQ0REhFBvJwS5q9Co0WJPpvUMgzEBsiKG6s89A7siwF0lcjRERES6PqDxfQIAAL8ezRM5mtZjAmQlTuRWYvupQkglwOOjubEfERFZjtuiAwHo9qe0lunwTICshGHdn9uiAxHm4yxyNERERJcN7uYJP1clquqbrGYYjAmQFbhQXINfj+QCAOaMYfWHiIgsi1Qqwa199cNgR/JFjqZ1mABZgf/sOgutAIzt6Ys+Qe5ih0NERHSVy8Ng+Whs0ooczY0xAbJwZ4uqsS7lIgDgybERIkdDRETUssGhXvB1VaKyvgm7M4vEDueGmABZuMWbTqFJK2BclB+GhHqJHQ4REVGLZFIJbu+nqwJ9sfuCuMG0AhMgC7Y3sxi/nyyATCrBgtt6iR0OERHRdT06IgxyqQS7M4uRll0mdjjXxQTIQjVptHjz15MAgIdjQxDh5yJyRERERNcX7OWEuwZ0AQAs3Z4pcjTXxwTIQn3w+xmcyKuEq0qOefE9xA6HiIioVeaM6Q6pBEg6VYhjlyx3h3gmQBZox+lCLP1Dt+7PW3dFw4t7fhERkZUI93XB7f2CAACLfzsJjVYQOaKWMQGyMNkltXhu7SEAwEOxIbgzJkjcgIiIiNpoXnwkVA5S7MkswQfbzogdTouYAFmQIxfLcfeyPSirVaNPkBtevb232CERERG1WXdfF7x9dz8AwCd/ZGLrcctbHNEiEqClS5ciNDQUKpUKsbGxOHDgwHXPX7duHaKioqBSqRAdHY1NmzY1e1wQBCxcuBCBgYFwdHREfHw8MjIyzPkWOkSjFfB9Sg4eWLEPxdWN6BXohi9mDIHKQSZ2aERERO0yeUAXzBgeCgCYuzodn/15DloLGg4TPQFau3YtEhMTsWjRIqSlpSEmJgYJCQkoLCxs8fy9e/di6tSpmDVrFtLT0zF58mRMnjwZx44dM57z7rvv4uOPP8by5cuxf/9+ODs7IyEhAfX19Z31tlqlsKoe3x/MQcKHu/D3H46gtlGDUZE++P7xYfB3427vRERk3f4xsRcm9AlAo35m8wMr92HzsTzUq8XfMFUiCIKo6VhsbCyGDBmCTz75BACg1WoRHByMp59+Gi+99NJV50+ZMgU1NTX45ZdfjMeGDRuG/v37Y/ny5RAEAUFBQXj++efxwgsvAAAqKirg7++PVatW4YEHHrhhTJWVlXB3d0dFRQXc3NxM9E6BvWeL8cepQmSV1OJ8cQ0yCquNj7k7OmDOmO6YNTIMDjLR81IiIiKTEAQB3x3IwRu/nECdPvFxVcox+6ZwPDMu0qSv1Zbf33KTvnIbNTY2IjU1FQsWLDAek0qliI+PR3JycovPSU5ORmJiYrNjCQkJ2LhxIwDg/PnzyM/PR3x8vPFxd3d3xMbGIjk5ucUEqKGhAQ0NDcY/V1Topu1VVla2+721ZM+JHPznL+si9A50w7hefpgaGwI3lQPqaqpRZ9JXJSIiEtftvTwQ498f36fm4LcjecivrIW2ocbkv2cN12tNbUfUBKi4uBgajQb+/v7Njvv7++PUqVMtPic/P7/F8/Pz842PG45d65y/Wrx4Mf7v//7vquPBwcGteyMdkANgC4C/m/2ViIiILMdzHwLPmenaVVVVcHe//ubhoiZAlmLBggXNqkparRalpaXw9vaGRCIx6WtVVlYiODgYOTk5Jh1eszW8T63D+3RjvEetw/vUOrxPNybmPRIEAVVVVQgKuvESMqImQD4+PpDJZCgoKGh2vKCgAAEBAS0+JyAg4LrnG/5bUFCAwMDAZuf079+/xWsqlUoolcpmxzw8PNryVtrMzc2N/3hagfepdXifboz3qHV4n1qH9+nGxLpHN6r8GIjabatQKDBo0CAkJSUZj2m1WiQlJSEuLq7F58TFxTU7HwC2bdtmPD8sLAwBAQHNzqmsrMT+/fuveU0iIiKyL6IPgSUmJmL69OkYPHgwhg4dig8//BA1NTWYOXMmAGDatGno0qULFi9eDACYN28eRo8ejSVLlmDixIlYs2YNUlJSsGLFCgCARCLBs88+izfffBORkZEICwvDq6++iqCgIEyePFmst0lEREQWRPQEaMqUKSgqKsLChQuRn5+P/v37Y/PmzcYm5uzsbEillwtVw4cPx+rVq/HKK6/g5ZdfRmRkJDZu3Ii+ffsaz/n73/+Ompoa/O1vf0N5eTlGjhyJzZs3Q6USf20dpVKJRYsWXTXkRs3xPrUO79ON8R61Du9T6/A+3Zi13CPR1wEiIiIi6mxccY+IiIjsDhMgIiIisjtMgIiIiMjuMAEiIiIiu8MEqJMtXboUoaGhUKlUiI2NxYEDB8QOSVS7du3CHXfcgaCgIEgkEuOebgaCIGDhwoUIDAyEo6Mj4uPjkZGRIU6wIlm8eDGGDBkCV1dX+Pn5YfLkyTh9+nSzc+rr6/HUU0/B29sbLi4uuOeee65aMNTWLVu2DP369