{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "ch07-faceting-style-title",
   "metadata": {},
   "source": [
    "# Faceting, Multivariate Views, and Style"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ch07-shared-setup",
   "metadata": {
    "tags": [
     "hide-input",
     "thebe-init",
     "runnable"
    ]
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "sns.set_theme(style='whitegrid', context='notebook')\n",
    "tips = sns.load_dataset('tips')\n",
    "planets = sns.load_dataset('planets')\n",
    "iris = sns.load_dataset('iris')\n",
    "penguins = sns.load_dataset('penguins')\n",
    "data = tips[['total_bill', 'tip']]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "09e0426b",
   "metadata": {},
   "source": [
    "```{contents}\n",
    ":local:\n",
    ":depth: 2\n",
    "```\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "seaborn-core-learning-path",
   "metadata": {},
   "source": [
    "**Core learning path**\n",
    "\n",
    "First, use `displot()`, `relplot()`, and `catplot()` to compare groups in separate panels. Then practice reading multivariate charts and choosing readable colors, labels, and sizes. You do not need to memorize every plotting function to answer a business question.\n",
    "\n",
    "| Focus | What to practice |\n",
    "|---|---|\n",
    "| Faceting | Choose a grouping column and compare panels using consistent axes and bins. |\n",
    "| Multivariate reading | Read pair-plot panels and explain the direction of relationships in a heatmap. |\n",
    "| Readability | Use category colors, numerical color scales, labels, and marker sizes deliberately. |\n",
    "| Optional extensions | Construct `FacetGrid` directly, explore joint-plot variants, or study how KDE curves are built. |\n",
    "\n",
    "The optional extensions below provide extra practice after you are comfortable with the core path. Assignment instructions still specify the tasks to complete.\n",
    "\n",
    "**Recommended classroom practice**\n",
    "\n",
    "Use the exercises below as the core practice path for this section. Additional practice reinforces the same skills; optional extensions explore more advanced tools. These labels guide your study and classroom work. Follow your instructor's directions and the separate Lab and Homework instructions for assigned work.\n",
    "\n",
    "1. **Compare Meal Times with Facets**.\n",
    "2. **Read Two Pair-Plot Panels**.\n",
    "3. **Read a Correlation Heatmap**.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ch07-wrapper-parent",
   "metadata": {},
   "source": [
    "## Figure-Level Wrappers and Faceting\n",
    "\n",
    "**Compare the same question across panels.** Read the facet labels first: each identifies the observations included in that panel. Then check whether the axes and histogram bins are consistent before comparing heights, slopes, or spreads. A panel with more points or taller count bars may simply contain more observations. Empty space can reflect few observations; it does not establish that a combination is impossible.\n",
    "\n",
    "For the restaurant examples, ask whether the bill-tip relationship looks similar at lunch and dinner, then consider how party size and the number of recorded bills could affect the comparison. These panels describe this sample; they do not isolate the causal effect of meal time."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "97de4417",
   "metadata": {},
   "source": [
    "These wrappers make small-multiple comparisons much easier (`row=`, `col=`, `hue=`, `height=`, `aspect=`).\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "61b044f4",
   "metadata": {},
   "source": [
    "### `displot()`\n",
    "\n",
    "The `col=` is set to `time`, meaning lunch and dinner. So we get two plots automatically. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "432c77b7",
   "metadata": {
    "tags": []
   },
   "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>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "      <th>tip_pct</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "      <td>5.944673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "      <td>16.054159</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "      <td>16.658734</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   total_bill   tip     sex smoker  day    time  size    tip_pct\n",
       "0       16.99  1.01  Female     No  Sun  Dinner     2   5.944673\n",
       "1       10.34  1.66    Male     No  Sun  Dinner     3  16.054159\n",
       "2       21.01  3.50    Male     No  Sun  Dinner     3  16.658734"
      ]
     },
     "execution_count": 170,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tips.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "aaa348ec",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x11e039950>"
      ]
     },
     "execution_count": 166,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.displot(data=tips, x='total_bill', col='time', kde=True, height=3, aspect=1.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8050685a",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x11b875090>"
      ]
     },
     "execution_count": 178,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.displot(data=tips, kind='kde', x='tip', col='time', height=3, aspect=1.2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b214de24",
   "metadata": {},
   "source": [
    "### `relplot()`\n",
    "\n",
    "`relplot()` is a figure-level Seaborn function for relational data.\n",
    "\n",
    "| Parameter | Value | Effect |\n",
    "|---|---|---|\n",
    "| `kind` | `'scatter'` | Uses scatter plots |\n",
    "| `x`, `y` | `'total_bill'`, `'tip'` | Axes in each panel |\n",
    "| `hue` | `'sex'` | Point color encodes sex |\n",
    "| `col` | `'time'` | Separate columns for Lunch / Dinner |\n",
    "| `row` | `'smoker'` | Separate rows for Yes / No smoker |\n",
    "| `height`, `aspect` | `3`, `1` | Each facet is about 3×3 inches |\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6fbadebf",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x11ae8f610>"
      ]
     },
     "execution_count": 179,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 705.875x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(\n",
    "    data=tips,\n",
    "    x='total_bill', y='tip',\n",
    "    hue='sex', col='time', row='smoker',\n",
    "    kind='scatter', height=3, aspect=1\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "id": "core-meal-facets-question",
   "metadata": {
    "tags": [
     "thebe-interactive"
    ]
   },
   "execution_count": null,
   "outputs": [],
   "source": [
    "### Exercise: Compare Meal Times with Facets\n",
    "# Practice path: Core classroom practice.\n",
    "# A manager wants to compare the relationship between bill amount and tip amount\n",
    "# at lunch and dinner without overlapping the two groups in one panel.\n",
    "# 1. Use sns.relplot() to draw total_bill on x and tip on y from tips.\n",
    "# 2. Put Lunch and Dinner in separate column panels using the time variable.\n",
    "# 3. Use scatter plots and keep the same x and y scales across both panels.\n",
    "# 4. Label the axes 'Total bill ($)' and 'Tip ($)'.\n",
    "# 5. In comments, describe the direction of the relationship in each panel.\n",
    "#    Do the two meals show broadly similar or different directions?\n",
    "# 6. Explain why consistent axes help this comparison and why more dinner points\n",
    "#    would not, by itself, mean that dinner customers leave larger tips.\n",
    "### Your code starts here.\n",
    "\n",
    "\n",
    "\n",
    "### Your code ends here.\n"
   ]
  },
  {
   "cell_type": "code",
   "id": "core-meal-facets-solution",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "execution_count": 1,
   "outputs": [
    {
     "output_type": "display_data",
     "metadata": {},
     "data": {
      "image/png": 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"
     }
    }
   ],
   "source": [
    "### Solution\n",
    "g = sns.relplot(\n",
    "    data=tips, x='total_bill', y='tip', col='time',\n",
    "    col_order=['Lunch', 'Dinner'], kind='scatter', height=3,\n",
    "    facet_kws={'sharex': True, 'sharey': True}\n",
    ")\n",
    "g.set_axis_labels('Total bill ($)', 'Tip ($)')\n",
    "plt.show()\n",
    "# Finding: Both panels show a broadly positive association: larger bills tend\n",
    "# to accompany larger tips, with substantial variation around that pattern.\n",
    "# Consistent axes make equal distances represent equal dollar differences.\n",
    "# More dinner points indicate more recorded dinner bills, not larger tips per bill.\n",
    "# Limitation: These sample relationships do not isolate the effect of meal time.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1b1e5a64",
   "metadata": {},
   "source": [
    "### `catplot()`\n",
    "\n",
    "`catplot()` is the figure-level wrapper for categorical comparisons. Its `kind=` selects a chart type, such as `'box'`, `'bar'`, or `'count'`, while `row=` and `col=` divide the observations into panels. Use it when you want the same categorical comparison repeated across groups; use an axes-level function such as `boxplot()` when you want to place the chart on an axes you created yourself.\n",
    "\n",
    "A manager asks: “How do bill distributions differ by day and recorded sex group, separately at lunch and dinner?” The example below answers that question with box plots rather than mean bars, keeping information about typical bill amounts and their spread.\n",
    "\n",
    "| Argument | What it controls in this example |\n",
    "|---|---|\n",
    "| `x='day'` | Day categories within each panel. |\n",
    "| `y='total_bill'` | Bill amount in dollars. |\n",
    "| `hue='sex'` | Separate colored boxes for the recorded sex groups within each day. |\n",
    "| `col='time'` | Separate Lunch and Dinner panels. |\n",
    "| `kind='box'` | Medians, quartiles, whiskers, and potential outliers. |\n",
    "| `height=3, aspect=1` | Each panel is about three inches tall and three inches wide. |\n",
    "\n",
    "Notice the distinction between `hue` and `col`: color separates groups within a panel; faceting places groups in separate panels. Each box summarizes multiple bills, so a box is not one customer or one bill.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1f55f417",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "seaborn.axisgrid.FacetGrid"
      ]
     },
     "execution_count": 181,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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b3bp1rUmTJjZhwgTPtLkKTLIKtLkqVKiQex4AAABJEMAePnzY+vbt62o9A7Zv326dOnWyM88809555x3r0aOHPffcc+7zeKHNFQAAQHx5JoDV7fdTTjkl3bY333zT8uXLZ4MGDbLKlStb27ZtrWPHju52fbyoHlWZ4kCHgIxtrvQ8AAAAErwG9scff7QpU6bYe++9Z5dddlna9nnz5lnDhg0tb97/HmajRo1s9OjRtmXLFitZsmTMj1W1rypxUBAdKCOgzRUAIJFt2LDB9uzZE9a/UVKqTJkyUTsmJLe4B7C7du2yfv362UMPPWRly5bN9AdTtWrVdNsCGc7169fHJYClzRUAZC+oIaDxp507d1rXrl3t2LFjYf273Llzu3krRYsWjdqxIXnFPYB99NFH3cStli1bZnruwIEDWdaaSsZb+OFQ57DgWttwXXjhha7e9fPPP7fNmzfbFVdc4SaYaWDOyX4B5IwmUkZCTseIZKDkg+5ChdOJUQGN7qCdeuqpUT02RJZK+YYMGeLaRWa0du1aGzFihPXs2dPOOOOMdM9pwrP+rZf+liI1RiDJA1iVDKhMYPr06Vk+X6BAATt06FC6bYHANSe/hJowpu4GOaXAO3jCmT4AxE/9+vUjsp9IjRGJTnedlGgIpvIulVm1adMm010yjekKePSBxBC4Rusxq7kh27Zts0QcI5DkAay6CWzdujVd3asMGDDAPvroI5fRzDirP/B16dKls/199Y6wSpUq2f73ABIbY0T2qaRKAex5553n7lQloo0bN2aZjTweZSJzcs3yssBdUZXTJer/N7wprgGsWmJlfPd+1VVX2Z133mnXXnutvf/++zZ58mQ7evSo5cmTxz0/Z84c94dSokSJbH/fXLlycRsBwHExRmSfsqyBx0T8GaoetHfv3mHVgyZyLWii/3/Du+IawB7vHamCUz2ntlljx461/v37W+fOnW3hwoU2fvx4GzhwYMyPFQAABaGq4804ee2vv/6yF154wfr06WPly5fPNHktEYNXIKkncZ2IAlkFsIMHD7bWrVtbqVKlXMcCfQ4AQDycqJOCglfKT4AkDGCXLVuW7us6deq4HrEAAACAp1biAgAAAEJBAAsAAABfIYAFAACArxDAAgAAwFcIYAEAAOArBLAAAADwFQJYAAAA+AoBLAAAAHzFcwsZAACQzDZs2JBpqdqT0XK1J1ohDEg0BLAetW7dOps5c6Zt2rTJTj/9dLvyyiutXLly8T4sAEAU7dy507p27WrHjh0L69/lzp3bJkyYYEWLFo3asQFeQgDrQbNmzbLhw4db4cKFrWLFivbLL7/Y1KlTrVevXta0adN4Hx4AIEoUgI4ePTrLDOxff/1lL7zwgvXp08fKly+fKQPr9+A13MwzWefkRgDrwcyrgldlXLt06WL58+e3gwcP2pgxY9z2GjVqkIkFgAR2sqBMwWuVKlUs2TPPZJ2TGwGsx6hsQJnX22+/3VJSUtw2BbH6evbs2e75W265Jd6HCQBA1DPPiZ51RvYRwHqMal5VNhAIXgMUxFaqVMk9DwBAMmWeEzHrjJwhgPXYjFBN2FLNq8oGFLQG6OuVK1das2bNwt4nAABAUgawHTp0CHmnuXLlstdee80SQaxnhKr2VRO2VPOqsoHgGth9+/a55wEAAJJZyAFsamqqReO1XhfrGaGaoKVuA5qw9f3337tyAmVeFbxqOxO4AABAsgs5gJ04caIlq1jPCFWrLHUbCPSBVdkAfWABAADCDGDV3ikcBFs5o58f3QYAAAByEMA2adLE1baGaunSpSG/FgAAAIh4APvEE0+EFcACAAAAcQ1g27RpE5UDAAAAAKISwI4YMcJuuOEGK126tPv8RJSp7dGjR1gHAgAAAEQ8gL3kkksIYAEAAOCPAPa3337L8nMAAAAglnLndAcrVqxwS5+qqX92bN261e69915r1KiR1atXz60+pX0GdzNo37691a1b13VC0OpWAAAASF4hZ2CzWthAK1QpAA0oW7asW5XqmmuuCXk/KjXQMq1aKrVw4cI2dOhQ69ixo3366ad24MAB69SpkwtcBw4caPPnz3ePel3btm2ze+gAAABItgD29ddft8GDB7sVo7RCVIkSJWzLli32wQcfuGxqnjx5rHnz5ifdz86dO+2MM86wrl27WtWqVd22O+64w6677jr7448/3FKq+fLls0GDBlnevHmtcuXKtnr1ahfsEsACAAAkp2wFsLqNr9v6Dz30ULrtrVq1sv79+7tJXqEEsEWLFrXnn38+7ett27bZ+PHj3dKtWpp1+PDh1rBhQxe8BqjUQJlfBcwlS5a0RKWVzwJLyZ5++uksJQsAAJCTGtgNGza42/pZUflAduphH374Ybvgggvsww8/dNndQoUKue+jYDaYgjlZv369JapZs2ZZ9+7dbcaMGbZjxw73qK+1HQAAINllKwNbu3Ztd3v/wgsvzPTcr7/+atWqVQt7n7fccovdeOONNmnSJFcX+8Ybb7ga2JSUlHSvy58/v3s8ePCgZVdqaqrt27fPckrHF3iMxP4Cgbkyz5dffrmrBdb5Hzp0yMaNG+e2V6pUKVNQD+A/9MY3EiI1RiSjaIyLfhCL8/bizzbaxxTp/UdqjIiFxYsX27PPPuseNVfonHPOsd69e7tJ7TJv3jwbMmSILVq0yMVGihvuu+8+K168uB09etTFVEoofvzxx26b3H///fbJJ5/Y1KlTXTyRFAHsjz/+mPb53//+d3vyySdt//79rlSgVKlSLlP41Vdfucldjz/+eNgHopIBUfZ1wYIFrs62QIECLngLFghcc/JLePjwYdfdIBK3+WXVqlU5CqiDKcuqX0SVSgR3Y1B2evbs2fbWW2+52mMAmdWvXz8i+4nUGJGMojEu+kEsztuLP9toH1Ok9x+pMSLa9uzZY507d3axgJJXioVGjRplt912m3355Zeunakmuet5BbGaU6RJ8B06dLC3337bxU9PPfWUtW7d2p5++mn3ofji3XfftQEDBvg+eA0rgL355pvdAgXBGQoFmcqYBm+Tu+66K6TBXzWvyuReffXVaXWuuXPndsGsaj+VadRjsMDXWlAhuzQxLBAw50QgG1yxYsWI/TKo+4L2VadOnUzPaRKb3oVVr149It8LQHTHiGQUjXHRD2Jx3l782Ub7mLx4zrGwfPly2759uwtIzz33XLdN5z9lyhTbu3evmz+kn4nmBGnivChDqwTjO++8Y+3atXNjWK9evdxrlfh69NFH7bLLLrN//vOfcT67GAew0ei/qolYars1duxYu/jii9MyHypDUI2tJmlNnjzZpcID/0Fz5sxx/2nqfJBdCsQjcRtB73ACj5G6LaGJWrodoPMN/OGK3nmqA0OzZs18dQsE8KNIjRHJKBrjoh/E4ry9+LON9jF58Zxj4W9/+5u77d+tWzd33VeM1LhxY9fpSXe/FyxY4LKxShweOXLE/Zvy5cu7RNd3333nAljRa5R5vfPOO61YsWL2xBNPWKIIOYBVN4BwKVuoOk61wapQoUKm59U6S8vTquRAH+pKoHcTu3btcv9OAZyCW3U2UCp94cKFrkuBesEmKnUbUG2KWoVpUQf9DBS86mvV/+h5AACQuNTvXne4VTagGlZlXhXEq82oWo8eO3bMXnnlFfeRUXDyS8mwa6+91gW8urObk+RfwixkEAq9M/jhhx9cuvt4XnjhBZfevvvuu2337t3WoEED958WaBmlAFZ1sarjUK1tv3793OeJSuetlL9qXlReoWzzypUrXfCq7bTSAgAg8alkQJO4dBdaCbz333/f/u///s+VUObKlcsl+lQykFHBggXTPt+8ebOLJ1R6+MUXX7gJXMroJoKoBrChKFKkiKvL0EdW9I5B7zySiWpVatSokdYHVr9s9IEFACA5KNBUXDR9+nSXvKtXr577UKtRrYBao0YNl9xSV6gAdWpQqcCll16aVsP/yCOPuCys7l4/+OCD7g627qgHuhL4WdwDWGRNwapaiwFAvOmNtEq7QhHoAx5OP/BTTz01rcc3AHMTt1QmoLaiKidUSYFKCXSn+qqrrnLzhLT9nnvucSUCytL+61//cqUCWtFU3nvvPfv888/dXe7TTjvNBbMtWrRwgfGwYcPM7whgAQAnDF67de9uhzO0NDwZlYeFKl9Kir08ahRBLPD/6W9BJZRqjaV5QJq4pYldKgdQ6yx59dVX3cqnyrqqc0rNmjVdz3j1id24caMrv1Q2VgtMiTo7qVxTc44++OCDtO1+RQALADguZV4VvBYo18hyp5wa8f0fO7TLDqyb474PASyQvoRSQerxXHDBBe4jK6qTDe7fH9wSVR+JgAAWAHBSCl7zFPR/3RyAxEAA6xEbNmxwK2+E6pRTTmFJWQAAkJQIYD1AS8AF+rqFSiuWaXEJ9c4FAABIJlENYNWnTLPpU1JSovltfC+wgEPGDKxm8WoihFYr0wobGTOwBK8AgHh1nBC6TsDzAWxWxcAnct5557ksoVo44OROVA6g4JV12QEAXuw4IXSdgGcDWM1aU0Y1lNW39LqlS5fm9NgAAECCdJwQuk4g5gGs6i0BAEBi366n4wQSKoDV0mOhUhYWAAAcP3i9o3s3O3jocFRv1+dPyWcjR71MthMJJ9uTuD766CP74Ycf7NChQ2kBqx737dtn8+fPt6+//jqSxwkAQMJQ5lXBa5tqp1rJQtGZT71l3xGbumwXt+uRkLL1V6Oly/RRpEgRO3LkiFvCLG/evLZt2zY3ceuGG26I/JECAJBgFLyWOyWfJZtQyyCyUzaRk04H4ZZ1RAqdGWIUwL777rvWqlUre/LJJ23YsGG2bt06e/rpp23x4sV2++23u/V6AQAAgh07st9yhVkGYdl4fXZKJ3LShSGnstuZoUmTJrZ27Vq7//77rVOnTpmef+SRR2zKlCnWs2dP69WrV0j7a926dUiv9WUAu3HjRmvZsqXrNlC9enX78MMP3fZatWpZt27d7K233rL27dtH+lgBAICfHT1sKjr0YulELLowRKMzQ758+WzGjBmZAljdIf/0009D6iDlR9n67SlUqFDaD+Sss86yNWvW2IEDB6xAgQIuoNXXAAD4VbQ7BIR7SzzReLl0wm9dGC644AL75ptv3JL0wT3l58yZ4+K1ggULWiLKVgBbu3Zte++99+zCCy+0ihUrWp48eez777+3yy+/3FasWMHKWwAA34pVQ38gEurUqeNir08++cQ6duyYbrJ98+bN7eOPP07bpjvkaou6evVqN2epRo0a9sADD7i4Lis///yzPf/887Zo0SIrXry4i/PuuecetxqoLwNYlQkoVa13py+//LJde+21dt9999n5559v3377rTVt2jTyRwoAQAzE4lbykT3r7dCWRVHZN5JP8+bN0wWw6hA1a9YsGz9+fFoAO3PmTBs0aJA9/vjj1qBBA9u8ebM99thj9tBDD9n777+faZ+//fabi/W6d+9ugwcPti1bttgzzzxjt956q6urjXdpQrYCWC0T+/bbb9uyZcvSioQVyStSb9asmYvmAQDws2jeSj52MPYz3ZHYAeyrr77q5iiVLl3avvvuO5cxVYY14LTTTnOBqJKOcsYZZ9j111/vgtqsaH+NGzd2SUupUKGCy8YqSak2qkpa+i6AVdeBypUr29lnn+2+zp8/v4vi5eDBg7ZkyRI799xzI3ukAAAAyEST6MuXL+8mc3Xo0MGVD/z973/PlHxUqcFLL71kK1eudGUESkQeO3Ys8w7N7Ndff3WvqVevXqbntB9fBrBXXHGFSx+r7iKjhQsXWufOnW3BggWROD4AQBLTxJQ9e/aE/HrV5gVPZAGSrYzgxhtvtM8++8zVuwabPn26a7elLlJKMt500032+++/HzcDq8BWrw1kYIMpuxtvIQew6vO6Y8eOtBW3Ro4cacWKFcv0uqVLl7oFDvzIq+tSA0C8ReuW94n2u3PnTuvatetxM0RZUTmbJqkULVo0QkcI+CeAHTNmjL3zzjsuG6s75cH0nEoGBg4cmLZNgW4grstY06qe/suXL3fdpoIzr88++6z16dMn7rFeyAFspUqVbNSoUe5znaQWLcjYbUDdCHRCfqyBjdWs0+w2KwaAeDqwfk7Mv6eC0NGjR2fKwCppoHFXF1FdqDNmYAlekYyqV6/ugk3VqeqNX0Zly5Z1c5VU5qlY7fPPP7fXX389bdKXykGDabJWu3btXMCr3v5K8OlztU1VPWy8hRzAannYwBKxWqlBGdhADWwiiMWs05w2KwaAeClQtpHlzn9qVDKwJwqOT1QOoOC1SpUqET8mJDddq/36/Zo3b+6SjS1atMj03MMPP+wm3SsYVQJSMZy6Ctx9992uTZY6EwSrW7eujR071oYOHepW51JPWfWcVdcpL7RLzVYNrKL24HTy7t27XTlBcJrZr/zWwBgAYkHBK2MjEplK/HSXVImmWNP31ffPSTwmvXv3dh/He824ceMso+BgN+P+FLDqw4uyvY7bBx984Opi1RcsoGTJkq7BbatWrSJ1fAAAAFGnO6Mq8QtnLkykMD8mhhnYe++91xo1auRqkBS4qoZ02rRprv5VvcYuu+yykPaliWGqZfryyy9dnVO1atVcEBxIZWuFLxUMK9Or+o1evXplag0BAACQUwoiCSQTOIBVfYUWLHjxxRfTbW/btq2rpVDRfagBrAJgrQahILZEiRI2ceJEu+222+zdd991s+JUiKyVIBTEKsjt16+fa9/g1ZQ2AAB+Fs1FFo4d3hu1fSO5ZCuAVd8wZUKzokLfu+66K6T9qEGuVot44403rH79+mlFxt98843rV7Z161aXkVVQLGoJoca6KiomgAUAIDE6TgAxCWA1YUv9+Y5XEhDq7DTtR33JateunbZNLbr0oRqUefPmuSXLgqlsQUuhZdWzDAAAeLPjhBzZs94ObVkUlX0juWQrgFX2c8SIEW5ZsuAWJ+vXr3dLlGnt3FCLli+99NJ027QMmjKzDz74oCsjyNhCRbUp+/fvt+3bt2d7JQgFv/v27Uu3TX3NYkXfK+P3P97rwnk9kOzU5iUSshojklWsxsZwxrloj42xvB548ZoTzY4T0SxPCOW8IzVGwKcBrOpWVe961VVXuTVyNYlL3Qh++eUXF5RqElZ2qMGuJoFpv6qh1S9fxmxu4Gs13c2uw4cPuxXDgq1bt85iZdWqVXbw4MGTvi5wTKG+Hkh2gVKknMpqjEhWsRobwxnnoj02xvJ64MVrTiKfd6TGCPg0gP3zzz9t8uTJNmnSJPvxxx/dqlxa+eTmm2+2jh072g8//GBnnHFGWPucNWuW9e3b163P+9xzz7ltWhUiY6Aa+LpgwYKWXfny5cvU/DrjChTRVLFiRbey2ckEjinU1wOIjKzGiGQVq7ExnHEu2mNjLK8HXrzmJAqunYktWwFshw4dbMqUKa6VVkZz5sxxWdRwWl1pKTPVtaqzgXrLBrKsapul9lzB9LVuAeRkDV7Vzma8jVCgQAGLFX2vUG5jBI4p1NcDiIysxohkFauxMZxxLtpjYyyvB1685iSK7Px+KMagD2yCBbBaOkw1roH6sEcffdStOZ1VdlYlBaFSB4LHHnvMZW/79++fbmKWesEqm5sxQFaWNnfu3CF/DwAAgJMFr3d072YHDx2O+ffOn5LPRo56Oewg9uabb84UJwXceuutLnaLtTVr1tgVV1xhEyZMsPPPPz/+AezVV1+daQkyBbLB8uTJ49bObdeuXcj1KU888YRdeeWVrt9r8Kpeeuek/xi15VJJgR6/+uor++STT1wbLQBIRCtXrnQTWTP666+/3GIvoVKCoXz58pm2a8lvbqsCmSnzquC1TbVTrWShbC9UGrYt+47Y1GW73PfPTha2efPmLgGYUU5KLf0g5P+hJk2auA9RYKkMrPqy5oQ6DmiyxMyZM91HMAWsTz31lI0cOdItYvDaa6/Z//zP/7jP/d4DVheicF4X6usDuBUB+Ncrr7zi5hVES61atezJJ5+M2v4RfvDix30nMgWv5U7JZ35RoEABK1WqlCWbbL3F0GpZkdCtWzf3cSKXXHKJ+0gEx47sNxVIaNWxcIT7+uzeigAQf126dIl6BhbeWZFKmTcgWlJTU91da028113uChUquNVOr732Wvf83Llz3WqnQ4cOdXe7VSqqO+maj/Tqq6/ae++95ya1au5T9+7d0ybTayVWJSED85KUWBwwYMBx25u+88477jjWrl3rJvnfdNNNLhmak3LQ2OXIYXb0sKnoIpq3J3J6KwJAfOn2Prf4k2dFqlhcD5C8XnzxRfvggw/skUceceOKOkfpDvru3bvTyj2PHj1qo0aNcgHskSNHXEnndddd59qlvvXWWzZt2jQbMmSIuwuv1VGfeeYZ++KLL9xdcgWjy5Ytc5P3tY+sShk06V+JOB1DnTp13Iqqmvu0ceNG69evX7bPjQA2Dvx2ewIAklEsVqTieoCcmj59usuGZux3O2zYMBs/frwLHtVbX84880yXBVV2NXi+0l133ZW2KqpWPF2wYIELLjWxXgGtyjn/+OMPF8DqdeoapYn2oiD2wgsvtN9//z3L49O/VfY20J1Kd4Z0N2ngwIHu+2a3fRsBLAAAWUiUFam8iNrfyGnSpInro5+xLnb58uVuIQctLhV8q15ZVpUBBK84F1xapJIAzTkKdIUKtFcL9OFXdnb27NkuY6vOU5p4qkn5gYA22LZt22zDhg0uiFaZQsCxY8fcsaljQXbnUxHAxqHmCQCAZEZpQ+QULlw4y9p2BY6i2/9ZlSUFr3SaN2/6cPBEtakqBVDGt1WrVi547tGjh8voqiQgIwWqohIDZWkzUr//7CKAjUPNEwD4zbFDu3y1X3gbtb/RV6lSJReYaongyy+/PG27+rMqOzto0KCw97l9+3ZX06ra2hYtWqRtVxY2q0UjSpQo4SZ2aRJqcJD90Ucfue5TmiyWXQSwcah5AgC/UFu+fCkpdmBd9N7ca//6Pkge1P5GX5EiRdxsf926V1cSLQKlrgNqR6q61uzQfrTfzz77zGrWrOnKELSa6pIlS+ycc87J9HqVIaizigLecuXKua5SmvSliWRa7CA4CxwuAtgMqHmKLd3iCLc1UJkyZaJ6TAD+S91MXh41KuTlNZVpUb1bnz59smzjlRX1A9f+w/kewY+hoD82vFpDG83v98ADD1ixYsVcEKuWV7plf+edd1rnzp2ztT+11NK+1IGgZcuWVrRoUbfalv7eR48ebfv3789yRTBN1FILVv07rdb6j3/8wx1HThDAIiayWl9agatqaTKu6HYiqsvRzMWMyxhzcQKiR39b4f59KXitUqVKVJfvDKdHNv2xcTK6juj3JB7lB/q+2bkLMfEkfflVQtCzZ0/3kRUFn8qIBlOQmVHwaxo3buw6H2QUyOpqAljGfarjQairtIaKABa+Wl9aBeEPP/xwpu1cnAB/isXynfTHRij0u6HrSKh3AiKJJEz4CGDh+wsUFycAQLzuNiA+CGARMxTtAzgeZo17RzQ7QwTaSdIHFjlFAAsAiDvaKiVHxwlRe/xo/39kt6YU/kEAi5iJ1rti3m0D/scdGv91nMhJ1wnNZo/W/oWa0sRHAIuYIQMCAIlZAxpq14nsivb+4T8EsIiZaE/iAgC/oRYUyB4CWMQMtwgB+Ek0JzOlHj1ILSiQAwSwcZh9CQDwrlhNZsqbL589+P9XSopWPSi1oEhUBLAxHrD8dMuIZV4BJKNYTWbKbnBJPShAABvTASvwej/Ua+7cudMtC6eVr8JZ5nXChAlubWQA8DOvTmYC8B8EsHEYsLzW71BLvWYVuD/wwAO2f//+dNs2btxokyZNcmsaly5dOt1zBQsWtM2bN7uPjIE7AABApBDAJvlkJgWv3bp3t8OHDoX17xTEhos+sAAAIBIIYJOcMq8KXlNK1rbc+QpH5XscPbDdDm9fFtXSCWbaAgCQPAhg48CLk7gObVlk0RZurTAzbQFvy2qiZ6BkKKvSISZ6AogUAtgYUpClTKEX+/4VKNvIcuePTgbz2MFddmD9nLBrhZkMAfh3oqfehGbERE8AkUIAG0PKEI4c9XLInQ5iuQa0gtc8BYuH9W8AJC8FoaNHjw671d7xglcv3pkC4F2eC2A1IH777bc2ceLEtG1Lly61wYMH2+LFi6148eLWsWNH69ChgyVLpwMykQC8KBLlAF6+MwXAuzwVwGpm+5AhQ6xBgwZp27Zv326dOnWyJk2a2MCBA23+/PnusXDhwta2bdu4Hi8AILZ3poQ6eQCeCGDVW3TAgAE2d+5cq1ChQrrn3nzzTcuXL58NGjTI8ubNa5UrV7bVq1fbmDFjCGABIAGwaAAAXwawS5YscUHqtGnT7KWXXrK1a9emPTdv3jxr2LChC14DGjVq5EoNtmzZYiVLlozTUSeWY4d2+XLfAAAg+XgigFV5gD6O16alatWq6bYF3qmvX78+WwFsamqq7du3z3LqwIEDaY+R2F+s9y8pKSmWL1+KHVg3x6JJ30PfK+N5KPu+d+/edNsCb2BWrFiR9jMIUOlIxhXAgIBChQpFZD+RGiMQHbEYG714TMl43pHef6TGCMSfJwLYE9EvrQKfYPnz53ePBw8ezNY+Dx8+7CaG5dS6devc46pVq7J9LPHcf0CPHneEPDAo6z116lRr06ZNWG8eNGhkXGZWgetzzz3ngoWsjBgxItO2XLlyWd++fV0gC2RUv379iOwnUmMEoiNWY6PXjikZzzvS+4/UGIH483wAW6BAATuUYZnTwC9xdt9JqVwhEnVTgUC6YsWKVqlSpRzvL9b7z46VK1e6APa8886LyDENHTo0Uwb2RMjAIhYiNUYgOrw4NsbimBL9vLO6IxdIYOkx8L0CuB4kt7x+aNOyadOmdNsCX2f3F1dZvEjcRlBwHXiMxm2JaO/fC8ekQQ/wmkiNEYiOZBgb4/U94nVMWhijd+/ex10YI6s7ciyMkdw8H8Aq0zd58mQ7evSo5cmTx22bM2eOC3xKlCgR78MDAAAeWxgDic/zAaxaZY0dO9b69+9vnTt3toULF9r48eNdL1gAAJAYIrEwBpKH5wNYZVkVwGolrtatW1upUqWsX79+7nNElzpAZHw3rAbiwY8Z3w0zAAEAgKQLYJ966qlM2+rUqWNTpkyxROa1YFH1SF27dj1uPZJWwcmIeiQAAJCUAWwy8mKwSD0SAADwKgJYD/BqsEg5AAB4/44ZkIwIYLM5WEV6wGJwAwDv8+IdMyAZEcDmcLASBiwASA5evWOWCIkcIBwEsFEYrBJlwAIAZJZsQRmJHHgRAWwIkm2wAgAggEQOvIgAFgAAnBCJHHhN7ngfAAAAABAOMrAAAM+iZRWArBDAAgA8iZZVAI6HABYA4EnJ2rIKwMkRwAIAPItyAABZYRIXAAAAfIUAFgAAAL5CAAsAAABfIYAFAACArxDAAgAAwFcIYAEAAOArtNECAMDjq48JK5AB/0UACwCAT1YfE1YgAwhgAQDw9epjwgpkSDYEsAAAeAilAMDJMYkLAAAAvkIACwAAAF8hgAUAAICvEMACAADAVwhgAQAA4CtJ14Xg8OHDlpqaaosWLYr3oQCIsJSUFKtWrVqO9sEYASSuSIwR8IakC2Bz5coV70MA4GGMEQDgfblSlWoAAAAAfIIaWAAAAPgKASwAAAB8hQAWAAAAvkIACwAAAF8hgAUAAICvEMACAADAVwhgAQAA4CsEsAAAAPAVAlgAAAD4CgEsAAAAfIUAFgAAAL6SN94H4Ef333+/vfvuuyd8TcOGDe2MM86wp556ypLBzTffbD/88EOWz91666123333ZflzXLt2rU2cONH8aNq0afb666/b77//brly5bJKlSrZDTfcYDfddFPI+/jiiy+sfPnyVqVKFUv0c00WjA9ZY4xgjAAiKhVh27VrV+qmTZvSPqpWrZo6fvz4dNvat2+fet9996UmC53vXXfdle5nEPjYvXv3cX+O27dvT/Wjt956K7Vu3bruceXKlakrVqxInTBhQmrNmjVThw8fHtI+1qxZ43535syZk5ro55pMGB+yxhjBGAFEEhnYbChSpIj7yLitVKlSlswKFCgQ1s8g48/QT9544w1r27atXX/99WnblHHYuHGjTZgwwXr27HnSfaSmplqynGsyYXw4PsYIxgggUqiBjaK9e/faAw88YA0aNLD69eu722H79u1zz82dO9eqVatma9asSXt9xm265fbwww+72zDah27R+FVW56Kfh7b7Ue7cue2XX36xnTt3ptt+++2325QpU9zn69ats7vvvtsuuOACq1mzpl1yySX27LPP2rFjx9z/8RVXXOFe16FDBxs+fLj5+VybNGmS6RyCt02dOtWuvPLKtMdatWpZmzZt7KeffrJkxfiQHmMEYwRjBMJBABtFn376qZ1++unuD/KZZ56xjz76yF555ZWw9vHWW2+5wUvvcC+++GLzs0Q6l86dO9uvv/7qLjgapMeMGWMLFy50GaOKFSu613Tv3t12795t48aNs08++cTV+Y0dO9Y+//xzK1u2rPt5iAZwPefncw3F+vXrbfLkye4CrRrRggULugDFL1mmSGN8SOzzYYxgjEB0UUIQRXXq1HHvruXMM8+0xo0b2+LFi8PaR/Xq1a1ly5bmB9OnT7cZM2ak26bMkgZkv53LyTRr1szKlCnjbo9999139tVXX7ntFSpUsCeeeMJlU6677jpr3ry5uxBJx44dXYCybNkya9q0qRUvXtxtL1q0qBUuXNj8eq76Pw7F4cOHbeDAge73QDp16mQ9evSwzZs3u0Au2STb+CCMEYwRJ8IYgXAQwEaR/niDaRDSjNpwnHXWWeYXuh3Ut2/fTDVvfjyXUNStW9d96Hbfb7/95gZtzcLt0qWLzZw509q3b++yKspErF692l2UtmzZ4l6faOcaqsqVK2eqb9RFKxkl2/ggjBGMESfDGIFQEcBGUZ48ecJ6/dGjRzNtCx7cvU4ZghNdgPx0LieyYcMGGz16tHXt2tVlHVT/VaNGDfehrMk111xjX3/9tWv9c+DAAZedaN26tcu4tWvXzhLtXH/88ccs/+2RI0cybUtJScm0LVlvDybb+CCMEYwRwRgjkBMEsHGSL18+97hnz560bX/++Wccjwih0gCr2jTd9lO9V7BTTz3VPSqTtmTJEnc7rWTJkm7bjh07bOvWrWmDsXolJsK56vz0+xz8u6zPda7IHsYHf2OM+A/GCEQTAWycVK1a1QoVKuSK3Xv37u1uH6mQH96nujRNWhg6dKibSa7sySmnnGLLly+3kSNH2vnnn+8mM2jihWZSX3311W5ywgsvvOBuhR06dMjtR///osbfylZ4sWVQKOeqGeO6dahJSDpXXbSGDRsWdoYR/8X44G+MEYwRiD4C2DjRH7hmWj733HPWokULO/vss91KNCpYh/cpqFAN45tvvmmTJk1ytwHLlSvnJmToVpouPGqRNH78eBsyZIiVLl3a/T8rS7Fo0SK3j2LFirneiZqBrgDloYceMj+eq/Tp08dljzTpQhdZzZjetWtXvA/dtxgf/I8xgjEC0ZVLqxlE+XsAAAAAEUMfWAAAAPgKASwAAAB8hQAWAAAAvkIACwAAAF8hgAUAAICvEMACAADAVwhgAQAA4CsEsAAAAPAVAlgkhKlTp1q1atVszZo18T4UAB7D+AAkHgJYAAAA+AoBLAAAAHyFABa+c+zYMRs5cqRddtllds4559gdd9xhO3fuTPeaWbNm2T//+U+rV6+e1apVy5o1a2aTJk1yzx05csQuuugiu+eeezLt+6qrrrKHHnooZucCILIYH4DkQAAL33n22WftpZdesuuvv95GjBhhp512mj3//PNpz3/55ZfWo0cPq1mzpruQDR8+3MqXL2+DBg2yBQsWWN68ea1Vq1buIrZnz560f/fTTz/Z6tWrrU2bNnE6MwA5xfgAJIe88T4AIBy7du2yiRMnWqdOnaxnz55u28UXX2ybNm2yb775xn29fPlya926tfXv3z/t3ynTcv7559vcuXNdVqZt27b2yiuv2IwZM9zn8t5771mFChXs3HPPjdPZAcgJxgcgeRDAwlfmz59vhw8ftssvvzzd9ubNm6ddoDp37uwe9+7da6tWrbJ///vftmjRIrft0KFD7rFixYpWv359e//9990F6sCBA/bxxx9bly5dYn5OACKD8QFIHgSw8JVALVuxYsXSbS9VqlTa59u2bbMBAwa4W4C5cuWys846yxo0aOCeS01NTXudbjE++OCDtn79end7UBc03ToE4E+MD0DyoAYWvhK4MG3dujXd9h07dqR93rdvX5dRGT9+vMvIKHOiC1FGmrhRqFAh++STT9xrGjdubKVLl47BWQCIBsYHIHkQwMJXVKtWoEABd1EJ9sUXX6R9rmyJZgurpi0lJcVt+/rrr9NmKAfo4tSiRQv74IMP7LvvvmNyBuBzjA9A8qCEAL5SuHBh1xZnyJAhVrBgQWvUqJF99dVX6S5QderUsenTp7tZxmXKlLGff/7ZxowZ424X7t+/P93+dJvwxhtvtKJFi1rTpk3jcEYAIoXxAUgeuVKDi34An9BM49dee802btzosi6apPHoo4/aZ5995i5Ejz32mM2bN8+9VjOHO3ToYNOmTXO3Et9+++10+1ImRpkW1cUB8D/GByDxEcAiqanv4z/+8Q832/jss8+O9+EA8BDGB8C7KCFAUlK/R32ot6NW3eHiBCCA8QHwPiZxISlt377dxo0bZyVLlrTHH3883ocDwEMYHwDvo4QAAAAAvkIGFgAAAL5CAAsAAABfIYAFAACArxDAAgAAwFcIYAEAAOArBLAAAADwFQJYAAAA+AoBLAAAAHyFABYAAADmJ/8PoMICJfetI48AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 705.875x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cat = sns.catplot(\n",
    "    data=tips,\n",
    "    x='day', y='total_bill', hue='sex', col='time',\n",
    "    kind='box', height=3, aspect=1\n",
    ")\n",
    "\n",
    "type(cat)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "catplot-reading-guide",
   "metadata": {},
   "source": [
    "**Read the boxes within each panel.** Begin with the Lunch panel: choose a day and compare the median lines and box heights for its available groups. Repeat in Dinner, then compare across meals using the same vertical scale. A higher median describes a larger typical bill; a taller box indicates more variability in the middle half of that group's observations.\n",
    "\n",
    "Some combinations contain few observations or none. An absent box means no observations for that combination in this dataset; a collapsed box can result from very few or repeated values. Neither justifies a broad conclusion about all restaurant customers. Check group counts before treating apparent differences as dependable.\n",
    "\n",
    "The variable `cat` stores the returned `FacetGrid`, not a single axes. `type(cat)` above confirms that return type. You can use methods such as `cat.set_axis_labels('Day', 'Total bill ($)')` to update labels across the grid. You do not need to construct a `FacetGrid` directly for this standard comparison; that optional technique follows next.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "18dc6508",
   "metadata": {},
   "source": [
    "## FacetGrid\n",
    "\n",
    ":::{note}\n",
    "**Optional extension: construct a grid directly.** For ordinary group comparisons, use `displot()`, `relplot()`, or `catplot()` from the preceding examples. Read this section when you need custom plotting functions or several layers within each panel.\n",
    ":::\n",
    "\n",
    "`FacetGrid` is a return type and a standalone class by itself and can be used to create a `FacetGrid` directly. \n",
    "\n",
    "After creating the FacetGrid, you use the `map()` function to pass plotting functions to it."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "19d65de6",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1165dec10>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tips['tip_pct'] = 100 * tips['tip'] / tips['total_bill']\n",
    "\n",
    "grid = sns.FacetGrid(data=tips, row='sex', col='time', margin_titles=True)\n",
    "grid.map(plt.hist, 'tip_pct', bins=np.linspace(0, 40, 15))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a2223753",
   "metadata": {},
   "source": [
    "**When to use FacetGrid vs. figure-level functions:**\n",
    "\n",
    "Use `FacetGrid` when you need:\n",
    "- Custom functions beyond Seaborn's built-in plots\n",
    "- Multi-step plot construction (e.g., `grid.map()` multiple times)\n",
    "- Fine control over individual facets\n",
    "\n",
    "For standard faceting, `displot()`, `relplot()`, and `catplot()` are simpler and recommended."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "52e7140a",
   "metadata": {
    "tags": [
     "thebe-interactive"
    ]
   },
   "outputs": [],
   "source": [
    "### Exercise: Faceted Tip Percentage Histograms\n",
    "# Practice path: Optional extension.\n",
    "# A manager wants to compare tip percentages for smoker and non-smoker tables,\n",
    "# separately at lunch and dinner.\n",
    "# 1. Calculate tips['tip_pct'] as 100 * tip / total_bill.\n",
    "# 2. Draw a grid of histograms with row='smoker' and col='time'.\n",
    "#    Use the same bin edges from 0 to 40 percent in every panel.\n",
    "# 3. Print the observation count for each smoker/time group.\n",
    "# 4. Count and print observations outside the displayed range for each group.\n",
    "# 5. In comments, describe where the visible values are concentrated within each\n",
    "#    meal period. Do not report an exact median from the histogram alone.\n",
    "# 6. Explain why different bar heights may reflect different group sizes,\n",
    "#    and why omitted observations matter when comparing variability.\n",
    "### Your code starts here.\n",
    "\n",
    "\n",
    "\n",
    "### Your code ends here.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "446c65fa",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "output_type": "display_data",
     "metadata": {},
     "data": {
      "image/png": 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"
     }
    },
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "               bills  omitted\n",
      "smoker time                  \n",
      "No     Dinner    106        0\n",
      "       Lunch      45        0\n",
      "Yes    Dinner     70        2\n",
      "       Lunch      23        0\n"
     ]
    }
   ],
   "source": [
    "### Solution\n",
    "tips['tip_pct'] = 100 * tips['tip'] / tips['total_bill']\n",
    "grid = sns.FacetGrid(data=tips, row='smoker', col='time',\n",
    "                     row_order=['No', 'Yes'], col_order=['Lunch', 'Dinner'],\n",
    "                     margin_titles=True)\n",
    "grid.map(plt.hist, 'tip_pct', bins=np.linspace(0, 40, 15))\n",
    "grid.set_axis_labels('Tip (% of bill)', 'Number of bills')\n",
    "plt.show()\n",
    "# The last histogram bin includes 40%; only values outside [0, 40] are omitted.\n",
    "range_check = tips.assign(outside_range=(tips['tip_pct'] < 0) | (tips['tip_pct'] > 40))\n",
    "coverage = range_check.groupby(['smoker', 'time'], observed=True).agg(\n",
    "    bills=('tip_pct', 'size'), omitted=('outside_range', 'sum')\n",
    ")\n",
    "print(coverage)\n",
    "# Finding: At both meals, visible values for both groups cluster broadly around\n",
    "# 10-20%. The histograms do not give exact medians.\n",
    "# The smoker-dinner sample includes two values above 40% that the panels omit.\n",
    "# Group counts differ, so taller bars alone do not establish a different shape.\n",
    "# Limitation: The visible spread excludes the two high smoker-dinner tips.\n",
    "# Check the full range or redraw with wider bins before describing the full variability.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2fee982d",
   "metadata": {},
   "source": [
    "## Multivariate Views\n",
    "\n",
    "These plots help you inspect relationships among multiple variables at once.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f497ad9a",
   "metadata": {},
   "source": [
    "### Pair Plots\n",
    "\n",
    "For the core path, focus on reading the grid: each off-diagonal panel compares the variables named on its axes, and each diagonal panel shows one variable's distribution. You can return to making larger grids after you are comfortable explaining a single scatter plot.\n",
    "\n",
    "Choose one off-diagonal panel and read its x- and y-axis labels before describing the direction, spread, and unusual observations. The opposite triangle repeats the same variable pairs with their axes swapped, so it does not provide independent evidence. On the diagonal, compare where each group's distribution lies and how broadly it spreads. A taller density peak alone does not mean higher values or more customers.\n",
    "\n",
    "A pair plot helps you find questions worth examining with a focused chart. Avoid drawing a management conclusion from a busy grid without checking the relevant observations and group sizes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b0acbd5a",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x116667380>"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(tips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "79febee9",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x116be8640>"
      ]
     },
     "execution_count": 182,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1105.88x1000 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(tips, hue='sex', palette='coolwarm')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "74cf4082",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x116be9350>"
      ]
     },
     "execution_count": 183,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720.625x600 with 20 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(iris, hue='species', height=1.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ef5ea9eb",
   "metadata": {
    "tags": [
     "thebe-interactive"
    ]
   },
   "outputs": [],
   "source": [
    "### Exercise: Read Two Pair-Plot Panels\n",
    "# Practice path: Core classroom practice.\n",
    "# A manager wants to inspect bill amounts, tips, and party sizes by meal time.\n",
    "# 1. Make a pair plot of total_bill, tip, and size from tips, colored by time.\n",
    "#    Keep each panel about 1.5 inches tall.\n",
    "# 2. Locate the panel with total_bill on x and tip on y. In comments, describe\n",
    "#    the direction of association for Lunch and Dinner and whether the groups overlap.\n",
    "# 3. Locate the total_bill diagonal panel. Describe where the distributions lie\n",
    "#    and whether a broad range of bill amounts occurs in both groups.\n",
    "# 4. Explain why a taller density peak alone does not show more customers or\n",
    "#    larger typical bills. Do not infer exact medians or counts from the curves.\n",
    "# 5. Choose one pattern to examine next with a simpler chart, and explain why.\n",
    "### Your code starts here.\n",
    "\n",
    "\n",
    "\n",
    "### Your code ends here.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d2f20f2e",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "output_type": "display_data",
     "metadata": {},
     "data": {
      "image/png": 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"
     }
    }
   ],
   "source": [
    "### Solution\n",
    "sns.pairplot(tips, vars=['total_bill', 'tip', 'size'],\n",
    "             hue='time', height=1.5)\n",
    "plt.show()\n",
    "# Relationship panel: x=total_bill, y=tip. Both groups show a broadly positive\n",
    "# association, with substantial overlap and variation in tip amounts.\n",
    "# Distribution panel: the total_bill diagonal. Both groups cover a broad range\n",
    "# of bills, and the Dinner distribution extends further toward high bill amounts.\n",
    "# Density peak height depends on concentration, smoothing, and normalization;\n",
    "# it is neither a customer count nor a measure of typical bill amount.\n",
    "# Exact medians and group counts need separate calculations.\n",
    "# Follow-up: use a box plot of total_bill by time to compare medians and\n",
    "# middle-half spreads directly, then inspect the individual observations.\n",
