{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "82ae89a5-785f-4ffb-8716-441657fabc59",
   "metadata": {},
   "source": [
    "# Introduction to Data Visualization\n",
    "\n",
    "1. **Matplotlib**\n",
    "    1. Plotting a quantity: bar plot\n",
    "    2. Plotting a continuous function: line plot\n",
    "    3. Plotting relationships: scatter plots\n",
    "    4. Plotting distributions:\n",
    "        - Histogram\n",
    "        - Boxplot\n",
    "    5. Customizing & combining plots\n",
    "        - Two series with legend\n",
    "        - Multiple plot types, same axes\n",
    "        - Multiple subplots\n",
    "\n",
    "\n",
    "2. **Seaborn**\n",
    "    1. Line plot\n",
    "    2. Scatter plot\n",
    "    3. Distribution plots\n",
    "        - Histogram\n",
    "        - KDE\n",
    "        - Pair plot\n",
    "        - Boxplot\n",
    "\n",
    "## 1. Matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "45440c2c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4f7aadfa",
   "metadata": {},
   "source": [
    "### 1.1. Bar plot\n",
    "\n",
    "Matplotlib [bar plot documentation page](https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.bar.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "11932dc7-33d8-470d-8b71-c10cc76a5352",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Generate data for a bar chart\n",
    "categories = ['Category A', 'Category B', 'Category C']\n",
    "values = [25, 40, 15]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "edb318be-2a96-43e9-968a-2026203c7893",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title('Bar chart')\n",
    "plt.bar(categories, values, color='grey', edgecolor='black')\n",
    "plt.xlabel('Categories')\n",
    "plt.ylabel('Values')\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d23a9218-ed52-4b47-b100-5c115203c9c4",
   "metadata": {},
   "source": [
    "### 1.2. Line plot\n",
    "\n",
    "Matplotlib [plot documentation page](https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.plot.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "9d699323-7838-4714-91fd-13a3b13ef076",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Generate data for a line plot\n",
    "x = np.linspace(0, 10, 100)\n",
    "y = np.sin(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2f123c2c-e59d-4149-adec-ac5d7a263175",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title('Line plot with markers')\n",
    "\n",
    "plt.plot(\n",
    "    x,\n",
    "    y,\n",
    "    color='red',\n",
    "    linestyle='--',\n",
    "    marker='o',\n",
    "    markerfacecolor='black',\n",
    "    markeredgecolor='black',\n",
    "    markersize=4\n",
    ")\n",
    "\n",
    "plt.xlabel('x values')\n",
    "plt.ylabel('y values')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fd0ae5da-e5b5-404b-847e-f15df0bd6165",
   "metadata": {},