TMuvhYXF4fffvvN+Djv0dXefvtt49IhBrxPwGuvvQaJRNLsKyoqyvg479Flly5dwsMPPwxvb284OjoiOjoaKSkpxsct+Wc4E6BOtHbtWiQmJmLRokVIS0tDTEwMEhISUFhYKHZooqmpqUFMTAyWLl3a4uPvvvsuPv74Yyxfvhz79++Hs7MzEhISUF9f38mRimfnzp146qmnsG/fPmzbtg1qtRrjx49HTU2N8ZznnnsOP//8M9atW4edO3ciNzcXd999t4hRd76uXbvi7bffRmpqKlJSUnDzzTdj0qRJOH78OADeo786ePAg/vOf/6Bfv37NjvM+6fTp0wd5eXnGr927dxsf4z3SKSsrw4gRI+Dg4IDffvsNJ06cwJIlS+Dp6Wk8x6J/hgvUaYYOHSo89dRTxj9rNBohKChIWLx4sYhRWQ4AwoYNG4x/1mq1QkBAgPDee+8Zj5WXlwtKpVL47rvvRIjQMhQWFgoAhJ07dwqCoLsnDg4Owrp164znnDx5UgAgJCcnixWmRfD09BQ+++wz3qO/qKqqEiIjI4Vt27YJo0ePFubNmycIAr+XDBYtWiTExMS0+Bjv0WUvvviiMHLkyGs+buk/w1kB6iSNjY1ITU1FfHy88ZhUKkV8fDySk5NFjMxynT9/Hvn5+c3umbu7O2JjY+36nlVUVAAAvLy8AACpqalQq9XN7lNUVBRCQkLs9j5pNBqsWbMGNTU1iIuL4z36i6eeegoTJ05sdj8Afi9dKSMjA0FBQQgPD8dDDz2E7OxsALxHV/rpp58wePBg3HffffDz88OAAQOwcuVK4+OW/jOcCVAnKS4uhkajMa5wbeDv74/8/HyRorJshvvCe3aZVqvFs88+ixEjRhhXP8/Pz4dCobhqA197vE9Hjx6Fi4sLlEolnnjiCWzYsAG9e/fmPbrCmjVrkJaWZtxe6Eq8TzqxsbFYtWoVNm/ejGXLluH8+fMYNWoUqqqqeI+ucO7cOSxbtgyRkZHYsmUL5syZg2eeeQZfffUVAMv/GS76VhhE1HpPPfUUjh071qwfgS7r2bMnDh06hIqKCvzwww+YPn06du7cKXZYFiMnJwfz5s3Dtm3bLGJrIEt16623Gv+/X79+iI2NRbdu3fD999/D0dFRxMgsi1arxeDBg/HPf/4TADBgwAAcO3YMy5cvx/Tp00WO7sZYAeokPj4+kMlkV80UKCgoQEBAgEhRWTbDfeE905k7dy5++eUX/PHHH+jatavxeEBAABobG1FeXt7sfHu8TwqFAhERERg0aBAWL16MmJgYfPTRR7xHeqmpqSgsLMTAgQMhl8shl8uxc+dOfPzxx5DL5fD39+d9aoGHhwd69OiBzMxMfi9dITAwEL179252rFevXsbhQkv/Gc4EqJMoFAoMGjQISUlJxmNarRZJSUmIi4sTMTLLFRYWhoCAgGb3rLKyEvv377ereyYIAubOnYsNGzZg+/btCAsLa/b4oEGD4ODg0Ow+nT59GtnZ2XZ1n1qi1WrR0NDAe6Q3btw4HD16FIcOHTJ+DR48GA899JDx/3mfrlZdXY2zZ88iMDCQ30tXGDFixFVLcpw5cwbdunUDYAU/w8XuwrYna9asEZRKpbBq1SrhxIkTwt/+9jfBw8NDyM/PFzs00VRVVQnp6elCenq6AEB4//33hfT0dCErK0sQBEF4++23BQ8PD+HHH38Ujhw5IkyaNEkICwsT6urqRI6888yZM0dwd3cXduzYIeTl5Rm/amtrjec88cQTQkhIiLB9+3YhJSVFiIuLE+Li4kSMuvO99NJLws6dO4Xz588LR44cEV566SVBIpEIW7duFQSB9+harpwFJgi8T4IgCM8//7ywY8cO4fz588KePXuE+Ph4wcfHRygsLBQEgffI4MCBA4JcLhfeeustISMjQ/j2228FJycn4ZtvvjGeY8k/w5kAdbJ///vfQkhIiKBQKIShQ4cK+/btEzskUf3xxx8CgKu+pk+fLgiCbhrlq6++Kvj7+wtKpVIYN26ccPr0aXGD7mQt3R8Awpdffmk8p66uTnjyyScFT09PwcnJSbjrrruEvLw88YIWwaOPPip069ZNUCgUgq+vrzBu3Dhj8iMIvEfX8tcEiPdJEKZMmSIEBgYKCoVC6NKlizBlyhQhMzPT+Djv0WU///yz0LdvX0GpVApRUVHCihUrmj1uyT/DJYIgCOLUnoiIiIjEwR4gIiIisjtMgIiIiMjuMAEiIiIiu8MEiIiIiOwOEyAiIiKyO0yAiIiIyO4wASIiIiK7wwSIiIiI7A4TICKya2PGjMGzzz4rdhhE1MmYABFRm82YMQMSiQRPPPHEVY899dRTkEgkmDFjhsleb8yYMZBIJMYvf39/3HfffcjKyjLZa7TWa6+9BolEggkTJlz12HvvvQeJRIIxY8Z0elxE1DZMgIioXYKDg7FmzRrU1dUZj9