{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "81d339de",
   "metadata": {},
   "source": [
    "# Walkthrough"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "356f5b74",
   "metadata": {},
   "source": [
    "## Learning Objectives\n",
    "At the end of this learning activity you will be able to:\n",
    " - Create barplots of categorical count data.\n",
    " - Adjust the limits, labels, and titles of matplotlib axes.\n",
    " - Create boxplots of continious numerical data.\n",
    " - Generate histograms of continious numerical data.\n",
    " - Construct scatterplots to compare continious variables."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5857797b-44b5-4bae-aa6e-cdd7ab25f872",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "# A common import style you'll see across the web\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Make the notebook show images as we make them\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6a0bfbc6-63f2-4a53-bd3c-0e85655d6aae",
   "metadata": {},
   "source": [
    "## Matplotlib"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e63963e-9f33-48e7-b2df-f7ff8519f768",
   "metadata": {},
   "source": [
    "Matplotlib is a highly influential plotting library in Python dating back to the early 2000s.\n",
    "It was initially created by John D. Hunter, a neurobiologist, as an alternative to MATLAB, which was widely used at the time for scientific computing and data visualization.\n",
    "His primary motivation was to have an open-source tool that could replicate MATLAB's plotting capabilities, which he needed for his work in electrophysiology.\n",
    "Over the years, it has grown with contributions from a large community of developers, evolving to support a wide range of plots and visualizations.\n",
    "\n",
    "A key to Matplotlib's success is been its flexibility and integration with other Python libraries.\n",
    "It works well with NumPy and Pandas, making it a go-to choice for data analysis and manipulation tasks.\n",
    "Its integration with Jupyter notebooks has also made it popular for exploratory data analysis in a notebook environment.\n",
    "\n",
    "Matplotlib's design philosophy revolves around the idea of allowing users to create simple plots with just a few lines of code, while also giving them the ability to make complex customizations.\n",
    "This balance between simplicity and power has contributed significantly to its widespread adoption.\n",
    "\n",
    "If you are interested, you can read more about the history of the package at their [website](https://matplotlib.org/stable/users/project/history.html).\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "018485f4-389f-4865-b736-0a4a61c13c2a",
   "metadata": {},
   "source": [
    "## Data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "387b834d-423d-43a9-bf53-6e2558cf43d7",
   "metadata": {
    "id": "59f3483e-0a2a-4217-8185-c5557dda482e"
   },
   "source": [
    "This week we will look at data from a cohort of People Living with HIV (PLH) 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."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "07a4d0e5-d8cc-4cb9-b12b-62aa69476198",
   "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": "b53c4f13-b831-4d76-839a-ea44af3dd333",
   "metadata": {},
   "source": [
    "## Basic Plotting"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5b0549c1-4931-42f6-8c16-f8512fbf2ad4",
   "metadata": {},
   "source": [
    "`pandas` and `matplotlib` are tightly coupled and provide a number of ways to make simple plots easily.\n",
    "Most pandas objects have `.plot()` method that can graph the data within it and control many of the outputs."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1e3f711e-ad2e-477b-b72c-c09ce2a0d35f",
   "metadata": {},
   "source": [
    "Columns (or any `pd.Series` object) have a method for easily counting categorical values:\n",
    "`.value_counts()`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "58358fea-f847-4dab-beb8-e7235b74c7e8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Sex\n",
       "Male           140\n",
       "Female          82\n",
       "Transgender      2\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Sex'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6c3179dc-0247-4ec6-9821-bac2462455e0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Sex'>"
      ]
     },
     "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": [
    "# Just plot it.\n",
    "\n",
    "data['Sex'].value_counts().plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cd14ab22-6c7c-46f3-b954-88d5c81b3b20",
   "metadata": {},
   "source": [
    "That's _almost_ what we want.\n",
    "By default, the `kind` of plot is a line-plot, because it was originally designed for time-series financial data.\n",
    "Nicely, pandas allows many different ways to customize a plot.\n",
    "One of which, is to change its `kind`, we can change that like so."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "86e51c58-503e-4198-a235-7896623f55b8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Sex'>"
      ]
     },
     "execution_count": 6,
     "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": [
    "data['Sex'].value_counts().plot(kind = 'bar')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "32e03625-2c7a-42e1-bfd9-dde0d3c710c3",
   "metadata": {},
   "source": [
    "Like we learned last week, grouping samples by categories can be insightful.\n",
    "What if we wanted to know whether there was a balance of racial minorities across our gender categories?\n",
    "\n",
    "To do this, you can use `groupby` to create multiple levels."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "56b0a1b5-393b-4e15-b574-4759af303587",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Sex          isAA     \n",
       "Female       Checked       76\n",
       "             Unchecked      6\n",
       "Male         Checked      136\n",
       "             Unchecked      4\n",
       "Transgender  Checked        2\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.groupby('Sex')['isAA'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "fe272e6e-2d74-40e4-a89c-bc58d5dead9a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='Sex,isAA'>"
      ]
     },
     "execution_count": 8,
     "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": [
    "# Notice kind='barh' to make it horizontal\n",
    "\n",
    "data.groupby('Sex')['isAA'].value_counts().plot(kind = 'barh')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0354ec7e-9038-4880-a9b5-1467192a091a",
   "metadata": {},
   "source": [
    "We can also pivot the data such that we have a table with a column for each `isAA`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "20d84309-2bf6-4e81-a9b6-aa3ae5b5d45a",
   "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>isAA</th>\n",
       "      <th>Checked</th>\n",
       "      <th>Unchecked</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sex</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Female</th>\n",
       "      <td>76.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Male</th>\n",
       "      <td>136.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Transgender</th>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "isAA         Checked  Unchecked\n",
       "Sex                            \n",
       "Female          76.0        6.0\n",
       "Male           136.0        4.0\n",
       "Transgender      2.0        NaN"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gender_race_piv = pd.pivot_table(data,\n",
    "                                 index = 'Sex',\n",
    "                                 columns = 'isAA',\n",
    "                                 values = 'Age', # Can be any column, we're just counting them\n",
    "                                 aggfunc = 'count')\n",
    "gender_race_piv"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e4c98ddd-0b7d-4592-8c51-9d94310b9fbf",
   "metadata": {},
   "source": [
    "Then, it will plot each column as a different bar."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "110eb147-4939-499c-a37b-972d792d8da6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Sex'>"
      ]
     },
     "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": [
    "gender_race_piv.plot(kind = 'bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "fe0bd2ea-ec69-4e96-b801-cc4247570eb0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Sex'>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAigAAAH5CAYAAACrh8WSAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAA80klEQVR4nO3de1xUdeL/8fcAykUBxRLEQCFI80J5KTcr8Yoa6qqVlteKXAsva97Sr2loK4aVWbrZ1mpoZdaWuq2ZiZoWUangLXE1EW8pYamAgoDM/P5wnV8jZloD5+C8no/HPB7O53zm8B6leHPO55yx2Gw2mwAAAEzEzegAAAAAl6KgAAAA06GgAAAA06GgAAAA06GgAAAA06GgAAAA06GgAAAA06GgAAAA0/EwOsDvYbVadezYMfn6+spisRgdBwAAXAWbzaaCggIFBwfLze3Kx0iqZEE5duyYQkJCjI4BAAB+hyNHjuimm2664pwqWVB8fX0lXXiDfn5+BqcBAABXIz8/XyEhIfaf41dSJQvKxdM6fn5+FBQAAKqYq1mewSJZAABgOhQUAABgOhQUAABgOlVyDQoAoGopKytTaWmp0TFQCapXr/6blxBfDQoKAKDC2Gw25eTk6PTp00ZHQSVxc3NTWFiYqlev/of2Q0EBAFSYi+Wkbt268vHx4eaa17mLN1I9fvy4QkND/9C/NwUFAFAhysrK7OWkTp06RsdBJbnxxht17NgxnT9/XtWqVfvd+2GRLACgQlxcc+Lj42NwElSmi6d2ysrK/tB+KCgAgArFaR3X4qx/bwoKAAAwnWsuKF988YV69uyp4OBgWSwWrVy58lfnDh8+XBaLRXPnznUYLy4u1qhRo3TDDTeoRo0a6tWrl44ePXqtUQAAqHDt27fXmDFjjI7hcq65oJw9e1a33Xab5s+ff8V5K1eu1Lfffqvg4OBy28aMGaMVK1Zo2bJlSk1N1ZkzZ9SjR48/fL4KAABnW758uZ577rmrnp+WliZ3d3d169btivOWLl0qd3d3PfHEE3804nXpmgtK9+7d9be//U19+/b91Tk//PCDRo4cqXfffbfcCt68vDwtXLhQL730kjp37qwWLVronXfe0a5du7Ru3bprfwcAAFSggICAq/r03YsWLVqkUaNGKTU1VYcPH77ivIkTJ2rZsmUqLCx0RtTritPXoFitVg0ePFgTJkxQ06ZNy21PT09XaWmpYmJi7GPBwcFq1qyZ0tLSnB0HAIA/5JeneF577TVFRkbKy8tLgYGBeuCBBxzmnj17Vh988IGefPJJ9ejRQ8nJyZfd58GDB5WWlqZJkyapcePG+vDDDyv4XVQ9Ti8oSUlJ8vDw0OjRoy+7PScnR9WrV1ft2rUdxgMDA5WTk3PZ1xQXFys/P9/hAQBAZdq6datGjx6tGTNmaO/evVqzZo3atWvnMOf9999Xo0aN1KhRIw0aNEhvvfWWbDZbuX0tWrRIsbGx8vf316BBg7Rw4cLKehtVhlNv1Jaenq5XXnlFGRkZ13yZkc1m+9XXzJo1S9OnT3dGRAAJ/kYnuH4k5BmdAJXo8OHDqlGjhnr06CFfX181aNBALVq0cJizcOFCDRo0SJLUrVs3nTlzRuvXr1fnzp3tc6xWq5KTkzVv3jxJ0kMPPaSxY8dq//79ioiIqLw3ZHJOPYLy5ZdfKjc3V6GhofLw8JCHh4cOHTqkcePGqWHDhpKkoKAglZSU6NSpUw6vzc3NVWBg4GX3O3nyZOXl5dkfR44ccWZsAAB+U5cuXdSgQQOFh4dr8ODBevfddx3Wjuzdu1ebN2/WQw89JEny8PBQ//79tWjRIof9rF27VmfPnlX37t0lSTfccINiYmLKzXN1Ti0ogwcP1s6dO7V9+3b7Izg4WBMmTNBnn30mSWrVqpWqVaumlJQU++uOHz+u7777Tm3btr3sfj09PeXn5+fwAACgMvn6+iojI0Pvvfee6tWrp2nTpum2226zfxDiwoULdf78edWvX9/+S/qCBQu0fPlyh1/KFy1apJMnT8rHx8c+b/Xq1Vq8eDFXs/7CNZ/iOXPmjPbv329/np2dre3btysgIEChoaHlPm+hWrVqCgoKUqNGjSRJ/v7+iouL07hx41SnTh0FBARo/Pjxat68ucMhMAAAzMbDw0OdO3dW586d9eyzz6pWrVrasGGDevXqpSVLluill15yuAhEku6//369++67GjlypH7++Wf9+9//1rJlyxwuJLFarbr33nv16aefqkePHpX9tkzpmgvK1q1b1aFDB/vzsWPHSpKGDh36q6uVL/Xyyy/Lw8ND/fr1U1FRkTp16qTk5GS5u7tfaxwAACrFqlWrdODAAbVr1061a9fW6tWrZbVa1ahRI61atUqnTp1SXFyc/P0d13k98MADWrhwoUaOHKm3335bderU0YMPPig3N8eTGD169NDChQspKP9zzQWlffv2l12R/GsOHjxYbszLy0vz5s2zLxACAMDsatWqpeXLlyshIUHnzp1TZGSk3nvvPTVt2lSTJk1S586dy5UT6cIRlMTERGVkZGjRokXq06dPuXJycV7//v31448//uqaTFdisV1L2zCJ/Px8+fv7Ky8vj/UowLXiKh7n4SqeKzp37pyys7MVFhYmLy8vo+Ogklzp3/1afn7zYYEAAMB0KCgAAMB0KCgAAMB0nHonWQDm1/DcUqMjXDcOGh0AuI5xBAUAAJgOBQUAAJgOBQUAAJgOBQUAAJgOBQUAgN/BYrFo5cqVFbb/gwcPymKxaPv27U7db0XndhYKCgAAl5GTk6NRo0YpPDxcnp6eCgkJUc+ePbV+/Xqjo7kELjMGAFSqhpM+qdSvd/D52Gt/zcGDuvvuu1WrVi3Nnj1bUVFRKi0t1WeffaYRI0bov//9bwUkxS9xBAUAgEvEx8fLYrFo8+bNeuCBB3TLLbeoadOmGjt2rL755hv7vJ9++kl9+vSRj4+PIiMj9fHHHzvsJzMzU/fdd59q1qypwMBADR48WD/99JN9u9VqVVJSkiIiIuTp6anQ0FDNnDnzspmsVquGDRumW265RYcOHZIk/ec//1GrVq3k5eWl8PBwTZ8+XefPn7e/5vvvv1e7du3k5eWlJk2aKCUlxZl/TRWKggIAwC+cPHlSa9as0YgRI1SjRo1y22vVqmX/8/Tp09WvXz/t3LlT9913nwYOHKiTJ09Kko4fP67o6Gjdfvvt2rp1q9asWaMff/xR/fr1s79+8uTJSkpK0tSpU5WZmamlS5de9pOMS0pK1K9fP23dulWpqalq0KCBPvvsMw0aNEijR49WZmam/vGPfyg5OdlecKxWq/r27St3d3d98803ev311/X00087+W+r4nCKBwCAX9i/f79sNpsaN278m3MfeeQRPfzww5KkxMREzZs3T5s3b1a3bt20YMECtWzZUomJifb5ixYtUkhIiPbt26d69erplVde0fz58zV06FBJ0s0336x77rnH4WucOXNGsbGxKioq0saNG+Xvf+ETyWfOnKlJkybZXxseHq7nnntOEydO1LPPPqt169Zpz549OnjwoG666SZ7xu7du//xv6RKQEEBAOAXbDabpAtXu/yWqKgo+59r1KghX19f5ebmSpLS09P1+eefq2bNmuVel5WVpdOnT6u4uFidOnW64td4+OGHddNNN2n9+vXy8fGxj6enp2vLli0Op4TKysp07tw5FRYWas+ePQoNDbWXE0m66667fvM9mQUFBQCAX4iMjJTFYtGePXvUu3fvK86tVq2aw3OLxSKr1SrpwimWnj17Kikpqdzr6tWrpwMHDlxVnvvuu0/vvPOOvvnmG3Xs2NE+brVaNX36dPXt27fca7y8vOxF69J8VQUFBQCAXwgICFDXrl3197//XaNHjy63DuX06dMO61B+TcuWLfXRRx+pYcOG8vAo/+M2MjJS3t7eWr9+vR5//PFf3c+TTz6pZs2aqVevXvrkk08UHR1t3//evXsVERFx2dc1adJEhw8f1rFjxxQcHCxJ+vrrr38zt1mwSBYAgEu89tprKisr05133qmPPvpI33//vfbs2aNXX331qk+TjBgxQidPntTDDz+szZs368CBA1q7dq0ee+wxlZWVycvLS08//bQmTpyoJUuWKCsrS998840WLlxYbl+jRo3S3/72N/Xo0UOpqamSpGnTpmnJkiVKSEjQ7t27tWfPHr3//vt65plnJEmdO3dWo0aNNGTIEO3YsUNffvmlpkyZ4ry/pArGERQAAC4RFhamjIwMzZw5U+PGjdPx48d14403qlWrVlqwYMFV7SM4OFhfffWVnn76aXXt2lXFxcVq0KCBunXrJje3C8cHpk6dKg8PD02bNk3Hjh1TvXr19MQTT1x2f2PGjJHVatV9992nNWvWqGvXrlq1apVmzJih2bNnq1q1amrcuLH9aIybm5tWrFihuLg43XnnnWrYsKFeffVVdevWzTl/SRXMYrvcSSqTy8/Pl7+/v/Ly8uTn52d0HKBKqeybZF3Pfs8NwFzJuXPnlJ2drbCwMHl5eRkdB5XkSv/u1/Lzm1M8AADAdCgoAADAdCgoAADAdCgoAADAdCgoAADAdCgoAADAdCgoAADAdCgoAADAdCgoAADAdCgoAAAY4ODBg7JYLNq+fXuFfY2NGzfKYrHo9OnTTttnZeSWKCgAAJTTvn17jRkzptz4ypUrZbFYKj+QC+LDAgEAlSvBv5K/Xl7lfj04BUdQAAD4HRISEnT77bfr7bffVsOGDeXv76+HHnpIBQUF9jlWq1VJSUmKiIiQp6enQkNDNXPmTIf9HDhwQB06dJCPj49uu+02ff311w7b09LS1K5dO3l7eyskJESjR4/W2bNn7duLi4s1ceJEhYSEyNPTU5GRkVq4cOFlMxcVFSk2NlZ/+tOfdPLkSUnSW2+9pVtvvVVeXl5q3LixXnvtNYfXbN68WS1atJCXl5dat26tbdu2/aG/t6tFQQEA4HfKysrSypUrtWrVKq1atUqbNm3S888/b98+efJkJSUlaerUqcrMzNTSpUsVGBjosI8pU6Zo/Pjx2r59u2655RY9/PDDOn/+vCRp165d6tq1q/r27audO3fq/fffV2pqqkaOHGl//ZAhQ7Rs2TK9+uqr2rNnj15//XXVrFmzXNa8vDzFxMSopKRE69evV0BAgN58801NmTJFM2fO1J49e5SYmKipU6dq8eLFkqSzZ8+qR48eatSokdLT05WQkKDx48dXxF9lOZziAQDgd7JarUpOTpavr68kafDgwVq/fr1mzpypgoICvfLKK5o/f76GDh0qSbr55pt1zz33OOxj/Pjxio2NlSRNnz5dTZs21f79+9W4cWO98MILGjBggH09TGRkpF599VVFR0drwYIFOnz4sD744AOlpKSoc+fOkqTw8PByOX/88Uf1799fN998s9577z1Vr15dkvTcc8/ppZdeUt++fSVJYWFhyszM1D/+8Q8NHTpU7777rsrKyrRo0SL5+PioadOmOnr0qJ588knn/2VegoICAMDv1LBhQ3s5kaR69eopNzdXkrRnzx4VFxerU6dOV9xHVFSUw+slKTc3V40bN1Z6err279+vd9991z7HZrPJarUqOztbu3btkru7u6Kjo6/4NTp37qw77rhDH3zwgdzd3SVJJ06c0JEjRxQXF6dhw4bZ554/f17+/v7293DbbbfJx8fHvv2uu+664tdyFgoKAACX8PPzU15e+cW1p0+flp+fn/15tWrVHLZbLBZZrVZJkre391V9rV/u4+IVQhf3YbVaNXz4cI0ePbrc60JDQ7V///6r+hqxsbH66KOPlJmZqebNmzt8jTfffFNt2rRxmH+xxNhstqvaf0WgoAAAcInGjRvr008/LTe+ZcsWNWrU6Kr2ERkZKW9vb61fv16PP/7478rRsmVL7d69WxEREZfd3rx5c1mtVm3atMl+iudynn/+edWsWVOdOnXSxo0b1aRJEwUGBqp+/fo6cOCABg4ceNnXNWnSRG+//baKiorsheubb775Xe/lWl3zItkvvvhCPXv2VHBwsCwWi1auXGnfVlpaqqefflrNmzdXjRo1FBwcrCFDhujYsWMO+yguLtaoUaN0ww03qEaNGurVq5eOHj36h98MAADOEB8fr6ysLI0YMUI7duzQvn379Pe//10LFy7UhAkTrmofXl5eevrppzVx4kQtWbJEWVlZ+uabb371CpvLefrpp/X1119rxIgR2r59u77//nt9/PHHGjVqlKQLp5iGDh2qxx57TCtXrlR2drY2btyoDz74oNy+XnzxRQ0cOFAdO3bUf//7X0kXrkSaNWuWXnnlFe3bt0+7du3SW2+9pTlz5kiSBgwYIDc3N8XFxSkzM1OrV6/Wiy++eNX5/4hrLihnz57Vbbfdpvnz55fbVlhYqIyMDE2dOlUZGRlavny59u3bp169ejnMGzNmjFasWKFly5YpNTVVZ86cUY8ePVRWVvb73wkAAE7SsGFDffnll8rKylJMTIzuuOMOJScnKzk5WQ8++OBV72fq1KkaN26cpk2bpltvvVX9+/e3r1G5GlFRUdq0aZO+//573XvvvWrRooWmTp1qX6siSQsWLNADDzyg+Ph4NW7cWMOGDXO4DPmXXn75ZfXr108dO3bUvn379Pjjj+uf//ynkpOT1bx5c0VHRys5OVlhYWGSpJo1a+o///mPMjMz1aJFC02ZMkVJSUlXnf+PsNj+wAkmi8WiFStWqHfv3r86Z8uWLbrzzjt16NAhhYaGKi8vTzfeeKPefvtt9e/fX5J07NgxhYSEaPXq1eratetvft38/Hz5+/srLy/P4VwggN/WcNInRke4bhx8PtboCKZ27tw5ZWdnKywsTF5eXkbHQSW50r/7tfz8rvD7oOTl5clisahWrVqSpPT0dJWWliomJsY+Jzg4WM2aNVNaWlpFxwEAAFVAhS6SPXfunCZNmqQBAwbYm1JOTo6qV6+u2rVrO8wNDAxUTk7OZfdTXFys4uJi+/P8/PyKCw0AAAxXYUdQSktL9dBDD8lqtZa7be7l2Gy2X/0AplmzZsnf39/+CAkJcXZcAABgIhVSUEpLS9WvXz9lZ2crJSXF4TxTUFCQSkpKdOrUKYfX5Obmlrv970WTJ09WXl6e/XHkyJGKiA0AAEzC6QXlYjn5/vvvtW7dOtWpU8dhe6tWrVStWjWlpKTYx44fP67vvvtObdu2vew+PT095efn5/AAAADXr2teg3LmzBmHO9dlZ2dr+/btCggIUHBwsB544AFlZGRo1apVKisrs68rCQgIUPXq1eXv76+4uDiNGzdOderUUUBAgMaPH6/mzZtf8SYzAICqyci7kaLyOevf+5oLytatW9WhQwf787Fjx0qShg4dqoSEBH388ceSpNtvv93hdZ9//rnat28v6cJ12B4eHurXr5+KiorUqVMnJScn22+tCwCo+i7ewr2wsPCqb/uOqq+kpESS/vDP9GsuKO3bt79iO7qa5uTl5aV58+Zp3rx51/rlAQBVhLu7u2rVqmW/MZmPj8+vXgyB64PVatWJEyfk4+MjD48/dqEwn8UDAKgwQUFBknRNd09F1ebm5qbQ0NA/XEYpKACACmOxWFSvXj3VrVtXpaWlRsdBJahevbrc3P74NTgUFABAhXN3d2edIa5Jhd/qHgAA4FpRUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlcc0H54osv1LNnTwUHB8tisWjlypUO2202mxISEhQcHCxvb2+1b99eu3fvdphTXFysUaNG6YYbblCNGjXUq1cvHT169A+9EQAAcP245oJy9uxZ3XbbbZo/f/5lt8+ePVtz5szR/PnztWXLFgUFBalLly4qKCiwzxkzZoxWrFihZcuWKTU1VWfOnFGPHj1UVlb2+98JAAC4bnhc6wu6d++u7t27X3abzWbT3LlzNWXKFPXt21eStHjxYgUGBmrp0qUaPny48vLytHDhQr399tvq3LmzJOmdd95RSEiI1q1bp65du/6BtwMAAK4HTl2Dkp2drZycHMXExNjHPD09FR0drbS0NElSenq6SktLHeYEBwerWbNm9jmXKi4uVn5+vsMDAABcv5xaUHJyciRJgYGBDuOBgYH2bTk5Oapevbpq1679q3MuNWvWLPn7+9sfISEhzowNAABMpkKu4rFYLA7PbTZbubFLXWnO5MmTlZeXZ38cOXLEaVkBAID5OLWgBAUFSVK5IyG5ubn2oypBQUEqKSnRqVOnfnXOpTw9PeXn5+fwAAAA1y+nFpSwsDAFBQUpJSXFPlZSUqJNmzapbdu2kqRWrVqpWrVqDnOOHz+u7777zj4HAAC4tmu+iufMmTPav3+//Xl2dra2b9+ugIAAhYaGasyYMUpMTFRkZKQiIyOVmJgoHx8fDRgwQJLk7++vuLg4jRs3TnXq1FFAQIDGjx+v5s2b26/qAQAAru2aC8rWrVvVoUMH+/OxY8dKkoYOHark5GRNnDhRRUVFio+P16lTp9SmTRutXbtWvr6+9te8/PLL8vDwUL9+/VRUVKROnTopOTlZ7u7uTnhLAACgqrPYbDab0SGuVX5+vvz9/ZWXl8d6FOAaNZz0idERrhsHn481OgJQpVzLz28+iwcAAJgOBQUAAJgOBQUAAJgOBQUAAJgOBQUAAJgOBQUAAJgOBQUAAJgOBQUAAJgOBQUAAJgOBQUAAJgOBQUAAJgOBQUAAJgOBQUAAJgOBQUAAJgOBQUAAJgOBQUAAJgOBQUAAJgOBQUAAJgOBQUAAJgOBQUAAJgOBQUAAJgOBQUAAJgOBQUAAJgOBQUAAJgOBQUAAJgOBQUAAJgOBQUAAJgOBQUAAJgOBQUAAJgOBQUAAJgOBQUAAJgOBQUAAJgOBQUAAJgOBQUAAJgOBQUAAJgOBQUAAJgOBQUAAJgOBQUAAJiOh9EBrnsJ/kYnuD4k5BmdAABQiZx+BOX8+fN65plnFBYWJm9vb4WHh2vGjBmyWq32OTabTQkJCQoODpa3t7fat2+v3bt3OzsKAACoopxeUJKSkvT6669r/vz52rNnj2bPnq0XXnhB8+bNs8+ZPXu25syZo/nz52vLli0KCgpSly5dVFBQ4Ow4AACgCnJ6Qfn666/15z//WbGxsWrYsKEeeOABxcTEaOvWrZIuHD2ZO3eupkyZor59+6pZs2ZavHixCgsLtXTpUmfHAQAAVZDTC8o999yj9evXa9++fZKkHTt2KDU1Vffdd58kKTs7Wzk5OYqJibG/xtPTU9HR0UpLS7vsPouLi5Wfn+/wAAAA1y+nL5J9+umnlZeXp8aNG8vd3V1lZWWaOXOmHn74YUlSTk6OJCkwMNDhdYGBgTp06NBl9zlr1ixNnz7d2VEBAIBJOf0Iyvvvv6933nlHS5cuVUZGhhYvXqwXX3xRixcvdphnsVgcnttstnJjF02ePFl5eXn2x5EjR5wdGwAAmIjTj6BMmDBBkyZN0kMPPSRJat68uQ4dOqRZs2Zp6NChCgoKknThSEq9evXsr8vNzS13VOUiT09PeXp6OjsqAAAwKacfQSksLJSbm+Nu3d3d7ZcZh4WFKSgoSCkpKfbtJSUl2rRpk9q2bevsOAAAoApy+hGUnj17aubMmQoNDVXTpk21bds2zZkzR4899pikC6d2xowZo8TEREVGRioyMlKJiYny8fHRgAEDnB0HAABUQU4vKPPmzdPUqVMVHx+v3NxcBQcHa/jw4Zo2bZp9zsSJE1VUVKT4+HidOnVKbdq00dq1a+Xr6+vsOAAAoAqy2Gw2m9EhrlV+fr78/f2Vl5cnPz8/o+NcGbe6dw5ude80DSd9YnSE68bB52ONjgBUKdfy85sPCwQAAKZDQQEAAKZDQQEAAKZDQQEAAKbj9Kt44KjhOT4A0RkOGh0AAFCpOIICAABMh4ICAABMh4ICAABMh4ICAABMh4ICAABMh4ICAABMh4ICAABMh4ICAABMh4ICAABMh4ICAABMh4ICAABMh4ICAABMh4ICAABMh4ICAABMh4ICAABMh4ICAABMh4ICAABMh4ICAABMh4ICAABMh4ICAABMh4ICAABMh4ICAABMh4ICAABMh4ICAABMh4ICAABMh4ICAABMh4ICAABMh4ICAABMh4ICAABMh4ICAABMh4ICAABMh4ICAABMh4ICAABMh4ICAABMp0IKyg8//KBBgwapTp068vHx0e2336709HT7dpvNpoSEBAUHB8vb21vt27fX7t27KyIKAACogpxeUE6dOqW7775b1apV06effqrMzEy99NJLqlWrln3O7NmzNWfOHM2fP19btmxRUFCQunTpooKCAmfHAQAAVZCHs3eYlJSkkJAQvfXWW/axhg0b2v9ss9k0d+5cTZkyRX379pUkLV68WIGBgVq6dKmGDx/u7EgAAKCKcfoRlI8//litW7fWgw8+qLp166pFixZ688037duzs7OVk5OjmJgY+5inp6eio6OVlpbm7DgAAKAKcnpBOXDggBYsWKDIyEh99tlneuKJJzR69GgtWbJEkpSTkyNJCgwMdHhdYGCgfduliouLlZ+f7/AAAADXL6ef4rFarWrdurUSExMlSS1atNDu3bu1YMECDRkyxD7PYrE4vM5ms5Ubu2jWrFmaPn26s6MCAACTcvoRlHr16qlJkyYOY7feeqsOHz4sSQoKCpKkckdLcnNzyx1VuWjy5MnKy8uzP44cOeLs2AAAwEScXlDuvvtu7d2712Fs3759atCggSQpLCxMQUFBSklJsW8vKSnRpk2b1LZt28vu09PTU35+fg4PAABw/XL6KZ6nnnpKbdu2VWJiovr166fNmzfrjTfe0BtvvCHpwqmdMWPGKDExUZGRkYqMjFRiYqJ8fHw0YMAAZ8cBAABVkNMLyh133KEVK1Zo8uTJmjFjhsLCwjR37lwNHDjQPmfixIkqKipSfHy8Tp06pTZt2mjt2rXy9fV1dhwAAFAFOb2gSFKPHj3Uo0ePX91usViUkJCghISEivjyAACgiuOzeAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlQUAAAgOlUeEGZNWuWLBaLxowZYx+z2WxKSEhQcHCwvL291b59e+3evbuiowAAgCqiQgvKli1b9MYbbygqKsphfPbs2ZozZ47mz5+vLVu2KCgoSF26dFFBQUFFxgEAAFVEhRWUM2fOaODAgXrzzTdVu3Zt+7jNZtPcuXM1ZcoU9e3bV82aNdPixYtVWFiopUuXVlQcAABQhVRYQRkxYoRiY2PVuXNnh/Hs7Gzl5OQoJibGPubp6ano6GilpaVddl/FxcXKz893eAAAgOuXR0XsdNmyZcrIyNCWLVvKbcvJyZEkBQYGOowHBgbq0KFDl93frFmzNH36dOcHBQAApuT0IyhHjhzRX//6V73zzjvy8vL61XkWi8Xhuc1mKzd20eTJk5WXl2d/HDlyxKmZAQCAuTj9CEp6erpyc3PVqlUr+1hZWZm++OILzZ8/X3v37pV04UhKvXr17HNyc3PLHVW5yNPTU56ens6OCgAATMrpR1A6deqkXbt2afv27fZH69atNXDgQG3fvl3h4eEKCgpSSkqK/TUlJSXatGmT2rZt6+w4AACgCnL6ERRfX181a9bMYaxGjRqqU6eOfXzMmDFKTExUZGSkIiMjlZiYKB8fHw0YMMDZcQAAQBVUIYtkf8vEiRNVVFSk+Ph4nTp1Sm3atNHatWvl6+trRBwAAGAylVJQNm7c6PDcYrEoISFBCQkJlfHlAQBAFcNn8QAAANOhoAAAANOhoAAAANOhoAAAANOhoAAAANOhoAAAANOhoAAAANOhoAAAANOhoAAAANOhoAAAANOhoAAAANOhoAAAANOhoAAAANOhoAAAANOhoAAAANOhoAAAANOhoAAAANOhoAAAANOhoAAAANOhoAAAANOhoAAAANOhoAAAANOhoAAAANOhoAAAANOhoAAAANOhoAAAANOhoAAAANOhoAAAANOhoAAAANOhoAAAANOhoAAAANOhoAAAANOhoAAAANOhoAAAANOhoAAAANOhoAAAANOhoAAAANOhoAAAANOhoAAAANNxekGZNWuW7rjjDvn6+qpu3brq3bu39u7d6zDHZrMpISFBwcHB8vb2Vvv27bV7925nRwEAAFWU0wvKpk2bNGLECH3zzTdKSUnR+fPnFRMTo7Nnz9rnzJ49W3PmzNH8+fO1ZcsWBQUFqUuXLiooKHB2HAAAUAV5OHuHa9ascXj+1ltvqW7dukpPT1e7du1ks9k0d+5cTZkyRX379pUkLV68WIGBgVq6dKmGDx/u7EgAAKCKqfA1KHl5eZKkgIAASVJ2drZycnIUExNjn+Pp6ano6GilpaVddh/FxcXKz893eAAAgOtXhRYUm82msWPH6p577lGzZs0kSTk5OZKkwMBAh7mBgYH2bZeaNWuW/P397Y+QkJCKjA0AAAxWoQVl5MiR2rlzp957771y2ywWi8Nzm81WbuyiyZMnKy8vz/44cuRIheQFAADm4PQ1KBeNGjVKH3/8sb744gvddNNN9vGgoCBJF46k1KtXzz6em5tb7qjKRZ6envL09KyoqAAAwGScfgTFZrNp5MiRWr58uTZs2KCwsDCH7WFhYQoKClJKSop9rKSkRJs2bVLbtm2dHQcAAFRBTj+CMmLECC1dulT//ve/5evra19X4u/vL29vb1ksFo0ZM0aJiYmKjIxUZGSkEhMT5ePjowEDBjg7DgAAqIKcXlAWLFggSWrfvr3D+FtvvaVHHnlEkjRx4kQVFRUpPj5ep06dUps2bbR27Vr5+vo6Ow4AAKiCnF5QbDbbb86xWCxKSEhQQkKCs788AAC4DvBZPAAAwHQoKAAAwHQoKAAAwHQoKAAAwHQoKAAAwHQoKAAAwHQoKAAAwHQoKAAAwHQoKAAAwHQoKAAAwHQoKAAAwHQoKAAAwHQoKAAAwHQoKAAAwHQoKAAAwHQoKAAAwHQoKAAAwHQoKAAAwHQoKAAAwHQoKAAAwHQoKAAAwHQoKAAAwHQoKAAAwHQoKAAAwHQoKAAAwHQoKAAAwHQoKAAAwHQoKAAAwHQoKAAAwHQoKAAAwHQoKAAAwHQoKAAAwHQoKAAAwHQoKAAAwHQoKAAAwHQoKAAAwHQoKAAAwHQoKAAAwHQoKAAAwHQ8jPzir732ml544QUdP35cTZs21dy5c3XvvfcaGQkAUMkaTvrE6AjXjYPPxxodwWkMO4Ly/vvva8yYMZoyZYq2bdume++9V927d9fhw4eNigQAAEzCsIIyZ84cxcXF6fHHH9ett96quXPnKiQkRAsWLDAqEgAAMAlDCkpJSYnS09MVExPjMB4TE6O0tDQjIgEAABMxZA3KTz/9pLKyMgUGBjqMBwYGKicnp9z84uJiFRcX25/n5eVJkvLz8ys2qBNYiwuNjnBdqAr/1lUF35POw/elc/A96Txm/568mM9ms/3mXEMXyVosFofnNput3JgkzZo1S9OnTy83HhISUmHZYC7+c41OAJTH9yXMpqp8TxYUFMjf3/+KcwwpKDfccIPc3d3LHS3Jzc0td1RFkiZPnqyxY8fan1utVp08eVJ16tS5bKHB1cvPz1dISIiOHDkiPz8/o+MAfE/ClPi+dA6bzaaCggIFBwf/5lxDCkr16tXVqlUrpaSkqE+fPvbxlJQU/fnPfy4339PTU56eng5jtWrVquiYLsXPz4//6GAqfE/CjPi+/ON+68jJRYad4hk7dqwGDx6s1q1b66677tIbb7yhw4cP64knnjAqEgAAMAnDCkr//v31888/a8aMGTp+/LiaNWum1atXq0GDBkZFAgAAJmHoItn4+HjFx8cbGcHleXp66tlnny13Cg0wCt+TMCO+LyufxXY11/oAAABUIj4sEAAAmA4FBQAAmA4FBQCAX7DZbDp06JCKioqMjuLSKCgAAPyCzWZTZGSkjh49anQUl0ZBAQDgF9zc3BQZGamff/7Z6CgujYICwFT279+vzz77zH54nQsNYYTZs2drwoQJ+u6774yO4rK4zNhFnT59Wh9++KGysrI0YcIEBQQEKCMjQ4GBgapfv77R8eCCfv75Z/Xv318bNmyQxWLR999/r/DwcMXFxalWrVp66aWXjI4IF1K7dm0VFhbq/Pnzql69ury9vR22nzx50qBkrsPQG7XBGDt37lTnzp3l7++vgwcPatiwYQoICNCKFSt06NAhLVmyxOiIcEFPPfWUPDw8dPjwYd1666328f79++upp56ioKBSzZ071+gILo+C4oLGjh2rRx55RLNnz5avr699vHv37howYICByeDK1q5dq88++0w33XSTw3hkZKQOHTpkUCq4qqFDhxodweWxBsUFbdmyRcOHDy83Xr9+feXk5BiQCJDOnj0rHx+fcuM//fQTtxeHIbKysvTMM8/o4YcfVm5uriRpzZo12r17t8HJXAMFxQV5eXkpPz+/3PjevXt14403GpAIkNq1a+dwetFischqteqFF15Qhw4dDEwGV7Rp0yY1b95c3377rZYvX64zZ85IunCK/NlnnzU4nWtgkawL+stf/qITJ07ogw8+UEBAgHbu3Cl3d3f17t1b7dq149wrDJGZman27durVatW2rBhg3r16qXdu3fr5MmT+uqrr3TzzTcbHREu5K677tKDDz6osWPHytfXVzt27FB4eLi2bNmi3r1764cffjA64nWPIygu6MUXX9SJEydUt25dFRUVKTo6WhEREfL19dXMmTONjgcX1aRJE+3cuVN33nmnunTporNnz6pv377atm0b5QSVbteuXerTp0+58RtvvJH7o1QSFsm6ID8/P6WmpmrDhg3KyMiQ1WpVy5Yt1blzZ6OjwcUFBQVp+vTpRscAVKtWLR0/flxhYWEO49u2beNWDJWEUzwADLNz586rnhsVFVWBSQBHEydO1Ndff61//etfuuWWW5SRkaEff/xRQ4YM0ZAhQ1iHUgkoKC7i1Vdfveq5o0ePrsAkwP/n5uYmi8Xym3eLtVgsKisrq6RUgFRaWqpHHnlEy5Ytk81mk4eHh8rKyjRgwAAlJyfL3d3d6IjXPQqKi7j0MOWvsVgsOnDgQAWnAS64lvubNGjQoAKTAJeXlZWlbdu2yWq1qkWLFoqMjDQ6ksugoAAAANNhkSwAU8nMzNThw4dVUlLiMN6rVy+DEsFVjB079qrnzpkzpwKTQKKguKyjR4/q448/vuwPAv7DgxEOHDigPn36aNeuXQ7rUiwWiySxBgUVbtu2bQ7P09PTVVZWpkaNGkmS9u3bJ3d3d7Vq1cqIeC6HguKC1q9fr169eiksLEx79+5Vs2bNdPDgQdlsNrVs2dLoeHBRf/3rXxUWFqZ169YpPDxcmzdv1s8//6xx48bpxRdfNDoeXMDnn39u//OcOXPk6+urxYsXq3bt2pKkU6dO6dFHH9W9995rVESXwhoUF3TnnXeqW7dumjFjhv0OiXXr1tXAgQPVrVs3Pfnkk0ZHhAu64YYbtGHDBkVFRcnf31+bN29Wo0aNtGHDBo0bN67cb7dARapfv77Wrl2rpk2bOox/9913iomJ0bFjxwxK5jq4k6wL2rNnj/2TOj08PFRUVKSaNWtqxowZSkpKMjgdXFVZWZlq1qwp6UJZufgDoEGDBtq7d6+R0eCC8vPz9eOPP5Ybz83NVUFBgQGJXA8FxQXVqFFDxcXFkqTg4GBlZWXZt/30009GxYKLa9asmf3GbW3atNHs2bP11VdfacaMGQoPDzc4HVxNnz599Oijj+rDDz/U0aNHdfToUX344YeKi4tT3759jY7nEliD4oL+9Kc/6auvvlKTJk0UGxurcePGadeuXVq+fLn+9Kc/GR0PLuqZZ57R2bNnJUl/+9vf1KNHD917772qU6eOli1bZnA6uJrXX39d48eP16BBg1RaWirpwhHnuLg4vfDCCwancw2sQXFBBw4c0JkzZxQVFaXCwkKNHz9eqampioiI0Msvv8wNsWAaJ0+eVO3ate1X8gCV7ezZs8rKypLNZlNERIRq1KhhdCSXQUEBYKjHHnvsquYtWrSogpMAMBMKios7c+aMrFarw5ifn59BaeCK3Nzc1KBBA7Vo0eKKn8mzYsWKSkwFV3f27Fk9//zzWr9+vXJzc8v9f5KPBKl4rEFxQdnZ2Ro5cqQ2btyoc+fO2cdtNhsfyoZK98QTT2jZsmU6cOCAHnvsMQ0aNEgBAQFGx4KLe/zxx7Vp0yYNHjxY9erV4zSjATiC4oLatm0r6cKNsQIDA8v9hxcdHW1ELLiw4uJiLV++XIsWLVJaWppiY2MVFxenmJgYfjDAELVq1dInn3yiu+++2+goLouC4oJq1qyp9PR0++2bATM5dOiQkpOTtWTJEpWWliozM9N+fxSgsoSFhWn16tW69dZbjY7isrgPigu64447dOTIEaNjAJdlsVjsn8Vz6Xl/oLI899xzmjZtmgoLC42O4rI4guKCsrKy9MQTT2jQoEFq1qyZqlWr5rA9KirKoGRwVb88xZOamqoePXro0UcfVbdu3eTmxu9RqHwtWrSwX17csGHDcv+fzMjIMCiZ62CRrAs6ceKEsrKy9Oijj9rHLv7GyiJZVLb4+HgtW7ZMoaGhevTRR7Vs2TLVqVPH6Fhwcb179zY6gsvjCIoLatKkiW699VZNnDjxsotkuVEbKpObm5tCQ0PVokWLKy6IXb58eSWmAmA0jqC4oEOHDunjjz9WRESE0VEADRkyhCt1YEqnT5/Whx9+qKysLE2YMEEBAQHKyMhQYGCg6tevb3S86x4FxQV17NhRO3bsoKDAFJKTk42OAJSzc+dOde7cWf7+/jp48KCGDRumgIAArVixQocOHdKSJUuMjnjdo6C4oJ49e+qpp57Srl271Lx583KLv3r16mVQMgAwh7Fjx+qRRx7R7Nmz5evrax/v3r27BgwYYGAy18EaFBd0pasiWCQLAJK/v78yMjJ08803y9fXVzt27FB4eLgOHTqkRo0aOdyFGxWDIyguiHtLAMCVeXl5KT8/v9z43r17deONNxqQyPVwgwEXx28BAFDen//8Z82YMUOlpaWSLhxdPnz4sCZNmqT777/f4HSugYLigsrKyvTcc8+pfv36qlmzpv1TOadOnaqFCxcanA4AjPfiiy/qxIkTqlu3roqKihQdHa2IiAj5+vpq5syZRsdzCZzicUEzZ87U4sWLNXv2bA0bNsw+3rx5c7388suKi4szMB0AGM/Pz0+pqanasGGDMjIyZLVa1bJlS3Xu3NnoaC6DRbIuKCIiQv/4xz/UqVMnh8Vf//3vf3XXXXfp1KlTRkcEALg4jqC4oB9++OGy90CxWq32860A4MpeffXVy45bLBZ5eXkpIiJC7dq1k7u7eyUncx0UFBfUtGlTffnll+Vuaf+vf/1LLVq0MCgVAJjHyy+/rBMnTqiwsFC1a9eWzWbT6dOn5ePjo5o1ayo3N1fh4eH6/PPPFRISYnTc6xKLZF3Qs88+q5EjRyopKUlWq1XLly/XsGHDlJiYqGnTphkdDwAMl5iYqDvuuEPff/+9fv75Z508eVL79u1TmzZt9Morr+jw4cMKCgrSU089ZXTU6xZrUFzIgQMHFBYWJovFos8++0yJiYlKT0+3L/6aNm2aYmJijI4JAIa7+eab9dFHH+n22293GN+2bZvuv/9+HThwQGlpabr//vt1/PhxY0Je5zjF40IiIyN1/Phx1a1bV127dtWiRYu0f/9+BQUFGR0NAEzl+PHjOn/+fLnx8+fPKycnR5IUHBysgoKCyo7mMjjF40IuPVj26aefqrCw0KA0AGBeHTp00PDhw7Vt2zb72LZt2/Tkk0+qY8eOkqRdu3YpLCzMqIjXPQqKC+PsHgBc3sKFCxUQEKBWrVrJ09NTnp6eat26tQICAuw3tKxZs6Zeeuklg5Nev1iD4kLc3d2Vk5Nj/xwJX19f7dy5k98AAOBX7N27V3v37pXNZlPjxo3VqFEjoyO5DAqKC3Fzc1P37t3l6ekpSfrPf/6jjh07qkaNGg7zli9fbkQ8ADCtsrIy7dq1Sw0aNFDt2rWNjuMSWCTrQoYOHerwfNCgQQYlAQBzGzNmjJo3b664uDiVlZUpOjpaaWlp8vHx0apVq9S+fXujI173OIICAMAlbrrpJq1cuVKtW7fWypUrFR8fr40bN2rJkiX6/PPP9dVXXxkd8brHIlkAAC7x008/2W/BsHr1avXr10+33HKL4uLitGvXLoPTuQYKCgAAlwgMDFRmZqbKysq0Zs0a+6cYFxYW8vk7lYQ1KAAAXOLRRx9Vv379VK9ePVksFnXp0kWS9O2336px48YGp3MNFBQAAC6RkJCgZs2a6ciRI3rwwQftVz+6u7tr0qRJBqdzDSySBQAApsMRFAAALmP9+vVav369cnNzZbVaHbYtWrTIoFSug4ICAMAlpk+frhkzZqh169b2dSioXJziAQDgEvXq1dPs2bM1ePBgo6O4LC4zBgDgEiUlJWrbtq3RMVwaBQUAgEs8/vjjWrp0qdExXBprUAAAuMS5c+f0xhtvaN26dYqKilK1atUcts+ZM8egZK6DNSgAAFyiQ4cOv7rNYrFow4YNlZjGNVFQAACA6bAGBQAAmA5rUAAAuIwtW7boX//6lw4fPqySkhKHbcuXLzcolevgCAoAAJdYtmyZ7r77bmVmZmrFihUqLS1VZmamNmzYIH9/f6PjuQQKCgAAl0hMTNTLL7+sVatWqXr16nrllVe0Z88e9evXT6GhoUbHcwkUFAAALpGVlaXY2FhJkqenp86ePSuLxaKnnnpKb7zxhsHpXAMFBQCASwQEBKigoECSVL9+fX333XeSpNOnT6uwsNDIaC6DRbIAAFzi3nvvVUpKipo3b65+/frpr3/9qzZs2KCUlBR16tTJ6HgugfugAABwiZMnT+rcuXMKDg6W1WrViy++qNTUVEVERGjq1KmqXbu20RGvexQUAAB+4fz583r33XfVtWtXBQUFGR3HZVFQAAC4hI+Pj/bs2aMGDRoYHcVlsUgWAIBLtGnTRtu2bTM6hktjkSwAAJeIj4/XuHHjdPToUbVq1Uo1atRw2B4VFWVQMtfBKR4AAP7nscce09y5c1WrVq1y2ywWi2w2mywWi8rKyio/nIuhoAAA8D/u7u46fvy4ioqKrjiPtSkVj1M8AAD8z8Xf2SkgxmORLAAAv2CxWIyOAHGKBwAAOzc3N/n7+/9mSTl58mQlJXJdnOIBAOAXpk+fLn9/f6NjuDyOoAAA8D9ubm7KyclR3bp1jY7i8liDAgDA/7D+xDwoKAAA/A8nFcyDUzwAAMB0OIICAABMh4ICAABMh4ICAABMh4ICAABMh4ICAABMh4ICoNLk5uZq+PDhCg0Nlaenp4KCgtS1a1d9/fXXRkcDYDLc6h5Apbn//vtVWlqqxYsXKzw8XD/++KPWr1/P55oAKIcjKAAqxenTp5WamqqkpCR16NBBDRo00J133qnJkycrNjZWkpSXl6e//OUvqlu3rvz8/NSxY0ft2LFDknTixAkFBQUpMTHRvs9vv/1W1atX19q1aw15TwAqDgUFQKWoWbOmatasqZUrV6q4uLjcdpvNptjYWOXk5Gj16tVKT09Xy5Yt1alTJ508eVI33nijFi1apISEBG3dulVnzpzRoEGDFB8fr5iYGAPeEYCKxJ1kAVSajz76SMOGDVNRUZFatmyp6OhoPfTQQ4qKitKGDRvUp08f5ebmytPT0/6aiIgITZw4UX/5y18kSSNGjNC6det0xx13aMeOHdqyZYu8vLyMeksAKggFBUClOnfunL788kt9/fXXWrNmjTZv3qx//vOfOnHihCZNmiRvb2+H+UVFRRo/frySkpLsz5s1a6YjR45o69atioqKMuJtAKhgFBQAhnr88ceVkpKi+Ph4zZs3Txs3biw3p1atWrrhhhskSbt371br1q1VWlqqFStWqGfPnpWcGEBl4CoeAIZq0qSJVq5cqZYtWyonJ0ceHh5q2LDhZeeWlJRo4MCB6t+/vxo3bqy4uDjt2rVLgYGBlRsaQIXjCAqASvHzzz/rwQcf1GOPPaaoqCj5+vpq69atGjVqlGJjY/XPf/5T7dq1U0FBgZKSktSoUSMdO3ZMq1evVu/evdW6dWtNmDBBH374oXbs2KGaNWuqQ4cO8vX11apVq4x+ewCcjIICoFIUFxcrISFBa9euVVZWlkpLSxUSEqIHH3xQ//d//ydvb28VFBRoypQp+uijj+yXFbdr106zZs1SVlaWunTpos8//1z33HOPJOnw4cOKiorSrFmz9OSTTxr8DgE4EwUFAACYDvdBAQAApkNBAQAApkNBAQAApkNBAQAApkNBAQAApkNBAQAApkNBAQAApkNBAQAApkNBAQAApkNBAQAApkNBAQAApkNBAQAApvP/AAWJZmAbdOr/AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gender_race_piv.plot(kind = 'bar', stacked=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "01b51ee0-0ec5-4e2e-9cea-72df53765087",
   "metadata": {},
   "source": [
    "There are _dozens_ of things you can customize about your plots in this manner.\n",
    "You can see them either by checking the `help` here in Colab.\n",
    "To do this, run `data.plot?` in a cell by itself, and Colab will bring up some information to read.\n",
    "You can also check out the documentation on the `pandas` website [here](https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.plot.html) and in their tutorial [here](https://pandas.pydata.org/docs/user_guide/visualization.html).\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a9df6f62-ba38-4def-8280-3d15d950f814",
   "metadata": {},
   "source": [
    "## Plot Handles"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "554937c4-c518-4aa4-988b-501afc60b795",
   "metadata": {},
   "source": [
    "If we want to make edits to the plot, we need to capture the `handle` that is generated by the plot.\n",
    "This variable represents the object of the plot and allows us to manipulate its properties like the axis limits, labels, etc.\n",
    "This must be done in the same cell before the image is presented."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "859e4c61-f581-42a0-8831-cb1d40a151b8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 160.0)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtMAAAGdCAYAAADQTv+wAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABNDElEQVR4nO3deXxN1/7/8feJpBlkUCIEIbRFaiZotIaa4nJNuTWPTVGlNVdpje0laGlLFW3NXKQ11FhUgqTmmGNKVVDlqxdNDDEk2b8/enN+jgxiN5qI1/PxOI86e6299mdtJe8s6+xYDMMwBAAAAOCR2WV3AQAAAMCTijANAAAAmESYBgAAAEwiTAMAAAAmEaYBAAAAkwjTAAAAgEmEaQAAAMAkwjQAAABgkn12FwA8SZKTk/Xbb7/Jzc1NFoslu8sBAACZYBiGrl+/riJFisjOLmvXkgnTwCP47bff5OPjk91lAAAAE86fP69ixYpl6ZiEaeARuLm5SfrzD6O7u3s2VwMAADIjPj5ePj4+1q/jWYkwDTyClK0d7u7uhGkAAJ4wj2OLJh9ABAAAAEwiTAMAAAAmEaYBAAAAkwjTAAAAgEmEaQAAAMAkwjQAAABgEmEaAAAAMIkwDQAAAJhEmAYAAABMIkwDAAAAJhGmAQAAAJMI0wAAAIBJhGkAAADAJMI0AAAAYBJhGgAAADDJPrsLAJ5E5UdvlJ2ji82x2AnNsqkaAACQXViZBgAAAEwiTAMAAAAmEaYBAAAAkwjTAAAAgEmEaQAAAMAkwjQAAABgEmEaAAAAMIkwDQAAAJhEmAYAAABMIkwDAAAAJhGmAQAAAJMI0wAAAIBJ2R6mr1y5Ii8vL8XGxmZ3KTnS1q1bZbFY9Mcff2R3KVbdu3dXq1atHus16tWrpwEDBmTpmA/W/dprr2nKlClZeg0AAPB0yfYwHRISoubNm8vX11djxoyRxWLJ8EXofrwMw9BXX32lmjVrytXVVfny5ZO/v78+++wz3bp1K7vLy1KjRo3SuHHjFB8fn92lAACAJ1S2humEhATNnj1bPXr0kCQNGTJEFy9etL6KFSumDz/80OaYj4+P9fy7d+9mV+lPlEe5T126dNGAAQPUsmVLhYeH6+DBgxo5cqS+//57bdq06TFW+ferWLGifH19tXjx4uwuBQAAPKGyNUxv2LBB9vb2CggIkCS5urqqcOHC1leePHnk5uZmfT9s2DD961//UkhIiIoUKaLSpUtLkhYtWiR/f39r344dO+ry5cvW66RsldiyZYv8/f3l4uKiWrVq6eTJk9Y+hw4d0quvvio3Nze5u7urWrVq2rdvn7X966+/lo+Pj1xcXNS6dWtNmTJF+fLls5nPmjVrVK1aNTk5OalUqVIaO3asEhMTre0Wi0XffPONWrduLRcXF73wwgtavXq1zRjr169X6dKl5ezsrFdffTXNlfgdO3aoTp06cnZ2lo+Pj/r166ebN29a2319ffXvf/9b3bt3l4eHh3r27Jmp34/Q0FAtXrxYS5Ys0fvvv6/q1avL19dXLVu2VFhYmF599VWb/p988om8vb1VoEAB9e3bV/fu3bO23b17V0OHDlXRokWVN29e1axZU1u3brU5/6efflLdunXl4uKiZ599VoGBgbp27Vqatf3www/y8PDQggULJEkXLlxQu3bt9Oyzz6pAgQJq2bKlzb1KSkrSoEGDlC9fPhUoUEBDhw6VYRipxm3RooWWLFmSqfsDAADwoGwN09u3b5e/v/8jnbNlyxYdP35cmzdv1tq1ayX9Gdw++ugjHTp0SKtWrdKZM2fUvXv3VOd+8MEHmjx5svbt2yd7e3sFBwdb2zp16qRixYpp7969ioqK0rBhw+Tg4CDpz9DXu3dv9e/fXwcPHlSjRo00btw4m7E3btyozp07q1+/fjp27JhmzZqlefPmpeo3duxYtW3bVocPH1bTpk3VqVMnXb16VZJ0/vx5BQUFqWnTpjp48KB69OihYcOG2Zx/5MgRBQYGKigoSIcPH9ayZcsUGRmpt99+26bfxx9/rPLlyysqKkojR47M1L1dvHixypQpo5YtW6Zqs1gs8vDwsL4PDw/X6dOnFR4ervnz52vevHmaN2+etf3111/XTz/9pKVLl+rw4cNq06aNmjRpopiYGEnSwYMH1aBBA5UrV047d+5UZGSkmjdvrqSkpFTXXrp0qdq2basFCxaoa9euunXrll599VW5urpq+/btioyMlKurq5o0aWJdhZ88ebLmzJmj2bNnKzIyUlevXtXKlStTjV2jRg3t2bNHd+7cydQ9AgAAsGFko5YtWxrBwcHptpcoUcL49NNPre+7detmFCpUyLhz506G4+7Zs8eQZFy/ft0wDMMIDw83JBk//vijtc+6desMSUZCQoJhGIbh5uZmzJs3L83x2rVrZzRr1szmWKdOnQwPDw/r+9q1axvjx4+36bNw4ULD29vb+l6SMWLECOv7GzduGBaLxdiwYYNhGIYxfPhww8/Pz0hOTrb2ee+99wxJxrVr1wzDMIwuXboYvXr1srlORESEYWdnZ51LiRIljFatWqV/g9Lh5+dntGjR4qH9unXrZpQoUcJITEy0HmvTpo3Rrl07wzAM4+effzYsFotx4cIFm/MaNGhgDB8+3DAMw+jQoYPx8ssvp3uNunXrGv379zemT59ueHh4GGFhYda22bNnG2XKlLG5T3fu3DGcnZ2NjRs3GoZhGN7e3saECROs7ffu3TOKFStmtGzZ0uY6hw4dMiQZsbGxadZx+/ZtIy4uzvo6f/68IcnwGRBqlHhvrc0LAADkTHFxcYYkIy4uLsvHts++GP/nnmknJ6dHOqdChQp65plnbI4dOHBAY8aM0cGDB3X16lUlJydLks6dO6cXX3zR2q9ixYrWX3t7e0uSLl++rOLFi2vQoEHq0aOHFi5cqIYNG6pNmzZ67rnnJEknT55U69atba5Zo0YN68q4JEVFRWnv3r02K9FJSUm6ffu2bt26JRcXl1Q15M2bV25ubtYtKcePH9dLL70ki8Vi7ZOyBeb+6/z88882+3wNw1BycrLOnDkjPz8/SXrkFf+Uce6/dkbKlSunPHnyWN97e3vryJEjkqT9+/fLMAzrNpwUd+7cUYECBST9uTLdpk2bDK+xfPly/d///Z8iIyNVo0YN6/GUe+Dm5mbT//bt2zp9+rTi4uJ08eJFm3tnb28vf3//VFs9nJ2dJSndD1eGhIRo7NixGdYJAACeXtkapj09PdPdI5uevHnz2ry/efOmGjdurMaNG2vRokUqWLCgzp07p8DAwFQfvEvZtiHJGhpTgveYMWPUsWNHrVu3Ths2bNDo0aO1dOlStW7dOs2Q+WAoS05O1tixYxUUFJSq5vu/Ybi/hpQ6Ump4cMy0JCcn680331S/fv1StRUvXtz66wfvU2aULl1ax48fz1TfjOaRnJysPHnyKCoqyiZwS3/ui5f+f4jNSOXKlbV//37NnTtX1atXt/k9q1atWpofHCxYsGCm6k+RssUmvfOGDx+uQYMGWd/Hx8fbfAgWAAA83bI1TFepUkWLFi36S2OcOHFC//3vfzVhwgRryLn/g4OPonTp0ipdurQGDhyoDh06aO7cuWrdurXKli2rPXv22PR98BpVq1bVyZMn9fzzz5ubiKQXX3xRq1atsjm2a9euVNeJjo7+S9dJT8eOHdW+fXt9//33qfZNG4ah+Ph4m33T6alSpYqSkpJ0+fJl1a5dO80+FStW1JYtWzJc9X3uuec0efJk1atXT3ny5NEXX3wh6c97sGzZMnl5ecnd3T3Nc729vbVr1y7VqVNHkpSYmKioqChVrVrVpt/Ro0dVrFgxeXp6pjmOo6OjHB0dHzpnAADwdMrWDyAGBgYqOjr6kVen71e8eHE988wzmjZtmn755RetXr1aH3300SONkZCQoLfffltbt27V2bNn9dNPP2nv3r3WLRPvvPOO1q9frylTpigmJkazZs3Shg0bbFarR40apQULFmjMmDGKjo7W8ePHtWzZMo0YMSLTdfTu3VunT5/WoEGDdPLkSf3nP/+x+VCfJL333nvauXOn+vbtq4MHDyomJkarV6/WO++880hzTkvbtm3Vrl07dejQQSEhIdq3b5/Onj2rtWvXqmHDhgoPD8/UOKVLl1anTp3UtWtXrVixQmfOnNHevXs1ceJErV+/XtKfK7579+5Vnz59dPjwYZ04cUIzZszQf//731RjhYeHa/ny5dYf4tKpUyd5enqqZcuWioiI0JkzZ7Rt2zb1799fv/76qySpf//+mjBhglauXKkTJ06oT58+af7gm4iICDVu3Nj8TQMAAE+1bA3TFSpUkL+/v0JDQ02PUbBgQc2bN0/ffvutXnzxRU2YMEGffPLJI42RJ08eXblyRV27dlXp0qXVtm1b/eMf/7Cumr788suaOXOmpkyZokqVKumHH37QwIEDbbZvBAYGau3atdq8ebOqV6+ul156SVOmTFGJEiUyXUfx4sW1fPlyrVmzRpUqVdLMmTM1fvx4mz4VK1bUtm3bFBMTo9q1a6tKlSoaOXKkdQ94RurVq5fmU05SWCwW/ec//9GUKVO0cuVK1a1bVxUrVtSYMWPUsmVLBQYGZnouc+fOVdeuXTV48GCVKVNGLVq00O7du63/elC6dGlt2rRJhw4dUo0aNRQQEKDvv/9e9vap/7GkTJkyCgsL05IlSzR48GC5uLho+/btKl68uIKCguTn56fg4GAlJCRYV6oHDx6srl27qnv37goICJCbm1uqfe+3b9/WypUrM/3oQAAAgAdZjMxs1H2M1q9fryFDhujo0aOys8v2H8iYaT179tSJEycUERGR3aVkWspPmcwoUD9Npk+f/sg/jCZlq4vPgFDZObrYtMVOaJbVJQIAgCyQ8vU7Li4u3S2iZmXrnmlJatq0qWJiYnThwoUc/cGuTz75RI0aNVLevHm1YcMGzZ8/X19++WV2l5VpJ06ckJubm7p27ZrdpeQYDg4OmjZtWnaXAQAAnmDZvjL9pGjbtq22bt2q69evq1SpUnrnnXfUu3fv7C4LfzNWpgEAePLk6pXpJ8Vf2dcNAACA3OnJ2aQMAAAA5DCEaQAAAMAkwjQAAABgEmEaAAAAMIkwDQAAAJhEmAYAAABMIkwDAAAAJhGmAQAAAJMI0wAAAIBJ/AREwISjYwOz/MeRAgCAJw8r0wAAAIBJhGkAAADAJMI0AAAAYBJhGgAAADCJMA0AAACYRJgGAAAATCJMAwAAACYRpgEAAACTCNMAAACASYRpAAAAwCTCNAAAAGASYRoAAAAwiTANAAAAmESYBgAAAEwiTAMAAAAmEaYBAAAAkwjTAAAAgEmEaQAAAMAkwjQAAABgEmEaAAAAMIkwDQAAAJhEmAYAAABMIkwDAAAAJhGmAQAAAJMI0wAAAIBJhGkAAADAJMI0AAAAYBJhGgAAADCJMA0AAACYRJgGAAAATCJMAwAAACYRpgEAAACTCNMAAACASYRpAAAAwCTCNAAAAGASYRoAAAAwyT67CwCeROVHb5Sdo0um+sZOaPaYqwEAANmFlWkAAADAJMI0AAAAYBJhGgAAADCJMA0AAACYRJgGAAAATCJMAwAAACYRpgEAAACTCNMAAACASYRpAAAAwCTCNAAAAGASYRoAAAAwiTANAAAAmESYfsCVK1fk5eWl2NjYx3aN7t27q1WrVo9t/MfN19dXn3322WO9hsVi0apVq7J0zPvrvnPnjooXL66oqKgsvQYAAHi6EKYfEBISoubNm8vX11eSFBsbK4vFInt7e124cMGm78WLF2Vvby+LxfJYw3dmjBkzRpUrV051/I8//pDFYtHWrVv/9ppyMkdHRw0ZMkTvvfdedpcCAACeYITp+yQkJGj27Nnq0aNHqrYiRYpowYIFNsfmz5+vokWL/l3lIYt16tRJEREROn78eHaXAgAAnlCE6fts2LBB9vb2CggISNXWrVs3zZ071+bYvHnz1K1bN5tjSUlJeuONN1SyZEk5OzurTJky+vzzzzO8rmEYmjRpkkqVKiVnZ2dVqlRJ33333V+fUBq2bt0qi8WiLVu2yN/fXy4uLqpVq5ZOnjxp02/16tXy9/eXk5OTPD09FRQUZNN+69YtBQcHy83NTcWLF9dXX31l037hwgW1a9dOzz77rAoUKKCWLVumWr2fM2eOypUrJ0dHR3l7e+vtt99Ot+4PP/xQhQoV0sGDByVJO3bsUJ06deTs7CwfHx/169dPN2/etPa/fPmymjdvLmdnZ5UsWVKLFy9ONWaBAgVUq1YtLVmyJDO3DgAAIBXC9H22b98uf3//NNtatGiha9euKTIyUpIUGRmpq1evqnnz5jb9kpOTVaxYMYWGhurYsWMaNWqU3n//fYWGhqZ73REjRmju3LmaMWOGoqOjNXDgQHXu3Fnbtm3Lusk94IMPPtDkyZO1b98+2dvbKzg42Nq2bt06BQUFqVmzZjpw4IA1eN9v8uTJ8vf314EDB9SnTx+99dZbOnHihKQ/g/arr74qV1dXbd++XZGRkXJ1dVWTJk109+5dSdKMGTPUt29f9erVS0eOHNHq1av1/PPPp6rTMAz1799fs2fPVmRkpCpXrqwjR44oMDBQQUFBOnz4sJYtW6bIyEibMN69e3fFxsYqLCxM3333nb788ktdvnw51fg1atRQREREltxTAADw9LHP7gJyktjYWBUpUiTNNgcHB3Xu3Flz5szRK6+8ojlz5qhz585ycHBI1W/s2LHW9yVLltSOHTsUGhqqtm3bphr35s2bmjJlisLCwqwr4qVKlVJkZKRmzZqlunXrZuEM/79x48ZZxx42bJiaNWum27dvy8nJSePGjVP79u1t5lGpUiWb85s2bao+ffpIkt577z19+umn2rp1q8qWLaulS5fKzs5O33zzjSwWiyRp7ty5ypcvn7Zu3arGjRvr3//+twYPHqz+/ftbx6xevbrNNRITE9W1a1ft27dPP/30k4oVKyZJ+vjjj9WxY0cNGDBAkvTCCy9o6tSpqlu3rmbMmKFz585pw4YN2rVrl2rWrClJmj17tvz8/FLdh6JFi2a43/3OnTu6c+eO9X18fHyG9xUAADxdCNP3SUhIkJOTU7rtb7zxhgICAjR+/Hh9++232rlzpxITE1P1mzlzpr755hudPXtWCQkJunv3bpofDpSkY8eO6fbt22rUqJHN8bt376pKlSp/aT4ZqVixovXX3t7ekv7cGlG8eHEdPHhQPXv2zPT5FotFhQsXtq78RkVF6eeff5abm5vNObdv39bp06d1+fJl/fbbb2rQoEGG1xg4cKAcHR21a9cueXp6Wo+njH//1g3DMJScnKwzZ87o1KlTsre3t1lNL1u2rPLly5fqGs7Ozrp161a6NYSEhNh8UwEAAHA/wvR9PD09de3atXTby5cvr7Jly6pDhw7y8/NT+fLlrXt4U4SGhmrgwIGaPHmyAgIC5Obmpo8//li7d+9Oc8zk5GRJf26tePDDjI6Ojpmu3d3dXXFxcamO//HHH5IkDw8Pm+P3r6inrB6n1OLs7PzQ6z24Im+xWKznJycnq1q1amnuUy5YsKDs7DK3u6hRo0ZasmSJNm7cqE6dOlmPJycn680331S/fv1SnVO8eHHr/u+UeWXk6tWrKliwYLrtw4cP16BBg6zv4+Pj5ePjk6n6AQBA7keYvk+VKlW0aNGiDPsEBwerT58+mjFjRprtERERqlWrlnULhCSdPn063fFefPFFOTo66ty5c39pS0fZsmX166+/6tKlSypcuLD1+N69e2VnZ5fmfuT0VKxYUVu2bNHrr79uqpaqVatq2bJl8vLykru7e5p9fH19tWXLFr366qvpjtOiRQs1b95cHTt2VJ48edS+fXvr+NHR0enOyc/PT4mJidq3b59q1KghSTp58qT1G4v7HT16NMN/AXB0dHykb2oAAMDThQ8g3icwMFDR0dEZrk737NlTv//+e5qPz5Ok559/Xvv27dPGjRt16tQpjRw5Unv37k13PDc3Nw0ZMkQDBw7U/Pnzdfr0aR04cEDTp0/X/PnzM11748aN5efnp/bt2+unn37SmTNn9P3332vIkCHq3bt3qi0XGRk9erSWLFmi0aNH6/jx4zpy5IgmTZqU6fM7deokT09PtWzZUhERETpz5oy2bdum/v3769dff5X053OxJ0+erKlTpyomJkb79+/XtGnTUo3VunVrLVy4UK+//rr1CSfvvfeedu7cqb59++rgwYOKiYnR6tWr9c4770iSypQpoyZNmqhnz57avXu3oqKi1KNHjzRX3CMiItS4ceNMzw0AAOB+hOn7VKhQQf7+/hk+ecPe3l6enp6yt097Ub93794KCgpSu3btVLNmTV25csVmlTotH330kUaNGqWQkBD5+fkpMDBQa9asUcmSJa19fH19NWbMmAzr2rRpk0qVKqVOnTqpXLlyGjZsmHr06KEpU6ZkPPEH1KtXT99++61Wr16typUrq379+uluU0mLi4uLtm/fruLFiysoKEh+fn4KDg5WQkKCdaW6W7du+uyzz/Tll1+qXLly+uc//6mYmJg0x3vttdc0f/58denSRStWrFDFihW1bds2xcTEqHbt2qpSpYpGjhxp3fst/fmBRx8fH9WtW1dBQUHq1auXvLy8bMbduXOn4uLi9Nprrz3S/QEAAEhhMQzDyO4icpL169dryJAhOnr0aKb39j5uCQkJyp8/v9avX5/htgg8mjZt2qhKlSp6//33M31OfHy8PDw85DMgVHaOLpk6J3ZCM7MlAgCALJDy9TsuLi7dLahmsWf6AU2bNlVMTIwuXLiQYz5otm3bNtWvX58gnYXu3LmjSpUqaeDAgdldCgAAeIKxMg08AlamAQB48jzOlemcsY8BAAAAeAIRpgEAAACTCNMAAACASYRpAAAAwCTCNAAAAGASYRoAAAAwiTANAAAAmESYBgAAAEwiTAMAAAAmEaYBAAAAk+yzuwDgSXR0bGCW/zhSAADw5GFlGgAAADCJMA0AAACYRJgGAAAATCJMAwAAACYRpgEAAACTCNMAAACASYRpAAAAwCTCNAAAAGASYRoAAAAwiTANAAAAmESYBgAAAEwiTAMAAAAmEaYBAAAAkwjTAAAAgEmEaQAAAMAkwjQAAABgEmEaAAAAMIkwDQAAAJhEmAYAAABMIkwDAAAAJhGmAQAAAJMI0wAAAIBJhGkAAADAJMI0AAAAYBJhGgAAADCJMA0AAACYRJgGAAAATMqyMJ2cnKw1a9aoVatWWTUkAAAAkKP95TAdExOj4cOHq1ixYmrbtm1W1AQAAAA8EezNnJSQkKDQ0FDNnj1bu3btUlJSkj799FMFBwfL1dU1q2sEAAAAcqRHWpnes2ePevXqpcKFC+uLL77Qv/71L50/f152dnZq2LAhQRoAAABPlUdama5Vq5beeecd7dmzR2XKlHlcNQEAAABPhEcK0/Xr19fs2bN1+fJldenSRYGBgbJYLI+rNgAAACBHe6RtHps2bVJ0dLTKlCmjt956S97e3urfv78kEaoBAADw1Hnkp3n4+Pho1KhROnPmjBYuXKjLly/L3t5eLVu21Pvvv6/9+/c/jjoBAACAHMdiGIbxVwe5du2aFi1apDlz5ujw4cNKSkrKitqAHCc+Pl4eHh6Ki4uTu7t7dpcDAAAy4XF+/c6SMH2//fv3q2rVqlk5JJBjpPxh9BkQKjtHl+wuBwDwlIud0Cy7S3giPM4wnWU/AfHatWuaNm2agoODs2pIAAAAIEcz9UNb7vfjjz9q9uzZWrVqlTw9PRUUFJQVdQEAAAA5nqkwfe7cOc2dO1dz587VjRs3dO3aNYWGhupf//pXVtcHAAAA5FiPtM0jNDRUjRs3lp+fn44eParPP/9cv/32m+zs7OTn5/e4agQAAABypEdame7YsaOGDh2q5cuXy83N7XHVBAAAADwRHmllOjg4WF9++aWaNGmimTNn6tq1a4+rLgAAACDHe6Qw/dVXX+nixYvq1auXlixZIm9vb7Vs2VKGYSg5Oflx1QgAAADkSI/8aDxnZ2d169ZN27Zt05EjR/Tiiy+qUKFCevnll9WxY0etWLHicdQJAAAA5Dh/6TnTL7zwgkJCQnT+/HktWrRIt27dUocOHbKqNgAAACBH+8vPmZYkOzs7NW/eXM2bN9fly5ezYkgAAAAgxzO1Mj1//nytW7fO+n7o0KHKly+fatWqpYSEhCwrDgAAAMjJTIXp8ePHy9nZWZK0c+dOffHFF5o0aZI8PT01cODALC0QAAAAyKlMhenz58/r+eeflyStWrVKr732mnr16qWQkBBFRERkaYFPoitXrsjLy0uxsbGP7Rrdu3dXq1atHtv4GalXr54GDBjwWK/h6+urzz77LEvHfLDu6tWr84FZAADwl5gK066urrpy