{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "init_cell": true,
    "slideshow": {
     "slide_type": "skip"
    },
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<!-- The customized css for the slides -->\n",
       "<link rel=\"stylesheet\" type=\"text/css\" href=\"../../assets/styles/basic.css\"/>\n",
       "<link rel=\"stylesheet\" type=\"text/css\" href=\"../../assets/styles/python-programming-basic.css\"/>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%html\n",
    "<!-- The customized css for the slides -->\n",
    "<link rel=\"stylesheet\" type=\"text/css\" href=\"../../assets/styles/basic.css\"/>\n",
    "<link rel=\"stylesheet\" type=\"text/css\" href=\"../../assets/styles/python-programming-basic.css\"/>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [],
   "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 seaborn pywaffle\n"
   ]
  },
  {
   "cell_type": "markdown",
   "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",
    "---"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {
    "notebookRunGroups": {
     "groupValue": ""
    },
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Data visualization"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## 1. What's data visualization\n",
    "\n",
    "Visualizing data is one of the most important tasks of a data scientist. Images are worth 1000 words, and a visualization can help you identify all kinds of interesting parts of your data such as,\n",
    "- spikes, \n",
    "- outliers, \n",
    "- groupings, \n",
    "- tendencies, \n",
    "- etc."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "cell_style": "center",
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## 2. Visualizing quantities\n",
    "\n",
    "An excellent library to create both simple and sophisticated plots and charts of various kinds is [Matplotlib](https://matplotlib.org/stable/index.html).\n",
    "\n",
    "<div class=\"alignRight\">\n",
    "  <img class=\"removeMargin\" height=\"100\" src=\"../images/matplotlib.svg\"/>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "Use the best chart to suit your data's structure and the story you want to tell.\n",
    "\n",
    "- To analyze trends over time: line\n",
    "- To compare values: bar, column, pie, scatterplot\n",
    "- To show how parts relate to a whole: pie\n",
    "- To show distribution of data: scatterplot, bar\n",
    "- To show trends: line, column\n",
    "- To show relationships between values: line, scatterplot, bubble"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Build a line plot about bird wingspan values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": [
     "output-scoll"
    ]
   },
   "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": 7,
     "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.accelerate.myqcloud.com/data/birds.csv')\n",
    "birds.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: >"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "wingspan = birds['MaxWingspan'] \n",
    "wingspan.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title('Max Wingspan in Centimeters')\n",
    "plt.ylabel('Wingspan (CM)')\n",
    "plt.xlabel('Birds')\n",
    "plt.xticks(rotation=45)\n",
    "x = birds['Name'] \n",
    "y = birds['MaxWingspan']\n",
    "\n",
    "plt.plot(x, y)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "cell_style": "split",
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Explore bar charts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: title={'center': 'Birds of Minnesota'}, xlabel='Category'>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "birds.plot(\n",
    "    x='Category',\n",
    "    kind='bar',\n",
    "    stacked=True,\n",
    "    title='Birds of Minnesota'\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "cell_style": "split",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: >"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "category_count = birds.value_counts(birds['Category'].values, sort=True)\n",
    "plt.rcParams['figure.figsize'] = [6, 12]\n",
    "category_count.plot.barh()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Comparing data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": [
     "scrolled: true"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "maxlength = birds['MaxLength']\n",
    "plt.barh(y=birds['Category'], width=maxlength)\n",
    "plt.rcParams['figure.figsize'] = [6, 12]\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "minLength = birds['MinLength']\n",
    "maxLength = birds['MaxLength']\n",
    "category = birds['Category']\n",
    "\n",
    "plt.barh(category, maxLength)\n",
    "plt.barh(category, minLength)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## 3. Visualizing distributions\n",
    "\n",
    "Another way to dig into data is by looking at its distribution, or how the data is organized along an axis."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Explore the birds dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "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",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Working with histograms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "birds['MaxBodyMass'].plot(kind='hist', bins=10, figsize=(12, 12))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "birds['MaxBodyMass'].plot(kind='hist', bins=30, figsize=(12, 12))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "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": "code",
   "execution_count": 17,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "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",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Explore the dataset for distributions using text data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "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",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Density plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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MWOhgnshSKCykLOKFsPBz6yxAb7tGFiJLobCQshhLpKmvqaLep/bkRc111bTUV2tHlMgiKSykLEan/G0iONNq3ZgnsmgKCykLv/tCzdTbXq81C5FFUlhIWYwl0rQ3+Ndxdqb8wTyNLEQWQ2EhZTGW8Lcv1Ey9bQ0MTaZIprN+lyISGp6GhZndYGb7zOygmd08x/N1ZvalwvP3mtmGwuMbzCxhZg8Vfv0fL+sU740FaM2iuH1WB/NEFs6zOy7NLAZ8EngJcAK438xudc7tmfGytwMjzrktZvZG4KPAGwrPHXLOXeFVfVJe+YuPghEWqwvbZ0+NJlnf1eRzNSLh4OXI4mrgoHPusHMuBXwRuHHWa24EPlf4+KvAi83MPKxJfJDO5phMZQM3stAit8jCeRkWfcDxGZ+fKDw252uccxlgDOgqPLfRzB40sx+Z2fVz/QZm9k4z221muwcGBkpbvZRMUFp9FKnlh8jiBXWB+zSwzjn3LOB3gX8zs9bZL3LO3eKc2+Wc29XT01P2ImVhghYWDbUx2htrOKWDeSIL5mVYnATWzvh8TeGxOV9jZtVAGzDknJt2zg0BOOceAA4B2zysVTx0LiwCsmYB+dHFGY0sRBbMy7C4H9hqZhvNrBZ4I3DrrNfcCryl8PHrgDudc87MegoL5JjZJmArcNjDWsVDQRtZAKxuq9cpbpFF8Gw3lHMuY2bvBW4HYsBnnXOPm9lHgN3OuVuBzwCfN7ODwDD5QAF4PvARM0sDOeBdzrlhr2oVb40F5OKjmXrb63ng2IjfZYiEhmdhAeCcuw24bdZjH5zxcRJ4/Rxf9zXga17WJuVz7uKjIIVFWwOjU2kSqSwNtf42NxQJg6AucEsFGQtIe/KZittnT2n7rMiCKCzEc/FEmsbaGDWx4Py4nds+qx5RIgsSnD+9UrHiyTSt9cEZVUD+Lm7QwTyRhVJYiOfGkxla6j1dHlu0la3FsNDIQmQhFBbiuXgyHaj1CoD6mhhdTbUaWYgskMJCPBdPZGgN2MgC8ttnT2nNQmRBFBbiufFkmpaArVlAfpFbIwuRhVFYiOfiyQytDcEbWazWjXkiC6awEE8554I7smhvYHw6w3gy7XcpIoGnsBBPJdM50lkXuK2z8NTBPDUUFJmfwkI8FU8WT28HcBqqcGPeSbUqF5mXwkI8VZziCeI01MzrVUXkwhQW4qmxRAYgkFtnV7bUEasyTo5O+V2KSOApLMRTQR5ZVMeqWNWqsxYiC6GwEE/Fk/mRRVsA1ywA+tobODmiNQuR+SgsxFPxYnvyAI4sAPo6GrTALbIACgvx1HhhZBHEaSjId589E0+Syeb8LkUk0BQW4ql4Mk1NzKivCeaPWl97I9mco3982u9SRAItmH+CpWIUT2+bmd+lzKl4r8UpTUWJXJDCQjwV1I6zRWs6CgfztMgtckEKC/FUEO+ymEmnuEUWRmEhngriLXkzNdZW09FYo7AQmYfCQjwVTwTv/u3Z+joatGYhMg+FhXgqnkwHemQBsLpNB/NE5qOwEE+NJzOhGFmcHE3gnPO7FJHAUliIZ9LZHFOpbKAXuCHf8mMqlWUsoUuQRM5HYSGemTh3ejvY01B9hR1RJzQVJXJeCgvxzLmLj0IwDQU6mCdyIQoL8Uw8EY6Rhc5aiMxPYSGeGT93pWqwRxZdTbXUVVdpZCFyAQoL8UxYpqHMLH+vhcJC5LwUFuKZeEgWuKGwfVYL3CLnpbAQz5y7+Cjg01BQuDFP16uKnJfCQjxTHFk01wV/ZLG6vYHBiWmS6azfpYgEksJCPDOeTNNSV02sKph3WcxUPGtxekyjC5G5KCzEM/FEJhRTUDBj+6zWLUTmpLAQz4ShiWDRGh3ME7kghYV4ZjwZ/PbkRava6jGDEwoLkTkpLMQz8USwLz6aqSZWxcqWek1DiZyHwkI8Mz4d7CtVZ9MlSCLnp7AQz8QTGVpDMrKA/CK3TnGLzE1hIZ5wzuW3zoZkzQLy22dPjyXI5XQJkshsCgvxxGQqS85Ba0N4RhZ97fWks46BiWm/SxEJHIWFeKLY6iNUI4sOtSoXOR+FhXhivNDqIyxbZwH62hsBHcwTmYvCQjxxrj15iKahVrfXAzqYJzIXhYV4IozTUC31NbTWV2saSmQOCgvxxFPTUOEZWUBh+6ymoUSeQWEhnihOQ4VpZAH5HlEaWYg8k8JCPDEeolvyZlrT0ciJkQTO6ayFyEwKC/FEPJGmrrqK+pqY36UsypqOBiamM4xOpf0uRSRQFBbiiXjITm8Xre3Mb589oXULkadRWIgn4slMqLbNFhXvtTg+MuVzJSLBorAQT8QT4RxZrOkojiwUFiIzKSzEE/FkuDrOFrU15M9aHB/WNJTITAoL8cR4Mlx3Wcy0trNR01AisygsxBNhu8tiprWF7bMi8hSFhXgiTPdvz7amo4ETI1M6ayEyg8JCSi6ZzjKdyYXuQF7R2s5Gkumc7rUQmUFhISV3ri9UaNcs8ttnNRUl8hSFhZTceLE9eWinofLbZ48Pa5FbpEhhISUXD2lfqKLiwTyNLESeorCQkjs3sgjpNFRjbTXdzbU6mCcyg8JCSi6eCPfIAqCvo1EH80RmUFhIycVDvmYBsLajQQfzRGZQWEjJhX0aCvLbZ0+NJsjmdNZCBBQW4oF4IkOVQVNtuO6ymGlNRwPprKM/nvS7FJFAUFhIyRXvsjAzv0tZsrXaPivyNAoLKbnxZCbUi9ugS5BEZlNYSMnFE+HtC1W0ur0eM12CJFKksJCSGw/pLXkz1VXHWNlSr+2zIgUKCym5sN6/PdvazgYdzBMpUFhIyVXCNBTke0RpzUIkT2EhJVcJC9yQP5h3eixBOpvzuxQR3ykspKSyOcf4dCbUB/KK1nQ2knNwelRnLUQUFlJSE9OFuywqYGRR7D6rHVEiCgspsXgi/H2hinQwT+QpCgspqaduyQv/yKK3rZ5YlWmRWwSFhZRYseNsJWydrY5V0dtWr2koERQWUmLnRhYVEBaQn4rSNJSIwkJKrLhmUQlbZyG/yK1pKBGFhZRYJdxlMdPazkbOjk+TTGf9LkXEVwoLKal4MvxXqs60tjO/fVajC4k6hYWU1HgyTUNNjJpYZfxorekotirXuoVEW2X8iZbAiCcqo9VHkc5aiOQpLKSkxqfTFRUWK1rqqK2u4rimoSTiFBZSUvFEZfSFKqqqMtZ1NnJ0aNLvUkR8pbCQkhqvkLssZlrX2cgxXYIkEaewkJKKJzMV0URwpnWd+YN5zjm/SxHxjadhYWY3mNk+MztoZjfP8XydmX2p8Py9ZrZh1vPrzGzCzH7fyzqldCp1ZDExnWF4MuV3KSK+8SwszCwGfBJ4GbADuMnMdsx62duBEefcFuATwEdnPf9x4Dte1Sill1+zqLyRBcAx7YiSCPNyZHE1cNA5d9g5lwK+CNw46zU3Ap8rfPxV4MVmZgBm9svAk8DjHtYoJZRMZ0llcxXTF6pofZfCQsTLsOgDjs/4/EThsTlf45zLAGNAl5k1A/8D+PCFfgMze6eZ7Taz3QMDAyUrXJam2HG20tYsigfzjg0pLCS6grrA/SHgE865iQu9yDl3i3Nul3NuV09PT3kqk/MaP9fqo7JGFg21MVa01HFUIwuJMC//CXgSWDvj8zWFx+Z6zQkzqwbagCHgGuB1ZvYxoB3ImVnSOff3HtYry3TulrwKW7OA/FSUpqEkyrz8U30/sNXMNpIPhTcCb5r1mluBtwA/A14H3Ony+xOvL77AzD4ETCgogq9SRxaQ7z77s0NDfpch4hvPpqEKaxDvBW4H9gJfds49bmYfMbNXF172GfJrFAeB3wWesb1WwuOpNYvKC4v1nU2ciSfVqlwiy9P5AufcbcBtsx774IyPk8Dr5/keH/KkOCm58QprTz7Tuq4GnMu3Kt+yotnvckTKLqgL3BJCT61ZVN7I4qmzFuoRJdGksJCSGU9mqDJoqo35XUrJretsArR9VqJLYSElEy+0+iicq6wo3c21NNbG1FBQIkthISUznqysi49mMrNC91lNQ0k0KSykZMaT6YrcCVW0tlNnLSS6FBZSMpV2peps6wphoVblEkUKCymZeDJdkTuhitZ3NZJM5xgYn/a7FJGyU1hIyVTymgXkp6FA3WclmhQWUjLxCl+zWF8Ii6PaPisRpLCQksjlHBPTlXel6kx9HQ2YaWQh0aSwkJKYSGVwrjJPbxfVVcfoba1XWEgkKSykJIqtPip5zQJgnVqVS0QpLKQkik0EK3nNAp7aPisSNQoLKYmnRhaVHRbru5oYGJ9mKpXxuxSRslJYSEmcG1lU4C15MxW3zx5XjyiJGIWFlETx4qNKH1msO7d9Vj2iJFoUFlIST61ZVPbIYr0O5klEKSykJKKyZtHeWENLXbXCQiJHYSElMT6dob6mitrqyv6RMjNtn5VIquw/2VI28US64kcVRdo+K1GksJCSGE9WdquPmdZ1NnJiOEE2p1blEh0KCymJ4pWqUbCuq5FUNkd/POl3KSJlo7CQkognMxXdF2qmdeo+KxGksJCSGE+kK74vVNH6ziYAjmvdQiJEYSElEU9mKr4vVFFvez2xKtMit0SKwkJKIn/xUTRGFjWxKla313NUYSERorCQZUums6QyucisWUB+KkojC4kShYUsW7HVR1TWLCDfUPCY+kNJhCgsZNnGC00Eo7JmAbC+q5GRqfS5BooilU5hIcsWxZHFunOtyjUVJdGgsJBlK/7rOkprFsWwOKazFhIRCgtZtkiOLLrUqlyiRWEhy1ZsTx6lNYvW+ho6Gms4opGFRITCQpYtiiMLyN/HfWxYO6IkGhQWsmzxZJoqg6baaIXFhq5GjgxqZCHRoLCQZRtPZmiuq6aqyvwupazWdTVxaizBdCbrdykinlNYyLLFE+lI7YQq2tDViHNwfDjhdykinlNYyLLFk5nI3GUx0/qufPdZrVtIFCgsZNmi1ERwpg2F7bNat5AoUFjIso1HdGTR2VRLS101R9UjSiJAYSHLll+ziN7IwsxY392osxYSCQsKCzP7upm9wswULvIM48l0pA7kzbS+q0kjC4mEhf7l/w/Am4ADZvYXZrbdw5okRHI5x/h0JpJrFgDrOxs5MZIgk835XYqIpxYUFs657zvn3gxcCRwBvm9md5vZ28wsmv+kFAAmUxmcI5JrFgAbuprI5BynRpN+lyLiqQVPK5lZF/BW4B3Ag8Dfkg+P73lSmYRCvNDqI4prFpC/1wLgiKaipMIt6E+4mX0D2A58HniVc+504akvmdlur4qT4CtefBTZkUV3/qxFft2ix99iRDy00H8O/pNz7raZD5hZnXNu2jm3y4O6JCTiicLIIqJhsaKljvqaKu2Ikoq30GmoP5/jsZ+VshAJp6dGFtGchjIzNmhHlETABf+Em9kqoA9oMLNnAcVOca1Ao8e1SQhE8Za82dZ3NXJoQGEhlW2+fw7+EvlF7TXAx2c8Pg78oUc1SYhE9S6LmdZ3NfFf+wbI5VzkOu9KdFzwT7hz7nPA58zstc65r5WpJgmR4i150Q6LRlKZHGfiSVa3N/hdjogn5puG+lXn3BeADWb2u7Ofd859fI4vkwgZT2aoq66irjrmdym+2VDoPntkaFJhIRVrvgXupsJ/m4GWOX5JxMWT0bzLYqbiWYuj2hElFWy+aahPFf774fKUI2GTv8siulNQAL1tDdTGqnQwTyraQhsJfszMWs2sxsx+YGYDZvarXhcnwRdPRLeJYFGsyljb2cBR3WshFWyh5yxe6pyLA68k3xtqC/DfvSpKwiOeSNMW8WkoyK9baGQhlWyhYVGcZ3gF8BXn3JhH9UjIjCksAFjX1cix4Smcc36XIuKJhYbFt8zsCeAq4Adm1gOozaYwFtGLj2bb0NXEVCrLwMS036WIeGKhLcpvBp4D7HLOpYFJ4EYvC5Pgc84RT2Y0skA7oqTyLeafhBeRP28x82v+pcT1SIhMprJkc05hwYyzFoOTPHtDp8/ViJTeQluUfx7YDDwEZAsPOxQWkTZWOL0d9d1QAH0dDcSqTCMLqVgLHVnsAnY4rd7JDMVWHxpZQE2sijUdDdoRJRVroQvcjwGrvCxEwmdMYfE067uaNLKQirXQkUU3sMfM7gPObfdwzr3ak6okFM5NQyksAFjf2ciDx0ZwzmGm7rNSWRYaFh/ysggJJ40snm59VyPjyQwjU2k6m2r9LkekpBYUFs65H5nZemCrc+77ZtYIRLfNqABPrVloZJG3sfup7rMKC6k0C+0N9RvAV4FPFR7qA77pUU0SEvFEGjNoqdOhPHgqLJ7UrXlSgRa6wP0e4LlAHMA5dwBY4VVREg5jiTQtddW6Ha5gbWcjsSrjyUGFhVSehYbFtHMuVfykcDBP22gjLp7M0NaoKaiimlgVazsaFBZSkRYaFj8ysz8EGszsJcBXgP/0riwJAzURfKaN3U0KC6lICw2Lm4EB4FHgN4HbgD/2qigJB4XFM23sbubJwUl1n5WKs9DdUDkz+ybwTefcgLclSViMJdKsaGn2u4xA2djdSCKdpT8+zaq2er/LESmZC44sLO9DZjYI7AP2FW7J+2B5ypMg08VHz7SxOx+ehwcnfK5EpLTmm4b6HfK7oJ7tnOt0znUC1wDPNbPf8bw6CTRNQz3Txp5i91m1/ZDKMl9Y/Bpwk3PuyeIDzrnDwK8Cv+5lYRJsyXSW6UxOB/Jm6W2tp666iic1spAKM19Y1DjnBmc/WFi30N8SERZP6vT2XKqqjA1d2hEllWe+sEgt8TmpcGpPfn4bu5s4rLCQCjPfbqjLzSw+x+MGaKtHhD118ZFafcy2saeJHzzRTyabozq20N3pIsF2wT/pzjk1C5Q5qePs+W3sbiKddZwcTbC+cN2qSNjpnz2yJPFEBlBYzKXYUFBTUVJJFBayJBpZnJ+6z0olUljIkuiWvPPraqqlpb5a93FLRVFYyJLEE2kaa2PUaAH3GcxMDQWl4uhPuiyJTm9f2MbuJg5rGkoqiMJClmQskaa1XmFxPhu7mzg1liCZzvpdikhJKCxkSeJJjSwuZGN3E87BsWH1iJLKoLCQJRlLZLS4fQHnts9qKkoqhMJClkTtyS9sQ3H7rBa5pUJ4GhZmdoOZ7TOzg2Z28xzP15nZlwrP32tmGwqPX21mDxV+PWxmr/GyTlm8sUSa1ga1+jif1voaupvrOKKwkArhWViYWQz4JPAyYAdwk5ntmPWytwMjzrktwCeAjxYefwzY5Zy7ArgB+JSZ6W+mgMhkc0xMZzSymMcmbZ+VCuLlyOJq4KBz7rBzLgV8Ebhx1mtuBD5X+PirwIvNzJxzU865TOHxekAXGgfIeFKtPhZiQ3ejWn5IxfAyLPqA4zM+P1F4bM7XFMJhDOgCMLNrzOxx4FHgXTPC4xwze6eZ7Taz3QMDuhq8XJ7qOKuwuJCN3c0MTkwzXrj7QyTMArvA7Zy71zl3CfBs4ANm9oyW6M65W5xzu5xzu3p6espfZEQVLz7SyOLCijuidMWqVAIvw+IksHbG52sKj835msKaRBswNPMFzrm9wARwqWeVyqKcayLYqLC4kKe6z+qKVQk/L8PifmCrmW00s1rgjcCts15zK/CWwsevA+50zrnC11QDmNl64CLgiIe1yiJoGmph1nc1Yqbts1IZPNth5JzLmNl7gduBGPBZ59zjZvYRYLdz7lbgM8DnzewgMEw+UACeB9xsZmkgB7x7rrvAxR9qT74w9TUxVrc1KCykIni6HdU5dxtw26zHPjjj4yTw+jm+7vPA572sTZZOFx8t3KYeNRSUyhDYBW4JrrFEmtpYFfU1+vGZz+aeZg4NTOCcdn9LuOlPuyxa8fS2mfldSuBtXtHMVCrLmXjS71JElkVhIYsWT6bVRHCBNvfkd0QdOqupKAk3hYUsWlx3WSzYlp5mAA4NaPushJvCQhZtZCpFh85YLEhPSx0tddUKCwk9hYUs2uhUmo7GWr/LCAUzY9OKZoWFhJ7CQhZtdCqt09uLsLmnSWsWEnoKC1mUVCbfnlwji4Xb3NPMmXiSieln9MIUCQ2FhSxK8fS21iwWbnNhkfuwpqIkxBQWsiijUykA2jSyWLAtKwrbZxUWEmIKC1mUkSmNLBZrXWcTsSrTuoWEmsJCFqU4stCaxcLVVlexvrNRIwsJNYWFLMrolDrOLsWmHm2flXBTWMiijBRHFk0aWSzG5hVNHBmcIpPN+V2KyJIoLGRRRhNpamJGU23M71JCZXNPM6lsjhMjCb9LEVkShYUsyuhUiraGWnWcXaTN6hElIaewkEUZmUxrJ9QSqKGghJ3CQhZlNJHSTqglaGusobu5TttnJbQUFrIo6gu1dJt7mjiokYWElMJCFkXtyZduy4pmDvSP64pVCSWFhSyK2pMv3baVLcSTGQbGp/0uRWTRFBayYIlUlulMTtNQS7R1RX6Re3+/pqIkfBQWsmAjavWxLFtXtgBw4Oy4z5WILJ7CQhZsVE0El6W7uZb2xhqNLCSUFBayYOfakzdoZLEUZsa2FS0c1MhCQkhhIQt2rj15k0YWS7VlZTP7+ye0I0pCR2EhCzaa0JrFcm1b0cxYIs3AhHZESbgoLGTB1J58+c4tcmvdQkJGYSELNjKZoqEmRn2NOs4u1daV+e2zB/q1biHhorCQBRtNqIngcvU019HWUMP+sxpZSLgoLGTBRqdStGm9YlnMjG0rmzmoaSgJGYWFLNjIlEYWpbBlRQv7z6pHlISLwkIWbHRK7clLYdvKZkan0gxOpPwuRWTBFBayYGpPXhpbV6jth4SPwkIWxDmnBe4S2XZuR5TWLSQ8FBayIOPTGbI5p2moEuhpqaO1vlojCwkVhYUsyOikDuSVSn5HVIsaCkqoKCxkQdSevLS2rmxhv27NkxBRWMiCjCbURLCULlrVwuhUmrO6NU9CQmEhC6L25KW1fVV+R9QTZ7RuIeGgsJAFGZksTkNpZFEKFxXCYt+ZuM+ViCyMwkIWpDgNpQXu0mhvrGVla51GFhIaCgtZkNGpNC311VTH9CNTKttXtbJPYSEhoT/5siAjavVRchetauHA2Qky2ZzfpYjMS2EhC6ImgqW3fWULqUyOI0NTfpciMi+FhSzImNqTl9z2c4vcmoqS4FNYyIIMTaboalJYlNKWFc3Eqkw7oiQUFBayIMOTKToVFiVVXxNjQ1ejdkRJKCgsZF7JdJapVFZh4YGLVrUqLCQUFBYyr6HCgTyFReltX9XCseEpJqczfpcickEKC5nXiMLCM8VF7v39Gl1IsCksZF7FkYUWuEvvIu2IkpBQWMi8hifznVE1sii9tR2NNNbGtG4hgaewkHkNTRRHFnU+V1J5qqqMrStbNLKQwFNYyLyGJ1PEqoyW+mq/S6lIF61s4YkzcV2EJIGmsJB5DU/m+0JVVZnfpVSkHatbGZlK0x/XRUgSXAoLmdewTm97asfqVgD2nB7zuRKR81NYyLx0ettbxR1Re06p7YcEl8JC5jU8maKzWWHhlZb6GtZ3NbLntMJCgkthIfMamkzRqY6zntrR26qRhQSawkIuKJ3NMZZIaxrKYzt6WzkyNMWE2n5IQCks5IJGpgpnLDQN5aniIvcTmoqSgFJYyAWNTKYBnd722lM7ohQWEkwKC7mgIbX6KItVrfV0NNZo3UICS2EhFzSsjrNlYWbsWN2qkYUElsJCLmhwPD+y6G5WXyiv7ejNX4SUyeb8LkXkGRQWckFDkymqDDq0ddZzO1a3ksrkODw46XcpIs+gsJALGpyYprOpjpj6QnluR28boJPcEkwKC7mgwYkU3do2Wxabepqora7SuoUEksJCLmhwYlrrFWVSE6ti+8oWjSwkkBQWckGDE9M6kFdGO3rzO6J0t4UEjcJCLmhoIqWRRRntWN3K8GRKd1tI4Cgs5LymUhmmUlmFRRnpbgsJKoWFnNe5u7c1DVU2uttCgkphIec1MJGfCunRyKJsdLeFBJXCQs5LIwt/6G4LCSKFhZzX4IRaffhBd1tIECks5LyKfaE0sigv3W0hQaSwkPMamkzRUl9NXXXM71IipRgWj2sqSgJEYSHnNTAxrcVtH6xqraerqZbHTmr7rASHwkLOa0itPnxhZlza18ajCgsJEIWFnNfgRErrFT7Z2dfGgbMTJNNZv0sRARQWcgED49P0tGhk4YdL+9rI5hx7tcgtAaGwkDkl01nGEmlWKCx8sXNN/m4LrVtIUCgsZE4DhW2zGln4Y3VbPZ1NtTxyQmEhwaCwkDkVW32saKn3uZJo0iK3BI3CQuZ0Nq6Rhd929rVqkVsCQ2EhcxoYTwJozcJHO7XILQGisJA5nR2fpsqgS+csfHNpnxa5JTg8DQszu8HM9pnZQTO7eY7n68zsS4Xn7zWzDYXHX2JmD5jZo4X/vsjLOuWZBsan6WquI1ZlfpcSWX3tDXQ21WrdQgLBs7AwsxjwSeBlwA7gJjPbMetlbwdGnHNbgE8AHy08Pgi8yjm3E3gL8Hmv6pS5nR1Xqw+/PbXIrWko8Z+XI4urgYPOucPOuRTwReDGWa+5Efhc4eOvAi82M3POPeicO1V4/HGgwcz0N1cZnR1PsqJV/5P7bWdfKwf6x7XILb7zMiz6gOMzPj9ReGzO1zjnMsAY0DXrNa8Ffu6ce8YN9mb2TjPbbWa7BwYGSla45HdDaXHbfzv72sjkHE+cGfe7FIm4QC9wm9kl5KemfnOu551ztzjndjnndvX09JS3uAqWzTmGJlPaNhsAxUVurVuI37wMi5PA2hmfryk8NudrzKwaaAOGCp+vAb4B/Lpz7pCHdcosw5MpsjmnA3kB0NfeQEdjDY+eGPW7FIk4L8PifmCrmW00s1rgjcCts15zK/kFbIDXAXc655yZtQPfBm52zv3UwxplDmd1xiIwtMgtQeFZWBTWIN4L3A7sBb7snHvczD5iZq8uvOwzQJeZHQR+Fyhur30vsAX4oJk9VPi1wqta5enOqi9UoOzsa9Mit/iu2stv7py7Dbht1mMfnPFxEnj9HF/358Cfe1mbnN9AXH2hgmTmIvcVa9v9LkciKtAL3OKPM/HCNJS2zgaCFrklCBQW8gxn4kk6Gmuor4n5XYoAazryi9yPqV25+EhhIc/QP5ZkZaumoIJC7colCBQW8gxn4klWtSksgmRnXxv7tcgtPlJYyDP0x5Os0sgiUC5b004m59ijduXiE4WFPE0qk2NwIqVpqIAp7oJ6+Pior3VIdCks5GmKB/J6NQ0VKKva6lnZWqewEN8oLORp+gvbZlcqLALnirXtPKSwEJ8oLORpTo/lw0JrFsFz+dp2jgxNMTqV8rsUiSCFhTzNGYVFYF2xph2Ah3XeQnygsJCn6Y8nqa2uor2xxu9SZJada9owg4eOjfpdikSQwkKe5kx8mlWt9Zjp7u2gaamvYUtPMw+rXbn4QGEhT9M/pgN5QXbF2nYePj6Kc87vUiRiFBbyNGd0IC/QLl/bztBkihMjCb9LkYhRWMg5uZzjTDypMxYBVjycpy20Um4KCzlnaDJFKpNjdXuD36XIeWxf1UJddZXCQspOYSHnnBrNT20oLIKrJlbFpX1tOsktZaewkHOeCgtNQwXZ5WvaeezUGOlszu9SJEIUFnLOyUJY9GlkEWhXrGsnmc6x78y436VIhCgs5JxTo0kaa2O0NehAXpA9dZJ71Nc6JFoUFnLOqdEEq9sbdCAv4NZ2NtDZVKt1CykrhYWcc2osocXtEDAzLl/Tph1RUlYKCznn1GiCPi1uh8Lla9s5cHaCiemM36VIRCgsBIBkOsvgRIrVbRpZhMHla9txDh5VB1opE4WFAE/dY6FpqHAoLnJrKkrKRWEhgA7khU1HUy3ruxp58NiI36VIRCgsBNAZizC6al0HPz82og60UhYKCwHg5EgCM9SePESu2tDB4ESKY8NTfpciEaCwEACOD0/R21pPbbV+JMLiqvUdAOw+oqko8Z7+ZhAAjo9Msaaz0e8yZBG2rWihpa6aB7RuIWWgsBAAjg8nWNuhsAiTqirjWes7eEAjCykDhYUwncnSP55kbacWt8Nm1/oO9p8dZyyR9rsUqXAKC+HkSALn0MgihK5a34FzaAuteE5hIRwv3Oe8VmsWoXP52naqDH5+VGEh3lJYCMcLWy81DRU+zXXVXNzbym6FhXhMYSEcH5miNlbFyhadsQijq9Z38NDxUTK6OU88pLAQTgwn6OtooKpK91iE0VXrO5hKZXlCN+eJhxQWkj9j0aEpqLAqHs57QFNR4iGFhXB8eEqL2yHW197AqtZ6rVuIpxQWETeWSDMylWa9wiK0zIxnb+zkvieH1FRQPKOwiLijQ5MAbOhu8rkSWY5rN3XSH5/myJCaCoo3FBYRV/zLZUOXwiLMrtnYBcA9h4d8rkQqlcIi4o4M5kcW67s0DRVmm3ua6G6u416FhXhEYRFxRwYn6W2rp74m5ncpsgxmxrWbOrnn8LDWLcQTCouIOzI0qSmoCnHNpi7OxJMc1bqFeEBhEXFHhqbY0K0pqEpw3aZOAO59UlNRUnoKiwgbS6QZnkxpZFEhNvc0091cyz2Hh/0uRSqQwiLCittm1yssKoKZcc3GLu45rPMWUnoKiwgrbpvdqDMWFePaTZ2cHktyfDjhdylSYRQWEVbcNrtOp7crxjWbdN5CvKGwiLBDAxP0tTfQUKtts5Vi64pmOptqFRZScgqLCDs0MMHmFc1+lyElZGZct6mLnx4a1LqFlJTCIqJyOcehs5Ns7tF6RaV5/rZu+uPT7OvX/RZSOgqLiDoTT5JIZ9nco5FFpXn+th4A7to/4HMlUkkUFhF1aGACQGFRgXrbGti6opm79g/6XYpUEIVFRB06WwiLFZqGqkTP39bDfUeGSaSyfpciFUJhEVGHBiZpqa+mp7nO71LEAy/Y1kMqk+Metf6QElFYRNShgQm2rGjGzPwuRTxw9cZO6qqrtG4hJaOwiKiDZye0XlHB6mtiXLOpS2EhJaOwiKB4Ms3Z8WmFRYV7/tZuDg1McmJELctl+RQWEXSgsP9++yqFRSV7wbkttNoVJcunsIigfWfyO6G2rmjxuRLx0pYVzfS21WsqSkpCYRFB+/vHaaqN0dfe4Hcp4iEz44XbV/DjAwMk09pCK8ujsIigfWfG2bqyhaoq7YSqdC+9ZCWTqSx3H9JUlCyPwiKC9vePs32lpqCi4Dmbu2ipq+b2x/r9LkVCTmERMYMT0wxNpti2SmERBXXVMX7hohV8f28/2Zy60MrSKSwiZn9xJ5RGFpHxS5esYmgyxe4juptblk5hETH7z+TDYpu2zUbGC7f3UFtdxXcfP+N3KRJiCouI2dc/TntjjXpCRUhTXTXP39rNHY/360IkWTKFRcTsORVnR2+rekJFzEsvWcXJ0QSPn4r7XYqElMIiQjLZHE+cGWdHb6vfpUiZ/eLFK6kyuF1TUbJECosIOTI0yXQmx8UKi8jpbKrlmo1d3PboaU1FyZIoLCKkOAWxY7XCIopeeXkvhwYmNRUlS6KwiJC9p8epiZm6zUbUK3eupjZWxdd/ftLvUiSEFBYRsud0nK0rWqit1v/tUdTWWMOLL17BrQ+fJJ3N+V2OhIz+1oiQvafjWq+IuF+5cg2DEyl+fECdaGVxFBYRMTA+zcD4NBf36uR2lL1gWw+dTbWaipJFU1hExGMnxwDY2dfmcyXip9rqKl51WS937OlnLJH2uxwJEYVFRDxyYgwzuERhEXm/cuUaUpkc33n0tN+lSIgoLCLi0ZNjbOxuormu2u9SxGeXrWljc0+TpqJkURQWEfHYyTEu06hCyN+g99qr1nDfkWEOnh33uxwJCYVFBAyMT3MmnuRShYUUvGHXWmpjVXz+Z0f9LkVCQmERAVrcltm6mut45WW9fO3nJ5mYzvhdjoSAwiICHj2pxW15pl+7bj0T0xm+8aDWLmR+CosIeOTEKJu0uC2zXLG2nZ19bfzL3UfUXFDmpbCocM45Hjw2yrPWdfhdigSMmfFr163nwNkJ7jmsK1flwhQWFe74cIKhyRTPWtfudykSQK++fDXtjTV8/p4jfpciAaewqHAPHh8B4FlrNbKQZ6qvifGGZ6/l9sf7OT485Xc5EmCehoWZ3WBm+8zsoJndPMfzdWb2pcLz95rZhsLjXWb2X2Y2YWZ/72WNle7BY6M01sbYtlJtyWVub33OBqoMPv3jw36XIgHmWViYWQz4JPAyYAdwk5ntmPWytwMjzrktwCeAjxYeTwJ/Avy+V/VFxYPHRrhsTRvVMQ0iZW69bQ285ll9fPH+4wxOTPtdjgSUl3+DXA0cdM4dds6lgC8CN856zY3A5woffxV4sZmZc27SOfcT8qEhS5RMZ9lzOs4VmoKSebzz+ZtJZXN87u4jfpciAeVlWPQBx2d8fqLw2Jyvcc5lgDGga6G/gZm908x2m9nugQH155/t8VNx0lmnxW2Z15YVzfzSjlV87u4jOqQncwr13IRz7hbn3C7n3K6enh6/ywmcB48VF7fb/S1EQuFdL9xMPJnh3+895ncpEkBehsVJYO2Mz9cUHpvzNWZWDbQBQx7WFCkPHh+lr72BFa31fpciIXDF2naes7mLT//kMMl01u9yJGC8DIv7ga1mttHMaoE3ArfOes2twFsKH78OuNPpKGnJPHRsVFNQsijv+YUt9Men+eJ9Gl3I03kWFoU1iPcCtwN7gS875x43s4+Y2asLL/sM0GVmB4HfBc5trzWzI8DHgbea2Yk5dlLJBfTHk5wcTejktizKczZ3cfXGTj75w0MaXcjTeNosyDl3G3DbrMc+OOPjJPD683ztBi9rq3QPHhsF0MhCFsXM+L2XbOMNt9zDF+45yjuu3+R3SRIQoV7glvN78PgItbEqLlnd6ncpEjLXbOrieVu6+ccfHmJSO6OkQGFRoX5+dIQdq1upq475XYqE0O+8ZBtDkyn+RZcjSYHCogIl01kePj7G1Rs7/S5FQuqq9R28cHsPn7rrEPFk2u9yJAAUFhXo4eOjpLI5rt6gsJCl+72XbGd0Ks0tP1LPKFFYVKT7j+TvJti1QTuhZOl2rmnj1Zev5tM/OcyZMXXeiTqFRQW678gI21e20N5Y63cpEnL//Ze2k805/ub7+/0uRXymsKgwmWyOB44M8+yNGlXI8q3tbOTXrt3Al3cfZ3//uN/liI8UFhVm7+lxJlNZrt644H6MIhf0vhdtoamumo9+5wm/SxEfKSwqzH2F9QotbkupdDTV8u4XbuEHT5zl7oODfpcjPlFYVJj7nxxmbWcDq9rUPFBK523P3cDazgY+/J97yGRzfpcjPlBYVBDnHPcfGebqDZqCktKqr4nxRy/fwb7+cf5VLcwjSWFRQQ4NTDI0meJqLW6LB37pkpU8b0s3f33HPoYnU36XI2WmsKggxfMVz9Z6hXjAzPjTV+1gMpXlr+7Y53c5UmYKiwpy35PDdDfXsbG7ye9SpEJtXdnCr1+3nn+/7xiPnBj1uxwpI4VFhXDOcc/hIa7Z2ImZ+V2OVLD3/+I2eprr+B9fe5S0FrsjQ2FRIY4MTXF6LMl1m7W4Ld5qa6jhIzdeyt7TcW65S32jokJhUSF+dih/dflzFBZSBjdcuoqXXbqKv/3BAQ4PTPhdjpSBwqJC3H1okFWt9VqvkLL58I2XUF9dxc1ff5RczvldjnhMYVEBnHP87NAQz9ncpfUKKZsVLfX88St2cN+Tw/zz3Uf8Lkc8prCoAPv7JxiaTGm9Qsru9bvW8IsXr+QvvvMEj50c87sc8ZDCogLcfSjfr0dhIeVmZvzl6y6js6mW9/37g0zozu6KpbCoAHcfGmJ9VyNrOhr9LkUiqKOplr954xUcHZrkg998zO9yxCMKi5DL5vLnK7QLSvx07aYu3veirXz9wZP8m3pHVSSFRcg9fmqM8WSG6zZ3+12KRNz7XrSF52/r4U/+4zF+ckCtzCuNwiLk7i6cr7h2k/pBib+qY1V88k3PYuuKZn7rXx/ggG7WqygKi5C7+9AQW1c0s6JF91eI/1rqa/jMW59NfU2Mt/3z/QyMT/tdkpSIwiLEkuks9z05xHO3aApKgqOvvYHPvGUXQxMpfvXT96qdeYVQWITY7iMjJNM5nr9NYSHBctmadj7zll0cGZrkTf90DyMKjNBTWITYXQcGqI1Vce0m7YSS4HnOlm4+/ZZdHB6c5M2fvpfRKQVGmCksQuyu/QPs2tBBY22136WIzOn6rT3c8mtXcfDsBG/6J01JhZnCIqTOxpM8cWac67f2+F2KyAW9cPsK/uktuzg0MMFNt9zD4IQWvcNIYRFSdxX2sWu9QsLgBdt6+Oxbn83R4UneeMs9nI0n/S5JFklhEVI/PjBAd3MdF69q9bsUkQV57pZuPve2qzk1muANt9zD6bGE3yXJIigsQiiXc/z4wCDXb+2mqkotySU8rtnUxefffjUD49O84VP3cGJkyu+SZIEUFiH0+Kk4w5MpTUFJKF21vpMvvOMaRqdSvOFT93BsSIERBgqLELrrwAAAz9uixW0JpyvWtvNvv3Etk6kMv/7Ze3UOIwQUFiF01/4BdvS20tNS53cpIkt2aV8bn3nLLk6NJfnNzz/AdCbrd0lyAQqLkBlLpHng6Agv2K5RhYTfVes7+avXX859R4a5+WuP4pzu8g4qneYKmbv2D5DJOX7x4hV+lyJSEq++fDXHhib5qzv2s6m7ife9eKvfJckcNLIImR/s7aezqZYr1nb4XYpIybznF7bwy1es5uPf33/ummAJFoVFiGSyOf5r3wAv3N5DTFtmpYKYGf/zNTvZ1N3Eb3/xIYZ0yjtwFBYh8vNjo4wl0vzixSv9LkWk5Jrqqvnkm69kdCrFh/9zj9/lyCwKixD5wd5+amLG9Vt1vkIq00WrWnnfi7Zy68On+N6efr/LkRkUFiHygyfOcs3GLlrqa/wuRcQzv/XCzVy0qoU/+sajjCXSfpcjBQqLkDg6NMnBsxO8WLugpMLVxKr4y9ddztBkiv/5bU1HBYXCIiS+v/csAC++SOsVUvl2rmnjN67fxJd3n+Bnh4b8LkdQWITGnU/0s3VFM+u6Gv0uRaQs3v+LW+lrb+Aj39pDNqfDen5TWITAyGSKew8P84s7NKqQ6KivifGBl1/E3tNxvrz7uN/lRJ7CIgTu2HOGTM7x8kt7/S5FpKxesbOXZ2/o4K9u30c8qcVuPyksQuDbj55hbWcDl/bpoiOJFjPjg6+8hOGpFJ+886Df5USawiLgRqdS3H1wkJfv7MVMp7YlenauaeO1V67hsz99kqNDk36XE1kKi4C74/F+MjnHK3eu9rsUEd/8wS9tp7qqir+8fZ/fpUSWwiLgvv3oaU1BSeStaK3nHddv5FuPnOaRE6N+lxNJCosAG51K8VNNQYkA8M7nb6KzqZa/+M4TuvfCBwqLACtOQb1ip3ZBibTU1/C+F23h7kND3HVAbczLTWERYN9+9DRrOhrY2dfmdykigfCma9axtrOBv/jOE+R0UK+sFBYBNTgxzU8PDvIKTUGJnFNXHeP3X7qdvafj/MfDJ/0uJ1IUFgH1zQdPksk5XnvVGr9LEQmUV122mkv7Wvmr2/czncn6XU5kKCwCyDnHV3af4PK17Wxb2eJ3OSKBUlVl3HzDxZwcTfCFe475XU5kKCwC6NGTY+zrH+f1GlWIzOl5W7u5fms3f3/nAbUBKROFRQB9ZfcJ6qqreNXlOogncj7/44aLGJlK86kfHfK7lEhQWARMMp3lPx46yQ2XrqKtQTfiiZzPpX1t3HjFaj7zkyfpjyf9LqfiKSwC5o49/cSTGV5/1Vq/SxEJvN97yXayOcfffH+/36VUPIVFwHxl93H62ht4zuYuv0sRCbx1XY28+Zr1fOn+4xw8O+F3ORVNYREgx4en+MnBQV571RqqqnS2QmQh3veiLTTWVvOx7z7hdykVTWERIP/ysyNUmfGmq9f5XYpIaHQ11/FbL9zMHXv6+eG+s36XU7EUFgExOZ3hi/cf52WXrmJVW73f5YiEyjuu38imnib+5D8eI5HSQT0vKCwC4usPnmQ8meFtz93gdykioVNXHeN//vJOjg8n+N93HvC7nIqksAiATDbHp398mMvXtHHlug6/yxEJpes2d/HaK9dwy12H2d8/7nc5FUdhEQDfeewMR4em+K0XblbTQJFl+KNXXExzfTV/+PVHyaorbUkpLHzmnOMff3iITT1NvHTHKr/LEQm1zqZa/vgVO9h9dIRb7jrsdzkVRWHhszv29LPndJzfesFmbZcVKYHXXtnHK3b28td37OPh46N+l1MxFBY+yuYcH79jP5u6m3jNs/r8LkekIpgZ/+s1O1nZWs9vfeEBBiem/S6pIigsfPStR06xr3+c979kG9Ux/V8hUiptjTV86teuYmgyxbv/9ee696IE9DeUT5LpLB/77j4u7m3llbpjW6TkLu1r42Ovu4z7nhzmd770kBa8l6na7wKi6pa7DnNyNMFf/7fLtVYh4pEbr+hjYHyaP//2XuqqH+Zjr7uMGo3il0Rh4YPjw1P8ww8P8oqdvVy7SQ0DRbz0jus3MZ3J8Ze372MskebvbnoWzXX6q2+xFLFl5pzjD7/xKDEz/vAVF/tdjkgkvOcXtvDnv3wpP9x3llf//U944kzc75JCR2FRZl/ZfYIfHxjk5pdfTF97g9/liETGr167nn99x7XEExle9b9/wsfv2MdUKuN3WaGhsCijwwMTfOg/H+faTZ28WZ1lRcruus1d3P7+63nlZav5uzsP8vyP/ZD/86NDDIxre+18zLnK2CGwa9cut3v3br/LOK9kOstr/uFuzowluO23r6e3TaMKET89cHSYv75jP3cfGqK6ynjRRSv4lSv7eO6Wblrqo3OlsZk94JzbNd/rtMpTBrmc4/e/8jB7T8f57Ft3KShEAuCq9Z38229cy8GzE3x593G+9sAJ7tjTT3WVcdX6Dl6wvYfnbu7m0r42YtqxqJFFOXz0u0/wjz88xM0vu4h3vWCz3+WIyBzS2RwPHB3hR/sH+OG+Afaezi+Ct9ZXc+2mLp67pZvnbulic09zRTX8XOjIQmHhsb/9/gE+8f393HT1Ov7Xay6tqB8ykUo2MD7N3YcGufvgED89NMiJkQQAvW31/NIlq7jh0lU8e0Nn6EcdCguf5XKOv/juE9xy12Fee+Ua/vJ1l+nwnUiIHRua4qeHBrnzibPctX+A6UyOrqZaXrJjJS/f2ctzNneFsm2PwsJHY4k0//0rD3PHnn5+/br1/OmrLgn9vz5E5CmT0xl+tH+A7z52hjufOMvEdIbu5lpevrOXV1++mivXdYTmH4cKC5/89OAgf/DVR+iPJ/nDl1/M2567QVNPIhUsmc7yw30D/OfDp/j+3n6mMzn62ht45eX54NjR2xrovwMUFmX25OAkH//efv7z4VOs72rkb95wBc/SFakikTIxneF7e85w60On+PGBQTI5x+aeJl51+WpefflqNvU0+13iMygsyiCXc9z75DBfuPco333sDDUx453Xb+Ldv7CF+ppYWWsRkWAZnkzxncdOc+tDp7jvyDDOwSWrW/mF7St43tZurlzXQW21/2scgQgLM7sB+FsgBnzaOfcXs56vA/4FuAoYAt7gnDtSeO4DwNuBLPD/Ouduv9DvVa6wODma4J5DQ9z75BA/2j9Af3yatoYa3vDstbzj+o2saKn3vAYRCZczY0m+9cgpvvPYGR46Pko252ioiXHZmjauWNvO5Wvb2b6qhXWdjWXviut7WJhZDNgPvAQ4AdwP3OSc2zPjNe8GLnPOvcvM3gi8xjn3BjPbAfw7cDWwGvg+sM05d94bTJYaFtmcYzyZZjKVZWo6w1Qqy2QqQzyRZmAixeD4NKdGExwenOTQwASjU2kA2hpquG5TFy+/rJeXXLyShlqNJERkfvFkmnsODXH3oSEePD7K3lNxUtkcANVVxrquRvraG1jRUs+K1jpWttTR1VxHU12MhppqmupiNNbGaKytpqEmRm11FbXVVUsOmSCc4L4aOOicO1wo6IvAjcCeGa+5EfhQ4eOvAn9v+ZWgG4EvOuemgSfN7GDh+/2s1EU+cmKU1/zD3ed93gy6m+vY3NPEy3f2sm1FM9ds6mL7ypbQ7HYQkeBora/hpZes4qWXrAJgOpPlidPjHBqY4ODZCQ4PTHImnuTQ2UEGJqZJZ+f/B/0rLuvlk2+60tO6vQyLPuD4jM9PANec7zXOuYyZjQFdhcfvmfW1z7ik2szeCbyz8OmEme1bQp3dwOCFXnAE8H+f1aLM+55CSO8pHPSefPAPwD+8eVFfMvM9rV/IF4S6N5Rz7hbgluV8DzPbvZAhWJjoPYWD3lM46D3lebmSchJYO+PzNYXH5nyNmVUDbeQXuhfytSIiUiZehsX9wFYz22hmtcAbgVtnveZW4C2Fj18H3OnyK+63Am80szoz2whsBe7zsFYREbkAz6ahCmsQ7wVuJ7919rPOucfN7CPAbufcrcBngM8XFrCHyQcKhdd9mfxieAZ4z4V2Qi3TsqaxAkrvKRz0nsJB74kKOpQnIiLe8f/4oIiIBJ7CQkRE5hXpsDCzG8xsn5kdNLOb/a5nKczss2Z21swem/FYp5l9z8wOFP4bqo6GZrbWzP7LzPaY2eNm9tuFx0P7vsys3szuM7OHC+/pw4XHN5rZvYWfwS8VNoOEhpnFzOxBM/tW4fOwv58jZvaomT1kZrsLj4X25w7AzNrN7Ktm9oSZ7TWz65byniIbFoV2JJ8EXgbsAG4qtBkJm38Gbpj12M3AD5xzW4EfFD4Pkwzwe865HcC1wHsK/9+E+X1NAy9yzl0OXAHcYGbXAh8FPuGc2wKMkO+HFia/Deyd8XnY3w/ALzjnrphxDiHMP3eQ78/3XefcRcDl5P//Wvx7cs5F8hdwHXD7jM8/AHzA77qW+F42AI/N+Hwf0Fv4uBfY53eNy3x//0G+x1hFvC+gEfg5+Y4Gg0B14fGn/UwG/Rf5808/AF4EfAuwML+fQs1HgO5Zj4X254782bUnKWxmWs57iuzIgrnbkTyjpUhIrXTOnS58fAZY6Wcxy2FmG4BnAfcS8vdVmLJ5CDgLfA84BIw65zKFl4TtZ/BvgD8AcoXPuwj3+wFwwB1m9kChnRCE++duIzAA/N/CdOGnzayJJbynKIdFJLj8Px1CuT/azJqBrwHvd87FZz4XxvflnMs6564g/y/yq4GL/K1o6czslcBZ59wDftdSYs9zzl1Jfnr6PWb2/JlPhvDnrhq4EvhH59yzgElmTTkt9D1FOSwquaVIv5n1AhT+e9bnehbNzGrIB8W/Oue+Xng49O8LwDk3CvwX+Wma9kKrGwjXz+BzgVeb2RHgi+Snov6W8L4fAJxzJwv/PQt8g3yoh/nn7gRwwjl3b+Hzr5IPj0W/pyiHxULakYTVzDYqbyE/5x8ahTb1nwH2Ouc+PuOp0L4vM+sxs/bCxw3k12D2kg+N1xVeFpr35Jz7gHNujXNuA/k/O3c6595MSN8PgJk1mVlL8WPgpcBjhPjnzjl3BjhuZtsLD72YfGeMxb8nvxdgfF78eTn5C5oOAX/kdz1LfA//DpwG0uT/FfF28nPHPwAOkL84qtPvOhf5np5Hflj8CPBQ4dfLw/y+gMuABwvv6THgg4XHN5Hve3YQ+ApQ53etS3hvLwS+Ffb3U6j94cKvx4t/J4T5565Q/xXkb1l4BPgm0LGU96R2HyIiMq8oT0OJiMgCKSxERGReCgsREZmXwkJEROalsBARkXkpLKTimZkzsy/M+LzazAZmdEp99Xxdh83sG2b2yzM+32dmfzzj86+Z2a+Y2bvM7Nc9eBsivvLsWlWRAJkELjWzBudcgvyBuHMni13+it/5DmT+FHgO8E0z6yp8z+tmPH8d+et/z5S0cpGA0MhCouI24BWFj28if5gRADN7q5n9feHjfzazvzOzu83ssJkVTyPfTT4sKPz3P4Eey9sIJJxzZ8zsQ2b2+4Xv9UMz+2jhHov9ZnZ94fFGM/ty4b6ObxTuf9hVaDT4z2b2WOFOhd+Z8X3+tnDHwmNmdnXh8avN7GeFBnF3F0/pFt7P183su4X7Cj7m4f+uEhEKC4mKLwJvNLN68qep773Aa3vJnyJ/JfAXhcceID86qSUfFj8j3+b54sLnd5/ne1U7564G3g/8aeGxdwMjLn9fx58AVxUevwLoc85d6pzbCfzfGd+n0eWbEL4b+GzhsSeA612+QdwHgf814/VXAG8AdgJvMLOZfdBEFk3TUBIJzrlHCu3ObyI/yriQbzrncsAeM1tZ+PppM3ucfBO2a4GPkW8P8RzyLdR/ep7vVWyC+AD5e0cgH0R/W/i+j5nZI4XHDwObzOx/A98G7pjxff698Pq7zKy10GeqBficmW0l3x6lZsbrf+CcGwMwsz3Aep7ekl9kUTSykCi5FfgrZkxBncf0jI9txsc/BZ4PtDjnRoB7yIfFhUYWxe+VZZ5/nBW+5+XAD4F3AZ+e+fTslwN/BvyXc+5S4FVA/Xnew7y/t8h8FBYSJZ8FPuyce3SJX3838JvkG81BvjHbtcA68s0BF+qnwH8DKFwXu7PwcTdQ5Zz7GvDH5EcxRW8ovOZ5wFhh1NDGUwv1b1382xFZOP1rQyLDOXcC+LtlfIu7yU89/X+F75cxs7PA8cK01UL9A/npoz3k1x0eB8bI3yr3f82s+I+4D8z4mqSZPUh+qun/KTz2scL3+WPy01YinlHXWZEyM7MYUOOcS5rZZvItorc751Lnef0Pgd93zu0uY5kiT6ORhUj5NQL/VbgN0IB3ny8oRIJCIwsREZmXFrhFRGReCgsREZmXwkJEROalsBARkXkpLEREZF7/P9qm+ro+/11SAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 432x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "sns.kdeplot(filteredBirds['MinWingspan'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(filteredBirds['MaxBodyMass'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/h0/kqxjp1r14yggzhpqx_gpx6580000gn/T/ipykernel_15370/1933666654.py:1: UserWarning: Dataset has 0 variance; skipping density estimate. Pass `warn_singular=False` to disable this warning.\n",
      "  sns.kdeplot(\n",
      "/var/folders/h0/kqxjp1r14yggzhpqx_gpx6580000gn/T/ipykernel_15370/1933666654.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": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "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": "code",
   "execution_count": 25,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/h0/kqxjp1r14yggzhpqx_gpx6580000gn/T/ipykernel_15370/49960699.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": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x864 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.kdeplot(\n",
    "    data=filteredBirds, x=\"MinLength\", y=\"MaxLength\", hue=\"ConservationStatus\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## 4. Visualizing proportions\n",
    "\n",
    "We will use a given dataset about mushrooms to experiment with tasty visualizations such as:\n",
    "\n",
    "- Pie charts 🥧\n",
    "- Donut charts 🍩\n",