    "# Limitation: These sample patterns do not establish a causal effect of meal time.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a88a427d",
   "metadata": {},
   "source": [
    "### Joint Plots\n",
    "\n",
    "A joint plot shows the relationship between two numeric columns in the middle and each column's distribution along the edges. With `kind='reg'`, it also draws a fitted straight line with a shaded band: read the line as the general direction of the relationship (larger bills, larger tips). The line is a regression line and the band is a confidence interval for it; Chapter 12 explains both.\n",
    "\n",
    ":::{note}\n",
    "**Optional extension: combine a relationship with its marginal distributions.** Start by identifying the central plot and the distributions along its edges. The KDE, hexagonal-bin, and regression variants are additional views to explore; you do not need to reproduce all of them for a basic group comparison.\n",
    ":::\n",
    "\n",
    "**Read the center and margins together.** Each point in the central scatter plot represents one paired observation. The top margin summarizes the x variable, and the right margin summarizes the y variable. The margins show each variable separately; they cannot tell you how the two variables are paired.\n",
    "\n",
    "With `kind='reg'`, the fitted line summarizes the relationship, and the confidence band concerns uncertainty in the fitted mean response. It is not a band that must contain every individual observation. Look at how widely points lie around the line, and avoid interpreting the slope as a causal effect."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "e5135db3",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x11701d640>"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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MSUkJORwOzUfhclTXe2jzzi9k923aWUWzLxxKpaUFiscrkZPpoMKepWSm78DMvPLOdvF49eShQn+MMMI3tNiffPLJlJGRQVu2bKFRo0Z5t+/cuZN69eoVUZs2m031rRyILSwysfjsOf797BsbZOPjfAGIpPCIq+qo8v4WDzmd2UH355FbXGzkQjm8PS87nZw6yMqJ1XdgdmobfphjMcPFUfcTtHwrNXv2bHruuefonXfeoe+++44WLFhAa9eupauvvlrr7gGNUFN4JNGWxzBWA3pG9yN7hidj+cr65JNP0qFDh6hfv340f/58Gj16tNZdAxoRj8IjkuVxsJG5GstjGKsBvWIIsWd4FI+RvDWRW6SU6Yx94ZFYFb6GsRrQI4YRe2BNgi1SmjOjnEafXEzrvzwU08IjoUbmWB0LLCX2X331Fb300kvCrqCuro4KCgpECiTbGJx00kmx7yWwJEqLlJ57YwvdcMlwcns2RzUKD2dkjtWxwFJizwLPOe85OTk0duxYIfTV1dX0ySefiMVOf/nLX7qkSQIQj0lYd2tbwuLjoVbHRpL9A4Cuxf7xxx8XCfwvvvgipaWl+a0246yZRx99lBYtWhTrfgILomYS9sRuWQkRWTXZPxB7YKrUy8rKSjFR6iv0Uookj/g3btwYy/4BCxNtKqTes38A0LXY9+jRg/btk1/yffToUcrPz49FvwDwpkLKEc0krNEvPAAkROzZkOyZZ56hVatW+fmP8CKnp556iu68886IOgKAnhcp6enCAxJDfna6+DELto4wDR/Gjx9PNTU1IkZvt9upqKiIamtrvQ5xbEXgbdxmE4ZlemLbtm3ikcsbgsTBLqNsPscmduEu1ddLumOwbBy+8BQaIBsnmu/ASmwL0Ij29g5KSlL2WlLzGsNN0E6fPj0+PQFA54uUsDrWWqz85y6qa3RTs9tDTc3BTe549H/lpCGkd8IWe/aUB8Cq6OXCA+LP7gP1VFVjHu9/VWL/+eef05AhQ4T7JP8eilNPPTUWfQMAAJBIsZ85cyYtW7aMysrKxO8ciw8M9Uvb+BGFQQAw3pwEMDeqxH7x4sXUt29f7+9cKjAzM7PL6+rr66mlJXxrWauAf+rEYZTPmid9v/jqkIj7ulvbqf6Ym7789gidMrgYFgwg8WJ/2mmneX+/8soraenSpWKUH8i6devolltuoUmTJsW2lyYAvirG/azjdeHgdr+vPkZrNh+gLV//0NfyAUXUszCT0lPturxAAROLPefWHzx4UPzOoZp7771XdmTPJc8KCwtj30uDA18V437W8bxINza5aenqnX5Cz0jP58wow98FSOyiqh//+MddqqxLz6UfLv48fPhweuihh2LXO5MQj6pKIP6ftbhwLA1+4eD90eBqaesi9BK8nfcDkNCRPS+k4h+GJ2h5ZM/VooA64KvSCQ8IWjxERw83BA2JRBMy4WM55q0E76/ce1RV2zX1zaLQuBws+LyfidT7nvO3lQi1Pxao/bzjPQdilDkWIxN2nv2SJUvi0xMTA1+VTgqKe9GTf90cNCQSTchEOnbKmM5EgmCwmNz38npVbTeGuAg3NrXSore3y/aXCfVeMkN878n2JPG+4jWno/bzjvd8E+azEoPuC46bAfiqkBjRv7SqMmhI5Eh91394tSET3zj9V3trxASnHLyd96ttOz1VeSyUmmqX7S9n16h5L3nZ6cH/LgYW0Ybj7UQbLopkbkM6p9rXxbsfIHog9hYz9NKKhiYPbVYIiTQcc0cca/eN07/9yTc09ey+XQSfn/N23q+2bUeaXfHCEcxWitMo1byXYH8XwwcW0ZSz+9KKj3bFbU5H7dxGvOeb9DyflZ+dTkV5jpA/RjFLQw3aBGF1X5Wm5lDzFp6I5zV89zW72+j3r22gqef0owvP6Sty13sUOmnt1oNiO+9X23amM5V+8qPOqmuBqZG8fUNF1/q3DJ9T7Xvhv4vZU4fSoaNN4rjUlCRx9/Hokh/6Go85HbXzSPGeb9LzfNaVYfjdmNIIDUSOlX1VnOmh5i2SI57XCNzHIrls9U7v8/lzx/k9V9s2f1fdCzPo7OE9vRcOFuOj9c1UmJtOyz/aJXscvyac98IiIc0jhNO/RMwjxXu+Sc/zWSv/2fn9XjS2f8jX6l3oGYRxQELIciaLOLQcHMbIykiNeF4j1JxING3zyPvMsp7UozBDCDw/8nMe9Zf2kS/UwxeDcM6nxZyO2nPGu296ns/afaBe/JgFiD1ICGnJRLOnDAo6b1GQ7Yh4XiPUnEg0bUvtc63bQb3zvTVvlc45cnBxWOdL1JwOT5LnFvWm7w67qP5YC82ZUR7ynPHuG+azdFy8xOigeIl2hTO4fnFJv0F0rLktLnn2nNHDE70c/+ewEI/oWehj0XYwlNoM93zxzDWXS28cfXIxXTOtjNytwb+PRPQtEe1HohGrt3fOF9x82SlkBhCzBwmDy1jyCD+vW1bM5zXU5GrHY85Eqc1wz+f7ekn8DlQ1Ri1+wdIb1395iNyezSJxgO9Y1PYtHlh5PitRQOyB4TGb91CsFxmpSW800ucDIgMxe2B49JyrrYdFRnpObwSJA2IPDI+ZxCweFy49pzeCxAGxB4bHTGIWjwuXntMbQeKA2APDowcx4/DKvsMNwlGTHyP1dInHhQvpjYDBBC0wPJKYyU1qJkLMYjmhKl245EI50Vy4uB83/3Q4Ha1totb2JMp0WsuuA0DsgUnQynso1plA8bxwcdprbdVeKi0tJafTGXE7wJhA7IFp0CJXOx5pjVY3zdML+QZxs1QLxB6YikSvxIxXJhAWGWnPlcddLyNxtNSjCybEHmgunLE4D7dxtK6ZDtU0Ef+LsU0we9ezWVk8Kx6ZKRMIdHW9rGt0i/KQTc2esO4IwrFHThQQe6BpqbhYnEeuDfac51AIe9jHcxVtvCZUgfbsPlBPVTUuMgtIvQSalYqLxXmCtcHFRt5e860oYhLtKlqltEqkNQKjgJE9iOukoxSiaWxyU2633sJm1xnD8yi1wYLPRUeiiZ2rufPAhCowAhB7ELdJx1BCGYvzhHqNVCIwkth5OGmVmFAFegdhHBCXSUc1IZpYnCfUa7hEYKSxczMZrAFgKLHfvXs3jRgxgpYvX651V0yNWvsBpVh2KKGsrnVRe1sHPXT9mXTpjwZSeqo96Hki7StP0nKJwEhj52YyWAPAMGLf2tpKc+fOFRWPQHxRM+nIIRrOdLnukQ9p7jNrxCM/5+1qhPBA1TFa+NZ2ampuo93760RIRBL8cCY3lfp6/YwyUS+2MMLsIaRVAjNhmJj9/PnzKTMzk6xCPHPc1bQtTTryxGqLu42ONXvIkZZMrZ42Uf7vxeVbxAidBZozXoaU5Isi3FzblEftjjS7GLFzrnuzu020Kb12cO88Sk9NFpOnR+qaaUCvXHpn7bf0+E3niIUo4Zb2850gbWpuFftbPe2iRCEvbmGkY0KVLjRiWqWeSvoB/WIIsf/8889p6dKltHLlSho3bhyZnXjmuIfTNov0gje30qad/vnrP/nRQDr/jD5UubdGHPe3T/fQoF55tOT9CpEBI5frzvDvnA65bPVOv9dcc9FQWv7RLiH0vuXxwumrNEGqdEx7WzvNf31Llz7ecEk5dS/I0J3Bmp7WQwDjo/uC4/X19XThhRfSLbfcQlOmTKFBgwbRQw89RNOnTzdlwXEepbE4BhtNRrM4KJy2lV7LAjmmvCflZafTqjXf0qDeeUL4fUXU97W8nwn2mhEDi2hArzw6ZVA3yslM9Y6Yw/0cQr2/M4f1pOfe2CLbx5t/NiLoCF+vI+dw/1Y4BFpRUQEjtDAKjkeyqKooz6HLIuW6H9nfe++9YlKWhT5W8PVNr7H/mnqP4sRmTX0z2ckT97aVXivlr7PYS7/7jtYDXztr6snkaesI+hq+c5hydl8Rgrn9uX8JoZo1ZWjYn0Oo9zdlTN+gfWxodJMjWX7cwzMJ+Zl28dOJh5qaIvsOtPxbcblcfo9WxanyQpeXlUrt7Z0hyHDIzUr1fs6JGkureU+6FnsO22zYsIFWrVoV88leHuHokdScExX31zW6qGr/vri3Heq1nL/uOu4XIuWyB6PJ5aZjLcr/NPw/UfldjVeoDo1pCvtzUNPnYDS6WunIwV1kJCL9W9mzZw9ZmZEjR6p63VWTh0Z8Do+njXbu3Ekej0c370nXYv/mm2/SkSNHusTp77nnHnrvvfdo0aJFEbWbkpJC/fv3Jz1SXa/8x5GT6aDCnqVxbzvUazl/3Zme7P1diayMNMpwdoQ0j+LJXIlQfoFyn4OaPgcj05FCfXtE9rka5W+FR5os9CUlJeRwIJ4fiuUff011Dc0UDjlZ6TR93ABqbXXTgAEDSE/oWuwfe+wxam72/7AnTpxIN954I02dOjXidm02m25jlnnkVswA4dCJM8J4cThtK71Wyl8v6ZktJjdzs9JE3N13IjewXR7hBGtv+MAi+qzie2/WDh13rVTbVymmzs6ED1x3Jm35utovC0g6hjN/5OD3k5WZSk6nsQQw0r8VFnq9/v3rib0HG8KO2RfldaYc6/Fiqus8++LiYurdu7ffD1NQUCD2mZF4GmuF0zb/PmdGeZfXStk4Iwfz52+jtVsO0J3Pr6XJY/qKfcHa5SpJsycPkm2PY+krPvIPobBY/2paWci++ub7/3r+Gpq34N9iIlgub58vSIF9lLJxgk3O6hmYsAHTjOytSjyNtdS2zSL60sptNLgkny6bMEhMsDrSk8mRmkzZmZ2vFZkgx0fz/Dvn0PNkLQdscjPTqCA33U9Ejxz6TtRBPdbcJs7NefsVe46KY31H4Qz70HMOvFJflRwvk5JINm+fs27U5tkngmgzfWDCBkwr9pWVlWQF4mmsFaptXxFd/+Uh+ssHlV1S+gLtEFisfbNt7p41ujOmn/1Du+3t7WKEn+eTS+9IT6HSrQcU89iD9TWUJUNg3j7Dwq6XUXyscuRhwgZMKfYg/qgxAFPjNqnGOyaSkak0Gq5rcBvWuybWhcoBCAXEHkRkAKbGbVKtd0w4I1Pf0TDfPRjVuyYehcoBMOwELdAGNQZgatwmY+0dEzga5oydwAlXPXrXyAFHTZBoMLK3AOFOAgYagPmaneVkpYoceE5J44nb2VOH0rHmVqqpb6GU5CSR3nhSt0wqynMKU7QDVY3inBnpdkriWdPj/eHVnbyQieP6KfYk8bvUN7enTXYS1Xc0zH2y22101aQh4sJis/kXGdd7NopZHTX1ai0BIPamJ5JJQF8DsIrdR0X8mM3OSkvyydXcRq++UyE87Hn7nz6o9PO7EdbC08vplXe207+2HPTb/sspg6ixuYOeff2HLB6GR+dTz+5Lv3nh30KoLxk/kO57eZ03Q0dKj3S1tHqFXjJVC5w85gwcFv5IbY0TBWc28fsK5ifE+40GTNn0DcI4Jiaagt7SxOkz/zuO3vnXt9TnhBxhXbx09U4hUDzSZ7ENFCtu+9k3tlDPoqwu23fsbaBnX9/SZfFVYHFwPgf/7rufj8tydoZllM69cOV2Srb7/1krFVnRiuYWj7jAyeX983bebyQSVaQeRI7xhg9A9W1ztJOAvI9DMexIecawHiL0Igkse9IrmZ9Jhb4DLRHkVtkGHiN3PG9jAeSRYqhzs5e93kebjU2tfmsTOHuJJ7U5FMXbf/erM8lImHHCOT87PSHHJAqIvYFJREFvYVC2t4b69szx2x7K/ExufzjHyL2WC6jwe9t9oE6xHdfxUbGe0xv5why4NiFwv5Ew44TzlZOGRHQcF8zhNR7xIJq2IfYGRY2QRTsJyOdYuGKb7Eg7lPmZ3P5wjpF7bUZ6MrlbPdQtxIhcel96Hm0apQqWlSecV/5zF9U1hh9+anZ7hE9TrOG7hkgvQAzE3qCoEbJoBUWc43jYhcMLfLcgTSpKaY/BJhh5fyCcqcOmZ5t3Kh8jdzxva3S56Y7H/y3KHQY7t+/70vNo0whVsKx88WJ2H6iPqHiJXoHYGxQ1QsZWAaEERSnmz8VEWFg5Rs5x8OJ8p6g6teS9CpHiyHcPTJdsnIvLadFbndV+fLdzhgxPPnJoKLA0IG/nWDW/TsrG8T322mlldM/Cf4vnSuf2FUq9jzbN5GtjtouXGYHYGxS1QqYkKKFi/pmOVBGv940r88j8V9OGiXgz58P/YsrJ1OL2UE1DZ54957zb7Ul0009PEefkiUhHup2Sk5LEMQ1NrXTV5CHU2tpGtY0twjAtOTmJPJ52evLmsaJvruZW+s0vRotjpUnLl9/aTtdcVOY1TfOd3OT3lJ3RWc7QV1QSPdqMJMfcTL42Zrp4mRGIvUEJR8jkBCVYzJ/z6r/46hAN61dILyzf2iVUwiGYBcu30U8mDKBlq7+WDclIZmlpqcn0p79V0PRzB1Bts9sr3p9uq6bd++vo/DNK6O6Fn3YWNr9tvLgT4X5x6qbc+3J72oXA88XHd3LzsRvP7mJ4Fmq0OWfG8JiKkF6zfhKNmS5eZgNib1CivW2Wi/n7LlYKlSY5a8rJskLvW/908Xs76NIfDaI/vlshG7bhhVos3l//p8Z7cVKaiwiW0ql0l8NCe8Mlw+lg9TG/O4WXVm6la6eXx0SIQ104xWK0Fl4NjJEu0A6IvUVvm+Vi/r6Llf7rjBLl45uV5wzY/qB3jxxa8r6/0DPSc47/l/UvFOeS+qzGTTOccIy4U1i2WfbC5faoT78Mdz2D74WTF4RZebQP9AHE3kK3zb6ClZZqF5OvvuX7fBcrhUqTDDVnkJ6arGrhVVqK3c/aQI2bZjh3MXyHsSnEHUiozy+S9QxKq3y1zvEH1gRibxFYsF5cvkWMtlmE3bXtVN6/kMaNOIFa29soNTmZ2to66NH/HiMenekp9Pyt46ml1UOf7zhEyz/a5b0osNDZk2x01y9Gew3I/r5uD008vUS0zZWqeH+Pggy686rTKNluo137asX2ASfmiswero+a5UwRhmccv09Ps1OmMzXkXMSJ3TJFjF7tXQzfYYS6QwkctbMvDa/W5bAPT/wuWL417PUMShe6WOf4/1CDt1W0yZ9vsLARm9HxmrOjhxswiWoxIPYWgMWAhX7i6BIx2vTLrhlQRNddXEY1Dc209B87uxiUcb3Zsn6FNOCkPHpk8eci/sypkf/79Cde8T+1tJh+d91Z9NLK7X5tS7H5Z5ZuoltnnkrL/m+nn3GZtJ8naQf1zhfn6l6YIVI3OfQRGOfn7d0LMqhHofr3zncYwffZKTsjrbO8YqV8KuitM0dFtJ4h1GrhWOX4S3cdkmHd4ve+6pKO6hs2KijuRU/+dbPlJ5KtCMTeArAg8YheLqyw+esq2rqrmtZuPdBlwlV67ZjynmIE/8T/jKUvvz3i50jJsEkaC32w2PwNl47wGqjJ7ZcybJizh/cUdwUczw/0jOHcfU7plN6TmpGpI80edAHWrKlD6UUete8M3i81oi23niHaMFi4E8MiJBcibOTxEL20qrLL94zQkjWA2FsAFiSlsEJBTnrQzBrfDBh3axs998YPk40SoWLznFcvJ7a+7fMomwW+34m55Gr2CAGX/OmlCwu/hsM+L6zYqnpkyqEhvmOQziXBF4ABvXJl30/g+45kPQOHf+Kd4+87MawmbMS+KkoZVEY0K4sn+TozNYu2PxB7C8CCVF3bHHS/WoOyYH4foY5n8VbC09bhzVwJDAPxdmkhFY+0X5AZiSuNTPk5h4b4jsH3ToEXf7ndod/3twfqVFkzSOfyPX+8V5T6hoLU3IF08NJlle0BisqHJl7ACA0owoKU6Qwu9moNyoIV1Ah1fKhCHIW56V1y8eXCPJFOevKo+8yynn6hn8El+eK5Evy+1FozaLGi1DcUpCZsxEKhtj1AERuh+ZKTmUoXje0fsz5F46YJsbcALC49CjOCjlDZoGzEwCLZFEU+hvczrBVybYQyRUtLSVLcz1YJocI8jLJUKY9Mg6WoBgu1SGZskjXD7AuH0jUXDQ17cVQ8V5T6TgwrfQfSHYjH4wn6PRvVrEzvRmhFefqZ9EalKpMjVWnifPJfXjhUlPfj2LfvP/nQfgX0kwkDhRD4ImXjcE1Z3rd2yz76+QWlXV7HqZO/vGioyOwJPJ5f/9r7XwWtysT72VdHCQ5RcD+L85wxHZlKq5ADC6dL2Tg8qme4VOLIwcXUq3u2yBriCVk9xLZ9+899lfuMfe9A0pKJZk8Z1OX9wqzMGtg6QgXyTMa2bZ1ujMOGDSOzw2l5vFyfJ3Z8Y9WcStngcotceg6xeNxt5OE/g45O/xmOsXPee2oKG5jZKOP46PTQ0WP00opt1Lvn8Vz91nbKdKZQtzwHtba1kd1mF+ZoPBpm73kuD8h5+jc+/k9v0XLpOCnDZkx5D/4zpBsf/zjo+5g/dxwV5HSOkALTJAP9eCIRLKU8eyPkoavNs29qaqLKykoq6TeIjjW3Ic8+hEas3t4ak5H9zZd1ZpBpDcI4JoUF4PvqY7Rm84EuWSg9CzOppGd2WP/g3N5zx+vHrt9xSLXQfrXnqHgMVpWJc/RP4DsHhcwVFnqp7XhMehrdvCuc/re3t4sRfp6McRwwNxB7k9LY5A6a284589dfXBaWwEVqO8B3CErw/nBM3WCjC0BkQOwNQrhe6a6WtqCTnpxr3dL6w6IoNYSyHeCQhxxJNpvi5CzvD1fEjT4SB0ALIPYGIBKvdK6DqcThGpdfeCQa2wEmlRc8Nbm7tGe328TEISNnc8z7wxHxSAqEqCFe7QKgFyD2Oidcr3RxzDE3OTgwqwBLbHWtS4R7eJWpnLAdqXeJto65PGLC9cHrz6RHF2+g2oDcYxZunufnySzJK0Zqj71nXln/paz9wd/X7/HaH2hZIASFRyIDF0hjAbHXOWq90nnbvbNPF7nwHKsf0jc/eE71wCL6el+tEN73P93jNSDzFbbvjxyTNSN78PoxdOfz//IKvpSeuaHiEA3unS9MzXyFkv/5uUgIi6nvBG24k6rBLnrR+rrEq12zgwuk8YDY6xy1Xum87T+HG+lfWzqzb07um0+XnDdQiH+gYPP27d9WixG2tI/tBHiVKQsbj+gDhZ7h5y+u2EYPXn8Wffd9ozieF1xx/J8tkB+aM0ZWKPmf/+afDqeauiZKTk6lduqg5hZO0fTIhn7kUKpgFY2vS7zaNTO4QBoTiL3OUeuVztsYSaD7n5gr3Cmloty+4RPezgW92e1SOoZfIwkbh26UVrSyl42T8/Pb2sUI7+W3t4vFRuyDH0woOarEvvaLVm2PaDQYyrclUl+XeLVrZqxygcyPgRGanszUIPY6R61XeuA2fh4st53hLBhphaj0eknYOEYfKvOGhf6+l9f7TbZy/D+YULZEaa8banVspL4u8WrXzFjlAnlljIzQojEvi2XbEHudI5eDLple+a5Kzc1Kp9qGZtXGWBxC8fWk59dLwpbhSFZlbHb7z0/13i1w8fAfn1FCd88a7b2LYJtfiYYmT1T2uqEqWEXq6xKvds2MVS6QK2NghCb9rwVzjI32riGcCxLE3gDIeaWPPrnYr/IUF6/g10k57aHMyXi/73O2UWAnSCYrI1XxWF5AxTy8+HPvNvbG+eM7O+jzikOyIRpeyh/NaDCchVfhEK92zYxVLpC7Y2CEpifgjWNQDtc00TNLN3sFmUf5t/38VFHAm7NxKvd2lqkLnMj1LbnHI3spm4ZdMX0Lfx+sbqTn3tja5dhrpw2jxmMtlJJqp8NHXdQtz0kudyut+OgbP6EPtFLgC8Sc338U1CNn/KgT6YSi0Ev4kWcfOeyNU1FRQaWlpeR0KpvKRZqNwxdI378jq3vjxJNwfXcwsjcoXDUqcOS98z81Iq3ysomDRCgmxZ4kRtwc12txtwnTMg7BNLla6bfXnCEWSrH9cHtHhzAsY8FjeIJ213c19JMJA0SVKTZG4+M484bTLvuwEVqffFFPlsX7vmvOkBV6/xBNMo0eUiyKkssVKZk4upeq9x2v1bNYlRsesK0wHhB7g+Ib9vDNu5cr6M2jeLbp5XBFQbZD/AQbmV016WR67f0K+q8zS+jO5/8te27O3Z9yfFUs3x0crW8J2df8TDv9YsoQen65fK1aLg8YOElrhdG2kcEF0lhA7A2K7ySYXN69XKUnKeuFCZYnTR1f0oBenSEWJXz3qy2u7WoJntIZOEmLRTsAxBYULzH4JBnD8W+lvHgpB18SVMU86Z1VNGpwN9WlChlpMlgO3wm7ppY2VXcroRbtSOEmAIDJxL62tpbuvvtuOuecc+iUU06hyy67jDZs2EBWxrdKUTijcBbUUJkvDU2tlJuVpijgnL0jwfn6PMkbqgKS06dCltIdgJpFO/Gs6sWT2/yIiwowE4YI49xyyy1UVVVFTzzxBBUUFNCSJUto1qxZtGLFCurbtzN2bOVJsiN1LtWj8GA50L5ZMlzByp5kE573f3h7u1+xEknA01LtdHLfAr94utKEHS+qSktNUZWyF+pixGmcsY7nI2wEzI7uxX7v3r20du1a+vOf/0wjR44U2+666y5as2YNrVq1im666SYyEsFESkm8eB+PpHnlKrtZsnjzClheN+dua6MksoUsnM3wa3ixXaung164fTy18qpZzrRJs5PdnkQvrdzexazsmguH0cwLSokTdNl6PjMjVUzw+iKJM/eZ67MGvt+jdc10qKaJ7DYbXXF+KbW3+/v1BN4BcNYQrxsITM/8+7o99F9n9aHUlGSq2HNUvH/ezncWPAE9Z0Y5FednhP35M6G8Xhg+jr8DLrjCnz/bM7OrJyYpgRHQvdjn5eXRwoUL/fLibSx0NhvV19eTkQg2erz+4nJa9NY2Wv9l1wVJzPylm/zcK6XceBZuzoZZsHwL3TXrdCHWwXLqhQHa+IFC3Jf+vZIuHNtfeOTw8SyslXtrusT9uZ8vrNgm7Il5P7e15P0K4WIp+hViJCz3frkM4ZWTSqm2oS+XvKXu+U7Ky073E0yuXcvnC0zP/N11Z9Hid3d0yThiMeb3OH/ZFrrxJ8NF7n84n/+vppUJy2g5eDunor6wYqvfcdJny/bN/Hlg9A/0ju7FPjs7m8aOHeu37YMPPhAj/jvvvJPM4EvPNgIXnzuAzh3ZyzuK5dEq+9Wv3XKgi02xJMpjynsKY/pfXlQmVq+yKHNePIsTj1p5JF5d20y3zhzlNUBj/3vOtuGFV1KWjpyxmu+52CRN2s/nEP3aeiDkSFju/XI+Phc153a4zQW3je+SbslpmHKZRXwx4+M+8wkrBWYcHaw+Ju5+AkfbSpO+LOTS8YHw9heWbw36HXB/4PQIjIDuxT6QL774gu644w6aOHEijRs3LqI2eNEwryZMJDX1HkVf+ufe8B818nYW62B1XyURZnhkzCLKP3175ogLxv8+/YlijjwLm3S82gle33MqTaBKdgrBXuPbDodFfL8Luc9J7jil9vj8dvL3IlFql7dPGSM/96P2Qih3Tr3hcrn8Hq2KU+Xq4bysVGpvD698ZyLJzUr1fp8Oh8NcYr969WqaO3euyMh57LHHIm6ntbVVLBtPJKk5J3bZFio/fvq5/VWJMK9w9Z4nJUm1eEuP4aRZhmqbqWsMLSZSOylJ7X7fhdznJHdcsO3cVz5/1f59fvtDtRvMMySUl4h0Xrlz6pU9e/aQlRl5fO4vFFdNHkp6p9XjoZ07d1J5eWdo1RRi/9prr9EDDzxA559/Pj3yyCOUmhr5LXNKSgr1768spLGmut4T9qiRQzJqRFhyoWQ4XFPWv1DVcdJjOKZpoS4MTE5m6FEGt8Px8vxcJ/UoLFX8nOT6Lrdd6uvYESdQYc8f2lTTbnGes8skNz/n7Wr6w+858Jx6g0eALPQlJSWqRoJWZ/nHX1Odj5NstORkpdP0cQOoublZRBdiAbczYMAAVa81hNhzJs79999PM2fOpHnz5onJ2Wjg46M1ggqXPHKr8qX3hTM+lLJs2KuGY/ZcjUoSa471jx91Ukjx9hVxPkaKsweb4PU9tkeBk264pFxYrPpmy0hZMRxWYpT6ztlFnIGTF5DZI/c5BfY92GfBfeW6tnlj+5EzIH6u1K646OSky6aOhnof3B/ez+858Jx6hYU+0X//RmTvwYaYGqEV5XVmraWna1PQRPeLqnbv3k0PPvggTZgwga699lqqrq4WOff809DQQEZcBKV2lMypfbOnDu2yWEnKxjmpWyYV5Tjo2WWbhNDxds6uefCV9XT9jDLZ4/h1ew/UieOl4iV8zAef7hF59fPnjqOHrj+LfverM8Xko687Jh97oKqBhvYrFBPHXLyEbY75kbNn7p51ujeFUu79erOPZpSJEohy7ohKx/EFZu/BOv/tA4vomouGUk1DsxD6X00vl50oVWrXt8+cOspVt/hR6X14P8uDdbBCBoZA9xbHL7zwAj355JOy+6ZNm0YPP/ywoSyOffO82Zd+AWd6BBltnlXWkxa9tZ2mndtfiBrnp3NOfGqKXThZcpk/l7uN6hvdYrLmcE2zSMfk0XZmegrl5aaJUoGSayXfKXRQB3GGfnKyjVo97aKoAi+Q4qwdvmgwd1w5inIy00VtWRZ6zm7hY5OSiJyOFHr6r5uC9jmYmRlPnHJ8nsM2ednOmKxH4H6lJCeJbbwQTM3CqkgXY/m+D6Pm2cfS4tjMbIuTxXG4lsSWE/tYo7XYq8395px4KQ8+cEQppS1yVahHl2wQE72nD+1Bh482+YVUGDlP+8B8eBYyLinoOl4EPNORSnnZ8iLGNgLXPfJh0PfDqZSBC6sYCI324DuwttgbImZvNV9wtiq48fGP/YTe186AfejL+xcKT3suWLLyn990WYDEbX6zv1Y22yew7mvnwqytqqwCrFJ/FACzAbHXoS84G3EFCr00QvcV9eEDi+jS83j1q//qT0nceaXq8o92yVoP8MhfMhQLZRXg2zer1B8FwGxA7HVIoGAGy8fnlbcchJNb/cmvtdmGyF4kpJG/VBdWabER+9r4ir1V6o8CYDYg9hrD8XJefdnIE46pyWLyjydTfQU1WD4+j/g5fn/GsB7elbPSqJ3vDLgsodKirTkzyqj+2A82vnL1Yd2eNtFHSfBDFeiW4vp6qS6FalcAdAKxTzB+k6EtHkpOTqINXx2iFR/t8qY4XjZhIF03vcxb8FvKx/cVY86k6ZbvpF3/qaU7nvuXN+zjawzW1t6uWNSE25DuIoKFijgL6FfTy/wEMlj9Ue4Dn1cu9p+hgb7CthiAH4DYJ1h8vq8+JkzI/LJjBhYJszLOrJG2jzvlBOFhw94rvHgpmBj7ijuLrXT8rKlDqa5RufiGq8VDPYsyhQAOOClPfjJ3Z6dRWGDsPnCeIVR1qZt/OpwSSaj+wLgMWA2IfQLFh90i12w+ICuonP8qxd59jb14wdIT/3OOEG81dWalbVdNGiIWGinBI3IWPLb45QtRMOuGwPqwcoSqLtXQlFiTMDXVriD2QAkeZOm5vXCB2CcIFhf+soOFVXiylVdkSnDohhcMMbzgqf+JucL6V60b5OGaJvpmf11Q2wTfydSsjFQh9tGkVPIiL877D8z4kcJLvHgrkSBFFETLlZOUvakigf9PknjlowZA7BMEi0s4tWJZMAtyHCLEwytlWbzVHsvwhSKY501gZSh+zA2RRaOUUskXCl7pG1hgxTe85ExPpmOUOJAiCqJl5T93hQyFSuRkptJFY0ObK2ol9AzEPkGwuPhmvsgheeVw/nxdQwvVNrQIY7HuBU4h5rf//FTZUbPvsb4GXdKE6ewLhwr/GI7RB8tIYSOwSFIqvbHxncHDS1//p4aynMkkf08TH5AiCqJl94F61StoeXWs3tG9EZpZYHFhp0cWYjlY4CU3Sl4oNbhPPi1dXUn9TsilF1dsp/958p9+pmM8auZJ20A3yOHHDbokuwS+WIwcXEy9umf7GXxFYhQWbmycBZ/tlkWB8gQPKyJ9PwCYFYzsEwSLyymDi6lnYaZsWGXWlKFUfTxuzp44LMxcbjDUpCyPmq+dViZG2GcP70mpyXZqbWuj+689UxTuDievPFhKpdLxoWLfaSl24W6Z6Mpgkb4fAMwKxD7B4sOjcV7MJOXZi9KDX1fR3Gc+8QvLSMVLlPLkfyhu0kGDe+fHpI+BKZWhCBX75guOloT7fmIJFnQBPQGx11B82NNm7jNrgr42VAbLoSNNIl3ytCHFmgkNYuPyYEEX0BsQew0JNSrmDBYlpEnZwHYSKTSh7BOsOJLFgi6gRyD2GhJqVNzc0hqyvGDg6FkLoUFs3B8s6AJ6BGIfp4pGcsfJ7VMaFXMFKS4VyHYFvvulknhchi9w9Fx/rEVYH0wZ07fLAqdohCbU56FlbFxvYEEX0CMQexkiDYMoHccE26c0KuZHaX9gSbybfnpKF4Fly2NOzQzmnxOJ0CD+HB5Y0AX0CPLsAwgVBuH94R7HnjhKbTKBha59kQphDy7Jp5IeOSJn/oSirq/jPixcsU02VZNTODlVM1yhifTzsDJSeE4OK09aA23ByD5G8Val49gTJxExXNGHgJWsvoJ/yXkDwhYaxJ/DB5PW5iA/DOMyrU3O1ACxj1G8Vem4UJ44sYrhhmqHF1yFKzSIP0cGJq2tZ4TWrqHJmRog9jGKtyod5+tbE8k51RKqnayM8M+D+HPkYNLaWiTpWOgZxOxjFG9VOo49cRIRw41HrBjxZwDMAcQ+RgZaSsexEVkiTLniYf4FQzEAzIGto4OT9azDtm3bxOOwYcN0kWcfD7GMx3mibZON0CoqKqi0tJScTmdUfQGRge8gthphNBCzj3G8Vem4RMVw43EexJ8BMDYI4wAAgAWA2AMAgAWA2AMAgAWA2AMAgAWA2AMAgAWwXDZOa2srcbaplF4FEoOU4btr1y6ycS1GkHDwHXSSmppKgwYNIqthObG38h+51p87/5MB7cB3oA6zfkaWW1QFAABWBDF7AACwABB7AACwABB7AACwABB7AACwABB7AACwABB7AACwABB7AACwABB7AACwABB7AACwABB7AACwABB7AACwABB7EFNqa2vp7rvvpnPOOYdOOeUUuuyyy2jDhg3e/Z9++ilNnz6dysvL6fzzz6d3331X0/6and27d9OIESNo+fLl3m1cdPyKK66g4cOH0/jx42nx4sWa9hEkBog9iCm33HILbdq0iZ544gl68803qbS0lGbNmkXffvstffPNN3TttdfS2WefLcTnkksuoVtvvVVcAEB87Lznzp1LTU1N3m01NTV09dVXU69evcT3M2fOHHrsscfE78DcWM7iGMSPvXv30tq1a+nPf/4zjRw5Umy76667aM2aNbRq1So6cuSI8BG/+eabxb5+/frRjh07aNGiRXTGGWdo3HvzMX/+fMrMzPTbtmzZMkpJSaH77ruPkpOTxXfA39vChQvp4osv1qyvIP5gZA9iRl5enhCNYcOG+Xmo8099fb0I5wSK+umnn04bN270FtYAseHzzz+npUuX0sMPP+y3nb+D0047TQi973ewZ88eqq6u1qCnIFFA7EHMyM7OprFjx/oVf/jggw/EyJFDN99//z11797d75hu3bqRy+US4QUQG/jCyuGx3/zmN9SjRw+/fcG+A+bgwYMJ7SdILBB7EDe++OILuuOOO2jixIk0btw4am5u7lIFSHrudrs16qX5uPfee8Wk7JQpU7rsk/sO0tLSxGNLS0vC+ggSD2L2IC6sXr1aTA5yRg5PAEqiEijq0nOHw6FJP83GypUrRaiG50jkSE9P7/IdSCLvdDoT0kegDRB7EHNee+01euCBB0Rq5SOPPOIdSXJI4fDhw36v5ecsMllZWRr11lxwVg1PhPOdlC/33HMPvffeeyKEI/cdMMXFxQntK0gsEHsQUzgT5/7776eZM2fSvHnz/Aq8jxo1ij777DO/169bt06M/pOSEFGMBXwXxaEaXziMduONN9LUqVPprbfeor/+9a/U1tZGdrvd+x306dOHCgoKNOo1SAT4DwMxXcDz4IMP0oQJE0Q+PWd3VFVViZ+GhgZxAdi6dasQJM65/8Mf/kB/+9vfaPbs2Vp33TTw6Lx3795+PwwLOe/j9MrGxkZxId61a5dY7/Dqq6+K7wuYG4zsQczgzBteyPOPf/xD/Pgybdo0kQb4/PPP0+9//3v64x//SCeeeKL4HTn2iYNFn9c1cJiNv5OioiKRucO/A3Nj60CCMwAAmB6EcQAAwAJA7AEAwAJA7AEAwAJA7AEAwAJA7AEAwAJA7AEAwAJA7AEAwAJA7IHmRLLUA8tDAAgPiD3QlP/7v/+j2267LaxjXn/9dWGwFg7r168XVbL4MdbH8Gu4KhTD9gP8fN++feI5W0TwDwBaA7sEoCnsyxIuCxYsENWW9AJXhAosCAKA3oDYAxAlw4cP17oLAIQEYRygGRzeYMtj/pHCJeytztWtuLxhWVkZzZgxQ4R6JMaPH0/79++nFStW+IVLuObqrFmz6NRTT6WhQ4eK13Fopb29Pep+sjvkz372M1Fblx09lyxZEjSMA4BegdgDzeCCGkOGDBE/HAphF0wWd660dPPNNwsBPeGEE2jOnDn09ttvi2OeffZZ4dTIFwM+huunfvXVV3TVVVdRbm4uPfnkkyLMw975/Nr3338/6n4+9NBDYvTO7XIt3d/97nfCtRMAI4EwDtCM/v37U2ZmpvidxZTtjo8ePSqsklnkGRZ1FvJHH32UJk+eLC4MXPkqPz/fGz5hsT/zzDPF8VIRlLPOOos+/PBDcbcwadKkqPp56aWXChtgZsyYMXTo0CF68cUXxZ0Jiq4Ao4C/VKAbOJzDhbIloZfgCktcAOXbb7+VPe6iiy6il156SXjps/DzxeKZZ54R1Zh4W7RccMEFfs85lMOl/4L1BwA9gpE90A11dXV00kknddleWFgoHuvr62WP4zJ8XAqRS+55PB4RDuKLRnJyckzy8aXzS0jl+7i/ABgFiD3QDTk5OWIEH4i0LS8vT/Y4rrrEo/mnnnpKhHO4gDkTqwpYgaLO5RYZ1GwFRgJhHKApvjFvzqTZtGmTyLbxhSdneVJWqqcaGCffuHEjjR49mn70ox95hX779u0i/h+LbJyPP/7Y7/m7775LPXr08PYHACOAkT3QlOzsbCHwn376qZiIZWHnxxtuuEFk16xcuZLWrVsnCplLIs/H7NixQ8T4OT2Tfzjr5i9/+Qv169dPxO05c8Zms5HL5Yq6j5xqmZGRISaHWejXrFkjJoy5fQCMAsQeaMrll18uRuG//OUvRYojC/bjjz8u0ht5cnXw4MGiSPl5553nPeYXv/iFEH/Oq3/llVfo9ttvF6/lMI7b7RYx++uuu07kx3NGDk/URgP3hYt0c/s8p/DEE09EneEDQKJBwXEAALAAGNkDy8Ej/VBjHA7R2O32hPUJgHiDkT2wHJLlghJstBZoiwCAkYHYA8tRWVkpYvtK8IRs3759E9YnAOINxB4AACwA8uwBAMACQOwBAMACQOwBAMACQOwBAMACQOwBAMACQOwBAMACQOwBAMACQOwBAIDMz/8DiN8mjgXfzpkAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 400x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### you may be tempted to do this, but it won't work because sns.jointplot creates its own figure and axes\n",