5YokadOmTWrYsKEkycnJiW0ekkJCQtS8eXP5+vpKkmJjY2WxWGRvb68LFy7Y9L148aLs7e1lsVgea/jOrLt372rSpEmqVKmSXFxc5OnpqZdffllz587VvXv3sru8LDVy5EgNGzaMxzoCAADTTIXpRo0aqUePHurRo4dOnTqlZs2aSZKio6OtAfJplZCQoNmzZ6tHjx6p2ooUKaIFCxbYHJs/f76KFi36d5WXobt37yowMFATJkxQr169tGPHDu3Zs0d9+/bVtGnTFB0dnd0lZqlmzZopLi5OGzduzO5SAADAE8pUmJ4+fboCAgL0+++/a/ny5SpQoIAkKSoq6ql/NN6GDRtkb2+vgICAVG3dunXT3LlzbY7NmzdP3bp1szmWlJSkN954QyVLlpSzs7PKlCmjzz//PMPrGoahSZMmqVSpUnJ2dlalSpX03XffPVLtn332mbZv364tW7aob9++qly5skqVKqWOHTtq9+7deuGFF6x9k5OTNXToUOXPn1+FCxfWmDFjbMaKi4tTr1695OXlJXd3d9WvX1+HDh2y6bN69Wr5+/vLyclJnp6eCgoKSre2uXPnysPDQ5s3b5YkHTt2TE2bNpWrq6sKFSqkLl266L///a+1/82bN9W1a1e5urrK29tbkydPTjVmnjx51LRpUy1ZsuSR7hMAAEAKU2E6X758+uKLL/T999+rSZMm1uNjx47VBx98kGXFPYm2b98uf3//NNtatGiha9euKTIyUpIUGRmpq1evqnnz5jb9kpOTVaxYMYWGhurYsWMaNWqU3n//fYWGhqZ73REjRmju3LmaMWOGoqOjNXDgQHXu3Fnbtm3LdO2LFy9Ww4YNVaVKlVRtDg4Oyps3r/X9/PnzlTdvXu3evVuTJk3Shx9+aA26hmGoWbNmunTpktavX6+oqChVrVpVDRo00NWrVyVJ69atU1BQkJo1a6YDBw5oy5Yt6d63Tz75REOGDNHGjRvVqFEjXbx4UXXr1lXlypW1b98+/fDDD/q///s/tW3b1nrOu+++q/DwcK1cuVKbNm3S1q1bFRUVlWrsGjVqZLjP/86dO4qPj7d5AQAApMj0c6YPHz6s8uXLy87OTocPH86wb8WKFf9yYU+q2NhYFSlSJM02BwcHde7cWXPmzNErr7yiOXPmqHPnznJwcEjVb+zYsdb3JUuW1I4dOxQaGmoTGFPcvHlTU6ZMUVhYmHVFvFSpUoqMjNSsWbNUt27dTNUeExOjevXqZapvxYoVNXr0aEl//vCeL774Qlu2bFGjRo0UHh6uI0eO6PLly3J0dJT0ZyBetWqVvvvuO/Xq1Uvjxo1T+/btbeZZqVKlVNcZPny45s+fr61bt6pChQqSpBkzZqhq1aoaP368td+cOXPk4+OjU6dOqUiRIpo9e7YWLFigRo0aSfoz/BcrVizV+EWLFtW5c+eUnJwsO7vU31uGhITY1AgAAHC/TIfpypUr69KlS/Ly8lLlypVlsVhkGIa1PeW9xWJRUlLSYyn2SZCQkCAnJ6d029944w0FBARo/Pjx+vbbb7Vz504lJiam6jdz5kx98803Onv2rBISEnT37l1Vrlw5zTGPHTum27dvW4Njirt376a5ypyelN+/zHjwGyZvb2/rD+yJiorSjRs3rNt/UiQkJOj06dOSpIMHD6pnz54ZXmPy5Mm6efOm9u3bp1KlSlmPR0VFKTw8XK6urqnOOX36tPV+3b/VJn/+/CpTpkyq/s7OzkpOTtadO3esj3u83/DhwzVo0CDr+/j4ePn4+GRYNwAAeHpkOkyfOXNGBQsWtP4aafP09NS1a9fSbS9fvrzKli2rDh06yM/PT+XLl9fBgwdt+oSGhmrgwIGaPHmyAgIC5Obmpo8//li7d+9Oc8yUp1GsW7cu1YcZU1aGM6N06dI6fvx4pvo+uJpusVisdSQnJ8vb21tbt25NdV6+fPkkKc3g+qDatWtr3bp1Cg0N1bBhw6zHk5OT1bx5c02cODHVOd7e3oqJicnUHCTp6tWrcnFxSbceR0fHR7qHAADg6ZLpMF2iRIk0fw1bVapU0aJFizLsExwcrD59+mjGjBlptkdERKhWrVrq06eP9VjKim5aXnzxRTk6OurcuXOZ3tKRlo4dO+r999/XgQMHUq1oJyYm6s6dOzb7ptNTtWpVXbp0Sfb29uk+3aVixYrasmWLXn/99XTHqVGjht555x0FBgYqT548evfdd63jL1++XL6+vrK3T/2/8PPPPy8HBwft2rVLxYsXlyRdu3ZNp06dSnV/jh49qqpVqz50TgAAAGkx9QHEjGzfvl1xcXFZPewTIzAwUNHR0RmuTvfs2VO///57mo/Pk/4Mg/v27dPGjRt16tQpjRw5Unv37k13PDc3Nw0ZMkQDBw7U/Pnzdfr0aR04cEDTp0/X/PnzM137gAED9PLLL6tBgwaaPn26Dh06pF9++UWhoaGqWbNmpld8GzZsqICAALVq1UobN25UbGysduzYoREjRmjfvn2SpNGjR2vJkiUaPXq0jh8/riNHjmjSpEmpxgoICNCGDRv04Ycf6tNPP5Uk9e3bV1evXlWHDh20Z88e/fLLL9q0aZOCg4OVlJQkV1dXvfHGG3r33Xe1ZcsWHT16VN27d09zT3RERIQaN26c6XsEAABwvywP0/Xq1VOpUqXSfBTZ06BChQry9/fP8Mkb9vb28vT0THNVVZJ69+6toKAgtWvXTjVr1tSVK1dsVqnT8tFHH2nUqFEKCQmRn5+fAgMDtWbNGpUsWdLax9fXN9Uj7O7n6OiozZs3a+jQoZo1a5ZeeuklVa9eXVOnTlW/fv1Uvnz5jCf/PxaLRevXr1edOnUUHBys0qVLq3379oqNjVWhQoUk/fn/ybfffqvVq1ercuXKql+/frrbWF5++WWtW7dOI0eO1NSpU1WkSBH99NNPSkpKUmBgoMqXL6/+/fvLw8PDGpg//vhj1alTRy1atFDDhg31yiuvqFq1ajbjXrhwQTt27MhwdRwAACAjFuP+TxFmgbNnz+rMmTPauHGjQkJCsnLoJ8b69es1ZMgQHT16NM3V0OyQkJCg/Pnza/369Xr11Vezu5wc4d1331VcXJy++uqrTJ8THx8vDw8P+QwIlZ2jy2OsDgCAh4ud0Cy7S3gipHz9jouLk7u7e5aOnek905lVokQJlShRItOPWMuNmjZtqpiYGF24cCHHPPlh27Ztql+/PkH6Pl5eXhoyZEh2lwEAAJ5gplamf/zxRzVs2DDNtlmzZunNN9/8y4UBOREr0wCAnISV6cx5nCvTpvYgNGvWTIMHD9bdu3etx37//Xc1b95cw4cPz7LiAAAAgJzMVJjevn271qxZo+rVqys6Olrr1q1T+fLldePGDR06dCirawQAAAByJFNhumbNmjpw4IAqVqyoatWqqXXr1ho8eLDCwsJyzB5hAAAA4HEz/aiJkydPau/evSpWrJjs7e114sQJ3bp1KytrAwAAAHI0U2F6woQJCggIUKNGjXT06FHt3bvXulK9c+fOrK4RAAAAyJFMhenPP/9cq1at0rRp0+Tk5KRy5cppz549CgoKeqofiQcAAICni6nnTB85ckSenp42xxwcHPTxxx/rn//8Z5YUBgAAAOR0plamPT099ccff+ibb77R8OHDdfXqVUnS/v379fzzz2dpgQAAAEBOZWpl+vDhw2rYsKE8PDwUGxurnj17Kn/+/Fq5cqXOnj2rBQsWZHWdAAAAQI5jamV60KBB6t69u2JiYuTk5GQ9/o9//EPbt2/PsuIAAACAnMzUyvTevXs1a9asVMeLFi2qS5cu/eWigJzu6NjALP9xpAAA4MljamXayclJ8fHxqY6fPHlSBQsW/MtFAQAAAE8CU2G6ZcuW+vDDD3Xv3j1JksVi0blz5zRs2DD961//ytICAQAAgJzKVJj+5JNP9Pvvv8vLy0sJCQmqW7eunnvuObm6umrcuHFZXSMAAACQI5naM+3u7q7IyEiFhYVp//79Sk5OVrVq1dSgQYOsrg8AAADIsR5pZXr37t3asGGD9X39+vVVsGBBffnll+rQoYN69eqlO3fuZHmRAAAAQE70SGF6zJgxOnz4sPX9kSNH1LNnTzVq1EjDhg3TmjVrFBISkuVFAgAAADnRI4XpgwcP2mzlWLp0qWrUqKGvv/5agwYN0tSpUxUaGprlRQIAAAA50SOF6WvXrqlQoULW99u2bVOTJk2s76tXr67z589nXXUAAABADvZIYbpQoUI6c+aMJOnu3bvav3+/AgICrO3Xr1+Xg4ND1lYIAAAA5FCPFKabNGmiYcOGKSIiQsOHD5eLi4tq165tbT98+LCee+65LC8SAAAAyIke6dF4//73vxUUFKS6devK1dVV8+fP1zPPPGNtnzNnjho3bpzlRQIAAAA5kcUwDONRT4qLi5Orq6vy5Mljc/zq1atydXW1CdhAbhIfHy8PDw/FxcXJ3d09u8sBAACZ8Di/fpv6oS0eHh5pHs+fP/9fKgYAAAB4kpj6ceIAAAAACNMAAACAaYRpAAAAwCTCNAAAAGASYRoAAAAwiTANAAAAmESYBgAAAEwiTAMAAAAmEaYBAAAAkwjTAAAAgEmEaQAAAMAkwjQAAABgEmEaAAAAMIkwDQAAAJhEmAYAAABMIkwDAAAAJhGmAQAAAJMI0wAAAIBJhGkAAADAJMI0AAAAYBJhGgAAADCJMA0AAACYRJgGAAAATLLP7gKAJ1H50Rtl5+jyl8aIndAsi6oBAADZhZVpAAAAwCTCNAAAAGASYRoAAAAwiTANAAAAmESYBgAAAEwiTAMAAAAmEaYBAAAAkwjTAAAAgEmEaQAAAMAkwjQAAABgEmEaAAAAMIkwDQAAAJiUq8L0lStX5OXlpdjY2OwuJUPz5s1Tvnz5srsM07p3765WrVo91mvUq1dPAwYMyNIxH6z7tdde05QpU7L0GgAA4OmSq8J0SEiImjdvLl9fX0lSbGysLBZLqlfnzp2zt9DHYOvWrbJYLPrjjz9StVWuXFljxoz522vK6UaNGqVx48YpPj4+u0sBAABPKPvsLiCrJCQkaPbs2Vq/fn2qth9//FHlypWzvnd2dv47S0MOVbFiRfn6+mrx4sV66623srscAADwBMo1K9MbNmyQvb29AgICUrUVKFBAhQsXtr48PDwkSXFxcerVq5e8vLzk7u6u+vXr69ChQ9bzxowZo8qVK2vOnDkqXry4XF1d9dZbbykpKUmTJk1S4cKF5eXlpXHjxtlcb8qUKapQoYLy5s0rHx8f9enTRzdu3Miw/jVr1qhatWpycnJSqVKlNHbsWCUmJmbBnUnNYrHom2++UevWreXi4qIXXnhBq1evtukTHR2tZs2ayd3dXW5ubqpdu7ZOnz5t0+eTTz6Rt7e3ChQooL59++revXvWtrt372ro0KEqWrSo8ubNq5o1a2rr1q025//000+qW7euXFxc9OyzzyowMFDXrl1Ls+YffvhBHh4eWrBggSTpwoULateunZ599lkVKFBALVu2tNnek5SUpEGDBilfvnwqUKCAhg4dKsMwUo3bokULLVmy5FFuHwAAgFWuCdPbt2+Xv79/pvsbhqFmzZrp0qVLWr9+vaKiolS1alU1aNBAV69etfY7ffq0NmzYoB9++EFLlizRnDlz1KxZM/3666/atm2bJk6cqBEjRmjXrl3Wc+zs7DR16lQdPXpU8+fPV1hYmIYOHZpuLRs3blTnzp3Vr18/HTt2TLNmzdK8efNShfSsNHbsWLVt21aHDx9W06ZN1alTJ+u8L1y4oDp16sjJyUlhYWGKiopScHCwTbgPDw/X6dOnFR4ervnz52vevHmaN2+etf3111/XTz/9pKVLl+rw4cNq06aNmjRpopiYGEnSwYMH1aBBA5UrV047d+5UZGSkmjdvrqSkpFS1Ll26VG3bttWCBQvUtWtX3bp1S6+++qpcXV21fft2RUZGytXVVU2aNNHdu3clSZMnT9acOXM0e/ZsRUZG6urVq1q5cmWqsWvUqKE9e/bozp07ad6nO3fuKD4+3uYFAABgZeQSLVu2NIKDg22OnTlzxpBkODs7G3nz5rW+9u/fb2zZssVwd3c3bt++bXPOc889Z8yaNcswDMMYPXq04eLiYsTHx1vbAwMDDV9fXyMpKcl6rEyZMkZISEi6tYWGhhoFChSwvp87d67h4eFhfV+7dm1j/PjxNucsXLjQ8Pb2zvT8w8PDDUnGtWvXUrVVqlTJGD16tPW9JGPEiBHW9zdu3DAsFouxYcMGwzAMY/jw4UbJkiWNu3fvpnmtbt26GSVKlDASExOtx9q0aWO0a9fOMAzD+Pnnnw2LxWJcuHDB5rwGDRoYw4cPNwzDMDp06GC8/PLL6c6nbt26Rv/+/Y3p06cbHh4eRlhYmLVt9uzZRpkyZYzk5GTrsTt37hjOzs7Gxo0bDcMwDG9vb2PChAnW9nv37hnFihUzWrZsaXOdQ4cOGZKM2NjYNOsYPXq0ISnVy2dAqFHivbV/6QUAAP4ecXFxhiQjLi4uy8fOVXumnZyc0mxbtmyZ/Pz8rO99fHw0depU3bhxQwUKFEg1zv3bGXx9feXm5mZ9X6hQIeXJk0d2dnY2xy5fvmx9Hx4ervHjx+vYsWOKj49XYmKibt++rZs3bypv3ryp6ouKitLevXttVqKTkpJ0+/Zt3bp1Sy4uLo9wJzKnYsWK1l/nzZtXbm5u1jkcPHhQtWvXloODQ7rnlytXTnny5LG+9/b21pEjRyRJ+/fvl2EYKl26tM05d+7csd7vgwcPqk2bNhnWuHz5cv3f//2fIiMjVaNGDevxqKgo/fzzzza/L5J0+/ZtnT59WnFxcbp48aLNlh97e3v5+/un2uqRsn/+1q1badYwfPhwDRo0yPo+Pj5ePj4+GdYNAACeHrkmTHt6eqa739bHx0fPP/+8zbHk5GR5e3un2scryeaxdQ8GSovFkuax5ORkSdLZs2fVtGlT9e7dWx999JHy58+vyMhIvfHGGzZ7ih+sZezYsQoKCkrVlt43CA9yd3eX9Oc+8Acfu/fHH39Y94lnNK+UOWTmA5oZnZ+cnKw8efIoKirKJnBLkqura6avUblyZe3fv19z585V9erVZbFYrONXq1ZNixcvTnVOwYIFHzru/VK2tqR3nqOjoxwdHR9pTAAA8PTINWG6SpUqWrRoUab7V61aVZcuXZK9vb31UXpZYd++fUpMTNTkyZOtq9ehoaEPreXkyZOpAv+jeOGFF2RnZ6e9e/eqRIkS1uMXL17UhQsXVKZMmUyPVbFiRc2fP1/37t3LcHU6PVWqVFFSUpIuX76s2rVrp3uNLVu2aOzYsemO89xzz2ny5MmqV6+e8uTJoy+++ELSn/dr2bJl1g+OpsXb21u7du1SnTp1JEmJiYnWffH3O3r0qIoVKyZPT89HnicAAECu+QBiYGCgoqOj012dflDDhg0VEBCgVq1aaePGjYqNjdWOHTs0YsQI7du3z3Qdzz33nBITEzVt2jT98ssvWrhwoWbOnJnhOaNGjdKCBQs0ZswYRUdH6/jx41q2bJlGjBiR6eu6ubnpzTff1ODBg7Vq1SqdOXNGP/30kzp06CA/Pz81btw402O9/fbbio+PV/v27bVv3z7FxMRo4cKFOnnyZKbOL126tDp16qSuXbtqxYoVOnPmjPbu3auJEydaH104fPhw7d27V3369NHhw4d14sQJzZgxQ//9739TjRUeHq7ly5dbf4hLp06d5OnpqZYtWyoiIkJnzpzRtm3b1L9/f/3666+SpP79+2vChAlauXKlTpw4oT59+qT5DO6IiIhHujcAAAD3yzVhukKFCvL393/oKnAKi8Wi9evXq06dOgoODlbp0qXVvn17xcbGqlChQqbrqFy5sqZMmaKJEyeqfPnyWrx4sUJCQjI8JzAwUGvXrtXmzZtVvXp1vfTSS5oyZYrNCnP37t1Vr169DMf59NNP1aNHD73//vsqV66cOnXqpJIlS2rTpk2yt8/8P0IUKFBAYWFhunHjhurWratq1arp66+/fqRV6rlz56pr164aPHiwypQpoxYtWmj37t3W/calS5fWpk2bdOjQIdWoUUMBAQH6/vvv06yzTJkyCgsL05IlSzR48GC5uLho+/btKl68uIKCguTn56fg4GAlJCRYV6oHDx6srl27qnv37goICJCbm5tat25tM+7t27e1cuVK9ezZM9PzAgAAuJ/FePATWU+w9evXa8iQITp69KjNBwRzg3r16qlevXr8JMMsNH36dH3//ffatGlTps+Jj4+Xh4eHfAaEys7xr30wNHZCs790PgAAyJyUr99xcXHpbhE1K9fsmZakpk2bKiYmRhcuXMhVT1y4fv26Tp8+rbVr12Z3KbmKg4ODpk2blt1lAACAJ1iuWpkGHjdWpgEAePI8zpXp3LUXAgAAAPgbEaYBAAAAkwjTAAAAgEmEaQAAAMAkwjQAAABgEmEaAAAAMIkwDQAAAJhEmAYAAABMIkwDAAAAJhGmAQAAAJPss7sA4El0dGxglv84UgAA8ORhZRoAAAAwiTANAAAAmESYBgAAAEwiTAMAAAAmEaYBAAAAkwjTAAAAgEmEaQAAAMAkwjQAAABgEmEaAAAAMIkwDQAAAJhEmAYAAABMIkwDAAAAJhGmAQAAAJMI0wAAAIBJhGkAAADAJMI0AAAAYBJhGgAAADCJMA0AAACYRJgGAAAATCJMAwAAACYRpgEAAACTCNMAAACASYRpAAAAwCTCNAAAAGASYRoAAAAwiTANAAAAmESYBgAAAEwiTAMAAAAmEaYBAAAAkwjTAAAAgEmEaQAAAMAkwjQAAABgEmEaAAAAMIkwDQAAAJhEmAYAAABMIkwDAAAAJtlndwHAk6j86I2yc3TJ7jIAZCB2QrPsLgHAU4CVaQAAAMAkwjQAAABgEmEaAAAAMIkwDQAAAJhEmAYAAABMIkwDAAAAJhGmAQAAAJMI0wAAAIBJhGkAAADAJMI0AAAAYBJhGgAAADCJMA0AAACYRJi+z5UrV+Tl5aXY2NjsLiVD8+bNU758+bLl2mPGjFHlypUf6zW6d++uVq1aZemYD9Y9ZMgQ9evXL0uvAQAAnj6E6fuEhISoefPm8vX1lSTFxsbKYrGkenXu3Dl7C32Mli9frnr16snDw0Ourq6qWLGiPvzwQ129ejW7S8tSQ4cO1dy5c3XmzJnsLgUAADzBCNP/k5CQoNmzZ6tHjx6p2n788UddvHjR+po+fXo2VPj4ffDBB2rXrp2qV6+uDRs26OjRo5o8ebIOHTqkhQsXZnd5WcrLy0uNGzfWzJkzs7sUAADwBCNM/8+GDRtkb2+vgICAVG0FChRQ4cKFrS8PDw9JUlxcnHr16iUvLy+5u7urfv36OnTokPW8lK0Fc+bMUfHixeXq6qq33npLSUlJmjRpkgoXLiwvLy+NGzfO5npTpkxRhQoVlDdvXvn4+KhPnz66ceNGhvWvWbNG1apVk5OTk0qVKqWxY8cqMTEx0/Pfs2ePxo8fr8mTJ+vjjz9WrVq15Ovrq0aNGmn58uXq1q2bTf+FCxfK19dXHh4eat++va5fv25tMwxDkyZNUqlSpeTs7KxKlSrpu+++szk/OjpazZo1k7u7u9zc3FS7dm2dPn06zdqioqJs7tPD7rskTZgwQYUKFZKbm5veeOMN3b59O9W4LVq00JIlSzJ9jwAAAB5EmP6f7du3y9/fP9P9DcNQs2bNdOnSJa1fv15RUVGqWrWqGjRoYLMl4vTp09qwYYN++OEHLVmyRHPmzFGzZs3066+/atu2bZo4caJGjBihXbt2Wc+xs7PT1KlTdfToUc2fP19hYWEaOnRourVs3LhRnTt3Vr9+/XTs2DHNmjVL8+bNSxXSM7J48WK5urqqT58+abbfv0f79OnTWrVqldauXau1a9dq27ZtmjBhgrV9xIgRmjt3rmbMmKHo6GgNHDhQnTt31rZt2yRJFy5cUJ06deTk5KSwsDBFRUUpODg4zfC/detWNWjQQGPHjtUHH3yQqfseGhqq0aNHa9y4cdq3b5+8vb315Zdfphq7Ro0aOn/+vM6ePZvufblz547i4+NtXgAAACnss7uAnCI2NlZFihRJs61WrVqys/v/33dERETo2rVrOnLkiC5fvixHR0dJ0ieffKJVq1bpu+++U69evSRJycnJmjNnjtzc3PTiiy/q1Vdf1cmTJ7V+/XrZ2dmpTJkymjhxorZu3aqXXnpJkjRgwADrtUqWLKmPPvpIb731VpqBUJLGjRunYcOGWVePS5UqpY8++khDhw7V6NGjMzX/mJgYlSpVSg4ODg/tm5ycrHnz5snNzU2S1KVLF23ZskXjxo3TzZs3NWXKFIWFhVlX+UuVKqXIyEjNmjVLdevW1fTp0+Xh4aGlS5dar1e6dOlU1/n+++/VpUsXzZo1Sx06dJAkhYeHP/S+f/bZZwoODrZu2fn3v/+tH3/8MdXqdNGiRSX9+XtfokSJNOcaEhKisWPHPvSeAACApxNh+n8SEhLk5OSUZtuyZcvk5+dnfe/j46OpU6fqxo0bKlCgQKpx7t+u4Ovraw2dklSoUCHlyZPHJpwXKlRIly9ftr4PDw/X+PHjdezYMcXHxysxMVG3b9/WzZs3lTdv3lT1RUVFae/evTYr0UlJSbp9+7Zu3bolFxeXh87fMAxZLJaH9ktrTt7e3tb6jx07ptu3b6tRo0Y259y9e1dVqlSRJB08eFC1a9fOMLjv3r1ba9eu1bfffqvWrVvbzPVh9/348ePq3bu3TXtAQIDCw8Ntjjk7O0uSbt26lW4dw4cP16BBg6zv4+Pj5ePjk25/AADwdCFM/4+np6euXbuWZpuPj4+ef/55m2PJycny9vbW1q1bU/W/f0vEg4HRYrGkeSw5OVmSdPbsWTVt2lS9e/fWRx99pPz58ysyMlJvvPGG7t27l2Z9ycnJGjt2rIKCglK1pfcNwoNKly6tyMhI3bt376Gr0xnVn/LfdevWWVd+U6SsJKeE2Iw899xzKlCggHVbzDPPPGMdPzP3PTNStoUULFgw3T6Ojo7WugEAAB5EmP6fKlWqaNGiRZnuX7VqVV26dEn29vbWR+llhX379ikxMVGTJ0+2rl6HhoY+tJaTJ0+mCvyPomPHjpo6daq+/PJL9e/fP1X7H3/8kamw+uKLL8rR0VHnzp1T3bp10+xTsWJFzZ8/P8Pg7unpqRUrVqhevXpq166dQkND5eDgkKn77ufnp127dqlr167WY/fvSU9x9OhROTg4qFy5cg+dFwAAQFr4AOL/BAYGKjo6Ot3V6Qc1bNhQAQEBatWqlTZu3KjY2Fjt2LFDI0aM0L59+0zX8dxzzykxMVHTpk3TL7/8ooULFz708W2jRo3SggULNGbMGEVHR+v48eNatmyZRowYkenr1qxZU0OHDtXgwYM1dOhQ7dy5U2fPntWWLVvUpk0bzZ8/P1PjuLm5aciQIRo4cKDmz5+v06dP68CBA5o+fbp1jLffflvx8fFq37699u3bp5iYGC1cuFAnT560GcvLy0thYWE6ceKEOnTooMTExEzd9/79+2vOnDmaM2eOTp06pdGjRys6OjpVrREREapdu3amVsoBAADSQpj+nwoVKsjf3/+hq8ApLBaL1q9frzp16ig4OFilS5dW+/btFRsbq0KFCpmuo3LlypoyZYomTpyo8uXLa/HixQoJCcnwnMDAQK1du1abN29W9erV9dJLL2nKlCk2H6rr3r276tWrl+E4EydO1H/+8x/t3r1bgYGBKleunAYNGqSKFSumejReRj766CONGjVKISEh8vPzU2BgoNasWaOSJUtK+vNRg2FhYbpx44bq1q2ratWq6euvv05zlbpw4cIKCwvTkSNH1KlTJyUnJz/0vrdr106jRo3Se++9p2rVquns2bN66623Uo29ZMkS9ezZM9PzAgAAeJDFMAwju4vIKdavX68hQ4bo6NGjNh8QzA3q1aunevXqacyYMdldSo6wbt06vfvuuzp8+LDs7TO/2yk+Pl4eHh7yGRAqO8eHf7ATQPaJndAsu0sAkEOkfP2Oi4uTu7t7lo7Nnun7NG3aVDExMbpw4UKuemLD9evXdfr0aa1duza7S8kxbt68qblz5z5SkAYAAHgQSeIBaX347knn5uam8+fPZ3cZOUrbtm2zuwQAAJAL5K69DAAAAMDfiDANAAAAmESYBgAAAEwiTAMAAAAmEaYBAAAAkwjTAAAAgEmEaQAAAMAkwjQAAABgEmEaAAAAMIkwDQAAAJjEjxMHTDg6NlDu7u7ZXQYAAMhmrEwDAAAAJhGmAQAAAJMI0wAAAIBJhGkAAADAJMI0AAAAYBJhGgAAADCJMA0AAACYRJgGAAAATCJMAwAAACYRpgEAAACTCNMAAACASYRpAAAAwCTCNAAAAGASYRoAAAAwiTANAAAAmESYBgAAAEyyz+4CgCeJYRiSpPj4+GyuBAAAZFbK1+2Ur+NZiTANPIIrV65Iknx8fLK5EgAA8KiuXLkiDw+PLB2TMA08gvz580uSzp07l+V/GHOy+Ph4+fj46Pz583J3d8/ucv42zJt5Pw2YN/N+GsTFxal48eLWr+NZiTANPAI7uz8/ZuDh4fFU/SWUwt3dnXk/RZj304V5P12e1nmnfB3P0jGzfEQAAADgKUGYBgAAAEwiTAOPwNHRUaNHj5ajo2N2l/K3Yt7M+2nAvJn304B5Z/28LcbjeEYIAAAA8BRgZRoAAAAwiTANAAAAmESYBgAAAEwiTAMAAAAmEaaBTPryyy9VsmRJOTk5qVq1aoqIiMjukrJUSEiIqlevLjc3N3l5ealVq1Y6efKkTR/DMDRmzBgVKVJEzs7OqlevnqKjo7Op4qwXEhIii8WiAQMGWI/l5jlfuHBBnTt3VoECBeTi4qLKlSsrKirK2p4b556YmKgRI0aoZMmScnZ2VqlSpfThhx8qOTnZ2ic3zHv79u1q3ry5ihQpIovFolWrVtm0Z2aOd+7c0TvvvCNPT0/lzZtXLVq00K+//vo3zuLRZTTve/fu6b333lOFChWUN29eFSlSRF27dtVvv/1mM0Zum/eD3nzzTVksFn322Wc2x3PrvI8fP64WLVrIw8NDbm5ueumll3Tu3Dlre1bMmzANZMKyZcs0YMAAffDBBzpw4IBq166tf/zjHzZ/IJ9027ZtU9++fbVr1y5t3rxZiYmJaty4sW7evGntM2nSJE2ZMkVffPGF9u7dq8KFC6tRo0a6fv16NlaeNfbu3auvvvpKFStWtDmeW+d87do1vfzyy3JwcNCGDRt07NgxTZ48Wfny5bP2yY1znzhxombOnKkvvvhCx48f16RJk/Txxx9r2rRp1j65Yd43b95UpUqV9MUXX6TZnpk5DhgwQCtXrtTSpUsVGRmpGzdu6J///KeSkpL+rmk8sozmfevWLe3fv18jR47U/v37tWLFCp06dUotWrSw6Zfb5n2/VatWaffu3SpSpEiqttw479OnT+uVV15R2bJltXXrVh06dEgjR46Uk5OTtU+WzNsA8FA1atQwevfubXOsbNmyxrBhw7Kposfv8uXLhiRj27ZthmEYRnJyslG4cGFjwoQJ1j63b982PDw8jJkzZ2ZXmVni+vXrxgsvvGBs3rzZqFu3rtG/f3/DMHL3nN977z3jlVdeSbc9t869WbNmRnBwsM2xoKAgo3PnzoZh5M55SzJWrlxpfZ+ZOf7xxx+Gg4ODsXTpUmufCxcuGHZ2dsYPP/zwt9X+Vzw477Ts2bPHkGScPXvWMIzcPe9ff/3VKFq0qHH06FGjRIkSxqeffmpty63zbteunfXPdlqyat6sTAMPcffuXUVFRalx48Y2xxs3bqwdO3ZkU1WPX1xcnCQpf/78kqQzZ87o0qVLNvfB0dFRdevWfeLvQ9++fdWsWTM1bNjQ5nhunvPq1avl7++vNm3ayMvLS1WqVNHXX39tbc+tc3/llVe0ZcsWnTp1SpJ06NAhRUZGqmnTppJy77zvl5k5RkVF6d69ezZ9ihQpovLly+ea+yD9+fecxWKx/otMbp13cnKyunTponfffVflypVL1Z4b552cnKx169apdOnSCgwMlJeXl2rWrGmzFSSr5k2YBh7iv//9r5KSklSoUCGb44UKFdKlS5eyqarHyzAMDRo0SK+88orKly8vSda55rb7sHTpUu3fv18hISGp2nLrnCXpl19+0YwZM/TCCy9o48aN6t27t/r166cFCxZIyr1zf++999ShQweVLVtWDg4OqlKligYMGKAOHTpIyr3zvl9m5njp0iU988wzevbZZ9Pt86S7ffu2hg0bpo4dO8rd3V1S7p33xIkTZW9vr379+qXZnhvnffnyZd24cUMTJkxQkyZNtGnTJrVu3VpBQUHatm2bpKybt32WVg7kYhaLxea9YRipjuUWb7/9tg4fPqzIyMhUbbnpPpw/f179+/fXpk2bbPbQPSg3zTlFcnKy/P39NX78eElSlSpVFB0drRkzZqhr167Wfrlt7suWLdOiRYv0n//8R+XKldPBgwc1YMAAFSlSRN26dbP2y23zTouZOeaW+3Dv3j21b99eycnJ+vLLLx/a/0med1RUlD7//HPt37//kefwJM875UPFLVu21MCBAyVJlStX1o4dOzRz5kzVrVs33XMfdd6sTAMP4enpqTx58qT6LvXy5cupVnZyg3feeUerV69WeHi4ihUrZj1euHBhScpV9yEqKkqXL19WtWrVZG9vL3t7e23btk1Tp06Vvb29dV65ac4pvL299eKLL9oc8/Pzs36oNjf+fkvSu+++q2HDhql9+/aqUKGCunTpooEDB1r/ZSK3zvt+mZlj4cKFdffuXV27di3dPk+qe/fuqW3btjpz5ow2b95sXZWWcue8IyIidPnyZRUvXtz699zZs2c1ePBg+fr6Ssqd8/b09JS9vf1D/57LinkTpoGHeOaZZ1StWjVt3rzZ5vjmzZtVq1atbKoq6xmGobffflsrVqxQWFiYSpYsadNesmRJFS5c2OY+3L17V9u2bXti70ODBg105MgRHTx40Pry9/dXp06ddPDgQZUqVSrXzTnFyy+/nOrRh6dOnVKJEiUk5c7fb+nPJzrY2dl+6cuTJ491FSu3zvt+mZljtWrV5ODgYNPn4sWLOnr06BN9H1KCdExMjH788UcVKFDApj03zrtLly46fPiwzd9zRYoU0bvvvquNGzdKyp3zfuaZZ1S9evUM/57Lsnln+qOKwFNs6dKlhoODgzF79mzj2LFjxoABA4y8efMasbGx2V1alnnrrbcMDw8PY+vWrcbFixetr1u3bln7TJgwwfDw8DBWrFhhHDlyxOjQoYPh7e1txMfHZ2PlWev+p3kYRu6d8549ewx7e3tj3LhxRkxMjLF48WLDxcXFWLRokbVPbpx7t27djKJFixpr1641zpw5Y6xYscLw9PQ0hg4dau2TG+Z9/fp148CBA8aBAwcMScaUKVOMAwcOWJ9akZk59u7d2yhWrJjx448/Gvv37zfq169vVKpUyUhMTMyuaT1URvO+d++e0aJFC6NYsWLGwYMHbf6eu3PnjnWM3DbvtDz4NA/DyJ3zXrFiheHg4GB89dVXRkxMjDFt2jQjT548RkREhHWMrJg3YRrIpOnTpxslSpQwnnnmGaNq1arWR8blFpLSfM2dO9faJzk52Rg9erRRuHBhw9HR0ahTp45x5MiR7Cv6MXgwTOfmOa9Zs8YoX7684ejoaJQtW9b46quvbNpz49zj4+ON/v37G8WLFzecnJyMUqVKGR988IFNmMoN8w4PD0/zz3O3bt0Mw8jcHBMSEoy3337byJ8/v+Hs7Gz885//NM6dO5cNs8m8jOZ95syZdP+eCw8Pt46R2+adlrTCdG6d9+zZs43nn3/ecHJyMipVqmSsWrXKZoysmLfFMAwj8+vYAAAAAFKwZxoAAAAwiTANAAAAmESYBgAAAEwiTAMAAAAmEaYBAAAAkwjTAAAAgEmEaQAAAMAkwjQAAABgEmEaAAAAMIkwDQAAAJhEmAYAAABMIkwDAAAAJv0/cLvYwZDzQ0QAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "axis_handle = data.groupby('Sex')['isAA'].value_counts().plot(kind = 'barh')\n",
    "axis_handle.set_xlim(0, 160)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "ce237b01-c715-4dbd-9a1c-9042e71b3331",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Participants')"
      ]
     },
     "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": [
    "axis_handle = data.groupby('Sex')['isAA'].value_counts().plot(kind = 'barh')\n",
    "axis_handle.set_xlim(0, 160)\n",
    "axis_handle.set_xlabel('Participants')"
   ]
  },
  {
   "cell_type": "raw",
   "id": "320b0c4a-59dd-4f33-9ad8-ebd0ba0b051c",
   "metadata": {},
   "source": [
    "# BEGIN QUESTION\n",
    "name: q1_drug_use_plot\n",
    "manual: false\n",
    "points: 2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "231815af-050f-4596-a473-6844537ef8d4",
   "metadata": {},
   "source": [
    "### Q1: Explore the `cocaine_use` and `cannabinoid_use` columns.\n",
    "\n",
    "Create a barplot of the number of cocaine, cannabinoid, multi-use, and non-use."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "959f7620-c001-43ce-b6e1-8a31e368ad00",
   "metadata": {},
   "source": [
    "|               |    |\n",
    "| --------------|----|\n",
    "| Points        | 2  |\n",
    "| Public Checks | 4  |"
   ]
  },
  {
   "cell_type": "raw",
   "id": "043e993a-5f14-49a2-b991-d8cf1fae7cd5",
   "metadata": {},
   "source": [
    "# BEGIN SOLUTION"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "270a4684-ad02-4ea1-b133-bb126f4b3ca4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Add a new column indicating True for multi-use\n",
    "\n",
    "data['multi_use'] = data['cocaine_use'] & data['cannabinoid_use'] # SOLUTION\n",
    "\n",
    "# Add a new column indicating True for non-use\n",
    "data['non_use'] = (data['cocaine_use'] | data['cannabinoid_use']) == False # SOLUTION\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "5591247a-c6dc-43ef-b51a-5f763d7a4d36",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "cocaine_use        115\n",
       "cannabinoid_use    117\n",
       "multi_use           84\n",
       "non_use             76\n",
       "dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Sum the number of True's in each use column\n",
    "\n",
    "use_counts = data[['cocaine_use', 'cannabinoid_use', 'multi_use', 'non_use']].sum() # SOLUTION\n",
