nb03b-visualization.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "30b28042-22ad-4fc6-ad09-31cdf0fed206",
   "metadata": {},
   "source": [
    "# `nb03b`: Data visualization principles"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d397b96f-2ef6-4e30-b441-613f6db567cb",
   "metadata": {},
   "source": [
    "## Encoding data using visual cues\n",
    "\n",
    "Whenever we visualize, data is encoded using visual cues. It is mapped onto variations in size, shape, color, area, angle, etc. \n",
    "\n",
    "<img src=\"./figures/nb04/cues1.jpg\" width=\"30%\" />\n",
    "\n",
    "These cues, however, are not perceived equally well across people (Cleveland and McGill, 1980). Some cues are perceived more accurately than others, while others are generally perceived quite poorly.\n",
    "\n",
    "<img src=\"./figures/nb04/cues2.jpg\" width=\"30%\" />\n",
    "\n",
    "(Figures reproduced from [Peter Aldhous, 2019](https://paldhous.github.io/ucb/2019/dataviz/week2.html).)\n",
    "\n",
    "<div class=\"alert alert-danger\">\n",
    "    \n",
    "- For numerical quantities, **positions** and **lengths** are perceived the most accurately. \n",
    "- For categorical values, **shapes** are perceived the most accurately.\n",
    "   \n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0d7a7b04",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e65537d2-cd60-43da-8c54-328a33966d21",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Which part is the largest?\n",
    "fig = plt.figure()\n",
    "ax = plt.axes()\n",
    "\n",
    "x = np.ones(5) + 0.05*np.random.randn(5)\n",
    "labels = [\"a\", \"b\", \"c\", \"d\", \"e\"]\n",
    "ax.pie(x, labels=labels)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8c529280",
   "metadata": {},
   "source": [
    "Answering is difficult because shapes and areas are not perceived accurately nor equally well across people."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "e859f51e-d8f6-41d8-9575-b00f9f97e7b0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Using lengths\n",
    "fig = plt.figure()\n",
    "ax = plt.axes()\n",
    "\n",
    "ax.barh(labels, width=x)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "91cbaac5-03c2-4d0e-b69c-d4f36a476b99",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Using positions\n",
    "fig = plt.figure()\n",
    "ax = plt.axes()\n",
    "\n",
    "ax.barh(labels, width=x)\n",
    "ax.set(xlim=(np.min(x)-0.01, np.max(x)+0.01))\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b5d15e7b-58fb-4d21-809a-d72882bb0395",
   "metadata": {},
   "source": [
    "## Show the data\n",
    "\n",
    "Scientific data visualization is not about making pretty pictures. It is about showing the data in a way that is easy to interpret. \n",
    "\n",
    "For this reason, the first principle of data visualization is to **show the data**. However, choosing the right representation and the appropriate level of granularity is not always easy. \n",
    "\n",
    "- If the data is too granular, the visualization will be too busy and the interpretation can be difficult.\n",
    "- If the data is not granular enough, the visualization will be too coarse and important details can be lost."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "799e55c7-454a-4e24-b298-4d74d70dedea",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Summaries vs. data\n",
    "x = [10, 8, 13, 9, 11, 14, 6, 4, 12, 7, 5]\n",
    "y1 = [8.04, 6.95, 7.58, 8.81, 8.33, 9.96, 7.24, 4.26, 10.84, 4.82, 5.68]\n",
    "y2 = [9.14, 8.14, 8.74, 8.77, 9.26, 8.10, 6.13, 3.10, 9.13, 7.26, 4.74]\n",
    "y3 = [7.46, 6.77, 12.74, 7.11, 7.81, 8.84, 6.08, 5.39, 8.15, 6.42, 5.73]\n",
    "x4 = [8, 8, 8, 8, 8, 8, 8, 19, 8, 8, 8]\n",
    "y4 = [6.58, 5.76, 7.71, 8.84, 8.47, 7.04, 5.25, 12.50, 5.56, 7.91, 6.89]\n",
    "datasets = np.array([(x, y1), (x, y2), (x, y3), (x4, y4)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "1a0a8e17-5560-43ea-86f5-3a0f89698916",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = plt.axes()\n",
    "\n",
    "ax.bar(range(4), height=np.mean(datasets[:, 1, :], axis=1))\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "332c55fd-6170-4205-a01e-7d2446a39b7b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(2, 2)\n",
    "\n",
    "for n, ax in enumerate(axs.ravel()):\n",
    "    ax.scatter(datasets[n, 0], datasets[n, 1])\n",
    "    ax.axhline(np.mean(datasets[n, 1]), color=\"r\")\n",
    "    ax.set(ylim=(0, 15))\n",
    "    \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c93d67f3-5adc-4c34-ae03-ad4c2f5f7e7c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# A mix of both summaries and data\n",
    "fig = plt.figure()\n",
    "ax = plt.axes()\n",
    "\n",
    "ax.boxplot(datasets[:, 1].T)\n",
    "for i in range(4):\n",
    "    y = datasets[i, 1]\n",
    "    ax.scatter(i + np.ones_like(y), y)\n",
    "    # ax.scatter(i + np.ones_like(y), y, alpha=0.5)\n",
    "    # ax.scatter(np.random.normal(i+1, 0.025, size=len(y)), y)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "086626ce-40bc-4637-a366-540909c97afe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Another example\n",
    "df = pd.read_csv(\"data/countries.csv\")\n",
    "regions = df.groupby(\"Region\")[\"Population\"].mean()\n",
    "labels = [r.strip().lower() for r in regions.index]\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = plt.axes()\n",
    "ax.bar(range(len(labels)), height=regions.values)\n",
    "plt.xticks(range(len(labels)), labels, rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "51e1992c-c7ef-486b-b590-bbb3b7eec8f7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.read_csv(\"data/countries.csv\")\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = plt.axes()\n",
    "\n",
    "for i, (r, s) in enumerate(df.groupby(\"Region\")[\"Population\"]):\n",
    "    r = r.strip().lower()\n",
    "    ax.scatter(np.random.normal(i+1, 0.025, size=len(s)), s)\n",
    "\n",
    "ax.boxplot([s for _, s in df.groupby(\"Region\")[\"Population\"]])\n",
    "\n",
    "plt.xticks(range(1, len(labels)+1), labels, rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "68306f04-6cec-4565-a569-0635ca7f5d4a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Log-transform\n",
    "df = pd.read_csv(\"data/countries.csv\")\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = plt.axes()\n",
    "\n",
    "for i, (r, s) in enumerate(df.groupby(\"Region\")[\"Population\"]):\n",
    "    r = r.strip().lower()\n",
    "    ax.scatter(np.random.normal(i+1, 0.05, size=len(s)), s)\n",
    "\n",
    "ax.boxplot([s for _, s in df.groupby(\"Region\")[\"Population\"]])\n",
    "\n",
    "ax.set(yscale=\"log\")\n",
    "plt.xticks(range(1, len(labels)+1), labels, rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "99f3f426-fbc9-4ffe-a04a-d2601499d552",
   "metadata": {},
   "source": [
    "## Ease comparisons\n",
    "\n",
    "When we visualize data, we often want to compare different values. Plots should be designed to facilitate comparisons."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "38cf00fb-3a1c-459b-827b-294227a746f9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Gender</th>\n",
       "      <th>Height</th>\n",
       "      <th>Weight</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Male</td>\n",
       "      <td>73.847017</td>\n",
       "      <td>241.893563</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Male</td>\n",
       "      <td>68.781904</td>\n",
       "      <td>162.310473</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Male</td>\n",
       "      <td>74.110105</td>\n",
       "      <td>212.740856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Male</td>\n",
       "      <td>71.730978</td>\n",
       "      <td>220.042470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Male</td>\n",
       "      <td>69.881796</td>\n",
       "      <td>206.349801</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Gender     Height      Weight\n",
       "0   Male  73.847017  241.893563\n",
       "1   Male  68.781904  162.310473\n",
       "2   Male  74.110105  212.740856\n",
       "3   Male  71.730978  220.042470\n",
       "4   Male  69.881796  206.349801"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"data/weight-height.csv\")\n",
    "df.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "4d6f6588-ffb4-401e-b9e2-5b81a58d4881",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(1, 2)\n",
    "\n",
    "groups = [(g, s) for g, s in df.groupby(\"Gender\")[\"Height\"]]\n",
    "\n",
    "for i, (g, s) in enumerate(groups):\n",
    "    axs[i].hist(s, bins=20)\n",
    "    axs[i].set(title=g)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "f39a52f9-3af9-4eb0-b783-55a0cc12ecbb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Use common axes\n",
    "fig, axs = plt.subplots(1, 2)\n",
    "\n",
    "groups = [(g, s) for g, s in df.groupby(\"Gender\")[\"Height\"]]\n",
    "\n",
    "for i, (g, s) in enumerate(groups):\n",
    "    axs[i].hist(s, bins=20, density=True)\n",
    "    axs[i].set(title=g, xlim=(50, 90), ylim=(0, 0.15))\n",
    "    \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "4fcf84f8-7f94-482e-a3f1-a6a1ddd8cf09",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Align plots\n",
    "# (vertically to see horizontal changes and vice-versa)\n",
    "fig, axs = plt.subplots(2, 1)\n",
    "\n",
    "groups = [(g, s) for g, s in df.groupby(\"Gender\")[\"Height\"]]\n",
    "\n",
    "for i, (g, s) in enumerate(groups):\n",
    "    axs[i].hist(s, bins=20, density=True)\n",
    "    axs[i].set(title=g, xlim=(50, 90), ylim=(0, 0.15))\n",
    "    \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "04891121",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Or merge them\n",
    "fig = plt.figure()\n",
    "ax = plt.axes()\n",
    "\n",
    "groups = [(g, s) for g, s in df.groupby(\"Gender\")[\"Height\"]]\n",
    "\n",
    "for i, (g, s) in enumerate(groups):\n",
    "    ax.hist(s, bins=20, density=True, alpha=0.5)\n",
    "\n",
    "ax.set(xlim=(50, 90), ylim=(0, 0.15))\n",
    "ax.legend([g for g, _ in groups])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "28e31a48-5c98-4b5d-8261-92d8106b18a8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Don't distort quantities\n",
    "df = pd.read_csv(\"data/countries.csv\")\n",
    "df = df.query(\"Country in ('United States', 'China', 'Germany', 'France', 'Belgium')\")\n",
    "\n",
    "labels = df[\"Country\"].values\n",
    "values = (df[\"GDP\"] * df[\"Population\"]).values\n",
    "values /= np.sum(values)\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = plt.axes()\n",
    "\n",
    "for i in range(len(labels)):\n",
    "    circ = plt.Circle((0, i), radius=values[i])\n",
    "    ax.add_patch(circ)\n",
    "    ax.text(1.5, i, labels[i], horizontalalignment='center', verticalalignment='center')\n",
    "\n",
    "ax.set(aspect=\"equal\", xticks=[], yticks=[], title=\"GDP\")\n",
    "ax.autoscale_view()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "1e7781a6-2a48-4adf-a581-f43528a09f55",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = plt.axes()\n",
    "\n",
    "for i in range(len(labels)):\n",
    "    circ = plt.Circle((0, i), radius=(values[i] / np.pi) ** 0.5)\n",
    "    ax.add_patch(circ)\n",
    "    ax.text(1.5, i, labels[i], horizontalalignment='center', verticalalignment='center')\n",
    "\n",
    "ax.set(aspect=\"equal\", xticks=[], yticks=[], title=\"GDP\")\n",