    "# fig, ax = plt.subplots(1, 2, figsize=(8, 3))\n",
    "# sns.jointplot(data=tips, x='total_bill', y='tip', kind='scatter', ax=ax[0])\n",
    "# sns.jointplot(data=tips, x='total_bill', y='tip', kind='kde', fill=True, ax=ax[1])\n",
    "###\n",
    "\n",
    "sns.jointplot(data=tips, x='total_bill', y='tip', kind='scatter', height=4)\n",
    "sns.jointplot(data=tips, x='total_bill', y='tip', kind='kde', fill=True, height=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "9dba3c32",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x400 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.axes_style('white'):\n",
    "    sns.jointplot(data=tips, kind='hex', x='total_bill', y='tip', height=4)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4e62fd0c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x119bda990>"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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4tXPW1KklqLPPowUeT3cMSVuXW7PVnn/jjF4MoTW/qkjKi0RWLq6R1cuq5bKtbChMCJkdKIZyCCw8z75+Sh564bgcPdWn961aUiFXnbNYXjvYltbXWlhborEdJsR1hNO6a5JnzKTII4RU/aIKvQRDYY0vgkBCE1n87fWHpLltULfdc3xQbNYT8sQrJ2Td8iqtiI0LUv8JISQdUAzlEE0t/fLfD+2XviGfBkoj5gKLw5AnkPbX4kJD5goEV6OqNS4A1s7eAa+0dQ3Jmc5+GfREJBAMy5twsx3pjGslogUil6JIZJUsX1jGytiEkBlBMZQDwC2Ghppwi/mDYa34e+nmBVJbydYaJP9AlhnS8suLrVJVFJCamhqxWK1SVeqUwyd7tYdaS9fw6OWZ10/r8+xWs2apQSDBcgSRBNcx44wIIVNBMZQDHee//Zs9mpED0DjzvHV14rDzoyOFAcRMTblLs9TeMXIfkgaOnOzVC8QRRBKCso06RwaoiI2YuobFFXrB3+jPR4FECImFK2oWW4Oe231avnv/XnWDwfz/vhvXamBp35A/08MjJKPAjWtkq4FwOCItXUMqjg5BHJ3o1UbFg27/GPdaics2KpA0bmlJuSyoHpvaTwgpHCiGsrR20Pce2KtFFEHD4nL53390jiybXyaPvdyU6eERknUgU21xXaletp+3VO/zB0JaFfvYmX45drpPGk/3qUDCyQWKQuJiUOy0ynIUkFxQprFHaCWC3xurZhNSGPCXnkUEgiG579lG+fWTR/VAjtiJ/3XdGrlj+yoGhhKSJMhYMzLPDBCIfaJtQMXRsdP9KpAgmIa9Qdl/vFsvBjAUwWIUFUflKpBWLCzT4pJsc0NIfkExlCUusV0H2uW/H9qnAaFgw8pq+cS7NsuyBWWZHh4hWV3gMRlQpd2IHzJAav+p9kGt4g5h1NzSL02tA9I36BsN0kb/NQMkMCybXypL5kUtUUvmlejfFEmE5C4UQxkG1Xh/8ugBjXMAlaUO+dAtG+XKbYsYw0DIDAs8zpQF1UWydlmlXLJ5ofQOetWtBoGkQqllQE62D4rHF9Tfq/GbHR2j1SyL6kq0evbieVGRtKi2RAO2i5y2WRszISR1KIYyAM5wDzT1yK9+f3g0sBMH+5svWyF/8LbVPHASksYCjzO1QlWWOvWydXVdnBUJrUVOtg5qBW1YlFBFGxeUvYBowiWR8hK71lGC221edZFeR2srFUlVmVO34ckPIZmDYmgOCYXCam5/4PlGOXIyWkHaajHJ9RctVxFkHBQJIdlvhYIVFxcUPw1HIjI47JfeAYg1rwo2XPB8VNPuH/LrBVluieAYABcbaitVlzv1Wi/lZ28jey5ZscRGt4RMH4qhOQAtBp5+7aQWTkT3biN2Yft5SzQ42qi8SwjJbStUealDL8tj7kMyBDLYhtwBGfL4Y/4OiNsTkGAoMhqbNBE4XuBkqaLUoU2Z9RpiTP8euX/ksSKndVQIxTa6NWDDW0LGQjE0S7i9AQ2KfnLXSdlztFMikej9OMN7x6Ur5O2XrNCDFyEk/y1NVbiMY/lFfSRYl5AosWNvq3T0urV4pAomT0D/dnuDmgXX3uPWy1QgC9XltIrTZhGLOSwlRU51vTvsFnX7oedgabFdyorsejzC33ANUiCRQoZiKI0g++TVA216UIMAwgHMYFN9jbztgiVy6ZZF4rBZMjpOQkh2gOwznBRtrK/R+KNi19h4QfRq83gD4vGHxOsLqtvN6w+K1zdyHXMbMU3YXi1PEu1Z2N4bX6T196+eHPMaKN1RVmyTsmKHVu0uHfkbBSphacK4IKhGbzujt4tdVnHarXmbRUdXY+FAMZQCODC9daxL3tICbp2adRILGklevm2RvO38pXSFEUJmBCw9JUV2KZlGK0KIIRVHvqC4vX7p7u4Tu6tIQiERXyCkFmoIG7QzwQUVunHShuf1DPj0kizQCSqMnFZtEwQLFE749GKf+NpmtagIs1lNYjGbxWo1i81iFovFpPdHLyN/W81j7zPuN5tUjEGwpNsFOJGrEdDdmF9QDKXAZ/79OTnVPhR3H8r8X7xxgVy0aYH2EeOPhRAyV0AglLhwsUkgYBVreFhqayvEZotanOCSQ4+32AUd4gnB3wPuEYE0IpLw91lXXdRdN4xrTzAa7+QNqBUKAgvb4JIpYJiy2Sxa3gDjgTiCaLJAMJlHri0jomtERGFbuDARj2W34bZFryHSjNtmU0QGB/ukqrJKrNazy2V5iUPLL5D8gWJohuAgsrCmRH3+MHFvaaiVTQ01jAMihOSWG8hh1Utd1TRMTwnHQFibVCSNiCPc9vlD4g+ExRcI6t/GfeNdh0IRCYbDEhyxTuF2IGT8HZYAHg/C9RfdBrdxP0RYLLip+/SHZDawWztUOEUvZrWuoeYUuwPkDxRDKRxE/uZDF9JUSggpuEreAPtAvBAuE5UFQckB8ywcH3ESqgIJYgmiKRjWrD1cP/P6Kc0CNERTdNuzIkoFmAqt6POil2i81dnbUfFlSC7UkMJFYqxfaOdy0cYF2qaF5D4UQykyF1VxwcLaEs0CIYSQbK/kHXvMmovXin292gpXWqw16kL0+aWtvVPKyislHDFFRVEgpPu/cMN8bctC8gNTBJ94AXH48GHx++OzK1IFplmcAc12ECUOZHPxWrGvhywWvNpsWr/m8r3N5Wvhp4XYBZw559t7m4vXw/yFw2Exj8R55ON3ZDZfL3b+jN9vvv7WZuv1xptDAGsXgsDThd1ulzVr1qRtfyR5aBlKA+n8UWTTawHXHLYGyed55Hvja2XT6+Xra2Xi9Uh+UHCWIUIIIYSQWBgGTwghhJCChmKIEEIIIQUNxRAhhBBCChqKIUIIIYQUNBRDhBBCCCloKIYIIYQQUtBQDBFCCCGkoKEYIoQQQkhBQzFECCGEkIKGYogQQgghBQ3FECGEEEIKmoITQ+hajwshhBCSy3A9Sx8FJ4b8fr9eyNT4fD55/fXX9ZokD+cvNTh/qcH5y/855HqWPgpODJHpEwqF4q5JcnD+UoPzlxqcv9ThHBYOFEOEEEIIKWgohgghhBBS0FAMEUIIIaSgoRgihBBCSEFDMUQIIYSQgoZiiBBCCCEFDcUQIYQQQgoaiiFCCCGEFDQUQ4QQQggpaCiGCCGEEFLQUAwRQgghpKChGCKEEEJIQZNVYui73/2uvO9974u77+DBg/Le975Xtm7dKtu3b5ef/OQnGRsfIYQQQvKPrBFDP//5z+Wb3/xm3H29vb3ywQ9+UJYuXSr33nuvfOpTn5Kvfe1r+jchhBAy14TDEWk81Se7D3XoNW6T3Mea6QG0t7fLXXfdJa+88oosX7487rFf//rXYrPZ5O///u/FarVKfX29nDhxQr73ve/J7bffnrExE0IIKTz2HO2Ue54+Kmc6hiQYCovVYpZFdSVyx/ZVsmVVbaaHR3LZMrR//34VPA899JBs2bIl7rHXXntNLrjgAhVCBhdddJE0NzdLV1dXBkZLCCGkUIXQd+7ZI80tA+J0WKSy1KHXza0Dej8eJ7lLxi1DiAPCZTza2tpk9erVcffV1dXpdWtrq9TU1MzJGAkhhBQucIXBIuTxBqW63CEmk0nvd5gtYi8zS/eATx/fVF8jZnP0sbkiQi9dfoihyfB6vWK32+Puczgceu3z+Wa830gkIm63O+Xx5TsejyfumiQH5y81OH+pwflLHWPuDjd3yan2QSlxWXT9wCWWYqdFHz9wrF1WLipL+nWKiopmPMaOXrfc/8xhuf7CJTPeR74znfnNajHkdDrF7/fH3WeIoFS+PIFAQLPUyPSAW5LMHM5fanD+UoPzlzqNTafF5/OLzWyWUGis5QfiyOcLy/5Dx8Q34Ex6/+eee25K4zvV4ZbGxkZd28jM5jerxdD8+fOlo6Mj7j7j9rx582a8X8QoNTQ0pDy+QjgrwoEUge0ulyvTw8k5OH+pwflLDc5f+uawYcVicbwxJFarWew2y5jtfIGQOBxh2bC2fkaWoVSBa27VqlVjLFZk+mS1GDr//PPlV7/6lYRCIbFYol/AnTt3yooVK6S6unrG+4W/NxXLUqGBAynna+Zw/lKD85canL/UWbO8RpbMK9Vg6Wq7dTRmCECADHtDsnxBmayvnzfnMUMGFLw5nk02GUifHxoaki9+8YtqArzvvvvkRz/6kXz84x/P9NAIIYQUCBA4SJ93OawaLO3zhzSoGte4XeSw6uOZEkIkz8UQrD8/+MEPpKmpSW677Tb59re/LZ/73Of0b0IIIWSuQB2hT92xRS1AXn9Iegd9eo3bn7xjC+sM5ThZ5Sb753/+5zH3bd68We6+++6MjIcQQggxgOBB+vzxM/0yMOyXsmK7rFxUTotQHpBVYogQQgjJZiB8GpZUZHoYpJDcZIQQQgiZHCaRpQ7FECGEEEIKGoohQgghhBQ0FEOEEEIIKWgohgghhBBS0FAMEUIIIaSgoRgihBBCSEFDMUQIIYTkMGzQmjoUQ4QQQggpaCiGCCGEEFLQUAwRQgghpKChGCKEEEJIQUMxRAghhJCChmKIEEIIIQUNxRAhhBCSwzCxPnUohgghhJAcxpTpAeQBFEOEEEIIKWgohgghhBBS0FAMEUIIIaSgoRgihBBCSEFDMUQIIYSQgoZiiBBCCCEFDcUQIYQQksNEWGgoZSiGCCGEEFLQUAwRQgghpKChGCKEEEJIQUMxRAghhJCChmKIEEIIIQUNxRAhhBBCChqKIUIIISSHiQhz61OFYogQQgjJYcwmU6aHkPNYMz0AQgghZLYIhyNy/Ey/DAz7pazYLisXlYvZnF/iwUQxlDIUQ4QQQvKSPUc75Z6nj8qZjiEJhsJitZhlUV2J3LF9lWxZVSv5ArVQ6tBNRgghJC+F0Hfu2SPNLQPidFikstSh182tA3o/Hs8X6CZLHYohQggheecag0XI4w1KdblDHDaLusZwXV3mEI8vqI9ju3yAWih1KIYIIYTkFYgRgmustNg2Jp4Gt0tdNn0c2+UDtAylDsUQIYSQvALB0ogRslnGX+JsVrM+ju3yAWqh1KEYIoQQklcgawzB0oFQeNzHA8FoMDW2ywdMeZYdlwkohgghhOQVSJ9H1tigOyCRSHxcEG4PegL6OLbLB+gmSx2KIUIIIXkFgqWRPu9yWKV7wCc+f0iDpXGN20UOqz6eL/WGWGcodSiGCCGE5B2oI/SpO7bI8gVl4vWHpHfQp9e4/ck7tuRVnaE80XQZhUUXCSGE5CUQPJvqa1iBmkwJxRAhhJC8BcKnYUmF5DPUQqlDNxkhhBCSwzCAOnUohgghhJAchm6y1KEYIoQQQnKYPAuByggUQ4QQQkgOw6KLqUMxRAghhOQw9JKlDsUQIYQQksOYhGooVSiGCCGEkBwm3+omZQKKIUIIISSHoRZKHYohQgghJIdhan3qUAwRQgghOQzdZKlDMUQIIYTkMDQMpQ7FECGEEJLDsB1H6lAMEUIIITkM3WSpQzFECCGE5DAMoE4diiFCCCEkh6FhKHUohgghhJAchjFDqUMxRAghhOQwdJOlDsUQIYQQksOYuZKnDKeQEEIIyWHoJksdiiFCCCEkh6GbLHUohgghhJAchpah1KEYIoQQQnIZaqGUoRgihBBCcplIpgeQ+1AMEUIIITlMOEI1lCoUQ4QQQkgOQymUOhRDhBBCSA4ToWUoZSiGCCGEkByGYih1KIYIIYSQHCYczvQIch+KIUIIISSHoWUodSiGCCGEkBwmTC1UGGIoGAzKv//7v8vVV18t27ZtkzvvvFPefPPNTA+LEEIIyTi0DBWIGPrP//xP+c1vfiNf/vKX5YEHHpAVK1bIRz7yEeno6Mj00AghhJCMQilUIGLoySeflJtuukkuu+wyWbZsmfzVX/2VDA4O0jpECCGk4KFlqEDEUHV1tTzzzDNy+vRpCYVCcvfdd4vdbpe1a9dmemiEEEJIRokwaChlrJIDfPGLX5Q///M/l2uuuUYsFouYzWb51re+JUuXLp2xina73WkfZ77h8XjirklycP5Sg/OXGpy/3JnDoqKilJ7v8we4pqU4v6ZIDtjXnnjiCfnRj34kH/7wh2XevHkaP/TII4/Iz372M1m3bl1S+9q7d6/4/f5ZGyshhBCSDOeee+6Mnof1rL3HLQPhKmmo9kggEEj72AplfrPeMtTa2ip/+Zd/qWLovPPO0/s2bdokjY2Nah36j//4j6T3abPZpKGhYRZGm1/gbKi5uVmWL18uLpcr08PJOTh/qcH5Sw3OX+HMIbxkq1atYuxQCmS9GNqzZ4+qXQigWLZs2SLPP//8jPZpMplSNksWEjgIcL5mDucvNTh/qcH5y/85DIbCWS3WcoGsD6CeP3++Xh8+fDju/iNHjqhaJ4QQQgoZiCGS52Jo8+bN6u/7/Oc/Lzt37lST5Te/+U3ZsWOHfOxjH8v08AghhJCMEgxSDOW9mwyZYyi6CAH0hS98Qfr7+2X16tUaQwRXGSGEEFLIhJhan/9iCJSXl8tdd92lF0IIIYSchZahAnCTEUIIIWRigrQMpQzFECGEEJLD0DKUOhRDhBBCSA4TDFMMpQrFECGEEJLD0DKUOhRDhBBCSA7DOkOpQzFECCGE5DDBEAOoCyK1nhBCyMSEwxE5fqZfBob9UlZsl5WLyjM9JDKH0DKUOhRDhBCSw+w52in3PH1UznQM6aJotZhlUV2J3HzpUrFkenBkTgjRMpQydJMRQkgOC6Hv3LNHmlsGxOmwSGWpQ6+bWwfk+w8ekONt3kwPkcwBtAylDsUQIYTkqGsMFiGPNyjV5Q5x2CxiNpv0urrMIR5/SF48MKjbkfyGYih1KIYIISQHQYwQXGOlxTYxmUxxj+F2icsqXQNBaW4dzNgYydxAMZQ6FEOEEJKDIFgai6DNMv5hHPfDKjTg9s/52Mjcwmyy1KEYIoSQHARZYwiWDkxgFcD9cJuVFdnnfGxkbgkEQ5keQs5DMUQIITkI0ueRNTboDkgkEm8ZwO0hT1BqyqyyfEFpxsZI5gZ/gGIoVSiGCCEkB4HV547tq8TlsEr3gE98/pC6xXCN2y67RS5bX6rbkfzGF2DMUKpQDBFCSI6yZVWtfOqOLbJ8QZl4/SHpHfTpNW5/9J3rZeV8Z6aHSOYAWoZSh0UXCSEkxwXRpvqaMRWovV6PHDzYnunhkTkgEAyrVZBWwJlDMUQIITkOFsGGJRWZHgbJIP5gSJx2LukzhW4yQgghJMfxM24oJSiGCCGEkByHcUOpQTFECCGE5ChG8XGKodSgGCKEEEJyFJNE1ZCPYiglKIYIIYSQXIWWobRAMUQIIYTkKEYyPQOoU4NiiBBCCMlRTCNBQx5fMNNDyWkohgghhJAcxaiz6PYGMj2UnIZiiBBCCMlRTCNqyE3LUEpQDBFCCCE57iYb9tAylAoUQ4QQQkiOu8kYM5QaFEOEEEJIjluG3F6KoVSgGCKEEEJyvAI1A6hTg2KIEEIISRKfPzssMWZahtKCNT27IYQQQvKfYCgs/UN+tcg47JlfQukmSw+Z/yQJIYSQHMDjC0j/sF9CoYi4HNbscpP56CZLhez4NAkhhJAsBJaXSESkd9CrGVv4O5sYdZN5aBlKBYohQgghZAJMZqv0DHjFbLVLNkLLUHpgADUhhBCSQCQSkSFPUPqG/OLL4o7w48UMYewkOSiGCCGEkBgCwZB093tl0O0TfyC73U+GmywQDMtvXzgmL7/VMiqQyPShm4wQQggZYcjjlyF3QELhSNbFB41HrO7p6POIxUIbx0ygGCKEEFLwGCnzvkD2BUlPhc1qVssQLmRmUAwRQggpaFC9ecAdTZnPRew2C8VQilAMEUIIKUhCobCKoGxMmU8Gu9UswyNxQ2RmUAwRQgjJW8LhiBw/0y8Dw34pK7bLykXlYjabtIDi4HBAAqHcFxCwDBmB32RmUAwRQgjJS/Yc7ZR7nj4qZzqGNCbIabfI6qWVctU5i2VRXYmEc9gaFIvdFg2apmVo5jDsnBBCprAsNJ7qk92HOvQat0luCKHv3LNHmlsGxOmwyKLaYplfUyQnO4bkew/ukwNNPZIv2K2GZYhiaKbQMkQIIdO0LFgtZrUo3LF9lWxZVZvp4ZEJgGDF5+bxBqW20illRXYxW0wy7A5IMBDU9PnHdzarlQgus/xxk1EMzRRahgghZBqWhcpSh143tw7o/XicZCeIEYKAhRCqKnUKbHk9/V4Z8gS0IGGxwybt3W451T4o+eQm8zNmaMZQDBFCyCSWhepyhzhsFrUg4Lq6zKHZR3icLrPsBMHSJS6rVBTbVQB193nirCZWq0lC4bAWV8wHDMtQkJahGUMxRAghE1gWSottY1ob4Hapy6aPYzuSfZQX21W4tvd5ZNDtV8tQLMFgRCxms5QU2SQfQGo98FMMzRiKIUIIGceygBgh2wStDVDxF49jO5JdIB7I5bSKyWKS3kHfmKaluD3sC8i86iJZMq9U8gHGDKUOxRAhhCSAejQIlp6oBg0WHTyO7Uh2AHGK5qoQqJA/11+4XJx2q/QN+8UfCEs4EtFr3HbZrXLDRcvzIngaUAylDsUQIYQkgMJ8yBobdAfGtSwMegL6OLYjmQcFFLv6PeL1n60kvXZ5ldx5/VpZVFsivkBIRRKucfs916/Vx/MFw03Gooszh6n1hORZZd1sIdvHNxkYJ9LnkTXWPeDTGCGjGSaEUJHDqo/nyvvJV9BZHjFB6C02XjsNCB6kzyNrDMHSiBGCayzfPjdahlKHYoiQHCTb699k+/imA8b5qTu2jL4PZCXhfSxfUJZT7yNf8fmDKrSnChqG8Fm2oEzyGVagTh2KIUJytP4N0r6R7WSz2DS2xah/gwU8kwt1to8vGTDOTfU1OWvhykfUTTkckGFvQOOAiGjmnCGGEt26ZHpQDBGSw/VvjLRvh9ki9jKzunTwOBbwTCzY2T6+mYBxNiypyPQwyEhMTP8QAqJDY9LlCxnbSDsOQOvQzGAANSE5RLbXv8n28ZHcTplHthiCoCmE4qkud4pxbuGw08YxEyiGCMkhsr3+TbaPj+R2yjwCpslYLt2ySIpd0QKS61dU0VU2AyiGCMkhsr3+TbaPj+R+yjwZnyJnVAy5vcExVlkyNRRDhOQQ2V7/JtvHR3IDWID6hnxaQToUogqaDkVO66gYIslDMURIDmHUv3E5rBqM7POHNGgZ17id6fo32T4+khsp8z39Hhn2jF87iExuGUKWHUkeiiFCcgyj/g3q3Xj9IT17xjVufzIL0tazfXwkO4HlcGDILz0DPjYcTckyRDE0Exh2TkgOku31b7J9fCS7YMp86hTHxAyR5KEYIiRHyfb6N9k+PpI9KfNolcFMsdRwjViG6CabGRRDhBBCMpIyD2uQL8BMsXRahlDwlCQPxRAhhJA5T5nvR90gZoqlPWaIlqGZQTFECCEkK7rM5wItnUPyyEtN0jPglT9512ZZv6JasgGj6CKy8EjyUAwRQgjJmi7z2crAsE8efqFJXtxzZlTI3f3kEfm/H71YsslNNkQxNCMohgghhMwaud5lPhiKyO9fPS1PvX5G62XFsqWhRrKF0qJoVXcEo5PkoRgihBAyK+RyyjyE266DHfLQ810y5I23ZtVVuuR/XbdG3nb+UskWSopoGUoFiiFCCCFpJ5dT5o+c7JV7nj4qJ9sGx8Tl3HTpCrli2yIpKbJnVQ+wktGYITZBngkUQ4QQQtJGLqfMt/e45b5njsqeo11x91ssJtl+7hK54ZLlo7E52YYRQO3xhfQzQENkMn0ohgghhKQFZIkNuHMvZX7I7dcMsefeOKO99GJpWOCQP7x+gyyZXynZjGEZMjLKykscGR1PrpEzYuiBBx6Q733ve3Lq1ClZunSpfPrTn5Ybb7wx08MihJCCJxQKqwjy+HLLGhQIhuWZ10/JYy8369hjWbGwTG65bJmE3B1SU+6UbMdiMWuDZLwPxA1RDOWhGHrwwQfli1/8ovz1X/+1XH755fLII4/IZz7zGZk/f75s27Yt08MjhGQxONNnj7TZLaCIbLFAKJxTGW6vH+qQB55tlK5+b9xjED63XtUg566tE6/XK8eOdUiuUF5iVzHUN+iTRbUlmR5OTmHNhS/tv//7v8v73/9+ufPOO/W+T3ziE/Laa6/Jq6++SjFECJmQPUc7NRD2TMfQaBzForoSuWP7Km0mS1IvoOjRlHnJGSCM8Z3AdSywqtx4yXK5+twlYrPmZrxNZalT2rrd0jsYL/BIHoihpqYmOXPmjNx8881x9//3f/93xsZECMkNIfSde/Zor6bSYpvYLDa1XjS3Duj9n7pjCwVRARVQ7OzzqCUIFqFYYCW8ctsiecelKzRDLJepKou681Adm+ShGAJut1s+/OEPy4EDB2Tx4sVqHdq+fXumh0cIyULXFfaPs38Ioepyx2gKtMNsEXuZWboHfPr4pvoausySnFejnUauWIMw1kdfbpZnXz+lBRRj2bKqRt519SqZV1Uk+UBlWTROqHfAl+mh5BxZL4aGhob0+vOf/7wGTX/2s5+VJ554Qj75yU/KD3/4Q7n44otn5HqDuCKT4/F44q5JcnD+xmff8R554Pkmaelya+AtAj8X1hTJrVeskI0rq9Iyf8fPDMip9kEpcVn0945LLMVOiz5+4Fi7rFxUJvlIur9/cDMODAdyJmUe362X9rbLE6+cEndCJ/fFdcXyzsuXS8Pi8knnyOf1xV3HYo7YxG1Nj2WsqCh1MYb4plKXRf/u7B3mGpfk/Ga9GLLZoumCsArddttt+ve6devUQjRTMRQIBOTgwYNpH2u+0tzcnOkh5DScv7Mcb/PKb3f1is8fEZfDLCjZgkX2+Jk++c49b8pN51fKyvnOlOevscUrPp9fbGazhEJjLT8QRz5fWPYfOia+gezPFMrk989qtUogZJJBT0D8/uyvbozPtqndJy8dHJL+4fj2GSVOs1y0tkTWLHKKydclx47F1xOaiNNnTo+5r6zEKchmD4XiX2MmnHvuuSm/Z6fTKfOqS/V235BfGhsbda0jMq35zXoxNG/ePL1evXp13P0NDQ3y7LPPzlhg4flkcnC2hAPp8uXLxeVyZXo4OUc2zh/cHM2tg5oGXVZkl+ULSufMTYTXvveV3RIKW6SuKr56b2kkIj2DfnnjRFhuvHKtjimV+XOUDchjbwyJ1WoWuy16thyLLxAShyMsG9bW57VlKNXvnwZJD/vF4w9JRQ6Yg062D8lDLzTLsTMDcfc7bGa55rzFcuW2BeN+HyYCFiEIocWLFovDGZ+qjuKLyN7KBl7d3yodPcPS0jWstzt6PbJq1TljLKIkh8XQhg0bpLi4WPbs2SPnnXfe6P1HjhzRekMzAQfhdJglCwUcSDlfuT9/mc6sajzVJ23dHikrsYvFMnZBgjjD4229AWlYUpHS/K2vd8mSeaUaLF1tt8YJLywQw96QLF9QJuvr5+V9zNBMv39ImR/2+iVitokzS6suGyBg+MHnjskr+9vi7sfHftmWRXLz5SukrHjmdXcghBIFpcNhlaKi7LAq9gz4ZNATEvPI76qjxy12u0Nd0CRPxBBMfx/5yEfkO9/5jlqJNm/erHWGXnrpJfnRj36U6eERkhNkQ2YVgqUhwvDa44F0ZhSLw3apAoEDkYf3hmDpUpdN948ie3D3FDms+ni+C6F8D5L2+oLy+M4T8tSuk/rZxrJhZbXcfnWDLCygejv4XlvMJrXoIXtufnVxpoeUM2S9GAIIloYq/8Y3viHt7e1SX18v3/rWt+TCCy/M9NAIyXqyJbMKWWOwRkGE4bUTwWKGx7FdOoC4g8gzrGEQWtg/LEKsM5TbKfOhcFhe2tMiD79wXAbd8XExKDZ4+/YGWb+iWgoN/Lbx++kd9Elb9zDFUL6JIfDBD35QL4SQ5EAKO8QALEKJXbZxG1YTPI7tYt1T6Qbp83DLwRoFEZbouoLFBkIF26ULCB6IPFagnlowo8P8sFqDstcchO/JvuPdct8zjdI6Eh9jgM/2nVfUy8WbFhT052uIodZut2zN9GByiJwRQ4SQ7HdPZaPrCvubTZGX6yCYfGDIp59D9sogkdMdg3Lv041ysLkn7n58h667cJlce+FScdq5pEV7kg1KS2e0LA2ZHvzmEJLnzLV7ajLousouKwusQfgMstka1D/kk4eePy4vv9USJ9YgmS/atEBuuWKltqEg8VWom1viM+rI5FAMEZLnZMI9NRl0XWUeP6xBiA0KhLLWGuTzh+TJV0/I7145qdarWNYsq1TxjIxBEk91+YgYaqUYSgaKIULynGzMrKLrKjPkgjUI8Us797XKg88fV6tQLPOri7R9xqb66jHxb+SsZQg/5b4hn/QOeKVyxFJEJodiiJAC6PNF9xQJBBEb5FcrS3bKIJFDzT36HT3dER/vUuKyyU2Xr5TLtyxk7ZwpwInOgpoSOdM5JE2tAxRD04RiiJAcJplCinRPFS5Dbr8KYNSfyUaQGXbfM0dl77HuuPvxfd5+3hK58eLl4nJyuZouyxeWqRhqbumXc9bUZXo4OQG/XYQUUCHFXHRPwfKF6tUUcMljsUbTrE2WcFY2V8Vn+tsXj8uLb7aMcdudv36epsrXVGRHK5tcon5RudZhOnKqL9NDyRkohgjJQbKlkOJcNHZFPzO06chEC5FcxuMNSf+QX0p8QXGho2iWueye2nVKHt/RLF5/fHB0/eJy/XxXLJybgP58ZN3yKr0+cLxb48QYXzU1FEOE5CDZUkhxNtl3vEc73KOxK/qZZaKFSC6CwPiBYZ/0DfvEm2Vd5mH9ee1Auzzw3DHtJxZLbYVL3nV1g2xdXcvFO0VWL63UEwctvtg1XFAtSWYKxRAhOUi2FFKcTcvXA883ic8f0Q73RmPXfLN8pZthj1/bUyA2KNs6lsPVic8sMeW7yGmVd1y6Qq48Z7Eu4CR17DaLrF5aIQeaemT/8W6KoWlAMURIDpJNhRRnA1i0Wrrc4nLE10XKJ8tXOoEwhkvMFwhmXWxQR69b7n+mUd440hl3PxqKXnXuYnn7JSukOMvcePkAGtVCDKF9ybUXLsv0cPJTDB06dEi+//3vy6uvvir9/f1SXV0tF198sXziE5+QJUuWpH+UhJCsLqSYbmDRCoXC4pxgjcx1y1c6QT8xdJkPhbJLBQ17AvLIS03y3O7TY7LYtq2plduuapC6yqKMja8QxNBvnjoqB5riM/RImsQQBNCHP/xhKS8vlyuvvFKFUFdXlzz//PPyxBNPyC9/+UtZvXp1srslhOR4IcV0AosW6snA4jEeuW75SgcQi/3DfvH6s8sahM/s2ddPy6MvN4nbG4x7zKhrRWve3ARR4+ff1u2W7n6PVJczKy+tYujf/u3f5Nxzz5Xvfve74nCgIVwUr9crH/nIR+Rf/uVf5Ac/+EGyuyWEJEk+F1KERWthTZEcP9MnpQkrfT5YvlLF7Q3IQJZZg/C5vHG4U+5/tlE6+zxjqiLfdlW9nLtunpgZHD0nFDltsmJRuRw73a9xQ1dsW5zpIeWXGDp8+LD8+7//e5wQAk6nUy1Gn/nMZ9I5PkLIJORrIUWM/9YrVsh37nlTegb9UlZkzyvLVyrWIIggjy+7rEFNLf0qyrHwxuJ0WLRgIgon2qxjY9tIOjvVj/0brjJ8JogbohhKsxhasGCBnD59etzHenp6pKoqWt+AEDI35GIhxemwcWWV3HR+pbxxIqx1hvLJ8jUTPD7ESAUmdB1mgq4+j6bJv3awPe5+WH8u37ZQbrpspZQWFa4rc664ZPPCuNtGbaENK6rloeePa72hZIgUYG2ipMXQ5z//eb2UlZXJO97xDjGbo6mQL730knzzm9+UL33pS7MxTkJIAbJyvlNuvHKttPUG8srylQwIPkaAtMeL5qqSFaDY52M7muXp106NEWdooopmqgtqiiVfwdcP2XDZVI0eLVcM/IGQFrOEBRGcaBuU+585Kk7H1Et+eYljjLgqBJIWQ3//938vfr9fPve5z8kXvvAFqa2tlb6+Po0Zgpr89Kc/PbotlOWBAwfSPWZCSAGRr5av6eDzBzVlHiUUssVN98KbZ+S3LzappS6WJXUlcvv2VbJ2pPpxPgKLF1x/iMdx2LLH7dfSOaQFFscDJxA4kTh6ul8W17HeUNrE0Lve9a5kn0IIISTJopOwBrmzxBqEE929jV1y37ONmp2UaEl45xUr5aKNC/LSYoesRqvVLCUum4ogxK7lEqjsDTHU2eumGEqnGIq1/BBCCEm/NQiLlz+YHdagk22Dcu/TR+Xwyd64+2EZue7CpfK2C5aJw549VpJ0gZAZp90qFaVOqS13SXFxfNJQrlBb6ZJjZ/qlszc+w4/MQAzt2rVL1q9fL8XFxfr3VJx//vnT2S0hhJDYkgHDAS2imNjBPRP0DnrlweeOyyv7WiV2NLD9IKbklitWxmUu5Z0rzGGVUNAsHS1BFUa5ilHYsmfQq9mYuWbZyiox9L73vU9+/etfy+bNm/VvxAIl9r0x7sP1wYMHZ2u8hBCSdyDgVa1BgVCc8MgEKOL4u50n5PevntTFM7GQ3+3bG2RxXankExA7FrNZBZDLaR3tkeYO+rOux1uyoNUJ+r+hACaKL86vzt/A9lkXQz/5yU9k5cqVo38PDQ1JSclY3+PAwID4fOMHcRFCCIkHC+2QO6DByJm2BiFO6eW9LZqKndjmBJlht1/doHVr8inlGiFOdqtFBZDLYc2r95boKjvROigdvRRDKYmhCy64YPTvP/7jP5a7775brUSJ7Ny5U4suIuWeEELyEYiGdBS5DARDMqDNVTNvDUL/qnufbpQznUNx95cW2eSWK+rlks0L1HKSD+CTwucF8YMLOrznO3CVQQwhiJqkIIZQV6i1tXX0TAa1hMazDDU3N0tNTc10dkkIyfPFPh9BPZffPHVEFxbU14E7ZdmCUnn3NauTKgI55PGrRSixgWkmUrLvfaZR2zXEgriSt12wVK6/cNm0atPkAjD62CzmESuQLavqBM02NSN9yXoGvPr75u95LNP6ll9//fXywx/+MO6+RD+qxWKRrVu3yp133jmdXZI0wYWLpHuxN3qdGYv9orqSOa34bHynO3oGpLvHL2uyIbd8ZG6+/ovdMjDsi2uFASFxqn23fOY950w5R5jT/iFf1BqUwbeF9/DwC8flxT0tY8Zx4Yb58s4r67WfWL4FRDvs+SHskqW85Gw7G3z/KvPks00n0/pmbN++XS8AAdSwDNXX16d1ICQ3Fy6SX9+n79yzR6sLlxbbxGaxabG/5tYBvR9NYWf7exX7nYYbKRwOyY6ju+UPr12b0e80BNoPf7tf+ga9amFA5X2cckBHhMNhvR+Pf/3Pr5zwZARZYoPD/oxagxCg/eSuk/LEzhPi84fiHlu1pELuuGaVLJtfJvkaEF2oIBaqutypNaK6+j0UQ+OQtEz+6U9/muxTSJ4uXCR/wGIPEYLvU3W5YzSQ1GG2iL3MLN0DPn0cTWFny/KY+J0udlpkyO2Vk+1DGf9ON57u03o7AIusMT/432Q268kIHsd2q5dWjqna3D/s1yytTFmDEJz96v42efC5Y2MqFc+rKpLbrmqQLatqcj6AWAOibZbReKBcfz/ppLrcFRVDfV5ZtSTTo8k+CtNmmONkw8JF8gu4pWCNgQhJXEBwu9Rl08ex3Wy0xkj8TuPU3usLSjgsUjySFpzJ7/SRE70qeCwW07jzY7aY9HFsFyuGos1V/RIMZc4a1Hi6Xx5+ae+omItNub7p0hVyxbZFWmU5lzECoosKJCB6JtSUR61BSK8nY6EYykEyvXCR/CO6YIfVwjgeiDdA+ndiyvVsfKc9/pD0DvjEHwxJJBwRkyckVrNZmlr6M/+dhqYZT4tF4u+GKwxxOWiUmSlrENKoH9nVJ03t8R3lrRaTXH3uErnxkuXaXiKns8IsJil22OgKmwY1FdEg6kF3QN2lFI3xUAzlIJleuEj+geB7LCZwtcLCmAgCL/E4tpvN73QgZJLuvrMZLxFztJAr4ocwhjePdmREDK1eVqnvHy4vizlREUV0vLCurF1Rpe6wgQw2V0X3cjRSff7NMzquWM5dW6cuMWNhzPWssCKHjdbvaQLxAyvrsDcofYM+qauKVqYmUSiGcpBML1xk7jL/Zjtb0Nh/30iGSUePW+zlZ2NiRttEeAKyfEGZvv5sjAv7gJjo7ffpvmG90GU8ArcUslXhhorIjr2t8q6rVo2+VrLjmOm4GxZXyNL5pdJ0pl9/XxgrxgWrj7rPTCZZs7RCqkod0ov05QxYgyAYn3n9tDz2crNapGLB+0RihfH5xc7HqfZBTfMvKbLJknml0/4cU3luKgUSi1xW7Rk2nXggZtvGU1HqiIqhIYqhRCiGchD8oJE1hmBpxAhNtXCR3Mz8m+1swcT9Y+Hw+IMS7AlLZaljNBUX3yfEYuB1sZDMxrjwXUUqN+IZovVfjFyt6HcasUNYCHv6vaOusmTHkcq48b4/eNMG+fovd8vAEAQb5is6QsSqVJQ4NK7pX3/+urzt/KWydnmVzBWYn9cOtssDzx2T7n5v3GNlRRa57ap6uWjT4jHi4VBzjzy+s1nau90SCsPiZZZ51UVyw0XLpxx/Ks+dSWo8GsHCqpFMajyzbceC7+mZzmG1DJF46GTNQXBgxg8aB2EESyNFFgsZrnE7duEimWff8R7NhmpuGdB6JxAauDYy/3DQniizKpnnJMN4+y/TWiQWjdUZcPs168jrD6mw/uRIJtdsjQvf1Ys3LohKIIifSESvo0IoogtiVZljJBbHn/Q40jFuvP/P/NE5snFljRbtM5lF91NX6ZQip0WtMSfaBuTnTxxSsTAXHDvdJ//y09fkvx/aHyeEcGy45bJlcueV1bJ1nCwxjA/jhFCA0IDVBNeoQD3V+FN5bjJAFJe4bFJT4VShnKwQms3fTy5bhgAsQyQeWoZyFByYkWpsnPkgRghnPli4CvnMJ9vAov7A801JZf7NdrbgZPufX+WSrn6vplv/0XVr9UzScC3M9ri2rq6VB56zizcQ0tgcuKBgeXFYLerCw+JotUTUJfPTxw5OexzpHDd+VxtWVMsX/+slcXsC0YBvX1D8gWg38Ipiu/QN+9Vqgqyy2Toh6ezzyP3PNMruwx1x9+P1rty2SN5x2UqxSFCOHTs25rmYD4wP2XoVJfbR+bBbTWKbYvypPDfZ+kBoLjqTLDdm204thlB40WisTqJQDOUwODDjB02fePbS1huQli53Upl/s50tONX+y4rsms0FIRS7/9keF767KxaVa9ZYqcupro1gEILDqUUOsYhB7INkxpHucZ9sj6aoI4B3cDi+wSr2h+wmuI8QT7NsZLzpAoUbH3upWZ55/dSY4o04Hrzr6gYVssDjiY8bMsC4MD6k1o83H5ONP5XnToYptmGq3ZrSMawQs23LSxzT267YrnOL+DsEoZeOE1daPs195RsUQzkOvtj58oPOR9zesFo5cOCZbubfbGcLznT/sz0uw/0LN8aQN6hFF2Ea8gfDKgIM9y8CdpMZRzrHDQHS2euR3kGvWqrgvkvEajWJ2xfWcaYLjP+53afl0ZeaNAA2FgR2Y14Siz1ORLQnGmJoxj/8Tzb+VJ47V60yCjHb9pLNC6e97cMvHte4oTXLqyb0IEQK0GpEMUTILFLkNKupP5nMv9nOFpzp/uciizHW/Qvrgs8XFocjHOf+bTzVl9Q40jVuH1Lmh/0SjoTF6wtpnAzcQ4kEgxF19cCdlypYlN480in3PduoIiwWxMHcemW9nL9h/riibCIwLowP1oFkx5/Kcw2i7UxMUmS3aWZYuusDFWK2LWKgUFIBlBTZJw2TmFddrGII1ai3rBp/G1OBCSFAMUTILDK/0iYLa4rkVMfwtDP/ZjtbcKb7n6ssRsP9e+BYu+w/dEw2rK2X9fXzRl0nyY4j1XFjG1g6YE2AS2xxXalmTiFgGHEyifsb9gVkUW2JppqnwonWARWFR0/1xd0PEXb9Rcs0a20mhfMwrpmOP5XnptMVNhmFmG3b0jk02mYFInkyMbSguliv27qH52x8uQCzyQiZRXDGfusVK5LK/JvtbMGZ7n8usxixj5WLyqRhoVOvU5mfVMYNKwLS+QfdsAhFY3SwHVLIUesGAcMInsZjuMZtLPR4fKbzgNf7n4f3yz/9eFecEMKafvnWRfLlj18sb79kxYwrCKcy/pk8F78BBENXlzm12GOxc3YLJTLbdnLmj4ihVoqhOCiGCJllNq6sUtcPzkaRqj5eyvpE7qJknpMMM93/bI9rtsY/k3EjTgl1j5DdllhDEbV07rx+rVpBfIGQus9wjdvvuX7tjGrtICvtgeca5a7v79CmqrFsWFktf/uhC+XOG9ZKWXHqAa6pjH86z4XMQKHMUpddBVBlaXKp8amSLd/TbGRBdTTAnpaheOgmIyRLM/9mO1twpvvPlizGZMcx3e2n21cMiz6CllOtwoyA5Jf2tMjDLxzXvlGxQGDcvr1B1q+olnSTyvgnei4E0Fy4wqZDtnxPs9UyhJghchaKIUKyOPNvtrMFZ7r/bMliTHYcU22PIOn+JPqKYX8zTZ9H/Mq+491y3zON0toVf5aOhfudV9TLxZsWzLpLaabjj33ubGSFpYNs+Z5mE4j5AsOegLp/S4vyJ5A8FbLnW0sIIRkCwgTWA7cXQdKz/3qn2wflnmcax1RrRtr3dRcuk2svXKpxOel4X6fahyQQcqe9f5jRNR5ZYbAEYewk+8H3CtXcewZ8KsJLl1IMAYohQgoYNrKMNjiFNcg/TmxQukFPqIdeOCY73mqNey3M+EWbFsgtV6zU+Jp0cPRUvzz0Sq8Mefs0yDld/cOMrvEIikZbkkL7vuSLqwxiCHFD061Ple9QDBFSoLCRpciQxz9SSDB9Mmi8bu7ISvv9qyfkd6+c0MyrWNYsq9Q5TzUVPxZYnH79VKMMu4NSVuIQm82itYGM/mEIgE5WEGnXeJtVike6xpPcZUFNsRxo6hnjni1k+I0mpAAxGlmifxPaFqBaL+JkjEaWyMTJZ0EEcYIgaWRBTRYknSyJ3dyjsTRWDYxGjEYs86uL5ParV8nG+uq0Frkb7R/mD0uxy6xCCOOYaf8wVNrGe0A80EzT+Un2iSHQQjE0CsUQIQVGoTeyHPb4VZyk0xoU280dTUzRuysYMqlbrG8ovu1DaZFNbrpspVy2daG6rtLNaP8wp0U/65n0D4s2TDVJkcM244apJHtZWFMyWqyRRKEYIqTAKMRGlgCuQMQG+QKTp8zPhNhu7sVOq4og1LWJBTN97YXL5MZLlmtBwNnibP8wm/jDyfUPG40HctkynhpPZo+FI5YhtOUgUSiGCCkwCrGRJbLEBtx+CYVmJ0QaVpbWzmGNy2nrie8hBpzoY2azyLlr62ZVCMX3Dxu/PMB4/cMYD1SYbjKk1qOnWQnT61mBmpBCI7aR5XjkUyNLuMLQYb5vyDdrQghZaM++flr6h/1aqDEWh80s86pcUlOBDLFoj7PZxugfNuxDPFT8ezb6h+FxLZJoNqlLr7rcJdXlTgqhAqHIadP0eoCgekIxREjBYTSyRNzMeIslGlni8VxvZIkCit19HnF70+8WA0hXf2V/m3zp+ztlx77WuMesFpPUlDulrtIlDmRypbGT/VSM9g+zmWXYG1axFts/rKLYIbdeUS8VJQ6prXDpNQOjC4+l86PxYkiaIBRDhBQc+d7IEu+lf8gnPQPeaVeSTpajp3rlqz/eJT98eL++TiwVJXbt/4TAY8RgJVpj5gKkzf/BNQ1SXWZVEQR3CFplICj+Y7dtkos3LZTSYjsDowuYlQujJzuIDSSMGSKkIDEaWRp1hhAjBNcYGlnmcp0hry8gB5t7pbvPK0Uua1orLoP2Hrfc/2yjvHmkM+5+uJs2r6qRk22D4g+GJBCMiNUajc+BEEq1k/1MWLWkXG69qEqKKxaI1WqXqnKHNCyeXjo9yX9WjFh+m1poGQIUQ4QUKPnUyBLWoDcOd8jDLx2XpjP9GjycrorLADWCHnmpSZ7dfXpMuvq2NbXyrqsapLayKK7OEDK2MAY0W03HGJIF4raitEjWNVRLWWk0lZoQg/oRMXS8Jfp7wfelkKEYIqSAyYdGlogN2n24Q370yAEZHPZrQDBcVKlWXDaCyZ/bfVoefalJ3AnB0YYVLXb+0tXJfqZE6wOZ1dVpcpmkr5OLHBkfiPQSl02twsfP9Bd8Ww6KIUJITqLB3sPRzttwXUEIIV7HqJ0004rLxr4hsO5/9ph09cWnyleVOeW2q+rlvHXzxq0cnUon+JmiqfFWizZMRSwYxuV2ByUUiq91REjs93TdiirZdaBdDjR1UwxlegCEEJIsyJCCaw/XJ9oGpA0Vl13jF5GcTsXlWJpa+jWW6tjp+MBSp8MiN168Qraft1hsVkvWLGioYQRLkINp8QVLeYlj3L+nYsOKahVD+493y61XNkghw18PISSnQJE4mPaNdhpnKy6PfzibrOJyLLAAPfDcMXntYHvc/ejrdfm2RXLTZSukNAuK08W6wmAJohuMXLJ54RjL5nT63W2or9brfce6JYQ4uym+S9Pdby5CMUQIURAYnM3B1BM1Vz1bcTmirrFEpqrxgx5tj+1olqdfOzWmajMCzN91dcNoxd5Mgo8CFqmiGFcYIUbjZZwkGMBimtgOZjxQf8pht+jJxY9+u18W1k4caA+LU6LoyicohgghejA10uyNzBIUXsyWNPvJmqsaFZcRLI0YoViRYNT4QbBoYo0fnAm/8OYZ+e2LTboYJO7z9qsb5jwDbDxgmYKLjq4wMhFouNo76JvRcxdUF2vhxUMne8XlnP2ioNkKf1kkr8l2a0c2jBdC6Dv37FELCZq3omcZihXiAIn7UY8oU4LIarNFu76bwxNWkTYqLiNrDMHSiBGCa2yiGj8QSHsbu+S+Zxs11iiWilKHvPOKerlw43wVIZkEtYtgAYIlKFtilEj+sag2KoZaOodl22opWCiGSN6S7daObBhvMBiWnzx6QAaG/FJZahe71ayWFYfZIvYys1akxpjgLpprEenxhaRvKCjF3oC4XJMfqmDBQfr8VDV+TrYNyL1PN8rhk71xz0fLjOsuWibXXrA0o60pMMNmi0mK7DYtGsl4IDLbzK8uVhcsTsD6Bn16QlCIUAyRvCSbrR3ZMl685k8ePSiNp/p1Ffb1BLVjfWWpc7SVRKnLpuIM1qq5qkcUjQ3ya0sNr+9sHMRUTFbjp3fAKw8+f0xe2dcmsQYmGH8u3bxQbr58ZVJZOOkG47AiKNqFeCDEQGWv9ZLkFxD/C2tL5HTHkB5vtpZmz3FxLqEYInkHXE2wZkBYVJc7RmNIssHakS3jNcQXApLRTT26+Jq0j1Vnr0dqK10j7hmzxtNAnMx1bBCCO5MlscaP1x+U3+08Ib9/9aSKrFjWr6iS269epda3TDFefSBC5ppl88tUDJ1oHZAtq2oK8ntIMUTyDlgxYM2AhWW8ujOZsHZk03hjxRc6lqNBK4QQYmRMZlEh0jvoFZejWAUEXDWIX5pN4BbsH/KLL4BCgRG17nT3D0lff0BWjhM0PZ33+PLeFnno+eNjhNzC2mIVQRtWRtOKMwGDokm2xQ3ZrGatst7R65F5VUVSaPBXSPIOLH5YXOFqGo/ZtHbEBkDbLeFpWTfmeryx4gsmcgTnIhXXbImKL7M56qqCSBryBrXtBAK5Zwu3NyADbr+KoNjeXpiTcDgkbzYfkLdfunLamV0oIHfvM0c1IDQWCDq4wy7ZvEDjieYa6FxYrhDgzfpAJJuwWMyydF6pHDvTL42n+yiGCMkHsOhhoUHMDVxNicyWtSMxABoLX7krInc6e+SCjUVZM95Y8QU7VGWZQ11jqNMT1QhwUYn0DvmlvNiuAdyz4U5EajtEkMcX1EwxCCFkhHl9wWh/MZNF3J6wtHS7p9VfDKn19z59VA409YwRkwiMvu7CZeJ0WDMigmwWxAPZNLMtG1yzhCTSsKRCxdDp9kH9TcJtW0gU1rslBQGsGIgDQTAgYm4S684MegJpt3aMFwDtDwSlvc8r33/wgDgcjgkDoOd6vIniC64axAj1DvgkEAyNdGU3qen8/W9fPyuB5h5fQPuKYQwArwmLEISQ0V8MVjWkyBfbbdLvDkzYXwyB1g+/cFxeeqtlTPr9RRvna6p8ZZlTMuEKQ0G7YiddYST7qSpzSnW5U7r7vSqKNmbQjZwJaKcleQcWS1gzcGaD4GO4e7DY4hq3sfin09qRGACNNG3sGy6oUpdZPP6QPh4VGZkfryG+EKgMsQXwGoilgXkchddwlvjVT12ediGE9wXxghReQwgBxAi1T9BfTBL6ixnAtYdu8n/33R3y4p54IbR6aYX89QfOlw/ctGFOhRBGjmB0dAOvqXDqAkMhRHKFVSMxiY2n+iY8XuUrFEMkL8EijnR0WFRQlh7VWXGN259Mc5r6VAHQJS7raAB0Nox3IvHl94dk2BtU19j7375OrNb0Hh58/qB093s0/inxOHu2v9j4gg8WIjyO7WAx2rm3Vf7uezvkoReOa3sOA4i5P3nXZvmLPzpHls6fu87x+NhRo6msxC61lUWaps9CiSTXWDq/VBv/wk2GBsiFBE9ZSN4CAYF09GQrOidbBXrKAGiLWYOEERODbY0eWVjYY/c/0/HOBEN8GTFOEChwnUF8pbvIo7r6hgMy7I0KmfGYbn+x7gGP/POPdsnJGAsRgEUJjVSv2LpoymaT6RdB7BdG8gOL2SxrllXKnqNdcrCpR48HhfKdphgieQ2ERDLp6DOpAj1VAPSQJ6hi4+4nj+g+DUsG3GlYQGP3n+x4U2EuxBfe68AQYpHCccUOk+kvBv/XoMcvJjHJL544HPc8WJKuPneJ3HjJcimaw75KWh/IZlER5qQbjOQRDYsrZP/xHukf9mtGZibrcM0lOeUma2pqkm3btsl9992X6aGQPMQIgm5uGdAaMJWlDr02qkDj8enG4Bj4/GHpGfDq/XD1oAggsqhwwd9iiky5/9nEEF/nrK3T63QJoag1yC89/V7xTyGEjHGgbQaEBfqLofhjBK67QFjae70yPCIoYzlvXZ186aMXy+3bV82ZEEJQNKxAVeUuqS53UQiRvMNus4zGDu1v6h5zTMtXcuaXHAgE5LOf/ay43fGNFUl6GM81lE+NS4399A35dJEuLbZrwUFjfxNVgbabzFLitGqaOXp4/dMnLlMXTeJ4YNmBoEEMDookIp0bVpF+d9QKhGDa3gG/vo4FcTER0bgZuMoWVBdJz6A/6SrTs9HUNdl9orcZOr8bVasv37pIIoIgaQia0JQiaKL+Ym1dwxq34AvEV40GGBPmey6/o5gDWPGQGTZXsUC51mSY5A9rllXKkZO9mlnW0jWsPf7ynZwRQ9/61rekpCT/P5BMMJFr6OZLl4olDxqXGvtpaumXYQTvhrG4iRQ7bbJiZGHF34lB0G5vUCsxw8UD4XL0ZJ+870uPi81mVgtB4ngSY3CM+BjEw0AIGe6xcDASLcBnMum+/cFI0lWmZ6Opa7L7RNf3e546olYbkyki5cUOeeiFY3LhxgUqimZ6EMbij6KJiUKoptwpt13dIOesqZuTOAZtmmo2SZFj7pum5lqTYZJfuBxWWbW0Qg4198pbjV2ysKZY8p2cEEO7du2Su+++Wx544AG56qqrMj2cvGKyBqGoj3Pd1mJZty53G5ee7cHl12wmnG1jgYPpFwG9R0/16ePXXbAsLggaQgjWDggabG+KhAVLM8rVW4Mmqal0aWB04nhiY3CaWnrkV787rPtKTFOFTgph3ya0vwhrMb7pVpmejaauye4TQugnjxzQ9wW3ETre4x2e6RyWXz5xSK06KHKYDMdO942I1vgsFmS3vP3SFRobBIvbnDVNRVC0c+6bpuZak2GSn6xfXq1NnFEG41T7kJaJyGeyPmZoYGBAPve5z8nf/M3fyIIFCzI9nLxiovo4uK4uc2h9nBcPDM55vYkpx+ULTlq3Z7z9IEYHAgSLKTImcMHtcDismV479rXqoodFB0IJFiEIIdyHpRDWJCNgF8/rH/Srbz1xPLExOKsWlwuMQcb9QNuhxqyteAuGhQhZUKjBs/tQx4R1PtI1N6nsE64xWIQwT7UVTqmpcOn77Or3STAY1Pf0xI5m3W46dPa65Xv375V//dnrcUIIY9i83CV/84FzVFjNthDC54L3DPcpXH4lRfY5F0Kz8fkSMhMcdousXVapf+891jWjxsm5RNZbhr70pS9p0PTNN9+ctn3iIM7YI9THGdAidiUui85JYqBcscMiXQN+OdzcJetWmrJnXE6LPn7gWLusXFQ25X7sNrMMeqLtMaJ7iqgqQVNSBPeiQF53v1sDpjv7vLp/3I/HsR0OAsYIolYlPC+k1ZIdNvOE4/H50BH+7PNMYbyXEUEUHcWI0ApJ3zBcTSI/emT/SFyRWRbWFMmtV6yQjSur0j43qcz3C2+2qnibX12k44RwxCKtmExiMUfUGrbjrdNy3rqJLRjY5vevnpIX9rRpc9hYNtVXyXXnLRDfcJdYTWHxeDwyW0DwoDAiCk/arVDIAfEkBGvPFen8fI05m825y3fmag6LilLrBVbssuqJSLo5b22NHD3VqxZrdLQ35iLXgqqnM79ZLYbgFnvttdfk4YcfTnsw9sGDB6XQaWzxis/nF5vZLKHQWLGDLzwW5sam0yK+rqwal88Xlv2HjolvwDn1fmDNgRAxR0Qi8Snb+E0Hg34JBEWWLXdIT39IuvsRVxR1YSEPyiiUjNu6H/wL46Dgk3DINOF4jrd4xWY1iT8QUSuJusQwhITjSFe/V0Ih1KsxCZKi7LZoF/fjZ+DCe1NuOr9SVs53pnVuUpnvplMeNZmjdUdXn2dcFyDuOXaiRSrtYwu3QfjsbXbLrqPD4gvEP7eu3CqXri+VRdU2FULg9JnTkm60QrjVKk4HmtXCDRqSED6EDDMbn29zc/MsjLSwmO05PPfcc1N6/hXblshsETFZ5MePHJDXDnWI2+OXxqNHdQ3NJaYzv1kthu69917p7u4eEyd01113yaOPPio/+MEPZrRfm80mDQ0NUug4ygbksTeGtNIwXD6JwPJhNvulYcViWbeyNmvGhUBkhyMsG9bWT3p2bOxHXV1erwbdJpSvQWa7WK127dj+tovXySXnBOWXvz+qZ+gqWrStBtxn0SamGrgbMYnJHBGXC24M88TjcXSK/dVeKXKiomtIrU1mU1SAxcWnWCwqhOoqnXGBwaWRiGaZvXEiLDdeuTbqLknT3Mxkvjeuq5dl80uly9smz711SDx+fD8wFwlVt8MRndf6ZQulvr42biHfe6xHHn7phArAWNCP7KZLl8m2NTXqNtTX9fpUCC1etFgcToekA8wvgpE1HsgedUFlE+n8fHEGj0V8+fLl4nK5ZnHU+UuuzOHuQ20y5J463nAmLK4rUlc4YijvefqI3HF1fq6dWS2Gvva1r4nXG3/QvO666+TP/uzP5JZbbknpgJiqWTIfWF/v0mJ3CMystsdXz9UAY19IasqssmZ5zZzO15Tj8kbbVKyvnzfpYja6n5YBDXaOdn+POqnUBRGGFcasImXFwvLR/Z2zdqF8/jsvagFALNLwnbd2DWvNGzHDWhatxaEd0CcZD+YN89c9FJEFNcX6/NgA7r4hvzZGHHb7taO5xTJ28Ssrsktbt0faegMai5SuuUl2vtevqJJlC6tkyBuQtStrJSKH1GIGcRf1JxpPCOv9SEG/ePPi0ZYeMLH/5qmj0ni6b0xw9PUXLZdrzl8y7uIPIIRSXYi0SKLVIk4VQdnbOX42Pl/MHY93qZHtc9je49EWPrNBZalDPnTTBvmXn70mD77QLDdcslLqKrN3LvIygHrevHmybNmyuAuorq7Wx0hqTNUgFGfOl60vnfOFI12NS0f344ymRWNdgSBC9hYumt5uRsyPLW5/WMDRmwu1XdCrKxAIa1Bt9PnRtPjyUrv28ppsPLiN+cM89gz4ND4Iiz+ujR5gV5+zRAOOIdbGA0HDcJkZWWaz0dR1sn2iCu3i2mJ52/lLZcDtl1AIxSPNcv3Fy1VgRAPEEXQOoRfW27gfj2M7FF38n4f3yz/9eFecEMIcXrFtkfz9xy/W6tETCaFUwGugphNiwlAgsbrCpZ91tgqhTDTtJWQ6XLZ1oWxYWa21w3748H7JR7JaDJHZZ7IGoR995/rRWJVsGlcyjUuN/cCqgtYJED+w7OCMGwsjKq2Ot7/E18cF26NmEPbj84WmNR7MH+ZxovexdXXtaCuP8Yhas8wqzNI9N5O9X+wT7sWN9TVy8+X1srC2JM69h+yuW69qUAsQ5jOooihqEcL9qDP0wHONctf3d8ir+9viXgsH1b/90IXynuvXSllxetxfscDNBjGBM9p5I01TZ0NszRZz2bSXkOlgMpnkY7du0hOdF/e0aHZZvpHVbrLxOHw4vjcRmb0eVV6vRw4ebM+6cSV7Vhy7n4kqUE/0vHXLqrSmDioiz68plluvqJfTnUNJjQfZYOetXzTu+8BZP4rpwS1iLzOPcYsMegK6CCZWW56NvmKx+0S5AZQfqCh1RFPexgGCaPu5S+T1g+3acgRB1VvX1MrOfW3yd999WduTxIIqtndcs0rWLT+bHZdWKxBqAzlQG2huCyTOBnPZtJeQ6YDv33UXLZfHdzTL9x/YK9/4i6vmvPTEbJJzYojMDnPZIDQT45rJfmIrLCODDBWHUGH5jmtWy7uuakjL60/UygMWIQihydwiqczNRK0ecFkyr0TvRyzVVMAVduGmBSrc9h3rVndYW3d82YryErvccnm9XLxpQdoX83zuGp+tv0lSuLz3hrXafgf1wH63s1luvGSF5AsUQySvmWl/p9gKy4g7wSIbGeklhvtBsoJoIsZr5QHLBixCs9F+YbxWD0vml8q7r1klS+pKoxWzk6gjcrp9UPd36ERv3P0ITof16NoLlmkQevq7xlulxGXVGkGEkNmnvMQh77l+jXz/gX3y08cOqTscxUnzAR5FSN4y0/5ORoVlCCHUCTIZ2VLaTyysQdR4/JbLVo5mS+WKW2S8Vg94D0jL/cmjB+XGi5fL6qXRqrNTgTL9sJTteKs1riErRgwr0C1X1EfdbGmOB3I6YAmyaVVmQsjc8vZLVsjjO05o8c+fP3FIPn7bZskHKIZIXpJKfyeYgeEai1qE4sUOblssYX0c21193pKccYsktnpAjA0CwvE+h90BOd05KI++3CQNiysmFWHIbPr9qyfkd6+ciJYbiAHl+2/fvkrTw9MeFO2c267x48FO8qTQsVrM8rFbN8rffneHPPpys9xw0XJZtmB6Nc2yGYohknckLvpGHInDbNEgZcTm4HFYYsZbyFBcTGOEJog/0bqLEtHtcgks4rCSQRwivga1jWAFQ/o7YpSK7DZp73brGd94BzfM6469rWoN6h+KL/CG1hy3X71KNtZXpy1uJ1qKwKbB7lXlrjlp0joZ7CRPSJStq+vkoo3zNVni+w/ulS9//JKcj9ejGCJ5R+yin/gDxW0EKeNxbDeeJQZNOhEsrWEz4/y+o/3FTLpdLgFrBmKB0PATqeZuT0Az6wwXl9VqErcvrHFRiRxs7pF7njqqhShjKS2yyc2Xr5RLtyxUS1M6wJSbLSYpK3FIeYltNKg8k7CTPCHxfPiWjfL6oQ7Zc7RLdu5rlYs3LZRchmKI5B1Y9HHmjgVrPLCwIkjZKGSYCIICcbYDUYAYoVhXGYoLovAg3EvYLlsZz51TVozig05tDQLrmCRovWAwMuo6M2jpGpL7nmnUTLFYYBVB1egbLl6uVqZ0gLGg8StcYS6nTXxej4SCgZy3NBKSj8yvLpbbrmqQXz95RH7w0H45Z+28nI7joxgieQcWf6OQIRas6RQyjAUBxUifR9YYgqURI6SusYioENJ0+GtWpy14erbdOThALagtFgy3u9+rNYGwZCP2BmnvqIodbb8S0FpAiPeBiPrti8flxTdbxmSWXbBhvrzzipVa1TkdYG5RgTuaHp99FaJTtTQSkq+8e/sqeWrXSenoccsDzzbKH167RnIViiGSd8AKMpNChrEYafOJdYZgNZlJnaFMuXPKilzqBmvtHNaCk3CFQWugWjRK63f3e9QdBdGEnl1vO2+pBkajsBqqHseCwGoUTcTcpVMEoaJ3NtcIMiyNVotN58ToL4dyAaZpWBoJyVecDqt84KYN8m8/f11+8/RRueb8pdrUNRehGCJ5RyqFDGOB4EH6PLLGECyNGCG4xrLVIhTrzqmtdGqTV8TeNLcMqugBkYhZqsqdMjAUXeDRBQRxQ/WLyrVZ7S9+d1gtR7HgfWMu0DokHYIlWiPIKJQ4viszm4AFEdaxls5h7WmnMWMQclaLVJY5xGIyTWppJCSfuXLbInn0pSaNK/zhb/fL/3nveZKLUAyRvGSqQoaI72g81TfangMWH8QIxbbpALAuodAYXEeTpVGPF6MzEdgWTUuPjBQpXL2sUlYuLNfXmihlezop3YY7p67KJZUlDnUTtnW5pWfAM7otBJDZZJa6Spf4gxHx+4PiDUQbsj6+80Tc/iBW3nHpCrnynMVpaW+RqzWCBj1+8fiiDXtRhgAXCCJY1uAecNqt6h6b7DMnE8NyBXnQt+y2TfKZbz4nz79xRusQof9grkExRPL2YDhRIUM0GUQD0aYz/TLsDWgcUGS0v5VJ3TaGqdewoEyWRj1RyvXNly6VxCUf2+Ls6WTboG5riARUa4a1BH8nvtYbRzrkZ48d1LR3WCggJBbPKx0zloERUVdeZNMFHLWDfIHQiCUjotdR91hQ7FabWmg8gZB4fSHx+M620MAcXH3uErnx0uXanDYVMKf4LIsdtpzsGYbvJgLIbRaL/o05jGYT4n1Fg879wZDcfnUDF/AZwHIF+UHD4gqtNA8XO5JPvv7nV+bc74FiiOT1wTCxkKERUwOR4wsEowvcyGNGgPSg26/CAj/l6gqXdj+fKI16spTr7z94QK7bWizr1p197a//crf0jbihtMlhRCQYjmiGF4RLXVWRxtEYr7V5VY0889opdfHhDAziAj3Djp7qGzMWvL7dapb2mPpH2kZELUJn56RvMPr+RrRYHNvW1KpLrLayKLV5H+kZBgEEy0muHRgTrW1V5Q4JhezSOxityRQecZVBwCIAvcRFF1mysFxBfvG+G9fJi3vOyLHT/fLs7lOy/bylkkvk1mkaycuDYXPLgLpPIDpwbRwM8fhsxNSgvk44Eh49048FN2E9Me6H68yEYFmbRevzwF2CfeC5iSnX2MYcu60/JC8eGDy77VNHZWAomtKOGCaIoVDMAPC6fQM+XWDxfLjvfrczWuXZajGJFY1UTSYtlOjzB1XQ3PfMUQmFwrot3E94/d4hnwaK6z4j47/HRCEE9+Fn33uultZPRQhhfHCvoUgihKQxptwv0xDNdltYU6wpxXBF4nphTZG+PwZPJ8eUv52Y3xnJDSpKHfLua1br3z999KB4/UHJJWgZIgVTu8U4y4fggnsM+w2GogdbfXm4QGK2x+OBYEjbT+DsPzGNGkyWco0mol0DPmluHRSnMyDNbQMqUlBLB44WQ6iMvLRivB4ylQwXFzZHnI/uFxczxExE7Bazzt++xm6prYq69a6/aLn2C+qDOLJbR8XXZFx/0TJ555X1KmSm+sxQnRoCEe44xFEZnw2EnVa1dma+QOJslmnA54rvgow4QPFZMXg6eViuIL0grjEb9n3L5Su1pQ8STh56/rj8wdui4igXoBgiGYn9ycTBEMHSOFuxms3q5jDHSZ8RpRF3FwJlo1Ydg8Q06kmLO1rM+twBt1/8IbNadIxMpImIxvVEdJGFxUdHkfAEiKnKsqjo6B/ySXuvW2pGxNDa5VVy5/Vr5fGdzTp/voTeYbHgs3E5LHLOmrophdCh5h7dJ+KWkFGF4oyL55XIOy5ZIZsbatVqEhV5+UU6yjSQ9BdGJfFcsnl2qz/juz6dTFJYtd//9vWaan/P00fk2guXSmWpMyvGNhUUQyQjsT9zfTDE+H75u8OjNYNUdCRuNMYijx9ZVDRMVLBx0uKOyNwymzTF3em0a0q+Ubxxot+u8XqxsUyxoCwABCQe7+r3qrCLrRhtCKKqMqf84MF9MjhOaw0IIMS4OOxmnd/x2m8kCiFYm7y+oAaXl7gcGgcEy9VDLxzXudjUkJ+xHekq00DSWxiVjD2+DblnTzj6kWiRUHdsMnGCchywDn31x7s0G3U2rVbpEoIUQyQjgZBzeTCMHR8WMvywE41AiXE1AILDYbeqy2oiS8BkVoMhT1BqyqyyfEGpFBUVybL5pbLvmF8tRIYwMsSRAWrX4PUgPAAexzhsVpHyYoc+5vYGpW/II4EgYn2K4jrEu70BeWxHswZdGy5AA5fdon59w42FWKTE9hvjzQEsQohRQnxMSZFDU8uDwZCK2ZauYfn1U0dlw8r8bUUxVZkGBvkmDy1u6aWlc0h6B6d2ic8Vm+tr5KnXTsmB5h5ZvrA8J0QtxRDJSOzPXB0ME8fn8Vv1jAUuqPEEkBGTYzwGoRAJI316fEvAZFYDiI/L1hfrtkjnxyKK94ZdYxswklAW/dssUlHmEL8/pBYs7AvuK1yXFtlVGKF4IoJL4UGzWU1yyxX1un+8n+feOCMPv3BcH48F+60uc8b1EEtsvzERpzsGVXyhIKPTZhFfMCRDbrx+dNSFEtsxUZmGfBWAsw0tbvlNXVWRJhvgZGn/8W65eNMCyXYohkhKzDT2Z64Ohonjw35hwu0d8I2k1seOF4HAaA9hjaszhDOuiSwBk1kNtM6Qr132He+RHzx8KCrIKpzSP+RXqwzQ2CWzaBYN/O0+X0hClogsX1gm56ytk5f3tKglCUURewc8KoIgQyCEbr68XtYtr1LL169+d3jMmSEy0LasrpUTrQNaWBHvDe04UBsHQgjtN264aPm4cxyto2PS50AEQWz1eCHmCje2I7FMA0kNWtzym4311SqGTrQN6N84octmKIZISqQS+zMXB8PxxgdB5Kq1apAysrcQV3PrlfUyv6pYSlw2HQcqURumXcTUTGYJmMhq4PV6ZP+BNnng+aY4yxliiBDY7PEFZNgbkiV1JfLPn7xMTrYPxj0f415QVSQPv3Rcuge84rBD0IkKNTRKRfzON365W46c7IsbD7bRYommiBZ3vGLbYjnQ1K3Bz25f1DUGixCEEOKLEp+rgnCkc/ywJ6AiCxl441WNZmwHSQVa3PKX6nKXLKgpltYR69BFG7PbOkQxRFIi1dif2T4YTjQ+7F3T5QXCQeT8dfM13T4xCHxhbfFogB7GONHYJrIatPUGpKXLHWc5M9KzcSlyhKRv0KdCyHi+xhu5IZQCsmR+mfzJbVtGU9phtcI8PbHzhBwaaecRCx6vKLZrZhf2gxR7CKFP37FVznQOjZsWP1nneLjHGNtBZhNa3PKXjSurVQzh+LGpoSblivazCcUQSYl0xP4kczBMtnWHMb6mln51xaHIISwfDls0iNgYH9pX/Oe9b8UFgeM+nNHsPdYdtSY5rElXx3Z7w+pigtCYjuUMlqpodexQTCyRSZYtKJO3jnbK9x/cJ9398Y1UAdp5VJU5tOqzAT4LtMGARQhCCPtIBB+Xw2qRIle0UnSiq5OxHYSQmQIrNvogdvR65NipPtmcxa5PiiGSEnO5WM6kdQded9uaOrWOaIuNkZYWSElHRld5sV37St37TGOcK0sztgb80UrOaJkBy1JMdezptgpwOaLtMFBrCGIDIixWcGCeIGAqSu2aGgthZAQnG6Cuz31PN8rTr58aE7NjZKPhfcQKIQPECME1lpg+H+0cb9XCkMiYmwzGdhBCZsrqpZUqhhpP92sD12ytR0YxRFJmLhbLmfYxwvMe39GsKesmQcXpkETQrDQMy0tErr94udbciQ2yhgBCD6rwiBUp2tsrGrmMVgGTVceOtVydauuVp/f0q7DC81GlGUIRRcjgjsLr4D2sW1GlwYV4TmKCGyxTeC2YmmPB60bdYSbp7POqO8yokh0LgqVj0+ejhRajVq5kOsfnUmwHu6ATkj0sqi3Rk2K3L6jhAHC9ZyMUQyQtzOZimUz6PjDGAAGAfmB43nxUaDaZNGga+8MukL7+xuEOWTqvNC7IGsHNsNhg7NHXQhXq6Dgmy5CLtVwhvR0xP0ZsEp6PJrDhcEg6et2a6u50WmVeZZFcsGGepu7Hgn3c+8xROdDUE3c/9gfRhiBsjC+aWWaWQCCsGWpGTaTY9Hl1Uy4sk2KXPaXO8bkQ28Eu6IRkF+aR48ZbjV1qHaIYInnPbC2W003ff2Jns7y8t3V0IYT7CIIEhQaN50X7So2M12TSbdHkNDbIGm4pPNfQcUbFaEPYjZchF2u5KimySv9QtK8YxIrbF9J9GUOHOwv7WFxbohkWKxednTO010BV55ffahnjEoM1qaIkGhA++v5RhbXULt29XhlwB6TcZBpNnw9Fwvoa796+SuqqovWO8tnywi7ohGQnKxaWqRjq6vNohioyYbMNiiGSF+n7SP/+1e+P6EJtLISI08Hzege8ug1MtYnPM9LoY4PA4VbSWJxodzLdJ2oAGVaXxAy5RMsVagIlWnoQBoTXKy+xq5sMPdIu37pIq7MCVMX+/asntUs9gqdjWTq/VN8DDiDjWXWsJrMUF9mkpjxawygiiIVyaCbcDRcv1+rQabW8PHVUm84albSXzy+TO67JrOVlptbDbBJzhOQrRU7baIsOuMpQHy3boBgiOZ++DyEBAYH1D5kLZ61AVo3TwUKJIouoLRS75BmipqLEERcEXuyw6PMMQYNg68oyR7SFxzgZcrGWKxBrMTJer8hlU6sOxtLRM6ziCG46xCW9sq9NHnz+mKbYxzKvqkjedXWDpqd+6zdvakaYrdg+JmMPrrDFdSXyp+/eKj390VgnWMOWL0jvIg8h9PVf7paBIV+0kvaIxWzf8S452TEon/mjc9IqiDBXLT1+8R3tkrqqsrQ0/k20HtKNRsjcgHZEKobaBiiGCJmJGwbCY7L0fQQPg/IYdxhA5hasMYgT8geCeg03GSw+6P3VN+TX4D7sHxYOuFF++Nv9WqjQaJehoD9YJNpJfrwMuVjLFeKNEBtkoNYg9AOzmPU1Ya3C47DyoLXGP/1ol9YQigWP3XTZCrli66LRzAsUSESzVLxXpMsbrjC3PyA15S65/aoGPfNC/aB0dHAe7zPB3PQNRNP6MS4jkw2lA3A/Hv/6n1+ZtszBu39/SE609ovZ3KcB8Kk2/h3Pekg3GiFzA45Nrx/skJ4Bn/ZQhLUom6AYIjkRAIv0+PYe97jp+3Y0Ho2I2BNcSBAFcEkhYBkCBGImGA5Lb79P/MFos9b27mH5v/+9UxdZgMwvCCZYiyCA4EaD5amj26MLKIL/EhfkWMsV4o2irx29H0XGcH9nn0eFm7rdIlGr1C9+d3hM+4zt5y2VGy9eroHOsaBS9J3Xr9Wmqagb5A9G979qaYW6wjbPctf4xtN9KhJBtNGrUUBSxDzyWeBxbIdU2nTE/rj1szVJSZFdoC9Tafw7kfVwqh56hJD0AEt9ZZlTega80tbtzrpCrRRDJGuYLAAWQgiL/u5D7XKidXBUKC1bUKoVohHHMt5CiKDjylKHWoGQ4eXuD2pKPWKAqkodahHC/r/9mzfVIoPXjl0s4dqCiOod8qvb6q4PX6TPmajwZIm2sbBo3Z9w2KTxQwgYBNBqhsHJ64+PCzpv3TxtCWL0RBsPCKI1Syt1LsIjaf6IOZqLxfvIid7R8gBnnX8GptFmsdguFTEUG/tTVWYXr8+n+4arMpXGvxNZD3X0k2QIEkLSx7zqIhVDOIZRDBEyjQBYoC6ncFgFBixAz79xWkq051Z0gYOVZ3A4IOFwWIsWnmofirrGEOwMwWKKxgt5/CFZt6xSr1s6h6Wy1K4Vm/3BiC7w2D/qCiHTAbE2eF19XF8/MlJB2qTPfXb3KVk6vyyuXxlAV2Z0eEeF68pihwx7gyqEYgsoolRRItXlTtm6ulbOXzdPqsqcE86