    "use_counts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "f2db9f70-1d1c-4c99-ba3f-d2e6efb3533a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAigAAAIDCAYAAAAuZuVwAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAxZUlEQVR4nO3de1RVZeL/8c/ByxEMEG8HSExUvo14G9LGEUuxlC6WmlNWXpu0ZWNeyByUcTK0AsdvESmjZd9M0rDsYtZPp7yklJdKRbPUtJSSVBbmBRAQEM7vD5dn5ohZTeewH+D9WuusxXn25vBhziSf/exn72NzOp1OAQAAGMTH6gAAAACXoqAAAADjUFAAAIBxKCgAAMA4FBQAAGAcCgoAADAOBQUAABinvtUB/huVlZU6duyY/P39ZbPZrI4DAAB+AafTqcLCQoWGhsrH58pzJDWyoBw7dkxhYWFWxwAAAP+FnJwctWrV6or71MiC4u/vL+nCLxgQEGBxGgAA8EsUFBQoLCzM9Xf8SmpkQbl4WicgIICCAgBADfNLlmewSBYAABiHggIAAIzzqwvKxx9/rDvvvFOhoaGy2Wx69913XdvKy8s1bdo0de7cWY0bN1ZoaKhGjRqlY8eOub1GaWmpJk6cqObNm6tx48YaOHCgfvjhh9/8ywAAgNrhVxeUoqIide3aVWlpaVW2FRcXKysrS48//riysrL0zjvv6ODBgxo4cKDbfnFxcVq5cqVef/11bd68WWfPntUdd9yhioqK//43AQAAtYbN6XQ6/+tvttm0cuVKDR48+Cf32b59u/7whz/o+++/V+vWrZWfn68WLVpo6dKluvfeeyX9+7LhNWvW6JZbbvnZn1tQUKDAwEDl5+ezSBYAgBri1/z99voalPz8fNlsNjVp0kSStHPnTpWXlys2Nta1T2hoqDp16qStW7de9jVKS0tVUFDg9gAAALWXVwvKuXPnNH36dA0bNszVlHJzc9WwYUMFBQW57etwOJSbm3vZ10lOTlZgYKDrwU3aAACo3bxWUMrLy3XfffepsrJSCxYs+Nn9nU7nT14XnZCQoPz8fNcjJyfH03EBAIBBvFJQysvLNXToUGVnZ2vdunVu55mCg4NVVlam06dPu31PXl6eHA7HZV/Pbre7bsrGzdkAAKj9PF5QLpaTb775RuvXr1ezZs3ctnfr1k0NGjTQunXrXGPHjx/XV199pejoaE/HAQAANdCvvtX92bNn9e2337qeZ2dna/fu3WratKlCQ0N19913KysrS//v//0/VVRUuNaVNG3aVA0bNlRgYKDGjBmjxx57TM2aNVPTpk01depUde7cWf369fPcbwYAAGqsX32Z8aZNm9S3b98q46NHj1ZiYqLCw8Mv+30bN25UTEyMpAuLZ//6178qIyNDJSUluvnmm7VgwYJfvPiVy4wBAKh5fs3f7990HxSrUFAAAKh5jLoPCgAAwK9FQQEAAMb51YtkgbqmzfTVVkewxHdzBlgdAUAdxgwKAAAwDgUFAAAYh4ICAACMQ0EBAADGoaAAAADjcBXPf4GrOgAA8C5mUAAAgHEoKAAAwDgUFAAAYBwKCgAAMA4FBQAAGIeCAgAAjENBAQAAxqGgAAAA41BQAACAcSgoAADAOBQUAABgHAoKAAAwDgUFAAAYh4ICAACMQ0EBAADGoaAAAADjUFAAAIBxKCgAAMA4FBQAAGAcCgoAADAOBQUAABiHggIAAIxDQQEAAMahoAAAAONQUAAAgHEoKAAAwDgUFAAAYBwKCgAAMA4FBQAAGIeCAgAAjENBAQAAxqGgAAAA41BQAACAcSgoAADAOBQUAABgHAoKAAAwDgUFAAAYh4ICAACMQ0EBAADGoaAAAADj/OqC8vHHH+vOO+9UaGiobDab3n33XbftTqdTiYmJCg0Nla+vr2JiYrR37163fUpLSzVx4kQ1b95cjRs31sCBA/XDDz/8pl8EAADUHr+6oBQVFalr165KS0u77Pa5c+cqJSVFaWlp2r59u4KDg9W/f38VFha69omLi9PKlSv1+uuva/PmzTp79qzuuOMOVVRU/Pe/CQAAqDXq/9pvuO2223TbbbdddpvT6VRqaqpmzJihIUOGSJLS09PlcDiUkZGhcePGKT8/Xy+//LKWLl2qfv36SZKWLVumsLAwrV+/Xrfccstv+HUAAEBt4NE1KNnZ2crNzVVsbKxrzG63q0+fPtq6daskaefOnSovL3fbJzQ0VJ06dXLtc6nS0lIVFBS4PQAAQO3l0YKSm5srSXI4HG7jDofDtS03N1cNGzZUUFDQT+5zqeTkZAUGBroeYWFhnowNAAAM45WreGw2m9tzp9NZZexSV9onISFB+fn5rkdOTo7HsgIAAPN4tKAEBwdLUpWZkLy8PNesSnBwsMrKynT69Omf3OdSdrtdAQEBbg8AAFB7ebSghIeHKzg4WOvWrXONlZWVKTMzU9HR0ZKkbt26qUGDBm77HD9+XF999ZVrHwAAULf96qt4zp49q2+//db1PDs7W7t371bTpk3VunVrxcXFKSkpSREREYqIiFBSUpL8/Pw0bNgwSVJgYKDGjBmjxx57TM2aNVPTpk01depUde7c2XVVDwAAqNt+dUHZsWOH+vbt63o+ZcoUSdLo0aO1ZMkSxcfHq6SkROPHj9fp06fVo0cPrV27Vv7+/q7vee6551S/fn0NHTpUJSUluvnmm7VkyRLVq1fPA78SAACo6WxOp9NpdYhfq6CgQIGBgcrPz7dkPUqb6aur/Wea4Ls5A6yOYAnebwDwjF/z95vP4gEAAMahoAAAAONQUAAAgHEoKAAAwDgUFAAAYBwKCgAAMA4FBQAAGIeCAgAAjENBAQAAxqGgAAAA41BQAACAcSgoAADAOBQUAABgHAoKAAAwDgUFAAAYh4ICAACMQ0EBAADGoaAAAADjUFAAAIBxKCgAAMA4FBQAAGAcCgoAADAOBQUAABiHggIAAIxDQQEAAMahoAAAAONQUAAAgHEoKAAAwDgUFAAAYBwKCgAAMA4FBQAAGIeCAgAAjENBAQAAxqGgAAAA41BQAACAcSgoAADAOBQUAABgHAoKAAAwDgUFAAAYh4ICAACMQ0EBAADGqW91AAAwSZvpq62OYInv5gywOgLghhkUAABgHAoKAAAwDgUFAAAYh4ICAACMQ0EBAADGoaAAAADjUFAAAIBxPF5Qzp8/r7///e8KDw+Xr6+v2rZtq9mzZ6uystK1j9PpVGJiokJDQ+Xr66uYmBjt3bvX01EAAEAN5fGC8o9//EMvvPCC0tLStH//fs2dO1f/+7//q/nz57v2mTt3rlJSUpSWlqbt27crODhY/fv3V2FhoafjAACAGsjjBWXbtm0aNGiQBgwYoDZt2ujuu+9WbGysduzYIenC7ElqaqpmzJihIUOGqFOnTkpPT1dxcbEyMjI8HQcAANRAHi8oN9xwgzZs2KCDBw9Kkr744gtt3rxZt99+uyQpOztbubm5io2NdX2P3W5Xnz59tHXr1su+ZmlpqQoKCtweAACg9vL4Z/FMmzZN+fn5+t3vfqd69eqpoqJCTz/9tO6//35JUm5uriTJ4XC4fZ/D4dD3339/2ddMTk7WrFmzPB0VAAAYyuMzKG+88YaWLVumjIwMZWVlKT09Xc8884zS09Pd9rPZbG7PnU5nlbGLEhISlJ+f73rk5OR4OjYAADCIx2dQ/vrXv2r69Om67777JEmdO3fW999/r+TkZI0ePVrBwcGSLsykhISEuL4vLy+vyqzKRXa7XXa73dNRAQCAoTw+g1JcXCwfH/eXrVevnusy4/DwcAUHB2vdunWu7WVlZcrMzFR0dLSn4wAAgBrI4zMod955p55++mm1bt1aHTt21K5du5SSkqIHH3xQ0oVTO3FxcUpKSlJERIQiIiKUlJQkPz8/DRs2zNNxAABADeTxgjJ//nw9/vjjGj9+vPLy8hQaGqpx48Zp5syZrn3i4+NVUlKi8ePH6/Tp0+rRo4fWrl0rf39/T8cBAAA1kMcLir+/v1JTU5WamvqT+9hsNiUmJioxMdHTPx4AANQCfBYPAAAwDgUFAAAYh4ICAACMQ0EBAADGoaAAAADjePwqHgAAaoo201dbHcES380ZYHWEn8UMCgAAMA4FBQAAGIeCAgAAjENBAQAAxqGgAAAA41BQAACAcSgoAADAOBQUAABgHAoKAAAwDgUFAAAYh4ICAACMQ0EBAADGoaAAAADjUFAAAIBxKCgAAMA4FBQAAGAcCgoAADAOBQUAABiHggIAAIxDQQEAAMahoAAAAONQUAAAgHEoKAAAwDgUFAAAYBwKCgAAMA4FBQAAGIeCAgAAjENBAQAAxqGgAAAA41BQAACAcSgoAADAOBQUAABgHAoKAAAwDgUFAAAYh4ICAACMQ0EBAADGoaAAAADjUFAAAIBxKCgAAMA4FBQAAGAcCgoAADAOBQUAABiHggIAAIxDQQEAAMbxSkE5evSoRowYoWbNmsnPz0+///3vtXPnTtd2p9OpxMREhYaGytfXVzExMdq7d683ogAAgBrI4wXl9OnT6tWrlxo0aKB//etf2rdvn5599lk1adLEtc/cuXOVkpKitLQ0bd++XcHBwerfv78KCws9HQcAANRA9T39gv/4xz8UFhamV155xTXWpk0b19dOp1OpqamaMWOGhgwZIklKT0+Xw+FQRkaGxo0bV+U1S0tLVVpa6npeUFDg6dgAAMAgHp9Bee+999S9e3fdc889atmypaKiovTSSy+5tmdnZys3N1exsbGuMbvdrj59+mjr1q2Xfc3k5GQFBga6HmFhYZ6ODQAADOLxgnL48GEtXLhQERER+vDDD/Xwww9r0qRJevXVVyVJubm5kiSHw+H2fQ6Hw7XtUgkJCcrPz3c9cnJyPB0bAAAYxOOneCorK9W9e3clJSVJkqKiorR3714tXLhQo0aNcu1ns9ncvs/pdFYZu8hut8tut3s6KgAAMJTHZ1BCQkIUGRnpNtahQwcdOXJEkhQcHCxJVWZL8vLyqsyqAACAusnjBaVXr146cOCA29jBgwd1zTXXSJLCw8MVHBysdevWubaXlZUpMzNT0dHRno4DAABqII+f4nn00UcVHR2tpKQkDR06VJ9//rkWLVqkRYsWSbpwaicuLk5JSUmKiIhQRESEkpKS5Ofnp2HDhnk6DgAAqIE8XlCuv/56rVy5UgkJCZo9e7bCw8OVmpqq4cOHu/aJj49XSUmJxo8fr9OnT6tHjx5au3at/P39PR0HAADUQB4vKJJ0xx136I477vjJ7TabTYmJiUpMTPTGjwcAADUcn8UDAACMQ0EBAADGoaAAAADjUFAAAIBxKCgAAMA4FBQAAGAcCgoAADAOBQUAABiHggIAAIxDQQEAAMahoAAAAONQUAAAgHEoKAAAwDgUFAAAYBwKCgAAMA4FBQAAGIeCAgAAjENBAQAAxqGgAAAA41BQAACAcSgoAADAOBQUAABgHAoKAAAwDgUFAAAYh4ICAACMQ0EBAADGoaAAAADjUFAAAIBxKCgAAMA4FBQAAGAcCgoAADAOBQUAABiHggIAAIxDQQEAAMahoAAAAONQUAAAgHEoKAAAwDgUFAAAYBwKCgAAMA4FBQAAGIeCAgAAjENBAQAAxqGgAAAA41BQAACAcSgoAADAOBQUAABgHAoKAAAwDgUFAAAYh4ICAACM4/WCkpycLJvNpri4ONeY0+lUYmKiQkND5evrq5iYGO3du9fbUQAAQA3h1YKyfft2LVq0SF26dHEbnzt3rlJSUpSWlqbt27crODhY/fv3V2FhoTfjAACAGsJrBeXs2bMaPny4XnrpJQUFBbnGnU6nUlNTNWPGDA0ZMkSdOnVSenq6iouLlZGRcdnXKi0tVUFBgdsDAADUXl4rKI888ogGDBigfv36uY1nZ2crNzdXsbGxrjG73a4+ffpo69atl32t5ORkBQYGuh5hYWHeig0AAAzglYLy+uuvKysrS8nJyVW25ebmSpIcDofbuMPhcG27VEJCgvLz812PnJwcz4cGAADGqO/pF8zJydHkyZO1du1aNWrU6Cf3s9lsbs+dTmeVsYvsdrvsdrtHcwIAAHN5fAZl586dysvLU7du3VS/fn3Vr19fmZmZmjdvnurXr++aObl0tiQvL6/KrAoAAKibPF5Qbr75Zn355ZfavXu369G9e3cNHz5cu3fvVtu2bRUcHKx169a5vqesrEyZmZmKjo72dBwAAFADefwUj7+/vzp16uQ21rhxYzVr1sw1HhcXp6SkJEVERCgiIkJJSUny8/PTsGHDPB0HAADUQB4vKL9EfHy8SkpKNH78eJ0+fVo9evTQ2rVr5e/vb0UcAABgmGopKJs2bXJ7brPZlJiYqMTExOr48QAAoIbhs3gAAIBxKCgAAMA4FBQAAGAcCgoAADAOBQUAABiHggIAAIxDQQEAAMahoAAAAONQUAAAgHEoKAAAwDgUFAAAYBwKCgAAMA4FBQAAGIeCAgAAjENBAQAAxqGgAAAA41BQAACAcSgoAADAOBQUAABgHAoKAAAwDgUFAAAYh4ICAACMQ0EBAADGoaAAAADjUFAAAIBxKCgAAMA4FBQAAGAcCgoAADAOBQUAABiHggIAAIxDQQEAAMahoAAAAONQUAAAgHEoKAAAwDgUFAAAYBwKCgAAMA4FBQAAGIeCAgAAjENBAQAAxqGgAAAA41BQAACAcSgoAADAOBQUAABgHAoKAAAwDgUFAAAYh4ICAACMQ0EBAADGoaAAAADjUFAAAIBxPF5QkpOTdf3118vf318tW7bU4MGDdeDAAbd9nE6nEhMTFRoaKl9fX8XExGjv3r2ejgIAAGoojxeUzMxMPfLII/r000+1bt06nT9/XrGxsSoqKnLtM3fuXKWkpCgtLU3bt29XcHCw+vfvr8LCQk/HAQAANVB9T7/gBx984Pb8lVdeUcuWLbVz50717t1bTqdTqampmjFjhoYMGSJJSk9Pl8PhUEZGhsaNG+fpSAAAoIbx+hqU/Px8SVLTpk0lSdnZ2crNzVVsbKxrH7vdrj59+mjr1q2XfY3S0lIVFBS4PQAAQO3l1YLidDo1ZcoU3XDDDerUqZMkKTc3V5LkcDjc9nU4HK5tl0pOTlZgYKDrERYW5s3YAADAYl4tKBMmTNCePXu0fPnyKttsNpvbc6fTWWXsooSEBOXn57seOTk5XskLAADM4PE1KBdNnDhR7733nj7++GO1atXKNR4cHCzpwkxKSEiIazwvL6/KrMpFdrtddrvdW1EBAIBhPD6D4nQ6NWHCBL3zzjv66KOPFB4e7rY9PDxcwcHBWrdunWusrKxMmZmZio6O9nQcAABQA3l8BuWRRx5RRkaGVq1aJX9/f9e6ksDAQPn6+spmsykuLk5JSUmKiIhQRESEkpKS5Ofnp2HDhnk6DgAAqIE8XlAWLlwoSYqJiXEbf+WVV/TAAw9IkuLj41VSUqLx48fr9OnT6tGjh9auXSt/f39PxwEAADWQxwuK0+n82X1sNpsSExOVmJjo6R8PAABqAT6LBwAAGIeCAgAAjENBAQAAxqGgAAAA41BQAACAcSgoAADAOBQUAABgHAoKAAAwDgUFAAAYh4ICAACMQ0EBAADGoaAAAADjUFAAAIBxKCgAAMA4FBQAAGAcCgoAADAOBQUAABiHggIAAIxDQQEAAMahoAAAAONQUAAAgHEoKAAAwDgUFAAAYBwKCgAAMA4FBQAAGIeCAgAAjENBAQAAxqGgAAAA41BQAACAcSgoAADAOBQUAABgHAoKAAAwDgUFAAAYh4ICAACMQ0EBAADGoaAAAADjUFAAAIBxKCgAAMA4FBQAAGAcCgoAADAOBQUAABiHggIAAIxDQQEAAMahoAAAAONQUAAAgHEoKAAAwDgUFAAAYBwKCgAAMA4FBQAAGMfSgrJgwQKFh4erUaNG6tatmz755BMr4wAAAENYVlDeeOMNxcXFacaMGdq1a5duvPFG3XbbbTpy5IhVkQAAgCEsKygpKSkaM2aMxo4dqw4dOig1NVVhYWFauHChVZEAAIAh6lvxQ8vKyrRz505Nnz7dbTw2NlZbt26tsn9paalKS0tdz/Pz8yVJBQUF3g36EypLiy35uVaz6n9vq/F+1y2833UL77c1P9fpdP7svpYUlB9//FEVFRVyOBxu4w6HQ7m5uVX2T05O1qxZs6qMh4WFeS0jqgpMtToBqhPvd93C+123WP1+FxYWKjAw8Ir7WFJQLrLZbG7PnU5nlTFJSkhI0JQpU1zPKysrderUKTVr1uyy+9dWBQUFCgsLU05OjgICAqyOAy/j/a5beL/rlrr6fjudThUWFio0NPRn97WkoDRv3lz16tWrMluSl5dXZVZFkux2u+x2u9tYkyZNvBnRaAEBAXXq/9B1He933cL7XbfUxff752ZOLrJkkWzDhg3VrVs3rVu3zm183bp1io6OtiISAAAwiGWneKZMmaKRI0eqe/fu6tmzpxYtWqQjR47o4YcftioSAAAwhGUF5d5779XJkyc1e/ZsHT9+XJ06ddKaNWt0zTXXWBXJeHa7XU888USV012onXi/6xbe77qF9/vn2Zy/5FofAACAasRn8QAAAONQUAAAgHEoKAAAwDgUFAAAYBwKCgAAMA4FpYYoKyvTgQMHdP78eaujAADgdRQUwxUXF2vMmDHy8/NTx44ddeTIEUnSpEmTNGfOHIvTwRs++eQTjRgxQj179tTRo0clSUuXLtXmzZstTgZv4iAEcEdBMVxCQoK++OILbdq0SY0aNXKN9+vXT2+88YaFyeANb7/9tm655Rb5+vpq165dKi0tlXThkz+TkpIsTgdv4CCk7jl06JD+/ve/6/7771deXp4k6YMPPtDevXstTmYWCorh3n33XaWlpemGG25w++TmyMhIHTp0yMJk8IannnpKL7zwgl566SU1aNDANR4dHa2srCwLk8FbOAipWzIzM9W5c2d99tlneuedd3T27FlJ0p49e/TEE09YnM4sFBTDnThxQi1btqwyXlRU5FZYUDscOHBAvXv3rjIeEBCgM2fOVH8geB0HIXXL9OnT9dRTT2ndunVq2LCha7xv377atm2bhcnMQ0Ex3PXXX6/Vq1e7nl/8B+yll15Sz549rYoFLwkJCdG3335bZXzz5s1q27atBYngbRyE1C1ffvml7rrrrirjLVq00MmTJy1IZC7LPiwQv0xycrJuvfVW7du3T+fPn9fzzz+vvXv3atu2bcrMzLQ6Hjxs3Lhxmjx5shYvXiybzaZjx45p27Ztmjp1qmbOnGl1PHjBxYOQiRMnSuIgpLZr0qSJjh8/rvDwcLfxXbt26eqrr7YolZkoKIaLjo7Wli1b9Mwzz6hdu3Zau3atrrvuOm3btk2dO3e2Oh48LD4+Xvn5+erbt6/OnTun3r17y263a+rUqZowYYLV8eAFHITULcOGDdO0adP05ptvymazqbKyUlu2bNHUqVM1atQoq+MZhU8zBgxUXFysffv2qbKyUpGRkbrqqqusjgQv+vLLL/XMM89o586dqqys1HXXXadp06ZxEFILlZeX64EHHtDrr78up9Op+vXrq6KiQsOGDdOSJUtUr149qyMag4JiuKysLDVo0MD1D9WqVav0yiuvKDIyUomJiW6LrFD7FBQU6KOPPtK1116rDh06WB0HgIccPnxYWVlZqqysVFRUlCIiIqyOZBwWyRpu3LhxOnjwoKQL/4e+99575efnpzfffFPx8fEWp4OnDR06VGlpaZKkkpISXX/99Ro6dKi6dOmit99+2+J08IasrCx9+eWXruerVq3S4MGD9be//U1lZWUWJoM3tW3bVnfffbf+9Kc/qaioSKdPn7Y6knEoKIY7ePCgfv/730uS3nzzTfXp00cZGRlasmQJf7BqoY8//lg33nijJGnlypWqrKzUmTNnNG/ePD311FMWp4M3cBBSt8TFxenll1+WJFVUVKhPnz667rrrFBYWpk2bNlkbzjAUFMM5nU5VVlZKktavX6/bb79dkhQWFqYff/zRymjwgvz8fDVt2lTShTtL/ulPf5Kfn58GDBigb775xuJ08AYOQuqWt956S127dpUkvf/++zp8+LC+/vprxcXFacaMGRanMwsFxXDdu3fXU089paVLlyozM1MDBgyQJGVnZ8vhcFicDp4WFhambdu2qaioSB988IFiY2MlSadPn3a7yyhqDw5C6pYff/xRwcHBkqQ1a9Zo6NCh+p//+R+NGTPG7VQfKCjGS01NVVZWliZMmKAZM2aoffv2ki608OjoaIvTwdPi4uI0fPhwtWrVSqGhoYqJiZF04dQPV3TUThyE1C0Oh0P79u1TRUWFPvjgA/Xr10/ShSv3uILHHVfx1FDnzp1TvXr13D6vBbXDjh07lJOTo/79+7suL169erWaNGmiXr16WZwOnrZnzx4NHz5cR44c0ZQpU1yfxzJx4kSdPHlSGRkZFieEJyUmJio1NVUhISEqLi7WwYMHZbfbtXjxYr300kvc7v4/UFAAwEAchNReb731lnJycnTPPfeoVatWkqT09HQ1adJEgwYNsjidOSgohvPx8bni53FUVFRUYxp424MPPnjF7YsXL66mJABgLW51b7iVK1e6PS8vL9euXbuUnp6uWbNmWZQK3nLpvRDKy8v11Vdf6cyZM7rpppssSgVv4iCkbpk9e/YVt/OZW//GDEoNlZGRoTfeeEOrVq2yOgq8rLKyUuPHj1fbtm25L0YtdOl/w5cehIwZM8aiZPCGqKgot+fl5eXKzs5W/fr11a5dO2VlZVmUzDwUlBrq0KFD6tKli4qKiqyOgmpw4MABxcTE6Pjx41ZHQTXhIKTuKCgo0AMPPKC77rpLI0eOtDqOMbjMuAYqKSnR/PnzXYurUPsdOnRI58+ftzoGqlGPHj20fv16q2OgGgQEBGj27Nl6/PHHrY5iFNagGC4oKMjt/LTT6VRhYaH8/Py0bNkyC5PBG6ZMmeL23Ol06vjx41q9erVGjx5tUSpUNw5C6p4zZ84oPz/f6hhGoaAYLjU11e25j4+PWrRooR49eigoKMiaUPCaXbt2uT2/+H4/++yzP3uFD2omDkLqlnnz5rk9v3gQsnTpUt16660WpTITa1BqifHjx2v27Nlq3ry51VFQDbZs2aLu3bvLbrdbHQW/UXp6uttzDkJqt/DwcLfnF9/vm266SQkJCfL397comXkoKLVEQECAdu/erbZt21odBdWA97vu4SCkbvnhhx8UGhoqH5+6u1S07v7mtQw9s27h/a57li1bpoKCAqtjoJpERkbqu+++szqGpSgoAFADUErrFt5vCgoAADAQBQUAABiHggLUQFf67BYAqA0oKLXEiBEjFBAQYHUMVBPOTwO1GwchFJQa4ZNPPtGIESPUs2dPHT16VJK0dOlSbd682bXPwoULufywDiksLOQS4zqGg5C6hYMQ7iRrvLffflsjR47U8OHDtWvXLpWWlkq68AcqKSlJa9assTghfquoqKhffLTEJ53WDnv27FGnTp3k4+OjPXv2XHHfLl26SLpwEIK6Y9++fQoNDbU6hqW4UZvhoqKi9Oijj2rUqFHy9/fXF198obZt22r37t269dZblZuba3VE/EazZs1yfX3u3DktWLBAkZGR6tmzpyTp008/1d69ezV+/HglJydbFRMe5OPjo9zcXLVs2VI+Pj6y2WxuR8wXn9tsNlVUVFiYFJ5WVFSkOXPmaMOGDcrLy1NlZaXb9sOHD1uUzDzMoBjuwIED6t27d5XxgIAAnTlzpvoDweOeeOIJ19djx47VpEmT9OSTT1bZJycnp7qjwUuys7PVokUL19eoO8aOHavMzEyNHDlSISEhrDW5AgqK4UJCQvTtt9+qTZs2buObN29mDUIt9Oabb2rHjh1VxkeMGKHu3btr8eLFFqSCp11zzTWur7///ntFR0erfn33f47Pnz+vrVu3uu2Lmu9f//qXVq9erV69elkdxXgskjXcuHHjNHnyZH322Wey2Ww6duyYXnvtNU2dOlXjx4+3Oh48zNfX123x80WbN29Wo0aNLEgEb+vbt69OnTpVZTw/P199+/a1IBG8KSgoSE2bNrU6Ro3ADIrh4uPjXf9QnTt3Tr1795bdbtfUqVM1YcIEq+PBw+Li4vSXv/xFO3fu1B//+EdJF9agLF68WDNnzrQ4Hbzh4lqTS508eVKNGze2IBG86cknn9TMmTOVnp4uPz8/q+MYjUWyNURxcbH27dunyspKRUZG6qqrrrI6ErxkxYoVev7557V//35JUocOHTR58mQNHTrU4mTwpCFDhkiSVq1apVtvvVV2u921raKiQnv27NG1116rDz74wKqI8IKoqCgdOnRITqdTbdq0UYMGDdy2c6XevzGDUkP4+fmpe/fuVsdANRg6dChlpA4IDAyUdGEGxd/fX76+vq5tDRs21B//+Ec99NBDVsWDlwwePNjqCDUGMyiG45I0oHabNWuWpk6dyukc4BIUFMPdf//9V7wkbfLkyRYlg6c0bdpUBw8eVPPmzRUUFHTFyw4vt5gSQM2zc+dO7d+/XzabTZGRkYqKirI6knE4xWM4Lkmr/Z577jn5+/tLklJTU60Ng2rB3YPrrry8PN13333atGmTmjRpIqfT6boQ4vXXX3fdHwcUFONxSVrtN3r06Mt+jdqLdQh118SJE1VQUKC9e/eqQ4cOki7c1n706NGaNGmSli9fbnFCc3CKx3DLli3TqlWruCStDqmoqNC7777rNv07cOBA1atXz+poAH6jwMBArV+/Xtdff73b+Oeff67Y2FjuEP4fmEEx3LPPPqtDhw7J4XBwSVod8O233+r222/X0aNHde2118rpdOrgwYMKCwvT6tWr1a5dO6sjAvgNKisrq/w7LkkNGjSochFEXccMiuH+84PkLuc/P8cFNd/tt98up9Op1157zXVq7+TJkxoxYoR8fHy0evVqixPC0y5+WOBP4cMCa5dBgwbpzJkzWr58uevTio8eParhw4crKChIK1eutDihOSgogEEaN26sTz/9VJ07d3Yb/+KLL9SrVy+dPXvWomTwllWrVrk9Ly8v165du5Senq5Zs2ZpzJgxFiWDN+Tk5GjQoEH66quvFBYWJpvNpu+//15dunTRu+++q7CwMKsjGoNTPIBB7Ha7CgsLq4yfPXtWDRs2tCARvG3QoEFVxu6++2517NhRb7zxBgWllgkLC1NWVpbWr1+v/fv3y+l0KjIyUv369bM6mnGYQTEQ98Wou0aNGqWsrCy9/PLL+sMf/iBJ+uyzz/TQQw+pW7duWrJkibUBUW0OHTqkLl26qKioyOoo8LANGzb85M03+cTyf2MGxUDcF6PumjdvnkaPHq2ePXu6FtKdP39eAwcO1PPPP29xOlSXkpISzZ8/X61atbI6Cjxs1qxZmj17trp3737Zm2/i35hBAQz0zTff6Ouvv3ZN/7Zv397qSPCSS2dJnU6nCgsL5evrq9dee00DBw60MB08LSQkRHPnztXIkSOtjmI8CkoNUlJSovLycrexgIAAi9IA8IQlS5a4FRQfHx+1aNFCPXr0UFBQkIXJ4A3NmjXT559/zi0DfgEKiuGKioo0bdo0rVixQidPnqyynUsQa5eKigotWbLkJ89Pf/TRRxYlgzedO3dOe/bsuex7zgxK7TJt2jRdddVVevzxx62OYjzWoBguPj5eGzdu1IIFCzRq1Cj985//1NGjR/Xiiy9qzpw5VseDh02ePFlLlizRgAED1KlTJ85P1wEffvihRo4cqZMnT+rS40WbzcZBSC1z7tw5LVq0SOvXr1eXLl2q3LQtJSXFomTmYQbFcK1bt9arr76qmJgYBQQEKCsrS+3bt9fSpUu1fPlyrVmzxuqI8KDmzZvr1Vdf1e233251FFST9u3b65ZbbtHMmTPlcDisjgMv69u3709us9lszJL+B2ZQDHfq1CmFh4dLurDe5OJlxTfccIP+8pe/WBkNXtCwYUMWxNYxeXl5mjJlCuWkjti4caPVEWoMH6sD4Mratm2r7777TpIUGRmpFStWSJLef/99NWnSxLpg8IrHHntMzz//fJWpftRed999tzZt2mR1DMA4nOIx3HPPPad69epp0qRJ2rhxowYMGKCKigqdP39eKSkpmjx5stUR4UF33XWXNm7cqKZNm6pjx45Vzk+/8847FiWDtxQXF+uee+5RixYt1Llz5yrv+aRJkyxKBliLglLDHDlyRDt27FC7du3UtWtXq+PAw/785z9fcfsrr7xSTUlQXf7v//5PDz/8sHx9fdWsWTO3hdE2m02HDx+2MB1gHQoKAFgoODhYkyZN0vTp0+Xjw1l34CL+azDcpEmTNG/evCrjaWlpiouLq/5AADyqrKxM9957L+UEuAQzKIa7+uqr9d5776lbt25u41lZWRo4cKB++OEHi5LBU6677jpt2LBBQUFBioqKuuK9T7KysqoxGarDo48+qhYtWuhvf/ub1VEAo3CZseFOnjypwMDAKuMBAQH68ccfLUgETxs0aJDsdrskafDgwdaGQbWrqKjQ3Llz9eGHH3LjLuA/MINiuE6dOunhhx/WhAkT3Mbnz5+vhQsXat++fRYlA+AJ3LgLuDxmUAw3ZcoUTZgwQSdOnNBNN90kSdqwYYOeffZZpaamWhsOXrNjxw7t379fNptNHTp0qHKKD7UHN+4CLo8ZlBpg4cKFevrpp3Xs2DFJUps2bZSYmKhRo0ZZnAye9sMPP+j+++/Xli1bXDfiO3PmjKKjo7V8+XKFhYVZGxAAqgkFpQY5ceKEfH19ddVVV1kdBV4SGxurgoICpaen69prr5UkHThwQA8++KAaN26stWvXWpwQAKoHBaWGOHHihA4cOCCbzaZrr71WzZs3tzoSvMDX11dbt25VVFSU23hWVpZ69eqlkpISi5IBQPXiwnvDFRUV6cEHH1RISIh69+6tG2+8USEhIRozZoyKi4utjgcPa926tcrLy6uMnz9/XldffbUFiQDAGhQUw02ZMkWZmZl6//33debMGZ05c0arVq1SZmamHnvsMavjwcPmzp2riRMnaseOHa4PDNyxY4cmT56sZ555xuJ0AFB9OMVjuObNm+utt95STEyM2/jGjRs1dOhQnThxwppg8JigoCC3m7MVFRXp/Pnzql//wkV2F79u3LixTp06ZVVMAKhWXGZsuOLiYjkcjirjLVu25BRPLcHl4gBQFTMohrv55pvVrFkzvfrqq2rUqJEkqaSkRKNHj9apU6e0fv16ixMCAOB5FBTDffnll7rtttt07tw5de3aVTabTbt375bdbtfatWvVsWNHqyPCS0pKSqosmA0ICLAoDQBULwpKDVBSUqJly5bp66+/ltPpVGRkpIYPHy5fX1+ro8HDioqKNG3aNK1YsUInT56ssr2iosKCVABQ/ViDYrjk5GQ5HA499NBDbuOLFy/WiRMnNG3aNIuSwRvi4+O1ceNGLViwQKNGjdI///lPHT16VC+++KLmzJljdTwAqDbMoBiuTZs2ysjIUHR0tNv4Z599pvvuu0/Z2dkWJYM3tG7dWq+++qpiYmIUEBCgrKwstW/fXkuXLtXy5cu1Zs0aqyMCQLXgPiiGy83NVUhISJXxFi1a6Pjx4xYkgjedOnVK4eHhki6sN7l4WfENN9ygjz/+2MpoAFCtKCiGCwsL05YtW6qMb9myRaGhoRYkgje1bdtW3333nSQpMjJSK1askCS9//77rg8PBIC6gDUohhs7dqzi4uJUXl6um266SZK0YcMGxcfHcyfZWujPf/6zvvjiC/Xp00cJCQkaMGCA5s+fr/PnzyslJcXqeABQbViDYjin06np06dr3rx5KisrkyQ1atRI06ZN08yZMy1OB287cuSIduzYoXbt2qlr165WxwGAakNBqSHOnj2r/fv3y9fXVxEREbLb7VZHAgDAaygogGE2bNigDRs2KC8vT5WVlW7bFi9ebFEqAKherEEBDDJr1izNnj1b3bt3V0hIiNuHCAJAXcIMCmCQkJAQzZ07VyNHjrQ6CgBYisuMAYOUlZVVuSkfANRFFBTAIGPHjlVGRobVMQDAcqxBAQxy7tw5LVq0SOvXr1eXLl3UoEEDt+3cCwVAXcEaFMAgffv2/cltNptNH330UTWmAQDrUFAAAIBxWIMCAACMwxoUwCBFRUWaM2fOT96o7fDhwxYlA4DqRUEBDDJ27FhlZmZq5MiR3KgNQJ3GGhTAIE2aNNHq1avVq1cvq6MAgKVYgwIYJCgoSE2bNrU6BgBYjoICGOTJJ5/UzJkzVVxcbHUUALAUp3gAg0RFRenQoUNyOp1q06ZNlRu1ZWVlWZQMAKoXi2QBgwwePNjqCABgBGZQAACAcViDAgAAjMMpHsAgFRUVeu6557RixQodOXJEZWVlbttPnTplUTIAqF7MoAAGmTVrllJSUjR06FDl5+drypQpGjJkiHx8fJSYmGh1PACoNqxBAQzSrl07zZs3TwMGDJC/v792797tGvv000+VkZFhdUQAqBbMoAAGyc3NVefOnSVJV111lfLz8yVJd9xxh1avXm1lNACoVhQUwCCtWrXS8ePHJUnt27fX2rVrJUnbt2+X3W63MhoAVCsKCmCQu+66Sxs2bJAkTZ48WY8//rgiIiI0atQoPfjggxanA4DqwxoUwGCfffaZtmzZovbt22vgwIFWxwGAakNBAQySnJwsh8NRZbZk8eLFOnHihKZNm2ZRMgCoXpziAQzy4osv6ne/+12V8Y4dO+qFF16wIBEAWIOCAhgkNzdXISEhVcZbtGjhWjwLAHUBBQUwSFhYmLZs2VJlfMuWLQoNDbUgEQBYg1vdAwYZO3as4uLiVF5erptuukmStGHDBsXHx+uxxx6zOB0AVB8WyQIGcTqdmj59uubNm+f6HJ5GjRpp2rRpmjlzpsXpAKD6UFAAA509e1b79++Xr6+vIiIiuEkbgDqHggIAAIzDIlkAAGAcCgoAADAOBQUAABiHggIAAIxDQQEAAMahoAAAAONQUAAAgHH+P/WUF4uj+B0DAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a barplot\n",
    "use_axis = use_counts.plot(kind='bar') # SOLUTION"
   ]
  },
  {
   "cell_type": "raw",
   "id": "7f571367-b1b1-439c-bec2-dc07410e69bd",
   "metadata": {},
   "source": [
    "# END SOLUTION"
   ]
  },
  {
   "cell_type": "raw",
   "id": "b77cb682-b668-4783-87e8-3c7907e66ba5",
   "metadata": {},
   "source": [
    "# BEGIN TESTS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "96a133b3-c49a-44e3-8e07-7533e8750e2d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "All expected columns in data\n"
     ]
    }
   ],
   "source": [
    "expected_index = pd.Index(['cocaine_use', 'cannabinoid_use', 'multi_use', 'non_use'])\n",
    "missing_index = expected_index.difference(data.columns)\n",
    "print(f'Missing: {list(missing_index)}' if len(missing_index) else 'All expected columns in data')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "c4f0ed1a-bea1-41c0-9497-21e86fe2cd79",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Checking sums of derived columns\n",
      " MU: 84 NU: 76\n"
     ]
    }
   ],
   "source": [
    "print('Checking sums of derived columns\\n', 'MU:', data['multi_use'].sum(), 'NU:', data['non_use'].sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "f7f66f6e-8437-4183-b6a8-5c140d970360",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Checking use_counts\n",
      " 115 117 84 76\n"
     ]
    }
   ],
   "source": [
    "print('Checking use_counts\\n', use_counts['cocaine_use'],\n",
    "      use_counts['cannabinoid_use'],\n",
    "      use_counts['multi_use'],\n",
    "      use_counts['non_use'])"
   ]
  },
  {
   "cell_type": "raw",
   "id": "8dd11fe2-1030-45c8-936e-716c0b9fba99",
   "metadata": {},
   "source": [
    "# END TESTS"
   ]
  },
  {
   "cell_type": "raw",
   "id": "01d67598-9e99-4bd8-8f44-74399515204e",
   "metadata": {},
   "source": [
    "# END QUESTION"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "171897a6-f587-4b0b-951d-6f424ba0e141",
   "metadata": {},
   "source": [
    "## Numeric Variables"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d6e6d11f-9c3f-4224-9e91-5096891ee6ec",
   "metadata": {},
   "source": [
    "We can summarize numerical columns in a number of ways."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f1f7617c-7b0d-4267-8e45-ad3c3a269b82",
   "metadata": {},
   "source": [
    "### Box Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "972d498d-ee84-4e49-9d3d-2a95417837be",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "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": [
    "data['Age'].plot(kind = 'box')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0eabbc05-60ae-4630-b6d4-860a182729f4",
   "metadata": {},
   "source": [
    "Breaking it down:\n",
    " - The middle green line is the _mean_\n",
    " - The box represents the 25-75 quartiles\n",
    " - The whiskers represent the 95% confidence interval\n",
    " - The dots are outliers outside the 95% CI."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2b149136-e3b4-4e3b-8155-98b694165515",
   "metadata": {},
   "source": [
    "You can do multiple box plots if your data is in `wide` form."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "87d6938b-90c0-40fd-a4d3-5dc123e6170c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 21,
     "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": [
    "data[['egf', 'eotaxin', 'fgfbasic', 'gcsf', 'gmcsf']].plot(kind='box')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e2d604db-379e-4859-90c2-a1eda9bb93c8",
   "metadata": {},
   "source": [
    "You can also group by another column to create subplots."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "a9f22c36-12f4-4b8f-b76a-76d27b0659b1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "egf           Axes(0.125,0.11;0.352273x0.77)\n",
       "eotaxin    Axes(0.547727,0.11;0.352273x0.77)\n",
       "dtype: object"
      ]
     },
     "execution_count": 22,
     "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": [
    "data[['Sex', 'egf', 'eotaxin']].plot(kind='box', by = 'Sex')"
   ]
  },
  {
   "cell_type": "raw",
   "id": "6aa155b2-e67e-469b-b75a-1cc5709ed96c",
   "metadata": {},
   "source": [
    "# BEGIN QUESTION\n",
    "name: q2_neuro_use_plot\n",
    "manual: false\n",
    "points: 2"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "45cb0696-6375-439a-a19e-a7c7f20f29f6",
   "metadata": {},
   "source": [
    "### Q2: Is the expression of `infalpha` or `vegf` different across neurological impairment status?\n",
    "\n",
    "Create a set of boxplots to visualize the `infalpha` or `vegf` at different neurological states in the `neuro_screen_impairment_level` column."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d251cf65-35af-4c19-afbc-b3166adce964",
   "metadata": {},
   "source": [
    "|               |    |\n",
    "| --------------|----|\n",
    "| Points        | 2  |\n",
    "| Public Checks | 4  |"
   ]
  },
  {
   "cell_type": "raw",
   "id": "7ba292ec-b50c-4181-b450-581e2ebe852e",
   "metadata": {},
   "source": [