    "ax.autoscale_view()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "0fface81-6e61-4c6f-bfb4-a854fe219ea5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgMAAAGxCAYAAAD/MbW0AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAA9hAAAPYQGoP6dpAAAgsklEQVR4nO3de3zP9f//8ft7DrPNNh+njK2tzPkYq8iHWWTO+viUT0mRhFriU1F90pco6fNpEVEuLqSP6CKHfCQ5JDGUwzLKZ+S08DE5RM7a4fn7o5/3pdnGZDPzuF0vl10u7f1+vV/v5+vpfbi9X69X73mcc04AAMAsn8IeAAAAKFzEAAAAxhEDAAAYRwwAAGAcMQAAgHHEAAAAxhEDAAAYRwwAAGAcMQAAgHHEAHAD2bJlix577DFVrVpVfn5+8vPzU7Vq1dSvXz9t3LjRu9zw4cPl8Xi8P/7+/goNDVVsbKzGjx+vkydPZlt3r169stzG19dXNWrU0LBhw3Tu3LlruZkA8lnxwh4AgPwxadIkPfXUU6pRo4YGDhyoOnXqyOPxKDk5WR999JFuv/127dy5U1WrVvXeZvHixQoODtavv/6qAwcOaPny5RoyZIj+9a9/6dNPP1WDBg2y3Iefn5++/PJLSdKxY8f00UcfacSIEdq2bZtmzZp1TbcXQP7x8LcJgKJvzZo1atGihTp06KA5c+aoZMmS2ZaZPXu2mjVrpsqVK2v48OF65ZVXdPjwYZUvXz7Lcps3b1Z0dLSCg4P1ww8/yNfXV9JvewbmzJmjU6dOZVm+RYsWSkhI0P79+1WlSpWC20gABYbDBMANYNSoUSpWrJgmTZqUYwhI0v3336/KlStfdl0NGjTQSy+9pL179+bp036TJk0kST/++OOVDRrAdYMYAIq4jIwMrVixQlFRUQoJCcmXdXbu3FmStGrVqssuu3PnTklShQoV8uW+AVx7nDMAFHFHjhzR2bNnFR4enu26jIwM/f5IYLFixeTxeC67zgvrOnDgQLbr0tPTJUnHjx/XzJkzNX/+fN1+++2qVq3aH90EAIWMPQPADaxx48YqUaKE9yc+Pj5Pt8vtVKLTp09711WhQgUNGjRI7dq10yeffJKfwwZwjbFnACjiypcvLz8/vxyP2c+cOVNnzpxRamqqd9d/XlxY18XnGPj5+XkPHfj6+io8PFxBQUFXMXoA1wNiACjiihUrprvvvltLly5VampqlvMGateuLUlKSUm5onUuWLBAktSyZcssl/v4+CgqKuqqxgvg+sNhAuAG8OKLLyojI0P9+/dXWlraVa1r8+bNGjVqlCIiItStW7d8GiGA6xl7BoAbQLNmzTRhwgQNGDBAjRo1Ut++fVWnTh35+PgoNTVVc+fOlaRsu/QTExMVHBystLQ075cOTZ8+XRUrVtSnn36a6/+mCODGQgwAN4j+/furadOmevvttzVmzBgdOHBAHo9HoaGhuuuuu7R8+XLdfffdWW7Ttm1bSb8d/y9btqzq1aunN954Q48++qgCAwMLYzMAFAK+gRAAAOM4ZwAAAOOIAQAAjCMGAAAwjhgAAMA4YgAAAOOIAQAAjMvT9wxkZmbqwIEDCgwMzNNfPAMAAIXPOaeTJ0+qcuXK8vHJ/fN/nmLgwIEDCgsLy7fBAQCAa2ffvn0KDQ3N9fo8xcCFbyLbt28ff6EMAIAi4sSJEwoLC7vsN4rmKQYuHBoICgoiBgAAKGIud4ifEwgBADCOGAAAwDhiAAAA44gBAACMIwYAADCOGAAAwDhiAAAA44gBAACMIwYAADCOGAAAwDhiAAAA44gBAACMIwYAADCOGAAAwLg8/QljAACuVMQLnxX2EIqMlNEdCvX+2TMAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYVL+wBoHBEvPBZYQ+hSEkZ3aGwhwAABYY9AwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGEcMAABgHDEAAIBxxAAAAMYRAwAAGFe8sAcAAAUt4oXPCnsIRUrK6A6FPQRcY+wZAADAOGIAAADjiAEAAIwjBgAAMI4YAADAOGIAAADjiAEAAIwjBgAAMI4YAADAOGIAAADjiAEAAIwjBgAAMI4YAADAOGIAAADjiAEAAIwjBgAAMI4YAADAOGIAAADjihf2AABLIl74rLCHUKSkjO5Q2EMATGDPAAAAxhEDAAAYRwwAAGAcMQAAgHHEAAAAxhEDAAAYRwwAAGAcMQAAgHHEAAAAxhEDAAAYRwwAAGAcMQAAgHHEAAAAxhEDAAAYRwwAAGAcMQAAgHHEAAAAxhEDAAAYRwwAAGAcMQAAgHHEAAAAxhEDAAAYRwwAAGAcMQAAgHHEAAAAxhEDAAAYRwwAAGAcMQAAgHHEAAAAxhEDAAAYRwwAAGAcMQAAgHHEAAAAxhEDAAAYRwwAAGAcMQAAgHHEAAAAxhEDAAAYRwwAAGAcMQAAgHHEAAAAxhEDAAAYV7ywByBJES98VthDKDJSRnco7CEAAG4w7BkAAMA4YgAAAOOIAQAAjCMGAAAwjhgAAMA4YgAAAOOIAQAAjMvT9ww45yRJJ06cKJBBZJ4/UyDrvRHl178Bc35lmPfCwbwXDub92iuo99cL673wPp4bj7vcEpL279+vsLCw/BkZAAC4pvbt26fQ0NBcr89TDGRmZurAgQMKDAyUx+PJ1wFej06cOKGwsDDt27dPQUFBhT0cM5j3wsG8Fw7mvXBYm3fnnE6ePKnKlSvLxyf3MwPydJjAx8fnkkVxowoKCjLxYLneMO+Fg3kvHMx74bA078HBwZddhhMIAQAwjhgAAMA4YiAHvr6+GjZsmHx9fQt7KKYw74WDeS8czHvhYN5zlqcTCAEAwI2LPQMAABhHDAAAYBwxAACAccQAAADGmYuBXr166d57772i20RERGjs2LEFMh5LPB6P5s+fn+v1X331lTwej44fP37NxgTg+tCyZUsNGjSoQNbNa/jlFakY6NWrlzwej/enXLlyatu2rbZs2VKg97thwwb17du3QO/jRnDw4EENGDBAt956q3x9fRUWFqZOnTpp+fLlebr9XXfdpdTU1Dx9W5ZVFz8HLvzs3LmzsIdW5B08eFADBw5UZGSkSpUqpZtuukl//vOf9d577+nMGf7gTk5yewOfP3/+FX91/bx58zRy5Ejv79fyDfz06dN6/vnndeutt6pUqVKqUKGCWrZsqYULF171eAoycvJTnr6O+HrStm1bvf/++5J+e/IOHTpUHTt21N69ewvsPitUqFBg675RpKSkqFmzZipTpoz++c9/qn79+kpLS9OSJUsUFxenbdu2XXYdJUuWVKVKla7BaIu23z8HLrj4Mfrrr7+qZMmS13JYRdru3bu9j99Ro0apXr16Sk9P1w8//KCpU6eqcuXK6ty58xWvNy0tTSVKlCiAEd94ypYtW2j33b9/f61fv17vvPOOateuraNHj2rt2rU6evRooY3pmnNFSM+ePV2XLl2yXLZq1SonyR06dMg559z+/ftdt27dXJkyZVzZsmVd586d3Z49e3Jdx4kTJ1z37t2dv7+/q1SpknvrrbdcdHS0GzhwoHeZ8PBwN2bMGOecc3v27HGS3KZNm7zXHzt2zElyK1ascM45t2LFCifJLV682DVs2NCVKlXKxcTEuJ9++sktWrTI1axZ0wUGBroHHnjAnT59Oh9nqPC0a9fOValSxZ06dSrbdceOHXPOOSfJTZ482d17773Oz8/PRUZGuv/85z/e5S7M24Xl33//fRccHOwWL17satas6QICAlxsbKw7cOCA9zbr1693rVu3duXKlXNBQUGuRYsWLjExsUC3tTDl9Bxwzrno6GgXFxfn/v73v7ty5cq5Fi1aOOeci4+Pd3Xr1nX+/v4uNDTUPfHEE+7kyZPe2+Vljp1zbsqUKa527dquZMmSrlKlSi4uLs573fHjx93jjz/uKlSo4AIDA11MTIxLSkoqmAkoILGxsS40NDTHx69zzmVmZjrnLr+tw4YNcw0aNHBTpkxxt9xyi/N4PC4zM9NJcu+9957r0KGD8/PzczVr1nRr1651O3bscNHR0c7f3981adLE7dy507uunTt3us6dO7uKFSu6gIAAFxUV5ZYtW5ZlXOHh4e61115zjz76qCtdurQLCwtzkyZN8l4fExOT5d/KOeeOHDniSpYs6ZYvX37V83bxa+UFn3zyifv928uFefn3v//twsPDXVBQkPvb3/7mTpw4keO6oqOjnaQsPxesWbPGNW/e3JUqVcqFhoa6AQMGZPl3++mnn1zHjh1dqVKlXEREhPvwww+zvIbnJDg42E2bNu2S25nTeI4cOeIeeOABV6VKFefn5+fq1q3rZs6c6b1dz549s93uwvvR1q1bXbt27VxAQICrWLGi69Gjhzt8+LD3trNnz3Z169Z1pUqVcmXLlnWtWrXK9fGZH4rUYYKLnTp1SjNmzFBkZKTKlSunM2fOKCYmRqVLl9aqVau0evVqlS5dWm3bttWvv/6a4zqeeeYZrVmzRgsWLNCyZcuUkJCgb7/9Nl/GN3z4cL3zzjtau3at9u3bp27dumns2LGaOXOmPvvsMy1btkzjx4/Pl/sqTD///LMWL16suLg4BQQEZLu+TJky3v9+5ZVX1K1bN23ZskXt27fXQw89pJ9//jnXdZ85c0Zvvvmmpk+frlWrVmnv3r167rnnvNefPHlSPXv2VEJCgr755htVq1ZN7du318mTJ/N1G4uCDz74QMWLF9eaNWs0adIkSb/9kbFx48bp+++/1wcffKAvv/xSQ4YMyXK7y83xu+++q7i4OPXt21ffffedFixYoMjISEm//UW0Dh066ODBg1q0aJESExPVqFEjtWrV6pL/rteTo0ePaunSpbk+fqXfznfJ67bu3LlTH3/8sebOnaukpCTv5SNHjtQjjzyipKQk1axZU927d1e/fv304osvauPGjZKkp556yrv8qVOn1L59e33xxRfatGmTYmNj1alTp2x7QePj4xUVFaVNmzbpySef1BNPPOHdE9enTx/NnDlT58+f9y4/Y8YMVa5cWTExMVc9d1di165dmj9/vhYuXKiFCxdq5cqVGj16dI7Lzps3T6GhoRoxYoRSU1OVmpoqSfruu+8UGxurrl27asuWLZo1a5ZWr16dZd569eqllJQUffnll5ozZ44mTpyoQ4cOXXJslSpV0qJFi3J93chtPOfOnVPjxo21cOFCff/99+rbt68efvhhrVu3TpL09ttvq2nTpnr88ce9twsLC1Nqaqqio6PVsGFDbdy4UYsXL9ZPP/2kbt26SZJSU1P14IMPqnfv3kpOTtZXX32lrl27yhXkdwQWWGYUgJ49e7pixYq5gIAAFxAQ4CS5kJAQ7yfBKVOmuBo1angr3jnnzp8/7/z8/NySJUu867jwyerEiROuRIkSbvbs2d7ljx8/7vz9/fNlz8AXX3zhXeb11193ktyuXbu8l/Xr18/Fxsbmx9QUqnXr1jlJbt68eZdcTpIbOnSo9/dTp045j8fjPv/8c+dcznsGJGX5tDRhwgR300035Xof6enpLjAw0H366adXsUXXr4ufAwEBAe6+++5z0dHRrmHDhpe9/ccff+zKlSvn/T0vc1y5cmX30ksv5bi+5cuXu6CgIHfu3Lksl1etWjXLJ9Tr2TfffJPj47dcuXLeOR4yZEietnXYsGGuRIkS3j2VF1z82P/666+dJDdlyhTvZR999JErVarUJcdau3ZtN378eO/v4eHhrkePHt7fMzMzXcWKFd27777rnHPu3LlzrmzZsm7WrFneZRo2bOiGDx9+yfvJqyvZM+Dv759lT8DgwYPdnXfemeu6cvo0//DDD7u+fftmuSwhIcH5+Pi4s2fPuu3btztJ7ptvvvFen5yc7CRdcs/AypUrXWhoqCtRooSLiopygwYNcqtXr86yzOX2LlzQvn179+yzz+a6Xc459/LLL7s2bdpkuWzfvn1Oktu+fbtLTEx0klxKSspl7y+/FLk9AzExMUpKSlJSUpLWrVunNm3aqF27dvrxxx+VmJionTt3KjAwUKVLl1bp0qVVtmxZnTt3Trt27cq2rt27dystLU133HGH97Lg4GDVqFEjX8Zav35973/fdNNN8vf316233prlsssVa1Hg/n+t5uWEod/PSUBAgAIDAy85B/7+/qpatar395CQkCzLHzp0SP3791f16tUVHBys4OBgnTp1qkDPISlsv38OJCUlady4cZKkqKiobMuuWLFC99xzj6pUqaLAwEA98sgjOnr0qE6fPu1d5lJzfOjQIR04cECtWrXKcSyJiYk6deqUypUr533OlS5dWnv27MnxOXc9u/jxu379eiUlJalOnTo6f/58nrc1PDw8x/OMLn49kKR69epluezcuXM6ceKEpN9OahsyZIhq166tMmXKqHTp0tq2bVu2x/bv1+vxeFSpUiXvv5+vr6969OihqVOnSpKSkpK0efNm9erV649M0VWJiIhQYGCg9/eLn8t5kZiYqGnTpmWZ/9jYWGVmZmrPnj1KTk5W8eLFszwXatasmWXvZE5atGih3bt3a/ny5frrX/+qrVu3qnnz5llOaMxJRkaGXnvtNdWvX9/7uFi6dOllX38SExO1YsWKLNtRs2ZNSb/tQWnQoIFatWqlevXq6f7779fkyZN17NixvE3SH1TkTiAMCAjw7qKUpMaNGys4OFiTJ09WZmamGjdurBkzZmS7XU5PztzexNwldsX4+PhkWyYtLS3HZX9/4pDH48l2IpHH41FmZmau91VUVKtWTR6PR8nJyZf93zavdA5yWv73c9+rVy8dPnxYY8eOVXh4uHx9fdW0adNcDwvdCC5+Dvz+8t/78ccf1b59e/Xv318jR45U2bJltXr1aj322GNZHrOXmmM/P79LjiUzM1MhISH66quvsl13uRfg60VkZKQ8Hk+2k1wvhPuFOcjrtuZ2qOHi14PcLrvwfBg8eLCWLFmiN998U5GRkfLz89N9992X7bF9uedUnz591LBhQ+3fv19Tp05Vq1atFB4enuMYr1RQUJB++eWXbJcfP35cQUFBVzTOvMjMzFS/fv309NNPZ7vu5ptv1vbt273rvlIlSpRQ8+bN1bx5c73wwgt69dVXNWLECD3//PO5nowbHx+vMWPGaOzYsapXr54CAgI0aNCgy77+ZGZmqlOnTnrjjTeyXRcSEqJixYpp2bJlWrt2rZYuXarx48frpZde0rp163TLLbdc8bblRZGLgYt5PB75+Pjo7NmzatSokWbNmqWKFStmeyDmpGrVqipRooTWr1+vsLAwSdKJEye0Y8cORUdH53ibC1GRmpqq2267TZKyHBe0qGzZsoqNjdWECRP09NNPZ3sxPH78eIG9MSQkJGjixIlq3769JGnfvn06cuRIgdxXUbNx40alp6crPj7eG7Eff/zxFa0jMDBQERERWr58eY7HmBs1aqSDBw+qePHiioiIyI9hX3PlypXTPffco3feeUcDBgzI9c38Wm9rQkKCevXqpb/85S+SfjuHICUl5YrXU69ePUVFRWny5MmaOXNmvp6nVLNmTX3++efZLt+wYcNV72EtWbKkMjIyslzWqFEjbd26NccYlqRatWopPT1dGzdu9O7x3b59+x/67pLatWsrPT1d586dU8mSJXMcT0JCgrp06aIePXpI+u1NfseOHapVq9Zlt2Pu3LmKiIhQ8eI5vw17PB41a9ZMzZo10//93/8pPDxcn3zyiZ555pkr3pa8KHKHCc6fP6+DBw/q4MGDSk5O1oABA3Tq1Cl16tRJDz30kMqXL68uXbooISFBe/bs0cqVKzVw4EDt378/27oCAwPVs2dPDR48WCtWrNDWrVvVu3dv+fj45FqWfn5+atKkiUaPHq3//ve/WrVqlYYOHVrQm33dmzhxojIyMnTHHXdo7ty52rFjh5KTkzVu3Dg1bdq0wO43MjJS06dPV3JystatW6eHHnrosp9mrahatarS09M1fvx47d69W9OnT9d77713xesZPny44uPjNW7cOO3YsUPffvut9w2ldevWatq0qe69914tWbJEKSkpWrt2rYYOHeo9Ka4omDhxotLT0xUVFaVZs2YpOTlZ27dv14cffqht27apWLFi13xbIyMjNW/ePO+u/e7du//hPYl9+vTR6NGjlZGR4Y2L/PDkk09q165diouL0+bNm/XDDz9owoQJmjJligYPHnxV646IiNCqVav0v//9zxv4zz//vL7++mvFxcUpKSlJO3bs0IIFCzRgwABJUo0aNdS2bVs9/vjjWrdunRITE9WnT5/Lvia0bNlSkyZNUmJiolJSUrRo0SL94x//UExMjPeDZU7jiYyM9H6CT05OVr9+/XTw4MFs27Fu3TqlpKToyJEjyszMVFxcnH7++Wc9+OCDWr9+vXbv3q2lS5eqd+/eysjI0Lp16zRq1Cht3LhRe/fu1bx583T48OEskZHfilwMLF68WCEhIQoJCdGdd96pDRs2aPbs2WrZsqX8/f21atUq3Xzzzeratatq1aql3r176+zZs7nuKXjrrbfUtGlTdezYUa1bt1azZs1Uq1YtlSpVKtcxTJ06VWlpaYqKitLAgQP16quvFtTmFhm33HKLvv32W8XExOjZZ59V3bp1dc8992j58uV69913C+x+p06dqmPHjum2227Tww8/rKeffloVK1YssPsrSho2bKi33npLb7zxhurWrasZM2bo9ddfv+L19OzZU2PHjtXEiRNVp04ddezYUTt27JD026eXRYsWqUWLFurdu7eqV6+uBx54QCkpKd7j4kVB1apVtWnTJrVu3VovvviiGjRooKioKI0fP17PPfecRo4cec23dcyYMfrTn/6ku+66S506dVJsbKwaNWr0h9b14IMPqnjx4urevfslX9uuVEREhBISErRr1y61adNGt99+u6ZNm6Zp06bp/vvvv6p1jxgxQikpKapatap3j2z9+vW1cuVK7dixQ82bN9dtt92ml19+WSEhId7bvf/++woLC1N0dLS6du2qvn37XvY1ITY2Vh988IHatGmjWrVqacCAAYqNjc2yJy2n8bz88stq1KiRYmNj1bJlS1WqVCnbodLnnntOxYoVU+3atVWhQgXt3btXlStX1po1a5SRkaHY2FjVrVtXAwcOVHBwsHx8fBQUFKRVq1apffv2ql69uoYOHar4+Hi1a9fuqub0UjzuUgfIDTp9+rSqVKmi+Ph4PfbYY4U9HAC4avv27VNERIQ2bNjwh4MCN7Yif87A1dq0aZO2bdumO+64Q7/88otGjBghSerSpUshjwwArk5aWppSU1P1wgsvqEmTJoQAcmU+BiTpzTff1Pbt21WyZEk1btxYCQkJKl++fGEPCwCuypo1axQTE6Pq1atrzpw5hT0cXMc4TAAAgHFF7gRCAACQv4gBAACMIwYAADCOGAAAwDhiAAAA44gBAACMIwYAADCOGAAAwLj/B/MSw3ZDoD+oAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = plt.axes()\n",
    "\n",
    "ax.bar(labels, values)\n",
    "\n",
    "ax.set(title=\"GDP\", yticks=[])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "e9af3871-6c56-4233-be54-8f0289a84d1b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Sort on a meaningful variable\n",
    "fig = plt.figure()\n",
    "ax = plt.axes()\n",
    "\n",
    "ind = np.argsort(values)[::-1]\n",
    "ax.bar(labels[ind], values[ind])\n",
    "\n",
    "ax.set(title=\"GDP\", yticks=[])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "84f9ef5e-9f5c-4553-9d5f-d490c02da8c4",
   "metadata": {},
   "source": [
    "## Use colors effectively\n",
    "\n",
    "Colors bring attention to the data. However, they can also distract from the data. Use colors sparingly and effectively."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "b2a0b6b4-fd66-4bc1-b90f-36404a37c432",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.read_csv(\"data/countries.csv\")\n",
    "df = df.query(\"Country in ('United States', 'China', 'Germany', 'France', 'Belgium')\")\n",
    "\n",
    "labels = df[\"Country\"].values\n",
    "values = (df[\"GDP\"] * df[\"Population\"]).values\n",
    "values /= np.sum(values)\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = plt.axes()\n",
    "\n",
    "ind = np.argsort(values)[::-1]\n",
    "ax.bar(labels[ind], values[ind], color=[\"C0\", \"C0\", \"C0\", \"C1\", \"C0\"])\n",
    "\n",
    "ax.set(title=\"GDP\", yticks=[])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "95cd1597-a2da-488b-ae98-e7e65546eb44",
   "metadata": {},
   "source": [
    "## Prefer labels over legends"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "53d8a560-92c7-4603-a8a4-427eb44ca715",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAicAAAGFCAYAAAAmbFOlAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8pXeV/AAAACXBIWXMAAA9hAAAPYQGoP6dpAADXqUlEQVR4nOydd3xT5ffH30mapnvvUroo0LL3VhBliiiiOFBQloLyYyiK7KGoyHAAIg70izK+iCgOFEW+IFg2CrRAgZYyWlpautskTe7vj5LQ0JVCm6T0efvKC/Pc5957mqb3nnuecz5HJkmShEAgEAgEAoGNILe2AQKBQCAQCASlEc6JQCAQCAQCm0I4JwKBQCAQCGwK4ZwIBAKBQCCwKYRzIhAIBAKBwKYQzolAIBAIBAKbQjgnAoFAIBAIbAo7axtQXfR6PVeuXMHV1RWZTGZtcwQCgUAgEJiBJEnk5uYSFBSEXF55bKTOOSdXrlwhJCTE2mYIBAKBQCC4DS5evEiDBg0qnVPnnBNXV1eg5Idzc3OzsjUCgUAgEAjMIScnh5CQEON9vDLqnHNiWMpxc3MTzolAIBAIBHUMc1IyREKsQCAQCAQCm0I4JwKBQCAQCGwK4ZwIBAKBQCCwKeqMc7JixQpiYmLo0KGDtU0RCAQCgUBQi8gkSZKsbUR1yMnJwd3dnezsbJEQKxAIBAJBHaE69+86EzkRCAQCgUBQPxDOiUAgEAgEAptCOCcCgUAgEAhsCuGcCAQCgUAgsCnqnEJsbaHT6dj1v9389W8CChdPet5zL10a+aKQi+aCAoFAIBBYEuGcAFu2bGH8xElcvXzROKZw9ydy4Au8P30c/ZoHWtE6gUAgEAjqF/XeOdmyZQtDhw7FIbIDAcP/D6VvKNr0C2THbuLMN/N5tkDLVwteEg6KQCAQCAQWol7rnOh0Oho1akS2QyCuD01HJruZgiNJetK3LESbfoF2r37F3ukPiCUegUAgEAhuE6FzYiZ79uwhKSkJVftHTRwTAJlMjnvnxyjOvkrSycMcSMy0kpUCgUAgENQv6vWyTkpKCgBK31AkvQ71pZPo8q6jcPFE1aAZSp9QAHR510nLLbKmqQKBQCAQ1BvqtXMSGFiSR5J7+Edy/9mOLvuqcZvC3R/XVn1L/t/FEz9XB6vYKBAIBAJBfcMqyzrvvfcezZo1o3nz5qxbt84aJgDQo0cPfH19ydr9JfY+oQQMf4+Qyf8lYPh72PuEkrX7K+RO7vg3bk3HcC+r2SkQCAQCQX3C4pGT48eP880333D48GEAevfuzYMPPoiHh4elTblBSZKrhARIIEk33knG7SINViAQCAQCy2HxyEl8fDxdu3bFwcEBBwcHWrduzfbt2y1tBlCSEJuenobHPSPQXksmdd2rXFz+OKnrXqX4WjIe9zyLviCL1DPHREKsQCAQCAQWotrOye7duxk0aBBBQUHIZDK2bt1aZs7KlSsJDw/HwcGBdu3asWfPHuO25s2b8+eff5KVlUVWVhY7d+7k8uXLd/RD3C6GhFjXdg8SPPYT/J98C59Br+L/5FsEjf0E17YPAiIhViAQCAQCS1Jt5yQ/P59WrVrx0Ucflbt948aNTJo0iRkzZnD06FF69OhB//79SU5OBiAmJoaJEydy33338cgjj9ChQwfs7KyTl2tIiNWmX0AmV+DQsCXOMffi0LAlMrkC7bULgEiIFQgEAoHAktyRCJtMJuO7777j4YcfNo516tSJtm3bsmrVKuNYdHQ0Dz/8MIsWLSpzjNGjR/PII48wcODAcs+hVqtRq9XG9zk5OYSEhNS4CJvbQ9NBiLAJBAKBQFArWE2ETaPRcPjwYfr06WMy3qdPH/bt22d8n5aWBsDp06c5cOAAffv2rfCYixYtwt3d3fgKCQmpMXsVCgVLliwh63QsaVsWor4cj15dgPpyPOlbFlJ49iCevUYxd3AL4ZgIBAKBQGAhanQ95dq1a+h0Ovz9/U3G/f39SU1NNb5/+OGHycrKwtnZmS+++KLSZZ3p06czZcoU43tD5KSmGDJkCJs3b2b8xEmkrnvVOG7n7k/jp2aLxn8CgUAgEFiYWkn2kMlMowySJJmMlY6iVIVKpUKlUtWYbeUxZMgQBg8ezK7/7eavfxNQuHjS85576dLIV0RMBAKBQCCwMDXqnPj4+KBQKEyiJFCyjHNrNKW6rFixghUrVqDT6e7oOBWhUCjofV8vet/Xq1aOLxAIBAKBwDxqNOfE3t6edu3asWPHDpPxHTt20LVr1zs69oQJE4iLi+PgwYN3dByBQCAQCAS2TbUjJ3l5eZw9e9b4PjExkWPHjuHl5UXDhg2ZMmUKzzzzDO3bt6dLly588sknJCcn88ILL9So4QKBQCAQCO5Oqu2cHDp0iF69bi59GJJVR4wYwdq1axk2bBgZGRnMnz+flJQUmjdvzs8//0xoaOgdGVrbyzoCgUAgEAhsgzvSObEG1amTFggEAoFAYBtYTedEIBAIBAKB4E4RzolAIBAIBAKbos44JytWrCAmJoYOHTpY2xSBQCAQCAS1iMg5EQgEAoFAUOuInBOBQCAQCAR1FuGcCAQCgUAgsCnqjHMick4EAoFAIKgfiJwTgUAgEAgEtY7IOREIBAKBQFBnEc6JQCAQCAQCm0I4JwKBQCAQCGyKOuOciIRYgUAgEAjqByIhViAQCAQCQa0jEmIFAoFAIBDUWYRzIhAIBAKBwKYQzolAIBAIBAKbQjgnAoFAIBAIbIo645yIah2BQCAQCOoHolpHIBAIBAJBrSOqdQQCgUAgENRZ7KxtgEAgEAgsh06n43//+x/Hjx/H1dWVe+65h4iICORy8awqsB2EcyIQCAT1hC1btjBx4kQuX75sHPPw8GDw4MFMmzaNmJgYK1onENxEOCcCgUBQD9iyZQtDhw4lKiqKUaNG4efnR1paGnv27OHLL7+ksLCQOXPmCAdFYBOIOJ5AIBDc5eh0OqZOnUp0dDRPPPEEDRo0wN7engYNGvDEE0/QuHFjfvvtN37++Wf0er21zRUIhHMiEAgEdzt79uwhKSmJLl26IJPJTLbJZDK6d+9OVlYWJ06c4MKFC1ayUiC4SZ1xToTOiUAgENweKSkpAPj5+ZW73TCem5tLXl6exewSCCqizuScTJgwgQkTJhjrpGsSnV7i77Pp7Nr9P3R51+neMoqe996DQqGo0fMIBAKBNQgMDAQgLS2NBg0alNmelpYGgKurKy4uLha1TSAojzrjnNQW20+k8H+LVnPup4/RZV81jvsHh7Dyg+UMGTLEitYJBALBndOjRw/CwsL4+++/GTp0qMnSjiRJ/PXXX3h4eNC8eXNCQ0OtaKlAUEKdWdapDbafSOHZWR9x5pv52PuGEjD8PUIm/5eA4e+R4xjI0KFD2bJli7XNFAgEgjtCoVCwZMkS4uPj2bBhAxcvXkStVnPx4kU2bNjAmTNn6NOnDwMGDBB6JwKboN7K1+v0Et0W7eDQ4mex9w3Fd8hMZLJSf5SSnpwfFuGhTiUhIUEs8QgEgjqP0DkRWJPq3L/r7bLOgcRMkk4eRpd9FfdBr5o6JgAyOar2Q0hc9yp79uyhZ8+eVrFTIBAIaoohQ4YwePBgoRArsHnqrXOSlluELu86AErf8tdYlT4l44ZMd4FAIKjrKBQK7rvvPu677z5rmyIQVEi9dZX9XB1QuHgCoE0vv65fe61k3JDpLhAIBAKBoPapt5GTjuFehDVrR4a7P9mxm8rNOVEf2kJ4eDg9evSwnqECQTXR6yUuncrgf7t3k5OfSXSbSO4VpfECgaAOUW+dE4VcxtzBLXj20CjSty4ifctC3Ds/htInFO21C2TH/peicwf5dPNmcVEX1BnOHU1j2fxP2fDHh2TkphrHGwSF8P6HojReIBDUDepttY6BinROAoIbsuKDZeJiLqgznDuaxtuvreKzHfNoFtqZvm2eIsgrnCuZifx69BtOJseyefNm8Z0WCARWoTr37zrjnKxYsYIVK1ag0+k4c+ZMjZQSH0jMJC23CB8XFbpiHbv/2i0UYgV1Er1eYu3re5j28TACvcIZ23c+8lLLlHpJz+c755KtuyJK4wUCgVW4K0uJa1K+fvuJFOZtiyMlu8g4FujuwJxB3enXXCS/CuoeKQlZ/HPqEBm5qYzsPcPEMQGQy+Tc12wYS7+fKErjBQKBzVPvqnW2n0jhxXVHTBwTgNTsIl5cd4TtJ0TZsKDukZ+jJqcgE4Agr/By5xjGRWm8QCCwdeqVc6LTS8zbFkd561iGsXnb4tDp68RKl0BgxNlNhZuTFwBXMhPLnWMYF6XxAoHA1qkzyzo1wYHETFKyi9Bri9BmXCqzXSrWkHDyKp9uVtOhUYDJtqZNm+Lk5GQpUwWCahEY5UGrpu3x3hXAr0e/KTfnZOfJjaI0XiAQ1AnqlXOSlluylKPNuETql5MqnPfCj0vKjB0+fJi2bdvWlmn1Bo1Ww+fbPud88nkiGkbw/KDnsVfaW9usOo9cLuPeJ5vyyLEX+GzHPD75dTZ9Wj9prNb57dh6Y7WOSIYVCAS2Tr1yTvxcHQBQejcgYMTyMtu1GRfJ+HEJ3g9OZe4zD9C1ka9xW9OmTS1l5l3LnNVzeHfWuxSl38z3mew7mWkLpjFv3DwrWnZ3ENnGj9ffeRGVs5INf3zI0u8nGreFBDcUZcQCgaDOUK+ck47hXgS6O5CaDfKARhXOU3qH8PU5O14c2gaFXGZBC+9e5qyew/wX5+PaypWgcUGoGqhQX1KT/mM681+cDyAclBogso0fH3w7nWmnxgqFWIHAiuh0Ovbs2cPlK1fIdPUgsF1HAh1VdPZwQSET95WqqDM6JwbuVIRt+4kUXlh3pNxt6tSzpH45iYARy1EFNGL9mM50ifS+U5PrPRqtBvdgd5TBShpObIislMMn6SWSP0im+EoxWZeyxBKPQCCo82zZsoWpU6eSlJRkHJMHBOH6whTCH+jHwqhgBvp6WM0+a1Gd+3e9qtYB6Nc8kOe7hZk1d0dcatWTBFXy+bbPKUovwvdBXxPHBEAml+H7oC+FaYV8vu1zK1koEAgENcOWLVsYOnQofk2a4vXRl/j+tBfPj77ELrwR2fNeJWnHdkafSOKn9Cxrm2rT1DvnBOCBmICqJwGf700Suic1wPnk8wCoGqjK3a4KVpnMEwgEgrqITqdj6tSpDHzwQdQz30UZ0xK5oxP2MS3xWLAM+849yF29DEmnY1bCZXR1a+HCotRL58SQe1IVMoTuSU0Q0TACAPUldbnb1ZfVJvMEAoGgLrJnzx6SkpJ48KX/I1WrM9kmk8txfup5dCmX0Rw/yhW1ltisPCtZavvUS+dEIZcxZ1BMlfMkICW7iAOJmbVv1F3M84Oex8HXgfQf05FucfQkvUT6j+k4+jny/KDnrWShQCAQ3DkG9WXXRo3L3W4XXlKIoctIByBNU2wZw+og9dI5gZLck1Fm5p4Y9FEEt4e90p5pC6aR+08uyR8kU3C2AF2hjoKzBSR/kEzuP7m8Ov9VkQxbA+j1EpdPXyc+9jL//WobX3/9Dbt27UKn01W9s0AguCMM6su5Z8+Uu7048SwACu8SmQo/+3pVMFstrPLJLFu2jE8//RRJkrj//vt5//33kVmhtOr+mAA+25tU5TyDPorg9jGUCb87613OL7yZW+Lo58jsVbNFGXENcO5oGns2JrD3yO98F/sxGbk3E7rDwsJYsmSJ0DkRCGqRHj16EBYWxo8fvU/AtDe5qtUZW6NIej3533yOIjAY+xZtCFIp6ezhYlV7bRmLOyfp6el89NFHnDx5EqVSyT333ENsbCxdunSxtCmldE+Kyu23IwMC3B3oGO5ladPuSuaNm8eM52cIhdha4NzRNLavPsGx83v4bMc8moV2ZmTvGUaF2KOZ2xg6dKgQYhMIahGFQsGSJUsYOnQoHTRaNA8+gV14I7SJZ8n/5nM0sXvwmLMYmULBgqhgoXdSCVaJnBQXF1NUdENKXqvFz8/PGmYYc09eXHeEW78ihvdzBsUIIbYaxF5pzwtDXrC2GXcVer3Eno0J6PU6vov9mGahnU1664T7x9CsSSuc3FS88sorDB48WAiyCQS1xJAhQ9i8eTNTp04l89eRxnFFYDDucxYT/kA/FtRTnZPqUO2ck927dzNo0CCCgoKQyWRs3bq1zJyVK1cSHh6Og4MD7dq1Y8+ePcZtvr6+vPLKKzRs2JCgoCDuv/9+IiMj7+iHuBP6NQ9k1fC2BNxSvRPg7sCq4W3p11x0cBXYNikJWeRnqTmbepyM3FT6tnnKpOkfQEGWljFPTyAxMdHk71EgENQ8Q4YM4ezZs/z555+s+/prPvjhJzYcOsZPE8dysEuMcEzMoNqRk/z8fFq1asVzzz3Ho48+Wmb7xo0bmTRpEitXrqRbt26sXr2a/v37ExcXR8OGDbl+/To//vgjSUlJODo60r9/f3bv3s0999xT7vnUajVq9c0S1JycnOqaXCX9mgdyX1N/Fq7NZ8GXMKZ7ODNH9sLert7mCwvqEPk5JX8fOQUlVWVBXuHlzmsQUPIQYKgoEAgEtYdCoaBnz57WNqPOUu27b//+/Vm4cGGF69ZLly5l1KhRjB49mujoaJYvX05ISAirVq0C4Pfff6dRo0Z4eXnh6OjIwIEDiY2NrfB8ixYtwt3d3fgKCQmprslVsv1ECvcu/pM1fyUCsOavRDov+p2f/71S4+cSCGoaZ7cSETs3p5LcqCuZieXOu5R6DrhZUSAQCAS2So2GBjQaDYcPH6ZPnz4m43369GHfvn0AhISEsG/fPoqKitDpdOzatYsmTZpUeMzp06eTnZ1tfF28eLEmTWb7iRReXHeElGzTcuHMfC3jvznKop/javR8AkFNExjlgbOHikYBLfB2DeDXo9+gl/Qmc5w8lKz5egXh4eH06NHDSpYKBAJbRqeX+OtMGgs//S/zln/CHzv/tJoMQY0mxF67dg2dToe/v7/JuL+/P6mpJWWNnTt3ZsCAAbRp0wa5XE7v3r156KGHKjymSqVCpSpf9vxO0ekl5m2LK7dSx8Dq3Ym0auDJgJbiaVNgm8jlMnoMi2L76hM80vkFPtsxj09+nU2f1k8aq3WOxf/In3t2sHnzZpEMW4MYOs9euXwFH9zo0rQdSg9HVOHuZfpICQS2zPYTKfzfotWc++ljdNlXjeP+wSGs/GC5xav8aqVa51bNEkmSTMbefPNN3nzzzWodc8WKFaxYsaJGvbgDiZllIiblMev7E/RtHiCqdgQ2S2QbP/qNa47zxhJH/rvYj1n6/UTj9vDwcFFGXMOU13k2xD2AWb0m8GDHB/AYFIljcx/rGSgQmMn2Eyk8O+sj0rcuwrFRB9wHvYrSNxRt+gWyYzdZRYagRp0THx8fFAqFMUpiIC0trUw0pbpMmDCBCRMmGFsum0tCQgK5ubnlbvv7dBrq1LPG99qMiyb/GrgC/GebgpYhHibjrq6uREVFmW2LQFCbRLbxI7yVLw8kxDDl+mhOnDmCRpFLcHAQPXr0EBGTGsTQebb/vX14v/trNPEN53R6Ih/G/odxW2ezGuifrcF7eLRwUOopOp2OXbt3s+dcIgovX+69pwfdvN1tTttEp5eY+/1xMv/8DMdGHfAdMhPZjWo/VXBT/IbMJOeHRRaXIahR58Te3p527dqxY8cOHnnkEeP4jh07GDx4cE2eyiwSEhJo3Lj8HgeVkfHjkjJjz31Z/twzZ84IB0VgM8jlMoKbeBKMJ9Gdg61tTrUwLJFcvnwZpaaImMhw3L19CI5uhlxuO46VofPsgwMfZFXn6Ui5Jf1R2gY347MhbzFqyxss/HMlfaK6k7XtPA4x3mKJp56xZcsWxk+ezNXkZOOYPCCIhi+/ykdjRtpUKfGBxEySTh5Gl30V90GvGh0TIzI5qvZDSFz3Knv27LFYBVK1nZO8vDzOnr0ZbUhMTOTYsWN4eXnRsGFDpkyZwjPPPEP79u3p0qULn3zyCcnJybzwguWFtwwRk3Xr1hEdHV1mu04v8cxnsWQXllxcpGINxdlXsXP3R2Znqlq66JEWJpGT+Ph4hg8fXmFURiAQmE95SySezo481CqaLi1bcN/IsUR16mo9A0th6Dy7dvEnSIdMG7fJZXJe6jych9eN58Clf+kib4M6MRuHSA/rGCuwOIaomn3nHnhOW4BdeCOKE8+S//VnJM2cwnCtjnXjR9mMg5KWW4Qu7zoASt/QcucofUrGLSlDUG3n5NChQ/Tq1cv4fsqUKQCMGDGCtWvXMmzYMDIyMpg/fz4pKSk0b96cn3/+mdDQ8n9oc7mTnJPo6Gjatm1b7ral9oGM/+bozYEGZbsVB7o78MygXiLnRCCoBQwX817dujIoMogAN1dSc3L5I/4sX+07AkDe0rd4aMobNuGgGC7Q0UGN0HCpzPYmPhEAXM3LAECfq7GccQKrYoiquXa9F4d5S5DJS6IQ9jEtUS5YRtasyeSuXsbM+x6gn49tLPH4uTqgcPEEQJt+AVVw0zJztNcuAJaVIah2KXHPnj2RJKnMa+3atcY548ePJykpCbVazeHDhysUWKsOEyZMIC4ujoMHD97xsUozoGUQD8RULp//UKtA4ZgIBLWA4WI+cOBAhjaLJNTbE5XSjlBvT0Z2a090kB/b/olHr5f488tP0Out313ZcIGOv3K23O2nr5U0tvR38QZA7ip6R9UXDFE1xZPPgSShOXaIwj9+QXPsEEgSzk89jy7lMhcOHSA2K8/a5gIlPebCmrXDzt2f7NhNSLfIECDpUR/aYnEZgnrfr1mnlziYdL3SOT/8k8K0ftHCQREIahjDxXz5mws4+/0Gk21ymYz7mjbio537OH8tk0ZyGZfjTxLSrKWVrC3B0Hl2yZcfmuScAOglPR/FrqOheyAdG7RE4a5CFW5+Ar+gbmOIqukuXyJ74XT0qTeFPOUBQbg8N75ke0Y6aZrico9haRRyGXMHt+DZQ6NI37qItM3zsfMMRCrWIrNTUnw9BXXiYT61sAxBnXFOaqOUGOCjnWfJKtBWOiclu4gDiZl0ifSu0XMLBPUdw8U82Neb8uIQAe6uAOTeaBSal1X5g4QlKN15VpenYWyDwTTxieD0tfN8FLuOP87+zeqH56OQK/AYFCGSYesRhqhazqIZ2He5B+eZi0xyTnIWzQRA4e3L+YKqZSwsSVCbe8k78QeFZ/eX2eYR3RWnxl0sak+daR5TG8s6Or3EF3vLl/q+lbRc2/oiCQR3A4aL+eX0jHK3p2aXJJy7OpQ05nTx8LSMYVVg6Dwbl3Sah9eNJ3p5Px5eN54z6Ymsfng+D3bsI8qI6yFdu3bFzs4OO09v3OctwT6mJXJHJ+xjWuI+bwkyTy9QKLCLacm6KxnopMokQC2DQSU98afVFJ7dj9zJHccm3XFqfj+OTbojd3InK34fw0a9xPYTNpwQezdxIDGTrMLKoyYG/Fwdqp4kEAiqhWGJ5NP1GxkQ7E3B9ZtOil6S2HnqLF7OjkT4eOF6o6zYVhgyZAiDBw8WCrECI/v27aO4uBiyMsmeMxXnp56/GTn55nOkrOsgSRTH/UtK6/bEZuXRzdPVavYaVNJ1xRpyDm5FpnICO3sKT/9lnCN380WmciLn4PfM+W40D8RYRpC0Xjsn5kZDPByVdAz3qmVrBIL6R+klkoJuXYmxlwhwdyU1O5edp84SfyWNZ7u2RS6X0WvEWJvSOwHReVZgimGZctKKj/lg/jyuvzzSuE0RGIzb9IXkvDUDXUY6gNXzTgwq6XlHfwZJj6QuwCGkOe4PvWaiEFt49gAACbu2cOCpjhZJcajXzom50ZDnuoWJZFiBoJYwLJFMnTqVnaV0TrycHXm2a1u6tmpBrxG2o3MiEFSEYZmyaWQkPv/5Ae3xo+gy0lF4+6Js0QbtqRNASc4JgJ+9dW/Bhgd07fWSxF1VWOsyCrG+Q2ZyddNs1EnH0F6/YrEUhzrjnNRGQmzHcC8C3R1IzS6qsPmfp5OSl+4TCrACQW1SeonE1hViBYKKMCxT/vjR+wROe5Orrdsb7y2SXk/+N5+jCAzGvkUbglRKOnu4WNXeWx/QVf5RZRRiZTI59v6RqJOOlbtPbVFnnJPb7a1TGQq5jDmDYnhh3ZEK5ywa0kJETQQCCyCWSAR1ndLLlB00WjQPPoFdeCO0N3JONLF78JizGJlCwYKoYKuLsBke0HODmsDRn8k7/hvu9zyNXH7TNdDri8k//jsAHmExFktxqDPOibU4mnydfs0tp4p3t6PT6dj1v138ffpv7Nzt6HlvTzoEdkAhnowFAsFdQOllysxfRxrHFYHBuM9ZTPgD/VgQFWwT8vWGB/SRx0tySvQF2VxeMRKPHk/jGNmRwnMHyNrzNfqCbAAGd2tlsYf1eu2cGDKVK2P17kRaNfBgQMsgC1l197JlyxYm/N8EUi/d7Fqt9FHSdERTlr68lPtD77eidXcXWm0xW9f/wsXkS4Q0bMDDT/ZHqazXf+4CgcUYMmQI/QcO5LUly0g4ew6XBg15dPQYQlyd6ezhYvWISWn6NQ9kzavDGfLz+yCTU5x9lcxfVwArSibI5Nh5BCKXSSyd+ITF7KrXVytDpnJVzPz+BH2bCwn7O8HQP8WllQsRIyNQNVChvqQm/cd0ji89zij1KD575TPhoNQAK9/7gjkLZ3At+6Ymgc/EQObNfJPxrzxnRcsEgvrBjC/+w3szpqNJuWwc++HT1bzy5iK6PfeMFS0rn0FtQpg2+03emjoGh4h2ZRRii84fZuayNdhb8AGnzjgntZEQa27WcWa+VijE3gGG/inebb3xn+Bv1H9wauREw4kNSf4gmZSNKbzd/W16hfQSSzx3wMr3vuClV0fRLLQzI3q9QZBXOFcyE/n16De89OooAOGgCAS1yIwv/sNbo0ag7NQdl8eeQaZyQFIXoT6wl7dGjUCPxKLnnrW2mWV4c8oo5HJYPH8meecPGcdVngHMXLaGBZNGWdQemSTZgERdNTAkxGZnZ+Pm5lbp3CNHjtCuXTsOHz5cblfiv89l8OSaWLPO+/4TrRncOtjsYwtusmvXLnr16kXEzAicGjmV2V5wtoDzC88T9loYmyZtokNABytYWffRaosJ8m1IgEcYox+Yw/mrJ8kpyMTNyYsI/2Z8umMeV7OSuJyeLJZ4BIJaQFNcjGvDMPSu7uhzssr01pG7eSDlZrP58DEeDrRN9eC8giJGvbaQ8+fPExERwWfvzMTFqWYqdKpz/67XV6iO4V54OduTmV91S3OhEHv7GISJVA1U5W5XBZeMF2cXk16QbjG7zEWn07F71y6S9u3D186Oe+7tiWunjsgs2ATLHLau/4Vr2Sl0bTyABRtHkpF7M7fH2zWArk0HcuLC32xd/wuPPTvIipYKBHcnq3/5rWQpJ/UK9p17lOmto4ndA5LE8xu2ohw+1CaSYksza/lnLJ4/E/X1kmvHIeD7rz/j1dkLLR45qdfOiUIuY+Hg5oz/puJSYoBAdwehEHsHGISJ1JfU5UZO1JfVANi52+Hr5GtR26piy5YtTB4/nuSrV41jwUolr0c15tllS3Hr08eK1ply4nACAD8c/IzmoV0Y2XuGybLOtoOfAXAx+ZI1zRQI7lrOXSz527Lv0BX3ue9RfPIf1Pv+h8LbF/e575E9azKaA3spTr/KrITL9PNxt5nk2FnLP2Ph5DE4NupAwMBXTBRiF04eA2BRB6XONP6rLQa0DGTcPeEVbpcBcwbFiGTYO8AgTJTzSw7oTbdJeon0H9NR+iqJbBNJWz/bWSIzJPFG5uezvmEoB6Mas75hKI3tVUyMO8na558n57ffrG0mAHq9RP7lkj/niIDmjO07n3D/GFRKR8L9Yxjbdz4RAc0BCG4gKs8EgtpAn5UJgDwgkIwRD3N9yhhy3nyD61PGkDHiYeT+JQ9qUnYWV9RaYrPyrGmuEY22mMXzZ+LYqAO+Q2aiCm6K3N7RqBDr2KgDi+fPRKO1nNx+vXdOAKYPiGHlU23wclaajAe6O7BqeFuhc3KHGISJMo5kcOGDCxScLUBXqKPgbAHJHyST+08ugcMCeb3z6zaTDGtI4u3l5cWHQcG0cnTEWS6nlaMjHwYH09PZhcVpaVx58y2kGkzSvl1SErJQq827cHgFO9eyNQJB/aRDwwYAFP2wGbvwRnh+9CW+P+3F86MvsQtvRNG2zQDI3T0A6/fWMbBm00+or6fi3vnxchVi3Ts/hvp6Kms2/WQxm+rMsk5tVOuUZkDLIPo2D+RAYiZpuUX4uZYs5YiISc1gECaa8H8TOL/wvHFc6auk5ZSWLHl5iU2VEe/Zs4ekpCQWNQxFfkvYVS6TMcbbm6eSL7A/8Twhhw7j3KmjlSwtIT9HTV5hFgCJqSf55NfZ9Gn9pHFZ57dj60lMPQnAtWu2l9dT15D0EurEbHQ5GnR5GhTOShTuKpvvRqzX67lw4QJ5eXm4uLgQGhqKXC6eUWuKZMebHYYlSYJSr9K1J3Ib6a1j4PyNpV6lb2i525U+oSbzLIFtfDJmUBvy9beikMtEuXAtYuifUhcUYg1JvI1U5SfxRqnsAUgv1lGcbv2bvbObCjenkryoQR2fZ2/8Tyz9fqJxu7drIA92eJ5tBz8z5gAJbo/CE9fI2nYOXXbZRHqFuz0egyJxbG57lRhxcXFs376dnJwc45ibmxv9+vUjJibGipbdHfyUnsWSpJJEUkVIGMWJZ026EssDglCEhKG7mARIeCsVVu+tYyDiRsRHm34BVXDTMtu11y6YzLMEdcY5sQQ6vSQiJ7WMQqGg93296X1fb2ubUimGG/hZtZpWjo5ltieoS25MvnYK7Hytn8QbGOVBq6bt8d4VwPmrccwatrZMKfHaXQsIDw+nR48e1ja3zlJ44hoZ6+Ir3K7L1pCxLh7v4dE25aDExcWxadOmMuM5OTls2rSJxx9/XDgod4BOkpiZcBnd9ZKcE93FJOw790A1bATYq0CjRn1gb0m1DqC/nsmj/p42kww75vGBTH05gOzYTSZdiQEkSU927H9ReQYw5vGBFrNJOCc32H4ihXnb4kwUYwPdHZgzKEbknNRDDEm8a3Jz+cDR0SQ5Sy9JrMnIoIFSSafwCJzat7OanQbkchn3PtmUR469wGc75vHpjnn0af0kzRt25kpmIp/umMfJ5Fg2b96MwsZKoOsKkl4ia9s5s+ZmbTuPQ4y3TSzx6PV6tm/fXumc7du307RpU7HEc5vEZuVxJTsHqaAAAMeHh6Hes9PojADIfXxxHPw4hd9vQiooIOxyIgXBXjg5la1gtDT2Sjtenb2QhZPHkL5lIe6dH0PpE4r22gWyY/9L4dmDQiHWGmw/kVJuZ+LU7CJeXHdEJMXWQ0p3F31ZrWaMtzdR9vYkqDWsychgV34ey4ODCZrxhs3onUS28eP1d15E5axk/e8fmCzrBPo1YNOm/zJkyBArWli3SEhIIDc31/hefTGX1JMnuJSdWsleN3Fd/g9KfyfCwsJwLBV9c3V1JSoqqsbthbI2A5w/f569e/dWua9cLsf3RhTwVpuhdu2u66RpiilOTiJ32UIACrduLDNHfy2dwu9Lole5yxYyatlCWtuQiKehTHjx/JmkrnvVOG4thdh675zo9BKvbzle7jaJklLiedvieCAmQCzx1BA6vY4jaUdIL0jH18mXtn5tbS7nBG4m8U4eP56nLlwwjjdQKvkgppnN6ZxAiYPS8+kmbNmnhFJViuoCLbu+Pk2byDQi2/hZz8A6QkJCAo0bN76zg/xY8aYzZ87U+I3+Tm3esmVLlXNqw+67AT97O+wahuH18Tdojh4g75P3UbZog7J1Bwq+Wo3Ts+PQHjuI9vhRXMb+Hwsfe5genq40bVo2v8OaLJg0ilkTRrBm00+cT75ERMMGjHl8oEUjJgbqvXPy0c6zZBVoK9wuASnZRaK3Tg3x+4XfefvA21wtuClq5u/kz+sdX7epah0DhiTeuqAQCyU3mMcff4xmDTvz1MOvmYiwrdw6E3W+ltffedGmHBS9XsfFk8e5GHccGdCgWQtCYlogt6LDaog+rFu3jujoaOBG5OS/1Yic9GpYJnISHx/P8OHDy0Q3astmKImcrF+/vsr9e/ToUWHkpDbtvhvo7OFCkLsbqY2jUTaORhHYgNyPl6L9ajUABV+tRhEYTPD8Jawe95zNKcOWxl5px4SnB1vbjPrtnOj0El/sTTRrrrlNAgUV8/uF35myawoSpu2c0grSmLJrCkt7LrVJB0WhUNCrd2/obdtJvAZtllYRXRnZaxbnr57k+IW/cXPyYvQDc/h0xzy+i11N1w29CG/li9wGIoEJ+/fx2ycfUpRX6qa3ZSMOLq70GfsyUZ26Ws84IDo62hh2l1pLpMY5lFulcysKdxUBkzpYJeektM0ArVu3Jjk52aRK51bc3NyYOHGiyDm5TRQyGQujghl9IgkAh3t6o+rWk8Kft5K7bCGuk2fiOOBhdDb4QGOr1Jlv4ooVK4iJiaFDh5prCncgMZOswoqjJqURvXXuDJ1ex9sH3i7jmADGsXcOvINOb31Bs7qKQZuloXdTFmwcyQfbprL2jzf5YNtUFmwcSbhfDBm5KRyLP0RKQpa1zSVh/z5+WPqWqWNyg6K8XH5Y+hYJ+/dZwbLykclleAyKNGuux6AIm0iGhZJckn79+lU6p1+/fsIxuUMG+nrwSbNQ401VplCgbFJSAaVsEmOMtM5KuIyubvXbtQp1JnJSGzon5kZDPByVorfObVBQUMCpU6cAOHntJElxSQDotXq06VqUvkrkypsXxEQS2dduHz0iRKnr7XDs75LPetuBz2kW2rlMb50fD34OQE5BJvk5amuail6v448vVlc5b+eXnxDZoZNVl3hK49jcB+/h0ZXonKjwGBRhU2XEADExMTz++ONC56SW8VLa3dqhwwQJjLL13TxdK5kpqDPOye0gKy6iTYAcx6wzcKXsU0G4JptmsqqXdZ5u1RBF6j8mY45ZZ2gTIEdWLJZ7KuLUqVO0a1e9MtujbY4K5+Q20OslrvxT4nCEBzRjbN/5yG9oFRh66yz/YTLnU0/g4uiBs1v54nKW4uyRQ5w+f77MuLZYx/WCQjydHFHaKeB6Ntu/3UxAZEkSZtOmTa1eeunY3AeHGO86pxAbExND06ZNhUJsLWKuHL2tyNbbMne1c+KQl8yRcS6wexzsLru9JfCTOdfoYzdepYgGjoxzIT4vGbDuurit0rRpUw4fPgyURE7m/T0PAPUVNZc+uUSDsQ1QBZn+Ato0b2NxOytD0unI3X+A3f/bRXpxMWFdu3JPz542pxWSkpBFUZ55S5ROLkoCozxq16AqOP7vvyzf8ZdZc0vPO2wjpZcyuQyHSA9rm1Ft5HI54eEVNzoV3BnmytHbimy9LXNXf0JFLg1puzqPr7/+muhySrb+Skhn0fbTlR7DQSln07guZZT84k+d4umnn+azAQ1r1Oa7CScnJ+ONpJW+FV9mf0laQZpxuypIhWNYSUWADBn+Tv50DbMdRy/nt9/4avIU3k44w2XtzRt/Q39/lq1caVOaIfk5anKLsgA4n3qi3N4651NPABDYUmX1ZNgWLVsy6YHuZcbTcvL4Zv8xnurUGj+3EmnvB8a8ZBI5EQhslc4eLgSqlKSoK35QCFIpbUa23pa5q50Tyc6Bo6l6Cj0aQ1Brk206vcTLn/7GdamKpwgNxBaE0C3KdA25MFXP0VQ9kp1IlDUHhVzB6x1fZ8quKcgwvTEa3r/W8TWb0TvJ+e031j7/PJMuX6answvvBQbRSKXirEbDJxnXGDp0KJs3b7YZB6V0b52HOoxi76myvXUGdRjFtoOf0bqL9W/wjdq2p0lEBPnXM8rd7ufmQgNPd2RyOZEhwTSxgWiJQFAVCpmMR/w8WHmx4n5bD/t52IxsvS1zVzonkiRRXFyMJEmEhoYiSRJFRaa5IUeTr+OkkHByrfpm+M+FNNqFmHq6lR1bUD7d/buzvPtyluUsQxuqJcg5CAd7B3wcfRjdYjRd/bvaxGcp6XRcWvMpXzs68lh0DDP9/ZDfcKBaAO+Hh/Nm1nWWLl1K3759a2WJR6FQYGdnh8zMi5hJb5002++tI5cr6P3cOH5Y+lal8yS9nh+XvY18yhtWLysWWI/iYg2//PIply6dp0GDCPr3H42dnb21zSqDTpL4Li2r0jlb07KYERkkHJQquOucE41GQ0pKCgUFBdjZ2fHxxx9jZ2dHYqJp4qu9ppi5vcwTonJzKC6zf2XHFlRMIIEs6LGA1KhUPH09UalU2MvtkWlkNvM56tVqCsaOYZ5Oh49CgSSXc2uB8yt6Pdd0Os6cOYODQ+1Ez5ycnAgMDMTevuqLcF3srRPVqSsPTXmDX1d/gDo/r9K5f9pY1Y7AcnzxxSxmzFhMSsrNCrPAwCm8+earPPfcAitaVpbYrLxKl3RAVOuYy13lnOj1ehITE1EoFAQFBaHT6dBqtYSEhJTJ8M9XF2N3vcCs4zbwdMRZpTQZKygoqPDYgsopKCiguLiYiPAIm/zsinNyuA7IiouJsLcvVwxID6DREBAQgKenZ42eX5IkNBoN6enpJCYmEhUVZVZFReneOhv++NBkWSckuKFNLUMZiOrUFXtnJzYvmFnpvNyMa1yOP0lIs5YWsauqSr/bRVT5VY8vvpjFqFEL6dzZielvBBEebk9ioob132QxalRJHxtbclB+vVax0F1pRLVO1dxVzolGo0Gv1xsdhvz8fABUKlWZp1uVSiKtQI9WV1lVegmebi7IbwnB6XS6Co8tqBxb/+x0xTqKSjkDqnIcgwJ9yffGxcWlVn4GR0dHlEolFy5cQKPRmH2OyDZ+fPDtdKadGsv/du8mJz+T6DaR3HvvPTYTMbmVguxss+blZV2vZUtuUlWl3+0iqvzMp7hYw4wZi+nc2Yl58/2NSdwxMQ7Mm+/PnNlXmTFjMc88M8smlnh0ksS3VzPNmiuqdarmrvyEzHnKlMlkeDnbczWn6ieYArUOF4e78qMSlIPc2QlnexVKrZb04mIalrOsck2vR6VS4eJSe1n3t6s/IZfLaBjjwzMxthUlqYislCtmzXPxqNkIVWVUVel3u4gqP/P55ZdPSUlRM/2NoDLVZXK5jCef9GDixCv88sunDBo03kpW3iQ2K48MrXkK15laETmpijpzx12xYgUrVqwwPnXXBCo78y7+xfqqoyuCuweZTIZ9YAABSUlc1GpJ1mjwsbPDQSajSJK4VlxMrl5PZGio2Qmr9Z2EhIRym8bp9Tq2rf+awtyS6ElaTp7Jvwac3D24Wqgm/cgRk3FXV9da6ZJbWaXfnSCq/Mzn0qUSkb7w8PKjImE3xg3zrE11lmrGnLzAZzKZzTUA1OklDiRmkpZbhJ+rAx3DvVBYSXagzjgntSFfb2fmk6m58wR3Dwp3d3zCwpBdvESKuohEzU2pcnulksjw8BrPNakp9HqJlIQs8nPUOLupCIzysKquSUJCAo0bN67WPt/sP1Zm7K3NP5Y798yZM7XioAisS4MGEQAkJmqIiSnrzCUlakzmWZvqLtXMSrhMPx93m6na2X4ihXnb4kjJvrmaEOjuwJxBMfRrHmhxe+qMc1IbOKsUKBXySvNOlAo5zirbXKs3IJPJ+O6773j44YetakdRUZFZkS1DubC5ZcMKhcIquSkKd3d83dzwzs8nNzeXYknC3sUFV1dXm42YnDuaxp6NCeRn3axscPZQ0WNYFJFtzKtOq2kMEZN169YRHR1tsi3x2GH+2vCV8b1Wp+N6fiGezo4oS+XIdH/iWcJbm7ZCiI+PZ/jw4eVGZAR1n/79RxMYOIX132SZ5JxAiQO+fn0WgYEq+vcfbUUrb9LZwwUPOwVZxeZF922pamf7iRReXHekTFvW1OwiXlx3hFXD21rcQanXzolMJiPIw4ELGaZVOzq9RNyVHDILNEQHutLY3xWFbd6LAEhJSbH6U3xRUREnTpyo1j7VKR1u3ry5VRwUmUyGwsUFj1rMLakpzh1NY/vqsr+D/Cw121efoN+45lZzUACio6PLSM/7quxI+vV7k7HwcnrmdezUyWKVOgLbwM7OnjfffJVRoxYyZ/ZVnnzSg7Bwe5ISNaxfn0VsbAGffTbTJpJhoUSAra+3Gxuvmp+4bQtVOzq9xLxtceX0iy9pVCgD5m2L44GYAIsu8dRr5wTA3dGeUG+4klWEVqdn37kM1uw5T0bezTC+NUNb5hAQEGBtE4wRk/Dw8HKdiHxtPhmFGRRLxSCBVCxhp7TDx8kHZ6VzhcctKioiMTGxRnON7kb0eok9GxMqnfPXpgTCW/laXbq+NMHRzXDx8iEv81qFc1y9fQiObmZBqwS2gqFMeMaMxUyceDNxOjBQxWefzbSpMmKAe7xcq+WcWLtqp6CggE07Ykk6bfpQIxVrKM6+ip27PzI7e5JS4T/bZLQM8bBY881675wAuDkoUXjK2PbvFd7+5VSZ7ZYIbW3fvp2FCxdy4sQJFAoFXbp04f333ycyMhKNRsOUKVP49ttvuX79OgEBAYwbN47p06cDZZd1XnvtNb777jsuXbpEQEAATz/9NLNnz0apVFZiQc3g4OCAs7Ops5GjziG9MB2UIDeohqhAQiK9OB0HRwfcVG61btvdSkFBAbu3H+BUgul3V1usISM3FW/XAJR29pAOv23V4hdW8lnbQodfuVzBfSPHVqoU22vEWCG+Vo957rkFPPPMrDqhEBugMv8aaws9dk6dOsVzD/c2a+5zX5b8a6nmm/XeOcku1HAlq4girY73fjtT7hxLhLby8/OZMmUKLVq0ID8/n9mzZ/PII49w7NgxPvjgA3744Qc2bdpEw4YNuXjxIhcvXqzwWK6urqxdu5agoCCOHz/OmDFjcHV1Zdq0aTVud1VIkkRKfkqlc1LzU3G1t908Dlvn1KlT9H+0l1lz39ly8/9tpcOvQSl259pPTCIort4+9BoxVsjWC7Czs7eJcmEDFVWf2UsS7knnuXZjuaY4OdHkXwMyYESjIP45erTMMWqrAq08mjZtyhdb/2D6d8dNxrUZF8n4cQneD05F6R0CwKJHWhgjJ5agXjsn2YUaY75J3JUck6WcW5GAlOwiDiRm0iXSu8ZtefTRR03ef/bZZ/j5+REXF0dycjJRUVF0794dmUxGaGhopceaOfOm2mZYWBhTp05l48aNVnFOCooLKNZXvq6q1WspKC6odHlHUDFNmzbll2//ZNfXppGT1OvJfPnnIkb0mk6AZ4muRs+nm5pETmyFqE5diezQicvxJ8nLuo6LhyfB0c1ExERgc9xO9VnOWzPKjE2qZL6lKtCcnJx4ZlAvVsdJpGYXlck7UXqH4BDQiAB3B54Z1EvknFgCSZK4knWzWiSzoGLHpDRpubUjO33u3DlmzZpFbGws165dQ39DWyU5OZmRI0fywAMP0KRJE/r168eDDz5Inz59KjzW5s2bWb58OWfPniUvL4/i4mLc3KyzbFKVY1LdeYKyODk50efhe0k9oDSp0jEQ4NmQEN+Si2mj0BgatbVeUmxlyOUKkfQqsHkqqz7TSRLD/70ZOZE0anSpV1AEBCGzVwEgB2ZEBnKPV9lrsjUq0BRyGXMGxfDiuiPIwMRBMbgicwbFWFzvpN46J/lqnUkJsZeTeeuXfq61UzEyaNAgQkJCWLNmDUFBQej1epo3b45Go6Ft27YkJibyyy+/8Pvvv/P4449z//33s3nz5jLHiY2N5YknnmDevHn07dsXd3d3NmzYwJIlS2rF7qqwk5v3FTN3nqB85HIZ3R9rxK9rTlY6b+/mBCLa2FZSrEBQFymv+mzv9VyycxSYZJ40b11m37eBqJAwmxFh69c8kFXD25bROfFxUfGuFcqIoR47J7eqvsYEueHtYl/h0o4MCHAvUcyraTIyMoiPj2f16tXGdvZ//fWXyRw3NzeGDRvGsGHDGDp0KP369SMzMxMvL1N79u7dS2hoKDNm3AwjXrhwocZtNhcnOyfs5HaVRkaUciVOdrbXALCu4ehStYOdd11NSkIWwU1sU0BOIKjLVKc02NZE2Po1D+SBmAAOJGby9wEFU7+Ez0Z2oIOVqlTrrXNyq+qrQi5jTI+Icqt1aju05enpibe3N5988gmBgYEkJyfz+uuvG7cvW7aMwMBAWrdujVwu57///S8BAQF4eHiUOVajRo1ITk5mw4YNdOjQgZ9++onvvvuuxm02F5lMRqBzIBdzK07gDXAOEMmwNUB+TtklnfI4/2+6cE4EglrAW2l+jpQtibAZUMhldIn0RpXtZ3xvLeqtLrtBHbY0XSO9eb1/U7xveQINcHeo1TJiuVzOhg0bOHz4MM2bN2fy5MksXrzYuN3FxYV33nmH9u3b06FDB5KSkvj555/LbQw3ePBgJk+ezEsvvUTr1q3Zt28fs2bNqhW7zcVN5UaIa0iZpRulXEmIa4goI64hnN1UZs1L2H8Vvb48ySWBQHAnxGblV2t+qlpbS5bcPjq9xL8XswD492IWOitdK+pt5KQiddiukd50Cvci7koOCjmEertYpPnR/fffT1xcnMmYJN38UowZM6bCfUvPA3j33Xd59913TcYmTZp050beAW4qN1ztXcnX5pNfnA8SOCudRYVODRIY5YHSQY62qPJGlYV5WrG0IxDUMDpJ4pNL6dXa55oNKMSW5ud/U5j5/QlSzpXci6Z/d5wP/i1m4eDmDGgZZFFbLO6cnD59mmHDhpm8X79+vVX6wtyqDmvAQangwVaBuDvanshPXSZXk0tKfoox/+Ra4TXs5HYEOgfabPREkiT0+QVIxVooLgY7O2R2SuTOTja5FCWZ2UDb3CUgQdVIegl1Yjb6XA1yV3tU4e7IRMJxvSM2K4+8Svq0lYePlRViS7Po5zhW7y7bUiQzX8v4b44y7lIW0wfEWMwei38yTZo04dixYwDk5eURFhbGAw88YGkzjLg72uPmoCRfraNYr8dOXtLozxZvPHWZHHVOuXknxfpiLuZeJATbW97RZWejTU1F0pYNvcqUSpQBAShqqEN2TZCSkEWxxryLo7lLQILKKTxxjaxt59Bl30ykV7jb4zEoEsfm5TQJEty13E6fnOooytYmP/97pVzHpDSrdyfSqoEnA1paJkHWqjknP/zwA7179y4jd25pZDIZLg52eDjZ4+JgJxyTGsZcldhbl6esiS47G83Fi+U6JgCSVovm4kV02dkWtqxizI2GqJztCIzyqF1j6gGFJ66RsS7exDEB0GVryFgXT+GJivsFCe4+qtsnxxbk66Ekx2Tm9+Y1bZ31/QmL5aBUO3Kye/duFi9ezOHDh0lJSTHp6WJg5cqVLF68mJSUFJo1a8by5cuNJbKl2bRpE88+++xtGy+oG9Q1lVhJktCmppo1V5uaitzNzSYcWnOjIa16hQidkztE0ktkbTtX6ZysbedxiPEWSzz1hM4eLgTaK0nRmJfk+rCfh0XLiCuS3P/3YhYp5+JNxrQZF03+NXAF+M82BS1DPEzGa0Nyv9rOSX5+Pq1ateK5554rI7kOsHHjRiZNmsTKlSvp1q0bq1evpn///sTFxdGwYUPjvJycHPbu3cuGDRsqPZ9arUatvvlEmJOTU12TBVbGllVii4qKTDoeS5JEUU4OxUVmKgHrdNilpOBwi4OiUCjK7c5cmwRGeeDsoSpXJdaAUqWg3YAwyxl1l6JOzC4TMbkVXbYadWI2DpEeljFKYFUUMhnDg7xYnHTVrPlb07KYERlkEQfldiT3ATJ+LCveaWgAeCs1Lblfbeekf//+9O/fv8LtS5cuZdSoUYwePRqA5cuX8+uvv7Jq1SoWLVpknPf999/Tt2/fKi/gixYtYt68edU1U2BD2KpKbFFRESdOmBfOrJQrV0pet9C8eXOLOihyuYyoDn4c21GxpoxWrSPxn3Qi29imhH1dQZ9rXrsLc+cJ7g4inMz/e7ekzkllkvvf7E/m6/2mQp1SsYbi7KvYufsju6X7s6EBoIHaktyv0buBRqPh8OHDJgJiAH369GHfvn0mY5s2bWLs2LFVHnP69OlMmTLF+D4nJ4eQkJCaMVhgEWxVJdYQMQkPDzc6EZIkUZCRgT4ry+zj2Pn6mkROioqKSExMNInIWAK9XiLhYFqV8/ZsPEN4KyFhfyfIXc2r5DN3nuDu4HxB9Xqv3U4S7Z1wq+S+Ti8xfvt1VAGNyk5uULYyJ9CCDQBr1Dm5du0aOp0Of39/k3F/f39SS63hZ2dnc+DAAb799tsqj6lSqVCpRGVBXcbWVWIdHBxMkrIdiovRmvkUIFMqUQUGWtT2itaO05JyOJVwU+E49Xqyyb9G0uG3rcXG7sQGLNmqva6jCndH4W5f6dKOwl2FKtx2qrkEtYtOklh3JbNa+1Q3ibamOZCYSWqOeQ6VDMs2AKyVT+bWC7UkSSZj7u7uXL1q3rqcgRUrVrBixQqLP40KagY3lRshhHAl/wo6venvUCEzX/LZEsjszC/vUwZY1qm6nbXjL/9cVGbsnS3lz7VUq/a6jkwuw2NQJBnr4iuc4zEoQiTD1iNis/LMToYF26jWScs1zzFxtlew5PFWFm0AWKPOiY+PDwqFwiRKApCWllYmmlJdJkyYwIQJE8jJycHdhrQlaoqePXvSunVrli9fflv779q1i169enH9+vVye+4YCAsLY9KkSVZTjL3VMQHQSTqb0jqROzshUyorLCM2oAwJsbjOSWVrx2lJOez6+mbkRFusISM3FW/XAJS3rBu3uj+EJp1uXmis0aq9ruPY3Afv4dHl6Jyo8BgUIXRO6hnVXaKZ18gyybCV4edqXo6MvZ2cB2ICatkaU2rUObG3t6ddu3bs2LGDRx55xDi+Y8cOBg8eXJOnqnEkSbopxIaE89X9yPLSwMUfQruC3Lae7qti7dq1TJo0iaxbcicOHjxoFV0ZSZK4klc2abQ0qfmpuNq7Wr0sVyaToQwIQHOx4mUoO28f7KzoJJfXrl3fWuLSX3LUBTcvkhGBzcvdv23bGJq0tezF5m7EsbkPDjHeQiG2HiErLqJNgBzHrDNw5aZUWHhuAS1yL5l9nODMAig2zbNzzDpDmwA5suLq5a7cLh3DvfByticzv/LE7esFWg4kZtIl0tsidsFtOCd5eXmcPXvW+D4xMZFjx47h5eVFw4YNmTJlCs888wzt27enS5cufPLJJyQnJ/PCCy/ckaG1uayTXagxSti7Jf5CUOw8ZKVFw9yCoN87EPNQjZ/b0vj6+lrlvOmF6eikyn93tqR1onB3x66wkOJr5QtpFWdcQ+7kaFMKsXK5jAYxnpw7VHV/DxcPkcdVU8jkMlEuXI9wyEvmyDgX2D0Odt8cbw3sqM6BjpQdigaOjHMhPi8Z6HonZpqFQi7joVaBrN13ocq5qdmFtW5PaartnBw6dIhevXoZ3xsqaUaMGMHatWsZNmwYGRkZzJ8/n5SUFJo3b87PP/9MaGjoHRlaW8s62YUaY/M/t8RfCP3jReAWBbycFNj0LDz+Va06KMXFxbz00kusW7cOhULBiy++yIIFC5DJZKxbt47ly5dz+vRpnJ2due+++1i+fDl+fmVLQnft2sVzzz0H3Mz/mTNnDnPnzi2zrJOVlcW0adP4/vvvyc7OplGjRrz99ts8+OCDXLhwgZdeeom//voLjUZDWFgYixcvZsCAAWXOKUPCSQlynRo0t+QcIVFQcA0HMxRg9Zp8kG7uL9epcVKWHN+SSJJUpfqrLQmwQUm1zqX461XOc/awFwqxAsFtUuTSkLar8/j666+JbtrUZNuerFzmn61cDdvA04FejAw2XfqLP3WKp59+ms8GNKxgr5onxNO8Ksmqois1TbWdk549e1YpMz5+/HjGjx9/20ZZCkmSuJJ1I3ym1xEUOw+QKHurkQAZbH8dmg6stSWeL7/8klGjRrF//34OHTrE2LFjCQ0NZcyYMWg0GhYsWECTJk1IS0tj8uTJjBw5kp9//rnMcbp27cry5cuZPXs2p0+fBsDFpWzilV6vp3///uTm5rJu3ToiIyOJi4tDoSj5+SZMmIBGo2H37t04OzsTFxdX7nEAZDoNMb4KyLsAebdsA8LM/RCyL5u8dQRifBUU6iz7h6HPL6gy50TSatHnF6BwsX6kB+DQL4mo86te947pEWQzZcR6vY7L8SfJy7qOi4cnwdHNkNexJVRB/UKyc+Boqp5Cj8YQ1NpkW48g6OOQwpILVRd8RERGgJdpjl1hqp6jqXokO8vpI3m5mBdFNXdeTWE7LRGtQL5aZ+xG7Jx6APtK+79IkHMZLuyD8LJS/DVBSEgIy5YtQyaT0aRJE44fP86yZcsYM2YMzz//vHFeREQEH3zwAR07diQvL6+Mw2Bvb4+7uzsymYyAgIrzCn7//XcOHDhAfHy8sQIkIiLCuD05OZlHH32UFi1alNl2K5LCnrh0HeHhETjeIjyWq80jraBq/Q2FTE6oWyiyUu5hYVERiYnnCXO3rF6EVGxe1r2582obvV7i3z/MW+/28LOsnkxFJOzfx861n5CXeXPpzMXLh/tGjiWqU+2HtCujoKAkmnrkSDmx91soLCwkKSmJsLAwHB0dK50bH19xdY/g7mBKeACfXkonu5IOxZ52CouIr5lDgJt5jpC582qKOuOc1EbOSbH+5pdHWVj1zROAvOqVQFeHzp07mywRdOnShSVLlqDT6fj333+ZO3cux44dIzMzE/0N25OTk4mJub021seOHaNBgwYVlqZOnDiRF198kd9++43777+fRx99lJYtW5Y7V0JGgRb0ChXYm9785DKJosKqn9R9nXyQ2ZtGIfRaiQJt+fGs2sTccuLqlB3XJikJWSaJsJXh5GJ9YbCE/fv4YelbZcbzMq/xw9K36PrY03Qa8rjVoiinTpVUPY0ZM6ZWju/qahs3JkHNo5DJeDrIm5UXK879eq9piNUrdQx0DPci0N2BlOyKk3AD3R3oGO5lQavqkHNSGzkndqVC21pHM+W8Xe6sJPp2KCoqok+fPvTp04d169bh6+tLcnIyffv2RaO5/eWOqp7yRo8eTd++ffnpp5/47bffWLRoEUuWLOHll1+u1nnMUYhVyBX4OlonWbc8zCknlimVyJ1tIwphbkdiMEnpsQp6vY6daz+pdM6+/37Nv39s576R46wSRTE0M23atClOTmV/x0Vnr5O7+xL6PC1nMy4w8ceFfPj4XNo+2h2HRp6VHluI3VUfnU7H7t27OHduL15eCu65pyfe3p2R2ZhGEsBP6VmsqsQxGR/iy0BfD8sZVAUKuYw5g2J4cV1JlLB00obhUmFJ8TUDdcY5qW3yAzqicQ5EmZ9aQfKlrKRqJ7T2LpSxsbFl3kdFRXHq1CmuXbvG22+/bZTuP3ToUKXHsre3rzLK1LJlSy5dusSZM2cqjJ6EhITwwgsv8MILLzB9+nTWrFlTbefEHIXYIOcgiyeWVpbEKwOUfp4Up1YcKbPz80SmLZvBbo0kXnM7EgMUWrnfy+X4kyZLORWRl5nBD0vf4qEpb1jcQfHx8TH2B7uVwhPXyDiSDy4RUGpFNdIxmIZH7PGOaSg0TmqQLVu2MGnSeC5evPm3GBBgx0svRzJm9Pv4+fW1onWm6CSJmQmXK/zLl2HZhn/m0q95IKuGt2XetjiTCIq7k5LnuoZbXOMEQF71lLuXYn2pr5BcwZXOc4CySwjG9/3erlW9k4sXLzJlyhROnz7N+vXr+fDDD/m///s/GjZsiL29PR9++CHnz5/nhx9+YMGCBZUeKywsjLy8PP744w+uXbtmXEMvzb333ss999zDo48+yo4dO0hMTOSXX35h+/btAEyaNIlff/2VxMREjhw5ws6dO8sIf5mLm8qNBq4NUNzy+SnlSkJcrSO+Zkjidcy7ANdOl3kpCi+jci+u8KUovFzufo55F4jxVSCzYBJvYJQHDs7mLTFlpZX9LliSvKyqK4pK8+eXn6AvR7zPGkh6iaxt5yqdk7XtPJLestVldytbtmxh6NChNGiQywcfBrHtxzA++DCI8HB7Zs08zcpVI0hL+9XaZhqJzcojRV1xtFXiZsM/W+OBmADeG9qKAc39cVaVXKezCrQs+/0M3d/ZyfYT5lUh1RR1xjlZsWIFMTExdOjQwex9DHkZBQUF5Ofnl3kVa4qQtGrjKzu4F0k9lqJ1Ml260bsEUjR4DfmhvY37FhXVvEjOs88+S2FhIR07dmTChAm8/PLLjB07Fl9fX9auXct///tfYmJiePvtt3nvvfcqPVbXrl154YUXGDZsGL6+vrz77rvlzvv222/p0KEDTz75JDExMUybNs0YcdHpdEyYMIHo6Gj69etHkyZNWLly5W39bDnqHFLzU00UYuUyOf7O/lZThTUk8Ra6hIJPk3JfOsdg1Nl2Fb50jsFl9il0CSUuXYeksFxuh1wu496nzJO1j9tzBb0Vb54uHpUve9xKbsY1LsefrCVrqoc6MbvSfjoAumw16sTKy9AFVaPT6Zg6dSpdu3owb74/MTEOODrKiYlxYN58fzp3dmL16gziT81HqkJDyVL8ei3HrHmWbvhXFdtPpND9nZ08/dl+fj5xlXy16eeZml3Ei+uOWNRBqTPLOreTc2JwIC5cqFpgxkCGe0syen2Fa8ZxlOpMtCovcr1bgE4B5WTaG8pu75Rdu3YZ/3/VqlVltj/55JM8+eSTJmOlS7rLK/FetWpVmWMlJSWZvPfy8uLzzz8v16YPP/zQHNOrJEedU+6Sjl7Scyn3EoXFhQQ4Wz5sWFkSL5R8vtq0i0i6isOv2rTryBv7mixJWSuJt1E7f84eTatShC0/S0NKQhbBTarnJNQUwdHNcPHyMWtpx0B1oy21hd7MJTFz5wkqZs+ePSQlJTFlatnSd7lcxpNPejBx4hUOHUqkZYuDeHp2tpKlJegkiW+vmtf4z9oN/0qz/UQKL647Uuki9A0xDeZti+OBmIC615XY1jD0mHFwcEAuLz9IlK8uNq6xScUairOvYucRRJFPGEWUZCk3UJX/MSkUChwcLFteVdeQJImUSku0IaMwA0c7R9xVtqO2CnVT6ySila9ZCrHVSaCtaeRyBfeNHFtutU5FVDfaUlvIXc2Lhpk7T1AxKSkl143w8PI/y7Ab45mZOtRqM6sta5HYrDwytFVHcLyVCqs3/DOg00vM2xZnVnacBKRkF1lMxv6udk6USmWVcu3OzqBycORyViGG25DMzh57B0eCPBxwdxQXmTuhoLig0iodAyn5KbjZ247aKtQ9rRMwPzG2Ogm0tUFUp648NOUN/vhiNfnXMyqd6+rtQ3B0MwtZVjmqcHcU7vaVLu0o3FWowm3L0a6LBAaWNKZMTNQQE1P2ITApseR34OWlQKUys9qyFjF3qaatq5PNJMMeSMystIS4PMztZHyn1Jmck9oiu1DDlewik+RYhVxGkLtwTGoCcxwTKOlWXFBs3UTNW5HMLNO2Fa0TKEmMda6ib46Lp8om5OujOnVl7MrP6frYU5XO6zVirM2oxsrkMjwGRVY6x2NQhGj8VwP06NGDsLAwNm4oRH+LnpleL7F+fRYBgXa0bx+Oh4f5uYi1hblLNTsyc/kpPat2jTGT23E0zO1kfKfUmchJbYiwle6rUxqdXuJCZgGhMoSDYialk49LU1xcjF5zy5VFAqlYQmYno3RaRkZ2RolefSlqI/HYHHTZ2RSnVR0qlikUNqN1AiVr8T2GRbF99YkK53R/PMpm5OvlcgVdhj6FT0hYGbVYV28feo2wvlrsrTg298F7eDRZ286ZRFDkLvZ4D48WZcQ1hEKhYMmSJQwdOpQ5s9U8+aQnYeFKkhI1rF+fRWxsAbPn+BPddLZN6J109nAhUKUkVa2tcplkVsJl+vm4WyyCUmEnZU02zWSJ5h0D8Haxp6NDMly5mUNYW52U64xzUtMibCZ9dSrgSlYRbg5Km1pqsFVuJ/n4VtJu/FceNZV4bA6SJKFNTbXY+WqayDZ+9BvXnD0bE8jPuplb4uKpovvjUUS2sX4I/FaiOnUlskOnOtNnx7G5Dw4x3qgTs3E7oIYvwWdkM+GY1DBDhgxh8+bNTJr0IhMn3uy7FRBgx4KFTRkzernN6JwoZDIWRgUz6kRSlXMN5cSWkrCvqJNyS+Cn6qzwaoE1pkO11Um5zjgnNU3pvjoVodXpyVfrcHGotx+T2VSWfJxRmEG25mZppaSV0KRrsPe1R6Y0dfzsZHY0dDPtyGnpxGNzEmENSDqdTSXElkZ/SyxcV8X33ZrUxQaAMrkMh0gPHLO9jO8FNU929lG02iyTMUmSERjwqM04JgYG+nrwgLcrOzJyq5xryXLiyjopf3Mgma/3J1d5jKc7NeSpjmW7JddWJ+V6e9ctvnUR8w7n1XcqTT62h9zsm3+seko+U5lShtze1JHRowd7cFZa72Zf3QRXW0qIBTh3NK3cZZ3CHC3bV5+g37jmNhU9seUGgALr8sUXsxg1aiGdOzvxxgwfwsPtSUzUsP6bLEaPfhOZTMZzz1UuSGlJdJLE4RzzcucsWU5cWSdl5zBfTsZW/SBwThEGQWUT02urk3K9TYi1q6C0+HbnCSrG0FvHXMxNor1TKhLpKyoupkivN3kV6PVk63QU3DJepNdTVFxsur+V8mRKfiaJP/9zqtI5u9adsqoIW2kMDQBv1TwxNABM2L/PSpYJrE1xsYYZMxbTubNThSJsM2YsprjYdjRlYrPyyKxj5cTmJrh+d+wyOgteN+pt5MRZpUCpkFe6tKNUyI0yvjaFJIEmD3RaUCjB3gVsOC/GnN46pamOI3Mn1ESeDAC3CNsZsGSejIErp69X2Z24KL+YK6ev0yDasl1Gb8WcBoB/fvkJkR062fwSj6Dm+eWXT0lJUTP9jcpF2H755VMGDRpvJStNMXep5lF/L5spJ+4Y7oWXsz2Z+ZU7eZn5WotpnEA9dk5kMhlBHg7lVusYCPJwsL1k2MIsyL4E+lJLCXIluDcAR49aOeXWrVt55ZVXSExM5OWXX2b58uVl5shkMr777jtjN9dbcVO50YAGXMq9VPF51m/lnZnvkJ1lGenvyvJk9Pn5FJdKilVLEpe0WhoolahKfSfsAgKQO5ddgrKWQN/FM+YpVF5KsL5zYk4DQIN0fUizlhaySmArXLp0HqhahM0wzxYwd6mmr491WnaUh0Iu4+HWQXy+N6nKuZbSOIE6tKxzO711qsLd0Z5QbyeUCtOPQS7Xk6GLY2/K7xxMPWjSD8aqFGbB9URTxwRK3l9PLNleC4wbN46hQ4dy8eLFChsOpqSk0L9//0qP465yp4Frg0rnyGXyGnMIR44cWaGzBDfzZFxdXXF2dja+Fi9eTI8+fXALDcVRqcRBLjc6JCqZDAe53PhyUqlM9jW8rOGYnDuaxvE/L1c9EZDZwKqOuZL0tiJdL7AsDRpEACUibOVhEGEzzLMFOrg7V3lTld+YZ0uY23XYUhonUIciJzVdSmzA3dEeNwcl+WodefkytiYe4r/nXyOt8GZJq7+TP693fJ37Q++vsfNWG0kqiZhURvYlcHCv0SWevLw80tLS6Nu3L0FBQRXOCwgw78vtrnLH38mfZEyzw5VyJV4O1n2SvxW5mxukpAIVO6fa1FTkbtZXtq0oCbYigqzUV6c05krS24p0vcCy9O8/msDAKaz/Jot58/1NlnYMImyBgSr69x9tRStNOZidT1UlFPob8yxVRmwOHcO9CHR3qFAtVgYEuDvQMdxy1+g6EzmpTWQyGS4OdhzK2MOKiytMHBOAtII0puyawu8Xfq+V8+v1et555x0aNWqESqWiYcOGvPnmmyZzdEW55Ks1/PeX/+HR9B5y1TrytRL7jp1CFtyW/5u7jHy1hvzsazz//PM89thjZgnWXb9+nWeffRZPT0+cnJzo378/CQkJQEkzQlfXkj+g++67D5lMZtKgsDQymYytW7cCJc0FZTIZW7ZsoVevXjg5OdGqVSv+/vtv4GYlzv+2/o9+bfrRoWEHXhv1GgVmZrmXZvPmzbRo0QJHR0e8vb25//77yc/PZ+7cuXz55Zd8//33yGQyE9tfe+01GjdujJOTExEREcyaNQvtjdLhtWvXMm/ePP755x/kcjmO0U35z42fKy8vj0nz5xN67734d+5M/1Gj+OfECfT5JXb/888/9OrVC1dXV9zc3GjXrh2HDh2q9s9UXfR6iT0bE8ye7+CsJLix5W74pgJQx4yvYI9iwvzs8HPIq/AV5qcg2KPYZD/Dq7bEnwS2gZ2dPW+++SqxsQXMmX2VuJNFFBToiTtZxJzZV4mNLeDNN1/Fzs52hDLNzTmxta7ECrmMOYNikEGZdqWG93MGxVik4Z+BOhM5qW10eh3Lji0rd5uEhAwZ7xx4h14hvVDUcHLe9OnTWbNmDcuWLaN79+6kpKRw6pRpxUVRYQHx6Xp8I1uTm1/A1r/iiY6O5ts/DuHh4cHvew/zTLoe0i/wxx9/8NRTT1FUVIRzOfkQpRk5ciQJCQn88MMPuLm58dprrzFgwADi4uLo2rUrp0+fpkmTJnz77bd07doVLy/zPecZM2bw3nvvERUVxYwZM3jyySf5J/4firRFnDhxgokvTeStt95iyJAhbN++nTlz5lTrc0tJSeHJJ5/k3Xff5ZFHHiE3N5c9e/YgSRKvvPIK8fHx5OTk8MUXXwAYbXd1dWXt2rUEBQVx/PhxxowZg6urK9OmTWPYsGGcOHGC7du3s/3bb9GmpODu4oIkSUyaNIlADw+2rFyJu4sLn/33vwwcPZq4I0fwcwnn6aefpk2bNqxatQqFQsGxY8dQKmtf2j4lIctEbK0qmnYNsKhCbEUCUHLgUW+gqvy6NbvKHa4t8SeB7WAoE54xYzETJ14xjgcGqvjss5k2VUYM5uecbE/P4hF/24oI9mseyKrhbZm3Lc4kghLg7sCcQTH0ax5oUXuEc3KDw1cPl4mYlEZCIrUglSNpR+gQUHN5L7m5ubz//vt89NFHjBgxAoDIyEi6d+9uMs/B0YloXzn4utEypjGXTh9hyD3NOHX8CE899RSfrllDA8dCCuw8SU5O5rHHHqsy78HglOzdu5euXUsu7l9//TUhISFs3bqVxx57DD+/Ej0MLy8vs5duDLzyyisMHDgQgFdnvEqnNp3YfWw3YaFhbNiwgW49uzF+8njcVG40btyYffv2sX37drOPn5KSQnFxMUOGDCE0NBSAFi1aGLc7OjqiVqvL2D1z5kzj/4eFhTF16lQ2btzItGnTcHR0xMXFBTs7OwKDG6C5EVH57e+/OXv2LNt37cL9xue66JVX2LZzJ1u2/cgLE18mOTmZV199laY3RI6ioqKq9XndLtXtMHz2UBpdHmlkMQelMgEogOQT//L3lg1oCiuOnN379PM0bG6aFFtb4k8C2+K55xbwzDOz+OWXT7l06TwNGkTQv/9om4qYGOjs4UKAvR2pVURGvk/P5sG06wzysz0H5YGYAA4kZpKWW4Sfa8lSjiUjJgaEc0JJj51/Uswrc00vqLodfXWIj49HrVbTu3fvSucpHFxxVtmDXst9Xduzb/9hXn/xGWIPHeXZUS+wb/dOjh47QZbMHX9/f9q2bWvWue3s7OjUqZNxzNvbmyZNmhAfH3/HP1vLliU3kxx1DsUuJX+smemZhIWGkZiYyP0P3c/F3IuEEIKbyo0uXbpUyzlp1aoVvXv3pkWLFvTt25c+ffowdOhQPD0r/4PfvHkzy5cv5+zZs+Tl5VFcXIybW9nsebmzEzKlEkmr5Vh8PIWFhTS65x6TOYVqNecvlXx3pkyZwujRo/nPf/7D/fffz2OPPUZkZOVN4mqC6nYYzruuJiUhi2AL5Z1UJgAF0CCgBVnf/UFeUcXdibdv3cno+582KSmuLfEnge1hZ2dvM+XClaGQyXgmyJvFSVernPv6mUsM8PWwmZJiAwq5zGLlwpVR73NODM3/XJXmLVf4OlWggnqbODo6Vj0JSpJc3UsqXXp2aceeA0f55+QZ5HI5ERERdO/Ujv8dPc2u//2Pe++916xDSlL5JRuSJNVIgqdSqUSSJFLyU4zH00v6MudOzU+t0JbKUCgU7Nixg19++YWYmBg+/PBDmjRpQmJixY2sYmNjeeKJJ+jfvz8//vgjR48eZcaMGWjK6UAsk8lQ3oi6SHo9Pj4+/G/TJmI3bza+4g4dYtq0aQDMnTuXkydPMnDgQHbu3ElMTAzfffddtX+u6mJOJ+JbOf9vzTrZd0JJSXHFjgncLCkWCGydCCfznOUMrY7YrLxatqbuUq+dk9LN/5p6tMTLvuKmXTJkBDgF0Nav6ohEdYiKisLR0ZE//vjDOFZUVGSiOGp86ZXkOwTRrkMHcvMKeO+Tr+naoS0ymYyO3Xuxc/c+/vzzTzp37lz+/reol8bExFBcXMz+/fuNYxkZGZw5c4bo6Og7/tl0Oh2ZOZloijTGzsSSVkLSSkRERPDvoX/Ra/Soi9Rk5mTy119/VfscMpmMbt26MW/ePI4ePYq9vb3RIbC3ty+TFLx3715CQ0OZMWMG7du3JyoqqowIW+n9FO7u2IeE0LJ5czIyMrBTKIhs2JBGkZFEd+tGkzZt8PG5+b1p3LgxkydP5rfffmPIkCHGfJfaxNCJuDr8+8clzh2tuuuyJRAlxYK7ierI0ttaYqwtUWeck9rQOSnd/E8uU/BMowkVzCx56n+t42s1ngzr4ODAa6+9xrRp0/jqq6+Ii4tj/fr1vP3228THxxMfH0/Pnj2ZN29eyfvzF7lSqKJx48Zs2PoLTVqUOEvBDcM5evQoCQkJBAcHEx8fz8qVK2nWrJnxOPHx8Zw4ccLooERFRTF48GDGjBnDX3/9xT///MPw4cMJDg5m8ODBd/yzaTQaEhMSUV9Ro0ktiUxoM7Ro0jUMGzaMvf/by5q313Dm7zO88+Y7/Prrryb7HzhwgKZNm3L5cvnaHfv37+ett97i0KFDJCcns2XLFtLT042OVVhYGP/++y+nT5/m2rVraLVaGjVqRHJyMhs2bODcuXN88MEHZaIbYWEly07Hjh3j2rVrFDs40OeJJ2jRogXPvPoqf549R4q9PftPnmTmzJkcOnSIwsJCXnrpJXbt2sWFCxfYu3cvBw8erBEnzxwMnYirE0H5a1OCTcjYi5Jiwd1EZw8XvJXm3Scs2V+nrlFnnJMJEyYQFxfHwYMHa+yYtzb16+DTgwkhE8pEUPwc/Vjac2mt6ZzMmjWLqVOnMnv2bFq3bs0bb7wBQHR0NNHR0aSlpWFnZ2d8Hx0dTZ8+fdDpdDz22GOEh4fTsWNHoqOj8fHxYcCAAURHR+Pm5saFCxeM+4SHhwOYRBO++OIL2rVrx4MPPkiXLl2QJImff/65RqpM7O3tCY8KRxWkwj6gJHlN6a1EFaii3X3tmLt4Lps2b2L48OH8e/xfpk+fbrJ/QUEBp0+fNpb53oqbmxu7d+9mwIABNG7cmJkzZ7JkyRKjGNyYMWNo0qQJ7du3x9fXl7179zJ48GAmT57MSy+9ROvWrdm3bx+zZs0yOe6jjz5Kv3796NWrF76+vqxfvx6ZTMby5cvp1qMHYyaMp0mTJjzxxBMkJSXh7++PQqEgIyODZ599lsaNG/P444/Tv39/5s2bd8efo7lEtvHj2be60mFQmFnzDbkn1iawSVNkssovRTK5nMAmZZNpBQJbQyGT8XbjysUmAYJUSpvpr2OL1Gu3rbymfu3d2tMp7CFO558mS52Bh8qb/pFdcXeq3pp+dZDL5cyYMYMZM2aQn59PfHxJmbChDLi83i/vv/8+77//fqk+Oxr+PbjXpM/OuHHjGDduXKXn9vT05Kuvvqpwu4eHh1n5IKXnhIWFGd9LksQ13TU87D04kV5KJEwFj454lEdHPIpSriTKMwqZTGbioPTs2bPSc0dHR1eaQOvr68tvv/1WZvzdd9/l3XffNRmbNGnSTdNUKjZv3myyPT8/H2dnZ9577z1WrVpV7vnWr19foS2WQi6X0XFgBOqCYv79owrRPqpf6VMbpJw+hSRVLl0l6fWknD4lZOwFdYJBfp6Mzylg5cXyc7tkwIKoYJtLhrUl6rVzUlHzP7lMQYxnG6Ck+Z+bo+2VrAFW6bNTXcxp+hfgHGB1hdW7jYiWvmY5J9Wt9KkNcqtIhjWQcDBWOCeCOsPsRsG0cXPitTOXTDoVB6mULIgKZqCvh/WMqwPUa+dEJpPh4aQkPbfip0cPJ6Vt3jgNfXZuxdBnh3CbcVDcVG6EEEJKfgrF+psJYEq5kgDnANxUttME627BUMFTmTibi6eKwCgPyxlVAYU55jV6PPm/3+n57CjRoVhQZxjk58kAXw9is/JI0xTjZ29HZw8XETExgzqTc1IbSJJEVkH5+QwGsgq0t1XmWquY22fHhux2U7nR2LMxYe5hNHBtQJh7GFGeUXXOMZEKCynOykKXl29734tSmFPB0/3xKIsqxVaEo5t5vbI0BQWinFhQp9Do9Xx6MZ2f0rNJU2vp4O4sHBMzqdeRk9LVOhWh1enJV+twcbDMRyVDwkkJcp0aNBV8ibUFZTsT34peCwUZoHQyDsl1apyUJeewBjKZzNhXpy4gSRL6/AKkYi26vBI9Au2VKyhu5CrJlEqUAQEoarARZU1iqODZszHBJILi4qmi++NRRLbxs6J1N3H1Ml/wSZQTC+oK889e5uOL6SaNAOedu8ILIb7MbhRsNbvqCvXaObm1WudO59UEMp2GGF8F5F2AO9XnyTbN83AEYnwVFOrKb0EuuIkuOxttairSjUohXTnfAUmrRXPxIvZg0w5KeCvfkv47OWqc3UqWcmwhYmIgOLoZjm5uFObkVDlXlBML6gLzz14uNxlWD8Zx4aBUTr12Tsqr1rmTeTWBpLAnLl1HeHgEjhX1xtEWlHE8ysU9xCRyUlhURGLiecLcbTTB10bQZWejuWheOwMAbWoqcjc328xNomSJx1JS9eVRUFDSM+fIkSMVzgno3ps9X69Fq9NxPb8QT2dHlArT3BJndw+uFqpJv3GcmmixIBDUNBq9no8rqNIx8PHFdF6PCMTegveWuka9dk4qqtYpjVIhx1lluQQ8CRkFWtArVGDvVP4kpSPkpla+tCNXgpO3sawYQK+VKNCWnENQPpIkoU1Nrd4+Wi36/AIULnVnycqSGDpsjxkz5o6P9ebmH8uMubq63vFxBYKa4otL16gq1q6/MW9cQ9tYWrVF6rVzIpPJCPJw4EJGxd1QgzwcbO+J2NBnp7xqHQPuDUwcE4F5FOflUaguW+GivpH8qpYkKGeJR6HRoEA4J+Xx8MMPA9C0aVOcnCpwuG+w84etvDpvAU91ao2fW4lAlbO7B+0fHELDFq3KzHd1dbVY92eBwBwuFJm3bG7uvPpKnXFOVqxYwYoVK8r0SrlT3B3tCfWGK1lFaEoFIpQKOUEeDrjbqsaJowcQbvM6J3WNooICzpXTBNDApQrUapvqddjoN8Xq+Pj4MHr0aPN3mLeAp6e+TnhQAC4engRHNxPlw4I6Q6iDeVcCc+fVV+qMczJhwgQmTJhATk4O7jWcfOjuaI+bg5KMbEjKgGBPR7zdXW0vYnIrjh7g4H5DIVYLCqWJQqyBuXPnsnXrVvbu3WsdO+sQDk5ORNqXvWjoAa0koZTJytbf29nh6CkSNWuSgMgootvWbJNNgcASPNfAh7nnrlRaEym/MU9QMXXGOaltZDIZjjeaNTnIoeDAQYrT07Hz9cWpfTtkCss8uelvLBkYkgirQpIk1GoNKpUKmSSD4rL7aTQa9Hq9SUfi20Gr1dZIz52aQqPRYF+OI3En2Lm44KhSGat0zME+OBiFhb4fAoHAttmRkVOlWMMD3m4iGbYKxKdzC4qDB7ny4CCSR4zgyiuvkDxiBGd7309OOT1aagpJknj33XeJiIjAz8+Pp556is8//9ykk/BTTz1F48aN8fb2JiYmhtmzZxMfH8+pU6dITEzk66+/pmPHjvj4+BAQEEDXrl3ZuXMn7777LosWLeL48eP4+PjQoUMHvvnmGwCys7MZO3Ysfn5+uLm5cd999/HPP/8Y7Zo7dy6tW7fm888/JyIiApVKhSRJyGQyPv30Ux555BGcnJyIiorihx9+qPRn1Gg0TJs2jeDgYJydnenUqRO7du0qc67SLF++nLCwMOP7kSNH8vDDD7No0SKCgoJo3LgxAMePH+e+++7D0dERb29vxo4dS15eXpn95s2bZ/xZx40bh6bU8o3hdxAZGYln69Z0evRRvqvidy5TKrEPCbHZMmKBQGBZdJLEzITyu6iX5t/cAnQ2LOJoC4jISSkKdu5E9f4H3JrVUnz1Kpf/bxK8vxy3Pn1q/LwzZ85ky5YtrFq1irCwMH777TdeffVVWrVqRY8ePdBqtcTExDB16lS8vb3Zv38/L7/8Mq1atWLgwIEkJCQwbdo0nnvuOUaNGoVGo+Hw4cNERUXRpUsXsrKy2LFjBz/++CNyuRx/f38kSWLgwIF4eXnx888/4+7uzurVq+nduzdnzpzBy8sLgLNnz7Jp0ya+/fZbk+jAvHnzePfdd1m8eDEffvghTz/9NBcuXDDudyvPPfccSUlJbNiwgaCgIL777jv69evH8ePHq5XQ+Mcff+Dm5saOHTuQJImCggL69etH586dOXjwIGlpaYwePZqXXnqJtWvXmuzn4ODAn3/+SVJSEs899xw+Pj68+eabZX4HUVFR7Nq+necnT8bH05MeHToAJc6IwtMTmb09Mjslcmcn21/6q0Po9TpSzyUAkHouAX3rViLXRFCniM3KI0VdddQ1RVNMbFYe3TxFpVlFCOfkBpJOx/XF71WwUQKZjKtvLcK1d+8aXeLJz89n6dKl7Ny5ky5dugDQpEkT/vnnH7766iv69esHwKJFi4z7NGvWjMOHD/PDDz/w6KOPkp+fT05ODo888ggtWrQAoF27dsb5np6e2NvbExERYRzbuXMnx48fJy0tDZWqpPnbe++9x9atW9m8eTNjx44FSiIe//nPf/D19TWxe+TIkTz55JMAvPXWW3z44YccOHDAaG9pzp07x/r167l06RJBQUEAvPLKK2zfvp0vvviCt956y+zPy9nZmU8//dS4nLNmzRoKCwv56quvjF2cP/roIwYNGsQ777yDv78/APb29nz++ec4OTnRrFkz5s+fz6uvvsqCBQsoLCws8zuIGD+evYcP88Uvv3DfI48IZ6SWSdi/j51rP+HUuXMA7FjzERd3/sJ9I8cS1amrla0TCMwjTVNc9aTbmFsfEc7JDQoOHUaXllaxAogkUZyaSsGhwzh36lhj542Li6OoqIgHHnjAZFyj0dCmTRvj+48//phPP/2UCxcuUFhYiEajKVkG0Rbg7u7O8KeeoG/fvjzwwAPcf//9PP744wQGBlZ43sOHD5OXl4e3t6l0eGFhIedu3CAAQkNDyzgmAC1b3uwO6+zsjKurK2lpaeWe68iRI0iSZFyGMaBWq8ucvypatGhhkmcSHx9Pq1atjI4JQLdu3dDr9Zw+fdronLRq1cqkjLVLly7k5eVx8eJF0tLSKv0d2Hl4VMtGQfVI2L+PH5aWdVDzMq/xw9K3eGjKG8JBEdgMlYkKXs/JR3vmZt8zSaNGl3oFRUAQMnvTDuDXZbkcuWwqPyCEBW8inJMbFKdXruhX3XnmYkiA/emnnwgONpUzNkQ0Nm3axOTJk1myZAldunTB1dWVxYsWsn9/rFEp9uO3XmXKyCFs//s4GzduZObMmezYsYPOnTtXeN7AwECTvA8DHqVuxqVv+qW5NTFWJpMZf5byzqVQKDh8+HCZxFEXlxItC7lcXqaRnracpNRb7THkwJSHOVGO0nZX9jsQ1A56vY6daz+pdM6fX35CZIdOYolHYBPUlKjgqEq2CWFB4ZwYsSsnOnAn88wlJiYGlUpFcnIy9957b7lz9uzZQ9euXRk/fnzJQGEW587El+k63KZZI9o0a8T0V6fQ5b7+fPPNN3Tu3Bl7e/sy+jBt27YlNTUVOzs7k6TT2qBNmzbodDrS0tLo0aNHuXN8fX1JTU01cTaOHTtW5bFjYmL48ssvyc/PNzoue/fuRS6Xm0Rq/vnnHwoLC3F0dAQgNjYWFxcXGjRogKenZ5W/A0HtcDn+JHmZ1yqdk5txjcvxJwlp1rLSeQKBJahMVPBYTj6vnr4ZOSlOTiTnrRm4vfEmdg3DTeYubtKA1m5lH/6EsGAJwjm5gVP7dij8/CiuaGlHJsPO3x+n9u3K23rbuLq68sorrzB58mT0ej3du3cnJyeHffv24eLiwogRI2jUqBFfffUVv/76K+FhYfzn46Uc/CeO8JCS/I3Lly+z4fOtPNrvXoICfDm9+yBnzpzh2WefBSAsLIzExESOHTtGgwYNcHV15f7776dLly48/PDDvPPOOzRp0oQrV67w888/8/DDD9O+ffsa+xkbN27M008/zbPPPsuSJUto06YN165dY+fOnbRo0YIBAwbQs2dP0tPTeffddxk6dCjbt2/nl19+wc3NrdJjP/3008yZM4cRI0Ywd+5c0tPTefnll3nmmWeMSzpQskQzatQoZs6cyYULF5gzZw4vvfQScrncrN+BoHYwt8uw6EYssBUqExW8cPU6Sqls1MOuYTjKxtEmY57RobT1F/pIFSFKiW8gUyjwfPWVCjaWuCv+b0yvFb2TBQsWMHv2bBYtWkR0dDR9+/Zl27ZthIeXeNovvPACjzzyCMOGDaNTp06kXstkzPCh6CUo0ko4ODgQfzaJIWNepXGPRxjzylzGjn7O+Af06KOP0q9fP3r16oWvry/r169HJpPx888/c8899/D888/TuHFjnnjiCZKSkkxu6jXFF198wbPPPsvUqVNp0qQJDz30EPv37yckJASA6OhoVq5cyYoVK2jVqhUHDhzglVcq+H2UwsnJiV9//ZXMzEw6dOjA0KFD6d27Nx999JHJvN69exMVFcU999zD448/zqBBg5g7d65xe1W/A0HtYG6XYdGNWFAX8LM3/3m/OnPrIzLp1oV+G8egEJudnV3mqbqoqIjExETCw8NxqKijbyXk5+dz5quvcF6/AV2p5E67gAD835heK2XE1bGtuslS0dHRFeaM1CdGjhxJVlYWW7dutbYp1aK87/ORI0do164dhw8fpm0NKqjW1nGrQq/XsWbCKOPSzqXr2Szf8ReTHuhOA88S/RhXbx9Gf/SZzeacWOuzs6QdtvIz2joavZ6w//1rbPynPRNP5gtP4fXxNyaREw+FnJM9WqCwUPWfrXw3Krt/34pw3W5B16EDro8OQ3n6NMrsDOx8/SyqEFsRDg4OREdHg7bAmAQLJWkn6mIJlZ3MVLXePeS2HDRB3UWvl0hJyCI/R42zm4rAKA/kctsufZbLFdw3cmy51ToGeo0Ya7OOiUBQmoPZ+VV2JAbI0unZfi2bgb4etW1SncUqzkliYiLPP/88V69eRaFQEBsba/Un/OxCDZcy8gFIy9ciC482Nv+ztmMCoFAoSj4jyQmKrpo0+3Oxv+UGJFeCu4/oSlyPOHc0jT0bE8jPutlR2dlDRY9hUUS2se227FGduvLQlDdKqnauZxvHXb196DVC6JwI6g7V0S6ZlXCZfj7uFoue1DWs4pyMHDmShQsX0qNHDzIzM61erpldqOFCRgGS7pZSVp2eCxkFhHpjO92JZbKSrsPXEyue495AOCalKK0Uezdy7mga21efKDOen6Vm++oT9BvXvE44KJEdOrH9280s3/EXD4x5iX6PDhURE0Gdojp5JFfUWqESWwkWT4g9efIkSqXSWFLq5eWFnZ31VpckSeJKVuUN8a5kFZXR4LAqjh7gGV4SISmNXFky7uhhDasEVkCvl9izMaHSOX9tSkCvt6HvbwXI5QoCIktKKAMio4RjIqhzdPZwIVBlfnNUoRJbMdV2Tnbv3s2gQYMICgpCJpOVm2S4cuVKYxJfu3bt2LNnj3FbQkICLi4uPPTQQ7Rt27Za0uW1Qb5ah1ZX+SqhVqcnX31rxx0r4+gB/s3AuxF4hJb8699MOCZ3ObLiItoEyHHMOgNXjnFt/1845sXhY3euwpdDbhzX9v8FV45V+HLMOkObADmy4jvrXC0Q1GcUMhkLo4KrnngDUbFTMdX+ZPLz82nVqhXPPfccjz76aJntGzduZNKkSaxcuZJu3bqxevVq+vfvT1xcHA0bNkSr1bJnzx6OHTuGn58f/fr1o0OHDmWkwy1FcQWqprc7z6LIZKASIcH6hENeMkfGucDucbAb/IBhPmbs+Gvlm6OBI+NciM9