{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "47ab9d3d-5a84-4b1c-a5e0-03e14abf4524",
   "metadata": {
    "tags": [
     "remove_cell"
    ]
   },
   "outputs": [],
   "source": [
    "# Setting up the Colab environment. DO NOT EDIT!\n",
    "import os\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "try:\n",
    "    import otter\n",
    "\n",
    "except ImportError:\n",
    "    ! pip install -q otter-grader==4.0.0\n",
    "    import otter\n",
    "\n",
    "if not os.path.exists('walkthrough-tests'):\n",
    "    zip_files = [f for f in os.listdir() if f.endswith('.zip')]\n",
    "    assert len(zip_files)>0, 'Could not find any zip files!'\n",
    "    assert len(zip_files)==1, 'Found multiple zip files!'\n",
    "    ! unzip {zip_files[0]}\n",
    "\n",
    "grader = otter.Notebook(colab=True,\n",
    "                        tests_dir = 'walkthrough-tests')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "739d080a-ad24-4687-bb6e-aab37952233a",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Walkthrough"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e920c6ea-e620-4f58-ba02-15bf10430cce",
   "metadata": {},
   "source": [
    "## Learning Objectives\n",
    "At the end of this learning activity you will be able to:\n",
    "* Create categorical comparisons with countplots.\n",
    "* Create quantitative comparison plots with seaborn: stripplot, barplot, boxplot with Seaborn.\n",
    "* Create correlation style plots with with scatterplot and regplot.\n",
    "* Utilize `pd.melt` to plot wide data with seaborn.\n",
    "* Describe bootstapping and confidence intervals."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3e3d5466",
   "metadata": {
    "id": "59f3483e-0a2a-4217-8185-c5557dda482e"
   },
   "source": [
    "This week we will continue our exploration of data from a cohort study participants of People Living with HIV (PLwH) here at Drexel.\n",
    "\n",
    "As we discussed in the introduction, this data collection effort was done to provide a resource for many projects across the fields of HIV, aging, inflammation, neurocognitive impairment, immune function, and unknowable future projects.\n",
    "In this walkthrough we will explore a collection of cytokines and chemokines measured by a Luminex panel of common biomarkers of inflammation.\n",
    "We use this data to look for correlations between cytokine biomarkers and demographic variables."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dfb3c8b6-02bb-4b43-97f1-c53734e71b81",
   "metadata": {},
   "source": [
    "### Documentation\n",
    "\n",
    "I HIGHLY recommend exploring and utilizing the documentation for this tool:\n",
    "\n",
    "* Base: https://seaborn.pydata.org/\n",
    "* Gallery of great examples: https://seaborn.pydata.org/examples/index.html\n",
    "* Function documentation: (We will be using the _Function Interface_. https://seaborn.pydata.org/api.html#function-interface\n",
    "* Tutorial: https://seaborn.pydata.org/tutorial.html\n",
    "\n",
    "When I'm making figures I'll usually have the documentation open on another tab."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e3294db5",
   "metadata": {},
   "source": [
    "---------------------------------------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "02d710d4",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# This is how we normally import seaborn\n",
    "import seaborn as sns\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "00ed4f31-4ec4-47fb-9d37-1885d9cae14b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Sex</th>\n",
       "      <th>Age</th>\n",
       "      <th>isAA</th>\n",
       "      <th>egf</th>\n",
       "      <th>eotaxin</th>\n",
       "      <th>fgfbasic</th>\n",
       "      <th>gcsf</th>\n",
       "      <th>gmcsf</th>\n",
       "      <th>hgf</th>\n",
       "      <th>ifnalpha</th>\n",
       "      <th>...</th>\n",
       "      <th>mig</th>\n",
       "      <th>mip1alpha</th>\n",
       "      <th>mip1beta</th>\n",
       "      <th>tnfalpha</th>\n",
       "      <th>vegf</th>\n",
       "      <th>cocaine_use</th>\n",
       "      <th>cannabinoid_use</th>\n",
       "      <th>neuro_screen_impairment_level</th>\n",
       "      <th>bmi</th>\n",
       "      <th>years_infected</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Male</td>\n",
       "      <td>53.0</td>\n",
       "      <td>Checked</td>\n",
       "      <td>65.01</td>\n",
       "      <td>170.20</td>\n",
       "      <td>50.32</td>\n",
       "      <td>117.14</td>\n",
       "      <td>2.51</td>\n",
       "      <td>481.37</td>\n",
       "      <td>110.79</td>\n",
       "      <td>...</td>\n",
       "      <td>185.29</td>\n",
       "      <td>104.63</td>\n",
       "      <td>151.15</td>\n",
       "      <td>17.61</td>\n",
       "      <td>7.54</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>none</td>\n",
       "      <td>21</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Female</td>\n",
       "      <td>62.0</td>\n",
       "      <td>Checked</td>\n",
       "      <td>232.83</td>\n",
       "      <td>118.23</td>\n",
       "      <td>36.03</td>\n",
       "      <td>215.38</td>\n",
       "      <td>24.53</td>\n",
       "      <td>988.71</td>\n",
       "      <td>66.13</td>\n",
       "      <td>...</td>\n",
       "      <td>397.24</td>\n",
       "      <td>242.10</td>\n",
       "      <td>230.87</td>\n",
       "      <td>51.22</td>\n",
       "      <td>31.60</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>none</td>\n",
       "      <td>22</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Male</td>\n",
       "      <td>60.0</td>\n",
       "      <td>Checked</td>\n",
       "      <td>84.84</td>\n",
       "      <td>55.27</td>\n",
       "      <td>13.22</td>\n",
       "      <td>14.08</td>\n",
       "      <td>0.48</td>\n",
       "      <td>364.31</td>\n",
       "      <td>78.67</td>\n",
       "      <td>...</td>\n",
       "      <td>18.63</td>\n",
       "      <td>34.85</td>\n",
       "      <td>68.34</td>\n",
       "      <td>2.48</td>\n",
       "      <td>0.84</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>none</td>\n",
       "      <td>25</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Male</td>\n",
       "      <td>62.0</td>\n",
       "      <td>Checked</td>\n",
       "      <td>24.13</td>\n",
       "      <td>70.18</td>\n",
       "      <td>4.12</td>\n",
       "      <td>14.08</td>\n",
       "      <td>1.33</td>\n",
       "      <td>510.36</td>\n",
       "      <td>118.64</td>\n",
       "      <td>...</td>\n",
       "      <td>118.63</td>\n",
       "      <td>113.30</td>\n",
       "      <td>49.15</td>\n",
       "      <td>10.93</td>\n",
       "      <td>3.53</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>impaired</td>\n",
       "      <td>29</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Male</td>\n",
       "      <td>54.0</td>\n",
       "      <td>Checked</td>\n",
       "      <td>186.98</td>\n",
       "      <td>69.18</td>\n",
       "      <td>32.56</td>\n",
       "      <td>184.74</td>\n",
       "      <td>12.55</td>\n",
       "      <td>395.87</td>\n",
       "      <td>40.79</td>\n",
       "      <td>...</td>\n",
       "      <td>140.56</td>\n",
       "      <td>131.83</td>\n",
       "      <td>241.00</td>\n",
       "      <td>32.01</td>\n",
       "      <td>10.81</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>none</td>\n",
       "      <td>26</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 37 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Sex   Age     isAA     egf  eotaxin  fgfbasic    gcsf  gmcsf     hgf  \\\n",
       "0    Male  53.0  Checked   65.01   170.20     50.32  117.14   2.51  481.37   \n",
       "1  Female  62.0  Checked  232.83   118.23     36.03  215.38  24.53  988.71   \n",
       "2    Male  60.0  Checked   84.84    55.27     13.22   14.08   0.48  364.31   \n",
       "3    Male  62.0  Checked   24.13    70.18      4.12   14.08   1.33  510.36   \n",
       "4    Male  54.0  Checked  186.98    69.18     32.56  184.74  12.55  395.87   \n",
       "\n",
       "   ifnalpha  ...     mig  mip1alpha  mip1beta  tnfalpha   vegf  cocaine_use  \\\n",
       "0    110.79  ...  185.29     104.63    151.15     17.61   7.54         True   \n",
       "1     66.13  ...  397.24     242.10    230.87     51.22  31.60         True   \n",
       "2     78.67  ...   18.63      34.85     68.34      2.48   0.84        False   \n",
       "3    118.64  ...  118.63     113.30     49.15     10.93   3.53         True   \n",
       "4     40.79  ...  140.56     131.83    241.00     32.01  10.81         True   \n",
       "\n",
       "   cannabinoid_use  neuro_screen_impairment_level  bmi  years_infected  \n",
       "0             True                           none   21              18  \n",
       "1             True                           none   22              16  \n",
       "2            False                           none   25              16  \n",
       "3             True                       impaired   29              21  \n",
       "4             True                           none   26              16  \n",
       "\n",
       "[5 rows x 37 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('cytokine_data.csv')\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9d7d5a17-24e7-432d-a667-466dc3ea0f35",
   "metadata": {},
   "source": [
    "## Categorical Comparisons"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7e2cc017-caff-4f5f-9033-bb8a263e47cf",
   "metadata": {},
   "source": [
    "### Counting with `countplot`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "daf382ae-b3e6-4d9d-8b40-4686a71a43c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='neuro_screen_impairment_level', ylabel='count'>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(data = data, # Pass the Dataframe `data` into the kwarg `data`\n",
    "              x = 'neuro_screen_impairment_level')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2e420b55-6448-4335-b7e3-0e2cf7db39df",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='neuro_screen_impairment_level', ylabel='count'>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(data = data, # Pass the Dataframe `data` into the kwarg `data`\n",
    "              x = 'neuro_screen_impairment_level',\n",
    "              hue = 'cocaine_use')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eebaa123-cad7-4479-9d22-be9f9b2c8c11",
   "metadata": {},
   "source": [
    "If we wanted to look at multiple columns.\n",
    "It would be wonderful if we could do this:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "57a40b34-21d7-4344-8730-7e49315e8811",
   "metadata": {},
   "outputs": [],
   "source": [
    "# This doesn't work\n",
    "\n",
    "# sns.countplot(data = data,\n",
    "#               x = 'neuro_screen_impairment_level',\n",
    "#               hue = ['cocaine_use', 'cannabinoid_use'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "13aee14f-0424-4c1e-88cb-df9c5cb9b1ac",
   "metadata": {},
   "source": [
    "But, we can create a new column that is the combination of the two:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b0cf0f25-7b9c-4a7b-acd9-b34551676e5d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def use_desc(row):\n",
    "    cocaine = 'Y' if row['cocaine_use'] else 'N'\n",
    "    cannabinoid = 'Y' if row['cannabinoid_use'] else 'N'\n",
    "    return cocaine+cannabinoid\n",
    "\n",
    "data['multi_use'] = data.apply(use_desc, axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3e8d1274-21b7-4366-ab36-b8fb84c99174",
   "metadata": {},
   "source": [
    "While we're doing transformations, let's improve our plots by converting our `neuro_screen_impairment_level` to a proper ordinal variable.\n",
    " - Categorical variables : A set of distinct and seperable groups.\n",