P0S4DZ1ewciBzLKE249wwke4aCTifbtbZRI/NVuPfiayH2dpwdqL5SSWTL1uzAEnhML+qSA429agYUkv5LLj0ZwrFEMkKYhdBjy+k4gQLmRGkix8NtoHbCZYXny8ifn9Ijrf0y3fv7x/dT9TiEl9tGdaMnkGfptBXlTvUZdba7R7dPyxFKMSIxbyn3ycmUzRAGCQKjn+/+011Z0GUoHBhWUk0owzxQChiGAxFpGPIq9YkoD/1kdiaRPAYWms8teuUPLf7tDY1vP3qVXHNU/HekYqPnmPHTvdrpWx0oZ/r4N/Vyyr19SAMzZb4gxjmKhyK6OPYbqp6P2Cix/DZnI39iaSt8S/E6kTWw2xrODuZqxh1sWYS/M36SyQbqKmA1V2iVnpvMKtS7CmGSFZgBMAGgybp6otmROGsFSeuWBKNgGb8kNAmA49PFxRfRPCsxxvQis1qTRrZP1RKrMVGF/Ypdg3B4x7Z15n2QSkribrbtLmqx68FFkf3N/rfWDR1X+sXRQsynm4fkh8+vF8+ePMGWb+iKq5dBvqSfTuDNXQaFldoin/TmX611plRfmDkPcAyB/A4tpvM3YlsNDxpoiBmuAqN2B9Y49LV+Bfs2Nua9Q1nJ5q7o6f6ZG9jlzgdVu1Bl8znv+94j/zg4UOsv0QyjtUSLfvRN+TTY3I2iaHsbBJCCg4sWoYFJ9oGA0LIqAB9lmjvrrCKpMQeXhPh8welvNimCzd+gHg+9o89w60Vy3QlFraDIKgud6nVp6PHIx5vtPfZRJS4bFF3Tex+UNxRTGptwgVenNcPtWngN1xoEEIQDr+JcSHCAgUhh2vEDeEsC2f92C4W3G481Se7D3XodeLjyYDX++BNG6Si1KnvEfvC/BtVuTFePA7umWCsWMSRlj8w7NN4oPHeB4pNIsNv0B0Ytc4lihZYNKbT+PectXV6raJ6xI0Gax7caEYlclzjdjY0nE10FRvzg+8MBKfOeQgu3Ol9/rrPSEQeeL4p6e8OIbMFQhFA3+DYhtOZhJYhkhVgcasqd0r3gFdFQZyoiDlOY32ERSZaznl6B/Boaw1z1OIQDIvFEnW7YaFIwsA0irrHiu0q1rCwD3qCen801Xz8HULY4PVhURrP9YOMKWSxwTrWdGZQTncMjcbEzCSOZjbcInjeZ95zjvzmqSNjgtjffc1qfRyia6KxIgYrOj+o4RQRp33s+0Bc1ruvWSXtvW7pGfSLzRwRRzgigeD4ZQ2SHX82N5yd6HM22sPge485N0pETCf4u603IC1d7qRjsEhuUV4SFRi5wKLaYrVK4veH5JZsed8UQyQrwOKGuI7GU/3ROj0alzJSx2ZEYBi3p22+GUH3EQ5LaZFNa1yEQtgXhNDZHWGZ0IyoSc6QtTlqiUMXIsQmwdQbidl+ImGFfcMSZRQqjBVVcOG5bBZ9j3Dr4ACBeCT8bQS8wrKDitVwmY1HYhzNbLalmKoH3WT1fvB+jBiwaAkCy7jvY15VsY7RqDOETEDUGUqHaMnmhrMTzd1oexgz5jA6j9ONo3J7UfcK+8yNwHEyM5BRmyvMqy6Wl95q1WPtjZesSHl/6QrEphgiWcPWVXXyQPEx8fpCugDgwI/vOEz6WABQG0gZL7t7ErAPtNiwWqMCC9YAjQ2KWVQQ82OII8s4ogi+bTRHhTUJqaGJqfGJYG0d3cVIALjebxZxOmzqMsPrYD89Xp+e+RuWKoyvvWdY7vp+o561QwihWrU/GG3winIBE8XRJNOWYqYCYLIedJPV+4k2vo3+jc8jkdj3gf3XLyiSZ3a8JdV1i6asQJ2u8WeSieZutD1MQo+86cRRFTnNWiAzFwLHyczBCdCQOzOCtqTIntQJSu1I+RBUo04H6cpIoxgiWQMWOxQ1bG4Z0Oyp6NmwSXuCwb2EYoPQF7AcWSzTNw/h7BfF+4bcYRUhcG/BIgPhAEsRzsaNYoiJC409poI0mr7iDHoy15rGp4zsyzZSJRp7DEfCUlbkEKejVN1FiNXAwQuiyzhrR1wIftjIeLv/uWOjlh2M1R8Y1uw5FJCsqywaFUSJwb8zTU1PF5PV+0G5AuM2Po9YxgtixlwurLLLulU1UlRUJPnORHNnVFLHSQJ+C0aPvOkEf8+vtMnCmiI51TGc1YHjJDVaOoc0HjITVJY6ZiSGcAzMpqatDKAmWcNokKvTqnV6YDmBGIEIQLo9qpci/dykBf7OdpWffJ8ipUV2jT+BgLjjmtXaJwz7xxkxgnqxPgQgWkzRIovG2TcC/bQIIgKkez3RJqhTaDBDVGk5ALy+JVpB2WqxRH/87oAKGvQhQ1YatgtLNJ0c+4b1CQtWbMAr5qG6wqkxIxCCSMeH62O84N+zrpaJ3SJ4fLbcIpMFKkN4wsdfVuzQzyMbg5gzyURzB/GMmDctPmmJ/h6mO28Q/rdesSKrA8dJYeF0WDVkAaAyf7ZAyxDJKqYKcoV7B802H995Qt1V6JwOkTFerA9EBBYByJLlC0pH403qF5XHBRejdpGRag9BUldVJC67RfeJQoxDIwHS46GtO0odOk4IGCw0EGAuu1V/9MVOi/bg6er3RgUQsq9GrCQQNjg7xzXeI1LTr7twmdbDSbTsYNHCuLr7ovWXsD/EFiXG0UzVlmIu3CJTfYYgW4OYM81Ec7dqSUVcnaFk5m3jyqqsDhwnhUdtRZEMuvv1+IrvYTZAMUQyxkQVcacKckXQ3fUXLR99XF1ekYgcOdmrYgFWFLSEwFlxbKVo4/nj7R8/yBNt0QwHiChYMFDccOf+Vu0qnxgjhOyway9YKldsW6y30Wx10O3Xflpwq738Vqt093kkHPZrmjgWH1i2MAa8Rv3Ccnnv29dJ48k+fT6KFaJGz5tHOicMQIYgctQWax2mW6+o19TxxDiaqdpSzJVbZKrPMFuDmLOByeYOn/tM5i2bA8dJ4VFT4dKCuZ29bskWKIZIRpgq9XuqINfxHl+77Gzl5qkwnm8IsgNN3ZqxVFfh0syufce65d5njmpDwVjKS+zyzivq5aKNC+IWkmULylR8wcUHEXTfM40qjPqHfdpkFK42balhtah4a+ka1n5bN12+Mm7/U1l2YAmDNcqooTPe+5qsLcVcukUm+wyzNYg5W5hoflKZN845yRZqK0eCqOkmI4VMbOp3SZFV7GGz+IIh7XiOhqmffvfWOTHdYxyPvtQkXf0ejaEY9gW09xmy2E62Rzu0G8CtBRfWtRcsiwtgBYYIgrsNwuP46X6N6/H4AiN1kcxiQmusSLR7eu9AaDR9PpF0WHayvZ4OIaSwqRkJooabLFugGCJzSmzqN3qMQTTE9iBDj68f/na/fP3Pr5xV68XeY13y08cOaDYDepb1D0eLIXZJfFVU00gNj1uuWDmmwBdEkNNh0Qw1WHwMYPnxBUKjtWGiwdTRtHIYe/B+8Ti2my3LDt0ihJBspdZIr6cYIoWKkfpts5mkq3dsDzJkSTW1DGiQdDoKco1HIBCS+589qi00+lE4cYLt1i6rVOGxeF7puCIIliC0RpiUhJ1Pp+J1uiw7dIsQQrKRGlqGSKEDKwVaK2iK70gPMsMVpP+j5UAwotliCJJOpyUDbibUCjrU3CNvHe3SNgcTgZe95bIVcUII96FXmPYYm0QEIWgbKfFeo7AjBN9oU9Oo+MPj2G4iaNkhhOR7zFCXJpmMNM3OMKwzROaUaEo3elOhdoohhFCbJ3oxXEtIm4cQSBeI38EPb2DIL8++fnpSIQSgYX706EEVThiiUxuNOvUylTUI7xEp/ahZhD5r0XYg0TR6xB6hSJnR32wyxms4SgghuU41MmtNorXW0NYoG6BliEwKBMrxMwPiDw2lxTphNGRFlpVlRHQYBQcNID6QNZWOwoCIzUGlZ1zD5XTvM42y/3j3NJ8blideOSE1FU7Zsqpu2q9pBEE3tfRLZQnagDhEO3GZo5WwUXAQdY9Y9ZcQUohYLGapqSySjh63tHYN60lmpqEYIhOy73iP/PyZLun3dKspMx2dzyGkrr9omXz3/r1a9Rn/xhARcfuC0tYzPOOxI+B4yOPXgGyceTz8QpO8uOfMmJid0eavMRQ70UDVLvOrXNI37Jf7nz0mm+qj6f7TfY+Yo2//+g0ZdAelolTEZbPqmLQSdgFW/Z2ophQhpDBZUB0VQ23dw7JhZXWmh0MxRCZOO//+gwdkcDigxQLtWMzT1Pn8houWy+92npBjCW6waEPVaHd3/P3yWy26bTKLJtxRqO+D2CBUpn5q1ykNxk4smoh+T+oqixFCaNeB1h0YQzAcFo8/KOFQRE62DSbdywtz89F3rpefP7ZP+j1hcXt9c5renk3iY6qaUoSQwmNBTYnsOdqllqFsgGKITJz+7gtJaZFZY2Q06DeFzueJi/O1Fy6Vpgf2qfCB+ACIH9JgOpNZKkrt0tI5PG0RguehmeuQN6AWmF372+SB549J74BvTODeu65q0MKFP/rtARlw+zWYuXyk2CEsUki1Rx8w3EasELK5ZuKyQxuE915dI67yxeIPmedMlGST+IitKYUWI6isnS5RTQjJXRZUF+s1xRDJWkY7nxdZJRQKTNr53OiUPpkFQhfnp45KU2v/SNNJk1QUO8RuQQGeaA0dwxoUDTB2amFDtJ147VC7trooLbZLRYljzP7xPIigYU9QF3605IAQONE2tmjihhXV8rbzl8iKRdFg5A/dskEee6lJBtwB8QdDWvMCY4E4Q7+wzl6P9h2Dfxsp+LsPdSQtaJCGv3JR2Zx1Xc8m8RFbUwpNZ0e7sKcgqknukU1WSpI9LKiJHhNbuymGSJZidD5HHR10h08ERQBhLUEfrR8/emBSCwQW56//crf0DXq1srMBih0CLUo4em804wrBzijGCIHyq98dkkjEpNthPCsWlY/uHxliSE/HYo+2GWiBgddLBGswRNgbRzrlrcZOWVxbKn947WrZtrpOXjvYJqc6BtUKhgO03WpUfY5EY3z6vVpd+iePHlAXXDa7eLJNfIyK6oSms+OJatZDyk+yyUpJsouFNSV6faZzKCvS65laT8Zg9MfCwWs8IBLw5X3k5SZpbhnQAoRIF8e1YYHAQRDboJp0b3+8EIoF92NhxOuZzWYVLRBCRgVnPA4hBJGEGJ72Hrfc/eQR2bm3RXoHfdIz6JNf/e6w/N8f7BwjhCDaQGyAtMth07T+e545Kq8dbJdDzX1S5LJpphe20zZimuY/UgQyHNHMNgii8d5jMmA+Gk/1qYUJ11qDKEPiYy5Ftc0y/mEGnw8eT0fWIMk+DCvlZMcIUrgsqivRY4DbG9Qg6kxDyxCZNDXcZYtfsCEUEGeDlHuIhMksEIi3Qef3yBTZW6g1YbNG21XE6gPTiHsLrqZil01dZ1arSTp63SpmNqyokcd3NGucTywrFpapm+t0x1lXmVHXB2cfsEq19wzLr586ogUgkdZps1ikdzDaGgRjiLbQiAoiHMQRV5SKlWUuzpDPio+xbT5iLXpzJT6majqLucbjU9VbIrlHtlkpSfZhtZhl5cJyOXyyV46e6pOFtSWZHU9GX51kJYmp4RZrSBw202h/LKNX1lQWiJf3tqrQOfvY5AfPRDsJBBKyu+Aew6ODbr8u5BA2nT1uOXyiL2776nKn3HZVg9SUO/XME6IGbi/0FMOYkVE26PZpSj/o7HXr/rFYI5PM5SjWDLNQOKxiCkUaET+EmKFUXDwoUfCDhw/NehxPtomPdDSdJbkJXaRzS2LfxFx57YYlFSqG0KT7ynMWSyahGCJJp4ZvWVUjDz1/fFL3BywQqPEzHXCsRPo+BBFqAllMEXE57VJaBPeVSRfNYU/U6gHP3ZAnfr8QRzdeslyuPnexNkzdf6xbRZhR6RnioLvfo+6xWLAvWJwG3YHRxRpZZiIWtR7BgoUUfFxmamWBBe2B55vm5Aw528RHuprOktwj26yU+Q6aSWeSiCbAJP87blgcPRZBDGV6PBRDJOnUcJzNPfpS85QWiDXLKuV3r56Isw6NhzY+tVv0Go4pp92qQgSCBLWCELcTbWcR/zxsfuW2xXLTZSu0SKIB0vKRqYAMM8QVef0Ti7Jta2rl9UOdYxZrHKhNZpOUjHNmm4yVpa03IC1d7jk5Q85G8ZGuprMkt8g2K2W+Azc8Ku1nCn8gNKaW23TASSo4fKJXHn3p+IwE1XiWqpmIQ4ohknRq+HQtEFdsWywPvnBM23lEH4vNHDsLrDfVFU5xWC3S3hOR3kG/DLv9Ag2FdXu8OGM0S/3L95wjC2L8zJqab7XIpoYaKX/RLk0tA2dfc+SFYwUV+oZdfe5SuWjjwrjFGpvUVhZJubbyCIw5y0jGyuL2wuU2eRBxOs+Qs1F8sOls4ZFtVsp8p6VzSE/8cg+TWv8hjk+2R1s+ZQqKIZI2CwTODtC+AnE6F29aEK3lc/NG+epPdqkrCsTqmuiZoU3m1xSLWUwao4PaQsgu0IVyJKsrFhxTUSDxAzdtiBNC2FdJkU2tHzjwvuvqVbL3WE+071niC49oo2ULyqRhcbTmEBbrx3c2yxM7T2g6fU+/R4UTMtiCPWF1uUE8YWxD3qC4HBZ519UNUy7oRU6zxhzN5RlyNooPo+ksKQyy0UpJsg+z2aTH1i4ccwe8GRVDTK0nKVkgcHYH82hHr0faez3i84c0PR5FFu/6/g7d9vPvP1+tSxATRmHF2kqnrF9RpYKkf9Anx8706Y+hosyhcTxwiyWCjK7VSytUCK1dXqX34ayirMguNRUuDbQ2zkC3rq6T9719nQqNRJCqjwyyD960YfRgvPdYlzzw3DEVQnBp4fGyErvGIKHeEcZ2qmNIOvu84vMH9aA+UV2jWOZX2mRhTZGKQZwRx2KcIeMMOt1nyOx4T7LtGBF1WYf09idZeZyMgMbdAMfeTELLEEnZAoHeX7/6/ZGo1aYUlaXNY7KlvvG/r1LB03ymX2sH1Va5pK6qSK0vqDANK8aOfa3aBywWnE1uWlkt52+YrwJlybxSXdjxWogtQjaYUU8oEbTdgOC4+/eHtaiiAc5Kb7myfvRgPFkaMJq1oqAjgq+R2g/3XJHTphan6WSDwc146xUrNJuMZ8ik0MhGKyXJLipLR8TQAMUQyXGQQg9BUVfpGjdb6qHnj8n6FdXai6a82HHWdSWilamffu2UvLK/LW6f2M1lWxbKTZetjEvdxN4hJuASQwHFicB4INKQ9QY31bwqu45NK1z7w1qfqH5RuR6sJ0sDBggAx5jx/hDfBCxJZIMhEN2I4zndPih9QyEVSfOqi+S9N67jGTLJa+giJZOBkigAdd6QfRtNpJl7KIZISkwmJODWWlpXokHIaIMBMQT3FyxBMInCNbXrYLtaSWLZsLJa43EWJRTh0uKLTpsKoYmEhyGCHtvRrK+DekFwi+G6sswhRQ6blLgicSJmsjRg1B1CB3vNcxsTvzT9bDAIHgixnz52SNq7h/VH3zPgU1cb3hcFESGkECkttmu4A0460SQ7UzWTKIZISownJNDlHgHG0CuIlYGb6WBTj5pBIVROtQ1pYHKiuID4uX17g1qRYjGyxIx03YlM7ojfQfsPZJHFtrqAaEFwNxqvoms9XFOxImayNGAUYNSMNFP0DHem2WAY23/c+5a64jQWaRxXIgURIaTQMJvOBlH3DfoohkhuEiskyl0OcdktKhz6h/3S0jmstYKgSx5+4bj4AsFoz68EEQSNsf28JZoBlig4cMaAOB0EVb/V2DVhSwvw7d+8qRlpeAHETRut1WAVslrNKpB6B3ziqrXGiZitq2snTAO2jLjWEEiNmKGZZIOluzUBu4ATQvKJ8pKoGOofylx5AIohkhJYiFctrVCri8tu1iKJcP909LjVFQThg35i41mCsHyjyjQiiE53DsU/ZoKbLdpPDMLFaPo4UUsLtNOAOw4Y7TNg1QF4WUM8oRcZMt7w2oaImSoNGH9rkLZhIkqyXkpz62DaWhOwCzghJN8oH7EG4SQ6UzC1nqQE0s5h1UEs0NHT/SqKUFUUt9VTZRIJBsdWj4Z4QZXoilKHlDjt0t7t1hgfYLGY9MeBwDqIkETLCmKRIGBwXV3m0MqryEJz2KOd5yE39BKjO4zXxzWKICamtE+UBrxiYbncecM69WtDKEFIYTy4xu3pZIOhsW06urezCzghJB8pL4la1mkZIjkFxAAsPW5PQK0zi+tK5ZbLV2rRQlgsEHRsSIPxrEEQKUiJN2oAwXLk9oXF6wtpthaKKsY2R52q6SNS7OHygu8ZD+Ml8bfVHHXfnR139G9si9dPFDGTpQEj82ymVZ1RBynV1gTsAk4IyVdKXNGYUxS1nWmfs1ShGCLTBhYVfFnd2i8sGlhsgCKIcPH85JEDsutA+5gO9ABZXZA4sBiFIxAmUcGDP+sqimRRXbHWEppOkDb2b1hpjN9NNLYHlbDDYsJrmU1ik6jVBdtDCyF2qH5RhdxxzfgiZqI04FTqpSxfUJpyawJ2ASeE5CsOe1SKwKOArDKblWKIZBkWi0UDkGG+NJqmjseh5h659+mjWqU5FmgFZE+5PUEVJdA/+JqboVYEhRMtEhGTLKotllVLKsfdd2K2F8QYAqER/xMVZNExDXlD0ayEXq+OE+LLZIo+BkMTXG9/eO0aueGi5TOynsy0Xko6WhPkQxdwBn4TQiY6fiFZBsdtVPi3Wee+LQfFEJkQLL7egEm6+j1id4y12IC27mG59+lGrRmUCIKj4fLCgofUeMQSBUPRL77TZpZil11CkbBAr7ztgmUTLoyxTR+DjrD2L8PCGq1EHZFQKCqwfAjejkSk2GUVjzfqwoN2w27R9gN90jIVZJxqA9WZdgHPFgHCwG9CyGTgxHjYG9RYzZKzfcHnjJwQQ319ffL1r39dnn32WRkaGpI1a9bIX/7lX8p5552X6aFlDdNd9KazHZQ56gMdauqWA8f7JNgcEpvVpkULUTXZ4w2p1eWNI53y4pstmjUWC/qHIcUdC3cgFJFIMDy6WEO8qKvHbJYBt0/dbmix0d49JA+1RbvMIx0fKe01lS5dMGFVunDDPGlq6ZO2bl80Q00NSyZ1fcFNhKBrvIZfe6MZFqMoiB+CVeuNw9ECjxUljklFQSoCIva5dktY3YnHzwyIPxTtyHzXhy9SUZfsvrHdwtpiOXamXy1LiKly2KIut/FcbRhHbONZtZ6ZTOqGvOGiZXL9DK1jM5mrqTIBJ6qxhH239PjFd7RLaipL9T5kDNKqREj+YR75PSf2cJwrckIMfeYzn5HOzk4VRNXV1fLTn/5UPvzhD8v9998vK1eulEJnumfdE2337mtWaTyMV4Oig7LveLc88vJxaTozoCpdpC/u9QxzZiK4H1li+FJfde4S2XWgTVq7htXNhq1hEaosc2pWFQowGi4dpOLvOTrWsgTw84DQMfZhgKLVpkhY94nHcNFxYbuEoQXDEWntcsu9zxyT+589pplhyBIbzyqRigUj8bkQQoFAUGy2TrGYzXH7QgPVZIDlDdYkiEeIRQg8+0hbEgjOWFdbbPFJDUaM1s/W/aAp7n/dv1eeeOWENqpNxSoznbmaaeA39n337w/JidZ+CUV6NA5Mn6cFPa20KhGSZ0SM43aG2nFkfWr9iRMn5KWXXpIvfelLaglasWKF/O3f/q3U1dXJww8/LIXOdNOtx9uurMSmsUB3//6I7NzXqunkbx7tlB8/ekCOne4fEUJjmUgIVZTZtTjimc4heerVk2qRMI8IJJzN11a4dE1Gh/vpxrZEawTFC6HRxzRNHuInKoSM7ScDQ0fJ98ZTfWPS0VNJXU98rsNhUdHi8Udk2BNUE/BM0+CNfXf3ebXcAAQB3ik+H4gJ3Gd0ATe2PdE6MFJ80qSWu2jQejSIHffjcRSpnGk6/nTnKpnA78R9n2wbUhnnRawaxCXctv4gVDDLCRCSZ/hH2jLhJC8TZL0YqqyslO9973uyadOmuIMoLgMDA1LITFV/B64hPB4MhuO2gzCpKnNIdZlTyops0tI9JPc92yiBQFhdK3iecSaezFj6B/16DfcNimfB/wsLRklRVCThvs4+xA0lt+/JMOoZwe0C0TStsWL7YEjnA/OCMU93LmPbfMS+99jnoh0J5gJ2rWiFgIj0Dfn0Rz7VvqbaN2KwYBVZUFMi86uLpNiJ1iJ2tawY26LukgpEi3mMcI0KoqgogaVpuuOYbEyTzdXZwO/p1ViK3XdlmV08fnxXTLodLE8QwHCVVZXak5pHQkj2Eg5HNLwB4PiZCbLeTVZWViZXXnll3H1PPPGEWoz++q//ekb7xELhdrsl10EsCgoVlrgs+p4Sfa3FTos+/tSrTXKqfUAqS+zaMwzWAiwkyMpCDA2WqbauYdnx1mm9nkkoBmJ6td3FoHekOapJF+4Sl1XcvpD09fkmzERLB8m6mbV9iM2s83PgWLveN525xLYrF5VN+jkg5R/FKKPzaFJrFc56YOFAS4/J9jXdz9iO1FMrRIjIqY7492C3mcXtNfzvUVcj/sPfRvZdJALxYp72OKYzpvHmCh1M8F3wB4LjHuR8AcSfmTS+Cr/J2H1jHuHi1JYoI+8BSYiYSzyWzDwWIh6PJ+6aZO8cFhWlFjGMpJFgMCi5St9gtNgiTppqy+0p1RnCXBifmXFsms78Zr0YSmT37t3yhS98Qa677jq56qqrZrSPQCAgBw8elFynscUrPp9fbGbEzYz98uCLgOrPbxw6rYUJfcGw9HW4Zcjr11WxyGlWawW28/vDcuxEi/j9gRkFsGnZIM1qwn5RONGBJVfjgWAhyjYw3oDfr/E2+w8d0/ummkufL6zb+gack34OPn9EIuGIRLSMQFSFYEo9Xp+Ew+ZJ9zWTz9jYl/EeHDaIh2gclW4DHRHzkWrtSdwRDoovEJnWOGY6ppULHFLuikh7n1dKXePVWArLvAqbePpPy8EBU9y+/eiuAgGnYx190uhc2m2mac9jIdPc3JzpIeQ8sz2H5557bkrPv2LbEsllXtxzRq+XLSyTW65cnfL+QqGQHD16VNf66c5vTomhJ598Uj772c/KOeecI1/72tdmvB+bzSYNDQ2S6zjKBuSxN4a0kGDiWbdRtwGLfVtf1F3h9QV0YdRLGG6SsFSV2aJn5vawLF+yQN5sahLviLkyGXDGbjObpLjIMZoiOTDky9qMHx2v3S7mcEQ2rK3X+yaaS8OC4XCEddtEK0Ti52C2hKXfE+1/Fn2xaGVsl9OhlqHJ9pXMZ5w4LuM9OO1mcfijrUP05Y3/YgSRA41nHXYRc/T9J2NZSWZM2O+dzh75/oMHxIOUWZdVz/5gmRvyBLX8wp03rpcNK6vG7Ntkjoi4gyooTaOZJlEdh7nEe5ruPBYiODPGIr58+XJxuVyZHk5OkitzuPtQm7rHs4GSIrucs3a+eL3eaZ9Yv3W0Q68bFpWmzQqX7BqfM2LoZz/7mfzjP/6j3HDDDfLVr35V7PaZF2XC2WmqZslsYH29S9PSEUxabbdqfI7DYdXO8Vj5Ovu8Gl8BcQN/LEJ1kJml1gpzRN1WA8MBXXiQbv7Ua2cmDJqeijKXXYqR2RSENcgrHl90P5Y50ELR4Gm8n+k/Bwsy4qKWLyyT9fXz9L7YuUy0YAx7Q5q6jm0TBV7i5+B0WLWuUtQHPuLWsiGAOvpzm2xfiSTue7Jxxb4H9HzTekzBaPXtWCGE70lFmUPdl9Mdx0zHhP1esLFIHA7HaOaZ2xutsTReRl/svitKbGLVzMXogUrdfGHMpVlFZc+gf0bjLzSwiOfD8S6TZPsctvd4NAEmG6gsjR77nc7pW2v3HuvR6y2r52VMdGZ9ADX4xS9+IV/+8pflzjvv1PT6VIRQPmFUNkZfF8RR4BrFDCFwjrcOaKYYhBDuh9jB9kb2lcZfmHAWH42/ONM5rMHN0wXPNTq/11W6NFsItYnae9y6PwgUzWTCQjaLighB4POqiqIWmWm+DOJsbFaLuvOMdHRjLpG2nWxD1sTnotZReak9RqCZdP4hvqbb3HWifU82rthtIUYhiBIzM3Ab9aLweDLjmOmYDCB4/u9HL5a//sAF8r//1zl6jduJqfGx++4d9IvLrulvGtuGQGt87/B9hhCa6fgJIdnDibYBOd0xpGvJttXJlRwpKDHU1NQkX/nKV+Taa6+Vj3/849LV1aU1h3AZHIx2OS9kNjfUyJ+8a5Msm18mXQNeaTzTLx29bqmtKJIrz1msAgFiBK4rFNyDCDBiiQxLSmwWFqwGKxaWSZFj8oh+6ClYF+oXlamVpa3HoynreC0sTnVVrhGREv2KzTQeLiq4opVyYsH7ghDCwg5Rs6C6SIpcNllQUySLa0smFEYYG5q0oq2GkY5uMFHnetxO3DaRxOf6fCHNoHPZTRrQh/umu6+p9j3ZuGK3hTUIY4B4QOB8sdOmc4VZnck4ZjqmxHYmqLGE64lEjLHvpfNK1KAFixoy43BB7Fs6xk8IyQ6e3nVKr89ZU6fHq0yR9W4yZI4hCOr3v/+9XmK57bbb5J//+Z+lkJumIiustrJI3nP9Ws2sgVsMhfjgasDt53afUbGD7CMIIluFUxcuPDeRTfXVqswf29ksZrNZqkrh6kGatkX8aANht8g7LlmhZ+jHWwY0OwqvhxgRLE4Xb1ogRU6b3P9so1oeUEMGGWWwFkSL/4kuypVlLtncUCXQYD19XikptsumlVXiDYQnrEBd5LKqi2Xf8S557UC71s7Bwg6LhNHjC93hsUAizbzxdJ8cbu6Rjn6PioKaCpeOp6zEMWkF6lQasiY+VzOk+k5JUcUS8YfMKVVOTmZc422Lz2cmla/TNaaZ7Lt+QZE8s+Mtqa5bxArUhOQhXn9QfvfKCf37+ouXZXQsWS+G/uRP/kQv5GyrDKTE4yw8tr4KFgb034oFggjtM1AE0Vpk01iO/iH/mPYZi0eq+a5eWin/79dvqMipLLXrWbnFHNZ4Dyw7fcN+OXq6T/73H56jQXIo3If6ObAIoaqzITIW1ZZofEjTmX4ZRM2bkcrBleUOtSLBnfbm0e4J2zBMxNplVXLN+UvjKh9P1OML7wWXZEm1l1dsM1ekih8cMGtwbzriDZJpFDvetrPRzX6mzWunu++FVXZZt6omq+M1CCEzA+2CcAyHF+HctdG4x0yR9WKIjNRF8gW1EB3q10w38x2LyfUXLpMf/vaAtHS5teBe3OMmUXFx21UNui3ETXvXsLq2EGukYclGXRubRZbNK1X3DyxLaKsx7A3Ig88fG7cdA3pwff47L0owHO0FBleHISkma8OQSYsEm4kSQsjcgJPue546qn+jJZTRRSBTUAzlgCsMQgh9rpIt/wM32eM7T4zb+qKmwil/+LbVsqnh7CJ/sKlHBkYsOdHiNNFssCIn4l5smn3W3uvWAllTNd+89cp66R3wapxStH3ExG0YZmJZSLdFYqbNRAkhhCTPr586op4FVNLHSXmmoRjKQtAqwogHmknVZoiVh54/Jjv2to7p1bV+RZVcc94SWbeiOs6Scqi5R55743Q0/d4cFRtQ6oixCajraEBTohHE2to9JDv3tU3afBPmz2gbhvED4lAHCeZRCLVUXVOpMtNmooQQQpIHoRtomg0+dPNGtcJnGoqhLIsHQiE61KdJjOuZbjDa7185Kb9/9cSY3mLrllfJ7dsbZHFdNBA1UQygJxnEC1xk6GWGoGakNyM4ubPXPZpxhro1P3/8kIoCCJeJmm+iSSssS7CuQFQkgv3iB9DeMyx3fb8xo66pZJqJzlZ8DCGEFAKhcES++cvderxHZulFG+dLNkAxlKPxQIliBlagh144pgHSsSyoKZbbr26QDSurJ+z3Andae7dbXWFIO4/WITKppQbWm0QQAA2rEVxg44FU+GAopEHWiC+qq3Bqdlrse0b2F7qt3//csZRdU6lals42E53aikUIIWTmINv40IlePdnGMT6VPmTphGIoQ2Dx9aQQD2RwoKlb7n26Uc2OsaDNwc2Xr5RLtywUS4wQGQ+kK2MM5SUuFRMDQ345dmZg0u7yUPdwm0E8xQL3Xne/Vy0/4bBfA7FPtg9JZalDtzXS4KNVsiVl11Q6gp7xnvG8qaxY2I4QQsjM16ufPhbtC/rRd26UusrsyRKlGMqS1PhkaekcknufaZT9x7vHWDEQjHb9RctUeU8HWGXmVxVrRd9oFWHvpELIAFYfFPQzhAyEEAo+oso1ss+Q1g+LCgKpIW5QewhjMmoSIZMArw0wHxBkEG7opj4d11S6gp61HEBdiT4PQmxsM9GAjhnbEUIISR6sA//609d03bti2yJ52wWZD5qOhWJoDsCCingeFA+EKywFDSQDwz55+IUm7fKbaE26cMN8eecV9VJVPv2eMDC6oH7P/JoiOdDUo0USUZ16OsBigsrTVaUOdY3BIgQhhP5n1RVOdaVhf7BSdfZ6tDgkBErD4gp580inCq5g0CRdfR7d14h3TgUd0vHx+ESuqdig56ryaKsLCCpYkarKHNKTRNCz0QICAgqiDUIMYzCsWGz7QAghMweFef/hh69IV79X69Blk3vMgGJoFsGC7fEF1GICi8VMXWEAQdVP7Tqlgc5GN3KDVUsqdLFOLLo4GfgaYsGH68dht8p1Fy6Xo6f6teEfhNt0wPOhD5D1hi87xAMsQhBCEBBxjUFLHFqcEX8bwdeYH/RDw7xoby1TNKMfwgb3o33ERK4pI+jZZjNLa5dbM/DOiimLVuFOJujZaAExVTFHQggh0wfH+W/8crccOdmnJ8Z/9+ELtVNBtkExNAtoPI0nkHI8EEBW2a79bfLA88ekdyC+KzEapL7raizUNUmpbAgSCA0IBsPagcX+houXy88fPzjtdH40AkUj1vffuE4tPw8836htL8YrnpUYhAyRgfcGS5LNahodP/43mdFiI6KPa4+tccB+IMIg3EbFlDnaMw3CsXcgpH2skgl6ns32EoQQUoj87PGD8tKeFvUeoEHzwtoSyUYohtIILCMIKp5pfaBEjpzsVUvFybb4hrTFTqu847KV6nedqj4DVLnRswxxNSsXlquIgTUocbs3DneIy26V2gqbdPR41Jo1ERA3xQ6bmj0hhFDEEfE+aL8BEYIUfVh4sF+ICXUPhiPSP+TTa8TnaC0ji0lrG5nNEbXqQMxAYOF+PI7txrPsQMjBGoV9YSyQUUa1bGgXlAKAUMJ2s1XMMdP1keaKQnmfhJD08tiOZvnNSJXpP/2DrbKxvkayFYqhdAZF+2ZWHyiR9h633PfMUdlztCvufijrq85dIjdeslwtO1OBQopwqyFtHg1SkeqOgGcEL8MtFrugGW6nshK7VoyurXJJW9fwhPFNqEXU1Dqgf9/zzBGNM0LrDfi5TOrvwh8ImDKNzgksRj959IA8/foptWaZR5qx9g/61c2Fp0MQwdVWXmrX1h/Tsexg9xBCeP3Y6YfV6eip3hn1KJuKQmndUSjvkxCSXp55/ZT857179O8/vHa1bD8vuwKmE6EYSpEhj18GhwNpEUFDbr888lKTPPfGmTGZZueurZNbr2qQ2grXuM/F9ifbBqSpJSpQICqe3HVSFzA8B1arjp5hOTqEJqld2qbjgzdtGF3QUBYdlhRYZPBWkPUFNxxiiMZ7Z7H3jcYwQZTgyhj7aF8P42ZEhRKsPac7BnXO0Lh1YW2x7sOwIjnsFvEju8wSmTBmCJYuiDYvRFAoPK5ow12/fvKoFppM58JdKK07CuV9EkLSC+reffNXb+hactOlK+TO69dKtkMxlCpw66QohCBUoKIfe7lZXWyxrFgYDeCtX1wxqQXo3meOSmvX8GilaAAX0aKaYu03hngjuO6sVpNaTNCU9du/eVM+/e6tuu0vf3dIhj1BGfYEVJAgCLmiBJ3ozdI7NHmaPYSIFTE7VtOYytcGNgssRFERs6CmSDPPIH4gJKvLzeIcqTs03XR2iCQINqfDLD398bFUEIKwQmE/sDils5VGMq07chm2KCGEzASEZXzvgX16DLnm/CXy0Vs3ZV3m2HhQDGUQLNavH+rQipwQB7GgOjO6ycMiNNkXCULohw/vH3UnWSwiZon2FIPlpLXbrRanaOaXhieLWCL62gho/uFv96sAwqKHzKxgMGrlQRCyZnQ5sLd4S9B4aIxUzDAhRoy4Kbj3tAL1iDiBYCorsuuYrVbzjNLZjdpAjaf71NqEL/JoELYp6iKz26xSXuJIayuNZFp3LKzO3SKNbFFCSO6A41y2CKHHdkT7Ul66eaH86bu35szJEsVQhsAigjNrXMcCawdigq4+d7FaZyZDe4rtaFZXnWENKRppqQFRAYGFIGNgpJ0DXEGnOG0WDc6GaJpX5dKiiAiGhqUL2gWCYtAbGhVC0VjtqMgxvt7GY5OJJdPI1nh9xAVh3LAE4UfyjktWyJ7GzqTT2Y3aQF//xesy7InoezcCsDFuPF5Z5hC71axiL12tNJJp3ZHLYogtSgjJHS7ZvDDTQ5DdhzrkBw/u0+PGeevmyV/eea429s4VKIbmGBQYhCUIFqFYsHhfuW2RvOPSFRroPF0VjjYcEACwsKBXGITNsDegQijWe4c/YwWMYSQKhcLiLIk2XC1yWqW20iW9g9F2GjIiXoyUdWSL4bkTZcrFvl6cMWHkb0OQ4b0aLS62rq6Vd13dMKNsJYilP7x2jf4Aw+GwhEJnA7AhhIyK2ulqpRGbDYc5jq2+nW+tO9iihJDciu+DByBdlBTZk4oH3HWgTb7yo10qhFD89/PvP28kyzd3oBiaI5Byj5ggxAbFxvWAzQ01KgjmVxcntU/tKRaKaKp9RWm06jRigwxrUBwjagjuMSzmSH03Ap4dIxYoPAYRUl6CgogaCa0VryvLi6St260B0HC1GRaYRLliwnd/JGQoTiOMbBx9XYu+NipEGzFByaSzJ3LDRctlx1utcuxMn4oTnIkgANuU5lYaRlbV6Y4hFUKIw4J4qyx1qoiUcV7P6/VIrsIWJYTkDmjPhPZI6aKy1DFtMbRzX6t89ScQQhHNVP4/7809IQQohmYZWF6ef+OM/PalJnXXxLJ0Xqncvn2VrFk2s9RvxHOgxUUoFBKPP6jiyLDO6Fk9rDsjRAQZV+ZoxhYqQpc6dHtsBxGDKtmGRciw4MD1BGvQ2y9aIj994qgEAmGNSbKaoxaDRPtQKBh1r+EBpNpHrTsRtSThgtsI6oYQSleLC3WXXRNtpYHg81KXWbPZ/GlspZGYVWW1uqSr16OlFDqCbs3WwzzmU+sOtighhEzFS2+1aL8xHN/RFPyzd547Ze27bIViaJbA2TPqBMElhrpBiar7nVfWywUb5o8ENScPnrZmaaUsX1Aiuw52aK0jCBfjDB5rVGzgM+KiLeaIxtBAkCA+CKbQuiqrWn3w/Pi2GBENdIb4gcXqzhvWaXVqLIYmtRDFZM7D9TXSZgNuOqTnG6ILPxLDUoXHsH26W1zMZiuN8bKq8D7MVSbpGYnJQqA52o3kW+sOtighhEzEC2+cka/94nU9Rl65bbH8xR9ty6kYoUQohmaBE20D2pH96Km+uPvhvkE3+bedv1TdRTMFYgPZWOjvcu2Fy2XvsR7x+oLqrzVboioFX1DoIrhxoNj3HevS4OhounlEli0olXdfs1qDpf/hf14ZbbAaG4SMv3G5+6lG+eqnrtBu8mgSi7gZ3I8q1ohTunjjAtm8KppKDmsT4kiwYMLFAleSUQXaeGw2KhjPViuNibKqYBlx1ZVoxW0Uh3z/29fLlecszjtLCVuUEEISefb1U9pvDOGj289bIn/2h9vGbcOUS1AMpZGeAa88+NwxeWV/W9z9WEMv27JQbrpsZUopkNgPWl0Ywa3GYvWZ95yjKfLIDIMgwlcSCn3p/FItrAhOtQ2qTxmVo7GBkeFV6orW6zFJSPuoQQThn/GC8AMfOzMg7/vS4+omwRjw2lXlThV2iNmZaGGc65TrVGKPZpJVhXdd4rSp+xCfa74KhNmYV0JIbvL0aydHCypee8FS+dS7t+a8EAIUQ2kAVhlUdH5q18m4OB2wYWW13H51Q8rN6fBlQ8ffYtfY7B0Ioq//+ZVac+fIiV69b/WySmlYXCF7j3UlVBGOxvs0t0WrCF93wTJ1Z6EKNMaO7fqGo4F4iCUKh6Jp+Gg3Yg2aovExVgRAe+WB547JotqSvHaXMKuKEEKiPPnqCfl/v35ThRBOhj95+5a8OQmkGEoxOBotL3795BEZdMcHR0Mk