    "# BEGIN SOLUTION"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "ac3eaedc-53ad-42bf-950b-6513f2a6e9f6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cols = ['neuro_screen_impairment_level', 'vegf', 'ifnalpha'] # SOLUTION NO PROMPT\n",
    "q2_axes = data[cols].plot(kind='box', by = 'neuro_screen_impairment_level') # SOLUTION"
   ]
  },
  {
   "cell_type": "raw",
   "id": "8eac5795-c5ce-4ba9-ad7c-ec8312fb1362",
   "metadata": {},
   "source": [
    "# END SOLUTION"
   ]
  },
  {
   "cell_type": "raw",
   "id": "971e27e1-b5fb-4f25-8bf0-7694a79f69b7",
   "metadata": {},
   "source": [
    "# BEGIN TESTS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "1a2cb149-0673-4937-a38b-aa709ac8f299",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Expected plots of:  ['ifnalpha', 'vegf']\n"
     ]
    }
   ],
   "source": [
    "print('Expected plots of: ', sorted(q2_axes.index))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "d3e725fb-4e63-42ee-a12f-12ed41bb87b1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Expected ticks of:  ['impaired', 'mild', 'none']\n"
     ]
    }
   ],
   "source": [
    "print('Expected ticks of: ', [t.get_text() for t in q2_axes['ifnalpha'].get_xticklabels()])"
   ]
  },
  {
   "cell_type": "raw",
   "id": "f19d1979-48d5-4fb2-92e9-f4232256b85c",
   "metadata": {},
   "source": [
    "# END TESTS"
   ]
  },
  {
   "cell_type": "raw",
   "id": "96858831-1859-4f59-9642-6cdda6c4c932",
   "metadata": {},
   "source": [
    "# END QUESTION"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "33340a36-4c10-468b-831e-edcef5337947",
   "metadata": {},
   "outputs": [],
   "source": [
    "# DO NOT REMOVE!\n",
    "plt.close()\n",
    "# For the grader"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4fd356e5-cf78-4191-9156-3320d2280d56",
   "metadata": {},
   "source": [
    "### Histograms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "d283c56c-c0ff-4d1d-84cd-1c0d13ad12d5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='Frequency'>"
      ]
     },
     "execution_count": 27,
     "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": [
    "data['eotaxin'].plot(kind = 'hist')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d9b3a3a6-548b-419c-b4d8-c05502c7da67",
   "metadata": {},
   "source": [
    "Personally, I prefer to specify my bin edges explicitly instead of letting the computer decide."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "09f86d92-0c52-4aba-893a-d94ef0437d41",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='Frequency'>"
      ]
     },
     "execution_count": 28,
     "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": [
    "data['eotaxin'].plot(kind = 'hist',\n",
    "                     bins = np.arange(0, 300, 25))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "480c624f-0228-4cd9-b25d-d532150c3ca9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Sex\n",
       "Female         Axes(0.125,0.11;0.775x0.77)\n",
       "Male           Axes(0.125,0.11;0.775x0.77)\n",
       "Transgender    Axes(0.125,0.11;0.775x0.77)\n",
       "Name: eotaxin, dtype: object"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjMAAAGdCAYAAADnrPLBAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAzQUlEQVR4nO3de3QU9f3/8dcakiVAEgyY7KYsIZbghQAVsBiqEFAuQVCgtaIVCFjRCmgKikVrBS8EQSLtoSJeGqBVQ7XAz1IEg5B4oViIqIgWMYabJKYgZpNANpDM7w8P+2UJIcmyyezA83HOnJOZ+ezsez+OZ1985rMzNsMwDAEAAFjURWYXAAAAcC4IMwAAwNIIMwAAwNIIMwAAwNIIMwAAwNIIMwAAwNIIMwAAwNIIMwAAwNJamF1AU6upqdHBgwcVEREhm81mdjkAAKABDMNQWVmZ4uLidNFFZx97Oe/DzMGDB+VyucwuAwAA+GH//v3q0KHDWduc92EmIiJC0g+dERkZaXI1AACgIdxut1wul/d7/GzO+zBz8tJSZGQkYQYAAItpyBQRJgADAABLI8wAAABLI8wAAABLO+/nzAAAzGcYhk6cOKHq6mqzS0GQCAkJUYsWLQJy2xTCDACgSVVVVamoqEhHjx41uxQEmVatWsnpdCosLOycjkOYAQA0mZqaGhUWFiokJERxcXEKCwvjBqaQYRiqqqrS//73PxUWFioxMbHeG+OdDWEGANBkqqqqVFNTI5fLpVatWpldDoJIeHi4QkNDtXfvXlVVVally5Z+H4sJwACAJncu/+rG+StQ5wVnFwAAsDTCDAAAsDTmzAAATDHmhX8323tlT0putvdqSp06dVJ6errS09PNLiWoMDIDAMAZpKWlyWaz1Vq++uors0vDaRiZAQCgDkOHDlVWVpbPtksuucSkalAXRmYAAKiD3W6Xw+HwWUJCQvTPf/5TvXr1UsuWLXXppZdq9uzZOnHihPd1NptNS5Ys0fDhw9WqVStdccUV+ve//62vvvpKKSkpat26tZKTk1VQUOB9TUFBgW6++WbFxsaqTZs2uvrqq7Vhw4az1ldaWqpJkyYpJiZGkZGRGjhwoD755JMm649gxcgMgsPS4WZXUL+0NWZXACAIrF+/XnfccYf+9Kc/6brrrlNBQYEmTZokSXrssce87Z544gllZmYqMzNTDz30kG6//XZdeumlmjlzpjp27KiJEydqypQpeuuttyRJ5eXlGjZsmJ588km1bNlSy5Yt04gRI7Rr1y517NixVh2GYejGG29UdHS01q5dq6ioKC1ZskTXX3+9vvzyS0VHRzdPhwQBwgwAAHVYs2aN2rRp411PTU3Vt99+q9/97ncaP368JOnSSy/VE088oRkzZviEmQkTJuiXv/ylJOmhhx5ScnKyHn30UQ0ZMkSSdP/992vChAne9j169FCPHj28608++aRWrVqlN998U1OmTKlV26ZNm7Rjxw6VlJTIbrdLkp555hmtXr1ab7zxhjdgXQgIMwAA1GHAgAFavHixd71169bq3Lmztm7dqqeeesq7vbq6WpWVlTp69Kj3Tsfdu3f37o+NjZUkdevWzWdbZWWl3G63IiMjVVFRodmzZ2vNmjU6ePCgTpw4oWPHjmnfvn1nrC0/P1/l5eVq166dz/Zjx475XL66EBBmAACow8nwcqqamhrNnj1bo0ePrtX+1Fvyh4aGev8++TyqM22rqamRJD344INav369nnnmGXXu3Fnh4eH6xS9+oaqqqjPWVlNTI6fTqdzc3Fr72rZt27APeJ4gzAAA0Ag9e/bUrl27aoWcc/Xee+8pLS1No0aNkvTDHJo9e/actY7i4mK1aNFCnTp1CmgtVkOYAQCgEf7whz9o+PDhcrlcuuWWW3TRRRfp008/1Y4dO/Tkk0/6fdzOnTtr5cqVGjFihGw2mx599FHvqM2Z3HDDDUpOTtbIkSP19NNP67LLLtPBgwe1du1ajRw5Ur179/a7FqshzAAATGHVu/IOGTJEa9as0eOPP6558+YpNDRUl19+uX7961+f03GfffZZTZw4UX379lX79u310EMPye1219neZrNp7dq1euSRRzRx4kT973//k8PhUL9+/bxzdC4UNsMwDLOLaEput1tRUVEqLS1VZGSk2eWgLvw0GzgvVVZWqrCwUAkJCT7zSQDp7OdHY76/uWkeAACwNMIMAACwNObMAA3FpTAACEqMzAAAAEsjzAAAAEsjzAAAAEsjzAAAAEsjzAAAAEsjzAAA0MT27Nkjm82mjz/+2OxSzkv8NBsAYI7mvN2BH7ctSEtL07Jly3T33Xfr+eef99l37733avHixRo/fryWLl0aoCLhL0ZmAACog8vlUnZ2to4dO+bdVllZqddee00dO3Y0sTKcijADAEAdevbsqY4dO2rlypXebStXrpTL5dJVV13l3bZu3Tpde+21atu2rdq1a6fhw4eroKDgrMf+/PPPNWzYMLVp00axsbEaO3asDh061GSf5XxGmAEA4CwmTJigrKws7/pf/vIXTZw40adNRUWFpk2bpq1bt+qdd97RRRddpFGjRqmmpuaMxywqKlL//v31k5/8RNu2bdO6dev07bff6pe//GWTfpbzFXNmAAA4i7Fjx2rmzJneSbwffPCBsrOzlZub623z85//3Oc1L7/8smJiYvT5558rKSmp1jEXL16snj17as6cOd5tf/nLX+RyufTll1+qS5cuTfZ5zkeEGQAAzqJ9+/a68cYbtWzZMhmGoRtvvFHt27f3aVNQUKBHH31UW7Zs0aFDh7wjMvv27TtjmMnPz9emTZvUpk2bWvsKCgoIM41EmAEAoB4TJ07UlClTJEl//vOfa+0fMWKEXC6XXnzxRcXFxammpkZJSUmqqqo64/Fqamo0YsQIPf3007X2OZ3OwBZ/ATB1zszixYvVvXt3RUZGKjIyUsnJyXrrrbe8+9PS0mSz2XyWa665xsSKAQAXoqFDh6qqqkpVVVUaMmSIz77Dhw/riy++0O9//3tdf/31uuKKK3TkyJGzHq9nz57auXOnOnXqpM6dO/ssrVu3bsqPcl4yNcx06NBBc+fO1bZt27Rt2zYNHDhQN998s3bu3OltM3ToUBUVFXmXtWvXmlgxAOBCFBISoi+++EJffPGFQkJCfPZdfPHFateunV544QV99dVX2rhxo6ZNm3bW402ePFnfffedbrvtNv3nP//R119/rbffflsTJ05UdXV1U36U85KpYWbEiBEaNmyYunTpoi5duuipp55SmzZttGXLFm8bu90uh8PhXaKjo02sGABwoTp5FeF0F110kbKzs5Wfn6+kpCT99re/1fz58896rLi4OH3wwQeqrq7WkCFDlJSUpPvvv19RUVG66CJ+aNxYQTNnprq6Wq+//roqKiqUnJzs3Z6bm6uYmBi1bdtW/fv311NPPaWYmJg6j+PxeOTxeLzrbre7SesGAPjJj7vyNqf67uy7evVq79833HCDPv/8c5/9hmF4/+7UqZPPuiQlJib63L8G/jM9/u3YsUNt2rSR3W7XPffco1WrVunKK6+UJKWmpuqVV17Rxo0btWDBAm3dulUDBw70CSuny8jIUFRUlHdxuVzN9VEAAIAJbMbpUbGZVVVVad++ffr+++/1j3/8Qy+99JLy8vK8geZURUVFio+PV3Z2tkaPHn3G451pZMblcqm0tPSMw4MIEs35jJbzWZD/SxcXnsrKShUWFiohIUEtW7Y0uxwEmbOdH263W1FRUQ36/jb9MlNYWJg6d+4sSerdu7e2bt2qP/7xj1qyZEmttk6nU/Hx8dq9e3edx7Pb7bLb7U1WLwAACC6mX2Y6nWEYdV5GOnz4sPbv389v8AEAgJepIzMPP/ywUlNT5XK5VFZW5r099Lp161ReXq5Zs2bp5z//uZxOp/bs2aOHH35Y7du316hRo8wsGwAABBFTw8y3336rsWPHqqioSFFRUerevbvWrVunQYMG6dixY9qxY4eWL1+u77//Xk6nUwMGDNCKFSsUERFhZtkAACCImBpmXn755Tr3hYeHa/369c1YDQAAsKKgmzMDAADQGIQZAABgaYQZAABwVikpKUpPTze7jDqZfp8ZAMCFaeL6ic32Xn8Z8pcGt7XZbGfdP378+HofdYDmRZgBAOAURUVF3r9XrFihP/zhD9q1a5d3W3h4uE/748ePKzQ0tNnqs6Lq6mrZbLYme4gml5kAADiFw+HwLlFRUbLZbN71yspKtW3bVn//+9+VkpKili1b6m9/+5sOHz6s2267TR06dFCrVq3UrVs3vfbaaz7HTUlJ0X333acZM2YoOjpaDodDs2bN8mkza9YsdezYUXa7XXFxcbrvvvu8+4qKinTjjTcqPDxcCQkJevXVV9WpUyctXLjQ26a0tFSTJk1STEyMIiMjNXDgQH3yySc+x//JT36iv/71r+rUqZOioqI0ZswYlZWVedtUVFRo3LhxatOmjZxOpxYsWFCrj6qqqjRjxgz96Ec/UuvWrdWnTx/l5uZ69y9dulRt27bVmjVrdOWVV8put2vv3r1+/hepH2EGAIBGeuihh3Tffffpiy++0JAhQ1RZWalevXppzZo1+uyzzzRp0iSNHTtWH374oc/rli1bptatW+vDDz/UvHnz9PjjjysnJ0eS9MYbb+jZZ5/VkiVLtHv3bq1evVrdunXzvnbcuHE6ePCgcnNz9Y9//EMvvPCCSkpKvPsNw9CNN96o4uJirV27Vvn5+erZs6euv/56fffdd952BQUFWr16tdasWaM1a9YoLy9Pc+fO9e5/8MEHtWnTJq1atUpvv/22cnNzlZ+f7/M5JkyYoA8++EDZ2dn69NNPdcstt2jo0KE+jxs6evSoMjIy9NJLL2nnzp2KiYkJTOefAZeZAABopPT09FoPPH7ggQe8f0+dOlXr1q3T66+/rj59+ni3d+/eXY899pgkKTExUYsWLdI777yjQYMGad++fXI4HLrhhhsUGhqqjh076qc//akk6b///a82bNigrVu3qnfv3pKkl156SYmJid5jb9q0STt27FBJSYn3GYXPPPOMVq9erTfeeEOTJk2SJNXU1Gjp0qXeG9COHTtW77zzjp566imVl5fr5Zdf1vLlyzVo0CBJPwSwDh06eN+noKBAr732mg4cOKC4uDjvZ1+3bp2ysrI0Z84cST9cfnvuuefUo0ePc+3uehFmAABopJOB4qTq6mrNnTtXK1as0DfffCOPxyOPx6PWrVv7tOvevbvPutPp9I6u3HLLLVq4cKEuvfRSDR06VMOGDdOIESPUokUL7dq1Sy1atFDPnj29r+3cubMuvvhi73p+fr7Ky8vVrl07n/c4duyYCgoKvOudOnXyuZP+qTUUFBSoqqpKycnJ3v3R0dG67LLLvOsfffSRDMNQly5dfN7H4/H4vHdYWFitz9tUCDMAADTS6SFlwYIFevbZZ7Vw4UJ169ZNrVu3Vnp6uqqqqnzanT5R2GazqaamRpLkcrm0a9cu5eTkaMOGDbr33ns1f/585eXlyTCMM9Zx6vaamho5nU6fuSsntW3btkE11PU+p6qpqVFISIjy8/MVEhLis69Nmzbev8PDw+v9ZVigEGYAADhH7733nm6++Wbdcccdkn74wt+9e7euuOKKRh0nPDxcN910k2666SZNnjxZl19+uXbs2KHLL79cJ06c0Pbt29WrVy9J0ldffaXvv//e+9qePXuquLhYLVq0UKdOnfz6HJ07d1ZoaKi2bNmijh07SpKOHDmiL7/8Uv3795ckXXXVVaqurlZJSYmuu+46v94n0AgzAACco86dO+sf//iHNm/erIsvvliZmZkqLi5uVJhZunSpqqur1adPH7Vq1Up//etfFR4ervj4eLVr10433HCDJk2apMWLFys0NFTTp0/3Gf244YYblJycrJEjR+rpp5/WZZddpoMHD2rt2rUaOXJkrUtjZ9KmTRvdeeedevDBB9WuXTvFxsbqkUce8flJdZcuXfSrX/1K48aN04IFC3TVVVfp0KFD2rhxo7p166Zhw4Y1vgPPEb9mAgDgHD366KPq2bOnhgwZopSUFDkcDo0cObJRx2jbtq1efPFF/exnP1P37t31zjvv6J///Kd3Hsry5csVGxurfv36adSoUbrrrrsUERGhli1bSvrhctHatWvVr18/TZw4UV26dNGYMWO0Z88excbGNriO+fPnq1+/frrpppt0ww036Nprr/WOBp2UlZWlcePGafr06brssst000036cMPP5TL5WrUZw4Um9GQC2QW5na7FRUVpdLSUkVGRppdDuqydLjZFZwf0taYXQHgo7KyUoWFhUpISPB+6SIwDhw4IJfLpQ0bNuj66683uxy/nO38aMz3N5eZAACwgI0bN6q8vFzdunVTUVGRZsyYoU6dOqlfv35ml2Y6wgwAABZw/PhxPfzww/r6668VERGhvn376pVXXuFRCiLMAABgCUOGDNGQIUPMLiMoMQEYAABYGmEGAABYGmEGANDkzvMfzsJPgTovCDMAgCZzcnLq0aNHTa4EwejkeXGuk5iZAAwAaDIhISFq27at90GGrVq1arbn9SB4GYaho0ePqqSkRG3btq31jKfGIswAAJqUw+GQJG+gAU5q27at9/w4F4QZAECTstlscjqdiomJ0fHjx80uB0EiNDT0nEdkTiLMAACaRUhISMC+vIBTMQEYAABYGmEGAABYGmEGAABYGmEGAABYGmEGAABYGmEGAABYGmEGAABYGmEGAABYGmEGAABYGmEGAABYmqlhZvHixerevbsiIyMVGRmp5ORkvfXWW979hmFo1qxZiouLU3h4uFJSUrRz504TKwYAAMHG1DDToUMHzZ07V9u2bdO2bds0cOBA3Xzzzd7AMm/ePGVmZmrRokXaunWrHA6HBg0apLKyMjPLBgAAQcRmGIZhdhGnio6O1vz58zVx4kTFxcUpPT1dDz30kCTJ4/EoNjZWTz/9tO6+++4GHc/tdisqKkqlpaWKjIxsytJxLpYON7uC80PaGrMrAICAaMz3d9DMmamurlZ2drYqKiqUnJyswsJCFRcXa/Dgwd42drtd/fv31+bNm+s8jsfjkdvt9lkAAMD5y/Qws2PHDrVp00Z2u1333HOPVq1apSuvvFLFxcWSpNjYWJ/2sbGx3n1nkpGRoaioKO/icrmatH4AAGAu08PMZZddpo8//lhbtmzRb37zG40fP16ff/65d7/NZvNpbxhGrW2nmjlzpkpLS73L/v37m6x2AABgvhZmFxAWFqbOnTtLknr37q2tW7fqj3/8o3eeTHFxsZxOp7d9SUlJrdGaU9ntdtnt9qYtGgAABA3TR2ZOZxiGPB6PEhIS5HA4lJOT491XVVWlvLw89e3b18QKAQBAMDF1ZObhhx9WamqqXC6XysrKlJ2drdzcXK1bt042m03p6emaM2eOEhMTlZiYqDlz5qhVq1a6/fbbzSwbAAAEEVPDzLfffquxY8eqqKhIUVFR6t69u9atW6dBgwZJkmbMmKFjx47p3nvv1ZEjR9SnTx+9/fbbioiIMLNsAAAQRILuPjOBxn1mLIL7zAQG95kBcJ6w5H1mAAAA/EGYAQAAlkaYAQAAlkaYAQAAlkaYAQAAlkaYAQAAlkaYAQAAlkaYAQAAlkaYAQAAlkaYAQAAlkaYAQAAlkaYAQAAlmbqU7MBK9l5sNTsEurV1ewCAMAEjMwAAABLI8wAAABLI8wAAABLI8wAAABLI8wAAABLI8wAAABLI8wAAABLI8wAAABLI8wAAABLI8wAAABLI8wAAABLI8wAAABLI8wAAABLI8wAAABLI8wAAABLI8wAAABLI8wAAABLa2F2AQACaOlwsyuoX9oasysAcJ5hZAYAAFgaYQYAAFgaYQYAAFgaYQYAAFgaYQYAAFiaqWEmIyNDV199tSIiIhQTE6ORI0dq165dPm3S0tJks9l8lmuuucakigEAQLAxNczk5eVp8uTJ2rJli3JycnTixAkNHjxYFRUVPu2GDh2qoqIi77J27VqTKgYAAMHG1PvMrFu3zmc9KytLMTExys/PV79+/bzb7Xa7HA5Hc5cHAAAsIKjmzJSWlkqSoqOjfbbn5uYqJiZGXbp00V133aWSkpI6j+HxeOR2u30WAABw/gqaMGMYhqZNm6Zrr71WSUlJ3u2pqal65ZVXtHHjRi1YsEBbt27VwIED5fF4znicjIwMRUVFeReXy9VcHwEAAJjAZhiGYXYRkjR58mT961//0vvvv68OHTrU2a6oqEjx8fHKzs7W6NGja+33eDw+Qcftdsvlcqm0tFSRkZFNUjsCwAK34d95sNTsEurVNS7K7BLqx+MMADSA2+1WVFRUg76/g+LZTFOnTtWbb76pd99996xBRpKcTqfi4+O1e/fuM+632+2y2+1NUSYAAAhCpoYZwzA0depUrVq1Srm5uUpISKj3NYcPH9b+/fvldDqboUIAABDsTJ0zM3nyZP3tb3/Tq6++qoiICBUXF6u4uFjHjh2TJJWXl+uBBx7Qv//9b+3Zs0e5ubkaMWKE2rdvr1GjRplZOgAACBKmjswsXrxYkpSSkuKzPSsrS2lpaQoJCdGOHTu0fPlyff/993I6nRowYIBWrFihiIgIEyoGAADBxvTLTGcTHh6u9evXN1M1AADAioLmp9kAAAD+IMwAAABLI8wAAABLI8wAAABLI8wAAABLI8wAAABLI8wAAABL8yvMFBYWBroOAAAAv/gVZjp37qwBAwbob3/7myorKwNdEwAAQIP5FWY++eQTXXXVVZo+fbocDofuvvtu/ec//wl0bQAAAPXyK8wkJSUpMzNT33zzjbKyslRcXKxrr71WXbt2VWZmpv73v/8Fuk4AAIAzOqcJwC1atNCoUaP097//XU8//bQKCgr0wAMPqEOHDho3bpyKiooCVScAAMAZnVOY2bZtm+699145nU5lZmbqgQceUEFBgTZu3KhvvvlGN998c6DqBAAAOCO/npqdmZmprKws7dq1S8OGDdPy5cs1bNgwXXTRD9koISFBS5Ys0eWXXx7QYgEAAE7nV5hZvHixJk6cqAkTJsjhcJyxTceOHfXyyy+fU3EAAAD18SvM7N69u942YWFhGj9+vD+HBwAAaDC/5sxkZWXp9ddfr7X99ddf17Jly865KAAAgIbyK8zMnTtX7du3r7U9JiZGc+bMOeeiAAAAGsqvMLN3714lJCTU2h4fH699+/adc1EAAAAN5VeYiYmJ0aefflpr+yeffKJ27dqdc1EAAAAN5VeYGTNmjO677z5t2rRJ1dXVqq6u1saNG3X//fdrzJgxga4RAACgTn79munJJ5/U3r17df3116tFix8OUVNTo3HjxjFnBgAANCu/wkxYWJhWrFihJ554Qp988onCw8PVrVs3xcfHB7o+AACAs/IrzJzUpUsXdenSJVC1AAAANJpfYaa6ulpLly7VO++8o5KSEtXU1Pjs37hxY0CKAwAAqI9fYeb+++/X0qVLdeONNyopKUk2my3QdQEAADSIX2EmOztbf//73zVs2LBA1wMAANAofv00OywsTJ07dw50LQAAAI3mV5iZPn26/vjHP8owjEDXAwAA0Ch+XWZ6//33tWnTJr311lvq2rWrQkNDffavXLkyIMUBAADUx68w07ZtW40aNSrQtQAAADSaX2EmKysr0HUAAAD4xa85M5J04sQJbdiwQUuWLFFZWZkk6eDBgyovLw9YcQAAAPXxa2Rm7969Gjp0qPbt2yePx6NBgwYpIiJC8+bNU2VlpZ5//vlA1wkAAHBGfo3M3H///erdu7eOHDmi8PBw7/ZRo0bpnXfeCVhxAAAA9fErzLz//vv6/e9/r7CwMJ/t8fHx+uabbxp8nIyMDF199dWKiIhQTEyMRo4cqV27dvm0MQxDs2bNUlxcnMLDw5WSkqKdO3f6UzYAADgP+RVmampqVF1dXWv7gQMHFBER0eDj5OXlafLkydqyZYtycnJ04sQJDR48WBUVFd428+bNU2ZmphYtWqStW7fK4XBo0KBB3nk6AADgwuZXmBk0aJAWLlzoXbfZbCovL9djjz3WqEccrFu3Tmlpaeratat69OihrKws7du3T/n5+ZJ+GJVZuHChHnnkEY0ePVpJSUlatmyZjh49qldffdWf0gEAwHnGrzDz7LPPKi8vT1deeaUqKyt1++23q1OnTvrmm2/09NNP+11MaWmpJCk6OlqSVFhYqOLiYg0ePNjbxm63q3///tq8efMZj+HxeOR2u30WAABw/vLr10xxcXH6+OOP9dprr+mjjz5STU2N7rzzTv3qV7/ymRDcGIZhaNq0abr22muVlJQkSSouLpYkxcbG+rSNjY3V3r17z3icjIwMzZ49268aAACA9fgVZiQpPDxcEydO1MSJEwNSyJQpU/Tpp5/q/fffr7XPZrP5rBuGUWvbSTNnztS0adO86263Wy6XKyA1AgCA4ONXmFm+fPlZ948bN65Rx5s6darefPNNvfvuu+rQoYN3u8PhkPTDCI3T6fRuLykpqTVac5Ldbpfdbm/U+wMAAOvyK8zcf//9PuvHjx/X0aNHFRYWplatWjU4zBiGoalTp2rVqlXKzc1VQkKCz/6EhAQ5HA7l5OToqquukiRVVVUpLy/vnObmAACA84dfYebIkSO1tu3evVu/+c1v9OCDDzb4OJMnT9arr76q//f//p8iIiK8c2SioqIUHh4um82m9PR0zZkzR4mJiUpMTNScOXPUqlUr3X777f6UDgAAzjN+z5k5XWJioubOnas77rhD//3vfxv0msWLF0uSUlJSfLZnZWUpLS1NkjRjxgwdO3ZM9957r44cOaI+ffro7bffbtT9bAAAwPkrYGFGkkJCQnTw4MEGtzcMo942NptNs2bN0qxZs86hMgAAcL7yK8y8+eabPuuGYaioqEiLFi3Sz372s4AUBgAA0BB+hZmRI0f6rNtsNl1yySUaOHCgFixYEIi6AAAAGsSvMFNTUxPoOgAAAPzi1+MMAAAAgoVfIzOn3mG3PpmZmf68BQAAQIP4FWa2b9+ujz76SCdOnNBll10mSfryyy8VEhKinj17etvV9cgBAACAQPErzIwYMUIRERFatmyZLr74Ykk/3EhvwoQJuu666zR9+vSAFgkAAFAXv+bMLFiwQBkZGd4gI0kXX3yxnnzySX7NBAAAmpVfYcbtduvbb7+ttb2kpERlZWXnXBQAAEBD+RVmRo0apQkTJuiNN97QgQMHdODAAb3xxhu68847NXr06EDXCAAAUCe/5sw8//zzeuCBB3THHXfo+PHjPxyoRQvdeeedmj9/fkALBAAAOBu/wkyrVq303HPPaf78+SooKJBhGOrcubNat24d6PoAAADO6pweNFlUVKSioiL169dP4eHhMgyDn2PDLzsPlppdwnnBCv3Y1ewCAJx3/Jozc/jwYV1//fXq0qWLhg0bpqKiIknSr3/9a36WDQAAmpVfYea3v/2tQkNDtW/fPrVq1cq7/dZbb9W6desCVhwAAEB9/LrM9Pbbb2v9+vXq0KGDz/bExETt3bs3IIUBAAA0hF8jMxUVFT4jMicdOnRIdrv9nIsCAABoKL/CTL9+/bR8+XLvus1mU01NjebPn68BAwYErDgAAID6+HWZaf78+UpJSdG2bdtUVVWlGTNmaOfOnfruu+/0wQcfBLpGAACAOvk1MnPllVfq008/1U9/+lMNGjRIFRUVGj16tLZv364f//jHga4RAACgTo0emTl+/LgGDx6sJUuWaPbs2U1REwAAQIM1emQmNDRUn332GTfHAwAAQcGvy0zjxo3Tyy+/HOhaAAAAGs2vCcBVVVV66aWXlJOTo969e9d6JlNmZmZAigMAAKhPo8LM119/rU6dOumzzz5Tz549JUlffvmlTxsuPwEAgObUqDCTmJiooqIibdq0SdIPjy/405/+pNjY2CYpDgAAoD6NmjNjGIbP+ltvvaWKioqAFgQAANAYfk0APun0cAMAANDcGhVmbDZbrTkxzJEBAABmatScGcMwlJaW5n2YZGVlpe65555av2ZauXJl4CoEAAA4i0aFmfHjx/us33HHHQEtBgAAoLEaFWaysrKaqg4AAAC/nNMEYAAAALMRZgAAgKURZgAAgKWZGmbeffddjRgxQnFxcbLZbFq9erXP/rS0NO/PwU8u11xzjTnFAgCAoGRqmKmoqFCPHj20aNGiOtsMHTpURUVF3mXt2rXNWCEAAAh2fj01O1BSU1OVmpp61jZ2u10Oh6OZKgIAAFYT9HNmcnNzFRMToy5duuiuu+5SSUnJWdt7PB653W6fBQAAnL9MHZmpT2pqqm655RbFx8ersLBQjz76qAYOHKj8/HzvXYhPl5GRodmzZzdzpQAabOlwsyuoX9oasysA0AhBHWZuvfVW799JSUnq3bu34uPj9a9//UujR48+42tmzpypadOmedfdbrdcLleT1woAAMwR1GHmdE6nU/Hx8dq9e3edbex2e52jNgAA4PwT9HNmTnX48GHt379fTqfT7FIAAECQMHVkpry8XF999ZV3vbCwUB9//LGio6MVHR2tWbNm6ec//7mcTqf27Nmjhx9+WO3bt9eoUaNMrBoAAAQTU8PMtm3bNGDAAO/6ybku48eP1+LFi7Vjxw4tX75c33//vZxOpwYMGKAVK1YoIiLCrJIBAECQMTXMpKSkyDCMOvevX7++GasBAABWZKk5MwAAAKcjzAAAAEsjzAAAAEsjzAAAAEsjzAAAAEsjzAAAAEsjzAAAAEsjzAAAAEsjzAAAAEsjzAAAAEsjzAAAAEsjzAAAAEsjzAAAAEsjzAAAAEsjzAAAAEsjzAAAAEsjzAAAAEsjzAAAAEsjzAAAAEsjzAAAAEsjzAAAAEsjzAAAAEsjzAAAAEsjzAAAAEsjzAAAAEsjzAAAAEsjzAAAAEsjzAAAAEsjzAAAAEsjzAAAAEsjzAAAAEsjzAAAAEsjzAAAAEsjzAAAAEsjzAAAAEszNcy8++67GjFihOLi4mSz2bR69Wqf/YZhaNasWYqLi1N4eLhSUlK0c+dOc4oFAABBydQwU1FRoR49emjRokVn3D9v3jxlZmZq0aJF2rp1qxwOhwYNGqSysrJmrhQAAASrFma+eWpqqlJTU8+4zzAMLVy4UI888ohGjx4tSVq2bJliY2P16quv6u67727OUgEAQJAK2jkzhYWFKi4u1uDBg73b7Ha7+vfvr82bN5tYGQAACCamjsycTXFxsSQpNjbWZ3tsbKz27t1b5+s8Ho88Ho933e12N02BAAAgKARtmDnJZrP5rBuGUWvbqTIyMjR79uymLgvA+WzpcLMrqF/aGrMrAIJG0F5mcjgckv5vhOakkpKSWqM1p5o5c6ZKS0u9y/79+5u0TgAAYK6gDTMJCQlyOBzKycnxbquqqlJeXp769u1b5+vsdrsiIyN9FgAAcP4y9TJTeXm5vvrqK+96YWGhPv74Y0VHR6tjx45KT0/XnDlzlJiYqMTERM2ZM0etWrXS7bffbmLVAAAgmJgaZrZt26YBAwZ416dNmyZJGj9+vJYuXaoZM2bo2LFjuvfee3XkyBH16dNHb7/9tiIiIswqGQAABBmbYRiG2UU0JbfbraioKJWWlnLJKYjtnHOd2SWgmXSNizK7hPMDE4BxnmvM93fQzpkBAABoCMIMAACwNMIMAACwtKC/aR4CwAo3AMMFY+fBUrNLqBfzegBrYWQGAABYGmEGAABYGmEGAABYGmEGAABYGmEGAABYGmEGAABYGmEGAABYGmEGAABYGmEGAABYGmEGAABYGmEGAABYGmEGAABYGmEGAABYGmEGAABYGmEGAABYGmEGAABYGmEGAABYGmEGAABYGmEGAABYGmEGAABYGmEGAABYGmEGAABYGmEGAABYGmEGAABYGmEGAABYGmEGAABYGmEGAABYGmEGAABYGmEGAABYGmEGAABYGmEGAABYGmEGAABYWlCHmVmzZslms/ksDofD7LIAAEAQaWF2AfXp2rWrNmzY4F0PCQkxsRoAABBsgj7MtGjRgtEYAABQp6C+zCRJu3fvVlxcnBISEjRmzBh9/fXXZ23v8Xjkdrt9FgAAcP4K6jDTp08fLV++XOvXr9eLL76o4uJi9e3bV4cPH67zNRkZGYqKivIuLperGSsGAADNzWYYhmF2EQ1VUVGhH//4x5oxY4amTZt2xjYej0cej8e77na75XK5VFpaqsjIyOYqNbgsHW52BfXaebDU7BIAr65xUWaXUL+0NWZXADQpt9utqKioBn1/B/2cmVO1bt1a3bp10+7du+tsY7fbZbfbm7EqAABgpqC+zHQ6j8ejL774Qk6n0+xSAABAkAjqMPPAAw8oLy9PhYWF+vDDD/WLX/xCbrdb48ePN7s0AAAQJIL6MtOBAwd022236dChQ7rkkkt0zTXXaMuWLYqPjze7NAAAECSCOsxkZ2ebXQIAAAhyQX2ZCQAAoD6EGQAAYGmEGQAAYGmEGQAAYGmEGQAAYGmEGQAAYGmEGQAAYGmEGQAAYGmEGQAAYGmEGQAAYGmEGQAAYGlB/WwmBMbOg6VmlwAAQJNhZAYAAFgaYQYAAFgaYQYAAFgaYQYAAFgaYQYAAFgaYQYAAFgaYQYAAFgaYQYAAFgaYQYAAFgadwAGAAvaOec6s0uwvK4Pv2d2CQgQRmYAAIClEWYAAIClEWYAAIClEWYAAIClEWYAAIClEWYAAIClEWYAAIClEWYAAIClcdM8BIXH25ebXUK9/nCojdklAF78P3PurHDjwSfazzO7hHplT0o2uwRGZgAAgLURZgAAgKURZgAAgKURZgAAgKVZIsw899xzSkhIUMuWLdWrVy+99x5POgUAAD8I+jCzYsUKpaen65FHHtH27dt13XXXKTU1Vfv27TO7NAAAEASCPsxkZmbqzjvv1K9//WtdccUVWrhwoVwulxYvXmx2aQAAIAgE9X1mqqqqlJ+fr9/97nc+2wcPHqzNmzef8TUej0cej8e7XlpaKklyu91NV2iQK688YXYJ9Tp+rNrsEuplhX5EYLiPHTe7hHodr+L/mQvB8WMVZpdQr6b6fj15XMMw6m0b1GHm0KFDqq6uVmxsrM/22NhYFRcXn/E1GRkZmj17dq3tLperSWrEhWOV2QUAFsP/M4EwyOwC6rUyvWmPX1ZWpqioqLO2Ceowc5LNZvNZNwyj1raTZs6cqWnTpnnXa2pq9N1336ldu3Z1vsZfbrdbLpdL+/fvV2RkZECPfSGhHwODfgwM+jEw6Mdzd6H3oWEYKisrU1xcXL1tgzrMtG/fXiEhIbVGYUpKSmqN1pxkt9tlt9t9trVt27apSpQkRUZGXpAnWqDRj4FBPwYG/RgY9OO5u5D7sL4RmZOCegJwWFiYevXqpZycHJ/tOTk56tu3r0lVAQCAYBLUIzOSNG3aNI0dO1a9e/dWcnKyXnjhBe3bt0/33HOP2aUBAIAgEPRh5tZbb9Xhw4f1+OOPq6ioSElJSVq7dq3i4+PNLk12u12PPfZYrctaaBz6MTDox8CgHwODfjx39GHD2YyG/OYJAAAgSAX1nBkAAID6EGYAAIClEWYAAIClEWYAAIClEWb89NxzzykhIUEtW7ZUr1699N5775ldUlCbNWuWbDabz+JwOLz7DcPQrFmzFBcXp/DwcKWkpGjnzp0mVhwc3n33XY0YMUJxcXGy2WxavXq1z/6G9JvH49HUqVPVvn17tW7dWjfddJMOHDjQjJ/CfPX1Y1paWq3z85prrvFpc6H3Y0ZGhq6++mpFREQoJiZGI0eO1K5du3zacD7WryH9yPnYeIQZP6xYsULp6el65JFHtH37dl133XVKTU3Vvn37zC4tqHXt2lVFRUXeZceOHd598+bNU2ZmphYtWqStW7fK4XBo0KBBKisrM7Fi81VUVKhHjx5atGjRGfc3pN/S09O1atUqZWdn6/3331d5ebmGDx+u6urgf1BhoNTXj5I0dOhQn/Nz7dq1Pvsv9H7My8vT5MmTtWXLFuXk5OjEiRMaPHiwKir+70GInI/1a0g/SpyPjWag0X76058a99xzj8+2yy+/3Pjd735nUkXB77HHHjN69Ohxxn01NTWGw+Ew5s6d691WWVlpREVFGc8//3wzVRj8JBmrVq3yrjek377//nsjNDTUyM7O9rb55ptvjIsuushYt25ds9UeTE7vR8MwjPHjxxs333xzna+hH2srKSkxJBl5eXmGYXA++uv0fjQMzkd/MDLTSFVVVcrPz9fgwYN9tg8ePFibN282qSpr2L17t+Li4pSQkKAxY8bo66+/liQVFhaquLjYp0/tdrv69+9Pn55FQ/otPz9fx48f92kTFxenpKQk+vY0ubm5iomJUZcuXXTXXXeppKTEu49+rK20tFSSFB0dLYnz0V+n9+NJnI+NQ5hppEOHDqm6urrWgy5jY2NrPRAT/6dPnz5avny51q9frxdffFHFxcXq27evDh8+7O03+rRxGtJvxcXFCgsL08UXX1xnG0ipqal65ZVXtHHjRi1YsEBbt27VwIED5fF4JNGPpzMMQ9OmTdO1116rpKQkSZyP/jhTP0qcj/4I+scZBCubzeazbhhGrW34P6mpqd6/u3XrpuTkZP34xz/WsmXLvBPb6FP/+NNv9K2vW2+91ft3UlKSevfurfj4eP3rX//S6NGj63zdhdqPU6ZM0aeffqr333+/1j7Ox4arqx85HxuPkZlGat++vUJCQmql35KSklr/IkHdWrdurW7dumn37t3eXzXRp43TkH5zOByqqqrSkSNH6myD2pxOp+Lj47V7925J9OOppk6dqjfffFObNm1Shw4dvNs5Hxunrn48E87H+hFmGiksLEy9evVSTk6Oz/acnBz17dvXpKqsx+Px6IsvvpDT6VRCQoIcDodPn1ZVVSkvL48+PYuG9FuvXr0UGhrq06aoqEifffYZfXsWhw8f1v79++V0OiXRj9IP/+qfMmWKVq5cqY0bNyohIcFnP+djw9TXj2fC+dgA5sw7trbs7GwjNDTUePnll43PP//cSE9PN1q3bm3s2bPH7NKC1vTp043c3Fzj66+/NrZs2WIMHz7ciIiI8PbZ3LlzjaioKGPlypXGjh07jNtuu81wOp2G2+02uXJzlZWVGdu3bze2b99uSDIyMzON7du3G3v37jUMo2H9ds899xgdOnQwNmzYYHz00UfGwIEDjR49ehgnTpww62M1u7P1Y1lZmTF9+nRj8+bNRmFhobFp0yYjOTnZ+NGPfkQ/nuI3v/mNERUVZeTm5hpFRUXe5ejRo942nI/1q68fOR/9Q5jx05///GcjPj7eCAsLM3r27OnzszrUduuttxpOp9MIDQ014uLijNGjRxs7d+707q+pqTEee+wxw+FwGHa73ejXr5+xY8cOEysODps2bTIk1VrGjx9vGEbD+u3YsWPGlClTjOjoaCM8PNwYPny4sW/fPhM+jXnO1o9Hjx41Bg8ebFxyySVGaGio0bFjR2P8+PG1+uhC78cz9Z8kIysry9uG87F+9fUj56N/bIZhGM03DgQAABBYzJkBAACWRpgBAACWRpgBAACWRpgBAACWRpgBAACWRpgBAACWRpgBAACWRpgBAACWRpgBAACWRpgBAACWRpgBAACWRpgBAACW9v8Bv4UgDX5fUd4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.groupby('Sex')['eotaxin'].plot(kind = 'hist',\n",