    " - Ordinal variables : A set of distinct and seperable groups with a sortable order.\n",
    "\n",
    "By default, `pandas` treats all strings as `categorical` and it sorts them alphabetically.\n",
    "But sometimes, we want to specify a order. We can do that like so."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "9045b722-9fe5-490e-91d5-612614780a99",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['none', 'none', 'none', 'impaired', 'none', ..., 'none', 'mild', 'mild', 'mild', 'mild']\n",
       "Length: 224\n",
       "Categories (3, object): ['none' < 'mild' < 'impaired']"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.Categorical(data['neuro_screen_impairment_level'],\n",
    "               categories = ['none', 'mild', 'impaired'], ordered=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4553c288-47fa-47a5-a94b-926e471f22c1",
   "metadata": {},
   "outputs": [],
   "source": [
    "data['neuro_screen_ordinal'] = pd.Categorical(data['neuro_screen_impairment_level'],\n",
    "                                               categories = ['none', 'mild', 'impaired'], ordered=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "8e5acf02-c7eb-472a-ad42-05790927b14e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='neuro_screen_ordinal', ylabel='count'>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(data = data, # Pass the Dataframe `data` into the kwarg `data`\n",
    "              x = 'neuro_screen_ordinal', # Seaborn will respect the ordering of our categories.\n",
    "              hue = 'multi_use')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6dbeaf21-86e7-4a55-92d9-d202b382df9e",
   "metadata": {
    "tags": []
   },
   "source": [
    "### Visualizing differences across categories with `stripplot`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "62bc0350-0395-445b-aab1-98f46929d147",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='neuro_screen_ordinal', ylabel='mcp1'>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.stripplot(data = data,\n",
    "              x = 'neuro_screen_ordinal',\n",
    "              y = 'mcp1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "952b82ec-7359-4e48-b6ca-e4f65cfc9c0f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='neuro_screen_ordinal', ylabel='mcp1'>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.stripplot(data = data,\n",
    "              x = 'neuro_screen_ordinal',\n",
    "              hue = 'Sex',\n",
    "              y = 'mcp1')\n",
    "# Try dodge = True"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b0dd5bfc-e0ef-44fb-b912-14b55c7e8ea4",
   "metadata": {},
   "source": [
    "You can even put plots on top of plots!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "03fbed6f-c8d1-4aab-8627-e4886af77430",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='neuro_screen_ordinal', ylabel='mcp1'>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Grab the axis object that was created\n",
    "ax = sns.stripplot(data = data,\n",
    "                   x = 'neuro_screen_ordinal',\n",
    "                   hue = 'Sex',\n",
    "                   y = 'mcp1',\n",
    "                   dodge = True)\n",
    "\n",
    "\n",
    "sns.boxplot(data = data,\n",
    "              x = 'neuro_screen_ordinal',\n",
    "              hue = 'Sex',\n",
    "              y = 'mcp1',\n",
    "              ax = ax) # Give that axis to the next plot"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3e98d6a1-69cb-46b8-a9e4-50aedb4cd933",
   "metadata": {},
   "source": [
    "## Quantifying the uncertainty of estimates"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2a34b298-588b-49a9-a420-d0525f954802",
   "metadata": {},
   "source": [
    "When presenting data it is important to rigorously convey the precision and uncertainty of our estimates.\n",
    "I HIGHLY recommend reading the error bar tutorial in seaborn.\n",
    "Below is a quick summary.\n",
    "\n",
    "\n",
    "> The error bars around an estimate of central tendency can show one of two general things: either the range of uncertainty about the estimate or the spread of the underlying data around it.\n",
    "> These measures are related: given the same sample size, estimates will be more uncertain when data has a broader spread. But uncertainty will decrease as sample sizes grow, whereas spread will not.\n",
    "\n",
    "\n",
    "![Error bar taxonomy](https://seaborn.pydata.org/_images/error_bars_2_0.svg)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a047f153-b11f-4c87-83af-f07fc36b231b",
   "metadata": {},
   "source": [
    "* Value Spread: How much each value differs from every other value\n",
    "  * Standard deviation: Average difference of each point from the mean.\n",
    "  * Percentile Interval: Middle range that contains some percent of the data.\n",
    "* Estimate Uncertainty: What is the reasonable range of my estimate\n",
    "  * Standard Error: Standard deviation/sqrt(sample_size)\n",
    "  * Confidence Intervals:\n",
    "  > The nonparametric approach to representing uncertainty uses bootstrapping: a procedure where the dataset is randomly resampled with replacement a number of times, and the estimate is recalculated from each resample. This procedure creates a distribution of statistics approximating the distribution of values that you could have gotten for your estimate if you had a different sample."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "679b7222-5312-4284-ac66-7a9f67b03e7a",
   "metadata": {},
   "source": [
    "### Measuring Spread"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "005a48e1-233d-4b71-8d2d-f25035067dfa",
   "metadata": {},
   "source": [
    "Quantifies how much each individual measurement vary around the middle."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "5dcf969e-357d-470a-ab08-6b4444d74433",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 800x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Parametric Assumptions\n",
    "\n",
    "fig, (par_ax, np_ax) = plt.subplots(1, 2, figsize=(8, 4), sharey=True)\n",
    "\n",
    "## Plot with parametric assumpitions\n",
    "sns.barplot(data = data,\n",
    "            x = 'neuro_screen_ordinal',\n",
    "            y = 'mcp1',\n",
    "            estimator = 'mean',\n",
    "            errorbar = ('sd', 2),\n",
    "                ax = par_ax) # 95% CI\n",
    "\n",
    "sns.stripplot(data = data,\n",
    "              x = 'neuro_screen_ordinal',\n",
    "              y = 'mcp1',\n",
    "              alpha=0.5,\n",
    "              ax=par_ax)\n",
    "par_ax.set_title('Parametric')\n",
    "\n",
    "## Plot with non-parametric methods\n",
    "\n",
    "## Plot with parametric assumpitions\n",
    "sns.barplot(data = data,\n",
    "            x = 'neuro_screen_ordinal',\n",
    "            y = 'mcp1',\n",
    "            estimator = 'median',\n",
    "            errorbar = ('pi', 95),\n",
    "                ax = np_ax) # 95% CI\n",
    "\n",
    "sns.stripplot(data = data,\n",
    "              x = 'neuro_screen_ordinal',\n",
    "              y = 'mcp1',\n",
    "              alpha=0.5,\n",
    "              ax=np_ax)\n",
    "\n",
    "np_ax.set_title('Non-Parametric')\n",
    "\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a5a75ca-0d9b-45f7-a2cc-9c47d683a061",
   "metadata": {},
   "source": [
    "### Measuring Uncertainty"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "10a32b70-eb07-4cf6-a0cb-b3df84c037c9",
   "metadata": {},
   "source": [
    "Quantifies how confident we are about where the middle of the distribution is."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "cd0bb1ae-bda0-4f47-8db6-c85891cb6ca3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 800x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Parametric Assumptions\n",
    "\n",
    "fig, (par_ax, np_ax) = plt.subplots(1, 2, figsize=(8, 4), sharey=True)\n",
    "\n",
    "## Plot with parametric assumpitions\n",
    "sns.barplot(data = data,\n",
    "            x = 'neuro_screen_ordinal',\n",
    "            y = 'mcp1',\n",
    "            estimator = 'mean',\n",
    "            errorbar = ('se', 2),\n",
    "                ax = par_ax)\n",
    "\n",
    "sns.stripplot(data = data,\n",
    "              x = 'neuro_screen_ordinal',\n",
    "              y = 'mcp1',\n",
    "              alpha=0.25,\n",
    "              ax=par_ax)\n",
    "par_ax.set_title('Parametric')\n",
    "\n",
    "## Plot with non-parametric methods\n",
    "sns.barplot(data = data,\n",
    "            x = 'neuro_screen_ordinal',\n",
    "            y = 'mcp1',\n",
    "            estimator = 'median',\n",
    "            errorbar = ('ci', 95),\n",
    "                ax = np_ax)\n",
    "\n",
    "sns.stripplot(data = data,\n",
    "              x = 'neuro_screen_ordinal',\n",
    "              y = 'mcp1',\n",
    "              alpha=0.25,\n",
    "              ax=np_ax)\n",
    "\n",
    "np_ax.set_title('Non-Parametric')\n",
    "\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4ef612ad-643b-4d4f-a66e-ef2c0dd0874f",
   "metadata": {},
   "source": [
    "With hundreds of data points, we are very confident and precise about our estimate of the middle of the distribution."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7c79f16b-d887-46b3-8a66-fceae07ec7a3",
   "metadata": {},
   "source": [
    "It is important to understand the effect of sample size on spread and uncertainty.\n",
    "Below is a simulation that picks small subsets of the data and generates the same plot.\n",
    "Before you generate it; which do you think will change with sample-size and which will stay the same?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "381f458f-846c-4798-8bbb-a7f0e7e1cc49",
   "metadata": {},
   "outputs": [],
   "source": [
    "def overlapped_plot(ax, df, y = 'mcp1', mode = 'spread'):\n",
    "    \"Create overlapped plot with different confidence assumptions\"\n",
    "\n",
    "    if mode == 'spread':\n",
    "        # Use Standard Deviation\n",
    "        eb = ('sd', 2)\n",
    "    elif mode == 'uncertainty':\n",
    "        # Use Standard error\n",
    "        eb = ('se', 2)\n",
    "    else:\n",
    "        raise ValueError(f'Expected spread or uncertainty, got: {mode}')\n",
    "\n",
    "    sns.barplot(data = df,\n",
    "                x = 'neuro_screen_ordinal',\n",
    "                y = y,\n",
    "                errorbar = eb,\n",
    "                ax = ax)\n",
    "\n",
    "    sns.stripplot(data = df,\n",
    "                  x = 'neuro_screen_ordinal',\n",
    "                  y = y,\n",
    "                  alpha=0.25,\n",
    "                  ax=ax)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "5bd621dc-7fc0-4cc9-8be0-e17ea1d87362",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sampling 10 samples for figure.\n",
      "Sampling 33 samples for figure.\n",
      "Sampling 57 samples for figure.\n",
      "Sampling 81 samples for figure.\n",
      "Sampling 105 samples for figure.\n",
      "Sampling 128 samples for figure.\n",
      "Sampling 152 samples for figure.\n",
      "Sampling 176 samples for figure.\n",
      "Sampling 200 samples for figure.\n",
      "Sampling 224 samples for figure.\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 800x5000 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "NBINS = 10\n",
    "\n",
    "BINS = np.linspace(10, len(data.index), NBINS)\n",
    "fig, axs = plt.subplots(len(BINS), 2, figsize=(8, 50), sharex=True, sharey=True)\n",
    "\n",
    "for row, sample_size in enumerate(BINS):\n",
    "    print('Sampling', int(sample_size), 'samples for figure.')\n",
    "    ndf = data.sample(n=int(sample_size))\n",
    "\n",
    "    spread_ax, uncer_ax = axs[row,:]\n",
    "\n",
    "    ## Plot with parametric assumpitions\n",
    "    overlapped_plot(spread_ax, ndf, mode='spread')\n",
    "    spread_ax.set_title(f'Spread: n = {sample_size:0.0f}')\n",
    "\n",