    "- Waffle charts 🧇"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Get to know your mushrooms 🍄"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": [
     "output-scoll"
    ]
   },
   "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>class</th>\n",
       "      <th>cap-shape</th>\n",
       "      <th>cap-surface</th>\n",
       "      <th>cap-color</th>\n",
       "      <th>bruises</th>\n",
       "      <th>odor</th>\n",
       "      <th>gill-attachment</th>\n",
       "      <th>gill-spacing</th>\n",
       "      <th>gill-size</th>\n",
       "      <th>gill-color</th>\n",
       "      <th>...</th>\n",
       "      <th>stalk-surface-below-ring</th>\n",
       "      <th>stalk-color-above-ring</th>\n",
       "      <th>stalk-color-below-ring</th>\n",
       "      <th>veil-type</th>\n",
       "      <th>veil-color</th>\n",
       "      <th>ring-number</th>\n",
       "      <th>ring-type</th>\n",
       "      <th>spore-print-color</th>\n",
       "      <th>population</th>\n",
       "      <th>habitat</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Poisonous</td>\n",
       "      <td>Convex</td>\n",
       "      <td>Smooth</td>\n",
       "      <td>Brown</td>\n",
       "      <td>Bruises</td>\n",
       "      <td>Pungent</td>\n",
       "      <td>Free</td>\n",
       "      <td>Close</td>\n",
       "      <td>Narrow</td>\n",
       "      <td>Black</td>\n",
       "      <td>...</td>\n",
       "      <td>Smooth</td>\n",
       "      <td>White</td>\n",
       "      <td>White</td>\n",
       "      <td>Partial</td>\n",
       "      <td>White</td>\n",
       "      <td>One</td>\n",
       "      <td>Pendant</td>\n",
       "      <td>Black</td>\n",
       "      <td>Scattered</td>\n",
       "      <td>Urban</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Edible</td>\n",
       "      <td>Convex</td>\n",
       "      <td>Smooth</td>\n",
       "      <td>Yellow</td>\n",
       "      <td>Bruises</td>\n",
       "      <td>Almond</td>\n",
       "      <td>Free</td>\n",
       "      <td>Close</td>\n",
       "      <td>Broad</td>\n",
       "      <td>Black</td>\n",
       "      <td>...</td>\n",
       "      <td>Smooth</td>\n",
       "      <td>White</td>\n",
       "      <td>White</td>\n",
       "      <td>Partial</td>\n",
       "      <td>White</td>\n",
       "      <td>One</td>\n",
       "      <td>Pendant</td>\n",
       "      <td>Brown</td>\n",
       "      <td>Numerous</td>\n",
       "      <td>Grasses</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Edible</td>\n",
       "      <td>Bell</td>\n",
       "      <td>Smooth</td>\n",
       "      <td>White</td>\n",
       "      <td>Bruises</td>\n",
       "      <td>Anise</td>\n",
       "      <td>Free</td>\n",
       "      <td>Close</td>\n",
       "      <td>Broad</td>\n",
       "      <td>Brown</td>\n",
       "      <td>...</td>\n",
       "      <td>Smooth</td>\n",
       "      <td>White</td>\n",
       "      <td>White</td>\n",
       "      <td>Partial</td>\n",
       "      <td>White</td>\n",
       "      <td>One</td>\n",
       "      <td>Pendant</td>\n",
       "      <td>Brown</td>\n",
       "      <td>Numerous</td>\n",
       "      <td>Meadows</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Poisonous</td>\n",
       "      <td>Convex</td>\n",
       "      <td>Scaly</td>\n",
       "      <td>White</td>\n",
       "      <td>Bruises</td>\n",
       "      <td>Pungent</td>\n",
       "      <td>Free</td>\n",
       "      <td>Close</td>\n",
       "      <td>Narrow</td>\n",
       "      <td>Brown</td>\n",
       "      <td>...</td>\n",
       "      <td>Smooth</td>\n",
       "      <td>White</td>\n",
       "      <td>White</td>\n",
       "      <td>Partial</td>\n",
       "      <td>White</td>\n",
       "      <td>One</td>\n",
       "      <td>Pendant</td>\n",
       "      <td>Black</td>\n",
       "      <td>Scattered</td>\n",
       "      <td>Urban</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Edible</td>\n",
       "      <td>Convex</td>\n",
       "      <td>Smooth</td>\n",
       "      <td>Green</td>\n",
       "      <td>No Bruises</td>\n",
       "      <td>None</td>\n",
       "      <td>Free</td>\n",
       "      <td>Crowded</td>\n",
       "      <td>Broad</td>\n",
       "      <td>Black</td>\n",
       "      <td>...</td>\n",
       "      <td>Smooth</td>\n",
       "      <td>White</td>\n",
       "      <td>White</td>\n",
       "      <td>Partial</td>\n",
       "      <td>White</td>\n",
       "      <td>One</td>\n",
       "      <td>Evanescent</td>\n",
       "      <td>Brown</td>\n",
       "      <td>Abundant</td>\n",
       "      <td>Grasses</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       class cap-shape cap-surface cap-color     bruises     odor  \\\n",
       "0  Poisonous    Convex      Smooth     Brown     Bruises  Pungent   \n",
       "1     Edible    Convex      Smooth    Yellow     Bruises   Almond   \n",
       "2     Edible      Bell      Smooth     White     Bruises    Anise   \n",
       "3  Poisonous    Convex       Scaly     White     Bruises  Pungent   \n",
       "4     Edible    Convex      Smooth     Green  No Bruises     None   \n",
       "\n",
       "  gill-attachment gill-spacing gill-size gill-color  ...  \\\n",
       "0            Free        Close    Narrow      Black  ...   \n",
       "1            Free        Close     Broad      Black  ...   \n",
       "2            Free        Close     Broad      Brown  ...   \n",
       "3            Free        Close    Narrow      Brown  ...   \n",
       "4            Free      Crowded     Broad      Black  ...   \n",
       "\n",
       "  stalk-surface-below-ring stalk-color-above-ring stalk-color-below-ring  \\\n",
       "0                   Smooth                  White                  White   \n",
       "1                   Smooth                  White                  White   \n",
       "2                   Smooth                  White                  White   \n",
       "3                   Smooth                  White                  White   \n",
       "4                   Smooth                  White                  White   \n",
       "\n",
       "  veil-type veil-color ring-number   ring-type spore-print-color population  \\\n",
       "0   Partial      White         One     Pendant             Black  Scattered   \n",
       "1   Partial      White         One     Pendant             Brown   Numerous   \n",
       "2   Partial      White         One     Pendant             Brown   Numerous   \n",
       "3   Partial      White         One     Pendant             Black  Scattered   \n",
       "4   Partial      White         One  Evanescent             Brown   Abundant   \n",
       "\n",
       "   habitat  \n",
       "0    Urban  \n",
       "1  Grasses  \n",
       "2  Meadows  \n",
       "3    Urban  \n",
       "4  Grasses  \n",
       "\n",
       "[5 rows x 23 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mushrooms = pd.read_csv('../data/mushrooms.csv')\n",
    "mushrooms.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    },
    "tags": [
     "output-scoll"
    ]
   },
   "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>cap-shape</th>\n",
       "      <th>cap-surface</th>\n",
       "      <th>cap-color</th>\n",
       "      <th>bruises</th>\n",
       "      <th>odor</th>\n",
       "      <th>gill-attachment</th>\n",
       "      <th>gill-spacing</th>\n",
       "      <th>gill-size</th>\n",
       "      <th>gill-color</th>\n",
       "      <th>stalk-shape</th>\n",
       "      <th>...</th>\n",
       "      <th>stalk-surface-below-ring</th>\n",
       "      <th>stalk-color-above-ring</th>\n",
       "      <th>stalk-color-below-ring</th>\n",
       "      <th>veil-type</th>\n",
       "      <th>veil-color</th>\n",
       "      <th>ring-number</th>\n",
       "      <th>ring-type</th>\n",
       "      <th>spore-print-color</th>\n",
       "      <th>population</th>\n",
       "      <th>habitat</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>class</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Edible</th>\n",
       "      <td>4208</td>\n",
       "      <td>4208</td>\n",
       "      <td>4208</td>\n",
       "      <td>4208</td>\n",
       "      <td>4208</td>\n",
       "      <td>4208</td>\n",
       "      <td>4208</td>\n",
       "      <td>4208</td>\n",
       "      <td>4208</td>\n",
       "      <td>4208</td>\n",
       "      <td>...</td>\n",
       "      <td>4208</td>\n",
       "      <td>4208</td>\n",
       "      <td>4208</td>\n",
       "      <td>4208</td>\n",
       "      <td>4208</td>\n",
       "      <td>4208</td>\n",
       "      <td>4208</td>\n",
       "      <td>4208</td>\n",
       "      <td>4208</td>\n",
       "      <td>4208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Poisonous</th>\n",
       "      <td>3916</td>\n",
       "      <td>3916</td>\n",
       "      <td>3916</td>\n",
       "      <td>3916</td>\n",
       "      <td>3916</td>\n",
       "      <td>3916</td>\n",
       "      <td>3916</td>\n",
       "      <td>3916</td>\n",
       "      <td>3916</td>\n",
       "      <td>3916</td>\n",
       "      <td>...</td>\n",
       "      <td>3916</td>\n",
       "      <td>3916</td>\n",
       "      <td>3916</td>\n",
       "      <td>3916</td>\n",
       "      <td>3916</td>\n",
       "      <td>3916</td>\n",
       "      <td>3916</td>\n",
       "      <td>3916</td>\n",
       "      <td>3916</td>\n",
       "      <td>3916</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           cap-shape  cap-surface  cap-color  bruises  odor  gill-attachment  \\\n",
       "class                                                                          \n",
       "Edible          4208         4208       4208     4208  4208             4208   \n",
       "Poisonous       3916         3916       3916     3916  3916             3916   \n",
       "\n",
       "           gill-spacing  gill-size  gill-color  stalk-shape  ...  \\\n",
       "class                                                        ...   \n",
       "Edible             4208       4208        4208         4208  ...   \n",
       "Poisonous          3916       3916        3916         3916  ...   \n",
       "\n",
       "           stalk-surface-below-ring  stalk-color-above-ring  \\\n",
       "class                                                         \n",
       "Edible                         4208                    4208   \n",
       "Poisonous                      3916                    3916   \n",
       "\n",
       "           stalk-color-below-ring  veil-type  veil-color  ring-number  \\\n",
       "class                                                                   \n",
       "Edible                       4208       4208        4208         4208   \n",
       "Poisonous                    3916       3916        3916         3916   \n",
       "\n",
       "           ring-type  spore-print-color  population  habitat  \n",
       "class                                                         \n",
       "Edible          4208               4208        4208     4208  \n",
       "Poisonous       3916               3916        3916     3916  \n",
       "\n",
       "[2 rows x 22 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cols = mushrooms.select_dtypes([\"object\"]).columns\n",
    "mushrooms[cols] = mushrooms[cols].astype('category')\n",
    "edibleclass = mushrooms.groupby(['class']).count()\n",
    "edibleclass"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Pie!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "labels = ['Edible', 'Poisonous']\n",
    "plt.pie(edibleclass['population'], labels=labels, autopct='%.1f %%')\n",
    "plt.title('Edible?')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Donuts!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": [
     "output-scoll"
    ]
   },
   "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>class</th>\n",
       "      <th>cap-shape</th>\n",
       "      <th>cap-surface</th>\n",
       "      <th>cap-color</th>\n",
       "      <th>bruises</th>\n",
       "      <th>odor</th>\n",
       "      <th>gill-attachment</th>\n",
       "      <th>gill-spacing</th>\n",
       "      <th>gill-size</th>\n",
       "      <th>gill-color</th>\n",
       "      <th>...</th>\n",
       "      <th>stalk-surface-above-ring</th>\n",
       "      <th>stalk-surface-below-ring</th>\n",
       "      <th>stalk-color-above-ring</th>\n",
       "      <th>stalk-color-below-ring</th>\n",
       "      <th>veil-type</th>\n",
       "      <th>veil-color</th>\n",
       "      <th>ring-number</th>\n",
       "      <th>ring-type</th>\n",
       "      <th>spore-print-color</th>\n",
       "      <th>population</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>habitat</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Grasses</th>\n",
       "      <td>2148</td>\n",
       "      <td>2148</td>\n",
       "      <td>2148</td>\n",
       "      <td>2148</td>\n",
       "      <td>2148</td>\n",
       "      <td>2148</td>\n",
       "      <td>2148</td>\n",
       "      <td>2148</td>\n",
       "      <td>2148</td>\n",
       "      <td>2148</td>\n",
       "      <td>...</td>\n",
       "      <td>2148</td>\n",
       "      <td>2148</td>\n",
       "      <td>2148</td>\n",
       "      <td>2148</td>\n",
       "      <td>2148</td>\n",
       "      <td>2148</td>\n",
       "      <td>2148</td>\n",
       "      <td>2148</td>\n",
       "      <td>2148</td>\n",
       "      <td>2148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Leaves</th>\n",
       "      <td>832</td>\n",
       "      <td>832</td>\n",
       "      <td>832</td>\n",
       "      <td>832</td>\n",
       "      <td>832</td>\n",
       "      <td>832</td>\n",
       "      <td>832</td>\n",
       "      <td>832</td>\n",
       "      <td>832</td>\n",
       "      <td>832</td>\n",
       "      <td>...</td>\n",
       "      <td>832</td>\n",
       "      <td>832</td>\n",
       "      <td>832</td>\n",
       "      <td>832</td>\n",
       "      <td>832</td>\n",
       "      <td>832</td>\n",
       "      <td>832</td>\n",
       "      <td>832</td>\n",
       "      <td>832</td>\n",
       "      <td>832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Meadows</th>\n",
       "      <td>292</td>\n",
       "      <td>292</td>\n",
       "      <td>292</td>\n",
       "      <td>292</td>\n",
       "      <td>292</td>\n",
       "      <td>292</td>\n",
       "      <td>292</td>\n",
       "      <td>292</td>\n",
       "      <td>292</td>\n",
       "      <td>292</td>\n",
       "      <td>...</td>\n",
       "      <td>292</td>\n",
       "      <td>292</td>\n",
       "      <td>292</td>\n",
       "      <td>292</td>\n",
       "      <td>292</td>\n",
       "      <td>292</td>\n",
       "      <td>292</td>\n",
       "      <td>292</td>\n",
       "      <td>292</td>\n",
       "      <td>292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Paths</th>\n",
       "      <td>1144</td>\n",
       "      <td>1144</td>\n",