XX12P16tUICQkx+evNnj0beXl5yM3NxY8//oicnBw8/PDDJn+d1ggMDMQff/yBixcvNjv+xRdfmOW9E5HpMQEionYZOHAggoODsX79euOx9evXIyQkBAMGDDAe27x5M0aOHAkPDw94e3vj9ttvx9mzZ42Pf/3113BxcUFGRobx2JNPPomoqCjU1tYajzk5OSEgIACBgYEYNmwY5s6di7S0tGYx7dy5E0OHDoVSqURgYCBeeuklNDU1GR+vqanBtGnT4OLigsDAQCxZsqTZ819//XX07dv3qvfav39/vPrqq8Y/+/n5Yfz48fjqq6+Mx/bu3Yvi4mJMnDix2XMPHjyIW265BT4+PnB3d8fo0aObxS0IAl577TWEhIRAqVQiKCgIzzzzjPHxTz/9FJGRkVCpVPD398e99957VXxE1HZMgIio3R599FF8+eWXxj9/8cUXmDlzZrNzampqkJiYiJSUFCQlJUEqleKuu+6CVqsFAEybNg233XYbHnroITQ1NeHXX3/FZ599hm+//RZOTk4tvm5paSm+//57xMbGGo9dunQJt912G4YMGYLDhw9j2bJl+Pzzz/Hmm28az5k/fz527tyJH3/8EVu3bsWOHTuaJSOPPvooTp48iYMHDxqPpaen48iRI1e9r0cffRSrVq1q9t4feughKBSKZudVVVVh+vTp2L17N/bt24fIyEjcdtttqKqqAgD873//wwcffID//Oc/yMjIwMaNGxEdHQ0ASElJwTPPPIPXX38dp0+fxubNm3HTTTdd+y+EiFpP5N3oicgKTZ8+XZg0aZJQWFgoKJVK4cKFC8KFCxcElUolFBUVCZMmTRKmT5/e4nOLiooEAMLRo0eNx0pLS4WuXbsKc+bMEfz9/YW33nqr2XNGjx4tODg4CM7OzoKTk5MAQOjRo4dw/vx54zkvv/yy0LNnT0Gr1RqPLV26VHBxcRE0Go1QVVUlKBQK4fvvvzc+XlJSIjg6Ogrz5s0zHrv11luFOXPmGP/89NNPC2PGjDH+edGiRUJMTIzQ2Ngo+Pn5CTt37hSqq6sFV1dX4fDhw8K8efOE0aNHX/PeaTQawdXVVfj5558FQRCEJUuWCD169BAaGxuvOvd///uf4ObmJlRWVl7zekTUPqwAEVG7+fr6YuLEiVi1ahW+/PJLTJw4ET4+Ps3OycjIwNSpUxEeHg43NzeEhoYCALKzs43neHp64vPPP8eyZcvQvXt3vPTSS1e91kMPPYRDhw7h8OHD2L17NyIiIjB+/HhjJeXkyZOIi4uDRCIxPmfEiBGorq7GxYsXcfbsWTQ2NjarGnl5eaFnz57NXmf27Nn47rvvUF9fj8bGRqxevRqPPvroVfE4ODjg4Ycfxpdffol169ahR48e6Nev31XnFRQUYPbs2YiMjIS7uzvc3NxQXV1tfP/33Xcf6urqEB4ejtmzZ2PDhg3GYbtbbrkF3bp1Q3h4OB555BF8++23zYYFiaj9mAARUYcYhoK++uqrFhOFO+64A6WlpVi5ciX279+P/fv3AwAaGxubnbdr1y7IZDLk5eWhpqbmquu4u7sjIiICERERGDFiBD7//HNkZGRg7dq1Jn0/d9xxB5RKJTZs2ICff/4ZarX6mn03jz76KNatW4elS5e2+N4BYPr06Th06BA++ugj7N27F4cOHYK3t7fx/QcHB+P06dP49NNP4ejoiCeffBI33XQT1Go1XF1dkZaWhu+++w6BgYFYuHAhYmJiUF5ebtL3TGSPmAARUYdMmDABjY2NUKvVSEhIaPZYSUkJTp8+jVdeeQXjxo1Dr169UFZWdtU19u7di3feeQc///wzXFxcMHfu3Bu+rkwmAwDjLLRevXohOTkZgiAYz9mzZw9cXV3RtWtXdO/eHQ4ODsYEDADKyspw5syZZteVy+WYPn06vvzyS3z55Zd44IEH4Ojo2GIMffr0QZ8+fXDs2DE8+OCDLZ6zZ88ePPPMM7jtttvQp08fKJVKFBcXNzvH0dERd9xxBz7++GPs2LEDycnJOHr0qDGe+Ph4vPvuuzhy5AguXLiA7du33/D+ENH1ycUOgIism0wmw8mTJ43/fyVPT094e3tjxYoVCAwMRHZ29lXDW1VVVXjkkUfwzDPP4NZbb0XXrl0xZMgQ3HHHHc0qL7W1tcjPzwegG1Z64403oFKpMH78eAC6mWMffvghnn76acydOxenT5/GokWLkJiYCKlUChcXF8yaNQvz58+Ht7c3/Pz88I9//ANS6dWfAx977DH06tULgC6BuZ7t27dDrVbDw8OjxccjIyPx3//+F4MHD0ZlZSXmz5/fLKFatWoVNBoNYmNj4eTkhG+++QaOjo7o1q0bfvnlF5w7dw433XQTPD09sWnTJmi12quG7Yio7VgBIqIOc3Nzg5ub21XHpVIp1qxZg9TUVPTt2xfPPfcc3nvvvWbnzJs3D87OzvjnP/8JAIiOjsY///lPPP7447h06ZLxvJUrVyIwMBCBgYEYO3YsiouLsWnTJmMy0KVLF2zatAkHDhxATEwMnnjiCcyaNQuvvPKK8RrvvfceRo0ahTvuuAPx8fEYOXIkBg0adFXckZGRGD58OKKiopr1DLXE2dn5mskPAHz++ecoKyvDwIEDjYmen5+f8XEPDw+sXLkSI0aMQL9+/fD777/j559/hre3Nzw8PLB+/XrcfPPN6NWrF5YvX47vvvsOffr0uW5MRHRjEuHKejEREUEQBERGRuLJJ59EYmKi2OEQkRlwCIyI6ApFRUVYs2YN8vPzr1r7h4hsBxMgIqIr+Pn5wcfHBytWrICnp6fY4RCRmTABIiK6ArsCiOwDm6CJiIjI7jABIiIiIrvDBIiIiIjsDhMgIiIisjtMgIiIiMjuMAEiIiIiu8MEiIiIiOwOEyAiIiKyO/8PhdT8ajUyH6gAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(filteredBirds['MaxBodyMass'], bw_adjust=.2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f318cf3e-e111-43c7-aab6-2d404d6d6359",
   "metadata": {
    "attributes": {
     "classes": [
      "seealso"
     ],
     "id": ""
    },
    "tags": [
     "output_scroll"
    ]
   },
   "source": [
    "Read about the parameters available for this type of plot and experiment!"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f6e8c7a9",
   "metadata": {},
   "source": [
    "This type of chart offers beautifully explanatory visualizations. With a few lines of code, for example, you can show the max body mass density per bird Order:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "121d1da2",
   "metadata": {
    "attributes": {
     "classes": [
      "code-cell"
     ],
     "id": ""
    },
    "tags": [
     "output_scroll",
     "hide-input"
    ]
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\fuqiongying\\AppData\\Local\\Temp\\ipykernel_3908\\1933666654.py:1: UserWarning: Dataset has 0 variance; skipping density estimate. Pass `warn_singular=False` to disable this warning.\n",
      "  sns.kdeplot(\n",
      "C:\\Users\\fuqiongying\\AppData\\Local\\Temp\\ipykernel_3908\\1933666654.py:1: UserWarning: Dataset has 0 variance; skipping density estimate. Pass `warn_singular=False` to disable this warning.\n",
      "  sns.kdeplot(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: xlabel='MaxBodyMass', ylabel='Density'>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(\n",
    "   data=filteredBirds, x=\"MaxBodyMass\", hue=\"Order\",\n",
    "   fill=True, common_norm=False, palette=\"crest\",\n",
    "   alpha=.5, linewidth=0,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f549f523",
   "metadata": {},
   "source": [
    "You can also map the density of several variables in one chart. Text the MaxLength and MinLength of a bird compared to their conservation status:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "14531a07",