    "    ## Plot with parametric assumpitions\n",
    "    overlapped_plot(uncer_ax, ndf, mode='uncertainty')\n",
    "    uncer_ax.set_title(f'Uncertainty: n = {sample_size:0.0f}')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "9c7925dc-b445-458a-91d9-4b81ac4804f9",
   "metadata": {
    "tags": [
     "otter_assign_solution_cell"
    ]
   },
   "outputs": [],
   "source": [
    "# Which is impacted by sample size?\n",
    "# answer: 'spread', 'uncertainty', 'both', 'neither'\n",
    "impact_of_sample_size = 'uncertainty' # SOLUTION"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6b156f95",
   "metadata": {
    "deletable": false,
    "editable": false
   },
   "outputs": [],
   "source": [
    "grader.check(\"impact_of_sample_size\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "83e5c4e6-40aa-49b0-a48c-dba8c2bd8d02",
   "metadata": {},
   "source": [
    "So, how are the two measures impacted by sample size?\n",
    "  - Spread : Sample size has no effect on spread.\n",
    "  - Uncertainty : Sample size reduces uncertainty."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0badea6b-0f68-49aa-a85b-a85971dcda36",
   "metadata": {},
   "source": [
    "This type of categorical visualization is limited in that it only considers a single summary statistic.\n",
    "It ignores the \"shape\" of the data.\n",
    "We can use histograms to explore this."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "28612cec-3453-49f3-8926-e764f0dd11ce",
   "metadata": {},
   "source": [
    "## Comparing Distributions"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aadbdd87-177f-40dd-b2fb-d085d532de82",
   "metadata": {},
   "source": [
    "Seaborn makes simple graphs easy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "6411fb25-b113-47c8-ad6c-88e65febc519",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='mcp1', ylabel='Count'>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(data = data,\n",
    "             x = 'mcp1',\n",
    "             hue = 'neuro_screen_ordinal')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "74446a64-8c65-4277-9053-1ea7de4250e9",
   "metadata": {},
   "source": [
    "If we don't like overlapping plots we can make it like a heatmap where the color indicates the count."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "d30f422a-5d73-458f-8e92-e79b58a1bac9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='mcp1', ylabel='neuro_screen_ordinal'>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(data = data,\n",
    "             x = 'mcp1',\n",
    "             y  = 'neuro_screen_ordinal',\n",
    "             cbar = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "adb534ca-f39c-40a7-ae35-d5a762573c31",
   "metadata": {},
   "source": [
    "Aggregate statistic to compute in each bin.\n",
    "* count: show the number of observations in each bin\n",
    "* frequency: show the number of observations divided by the bin width\n",
    "* probability or proportion: normalize such that bar heights sum to 1\n",
    "* percent: normalize such that bar heights sum to 100\n",
    "* density: normalize such that the total area of the histogram equals 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "81ba6294-4378-4b93-8b81-357f2658083d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='mcp1', ylabel='Percent'>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(data = data,\n",
    "             x = 'mcp1',\n",
    "             hue = 'neuro_screen_ordinal',\n",
    "             stat = 'percent',\n",
    "             common_norm=False) # Each group should have its own \"sum to 100\"\n",
    "# hue_order = ['none', 'mild']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b6865a29-54d4-4051-9cd5-ad3555df6667",
   "metadata": {},
   "source": [
    "## Measuring Correlation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47037ec9-c343-421e-a8b4-e8f9e522d3f3",
   "metadata": {},
   "source": [
    "The previous figures measured one (or more) categorical variables and a single quantitative variable.\n",
    "If we want to understand how correlated any two quantitative variables are to each other."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "0b6cacf8-edae-4893-a52e-8198eab4bfad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='mcp1', ylabel='tnfalpha'>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(data = data,\n",
    "                x = 'mcp1', \n",
    "                y = 'tnfalpha')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6e9020f0-d204-426a-93ac-6221c782ff0c",
   "metadata": {},
   "source": [
    "We can also use a _regression plot_ to draw a best fit line with a confidence interval indicated by a shadow."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "623fbf15-f924-42a1-aaa6-58bc0831667d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='mcp1', ylabel='tnfalpha'>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjMAAAGwCAYAAABcnuQpAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAACTPElEQVR4nO3deXxb5Z0v/s85R0e75HiV7cSBrCR2QqBQAikkbDGXYdpS5nam0IVl5g4tlClDWxhK5xI6TNIy99J2FjKltz+g7TB0WpbSdkpstgSaQtjSBttZnNVJvC9aLOmsz+8PWYplS7Z2HUnf9+uV1yuRj+Xn2I6er57n+/0+HGOMgRBCCCGkRPHFHgAhhBBCSDYomCGEEEJISaNghhBCCCEljYIZQgghhJQ0CmYIIYQQUtIomCGEEEJISaNghhBCCCElzVTsAeSbrus4ffo0XC4XOI4r9nAIIYQQkgLGGPx+P5qbm8Hzc6+9lH0wc/r0abS0tBR7GIQQQgjJQF9fHxYtWjTnNWUfzLhcLgCRb4bb7S7yaAghhBCSCp/Ph5aWltg8PpeyD2aiW0tut5uCGUIIIaTEpJIiQgnAhBBCCClpFMwQQgghpKRRMEMIIYSQkkbBDCGEEEJKGgUzhBBCCClpFMwQQgghpKRRMEMIIYSQkkbBDCGEEEJKGgUzhBBCCClpZd8BmBBCCCG5p+sMXad9GAvKqLGb0dbsBs8X50BnCmYIIYQQkpbdvSPYvvMwDg8FoGgMosBhWYMTX9q0DBuW1xV8PLTNRAghhJCU7e4dwTee34eefh8cFhMaXBY4LCb09Pvxjef3YXfvSMHHRMEMIYQQQlKi6wzbdx5GQFLR6LbCKgrgeQ5WUUCj24KApGH7zsPQdVbQcVEwQwghhJCUdJ324fBQANV286zTrDmOwwK7iMNDAXSd9hV0XBTMEEIIISQlY0EZisZgFhKHDxaBh6IzjAXlgo6LghlCCCGEpKTGboYocJA1PeHHJU2HyHOosZsLOi4KZgghhBCSkrZmN5Y1ODEeVMBYfF4MYwwTQQXLGpxoa3YXdFwUzBBCCCEkJTzP4UublsFpETDgkxBSNOg6Q0jRMOCT4LQI+NKmZQXvN0PBDCGEEEJStmF5HbZ+ai1WN7kQlFQMBSQEJRWrm1zY+qm1RekzQ03zCCGEEJKWDcvrcPHSWuoATAghhJDSxfMc1i6qKvYwANA2EyGEEEJKHAUzhBBCCClpFMwQQgghpKRRzgwhhBiMrjPDJFYSUgoomCGEEAPZ3TuC7TsP4/BQAIrGIAocljU48aVNy4pS8kpIKaBtJkIIMYjdvSP4xvP70NPvg8NiQoPLAofFhJ5+P77x/D7s7h3J2dfSdYZ9J73YeXAY+056C37KMSG5RCszhBBiALrOsH3nYQQkFY1ua+xEYisvoNHNY8AnYfvOw7h4aW3WW060+kPKDa3MEEJKRjmvJnSd9uHwUADVdnMskIniOA4L7CIODwXQddqX1dcp5OoPIYVCKzOEkJJQ7qsJY0EZisZgFhK/x7QIPLw6w1hQzvhrFHL1h5BCopUZQojhVcJqQo3dDFHgIGt6wo9Lmg6R51BjN2f8NQq1+kNIoVEwQwgxtJmrCVZRAM9zsIoCGt0WBCQN23ceLvktp7ZmN5Y1ODEeVMBY/L0wxjARVLCswYm2ZnfGXyOV1R8ly9UfQoqBghlCiKFVymoCz3P40qZlcFoEDPgkhBQNus4QUjQM+CQ4LQK+tGlZVts/hVj9IaQYihrMbNmyBRzHxf1pbGyMfZwxhi1btqC5uRk2mw2XX345urq6ijhiQkihVdJqwoblddj6qbVY3eRCUFIxFJAQlFSsbnJh66fWZp0bVIjVH0KKoegJwG1tbXj55Zdj/xYEIfb3Rx55BI8++iiefPJJrFy5Eg8//DA2b96MAwcOwOVyFWO4hJACm76aYOWFWR8vt9WEDcvrcPHS2rx0AI6u/nzj+X0Y8ElYYBdhEXhImo6JoJKT1R9CiqHowYzJZIpbjYlijOF73/seHnjgAdxwww0AgKeeegoejwdPP/00br/99kIPlRBSBNHVhJ5+PxrdfNxWU3Q1YXWTq6xWE3iew9pFVXl57ujqT7QyzKsziDyH1U2usqkMI5Wn6MHMoUOH0NzcDIvFgvXr12Pr1q1YunQpjh49ioGBAbS3t8eutVgs2LRpE3bv3p00mJEkCZIkxf7t85X2PjohlY5WE3Ivn6s/hBRDUXNm1q9fjx//+MfYsWMHfvjDH2JgYAAbNmzA6OgoBgYGAAAejyfuczweT+xjiWzbtg1VVVWxPy0tLXm9B0JI/uU7l6QSRVd/Nq2sx9pFVRTIkJLGsZlZYEU0OTmJZcuW4d5778XFF1+Mj33sYzh9+jSamppi1/yv//W/0NfXh5deeinhcyRamWlpaYHX64XbXT7L0IRUIjpNmpDK4fP5UFVVldL8XfRtpukcDgfWrl2LQ4cO4frrrwcADAwMxAUzQ0NDs1ZrprNYLLBYLPkeKiGkCPKZS0IIKV2G6jMjSRJ6enrQ1NSEJUuWoLGxEZ2dnbGPy7KMnTt3YsOGDUUcJSHZK+czhgghpNCKujLzta99DR//+MexePFiDA0N4eGHH4bP58PNN98MjuNw9913Y+vWrVixYgVWrFiBrVu3wm6346abbirmsAnJSrmfMUQIIYVW1GDm5MmTuPHGGzEyMoL6+npcfPHFeOutt3DWWWcBAO69916EQiHccccdGB8fx/r169HR0UE9ZkjJip4xFJBUVNvNMAs8ZE2PnTFEyayEEJI+QyUA50M6CUSE5JOuM9z8xB709PviTiwGIv1SBnwSVje58NStF1FSKyGk4qUzfxsqZ4aQclYpZwwRQkihGaqaiZBylsoZQ94yOWOIFA6VqxNCwQwhBVNpZwyR/KNkckIiaJuJkAKhE4tJLkWTyXv6fXBYTGhwWeCwmGLJ5Lt7R4o9REIKhoIZQgokesaQ0yJgwCchpGjQdYaQomHAJ9EZQyRlus6wfedhBCQVjW4rrKIAnudgFQU0ui0ISBq27zxM/YtIxaBghpACojOGSC5QMjkh8ShnhpACoxOLSbYomZyQeBTMEFIEdMYQyQYlkxMSj7aZCCGkxFAyOSHxKJghJAk6DJIYFSWTExKPtpkISYD6dxCjiyaTR39PvTqDyHNY3eSi31NScehsJkJmSHYY5HhQgdMiUNURMRTqAEzKVTrzN63MEDLNzP4d0bJXKy+g0c1jwCdh+87DuHhpLU0YOUQTcuYomZwQCmYIiZNO/w6aQHKDtvQIIdmiBGBCpkmlf4dC/TtyhlryE0JygYIZQqaZ3r8jEerfkTvUkp8QkisUzBAyDfXvKBxqyU8IyRUKZgiZhvp3FA5t6RFCcoWCGUJmoMMgC4O29AghuULVTIQkQIdB5l90S6+n349GNx+31RTd0lvd5KItPULIvGhlhpAkov07Nq2sx9pFVRTI5Bht6RFCcoWCGUJI0dCWHiEkF2ibiRBSVLSlRwjJFgUzhJCio5b8hJQuxtis9gqFRttMhBBCCElbWNEw4A3DG1KKPRRamSGEEEJI6sKKhvGgjJCsAQCsYvHbJ1AwQwghhJB5heRIEBNWtGIPZRYKZgghhBCSVFBWMR5UIBkwiImiYIYQQgghs0xKKsaDMmQ1cZduI6FghhBCCCExAUnFRIkEMVEUzBBCCCEE/rCCiaACJcl5aUZGwQwhhBBSoRhj8EsqvCUaxERRMEMIIYRUGMYYfOFIEKPqpRvERFEwQwghhFQIxhh8IRXeUHkEMVEUzBBCCCFlTtcZfGEF3pACTWfFHk7OUTBDCCGElKlyD2KiKJghhFQsXWd0WjcpS5rO4AtFghidlW8QE0XBDCGkIu3uHcH2nYdxeCgARWMQBQ7LGpz40qZl2LC8rtjDIyQjms7gDSnwVUgQE0WnZhNCKs7u3hF84/l96On3wWExocFlgcNiQk+/H994fh92944Ue4iEpEXVdIwGJJwYC2IiKFdUIANQMEMIqTC6zrB952EEJBWNbiusogCe52AVBTS6LQhIGrbvPAy9jPMLSPlQNR0jAQl94yF4QwpYhQUxURTMEEIqStdpHw4PBVBtN4Pj4vNjOI7DAruIw0MBdJ32FWmEhMxP0XQM+yNBjK+Cg5goypkhhFSUsaAMRWMwC4nfy1kEHl6dYSwoF3hkhMxPVnVMhGRMSlrFBzDTUTBDCKkoNXYzRIGDrOmw8sKsj0uaDpHnUGM3F2F0hCQmqzomgjICklrsoRgSBTOEVBAqRQbamt1Y1uBET78fjW4+bquJMYaJoILVTS60NbuLOEpCIiRVw0RQwSQFMXOiYIaQCkGlyBE8z+FLm5bhG8/vw4BPwgK7CIvAQ9J0TAQVOC0CvrRpWcUFecRYwkokiAnKFMSkghKACakAVIocb8PyOmz91FqsbnIhKKkYCkgISipWN7mw9VNrKyq4I8YSVjT0e0M4PRGiQCYNtDJDSJmbWYoc3Vax8gIa3TwGfBK27zyMi5fWVtRqxIbldbh4aW3Fb7sRYwjJGiZCMkKyVuyhlCQKZggpc+mUIq9dVFWkURYHz3MVd8/EWIKyivGgAkmhICYbFMwQUuaoFJkQ45mUVEyEKIjJFQpmCClzVIpMiHEEJBUTQRmyqhd7KGWFEoAJKXPRUuTx4OwuodFS5GUNTipFJiSP/GEFfWNBDPnCFMjkAa3MEGJQ2faEmf7517Q14sRYkEqRCSkgxhj8kgpvUIGiUQCTTxTMEGJA2faESfT5tU4z3FYTRgMyvDqDyHNY3eSquD4zRkONDMsPYwy+cCSIUXUKYgqBghlCDCbaEyYgqai2m2EWeMiaHusJM18flGSf3++V4DDzuOOK5WipsdPEaQDUyLC86DqDL6zAG1Kg0anrBUU5M4QYyMyeMFZRAM9zsIoCGt0WBCQN23cehp7khXK+z5+UdezoGsBly+uwdlEVBTJFRI0My4emM4xNyjgxFsTYpEyBTBEYJpjZtm0bOI7D3XffHXuMMYYtW7agubkZNpsNl19+Obq6uoo3SELyLJ2eMPn4/FKl6wz7Tnqx8+Aw9p30Jg32jCLboJUYg6YzjAYk9I0FMRGUodMp1kVjiG2md955B48//jjOPffcuMcfeeQRPProo3jyySexcuVKPPzww9i8eTMOHDgAl8tVpNESkj/Z9oSpxJ4ypbhVQ40MS5uq6ZgIKfCH1VkVgqQ4ir4yEwgE8NnPfhY//OEPUV1dHXucMYbvfe97eOCBB3DDDTdgzZo1eOqppxAMBvH0008XccSEpCaT1YLpPWESma8nTLafnwuFXCUp1a2aVIJOpcyCznKgajpGAhL6xkPwhWa3OiDFU/SVmTvvvBPXXXcdrr76ajz88MOxx48ePYqBgQG0t7fHHrNYLNi0aRN2796N22+/PeHzSZIESZJi//b5yms5nZSGTFcLoj1hevr9aHTzce/aoz1hVje5kvaEyfbzs1XIVZJSPnOKGhmWFmWqjUFAopUYoyrqyswzzzyD999/H9u2bZv1sYGBAQCAx+OJe9zj8cQ+lsi2bdtQVVUV+9PS0pLbQRMyj2xWC3iew5c2LYPTImDAJyGkaNB1hpCiYcAnzdsTJtvPL9Z9p0vXGX659zS6TnlhE2cHA0bPD6JGhqVBVnUM+cPoGwvCH6aVGCMrWjDT19eHr3zlK/jpT38Kq9Wa9LqZ+8mMsVmPTXf//ffD6/XG/vT19eVszIQkE91aee3AEB7ZcSCrxM4Ny+uw9VNrsbrJhaCkYiggISipWN3kmrcsOxefn4lCJrTu7h3BzU/swcO/6cZ4SMGAN4xjo5MISGrcdUbeqilm0EnmJ6kahnxhnBwPIhBW5/8EUnRF22Z67733MDQ0hAsuuCD2mKZp2LVrF/71X/8VBw4cABBZoWlqaopdMzQ0NGu1ZjqLxQKLxZK/gZcZatiVvelbK0FZgz+swGwSMClrcFrO/BdLJ7Fzw/I6XLy0NuOfTbafn65CJbRO76FjNwvwhgBwQEjRcWo8hIXVttj33OhbNdGgM/q7Q40Mi09SNUwEFUxKFMCUmqIFM1dddRX27dsX99itt96KVatW4b777sPSpUvR2NiIzs5OnH/++QAAWZaxc+dOfOc73ynGkMtOKVaBGM3MBnWiwMMvqZBVbdbkCqRXTcTzXFYTf7afn45CVFHNXP0BB4wHFYQVDSYeUHWGYX8YDrMDAPKeH5QLhQ46SWJhJRLEBGUKYkpV0YIZl8uFNWvWxD3mcDhQW1sbe/zuu+/G1q1bsWLFCqxYsQJbt26F3W7HTTfdVIwhl5Vsu8ySxAmojAE8B3A8B11nGPZLcFgEcIhMTkZfLchUIRJaE63+1LssODUegqYz8BwgKZGS2bCil8xWTSGDThIvrGgYD8oIyVqxh1KyZFXHKz2DcFhE/I81jUUbR9GrmeZy7733IhQK4Y477sD4+DjWr1+Pjo4O6jGTpVKuAjGSRJOrVeRhMfEIKToELrJsHZZ12MxCQaqJiqUQVVSJVn+cFhMWVtsw7JcQVlToDAhKKtoWVtEKI0kqJGuYCFEQkynGGHr6/ejoHsRrB4bgD6tY0eDENW2eOXNa88lQwczrr78e92+O47BlyxZs2bKlKOMpV9SwKzcSTa4cx6HeZY2sFjAdYICsaYCCsj6hOprQ+o3n9+XtZO5kqz9OiwkOiwBvUEFQ1vDN61rxyfOay+57TLIXlFVMTG1NkvQN+MJ4uXsQHd2DODkeivvYoaEAPjxVvDnDUMEMKYxK7BKbD3NNrgurbRjwhiGrGvxhFTaRlX1iZ74TWuda/QGLJAG3NrspkCGzBGUV40EFEgUxaZuUVOw6NILO7gHs7fMmvMZq4vE/1jTCIhav2wsFMxWIGnblxlyTq8MswG4WcE6jC3dftQK1TktFJHbmM6G1EKs/pYwqE2eblFSMB2XIauKO2CQxTWd4/8Q4OrsH8cahEUhJvn/ntVRhc2sjPnleMxZV2ws8yngUzFSgYneJLRfzTa4uqwn3XnNO2a7EJJPPhFYqZ06MKhPjBSQV45MylCTHepDEjo5MoqNrAC/vH8JoIPHK/KJqGza3erB5tQeNVZEecdMrNouFY2Xe0tDn86GqqgperxduN03OUWeqmbSE73DLoZqpUO9U4yaSqcm1kieSQqBViDOSVSaOl9H/5VQwxhCQIjkxFMSkbjwo49X9Q+joGsShoUDCa1xWE644pwHtrR6sbnLNyrWscZixIA8r+enM3xTMVLBynoTz/U515mS6utGFngE/Ta6koHSd4eYn9qCn3xdXmQhEJvcBn4TVTS48detFZfv7yBiDX1LhpSAmZbKqY/fhUXR0D2DP0TEkaswt8BzWL6lBe6sHFy+thdmUPB/GCMFM8deGSNGUa8OufPfQmStQ2rSyPod3MhutSJDpKrkykTEGXzgSxKg6BTHzYSzy2hEtp56UEidDr/Q40d7aiCtX1eclQMkXCmYqXLk17Mp3D51iNhukvAgyUyVWJjLG4Aup8IYoiEnF6YkQOrsH0dkziNMT4YTX1DnNkTyYVg/OrnUUeIS5QcEMKSv5fKdazGaD1LGZJFJJlYm6zuAPq5gIydBycGBpOQtIKnYeGEZH9yD2nUpeTn3Zynq0t3pwXssCCCW+wkvBDCkr+XynWqwlferYTJKphMpEXWfwhRV4QwoFMXPQdIZ3jo2hs3sQvzs8mrAcnQNw/uIFaG/14LIV9bCZZwfApYqCGVJW8vlOtVhL+pWcF0HmVs69dzSdwReKBDF6edepZOXwUAAd3YN4uWcQ40El4TWLa+xob/Xg6tUNaHBbCzzCwqBghpSVfL1T1XWGsYAMnUXeJVbZxdjhkVH5WtKvxLyIXCu3xOmZ9/Pw9Wvwg11HyqL3jqYzeEMKfBTEJDU2KePlnsixAkeGJxNe47aacOWqBrS3eXCOZ3Y5dbmhYIaUlXy8U40m3vYO+uELKxgPyhiblNHgtsaaReVzSb+S8iLyodwSp5Pdz+0bl6LKZi7ZgE3TGSaCMvxhlYKYBCRFw+8Oj6KjexDvHktcTm3iOVyyrBbtrR5ctKQGYpI3QOWI+syQspSrHjozE29lVcdpbwiqxiDwHBZW2yAKfF6bDZ7pJeJHo9tSkb1EMlVuDeXK7X4AQNV0TIQU+MMqynw6ShtjDPtOedHRNYidB4cxmeSU79VNLrS3enD5OQ2osokFHiX1mSEkb3LRQydR4q1VFMDzHIZ8YYQUDacnQqh3WvK6pF/OeRH5VG6J0+V2PxTEJHdq/Ew5db83cTl1g8sSK6deXFPcc5GMgIIZUray7aGTLPHWaTHBUefAREhBUFLx9WtW5f2kZjqTKH3lljhdLvejTAXhAYmCmOn8YQWvT5VTd532JbzGJgrYuLIO7a0erGtZAL7M82DSQcEMIUnMlXjLcRyqrCIkVUeN01yQd8Ll2rE5X8otcbrU70dWdUyEZATCarGHYhiqpmPPsTF0dA/i94dHoWizgzueAz6yuBrtbR58bHkdbGL5lFPnEgUzFa7cqjxyyYiJt+XWsTmfjPjzy0ap3o+kavBOrcSQSB7Moaly6ld7hjARSlxOfXatHe1tjbhqVQPqXZYCj7L0UDBTwQpR5VHKwVIlNCQrZ+X28yu1+5FUDRNBBZMUxAAAhv0SXpkqpz42Gkx4zQKbiCtXR06nXtHgLPty6lyiYKZCFaI9fqmXxOYi8baUg7lMGeGeo2PYsKwWvUMB9HvDqHaYSzpxulQSwcNKJIgJyhTEhBQNv+sdwY6uQbx/fByJMoREgcOGZZE8mI+eXQ1TBZVT5xKVZlegM6W+vriqCCCzUt9Ek9dbR0YNVUKazQSbaZl3qQdzmTDCPc8cg84YNMYgcADP8xmX6RtFrtoO5FpY0TAelBFKUj5cKXTG8Ie+CXR0D2LXwRGElMTfjzXNbmxu9eDyc+rhsha+nDqXjFCaTcFMBdp30ovbf/IuHBYTrAmSyUKKhqCk4gefv3De/IxEk9fSeie8IRn93nBOgqVs5WKCTTcYylc/ECOseiRjhB4oyccgQxR4fOGSs3Hp8jpDfd8yYaTfg5AcCWLCSSbtSnFiLBgpp+4exJBfSnhNo9uK9qly6oXVtgKPMH+MEMzQNlMFylVVRLKJ48PTXvjD6qwGb0DhS0hztZ2WTuJtuv1AUp2YjLDqkYwReqDMPQYrBnwSdh8ewe0bl5Z0IAMYIxE8KKsYDyqQKjiI8YYUvH5gCB3dg+jp9ye8xmEWsOmcyOnUaxZWUTl1nlAwU4FyURUx18RRZTXBG1QwEVQS9sQoVAlpsSbYdPqB+MNKSgFKIXKcsmGEHihGGEMlmJRUTIQqN4hRNB17jp4pp1YTnCvAc8CFZ1Wjva0RH1tWCwuVU+cdBTMVKBdVEXNNHKIgQOABSdURVvRZx8wXqoS0WJNbqitfb/YO42fv9M0boBhh1WM+RuiBYoQxlCvGGAKSiomgAkXTiz2cgmOM4cCgHx1dg3h1/xB8SXrlLKt3oL3Vg6tWe1DjMFaJfLmjYKYC5aIqYq6Jw2rmYTEJCCoaFE2HDWeCmUKWkBZrckt15WtH12BKAUoprDgYoQeKEcZQbnSdwS+p8IUqM4gZ8oXxck9kG+nEWOJy6hqHGVdNnU69rN5Z4BGSKApmKlS27fHnmjg4cFhgNyPsC8MbUiCa+KKUkBZrcktl5WtRtQ2D3lBKAUoprDgYoQeKEcZQLjSdwRtS4A8r0BIdz1zGQrKGXYcixwrsPTGRsJzabOJx6fJIOfUFZ1VDKPEcrHJAwUwFy6Y9/nwTh6TqaG1yocom4sjwZFHOEirW5MbzHG7fuBRf/8Uf0TcWhNsmwmU1QdZYLJi7pq0R/9+bR1MKUEphxWH6al+/NwybWYDAcdAYQ0jW4LKa8h7AlkofFiOr1HOTNJ1h71Q59RsHhxFWE69CnbuoCu2tHmxcWQ+nhaZPI6GfRoXLtCoilYnj/mtXF/UsoVxObumUwu7uHcEPdh2BrGoIKhoCkgqe5+C2imhtduNLm5bBZRXxk98fSylAKZUVhw3L6/DZ9Yvxb68fRv9ECDoAHoDLJuKz6xcXJIClAzkzU6nnJh0bnURn9yBe7h7CcCBxOXXzAiuuaW3E1a0NaKoqn3LqckPBDMlYsoljUbUN17Q1xhpBFbNyJBeTWzol0dOrjmocFnhcVvglFd6QCrOJx+0bl8aSelMNUEqlE/Hu3hH8x9snYOI5NC+wgeMAxiJ9i/7j7RNoa64qWECTqyDaSP1c8qESz02aCMp4df8wOroHcHAwkPAap8WEK86pR3ubB61NbjpWoARQ0zyStegL/pu9w9jRNYhBbwiqDsP1QclkUkqnEVy6nZXPPLeWMECZWW5t5E7EuegqbbTAwch9fbJVaecmyaqOt46MoqN7EG8fHUuYB8RzwPoltdjc6sGGZbUwm+hYgVQZoWkeBTMkJ4zQ/TUdqUyc6U7QmXRWTjdAMUon4pmy7SpttMCh1H6fU1VJQQxjDD39fuzoHsDrB4bhT7KFtqLBifY2D65c1YBqqnTLiBGCGdpmIlkrhT4o06U6caZbEp1J1VG6WyL57EScjWwqrozWELDUfp9TEZI1eEOVcfjjgDeMzp7IsQInx0MJr6l1mnH1qga0tzViSZ2jwCMk+UDBDMlaLvqgFGqLIZ2JM90JOtOqo3y1pi9kf5pM792IgUMp9PVJVUBS4Z3RrVdnDL2Dk/CGZVRZzVjucZR8i/1JScWug5Fy6j+c9Ca8xmricemKSDn1+YupnLrcUDBDspZtH5RCbTGkO3GmO0Ebreoo1/1p5go4M713IwYOpdDXZy5zdev94MQ4nt7Th77Rydi2ZkutAzdd1ILzF1cXacSZ0XSG90+MY0fXIH7XOwIpSTn1eS1VaG9txMaVdbCbacorV/STJVnLpg9KIbcY0p04052gjdbnJJf9aeYLODO9dyMGDqXQ1ycRxiLder1Jjhz44MQ4Hu08iKCswW0V4RY4KBrDkeEAHu08iHs2ryyJgObIcAAd3YN4pWcIo5OJfy8iFZWRYwUa3dYCj5AUAwUzJGuZvisv9BZDuhNnJhO0kfqc5GqlKNWAM5N7N2LgYLQVtvnoOoM/HNlOUvXEqxM6Y3h6Tx+CsoY6pxkcIvdkMXGoc5oxEpDx9J4+rGtZYMgtp7FJGa/sH0Jn1yB6hxOXU7utJlx+TgOuafNgVaOLyqkrDAUzJGuZvisv9BZDJhNnJhN0LvucZCNX/WnSCTjTvXcjBg5GW2FLRtF0+EIK/GEV+jxFqb2Dk+gbnYTbKsYCmSgOHFxWEX2jk+gdnMTKRmOcLySrOnYfHkFH9yD2HB1DolMVTDyH9Utr0N7aiPVLaqicuoJRMENyIpNJv9BbDJlOnJkEJ/lK6k1XtitFmQSc6dy7UQMHI62wzRRWNPhC6TW684ZlKDqDW0j8fTQLHPyMwRsubh4QY5G8rB1dg3j94BAmJS3hdasaXWhv9eCKcxpQZRcLPEoyHcdxRQ/sAQpmKlK+KofSnfQLvcWQzcRplOAkE9msFBUi4DRq4GCUFTYgMslPTpVXT69MSlWV1QyRj+TIWEyzxy9rDCLHocpanDyg0xMhdHYPorNnEKcnwgmvqXdasLm1AZtbPTirlsqpi4XjOFhMPGyiAKsowCryhtjSo2CmwuS7ciidST/fWwyJgjajTpz5lmkwVqiA00iBw3TFDmIZY/CF5s6HScVyjwMttQ4cGQ7E5cwAAAODP6xgab0Tyz2FCxICkorXDwyjs3sA+075El5jFXlsXFGP9lYPzltszHyecsdzHCzimeDFYjJG8DITBTMVxGjNyfK5xTBf0GbEibMY5lulK2ROS7EDByPRdQZfWIE3pCRsvZ8unuNw00UteLTzIEYCMlxWEWaBg6xFAhm7WcBNF7XkPVjQdIZ3jo2hs3sQb/aOQNFm3xsH4COLF2BzWyMuW14Hm3l2EE3yx8TzsIo8LCYBFpE3bPAyEx1nUCFycXZOvmR65tBcz1dqreiLcS5Rqqt06Z4hRTKn6wzekAJfODdBzExxfWZYZGsp331mGGM4PDyJju4BvNIzhPGgkvC6s2rs2NzqweZWD+pdlryMhcwmCnxsu8gqChCTbCkXA53NNA0FMxHZnp2Tb7mazI0ctCVTjHOJ0g34ch1wknjRIMYbUuatTMr6axWoA/BIQMIrPUPo7B7EkZHJhNe4rSZcuaoB17Q1YqXHWRIrAKWM4ziYTTyspmgAIxi6EzKdzURmMWJzsulytcVgxI6ycynG1l8m/X1oay4/8r0SkwjPcXkrvw4rGn7XO4rO7gG8e3w8YTm1KHC4ZGnkdOqLltQYaiWg3Bg1WTcfKJipEEZsTpYPRg/apivWuUSZBnz5ymkpxhZbsUUTeydCcsGCmHzRGcO+k150dA9i58FhBOXE1VatTS5sbm3EFefUw22jcup8EQUedrMAm1mA1SSU/f+lKApmKoQRm5PlQykFbcVaRTJSwFeMLbZi84eVhOcmlZqT48FIOXX3EAZ8icupPW5LJA9mtQctNfYCj7AyRBN2rWYBdlGAqUJXuiiYqRBGbU6Wa6UUtBUrqDBKwGe06rp8C8oqxiZlyEkORCwFvpCC1w8Oo6NrEN39icup7WYBm1ZGyqnXLqqicuocM3LCbjFlFMy88847+PnPf44TJ05AluNfaJ977rmcDIzkXiX0WCmloK1YQYURAr5ibbEVQ1jRMDYpI5xBszsjUDUde46NoaNrEL8/MpqwnJrngI8srsY1bR58bHldwiIDkhnztGRdq4mv2JWX+aQdzDzzzDP4whe+gPb2dnR2dqK9vR2HDh3CwMAAPvWpT+VjjCSHpidyjgYkjAcVLHCIcFlF6Dor+YkDyH3Qlq+cjmIFFUYI+EotUTsTkqphIqhgMo1jB4yCMYZDQwF0dA3i1f1DmAglLqdeUudAe6sHV61uQJ2TyqmzFU3Yja28VFDOS7bSDma2bt2K7373u7jzzjvhcrnw/e9/H0uWLMHtt9+OpqamfIyR5BjPc/CHFfzod0fLNlchV9U3+czpKGZQUexVOiPl7eRaaOrYgaBcekHMsF/Cyz2D6OwexLHRYMJrqu0irljVgGtaPVjeUN7l1PkuY+c5Lm7LqFQa1BlR2n1mHA4Hurq6cPbZZ6Ourg6vvfYa1q5di56eHlx55ZXo7+/P11gzQn1mZivFpnLFUKjvUzF7uBSrkiidvkdtze6CjjHT70lAUjERLL2cmJCi4c1DI+joGsD7JyaQaEIQBQ4fW1aH9jYPLjyruiK2OuIaDE79v8y2wWCsu+5UAGMx0XbcXPLaZ6ampgZ+vx8AsHDhQnz44YdYu3YtJiYmEAwmjuSJcVRSrkI2Cvl9KmYPl2IdIZDqFps3JOPmJ/YUbAUx3ZU4xhj8kgpviVUn6Yxhb98EOqfKqcNK4rGvXejG5tZGXL6yHk5r5dSLfHBiHI92HkRQ1uC2inALkUM6jwwH8GjnQdyzeWVKAQ0l6xZO2r+dl112GTo7O7F27Vr8+Z//Ob7yla/g1VdfRWdnJ6666qp8jJHkUCq5Cr2Dfvxy72nUOM0F7/thlJ4jhc7pqLRziVLZYtu4og7ffOHDglU7pVNdpesM/nD2B0AW2onRIDqntpGG/FLCa5qqrGhv9eDqVg8WLrAVeITFpzOGp/f0IShrcYdyWkwc6pxmjARkPL2nD+taZh98aY5rUGfs7rrlJu1g5l//9V8RDkd6Ctx///0QRRFvvvkmbrjhBvz93/99zgdIcmu+XAVF1TEyKePh33SD57iC5tIYqedIOed0GMVceTu3b1yKH+w6UrAVxFRX4i46uwYBWc3ZAZCF4A0peG3/EDq6B7F/wJ/wGodFwOUrG9De6sGahe6KztvoHZxE3+gk3FYx7nRxAODAwWUV0Tc6id7BSaxZ5IZNrLwGdUaU0TZTFM/zuPfee3HvvffmdFAkf+YqBw5IKk57Q9B0BrtZgNsqFqzvh9F6jhilF0u5S7bFVuiVsfm+XpXNhIMDfryyfwgrPPk5CiCXFE3HW0fG0NE9gLePjEFNEHjxHHDRkhpsXu3BhmW1sFA5NQDAG5ah6AxuYXZgwnEcbCYekzJgEXksqqZGgEaR0Saoruvo7e3F0NAQ9BlLrBs3bkz5ebZv347t27fj2LFjAIC2tjb87//9v3HttdcCiOxHP/TQQ3j88ccxPj6O9evX49/+7d/Q1taWybAJkucqMMYw5AtD1SKBTJU98q6kELk0RszjMUIvlkqRaIut0Ctjyb4eYwyazsCBg6zrmAgZdyWOMYb9A350dA/itf1D8IUTV1Mtb3CivdWDK1c1oMZBwfhMVVYzRD6SI2MROfBc9E8kmAkpGiwCT6XoBpN2MPPWW2/hpptuwvHjxzGzEIrjOGha6o2hFi1ahG9/+9tYvnw5AOCpp57CJz/5SXzwwQdoa2vDI488gkcffRRPPvkkVq5ciYcffhibN2/GgQMH4HK50h16ThkltyNdyXIVvGEFIUWDwHNocFvjllfz3ffDiD1HjNCLpZIVemVs5teLBjEaYwADZE2HyHGoshpv8h/0hfFyzyA6ugbRNx5KeE2Nw4yrV0e2kZbWG39lqVg4jsPaRW4sbXDi0GAALquV3siUiLSDmS9+8Yu48MIL8Zvf/AZNTU1Z7a1+/OMfj/v3P/7jP2L79u1466230Nraiu9973t44IEHcMMNNwCIBDsejwdPP/00br/99oy/braMlNuRiUS5CpqmQ+A5NC+wwWmZ/WuRzxyRQr0LTzcALXYvlkpW6JWx6NfrPu1DvdMMHUC0RpmBwR9WsLTeieUeR9ZfKxe9S4KyijcOjaCjexB7k5RTm3gO57cswA0XLMSFZ9VQMmoS0aTd6Xkvf3PlCnojU2LSDmYOHTqEX/ziF7HVlFzRNA0///nPMTk5iUsuuQRHjx7FwMAA2tvbY9dYLBZs2rQJu3fvThrMSJIESTqTpe/zJT4/JFNGy+3I1MxchbGAjH/asT9pQJHPHJFCvAufGYCaeMBTZcM1bR5curw+aWBTzLJpoynkamShV8ZkTcdfXNiCbb/twaBfgssqwixwkLVIIGM3C7jpopasG6Zl07tE0xk+ODGOju5BvHloBOEk/WycFhM4MAg8h+Ojk/jFe6dgFviMe6OUG4HnYDMLkQAmycGM9Eam9KQdzKxfvx69vb05C2b27duHSy65BOFwGE6nE88//zxaW1uxe/duAIDH44m73uPx4Pjx40mfb9u2bXjooYdyMraZjJjbkY3puQq6zvDcByeLkiOS73fhMwNQWdUx7Jcw6J/AvpMT+H9vHEVrszvpi1SllU0nUozVyEJMKEFZxXhQgaRoaG12457NK2PBhp8xiByHpfXOrBqlRWXau+ToyGTkdOqeQYwGEq9OLlxgw5qFbuw9MQ5ZY3BbI28QMumNUo6sogC7ObL6kmqjOnojU1pSCmb++Mc/xv5+11134atf/SoGBgawdu1aiKIYd+25556b1gDOOecc7N27FxMTE3j22Wdx8803Y+fOnbGPz9zGYozNubV1//3345577on92+fzoaWlJa0xJWPE3I5cKWaOSD6/9swAdFLW0O8NQ2MMJoGDpjEEZQ09/b6SWlkrpGKuRuZrQknWrff8xdVY17Ig5y3s0+1dMh6U8er+IXR0DeLQUCDhc7qsJlxxTiQP5pxGJ/7uuQ8hayzt3ijlSOC52NaR3WzKeIuN3siUjpSCmfPOOw8cx8Ul/N52222xv0c/lm4CMACYzebYKs+FF16Id955B9///vdx3333AQAGBgbiznwaGhqatVozncVigcWSnyzzcu89Usyl1Xx97ekBKAAM+yOBjMhz4DgOnMCg6jqqrFZ4w2pJrKwVcrvHCKuRuZxQ/GEFE/N06+U5Disbc5skm0rvkhMjAfzsnZP48JQXe46NJexjI/Ac1i+pQXurBxcvrYXZFHktOjgQSLk3Sq7vzQgEnjtzsjQdE1CRUgpmjh49mu9xxDDGIEkSlixZgsbGRnR2duL8888HAMiyjJ07d+I73/lOwcYzXSX0Hinm0mo+vvb0ADSs6JBUHaapQAYAOA5gOqAxltbKWrGq2Qq93VNqq5HJfi6pBDH5lKx3CWMMYVWHN6TAH1bxwzeOJPz8lR4n2lsbceWqeixI8PoyV28UADALHPyMwRsuzTdaM/EcF0vYtZopeCEpBjNnnXVWXr74N77xDVx77bVoaWmB3+/HM888g9dffx0vvfQSOI7D3Xffja1bt2LFihVYsWIFtm7dCrvdjptuuikv45lPpfQeKebSaq6/9vQAVNV1MBYJYIBIlYqmMzAAqs5gN3MprawVq5qtGNs9pbQamejnclatHZ/56OKiB1pxvUtMHBRNhy+swhdWoGiJOwnXOs3YvNqDza0eLKmbu4pq5vPPJGvMsKXlqeA4DlYx/qgAQqbLqGnegQMH8C//8i/o6ekBx3FYtWoV7rrrLpxzzjlpPc/g4CA+//nPo7+/H1VVVTj33HPx0ksvYfPmzQCAe++9F6FQCHfccUesaV5HR0fResxQ75HSMz0ArbKaIisxiOQwqJoOnQEcgEFvGKMBHnazMOfKWrHyR4q13VMqq5Ezfy4CxyGsatg/4McjO/YXPfl1uceB5mo7Dg76wRhDKMnBjlYTj0tX1OGatkac17Ig5VyP5R4HWmodODIciMuZAXJfWl4oFvFMxZFV5LNqA0LKX9rBzC9+8QvceOONuPDCC3HJJZcAiDTSW7NmDZ5++ml8+tOfTvm5fvSjH835cY7jsGXLFmzZsiXdYeYNleyVlukB6ERIgYnnIakaoukIHDB1ki1DWNHAwOBN0uW1mPkjxdruKcZq5MytotWNLvQM+JNu6U3/udQ7LdBZJFg1C3zRk181neG945Fy6g9PeRMeKwBEesJcuaoBd125HI4EfZ7mw3McbrqoBY92HsRIQM5baXk+mU18bNXFRoc0kjSl/b/m3nvvxf33349vfetbcY8/+OCDuO+++9IKZkoVleyVlukBaPdpL0JKJEmdA2ASOHAcoOqAKHAwCwJ+sOsINiyrm/XzLGb+SLG2e5KtRoZVDaMBGRYTj2vaGnP29WZuFelMh8YAYaqlfKItvQ9PeXFo0A+nxTQrabZYya9HhgPY0TWIV/YPYWwy8c+E4yK/gzwXKR3ee2IcW37VnXEZ+PmLq/NaWp5rZhMPu9kEq8jTIY0ka2kHMwMDA/jCF74w6/HPfe5z+Kd/+qecDKoUUMleaYkGoL/cexr/+5f7IGsMOmNgDNDBYBN51LusEHguaUCSaUCRi2ThYm73zFyNHJY1hGQttmX32Gu92NE1kPXKZKJ+QKe9MlQt0gBuYbUNZoGPben94/VrsGbRAhwY9ENS9YSdq4HCJb+OTcp4Zf8QOrsG0TucuJzabTXhilUNsIkCOrr6oWhAtUOEWeBz0hMmX6XluWDieVjNkbyXbMqlCUkk7WDm8ssvxxtvvDGrad6bb76Jyy67LGcDI8ZRqudQzcTzHGqcZlhFE1qqzZC1SFm2iedje/K6zpKucGQSUOQqWbjYyefRYPDpPSfwL68eAgegzmWGRRBykjM0cwsPAPq9IegMMJs4aDowGpBxdp0dHpcZ/T4J3335EL79Z2vhsohFS36VFA27D4+io3sQ7xwbQ6JdJBPP4eKltWhv9WD90sixAvc9uw8MHBqrct8TJh+l5ZmIJu3aRRNVHJG8SzuY+cQnPoH77rsP7733Hi6++GIAkZyZn//853jooYfw4osvxl1LSlupn0M1UzQgUXQGm1kAEP8CO9cKR7oBRS6ThY2SfL6jawCazrCo2pbTnKGZW3ghWYuV0fMcB/AMYUVFIKzCbOLhtJhwYmrrqNDJr4wxfHjKhx3dA9h5YBiTcuLeWqsaXdjc6sGV5zSgyn6muWg594QRBT7WadcmCpS0Swom7WDmjjvuAAA89thjeOyxxxJ+DEj/BG1iPOVyDtV02axwpBNQ5CNZuNjJ5/nMGZq5hTe9jD7SrDOyJahoOswCH7d1xHPOgiS/npoIRY4V6B5Evzec8JoGlwWbWz3YvNqDxbX2hNeUU0+Y6VtHyc45IqQQ0g5mdL04TadIYRmh82s+ZLvCkWpAka+Jv5jJ5/lMQo6umEmqBoCDpOpgLNIHiOf5SAk9Bwhc5GvP3DrKV/JrIKzi9YORYwU+PJ340FqbKGDjyjpsbvXgvBS2hlLtCeOyijg4EDBU7gvPcbCbBVinVl5ECl6IQWTUZ4aUv1Lr/JqObFc4Ugko8jnxFyv5PJ9JyG3NbtQ6zejpjwQMjAHa1B8T08EAWEwCLCKXdOsoV8mvqqbjnWORcurdh0cSNrXjAFxwVjXa2zz42PI62NJo4pbKtli904wfvXEEfWPBtE/XzrXo1lG08oi2jogRpRTM/PM//3PKT/g3f/M3GQ+GGEexSoELlWyc7QrHfAFFqTSbS0c+k5B3945gwBuGpkcCheivncYAdaqx4QKHCEmde+so0+RXxhh6hwLo6B7Eq/uHMB5UEl53Vq0d17R6cNVqD+pdmZ0BN19PGIEDRidlDAfktE7XzhWB52I5L7R1REpFSsHMd7/73ZSejOM4CmbKRDEm40InG+dzhSPXE78RKsrykYSsaDrGJ2V875VDUHWG5gVWjE8qkLUzvYAYAIEDQrIGkddz2jdlJCDhlZ4hdHQP4ujIZMJrqmwirlrVgPY2D1Y0OHOyMpF0W6zOCX84EsgU6vRrjuPOdNqlqiOSBiO8LkUZ7qBJYgyFLgUut2TjXE78Rqooy1USclBSsefoGAb9YUwEFRwfCcBtFWExRbY0JIVBY/pUjgyDX1Lx2YvPwpqmqqxzR8KKht/1jqCjexDvHR9PWE4tChwuWRYpp77o7Jq8rE4k2hbTwbDllx/mvdKJto5Itoz0ugRQzgxJopClwOWabJyLid+IQV6mW3SMMQQkFa/2DOHHbx1H3+gkFD1SpRSQFIgmARYTDw4crCIHIBJA6IwBMtBSbct4AtcZwx9PetHRNYidB4djXaBnamt2o73Vg00r6+G2iQmvyaWZ22LvHBvLS6XT9NUXu4USd0l2jPi6lFEwc/LkSbz44os4ceIEZDn+P9Wjjz6ak4GR4itUKXC5Jxtnmptj5CAvnS06XWfwhRX4QireOTaKRzsPIihrsXyQgKTCGwKG/GHwvA32Gcm02TS9OzEWjJVTD/mlhNd43Ba0t0ZOp15UnbiculByefq12XSm2y6tvqTHSNsnRmPU16W0g5lXXnkFn/jEJ7BkyRIcOHAAa9aswbFjx8AYw0c+8pF8jJEUUSFKgYuVbFwomebmlHqQp2g6fCEF/rAKnUWOj3h6Tx+CshaXD+KymuANKQgpOkYDEmzVttjHMml65wspeO3AMDq6B9DT7094jd0s4PKV9djc5sHahVVFL3mOyqYBICXu5obRtk+MxqivS2kHM/fffz+++tWv4lvf+hZcLheeffZZNDQ04LOf/Sz+x//4H/kYIymyfJcCl2PlTy4YJchL911qWNHgCykISGrc472Dkwk733LgUOu0oH8ihLCiwxdW4bKY0mp6p2g69hwdQ0f3IH5/eDTh6dQ8B1x4VjU2tzbiY8trYU2jnLpQ0jn9uhKPC8j3iokRt0+MxiivSzOlHcz09PTgP//zPyOfbDIhFArB6XTiW9/6Fj75yU/iS1/6Us4HScpbsc8dMiojBHnpvEudlFR4QwrCSfJR5up8axcFeKqsGPKFEZY1yJo+b9M7xhgODgawo2sAr+4fgi+szroGAJbWObC51YOrVzeg1plZOXUhzdUA8AsXn4VLV9RV5NZRvldMjLp9YjRGeF1KJO1gxuFwQJIie8/Nzc04fPgw2traAAAjIyO5HR2pCEY5d8hoih3kpfIu9ZJltfCFVfhCChRt7u7g8+WDmHgeNXYz/vKypVhgF5M2vRvyhfFyzxA6uwdxfCyY8GtV20VctboB17Q2YllDaZ1vBJypdDo8NImQqqHRZcVHFi+A2YCrSYVQiBUTo26fGE2xX5eSSTuYufjii/G73/0Ora2tuO666/DVr34V+/btw3PPPRc7eJKQdBX73CEjKmaQN9+71H5vGP/86iE0VVmRoLIZOmOzOvGmmg9y1eqGWQFMSNbwxqFhdHQP4oMTEwm/pihwuHR55FiBj54dOZ26FFlEAXYxcljj8gZXsYdTdIVaMTHq9onRGPXNZ9rBzKOPPopAIAAA2LJlCwKBAH72s59h+fLlKTfXIySRYp47ZFTFCvKSvUuNnpfksJhwZCiAAwOBWeXSH5wYj22RzGzFn86BkJrO8Ie+CXR0D2LXoWGElcQrP2sXVsXKqZ3W0us2IQo8rKIQOW1aFCr69z2RQq2YGHX7xIiM+OYz5eMM/vqv/xpWqxUmkwlr164FANjt9lknZxOSjWKdO5SpQpRwFiPIi75L1fRoi30OJhOHqQOsk/Y7+eDE+KzS65mt+Oc7EPL46ORUOfUQhgOJy6mbqqyxcurmBba8fR/ygec4WKdWXmyiALOJqo7mUqgVE6NunxiV0d58phTM3HPPPfjMZz4Dq9WKJUuWoL+/Hw0NDfkeG6lwuQ4Ucv18hSzhLHSQ1zcWhC+sYGwyEkxwHGAWBNQ4zbCLQsJ+J8lKr2e24v/On62d1fm23m3G6weG8fiuozgwmLic2mERcMU5DWhv9aCt2V1Sya8W8UzJdKUl7marUCsmRt0+MTIjvflMKZhpbm7Gs88+iz/5kz8BYwwnT55EOBxOeO3ixYtzOkBSmXIdKOTj+cq1hHN37wge39kLTdfBGCAIAMBBUjUMesNocFsQlLVZ/U6SlV5HPnt2K/6z6+x462gIL+49hreOjkFLUk590ZIatLc2YsOy2pJZxZi+dWQVhZLN3zGCQq6YGHH7hKSGY4wlyqWL8/jjj+Ouu+6CqiYufQQiv1Qcx0HTEpdlFovP50NVVRW8Xi/cbloeLAXJAoXxqXdH6QYKuX4+XWe4+Yk96On3xSUkApH/BwM+CaubXHjq1otK7l2cP6TgL3/8Dg4NBmA3CxjySdAYm5qMGTQN4HnA47bOOr35nWNj+PZv96PWYU7YE0ZnDCOTEm666CycHA/htQND8Ccpp17e4ER7qwdXrmpAjcP4OQo8F2lYFw1g6LiA3Drzf1hLuGKS6zcP1AHYGNKZv1Namfnrv/5r3HjjjTh+/DjOPfdcvPzyy6itrc3JYEl50XWGfae82HtiAowDzm9ZEOmwmuILQa4rF/JRCVFuJZyqpsMfVuEPq+g+7cOx4cnYoY+eKg5jAQmyFlml4bjIKsunL5zd+2Wu0mtF0zEWVBAIq3js9cMJx1HrMOPq1Q3Y3OrB0npjl1NzHAfL1HEB0SCG5E+hV0yMtH1CUpNy6r/L5cKaNWvwxBNP4GMf+xgsFuM3nyKFtbt3BNt+24ODg4FYzxETz+OcRifuv3Z1Si84uQ4U8hF4lEsJZ1COBDCBsIpDgwF4wzJOjoXiGtvZRQG2alvsFGuO4zApqWiqss56vpml17oOBCQVvrCa9GBHi4nHpcvr0N7mwUcWVxdtOyZRKfnM1SUTz8NmpqqjYjFawikxlrTrGG+++WYAgCzLGBoagq7Hl0tSzkxl2t07gr/9r70Y9kvgAJh4DuAATdPRddqHv/2vvfjun583b0CT60AhnedLdWm50CWcuVzyjlYn+cMqFE2fVUYNRAIQUeCxYOrU6OmnWIfVyL0lOuiQ5zh85qOL8O3f7sfx0SAUjSXsBwMA57VUYXNrIzauqIPDUtxy6uSl5ItxybLaSPBiFiriuACjoxUTkkzaryKHDh3Cbbfdht27d8c9btScGZJ/us7w2OuHMTYpgwMgmvhYAigvMCi6jrFJGY+93jvvdk6uA4VUn69vLIibn9iTUoJwIRMSc5W4LKs6vFPnJUXT5BKVUcuqDn9YwbBfgihwcJjPvETMddDh0ZFJdHQN4OX9QxidVBKOoc5pxifWNePq1R40JljZKYaZ34MqgYfKdBwbmcQ/v3IQTVXnUtInISUg7WDmlltugclkwq9//Ws0NTVRiSFB12kfDgz4wRiDSeDjDxHkOJh4HprOsH/AP+92Tq4DhVSer6nKgh/uOoxJWUupMqlQJZy5qJgKKxq8IQWTMw59nFlGDWBqK4mh2mbGyKSMQV8YzQtsU193dmO78aCMV/cPoaNrEIeGAgm/vk0U8NGza/A/L1houHJqnTH859T3oNFthcBzU+MT4DCb6CweQkpI2sHM3r178d5772HVqlX5GA8pQWNBOS5BdKboQ4o2//ZQrgOFVJ4PACanJrRUE4TznZCYbeLyfIc+Ti+jDik6xgIyZE2L/QxNPAfGWKTaiEOssd2nL1gIb0jFN57fhz1Hx5CgmhoCz+HiJTXY3ObBxUuMV04d7flyZDiAU+NB1DktMM3YhizFRG5CKlnawUxraysdKEni1EytGnAcEgY00flOFFLbHsp1oDDX813T1ojHXuvNKEE4nwmJmSQu6zqDX0rt0MfoCdYmXcewT4LOGHieA89HfobaVL7LppX1uHhpDUYDCrr7vfiH3/RgUkocIK30ONHe2ogrV9VjgYFavgs8F+u2azebYknG+05pUHWUfCI3ISSDYOY73/kO7r33XmzduhVr166FKIpxH6deLqUtk2TTtmY3zml04e2jMlRNj8uZYYxB1XXwHIdVjalvD+U6UEj2fG/0jmSVcJyvhMR0Epc1ncEbUuAPKwkbzyUSLaMeDcjQGYMgcLGfWWSnhUHRgDd7R7Dn6BhOexM3yaxzmrF56liBs2sdCa8pNI7jYBXPlE0nS9yls3gIKR9pBzNXX301AOCqq66Ke5wSgEtfpsmmPM/hjsuX4dCQH8N+CYqqR979cmfe4dc4zbjj8uVpBSO5DhQSPZ9RJ7RUxmWKfItxYiyIFHpfxlnucaDGacFwQIaJR1zwqekM2tTTjQRmB3FWkcfGFfVob/VgXcsCQ3S3NU/1fLGbTSkfF0Bn8RBSPtIOZp544gm0tLRAEOJfYHVdx4kTJ3I2MFJY2Sabblheh+/++XnY+t/dODAYCYaASO7FqiZXyn1mpitEF06jTmhzjUvTdIwGZCytd6B5gTXtQAaIlFFftqIeBwb8UHWARyTnKdnCDgfgvMULcE2rB5etqIfNXNwy5elbRzZRmJXzkgo6i4eQ8pF2MHPbbbclPGhydHQUV199dawPDTGeZMFBLrvkLrBbUGWTEFZ08DyHpXV2fK39nLQDmUId4mjUCW3muKpsJog8j5CqwReKryrKlMdlgdnEQVIZkqXYCBzw8XUL8ZmPLkKDu3jl1KluHaWrkJ1lqUU+IfmT0tlM0/E8j8HBQdTX18c9fvz4cbS2tmJycjKnA8wWnc0UMVdw4LKKuP0n78JhMSVsyx5SNAQlFT/4/IVJt31yef5Rrs9SSvVrxr4/UxNavk7ATsfOA0N47PXDODocgMIiJ1VHGrrNPk4gFaMBCa/sH0JH9yCODCf+v8pzgMtqgq4zrPC48Mj/PDeroClTonCm467VlN+Ou/kONAp5wjoh5SLnZzMBwD333AMg8g7p7//+72G322Mf0zQNb7/9Ns4777zMRkzyar4tpL/4aEtWSbC5XNnJx1lKqTBSq3TGGCblyApMS40d//ipNfO22p+LpGh4s3cUnd0DePf4eNKtJJsoRFaABB4BSYXTZsJn1y8uWCAj8BxsogCrWYA9w62jTOWzs2w5n7BOiFGkHMx88MEHACIvtPv27YPZfCYh0mw2Y926dfja176W+xGSrKQSHOzoGswqCTaX5x8V8xDHYrdKj3bfDUhqXFUSz3FY2ZjewYs6ixz42dk1iJ0HhzEpJ07Mb21yYXWTG71DAfRPhCBpOnSdYWm9M+PVn1RFD2u0Tx3UWI6HNRYrOCek0qQczLz22msAgFtvvRXf//73K3rLppSkEhwMekPwVNlwcjyUURJsLs9TKpdDHFMVXYXxhxWEkgQc6Tg1HkJn9yA6ewbRn6ScusFliZVTL66JrLCmctBiLogCD6tYOYc1ltsJ64QYVUbVTKR0pBQcMOCatkb87J0TGSXBzlVGzBiDN6xA0yJdZnWdFfRsJqNSNB3+sJpWb5hk/GEFrx8YRkf3ILpO+xJeYxMFbFpZj/Y2D85dVDUrUMlk9ScVPMfBOpW0axMFw3UDzrdKC84JKZbiHldL8i7V4ODS5XVYt6gqo6qOZGXEAUnFkC+MkKJB4Dn80479eO6Dk3M+X75KpY1SSRKUVfhCKoKyOv/Fc1A1He8cG8eO7gH8/vBorBR+Op4Dzl9cjWvaPPjY8jrYCrSNIwqRraN0er6Uq0oJzgkpNgpmykSyyTqd4IDnuYySYBOVNyuqjtPeEFSNQeC52IGF8yU95qNUutiVJNFVmEBYharPfczAXBhjODQUQEf3IF7tGcJEKPHp1GfX2tHe1oirVjWg1mlG7+AkPjzlzev2UXTryG42Vdzqy1yM2seIkHKTdml2qamE0uz5Jusz1RRawuAgV9UU0XH0DvoxMhlps28TBTS4rXBaInEzYwwDPgmrm1x46taLkgYluSqVLkaZN5DbXJiRgISXuwfR0T2IY6PBhNcssIm4anUDNrd6sKLBCY7j8MGJcTy9pw99o5Ox72E2Zd3T8RwXyXsxx593RGYr1P8/QspNOvM3BTMlLvlkLUMUeHzhkrNx6fI6eEMyfrDrSN77qOg6wy/3nsbDv+mG3Sygyi7GWuVHpdK3Jvpc2WwN6TrDzU/sQU+/L66SBEg9qEpXsoqkdIUUDb/rHUFH1yDeP5G4nFoUOGxYVofNrQ246OyauFLmD06M49HOgwjKGtxWEaLAQdEYfOFIw717Nq9MO6AReA52swkOSyT/pZK3j9Jl1D5GhBhZXvrMEONJVvapKgwhWcOYIuPRzgP48e6jWO5x4faNS1FlMyfsAJyrfBKe51DjNIPnOLitswMZIPWkx2xLpQtVScIYQ0BS4QurkJTMV2F0xvCHvgl0dA9i18ERhJI815pmN9rbPNi0sh4uqzjr4zpjeHpPH4KyhjqnOfYzsJg41DnNGAnIeHpPH9a1LJh3yyma/5KsoSJJjZH6GBFSjiiYKWGJJuuApOLUeChyEjLPAQwwTeWqfPOFD7H1U2uxaeWZ7s35yCcxStJjLipJ5gr0JFWL5cLoWSxwnhgLRsqpuwcx5JcSXtNUZY2UU6/2YGG1bc7n6x2cRN/oZMJgkgMHl1VE3+gkegcnE1YwiQIPhyWyApOrYwNI8fsYEVLOKJgpYTMnawaGYb8EnTGYhEggo04FNY1uy6wGXfnqTGqUpMdsg6pEgd6SOgc+f8lZaGuugqLpGfdn8YYUvH4gcqxAT78/4TUOs4BN50ROp167sCrlbR1vWIaiM7iFxNebBQ5+xuANnwniLKIAR5kl8Bqlgo0Qkn8UzJSwmZN1WNYhqZEyaA4cdDBwHGDi+VnbKm3N7rx1Ji3G4Y2JJq5sgqrpgV6VTYSL4xBWdXT3+/APv+7GPZtXAkBaCbaKpuPtI2Po6B7EW0dGoSZIhOE54MKza9De6sHHltXCksHWTpXVDJGP5MhYTLO/x7IWOeOpzmlBrcMCh6WwRwekI9OApNgVbISQwqJgpoTNnKxVXQdjAMdHJmtVZ7CJPKxiZKKavq2S73ySQp5GPNfElUlQpesMj73eC19YQZ3DAgBgACwmPpZz8oOdhxGQNYSmEmzdUwm2R4YDeLTzYCzBljGGA4N+7OgaxGv7h+ALJ+4vs6zegfZWD65a7UGNI7vtt+UeB1pqHTgyHIjLmYkKSCpWN7lwxTkNhl6pyDQgobOQCKk8FMyUsJkrIDaRB8Cg6YDOAIHjUO86s+oyfVulEJ1JC5H0mMrElWpQxRhDSNHw7rFxHBzww2WZnVzLgYPTYsLRkSCsooDGKkvCBNsndx9HV78PL3cP4cRY4nLqaruIq1d70N7qwbKG3HXf5TkON13Ugkc7D2IkoKDKZoLVJEDRdXhDKtxWE+68fLnhA5lMAhI6C4mQykTBTImbuQLCcVzS/i7Tt1W6TvsKkqSbz6THVCeup269KGlQFQ1gApKKkKxB0xn6vaE5c04YEFv1mr7qoeuRqqagrGHfKS/2nfLO+lyzicfHltVic6sHHz27Ji/9WUw8j03nNKDWYcGPfncUh4cCmJS1vK2M5Vo2AQmdhURIZaJgpgxMXwF5s3cYP/79cciqDmGq7DrRtopRknTTNT2HYiwgpzVxRSev6QFMUNJmVSLNl3MSLb82iwIYYwgqGnxTVU3JaprOXVSF9lYPNq6sjwWYuRTtAeO0mGAzR4LTy1c1YOPK+pJLgs0mIKGzkAipTBTMlInoCsjaRVVYt2jBvNsqxUjSzdbMHApN1+GXVIgmPmEPlOkT13wBzHRz5ZwwMIQVHQIP+EIKBmQtYSIvANQ7Lbju3EZsbvWgqWrucupMpNIDphTKgWcm+Y4GpIwDEqO0BSCEFBYFM2Uo1VyVQibpZitRDoUvrGAipODUeAh8DTdrxSOsahA4gGORXi7JOvImKq8+k3Miw2UVYRY4hBQdY5MSVJ1B1ZEwmZfnIn19ltQ68K83nQeBz22VULmdgZQoybfBbYXOWEYBSamuOBJCskPBTJlK9R15MTqTpltumyyHosomYmxSRlDWMOQLw1HvAFgk+VnTdYxNylha70RztTVpIDPX+UX3bF6Jn759AoeHAggpWsKTqaMiAYYAVdPhsJjw1xuX5CSQ4TgONlGAw1J+ZyAlS/LtGwtiUo4cytlSbU8rICnFFUdCSPYomCEF3YrIpNw2WQ4Fx0XexfeNTSIoaxj1S3BYTJA1Bv/UGUQ3XdSStIndzPOLouXVh4f82Pbb/VjR4ETvYAB+KXE59aJqGzgAIUmFxgE8gGUNrqwPcpwewDjMprKceOdK8m2qsuLEWAiSqmHAF8YCuzmtgKSUVhwJIblBwQwpmEzLbWd1OmYMjAEaizzW4LJiyB9GSNER1mSIHIel9c45g4pE5xcpmo6ApGJS1qBoKkYCY7M+r9ZpxtWrGtDe1ogldY6MOwAnYhUFOK0mOEp0BSadFbf5knwb3BaMT0pYVG3HkC+cdkBCZyERUlmKGsxs27YNzz33HPbv3w+bzYYNGzbgO9/5Ds4555zYNYwxPPTQQ3j88ccxPj6O9evX49/+7d/Q1tZWxJGTdGVTbltjN8PER06SNpv4SPLutB0fk8Cj2ibirzYuwwK7mFJQET2/yGkxwRdS4QsrCCl6wmutJh6XrqhDe6sH5y+ujgs0eI5LeL5RqswmHg6zCU6rCaJBu/CmIt0Vt1Sqjniex1euXoE6hyWjgKQUkp8JIblR1GBm586duPPOO/HRj34UqqrigQceQHt7O7q7u+FwOAAAjzzyCB599FE8+eSTWLlyJR5++GFs3rwZBw4cgMvlKubwi66Uzp7JpNw2rEQ67C6wi2iutietLvKHFSytd+Kq1Q0prYpoOsOeY6OYCClQAnLScmoTz+FT5y/EzRvOgt2cu/8qZhMPp8VUVkm86a64pVp1VOewUEBCCJlXUYOZl156Ke7fTzzxBBoaGvDee+9h48aNYIzhe9/7Hh544AHccMMNAICnnnoKHo8HTz/9NG6//fZZzylJEiTpzMnDPp8vvzdRJKV29kwq78QnNB2nJkLwuC0IKVpc0m6i6qL5cmNmbgHxPPByzyBe6RnC6GTiPiOiwMFtFWEx8VA1HVet8sQFMpluK4lCJIBxWMojgInKdMWNqo4IIblkqJwZrzfSMbWmpgYAcPToUQwMDKC9vT12jcViwaZNm7B79+6Ewcy2bdvw0EMPFWbAc8jnqkkpnj2T6J14NPdFn2o8xwMAi5wdNNP5i6txz+aVscojP2Nz5sa8d3wMP3rzGE5PhCCpOjSdJe0Hw3OAyyrCbTXBauIBDhgJRCqhlnscsevmqnxKlJsjCjwcFhNsIo/eoUkcGZk0/ApaujJtcEdVR4SQXDJMMMMYwz333INLL70Ua9asAQAMDAwAADweT9y1Ho8Hx48fT/g8999/P+65557Yv30+H1paWvI06sTyuWpSqmfPRN+Jd5/2ocFlAQNiuS8MDL6QMit4mOn8xdVY17Jg3pWRp98+jid2H4OWOAUGQKRj7qpGF/onQtAZg9sWWe2Rkqz2JKt8mnmwZDSAcVgEWExCSr8LpbRdOFM2HXczrToq5e8XISQ/DBPMfPnLX8Yf//hHvPnmm7M+NvMdH2Ns1mNRFosFFoslL2NMRb5XTUrx7JmwoiEoa/ifH1mER4b3Y8AXTnmraKZkCbeMMXx4yoen9xzH20fH5/h8YOECG773mfNQbTfHrbYkW+1JVPkETD9YUsF/vXsSf7K2CbZpW1Kp/C4AKKntwpmy7bibbtVRqW2vEkIKwxDBzF133YUXX3wRu3btwqJFi2KPNzY2Aois0DQ1NcUeHxoamrVaYwSFWDUphbNnFE1HSNEQlrW43Je1i6rS2ipKxamJEDq7B9HZPYh+bzjpdTwHgEW2fiRFw7BPRrXdnNJqT7TyyW0VzyQfc5HASuB41Do59I0F0Ts0GQsgU/ld2PbbHvjCKiZLaLtwpukrbgtsIjTGYOJ5WMXI72cquS+pVh2V4vYqIaQwihrMMMZw11134fnnn8frr7+OJUuWxH18yZIlaGxsRGdnJ84//3wAgCzL2LlzJ77zne8UY8hzKsSqSb7Onslm6V7XI+ceBWUNYUWDMsf+TqpbRXMJhFW8fnAYHV0D+PB08gRvngMEjgPHRb7/OmNQNR1hVYc3LE+7bu7yam9Yjp2izfMceI4Dz51ZMbRgdgA53+9Clc2EAwMB2M1CpPleiWwXzsTzHDauqMM7x8YwHpTBcRx4RMrlRYFHjUPMSe5LPt4o0HYVIeWjqMHMnXfeiaeffhq//OUv4XK5YjkyVVVVsNkiL/B33303tm7dihUrVmDFihXYunUr7HY7brrppmIOPaFCrJrkowok3aV7xhgkVUdI1hBUtNgp0qnKpDeLqul49/g4OroG8bvDIwmPFuCmnpsxBp7HrOMEOA5gLHJNlTX1YK/BZYVlqgIpUS+YRAHkfL8LjAGqrsNuLp3twkR2947gP94+AYuJn2o8qEFngKRqYGD47PrcbP/k+o0CbVcRUl6KGsxs374dAHD55ZfHPf7EE0/glltuAQDce++9CIVCuOOOO2JN8zo6OgzZY6YQJ/bmugok1aX7sBJZdQkpGsKKDjbHqdO5whjD4eFJdHQP4JWeIYwHlYTXnVVjR3ubB0vrnHi0Yz/8kgZZ08HPyK1iOgMD0FhlnTPRGAAsogCnxQSnxYSzax1Y4XGhp98PqyikFEDO97sQmgoAk512bYTtwvlMXy1pqbYDHBCWdai6DoHj4A0r2HVoBH956dKsVzxy+UaBtqsIKT9F32aaD8dx2LJlC7Zs2ZL/AWWpUL0zcnX2zFxL9x4XhwGfhO+/cgjNC2yRyqMCGQlIeKVnCJ3dgzgyMpnwmiqbiCtXNeCaNg9WNDhj20iL65zY3++HoOtQdQYhUmkNBgZFB8wmDn956dkJt7WizewcltndeNMNIOf7XQjJGkSBR7KzKHMR+OZbotUSm1kAEAnQOJ7L2epSrt4olGo1ICFkboZIAC4XheydkYuzZ2ZORvq0vi86Y3BYTDg6HMD+fn9WLftTEVY0/K53BB3dg3jv+DgStYQRBQ4XL61Fe6sHFy2pmRVw8BwXa643EYxs42iaDg2RbR2zicNtG5bggrNqYp8j8JEmefM1s0s3gJzvd6HKZkJLjQ39XglWd2qrPUaTy9WS+fJXcvVGoRSrAQkh86NgJscKeWJvtmfPDAckSKoOlwWQ1dlbR2aBg5+xuGTZbE3voOuyiAgpKl7uGcLOg8MIyolzb1qbXGhva8TlK+vhtolzPv/05nonRgIIazx4AE0LbPjLS8+OBTImnkeVPdIoL1mZ/0ypBpDRiVnRGf7qsqV46cMBHBme/bsAoKSbxuVqtSSV/JVcvVEohWpAI6JkaWJ0FMzkgVFP7NWmqo5CU1VHsqJD4ICwqscSXKeTtUjpdDrJsnOJ9nQ5OhxAUI7ktSRpyguP24LNrR5sXu1BS409ra8zV8WU2cSjyibCaZkdxKTygj1fAJloYl5a78AdVyxHS4191vMWKvDNh1yslqSTv5KLNwrRAEzSNEDloOp6pJTcHElgLoXtvUKjZGlSCiiYyRMjnNgbLZmOBjAzS6aXexxoqXXMe4DjfMmyqfhd7zD+b8dB+KX4M5ems4kCNq2sxzVtHqxdVJVWufZM0yumeI6Dw2KCy2pKmnCbixfsZBPz/oEATo4fwdZPrZ31O5GvwLcQ76SzXS1RVR2P7DiAsUkZ9U4LLGIkoJgrfyXb71dbsxu1TjP2D/inViIjpfsWk4A6pxkBSTP89l4hUbI0KRUUzJSZ6EnTIUWDlGDraLrpOSbpHOCYKlXTsefYGHZ0DeLNQyNznk7dUmPHv9x4Xk5Pp7aIAlxWE5xmU9xkN3Oi94ZkfPOFD7N6wc4msTTXgW8h30lnulqyu3cEj+w4gH0nJwBEqrssJgH1Lkts1Wyuc50y/X69dWQUQ34Jms7AARAEAAwIySpOjKlocFkMv71XKJQsTUoJBTMlTlI1hOWpjruKlnbVUboHOM6HMYZDQwF0dA3i1f1DmAglLqc2CzzcNhPcFhNUBkyGFZwcC2edaMwYcGo8BEnT0ei2osltjXuhTTTRBxUNus6wuMae8Qu2URJLi/FOOpMjCb7x/D6MTcoAxyGyw8khrGg4NR7CwmobnBZTzvNXopOzNvWzHpnKGWMMsbHWuyy4eGltTr5eqTPK7zQhqaBgpoREm9WFp3q9ZBK8JJKLrrzDfgmv9AxiR/cgjo8GE14jTDud2mI6k2PBM5Z1orGJ57CjaxAvfHASg34JYJFS6+krEokmel9YgS+kQOA5TMoanJYz/yXSecE2QmJpMd9Jp7paMn2M9U4LQuNBAJGuypwAqBrDsF+CwyLkPH9l+uRsneojFFb0WN4MA8NoQKbJeYoRfqcJSRUFMwY2vdNuKttG2cikK29I0fDmoUg59fvHxxNuI4kCh7ULF+DwkB9VNjFhzkqmicYcx8FhEdB9yof/23kA3f1+6IxB4DhYTDwsIh9bkXj4+jX4wa4jsyZ6gY9kCumMYdgfhsPsiHsXmuoLdiEaJs6nFN5JTx+jxcTDYuIRUnSIfGSMAh9ZbQxJGrxhNaf5KzMnZ47j4vri6DqDL6zS5DzFCL/ThKSKghmDkacFLyFFK0in3XTojGFv3wQ6uwex8+Awwkric5jWLnRjc2uknNpuEXDfs/twZDgQS/KMyiTReHp33rePjOLBX3Xh9EQIYAxmgQPAIazqGPbLaF5gRUDS8H86DmLIF5410Zt4PrZKEVn10qcmuIhUX7AL1TBxLvl4J53rROLpY+Q4DvUuK06Nh6DobGq7iUHXGUYCEqod5pzmr9DknB4j/E4TkioKZoosnUMai+nEaBCdPZHTqYf8UsJrmqqsaG/14OpWDxYusMV9bGaischzCMgqAmENdjOPz3x00ZzbWgLPRQIYqwkW05l30tt3HoY3qIAxBpPAx55D5AFlalL0uK04MToJBqB6xkRlNfOwmASEZBUcFynVjb5TT+cFu5ANE5PJ9WSdj0TimWN0WkxYWG3DsD8MST1Tqr+k3ol7rzknp/k9NDmnxwi/04SkioKZIpDUSMVRUM7v1lG2vEEFrx0YQkf3IPYP+BNe4zALuPycBrS3erBmoTtpA7rpicaHh/wISCp0HeB5QBREPPPOSfAcNyvh2CoKcNtEOMzCrOeOblnYzQICkorpH+amEkujCZ46Iidoz5zoOXCod1nQNxbJP1L1yMpAJi/YhWyYmEguJ+vdvSO4//l98AYjVW0uqwk8j6wTiRON0WkxwWF2ICRrGA7IWFrvwC9uvwSmOToyZ4Im5/QV+3eakFRxzKgzaY74fD5UVVXB6/XC7S7OOy4ttvqixg7iMypF0/HWkTF0dA/g7SNjUBP0hOE54KIlNWhv9eCSpbWwJOndksh7x8fwyEsHEJQ1uKyRc5BUjcE3VQp+z+aVuPDsGjgsJrit4pxHDOw8OIyv/dcf4LKa0DceBM9xcas7bCo4qXdZAMbgqbLh5HgIjW7LrIm+bzwYyaEw8VAZIPKZr0IUs1vqmSRnLeFknWqZ+Sf/7c15e7E8detFGd1XLsaYjbgVp6nJOdel6+XWMbfQ91Nu3z+SmXTmb1qZyZNov5egokFSErfpNwrGGPYP+NHRNYjXDgzBF1YTXres3oH2tkZctaoBNY708wp0xvDMOyeh6gzNC6yx3BnBxKHOacZoQMGz75/C9ecthJAk72O66JYFz0cm2rCigRMQe14GgOOAkKxh7aIq3L5xKb75wocJ35VX2814+Po1qLKZM34BnfkCfNnyuoK/AOfinfTTe06gu98PTG3dcVyk5D2saDg9EUa9y5JVInGx3+3nu0N3OXbMLWQT0HL8/pH8o2AmRzSdISirseTdZF1u0zH9HKNMyqXnM+gL4+WeQXR0DaJvPJTwmhqHGVevbsDmVg+W1WfXA6Z3cBJ9o5NwW8VYwBGpYOHAc0CNk8OxkUl09/tTeuGcvmVR5zTj9EQYqhY5KRtgUDUGnudQZTPFXgjTmUR1nWHfSW/KvVOM8gKczWSt6wzP7DkBfSqZOvr7xnGIlU5PBGXYzaasqn7SGWM+3qXna3KmjrnZoe8fyRQFM1lQNB3+sIqgrEJWc7t1FD3HqG90MrYU3lLryKiR3XRBWcWug5Fy6j/0TSQspzabeFy6vA6bWxtw4Vk1EHL0jtUblqHoDG6BA89zEDgublJKt9pmeg5EQNJQ77JgIihDUjVoeuTjqxpduP/a1XHn+6QyiaYTnOTzBTjTiTzTybrrtA8DvjAELlIVNh2HM6XTdrMp66qfVMZopCBxPtQxNzv0/SPZoGAmC0FZw0QeelJ8cGIcj3YeRFDW4LaKcAscFI3hyHAAj3YexD2bV6YV0Gg6wwcnxtHRPYg3Do1AShJ4rVtUhfZWDzaurIfDkvtfjehEDwBigm2kTEpjZ6622M0m2M0mNLgtuPGixbjposUZHRaZanCSzxfgYkzkY0EZYIDFxCOsnun/cgaDpgMNbkveq35K7V16KfT5MTL6/pFsUDBjMDpjeHpPH4KyFnf4o2Uqr2QkIOPpPX1Y17Jg3i2nY6OT6OgaxMs9gxgJJA66Fi6wTZVTN6CpypbwmmyJPI/T3hBMAoemBTacHA/CKgo5K43NZQ5EusFJvl6AizWR19jNME81HBz2y7H+LxwiOUjRrbsbEwSJuVSK79KpY2526PtHskHBjMEkyiuJ4sDBZRXRNzqJ3sHJhB17J4IyXt0fKac+OBhI+DWcFhOuOKce7W0etDYlL6fOxvTuvD/63dHY6oLOdEzKGvrGg6h3WXNWGptNDsT0rZyxgIzeQX/KwUm+GtUVayKfnofUvMAad34Rx53ZurvposU5/bozleK7dGrKlx36/pFsUDBjMNPzShIxC9ysc4xkVcdbR0axo2sQe46NJUw+FngO66fKqS9eWjtnyXM2RIGH2ybCZTHhrSOj2PKrrlmrC4omQVI1jE/K4HmuqH0rpm/lhBQNqs4QkjWYBT7h0Qszg5N8vABnOpHnIlF2Zh6Sx20FY5GjK0KyhiqbCfdfuzrvqyGl+C59vj4/45MyWmrsGA1I2HfSS+XGM1BTQ5INCmZyKBfVR1VWM0Q+kiNjMc3+3Og5Rm6LiK7TXnR0D+K1/cMISInLqc/xuLC5tQFXrmrAgjy+o7GbTaiyibGjAOZaXVhcY0O/N4yWGjvuvmoFap2WorywR7dyxoMyZJVB0TToDNAZcGI8BI821aNmmpnBST5egDOZyHOZXzMzDymagL52UVXBAs5SfJc+V1O+IZ8EWdPQNxbE13/xR0MnMhcLNTUk2aBgJkdyVX203ONAS60DR4YDcTkzQOQco4mgDKfFhIf/uxunJsIJn6POacbVqz3Y3OrBkrrUzjvKRLR7a5VtdnO7+VYXqh1mDPnCqHVairJNEA22xoMygpIGBkDgeZg4IKzoYIiUrltFHi6rCCBxcJKPF+B0J/J85NfkuxfLfEr1XXqi8n9d1yFrGiwmHjUO4ycyF1OxexCR0kXBTA7ksvqI57hZ5xiZOGAirMIXUqBOnew7k9XE47KV9Whv9eC8lgU5K6dONka3TUSVTUz6deZaXWAscmTApKzhvRPjRVmViQZbssrAAJgELhY4mk08ZDUS0PR7w7CLAmSdJQ1Ocv0CnM5Ens/8mkI2Skv0tUv1Xfr0QHBkUsL3Xz6Ek+PBkklkLrZiB9KkNFEwk6VcVh9Fnb+4Gl+5agUef+Mo+saCSUupOQDnLV6Aa1o9uGxFfdxpz/lg4nlU2cSpc3rmvpdkqwsBScWwP4ywokNnDP/2ai9e6Rks+LuusaCMkKJB0TQIfPxJ3gLHQZwKSBVVx2lfJKCZKzjJ5QtwOhP5vpPekkuUTVUpv0uPBoL7TnoTntYOlP7PJ5+KGUiT0kTBTJayrT6a6fBwAB1dg3hl/xDGJhMnN7ZU23BNWyOuWt0Aj9uak/uYi0UU4Laa4LSYUq58SrS6EJBUnBoPQWM6wACbKKDKbirKcnuN3Qye42JVOjPxUwdV2swC/urSJdi0smHe4CSXL8CpTuSlmCibjlJ/l17uPx9CjIKCmSxlUn0009ikjFd6BtHRPYjDw5MJr3FbTbjinAZsbm2AwPHwSQq8QRX1LpbTIw6iovkwbpsJFlP6Kz4zVxeqbCYM+cLQpg7ZFHgeDW4LwDg4zDwmQgoee71wy+1tzW601NgxHpSh6yy2XcYQ2QJTdQZR4OE0C9i0smFWkFKIg/BSmchLMVE2XaX8Lr0Sfj6EGAEFM1lKtfqoyhr/YiUpGnYfHkVH9yDeOTaGREc5mXgOFy+tRXurB+uX1uDDU148sft4zo84iP+aPNy2yInV2U7O01cXevp9CCkaeA6wipFVnmF/5OiByLntDO8cG8PTe07gcxeflfQ5cxVE8DyHr7WvxF/9+F1Iig5wkV4qqsZiRzzIqo6QqsMbig9EC9mZd76JvFQTZSsF/XwIKQyOMZb9iYgGls4R4unyhhQM+8O479l9SauPRgIyltY78Z0/WwsOwL5TkXLqnQeGMSknPk17dZML7a0eXH5OA6pskUqamUnG0ZwOX1iB3SykfcTBTKLAY4FdnHMrKdNAQtcZfvL743j05YOodZjBwHBqPAydRVZEOC5yjaIzNDgt+O5fnJcwKMhHEPHDXYfxfzsPxhrDAZFcJI6L9OaxiSbUOMTYFliyyqHxqVyWYlSmnBmTljC/hqpliot+PoRkJp35m4KZLHhDCkYDUlyg4bKKMAscZI3BPxVofOGSs3BqIozO7kH0exOXUze4LLh6dQPaWxuxuNYe9zGdsZQDpnS3nCyigGq7CLt57kW6bAOJfSe9uP0n78JuETDglRBWtLgKIp0x6IzBYTZh7aIqPHXrRXGBUj6DiF0Hh3DH0x9gMqyC5yKBjFUUUO+ywmEWMOCTsLrJhSdu/ihufeod9PT74ipTgMi77Oh1M8deCG8eGsb/6TiIvrEgdMZgEwXqY2Igcf9/plZV6edDyNzSmb9pmykHzl9cjXs2r4z1mfEzBgGAyyqC54Btvz2Q8PNsooCNK+vQ3uqZs9oplSTjEyMBvNIzhAV2MaWGfTazgAU2c0oVULnoYxJdbt93youwosZVEDEWyVGxiTxqneZZ1R35bu9fbbfAZRZQPVVqbuJ5WMUzWwLRipNf/bHfkJVDu3tH8INdRzDoDUHTGXgOaHBbcfvGpTRRGkSpJzITYnQUzOTI+Yur0dbsxq/+MIA3eofRfdqHkUll1nUcgI8sXoD2tkZcuqIOtgQt82eaL8lY1XSMhxRsf/0wOA5z5tI4pprcJWrVn0iuAoloQvDf/tdeeHWA5xkYmzq8UGcQOA71LiusJgG+sBpX3ZHvc3rGgjJUHahxJM4TilacnJoIGq4yZWagWeOIBJonx0P45gsf0haGgZRyIjMhRkfBTJYYY+gdCqCjexCv7h/CeHB2AAMAZ9XacU2rB1et9sxqkT+fuZKMg4qGIX8Ymg5YRR5Oi2lWw74LzqqB0xoJYsQkE3Ey2QYSM/Ns7rxiOR7+dQ90nUEHA8cBNpFHvcsKp8WEkKLNqu7Id3lrqhUnCxfYDVWZUoonS5ejQlS2EULmRsFMhgZ9YTyz5wRe2HsaR0cSl1NX2URctaoB7W0erGhwZnw69fQjDmqdZsgKg8Z08ByH0YAEVY8EBC6rCRy4aQ37FPz8vZP45LqFMGV4sGQ2gUSiPJul9U6s9DhxcjwUC66iWzrJqjvyXd6aasXJx89twnMfnCxIZUoqE2QpnixdbgpZ2UYISY6CmQzs7h3B5370dsJyalHgcMmySDn1RWfXwJTmSkgi0SMOtv53D46NTEa2Z6a+tg6AB1DrtMRyUDgukvdR4wBOjAbRM+DPeDLLNJBIlmezf8APgQcsIo9JWcMCOw/GgLCqJW1Tn+/y1lQ77ppMfEFa7Kc6QVJDtuLKx5lYhJDMZD/TVqDzF1fPqv5pa3bjb69egV988RJs+XgbNiyry0kgkwzHATNjKZ7nIAo8zCYeAs/BahKgZDmZRQOJ8aCCmYVv0UBiWYMzLpCYuf1hFQXwPAerKKDRbYGmR6q3VjU6EZRUDAUkBCUVq5tcCSeAaLDhtEQqi0KKBl1nCCkaBnxSToKIaE+c1U2uOceU6nWZik6QPf0+OCwmNLgscFjOdEne3TsSu3Z6oJkINWTLn/l+xwOShu07D0NP9I6HEJJztDKTAZtZwJ+sbcSbvSO4alUDNrd6sKjaPv8nZih6/pPOgLNrHZDVyDaTqjGMBiToDBiflLHAHl/tlIvJLJMD/1LZ/hgNyHj4+kgpeSq5BoU4pyfVipN8VaakmwNDDdmKh7b4CDEWCmYy9Pd/2gpVZxhPcn5SLk0vzeY5DlaRA8cJ4DkgICkIKzokVUNY1mOl1rmczNINJFLd/pgIKdi0sj6tceS7vDXVipN8VKakO0GmGmgCkT4/lKCaO7TFR4ixUDCTIZdVhDeUuHIp16aXZvM8B4HnYj1kGtw2nBqPlAwHZRUWU+5zOID0Aol8JuyWc3lrJhPkfIEmANz8xB5KUM0xOnOJEGOhYKYELLCZYxPczNJqp8WEOpcFI/7IRDgUkHK+/RKVaiBB2x+ZyXSCTBZovnVklBJU84R+xwkxFgpmDMzE86iyiVi8yo6fvu1CT78fVlGY9cIpqwwXLanG169ZhYmQkvethPnKhjPJsyHZTZAzA03qQZNf9DtOiLFQMGMwOmM4PhKEojM0V1mxqNqW0gvnHZcvx7qWBXkfX6plw4VI2M2HYjZAy+UESQmq+Veqv+OElCMKZgyk+7QPT+85gWMjkwkDhWK/cKbbV6PUzqMxQgO0XP2cKUG1MErtd5yQckXBTJFxHAenxYSe0178n44D8wYKxXrhzHTbolQSdo3UAC0XP2dKUC2cUvkdJ6ScUTBTJDzHwW0T4baawHMcfvjm0ZQDhWK8cJbztoUR80uy/TlTgiohpJJQB+ACixwzYMbiGjtqHGaYBD5hoMDAEJI1BCQVNpGPBQrFksq2RbbdhoslnUCtVBSiazIhhBgFrczkmc4YegcnEZBVLFxgw0VnV0OYERDMDBQCkophvwRJ1abOYGLgOA5v9g4XbdWjnLctyjW/ZGb+zaiigec4tNTY8bX2lZSgSggpGxTM5NEHJ8bxzDt96BsLQtUYzCY+YULp9EBBVRhOjYegMwaB58DxgKYDms7wozePAgAuXV5f8CTDct62KOdAbcPyOuiM4f90HMSJ0UloOsOgN4Qf7DoCnuMooCGElAXaZsqTfSe9+P4rh3B0ZBIuqwiP25r0wMAzhznKGPKFoTMGkzDV5ZchdljdaEDGo50HcftP3sXNT+yJe458y/e2ha4z7Dvpxc6Dw9h30lvQA/oyOUyzVOzuHcE3X/gQJ8eDqHVasHCBDU6rmPD3kBBCShUFMzlmFQU0uCz4xfsnEZS1lE7UjQYKosAjpGjgOESCGMagaDq0qfnVJHBgUys2xZiM8nVi9O7eEdz8xB7c/pN38bX/+kPBg7VyzS+hk50JyUwx31wZeSxGRttMOWIVBVTbzbCZBew76U278mfD8jp84ZKz8WjnAYABKmOIfirPIZLPwQGqBgg8h0a3pShVNrkuDzdKSbQR+vjkWjlXoBGSL0boN2XEsRgdBTNZspkjQYxVPJNrkWlC6aXL6/Dj3UdhEngIPAdVYxjwhWDiIzkq+lSAE/13sSajXJWHG60kutwaoJVrYjMh+WKUN1dGG0spoG2mLLitJjRV2eICGSA+oTSRZAmlbc1uLPe4EFJ0OC0mmAQOAIfIrhODpjOYeB6qriMkazALXMmWQwPGLImOBmqbVtZj7aKqkg1kgMx/DwmpREbaljXSWEoFBTNZmDkBR2WaUDozd0PVGTgAGmNQVB0aY5A1HSfHQzg+NomjI0HoOsvLZJRonzbXe7fl3LvGCMo5sZmQXDPSmysjjaVU0DZTHmRzYOD03I3eQf9UngwDQyR3xsRz4LhIsBFWNDAweEO5newT7dPWOiMB02hAztnebTmXRBsBnexMSOqMtC1rpLGUClqZyZNsKn82LK/DU7dehMe/8FH87dUrIZp4cIhUM3EAGAM0BogCB7Mg4Ae7juRsuTG6T9vT74PDYkKDywKO49B12oeu0z5wHNDgsiQtM09HKa4clFplQSa/h0a8RyOOiZQXI23LGmkspYJWZvIom4TS6Um2P3rzCEIcB0XXY1VONpFHvcsKgedylgScKCE3svKjgAMADvCGlFjCc7ZJuqW2clCqlQXp/B4a8R6NOCZSfozUGNRIYykVRV2Z2bVrFz7+8Y+jubkZHMfhhRdeiPs4YwxbtmxBc3MzbDYbLr/8cnR1dRVnsBnKNqF0LCiD53icXWvHWTUOLKq24awaB86udcBpMeU0ryTRPm1Y1iGpGkwCDxPPQ1J1hJXIu4Vc7N3mq3dNuuZ7559oxSoXq1OFksrvoRHv0YhjIuXJSP2mjDSWUlHUlZnJyUmsW7cOt956K/7sz/5s1scfeeQRPProo3jyySexcuVKPPzww9i8eTMOHDgAl8tVhBEXXnS5UdEZbGYBQHxuSS6XGxPt06q6DsYAjgfAIltcqq7HxpGLvduLl9bCYTHhg74JcAw4b/ECrF1YuEqi+d75G62EPB+MeI9GHBMpb0bqN2WksZSCogYz1157La699tqEH2OM4Xvf+x4eeOAB3HDDDQCAp556Ch6PB08//TRuv/32hJ8nSRIkSYr92+cr7WzvQi43JkrIjfS0AaIpLdE+N1HZBlPF3kJIpZeDyyqWffM5IzbYM+KYSPkzUr8pI43F6AybAHz06FEMDAygvb099pjFYsGmTZuwe/fupJ+3bds2VFVVxf60tLQUYrh5U8jlxkQJuVYzD4tJgKrpUHUdFhMPqxj5tck2SbfYWwjT3/lXWUUomg5J1WER+bheDqMBqexLyI1YJm/EMZHKYKR+U0Yai5EZNpgZGBgAAHg8nrjHPR5P7GOJ3H///fB6vbE/fX19eR1nIRQqryRR4MR0oMomgiGyOuO2iWAMWQdTRmgK1XXah+7TPkxKGk6MB2P9e46NBDEpa7F3/uNBJWllAWMM3rACTdMxFpBLtsrGiNUTRhwTIcSYDF/NNHN5mTGWtFkdEFm9sVgs+R5WwRVquTHZPm105WU0IGMoIGW9d2uELYQ3e4cxMfWu3iTw4PhIwBZWNJwaD6FpgRWKzrDAISbc6gtIKoZ8YYQUDQLP4Z927MdzH5wsyf1sI1ZPGHFMhBBjMmww09jYCCCyQtPU1BR7fGhoaNZqTaXI1ZlI80kWOAHIWTBV7KZQus6wo2sQDJH+PfzURMlxACdEGhUO+SRU20XUOSyzSsgVVcdpbwiqFjnFvHmBDWaBL7lzU3SdxX6m17Q14sTopGHK5EutdJ8QUjyGDWaWLFmCxsZGdHZ24vzzzwcAyLKMnTt34jvf+U6RR1f+kgVOuQqmit39t+u0D4PeEKwmAZKmg+fPrPhx4MBzDJKqocHtigVt0zszj0zK0HQGu1lAg9sKpyXyX6mUqmySdXp22yIrcEaonqCKDkJIKooazAQCAfT29sb+ffToUezduxc1NTVYvHgx7r77bmzduhUrVqzAihUrsHXrVtjtdtx0001FHDXJhWJvIYwFZag6UO+yoN8bhqIzmHhMHeoZOQ8LAK5pa4wFJNEVq1/uPY2Hf9MNu1lAlV2cOgo0Ip9bZNNXUbJdGUtWxdXvleCwCLjjiuVoqbEbonqCKjoIIfMpajDz7rvv4oorroj9+5577gEA3HzzzXjyySdx7733IhQK4Y477sD4+DjWr1+Pjo6OiukxU86KvYUQXRkym3gsrLZh2B+GpE711OEAsyDAbuZx6Yx3/jzPocZpBs9xcFvjA5mofGyR5bKEPZX+LTu6BvDUrRcZJmAo1BYrIaQ0cWzmoThlxufzoaqqCl6vF243JQoaTdwkPbWFUIg+M7rOcPMTe6ZWhiIJ42ElUn4ucBwmQgpam90JJ/R9J724/SfvwmExwSrO3iILKRqCkooffP7CnEzAyVZRxqeCvnTzcwo9fkIIyUQ687dhc2bKma4z7Dvlxd4TE2AccH5LYTveGkmxthASrgyZeEADJoIKXFZT0pWhQm6R5aMLbrGTrwkhJNcomCmw3b0j2PbbHhwcDECZ6p9h4nmc0+jE/deursiExmJtIWSaXFrILbJ8lLAXO/maEEJyjYKZAtrdO4K//a+9GPZL4ABE5zpV19F12oe//a+9+O6fn1eRAc10uUx0nU+mK0OFqrLJxypKsZOvCSEk1yiYKRBdZ3js9cMYm5QjBzZygK5HKmeiRgISHnu91/AlvflUjLOaMl0ZKsQWWTarKMmCwmInXxNCSK5RMFMgXad9ODDgh6Yz6ADAImXA3FQtMAOg6ZHkzFyV9BZyhSMX40nl0EejrVrle4ss01WU+YJC6t9CCCknFMwUyFhQhqzpiB7dE5f+EG1uAiAgqxgNSDM/PW3FPo063fHkI9G1HGSyipJqUEj9Wwgh5cKwB02Wmxq7ORbAzDVVMB0YDypZfa1in0adyXjSSXStNOkcNJruAZ50Ii8hpBzQykyBtDW7sXCBDRNBBQwAxxCLaqZ3+uF5YIFDzPjrRCczf1jBApsZihZpBGcVeTS6LTlZ4Uhn+yrVFZfbLl1C5cJzSHUVxQgHeBJCSKFRMFMgPM/hxosW43//8kPoUzkymNGuUOCBKlvkYMNMdZ32ofu0FyFZhy8cjHW0tZh41LusWU9m6W5fpTq5TkwqVC48j1Tyc6iHDCGkEtE2UwHddNFitDW7IfDxTfA5AFYTD4dZRGtzVVYlsW/2jmA8qEDSNPAcBxMfORE6pOg4NR7EZFjFpKzh/ePjsa2GVGWyfZXK5KroDNV2EcsanBgPKpjZlDqa6LqswUnlwphqunjSi50Hh7HvpDfu5zi9+ikRCgoJIeWIVmYKiOc53H/tatz/3B8xEVQgmniYeB4CH2mlP1fX2VToOsOOrgEAgMBFghgAUz1tGGSNod8XBgfgX147hJf3D6acEJzKdtFjrx+Gw2LCREiJbYOkWlpc67RQuXAK5lsZox4yhJBKRCszBbZheR223XAuzm1ZALPAQ2MMjAGtze6sS4+7Tvsw5AvDYhKmtrIi79g1xqBqZ969W0w8FtjEtBKC59suspg4vH10FF/40du4+5kPcPtP3sXNT+yBNySnvOKSTqJrJUplZSxa/eS0CBjwSQgpGnSdIaRoGPBJFBQSQsoSrcwUQb5KYqNbOg1uC/onwlA1BoEHVE2PS8+psouwmSOHDKaaEDzXdtGwX8KALwwA8Gsq+KmVpj+enMA3X/gQn12/GH1jwZRWXKhcOLF0StephwwhpNJQMFMk+Wi2Ft3SMQs8FlbbMOyXEFa0M71tpr6uyxKplkqnuiXZdlFAUjDoD8f+bTJx4MBB0XSoGgDI2HVoBA9fvwY/2HUkpcm1WGc1GVm6VUoUFBJCKgkFM2UkPl/CAkedHaMBGUM+CTwP6IzBJvKwimdWV1KtbkmUi8HAMOCVYqXlPAfw4MBxHDgBUDUGWWU4PBRAlc2Mp269aM7J1Wgdi40kkyolCgoJIZWCgpkykqhbrE0UwHEMug4IfKQ8e/o7+1SrWxI9t64zSJHlF3CInP7NxZKOOQg8oGgaQgqPsaA85+RqtI7FRkMnXRNCSHKUAFxmZibR+sMqBJ4Hz3NoXmCF03Imfk235Hnmc49Oyoj2/jPxHAR+5vZHpCEgz809yRqtY7ERRVfGqHSdEEJmo5WZMjQzX6JvLIgf7jqMgKTBJPBZlTxPf+73j4/jX149iElJg6wzMMbiVn10PVJP1VJjTzrJ0plMqaGTrgkhJDkKZsrUzC2dpXWOnFW3RJ+7rdmNl/cP4g99XmiKCkVnMPGRlRodDIrGYBF5fK19ZdJJltrvp46qlAghJDEKZipEPqpbpq8WjE1iqoJJh47I1odF5PHVzStx6Yr6pM9B7ffTQ1VKhBAyGwUzFSQf1S3TVwt6B/0IqTp4AItrHfha+9yBDECJrZmgKiVCCIlHwQzJWjarBdR+nxBCSLaomonkRHS1YNPKeqxdVJXytge13yeEEJItCmZI0dGZTIQQQrJB20zEECopsZU6HRNCSG5RMEMMoxISW6nTMSGE5B5tMxFSINTpmBBC8oOCGUIKYGanY6sogOc5WEUBjW4LApKG7TsPQ9fZ/E9GCCEkDgUzhBRAOp2OCSGEpIdyZvKAEjznVonfH+p0TAgh+UPBTI5RgufcKvX7Q52OCSEkf2ibKYcowXNulfz9iXY6Hg8qYCw+Lyba6XhZg5M6HRNCSAYomMkRSvCcW6V/f6jTMSGE5A8FMzlCCZ5zo+8PdTomhJB8oZyZHKEEz7kZ7ftTrCTkSup0TAghhULBTI5QgufcjPT9KXYSciV0OiaEkEKibaYcyVeCp64z7Dvpxc6Dw9h30luyOSVGSYCt5CRkQggpV7Qyk6Xp2xXXtDXixFgQAz4JC+wiLAIPSdMxPinDbOKxYVkt9p3yAgAmQgoW2EQAwPikjPGgggUOEXUOS2zbIdMVhFS2UJJdk8vtl5nPdfvGpXjghQ9xciIEuyhMJQEDE0EVTouA2zcuTelrT3/e6PdwIqTMO96ZScjR3B0rL6DRzWPAJ2H7zsO4eGltzrd9SrW3TqmOmxBSWTg2821ymfH5fKiqqoLX64Xbndt3/YmCjVpnZJtkNCBD0Rl0XYfGAIHjoOoMYUUDY4DIc1B0BgYGxiKrEzzPwW01obW5ChtX1OE/3j6BgKSi2m6GWeAhazrGgwqcFiFpwmgqAVCyazauqMOuQyM52X5J9r0JSCpOjYeh6joAQBR4rPQ48Yl1zSl97enPOylpCCkaOA6wigIcZmHO8e476cXtP3kXDosJVnH2VldI0RCUVPzg8xfmdBuo2NtamSrVcRNCykM68zcFMxmKblckCjYcZh7/a+My+MMqfvz7Y1A0HRaTgCFfGDpjYAB0BnAAot98Ex/5O89xsIkCZE2HWeCxuMYeV/3DGMOAT8LqJheeuvWiuHfJc40pGgABSHjNkD+MSUmD3SzA47amHDyl+r2ZCCno94YAAI1uC6yiCWFFQ1DWYDZx4DgOms7mDNymP6/FxGPYL0Gb2nbjOQ4NbiskVU863p0Hh/G1//oDGlyWpCs+QwEJ/+fT67BpZX1qvwgZfC8y/b4WUqmOmxBSPtKZvylnJgPz9UyZlHW89GE/ftc7AkXT4XFb4A0pYABEE49o+Dg9itQZYOI56AxQNB2SokPVZseZycqYU+nj8tjrvXjs9dnXWEQeqsag6ZE/FhOfcQ+YROPgeMAbUsAB4DjAF1ZhNwuodVqwsNqK8aCCsUkZHpclaf8ZVdVjz+txRb6fGous7IgmHgyRr+Fxm5OOd3oSciK5TkIu1d46pTpuQkjlomAmA6n0TNk/4MeBAT+q7WZICoOkahB4DonWwThg6nEOJp6DrDFwiAQ1YWX2xGsReCgzypjTHdP0a8KyDlnTYZqa6Kd/zXR7wCQaR1jWIakaTAIPE89DUs98DUlhYCyy1Sap8d+c6V/7V3/sjz2vpDJIqg4TH1nR4cBB4DlIqgZJYUnHW+gk5FLtrVOq4yaEVC4KZjKQSs8URWOxrSJV18FYZFWCsfgVGQAAF3mMTW09RR/TgVhuyXSJVhDSHdN00fHxU+Ob+TUTBU/JJBrH9PuPBm7RrxH9WPTvCcetM5yaCMaeN/Z8067jpo092XgL3YU3pZ+JAXsPleq4CSGVi4KZDKS0XSFwsTwDE8/HJtvohB5namLmuGjeTGT7hDEGYcY742QrCOmOabro+PSp8Zl4fvbnprj9kmgc0++fIf5rRD8W/XvCcfMcFi6wx5439nxx35czzzvXeAvZhbfQ21q5UqrjJoRULirNzkB0u6Kn349GNz8rQXciqGBVowsAh/0DfnjcZlhMAsKKBpMw+11/NIABGFQdsJp4CDzAcZHEWY7nYmXeE1MJmDNXENId0/RrrGYeZoFHUI4kAFtFftbnrm5ypbT9kmgcVjMPi0lASFYBDrCJZ76GReRi47CYEgduq5tc+Pi5TXjug5Po6ffD4zLDYuIRUnSIPAAO0HQGqyjAInIY9MlzjrdQXXhT+Zmk+n0tpFIdNyGkctHKTAZS2a644/LluOPyyDWDPhlVNjGSB6PqsZWI6VMnzwGqzsBzgMDzqHFY8NXNK9Ha7E5pBSHdMU2/JqxE8mUEnoPA8wiresbbL4nGwXSgyibGttLcNhGMRUqhB30yah1m1DjMGPTLSbd+TCY+9ryDfhlumwiBi+QVKaoODpGvMeiTUxpvtAvvppX1WLuoKi+9U0r1cMlSHTchpHJRaXYW4vpw6AwiP3dPl0lZO9NnRuCgaMn7zESfI92mZemOafo1cX1mknxuNt+bmT14pj8/gHnHnej7GZJT7zNTLKn8TIyoVMdNCCkP1GdmmnwGM0D63Xand6ydrwNwocZUqA7A0W2JZM+f6tfOtANwMZVqJ91SHTchpPRRMDNNvoMZQgghhOQeNc0jhBBCSMWgYIYQQgghJY2CGUIIIYSUNApmCCGEEFLSKJghhBBCSEmjYIYQQgghJa0kgpnHHnsMS5YsgdVqxQUXXIA33nij2EMihBBCiEEYPpj52c9+hrvvvhsPPPAAPvjgA1x22WW49tprceLEiWIPjRBCCCEGYPimeevXr8dHPvIRbN++PfbY6tWrcf3112Pbtm2zrpckCZIkxf7t8/nQ0tJCTfMIIYSQEpJO0zxDn5otyzLee+89/N3f/V3c4+3t7di9e3fCz9m2bRseeuihWY/7fL68jJEQQgghuRedt1NZczF0MDMyMgJN0+DxeOIe93g8GBgYSPg5999/P+65557Yv0+dOoXW1la0tLTkdayEEEIIyT2/34+qqqo5rzF0MBPFcfEH2zHGZj0WZbFYYLFYYv92Op3o6+uDy+VK+jmpiG5X9fX1lfV2Fd1neaH7LC90n+WF7nNujDH4/X40NzfPe62hg5m6ujoIgjBrFWZoaGjWak0yPM9j0aJFORuT2+0u61+6KLrP8kL3WV7oPssL3Wdy863IRBm6mslsNuOCCy5AZ2dn3OOdnZ3YsGFDkUZFCCGEECMx9MoMANxzzz34/Oc/jwsvvBCXXHIJHn/8cZw4cQJf/OIXiz00QgghhBiA4YOZv/iLv8Do6Ci+9a1vob+/H2vWrMF///d/46yzziroOCwWCx588MG4fJxyRPdZXug+ywvdZ3mh+8wdw/eZIYQQQgiZi6FzZgghhBBC5kPBDCGEEEJKGgUzhBBCCClpFMwQQgghpKRVdDCza9cufPzjH0dzczM4jsMLL7wQ93HGGLZs2YLm5mbYbDZcfvnl6OrqirtGkiTcddddqKurg8PhwCc+8QmcPHmygHcxv23btuGjH/0oXC4XGhoacP311+PAgQNx15TDvW7fvh3nnnturDHTJZdcgt/+9rexj5fDPc60bds2cByHu+++O/ZYudznli1bwHFc3J/GxsbYx8vlPoHIsSuf+9znUFtbC7vdjvPOOw/vvfde7OPlcK9nn332rJ8nx3G48847AZTHPQKAqqr45je/iSVLlsBms2Hp0qX41re+BV3XY9eUw736/X7cfffdOOuss2Cz2bBhwwa88847sY8X/B5ZBfvv//5v9sADD7Bnn32WAWDPP/983Me//e1vM5fLxZ599lm2b98+9hd/8ResqamJ+Xy+2DVf/OIX2cKFC1lnZyd7//332RVXXMHWrVvHVFUt8N0kd80117AnnniCffjhh2zv3r3suuuuY4sXL2aBQCB2TTnc64svvsh+85vfsAMHDrADBw6wb3zjG0wURfbhhx8yxsrjHqfbs2cPO/vss9m5557LvvKVr8QeL5f7fPDBB1lbWxvr7++P/RkaGop9vFzuc2xsjJ111lnslltuYW+//TY7evQoe/nll1lvb2/smnK416GhobifZWdnJwPAXnvtNcZYedwjY4w9/PDDrLa2lv36179mR48eZT//+c+Z0+lk3/ve92LXlMO9/vmf/zlrbW1lO3fuZIcOHWIPPvggc7vd7OTJk4yxwt9jRQcz080MZnRdZ42Njezb3/527LFwOMyqqqrYv//7vzPGGJuYmGCiKLJnnnkmds2pU6cYz/PspZdeKtjY0zU0NMQAsJ07dzLGyvteq6ur2f/7f/+v7O7R7/ezFStWsM7OTrZp06ZYMFNO9/nggw+ydevWJfxYOd3nfffdxy699NKkHy+ne53uK1/5Clu2bBnTdb2s7vG6665jt912W9xjN9xwA/vc5z7HGCuPn2cwGGSCILBf//rXcY+vW7eOPfDAA0W5x4reZprL0aNHMTAwgPb29thjFosFmzZtwu7duwEA7733HhRFibumubkZa9asiV1jRF6vFwBQU1MDoDzvVdM0PPPMM5icnMQll1xSdvd455134rrrrsPVV18d93i53eehQ4fQ3NyMJUuW4DOf+QyOHDkCoLzu88UXX8SFF16IT3/602hoaMD555+PH/7wh7GPl9O9RsmyjJ/+9Ke47bbbwHFcWd3jpZdeildeeQUHDx4EAPzhD3/Am2++iT/5kz8BUB4/T1VVoWkarFZr3OM2mw1vvvlmUe6RgpkkoodbzjzQ0uPxxD42MDAAs9mM6urqpNcYDWMM99xzDy699FKsWbMGQHnd6759++B0OmGxWPDFL34Rzz//PFpbW8vqHp955hm8//772LZt26yPldN9rl+/Hj/+8Y+xY8cO/PCHP8TAwAA2bNiA0dHRsrrPI0eOYPv27VixYgV27NiBL37xi/ibv/kb/PjHPwZQXj/TqBdeeAETExO45ZZbAJTXPd5333248cYbsWrVKoiiiPPPPx933303brzxRgDlca8ulwuXXHIJ/uEf/gGnT5+Gpmn46U9/irfffhv9/f1FuUfDH2dQbBzHxf2bMTbrsZlSuaZYvvzlL+OPf/wj3nzzzVkfK4d7Peecc7B3715MTEzg2Wefxc0334ydO3fGPl7q99jX14evfOUr6OjomPWuaLpSv08AuPbaa2N/X7t2LS655BIsW7YMTz31FC6++GIA5XGfuq7jwgsvxNatWwEA559/Prq6urB9+3Z84QtfiF1XDvca9aMf/QjXXnstmpub4x4vh3v82c9+hp/+9Kd4+umn0dbWhr179+Luu+9Gc3Mzbr755th1pX6vP/nJT3Dbbbdh4cKFEAQBH/nIR3DTTTfh/fffj11TyHuklZkkolUTMyPEoaGhWLTZ2NgIWZYxPj6e9Bojueuuu/Diiy/itddew6JFi2KPl9O9ms1mLF++HBdeeCG2bduGdevW4fvf/37Z3ON7772HoaEhXHDBBTCZTDCZTNi5cyf++Z//GSaTKTbOUr/PRBwOB9auXYtDhw6Vzc8TAJqamtDa2hr32OrVq3HixAkA5fX/EwCOHz+Ol19+GX/1V38Ve6yc7vHrX/86/u7v/g6f+cxnsHbtWnz+85/H3/7t38ZWUsvlXpctW4adO3ciEAigr68Pe/bsgaIoWLJkSVHukYKZJKI/kM7Ozthjsixj586d2LBhAwDgggsugCiKcdf09/fjww8/jF1jBIwxfPnLX8Zzzz2HV199FUuWLIn7eDnd60yMMUiSVDb3eNVVV2Hfvn3Yu3dv7M+FF16Iz372s9i7dy+WLl1aFveZiCRJ6OnpQVNTU9n8PAHgYx/72KxWCQcPHowdpltO9woATzzxBBoaGnDdddfFHiunewwGg+D5+KlVEIRYaXY53SsQeZPR1NSE8fFx7NixA5/85CeLc49ppwyXEb/fzz744AP2wQcfMADs0UcfZR988AE7fvw4YyxSWlZVVcWee+45tm/fPnbjjTcmLC1btGgRe/nll9n777/PrrzySkOVzzHG2Je+9CVWVVXFXn/99bjSyGAwGLumHO71/vvvZ7t27WJHjx5lf/zjH9k3vvENxvM86+joYIyVxz0mMr2aibHyuc+vfvWr7PXXX2dHjhxhb731FvvTP/1T5nK52LFjxxhj5XOfe/bsYSaTif3jP/4jO3ToEPuP//gPZrfb2U9/+tPYNeVyr5qmscWLF7P77rtv1sfK5R5vvvlmtnDhwlhp9nPPPcfq6urYvffeG7umHO71pZdeYr/97W/ZkSNHWEdHB1u3bh276KKLmCzLjLHC32NFBzOvvfYaAzDrz80338wYi5TQPfjgg6yxsZFZLBa2ceNGtm/fvrjnCIVC7Mtf/jKrqalhNpuN/emf/ik7ceJEEe4muUT3CIA98cQTsWvK4V5vu+02dtZZZzGz2czq6+vZVVddFQtkGCuPe0xkZjBTLvcZ7UshiiJrbm5mN9xwA+vq6op9vFzukzHGfvWrX7E1a9Ywi8XCVq1axR5//PG4j5fLve7YsYMBYAcOHJj1sXK5R5/Px77yla+wxYsXM6vVypYuXcoeeOABJklS7JpyuNef/exnbOnSpcxsNrPGxkZ25513somJidjHC32PHGOMZbK0RAghhBBiBJQzQwghhJCSRsEMIYQQQkoaBTOEEEIIKWkUzBBCCCGkpFEwQwghhJCSRsEMIYQQQkoaBTOEEEIIKWkUzBBCCCGkpFEwQwghhJCSRsEMIaRi7Nq1Cx//+MfR3NwMjuPwwgsvFHtIhJAcoGCGEFIxJicnsW7dOvzrv/5rsYdCCMkhCmYIIUVx+eWX46677sLdd9+N6upqeDwePP7445icnMStt94Kl8uFZcuW4be//W3sc7q6unDdddfB7XbD5XLhsssuw+HDhwEAt9xyC66//no89NBDaGhogNvtxu233w5ZlmOff+211+Lhhx/GDTfcUPD7JYTkDwUzhJCieeqpp1BXV4c9e/bgrrvuwpe+9CV8+tOfxoYNG/D+++/jmmuuwec//3kEg0GcOnUKGzduhNVqxauvvor33nsPt912G1RVjT3fK6+8gp6eHrz22mv4z//8Tzz//PN46KGHiniHhJBCoFOzCSFFcfnll0PTNLzxxhsAAE3TUFVVhRtuuAE//vGPAQADAwNoamrC73//e7z44ot45plncODAAYiiOOv5brnlFvzqV79CX18f7HY7AODf//3f8fWvfx1erxc8H//ejeM4PP/887j++uvze6OEkLyjlRlCSNGce+65sb8LgoDa2lqsXbs29pjH4wEADA0NYe/evbjssssSBjJR69atiwUyAHDJJZcgEAigr68vD6MnhBgFBTOEkKKZGZhwHBf3GMdxAABd12Gz2TL+OtHnIYSUJwpmCCEl4dxzz8Ubb7wBRVGSXvOHP/wBoVAo9u+33noLTqcTixYtKsQQCSFFQsEMIaQkfPnLX4bP58NnPvMZvPvuuzh06BB+8pOf4MCBA7FrZFnGX/7lX6K7uxu//e1v8eCDD+LLX/5yLF8mEAhg79692Lt3LwDg6NGj2Lt3L06cOFGMWyKE5Iip2AMghJBU1NbW4tVXX8XXv/51bNq0CYIg4LzzzsPHPvax2DVXXXUVVqxYgY0bN0KSJHzmM5/Bli1bYh9/9913ccUVV8T+fc899wAAbr75Zjz55JOFuhVCSI5RNRMhpCzccsstmJiYoK6+hFQg2mYihBBCSEmjYIYQQgghJY22mQghhBBS0mhlhhBCCCEljYIZQgghhJQ0CmYIIYQQUtIomCGEEEJISaNghhBCCCEljYIZQgghhJQ0CmYIIYQQUtIomCGEEEJISfv/AeyNMelBLMxMAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.regplot(data = data,\n",
    "            x = 'mcp1',\n",
    "            y = 'tnfalpha')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fa7a06b0-3a90-4082-ad37-c836050a1e49",
   "metadata": {},
   "source": [
    "## Figure Level Interface"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4fd240ae-bcc0-4500-a809-22e771d8dda2",
   "metadata": {},
   "source": [
    "All of the code we've been running above generates a single figure.\n",
    "The functions below automate generating multiple figures across different facets of the data.\n",
    "This is an incredibly useful way to explore relationships in your data."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "80969a7a-e3d1-4501-8181-b5cf47fdb593",
   "metadata": {},
   "source": [
    "### Categorical with `catplot`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "4cca936b-844c-4c61-9386-c1e28351bc6f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f0d1f55fa60>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2011.11x500 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(data = data,\n",
    "            x = 'neuro_screen_ordinal',\n",
    "            y = 'mcp1',\n",
    "            col = 'multi_use')\n",
    "\n",
    "# Try:\n",
    "# col_wrap = 2\n",
    "# kind = 'bar', box, etc\n",
    "# Other groupings across row and hue\n",
    "#  Sex, isAA\n",
    "#  pd.cut(data['Age'], [18, 30, 50, 100], labels=['young', 'adult', 'aged'])\n",
    "#  pd.cut(data['tnfalpha'], 3, labels=['low', 'med', 'high'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "618ecf84-c5de-47b5-8df4-54a9e6d25d8c",
   "metadata": {},
   "source": [
    "Each of the plots splits the data into a different categorical subset, then only plots the data within that set.\n",
    "Use the examples in the comments to explore ways to visualize the data."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fb905659-2d96-4ced-8d3c-6fb6490f91b6",
   "metadata": {},
   "source": [
    "### Relational with `relplot`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "51fca660-ad20-4578-abff-5d1e1f01d493",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f0d1f2f3b20>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2000x500 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(data = data,\n",
    "            x = 'tnfalpha',\n",
    "            y = 'mcp1',\n",
    "            col = 'multi_use')\n",
    "\n",
    "# Try:\n",
    "# col_wrap = 2\n",
    "# kind = 'bar', box, etc\n",
    "# Other groupings across row and hue\n",
    "#  Sex, isAA\n",
    "#  pd.cut(data['Age'], [18, 30, 50, 100], labels=['young', 'adult', 'aged'])\n",
    "#  pd.cut(data['tnfalpha'], 3, labels=['low', 'med', 'high'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "571ba5b0-fa67-41be-84b1-fddca294b9fb",
   "metadata": {},
   "source": [
    "### Linear model regression plots with `lmplot`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "48ea4d10-f2a5-449e-aef2-6f6171773b69",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f0d1d5d6760>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2000x500 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(data = data,\n",
    "            x = 'tnfalpha',\n",
    "            y = 'mcp1',\n",
    "            col = 'multi_use')\n",
    "# Try:\n",
    "# col_wrap = 2\n",
    "# kind = 'bar', box, etc\n",
    "# Other groupings across row and hue\n",
    "#  Sex, isAA\n",
    "#  pd.cut(data['Age'], [18, 30, 50, 100], labels=['young', 'adult', 'aged'])\n",
    "#  pd.cut(data['tnfalpha'], 3, labels=['low', 'med', 'high'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5d75d2f5-6d1f-42fa-8bed-5dbdae2cd488",
   "metadata": {},
   "source": [
    "## Plotting Multiple Columns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e101065f-1e50-4367-9602-f1c4b20d4b18",
   "metadata": {},
   "source": [
    "You'll probably notice that all of the graphs so far have visualized a single cytokine.\n",
    "What if we wanted multiple cytokines in the same figure?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "f890ea22-74f2-4c21-9f2c-bd42916bd945",
   "metadata": {},
   "outputs": [],
   "source": [
    "# This doesn't work\n",
    "# sns.stripplot(data = data,\n",
    "#               x = 'neuro_screen_category',\n",
    "#               hue = 'Sex',\n",
    "#               y = ['mcp1', 'tnfalpha'],\n",
    "#               dodge = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cb0a9dae-c50e-488a-b92f-386b2e680766",
   "metadata": {},
   "source": [
    "### I'm `pd.melt`ing"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c1e713f2-5032-47ff-b513-e8617dfb0b6e",
   "metadata": {},
   "source": [
    "Seaborn only plots _long_ data.\n",