       "      <td>1144</td>\n",
       "      <td>1144</td>\n",
       "      <td>1144</td>\n",
       "      <td>1144</td>\n",
       "      <td>1144</td>\n",
       "      <td>1144</td>\n",
       "      <td>1144</td>\n",
       "      <td>1144</td>\n",
       "      <td>...</td>\n",
       "      <td>1144</td>\n",
       "      <td>1144</td>\n",
       "      <td>1144</td>\n",
       "      <td>1144</td>\n",
       "      <td>1144</td>\n",
       "      <td>1144</td>\n",
       "      <td>1144</td>\n",
       "      <td>1144</td>\n",
       "      <td>1144</td>\n",
       "      <td>1144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Urban</th>\n",
       "      <td>368</td>\n",
       "      <td>368</td>\n",
       "      <td>368</td>\n",
       "      <td>368</td>\n",
       "      <td>368</td>\n",
       "      <td>368</td>\n",
       "      <td>368</td>\n",
       "      <td>368</td>\n",
       "      <td>368</td>\n",
       "      <td>368</td>\n",
       "      <td>...</td>\n",
       "      <td>368</td>\n",
       "      <td>368</td>\n",
       "      <td>368</td>\n",
       "      <td>368</td>\n",
       "      <td>368</td>\n",
       "      <td>368</td>\n",
       "      <td>368</td>\n",
       "      <td>368</td>\n",
       "      <td>368</td>\n",
       "      <td>368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Waste</th>\n",
       "      <td>192</td>\n",
       "      <td>192</td>\n",
       "      <td>192</td>\n",
       "      <td>192</td>\n",
       "      <td>192</td>\n",
       "      <td>192</td>\n",
       "      <td>192</td>\n",
       "      <td>192</td>\n",
       "      <td>192</td>\n",
       "      <td>192</td>\n",
       "      <td>...</td>\n",
       "      <td>192</td>\n",
       "      <td>192</td>\n",
       "      <td>192</td>\n",
       "      <td>192</td>\n",
       "      <td>192</td>\n",
       "      <td>192</td>\n",
       "      <td>192</td>\n",
       "      <td>192</td>\n",
       "      <td>192</td>\n",
       "      <td>192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Wood</th>\n",
       "      <td>3148</td>\n",
       "      <td>3148</td>\n",
       "      <td>3148</td>\n",
       "      <td>3148</td>\n",
       "      <td>3148</td>\n",
       "      <td>3148</td>\n",
       "      <td>3148</td>\n",
       "      <td>3148</td>\n",
       "      <td>3148</td>\n",
       "      <td>3148</td>\n",
       "      <td>...</td>\n",
       "      <td>3148</td>\n",
       "      <td>3148</td>\n",
       "      <td>3148</td>\n",
       "      <td>3148</td>\n",
       "      <td>3148</td>\n",
       "      <td>3148</td>\n",
       "      <td>3148</td>\n",
       "      <td>3148</td>\n",
       "      <td>3148</td>\n",
       "      <td>3148</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         class  cap-shape  cap-surface  cap-color  bruises  odor  \\\n",
       "habitat                                                            \n",
       "Grasses   2148       2148         2148       2148     2148  2148   \n",
       "Leaves     832        832          832        832      832   832   \n",
       "Meadows    292        292          292        292      292   292   \n",
       "Paths     1144       1144         1144       1144     1144  1144   \n",
       "Urban      368        368          368        368      368   368   \n",
       "Waste      192        192          192        192      192   192   \n",
       "Wood      3148       3148         3148       3148     3148  3148   \n",
       "\n",
       "         gill-attachment  gill-spacing  gill-size  gill-color  ...  \\\n",
       "habitat                                                        ...   \n",
       "Grasses             2148          2148       2148        2148  ...   \n",
       "Leaves               832           832        832         832  ...   \n",
       "Meadows              292           292        292         292  ...   \n",
       "Paths               1144          1144       1144        1144  ...   \n",
       "Urban                368           368        368         368  ...   \n",
       "Waste                192           192        192         192  ...   \n",
       "Wood                3148          3148       3148        3148  ...   \n",
       "\n",
       "         stalk-surface-above-ring  stalk-surface-below-ring  \\\n",
       "habitat                                                       \n",
       "Grasses                      2148                      2148   \n",
       "Leaves                        832                       832   \n",
       "Meadows                       292                       292   \n",
       "Paths                        1144                      1144   \n",
       "Urban                         368                       368   \n",
       "Waste                         192                       192   \n",
       "Wood                         3148                      3148   \n",
       "\n",
       "         stalk-color-above-ring  stalk-color-below-ring  veil-type  \\\n",
       "habitat                                                              \n",
       "Grasses                    2148                    2148       2148   \n",
       "Leaves                      832                     832        832   \n",
       "Meadows                     292                     292        292   \n",
       "Paths                      1144                    1144       1144   \n",
       "Urban                       368                     368        368   \n",
       "Waste                       192                     192        192   \n",
       "Wood                       3148                    3148       3148   \n",
       "\n",
       "         veil-color  ring-number  ring-type  spore-print-color  population  \n",
       "habitat                                                                     \n",
       "Grasses        2148         2148       2148               2148        2148  \n",
       "Leaves          832          832        832                832         832  \n",
       "Meadows         292          292        292                292         292  \n",
       "Paths          1144         1144       1144               1144        1144  \n",
       "Urban           368          368        368                368         368  \n",
       "Waste           192          192        192                192         192  \n",
       "Wood           3148         3148       3148               3148        3148  \n",
       "\n",
       "[7 rows x 22 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "habitat = mushrooms.groupby(['habitat']).count()\n",
    "habitat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "labels = ['Grasses', 'Leaves', 'Meadows', 'Paths', 'Urban', 'Waste', 'Wood']\n",
    "\n",
    "plt.pie(\n",
    "    habitat['class'], labels=labels,\n",
    "    autopct='%1.1f%%', pctdistance=0.85\n",
    ")\n",
    "\n",
    "center_circle = plt.Circle((0, 0), 0.40, fc='white')\n",
    "fig = plt.gcf()\n",
    "\n",
    "fig.gca().add_artist(center_circle)\n",
    "\n",
    "plt.title('Mushroom Habitats')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Waffles!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    },
    "tags": [
     "output-scoll"
    ]
   },
   "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>class</th>\n",
       "      <th>cap-shape</th>\n",
       "      <th>cap-surface</th>\n",
       "      <th>bruises</th>\n",
       "      <th>odor</th>\n",
       "      <th>gill-attachment</th>\n",
       "      <th>gill-spacing</th>\n",
       "      <th>gill-size</th>\n",
       "      <th>gill-color</th>\n",
       "      <th>stalk-shape</th>\n",
       "      <th>...</th>\n",
       "      <th>stalk-surface-below-ring</th>\n",
       "      <th>stalk-color-above-ring</th>\n",
       "      <th>stalk-color-below-ring</th>\n",
       "      <th>veil-type</th>\n",
       "      <th>veil-color</th>\n",
       "      <th>ring-number</th>\n",
       "      <th>ring-type</th>\n",
       "      <th>spore-print-color</th>\n",
       "      <th>population</th>\n",
       "      <th>habitat</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cap-color</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Brown</th>\n",
       "      <td>2284</td>\n",
       "      <td>2284</td>\n",
       "      <td>2284</td>\n",
       "      <td>2284</td>\n",
       "      <td>2284</td>\n",
       "      <td>2284</td>\n",
       "      <td>2284</td>\n",
       "      <td>2284</td>\n",
       "      <td>2284</td>\n",
       "      <td>2284</td>\n",
       "      <td>...</td>\n",
       "      <td>2284</td>\n",
       "      <td>2284</td>\n",
       "      <td>2284</td>\n",
       "      <td>2284</td>\n",
       "      <td>2284</td>\n",
       "      <td>2284</td>\n",
       "      <td>2284</td>\n",
       "      <td>2284</td>\n",
       "      <td>2284</td>\n",
       "      <td>2284</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Buff</th>\n",
       "      <td>168</td>\n",
       "      <td>168</td>\n",
       "      <td>168</td>\n",
       "      <td>168</td>\n",
       "      <td>168</td>\n",
       "      <td>168</td>\n",
       "      <td>168</td>\n",
       "      <td>168</td>\n",
       "      <td>168</td>\n",
       "      <td>168</td>\n",
       "      <td>...</td>\n",
       "      <td>168</td>\n",
       "      <td>168</td>\n",
       "      <td>168</td>\n",
       "      <td>168</td>\n",
       "      <td>168</td>\n",
       "      <td>168</td>\n",
       "      <td>168</td>\n",
       "      <td>168</td>\n",
       "      <td>168</td>\n",
       "      <td>168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cinnamon</th>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>...</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Green</th>\n",
       "      <td>1856</td>\n",
       "      <td>1856</td>\n",
       "      <td>1856</td>\n",
       "      <td>1856</td>\n",
       "      <td>1856</td>\n",
       "      <td>1856</td>\n",
       "      <td>1856</td>\n",
       "      <td>1856</td>\n",
       "      <td>1856</td>\n",
       "      <td>1856</td>\n",
       "      <td>...</td>\n",
       "      <td>1856</td>\n",
       "      <td>1856</td>\n",
       "      <td>1856</td>\n",
       "      <td>1856</td>\n",
       "      <td>1856</td>\n",
       "      <td>1856</td>\n",
       "      <td>1856</td>\n",
       "      <td>1856</td>\n",
       "      <td>1856</td>\n",
       "      <td>1856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pink</th>\n",
       "      <td>144</td>\n",
       "      <td>144</td>\n",
       "      <td>144</td>\n",
       "      <td>144</td>\n",
       "      <td>144</td>\n",
       "      <td>144</td>\n",
       "      <td>144</td>\n",
       "      <td>144</td>\n",
       "      <td>144</td>\n",
       "      <td>144</td>\n",
       "      <td>...</td>\n",
       "      <td>144</td>\n",
       "      <td>144</td>\n",
       "      <td>144</td>\n",
       "      <td>144</td>\n",
       "      <td>144</td>\n",
       "      <td>144</td>\n",
       "      <td>144</td>\n",
       "      <td>144</td>\n",
       "      <td>144</td>\n",
       "      <td>144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Purple</th>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>...</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Red</th>\n",
       "      <td>1500</td>\n",
       "      <td>1500</td>\n",
       "      <td>1500</td>\n",
       "      <td>1500</td>\n",
       "      <td>1500</td>\n",
       "      <td>1500</td>\n",
       "      <td>1500</td>\n",
       "      <td>1500</td>\n",
       "      <td>1500</td>\n",
       "      <td>1500</td>\n",
       "      <td>...</td>\n",
       "      <td>1500</td>\n",
       "      <td>1500</td>\n",
       "      <td>1500</td>\n",
       "      <td>1500</td>\n",
       "      <td>1500</td>\n",
       "      <td>1500</td>\n",
       "      <td>1500</td>\n",
       "      <td>1500</td>\n",
       "      <td>1500</td>\n",
       "      <td>1500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>White</th>\n",
       "      <td>1040</td>\n",
       "      <td>1040</td>\n",
       "      <td>1040</td>\n",
       "      <td>1040</td>\n",
       "      <td>1040</td>\n",
       "      <td>1040</td>\n",
       "      <td>1040</td>\n",
       "      <td>1040</td>\n",
       "      <td>1040</td>\n",
       "      <td>1040</td>\n",
       "      <td>...</td>\n",
       "      <td>1040</td>\n",
       "      <td>1040</td>\n",
       "      <td>1040</td>\n",
       "      <td>1040</td>\n",
       "      <td>1040</td>\n",
       "      <td>1040</td>\n",
       "      <td>1040</td>\n",
       "      <td>1040</td>\n",
       "      <td>1040</td>\n",
       "      <td>1040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yellow</th>\n",
       "      <td>1072</td>\n",
       "      <td>1072</td>\n",
       "      <td>1072</td>\n",
       "      <td>1072</td>\n",
       "      <td>1072</td>\n",
       "      <td>1072</td>\n",
       "      <td>1072</td>\n",
       "      <td>1072</td>\n",
       "      <td>1072</td>\n",
       "      <td>1072</td>\n",
       "      <td>...</td>\n",
       "      <td>1072</td>\n",
       "      <td>1072</td>\n",
       "      <td>1072</td>\n",
       "      <td>1072</td>\n",
       "      <td>1072</td>\n",
       "      <td>1072</td>\n",
       "      <td>1072</td>\n",
       "      <td>1072</td>\n",
       "      <td>1072</td>\n",
       "      <td>1072</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           class  cap-shape  cap-surface  bruises  odor  gill-attachment  \\\n",
       "cap-color                                                                  \n",
       "Brown       2284       2284         2284     2284  2284             2284   \n",
       "Buff         168        168          168      168   168              168   \n",
       "Cinnamon      44         44           44       44    44               44   \n",
       "Green       1856       1856         1856     1856  1856             1856   \n",
       "Pink         144        144          144      144   144              144   \n",
       "Purple        16         16           16       16    16               16   \n",
       "Red         1500       1500         1500     1500  1500             1500   \n",
       "White       1040       1040         1040     1040  1040             1040   \n",
       "Yellow      1072       1072         1072     1072  1072             1072   \n",
       "\n",
       "           gill-spacing  gill-size  gill-color  stalk-shape  ...  \\\n",
       "cap-color                                                    ...   \n",
       "Brown              2284       2284        2284         2284  ...   \n",
       "Buff                168        168         168          168  ...   \n",
       "Cinnamon             44         44          44           44  ...   \n",
       "Green              1856       1856        1856         1856  ...   \n",
       "Pink                144        144         144          144  ...   \n",
       "Purple               16         16          16           16  ...   \n",