3L69QdavqE7pNdQdZbNIWbFj0gh9fCHRgyu2D9d0qgjv2NeqQgvWD7jBuvsD6mZTpY/U+8jZwon4E207FtYUS3WZoyCqEDOrihBCRH73ygntWoB1ALXw/uS2zXl13KcYmiG9A1656/s7RnuBGcBCcMsVK+WSTQtT/qJAkCBdvHicejbpqiIMCw9cXh29HilxWtXSgXHj8XAkmjEWzSwza3wRHvcFwlo0sRCqEDOrKv/ASQJjoAiZPk/sbJZv/ybadBW9xj52W2602EgGiqEUVHKsEMICCf/pdRct07ieVMBXDAHWOFCnEmg93SrCqA3xu1dOSu+QX11iFlNErxE/BAx/sFG5GrFFIpaCqULMrKr8wagXhc8Rvw18jrD88XMkZHzQ5QAng+Dmy1fKR9+5Me+EEKAYmiHrVlSpSIC15MINC+SdV6yUyrJo4cNUQPxOsdM2rjVntuJdtq6qk1VLKuUnjx6QxlP9I+0somJJU+lHxhFrJSq0eBlmVeU+ifWicJKg8XOt0fg5CF4KIkLO8tjLTfIf976lf8Pj8ZFb8lMIAYqhGbK5oVb++2+u1QMrGoWmA9QAwiKLlPW5jnfBov7VT10un//Oi9riAx3rMR78rb3IzKhcDYuVWWOLUomXyVU3BbOqcpfpxM/le/wbIcnw6MtN8p8jQujWK+vlQzdvyFshBCiGUqC63CVDNr/0p+gmwrEXNYPQYDWdB+Jk412QJfb+t6/T7Ye9QRGnRUqcZul3hyQQjNY3QnFBFGOcabwM3RQkE0wnfi7f498ImS6HTvTI06+d1r9vu6pBPnjT+rwWQiB3y0XmCUh1h3ttturUGPEusOB4/SGtNYRr3P7kOG6B+O3D4g9GNIAbhRPhvsNzJ3v+dNwUzS0D4nRYtBI3rg03BR4nZDY4Gz83/iEPJwl4PN/j3wiZTgPwZ0aE0C2XrywIIQRoGcoQ+G6h2CFS5me7YFWy8S7G9geOtcv+Q8dkw9p6WbuibrSi9ExcW3RTkEzCelGETK/h68tvtWh8KBKCPpKnwdLjQTE0Q7C4N53pl94hnwSCIVlcVzrtRTy2nUaq8TTT3T7ZeBdsv3JRmfgGnHoNF1oq7gMUhIRFyGo1aWo+4o6MH1km3BS5GrdEZgbrRREyOZ29bnlxT4tmDDcsLtfK0oUihADF0Aww4l7au91SVmLThp3VFS5tTbF2edUUBRStUl5ytp1GKvE0uRJ/g3H+z8P7pX/Yp9lyJpNP3RLom1bkjH4F5zJNP1fmjaQP1osiZGIGhv3y/BtnNFkGRXWvOX9pXrTYSAbGDCVJYtxLWZFNG7Ai6+rnTxySQ8094z4PX6zyYrtUlzsnFELJxNPkSvyNMU6cdWhRa72YNAgbjWPdCNSeQzdFrswbkYzHzxFSCHh8QXl292nxB8O6PqGxd6EJIUDLUBIkxr3YrBZd2JGCXlFsl75hvzy+s1lbYhhnmGoNslqkrGTidhrJxtPkSvxN7DhrK13S2hURfyAk0IIoR4CzkN5BrzjtRXPipsiVeSOzB+tFEXIWNO6GRWjYE9BuB1dsWzTuyXohQDGUxvTcYodNXWeIxl+2oEwPsKXTaKeRbNpvrqQJx44T7rHKModag4Ja1NGkjWBhIero82oM1Wy7KXJl3sjswnpRJN9ANvJMeG73aW3J5LRbNHOsotSR0v5yGYqhNLa3QHCw2xdW148jiXYa022bYcTTJLt9pkgcJ+IyYCHqHYgGncNSA+oqi7Sg12y7KXJl3gghJBku2bxwRs9rah2Qk+1D8rcfulC7KsSCxAIGUJMZpecGgxGpKHVGu7qXO6f9RUo27TdX0oTHGycEkavWKj5/SC94DHEccC1mYjzZOG+EEDIXfPL2LfLxWzeJZRzXWCEJIVCYzsEU03MH3QFVzbEg4Mzlsuk2yChL5os02X6NtF88bsTTJLt9pphonJgZpNZDlCBOqGHx3LgscmXeCCFkrhhPCBUinIUZpOeiWCKCbWHZwCKKQGqbzSJFdotce/7SpONextsvXEi4xu3EtN9kt88U2TbObBsPIYSQ7IBiKMX03AF3QJU1+pT90fVrZfMM415Sa5uRvWnC2TbObBsPIYSQzMOYoRTTc93egPbsWpGG9NyZts3I9jThbBtnto2HEEJIZqEYyrL03Jm0zciFNOFsG2e2jYcQQkjmoJuMEEIIIQUNxRAhhBBCChqKIUIIIYQUNBRDhBBCCCloKIYIIYQQUtBQDBFCCCGkoKEYIoQQQkhBQzFECCGEkIKGYogQQgghBQ3FECGEEEIKGoohQgghhBQ0FEOEEEIIKWgohgghhBBS0FAMEUIIIaSgoRgihBBCSEFDMUQIIYSQgsYUiUQiUkDs3r1b8Jbtdnumh5L1YJ4CgYDYbDYxmUyZHk7OwflLDc5fanD+cmcOsR6tWbMm6eft3btXrzdt2jQLoyosrFJg8KCQ3FxRNM4czl9qcP5Sg/OX/3OYzWPLNQrOMkQIIYQQEgtjhgghhBBS0FAMEUIIIaSgoRgihBBCSEFDMUQIIYSQgoZiiBBCCCEFDcUQIYQQQgoaiiFCCCGEFDQUQ4QQQggpaCiGCCGEEFLQUAwRQgghpKChGCKEEEJIQUMxROL47ne/K+973/vi7jt48KC8973vla1bt8r27dvlJz/5ScbGl4309fXJ3/3d38kVV1wh55xzjvzRH/2RvPbaa6OP79ixQ971rnfJli1b5IYbbpBHHnkko+PNNrq7u+X//J//IxdddJFs27ZNPvaxj8mxY8dGH+f3b/o0NTXpHN53332j93H+pqa9vV27xidejHnkHOY/FENklJ///OfyzW9+M+6+3t5e+eAHPyhLly6Ve++9Vz71qU/J1772Nf2bRPnMZz4jb7zxhnz961/XeVm3bp18+MMfluPHj+ui/vGPf1wuv/xyPbC++93vls997nMqkEgUfKdOnDgh3/ve9+See+4Rp9MpH/jAB8Tj8fD7lwSBQEA++9nPitvtHr2P8zc9Dh06JA6HQ1544QV58cUXRy9vf/vbOYcFgjXTAyDZcVZ01113ySuvvCLLly+Pe+zXv/612Gw2+fu//3uxWq1SX18/unDdfvvtUuhgLl566SX5xS9+Ieeee67e97d/+7d6UH344YfV6oEzzL/4i7/QxzB/Bw4ckB/84Ady8cUXS6HT398vixYtUsG4evVqve+Tn/ykvPOd75SjR4+qaOT3b3p861vfkpKSkrj7+PudHkeOHNFjX11d3ZjHfvzjH3MOCwBahojs379ff+wPPfSQunJigbvnggsu0IOAAdwZzc3N0tXVJYVOZWWlHhQ3bdo0ep/JZNLLwMCAzl+i6MH8vf766xKJRKTQKS8vl3/7t38bFUI9PT3yox/9SObPny8NDQ38/k2TXbt2yd133y3//M//HHc/5296HD58WEXOeHAOCwOKIaI+cJxVLlmyZMxjbW1tujDFYpw9tba2SqFTVlYmV155pdjt9tH7nnjiCT1zhGtsovkzXEDkLLCoQTgipuof//EfpaioiN+/aQDRDdfr3/zN38iCBQviHuP8Td8yBCF+5513yiWXXKJxf88//7w+xjksDCiGyKR4vd64hR7Atw58Pl+GRpW97N69W77whS/IddddJ1ddddW482fc9vv9GRpldvLHf/zHGodx0003aVwGLJb8/k3Nl770JQ2avvnmm8c8xvmbmmAwqPF9cNn+6Z/+qVp6ESiNQH64aTmHhQFjhsikIJg1cdE2DgA4cydnefLJJzWAFRllCLA0DpqJ82fcdrlcGRlntgK3GIBVaM+ePfKzn/2M378peOCBB9SNg/i08eD8TQ3cX4iXtFgsOl9g48aNGrP23//935zDAoFiiEwKzMMdHR1x9xm3582bl6FRZR9YuLGII3X+q1/96uiZJNwW480fDqKlpaVS6MA1gbPv66+/fjQmw2w2qzDCPPH7NzmwpCFIH1bIWJAQ8eijj3L+pklxcfGY+1atWqUZZZzDwoBuMjIp559/vgb7hkKh0ft27twpK1askOrq6oyOLVtAJtmXv/xljTdAen2sSf28886TV199NW57zB+sR1j0Cx0EoKI0QWypAaSII+MOAa38/k0OLJAQPbAQGRfwZ3/2ZyrOOX9TAwsQfo+wDsWyb98+FeWcw8KAR2MyKUgdHRoaki9+8YvS2NiotXKQ7YNUaBItcveVr3xFrr32Wp0TLO6dnZ16GRwc1AKWb731li5aqDn0P//zP/L444/LRz7ykUwPPStAFhmKVf7DP/yDZkQhkPWv/uqvNCgYtYb4/ZscWCaWLVsWdwFYpPEY529qILpXrlypqfNwOeJ3+k//9E/y5ptvyic+8QnOYYFgijC/l8SAhejMmTPy05/+dPQ+LOY4y8TZem1trXzoQx/SaqxE5L/+67/kG9/4xriP3XbbbZrqjKyUf/3Xf9VU3MWLF2uQJoq5kSgQjUivR8wV/oY1Dd9DuCkAv3/JgbpWWMxR9Rxw/qYGJzH4DqI+GIT4+vXrNf4P30XAOcx/KIYIIYQQUtDQTUYIIYSQgoZiiBBCCCEFDcUQIYQQQgoaiiFCCCGEFDQUQ4QQQggpaCiGCCGEEFLQUAwRQgghpKChGCIkT5hJyTCWGSOEEIohQvKCp556Sj7/+c8n9Zzf/OY32lQ2GdC/CRWOE/s4peM52OZb3/qW/o2WB7h9+vRpvY22JrgQQshswK71hOQB6JWULP/5n/8pF1xwgWQLd999t3YIJ4SQuYZiiBCSFWzdujXTQyCEFCh0kxGS48B99Oqrr+rFcEd1dHTIF77wBbnyyitl8+bNcscdd6grzWD79u3akPf++++Pc0ehc/yHP/xhOf/882Xjxo26HVxX4XA45XGi4/d73vMe2bRpk1x77bVxzYAT3WSEEDKXUAwRkuPcdddd2mUbF7iaFi9erOLntddek7/4i79QgbFo0SL51Kc+JQ899JA+59vf/rZ234ZYwnPq6urk0KFD8oEPfEAqKirkG9/4hrrR0LUb2z722GMpjxOd1GH9wX4vv/xy+Yd/+Af58Y9/nIYZIISQ1KCbjJAcp6GhQUpKSvRviI1//dd/lZ6eHnniiSdUBAGIHgidf/mXf5GbbrpJhZPdbpeqqqpR9xTE0CWXXKLPN5uj50mXXnqpPP3002ptesc73pHSOP/gD/5APve5z+nfl112mbS3t8t3v/tdtWwZr0cIIZmARyBC8gy4y7Zt2zYqhAxuueUW6ezslOPHj4/7vFtvvVW+//3vSyAQUGEEMfX//t//k1AopPelytvf/va423CVdXd3TzgeQgiZK2gZIiTP6O/vlyVLloy5v6amRq8HBgbGfZ7X65Uvf/nL8uCDD0owGFR3G0SV1WpNSz0i4/UNqqurR8dLCCGZhGKIkDyjvLxcLUCJGPdVVlaO+7x//Md/VGvQN7/5TXWXFRUV6f0XX3xxWsaVKHq6urriRBEhhGQKuskIyQNiY26QCfbGG29otlgsCJ5G0PSyZcvGPAe8/vrrcuGFF8rb3va2USG0b98+jT9KRzbZs88+G3f7kUcekQULFoyOhxBCMgUtQ4TkAWVlZSqAduzYoYHSED64/vSnP63ZYQ888IDs3LlTvvKVr4yKIDznwIEDGmOE9HtckDX2y1/+Uurr6zVuCJlfJpNJPB5PymNEKn1xcbEGb0MIvfDCCxrQjf0TQkgmoRgiJA+488471Yrz0Y9+VFPYIWj+7d/+TdPXEfy8du1a+Y//+A+55pprRp/zoQ99SMUR6gr98Ic/lL/6q7/SbeEm8/v9GjP0iU98QusDIaMMgdSpgLH84Ac/0P0jpunrX/96yhlqhBCSDkwRdmokhBBCSAFDyxAhZEbAUjTVuRRcYBaLZc7GRAghM4GWIULIjDBaekwGGsEmtt0ghJBsg2KIEDIjDh8+rLFFk4GA6ZUrV87ZmAghZCZQDBFCCCGkoGGdIUIIIYQUNBRDhBBCCCloKIYIIYQQUtBQDBFCCCGkoKEYIoQQQkhBQzFECCGEkIKGYogQQgghBQ3FECGEEEKkkPn/Hg7zod1CAP4AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(x='total_bill', y='tip', data=tips, kind='reg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c2b62fbc",
   "metadata": {
    "tags": [
     "thebe-interactive"
    ]
   },
   "outputs": [],
   "source": [
    "### Exercise: Read a Joint Plot\n",
    "# Practice path: Optional extension.\n",
    "# A manager wants to inspect how party size and tip amount relate in this sample.\n",
    "# 1. Use sns.jointplot() with size on x, tip on y, and kind='reg'.\n",
    "# 2. In comments, describe the direction of the fitted line. Do all tips follow it?\n",
    "# 3. Explain what the top and right marginal plots summarize.\n",
    "# 4. Can the separate marginal plots tell you the tip left by a particular party?\n",
    "# 5. Explain why the shaded confidence band is not a range containing every tip,\n",
    "#    and why the association does not establish what adding a person would cause.\n",
    "# You do not need to calculate a slope or compare numerical relationship strengths.\n",
    "### Your code starts here.\n",
    "\n",
    "\n",
    "\n",
    "### Your code ends here.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "fe124bc6",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "output_type": "display_data",
     "metadata": {},
     "data": {
      "image/png": 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"
     }
    }
   ],
   "source": [
    "### Solution\n",
    "g = sns.jointplot(data=tips, x='size', y='tip', kind='reg', height=4)\n",
    "g.set_axis_labels('Party size (people)', 'Tip ($)')\n",
    "plt.show()\n",
    "# Center: the line slopes upward; larger parties tend to leave larger dollar tips.\n",
    "# Individual tips vary above and below the line, including for the same party size.\n",
    "# Top margin: the distribution of party sizes. Right margin: the distribution of tips.\n",
    "# The margins summarize each variable separately and do not preserve their pairing;\n",
    "# use the central points or the data table to inspect individual paired observations.\n",
    "# The confidence band concerns uncertainty in the fitted mean response, not the\n",
    "# full range of individual tips. Regression and its intervals are developed in Chapter 12.\n",
    "# Limitation: This observational association does not establish that adding a person\n",
    "# causes a particular change in tips; bill amount and other factors can also differ.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "01aa6318",
   "metadata": {},
   "source": [
    "### Heatmap (Common EDA Pattern)\n",
    "\n",
    "Heatmaps are useful for compact matrix-style summaries, such as correlation matrices. Each number below is a correlation between -1 and 1: values near 1 mean two columns tend to rise together, and values near 0 mean little straight-line relationship. Chapter 12 explains correlation.\n",
    "\n",
    "**Read the labels, number, and color together.** Choose a row variable and a column variable, then read their intersection. Positive correlation means larger values tend to accompany larger values; negative correlation means larger values tend to accompany smaller values. A value near zero indicates little linear association, but a curved relationship can still exist.\n",
    "\n",
    "Each variable has correlation 1 with itself along the diagonal. The two halves of a correlation matrix repeat the same pairs, so compare distinct variables rather than selecting a diagonal entry as the strongest relationship. Correlation has no units and ranges from -1 to 1; it does not establish causation.\n",
    "\n",
    "Use a diverging color scale centered at zero when comparing negative and positive correlations. The introductory `Blues` example shows the mechanics of a heatmap; the following exercise uses `coolwarm` centered at zero so the signs are visually distinct. Check the sample size, missing values, and possible unusual observations before relying on a correlation for a decision."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3ca63371",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Correlation Heatmap')"
      ]
     },
     "execution_count": 185,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr = tips[['total_bill', 'tip', 'size']].corr(numeric_only=True)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(4, 3))\n",
    "sns.heatmap(corr, annot=True, cmap='Blues', vmin=-1, vmax=1, ax=ax)\n",
    "ax.set_title('Correlation Heatmap')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4e8648d8",
   "metadata": {
    "tags": [
     "thebe-interactive"
    ]
   },
   "outputs": [],
   "source": [
    "### Exercise: Read a Correlation Heatmap\n",
    "# Practice path: Core classroom practice.\n",
    "# A manager wants to inspect associations among bill amounts, tips, and party sizes.\n",
    "# 1. Compute a correlation matrix for total_bill, tip, and size from tips.\n",
    "# 2. Draw a heatmap with the numerical values displayed, using a diverging color\n",
    "#    scale centered at zero and fixed limits from -1 to 1.\n",
    "# 3. Title it 'Tips Correlation Heatmap'.\n",
    "# 4. In comments, identify the strongest association between two different variables.\n",
    "#    State its direction and explain what it means in this sample.\n",
    "# 5. Explain why diagonal values of 1 do not answer the manager's question,\n",
    "#    and why correlation does not establish that changing one variable causes another to change.\n",
    "### Your code starts here.\n",
    "\n",
    "\n",
    "\n",
    "### Your code ends here.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d25100f5",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "outputs": [
    {
     "output_type": "display_data",
     "metadata": {},
     "data": {
      "image/png": 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"
     }
    }
   ],
   "source": [
    "### Solution\n",
    "corr = tips[['total_bill', 'tip', 'size']].corr(numeric_only=True)\n",
    "fig, ax = plt.subplots(figsize=(4, 3))\n",
    "sns.heatmap(corr, annot=True, fmt='.2f', cmap='coolwarm',\n",
    "            center=0, vmin=-1, vmax=1, ax=ax)\n",
    "ax.set_title('Tips Correlation Heatmap')\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "# The strongest off-diagonal association is total_bill with tip, about +0.68.\n",
    "# Larger bills tend to accompany larger dollar tips in this sample.\n",
    "# Each diagonal entry compares a variable with itself, so it is 1 by construction.\n",
    "# The opposite triangle repeats the same variable pairs, not new evidence.\n",
    "# Limitation: Correlation summarizes linear association, not a causal effect.\n",
    "# Party size and other factors can influence the observed relationship.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "tip-percentage-correlation-extension",
   "metadata": {},
   "source": [
    ":::{note}\n",
    "**Optional extension: tip percentage and bill amount.** Calculate `tip_pct = 100 * tip / total_bill`, then inspect its association with `total_bill`. Interpret this comparison carefully: bill amount is also the denominator of tip percentage, so the two measures share a mathematical component. For a fixed dollar tip, increasing the bill necessarily lowers the percentage.\n",
    "\n",
    "A negative correlation alone therefore does not establish that customers become less generous as bills grow. Inspect the underlying dollar amounts and percentages together and consider other factors before drawing a behavioral conclusion.\n",
    ":::\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd8aca39",
   "metadata": {},
   "source": [
    "## Themes and Global Style\n",
    "\n",
    "Seaborn theme settings apply globally in the notebook and help keep plots visually consistent.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f8504006",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='total_bill', ylabel='tip'>"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_theme(style='ticks', context='talk', palette='deep')\n",
    "sns.scatterplot(data=tips, x='total_bill', y='tip', hue='time')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "c2c70430",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Reset to a moderate default for the rest of your work\n",
    "sns.set_theme(style='whitegrid', context='notebook')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0ca0e669",
   "metadata": {},
   "source": [
    "Inspect the attributes of the palettes module (this is not a list of palette names):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "bdae041a",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['MPL_QUAL_PALS', 'QUAL_PALETTES', 'QUAL_PALETTE_SIZES', 'SEABORN_PALETTES', '_ColorPalette', '__all__', '__builtins__', '__cached__', '__doc__', '__file__', '__loader__', '__name__', '__package__', '__spec__', '_color_to_rgb', '_parse_cubehelix_args', '_patch_colormap_display', 'blend_palette', 'color_palette', 'colorsys', 'crayon_palette', 'crayons', 'cubehelix_palette', 'cycle', 'dark_palette', 'desaturate', 'diverging_palette', 'get_color_cycle', 'get_colormap', 'hls_palette', 'husl', 'husl_palette', 'light_palette', 'mpl', 'mpl_palette', 'np', 'set_color_codes', 'xkcd_palette', 'xkcd_rgb']\n"
     ]
    }
   ],
   "source": [
    "print(dir(sns.palettes))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e208db8b",
   "metadata": {},
   "source": [
    "The commonly used built-in options are:"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d67595e2",
   "metadata": {},
   "source": [
    "**Qualitative** (good for categories)\n",
    "```\n",
    "'deep', 'muted', 'pastel', 'bright', 'dark', 'colorblind'\n",
    "```\n",
    "**Sequential**\n",
    "```\n",
    "'Blues', 'Greens', 'Reds', 'Oranges', 'Purples', 'Greys'\n",
    "```\n",
    "**Diverging**\n",
    "```\n",
    "'coolwarm', 'RdBu', 'BrBG', 'PiYG'\n",
    "```\n",
    "**Perceptually uniform**\n",
    "```\n",
    "'viridis', 'plasma', 'magma', 'inferno', 'cividis'\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1701b88e",
   "metadata": {},
   "source": [
    "Preview a named palette, or draw its colors as a swatch:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "38b6a46e",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "[(0.2980392156862745, 0.4470588235294118, 0.6901960784313725),\n",
       " (0.8666666666666667, 0.5176470588235295, 0.3215686274509804),\n",
       " (0.3333333333333333, 0.6588235294117647, 0.40784313725490196),\n",
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      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# See a single palette\n",
    "sns.color_palette('deep')\n",
    "# sns.color_palette('muted')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ac53b073",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "display_data",
     "metadata": {},
     "data": {
      "image/png": "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"
     }
    }
   ],
   "source": [
    "# Draw a swatch for a named category palette.\n",
    "sns.palplot(sns.color_palette('colorblind'))\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "13049d5c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['magma',\n",
       " 'inferno',\n",
       " 'plasma',\n",
       " 'viridis',\n",
       " 'cividis',\n",
       " 'twilight',\n",
       " 'twilight_shifted',\n",
       " 'turbo',\n",
       " 'berlin',\n",
       " 'managua',\n",
       " 'vanimo',\n",
       " 'Blues',\n",
       " 'BrBG',\n",
       " 'BuGn',\n",
       " 'BuPu',\n",
       " 'CMRmap',\n",
       " 'GnBu',\n",
       " 'Greens',\n",
       " 'Greys',\n",
       " 'OrRd',\n",
       " 'Oranges',\n",
       " 'PRGn',\n",
       " 'PiYG',\n",
       " 'PuBu',\n",
       " 'PuBuGn',\n",
       " 'PuOr',\n",
       " 'PuRd',\n",
       " 'Purples',\n",
       " 'RdBu',\n",
       " 'RdGy',\n",
       " 'RdPu',\n",
       " 'RdYlBu',\n",
       " 'RdYlGn',\n",
       " 'Reds',\n",
       " 'Spectral',\n",
       " 'Wistia',\n",
       " 'YlGn',\n",
       " 'YlGnBu',\n",