   "metadata": {
    "attributes": {
     "classes": [
      "code-cell"
     ],
     "id": ""
    },
    "tags": [
     "output_scroll",
     "hide-input"
    ]
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\fuqiongying\\AppData\\Local\\Temp\\ipykernel_3908\\49960699.py:1: UserWarning: KDE cannot be estimated (0 variance or perfect covariance). Pass `warn_singular=False` to disable this warning.\n",
      "  sns.kdeplot(data=filteredBirds, x=\"MinLength\", y=\"MaxLength\", hue=\"ConservationStatus\")\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: xlabel='MinLength', ylabel='MaxLength'>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(data=filteredBirds, x=\"MinLength\", y=\"MaxLength\", hue=\"ConservationStatus\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "98796ace",
   "metadata": {
    "tags": [
     "output_scroll"
    ]
   },
   "source": [
    "Perhaps it's worth researching whether the cluster of 'Vulnerable' birds according to their lengths is meaningful or not.\n",
    "\n",
    "## Self study\n",
    "\n",
    "In this section, you used Matplotlib and started working with Seaborn to show more sophisticated charts. Do some research on `kdeplot` in Seaborn, a \"continuous probability density curve in one or more dimensions\". Read through [the documentation](https://seaborn.pydata.org/generated/seaborn.kdeplot.html) to understand how it works.\n",
    "\n",
    "## Your turn! 🚀\n",
    "\n",
    "Histograms are a more sophisticated type of chart than basic scatterplots, bar charts, or line charts. Go on a search on the internet to find good examples of the use of histograms. How are they used, what do they demonstrate, and in what fields or areas of inquiry do they tend to be used?\n",
    "\n",
    "Assignment - [Apply your skills](https://static-1300131294.cos.ap-shanghai.myqcloud.com/assignments/data-science/apply-your-skills.md)\n",
    "\n",
    "## Acknowledgments\n",
    "\n",
    "Thanks to Microsoft for creating the open-source course [Data Science for Beginners](https://github.com/microsoft/Data-Science-For-Beginners). It inspires the majority of the content in this chapter."
   ]
  }
 ],
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    "name": "ipython",
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   "pygments_lexer": "ipython3",
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