       "Red                1500       1500        1500         1500  ...   \n",
       "White              1040       1040        1040         1040  ...   \n",
       "Yellow             1072       1072        1072         1072  ...   \n",
       "\n",
       "           stalk-surface-below-ring  stalk-color-above-ring  \\\n",
       "cap-color                                                     \n",
       "Brown                          2284                    2284   \n",
       "Buff                            168                     168   \n",
       "Cinnamon                         44                      44   \n",
       "Green                          1856                    1856   \n",
       "Pink                            144                     144   \n",
       "Purple                           16                      16   \n",
       "Red                            1500                    1500   \n",
       "White                          1040                    1040   \n",
       "Yellow                         1072                    1072   \n",
       "\n",
       "           stalk-color-below-ring  veil-type  veil-color  ring-number  \\\n",
       "cap-color                                                               \n",
       "Brown                        2284       2284        2284         2284   \n",
       "Buff                          168        168         168          168   \n",
       "Cinnamon                       44         44          44           44   \n",
       "Green                        1856       1856        1856         1856   \n",
       "Pink                          144        144         144          144   \n",
       "Purple                         16         16          16           16   \n",
       "Red                          1500       1500        1500         1500   \n",
       "White                        1040       1040        1040         1040   \n",
       "Yellow                       1072       1072        1072         1072   \n",
       "\n",
       "           ring-type  spore-print-color  population  habitat  \n",
       "cap-color                                                     \n",
       "Brown           2284               2284        2284     2284  \n",
       "Buff             168                168         168      168  \n",
       "Cinnamon          44                 44          44       44  \n",
       "Green           1856               1856        1856     1856  \n",
       "Pink             144                144         144      144  \n",
       "Purple            16                 16          16       16  \n",
       "Red             1500               1500        1500     1500  \n",
       "White           1040               1040        1040     1040  \n",
       "Yellow          1072               1072        1072     1072  \n",
       "\n",
       "[9 rows x 22 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "capcolor = mushrooms.groupby(['cap-color']).count()\n",
    "capcolor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Waffle size 2160x2160 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pywaffle import Waffle\n",
    "\n",
    "data = {\n",
    "    'color': ['brown', 'buff', 'cinnamon', 'green', 'pink', 'purple', 'red', 'white', 'yellow'],\n",
    "    'amount': capcolor['class']\n",
    "}\n",
    "\n",
    "df = pd.DataFrame(data)\n",
    "\n",
    "fig = plt.figure(\n",
    "    FigureClass=Waffle,\n",
    "    rows=100,\n",
    "    values=df.amount,\n",
    "    labels=list(df.color),\n",
    "    figsize=(30, 30),\n",
    "    colors=[\n",
    "        \"brown\", \"tan\", \"maroon\", \"green\", \"pink\",\n",
    "        \"purple\", \"red\", \"whitesmoke\", \"yellow\"\n",
    "    ],\n",
    ")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## 5. Visualizing relationships: all about honey\n",
    "\n",
    "Seaborn, which we have used before, as a good library to visualize relationships between variables."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Scatterplots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "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>state</th>\n",
       "      <th>numcol</th>\n",
       "      <th>yieldpercol</th>\n",
       "      <th>totalprod</th>\n",
       "      <th>stocks</th>\n",
       "      <th>priceperlb</th>\n",
       "      <th>prodvalue</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AL</td>\n",
       "      <td>16000.0</td>\n",
       "      <td>71</td>\n",
       "      <td>1136000.0</td>\n",
       "      <td>159000.0</td>\n",
       "      <td>0.72</td>\n",
       "      <td>818000.0</td>\n",
       "      <td>1998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AZ</td>\n",
       "      <td>55000.0</td>\n",
       "      <td>60</td>\n",
       "      <td>3300000.0</td>\n",
       "      <td>1485000.0</td>\n",
       "      <td>0.64</td>\n",
       "      <td>2112000.0</td>\n",
       "      <td>1998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AR</td>\n",
       "      <td>53000.0</td>\n",
       "      <td>65</td>\n",
       "      <td>3445000.0</td>\n",
       "      <td>1688000.0</td>\n",
       "      <td>0.59</td>\n",
       "      <td>2033000.0</td>\n",
       "      <td>1998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CA</td>\n",
       "      <td>450000.0</td>\n",
       "      <td>83</td>\n",
       "      <td>37350000.0</td>\n",
       "      <td>12326000.0</td>\n",
       "      <td>0.62</td>\n",
       "      <td>23157000.0</td>\n",
       "      <td>1998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CO</td>\n",
       "      <td>27000.0</td>\n",
       "      <td>72</td>\n",
       "      <td>1944000.0</td>\n",
       "      <td>1594000.0</td>\n",
       "      <td>0.70</td>\n",
       "      <td>1361000.0</td>\n",
       "      <td>1998</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  state    numcol  yieldpercol   totalprod      stocks  priceperlb  \\\n",
       "0    AL   16000.0           71   1136000.0    159000.0        0.72   \n",
       "1    AZ   55000.0           60   3300000.0   1485000.0        0.64   \n",
       "2    AR   53000.0           65   3445000.0   1688000.0        0.59   \n",
       "3    CA  450000.0           83  37350000.0  12326000.0        0.62   \n",
       "4    CO   27000.0           72   1944000.0   1594000.0        0.70   \n",
       "\n",
       "    prodvalue  year  \n",
       "0    818000.0  1998  \n",
       "1   2112000.0  1998  \n",
       "2   2033000.0  1998  \n",
       "3  23157000.0  1998  \n",
       "4   1361000.0  1998  "
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "honey = pd.read_csv('../data/honey.csv')\n",
    "honey.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Yw8fe8Tosr2resaP7e/HIl5/HS9eWMTo8iAN9XdkXd7cYhW1McyoVr1Qft/NH9vXisdRFvOfA7RXnGvTclpfXcOr8C/jlz13Inn/f2/oxNPAq30WF33UM+jqaqKVciIgcUb3l8UYAK6r6O84BVT2nql8SkW8GsAPAMawXFjVjaiGTfdEGAGvFxvlL6U3HTpyZxKG7dsNasTEyNo6phUzRGIVtTHMqFa9UH7fzD5+dxMGBXUa5+lUqz/MvpLPFhHP+lz93Aedf8P9LLb/rGPR1NFFLuRAROaIqKPoBPO1x7h4AnwbwJQCvFZFOt0YiclhEUiKSmp+fDynNfLOLVvZF22ErNh2zVmyI3Ph6bskqGqOwjWlOpeKV6uN1XsQsV79K5TnjcX520X9+ftcx6OtoopZyISJy1MJNmfcC+LSq2gA+A+CH3Bqp6klVTapqsr29PZLEOlvjiDfmL9EWwaZj8cYYVG983dESLxqjsI1pTqXilerjdV7VLFe/SuXZ7XG+s9V/fn7XMejraKKWciEickRVUEwAeH3hQRG5A0AvgD8TkSms/7aiZt726GlrxujwYPbFO94Ywx27E5uOHd3fi8efuZR9L9u5cdMrRmEb05xKxSvVx+38kX29ePL8ZaNc/SqV5x2vSuB9b+vPO/++t/Vj4FWJwMcybR+mWsqFiMgh6vyvdZiDrN+U+TcAfl9VT24cGwBwAsBTqvr+nLbPAbhbVZ/3ipdMJjWVSoWc9Trnbvq5pfUdHbm7POaWLLTvWN/lMbN447zXLo/cGEHs8vATr1Sf/F0eW7CyZmNnFXd5eOXp7PJwdjcMBLDLo9x1DPo6mqilXIjoluP6YhNJQQEAIvIqrG8bfT0AC8AUgB8AcLuq/n1Ou1EAs6r6Aa9YURYURERElMe1oIjs71Co6gsAhstoNxJBOkRERBSgWrgpk4iIiOocCwoiIiIyxoKCiIiIjLGgICIiImMsKIiIiMgYCwoiIiIyxoKCiIiIjLGgICIiImMsKIiIiMgYCwoiIiIyxoKCiIiIjLGgICIiImMsKIiIiMhYJJ82KiJdWP/o8n8L4F8BzAL4GQCNAD4KYBfWi5tHABzXqD5TPQC2rZhayGB20UJnaxw9bc2IxWTTuY6WOBq2ADPp68gsr2Lvzma85pU32lYzz3LOVxrXpL/XucLje27bjosvXSuZg20rLl7JYHaxOtcgKmFdayKiYkIvKEREAHwWwB+q6j0bx+4E0AngkwD+P1V9SkS2A/gMgJ8G8PGw8wqCbStOT8xgZGwc1oqNeGMMo8ODONDXBQB55/a2bcNPfe+34FeemNjUNuwX82J5Oj+gi52vNK5JXgBcz7359k489exs3rrev68Xx05dKJqDbSvOfmMWk7NXceLMZOTXICphXWsiolKieMvjjQBWVPV3nAOqeg7AvwHwV6r61MaxawDuA/DzEeQUiKmFTPaFGQCsFRsjY+OYWshsOndwYFe2mChsW808yzlfaVyTvLzOTUynN62rU0wUy2FqIYPzl9LZYqKSfOtBWNeaiKiUKAqKfgBPuxzvKzyuqv8EYIeItBY2FpHDIpISkdT8/Hw4mfo0u2hlX5gd1oqNuSVr0zkReLatZp7lnK80rkleXuem05Wt6+yiBVurdw2iEta1JiIqpW5uylTVk6qaVNVke3t7tdMBAHS2xhFvzF/CeGMMHS1xz3NubauZZznnK41rkpfXue5EZeva2RrHFqneNYhKWNeaiKiUKAqKCQCvdzn+9cLjIvJNAK6q6mIEeRnraWvG6PBg9gXaeT+6p61507knzl3Ge3+wz7VtNfMs53ylcU3y8jrX153YtK7Hh/pL5tDT1ow7didwdH9vVa5BVMK61kREpUjYGyo2bsr8GwC/r6onN44NAEgA+EMAh1X1/4jINgD/C8CfqupHi8VMJpOaSqVCzbtczh3zc0vrOzncdinMLVlo33Fjl8e15VXsqdIuD7c8yzlfaVyT/l7nCo87uzxK5ZC7y6Ma1yAqYV1rIqINri8YoRcUACAir8L6ttHXA7AATGF922gc69tGuwFsAfA/ALyv1LbRWiooiIiIbjGuBUUkf4dCVV8AMOxx+u4ociAiIqLw1M1NmURERFS7WFAQERGRMRYUREREZIwFBRERERljQUFERETGWFAQERGRMRYUREREZIwFBRERERljQUFERETGWFAQERGRMRYUREREZIwFBRERERljQUFERETGIvm00VwisgbgazmHhgD0AHhQVQ9GnY8X21ZcvJLB7OJ1ZJZXsXdnM17zymbEYq6f2goAWF21MTGdxnTaQndiG/q6W9HQEE7NZtuKqYUMZhctdLbG0dNWPDe3ftubGrC8toamLVuwvLaGtuatFcXxM34pftcwiDyCWEvTNQhrPYmIohJ5QQHgZVUdzD0gIj1VyMOTbSvOfmMWk7NXceLMJKwVG/HGGEaHB3Ggr8v1hX511capc5dx7NSFbPvjQ/0YunNX4EWFbStOT8xgZGy8rNyK9TuyrxePpS7i7ck9eCx1Ee85cHtFccoZvxS/axhEHkGuZaVrENZ6EhFFiW95uJhayOD8pXS2mAAAa8XGyNg4phYyrn0mptPZH4RO+2OnLmBiOh1Kfs4Pn3JyK9bv4bOTODiwK/tvpXHK6VeK3zUMIo8g17LSNQhrPYmIolSNgmKbiIxv/PfZcjuJyGERSYlIan5+Psz8MLtowVZkX+Ad1oqNuSXLtc902nJtP5N2b2+an5/cSvUTyf+30jil+pXidw2DyCPotaxkDcJaTyKiKFWjoHhZVQc3/vuP5XZS1ZOqmlTVZHt7e5j5obM1ji0CxBvzlyfeGENHS9y1T3dim2v7roR7e9P8/ORWqp9q/r+VxinVrxS/axhEHkGvZSVrENZ6EhFFiW95uOhpa8YduxM4ur83+0LvvK/d09bs2qevuxXHh/rz2h8f6kdfdyKU/EaHB8vOrVi/I/t68eT5y9l/K41TTr9S/K5hEHkEuZaVrkFY60lEFCVR1WgHFLmqqjsKjt0NH7s8ksmkplKpELK7IXeXx7XlVezxsctjJm2hKxFHX3ci9F0ec0sWOloq3eWxBctrNpq2xLCyZmNnBbs8/I5fit81DCIP07UMYg3CWk8iohC4vjjVUkHxvwEs5Bz+IVX9sluMKAoKIiIicuVaUES+bbSwmNg49ucAtkWdCxEREQWD91AQERGRMRYUREREZIwFBRERERljQUFERETGWFAQERGRMRYUREREZIwFBRERERljQUFERETGWFAQERGRMRYUREREZIwFBRERERljQUFERETGIvlwMBHpBPBhAN8B4CUAywA+qKqf3Tj/EQA/BODVqmpHkVPQbFvx3IsZPH8lg+amBnS2bsWenesfQZ37UeiZ5VXsLeOj0P2O7XwkeWdr+B99XWw859xM2sLWhhjS1jLamuPo627d9DHkYebtFdtkzNy+HS1xbIkB0+lo1twthyjHJSIqJfSCQkQEwCkAf6iq79g4thfAf9j4OgbgPwL4FwDfC+CLYecUNNtWnJ6YwcjYOKwVG/HGGI7u70Vv5w7c3duBP5+cw+TsVZw4M5k9Pzo8iAN9XcY/DNzGDiq23/EAbDp3ZF8vHkt9Hffv68XQnbuyRUWYeXvFfvPtnXjq2dmKxvS6xo98+Xm8dG051DUvNa+wxyUiKkcUb3nsA7Csqr/jHFDV51X1oxsP7wYwAeC3AdwbQT6Bm1rIZF/kAcBasXHizCTOX0pjYjqN85fS2WLCOT8yNo6phUwoYwcV2+94bucePjuJgwO7cOzUBUxMpyPJ2yv2xHS64jG9rvGhu3aHvubFcohiXCKickRRUPQBeKbI+XsBPArgswDeKiKNbo1E5LCIpEQkNT8/H0KalZtdtLIv8g5rxYat678StxWu5+eWrNDGDiK23/G8zoms/zuTtsqKE1aO0+nKxyw2Nz9xTER9rYmI/Ij8pkwR+biInBORvxORJgA/AOCUqi4C+AqA73frp6onVTWpqsn29vYoUy6pszWOeGP+UsYbY4gJ0J2IY4vA9XxHSzy0sYOI7Xc8r3Oq6/92JeJlxQkrx+5E5WMWm5ufOCaivtZERH5EUVBMALjLeaCq/xXAfgDtWC8eXgHgayIyBeC7UIdve/S0NWN0eDD7Yu+8vz6wO4G+7gTu2J3A0f29eedHhwfR09YcythBxfY7ntu5I/t68eT5yzg+1I++7kQkeXvF7utOVDym1zV+/JlLoa95sRyiGJeIqByizv9ihTXA+k2ZfwPgk6r62xvH9gD4CwB/DeAJVX1043gzgOcA9KjqNa+YyWRSU6lUqHn75ezyuHglg+1FdnlcW17FnpB2ecwtre8+iGqXh9t4ubsQGrfEsGQtY2fzVvR1Jzx3eYSRt1dskzFz+7bvWN/lMbMYzZq75RDluEREOVxfdEIvKABARLqxvm302wHMA8gA+OTGsZ6Ntzucto8DeExVH/OKV4sFBRER0S3CtaCI5O9QqOo0gHtcTv2hS9tD4WdEREREQeJfyiQiIiJjLCiIiIjIGAsKIiIiMsaCgoiIiIyxoCAiIiJjLCiIiIjIGAsKIiIiMsaCgoiIiIyxoCAiIiJjLCiIiIjIGAsKIiIiMsaCgoiIiIyxoCAiIiJjkXzaaCERuaqqO3Ie/xiApKreJyIPAbiqqh+qRm7VYtuKqYUMZhctdLbGsee27bj40jUsZK6jaUsM15bX0NkaR09bM2Ix2dTeOR5ljqXGjCrH3HG2NzVgeW0Nbc1bKxpvddXGxHQa02kL3Ylt6OtuRUND8bq72DyrcZ0oGry29eNWu1bVmm9VCgrKZ9uK0xMzGBkbh7ViY2/bNty/rxcfPTuJtyf34OGzk7BWbMQbYxgdHsSbb+/EU8/OZts7xw/0dYX2pCnMsdSYftsHmdeRfb14LHUR7zlwu6/xVldtnDp3GcdOXcjGOj7Uj6E7d3kWFcXmCSCSNaDoRfX8JnO32rWq5nz5lkcNmFrIZC8+ABwc2IVjpy7g4MCubDEBANaKjZGxcUxMp/PaO8enFjKR5VhqTL/tg8zr4bOTODiwy/d4E9PpbDHhxDp26gImptO+xnfGjWoNKHq8tvXjVrtW1ZxvtQqKbSIy7vwH4H2lOojIYRFJiUhqfn4+/AwjNLtoZS8+AIisPwmcf3NZKzam05br8bklK7IcS43pt33QeTlr52c8r3WdSXvHKDbPqNaAosdrWz9utWtVzflWq6B4WVUHnf8A/HKpDqp6UlWTqppsb28PP8MIdbbGEW/MvxTOY7fj3Yltrsc7WuKR5+g1pt/2Qeel6n88r3XtSnjHKDbPqNaAosdrWz9utWtVzfnyLY8a0NPWjNHhweyT4Ilzl3F8qB9PnLuMI/t684qL0eFB9HW35rV3jve0NUeWY6kx/bYPMq8j+3rx5PnLvsfr627F8aH+vFjHh/rR153wNb4zblRrQNHjta0ft9q1quZ8RVVDH2TToIa7PJLJpKZSqfATjZBzV+7ckoWOlhu7PK5krqOxyC4Pp32UuzzKHTOqHPN3eWzBypqNnYa7PGbSFroScfR1J8re5eE2z2pcJ4oGr239uNWuVQTzdQ3GgoKIiIj8qJ2CwhQLCiIioqpxLSh4DwUREREZY0FBRERExlhQEBERkTEWFERERGSMBQUREREZY0FBRERExlhQEBERkTEWFERERGSMBQUREREZY0FBRERExlhQEBERkTEWFERERGSMBQUREREZa4h6QOejy0WkB8CzAP4eQBzAEoDfUtVPRp1TLudz5GcXLXS2un+OfLE2zrmFzHU0bYnh2vKaZxzTPIKYl+k4QefpFRNA2eOUc338xDG9luXkRURU7yIvKAr8k6q+DgBE5JsAPC4ioqqfqEYytq04PTGDkbFxWCs24o0xjA4P4kBfV94PJK82AHB6YgYfOP0s3p7cg4fPTnrGMc0jiHm9+fZOPPXsbMXjBJ1nsZhNDYL7PvXVkuOUc33KydeJY3otw1wrIqJaUjNveajqPwMYAXCkWjlMLWSyL/gAYK3YGBkbx9RCpqw2zrmDA7uyP4C84pjmEcS8JqbTRuMEnWexmOcvpcsap5zr4yeO6bUsJy8ioptBzRQUG54B8K1uJ0TksIikRCQ1Pz8fyuCzi1b2Bd9hrdiYW7LKauOcE0HJOKZ5+OEVbzptNk7QeRaLaSs2HXMbp5zr4yeO6bUsJy8ioptBrRUUnr/7VdWTqppU1WR7e3sog3e2xhFvzF+SeGMMHS3xstrknisVxzQPP7zidSfMxgk6z2IxC98V8Bqn3OvjJ04QcwxjrYiIakmtFRSvw/qNmlXR09aM0eHBvB8ko8OD2ZsCS7Vxzj1x7jKO7OstGsc0jyDm1dedMBon6DyLxRzYnShrnHKuj584pteynLyIiG4GoqqlWwU5YP4ujydVtX/jeA+AxwF8tNRNmclkUlOpVCj5OXfizy1Z6GgpvsvDrY1z7krmOhoD2OVRLI8g5mU6TtB5esUEUPY45VwfP3FMr2U5eRER1RHXF65qFxQVbRsNs6AgIiKiolwLisi3jarqjo1/pwBsi3p8IiIiCl6t3UNBREREdYgFBRERERljQUFERETGWFAQERGRMRYUREREZIwFBRERERljQUFERETGWFAQERGRMRYUREREZIwFBRERERljQUFERETGWFAQERGRsaoWFCJydePfHhG5UM1ciIiIqHKRf9oo3VxsWzG1kMFC5jqatsSQub6G5q0NWF5bQ1vzVvS0NSMWc/2k20jyml200NkaLyuPSvoElevFKxnMLl7HteVV7GzeWpfrVw3F8nQ7ByCUedXLet0s6mW96yXPoLCgoIrZtuL0xAw+cPpZvD25Bw+fnYS1YiPeGMORfb14LHUR7zlwOw70dUX6TeTkNTI2ns1ndHiwaB6V9Akq17PfmMXk7FWcOFO/61cNxfIE4HquqUFw36e+Gui86mW9bhb1st71kmeQeA8FVWxqIYORsXEcHNiVLSYAwFqx8fDZSRwc2IWRsXFMLWSqklduPqXyqKRPULmev5TOFhPO2PW2ftVQLE+vc+cvpQOfV72s182iXta7XvIMUt0UFCJyWERSIpKan5+vdjoEYHbRgrViQwTZbxpH7vG5JasqeRXmUyyPSvoEYXbRgq31v37VUCxPr3O2wrV9WHlQ8OplveslzyDVTUGhqidVNamqyfb29mqnQwA6W+OIN64/hZx/HfHGGFTX/+1oiVctr9x8iuVRSZ8gdLbGsUXqf/2qoVieXucKf9McxLzqZb1uFvWy3vWSZ5DqpqCg2tPT1ozR4UE8ce4yjuzrzSsujuzrxZPnL2N0eDB7M1zUeeXmUyqPSvoElesduxM4ur++168aiuXpdW5gdyLwedXLet0s6mW96yXPIImqlm4V1uAiV1V1h4j0AJgEMJtz+gFV/V9u/ZLJpKZSqShSpBKcu5ivZK6jcUsM15bXsL1pC1bWbOysgV0Kc0sWOlr87fLw0yeoXPN2eWxvwopdf+tXDcXydDsHIJR51ct63SzqZb3rJc8KuE6iqgVFpVhQEBERVY1rQcG3PIiIiMgYCwoiIiIyxoKCiIiIjLGgICIiImMsKIiIiMgYCwoiIiIyxoKCiIiIjLGgICIiImMsKIiIiMgYCwoiIiIyxoKCiIiIjLGgICIiImMsKIiIiMhYQzUGLfjY8ucAHFHVj26c+xiAlKp+shq51Trn43BnFy10tt74OFzn+ELmOpo2PkY893wlMSvJ7bkXM3j+SgbNTQ3obN2KPTur+/Hbs4sWuhNxrNnA3FLx+ZWzDpXErRaT6+qnb1DPnyDVYk5EN7uqFBQF5gAcFZH/rqrL1U6mltm24vTEDEbGxmGt2Ig3xjA6PIg3396Jp56dxQdOP4u3J/fg4bOTeecP9HUV/WHgFrNYn3LjHN3fi97OHdj32s5IX8xzc7ltexPe+Ya9OHGm+JqUsw6VxK0Wk+vqp29Qz58g1WJORLeCWnjLYx7AGQA/Wu1Eat3UQib7IgkA1oqNkbFxTEynMTI2joMDu7LFRO75qYWM75jF+pQb58SZSZy/lPYdy1RuLofu2p39oe/k5Ta/ctahkrjVYnJd/fQN6vkTpFrMiehWUAsFBQB8AMCDIrLFq4GIHBaRlIik5ufnI0ytdswuWtkXSYe1YmM6vX5cBK7n55Ys3zGL9fETx1b4jmUqN5dy16ScdagkbrWYXFc/fYN6/gSpFnMiuhXUREGhqv8M4CsA3lGkzUlVTapqsr29PbrkakhnaxzxxvxLFm+MoTuxLXvc7XxHS9x3zGJ9/MSJCXzHMlWYSznzK2cdKolbLSbX1U/foJ4/QarFnIhuBTVRUGz4NQDvAcA3OT30tDVjdHgwr3gYHR5EX3crRocH8cS5yziyr3fT+Z62Zt8xi/UpN87R/b0Y2J3wHctUbi6fefoSju4vvSblrEMlcavF5Lr66RvU8ydItZgT0a1AVDX6QfN3eTypqv0bx8cAfAeAXy62yyOZTGoqlYok11rj3L0+t2Sho2XzLo8rmetorHCXR2HMSnJ77sUMLl7JYHuN7PKYW7LQ1bq+G2P+avH5lbMOlcStFpPr6qdvUM+fINViTkQ3EddvplorKO4E8FUAP8GCgoiIqCa5FhRV2Taqqjs2/p0C0J9z/Bxq620YIiIiKgN/eBMREZExFhRERERkjAUFERERGWNBQURERMZYUBAREZExFhRERERkjAUFERERGWNBQURERMZYUBAREZExFhRERERkjAUFERERGWNBQURERMZYUBAREZGxqnzaqPPx5TmPfwbArwPoVNV0NXIKim0rphYymF200J2IY80G5pYsdLTEsSUGTKctdLbG0dPWjFhM8trnHq+VOZjk5DdOsfZe52xb8dyLGTx/JYPmpgZ0tm7Fnp1m+S5krqNpSwzXltdq5po4Ctdhz23bcfGla6E+f2rxOUpEtacqBYWLewH8HYBDAD5R5VwqZtuK0xMzGBkbx23bm/DON+zFiTOTsFZsxBtjOLq/F498+Xm8dG0Zo8ODePPtnXjq2VmMjI1n24wOD+JAX1fVXrBz52CSk984xdoDcD3ntn5H9/eit3MH9r22s6J8P3D6Wbw9uQcPn52smWtSmKMz371t23D/vl4cO3UhtFyDej4Q0c2v6m95iMg3A9gB4BjWC4u6NbWQyb7wHrprd7aYAABrxcaJM5M4dNduWCs2RsbGMTGdzrZ32oyMjWNqIVMTczDJyW+cYu29zrmt34kzkzh/KV1xvgcHdmWLCZP5h6FwHQ4O7MoWE0A4uQb1fCCim1/VCwoA9wD4NIAvAXitiHS6NRKRwyKSEpHU/Px8pAmWa3bRyr7wiiD7tcNasSFy4+vptOXaZm7JiiRfN7lzcFSSk984xdp7nfNaP1tRcb5e162a18RRuA5R5BrU84GIbn61UFDcC+DTqmoD+AyAH3JrpKonVTWpqsn29vZIEyxXZ2sc8cYbS5r7tfNY9cbX3Yltrm06WuKh5+qlcA5AZTn5jVOsvde57oT78ZjAKN9auyYOr3UofBxkrkE9H4jo5lfVgkJE7gDQC+DPRGQK67+tqNu3PXramjE6PIh4YwyfefoSju7vzfshdXR/Lx5/5lL2fei+7tZse6fN6PAgetqaa2IOJjn5jVOsvde5vu7EpuNH9/diYHei4nyfOHcZR/b11tQ1cRSuwxPnLuP4UH+ouQb1fCCim5+o87/MUQ66sctDRH4NwJKqvj/n3HMA7lbV5736J5NJTaVSUaTqm3NH/NySha7W9V0e81cttO9Y3+Uxs7i+46Nwl4ezE6QW7qAPKie/cYq19zrn7PK4eCWD7QHt8riSuY7GGt/l4ayDs8sjzOdPLT5HiaiqXF8Aql1Q/DOAH1DVv885NwpgVlU/4NW/lgsKIiKim5xrQVGVbaPO36BQ1W9yOTcSfUZERERkohZuyiQiIqI6x4KCiIiIjLGgICIiImMsKIiIiMgYCwoiIiIyxoKCiIiIjLGgICIiImMsKIiIiMgYCwoiIiIyxoKCiIiIjLGgICIiImMsKIiIiMgYCwoiIiIyFtmnjTofWb7x9Q8A+AiANwGIA/jvAF4BYCuAL6nq4ajyqle2rZhayGB20UJnaxw9bc0AsOlYLCaubWMx10+fLdq21LnnFzJ4If0ylqxVvOoV2/BtXa1oaAivZi13Xl7t/KxLFILOxzSeSf9aW1siCl/kH18uIvsBPAzg+1X1eRH5UwAfVtXPbZy/I+qc6o1tK05PzGBkbBzWio14Ywwfe8frsLyqecdGhwfx5ts78dSzs5uOH+jr2vQC7xbXaQug6Lmz35jF5OxVnDgzmT1/fKgfQ3fuCqWoKJZr7ry82vlZlyiUO5+o4pn0D3ouRFQfIn3LQ0S+B8DvAjioqv+0cbgbwCWnjap+Lcqc6tHUQib7Yg0A1oqN85fSm46NjI1jYtr9+NRCpqy4TttS585fSmeLCef8sVMXMDGdjmwN3Obl1c7PukSh3PlEFc+kf9BzIaL6EGVBsRXAKQBDqvr3Occ/DOCsiPxvEXlARF7h1llEDotISkRS8/Pz4Wdbw2YXreyLtcNWbDpmrdiYTm9ua63YmFuyyorrtC11zmv8mfTmcYJQLJ9y2vlZlyiUO5+o4pn0D3ouRFQfoiwoVgD8NYB35R5U1U8AuB3A/wJwN4C/EZGthZ1V9aSqJlU12d7eHkG6tauzNY54Y/6l2yLYdCzeGEN3Ypvr8Y6WeFlxnbalznmN35XYPE4QiuVTTjs/6xKFcucTVTyT/kHPhYjqQ5QFhQ1gGMC/E5FfzD2hqi+o6h+o6tsArALojzCvutPT1ozR4cHsi3a8MYY7dic2HRsdHkRfd6vrcecmzlJxnbalzt2xO4Gj+3vzzh8f6kdfdyKyNXCbl1c7P+sShXLnE1U8k/5Bz4WI6oOoajQDbezyEJGdAL4EYFRVf19EDgA4o6orItIF4KsAXqeqM16xksmkplKpSPKuVc5d9HNLFjpa8nd55B7L3c1QeLzcuIW7PLzOObs8rlpr6E5sxbd1JyLZ5VFqXl7t/KxLFILOxzSeSf9aW1siCpTrN3PkBcXG168G8BcAjmL9bY63AnDeYP0NVf2fxWKxoCAiIqoa14Iism2jTjGx8fW/AHjNxsPPAxiJKg8iIiIKHv9SJhERERljQUFERETGWFAQERGRMRYUREREZIwFBRERERljQUFERETGWFAQERGRMRYUREREZIwFBRERERljQUFERETGWFAQERGRMRYUREREZCyyDwcDNn3i6A8A+AiAywDGVPW3N45/O4DfBfB6VV2JMj8Kj/Nx1rOLFjpby/s4a68+zvGFzHU0bYnh2vJa2TGDyh2A7/mEoZJ19eq757btuPjStaKxTMYzUa1xc8e/eCWD2cXryCyvYu/OZrzmlfX7key569nREseWGDCdru5zmepfpAWFQ0T2A3gYwPcDuArgyyLyxwAWAHwMwE+zmLh52Lbi9MQMRsbGYa3YiDfGMDo8iAN9XZ4vXF593nx7J556dhYfOP0s3p7cg4fPTpYdM6jcP/aO12F5VX3NJwyVrKtX371t23D/vl4cO3XBM5bJeNWaZ1Djn/3GLCZnr+LEmXCfb1FwW8+j+3vxyJefx0vXlut2XlR9kb/lISLfg/XfQBxU1X9S1VkAHwLwQQA/BeC8qv5l1HlReKYWMtkXLwCwVmyMjI1jaiHju8/EdBojY+M4OLArW0yUGzOo3M9fSvueTxgqWVevvgcHdmWLCa9YJuOZqNa4ueOfv5TOFhPVyCFIbut54swkDt21u67nRdUXdUGxFcApAEOq+vc5x38HwLcBeDeAn3PrKCKHRSQlIqn5+fnQE6XgzC5a2Rcvh7ViY27J8t1nOr1+XAS+Y1bCLQ9boxm7lErW1atvOetpMp6Jao2bO36tXPMgeK2nyI2v63FeVH1RFxQrAP4awLtyD6qqDeC/A/jfqrrg1lFVT6pqUlWT7e3t4WdKgelsjSPemP9UizfG0NES992nO3HjuN+YlXDLY4tEM3Yplaxrqb7FYpmMZ6Ja4+aOXyvXPAhe66l64+t6nBdVX9QFhQ1gGMC/E5FfdDlnb+5C9a6nrRmjw4N5hcDo8GD25kY/ffq6ExgdHsQT5y7jyL5eXzGDyv2O3Qnf8wlDJevq1feJc5dxfKi/aCyT8UxUa9zc8e/YncDR/eE/36Lgtp5H9/fi8Wcu1fW8qPpEnbI0isE2dnmIyE4AXwIwqqq/v3HuxwAkVfW+UnGSyaSmUqlwk6VAOXeVzy2t31XuZ5dHYR/n+JXMdTRGuMsjNw8AvucThkrW1auvs8ujWCyT8UxUa9zc8Z1dHteWV7HnJtnlMbdkoX3H+i6PmcXqPpeprrg+QapSUGx8/WoAfwHgqKp+ngUFERFRXXAtKCLdNuoUExtf/wuA1+Q8/iSAT0aZDxEREQWDfymTiIiIjLGgICIiImMsKIiIiMgYCwoiIiIyxoKCiIiIjLGgICIiImMsKIiIiMgYCwoiIiIyxoKCiIiIjLGgICIiImMsKIiIiMgYCwoiIiIyxoKCiIiIjEX2aaO5H13ucu4jAH4IwKtV1Y4qJ4dtK6YWMphdtNCdiGPNBuaWLHS2xtHT1oxYTDa1v3glg9nF68gsr2Lvzma85pWb25Uaq1j8Um0qietXuTHDmpNjddXGxHQa02kL3Ylt6OtuRUND+bVwNdemWvkREUUt0o8vdyMiMQD/EcC/APheAF+McnzbVpyemMHI2Dhu296Ed75hL06cmYS1YiPeGMPo8CAO9HVlX+BtW3H2G7OYnL1atF2psYrFL9Wmkrgm61IsZlhzcqyu2jh17jKOnbqQ7Xt8qB9Dd+4qq6io5tpEHYuIqJpq4S2PuwFMAPhtAPdGPfjUQib7Yn7ort3ZIgEArBUbI2PjmFrI5LU/fyldsl2psYrFL9Wmkrh+lRszrDk5JqbT2WLC6Xvs1AVMTKcDnYcfQcYMIz8iomqohYLiXgCPAvgsgLeKSKNbIxE5LCIpEUnNz88HNvjsopV9MRdB9muHtWJjbsnKa29r6XalxioW32/sSvqUUm7MsObkmE67951Jlze3aq5NtfIjIqqGqhYUItIE4AcAnFLVRQBfAfD9bm1V9aSqJlU12d7eHlgOna1xxBtvLEPu187jjpZ4XvstUrpdOWN5xfcbu5I+pZQbM6w5OboT21z7diXKm1s116Za+RERVUO1f0Px/QBeAeBrIjIF4LsQ8dsePW3NGB0eRLwxhs88fQlH9/dmX+Cd97N72prz2t+xO1GyXamxisUv1aaSuH6VGzOsOTn6ultxfKg/r+/xoX70dScCnYcfQcYMIz8iomoQVY1mIJddHiLyKQBPqOqjG4+bATwHoEdVr3nFSiaTmkqlAsvNuct+bslCV+v6Lo/5qxY6Wkrv8ri2vIo9FezymFsqHr9Um0ri+lVuzLDm5HB2ecykLXQl4ujrTlS0y6Maa1Ot/IiIQuT6AhVlQWEDeCHn0G8BeBDrxcNiTrvHATymqo95xQq6oCAiIqKyuRYUkW0bVVW3/6X8NZd2hyJIh4iIiAJU7XsoiIiI6CbAgoKIiIiMsaAgIiIiYywoiIiIyBgLCiIiIjLGgoKIiIiMsaAgIiIiYywoiIiIyBgLCiIiIjLGgoKIiIiMsaAgIiIiYywoiIiIyBgLCiIiIjIW+qeNiogC+CNV/ZGNxw0ApgF8RVUPisiPAfgNAJdzur1DVb8edm5RsW3F1EIGs4sWOlvj6GlrRiwmnucA5B3bc9t2XHzpmmv/WlZs3l7nARTt4yd+pbl2tMSxJQZMp8u7XtW6FoW5lHqe1FLuXuohRyJyF8XHl2cA9IvINlV9GcCbkF88AMBjqnpfBLlEzrYVpydmMDI2DmvFRrwxhtHhQRzo6wKATec+9o7XYXlV844dH+rHR89O4vmFl/P61/ILbbF5x2Liet5t7l5zLRXfNNej+3vxyJefx0vXloter2pdi8Kc97Ztw/37enHs1IWy17vWnkf1kCMReYvqLY8vAHjrxtf3Ang0onGrbmohk32BBABrxcbI2DimFjKu585fSm86duzUBRwc2LWpfy0rNm+v825z95prqfimuZ44M4lDd+0ueb2qdS0Kczk4sCtbTLjlVku5e6mHHInIW1QFxacB3CMicQADAL5ScP7tIjKe89+2wgAiclhEUiKSmp+fjyLnQMwuWtkXSIe1YmNuyXI9Zytc24ts7l/Lis3b67zX3N3mWip+ELk6a17selXrWhTmIlJ87Wopdy/1kCMReYukoFDV8wB6sP7biS+4NHlMVQdz/nvZJcZJVU2qarK9vT3kjIPT2RpHvDF/meONMXS0xF3PbRG4tlfd3L+WFZu313mvubvNtVT8IHJ11rzY9arWtfDKpfBxsfWutedRPeRIRN6i3OXxeQAfwi30dgcA9LQ1Y3R4MPtC6bwv3NPW7Hrujt2JTceOD/XjyfOXN/WvZcXm7XXebe5ecy0V3zTXo/t78fgzl0per2pdi8Jcnjh3GceH+n2td609j+ohRyLyJpr7v75hDCByVVV3iMhuAIdU9WERuRvAgzm7PJJ+bspMJpOaSqXCSTgEzp3rc0vrOwjcdg3kngOQd8y5e9+tfy0rNm+v8wCK9vETv9Jc23es7/KYWSzvelV7l0e5z5Nayt1LPeRIRHD9poysoCg4djfyC4rCbaM/rap/7RWz3goKIiKim0h1CoowsKAgIiKqGteCgn8pk4iIiIyxoCAiIiJjLCiIiIjIGAsKIiIiMsaCgoiIiIyxoCAiIiJjLCiIiIjIGAsKIiIiMsaCgoiIiIyxoCAiIiJjLCiIiIjIGAsKIiIiMhZqQSEiKiL/M+dxg4jMi8iTG49/bOPxV0VkUkT+VES+M8yciIiIKHgNIcfPAOgXkW2q+jKANyH/Y8oB4DFVvQ8AROSNAB4XkTeq6rMh50Y+2LZiaiGD2UULna1x7LltOy6+dC37uKetGbGY6wfQ1Z3Cufa0NQPApmPVmm9ufh0tcWyJAdPp6udFRLe2sAsKAPgCgLcC+GMA9wJ4FMB3uzVU1S+KyEkAhwE8EEFuVAbbVpyemMHI2DisFRt727bh/n29OHbqAqwVG/HGGEaHB3Ggr6vuf5gVztWZW1OD4L5PfbXq83XL7+j+Xjzy5efx0rXlm+Y6EFH9ieIeik8DuEdE4gAGAHylRPtnAHxr6FlR2aYWMtkfYABwcGBXtpgAAGvFxsjYOKYWMtVMMxCFc3Xmdv5Suibm65bfiTOTOHTX7pvqOhBR/Qm9oFDV8wB6sP7biS+U0cX1f61E5LCIpEQkNT8/H2CGVMrsopX9AQYAIsh7DKw/nluyok4tcIVzBdbnZis2HavGfL3yE6luXkREUe3y+DyAD2H97Y5SXgdg0/0TqnpSVZOqmmxvbw86PyqiszWOeGP+U8XtcUdLPMq0QuE118J3EKo1X6/8VKubFxFRVAXFHwD4FVX9WrFGIvK9WL9/4ncjyYrK0tPWjNHhwewPsifOXcbxof7sY+eeAufmxXpWOFdnbgO7EzUxX7f8ju7vxePPXLqprgMR1R9R1dKtKg0uclVVdxQcuxvAg6p6UER+DMBvYH3nx3YAzwF4n6r+VbG4yWRSU6lUKDmTO2dnwdzS+s4CZ5eH8/hm2l1QONfcXR61MN/c/Np3rO/ymFmsfl5EdMtwvzUhzIIiLCwoiIiIqsa1oOBfyiQiIiJjLCiIiIjIGAsKIiIiMsaCgoiIiIyxoCAiIiJjLCiIiIjIGAsKIiIiMsaCgoiIiIyxoCAiIiJjLCiIiIjIGAsKIiIiMsaCgoiIiIyxoCAiIiJjDVEOJiIK4I9U9Uc2HjcAmAbwlZyPM0+q6n1R5lUJ5yOkZxctdLbmf2z06qqNiek0ptMWuhPb0NfdioYG/7VbsTGi6F/uGM+9mMHzVzJobmpAV2IrVteAuaVwx5xayGAhcx1NW2K4tryG7kQca7a/cU3Wpx6uTTXGIqJbV6QFBYAMgH4R2aaqLwN4E4DLEedgzLYVpydmMDI2DmvFRrwxhtHhQRzo64JtK06du4xjpy5kzx0f6sfQnbt8FRXFxijnh4Fp/0py3Nu2DT/1vd+CX3liIvQxP3D6Wbw9uQcPn53Ebdub8M437MWJM5Nlj2uyPvVwbaoxFhHd2qrxlscXALx14+t7ATxahRyMTC1ksi/QAGCt2BgZG8fUQgYT0+lsMeGcO3bqAiam04GNEUX/SsY4OLArW0yEPebBgV14+Ox6AXHort3ZYqLccU3Wpx6uTTXGIqJbWzUKik8DuEdE4gAGAHylnE4iclhEUiKSmp+fDzXBUmYXrewLtMNasTG3ZGE67X5uJm0FNkYU/SsZQwSRjZk7ViXjmqxPPVybaoxFRLe2yAsKVT0PoAfrv534go9+J1U1qarJ9vb2sNIrS2drHPHG/KWLN8bQ0RJHd2Kb67muRDywMaLobzJGVGPmjuV3XJP1qYdrU42xiOjWVq1dHp8H8CHU4dsdANDT1ozR4cG8H2yjw4PoaWtGX3crjg/15507PtSPvu5EYGNE0b+SMZ44dxnv/cG+SMZ84txlHNnXi3hjDJ95+hKO7u/1Na7J+tTDtanGWER0axNVjW4wkauqukNEdgM4pKoPi8jdAB70s8sjmUxqKpUKP+EinDvn55YsdLS47/KYSVvoSsTR150w2uXhNkYU/csd47kXM7h4JYPtObs85q+GO+bUQgZXMtfRWLDLw8+4JutTD9emGmMR0S3B9QWkKgVFwbG7UYcFBRER0S2q+gVFUFhQEBERVY1rQcG/lElERETGWFAQERGRMRYUREREZIwFBRERERljQUFERETGWFAQERGRMRYUREREZIwFBRERERljQUFERETGWFAQERGRMRYUREREZIwFBRERERljQUFERETGGsIMLiIK4I9U9Uc2HjcAmAbwlZyPK/8DAIOqen6jzQUAB1V1Kszc/LJtxdRCBrOLFjpb4+hpawaATcdsWzExncZ02kJ3Yhv6ulvR0BB+3VZufrGY64fEGfePiluesZhgddXOW/fbO1twKf1y0dy9YpU7ZjXUUi5ERLlCLSgAZAD0i8g2VX0ZwJsAXC5ocwnALwF4e8i5VMy2FacnZjAyNg5rxUa8MYbR4UE0NQju+9RXs8c+9o7X4V+vreDYqQvZY8eH+jF0565Qiwq3/D72jtdheVU35Xygr8v1B2s58/PqHxWvPL/vtR34/NdeyFv3972tH2N/9zxSz6ddc/eKVTi/cttVc/7VvCZERI4o3vL4AoC3bnx9L4BHC84/CaBPRF4bQS4VmVrIZF/EAcBasTEyNo7zl9J5x85fSmd/qDnHjp26gInpdOT5nb+Uds15aiFT8fy8+kfFM88XNq/7L3/uAt75nd/kmbtXrML5ldsuCrWUCxFRoSgKik8DuEdE4gAGAHyl4LwN4IMAfrFYEBE5LCIpEUnNz8+Hk6mH2UUr+yLusFZs2Jrfzla4tptJW5Hn55XL3NLmXMqdn1f/qHjlOeNx/OXl1bzHubl7xSqcX7ntolBLuRARFQq9oNi4N6IH67+d+IJHs08B+A4ReU2ROCdVNamqyfb29uATLaKzNY54Y/5SxRtjKPwt8xaBa7uuRDzy/Lxy6WjZnEu58/PqHxWvPLs9jm9rash7nJu7V6zC+ZXbLgq1lAsRUaGodnl8HsCHsPntDgCAqq4C+E0A74koH1962poxOjyYfTF33rse2J3IO3bH7gSOD/XnHTs+1I++7kTk+d2xO+Gas3OzZSXz8+ofFa8873jV5nV/39v68chf/7Nn7l6xCudXbrso1FIuRESFRFVLt6o0uMhVVd0hIrsBHFLVh0XkbgAP5uzySKrqfSLSBODrAFoAfHuxXR7JZFJTqVRoebtx7q6fW7LQ0ZK/CyL3mLPLYyZtoSsRR193ItJdHqXyK7XLo9L+UXHLM3eXh7Put3e24lL65aK5e8Uqd8xqqKVciOiW5fqiE0lBUXDsbrgUFBvnjgA4AeA1tVZQEBEREYBqFBRhYUFBRERUNa4FBf9SJhERERljQUFERETGWFAQERGRMRYUREREZIwFBRERERljQUFERETGWFAQERGRMRYUREREZIwFBRERERljQUFERETGWFAQERGRMRYUREREZIwFBRERERlrCHsAEVEAf6SqP7LxuAHANICvbHyEeSeA3wfwagCNAKZU9QfCzqsctq2YWshgdtFCZ2scPW3NALDpWCy2+YPXcvt2tMSxJQZMp4v3KTZuOe0XMtfRtCWGzPU1NG9twPLaGtqat5bsH7Zi8ynMfXnNRtOWGK4tr5U193LGMGkblGqMSUQUpdALCgAZAP0isk1VXwbwJgCXc86/D8CfqeoJABCRgQhyKsm2FacnZjAyNg5rxUa8MYbR4UE0NQju+9RX844d6OvK++Hg1vfo/l488uXn8dK1Zdc+pcYt1f4Dp5/F25N78PDZyWy/I/t68VjqIt5z4HbP/mErNh8Aebk/lrq4aQ7F5l7OGIX9/K5v2GvAooKIbhZRveXxBQBv3fj6XgCP5pzrBnDJeaCq5yPKqaiphUz2BwAAWCs2RsbGcf5SetOxqYVMyb4nzkzi0F27PfuUGrdU+4MDu7I/iJ1+D5+dxMGBXUX7h63YfApzd5tDObn7WTO/6xuEaoxJRBS1qAqKTwO4R0TiAAYAfCXn3McB/L6IfFFEfklEXuUWQEQOi0hKRFLz8/OhJzy7aGV/ADisFRu2YtOxuSWrrL4i3n1K9S3VXgSeYxbrH7Zi8ynM3WsOpXL3s2Z+1zcI1RiTiChqkRQUG7916MH6bye+UHDuTwF8E4DfBfCtAL4qIu0uMU6qalJVk+3tm04HrrM1jnhj/vLEG2Mo/A11vDGGjpZ4WX1VvfuU6ltOe68xi/UPW7H5uOXuZ+7ljGHSNijVGJOIKGpR7vL4PIAPIf/tDgCAql5R1U+p6n8C8HcAvifCvFz1tDVjdHgw7wfd6PAgBnYnNh1zbtYs1vfo/l48/swlzz6lxi3V/olzl3FkX29evyP7evHk+ctF+4et2HwKc3ebQzm5+1kzv+sbhGqMSUQUNVHV0q1MBhC5qqo7RGQ3gEOq+rCI3A3gwY1dHvsA/I2qXhORFgB/C+Cdqvp3XjGTyaSmUqlQ8wZu3Jk/t7S+UyN3l0fusWK7POaWLLTvWN/lMbNYvE+xcctpfyVzHY0bOyS2N23BypqNnTW0y8NtPoW5m+7yKGfN/K5vEKoxJhFRSFxfvCIrKAqO3Y0bBcW7Afw4gFWs/8bkE6r6m8ViRlVQEBER0SbVKSjCwIKCiIioalwLCv6lTCIiIjLGgoKIiIiMsaAgIiIiYywoiIiIyBgLCiIiIjLGgoKIiIiMsaAgIiIiYywoiIiIyBgLCiIiIjLGgoKIiIiMsaAgIiIiYywoiIiIyFioBYWIqIj8z5zHDSIyLyJP5hwbEpHzIvKsiHxNRIbCzImIiIiC1xBy/AyAfhHZpqovA3gTgMvOSRG5E8CHALxJVZ8TkdcA+DMR+WdVPR9ybkZsWzG1kMHsooXO1jh62poRi0nRNntu246LL13b1KecWFHlHHSMMMe0bcVzL2bw/JUMmpsa0Nm6FXt2hrN2fvIKq1+YOUWZ482Oa0e3qrALCgD4AoC3AvhjAPcCeBTAd2+cexDAr6nqcwCwUVS8H8C7AfynCHKriG0rTk/MYGRsHNaKjXhjDKPDgzjQ15V94Shss7dtG+7f14tjpy7k9Xnz7Z146tnZorGiyjnoGGGO6bZuR/f3ordzB/a9tjP0F/BK5xbEmoQdO8wcb3ZcO7qVRXEPxacB3CMicQADAL6Sc64PwNMF7VMbx2vW1EIm+4IBANaKjZGxcUwtZDzbHBzYlS0mcvtMTKdLxooq56BjhDmm27qdODOJ85fSga+dn7xKjR3EmoQdO8wcb3ZcO7qVhV5QbLx10YP13058odI4InJYRFIikpqfnw8qvYrMLlrZFwyHtWJjbsnybCMC1z7T6dKxoso56Bhhjum1brYi8LXzk1epsYNYk7Bjh5njzY5rR7eyqHZ5fB7r90o8WnD86wBeX3Ds9QAmCgOo6klVTapqsr29PZwsy9TZGke8MX/p4o0xdLTES7YpfNydKB0rqpyDjhHmmF7rFhMEvnZ+8io1dhBrEnbsMHO82XHt6FYWVUHxBwB+RVW/VnD8QwB+QUR6AGDj318E8JsR5VWRnrZmjA4PZl84nPdJe9qaPds8ce4yjg/1b+rT150oGSuqnIOOEeaYbut2dH8vBnYnAl87P3mVGjuINQk7dpg53uy4dnQrE1UNL7jIVVXdUXDsbgAPqurBjceHAPwKgEYAKwDeq6qPF4ubTCY1lUqFknO5nDu555YsdLQU3+XhtHF2eRT2KSdWVDkHHSPMMZ1dHhevZLC9irs8/M4tzOsdVOyonpM3I64d3QJcn9ChFhRhqYWCgoiI6BblWlDwL2USERGRMRYUREREZIwFBRERERljQUFERETGWFAQERGRMRYUREREZIwFBRERERljQUFERETGWFAQERGRMRYUREREZIwFBRERERljQUFERETGWFAQERGRsYawBxARBfBHqvojG48bAEwD+AqAzwA4utH02wB8A8AagNOq+vNh51Yp52Ozn7+SQXPOx2YDwNRCBrOLFroTcazZwNyShc7WcD6ienaxdOzCts5HqFfSt5ofw+y15k4+ublWuvaVzrda61RL14eIKPSCAkAGQL+IbFPVlwG8CcBlAFDVTwD4BACIyBSAN6rqixHkVDHbVpyemMHI2DisFRvxxhiO7u9Fb+cOAMB9n/oqbtvehHe+YS9OnJnMthkdHsSBvi7jF3y38b1iF7bd27YN9+/rxbFTF3z3DXIOfhVb832v7QSA7PlK177S+VZrnWrp+hARAdG95fEFAG/d+PpeAI9GNG7gphYy2RdxALBWbJw4M4nzl9I4fykNa8XGobt2Z3+gOW1GxsYxtZAJZXyv2IVtDw7syhYTfvsGOQe/iq351EIm73yla1/pfKu1TrV0fYiIgOgKik8DuEdE4gAGsP52hy8iclhEUiKSmp+fDzzBcs0uWtkXcYe1YsNWwNb1xyJwbTO3ZIU2vlvswrZ+8vIzTtiKrfnckpV3vtK1r3S+1VqnWro+RERARAWFqp4H0IP13058ocIYJ1U1qarJ9vb2INPzpbM1jnhj/rLFG2OICZD7m2a3Nh0t8dDGd4vt1dakbxBz8KvYmne0xDedryTvSudbrXWqpetDRASUWVCIyHYR+W8i8rsbj3tF5KDPsT4P4EOo47c7AKCnrRmjw4PZF3Pn/fyB3QkM7E4g3hjDZ56+hKP7e/PajA4PoqetOZTxvWIXtn3i3GUcH+qvqG+Qc/Cr2Jr3tDXnna907Sudb7XWqZauDxERAIiqlm4k8hiApwG8U1X7RWQ7gL9W1cEy+l5V1R0ishvAIVV9WETuBvCgqh7MaTcFIFnOTZnJZFJTqVTJvMPi7Di4eCWD7S67POaWLHS1ru80mL9qoaMlnF0ec0ulYxe2dXZ5VNK3FnZ5FK554S4Pk7WvdL7VWqdauj5EdEtxfaEpt6BIqWpSRL6qqq/bOHZOVe8so+9VVd1RcOxu1HFBQUREdAtzLSjK3Ta6LCLbACgAiMg3A7heTsfCYmLj2J8D+POCYz1l5kJEREQ1ptyC4iEApwG8WkT+CMC/B/DjYSVFRERE9aWsgkJVnxKRpwF8B9Z/1XG01v8AFREREUWn3F0eZ1R1QVX/RFWfVNUXReRM2MkRERFRfSj6G4qNP0S1HcArReQ23LgRoxXArpBzIyIiojpR6i2PnwTwMwBehfVto05BsQjgY+GlRURERPWkaEGhqicAnBCR+1X1oxHlRERERHWm3JsyPyoi/Vj/iPF4zvFHwkqMiIiI6kdZBYWIvBfA3VgvKL4A4C0A/hIACwoiIiIq+8PB/l8A+wHMqOqPA7gTQCK0rIiIiKiulFtQvKyqNoBVEWkFMAfg1eGlRURERPWk3L+UmRKRVwD4Xazv9rgK4MthJUVERET1pdybMn9648vfEZHTAFpV9Xx4aREREVE9KfsvZTpfq+qUqp7nX8okIiIiRyR/KVNEFMCoqv7sxuMHAexQ1YdE5CEA/wXAfE6Xu1X1X8uNHzXbVkwtZDC7aGF7UwOW19bQ1rwVPW3NiMVcP9XVtW9na7ysPm4xLl7JYHbxOjLLq9i7sxmveeWNOOWO4bRbyFxH05YYri2vVZxTFErNy20+HS1xbIkB02kL3Yk41mxgbqnytQ8y31qLS0RkopK/lKkAlgD4+UNX1wEcEpH3e3yo2IdV9UM+4lWNbStOT8xgZGwc1oqNeGMMR/b14rHURbznwO040Nfl+eLu1nd0eLBoH7cYZ78xi8nZqzhxZnJTHABljeHk8oHTz+LtyT14+OzmWLX0Q6rU2hWbz9H9vfjfX5vGW+7odl2zMOYZxLWOMi4Rkamib3mo6glVfQ2AXwUwuPH1JwD8M/zdlLkK4CSABypNtFZMLWSyL+YAYK3YePjsJA4O7MLI2DimFjK++pbq4xbj/KV09gdjYZxyx3DaHRzYlf3hW2lOUSg1r2LzOXFmEv/5e77Zc82qkW+txSUiMlX236FQ1UUR+S4A+wD8HoDf9jnWxwH8sIi4/f2KB0RkfOO/L7p1FpHDIpISkdT8/Lxbk0jMLlrZF3OHtWJDZP3fuSXLd99ifdxi2ArPOOWO4bRz8jbJKQql5lVqPi9fX410nkFc6yjjEhGZKregWNv4960AfldV/wRAk5+BVHUR639Z84jL6Q+r6uDGf2/06H9SVZOqmmxvb/czdKA6W+OIN+YvW7wxBtX1fzta4h49vfsW6+MWY4vAM065Y+S2M80pCqXmVWo+27c2RDrPIK51lHGJiEyVW1BcFpH/DuDtAL4gIlt99M31EQDvAtBcQd+a0NPWjNHhwbwfXkf29eLJ85cxOjyInjbvqbn1LdXHLcYduxM4ur/XNU65Yzjtnjh3GUf2uceqJaXmVWw+R/f34nf/4p8816wa+dZaXCIiU6KqpRuJbAdwAMDXVHVSRLoB3KGqT5U1iMhVVd2x8fUHAdwD4A9ydnlc9XNTZjKZ1FQqVW7zwOXv8tiClTUbO33u8phbstDRYr7L49ryKvZ47PIoNYbT7krmOhrraJeH17zc5uPs8phZtNDVur7LY/5q5WsfZL61FpeIqEyuLzhlFRTGI+cXFJ0AngPwwSLbRodUdcorXrULCiIioluYa0FR7p/eNuIUExtfz2L9b1s4jx8C8FAUeRAREVE4KrkPgoiIiCgPCwoiIiIyxoKCiIiIjLGgICIiImMsKIiIiMgYCwoiIiIyxoKCiIiIjLGgICIiImMsKIiIiMgYCwoiIiIyxoKCiIiIjLGgICIiImORFBQioiLymzmPHxSRh0Tke0XkywVtG0RkVkReFUVuREREZC6STxsFcB3AIRF5v6q+mHP8SwB2i8heVX1+49j3AZhQ1Rciyo3qmG0rphYymF