LBiyf46HX67gcf5LEY4eN7wUCAEnSkZERy+7du8jM1BEZ2Y177ulZRm3aVhjo68GaZqGMO3mhwjkyIFClpLOHi+UMq2NU2znp378//fv3r3D70qVLGTVqlFFjY/ny5fz666+sWrWKRYsW0aBBAzp06GDUtxgwYADHjh2r0DlRq9Wo1TeT/HJycqprcqXYyc0LHpk7TyCoTYpcGtJ2dR5ff/010U2bknYhlz+/PlXlfr2ebopfaMWObPypUzz99NN8NqBhTZprFoamf3mZ17h0IyH2u7fn4/7qdJEMW89JS/uVNZ/+Hx99eI7U1JtLICEh/ixfvpIhQ4ZY0bqKGeRXossz8kxZ+QdDNuCCqGCRDFsJNXrH1Wg0HD58mD636IH06dOHffv2AdChQweuXr3K9evX0ev17N69u6REtgIWLVqEu7u78WVwamoKZ5UCpaLyj0GpkOOssk0vXVC/kOwcOJqqp9CjMQS1xqdTdwpdYrhWHFnhq8g1Bp9O3SGodYWvQo/GHE3VI9lZtvzc0PTvVgn7gpwsflj6Fgn791nUHoHtkJb2KytXjWDWzNOEh9vzwYdBbPsxjA8+DKZBg1yGDh3Kli1brG1mhQzy82R2o6Ay44EqJZ82DxNlxFVQo87JtWvX0Ol0ZRRG/f39SU1NBcDOzo633nqLe+65h5YtWxIVFcWDDz5Y4TGnT59Odna28XXx4sUK594OMpmMII/KL8hBHg5mNZETCCyNXC6jx7DK+3B0fzzKJvVOzG36J5Z46h+SpCP+1DxWf5xB585OzJvvT0yMA46OcmJiVMybH0DXrh688sorZfqG2RI9blTiLG7SgFUxoXzbOpKDXWKEY2IGtbJWceuN/NbOsf379+f48eOcOHGCpUuXVnoslUqFm5ubyaumcXe0J9TbCTuFqd1KhZxQb6daLyPu2bMnkyZNspnjCO6MW38PYWFhLF++vNbOF9nGj37jmuPsYVqS7+KpouOD4eiK9Vw+fd3mKnaq0/RPUL/IyjrIoUNJpKYW8+RTZcUE5XIYNsyRxMREk4ILW0N3o8ozU6vDz96Ozh4uYinHTGo0VdjHxweFQmGMkhhIS0u7434tK1asYMWKFbXmJbs72mPn7Ux8Gvi7OeDi7IyzSmGTEZNdu3bRq1cvrl+/joeHh3F8y5YtKJXml7HdLWzfvp3p06dz6tQpvLy8GDx4MCtXrrSaPdb4PUS28SO8la9RITYrrYCTu69w4Mebeji2JspmbjO/s4f2i47E9Qy1Oo3MzJJrfXh4+Q+HYTfGU1JSLGZXdfgpPYsp/54HYNH5FJR25whUKVkYFSwiJ2ZQo5ETe3t72rVrx44dO0zGd+zYQdeud5bYNmHCBOLi4jh48OAdHcccnO0VZF/IJeHQVZt84qwILy8vXF3vnuodrVZb5ZyioiKGDBlCy5YtOX78OD/99BOtW7eufePKwWCvtX4PcrmM4CaeKOzkHNyWREG2xmS7QZTt3NG0Co5gWcxt5nfk5+9F7kk9Q6Xyw8urJM8vMVFT7pykG+OBgYEWs8tcfkrPYvSJJK7domOSqtYy+kQSP6VnWcewOkS1nZO8vDyOHTvGsWPHgBIp+mPHjpGcnAzAlClT+PTTT/n888+Jj49n8uTJJCcn88ILL9So4bVFZqKWzQuPsXXZUXZ8FsfWZUf56o19Fr2gr1u3jvbt2+Pq6kpAQABPPfUUaTcaESYlJdGrVy8APD09kclkjBw5Eih/OeGtt97i+eefx9XVlYYNG/LJJ5Wv8W/fvp3u3bvj4eGBt7c3Dz74IOfOnTNuT0pKQiaTsWnTJnr06IGjoyMdOnTgzJkzHDx4kPbt2+Pi4kK/fv1IT083OfYXX3xBdHQ0Dg4ONG3a1CS6Ufq4PXv2xMHBgXXr1pn1eSkUCp5++mkaNWpE69atGTt2rFn76fV63nnnHRo1aoRKpaJhw4a8+eabxu2vvfYajRs3xsnJiYiICGbNmmXiMM2dO5fWrVvz+eefExERgUqlQpKkcpfXcnNzeeqpp3BxcSEoKIgPP/zQLBurS10SZQuOboaLlzl10CL3pL7h4dGB9u3DCAiwY/03WWW+r3o9bNxYSHh4uFHQ01bQSRIzEy5T3l+YYWxWwmXjko+gfKrtnBw6dIg2bdrQpk0boMQZadOmDbNnzwZg2LBhLF++nPnz59O6dWt2797Nzz//TGho6B0ZumLFCmJiYujQocMdHacyLvybScIfhVZ/4tRoNCxYsIB//vmHrVu3kpiYaHRAQkJC+PbbbwE4ffo0KSkpvP/++xUea8mSJbRv356jR48yfvx4XnzxRU6dqrj0ND8/nylTpnDw4EH++OMP5HI5jzzyCPpbdF7mzJnDzJkzOXLkCHZ2djz55JNMmzaN999/nz179nDu3DnjdwJgzZo1zJgxgzfffJP4+HjeeustZs2axZdffmly3Ndee42JEycSHx9P3759q/ysHBwc6Nu3L9OmTSMzM7PK+aWZPn0677zzDrNmzSIuLo5vvvnGZPnR1dWVtWvXEhcXx/vvv8+aNWtYtmyZyTHOnj3Lpk2b+Pbbb40Oe3ksXryYli1bcuTIEaZPn87kyZPLRBhrgpSELJP+OuWRd11NSkJWjZ+7uhia/pmDyD2pX8hkCqKbzmHcC97ExhYwZ/ZV4k4WUVCgJ+6kmjmzU9m3L4v33nvP5vROYrPySFFXHPWVuCldL6iYauec9OzZs0op9/HjxzN+/PjbNqo8JkyYwIQJE4wtl2savV5i/9aKRXOg5IkzvJVvrVc+PP/888b/j4iI4IMPPqBjx47k5eXh4uKCl5cXAH5+fiY5J+UxYMAA4+/itddeY9myZezatYumTZuWO/9WYb3PPvsMPz8/4uLiaN68uXH8lVdeMToP//d//8eTTz7JH3/8Qbdu3QAYNWqUSU+bBQsWsGTJEqMuQXh4OHFxcaxevZoRI0YY502aNKla2gXz5s3j6NGjPPnkk9x77738+uuvBAWVlO+99NJLXLhwgW3btpXZLzc3l/fff5+PPvrIeP7IyEi6d+9unDNz5kzj/4eFhTF16lQ2btzItGnTjOMajYb//Oc/+Pr6Vmpnt27deP311wFo3Lgxe/fuZdmyZTUuPpifU7ljUt15tU1Up660HTCYIz9/X+Vcc3NUBHcHfn59Gf/ilyiVJTonEydeMW5r2DCAzZv/Y5M6J79ey656EkK6viqEdu4NUhKyykRMbsXwxBncxLy18tvl6NGjzJ07l2PHjpGZmWmMWiQnJxMTE1OtY7VseTORUCaTERAQYFwiKo9z584xa9YsYmNjuXbtmsm5SzsnpY9riDa0aNHCZMxwnvT0dC5evMioUaMYM2aMcU5xcXEZR7N9+/Zm/2zXr19n0aJFbNmyhQEDBiCXy+nWrRu//fYbUVFRnDhxokLBwPj4eNRqNb17967w+Js3b2b58uWcPXuWvLw8iouLy1SLhYaGVumYAHTp0qXM+9qo4HF2M6+JprnzLEFEuw5mOSdOtfBQIrBt/Pz68sb0k4wbWzcUYnWSxOar5jnRQrq+csSncwNbeeLMz8+nT58+9OnTh3Xr1uHr60tycjJ9+/ZFo6nceSqPW6tGZDJZmSWa0gwaNIiQkBDWrFlDUFAQer2e5s2blzl36eMaKppuHTOcx/DvmjVr6NSpk8lxbr3AODs7m/ujcfr0adRqtXGJcf78+eTk5NC9e3eWL19ObGwsX3/9dbn7Ojo6Vnrs2NhYnnjiCebNm0ffvn1xd3dnw4YNLFmy5LbtvZXaqAQLjPLA2UNV6dKOi6eKwCiPGj93dSgoKDAuL6YknDYqw6bl5Jn8W5oTJ+PxjSjJARLUH2QyBT4+3RgypJu1TamS2Kw8MrVV50Z5KxVCur4K6oxzUtulxLbyxHnq1CmuXbvG22+/bVTDPXTokMkce/uSErqa/iwyMjKIj49n9erVxiSzv/76646P6+/vT3BwMOfPn+fpp5++4+MZCA4uabC1e/duhg0bBsCyZcvIy8vjqaeeYuLEicY5txIVFYWjoyN//PGHsdVCafbu3UtoaCgzZswwjl24UPmyX2XExsaWeV/R0tqdYBBl2776RIVzbEGU7dSpU7Rr167C7d/sP1ZmbPmOvzh8+DBt27atRcsEgtvH3KWaR/29hN5JFdQZ56S2c04CozxwcrevdGnHEk+cDRs2xN7eng8//JAXXniBEydOsGDBApM5oaGhyGQyfvzxRwYMGICjoyMuLnfuhXt6euLt7c0nn3xCYGAgycnJxjyJO2Xu3LlMnDgRNzc3+vfvj1qt5tChQ1y/fp0pU6aUu893331n1C8pj5CQEJ544gkmTJiAWq2mW7dunD9/nn///RdnZ2d++OEHZsyYgZ9fWV0PBwcHXnvtNaZNm4a9vT3dunUjPT2dkydPMmrUKBo1akRycjIbNmygQ4cO/PTTT3z33Xe3/fPv3buXd999l4cffpgdO3bw3//+l59++um2j1cZBlG2PRsTTCIoLp4quj9uGzonTZs25fDhkiZ/qecS2LHmIwC0xTquFxTi6eSI0s40qvbAmJdqxaET1D0kSUdW1kHU6jRUKj88PDogk1l/mcfcpZq+PjUvJnq3UWeck9pGLpfR6eFQ/vyy4jJMSzxx+vr6snbtWt544w0++OAD2rZty3vvvcdDDz1knBMcHMy8efN4/fXXee6553j22WdNkk9vF7lczoYNG5g4cSLNmzenSZMmfPDBB/Ts2fOOjz169GicnJxYvHgx06ZNw9nZmRYtWlSqaJudnc3p06crPe6XX37J4sWLefPNN7lw4QLBwcEMHz6cX375hd69e/PQQw/x559/lruMM2vWLOzs7Jg9ezZXrlwhMDDQWPI+ePBgJk+ezEsvvYRarWbgwIHMmjWLuXPn3tbPP3XqVA4fPsy8efNwdXVlyZIlZlUj3S63irI5u5U41taOmBhwcnIyRkD0rVtxcecvRrXY8HLmu3r70O/Rocjl1r8BCaxLWtqvnEmYj1p9U+xTpQqgcdRs/Pxq72/KHDp7uBCoUpKq1pZbSgwQJLoRm4VMqqr0xsYwRE6ys7PLJCcWFRWRmJhIeHg4Dg7Vb2CWn5/P3p//5fIhnUkExZaeOAX1h/K+z0eOHKFdu3Y1vrxRW8c1F0MDwIp4aMobNtuh2NqfnSXssJWfMS3tV46fmABlbv0lTneL5ius7qAYBNgkQHsmnswXnsLr429QNi5pcDs+xJfZjcpfbq4tbOW7Udn9+1bqTOSktnNODHiFK+nSrwU5V7Q2+cQpENyNRHXqykNT3mDn2k9M+u24evvQa8RYm3VMBJZDknScSZhPWceEG2MyziQswNf3fqsu8Qz09eDFEF9WXkwvd/uqi+m0c3cWEvZVUGeck9rOOSmNQQZcIBBYjqhOXYns0KmkIWDWdVw8PAmObiaWcuohpau5DKSlHWL37gT8A+xQ2ZfVDw1pqARSyMo6iKdnZwtZWhadJPFdWlalc2YlXKafj7tIiq2EOuOcCASCux+5XCGa/AmqrOYqj1WrgolqrEKttm7vqOooxHbztL1eaDq9xIHETNJyi/BzdaBjuBcKK6wcCOfkBpIkUXijPr1Qq8NJkmyyI7FAYC56vWSzCbECQWWUruYycOjQNsaNm8v06b40bFi2U3FJ5KSkaaA1qcsKsdtPpDBvWxwp2UXGsUB3B+YMiqFfc8s2WBTOCZBdqOFKVhGaokIALl8vJL0QgjwccHcsv123QGCr6PUSh35J5N8/LqEuuHkBdHBWcu9TjWnUzr+SvQUC61O6msuAJOmAuTRsqCKqcXnXZRkqVQAeHrXXf60q6rJC7PYTKby47kiZjJ7U7CJeXHeEVcPbWtRBqXbjP2tRW43/sgs1XMgoQKszVU3V6vRcyCggu7D6qqwCgbU4dzSNz1/dw8FtSSaOCUBRvpZf15xk77eVdy0WCGwR0yTXWyOAJe8bR82yajJsXVWI1ekl5m2Lq7ST8rxtcegs2M28zjgnEyZMIC4ujoMHD9bYMSVJ4kpWUaVzrmQVVdnoUCCwBc4dTWP76hOo8ysPFx/bcZGzh627Li8Q3C6NGr2GSmUa/VOpAmyijLiuKsQeSMw0Wcq5FQlIyS7iQGL1Or/fCbYVV7Iw+WpdmYjJrWh1evLVOlwc6vVHJbBx9HqJPRvNj4jsXn+aiDa132FbIKhpvLy60qbNi3VaIdbdzrbiAjviUqueBKTlVv4wX5PY1idkYYoraYB3O/MEAmuRkpBVabO/WynM05KSkFV7BgkEtYhMpsDTszMBAQ/h6dnZJhwTuKkQWxXrrmSgs5GI/PYTKXy+N8msuX6u1Rc3vV3qtXNiJzfvxzd3nkBgLW6nW3Ztd9gWCOobCpmM4YFeVc5L0RQTm1W287alMeSamEOge0lZsaWo13ddZ5UCeRXrfnZyGc4q2/DK7xbmzp1L69atrW3GXcXtdMuu7Q7bAkF9JMLJvOiCLZQSV5VrUpo5g2IsqndSZ5yT2qjWySnUoi8ntCbp9WSejSPlyD6unY1Dr69dyXxrodGISqS7hcAoD5w9zHc2LNFhWyCoj5ibd2ILpcTm5pCM6hZmcZ2TOuOc1HS1jiRJXC6nUif9TBx/vTONw6ve4sTXKzm44k3WTBhFwv59NXLe8ujZsycTJ05k2rRpeHl5ERAQUKb7bXZ2NmPHjsXPzw83Nzfuu+8+/vnnH+P2c+fOMXjwYPz9/XFxcaFDhw78/vvvJscICwtj4cKFjBw5End3d8aMGVOuPZIk8e677xIREYGjoyOtWrVi8+bNxu06nY5Ro0YRHh6Oo6MjTZo04f333zc5xq5du+jYsSPOzs54eHjQrVs3Lly4wNq1a5k3bx7//PMPMpkMmUxWIx2V6ztyuYwew6LMnm+JDtsCQX3EkHdS0V+XDNvpTGxuDsn9MQG1bElZ6oxzUpPodDoysnPRqguRtGrj6+o/+4n7fhPqbFMRnfzrGfyw9K1adVC+/PJLnJ2d2b9/P++++y7z589nx44dQImzMHDgQFJTU/n555+N3R979+5NZmZJaVdeXh4DBgzg999/5+jRo/Tt25dBgwaRnJxscp7FixfTvHlzDh8+zKxZs8q1ZebMmXzxxResWrWKkydPMnnyZIYPH87//vc/APR6PQ0aNGDTpk3ExcUxe/Zs3njjDTZt2gRAcXExDz/8MPfeey///vsvf//9N2PHjkUmkzFs2DCmTp1Ks2bNSElJISUlhWHDhtXWx1qviGzjR79xzSuNoLh4qug3rrnosC0Q1BIKmYyFUSVdh8tXY4EFUcE2UUrcMdyLQHeHSh0pS+eaGLB+XMkKFBUVkXT2jMmYpNdzetuGSvf788tPiOzQqVYakbVs2ZI5c+YAEBUVxUcffcQff/zBAw88wJ9//snx48dJS0tDpSq58bz33nts3bqVzZs3M3bsWFq1akWrVq2Mx1u4cCHfffcdP/zwAy+99JJx/L777uOVV16p0I78/HyWLl3Kzp076dKlCwARERH89ddfrF69mnvvvRelUsm8efOM+4SHh7Nv3z42bdrE448/Tk5ODtnZ2Tz44INERkYCEB0dbZzv4uKCnZ0dAQGW98bvdiLb+BHeytcoW+/grCTjch45GUW4+zjSvGcD7GysjFEguNsY6OvBp83DmJKUQEap8UCVkgVRwTbTkVghlzFnUAwvrjuCjLL9niVg1kDL5poYqJfOiYODA2GNGnP5eqFxLPPcKTR5OZXul5txjcvxJ2ulMVnLlqbHDAwMJC2tRCjr8OHD5OXl4e3tbTKnsLCQc+fOASVOxbx58/jxxx+5cuUKxcXFFBYWlomctG/fvlI74uLiKCoq4oEHHjAZ12g0tGnTxvj+448/5tNPP+XChQsUFhai0WiMSa5eXl6MHDmSvn378sADD3D//ffz+OOPExho2TXL+oqhq/bZw1fZ8VkcRfk3m5Ad+/0iPYZFiciJQFDLDPT1wK9lBB2B6RGBdGkdSWcPF5uImJSmX/NAVg1vW6anjoEFP8UhlyN661gChUKBt7sr6YUYRdg0Bflm7ZuXZV7fhOqiVJrWxstkMvQ39FX0ej2BgYHs2rWrzH4eHh4AvPrqq/z666+89957NGrUCEdHR4YOHVom6dXZ2blSOwzn/OmnnwgODjbZZojabNq0icmTJ7NkyRK6dOmCq6srixcvZv/+/ca5X3zxBRMnTmT79u1s3LiRmTNnsmPHDjp3tl4r8/rE3m8TOLbjYpnx/Cw121efEEs7AoEFMDgi93m70dYGOxAb6Nc8EL1eYvw3/9/enYdFWa4PHP8Ou6yDsooIKCCOqAhYaSlUGqj5g6xcMzyWWmKmlpbH3DWXMikjMzuFRzsn7WidRA+mmXsqIpQECCKIKYgLq8iwzPz+QCbGGWBQdp/PdXnpvO8z7/vMNDE3z3Lf8RrnWqq2zkMZnEDVl39nqQmXbpYAYGwp1el55lLrJuyVdr6+vuTk5GBgYICrq6vWNkePHmXSpEk899xzQNUalMzMzAbfSyaTYWxsTFZWFgEBAbXea+DAgUyfPl11rHoEp6Z+/frRr18/5s+fz4ABA/jXv/7FY489hpGREZWV7XMHVGtwIS5Xa2BS07Edabj1FRliH5RSoUR+uQgA+eUilD5KJOI9bTRKZaUqE2xhYdP8YihU5TtZvidZ6zklVWtPlu5OYqjModmmeB7a4ATAqoMRLp2q6udYd/PC2Koj8oLaawdYdLLBqWevZuxhlSFDhjBgwABCQ0NZs2YNPXr04OrVq+zdu5fQ0FD8/f1xd3dn165djBw5EolEwsKFC1WjIA1hYWHB22+/zezZs1EoFDzxxBMUFhZy4sQJzM3NCQsLw93dnX/+85/s27cPNzc3tm7dSmxsLG5ubgBkZGTwxRdf8H//93907tyZ8+fPk5qayssvvwxU7RrKyMggISGBLl26YGFhoRqVER6MQqHk8L/P19uuOE9Odlo+Tj2aP9huL+4k3iB/dzr556vKBuR/n0ZOkgnSkd3p4G3Twr1r+3Jz95Gatgy5vCq1elpqVdLAW7dOAL51PFNoqIbU1hnQvVOt7RpTm1kZ11RVia06GOHlYEF3O0ueeOnVOts+GTa1SRbD1kcikbB3714GDx7M5MmT8fT0ZOzYsWRmZmJvX1UAa/369VhbWzNw4EBGjhxJUFCQRslxXS1fvpxFixaxatUqevbsSVBQELt371YFH6+99hqjRo1izJgxPProo9y8eVNtFMXU1JSUlBSef/55PD09mTp1KjNmzGDatGkAPP/88wQHB/Pkk09ia2vLv//97wd8h4Rq2Wn5lBaX198QKK6n6KVQuzuJN7i5LZnKAvVp08qCMm5uS+ZO4o0W6ln7kJu7j3OJ4arApKYLF9aQm7uvBXrVfuma76Q5a+u0mZGT8PBwwsPDKSwsxMrKqlGvLZFIMDcxwGfwYMyMDTgY9QXFt/764WLRyYYnw6bi8ejARr1vNW1rSX744Qe1xxYWFnzyySd88sknWq/h6urKwYMH1Y6Fh4erPdZ1mkcikTBz5kxmzpyp9byxsTFff/01X3/9tdrxVatWAWBvb8/3339f6/WNjY3V8qYIjachKenvFOkWxAjqlAol+bs1pzFryt99ERNZJzHFcx+UykpS05ahuXfkL6lpy7G1HdJqauq0dbrmO2nO2jptJjhpLh6PDqR7/0e5kvwHxfl5mEutcerZq0VGTAShoRqSkr6DhVET9qR9Kikp4bf9saqpHIALNy+p/Q1ADkh338HY2QIvLy9MTU2bu6ttRlpaGkVFRarHhYXnSEm5pNEuK6vs7t9yIJOK8m1YWvau89oWFhZ4eOienPBhVZ3vJKegVGtIKAEcmjnfiQhOtNDT02+S7cKC0NQcPaSYmBvqNLVj3oB090KVlJQUBoYGaj03M3qF+oEtVX9VJ00UNKWlpeHp6dmg56xadf3uvybp1D41NVUEKPWoK99J9dhfc9fWEcGJILQjenoSAsb1YN/mxDrbido698fLy4sTPxwi//u/Rk7kFWVcLsjG2coRY4O/RqOkz3moRk4E7apHTLZt26ZK1Fg1crJAo21ZmYKcnAocHAwwMtLDy2tlnSMnycnJvPTSS2qjMkLtast34mBlwuKRMpHnRBCEB+PuZ8e1TOc6txOL2jr3x9TUlMdGDiYnyURtMax/F/UvSX0rYxxG9hdrTnTUs2dP1eiSUtkXA8MvkMuvce+6k17e1f+S0FNmi72dGJFqTMHejgyVOXA64xa5RaXYWVRN5bREhtg2s1tHEATdOXRr3EXjwl8kehKkI7vX2UY6spsITO6TRKKPp8eielopSUx8o1Xu2qlUKjmeV8T31/JIKNQtuWdroq8nYUD3ToT4ODGge6cWCUxABCeC0O4oFEqObk+rs82xHWkoFLXvhhDq1sHbhk4v9UTfSn1Rsb6VMZ1e6inynDwgO7sgvHttQLN0nrrklL+jVLaehI57rufj/2sSzyek83rSJeae/xOAjVnXOJ5XRKVS/D+nKzGtIwjtzJn/ZXA7v+4txSIJ24Pr4G2DiawT8owCFEVl6FkYYexmJUZMGomhoRV1bScGqKjIJy/vFB07Nk2ah4bYcz2fVxMztfZ417V8diek42hsyIpWVPivNRMjJ4LQjqTH5xK7O1Ontg3JiSJoJ9GTYNJdiqmPHSbdpSIwaUR5eScbtV1TqlQqeS/tSj2hFOTIy3k1MZM91/Obo1ttmghOBKGd0GU6p6aG5EQRBKF2J/OLyZbXv32/OnhZmHZFTPHUQwQnD6FDhw4hkUjIz89v6a7oTKlUMnXqVDp27IhEIiEhIaHWthKJRCPD7sMgOy2/3umcamIrsdDaWVvrVsFc13ZNKbesQue2SuCqvJyT+cVN16F2oM2sOYmMjCQyMlJUs22gwMBAfHx8iIiIaOmuPJCYmBiioqI4dOgQ3bp1w8am9gWH2dnZWFs/fGspGjJNI7YSC61deXlBvW0MDa2xtn60GXpTNzujhn+VNiSgeRi1mZGT8PBwkpKSiI2NbfJ7KRVKStPzKUnIpTQ9H2Ub3NVQXt78dVOa8p7p6ek4OjoycOBAHBwcMDDQ/GFQVlaVd8LBweGhrHKs6zSNu58d3fvZNXFvBOH+KZWVnD//Xr3tevRY1irq6zwmNcfR2LCevUXq7iegeZi0meCkudxJvEHOmtPc2HyOW9+e58bmc+SsOd2kVUYDAwOZOXMm8+bNo2PHjjg4OLBkyRK1NllZWYSEhGBubo6lpSWjR4/m2rVrqvNLlizBx8eHr776im7dumFsbExYWBiHDx/m448/RiKRIJFI1Ir/xcXF4e/vj6mpKQMHDuT8+fNq99y9ezd+fn6YmJjQrVs3li5dSkXFX9G+RCLh888/JyQkBDMzM1asWKHqx9atW3F1dcXKyoqxY8fWmaXx5s2bjBs3ji5dumBqakrv3r3VKhVPmjSJN954g6ysLCQSCa6urqr3bcaMGcyZMwcbGxuGDh2q6lfNaZ0///yTsWPH0rFjR8zMzPD39+fUqVNAVdATEhKCvb095ubm9O/fnwMHDuj03621cfSQYmpVf72cnIsFYhux0Krl5Z2ivCK/3naGBtIm74su9CUSVng46dRWAnQ2NuQxqXnTdqqNE8FJDS1ZBn3Lli2YmZlx6tQp1q5dy7Jly9i/fz9Qtd4iNDSUW7ducfjwYfbv3096ejpjxoxRu8aFCxfYsWMHO3fuJCEhgU8++YQBAwYwZcoUsrOzyc7OxtnZWdV+wYIFrFu3jjNnzmBgYMDkyZNV5/bt28dLL73EzJkzSUpKYtOmTURFRbFy5Uq1ey5evJiQkBDOnTunen56ejo//PAD0dHRREdHc/jwYVavXl3ray8tLcXPz4/o6GgSExOZOnUqEydOVAUQH3/8McuWLaNLly5kZ2erjZ5t2bIFAwMDjh8/zqZNmzSuXVxcTEBAAFevXuXHH3/kt99+Y968eSgUCtX54cOHc+DAAeLj4wkKCmLkyJFkZWXp9N+tNdHTk9BrcOd621VvIxaE1qot7dSpNsJWypferjgaG9bapnpkZbmHE/oSMa1aFzGudFdLl0Hv06cPixcvBsDDw4NPP/2Un3/+maFDh3LgwAF+//13MjIyVMHF1q1b6dWrF7GxsfTv3x+omtbYunUrtra2qusaGRlhamqKg4ODxj1XrlxJQEAAAO+++y4jRoygtLQUExMTVq5cybvvvktYWBgA3bp1Y/ny5cybN0/VT4Dx48erBTUACoWCqKgoLCwsAJg4cSI///yzRmBTzcnJibffflv1+I033iAmJobvvvuORx99FCsrKywsLNDX19d4He7u7qxdu7bW9/Vf//oX169fJzY2lo4dO6qeU61v37707dtX9XjFihV8//33/Pjjj8yYMaPW67ZWUjvdqt+KbcSC0PhG2EoJtrHiZH4x+24Usu3ieW7VOO9obMhykedEJyI4uUueUaAxYnKvygI58owCTLpLG/3+ffqoV0F2dHQkNzcXqCpg5ezsrDbqIZPJkEqlJCcnq4ITFxcXtcCkIfd0dKwq6pSbm0vXrl2Ji4sjNjZWLaCorKyktLSUkpISVQl4f39/jeu6urqqApN7X4s2lZWVrF69mu3bt