    "                                    bins = np.arange(0, 300, 25),\n",
    "                                    alpha = 0.75,\n",
    "                                    legend=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "346bda5a-2ae3-4092-876f-5124780cef36",
   "metadata": {},
   "source": [
    "## Comparison of Variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "15916611-37b0-4838-acb7-515a7001e2c9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='mip1alpha', ylabel='mip1beta'>"
      ]
     },
     "execution_count": 30,
     "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": [
    "data.plot(kind = 'scatter', x = 'mip1alpha', y = 'mip1beta')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "9e03c9fe-a61f-4842-96f8-91e8fcaf6e96",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# We can also add colors\n",
    "colors = data['Sex'].replace({'Male': 'b', 'Female': 'r', 'Transgender': 'g'})\n",
    "\n",
    "ax = data.plot(kind = 'scatter', x = 'il13', y = 'ifngamma', \n",
    "               s = 'Age', # Make the size proportional to age\n",
    "               c = colors\n",
    "          )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ea749d85-c428-4890-817e-2f542310242b",
   "metadata": {},
   "source": [
    "One can also make a _GIANT_ matrix of different comparisons."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "f830f8bf-1a4a-417b-a7ab-951fb01bc85c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 361 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# It is helpful to pick columns first to prevent a figure explosion\n",
    "cols = ['Age', 'gcsf', 'gmcsf',\n",
    "       'ifnalpha', 'ifngamma', 'il10', 'il12', 'il13', 'il15', 'il17',\n",
    "       'il1beta', 'il2', 'il2r', 'il4', 'il5', 'il6', 'il7', 'il8', 'ilra']\n",
    "\n",
    "pd.plotting.scatter_matrix(data[cols], figsize=(10, 10));"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c03e1e28-6af5-4b2d-931d-8abd2f57988d",
   "metadata": {},
   "source": [
    "We can also get a numeric summary of these correlations.\n",
    "\n",
    "Method:\n",
    " - `method = 'pearson'` -  Pearson's correlation is ideal for continuous variables that have a linear relationship and are normally distributed.\n",
    " - `method = 'kendall'` - Kendall's tau is suitable for ordinal data or when dealing with non-linear relationships, especially in small samples or when data contains ties.\n",
    " - `method = 'spearman'` - Spearman's rank is best used with ordinal or non-normal data to assess monotonic relationships, being robust to outliers.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "ae7f657b-b531-4c8c-ab51-050304e0b213",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style type=\"text/css\">\n",
       "#T_e54ca_row0_col0, #T_e54ca_row1_col1, #T_e54ca_row2_col2, #T_e54ca_row3_col3, #T_e54ca_row4_col4, #T_e54ca_row5_col5, #T_e54ca_row6_col6, #T_e54ca_row7_col7, #T_e54ca_row8_col8, #T_e54ca_row9_col9, #T_e54ca_row10_col10, #T_e54ca_row11_col11, #T_e54ca_row12_col12, #T_e54ca_row13_col13, #T_e54ca_row14_col14, #T_e54ca_row15_col15, #T_e54ca_row16_col16, #T_e54ca_row17_col17, #T_e54ca_row18_col18 {\n",
       "  background-color: #053061;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e54ca_row0_col1, #T_e54ca_row1_col0 {\n",
       "  background-color: #fbe4d6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row0_col2, #T_e54ca_row0_col4, #T_e54ca_row0_col15, #T_e54ca_row2_col0, #T_e54ca_row3_col9, #T_e54ca_row4_col0, #T_e54ca_row9_col3, #T_e54ca_row15_col0 {\n",
       "  background-color: #f2f5f6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row0_col3, #T_e54ca_row3_col0, #T_e54ca_row8_col14, #T_e54ca_row14_col8 {\n",
       "  background-color: #dae9f2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row0_col5, #T_e54ca_row5_col0 {\n",
       "  background-color: #f8f4f2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row0_col6, #T_e54ca_row6_col0 {\n",
       "  background-color: #ecf2f5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row0_col7, #T_e54ca_row7_col0 {\n",
       "  background-color: #f0f4f6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row0_col8, #T_e54ca_row8_col0 {\n",
       "  background-color: #e6eff4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row0_col9, #T_e54ca_row9_col0, #T_e54ca_row12_col16, #T_e54ca_row16_col12 {\n",
       "  background-color: #f9eee7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row0_col10, #T_e54ca_row10_col0 {\n",
       "  background-color: #bbdaea;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row0_col11, #T_e54ca_row6_col11, #T_e54ca_row8_col9, #T_e54ca_row9_col8, #T_e54ca_row11_col0, #T_e54ca_row11_col6, #T_e54ca_row14_col17, #T_e54ca_row17_col14 {\n",
       "  background-color: #c2ddec;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row0_col12, #T_e54ca_row4_col12, #T_e54ca_row5_col12, #T_e54ca_row12_col0, #T_e54ca_row12_col4, #T_e54ca_row12_col5 {\n",
       "  background-color: #e4eef4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row0_col13, #T_e54ca_row0_col18, #T_e54ca_row3_col12, #T_e54ca_row12_col3, #T_e54ca_row13_col0, #T_e54ca_row18_col0 {\n",
       "  background-color: #f5f6f7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row0_col14, #T_e54ca_row14_col0 {\n",
       "  background-color: #f9efe9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row0_col16, #T_e54ca_row16_col0 {\n",
       "  background-color: #f9ebe3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row0_col17, #T_e54ca_row12_col14, #T_e54ca_row14_col12, #T_e54ca_row17_col0 {\n",
       "  background-color: #f6f7f7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row1_col2, #T_e54ca_row2_col1, #T_e54ca_row17_col18, #T_e54ca_row18_col17 {\n",
       "  background-color: #529dc8;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e54ca_row1_col3, #T_e54ca_row3_col1 {\n",
       "  background-color: #e8896c;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e54ca_row1_col4, #T_e54ca_row4_col1 {\n",
       "  background-color: #2870b1;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e54ca_row1_col5, #T_e54ca_row5_col1 {\n",
       "  background-color: #84bcd9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row1_col6, #T_e54ca_row6_col1, #T_e54ca_row6_col9, #T_e54ca_row8_col15, #T_e54ca_row9_col6, #T_e54ca_row15_col8 {\n",
       "  background-color: #bddbea;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row1_col7, #T_e54ca_row7_col1 {\n",
       "  background-color: #2065ab;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e54ca_row1_col8, #T_e54ca_row8_col1 {\n",
       "  background-color: #c5dfec;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row1_col9, #T_e54ca_row4_col11, #T_e54ca_row9_col1, #T_e54ca_row11_col4 {\n",
       "  background-color: #71b0d3;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e54ca_row1_col10, #T_e54ca_row6_col13, #T_e54ca_row10_col1, #T_e54ca_row13_col6 {\n",
       "  background-color: #acd2e5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row1_col11, #T_e54ca_row7_col14, #T_e54ca_row11_col1, #T_e54ca_row14_col7 {\n",
       "  background-color: #8ac0db;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row1_col12, #T_e54ca_row12_col1, #T_e54ca_row12_col13, #T_e54ca_row13_col12 {\n",
       "  background-color: #e7f0f4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row1_col13, #T_e54ca_row13_col1 {\n",
       "  background-color: #2c75b4;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e54ca_row1_col14, #T_e54ca_row7_col11, #T_e54ca_row11_col7, #T_e54ca_row14_col1 {\n",
       "  background-color: #68abd0;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e54ca_row1_col15, #T_e54ca_row15_col1 {\n",
       "  background-color: #3681ba;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e54ca_row1_col16, #T_e54ca_row7_col15, #T_e54ca_row15_col7, #T_e54ca_row16_col1 {\n",
       "  background-color: #2b73b3;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e54ca_row1_col17, #T_e54ca_row17_col1 {\n",
       "  background-color: #5fa5cd;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e54ca_row1_col18, #T_e54ca_row2_col5, #T_e54ca_row4_col18, #T_e54ca_row5_col2, #T_e54ca_row13_col15, #T_e54ca_row15_col13, #T_e54ca_row18_col1, #T_e54ca_row18_col4 {\n",
       "  background-color: #3783bb;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e54ca_row2_col3, #T_e54ca_row3_col2 {\n",
       "  background-color: #fbceb7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row2_col4, #T_e54ca_row4_col2, #T_e54ca_row4_col9, #T_e54ca_row9_col4 {\n",
       "  background-color: #6bacd1;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e54ca_row2_col6, #T_e54ca_row6_col2 {\n",
       "  background-color: #dbeaf2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row2_col7, #T_e54ca_row2_col18, #T_e54ca_row7_col2, #T_e54ca_row18_col2 {\n",
       "  background-color: #4c99c6;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e54ca_row2_col8, #T_e54ca_row8_col2 {\n",
       "  background-color: #d2e6f0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row2_col9, #T_e54ca_row9_col2 {\n",
       "  background-color: #93c6de;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row2_col10, #T_e54ca_row2_col14, #T_e54ca_row4_col14, #T_e54ca_row9_col15, #T_e54ca_row10_col2, #T_e54ca_row10_col15, #T_e54ca_row11_col14, #T_e54ca_row14_col2, #T_e54ca_row14_col4, #T_e54ca_row14_col11, #T_e54ca_row15_col9, #T_e54ca_row15_col10 {\n",
       "  background-color: #7eb8d7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row2_col11, #T_e54ca_row11_col2 {\n",
       "  background-color: #75b2d4;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e54ca_row2_col12, #T_e54ca_row12_col2 {\n",
       "  background-color: #eff3f5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row2_col13, #T_e54ca_row13_col2 {\n",
       "  background-color: #4f9bc7;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e54ca_row2_col15, #T_e54ca_row7_col17, #T_e54ca_row11_col18, #T_e54ca_row13_col16, #T_e54ca_row15_col2, #T_e54ca_row16_col13, #T_e54ca_row17_col7, #T_e54ca_row18_col11 {\n",
       "  background-color: #2f79b5;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e54ca_row2_col16, #T_e54ca_row14_col16, #T_e54ca_row16_col2, #T_e54ca_row16_col14 {\n",
       "  background-color: #65a9cf;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e54ca_row2_col17, #T_e54ca_row4_col6, #T_e54ca_row6_col4, #T_e54ca_row17_col2 {\n",
       "  background-color: #9bc9e0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row3_col4, #T_e54ca_row4_col3 {\n",
       "  background-color: #f8bda1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row3_col5, #T_e54ca_row5_col3 {\n",
       "  background-color: #fcdfcf;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row3_col6, #T_e54ca_row6_col3 {\n",
       "  background-color: #f8f2ef;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row3_col7, #T_e54ca_row7_col3 {\n",
       "  background-color: #f6b191;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row3_col8, #T_e54ca_row3_col14, #T_e54ca_row8_col3, #T_e54ca_row14_col3 {\n",
       "  background-color: #faeae1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row3_col10, #T_e54ca_row10_col3 {\n",
       "  background-color: #f8f1ed;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row3_col11, #T_e54ca_row8_col16, #T_e54ca_row11_col3, #T_e54ca_row16_col8 {\n",
       "  background-color: #e9f0f4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row3_col13, #T_e54ca_row13_col3 {\n",
       "  background-color: #f8bb9e;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row3_col15, #T_e54ca_row15_col3 {\n",
       "  background-color: #fbd0b9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row3_col16, #T_e54ca_row16_col3 {\n",
       "  background-color: #f9c4a9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row3_col17, #T_e54ca_row17_col3 {\n",
       "  background-color: #fdd9c4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row3_col18, #T_e54ca_row18_col3 {\n",
       "  background-color: #facab1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row4_col5, #T_e54ca_row5_col4, #T_e54ca_row10_col16, #T_e54ca_row16_col10 {\n",
       "  background-color: #98c8e0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row4_col7, #T_e54ca_row7_col4 {\n",
       "  background-color: #0e4179;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e54ca_row4_col8, #T_e54ca_row8_col4 {\n",
       "  background-color: #d4e6f1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row4_col10, #T_e54ca_row10_col4 {\n",
       "  background-color: #8dc2dc;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row4_col13, #T_e54ca_row13_col4 {\n",
       "  background-color: #246aae;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e54ca_row4_col15, #T_e54ca_row15_col4, #T_e54ca_row15_col16, #T_e54ca_row15_col18, #T_e54ca_row16_col15, #T_e54ca_row18_col15 {\n",
       "  background-color: #337eb8;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e54ca_row4_col16, #T_e54ca_row16_col4 {\n",
       "  background-color: #2369ad;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e54ca_row4_col17, #T_e54ca_row17_col4 {\n",
       "  background-color: #2e77b5;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e54ca_row5_col6, #T_e54ca_row6_col5 {\n",
       "  background-color: #d7e8f1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row5_col7, #T_e54ca_row6_col7, #T_e54ca_row7_col5, #T_e54ca_row7_col6 {\n",
       "  background-color: #90c4dd;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row5_col8, #T_e54ca_row8_col5 {\n",
       "  background-color: #ddebf2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row5_col9, #T_e54ca_row9_col5 {\n",
       "  background-color: #b8d8e9;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row5_col10, #T_e54ca_row10_col5 {\n",
       "  background-color: #7bb6d6;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row5_col11, #T_e54ca_row5_col14, #T_e54ca_row10_col17, #T_e54ca_row11_col5, #T_e54ca_row14_col5, #T_e54ca_row17_col10 {\n",
       "  background-color: #96c7df;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row5_col13, #T_e54ca_row5_col16, #T_e54ca_row5_col18, #T_e54ca_row7_col10, #T_e54ca_row10_col7, #T_e54ca_row13_col5, #T_e54ca_row16_col5, #T_e54ca_row18_col5 {\n",
       "  background-color: #81bad8;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row5_col15, #T_e54ca_row15_col5 {\n",
       "  background-color: #3f8ec0;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e54ca_row5_col17, #T_e54ca_row6_col10, #T_e54ca_row9_col17, #T_e54ca_row10_col6, #T_e54ca_row12_col18, #T_e54ca_row17_col5, #T_e54ca_row17_col9, #T_e54ca_row18_col12 {\n",
       "  background-color: #b1d5e7;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row6_col8, #T_e54ca_row7_col8, #T_e54ca_row8_col6, #T_e54ca_row8_col7 {\n",
       "  background-color: #d1e5f0;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row6_col12, #T_e54ca_row12_col6 {\n",
       "  background-color: #e1edf3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row6_col14, #T_e54ca_row12_col17, #T_e54ca_row14_col6, #T_e54ca_row17_col12 {\n",
       "  background-color: #deebf2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row6_col15, #T_e54ca_row6_col18, #T_e54ca_row11_col16, #T_e54ca_row15_col6, #T_e54ca_row16_col11, #T_e54ca_row18_col6 {\n",
       "  background-color: #87beda;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row6_col16, #T_e54ca_row8_col18, #T_e54ca_row9_col10, #T_e54ca_row10_col9, #T_e54ca_row14_col18, #T_e54ca_row16_col6, #T_e54ca_row18_col8, #T_e54ca_row18_col14 {\n",
       "  background-color: #a0cce2;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row6_col17, #T_e54ca_row10_col13, #T_e54ca_row13_col10, #T_e54ca_row14_col15, #T_e54ca_row15_col14, #T_e54ca_row17_col6 {\n",
       "  background-color: #6eaed2;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e54ca_row7_col9, #T_e54ca_row9_col7 {\n",
       "  background-color: #5ca3cb;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e54ca_row7_col12, #T_e54ca_row12_col7 {\n",
       "  background-color: #d8e9f1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row7_col13, #T_e54ca_row13_col7, #T_e54ca_row13_col18, #T_e54ca_row18_col13 {\n",
       "  background-color: #1f63a8;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e54ca_row7_col16, #T_e54ca_row16_col7 {\n",
       "  background-color: #276eb0;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e54ca_row7_col18, #T_e54ca_row18_col7 {\n",
       "  background-color: #2a71b2;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e54ca_row8_col10, #T_e54ca_row9_col13, #T_e54ca_row9_col16, #T_e54ca_row10_col8, #T_e54ca_row13_col9, #T_e54ca_row16_col9 {\n",
       "  background-color: #78b4d5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row8_col11, #T_e54ca_row11_col8 {\n",
       "  background-color: #a9d1e5;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row8_col12, #T_e54ca_row12_col8 {\n",
       "  background-color: #cce2ef;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row8_col13, #T_e54ca_row12_col15, #T_e54ca_row13_col8, #T_e54ca_row15_col12 {\n",
       "  background-color: #cfe4ef;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row8_col17, #T_e54ca_row17_col8 {\n",
       "  background-color: #d5e7f1;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row9_col11, #T_e54ca_row11_col9 {\n",
       "  background-color: #3a87bd;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e54ca_row9_col12, #T_e54ca_row12_col9 {\n",
       "  background-color: #c7e0ed;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row9_col14, #T_e54ca_row14_col9 {\n",
       "  background-color: #62a7ce;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e54ca_row9_col18, #T_e54ca_row13_col17, #T_e54ca_row15_col17, #T_e54ca_row17_col13, #T_e54ca_row17_col15, #T_e54ca_row18_col9 {\n",
       "  background-color: #4393c3;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e54ca_row10_col11, #T_e54ca_row11_col10, #T_e54ca_row16_col17, #T_e54ca_row17_col16 {\n",
       "  background-color: #3c8abe;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e54ca_row10_col12, #T_e54ca_row12_col10 {\n",
       "  background-color: #e0ecf3;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row10_col14, #T_e54ca_row11_col12, #T_e54ca_row12_col11, #T_e54ca_row14_col10 {\n",
       "  background-color: #cae1ee;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row10_col18, #T_e54ca_row18_col10 {\n",
       "  background-color: #4997c5;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e54ca_row11_col13, #T_e54ca_row13_col11, #T_e54ca_row16_col18, #T_e54ca_row18_col16 {\n",
       "  background-color: #4291c2;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e54ca_row11_col15, #T_e54ca_row15_col11 {\n",
       "  background-color: #59a1ca;\n",
       "  color: #f1f1f1;\n",
       "}\n",
       "#T_e54ca_row11_col17, #T_e54ca_row17_col11 {\n",
       "  background-color: #a7d0e4;\n",
       "  color: #000000;\n",
       "}\n",
       "#T_e54ca_row13_col14, #T_e54ca_row14_col13 {\n",
       "  background-color: #a5cee3;\n",
       "  color: #000000;\n",
       "}\n",
       "</style>\n",
       "<table id=\"T_e54ca\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th class=\"blank level0\" >&nbsp;</th>\n",
       "      <th id=\"T_e54ca_level0_col0\" class=\"col_heading level0 col0\" >Age</th>\n",
       "      <th id=\"T_e54ca_level0_col1\" class=\"col_heading level0 col1\" >gcsf</th>\n",
       "      <th id=\"T_e54ca_level0_col2\" class=\"col_heading level0 col2\" >gmcsf</th>\n",
       "      <th id=\"T_e54ca_level0_col3\" class=\"col_heading level0 col3\" >ifnalpha</th>\n",
       "      <th id=\"T_e54ca_level0_col4\" class=\"col_heading level0 col4\" >ifngamma</th>\n",
       "      <th id=\"T_e54ca_level0_col5\" class=\"col_heading level0 col5\" >il10</th>\n",
       "      <th id=\"T_e54ca_level0_col6\" class=\"col_heading level0 col6\" >il12</th>\n",