200NESx5YYMJ220NkaR09bM2Ix10/ZzetXqq1JnyD7m/A7djVzrbZanbtJXrU6p7DcavOtFVEVFKsATgJ4AMAvOQdV1RaRMQD3APjAxuF7ADwaUV5Ux2xbcXpiBiNj47BWbMQbYzi6vxePfPl5vHRtGaPDgzjQ17XphcStn1dbkz5B9jfhd+xq5lpttTp3k7xqdU5hudXmW0uivIfi4wB+WEQSBccfxXoRARHZCuAHAHwmwryoTk0tZLIvGgBgrdg4cWYSh+7aDWvFxsjYOKYWMmX182pr0ifI/ib8jl3NXKutVudukletzikst9p8a0lkBYWqLgJ4BMCRguMpADtE5LUA3gLgK6p6pbC/iBwWkZSIpObn5yPJmWrb7KKVfdFwWCs2RG58Pbdkld3Pra1JnyD7m/A7djVzrbZanbtJXrU6p7DcavOtJVHv8vgIgHcBaC447vyWwvPtDlU9qapJVU22t7eHmiTVh87WOOKN+U/heGMMqje+7miJl93Pra1JnyD7m/A7djVzrbZanbtJXrU6p7DcavOtJZEWFBu/eRjDelGR61EAPwJgH4DPRZkT1a+etmaMDg9mXzyceygef+ZS9n3TnrbC2tW9n1dbkz5B9jfhd+xq5lpttTp3k7xqdU5hudXmW0tEnf+dC3MQkauqumPj604AzwH4oKo+lNNmHMDfq+o9peIlk0lNpVIhZUv1xLmbe27JQvuO9V0eMxs7PsrZ5TG3VLqtSZ8g+5vwO3Y1c622Wp27SV61Oqew3GrzrQLXxYykoAgaCwoiIqKqcS0o+JcyiYiIyBgLCiIiIjLGgoKIiIiMsaAgIiIiYywoiIiIyBgLCiIiIjLGgoKIiIiMsaAgIiIiYywoiIiIyBgLCiIiIjLGgoKIiIiMsaAgIiIiYywoiIiIyFhDNQYVEQUwqqo/u/H4QQA7VPUhEXkIwFVV/VA1cvPifBzu7KKFztb1j8MFsOlYJR+R6xa71MduRzlmJf2DyjOM3P3E707EsWYDc0vhjOU3n8IcbFtx8UoGs4vXkVlexd6dzXjNK+vno5rDvpZExfD5F6yqFBQArgM4JCLvV9UXq5RD2WxbcXpiBiNj47BWbMQbY/jYO16H5VXNOzY6PIgDfV2+fzAXxvaK46dtUGNW0j+oPMPI3U/827Y34Z1v2IsTZyZDGctvPoU5AMDZb8xicvZqVXOsVNjXkqgYPv+CV623PFYBnATwQJXG92VqIZN90gGAtWLj/KX0pmMjY+OYWsgYx/aK46dtUGNW0j+oPMPI3U/8Q3ftzv6gDmMsv/kU5jC1kMH5S+mq51ipsK8lUTF8/gWvmvdQfBzAD4tIopzGInJYRFIikpqfnw85tXyzi1b2SeewFZuOWSs25pYs49hecfy0DWrMSvoHlWclYwcZXySYaxxUPoU5zC5agT0PqyHsa0lUDJ9/wataQaGqiwAeAXCkzPYnVTWpqsn29vZwkyvQ2RpHvDF/qbYINh2LN8bQ0RI3ju0Vx0/boMaspH9QeVYydtDxwxyrknxyc+hsjQf2PKyGsK8lUTF8/gWv2rs8PgLgXQCaq5xHUT1tzRgdHsw++eKNMdyxO7Hp2OjwYPZmTZPYXnH8tA1qzEr6B5VnGLn7if+Zpy/h6P7e0Mbym09hDj1tzbhjd6LqOVYq7GtJVAyff8ETVY1+UJGrqrpj4+sPArgHwB+Uu8sjmUxqKpWKJtkNzt3Ac0sWOlryd3nkHjPZcVFOHD9tgxqzkv5B5RlG7n7id7Wu7/KYvxrOWH7zKcwhd5fHteVV7KnTXR5hXUuiYvj8q5jrItVCQdEJ4DkAH9woKI4DmFXVj3r1r0ZBQURERAA8CoqqbBt1iomNr2cBbM853QfgryNPioiIiCpW7Xso8ojI1wDYAJ6qdi5ERERUvmr9YStXqnpHtXMgIiIi/2rqNxRERERUn1hQEBERkTEWFERERGSMBQUREREZY0FBRERExlhQEBERkTEWFERERGSMBQUREREZY0FBRERExlhQEBERkTEWFERERGQs1M/yEBEFMKqqP7vx+EEAOzY+pvwhAO8F0Kuq/7hx/mcAfBjAv1XVuv18cttWTC1kMLtoobM1jp62ZsRi4nkOAC5eyWB28Toyy6vYu7MZr3nljT7VzNdPGwBYXbUxMZ3GdNpC+46tiMWAxLYmz/Zh5l5uzrmxnnsxg+evZNDc1IDO1q3Ys7N0Hz9jEN2q+L1y8wv7w8GuAzgkIu9X1Rddzn8NwD0Ajm88/iEAEyHnFCrbVpyemMHI2DisFRvxxhhGhwdxoK8LAFzPNW+N4esvLOHEmclNfcL+hiuWb+4P5lJtgPVi4tS5yzh26kK23XsP9uEzz1zET3zXNwc+n0rW2isHt1hH9/eit3MH9r22s+w+UV03onrC75VbQ9hveawCOAngAY/zpwC8DQBE5JsBpAG4FR51Y2ohk/2mAQBrxcbI2DimFjKe55ZeXssWE4V9qpmvnzYAMDGdzhYTTrtfeXIC7/zObwplPpWstVcObu1PnJnE+UtpX32ium5E9YTfK7eGKO6h+DiAHxaRhMu5RQD/IiL9WP9NxWNeQUTksIikRCQ1Pz8fUqrmZhet7DeNw1qxMbdkeZ7LLK969qlmvn7aAMB02r3dyxvzC3o+lay1Vw5e7W2F7z5RXDeiesLvlVtD6AWFqi4CeATAEY8mn8Z6MTEE4LNF4pxU1aSqJtvb2wPPMyidrXHEG/OXNd4YQ0dL3PNcc1ODZ59q5uunDQB0J7a5ttu2Mb+g51PJWnvl4NU+JvDdJ4rrRlRP+L1ya4hql8dHALwLQLPLuScB/CcAFzeKj7rW09aM0eHB7DeP815hT1uz57mWbVtwdH+va59q5uunDQD0dbfi+FB/Xrv3HuzDI3/9z6HMp5K19srBrf3R/b0Y2J3w1Seq60ZUT/i9cmsQVQ0vuMhVVd2x8fUHsf6biD/I2eVxVVU/JCL3APgHVX1GRP4cwIPFdnkkk0lNpWp3E4hzN/PckoWOFvedB7nngBu7PK4tr2JPlXZ5uOXrpw2Qv8vjlTu2oiEGtEawy6PctS5nl8fFKxls97nLo9wxiG5V/F65qbheuCgLik4AzwH4YGFBUdDnz1HnBQUREdFNzLWgCHXbqFNMbHw9C2B7zuOHPPrcHWZOREREFDz+pUwiIiIyxoKCiIiIjLGgICIiImMsKIiIiMgYCwoiIiIyxoKCiIiIjLGgICIiImMsKIiIiMgYCwoiIiIyxoKCiIiIjLGgICIiImMsKIiIiMgYCwoiIiIyFuqnjTpERAGMqurPbjx+EMAOAH8F4H0AvlNVVUS2AEgB+K+q+tdR5FaKbSumFjKYXbTQ2RpHT1szYjHXT24t2gdA2XEqGbNeeM2t8Pie27bj4kvXMLtooWPHVry8uoa5JQut8SYsr9roSkS/LrVyXXLzeNUr4vjXzAqmFy10J7ahr7sVDQ3R/n9CrawLEVVXJAUFgOsADonI+1X1Reegqv6ZiLwLwLsA/B6A+wGkaqmYOD0xg5GxcVgrNuKNMYwOD+JAX1fRYsCtT1OD4L5PfbVknErGrBdec3vz7Z146tnZvOPHh/rx0bOTeH7hZcQbY/jFt3wrXl6x8eH/U3oNo8w96uuSm8e/6diBe799L37liYm8dRu6c1dkRUWtrAsRVV9U/yuzCuAkgAdczj0A4BdEpA/AfQDeE1FOJU0tZLIvlABgrdgYGRvH1ELGd5/zl9JlxalkzHrhNbeJ6fSm48dOXcDBgV3Zxy9mlvHh//MPVVuXWrkuuXn85+/55mwx4eR07NQFTEynq5KPk8PN8nwlIn+i/N3oxwH8sIgkcg+q6jSAjwD4MoDjqnrFrbOIHBaRlIik5ufnQ08WAGYXrewLpcNasTG3ZPnuYys2HXOLU8mY9cJrbtNp9+OS8z+4tqKq61Ir1yU3j5evr7rmNJOOLqdaWRciqr7ICgpVXQTwCIAjLqc/DmCLqn6ySP+TqppU1WR7e3tIWebrbI0j3pi/RPHGGDpa4r77FP721ytOJWPWC6+5dSe2uR7XnCJsi6Cq61Ir1yU3j+1bG1xz6kpEl1OtrAsRVV/Uuzw+gvX7JZpzD6qqDUDdOlRTT1szRocHsy+YzvvDzk2WfvoM7E6UFaeSMeuF19z6uls3HT8+1I8nz1/OPm5rbsID3/dvqrYutXJdcvP43b/4J7z3B/s2rVtfd6JElHDycXK4WZ6vROSPqIb/c1xErqrqjo2vPwjgHgB/oKoPubUpJZlMaiqVCiXXQs4d7HNLFjpa/O3yyO0DoOw4lYxZL7zmVnjc2eUxt2Thlc1bYa2uYX7JQku8CStrdlV2E9TKdcnNozuxvstjZtFCVyKOvu5E1XZ5VHtdiCgyrt/g1SgoOgE8B+CD9VBQEBERUR7XgiKSbaO5hYKqzgLYXqwNERER1Rf+pUwiIiIyxoKCiIiIjLGgICIiImMsKIiIiMgYCwoiIiIyxoKCiIiIjLGgICIiImMsKIiIiMgYCwoiIiIyxoKCiIiIjLGgICIiImMsKIiIiMhYJAWFiKiI/GbO4wdF5KGcx+8UkQsi8jUR+aqIPBhFXkRERBSMSD5tFMB1AIdE5P2q+mLuCRF5C4CfAfBmVX1BRLYCeGdEeVEdsW3F1EIGs4sWOlvj2HPbdlx86RpmFy1sb2rA8toa2pq3oqetGbGYbGrvHC8ndiUxwp5vT1szAODilQxmF68js7yKvTub8ZpXRpNTNdfCJKcgngdh5ke1idfOv6gKilUAJwE8AOCXCs79AoAHVfUFAFDV6wB+N6K8qE7YtuL0xAxGxsZhrdjY27YN9+/rxbFTF2Ct2Ig3xnBkXy8eS13Eew7cjjff3omnnp3Nto83xjA6PIgDfV2uP3ByYztt/cQIe77O2M1bY/j6C0s4cWYy0py88oliLUxy8pN30HOsxTWj8vDaVSbKeyg+DuCHRSRRcLwfwNMR5kF1aGohk/3mBoCDA7uyxQQAWCs2Hj47iYMDuzAyNo6J6XRee2vFxsjYOKYWMiVjO239xAh7vs7YSy+vZYuJKHPyyieKtTDJyU/eQc+xFteMysNrV5nICgpVXQTwCIAjlfQXkcMikhKR1Pz8fLDJUc2bXbSy39wAIIK8x8D6Y+f4dNpyPT+3ZJWM7bT1EyNoXjllllerkpNXPlGshZdycvKTd9BzrMU1o/Lw2lUm6l0eHwHwLgDNOccmALy+VEdVPamqSVVNtre3h5Qe1arO1jjijflPV7fHquv/die2uZ7vaImXHbs74X7cLUbQvHJqbmqoSk5e+USxFl7KyclP3kHPsRbXjMrDa1eZSAsKVb0CYAzrRYXj/QB+Q0S6AEBEmkTkP0eZF9W+nrZmjA4PZr/Jnzh3GceH+rOPnXsonjx/GaPDg+jrbs1r77wH6tzYWCy207avO1F2jLDn64zdsm0Lju7vjTwnr3yiWAuTnPzkHfQca3HNqDy8dpURVQ1/EJGrqrpj4+tOAM8B+KCqPrRx7McB/CwAAaAA/kBVR73iJZNJTaVSoedNtcW563puyUJHS+Eujy1YWbOx02WXh9O+nLv7C9v6iRH2fAt3eVxbXsWeKuzyqMZamOQUxPMgzPyoNvHaFeW6EJEUFEFjQUFERFQ1rgUF/1ImERERGWNBQURERMZYUBAREZExFhRERERkjAUFERERGWNBQURERMZYUBAREZExFhRERERkjAUFERERGWNBQURERMZYUBAREZExFhRERERkjAUFERERGWsIewARUQCjqvqzG48fBLBDVR8SkYcA/BcA8wCaAXwNwDFV/XrYefnlfJTt7OL6R9luiQHTaQudrTc+Vto57xxzPuo2t2/hOb9jF+vv1c7P+Ka5hmF11cbEdBoLmetojTdhedVGV6L8dcj9mPOg5lStdarF60NEBERQUAC4DuCQiLxfVV90Of9hVf0QAIjI2wGcFZE7VHU+gtzKYtuK0xMzGBkbh7ViI94Yw9H9vXjky8/jpWvLGB0eRFOD4L5PfTV7fnR4EAf6ugBgU1/nXDk/CNzGduvv1e7Nt3fiqWdnyxq/3LGitLpq49S5y/jo2Um8PbkHD5+d9LUOe9u24f59vTh26kJgc6rWOtXi9SEickTxlscqgJMAHijVUFUfA/AUgHeEnZQfUwuZ7Is4AFgrNk6cmcShu3bDWrExMjaO85fSeedHxsYxtZBx7eucq3Rst/5e7Sam02WPb5prGCam0zh26gIODuzKFhPFciucw8GBXdliolg/P6q1TrV4fYiIHFHdQ/FxAD8sIoky2j4D4FsLD4rIYRFJiUhqfj7aX17MLlrZF3GHtWJD5MbXtmLT+bkly7Pv3JJlNHZhf6920+nyxzfNNQxO/iKoaB3K7edHtdapFq8PEZEjkoJCVRcBPALgSBnNXX93q6onVTWpqsn29vZA8yulszWOeGP+UsUbY1C98XXhb5zjjTF0tMQ9+3a0xI3GLuzv1a47sa3s8U1zDUNu/ibrUKqfH9Vap1q8PkREjih3eXwEwLuwfvNlMa8D8Gzo2fjQ09aM0eHBvB9sR/f34vFnLmXfxx7Yncg7Pzo8iJ62Zte+zrlKx3br79Wur7u17PFNcw1DX3crjg/144lzl3FkX6/vdXji3GUcH+oPdE7VWqdavD5ERA5R1dKtTAYQuaqqOza+/iCAewD8Qc4uj6s5N2X+P1h/e6ToTZnJZFJTqVSoeRdy7q6fW7LQvmN9l8fMxo6P3F0ec0s3jhXu8nA753fsYv292vkZ3zTXMDi7PK5krqMl3oSVNbus3S7OHJxdHkHOqVrrVIvXh4huOa4vOlEXFJ0AngPwQY9toxcA/FKpbaPVKCiIiIgIgEdBEfq2UaeY2Ph6FsD2nMcPAXgo7ByIiIgoXPxLmURERGSMBQUREREZY0FBRERExlhQEBERkTEWFERERGSMBQUREREZY0FBRERExlhQEBERkTEWFERERGSMBQUREREZY0FBRERExlhQEBERkTEWFERERGQs9E8bFZHdAD4O4NuwXsA8CeDdAL4TwIOqejCn7ScBPKmqfxx2XtVi24qphQxmFy10tsbR09aMWEyKttlz23ZcfOla0T5h5VKLlpfXcP6FNGYWLXS3xnHHqxJoaIiVPZeg5u0nTr2udaVKzbfS9aiXdayXPImCFGpBISIC4HEAv62qbxORLQBOAvhVAH8S5ti1yLYVpydmMDI2DmvFRrwxhtHhQRzo68q+2Li1OT7Uj4+encTzCy+79gkrl1q0vLyGU+dfwC9/7kI27/e9rR+7b9uKn/jk0yXnEtS8/cSp17WuVKn5Vroe9bKO9ZInUdDCfstjHwBLVT8BAKq6BuABAD8BYHvIY9ecqYVM9kUGAKwVGyNj45hayBRtc+zUBRwc2OXZJ6xcatH5F9LZYgJYz/uXP3cBq2soay5BzdtPnHpd60qVmm+l61Ev61gveRIFLeyCog/A07kHVHURwEUA3wLgu0Vk3PkPwH/wCiQih0UkJSKp+fn5MHMOzeyilX2RcVgrNuaWrJJtRLz7hJVLLZrxyPulayubjrnNJah5+4lTr2tdqVLzrXQ96mUd6yVPoqBV+6bML6nqoPMfgM97NVTVk6qaVNVke3t7dBkGqLM1jnhj/pLHG2PoaImXbKPq3SesXGpRt0fet21v3HTMbS5BzdtPnHpd60qVmm+l61Ev61gveRIFLeyC4usAXp97QERaAewB8I8hj11zetqaMTo8mH2xcd5b7WlrLtrm+FA/njx/2bNPWLnUojtelcD73tafl/f73taPhi0oay5BzdtPnHpd60qVmm+l61Ev61gveRIFTTT3f32DDr5+U+bfAXhYVR/ZuCnzdwAsAngCFe7ySCaTmkqlQss7TM7d33NLFjpaiu/ycNo4uzyK9Qkrl1rk7PJw7qAfyNnlUc5cgpq3nzj1utaVKjXfStejXtaxXvIkqpDrkznUggIAROTVAH4LwLdi/TciXwDwIIA34BYsKIiIiOpcdQqKMLCgICIiqhrXgqLaN2USERHRTYAFBRERERljQUFERETGWFAQERGRMRYUREREZIwFBRERERljQUFERETGWFAQERGRMRYUREREZIwFBRERERljQUFERETGWFAQERGRMRYUREREZKwhikFEZDeAjwP4NqwXMU8CeDeA70TOR5iLyHEASQBvU9XrUeRG0bBtxdRCBrOLFroTcazZwNyShc7WOHramhGLiWd7rzaVtDXNPYz4UY1BRBSm0AsKEREAjwP4bVV9m4hsAXASwK8C+JOcdscA/HsAP8Bi4uZi24rTEzMYGRvHbdub8M437MWJM5OwVmzEG2MYHR7Egb6u7A/Q3PZebdxil2prmnsY8aMag4gobFG85bEPgKWqnwAAVV0D8ACAnwCwHQBE5GcBvAXAD6rqyxHkRBGaWshkf1geumt3tpgAAGvFxsjYOKYWMq7tvdpU0tY09zDiRzUGEVHYoigo+gA8nXtAVRcBXATwLVj/rcRPAXiLql71CiIih0UkJSKp+fn5MPOlgM0uWtkfliLIfu2wVmzMLVmu7b3aVNLWNPcw4kc1BhFR2Grhpsx/BCAA3lSskaqeVNWkqibb29ujyYwC0dkaR7zxxlMt92vncUdL3LO9W5tK2lYi7PhRjUFEFLYoCoqvA3h97gERaQWwB+vFxCyAHwDwERF5YwT5UMR62poxOjyIeGMMn3n6Eo7u783+AHXuF+hpa3Zt79WmkramuYcRP6oxiIjCJqoa7gDrN2X+HYCHVfWRjZsyfwfAIoAnsLHLQ0T+LYBTAN6qquPFYiaTSU2lUqHmTcFydjHMLVnoal3f5TF/1UJHS/FdHnNL3m0qaWuaexjxoxqDiCggri9OoRcUACAirwbwWwC+Feu/FfkCgAcBvAH520bfDOD3ALxRVf/JKx4LCiIioqqpXkERNBYUREREVeNaUNTCTZlERERU51hQEBERkTEWFERERGSMBQUREREZY0FBRERExlhQEBERkTEWFERERGSMBQUREREZY0FBRERExlhQEBERkTEWFERERGSMBQUREREZa4hiEBHZDeDjAL4N60XMkwDeDeA7AXwOwHMA4gCeVNUHo8gpTM5HUc8uWuhs9f4o6mLtyo3hd0w/uXe0xLElBkynK4vpd34A8o7tuW07Lr50zXNOJnP209erbVBrXstuhTkSUTBCLyhERAA8DuC3VfVtIrIFwEkAvwrgTwB8SVUPisg2AF8Vkc+q6l+FnVdYbFtxemIGI2PjsFZsxBtjGB0exIG+rk0/DL3aASgrht8xK8n96P5ePPLl5/HStWVfMf3O72PveB2WVzXv2PGhfnz07CSeX3h505xM5uynr1fbN9/eiaeenTVe81oW1POKiG4NUbzlsQ+ApaqfAABVXQPwAICfALDdaaSqLwMYB7ArgpxCM7WQyb4AA4C1YmNkbBxTC5my25Ubw++YleR+4swkDt2123dMv/M7fym96dixUxdwcGCX65xM5uynr1fbienN+Vay5rUsqOcVEd0aoigo+gA8nXtAVRcBXATwLc4xEbkNQC+Av3ALIiKHRSQlIqn5+fkQ0zUzu2hlX4Ad1oqNuSWr7HblxvA7ZqW5i/iP6Xd+tqLo2IXjm8zZT1+vttPpYNa8lgX1vCKiW0Mt3JT53SJyDsBlAH+qqjNujVT1pKomVTXZ3t4ebYY+dLbGEW/MX9Z4YwwdLfGy25Ubw++Yleau6j+m3/ltERQdu3B8kzn76evVtjuxLZA1r2VBPa+I6NYQRUHxdQCvzz0gIq0A9gD4R6zfQ3En1n+T8S4RGYwgp9D0tDVjdHgw+0LsvO/s3HRYTrtyY/gds5Lcj+7vxePPXPId0+/87tid2HTs+FA/njx/2XVOJnP209erbV93ayBrXsuCel4R0a1BNPd/AcMYYP2mzL8D8LCqPrJxU+bvAFgE8ASAB1X14EbbBwD8O1W9t1jMZDKpqVQq1LxNOHfGzy2t75QotcvDrV25MfyO6Sf39h3ruzxmFiuL6Xd+APKOObs8vOZkMmc/fb3aBrXmtexWmCMR+eb6IhB6QQEAIvJqAL8F4Fux/luRLwB4EMAbkF9QbMP6by3+vapOecWr9YKCiIjoJuZaUETydyhU9V8A/KDLqT/f+M9p9zLqfJcHERHRragWbsokIiKiOseCgoiIiIyxoCAiIiJjLCiIiIjIGAsKIiIiMsaCgoiIiIyxoCAiIiJjLCiIiIjIGAsKIiIiMsaCgoiIiIyxoCAiIiJjLCiIiIjIGAsKIiIiMhbJp406RGQNwNc2xn0WwI+q6jURaQAwDeD3VfXno8ypFqyu2piYTmM6baE7sQ193a2IxQRTCxnMLlrobI2jp60ZsZjrJ8bmsW2tqF+5wo7vd5zcdtubGrC8toa25q2B5uWMsZC5jqYtMVxbXsvLKao1qZTf/Gp9PuUqdd2IKFiRFhQAXlbVQQAQkT8C8FMARgG8CcA/APghEfkFVdWI86qa1VUbp85dxrFTF2Ct2Ig3xnB8qB/tLU34yf/xTPbY6PAgDvR1lfxBcHpiBiNj4776lSvs+H7HcWt3ZF8vHktdxHsO3B5IXs4YHzj9LN6e3IOHz07m5fTm2zvx1LOzoa+Jaf7l5hfVNQ5bqetWb/MhqgfVfMvjSwC+ZePrewGcAHARwBuqllEVTEyns8UEAFgrNo6duoCll9fyjo2MjWNqIVM01tRCJvuDwE+/coUd3+84bu0ePjuJgwO7AsvLGePgwK7sD6XcnCam05GsSaX8XrOornHYSl23epsPUT2oSkGx8RbHWwB8TUTiAL4PwBMAHsV6ceHW57CIpEQkNT8/H12yIZtOW9kXO4e1YiOzvLrp2NySVTTW7KJ7rFL9yhV2fL/jeLUTCS4vZwwnZuFYXtcv6DWplN9rFtU1Dlup61Zv8yGqB1EXFNtEZBxACuu/jfh9AAcBfFFVXwbwGQBDIrKlsKOqnlTVpKom29vbo8w5VN2JbYg35l+GeGMMzU0Nm451tMSLxupsjbvGKtWvXGHH9zuOVzvV4PLKHcNtrO5ENGtSKb/XLKprHLZS163e5kNUD6IuKF5W1cGN/+5X1WWs/0bi+0RkCsDTANoA7Is4r6rp627F8aH+vBe/40P9aNm2Je/Y6PAgetqai8bqaWvG6PCg737lCju+33Hc2h3Z14snz18OLC9njCfOXcaRfb2bcurrTkSyJpXye82iusZhK3Xd6m0+RPVAorz/UUSuquqOnMetAP4RwKtV9frGsR8H8N2q+hNecZLJpKZSqdDzjYqzy2MmbaErEUdfdyK7y2NuyUJHi/9dHn77lSvs+H7Hyd/lsQUrazZ2hrTL40rmOhqL7PIIe00q5Te/Wp9PuUpdNyKqmOs3ULULih8F8BZVvSfn2E4A3wCw2ykyCt1sBQUREVEdcS0oIt02mltMbDz+QwB/WHDsCoCb5yYJIiKiWwD/UiYREREZY0FBRERExlhQEBERkTEWFERERGSMBQUREREZY0FBRERExlhQEBERkTEWFERERGSMBQUREREZY0FBRERExlhQEBERkTEWFERERGSMBQUREREZi+zTRkXklwC8A8AaABvATwL4AIBuANcBNAH4PwCOqeq/RpWXX7atmFrIYHbRwvamBiyvraGteSt62poBIHuuszWOnrZmxGLi2tftfDljBtnPthUXr2Qwu3gdmeVV7N3ZjNe8srzYYSt3zqurNr4+ncYLaQut2xrQ3boNez3aVrqOQeUatGqNS0TkJpKCQkTeAOAggLtU9bqIvBLrBQQA/LCqpkSkCcD7AXwOwPdGkZdftq04PTGDkbFxWCs24o0xHNnXi8dSF/GeA7ejqUFw36e+mj03OjyIA31diMXEtW/ueT9jBtHPthVnvzGLydmrOHFm0lfssJU759VVG6fOXcaxUxey7Y7u70Vv5w7se23npuKpknUMKtegVWtcIiIvUb3l0Q3gRVW9DgCq+qKqvpDbQFWXAfwcgD0icmdEefkytZDJvoADgLVi4+Gzkzg4sAsjY+M4fymdd25kbBxTCxnPvrnn/YwZRL+phQzOX0pniwk/scNW7pwnptPZYsJpd+LMJM5fSm9qW+k6BpVr0Ko1LhGRl6gKiqcAvFpE/kFEfktEXH8DoaprAM4B+NbCcyJyWERSIpKan58POV13s4tW9gXcYa3YEFn/11ZsOje3ZBXt65z3O6Zpv9lFC7aiothhK3fO02n3drZiU9tK1zGoXINWrXGJiLxEUlCo6lUArwdwGMA8gMdE5Mc8mrv+vlZVT6pqUlWT7e3t4SRaQmdrHPHG/CWLN8aguv5v4W+a440xdLTEi/Z1zvsd07RfZ2scWwQVxQ5buXPuTmxzbRcTbGpb6ToGlWvQqjUuEZGXyHZ5qOqaqv65qr4XwH0A/p/CNiKyBcAdAJ6NKi8/etqaMTo8mH0hd+6hePL8ZYwOD2JgdyLv3OjwYPZmTbe+uef9jBlEv562ZtyxO4Gj+3t9xw5buXPu627F8aH+vHZH9/diYHdiU9tK1zGoXINWrXGJiLyIqpZuZTqIyGsB2Ko6ufH4OIBXAOgH8ODGTZmNAH4VwLeratGbMpPJpKZSqZCzdpe/y2MLVtZs7CzY5TG3ZKGjxXuXh9f5UmMG3S93l8e15VXsqcFdHqXm7OzymE5fx474FrwqUXqXh991DCrXoFVrXCK65bm+0ERVULwewEexXkSsAvhHrL/98ce4sW10K9a3jf5SqW2j1SwoiIiIbnGuBUUk20ZV9WkA3+ly6u4oxiciIqJw8S9lEhERkTEWFERERGSMBQUREREZY0FBRERExlhQEBERkTEWFERERGSMBQUREREZY0FBRERExlhQEBERkTEWFERERGSMBQUREREZY0FBRERExkIvKESkTUTGN/6bEZHLOY9VRH4zp+2DIvJQ2DkRERFRsEL/tFFVXQAwCAAbxcJVVf3QxmMLwCEReb+qvhh2LlS7bFsxtZDB7KKF7U0NWF5bQ1vzVvS0NSMWk7x2F69kMLt4HZnlVezd2Yy9O7fj4kvXMLtoobM1vqmP1zil2pabb2GcSsaIIq8wxzVhmkMtzCEoq6s2JqbTmE5b6E5sQ193Kxoa+Itkqg+RfHx5EasATgJ4AMAvVTkXqhLbVpyemMHI2DisFRvxxhiO7OvFY6mLeM+B23GgrwuxmMC2FWe/MYvJ2as4cWYy2/b4UD8+enYSzy+8jHhjDKPDg9k+pcbxaus3XycOAN9jRJGXW5ygxjVhmkMtzCEoq6s2Tp27jGOnLuQ9t4fu3MWigupCLTxLPw7gh0UkUe1EqDqmFjLZHwgAYK3YePjsJA4O7MLI2DimFjLZducvpbPFhNP22KkLODiwK/s4t0+pcbza+s3XiVPJGFHkFea4JkxzqIU5BGViOp0tJoAbz+2J6XSVMyMqT9ULClVdBPAIgCPF2onIYRFJiUhqfn4+muQoErOLVvZF1GGt2BBZ/3duycq2sxWebXMfO33KGcetbSX5zi1ZFY0RRV5hjmvCNIdamENQptPuc5lJ199c6NZU9YJiw0cAvAtAs1cDVT2pqklVTba3t0eWGIWvszWOeGP+UzHeGIPq+r8dLfFsuy0Cz7a5j50+5Yzj1raSfDta4hWNEUVeYY5rwjSHWphDULoT21zn0pWov7nQrakmCgpVvQJgDOtFBd1ietqaMTo8mH0xde6hePL8ZYwOD6KnrTnb7o7dCRzd35vX9vhQP548fzn7OLdPqXG82vrN14lTyRhR5BXmuCZMc6iFOQSlr7sVx4f6Nz23+7r5bjDVB9Hc/7ULe7DNuzyuquqOja87ATwH4IOq+lCxOMlkUlOpVMjZUpTyd3lswcqajZ0ldnlcW17FnpxdHnNLFjpaytvlUU7bcvJ1i1PJGFHkFea4JkxzqIU5BMXZ5TGTttCViKOvO8EbMqkWuX6DRVpQBIUFBRERUdW4FhQsfYmIiMgYCwoiIiIyxoKCiIiIjLGgICIiImMsKIiIiMgYCwoiIiIyxoKCiIiIjLGgICIiImMsKIiIiMgYCwoiIiIyxoKCiIiIjLGgICIiImMsKIiIiMhYQxSDiEgbgDMbD7sArAGYB9CC9aLm9ap6RURuA/AMgDeq6lQUuZUr9+O1O1tvfERy7vHuRByqwNzSdWSWV7F3ZzNe88rgP0q5MJc9t61/fHdhbrntn3sxg+evZNDc1IDO1q3Ys9MsL6/1CEqx9a50LmHnXCvjV3ueRHRriqSgUNUFAIMAICIPAbiqqh/aePxzAH4dwOGNf0/WYjFxemIGI2PjsFZsxBtjGB0exJtv78RTz85iZGwct21vwv/3vd+EzPIaTpyZzGt3oK8rsBf0wlz2tm3D/ft6cezUBdcx3XI/ur8XvZ07sO+1nRXl5bUeQc2znPX2O5ewc650TkGPX+15EtGtqxbe8vgwgO8QkZ8B8F0APlTddDabWshkX6ABwFqxMTI2jonpdPb4obt248XMcraYyG03tZAJLZeDA7uyxYTbmG65nzgzifOX0hXn5bUeQc2znPX2O5ewcy4lqvGrPU8iunVVvaBQ1RUA78Z6YfEzG483EZHDIpISkdT8/HykOc4uWtkXaIe1YmM6feO4CGArXNvNLVmh5SJSfEyv3G1FxXl5xQxqnuWsd+7xcuYSds6lRDV+tedJRLeuqhcUG94CYBpAv1cDVT2pqklVTba3t0eXGYDO1jjijflLFW+MoTuRf3yLwLVdR0s89Fy8xvRqHxNUnJdXzKDm6b3e2yqeS9g5lxLV+NWeJxHduqpeUIjIIIA3AfgOAA+ISHd1M9qsp60Zo8OD2Rdq533pvu5E9vhnnr6EtuYmHN3fu6ldT1tzaLk8ce4yjg/1e47plvvR/b0Y2J2oOC+v9Qhqnt7r3VrxXMLOuZSoxq/2PIno1iWqGu2AOTdliogA+GsAv6yqfyYi9wP4DlX94WIxksmkplKpCLK9wblzfm7JQkfL5l0ec0sWulpv7PK4tryKPSHv8nBycXZ5FOaW2/65FzO4eCWD7QHv8vAa01Sx9a50LmHnXCvjV3ueRHTTc31BqXZBcRjAflV9+8a5LQD+DsADqvp/vWJUo6AgIiIiALVSUASBBQUREVHVuBYUVb+HgoiIiOofCwoiIiIyxoKCiIiIjLGgICIiImMsKIiIiMgYCwoiIiIyxoKCiIiIjLGgICIiImMsKIiIiMgYCwoiIiIyxoKCiIiIjLGgICIiImMsKIiIiMhYQxSDiEgPgCdVtT/n2EMA3g1gEkATgNcA+MbG6eOq+sdR5FYp21ZMLWQwu2ihszWOnrZmxGKC1VUbE9NpTKctvOoV29CytQEzBW2qlWd3Io41G5hb8p9PUHG8Yna0xLElBkynzdfK69oUOw+gaJ8w8girLxFRNURSUBTxXlX9UE7BMVjlfMpi24rTEzMYGRuHtWIj3hjD6PAgvu+1Hfj8117AsVMXsseP7u/FI19+Hi9dW8bo8CAO9HVF9oMhN8/btjfhnW/YixNnJvNyLiefoOJ4xQxyrbyujRPL63xTg+C+T33VaE5+8girLxFRtfAtjwpMLWSyL/YAYK3YGBkbx/kX0tliwjl+4swkDt21O9tmaiFTlTwP3bU7WwTk5lxOPkHF8YrpxAlirbyujRPL89pdShvPyU8eYfUlIqqWuikoROSwiKREJDU/P1/VXGYXreyLvcNasTHjcVzkxtdzS1ZUaeblKQLX3MrJJ6g4XjFz45iulVdcJ5bXeVvh2acSpfIIqy8RUbVEVVCoz+ObG6qeVNWkqibb29sDSqsyna1xxBvzly7eGEO3x3HVG193tMSjSnNTnm65lZNPUHGKxXTimK6VV1wnltf5wncSTK9VqTzC6ktEVC1RFRQLAG4rOLYTwIsRjR+onrZmjA4PZl/0nfe473hVAseH+vOOH93fi8efuZRt49wAGHWen3n6Eo7u792Uczn5BBXHK6YTJ4i18ro2Tiyv8wO7E8Zz8pNHWH2JiKpFVMv+JYHZQCIpAD+nqmdFZCeAvwHwFlX9J7ddIMUkk0lNpVIhZluacxf+3NL6DoXCXR4z6fXdEC3xRswWtKlWnl2t67sz5q/6zyeoOF4x23es7/KYWTRfK69rU+w8gKJ9wsgjrL5ERCFzfTGKsqD4NgAfx43fVPyGqv7Rxrke1FlBQUREdItyLSgi2zaqql8H8EaPc1MAyiomiIiIqPbUzS4PIiIiql0sKIiIiMgYCwoiIiIyxoKCiIiIjLGgICIiImMsKIiIiMgYCwoiIiIyxoKCiIiIjLGgICIiImMsKIiIiMgYCwoiIiIyxoKCiIiIjLGgICIiImORfNqoiHwRwK+r6p/mHPtvAN4B4DqAPQDSG/+9qKrfF0VeQbJtxdRCBrOLFjpb4+hpawaATcdiMddPfTUaJzdmqfOmyo2/umpjYjqN6bSF7sQ29HW3oqGhuvVrWGsT9ppXMnaYOVUSu9w+1VzLmxHXk6IU1ceXPwrgHgB/mnPsrQB+UlX/QkQ+CeBJVf3jiPIJlG0rTk/MYGRsHNaKjXhjDB97x+uwvKp5x0aHB3Ggr6vib2i3cXJjljofxjzd4q+u2jh17jKOnbqQbXd8qB9Dd+6qWlER1tqEveaVjP3m2zvx1LOzoeRUyXzL7VPNtbwZcT0palG9uv8xgLeKSBMAiEgPgFcB+FJE44dqaiGT/aYFAGvFxvlL6U3HRsbGMbWQCXSc3JilzpsqN/7EdDpbTDjtjp26gInpdCB5VCKstQl7zSsZe2I6+OdeqTGLxS63TzXX8mbE9aSoRVJQqOoVAH8L4C0bh+4BMKaqWm4METksIikRSc3Pz4eRZsVmF63sN63DVmw6Zq3YmFuyAh0nN2ap86bKjT+ddm83kw4mj0qEtTZhr3klY3utfxA5VTLfcvtUcy1vRlxPilqUv3923vbAxr+P+umsqidVNamqyfb29sCTM9HZGke8MX8ptwg2HYs3xtDREg90nNyYpc6bKjd+d2Kba7uuRDB5VCKstQl7zSsZ22v9g8ipkvmW26eaa3kz4npS1KIsKD4HYL+I3AVgu6o+HeHYoeppa8bo8GD2mzfeGMMduxObjo0OD2Zv1gxqnNyYpc6bKjd+X3crjg/157U7PtSPvu5EIHlUIqy1CXvNKxm7r7s1tJwqmW+5faq5ljcjridFTXy862A+mMhjAF4L4HOq+t6c45+Ej5syk8mkplKpcJKskHM39dyShY6W/F0euceC2uXhFbPUeVPlxnd2ecykLXQl4ujrTtTMLo+g1ybsNa9k7DBzqiR2uX2quZY3I64nhcT1SRR1QTEE4LMAblfVv885/knUeUFBRER0i3AtKKLaNgoAUNVTbomo6o9FmQcREREFi38pk4iIiIyxoCAiIiJjLCiIiIjIGAsKIiIiMsaCgoiIiIyxoCAiIiJjLCiIiIjIGAsKIiIiMsaCgoiIiIyxoCAiIiJjLCiIiIjIGAsKIiIiMhbJh4OJyBcB/Lqq/mnOsZ/B+keZ/zcA0wDuV9XfiSIfCp7zMcmzixY6W4t/THKptn5iBZ1bLcSNehy/8Z2Ppp9OW+hObENfd2soH01v24rnXszg+SsZNDc1oLN1K/bs5Mdv1yqT52lU30t+1VpetZZPoag+bfRRAPcA+NOcY/cA+DkAPwTgbwDcC4AFRR2ybcXpiRmMjI3DWrERb4xhdHgQB/q6Nj3ZS7X1Eyvo3GohbtTj+I2/umrj1LnLOHbqQrb98aF+DN25K9Ciwi2vo/t70du5A/te21lTL6Jk9jyN6nvJr1rLq9bycRPVWx5/DOCtItIEACLSA+BVAL6E9ULiZwHsEpHdEeVDAZpayGSf5ABgrdgYGRvH1ELGd1s/sYLOrRbiRj2O3/gT0+lsMeG0P3bqAiam04HkUyyvE2cmcf5SOvA1JnMmz9Oovpf8qrW8ai0fN5EUFKp6BcDfAnjLxqF7AIwB2A2gW1X/duPx271iiMhhEUmJSGp+fj7slMmH2UUr+yR3WCs25pYs3239xAo6t1qIG/U4fuNPp93bz6SjmbetCHyNyZzJ8zSq7yW/ai2vWsvHTZQ3ZTpve2Dj30exXkCMbRz7NNZ/W+FKVU+qalJVk+3t7aEmSv50tsYRb8x/KsUbY+hoiftu6ydW0LnVQtyox/EbvzuxzbV9VyKaeccEga8xmTN5nkb1veRXreVVa/m4ibKg+ByA/SJyF4Dtqvo01guIHxORKQCfBzAgIr0R5kQB6GlrxujwYPbJ7ry319PW7Lutn1hB51YLcaMex2/8vu5WHB/qz2t/fKgffd2JQPIpltfR/b0Y2J0IfI3JnMnzNKrvJb9qLa9ay8eNqGp0g4k8hvWdHZ8D8EcAnlDV1+ac/xUAa6r6vmJxksmkplKpUHMlf5y7j+eWLHS0lLfLw6utn1hB51YLcaMex298Z5fHTNpCVyKOvu5EqLs8Ll7JYDt3edQ8k+dpVN9LftVaXjWUj+ugURcUQwA+C+B2rL/dsU1Vfz7n/ACAx1T19mJxWFAQERFVjWtBEdW2UQCAqp7KSeRXXM6fx3qxQURERHWEfymTiIiIjLGgICIiImMsKIiIiMgYCwoiIiIyxoKCiIiIjLGgICIiImMsKIiIiMgYCwoiIiIyxoKCiIiIjLGgICIiImMsKIiIiMgYCwoiIiIyxoKCiIiIjIX2aaMi8mEAz6vqRzYe/ymAf1HV/7zx+DcBXAbwMIBpAL+f+1Hmtcr5PPrZRQvbmxqwvLaGtuat6GlrBoDsuc5W98+qz+3v1SaK3Dtb49hz23ZcfOlaJLk4Yy9krqNpSwyZ/3979x8kxXnfefz9nWXRSAuLEFqWDQgRnTY6DCIbea0zcuIoQFwk4WxVzlnJqTtHSRz5klhgU/kd4lQSJRVXykjCPsensnNy7EQWtnUqiziSXZZTThDCXhFAYCKjYISFESygLKvFI5adb/6YnvXs0LM7wzPdszv7eVVRzHQ//Tzf53mani893dOvj9J2xfjxq1fblcZ4orHP553vnB7mpbPDtM2eRWf7FSy9Jr25qUUj96GkNGOfRGaaJB9fvhPoAx4wswxwLdBesv424APATwPfBn7BzH7f3T3BmILk886TB19h8/a95EbyZFszbFzTzaP9x/jd9cuZPct439//69i6rX09rF+xaNyHVvn25WXSiv36BVdy75putjx+IPFYim1/6MlD3Nm7lG1PH44dv3q0XWmM37a8ky8fOhk79sAl22xa20135xzW3NQ5pT7YGrkPJaUZ+yQyEyX5lcczwOro9QrgADBkZvPN7ApgObAHeBfwIHCspPyUdPTM8NhBDyA3kmfb04fZsGoxm7fvZf/Lg+PWbd6+l6NnhifcvrxMWrFvWLV4LJlIOpZi2xtWLR5LJoptlo5fPdquNMYHTwxWHPu4bR786mH2vzyYytzUopH7UFKasU8iM1FiCYW7fw+4aGZLKZyN2AXsppA09ALPR+2vA54AHqGQXMQys3vMrN/M+gcGBpIKe0Inz+XGDnpFuZE8ZoW/82XnVnIjeU4N5SbdvrRMUsrbLsacRizFtiu1WVxej7YrjfGJwcpjX2mbvJPK3NSikftQUpqxTyIzUdIXZT5DIZkoJhS7St7vBDYAX3P37wNfAO4ws5a4itz9IXfvdffejo6OhMOO19meJds6fsiyrRncC3+Xn53NtmZYODc76falZZJSqe00Yilte6Lxq0fblfrZNe/Kiv2ttE3GSGVuatHIfSgpzdgnkZko6YRiJ4Xk4WYKX3k8S+EMxW0Uko13AevM7CjwHLAAWJNwTJdt2YI2tvb1jPtw3Limmx37j7O1r4dVS+aNW7e1r2fsYs1K25eXSSv2J/Yd5747VqYSS7HtJ/YdZ+Oa7orjV4+2K43xiq72imMft82mtd2sWjIvlbmpRSP3oaQ0Y59EZiJL8hpIM+sBHgOOuPu6aNlzwGLgVqAfuM7dX4/W/TLwE+7+KxPV29vb6/39/YnFPZHxd3m0MDKa55qyuzxODeVYOHfiuzwmKpN07MW2i3d5pBFLse2zw6/T2pLh/IXRS8av3nd5lPdrorEv3uVx7OwwV02TuzwasQ8lpRn7JNLEYv9xJp1QtACvAtvcfUu07GEKZyn+AvgZd7+rpPw1wAvAkmKSEaeRCYWIiMgMF5tQJHnbKO4+yvhbRXH3u0vefqps3VmgMRdIiIiIyGXTL2WKiIhIMCUUIiIiEkwJhYiIiARTQiEiIiLBlFCIiIhIMCUUIiIiEkwJhYiIiARTQiEiIiLBlFCIiIhIMCUUIiIiEkwJhYiIiARTQiEiIiLBlFCIiIhIsMSeNmpm9wMvufsD0fungO+6+3ui9x8GPgAsd/cXSrZ7ADjh7h9KKjapXj7vHD0zzMlzOTrbsyxb0EYmYxWXV7t9pfVL51/FsVfPT1pvcdvvnB7mpbPDtM2eRWf7FSy9pnL56ajacb7cbWudn1ravxxJtBeyj6Ul7XEWSUKSjy/fCfQBD5hZBriW8Y8yvw34J+Au4E8AonLvBN6SYFxSpXzeefLgK2zevpfcSJ5sa4atfT28bXknXz508pLl61csuuTDKG77Yrm49ffdsZKPPH2Yl858v2K9leretLab7s45rLmpsykOxpONX+i2lzM/1bafdn9rqbPafSwtaY+zSFKS/MrjGWB19HoFcAAYMrP5ZnYFsJzCGYo7S7Z5K4WzGi8lGJdU6eiZ4bGDHEBuJM/m7Xs5eGIwdvnRM8NVbV8sF7d+y+MH2LBq8YT1Vtr2wa8eZv/Lg7Hlp6PJxi9028uZn2rbvxxJtBeyj6Ul7XEWSUpiCYW7fw+4aGZLKZyN2AXsppBk9ALPu/s+IG9mPxptdhfwSFx9ZnaPmfWbWf/AwEBSYUuJk+dyYwe5otxInhOD8ctPDeWq2r5YrtJ6s/jy1dSdd2LLT0eTjV/otpc7P0mNbxLthexjaUl7nEWSkvRFmc9QSCaKCcWukvc7ozKPAHeZ2SzgDuBzcRW5+0Pu3uvuvR0dHQmHLQCd7VmyreN3kWxrhq558csXzs1WtX2xXKX17hPXO9G2GSO2/HQ02fiFbnu585PU+CbRXsg+lpa0x1kkKUknFDspJA83U/jK41kKZyhuo5BsAHyWwrUW64D97n4y4ZikSssWtLG1r2fsYFf8bndF17zY5csWtFW1fbFc3Pr77ljJjv3HJ6y30rab1nazasm82PLT0WTjF7rt5cxPte1fjiTaC9nH0pL2OIskxbw0Va935WY9wGPAEXdfFy17DlgMrHT309Gy3cAVwIPu/v8mq7e3t9f7+/sTi1t+oHj1+amhHAvnXnqXR/nyarevtL54Bf5k9Ra3/c7pYY6dHeaqJr/Lo5rxuJxta52ftO7yqGd7IftYWtIeZ5FAsTtn0glFC/AqsM3dt0TLHgZWu/tNJeXeD/wl0Onug5PVq4RCRESkYdJPKJKihEJERKRhYhMK/VKmiIiIBFNCISIiIsGUUIiIiEgwJRQiIiISTAmFiIiIBFNCISIiIsGUUIiIiEgwJRQiIiISTAmFiIiIBFNCISIiIsGUUIiIiEgwJRQiIiISLLWEwszuj54qWnz/lJl9ouT9h81ss5kdSCsmERERqY9ZKba1E+gDHjCzDHAt0F6y/jbgA8CvpBhToi5ezHPwxCAnBnN0zbuSFV3tZDLG0TPDnDyXo7M9y7IFbWQysQ9uAyCf95rKJ600nqtmz+LC6CgL2q4Yi6s83qXzr+LYq+drjj+036Xbd83LMpqHU0MT11Vrm2nMTT3bmGr7kog0lzQTimeA+6PXK4ADQJeZzQfOA8uBsynGk6iLF/M8vu84Wx4/QG4kT7Y1w313rKRj7mze++k9Y8u29vWwfsWiih9wTx58hc3b91ZVPmlx8Wxc082j/cf43fXLedvyTr586OTY+usXXMm9a7rHjUE18Yf2u3T7+VfN5t2rr+fBrx6esK5a20xjburZxlTbl0Sk+aT2lYe7fw+4aGZLKZyN2AXsBlYDvcDzwIW04knawRODYx+kALmRPFseP8DQ90fHLdu8fS9HzwzH1nH0zPDYB0A15ZMWF8+2pw+zYdViNm/fy8ETg+PWb1i1+JIxqCb+0H6Xbv/ztywZSyYmqqvWNtOYm3q2MdX2JRFpPmlflPkMhWSimFDsKnm/c6INzeweM+s3s/6BgYHEAw11YjA3dvAuyo3kGb5w8ZJlp4ZysXWcPBdfR6XySasUj1nh7/I+F5eXl58s/tB+l25fbQy1tpnG3NSzjam2L4lI80k7odhJIXm4mcJXHs9SOENxG4VkoyJ3f8jde929t6OjI/FAQ3XNu5Js6/jhzbZmaJs965JlC+dmY+vobM/G1lGpfNIqxeNe+LtrXvz68veTxR/a7/Ltq6mr1jbTmJt6tjHV9iURaT6NOEOxATjr7qPufha4mkJSMWFCMd2s6GrnvjtWjh3Ei9dQzL2yZdyyrX09LFvQFlvHsgVtbO3rqbp80uLi2bimmx37j7O1r4cVXfPGrX9i3/FLxqCa+EP7Xbr9F557mU1ruyetq9Y205iberYx1fYlEWk+5u7pNWbWArwKbHP3LdGyh4HV7n6TmS0Ddrj7yonq6e3t9f7+/qTDDVa8y+OVwRyL5mVZ0TVv7C6PU0M5Fs6t/k6CassnbfxdHi2MjOa5JuYuj2K8xbs8ao0/tN+l2y9qL9zlMfDaxHXV2mYac1PPNqbaviQi01bsgSPVhKJepktCISIi0oRiEwr9UqaIiIgEU0IhIiIiwZRQiIiISDAlFCIiIhJMCYWIiIgEU0IhIiIiwZRQiIiISDAlFCIiIhJMCYWIiIgEU0IhIiIiwZRQiIiISDAlFCIiIhJMCYWIiIgEm5VUxWZ2P/CSuz8QvX8K+K67vyd6/2HgXuCN7v58tOy3gRvd/b1JxVUP4x/hPYsLo6MsiB7hDYytWzg3S0sGTgzm6GxP7nHRpfFM1E5pua55hUd6nxqqLrZq20iqP0DFZWeGX2d2S4bzF0aDYwvtZ73GKc3xFhGph8QSCmAn0Ac8YGYZ4FqgvWT9bcAHgY+Z2VuBHwL+N9CbYEzB8nnnyYOvsHn7XnIjebKtGTau6ebR/mP80YY3cOGij1u3aW03f7vrJV49f4GtfT2sX7Gorh8McfHEtVNabv5Vs3n36ut58KuHJ9ym1jaS6s9Hf/HHLhnXrX09zJ5l/NmOb3Fn71K2PV1dX2ptu5a66jVOaY63iEi9mLsnU7HZDwG73f06M7sZ+C2gC7gTOA+cBBYCnwH+Afg54Al3//Rkdff29np/f38icU/myMBr/Oy2fyY3kh9blm3N8Ks/fgMtGXjo60di1/2fr71ItjXDlzb+BDd0zEk8nvJ2Ssv95k/dyCf/5dI4K8VWbRtJ9Wfj2htjx/Wet97AaJ6a+lJr27XUVa9xSnO8RUQuQ+z/bBK7hsLdvwdcNLOlFM5G7AJ2A6spnIV43t0vAO8H/hzomCiZMLN7zKzfzPoHBgaSCntSJ8/lxh3oAXIjecwg71RcV3x9aiiXSjzl7ZSWM4uPs1Js1bZRD3FtVRrXvNfel1rbrqWueo1TmuMtIlIvSV+U+QyFZKKYUOwqeb8TxhKPp4G/nqgid3/I3XvdvbejoyPRoCfS2Z4l2zp+2LKtGdyhxai4rvh64dxsKvGUt1Nerpptam2jHuLaqjSuxbP/9YottJ/1Gqc0x1tEpF6STih2UkgebgYOAM9SOENxG4Vkoygf/Znyli1oY2tfz9gBv3gNxY79x7l5ybxL1m1a281je14e+x68eDFhkvHEtVNa7gvPvcymtd2TblNrG0n1J25ct/b1sGrJPJ7Yd5yNa6rvS61t11JXvcYpzfEWEamXxK6hADCzHuAx4Ii7r4uWPQcsBla6++lo2cPADnf/fDX1NvIaCii/y6OFkdE815Td5XFqKEfHnMJdHq9Ed3wkfZfHqaGJ2yktt6i9cJfHwGvVxVZtG0n1B6i47Ozw67TW+S6Py+1nvcYpzfEWEalR7MEo6YSiBXgV2ObuW6JlDwOr3f2mknIPM40SChERkRksNqFI8rZR3H2U8beK4u53x5S7ZJmIiIhMH/qlTBEREQmmhEJERESCKaEQERGRYEooREREJJgSChEREQmmhEJERESCKaEQERGRYEooREREJJgSChEREQmmhEJERESCKaEQERGRYEooREREJJgSChEREQmWWkJhZn9oZgfNbL+Z7TWz/2ZmrWb2l2Z22Mz2mNkuM/uZtGKaqvJ558jAa+z699McGXiNfD65R8ynrZn7lgSNl4hMF4k+vrzIzFYDG4Bb3P11M7sWmA38GdAFrIyWdwI/mUZMU1U+7zx58BU2b99LbiRPtjXD1r4e1q9YRCYT+wj6aaOZ+5YEjZeITCdpnaHoAk67++sA7n4a+A/g14B7S5afdPftKcU0JR09Mzz2AQKQG8mzeftejp4ZbnBk4Zq5b0nQeInIdJJWQvFl4Doz+7aZfczMfhK4ETjm7ueqqcDM7jGzfjPrHxgYSDTYRjp5Ljf2AVKUG8lzaijXoIjqp5n7lgSNl4hMJ6kkFO7+GvBG4B5gAHgUuL3GOh5y91537+3o6Kh/kFNEZ3uWbOv4acm2Zlg4N9ugiOqnmfuWBI2XiEwnqV2U6e6j7v5P7v7HwPuA/w4sNbP2tGKYDpYtaGNrX8/YB0nxe/NlC9oaHFm4Zu5bEjReIjKdmHvyV42b2U1A3t0PR+/vA64GzgMdwHvd/YKZdQC3u/vnJqqvt7fX+/v7E466cfJ55+iZYU4N5Vg4N8uyBW1NcxFeM/ctCRovEZmCYg9CqdzlAcwBPmJmVwMXgRcpfP1xDrgP+JaZ5YBh4IMpxTRlZTLGDR1zuKFjTqNDqbtm7lsSNF4iMl2kcoai3pr9DIWIiMgUFnuGQr+UKSIiIsGUUIiIiEgwJRQiIiISTAmFiIiIBFNCISIiIsGUUIiIiEgwJRQiIiISTAmFiIiIBFNCISIiIsGUUIiIiEgwJRQiIiISTAmFiIiIBFNCISIiIsGUUIiIiEgwJRQiIiISTAmFiIiIBFNCISIiIsGUUIiIiEgwJRQiIiISTAmFiIiIBFNCISIiIsGUUIiIiEgwJRQiIiISTAmFiIiIBFNCISIiIsGUUIiIiEgwJRQiIiISTAmFiIiIBFNCISIiIsGUUIiIiEgwJRQiIiISTAmFiIiIBFNCISIiIsGUUIiIiEgwJRQiIiISTAmFiIiIBFNCISIiIsGUUIiIiEgwJRQiIiISTAmFiIiIBFNCISIiIsHM3RsdQ83MbAB4KaHqrwVOJ1T3VDST+juT+grqbzObSX0F9XeqOe3u68sXTsuEIklm1u/uvY2OIy0zqb8zqa+g/jazmdRXUH+nC33lISIiIsGUUIiIiEgwJRSXeqjRAaRsJvV3JvUV1N9mNpP6CurvtKBrKERERCSYzlCIiIhIMCUUIiIiEmzGJhRmtt7MXjCzF83s92LW321mA2a2N/rznkbEWQ9m9jdmdsrMDlRYb2a2LRqL/WZ2S9ox1lMV/b3dzAZL5vaDacdYL2Z2nZl9zcy+ZWYHzWxTTJmmmd8q+9sU82tmWTP7hpnti/r6JzFlrjCzR6O53W1myxoQal1U2d+mOS4DmFmLmf2rme2IWTf95tbdZ9wfoAX4d+AGYDawD3hDWZm7gY82OtY69fetwC3AgQrrfxb4R8CANwO7Gx1zwv29HdjR6Djr1Ncu4Jbo9Vzg2zH7ctPMb5X9bYr5jeZrTvS6FdgNvLmszG8AH49e3wU82ui4E+5v0xyXo/5sBv4+bn+djnM7U89Q3Aq86O5H3P0C8FngHQ2OKTHu/nXg7ARF3gH8rRc8C1xtZl3pRFd/VfS3abj7CXffE70eAg4Bi8uKNc38VtnfphDN12vR29boT/lV9O8APhW9/jyw1swspRDrqsr+Ng0zWwL8HPCJCkWm3dzO1IRiMfDdkvcvE39Q+h/RKeLPm9l16YTWENWORzNZHZ1a/UczW9HoYOohOiX6YxT+Z1eqKed3gv5Ck8xvdEp8L3AK+Iq7V5xbd78IDAILUg2yjqroLzTPcfkB4HeAfIX1025uZ2pCUY0ngGXuvgr4Cj/IFGX62wNc7+4/CnwEeLyx4YQzsznAF4D3u/u5RseTtEn62zTz6+6j7t4DLAFuNbOVDQ4pUVX0tymOy2a2ATjl7s81OpZ6mqkJxXGgNLNdEi0b4+5n3P316O0ngDemFFsjTDoezcTdzxVPrbr7l4BWM7u2wWFdNjNrpfDh+nfu/lhMkaaa38n622zzC+Du/wF8DSh/INPY3JrZLGAecCbV4BJQqb9NdFx+C/B2MztK4Sv3NWb2mbIy025uZ2pC8U2g28x+2MxmU7jg5YulBcq+Y347he9qm9UXgXdHdwO8GRh09xONDiopZrao+F2kmd1K4d/BlP6HWknUj08Ch9x9a4ViTTO/1fS3WebXzDrM7Oro9ZXATwP/Vlbsi8AvRa/fCTzt0VV80001/W2W47K7/767L3H3ZRQ+f5529/9ZVmzaze2sRgfQCO5+0czeBzxF4Y6Pv3H3g2b2p0C/u38R2GhmbwcuUrjA7+6GBRzIzB6hcOX7tWb2MvDHFC54wt0/DnyJwp0ALwLngV9uTKT1UUV/3wn8upldBL4P3DXV/6FO4C3A/wKej757BvgDYCk05fxW099mmd8u4FNm1kIhKdru7jvKjlOfBD5tZi9SOE7d1bhwg1XT36Y5LseZ7nOrn94WERGRYDP1Kw8RERGpIyUUIiIiEkwJhYiIiARTQiEiIiLBlFCIiIhIMCUUInJZzOxPzWxdg9p+2MzeGb0+Ot1/uEqkGczI36EQkTBm1uLuDXksePQ7BSIyxegMhYiMY2bLzOzfzOzvzOxQ9BCmq6IzAR8ysz3AL5SdJXiTmT0TPZDrG2Y2N3rQ01+Z2Tejhzm9Nyp7u5l93cz+wcxeMLOPm1kmWvc2M9tlZnvM7HPRMzsobzsm7N8xs+ejtm9MaahEpIQSChGJcxPwMXdfDpwDfiNafsbdb3H3zxYLRj9f/yiwKXog1zoKv1D5qxR+5vtNwJuAXzOzH442uxW4F3gD8F+An4++ttgCrHP3W4B+YHNJTJe0XWLQ3W8GPkrhKY4ikjJ95SEicb7r7juj158BNkavH40pexNwwt2/CYWHc0HhbAOwqngWg8LDjbqBC8A33P1IVO4R4MeBHIUEY2f0KI7ZwK6SduLaLnqk5O/7q+yjiNSREgoRiVP+m/zF98M11GHAve7+1LiFZrdXqN+Ar7j7uyrUN1HbXuG1iKREX3mISJylZrY6ev2LwL9MUPYFoMvM3gQQXT8xi8LD9349etw4ZvYjZtYWbXNr9LTfDHBnVP+zwFuK10CYWZuZ/UiV8d5Z8veuiQqKSDKUUIhInBeA3zSzQ8B84K8rFXT3CxQ+yD9iZvuArwBZ4BPAt4A9ZnYA+L/84KzoNylc73AI+A7w/919gMLTIx8xs/0UEoP/WmW886NtNgEfqKGfIlInetqoiIxjZsuAHe6+MqH6bwd+y903JFG/iDSGzlCIiIhIMJ2hEBERkWA6QyEiIiLBlFCIiIhIMCUUIiIiEkwJhYiIiARTQiEiIiLB/hOSJPcFq6ak6QAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 540x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(x=\"priceperlb\", y=\"state\", data=honey, height=15, aspect=.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 601.375x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(\n",
    "    x=\"priceperlb\", y=\"state\", hue=\"year\",\n",
    "    palette=\"YlOrBr\", data=honey, height=15, aspect=.5\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Line charts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(x=\"year\", y=\"priceperlb\", kind=\"line\", data=honey)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(x=\"year\", y=\"totalprod\", kind=\"line\", data=honey);\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Facet grids"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x132a05eb0>"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1080x1800 with 15 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(\n",
    "    data=honey,\n",
    "    x=\"yieldpercol\", y=\"numcol\",\n",
    "    col=\"year\",\n",
    "    col_wrap=3,\n",
    "    kind=\"line\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Dual-line plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(12, 6))\n",
    "lineplot = sns.lineplot(x=honey['year'], y=honey['numcol'], data=honey,\n",
    "                        label='Number of bee colonies', legend=False)\n",
    "sns.despine()\n",
    "plt.ylabel('# colonies')\n",
    "plt.title('Honey Production Year over Year')\n",
    "\n",
    "ax2 = ax.twinx()\n",
    "lineplot2 = sns.lineplot(\n",
    "    x=honey['year'], y=honey['yieldpercol'], ax=ax2, color=\"r\",\n",
    "    label='Yield per colony', legend=False\n",
    ")\n",
    "sns.despine(right=False)\n",
    "plt.ylabel('colony yield')\n",
    "ax.figure.legend()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## 6. Your turn! 🚀\n",
    "\n",
    "1. [Lines Scatters and Bars](https://ocademy-ai.github.io/machine-learning/data-science/data-visualization/visualizing-quantities.html#your-turn)\n",
    "2. [Apply your skills](https://ocademy-ai.github.io/machine-learning/data-science/data-visualization/visualization-distributions.html#your-turn)\n",
    "3. [Dive into the beehive](https://ocademy-ai.github.io/machine-learning/assignments/data-science/visualization-relationships.html)\n",
    "4. [Matplotlib applied](../../data-science/data-visualization/meaningful-visualizations.html#your-turn)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## 7. References\n",
    "\n",
    "1. [Data visualization](https://ocademy-ai.github.io/machine-learning/data-science/data-visualization/data-visualization.html)"
   ]
  }
 ],
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