3PlyhXkcjlyuRwzM7N6X4O2+9eUkJBAv379VIHJvW7fvs3SpUuJjo7m6tWrVFRUcOfOnTY5cgK6rzsR24iF1sza+jEyL0Xq1K610ZdIeNzagsetLRhZ6M4jwPxujgzw6c5jUnMxYqIjEZzcpSiqOzBpaLuGMjRUHwqUSCSqqQelUolEywf63uO6fJnXds/q61TfU6FQsHTpUkaNGqXxPBMTkzrvWddr0WbdunWsX7+eiIgIevfujZmZGbNmzVItcK1Lfa+5Q4cOdZ6fO3cu+/bt48MPP8Td3Z0OHTrwwgsv6HTv1sjRQ4qZ1LjOLcViG7HQ2llbP4qBgZSKOtadGBhIW8VOnbpUByJPdbLE19qintZCTSI4uUvPov6FhA1p15hkMhlZWVlcvnxZNXqSlJREQUGBqsx4bYyMjO5r+7Wvry/nz59XmwJpKkePHiUkJISXXnoJqAqM0tLS6n1tuujTpw9ffvklt27d0jp6cvToUSZNmsRzzz0HVK1BqblouK3R05MwaIwHMZsSa20jthELrZ1Eok9Pr/c5lzi91jY9vd5vFTt1hKYhFsTeZexmpVHE6176VsYYuzV/tdchQ4bQp08fJkyYwNmzZzl9+jQvv/wyAQEB9U5ruLq6curUKTIzM7lx40adIxg1LVq0iH/+858sWbKEP/74g+TkZLZv385779W/va+h3N3d2b9/PydOnCA5OZlp06aRk5PTKNceN24cDg4OhIaGcvz4cS5evMjOnTv59ddfVffetWsXCQkJ/Pbbb4wfP17n96i16t7PjuBp3phJ1aduzK2NCZ7mLbYRC22CnV0Qvb0/w8jIXu24kZEDvb0/w84uqIV6JjQHMXJyV3UZ9Jvbkmtt01Jl0Ku3xr7xxhsMHjwYPT09goOD2bBhQ73PffvttwkLC0Mmk3Hnzh0yMjJ0umdQUBDR0dEsW7aMtWvXYmhoiJeXF6+++uqDvhwNCxcuJCMjg6CgIExNTZk6dSqhoaEUFNSfhKk+RkZG/PTTT7z11lsMHz6ciooKZDIZkZFV89nr169n8uTJDBw4EBsbG9555x0KCwsf+L4tSaFQYmJqyIDnunOnqIwOFoaYS01w9JCKEROhTbGzC8LWdgj5+bHI5bkYG9shlfYXIyYPARGc1FBdBj1/d7ra4lh9K2OkI7s1WRn0Q4cOaRy7N/16165d+e9//1vrNZYsWaKRGwXA09NTNUpQzdXVFeU9dR18fHw0jgUFBREUVPtvJ/e2r60fs2bNYtasWbVep2PHjvWmm9d2DW3vm7Z+ubi48J///EdrW1dXVw4ePKh2LDw8vM6+tGbp8bkc3Z6mtubETGrMoDFiKkdomyQSfaytH0OprCQ/P5Zr1/aIIOUhIIKTe4gy6EJblR6fq3Wtye18OTGbEgma0gt3P3stzxSE1i03dx+pacuQy/+a7jU2dsDTY5GY3mmnxJoTLUQZdKGt0aUi8U9f/sGFuNq3dAtCa5Sbu49zieFqgQmAXJ7DucTpXMvd20I9E5pSi4ycGBgY4O3tDVTlqfjyyy9bohuC0OaUlJQAcPbsWbXjuZmFpKSlqB0rryjjZlEOnSwcMDSoWuz95fupDHjeHWcv9Z1Lycm1r7UShJaiVFaSmraMqlq+2iUmzoReEuzthzVfx4Qm1yLBiVQqrbPkvSAI2qWkVAUgU6ZMuf+L7Kr9VM3keYLQ1CQVpfRz0KNDfipc1RzILyo6h9GNP6kvgcOlk69h6P4uHa0HqI51yE+ln4MekorSRu610BzEmhNBaENCQ0MB8PLyUmXphaqRk0PfqI+c5ORlseWXVYQ9OR8H665q5wIneGHnaql2zMLCAg8Pj6bpuCBoYVKcxdlp5nBkGhzRPG8JPKLrxeLfVXvYEzg7zZzk4ixg4IN1VGh2DQ5Ojhw5wgcffEBcXBzZ2dl8//33qh+Y1T777DM++OADsrOz6dWrFxEREQwaNEh1vrCwED8/Pzp06KBW30UQhLrZ2Nho3c6t8FGSc9pQa2ZYB+uuONt6qh3r5uyFp69mvSVBaE6l5l3x3VTMN998Q08vL43zhUXnSEnRPbeSl9cKLC16A5CcksKECRP4x/Cu9TxLqFapUHI64xa5RaXYWZjwiFtH9FtozWWDg5Pbt2/Tt29f/va3v/H8889rnN++fTuzZs3is88+4/HHH2fTpk0MGzaMpKQkunat+pBkZmbSuXNnEhMTGTFiBOfOncPS0lLjWoIg6EaXzLA1ido6QmugNDAhPkfBHakndPbROG+h7M2da+upqNAt51GJlRWWDlXXuZOjID5HgdLApO4nCQDEJGazdHcS2QV/TYM5WpmweKSMYG/HZu9Pg3frDBs2jBUrVmituQLw0Ucf8corr/Dqq6/Ss2dPIiIicHZ2ZuPGjao2nTtXlXX39vZGJpORmppa6/3kcjmFhYVqfwRB0NS9nx1BU3pRX10xUVtHaCskEn2cnf+mc3tjY5H9+H7EJGbz+razaoEJQE5BKa9vO0tMYnaz96lRtxKXlZURFxfHM888o3b8mWee4cSJEwDk5eUhl1cNPf/5558kJSXRrVu3Wq+5atUqrKysVH9qVuYVBEGdu589fZ+u+/8Rd387kZBNaDPcXKdjYCCtt52RkQNSaf+m75COKpVKEgpvA5BQeJtKLUkrW4NKhZKlu5O07oeqPrZ0dxKViubtf6MGJzdu3KCyshJ7e/VET/b29qpaKcnJyfj7+9O3b1+effZZPv7441rL2QPMnz+fgoIC1Z/Lly83ZpcfSocOHUIikZCfn9/SXWm1qksGtDUKhZK0M3XnMrlwJhdFM/+gEYT7JZHo09nxxXrb9fBc1Goyxu65no//r0nMPf8nAHPP/4n/r0nsuZ7fsh3T4nTGLY0Rk5qUQHZBKaczbjVfp2ii3TqSe8aVlUql6tjAgQM5d+6cztcyNjbG2FjMj9+vwMBAfHx8iIiIaOmutCnZ2dlYW1u3dDcaLDstX+ui2JqK8+Rkp+Xj1KPtvT7h4ZObu4+sy7XnwtLTM6WX7MNWkyl2z/V8Xk3M1BiJyJGX82piJl96uzLCVtoSXdMqt0i3rda6tmssjTpyYmNjg76+vkZF2dzcXI3RlIaKjIxEJpPRv3/TD9spFAoyMjI4d+4cGRkZbbJKbXl5+UNxz8ZWVlZVU8nBwaFNBsW3C+sOTBraThBaki5J2AwNrbC1HdJ8napDpVLJe2lX6pwiWZh2pVVN8dhZ6LZgWNd2jaVRgxMjIyP8/PzYv3+/2vH9+/czcOCD7TMPDw8nKSmJ2NjYB7pOfZKSkoiIiGDLli3s3LmTLVu2EBERQVJSUpPdMzAwkJkzZzJv3jw6duyIg4ODRvG8rKwsQkJCMDc3x9LSktGjR3Pt2jXV+SVLluDj48NXX31Ft27dMDY2JiwsjMOHD/Pxxx8jkUiQSCRkZmaqnhMXF4e/vz+mpqYMHDiQ8+fPq91z9+7d+Pn5YWJiQrdu3Vi6dCkVFRWq8xKJhM8//5yQkBDMzMxYsWKFqh9bt27F1dUVKysrxo4dS1FRUa2v/+bNm4wbN44uXbpgampK7969+fe//63xHr3xxhvMmjULa2tr7O3t+eKLL7h9+zZ/+9vfsLCwoHv37vzvf/9Te15SUhLDhw/H3Nwce3t7Jk6cyI0bN9SuO2PGDObMmYONjQ1Dhw5Vvbaa0zp//vknY8eOpWPHjpiZmeHv78+pU6cASE9PJyQkBHt7e8zNzenfvz8HDhyo9fU2JV134YjdOkJbUFWNOKfONnJ5Nvn5Tfu9oKuT+cVky2v/JU0JXJWXczK/uPk6VY9H3DriaFV/4JF3u3l/oWlwcFJcXExCQoIqw2tGRgYJCQlkZWUBMGfOHL788ku++uorkpOTmT17NllZWbz22muN2vGmkJSUxI4dOzR2BBUWFrJjx44mDVC2bNmCmZkZp06dYu3atSxbtkwV5CmVSkJDQ7l16xaHDx9m//79pKenM2bMGLVrXLhwgR07drBz504SEhL45JNPGDBgAFOmTCE7O5vs7Gy1BcULFixg3bp1nDlzBgMDAyZPnqw6t2/fPl566SVmzpxJUlISmzZtIioqipUrV6rdc/HixYSEhHDu3DnV89PT0/nhhx+Ijo4mOjqaw4cPs3r16lpfe2lpKX5+fkRHR5OYmMjUqVOZOHGi6su/5ntkY2PD6dOneeONN3j99dd58cUXGThwIGfPniUoKIiJEyeqUrxnZ2cTEBCAj48PZ86cISYmhmvXrjF69GiN6xoYGHD8+HE2bdqk0b/i4mICAgK4evUqP/74I7/99hvz5s1TjagVFxczfPhwDhw4QHx8PEFBQYwcOVL1/0Rzsu9uhYm5YZ1txG4doa2Qy3WrBaVru6aWW1ZRf6MGtGsO+noSFo6Q1dtuwQ+JzbootsFrTs6cOcOTTz6pejxnzhwAwsLCiIqKYsyYMdy8eZNly5aRnZ2Nt7c3e/fuxcXF5YE6GhkZSWRkJJWVlQ90ndooFApiYmLqbBMTE4OXlxd6eo1fL7FPnz4sXrwYAA8PDz799FN+/vlnhg4dyoEDB/j999/JyMhQBRdbt26lV69exMbGqqa6ysrK2Lp1K7a2tqrrGhkZYWpqioODZsKtmgnw3n33XUaMGEFpaSkmJiasXLmSd999l7CwMAC6devG8uXLmTdvnqqfAOPHj1cLaqDqvYyKilKlQp84cSI///yzRmBTzcnJibffflv1+I033iAmJobvvvuORx99VHW8b9++vPdeVUKm+fPns3r1amxsbFSp3BctWsTGjRv5/fffeeyxx9i4cSO+vr68//77qmt89dVXODs7k5qaiqdnVWIyd3d31q5dW8t/GfjXv/7F9evXiY2NVS3ednd3V+tX3759VY9XrFjB999/z48//siMGTNqvW5jS4/P5ZdtKchv1/2DT+zWebgpFAouXbpEcXEx5ubmuLi4NMnPtMag69bg1rKF2M5It69UXds1F2uz+goEQF5JOZ8eTOPNIZ71tm0MDX6HAgMDUdYzXzZ9+nSmT59+353SJjw8nPDwcAoLC7GysmrUawNcunSp3hwqhYWFXLp0CTc3t0a/f58+fdQeOzo6kptb9dtAcnIyzs7OaqMeMpkMqVRKcnKyKjhxcXFRC0wack9Hx6okO7m5uXTt2pW4uDhiY2PVAorKykpKS0spKSlRpU739/fXuK6rq6tajZaar0WbyspKVq9ezfbt27ly5QpyuRy5XI6ZmVmt/dXX16dTp0707t1bdax6XVP1veLi4vjll18wNzfXuGd6eroqONH2GmpKSEigX79+te4qu337NkuXLiU6OpqrV69SUVHBnTt3mnXkJD0+V+cEbBfO5DLgOXcRoDyEkpKSiImJUftZZ2lpSXBwMDJZ/b89NzeptD/Gxg7I5dfQvu5EgrFx69lC/JjUHEdjQ3Lk5bX0FhyNDXlMqvkzqSnVVjC02q/nc5HnXFA9VlaUUVFwDQMreyQGfwUukd9lMlBapJY1tqmKhrau8K0FFRfrNgeoa7uGMjRUH4qXSCSqaYOau51quvf4vV/mDbln9XWq76lQKFi6dKnWZHsmJn/NT2q7Z12vRZt169axfv16IiIi6N27N2ZmZsyaNUu1OLWu69b3GkaOHMmaNWs07lkdjNX2Gmrq0KFDnefnzp3Lvn37+PDDD3F3d6dDhw688MILGv1vKgqFkqPb03RuL3brPJyqp63vVT1tPXr06FYXoEgk+nh6LOJcYjhVX+01v/Kr/n/39FjYarYQ60skrPBw4tXETO79iV39eLmHE/r1ZUpsZI1SMBTIAR75Qvu5xi4aKoKTu7T9dv0g7RqTTCYjKyuLy5cvq0ZPkpKSKCgooGfPnnU+18jI6L6mwnx9fTl//rza9EVTOXr0KCEhIbz00ktAVVCRlpZW72urj6+vLzt37sTV1RUDg/v/qPfp04cvv/ySW7duaR09OXr0KJMmTeK5554DqgLYmguPm5ou24fvJXbrPFxaetr6QdjZBdHbO5LUtGVqi2MNDa3p0WNpq9lCXG2ErZQvvV15L+0KNcdOHY0NWe7h1CLbiGsrGFqtUqFk/OaTFMurpoTLb17mZvQ6Oj37Foad1JM6vjXUk6d6qu++bYqioW0mOGnqNScuLi5YWlrWObVjaWn5wGtn7seQIUPo06cPEyZMICIigoqKCqZPn05AQEC9UxKurq6cOnWKzMxMzM3N60x4V9OiRYt49tlncXZ25sUXX0RPT4/ff/+dc+fOsWLFisZ4WSru7u7s3LmTEydOYG1tzUcffUROTs4DByfh4eFs3ryZcePGMXfuXGxsbLhw4QLffvstmzdvRl9ft9+2xo0bx/vvv09oaCirVq3C0dGR+Ph4OnfuzIABA3B3d2fXrl2MHDkSiUTCwoULm3X7+f0EGmK3TvsjqSiln4MeHfJT4ap6gJF99SpmhWnUOUZYeI3sszE43S0vUlOH/FT6OeghqWjeXBfV7OyCUCjLSUl5j8rKqp1/5eW3SEtbiQT9VhmgBNtYsaXsFq8AH/ToQtgAWbOPmFSrrWBoTSEX9fnP2Stqxww7OWPsoP4LqnXXHvj61p7VvbG0meCkqdec6OnpERwcrHXYs1pwcHCL/FZRva31jTfeYPDgwaq+btiwod7nvv3224SFhSGTybhz5w4ZGRk63TMoKIjo6GiWLVvG2rVrMTQ0xMvLq94P+P1YuHAhGRkZBAUFYWpqytSpUwkNDaWgQLdiX7Xp3Lkzx48f55133iEoKAi5XI6Li0uD/zsaGRnx008/8dZbbzF8+HAqKiqQyWRERkYCsH79eiZPnszAgQOxsbHhnXfeadYaUA0NNMRunfbJpDiLs9PM4cg0OKJ+zgmYpstFov+l9XBP4Ow0c5KLs4AHSwtxP9LSVpN1ebPGcbk8h3OJ4fT2jmx1AYq+RIKPZVU46GNp1mKBia4e97DVCE606WjePL/YSJT1rW5tZaqDk4KCAo1KxqWlpWRkZODm5qa2LqIh2tqCMaH90vXzrFAo+effT2hM7Vy+nsqaXa/zzqiNONv+tcI+eJo33fu1jt0NQuOJP32CV0IG8c0339DTy0vt3JWrV4mO3l3vNZ59dqTWkZPklBQmTJjAP/57lH6PNF5wcvbsWfz8/IiLi8PX11drm2vX/kfiH3XvejM2duTxgYfV1p7ocu2m1hr6oKtf028ybvNJAOQ5F8jZMguHsAiNkZN/T3mMAd073dc96vr+vlebGTlpLjKZDC8vrzaz1U4Q9PQkDBrjUe9uHRMzQwJf6iECk3ZKaWBCfI6CO1JP6Oyjds7RoQ/5P5/jzp07tT6/Q4cOOPoGg5afdXdyFMTnKFAaNG+WUKWykvOpC+ttV52Izdr6sWboVftUnYytrjo7jlYmPOKm29KAB9VmgpOmXnNSk56eXpNsFxaEptK9nx3B07y15jnRN9Kj/0hX/Ie5ie3DQqtS3xbXwsJzpKRULYItK1OQk1OBg4MBRkaaAVRlxa/Y2Py17bWptri2V/p6EhaPlPH6trO17jRaPFKmto24KbWZ4KSp15wIQlvXvZ8dbn1tuZKax9XzeZhfLIJd8Nxbfvj7N/0CNqFl1fVFf+XKFS5evKh6XFFRQX5+PlKpVG0n2549e3ByctJ4flN90TfWFtcqc7Qebewtru1ZsLcjkeN9mbPxEtk1jjtYmbB4pIxgb8dan9vY2kxwIghC/fT0JDh7dcTZqyOGZwtUx4T2rzG+6L/4opYkFnc19hd9fVtcq0ZOFgCQlVXGqlXXmT/flq5d1TOaGhhY0q/fFo18J02xxbU9i0nMZvmeJAru/FUfqKOZIQtH9GzWwAREcCII7ZJCoSQ3s2pRd25mIQofpQhS2rm6vuivXLlCdHS06vGNGzfYtWsXo0aNwsbGRnX82Wef1TpyAk3zRV/fFlelsi8Ghl+o5Tfp2tUID0/1HSPe3h9ib9c6ssS2VTGJ2by+7axGZtu82+WE/yuejXoSMXIiCML9S4/P5ej2NFLSqn6TPvRNCjmnDRk0xkMshm3H6vqi9/HxIS0tTWOLu42NjSpbsqWlJSNGjGhVi//VM8Rq19V5CvZ2w5uxV+1PpULJ0t1JWlPuK6lac7J0dxJDZQ7Ntuak9XwK6xEZGYlMJlPVkREEQVN1jZ17txXfzpcTsymR9PjWUb1VaF7VuZHq0lJ5nOpTnSHW0Eh9+6qhYUe8e32Kh8e7LdSz9uN0xq06d+kogeyCUk5n3Gq2PrW+T2ItwsPDSUpKIjY2tqW7Igitki41do7tSEPRjGXPhdZDJpMxevRojfwSlpaWrbKuTk12dkH49P0SgG7d3sK33zcMeuIk9vbDWrhn7UNukW6Zf3Vt1xjEtI4gtBO61NgRRf8ebtV5nPbs2cMXX3zBs88+2+qmcmpTvdjVxiYAa+vWndCsrbGz0C1/ja7tGkPr/0QKrUZgYCCzZs1q6W4ItdC1xo4o+vdw09PTUy16dXJyahOBidC0qhOw1baaRELzJmADMXIiNMCuXbswNDRs6W4ItSi4Vnv2z5pE0T9BEGpqbQnYQIycaKVUVpKXd5KcnB/JyzuJUtn0WWnbgo4dO4qERq2UQqHkj2NX621nJjUSRf8EQdAQ7O3Ixpd8cbBSn7pxsDJh40u+zZ7npM0EJ821Wyc3dx/HTwzmbPwE/kiazdn4CRw/MZjc3H1Nel+5XM7MmTOxs7PDxMSEJ554Qm3x7x9//MGIESOwtLTEwsKCQYMGkZ6erjr/9ddf07NnT0xMTPDy8uKzzz5Tu/4777yDp6cnpqamdOvWjYULF1Je/leinSVLluDj48PWrVtxdXXFysqKsWPHUlRUpGpz77TOtm3b8Pf3x8LCAgcHB8aPH09urtgN0hJ0WW8CIBvUWeQ7EQRBq2BvR4698xSrnusNwJQn3JgX7IVVByMqm3khfZuZ1mmO9PW5ufvu7qdX/48gl19r8rLc8+bNY+fOnWzZsgUXFxfWrl1LUFAQFy5c4M6dOwwePJjAwEAOHjyIpaUlx48fp6KiqobK5s2bWbx4MZ9++in9+vUjPj6eKVOmYGZmRlhYGFCVQCkqKorOnTtz7tw5pkyZgoWFBfPmzVP1IT09nR9++IHo6Gjy8vIYPXo0q1evZuXKlVr7XFZWxvLly+nRowe5ubnMnj2bSZMmsXfv3iZ5j4Ta6bqORGqnmYVTEAShUqHkdMYtcotKSbxalV1687EMjC9ULUR2bOYU9m0mOGlqSmUlqWnLuDcwuXsWkJCathxb2yEaKZIf1O3bt9m4cSNRUVEMG1a1NW7z5s3s37+ff/zjH+Tl5WFlZcW3336rWvPh6empev7y5ctZt24do0aNAsDNzY2kpCQ2bdqkCk7ee+89VXtXV1feeusttm/frhacKBQKoqKiVFM3EydO5Oeff641OJk8ebLq3926deOTTz7hkUceUVVzFpqPrutIxHoTQRDuFZOYzdLdSapcJ/KcLI02OQWlvL7tbLNN8Yjg5K78/Fi1FMmalE1Wljs9PZ3y8nIef/xx1TFDQ0MeeeQRkpOTycnJYdCgQVoXo16/fp3Lly/zyiuvqNXUqKioUBth+s9//kNERAQXLlyguLiYiooKjXwHrq6uamtKHB0d65ymiY+PZ8mSJSQkJHDr1i0UCgUAWVlZrTpnQnvk6CHFTGpc59SOubWxWG8iCIKa2tLW36u5M8W2mTUnTU0u122thK7tGkKprPpYSCQSjeMSiYQOHTrU+tzqgGDz5s0kJCSo/iQmJnLy5EkATp48ydixYxk2bBjR0dHEx8ezYMECysrK1K51b/AjkUhU17/X7du3eeaZZzA3N2fbtm3Exsby/fffA2hcV2h6enoSBo2pu+7JE6M9xHoTQRBU6kpbr01zZooVwcldxsa61RzRtV1DuLu7Y2RkxLFjx1THysvLOXPmDD179qRPnz4cPXpUbQFrNXt7e5ycnLh48SLu7u5qf9zc3AA4fvw4Li4uLFiwAH9/fzw8PLh06dID9TklJYUbN26wevVqBg0ahJeXl1gM28K697MjeJo3ZlL1qZsOlkYET/MWdXUEQVBTX9r62jRHplgxrXOXVNofY2MH5PJraF93IsHY2AGptPF3C5mZmfH6668zd+5cOnbsSNeuXVm7di0lJSW88sorKBQKNmzYwNixY5k/fz5WVlacPHmSRx55hB49erBkyRJmzpyJpaUlw4YNQy6Xc+bMGfLy8pgzZw7u7u5kZWXx7bff0r9/f/bs2aMa5bhfXbt2xcjIiA0bNvDaa6+RmJjI8uXLG+kdEe5X9352uPW1JTstn9OnK2AXjAjvKwITQRA03G+Q0RyZYsXIyV3V1S/vPrr3LACeHgsbfTFstdWrV/P8888zceJEfH19uXDhAvv27cPa2ppOnTpx8OBBiouLCQgIwM/Pj82bN6umYV599VW+/PJLoqKi6N27NwEBAURFRalGTkJCQpg9ezYzZszAx8eHEydOsHDhwgfqr62tLVFRUXz33XfIZDJWr17Nhx9++MDvg/Dg9PQkOPWwxqWXjeqxIAjCvS5eL25Q++bMFCtRVi94aOUiIyOJjIyksrKS1NRUCgoKNBZ0lpaWkpGRgZubGyYm9xfZ5ebuIzVtmdriWGNjRzw9FjbZNmJB0OZBP89nz57Fz8+PuLg4fH1FLRLhL23xsyH63LgqFUr8V+wnr0RzuYA85wI5W2bhEBaBsYM78Nev7A+yW6c6FYi27+97tZlpnebIcwJV1S9tbYfc3b2Ti7GxHVJp/yYbMREEQRCE5nY64xY3C4oov/mnxrnym5fV/gawNTdm6mA3Bndruu/fmtpMcNKcJBL9Rt8uLAjNQaFQVmWLLZSTe7mwpbsjCEIrlVtUSvnNP8nZMqvWNjej16n+nQO8EQkDm2kUSAQngtBOpMfncnR7mirXyeXrqVV/p9yilY0oC4LQwuwsTDDs1AWHsAiNc8qKMioKrmFgZY+1hRn/fOVRVV4TLy+vZumfCE4EoR1Ij88lZlOi1nO/7ryAd88+YseO0KZVF2C9ceMweXllYrr9AT3i1hEnGynZhrWsZ+tSlUhz3Xhf+vdp3qJ/IHbrCEKbp1AoObo9rc42x3akoWjmwl2C0Fhyc/cRn/AKABcvruNs/ASOHR/U5AVZ2zN9PQmLR8o09qbWNG2wG8NbIDABEZwIQpunS0Xi4jw52Wn5zdMhQWhEVQVZp1NRrp6VtKzsGucSp4sA5QEEezuy8SVfHK3UR086mhny2fh+zB/ecmVIxLSOILRxulYkvvj7dZx6WDdxbwSh8SiVlSSn/L3ONskpf2+SgqwPi2BvR4bKHFQVie0sqvKYNHXtnPqIkRNBaON0rTScduqamNoR2pS8vFNUVOTX2aaiIp+8vFPN06F2Sl9PwoDunQjxcWJA904tHpiACE4Eoc1z9JBiYqZZsfped4rLxdSO0Kbk5Z1s1HZC2yGCk3bA1dWViIiIZr1nVFQUUqm0We/ZHEpKSnj++eextLREIpGQn5+vtV1mZiYSiYSEhIRm7Z82enoSPB+z16mtrlNAgiAILanNBCeRkZHIZDL692/8wnuCUG3Lli0cPXqUEydOkJ2dXWs2YmdnZ7Kzs/H29m7mHmrXrY+tTu10nQIShNZA12SYImlm+9NmgpPw8HCSkpKIjY1t8ntVKpUczyvi+2t5HM8rorJtlB9qF8rLNes8NKf09HR69uyJt7c3Dg4OSCSac69lZWXo6+vj4OCAgUHrWFPu6CHFTFp34GFubYyjh7R5OiQIjcDa+lEMDaR1tjE0tMba+tHm6ZDQbNpMcNJc9lzPx//XJJ5PSOf1pEs8n5CO/69J7Lme32T3/M9//kPv3r3p0KEDnTp1YsiQIdy+fRuAwMBAZs2apdY+NDSUSZMmqR0rKipi/PjxmJub07lzZzZs2FDnPcvKypgxYwaOjo6YmJjg6urKqlWrVOc/+ugjevfujZmZGc7OzkyfPp3iYs0Klvv27aNnz56Ym5sTHBxMdna26lxsbCxDhw7FxsYGKysrAgICOHv2rNrzJRIJn3/+OSEhIZiZmbFixQoqKyt55ZVXcHNzo0OHDvTo0YOPP/5Y7XmTJk0iNDSUDz/8EEdHRzp16kR4eHidwU16ejohISHY29tjbm5O//79OXDggOp8YGAg69at48iRI0gkEgIDA4GqabMVK1YwadIkrKysmDJlitZpnT/++IMRI0ZgaWmJhYUFgwYNIj09Xef34kHo6UkYNMajzjZPjPYQFYqFNkUi0cfL6/062zg6vCB26rRDIjipYc/1fF5NzCRbrv4FlyMv59XEzCYJULKzsxk3bhyTJ08mOTmZQ4cOMWrUKBpaLPqDDz6gT58+nD17lvnz5zN79mz2799fa/tPPvmEH3/8kR07dnD+/Hm2bduGq6ur6ryenh6ffPIJiYmJbNmyhYMHDzJv3jy1a5SUlPDhhx+ydetWjhw5QlZWFm+//bbqfFFREWFhYRw9epSTJ0/i4eHB8OHDKSoqUrvO4sWLCQkJ4dy5c0yePBmFQkGXLl3YsWMHSUlJLFq0iL///e/s2LFD7Xm//PIL6enp/PLLL2zZsoWoqCiioqJqfc3FxcUMHz6cAwcOEB8fT1BQECNHjiQrKwuAXbt2MWXKFAYMGEB2dja7du1Se3+9vb2Ji4tj4cKFGte+cuUKgwcPxsTEhIMHDxIXF8fkyZOpqKho0HvxILr3syN4mrfGCEoHSyOCp3mLDLFCm2RnF0RX5ym1ns+6/KXIddIeKduYgoICJaAsKCjQOHfnzh1lUlKS8s6dOw2+boVCofQ5nqi0Pxiv9Y/DwXhlv+OJygqFojFehkpcXJwSUGZmZmo9HxAQoHzzzTfVjoWEhCjDwsJUj11cXJTBwcFqbcaMGaMcNmxYrfd94403lE899ZRSoePr2bFjh7JTp06qx19//bUSUF64cEF1LDIyUmlvb1/rNSoqKpQWFhbK3bt3q44BylmzZtV7/+nTpyuff/551eOwsDCli4uLsqKiQnXsxRdfVI4ZM0an11NNJpMpN2zYoHr85ptvKgMCAtTauLi4KENDQ9WOZWRkKAFlfHy8UqlUKufPn690c3NTlpWV6XRfbe/Fve7381xZqVD+mXJLueuf+5SAMjb2TIOeL7R/1T934uLiWror9VIoKpRHjw1UbtzopASUGzc6KQ/83K3Gn+7Ko8ceVyoUFfVfrJm1pfe5OdT1/X0vMXJy18n8Yo0Rk5qUwFV5OSfzNac2HkTfvn15+umn6d27Ny+++CKbN28mLy+vwdcZMGCAxuPk5GQAXnvtNczNzVV/oGpaJCEhgR49ejBz5kx++ukntef/8ssvDB06FCcnJywsLHj55Ze5efOmaroJwNTUlO7du6seOzo6kpubq3qcm5vLa6+9hqenJ1ZWVlhZWVFcXKwaqajm7++v8Xo+//xz/P39sbW1xdzcnM2bN2s8r1evXujr/zWce+/973X79m3mzZuHTCZDKpVibm5OSkqKxnW10dbHmhISEhg0aBCGhtq39Or6XjQGPT0JTj2scello3osCG1Vfn4scnlOHS2UyOXZ5Oc3/XpEofmI4OSu3LKKRm2nK319ffbv38///vc/ZDIZGzZsoEePHmRkZABV0yvKe6Z4dF00Wr2Yc9myZSQkJKj+APj6+pKRkcHy5cu5c+cOo0eP5oUXXgDg0qVLDB8+HG9vb3bu3ElcXByRkZEa9773i1gikaj1ddKkScTFxREREcGJEydISEigU6dOlJWVqT3PzMxM7fGOHTuYPXs2kydP5qeffiIhIYG//e1vGs/Tdn+FQlHr+zF37lx27tzJypUrOXr0KAkJCfTu3Vvjutrc28d7dejQoc7zur4XTSE3s5DU2ByunM8TSdiENkcur/0XjvtpJ7QNrWOrQStgZ6TbW6Fru4aQSCQ8/vjjPP744yxatAgXFxe+//575syZg62trdoi08rKShITE3nyySfVrnHy5EmNx9Wlre3s7LCz01xvYGlpyZgxYxgzZgwvvPACwcHB3Lp1izNnzlBRUcG6devQ06uKX+9d76GLo0eP8tlnnzF8+HAALl++zI0bN3R63sCBA5k+fbrqWPXC0gdx9OhRJk2axHPPPQdUrUHJzMx84OsC9OnThy1btlBeXq519OR+34sHcTmlqhbJoW9SSLetCtrMpMYMGuMh1p8IbYaxsW6fVV3bCW2DGDm56zGpOY7GhrVWaJQAnY0NeUxq3qj3PXXqFO+//z5nzpwhKyuLXbt2cf36dXr27AnAU089xZ49e9izZw8pKSlMnz5da2Kw48ePs3btWlJTU4mMjOS7777jzTffrPW+69ev59tvvyUlJYXU1FS+++47HBwckEqldO/enYqKCjZs2MDFixfZunUrn3/+eYNfm7u7O1u3biU5OZlTp04xYcKEekcYqp935swZ9u3bR2pqKgsXLmyULeTu7u7s2rWLhIQEfvvtN8aPH1/nSEtDzJgxg8LCQsaOHcuZM2dIS0tj69atnD9/XnXv+3kv7ld6fC6/7rygcfx2vpyYTYmkx4vfMoW2QSrtX892YgnGxo5IpSIHVnsigpO79CUSVng4AWgEKNWPl3s4oa8l78WDsLS05MiRIwwfPhxPT0/ee+891q1bx7BhwwCYPHkyYWFhvPzyywQEBODm5qYxagLw1ltvERcXR79+/Vi+fDnr1q0jKCio1vuam5uzZs0a/P396d+/P5mZmezduxc9PT18fHz46KOPWLNmDd7e3nzzzTdq24x19dVXX5GXl0e/fv2YOHEiM2fO1DqCc6/XXnuNUaNGMWbMGB599FFu3rypNopyv9avX4+1tTUDBw5k5MiRBAUF4evr+8DXBejUqRMHDx6kuLiYgIAA/Pz82Lx5s2oU5X7fi/uhUCg5uj2tzjbHdqSJKR6hTbh+/QDlddbXUeLpsVBsJ25nJMp7FzS0coWFhVhZWVFQUIClpaXaudLSUjIyMnBzc8PExKSWK9Rtz/V83ku7orY4trOxIcs9nBhhK32QrgtCg9zv5/nK+Tx+WB/P5euprNn1Ou+M2oizradGu9DZ/USV4ofU2bNn8fPzIy4urtEC9KagVFZy/MRg5PIc0lLlvP76FTZudMLD86/t8gYGUgYPOt0qg5O28j43l7q+v+8l1pzcY4StlGAbK07mF5NbVoGdkQGPSc0bfcREEJqKrvVzRJ0dobWrf6dOVVXi/PxYkcK+nRHBiRb6EgmPW1u0dDcE4b7oWj9H1NkRWrvr1w/U3wixU6c9EmtOBKGdEXV2hPZAqawk59p/dWorduq0Py0WnJSUlODi4qKW7lwQhAcn6uwIbV1JSQmHD28j6Y9s0lLlpKXKycqqygmUlVWmOpaWKifjojEXL+pTUlLSwr0WGlOLTeusXLmSRx8VlSQFoSl072fHgOfdYZf6cXNrY54YLfKcCK1bSkoKTz45Seu5Vauu33PkCvCIWHTazrRIcJKWlkZKSgojR44kMTGxJbogCO2WQqEkOy0fRWVVDpeA8T3o3rUnZpZVUzlixERo7by8vPjllyhSUhaojsnLFFzLqcDewQBjI70abVdiadlblXRSaB8aPK1z5MgRRo4cSefOnZFIJPzwww8abT777DPV9kc/Pz+OHj2qdv7tt9++r7wZgiDULT0+l3/+/QQ/rI/n1A8XATi1OwN9Az2celiLwERoE0xNTQkIeAnv3i54eJrg4WmMt3cHnh5igbd3Bzw8jfHwNMG7tysBAS/h6+uLqalpS3dbaEQNDk5u375N3759+fTTT7We3759O7NmzWLBggXEx8czaNAghg0bpipw9t///hdPT088PTXzLmgjl8spLCxU+yMIgqb0+FxiNiVyO199i3BpUZnICiu0ORKJPp4ei6of3XsWQCRfa8caHJwMGzaMFStWMGrUKK3nP/roI1555RVeffVVevbsSUREBM7OzmzcuBGoqvny7bff4urqyttvv83mzZtZtmxZrfdbtWqVqoqrlZUVzs7ODe2yILR7Iius0B7Z2QXR2zsSY2N7tePGxg709o7Ezq72LNhC29aoa07KysqIi4vj3XffVTv+zDPPcOLECaAq2Kie0omKiiIxMZFFixZpXKva/PnzmTNnjupxYWGhCFAEoYaSkhKOxJwmJS1F7XhOXpba31yHn34ox861KjOjl5eXGAoXWj07uyBsbYfcTciWi7GxHVJpfzFi0s41anBy48YNKisrsbdXj3Lt7e3Jyak7y19tjI2NMTYWyaIaS2BgID4+PkRERLR0V4RGkpKSwrDnNestVdvyy1/ru9bU2L0jdjcIbYVEoi8ywD5kmmS3juSeVO9KpVLjGMCkSZN0vmZkZCSRkZFUVlY+aPfqValQcjrjFrlFpdhZmPCIW0f0xUJCNWVlZRgZGbV0N1RaW3+ak5eXF//b+QuHvlEfOSmvKONmUQ6dLBwwNKh6bwIneKmNnAiC0HQq75auO3izkDt5RaIUSgM0ahI2Gxsb9PX1NUZJcnNzNUZTGio8PJykpCRiY2Mf6Dr1iUnM5ok1Bxm3+SRvfpvAuM0neWLNQWISs5vkfrt370YqlaJQVG37TEhIQCKRMHfuXFWbadOmMW7cONXjEydOMHjwYDp06ICzszMzZ87k9u3bqvOfffYZHh4emJiYYG9vzwsvvABUBYOHDx/m448/RiKRIJFIyMzMBCApKYnhw4djbm6Ovb09EydO5MaNG6prBgYGMmPGDObMmYONjQ1Dhw7l0KFDSCQSfv75Z/z9/TE1NWXgwIGcP3++ztd85coVxowZg7W1NZ06dSIkJETVj+p7zZo1S+05oaGhasGsq6srK1asYNKkSVhZWTFlyhQAdu7cSa9evTA2NsbV1ZV169apXcfV1ZXly5czfvx4zM3N6dy5Mxs2bFBrU1BQwNSpU7Gzs8PS0pKnnnqK3377rc7X1JJMTU15JjQAL4/eONt6qv50c/Smv+cQujl642zrSU/P3jwTGoCvr6/Y3SAITWzP9Xxe+r1qx9yqi9k8n5CO/69J7Lme37IdayMaNTgxMjLCz8+P/fv3qx3fv38/AwcObMxbNYmYxGxe33aW7IJSteM5BaW8vu1skwQogwcPpqioiPj4eAAOHz6MjY0Nhw8fVrU5dOgQAQEBAJw7d46goCBGjRrF77//zvbt2zl27BgzZswA4MyZM8ycOZNly5Zx/vx5YmJiGDx4MAAff/wxAwYMYMqUKWRnZ5OdnY2zszPZ2dkEBATg4+PDmTNniImJ4dq1a4wePVqtr1u2bMHAwIDjx4+zadMm1fEFCxawbt06zpw5g4GBAZMnT6719ZaUlPDkk09ibm7OkSNHOHbsGObm5gQHB1NWVtag9+6DDz7A29ubuLg4Fi5cSFxcHKNHj2bs2LGcO3eOJUuWsHDhQqKiojSe16dPH86ePcv8+fOZPXu26jOrVCoZMWIEOTk57N27VzX18fTTT3Pr1q0G9a85iaywgq4UCgVXrlwBqn5RqP7FSGg8e67n82piJjfKKtSO58jLeTUxUwQoOmjwtE5xcTEXLlxQPc7IyCAhIYGOHTvStWtX5syZw8SJE/H392fAgAF88cUXZGVl8dprrzVqxxtbpULJ0t1JaNvLoKRq49rS3UkMlTk06hSPlZUVPj4+HDp0CD8/Pw4dOsTs2bNZunQpRUVF3L59m9TUVAIDA4GqL9bx48erRhY8PDz45JNPCAgIYOPGjWRlZWFmZsazzz6LhYUFLi4u9OvXT3UvIyMjTE1NcXBwUPVh48aN+Pr68v7776uOffXVVzg7O5Oamqra9u3u7s7atWtVbapHyFauXKkKnt59911GjBhBaWkpJiYmGq/322+/RU9Pjy+//FI11ff1118jlUo5dOgQzzzzjM7v3VNPPaVW/mDChAk8/fTTLFy4EABPT0+SkpL44IMP1EZdHn/8cdWibU9PT44fP8769esZOnQov/zyC+fOnSM3N1e11unDDz/khx9+4D//+Q9Tp07VuX/NrXs/O4KneXN0e5radmKRFVaolpSURExMjGp0Mzo6mrS0NIKDg5HJZC3cu/ahUqnkvbQrdX6XLEy7QrCNlZjiqUODg5MzZ87w5JN/Lb6r3kkTFhZGVFQUY8aM4ebNmyxbtozs7Gy8vb3Zu3cvLi4uD9TRpl5zcjrjlsaISU1KILuglNMZtxjQvVOj3jswMJBDhw4xZ84cjh49yooVK9i5cyfHjh0jPz8fe3t71fqAuLg4Lly4wDfffPNX35RKFAoFGRkZDB06FBcXF7p160ZwcDDBwcE899xzdQ7hx8XF8csvv2Bubq5xLj09XRWc+Pv7a31+nz59VP92dHQEqqbyunbtqvVeFy5cwMJCvepzaWkp6enptfZRm3v7k5ycTEhIiNqxxx9/nIiICCorK9HXr1rdP2DAALU2AwYMUC0QjouLo7i4mE6d1P8b37lzp8H9awnd+9nh1teW7LR8bhfKRVZYQSUpKYkdO3ZoHC8sLGTHjh2MHj1aBCgPoKSkhJSUFBIKb5N1/k8AKrIy1P6udgnYUnaLsY/4ienVWjQ4OAkMDESprDtXwvTp05k+ffp9d0qb8PBwwsPDKSwsxMrKqlGvDZBbVHtgcj/tGiIwMJB//OMf/Pbbb+jp6SGTyQgICODw4cPk5eWpRiWgakh22rRpzJw5U+M6Xbt2xcjIiLNnz3Lo0CF++uknFi1axJIlS4iNjUUqlWq9v0KhYOTIkaxZs0bjXHWwAWBmZqb1+YaGhqp/V4+G1DZUrFAo8PPzUwuuqtna2gKgp6en8RkrLy/XaH9vf7QtvK7vs6qt346Ojhw6dEijTW3vX2ujpyfBqYd1S3dDaEUUCgUxMTF1tomJicHLyws9PVGs/n6kpKTg5+en9Vzh+ws0jr0C+Igdc7VqscJ/rY2dheYUxIO0a4jqdScREREEBAQgkUgICAhg1apV5OXl8eabb6ra+vr68scff+Du7l7r9QwMDBgyZAhDhgxh8eLFSKVSDh48yKhRozAyMtIYffL19WXnzp24urpiYNC0HwlfX1+2b9+uWmyqja2tLdnZf63vqaysJDExUW3EThuZTMaxY8fUjp04cQJPT0/VqAlUJQKs6eTJk6qRKV9fX3JycjAwMMDV1bUhL00QWqWSkhJ+/vlntYXq1Yvday56z87OZs+ePTg5OYkcOPfBy8uLuLg4EgpvM/fuyImyTE5lzlX0HTojMVJPifFBjy5ix1wd2kxw0tTTOo+4dcTRyoScglKtc4USwMGqaltxY6ted7Jt2zY+/vhjoCpgefHFFykvL1etNwF45513eOyxxwgPD2fKlCmYmZmRnJzM/v372bBhA9HR0Vy8eJHBgwdjbW3N3r17USgU9OjRA6jarXLq1CkyMzMxNzenY8eOhIeHs3nzZsaNG8fcuXOxsbHhwoULfPvtt2zevFnti/1BTZgwgQ8++ICQkBCWLVtGly5dyMrKYteuXcydO5cuXbrw1FNPMWfOHPbs2UP37t1Zv349+fn59V77rbfeon///ixfvpwxY8bw66+/8umnn/LZZ5+ptTt+/Dhr164lNDSU/fv3891337Fnzx4AhgwZwoABAwgNDWXNmjX06NGDq1evsnfvXkJDQ2ud2hKE1iolJYX/+7//03pu1y71stVffPEFIHLg3A9TU1N8fX3pq1SywSiJHHl51XeJt49aOwngaGxI2ACZWHNShzYTnDT1tI6+noTFI2W8vu0sElALUKo/PotHypos38mTTz7J2bNnVYGItbU1MpmMq1ev0rNnT1W7Pn36cPjwYRYsWMCgQYNQKpV0796dMWPGAFVTD7t27WLJkiWUlpbi4eHBv//9b3r16gVUFV0MCwtDJpNx584dMjIycHV15fjx47zzzjsEBQUhl8txcXEhODi40Yd4TU1NOXLkCO+88w6jRo2iqKgIJycnnn76adVIyuTJk/ntt994+eWXMTAwYPbs2fWOmkDVqMeOHTtYtGgRy5cvx9HRkWXLlmnk03nrrbeIi4tj6dKlWFhYsG7dOoKCqtJgSyQS9u7dy4IFC5g8eTLXr1/HwcGBwYMHP/B2eEFoCV5eXvz4449ER0erjlVUVJCfn49UKlUbLX322WdVIyfC/dGXSFjh4cSriZm1fpcs93ASgUk9JEpdJ+VbiergpKCgQGNaoLS0lIyMDFVF5PsRk5jN0t1JaotjHa1MWDxSRrC3Yx3PFNoCV1dXZs2apZFHpTVqjM+zIEDVmpOIiIg6C6daWloya9Ysseakkey5ns97aVfIlv+1Xq6zsSHLPZwYYSttuY61oLq+v+/VZkZOmkuwtyNDZQ4iQ6wgCO2Gnp4ewcHBWnfrVGuKkdKH2QhbKcE2VpzMLya3rAI7IwORIbYBRHCihb6epNG3CwuCILQkmUzG6NGjiYmJURtBsbS0FHlOmoi+RMLj1hb1NxQ0tJngpDlr6wjtV800+YLwsJHJZHh5eXHp0iWKi4sxNzfHxcVFjJgIrU6bCU6aekGsIAjCw0BPTw83N7eW7oYg1KldhsttbI2vIGglPseCIDys2lVwUp2ptKSkpIV7IggPrvpzXDMDryAIwsOgzUzr6EJfXx+pVEpubi5QlVPj3nTmgtDaKZVKSkpKyM3NRSqVNmoSPEEQhLagzQQnui6Ira62Wx2gCEJbJZVK1apHC4IgPCzaVRK2miorK7UWixOEtsDQ0FCMmAiC0K6IJGxUTfGIH+6CIAiC0Pa0qwWxgiAIgiC0fSI4EQRBEAShVRHBiSAIgiAIrUqbWXNSvVunoqICoM7qmoIgCIIgtC7V39u67MNpc7t1/vzzT5ydnVu6G4IgCIIg3IfLly/TpUuXOtu0ueBEoVBw9epVLCwsRII1QRAEQWgjlEolRUVFdO7cud5ik20uOBEEQRAEoX0TC2IFQRAEQWhVRHAiCIIgCEKrIoITQRAEQRBaFRGcCIIgCILQqojgRBAEQRCEVkUEJ4IgCIIgtCoiOBEEQRAEoVX5f0ERlq3cf0zAAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.read_csv(\"data/countries.csv\")\n",
    "regions = df.groupby(\"Region\")[\"Population\"].mean()\n",
    "labels = [r.strip().lower() for r in regions.index]\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = plt.axes()\n",
    "\n",
    "for i, (r, s) in enumerate(df.groupby(\"Region\")[\"Population\"]):\n",
    "    r = r.strip().lower()\n",
    "    ax.scatter(np.random.normal(i+1, 0.025, size=len(s)), s, label=r)\n",
    "\n",
    "ax.boxplot([s for _, s in df.groupby(\"Region\")[\"Population\"]])\n",
    "\n",
    "ax.set(yscale=\"log\", xticks=[])\n",
    "ax.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "753eda9b-bbd9-4a8e-b7b6-c71b5670eb72",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.read_csv(\"data/countries.csv\")\n",
    "regions = df.groupby(\"Region\")[\"Population\"].mean()\n",
    "labels = [r.strip().lower() for r in regions.index]\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = plt.axes()\n",
    "\n",
    "for i, (r, s) in enumerate(df.groupby(\"Region\")[\"Population\"]):\n",
    "    r = r.strip().lower()\n",
    "    ax.scatter(np.random.normal(i+1, 0.05, size=len(s)), s)\n",
    "\n",
    "ax.boxplot([s for _, s in df.groupby(\"Region\")[\"Population\"]])\n",
    "\n",
    "ax.set(yscale=\"log\", xticks=[])\n",
    "plt.xticks(range(1, len(labels)+1), labels, rotation=90)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "abf9efba-95f5-4678-a2d9-8c5fc82b1537",
   "metadata": {
    "tags": []
   },
   "source": [
    "## Choosing the right plot (Jean-Luc Doumont)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "10ba46c9-2ff6-42c4-9497-37411154c82e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": "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",
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"400\"\n",
       "            height=\"300\"\n",
       "            src=\"https://www.youtube.com/embed/6lm4wJ1qm0w\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "            \n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.YouTubeVideo at 0x7d52556ece20>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import YouTubeVideo\n",
    "YouTubeVideo(\"6lm4wJ1qm0w\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "53067792-e3f7-491a-aa02-6315924c12b9",
   "metadata": {},
   "source": [
    "# Wrap-up exercise"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b0b2b1f2",
   "metadata": {},
   "source": [
    "The beer data set `data/beers.csv` contains around 1.5M reviews of beers from BeerAdvocate. Each review includes the name of the beer, the brewery, the style of beer, the alcohol by volume (ABV), the number of ratings, the score, and the size of the beer."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "358ecc3d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "16af268c",
   "metadata": {},
   "source": [
    "For each of the exercises below, create a visualization that best answers the question. Follow the principles of data visualization discussed above. Remember to show the data and ease comparisons. Use colors and labels effectively. Remove unnecessary elements."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e1003f18-1938-4d49-97b5-0cdda1b3f4e1",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-success\">\n",
    "    \n",
    "**Exercice**. Plot the ratings of the beers.\n",
    "    \n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3cb1acda",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "c383f188",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-success\">\n",
    "    \n",
    "**Exercice**. Compare the ratings of beers by style or brewery.\n",
    "    \n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "eda2aa15",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "6d889e08",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-success\">\n",
    "    \n",
    "**Exercice**. Compare the ratings of beers against their alcohol content.\n",
    "    \n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5eaa8f72",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "dats0001",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.18"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}