    "We need to convert our _wide_ data into _long_ data first.\n",
    "This is melting."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "576bb0e0-d74e-4daf-8ed7-5828325b0337",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Sex</th>\n",
       "      <th>Age</th>\n",
       "      <th>isAA</th>\n",
       "      <th>egf</th>\n",
       "      <th>eotaxin</th>\n",
       "      <th>fgfbasic</th>\n",
       "      <th>gcsf</th>\n",
       "      <th>gmcsf</th>\n",
       "      <th>hgf</th>\n",
       "      <th>ifnalpha</th>\n",
       "      <th>...</th>\n",
       "      <th>mip1beta</th>\n",
       "      <th>tnfalpha</th>\n",
       "      <th>vegf</th>\n",
       "      <th>cocaine_use</th>\n",
       "      <th>cannabinoid_use</th>\n",
       "      <th>neuro_screen_impairment_level</th>\n",
       "      <th>bmi</th>\n",
       "      <th>years_infected</th>\n",
       "      <th>multi_use</th>\n",
       "      <th>neuro_screen_ordinal</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Male</td>\n",
       "      <td>53.0</td>\n",
       "      <td>Checked</td>\n",
       "      <td>65.01</td>\n",
       "      <td>170.20</td>\n",
       "      <td>50.32</td>\n",
       "      <td>117.14</td>\n",
       "      <td>2.51</td>\n",
       "      <td>481.37</td>\n",
       "      <td>110.79</td>\n",
       "      <td>...</td>\n",
       "      <td>151.15</td>\n",
       "      <td>17.61</td>\n",
       "      <td>7.54</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>none</td>\n",
       "      <td>21</td>\n",
       "      <td>18</td>\n",
       "      <td>YY</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Female</td>\n",
       "      <td>62.0</td>\n",
       "      <td>Checked</td>\n",
       "      <td>232.83</td>\n",
       "      <td>118.23</td>\n",
       "      <td>36.03</td>\n",
       "      <td>215.38</td>\n",
       "      <td>24.53</td>\n",
       "      <td>988.71</td>\n",
       "      <td>66.13</td>\n",
       "      <td>...</td>\n",
       "      <td>230.87</td>\n",
       "      <td>51.22</td>\n",
       "      <td>31.60</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>none</td>\n",
       "      <td>22</td>\n",
       "      <td>16</td>\n",
       "      <td>YY</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Male</td>\n",
       "      <td>60.0</td>\n",
       "      <td>Checked</td>\n",
       "      <td>84.84</td>\n",
       "      <td>55.27</td>\n",
       "      <td>13.22</td>\n",
       "      <td>14.08</td>\n",
       "      <td>0.48</td>\n",
       "      <td>364.31</td>\n",
       "      <td>78.67</td>\n",
       "      <td>...</td>\n",
       "      <td>68.34</td>\n",
       "      <td>2.48</td>\n",
       "      <td>0.84</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>none</td>\n",
       "      <td>25</td>\n",
       "      <td>16</td>\n",
       "      <td>NN</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Male</td>\n",
       "      <td>62.0</td>\n",
       "      <td>Checked</td>\n",
       "      <td>24.13</td>\n",
       "      <td>70.18</td>\n",
       "      <td>4.12</td>\n",
       "      <td>14.08</td>\n",
       "      <td>1.33</td>\n",
       "      <td>510.36</td>\n",
       "      <td>118.64</td>\n",
       "      <td>...</td>\n",
       "      <td>49.15</td>\n",
       "      <td>10.93</td>\n",
       "      <td>3.53</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>impaired</td>\n",
       "      <td>29</td>\n",
       "      <td>21</td>\n",
       "      <td>YY</td>\n",
       "      <td>impaired</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Male</td>\n",
       "      <td>54.0</td>\n",
       "      <td>Checked</td>\n",
       "      <td>186.98</td>\n",
       "      <td>69.18</td>\n",
       "      <td>32.56</td>\n",
       "      <td>184.74</td>\n",
       "      <td>12.55</td>\n",
       "      <td>395.87</td>\n",
       "      <td>40.79</td>\n",
       "      <td>...</td>\n",
       "      <td>241.00</td>\n",
       "      <td>32.01</td>\n",
       "      <td>10.81</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>none</td>\n",
       "      <td>26</td>\n",
       "      <td>16</td>\n",
       "      <td>YY</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 39 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Sex   Age     isAA     egf  eotaxin  fgfbasic    gcsf  gmcsf     hgf  \\\n",
       "0    Male  53.0  Checked   65.01   170.20     50.32  117.14   2.51  481.37   \n",
       "1  Female  62.0  Checked  232.83   118.23     36.03  215.38  24.53  988.71   \n",
       "2    Male  60.0  Checked   84.84    55.27     13.22   14.08   0.48  364.31   \n",
       "3    Male  62.0  Checked   24.13    70.18      4.12   14.08   1.33  510.36   \n",
       "4    Male  54.0  Checked  186.98    69.18     32.56  184.74  12.55  395.87   \n",
       "\n",
       "   ifnalpha  ...  mip1beta  tnfalpha   vegf  cocaine_use  cannabinoid_use  \\\n",
       "0    110.79  ...    151.15     17.61   7.54         True             True   \n",
       "1     66.13  ...    230.87     51.22  31.60         True             True   \n",
       "2     78.67  ...     68.34      2.48   0.84        False            False   \n",
       "3    118.64  ...     49.15     10.93   3.53         True             True   \n",
       "4     40.79  ...    241.00     32.01  10.81         True             True   \n",
       "\n",
       "   neuro_screen_impairment_level  bmi  years_infected  multi_use  \\\n",
       "0                           none   21              18         YY   \n",
       "1                           none   22              16         YY   \n",
       "2                           none   25              16         NN   \n",
       "3                       impaired   29              21         YY   \n",
       "4                           none   26              16         YY   \n",
       "\n",
       "   neuro_screen_ordinal  \n",
       "0                  none  \n",
       "1                  none  \n",
       "2                  none  \n",
       "3              impaired  \n",
       "4                  none  \n",
       "\n",
       "[5 rows x 39 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "922c813e-1107-4f47-bc30-3a7a7b70a28d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Sex</th>\n",
       "      <th>Age</th>\n",
       "      <th>neuro_screen_ordinal</th>\n",
       "      <th>multi_use</th>\n",
       "      <th>cytokine</th>\n",
       "      <th>concentration</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Male</td>\n",
       "      <td>53.0</td>\n",
       "      <td>none</td>\n",
       "      <td>YY</td>\n",
       "      <td>mcp1</td>\n",
       "      <td>468.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Female</td>\n",
       "      <td>62.0</td>\n",
       "      <td>none</td>\n",
       "      <td>YY</td>\n",
       "      <td>mcp1</td>\n",
       "      <td>591.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Male</td>\n",
       "      <td>60.0</td>\n",
       "      <td>none</td>\n",
       "      <td>NN</td>\n",
       "      <td>mcp1</td>\n",
       "      <td>132.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Male</td>\n",
       "      <td>62.0</td>\n",
       "      <td>impaired</td>\n",
       "      <td>YY</td>\n",
       "      <td>mcp1</td>\n",
       "      <td>816.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Male</td>\n",
       "      <td>54.0</td>\n",
       "      <td>none</td>\n",
       "      <td>YY</td>\n",
       "      <td>mcp1</td>\n",
       "      <td>414.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>667</th>\n",
       "      <td>Male</td>\n",
       "      <td>44.0</td>\n",
       "      <td>none</td>\n",
       "      <td>NN</td>\n",
       "      <td>il6</td>\n",
       "      <td>16.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>668</th>\n",
       "      <td>Male</td>\n",
       "      <td>59.0</td>\n",
       "      <td>mild</td>\n",
       "      <td>YY</td>\n",
       "      <td>il6</td>\n",
       "      <td>15.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>669</th>\n",
       "      <td>Male</td>\n",
       "      <td>63.0</td>\n",
       "      <td>mild</td>\n",
       "      <td>YY</td>\n",
       "      <td>il6</td>\n",
       "      <td>11.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>670</th>\n",
       "      <td>Male</td>\n",
       "      <td>41.0</td>\n",
       "      <td>mild</td>\n",
       "      <td>NY</td>\n",
       "      <td>il6</td>\n",
       "      <td>12.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>671</th>\n",
       "      <td>Male</td>\n",
       "      <td>43.0</td>\n",
       "      <td>mild</td>\n",
       "      <td>NN</td>\n",
       "      <td>il6</td>\n",
       "      <td>2.40</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>672 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Sex   Age neuro_screen_ordinal multi_use cytokine  concentration\n",
       "0      Male  53.0                 none        YY     mcp1         468.72\n",
       "1    Female  62.0                 none        YY     mcp1         591.70\n",
       "2      Male  60.0                 none        NN     mcp1         132.80\n",
       "3      Male  62.0             impaired        YY     mcp1         816.71\n",
       "4      Male  54.0                 none        YY     mcp1         414.97\n",
       "..      ...   ...                  ...       ...      ...            ...\n",
       "667    Male  44.0                 none        NN      il6          16.69\n",
       "668    Male  59.0                 mild        YY      il6          15.55\n",
       "669    Male  63.0                 mild        YY      il6          11.94\n",
       "670    Male  41.0                 mild        NY      il6          12.48\n",
       "671    Male  43.0                 mild        NN      il6           2.40\n",
       "\n",
       "[672 rows x 6 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "melted_data = pd.melt(data,\n",
    "                      id_vars = ['Sex', 'Age', 'neuro_screen_ordinal', 'multi_use'], # What we want replicated across all rows of the same sample\n",
    "                      value_vars = ['mcp1', 'tnfalpha', 'il6'], # What columns we want to melt into rows\n",
    "                      value_name = 'concentration', # The name of the value column after melting\n",
    "                      var_name = 'cytokine') # The name of the variable column after melting\n",
    "melted_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "09a2746f-a9ab-4240-bffc-b5dff0a6936b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f0d1d4514f0>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1636.12x500 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(data = melted_data,\n",
    "            x = 'neuro_screen_ordinal',\n",
    "            y = 'concentration',\n",
    "            col = 'cytokine',\n",
    "            hue = 'Sex',\n",
    "            sharey=False,\n",
    "            kind = 'bar')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7f5870b5-67a0-42ab-b62a-22bfba87e2ac",
   "metadata": {},
   "source": [
    "Whether to use melting data and figure-level seaborn functions or using `plt.subplots` and then doing axis-level figure generation is a matter of personal perference and the situation."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a951bd46-904d-46c7-a055-83e196153bcc",
   "metadata": {
    "tags": [
     "remove_cell"
    ]
   },
   "source": [
    "## Submission\n",
    "\n",
    "You do not need to submit this walkthrough notebook.\n",
    "Simply complete the quiz."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2fff3c2b-4168-44f0-ba3c-be8f3c1f0326",
   "metadata": {},
   "source": [
    "---------------------------------------------"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  },
  "otter": {
   "assignment_name": "Module06_walkthrough"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}