       " 'YlOrBr',\n",
       " 'YlOrRd',\n",
       " 'afmhot',\n",
       " 'autumn',\n",
       " 'binary',\n",
       " 'bone',\n",
       " 'brg',\n",
       " 'bwr',\n",
       " 'cool',\n",
       " 'coolwarm',\n",
       " 'copper',\n",
       " 'cubehelix',\n",
       " 'flag',\n",
       " 'gist_earth',\n",
       " 'gist_gray',\n",
       " 'gist_heat',\n",
       " 'gist_ncar',\n",
       " 'gist_rainbow',\n",
       " 'gist_stern',\n",
       " 'gist_yarg',\n",
       " 'gnuplot',\n",
       " 'gnuplot2',\n",
       " 'gray',\n",
       " 'hot',\n",
       " 'hsv',\n",
       " 'jet',\n",
       " 'nipy_spectral',\n",
       " 'ocean',\n",
       " 'pink',\n",
       " 'prism',\n",
       " 'rainbow',\n",
       " 'seismic',\n",
       " 'spring',\n",
       " 'summer',\n",
       " 'terrain',\n",
       " 'winter',\n",
       " 'Accent',\n",
       " 'Dark2',\n",
       " 'Paired',\n",
       " 'Pastel1',\n",
       " 'Pastel2',\n",
       " 'Set1',\n",
       " 'Set2',\n",
       " 'Set3',\n",
       " 'tab10',\n",
       " 'tab20',\n",
       " 'tab20b',\n",
       " 'tab20c',\n",
       " 'grey',\n",
       " 'gist_grey',\n",
       " 'gist_yerg',\n",
       " 'Grays',\n",
       " 'magma_r',\n",
       " 'inferno_r',\n",
       " 'plasma_r',\n",
       " 'viridis_r',\n",
       " 'cividis_r',\n",
       " 'twilight_r',\n",
       " 'twilight_shifted_r',\n",
       " 'turbo_r',\n",
       " 'berlin_r',\n",
       " 'managua_r',\n",
       " 'vanimo_r',\n",
       " 'Blues_r',\n",
       " 'BrBG_r',\n",
       " 'BuGn_r',\n",
       " 'BuPu_r',\n",
       " 'CMRmap_r',\n",
       " 'GnBu_r',\n",
       " 'Greens_r',\n",
       " 'Greys_r',\n",
       " 'OrRd_r',\n",
       " 'Oranges_r',\n",
       " 'PRGn_r',\n",
       " 'PiYG_r',\n",
       " 'PuBu_r',\n",
       " 'PuBuGn_r',\n",
       " 'PuOr_r',\n",
       " 'PuRd_r',\n",
       " 'Purples_r',\n",
       " 'RdBu_r',\n",
       " 'RdGy_r',\n",
       " 'RdPu_r',\n",
       " 'RdYlBu_r',\n",
       " 'RdYlGn_r',\n",
       " 'Reds_r',\n",
       " 'Spectral_r',\n",
       " 'Wistia_r',\n",
       " 'YlGn_r',\n",
       " 'YlGnBu_r',\n",
       " 'YlOrBr_r',\n",
       " 'YlOrRd_r',\n",
       " 'afmhot_r',\n",
       " 'autumn_r',\n",
       " 'binary_r',\n",
       " 'bone_r',\n",
       " 'brg_r',\n",
       " 'bwr_r',\n",
       " 'cool_r',\n",
       " 'coolwarm_r',\n",
       " 'copper_r',\n",
       " 'cubehelix_r',\n",
       " 'flag_r',\n",
       " 'gist_earth_r',\n",
       " 'gist_gray_r',\n",
       " 'gist_heat_r',\n",
       " 'gist_ncar_r',\n",
       " 'gist_rainbow_r',\n",
       " 'gist_stern_r',\n",
       " 'gist_yarg_r',\n",
       " 'gnuplot_r',\n",
       " 'gnuplot2_r',\n",
       " 'gray_r',\n",
       " 'hot_r',\n",
       " 'hsv_r',\n",
       " 'jet_r',\n",
       " 'nipy_spectral_r',\n",
       " 'ocean_r',\n",
       " 'pink_r',\n",
       " 'prism_r',\n",
       " 'rainbow_r',\n",
       " 'seismic_r',\n",
       " 'spring_r',\n",
       " 'summer_r',\n",
       " 'terrain_r',\n",
       " 'winter_r',\n",
       " 'Accent_r',\n",
       " 'Dark2_r',\n",
       " 'Paired_r',\n",
       " 'Pastel1_r',\n",
       " 'Pastel2_r',\n",
       " 'Set1_r',\n",
       " 'Set2_r',\n",
       " 'Set3_r',\n",
       " 'tab10_r',\n",
       " 'tab20_r',\n",
       " 'tab20b_r',\n",
       " 'tab20c_r',\n",
       " 'grey_r',\n",
       " 'gist_grey_r',\n",
       " 'gist_yerg_r',\n",
       " 'Grays_r',\n",
       " 'rocket',\n",
       " 'rocket_r',\n",
       " 'mako',\n",
       " 'mako_r',\n",
       " 'icefire',\n",
       " 'icefire_r',\n",
       " 'vlag',\n",
       " 'vlag_r',\n",
       " 'flare',\n",
       " 'flare_r',\n",
       " 'crest',\n",
       " 'crest_r']"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Or use matplotlib's colormaps too\n",
    "import matplotlib.pyplot as plt\n",
    "plt.colormaps()  # lists all matplotlib-compatible names"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5ec60c0c",
   "metadata": {},
   "source": [
    "## Why KDE Looks Smooth\n",
    "\n",
    "**Optional extension: KDE construction.** The core skill is to read a smooth distribution curve while remembering that smoothing choices affect its shape. The code below illustrates how kernels combine; you can skip the construction details on a first reading and continue with Styling.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d0a83dc6",
   "metadata": {},
   "source": [
    "`rugplot` marks each observation on one axis. A KDE can be viewed as the sum of many smooth kernels centered on those observations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "0959de6c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_theme(palette='viridis')\n",
    "\n",
    "ax = sns.rugplot(tips['total_bill'])\n",
    "ax.set_title('Rug Plot of Total Bill')\n",
    "ax.set_xlabel('Total Bill ($)')\n",
    "ax.set_ylabel('Frequency')\n",
    "\n",
    "ax.figure.set_size_inches(4, 3)\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "abd712aa",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Don't worry about understanding this code in depth.\n",
    "# It visualizes how summing basis functions forms a KDE-like curve.\n",
    "from scipy import stats\n",
    "\n",
    "# Create dataset\n",
    "np.random.seed(42)\n",
    "dataset = np.random.randn(25)\n",
    "\n",
    "ax = sns.rugplot(dataset)\n",
    "\n",
    "x_min = dataset.min() - 2\n",
    "x_max = dataset.max() + 2\n",
    "x_axis = np.linspace(x_min, x_max, 100)\n",
    "\n",
    "bandwidth = ((4 * dataset.std()**5) / (3 * len(dataset)))**.2\n",
    "\n",
    "kernel_list = []\n",
    "for data_point in dataset:\n",
    "    kernel = stats.norm(data_point, bandwidth).pdf(x_axis)\n",
    "    kernel_list.append(kernel)\n",
    "\n",
    "    kernel = kernel / kernel.max()\n",
    "    kernel = kernel * .4\n",
    "    plt.plot(x_axis, kernel, color='grey', alpha=0.5)\n",
    "\n",
    "plt.ylim(0, 1)\n",
    "\n",
    "ax.figure.set_size_inches(4, 3)\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "8f643d72",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 400x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sum_of_kde = np.sum(kernel_list, axis=0)\n",
    "plt.figure(figsize=(4, 3))\n",
    "plt.plot(x_axis, sum_of_kde)\n",
    "sns.rugplot(dataset)\n",
    "plt.yticks([])\n",
    "plt.suptitle('Sum of the Basis Functions');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a843cf97",
   "metadata": {},
   "source": [
    "## Styling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "1fa0ac8c",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "sns.set_theme(style='whitegrid', context='notebook')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "69b3f96a",
   "metadata": {},
   "source": [
    "### Size\n",
    "\n",
    "The `size=` and `s=` parameters do different jobs:\n",
    "\n",
    "- `size=` maps a data column to point size (semantic mapping). For example, `size='size'` draws larger points for larger parties.\n",
    "- `s=` sets one constant size for all points."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "532c5aa0",
   "metadata": {},
   "source": [
    "```python\n",
    "sns.scatterplot(data=tips, x='total_bill', y='tip', s=100)        # every point the same size\n",
    "sns.scatterplot(data=tips, x='total_bill', y='tip', size='size')  # point size follows the size column\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "59b20060",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 2, figsize=(10, 4))\n",
    "\n",
    "# constant size points\n",
    "sns.scatterplot(data=tips, x='total_bill', y='tip', s=80, ax=ax[0])\n",
    "ax[0].set_title('Constant size (s=80)')\n",
    "\n",
    "# size mapped from a real numeric column in the dataframe\n",
    "sns.scatterplot(\n",
    "    data=tips, x='total_bill', y='tip',\n",
    "    hue='time', style='sex', size='size', sizes=(20, 220),\n",
    "    ax=ax[1]\n",
    ")\n",
    "ax[1].set_title('Mapped hue/style/size')\n",
    "ax[1].legend(bbox_to_anchor=(1, 1))  ### move legend outside the plot\n",
    "\n",
    "plt.tight_layout()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1b8c4acb",
   "metadata": {},
   "source": [
    "### Alpha"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d5c75476",
   "metadata": {},
   "source": [
    "For overlapping distributions, transparency helps you see bars that would otherwise cover one another. Seaborn chooses transparency defaults based on settings such as layering and fill; it does not inspect each overlap to decide how transparent it should be. You can set `alpha=` explicitly in pandas, Matplotlib, and Seaborn.\n",
    "\n",
    "Compare histograms using the same bins, scales, and transparency before attributing their appearance to the library. In the example below, bills and tips have different scales, so separate panels are often easier to interpret than overlapping both variables. See the [histplot reference](https://seaborn.pydata.org/generated/seaborn.histplot.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "bb2cb74c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x300 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = tips[['total_bill', 'tip']]\n",
    "\n",
    "fig, ax = plt.subplots(1, 3, figsize=(10, 3))\n",
    "\n",
    "### Pandas histogram\n",
    "data.plot(ax=ax[0], kind='hist', title='Pandas plot(kind=\"hist\")', alpha=0.5)\n",
    "\n",
    "### Matplotlib histogram\n",
    "ax[1].hist(data, label=['total_bill', 'tip'], alpha=0.5)\n",
    "ax[1].set_title('Matplotlib ax.hist()')\n",
    "ax[1].legend()\n",
    "\n",
    "### Seaborn histogram\n",
    "sns.histplot(data=data, ax=ax[2])\n",
    "ax[2].set_title('Seaborn histplot()')\n",
    "\n",
    "plt.tight_layout()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "629a2bd3",
   "metadata": {},
   "source": [
    "### Overlay"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "31b9717e",
   "metadata": {},
   "source": [
    "**When combining multiple plot types**, axes-level functions give you full control. On the other hand, figure-level functions create their own figure, making layering harder. Note that the three plots are all rendered on the same MPL axes object (`ax`). \n",
    "\n",
    "`ax.axhline()` adds a horizontal line spanning the whole or fraction of the Axes. (see [matplotlib.pyplot.axhline](https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.axhline.html)). The basic syntax of `axhline()` is:\n",
    "\n",
    "```python\n",
    "ax.axhline(y=0, xmin=0, xmax=1, **kwargs)\n",
    "```\n",
    "\n",
    "Commonly used parameters for `ax.axhline()` include:\n",
    "| Parameter  | Meaning                         |\n",
    "| ---------- | ------------------------------------------------------ |\n",
    "| `y`       | y-value where the horizontal line is drawn         |\n",
    "| `xmin`   | start of the line (fraction of axis width, 0–1)        |\n",
    "| `xmax`     | end of the line (fraction of axis width, 0–1)      |\n",
    "| `**kwargs` | styling options like `color`, `linestyle`, `linewidth`|\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e91912e1",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.lines.Line2D at 0x11a50d590>"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "sns.scatterplot(data=tips, x='total_bill', y='tip', ax=ax)\n",
    "sns.rugplot(data=tips, x='total_bill', ax=ax)                   # Add rug marks\n",
    "ax.axhline(y=tips['tip'].mean(), color='red', linestyle='--')   # Add a reference line at the mean tip"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "chart-readability-context",
   "metadata": {},
   "source": [
    "**Improve a chart for its audience**\n",
    "\n",
    "A restaurant manager asks whether bill amount and dollar tip have a similar relationship at lunch and dinner. The draft below uses colors for days, shapes for sex, and sizes for party size. Those mappings can be useful for other questions, but this manager needs a meal-time comparison. The generic title and axis labels also leave the amounts and units unclear.\n",
    "\n",
    "Redraw it to answer the manager's question with fewer visual demands. Judge your choices by whether they help the reader find the relevant comparison, not by whether the chart looks more decorative. Keep the same observations and avoid cutting off values to make a pattern look stronger.\n"
   ]
  },
  {
   "cell_type": "code",
   "id": "chart-readability-draft",
   "metadata": {
    "tags": []
   },
   "execution_count": 1,
   "outputs": [
    {
     "output_type": "display_data",
     "metadata": {},
     "data": {
      "image/png": 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"
     }
    }
   ],
   "source": [
    "# Draft chart: several mappings, but no meal-time comparison or dollar labels.\n",
    "fig, ax = plt.subplots(figsize=(6, 4))\n",
    "sns.scatterplot(data=tips, x='total_bill', y='tip',\n",
    "                hue='day', style='sex', size='size', sizes=(20, 220), ax=ax)\n",
    "ax.set_title('Data')\n",
    "ax.set_xlabel('x')\n",
    "ax.set_ylabel('y')\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "id": "chart-readability-question",
   "metadata": {
    "tags": [
     "thebe-interactive"
    ]
   },
   "execution_count": null,
   "outputs": [],
   "source": [
    "### Exercise: Improve a Chart for a Manager\n",
    "# Practice path: Additional practice.\n",
    "# Redraw the draft above to compare bill amounts and dollar tips at lunch and dinner.\n",
    "# 1. Keep total_bill on x and tip on y, using all observations in tips.\n",
    "# 2. Make meal time easy to distinguish. Remove mappings unrelated to this question.\n",
    "# 3. Add a title, axis labels with dollar units, and an understandable legend.\n",
    "# 4. Choose a readable theme and colors; consider readers who cannot distinguish colors.\n",
    "# 5. Make overlapping points easier to see without hiding observations.\n",
    "# 6. In comments, explain two design changes and the reading problem each addresses.\n",
    "#    State one supported finding and one limitation that styling cannot resolve.\n",
    "### Your code starts here.\n",
    "\n",
    "\n",
    "\n",
    "### Your code ends here.\n"
   ]
  },
  {
   "cell_type": "code",
   "id": "chart-readability-solution",
   "metadata": {
    "tags": [
     "hide-input"
    ]
   },
   "execution_count": 1,
   "outputs": [
    {
     "output_type": "display_data",
     "metadata": {},
     "data": {
      "image/png": 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"
     }
    }
   ],
   "source": [
    "### Solution\n",
    "sns.set_theme(style='whitegrid', context='notebook')\n",
    "fig, ax = plt.subplots(figsize=(6, 4))\n",
    "sns.scatterplot(data=tips, x='total_bill', y='tip',\n",
    "                hue='time', style='time', palette='colorblind',\n",
    "                s=45, alpha=0.65, ax=ax)\n",
    "ax.set_title('Bill Amount and Tip by Meal Time')\n",
    "ax.set_xlabel('Total bill ($)')\n",
    "ax.set_ylabel('Tip ($)')\n",
    "ax.legend(title='Meal time')\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "# Meal-time color and shape both encode the relevant group; shapes provide another\n",
    "# way to distinguish groups when colors are difficult to tell apart.\n",
    "# Removing day, sex, and party-size mappings reduces unrelated legend information.\n",
    "# Dollar labels identify the measures; transparency helps expose overlapping points.\n",
    "# Finding: Both meals show broadly positive association, with substantial overlap.\n",
    "# Limitation: Better styling does not establish a causal effect of meal time.\n",
    "# Other designs are acceptable when they keep the data and make the question clearer.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "chapter07-interpretation-exit-ticket",
   "metadata": {},
   "source": [
    "**Exit ticket: explain a chart choice**\n",
    "\n",
    "Before leaving class, answer these questions in two or three sentences each. Your instructor can use the responses to identify what needs another example. This classroom check is separate from the automatically graded Lab and Homework.\n",
    "\n",
    "A manager compares customer-support response times for two service teams. One row is one support request; the columns are `team` and `response_minutes`. A mean bar chart shows Team A at six minutes and Team B at eight minutes. No individual observations, error bars, or sample counts are displayed.\n",
    "\n",
    "1. **Chart choice:** Which chart would you request to compare typical response times and consistency across teams? Explain what it would show beyond the mean bars.\n",
    "2. **Supported finding:** State one conclusion supported by the displayed means. Can you conclude that Team A answered every request faster?\n",
    "3. **Missing evidence:** Identify one additional piece of information needed before changing staffing, and explain how it could affect the decision.\n",
    "\n",
    "```{dropdown} Instructor discussion guide\n",
    "A box plot can compare medians and the middle-half spread, supplemented by individual observations and group counts. Other chart choices are acceptable when the explanation connects them to the question.\n",
    "\n",
    "Team A has the lower sample mean response time. The bars do not establish that every Team A request was faster, that Team A has less variability, or that staffing caused the difference.\n",
    "\n",
    "Useful missing evidence includes the number of requests, their distribution and unusually long waits, request complexity, observation period, or current staffing. For example, unequal request complexity could make the mean comparison a poor basis for reallocating staff.\n",
    "\n",
    "Look for three things in each response: a chart matched to the question, a finding limited to the displayed evidence, and a relevant information gap. If a student confuses the mean with every observation, revisit the equal-means delivery example in Plot Families.\n",
    "```\n"
   ]
  }
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