       "      <th id=\"T_e54ca_level0_col7\" class=\"col_heading level0 col7\" >il13</th>\n",
       "      <th id=\"T_e54ca_level0_col8\" class=\"col_heading level0 col8\" >il15</th>\n",
       "      <th id=\"T_e54ca_level0_col9\" class=\"col_heading level0 col9\" >il17</th>\n",
       "      <th id=\"T_e54ca_level0_col10\" class=\"col_heading level0 col10\" >il1beta</th>\n",
       "      <th id=\"T_e54ca_level0_col11\" class=\"col_heading level0 col11\" >il2</th>\n",
       "      <th id=\"T_e54ca_level0_col12\" class=\"col_heading level0 col12\" >il2r</th>\n",
       "      <th id=\"T_e54ca_level0_col13\" class=\"col_heading level0 col13\" >il4</th>\n",
       "      <th id=\"T_e54ca_level0_col14\" class=\"col_heading level0 col14\" >il5</th>\n",
       "      <th id=\"T_e54ca_level0_col15\" class=\"col_heading level0 col15\" >il6</th>\n",
       "      <th id=\"T_e54ca_level0_col16\" class=\"col_heading level0 col16\" >il7</th>\n",
       "      <th id=\"T_e54ca_level0_col17\" class=\"col_heading level0 col17\" >il8</th>\n",
       "      <th id=\"T_e54ca_level0_col18\" class=\"col_heading level0 col18\" >ilra</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th id=\"T_e54ca_level0_row0\" class=\"row_heading level0 row0\" >Age</th>\n",
       "      <td id=\"T_e54ca_row0_col0\" class=\"data row0 col0\" >1.000000</td>\n",
       "      <td id=\"T_e54ca_row0_col1\" class=\"data row0 col1\" >-0.138601</td>\n",
       "      <td id=\"T_e54ca_row0_col2\" class=\"data row0 col2\" >0.025381</td>\n",
       "      <td id=\"T_e54ca_row0_col3\" class=\"data row0 col3\" >0.151691</td>\n",
       "      <td id=\"T_e54ca_row0_col4\" class=\"data row0 col4\" >0.028367</td>\n",
       "      <td id=\"T_e54ca_row0_col5\" class=\"data row0 col5\" >-0.020368</td>\n",
       "      <td id=\"T_e54ca_row0_col6\" class=\"data row0 col6\" >0.054970</td>\n",
       "      <td id=\"T_e54ca_row0_col7\" class=\"data row0 col7\" >0.037198</td>\n",
       "      <td id=\"T_e54ca_row0_col8\" class=\"data row0 col8\" >0.091752</td>\n",
       "      <td id=\"T_e54ca_row0_col9\" class=\"data row0 col9\" >-0.068860</td>\n",
       "      <td id=\"T_e54ca_row0_col10\" class=\"data row0 col10\" >0.267359</td>\n",
       "      <td id=\"T_e54ca_row0_col11\" class=\"data row0 col11\" >0.246212</td>\n",
       "      <td id=\"T_e54ca_row0_col12\" class=\"data row0 col12\" >0.093771</td>\n",
       "      <td id=\"T_e54ca_row0_col13\" class=\"data row0 col13\" >0.010019</td>\n",
       "      <td id=\"T_e54ca_row0_col14\" class=\"data row0 col14\" >-0.061873</td>\n",
       "      <td id=\"T_e54ca_row0_col15\" class=\"data row0 col15\" >0.026794</td>\n",
       "      <td id=\"T_e54ca_row0_col16\" class=\"data row0 col16\" >-0.078327</td>\n",
       "      <td id=\"T_e54ca_row0_col17\" class=\"data row0 col17\" >0.002176</td>\n",
       "      <td id=\"T_e54ca_row0_col18\" class=\"data row0 col18\" >0.008464</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e54ca_level0_row1\" class=\"row_heading level0 row1\" >gcsf</th>\n",
       "      <td id=\"T_e54ca_row1_col0\" class=\"data row1 col0\" >-0.138601</td>\n",
       "      <td id=\"T_e54ca_row1_col1\" class=\"data row1 col1\" >1.000000</td>\n",
       "      <td id=\"T_e54ca_row1_col2\" class=\"data row1 col2\" >0.557713</td>\n",
       "      <td id=\"T_e54ca_row1_col3\" class=\"data row1 col3\" >-0.482685</td>\n",
       "      <td id=\"T_e54ca_row1_col4\" class=\"data row1 col4\" >0.750044</td>\n",
       "      <td id=\"T_e54ca_row1_col5\" class=\"data row1 col5\" >0.436466</td>\n",
       "      <td id=\"T_e54ca_row1_col6\" class=\"data row1 col6\" >0.260339</td>\n",
       "      <td id=\"T_e54ca_row1_col7\" class=\"data row1 col7\" >0.802374</td>\n",
       "      <td id=\"T_e54ca_row1_col8\" class=\"data row1 col8\" >0.241813</td>\n",
       "      <td id=\"T_e54ca_row1_col9\" class=\"data row1 col9\" >0.478915</td>\n",
       "      <td id=\"T_e54ca_row1_col10\" class=\"data row1 col10\" >0.314062</td>\n",
       "      <td id=\"T_e54ca_row1_col11\" class=\"data row1 col11\" >0.420381</td>\n",
       "      <td id=\"T_e54ca_row1_col12\" class=\"data row1 col12\" >0.081597</td>\n",
       "      <td id=\"T_e54ca_row1_col13\" class=\"data row1 col13\" >0.729213</td>\n",
       "      <td id=\"T_e54ca_row1_col14\" class=\"data row1 col14\" >0.505447</td>\n",
       "      <td id=\"T_e54ca_row1_col15\" class=\"data row1 col15\" >0.677255</td>\n",
       "      <td id=\"T_e54ca_row1_col16\" class=\"data row1 col16\" >0.736280</td>\n",
       "      <td id=\"T_e54ca_row1_col17\" class=\"data row1 col17\" >0.531052</td>\n",
       "      <td id=\"T_e54ca_row1_col18\" class=\"data row1 col18\" >0.665777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e54ca_level0_row2\" class=\"row_heading level0 row2\" >gmcsf</th>\n",
       "      <td id=\"T_e54ca_row2_col0\" class=\"data row2 col0\" >0.025381</td>\n",
       "      <td id=\"T_e54ca_row2_col1\" class=\"data row2 col1\" >0.557713</td>\n",
       "      <td id=\"T_e54ca_row2_col2\" class=\"data row2 col2\" >1.000000</td>\n",
       "      <td id=\"T_e54ca_row2_col3\" class=\"data row2 col3\" >-0.243742</td>\n",
       "      <td id=\"T_e54ca_row2_col4\" class=\"data row2 col4\" >0.494296</td>\n",
       "      <td id=\"T_e54ca_row2_col5\" class=\"data row2 col5\" >0.664964</td>\n",
       "      <td id=\"T_e54ca_row2_col6\" class=\"data row2 col6\" >0.148070</td>\n",
       "      <td id=\"T_e54ca_row2_col7\" class=\"data row2 col7\" >0.572021</td>\n",
       "      <td id=\"T_e54ca_row2_col8\" class=\"data row2 col8\" >0.193861</td>\n",
       "      <td id=\"T_e54ca_row2_col9\" class=\"data row2 col9\" >0.391024</td>\n",
       "      <td id=\"T_e54ca_row2_col10\" class=\"data row2 col10\" >0.445546</td>\n",
       "      <td id=\"T_e54ca_row2_col11\" class=\"data row2 col11\" >0.469479</td>\n",
       "      <td id=\"T_e54ca_row2_col12\" class=\"data row2 col12\" >0.043457</td>\n",
       "      <td id=\"T_e54ca_row2_col13\" class=\"data row2 col13\" >0.562916</td>\n",
       "      <td id=\"T_e54ca_row2_col14\" class=\"data row2 col14\" >0.448692</td>\n",
       "      <td id=\"T_e54ca_row2_col15\" class=\"data row2 col15\" >0.717995</td>\n",
       "      <td id=\"T_e54ca_row2_col16\" class=\"data row2 col16\" >0.512550</td>\n",
       "      <td id=\"T_e54ca_row2_col17\" class=\"data row2 col17\" >0.371020</td>\n",
       "      <td id=\"T_e54ca_row2_col18\" class=\"data row2 col18\" >0.573143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e54ca_level0_row3\" class=\"row_heading level0 row3\" >ifnalpha</th>\n",
       "      <td id=\"T_e54ca_row3_col0\" class=\"data row3 col0\" >0.151691</td>\n",
       "      <td id=\"T_e54ca_row3_col1\" class=\"data row3 col1\" >-0.482685</td>\n",
       "      <td id=\"T_e54ca_row3_col2\" class=\"data row3 col2\" >-0.243742</td>\n",
       "      <td id=\"T_e54ca_row3_col3\" class=\"data row3 col3\" >1.000000</td>\n",
       "      <td id=\"T_e54ca_row3_col4\" class=\"data row3 col4\" >-0.310915</td>\n",
       "      <td id=\"T_e54ca_row3_col5\" class=\"data row3 col5\" >-0.166206</td>\n",
       "      <td id=\"T_e54ca_row3_col6\" class=\"data row3 col6\" >-0.033597</td>\n",
       "      <td id=\"T_e54ca_row3_col7\" class=\"data row3 col7\" >-0.357502</td>\n",
       "      <td id=\"T_e54ca_row3_col8\" class=\"data row3 col8\" >-0.087955</td>\n",
       "      <td id=\"T_e54ca_row3_col9\" class=\"data row3 col9\" >0.028181</td>\n",
       "      <td id=\"T_e54ca_row3_col10\" class=\"data row3 col10\" >-0.040962</td>\n",
       "      <td id=\"T_e54ca_row3_col11\" class=\"data row3 col11\" >0.073912</td>\n",
       "      <td id=\"T_e54ca_row3_col12\" class=\"data row3 col12\" >0.013190</td>\n",
       "      <td id=\"T_e54ca_row3_col13\" class=\"data row3 col13\" >-0.315913</td>\n",
       "      <td id=\"T_e54ca_row3_col14\" class=\"data row3 col14\" >-0.087407</td>\n",
       "      <td id=\"T_e54ca_row3_col15\" class=\"data row3 col15\" >-0.236207</td>\n",
       "      <td id=\"T_e54ca_row3_col16\" class=\"data row3 col16\" >-0.288627</td>\n",
       "      <td id=\"T_e54ca_row3_col17\" class=\"data row3 col17\" >-0.210411</td>\n",
       "      <td id=\"T_e54ca_row3_col18\" class=\"data row3 col18\" >-0.263505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e54ca_level0_row4\" class=\"row_heading level0 row4\" >ifngamma</th>\n",
       "      <td id=\"T_e54ca_row4_col0\" class=\"data row4 col0\" >0.028367</td>\n",
       "      <td id=\"T_e54ca_row4_col1\" class=\"data row4 col1\" >0.750044</td>\n",
       "      <td id=\"T_e54ca_row4_col2\" class=\"data row4 col2\" >0.494296</td>\n",
       "      <td id=\"T_e54ca_row4_col3\" class=\"data row4 col3\" >-0.310915</td>\n",
       "      <td id=\"T_e54ca_row4_col4\" class=\"data row4 col4\" >1.000000</td>\n",
       "      <td id=\"T_e54ca_row4_col5\" class=\"data row4 col5\" >0.375722</td>\n",
       "      <td id=\"T_e54ca_row4_col6\" class=\"data row4 col6\" >0.368554</td>\n",
       "      <td id=\"T_e54ca_row4_col7\" class=\"data row4 col7\" >0.933985</td>\n",
       "      <td id=\"T_e54ca_row4_col8\" class=\"data row4 col8\" >0.181085</td>\n",
       "      <td id=\"T_e54ca_row4_col9\" class=\"data row4 col9\" >0.492297</td>\n",
       "      <td id=\"T_e54ca_row4_col10\" class=\"data row4 col10\" >0.412781</td>\n",
       "      <td id=\"T_e54ca_row4_col11\" class=\"data row4 col11\" >0.479059</td>\n",
       "      <td id=\"T_e54ca_row4_col12\" class=\"data row4 col12\" >0.101155</td>\n",
       "      <td id=\"T_e54ca_row4_col13\" class=\"data row4 col13\" >0.779431</td>\n",
       "      <td id=\"T_e54ca_row4_col14\" class=\"data row4 col14\" >0.451532</td>\n",
       "      <td id=\"T_e54ca_row4_col15\" class=\"data row4 col15\" >0.692426</td>\n",
       "      <td id=\"T_e54ca_row4_col16\" class=\"data row4 col16\" >0.782223</td>\n",
       "      <td id=\"T_e54ca_row4_col17\" class=\"data row4 col17\" >0.719207</td>\n",
       "      <td id=\"T_e54ca_row4_col18\" class=\"data row4 col18\" >0.669997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e54ca_level0_row5\" class=\"row_heading level0 row5\" >il10</th>\n",
       "      <td id=\"T_e54ca_row5_col0\" class=\"data row5 col0\" >-0.020368</td>\n",
       "      <td id=\"T_e54ca_row5_col1\" class=\"data row5 col1\" >0.436466</td>\n",
       "      <td id=\"T_e54ca_row5_col2\" class=\"data row5 col2\" >0.664964</td>\n",
       "      <td id=\"T_e54ca_row5_col3\" class=\"data row5 col3\" >-0.166206</td>\n",
       "      <td id=\"T_e54ca_row5_col4\" class=\"data row5 col4\" >0.375722</td>\n",
       "      <td id=\"T_e54ca_row5_col5\" class=\"data row5 col5\" >1.000000</td>\n",
       "      <td id=\"T_e54ca_row5_col6\" class=\"data row5 col6\" >0.170408</td>\n",
       "      <td id=\"T_e54ca_row5_col7\" class=\"data row5 col7\" >0.403432</td>\n",
       "      <td id=\"T_e54ca_row5_col8\" class=\"data row5 col8\" >0.140076</td>\n",
       "      <td id=\"T_e54ca_row5_col9\" class=\"data row5 col9\" >0.280245</td>\n",
       "      <td id=\"T_e54ca_row5_col10\" class=\"data row5 col10\" >0.457242</td>\n",
       "      <td id=\"T_e54ca_row5_col11\" class=\"data row5 col11\" >0.389750</td>\n",
       "      <td id=\"T_e54ca_row5_col12\" class=\"data row5 col12\" >0.097774</td>\n",
       "      <td id=\"T_e54ca_row5_col13\" class=\"data row5 col13\" >0.442361</td>\n",
       "      <td id=\"T_e54ca_row5_col14\" class=\"data row5 col14\" >0.385806</td>\n",
       "      <td id=\"T_e54ca_row5_col15\" class=\"data row5 col15\" >0.620481</td>\n",
       "      <td id=\"T_e54ca_row5_col16\" class=\"data row5 col16\" >0.439171</td>\n",
       "      <td id=\"T_e54ca_row5_col17\" class=\"data row5 col17\" >0.300991</td>\n",
       "      <td id=\"T_e54ca_row5_col18\" class=\"data row5 col18\" >0.444492</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e54ca_level0_row6\" class=\"row_heading level0 row6\" >il12</th>\n",
       "      <td id=\"T_e54ca_row6_col0\" class=\"data row6 col0\" >0.054970</td>\n",
       "      <td id=\"T_e54ca_row6_col1\" class=\"data row6 col1\" >0.260339</td>\n",
       "      <td id=\"T_e54ca_row6_col2\" class=\"data row6 col2\" >0.148070</td>\n",
       "      <td id=\"T_e54ca_row6_col3\" class=\"data row6 col3\" >-0.033597</td>\n",
       "      <td id=\"T_e54ca_row6_col4\" class=\"data row6 col4\" >0.368554</td>\n",
       "      <td id=\"T_e54ca_row6_col5\" class=\"data row6 col5\" >0.170408</td>\n",
       "      <td id=\"T_e54ca_row6_col6\" class=\"data row6 col6\" >1.000000</td>\n",
       "      <td id=\"T_e54ca_row6_col7\" class=\"data row6 col7\" >0.398808</td>\n",
       "      <td id=\"T_e54ca_row6_col8\" class=\"data row6 col8\" >0.197413</td>\n",
       "      <td id=\"T_e54ca_row6_col9\" class=\"data row6 col9\" >0.260844</td>\n",
       "      <td id=\"T_e54ca_row6_col10\" class=\"data row6 col10\" >0.300701</td>\n",
       "      <td id=\"T_e54ca_row6_col11\" class=\"data row6 col11\" >0.244419</td>\n",
       "      <td id=\"T_e54ca_row6_col12\" class=\"data row6 col12\" >0.115518</td>\n",
       "      <td id=\"T_e54ca_row6_col13\" class=\"data row6 col13\" >0.314940</td>\n",
       "      <td id=\"T_e54ca_row6_col14\" class=\"data row6 col14\" >0.132016</td>\n",
       "      <td id=\"T_e54ca_row6_col15\" class=\"data row6 col15\" >0.427060</td>\n",
       "      <td id=\"T_e54ca_row6_col16\" class=\"data row6 col16\" >0.354507</td>\n",
       "      <td id=\"T_e54ca_row6_col17\" class=\"data row6 col17\" >0.485122</td>\n",
       "      <td id=\"T_e54ca_row6_col18\" class=\"data row6 col18\" >0.428603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e54ca_level0_row7\" class=\"row_heading level0 row7\" >il13</th>\n",
       "      <td id=\"T_e54ca_row7_col0\" class=\"data row7 col0\" >0.037198</td>\n",
       "      <td id=\"T_e54ca_row7_col1\" class=\"data row7 col1\" >0.802374</td>\n",
       "      <td id=\"T_e54ca_row7_col2\" class=\"data row7 col2\" >0.572021</td>\n",
       "      <td id=\"T_e54ca_row7_col3\" class=\"data row7 col3\" >-0.357502</td>\n",
       "      <td id=\"T_e54ca_row7_col4\" class=\"data row7 col4\" >0.933985</td>\n",
       "      <td id=\"T_e54ca_row7_col5\" class=\"data row7 col5\" >0.403432</td>\n",
       "      <td id=\"T_e54ca_row7_col6\" class=\"data row7 col6\" >0.398808</td>\n",
       "      <td id=\"T_e54ca_row7_col7\" class=\"data row7 col7\" >1.000000</td>\n",
       "      <td id=\"T_e54ca_row7_col8\" class=\"data row7 col8\" >0.202042</td>\n",
       "      <td id=\"T_e54ca_row7_col9\" class=\"data row7 col9\" >0.531708</td>\n",
       "      <td id=\"T_e54ca_row7_col10\" class=\"data row7 col10\" >0.442948</td>\n",
       "      <td id=\"T_e54ca_row7_col11\" class=\"data row7 col11\" >0.503528</td>\n",
       "      <td id=\"T_e54ca_row7_col12\" class=\"data row7 col12\" >0.159311</td>\n",
       "      <td id=\"T_e54ca_row7_col13\" class=\"data row7 col13\" >0.809495</td>\n",
       "      <td id=\"T_e54ca_row7_col14\" class=\"data row7 col14\" >0.418689</td>\n",
       "      <td id=\"T_e54ca_row7_col15\" class=\"data row7 col15\" >0.737718</td>\n",
       "      <td id=\"T_e54ca_row7_col16\" class=\"data row7 col16\" >0.764736</td>\n",
       "      <td id=\"T_e54ca_row7_col17\" class=\"data row7 col17\" >0.717813</td>\n",
       "      <td id=\"T_e54ca_row7_col18\" class=\"data row7 col18\" >0.747175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e54ca_level0_row8\" class=\"row_heading level0 row8\" >il15</th>\n",
       "      <td id=\"T_e54ca_row8_col0\" class=\"data row8 col0\" >0.091752</td>\n",
       "      <td id=\"T_e54ca_row8_col1\" class=\"data row8 col1\" >0.241813</td>\n",
       "      <td id=\"T_e54ca_row8_col2\" class=\"data row8 col2\" >0.193861</td>\n",
       "      <td id=\"T_e54ca_row8_col3\" class=\"data row8 col3\" >-0.087955</td>\n",
       "      <td id=\"T_e54ca_row8_col4\" class=\"data row8 col4\" >0.181085</td>\n",
       "      <td id=\"T_e54ca_row8_col5\" class=\"data row8 col5\" >0.140076</td>\n",
       "      <td id=\"T_e54ca_row8_col6\" class=\"data row8 col6\" >0.197413</td>\n",
       "      <td id=\"T_e54ca_row8_col7\" class=\"data row8 col7\" >0.202042</td>\n",
       "      <td id=\"T_e54ca_row8_col8\" class=\"data row8 col8\" >1.000000</td>\n",
       "      <td id=\"T_e54ca_row8_col9\" class=\"data row8 col9\" >0.248006</td>\n",
       "      <td id=\"T_e54ca_row8_col10\" class=\"data row8 col10\" >0.466990</td>\n",
       "      <td id=\"T_e54ca_row8_col11\" class=\"data row8 col11\" >0.325552</td>\n",
       "      <td id=\"T_e54ca_row8_col12\" class=\"data row8 col12\" >0.211610</td>\n",
       "      <td id=\"T_e54ca_row8_col13\" class=\"data row8 col13\" >0.209317</td>\n",
       "      <td id=\"T_e54ca_row8_col14\" class=\"data row8 col14\" >0.150825</td>\n",
       "      <td id=\"T_e54ca_row8_col15\" class=\"data row8 col15\" >0.265412</td>\n",
       "      <td id=\"T_e54ca_row8_col16\" class=\"data row8 col16\" >0.076294</td>\n",
       "      <td id=\"T_e54ca_row8_col17\" class=\"data row8 col17\" >0.177314</td>\n",
       "      <td id=\"T_e54ca_row8_col18\" class=\"data row8 col18\" >0.359000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e54ca_level0_row9\" class=\"row_heading level0 row9\" >il17</th>\n",
       "      <td id=\"T_e54ca_row9_col0\" class=\"data row9 col0\" >-0.068860</td>\n",
       "      <td id=\"T_e54ca_row9_col1\" class=\"data row9 col1\" >0.478915</td>\n",
       "      <td id=\"T_e54ca_row9_col2\" class=\"data row9 col2\" >0.391024</td>\n",
       "      <td id=\"T_e54ca_row9_col3\" class=\"data row9 col3\" >0.028181</td>\n",
       "      <td id=\"T_e54ca_row9_col4\" class=\"data row9 col4\" >0.492297</td>\n",
       "      <td id=\"T_e54ca_row9_col5\" class=\"data row9 col5\" >0.280245</td>\n",
       "      <td id=\"T_e54ca_row9_col6\" class=\"data row9 col6\" >0.260844</td>\n",
       "      <td id=\"T_e54ca_row9_col7\" class=\"data row9 col7\" >0.531708</td>\n",
       "      <td id=\"T_e54ca_row9_col8\" class=\"data row9 col8\" >0.248006</td>\n",
       "      <td id=\"T_e54ca_row9_col9\" class=\"data row9 col9\" >1.000000</td>\n",
       "      <td id=\"T_e54ca_row9_col10\" class=\"data row9 col10\" >0.353137</td>\n",
       "      <td id=\"T_e54ca_row9_col11\" class=\"data row9 col11\" >0.656041</td>\n",
       "      <td id=\"T_e54ca_row9_col12\" class=\"data row9 col12\" >0.229345</td>\n",
       "      <td id=\"T_e54ca_row9_col13\" class=\"data row9 col13\" >0.467742</td>\n",
       "      <td id=\"T_e54ca_row9_col14\" class=\"data row9 col14\" >0.520928</td>\n",
       "      <td id=\"T_e54ca_row9_col15\" class=\"data row9 col15\" >0.451760</td>\n",
       "      <td id=\"T_e54ca_row9_col16\" class=\"data row9 col16\" >0.466016</td>\n",
       "      <td id=\"T_e54ca_row9_col17\" class=\"data row9 col17\" >0.302081</td>\n",
       "      <td id=\"T_e54ca_row9_col18\" class=\"data row9 col18\" >0.594334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e54ca_level0_row10\" class=\"row_heading level0 row10\" >il1beta</th>\n",
       "      <td id=\"T_e54ca_row10_col0\" class=\"data row10 col0\" >0.267359</td>\n",
       "      <td id=\"T_e54ca_row10_col1\" class=\"data row10 col1\" >0.314062</td>\n",
       "      <td id=\"T_e54ca_row10_col2\" class=\"data row10 col2\" >0.445546</td>\n",
       "      <td id=\"T_e54ca_row10_col3\" class=\"data row10 col3\" >-0.040962</td>\n",
       "      <td id=\"T_e54ca_row10_col4\" class=\"data row10 col4\" >0.412781</td>\n",
       "      <td id=\"T_e54ca_row10_col5\" class=\"data row10 col5\" >0.457242</td>\n",
       "      <td id=\"T_e54ca_row10_col6\" class=\"data row10 col6\" >0.300701</td>\n",
       "      <td id=\"T_e54ca_row10_col7\" class=\"data row10 col7\" >0.442948</td>\n",
       "      <td id=\"T_e54ca_row10_col8\" class=\"data row10 col8\" >0.466990</td>\n",
       "      <td id=\"T_e54ca_row10_col9\" class=\"data row10 col9\" >0.353137</td>\n",
       "      <td id=\"T_e54ca_row10_col10\" class=\"data row10 col10\" >1.000000</td>\n",
       "      <td id=\"T_e54ca_row10_col11\" class=\"data row10 col11\" >0.638172</td>\n",
       "      <td id=\"T_e54ca_row10_col12\" class=\"data row10 col12\" >0.123453</td>\n",
       "      <td id=\"T_e54ca_row10_col13\" class=\"data row10 col13\" >0.490802</td>\n",
       "      <td id=\"T_e54ca_row10_col14\" class=\"data row10 col14\" >0.221033</td>\n",
       "      <td id=\"T_e54ca_row10_col15\" class=\"data row10 col15\" >0.453011</td>\n",
       "      <td id=\"T_e54ca_row10_col16\" class=\"data row10 col16\" >0.380507</td>\n",
       "      <td id=\"T_e54ca_row10_col17\" class=\"data row10 col17\" >0.385047</td>\n",
       "      <td id=\"T_e54ca_row10_col18\" class=\"data row10 col18\" >0.582153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e54ca_level0_row11\" class=\"row_heading level0 row11\" >il2</th>\n",
       "      <td id=\"T_e54ca_row11_col0\" class=\"data row11 col0\" >0.246212</td>\n",
       "      <td id=\"T_e54ca_row11_col1\" class=\"data row11 col1\" >0.420381</td>\n",
       "      <td id=\"T_e54ca_row11_col2\" class=\"data row11 col2\" >0.469479</td>\n",
       "      <td id=\"T_e54ca_row11_col3\" class=\"data row11 col3\" >0.073912</td>\n",
       "      <td id=\"T_e54ca_row11_col4\" class=\"data row11 col4\" >0.479059</td>\n",
       "      <td id=\"T_e54ca_row11_col5\" class=\"data row11 col5\" >0.389750</td>\n",
       "      <td id=\"T_e54ca_row11_col6\" class=\"data row11 col6\" >0.244419</td>\n",
       "      <td id=\"T_e54ca_row11_col7\" class=\"data row11 col7\" >0.503528</td>\n",
       "      <td id=\"T_e54ca_row11_col8\" class=\"data row11 col8\" >0.325552</td>\n",
       "      <td id=\"T_e54ca_row11_col9\" class=\"data row11 col9\" >0.656041</td>\n",
       "      <td id=\"T_e54ca_row11_col10\" class=\"data row11 col10\" >0.638172</td>\n",
       "      <td id=\"T_e54ca_row11_col11\" class=\"data row11 col11\" >1.000000</td>\n",
       "      <td id=\"T_e54ca_row11_col12\" class=\"data row11 col12\" >0.223827</td>\n",
       "      <td id=\"T_e54ca_row11_col13\" class=\"data row11 col13\" >0.605978</td>\n",
       "      <td id=\"T_e54ca_row11_col14\" class=\"data row11 col14\" >0.448138</td>\n",
       "      <td id=\"T_e54ca_row11_col15\" class=\"data row11 col15\" >0.544815</td>\n",
       "      <td id=\"T_e54ca_row11_col16\" class=\"data row11 col16\" >0.426076</td>\n",
       "      <td id=\"T_e54ca_row11_col17\" class=\"data row11 col17\" >0.334738</td>\n",
       "      <td id=\"T_e54ca_row11_col18\" class=\"data row11 col18\" >0.718436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e54ca_level0_row12\" class=\"row_heading level0 row12\" >il2r</th>\n",
       "      <td id=\"T_e54ca_row12_col0\" class=\"data row12 col0\" >0.093771</td>\n",
       "      <td id=\"T_e54ca_row12_col1\" class=\"data row12 col1\" >0.081597</td>\n",
       "      <td id=\"T_e54ca_row12_col2\" class=\"data row12 col2\" >0.043457</td>\n",
       "      <td id=\"T_e54ca_row12_col3\" class=\"data row12 col3\" >0.013190</td>\n",
       "      <td id=\"T_e54ca_row12_col4\" class=\"data row12 col4\" >0.101155</td>\n",
       "      <td id=\"T_e54ca_row12_col5\" class=\"data row12 col5\" >0.097774</td>\n",
       "      <td id=\"T_e54ca_row12_col6\" class=\"data row12 col6\" >0.115518</td>\n",
       "      <td id=\"T_e54ca_row12_col7\" class=\"data row12 col7\" >0.159311</td>\n",
       "      <td id=\"T_e54ca_row12_col8\" class=\"data row12 col8\" >0.211610</td>\n",
       "      <td id=\"T_e54ca_row12_col9\" class=\"data row12 col9\" >0.229345</td>\n",
       "      <td id=\"T_e54ca_row12_col10\" class=\"data row12 col10\" >0.123453</td>\n",
       "      <td id=\"T_e54ca_row12_col11\" class=\"data row12 col11\" >0.223827</td>\n",
       "      <td id=\"T_e54ca_row12_col12\" class=\"data row12 col12\" >1.000000</td>\n",
       "      <td id=\"T_e54ca_row12_col13\" class=\"data row12 col13\" >0.085262</td>\n",
       "      <td id=\"T_e54ca_row12_col14\" class=\"data row12 col14\" >0.003752</td>\n",
       "      <td id=\"T_e54ca_row12_col15\" class=\"data row12 col15\" >0.207338</td>\n",
       "      <td id=\"T_e54ca_row12_col16\" class=\"data row12 col16\" >-0.066149</td>\n",
       "      <td id=\"T_e54ca_row12_col17\" class=\"data row12 col17\" >0.127249</td>\n",
       "      <td id=\"T_e54ca_row12_col18\" class=\"data row12 col18\" >0.298616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e54ca_level0_row13\" class=\"row_heading level0 row13\" >il4</th>\n",
       "      <td id=\"T_e54ca_row13_col0\" class=\"data row13 col0\" >0.010019</td>\n",
       "      <td id=\"T_e54ca_row13_col1\" class=\"data row13 col1\" >0.729213</td>\n",
       "      <td id=\"T_e54ca_row13_col2\" class=\"data row13 col2\" >0.562916</td>\n",
       "      <td id=\"T_e54ca_row13_col3\" class=\"data row13 col3\" >-0.315913</td>\n",
       "      <td id=\"T_e54ca_row13_col4\" class=\"data row13 col4\" >0.779431</td>\n",
       "      <td id=\"T_e54ca_row13_col5\" class=\"data row13 col5\" >0.442361</td>\n",
       "      <td id=\"T_e54ca_row13_col6\" class=\"data row13 col6\" >0.314940</td>\n",
       "      <td id=\"T_e54ca_row13_col7\" class=\"data row13 col7\" >0.809495</td>\n",
       "      <td id=\"T_e54ca_row13_col8\" class=\"data row13 col8\" >0.209317</td>\n",
       "      <td id=\"T_e54ca_row13_col9\" class=\"data row13 col9\" >0.467742</td>\n",
       "      <td id=\"T_e54ca_row13_col10\" class=\"data row13 col10\" >0.490802</td>\n",
       "      <td id=\"T_e54ca_row13_col11\" class=\"data row13 col11\" >0.605978</td>\n",
       "      <td id=\"T_e54ca_row13_col12\" class=\"data row13 col12\" >0.085262</td>\n",
       "      <td id=\"T_e54ca_row13_col13\" class=\"data row13 col13\" >1.000000</td>\n",
       "      <td id=\"T_e54ca_row13_col14\" class=\"data row13 col14\" >0.336091</td>\n",
       "      <td id=\"T_e54ca_row13_col15\" class=\"data row13 col15\" >0.669285</td>\n",
       "      <td id=\"T_e54ca_row13_col16\" class=\"data row13 col16\" >0.711649</td>\n",
       "      <td id=\"T_e54ca_row13_col17\" class=\"data row13 col17\" >0.600322</td>\n",
       "      <td id=\"T_e54ca_row13_col18\" class=\"data row13 col18\" >0.809062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e54ca_level0_row14\" class=\"row_heading level0 row14\" >il5</th>\n",
       "      <td id=\"T_e54ca_row14_col0\" class=\"data row14 col0\" >-0.061873</td>\n",
       "      <td id=\"T_e54ca_row14_col1\" class=\"data row14 col1\" >0.505447</td>\n",
       "      <td id=\"T_e54ca_row14_col2\" class=\"data row14 col2\" >0.448692</td>\n",
       "      <td id=\"T_e54ca_row14_col3\" class=\"data row14 col3\" >-0.087407</td>\n",
       "      <td id=\"T_e54ca_row14_col4\" class=\"data row14 col4\" >0.451532</td>\n",
       "      <td id=\"T_e54ca_row14_col5\" class=\"data row14 col5\" >0.385806</td>\n",
       "      <td id=\"T_e54ca_row14_col6\" class=\"data row14 col6\" >0.132016</td>\n",
       "      <td id=\"T_e54ca_row14_col7\" class=\"data row14 col7\" >0.418689</td>\n",
       "      <td id=\"T_e54ca_row14_col8\" class=\"data row14 col8\" >0.150825</td>\n",
       "      <td id=\"T_e54ca_row14_col9\" class=\"data row14 col9\" >0.520928</td>\n",
       "      <td id=\"T_e54ca_row14_col10\" class=\"data row14 col10\" >0.221033</td>\n",
       "      <td id=\"T_e54ca_row14_col11\" class=\"data row14 col11\" >0.448138</td>\n",
       "      <td id=\"T_e54ca_row14_col12\" class=\"data row14 col12\" >0.003752</td>\n",
       "      <td id=\"T_e54ca_row14_col13\" class=\"data row14 col13\" >0.336091</td>\n",
       "      <td id=\"T_e54ca_row14_col14\" class=\"data row14 col14\" >1.000000</td>\n",
       "      <td id=\"T_e54ca_row14_col15\" class=\"data row14 col15\" >0.491866</td>\n",
       "      <td id=\"T_e54ca_row14_col16\" class=\"data row14 col16\" >0.511682</td>\n",
       "      <td id=\"T_e54ca_row14_col17\" class=\"data row14 col17\" >0.249805</td>\n",
       "      <td id=\"T_e54ca_row14_col18\" class=\"data row14 col18\" >0.351729</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e54ca_level0_row15\" class=\"row_heading level0 row15\" >il6</th>\n",
       "      <td id=\"T_e54ca_row15_col0\" class=\"data row15 col0\" >0.026794</td>\n",
       "      <td id=\"T_e54ca_row15_col1\" class=\"data row15 col1\" >0.677255</td>\n",
       "      <td id=\"T_e54ca_row15_col2\" class=\"data row15 col2\" >0.717995</td>\n",
       "      <td id=\"T_e54ca_row15_col3\" class=\"data row15 col3\" >-0.236207</td>\n",
       "      <td id=\"T_e54ca_row15_col4\" class=\"data row15 col4\" >0.692426</td>\n",
       "      <td id=\"T_e54ca_row15_col5\" class=\"data row15 col5\" >0.620481</td>\n",
       "      <td id=\"T_e54ca_row15_col6\" class=\"data row15 col6\" >0.427060</td>\n",
       "      <td id=\"T_e54ca_row15_col7\" class=\"data row15 col7\" >0.737718</td>\n",
       "      <td id=\"T_e54ca_row15_col8\" class=\"data row15 col8\" >0.265412</td>\n",
       "      <td id=\"T_e54ca_row15_col9\" class=\"data row15 col9\" >0.451760</td>\n",
       "      <td id=\"T_e54ca_row15_col10\" class=\"data row15 col10\" >0.453011</td>\n",
       "      <td id=\"T_e54ca_row15_col11\" class=\"data row15 col11\" >0.544815</td>\n",
       "      <td id=\"T_e54ca_row15_col12\" class=\"data row15 col12\" >0.207338</td>\n",
       "      <td id=\"T_e54ca_row15_col13\" class=\"data row15 col13\" >0.669285</td>\n",
       "      <td id=\"T_e54ca_row15_col14\" class=\"data row15 col14\" >0.491866</td>\n",
       "      <td id=\"T_e54ca_row15_col15\" class=\"data row15 col15\" >1.000000</td>\n",
       "      <td id=\"T_e54ca_row15_col16\" class=\"data row15 col16\" >0.689055</td>\n",
       "      <td id=\"T_e54ca_row15_col17\" class=\"data row15 col17\" >0.601472</td>\n",
       "      <td id=\"T_e54ca_row15_col18\" class=\"data row15 col18\" >0.688109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e54ca_level0_row16\" class=\"row_heading level0 row16\" >il7</th>\n",
       "      <td id=\"T_e54ca_row16_col0\" class=\"data row16 col0\" >-0.078327</td>\n",
       "      <td id=\"T_e54ca_row16_col1\" class=\"data row16 col1\" >0.736280</td>\n",
       "      <td id=\"T_e54ca_row16_col2\" class=\"data row16 col2\" >0.512550</td>\n",
       "      <td id=\"T_e54ca_row16_col3\" class=\"data row16 col3\" >-0.288627</td>\n",
       "      <td id=\"T_e54ca_row16_col4\" class=\"data row16 col4\" >0.782223</td>\n",
       "      <td id=\"T_e54ca_row16_col5\" class=\"data row16 col5\" >0.439171</td>\n",
       "      <td id=\"T_e54ca_row16_col6\" class=\"data row16 col6\" >0.354507</td>\n",
       "      <td id=\"T_e54ca_row16_col7\" class=\"data row16 col7\" >0.764736</td>\n",
       "      <td id=\"T_e54ca_row16_col8\" class=\"data row16 col8\" >0.076294</td>\n",
       "      <td id=\"T_e54ca_row16_col9\" class=\"data row16 col9\" >0.466016</td>\n",
       "      <td id=\"T_e54ca_row16_col10\" class=\"data row16 col10\" >0.380507</td>\n",
       "      <td id=\"T_e54ca_row16_col11\" class=\"data row16 col11\" >0.426076</td>\n",
       "      <td id=\"T_e54ca_row16_col12\" class=\"data row16 col12\" >-0.066149</td>\n",
       "      <td id=\"T_e54ca_row16_col13\" class=\"data row16 col13\" >0.711649</td>\n",
       "      <td id=\"T_e54ca_row16_col14\" class=\"data row16 col14\" >0.511682</td>\n",
       "      <td id=\"T_e54ca_row16_col15\" class=\"data row16 col15\" >0.689055</td>\n",
       "      <td id=\"T_e54ca_row16_col16\" class=\"data row16 col16\" >1.000000</td>\n",
       "      <td id=\"T_e54ca_row16_col17\" class=\"data row16 col17\" >0.638858</td>\n",
       "      <td id=\"T_e54ca_row16_col18\" class=\"data row16 col18\" >0.606169</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e54ca_level0_row17\" class=\"row_heading level0 row17\" >il8</th>\n",
       "      <td id=\"T_e54ca_row17_col0\" class=\"data row17 col0\" >0.002176</td>\n",
       "      <td id=\"T_e54ca_row17_col1\" class=\"data row17 col1\" >0.531052</td>\n",
       "      <td id=\"T_e54ca_row17_col2\" class=\"data row17 col2\" >0.371020</td>\n",
       "      <td id=\"T_e54ca_row17_col3\" class=\"data row17 col3\" >-0.210411</td>\n",
       "      <td id=\"T_e54ca_row17_col4\" class=\"data row17 col4\" >0.719207</td>\n",
       "      <td id=\"T_e54ca_row17_col5\" class=\"data row17 col5\" >0.300991</td>\n",
       "      <td id=\"T_e54ca_row17_col6\" class=\"data row17 col6\" >0.485122</td>\n",
       "      <td id=\"T_e54ca_row17_col7\" class=\"data row17 col7\" >0.717813</td>\n",
       "      <td id=\"T_e54ca_row17_col8\" class=\"data row17 col8\" >0.177314</td>\n",
       "      <td id=\"T_e54ca_row17_col9\" class=\"data row17 col9\" >0.302081</td>\n",
       "      <td id=\"T_e54ca_row17_col10\" class=\"data row17 col10\" >0.385047</td>\n",
       "      <td id=\"T_e54ca_row17_col11\" class=\"data row17 col11\" >0.334738</td>\n",
       "      <td id=\"T_e54ca_row17_col12\" class=\"data row17 col12\" >0.127249</td>\n",
       "      <td id=\"T_e54ca_row17_col13\" class=\"data row17 col13\" >0.600322</td>\n",
       "      <td id=\"T_e54ca_row17_col14\" class=\"data row17 col14\" >0.249805</td>\n",
       "      <td id=\"T_e54ca_row17_col15\" class=\"data row17 col15\" >0.601472</td>\n",
       "      <td id=\"T_e54ca_row17_col16\" class=\"data row17 col16\" >0.638858</td>\n",
       "      <td id=\"T_e54ca_row17_col17\" class=\"data row17 col17\" >1.000000</td>\n",
       "      <td id=\"T_e54ca_row17_col18\" class=\"data row17 col18\" >0.556885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th id=\"T_e54ca_level0_row18\" class=\"row_heading level0 row18\" >ilra</th>\n",
       "      <td id=\"T_e54ca_row18_col0\" class=\"data row18 col0\" >0.008464</td>\n",
       "      <td id=\"T_e54ca_row18_col1\" class=\"data row18 col1\" >0.665777</td>\n",
       "      <td id=\"T_e54ca_row18_col2\" class=\"data row18 col2\" >0.573143</td>\n",
       "      <td id=\"T_e54ca_row18_col3\" class=\"data row18 col3\" >-0.263505</td>\n",
       "      <td id=\"T_e54ca_row18_col4\" class=\"data row18 col4\" >0.669997</td>\n",
       "      <td id=\"T_e54ca_row18_col5\" class=\"data row18 col5\" >0.444492</td>\n",
       "      <td id=\"T_e54ca_row18_col6\" class=\"data row18 col6\" >0.428603</td>\n",
       "      <td id=\"T_e54ca_row18_col7\" class=\"data row18 col7\" >0.747175</td>\n",
       "      <td id=\"T_e54ca_row18_col8\" class=\"data row18 col8\" >0.359000</td>\n",
       "      <td id=\"T_e54ca_row18_col9\" class=\"data row18 col9\" >0.594334</td>\n",
       "      <td id=\"T_e54ca_row18_col10\" class=\"data row18 col10\" >0.582153</td>\n",
       "      <td id=\"T_e54ca_row18_col11\" class=\"data row18 col11\" >0.718436</td>\n",
       "      <td id=\"T_e54ca_row18_col12\" class=\"data row18 col12\" >0.298616</td>\n",
       "      <td id=\"T_e54ca_row18_col13\" class=\"data row18 col13\" >0.809062</td>\n",
       "      <td id=\"T_e54ca_row18_col14\" class=\"data row18 col14\" >0.351729</td>\n",
       "      <td id=\"T_e54ca_row18_col15\" class=\"data row18 col15\" >0.688109</td>\n",
       "      <td id=\"T_e54ca_row18_col16\" class=\"data row18 col16\" >0.606169</td>\n",
       "      <td id=\"T_e54ca_row18_col17\" class=\"data row18 col17\" >0.556885</td>\n",
       "      <td id=\"T_e54ca_row18_col18\" class=\"data row18 col18\" >1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f0223842c10>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cross_corr = data[cols].corr(method = 'pearson')\n",
    "\n",
    "# Using .style we can create a visually accented table\n",
    "cross_corr.style.background_gradient(cmap='RdBu', vmin=-1, vmax=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2a9c851c-2dad-43d9-8173-db2ce53836c5",
   "metadata": {},
   "source": [
    "`cross_corr` is just a `DataFrame`, which means we can extract columns."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "4dba6e27-13c7-4cb0-bbf4-43b91e05d506",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 34,
     "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": [
    "# How does each cytokine correlate with Age?\n",
    "\n",
    "cross_corr['Age'].plot(kind='bar')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "497f31a7-30d4-4812-8b22-5d27f7e3e761",
   "metadata": {},
   "source": [
    "These excercises should provide a basic set of plotting tools to visualize tabular data.\n",
    "In the next week we'll explore more advanced 'statistical plotting' with the `seaborn` library.\n",
    "This will add additional features like better faceting across groups, confidence intervals through bootstrapping, better legends, and more control to our plots.\n",
    "In future weeks we'll also explore how to assess statistical significance across groups and strategies for finding correlated parameters."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "11c324ba-2a1d-4eb7-bb2b-4398eab5625f",
   "metadata": {},
   "source": [
    "## Matplotlib Gotchas"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f8b3c634-cb44-4b3c-9b27-e0f61d25bfad",
   "metadata": {},
   "source": [
    "![Rakes](https://media.giphy.com/media/v1.Y2lkPTc5MGI3NjExbDdhNHg4NjE2N2s1cnd2MTdhYjV3NGttaThwbHE5MG93MDIydWhwdyZlcD12MV9pbnRlcm5hbF9naWZfYnlfaWQmY3Q9Zw/3o6Mbtdd7dhvbvugg0/giphy.gif)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e15b6d86-e101-41f0-a013-00084c7f799e",
   "metadata": {},
   "source": [
    "While Matplotlib is great, it is sometimes incredibly frustrating.\n",
    "Here's a handful of common rakes that I run across."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d38d18fa-0be9-4f8a-bfa3-a14978d4ebb0",
   "metadata": {},
   "source": [
    "How do you get plots out of here?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "a4613131-49b8-4498-8d25-772b89dd2f63",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Make the plot and grab the axis object\n",
    "\n",
    "ax = data['eotaxin'].plot(kind = 'hist')\n",
    "\n",
    "ax.set_xlabel('eotaxin')\n",
    "\n",
    "# Get the Figure handle this axis is on\n",
    "fig = ax.figure\n",
    "\n",
    "\n",
    "# Save the figure\n",
    "fig.savefig('eotaxin_hist.png', # Can be any extension, but you probably want PNGs\n",
    "            dpi = 50 # Good quality for viewing and debugging, use 300 for publications\n",
    "            )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "70705ad7-2249-4e71-afd6-740aa4eccc12",
   "metadata": {},
   "source": [
    "Overlapping labels."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "b1c2e096-4871-42ae-9cac-bda37d264b1c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "egf           Axes(0.125,0.11;0.168478x0.77)\n",
       "eotaxin    Axes(0.327174,0.11;0.168478x0.77)\n",
       "gmcsf      Axes(0.529348,0.11;0.168478x0.77)\n",
       "hgf        Axes(0.731522,0.11;0.168478x0.77)\n",
       "dtype: object"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data[['Sex', 'egf', 'eotaxin', 'hgf', 'gmcsf']].plot(kind='box', by = 'Sex')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "dafd39c1-9474-4c88-af3f-8b264d986456",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Grab the series of axis objects\n",
    "ax_ser = data[['Sex', 'egf', 'eotaxin', 'hgf', 'gmcsf']].plot(kind='box', by = 'Sex')\n",
    "\n",
    "# Somehow get the figure object\n",
    "fig = ax_ser.iloc[0].figure\n",
    "\n",
    "# Re-layout the figure\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "69787c9b-9e1e-4f73-9e76-016a7c4fce43",
   "metadata": {},
   "source": [
    "Rotating labels."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "974d5fe7-bdf0-4123-899b-65848097addd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Grab the series of axis objects\n",
    "ax_ser = data[['Sex', 'egf', 'eotaxin', 'hgf', 'gmcsf']].plot(kind='box', by = 'Sex')\n",
    "\n",
    "# Somehow get the figure object\n",
    "fig = ax_ser.iloc[0].figure\n",
    "\n",
    "# Create a function that fixes each axis\n",
    "# lambda ax: ax.tick_params(axis='x', labelrotation=90)\n",
    "\n",
    "# Apply that function across all axes BEFORE the re-layout\n",
    "ax_ser.map(lambda ax: ax.tick_params(axis='x', labelrotation=90))\n",
    "\n",
    "# Re-layout the figure\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "74890838",
   "metadata": {},
   "source": [
    "---------------------------------------------"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9f8638f6",
   "metadata": {},
   "source": [
    "## Submission\n",
    "\n",
    "Upload the completed assignment to BBLearn."
   ]
  }
 ],
 "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"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}