   "source": [
    "### 1.3. Scatter plot\n",
    "\n",
    "Matplotlib [scatter plot documentation](https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.scatter.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "547f14c7-c2eb-476e-9eb9-521d0f6e580b",
   "metadata": {},
   "outputs": [],
   "source": [
    "x = np.random.rand(100)\n",
    "y = 2 * x + np.random.randn(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "655df498-1c7b-4d49-bda5-ddafc2979892",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjUAAAHHCAYAAABHp6kXAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjcsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvTLEjVAAAAAlwSFlzAAAPYQAAD2EBqD+naQAAOQhJREFUeJzt3Xl0VdXZx/FfAiYgGYDKqDEMEkcoLeANOICKA1qrZll4xSaAKA6obekyV0trQFQI+lYqVURtQSJUqkuqbwWUVxkqmqsC8cUiIINiRRCtJAw2AbLfPyy3hkx3Pvfs8/2sdddKzj3n5sm5w3nu3s/eO8UYYwQAAOByqU4HAAAAEAskNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAQoSFDhmjIkCFOhwHg30hqANSxfv16XXvttcrNzVWrVq104okn6uKLL9bMmTPj9jcXLFigGTNm1Nu+c+dOTZo0SRUVFXH72044ePCgJk2apBUrVjgdCmAVkhoAQW+99Zb69++v999/XzfddJN+//vf68Ybb1Rqaqp+97vfxe3vNpXUTJ482cqkZvLkySQ1QIy1dDoAAMnjgQceUHZ2tt599121bdu2zn1ffPGFM0HFwYEDB9SmTRunwwAQY7TUAAjaunWrzjzzzHoJjSR17Nix3rZnn31WZ599to4//ni1a9dO559/vl577bXg/S+99JKuuOIKde3aVenp6erZs6emTJmiI0eOBPcZMmSIXnnlFX3yySdKSUlRSkqKunXrphUrVmjAgAGSpDFjxgTvmzt3bvDYQCCgyy67TNnZ2Tr++OM1ePBgrV69uk6MkyZNUkpKijZs2KCRI0eqXbt2Ovfccxs9B3PnzlVKSopWrVqlm2++Wd/73veUlZWloqIiff31182ewy+++EJjx45Vp06d1KpVK33/+9/XM888E7z/448/VocOHSRJkydPDv5fkyZNavaxATSNlhoAQbm5uXr77bf1wQcf6Kyzzmpy38mTJ2vSpEkaNGiQ7rvvPqWlpSkQCOiNN97QJZdcIunbBCEjI0MTJkxQRkaG3njjDd17772qqqrSQw89JEmaOHGiKisr9Y9//EOPPPKIJCkjI0Onn3667rvvPt17770aN26czjvvPEnSoEGDJElvvPGGhg0bpn79+qmkpESpqamaM2eOLrzwQv3tb3/T2WefXSfen/zkJ+rVq5cefPBBGWOaPRe333672rZtq0mTJmnTpk2aNWuWPvnkE61YsUIpKSkNHvPNN99oyJAh2rJli26//XZ1795dzz//vEaPHq29e/fqZz/7mTp06KBZs2bp1ltv1TXXXKOCggJJUp8+fZqNCUAzDAD822uvvWZatGhhWrRoYQYOHGiKi4vNq6++ampqaurs99FHH5nU1FRzzTXXmCNHjtS5r7a2NvjzwYMH6/2Nm2++2Rx//PHmX//6V3DbFVdcYXJzc+vt++677xpJZs6cOfX+Rq9evcyll15a7+91797dXHzxxcFtJSUlRpK57rrrQjoHc+bMMZJMv3796vzf06dPN5LMSy+9FNw2ePBgM3jw4ODvM2bMMJLMs88+G9xWU1NjBg4caDIyMkxVVZUxxpg9e/YYSaakpCSkmACEhu4nAEEXX3yx3n77bf34xz/W+++/r+nTp+vSSy/ViSeeqJdffjm431/+8hfV1tbq3nvvVWpq3Y+R77ZitG7dOvjzvn379OWXX+q8887TwYMHtXHjxojjrKio0EcffaSRI0fqq6++0pdffqkvv/xSBw4c0EUXXaRVq1aptra2zjG33HJLWH9j3LhxOu6444K/33rrrWrZsqUWL17c6DGLFy9W586ddd111wW3HXfccbrzzju1f/9+rVy5MqwYAISH7icAdQwYMEAvvviiampq9P7772vRokV65JFHdO2116qiokJnnHGGtm7dqtTUVJ1xxhlNPtbf//53/frXv9Ybb7yhqqqqOvdVVlZGHONHH30kSRo1alSj+1RWVqpdu3bB37t37x7W3+jVq1ed3zMyMtSlSxd9/PHHjR7zySefqFevXvUSvdNPPz14P4D4IakB0KC0tDQNGDBAAwYMUF5ensaMGaPnn39eJSUlIR2/d+9eDR48WFlZWbrvvvvUs2dPtWrVSmvXrpXf76/XkhKOo8c+9NBD6tu3b4P7ZGRk1Pn9u61GAOxEUgOgWf3795ckff7555Kknj17qra2Vhs2bGg0qVixYoW++uorvfjiizr//POD27dv315v38YKbxvb3rNnT0lSVlaWhg4dGvL/EY6PPvpIF1xwQfD3/fv36/PPP9fll1/e6DG5ubn6v//7P9XW1tZprTna1Zabmyup8f8LQHSoqQEQtHz58gZHBh2tIzn11FMlSVdffbVSU1N133331WtxOXp8ixYt6vwuSTU1NXr88cfrPX6bNm0a7I46OpfM3r1762zv16+fevbsqYcfflj79++vd9yePXsa/R9D9eSTT+rQoUPB32fNmqXDhw9r2LBhjR5z+eWXa9euXVq4cGFw2+HDhzVz5kxlZGRo8ODBkqTjjz9eUv3/C0B0aKkBEHTHHXfo4MGDuuaaa3TaaaeppqZGb731lhYuXKhu3bppzJgxkqRTTjlFEydO1JQpU3TeeeepoKBA6enpevfdd9W1a1dNnTpVgwYNUrt27TRq1CjdeeedSklJUVlZWYNJU79+/bRw4UJNmDBBAwYMUEZGhq688kr17NlTbdu21RNPPKHMzEy1adNGPp9P3bt319NPP61hw4bpzDPP1JgxY3TiiSfqs88+0/Lly5WVlaX/+Z//iepc1NTU6KKLLtLw4cO1adMmPf744zr33HP14x//uNFjxo0bp9mzZ2v06NFas2aNunXrphdeeEGrV6/WjBkzlJmZKenbrrAzzjhDCxcuVF5entq3b6+zzjqr2WH0AJrh7OArAMlkyZIl5oYbbjCnnXaaycjIMGlpaeaUU04xd9xxh9m9e3e9/f/4xz+aH/zgByY9Pd20a9fODB482Cxbtix4/+rVq01+fr5p3bq16dq1a3CIuCSzfPny4H779+83I0eONG3btjWS6gzvfumll8wZZ5xhWrZsWW9497p160xBQYH53ve+Z9LT001ubq4ZPny4ef3114P7HB3SvWfPnpDOwdEh3StXrjTjxo0z7dq1MxkZGeb66683X331VZ19jx3SbYwxu3fvNmPGjDEnnHCCSUtLM7179643JN0YY9566y3Tr18/k5aWxvBuIEZSjAlhFioA8Ii5c+dqzJgxevfdd4O1RADcgZoaAABgBZIaAABgBZIaAABgBWpqAACAFWipAQAAViCpAQAAVvDU5Hu1tbXauXOnMjMzmaYcAACXMMZo37596tq1a70FY7/LU0nNzp07lZOT43QYAAAgAp9++qlOOumkRu/3VFJzdIryTz/9VFlZWQ5HAwAAQlFVVaWcnJzgdbwxnkpqjnY5ZWVlkdQAAOAyzZWOUCgMAACsQFIDAACsQFIDAACsQFIDAACsQFIDAACsQFIDAACsQFIDAACsQFIDAACsQFIDAACsQFIDAACsQFIDAACs4Km1nwA4JxAIaPPmzcrLy5PP53M6HAAWoqUGQNz5/X7l5+erqKhI+fn58vv9TocEwEIpxhjjdBCJUlVVpezsbFVWVrJKN5AggUBA+fn59baXl5fTYgMgJKFev2mpARBXmzdvDms7AESKpAZAXOXl5YW1HQAiRVIDIK58Pp+Ki4vrbPP7/XQ9AYg5amoAJASjnwBEKtTrN0O6ASSEz+cjmQEQV3Q/AQAAK5DUAAAAK5DUAAAAK5DUAAAAK5DUAAAAK5DUAAAAK5DUAAAAK5DUAAAAK5DUAAAAK5DUAAAAK5DUAAAAK5DUAAAAK5DUAAAAK5DUAAAAK7R0OgAAgHsFAgFt3rxZeXl58vl8TocDj6OlBgAQEb/fr/z8fBUVFSk/P19+v9/pkOBxKcYY43QQiVJVVaXs7GxVVlYqKyvL6XAAwLUCgYDy8/PrbS8vL49Liw0tQt4W6vWblhoAQNg2b94c1vZo0CKEUJHUAADClpeXF9b2SAUCAU2fPr3OtunTpysQCMT078AOJDUAgLD5fD4VFxfX2eb3+2PeNZTIFiGEJxAIqKysLKkSTEY/AQAiUlpaqoKCgrjWuiSqRQjh8fv9dVrQiouLVVpa6mBE36JQGACQ1I69gPr9fk2bNs3BiLwt0UXiUujXb1pqAABJLREtQghdU12CTj83JDUAgKTn8/kcv2DiW8ncJUihMAAACFmiisQjQU0NAAAIWyInRKSmBgAAxE0ydgnS/QQAAKzgmqRm1qxZ6tOnj7KyspSVlaWBAwdqyZIlTocFAACShGuSmpNOOknTpk3TmjVr9N577+nCCy/UVVddpb///e9OhwYAAJKAqwuF27dvr4ceekhjx44NaX8KhQEAcB+rC4WPHDmi559/XgcOHNDAgQMb3a+6ulrV1dXB36uqqhIRHgAAcIBrup8kaf369crIyFB6erpuueUWLVq0SGeccUaj+0+dOlXZ2dnBW05OTgKjBQAAieSq7qeamhrt2LFDlZWVeuGFF/T0009r5cqVjSY2DbXU5OTk0P0EAICLhNr95Kqk5lhDhw5Vz549NXv27JD2p6YGAAD3CfX67arup2PV1tbWaYkBAADe5ZpC4XvuuUfDhg3TySefrH379mnBggVasWKFXn31VadDAwAAScA1Sc0XX3yhoqIiff7558rOzlafPn306quv6uKLL3Y6NAAAkARck9T84Q9/cDoEAEkskYvrAUhOrq6pAQBJ8vv9ys/PV1FRkfLz8+X3+50OCYADXD36KVyMfgLsEwgElJ+fX297eXk5LTawjldbJD0x+gkANm/eHNZ2wK1okWweSQ0AV8vLywtrO+BGgUBA06dPr7Nt+vTpCgQCDkWUnEhqALiaz+dTcXFxnW1+v99TTfOwHy2SoXHN6CcAaExpaakKCgo8WWsAuzRWM0OLZGhoqQFgBZ/Pp8LCQhIauFZTNTO0SIaG0U8AADgs1FF8jH5q+vpN9xMAAA5rqmbmu8mLz+fzVDITLpIaF/Fqhg4AtqNmJjaoqXEJ5icAAHvFsmYmEAiorKzMk8O9qalxAWZMBQBviLZF3u/315nPpri4WKWlpbEM0RHMKGwR5icA4DQvf/tPpGhG8TFBH0mNK9DXCsBJdH+7A1+ASWpcgfkJADiFb//uwRdgkhrXKC0tVXl5uebNm6fy8nJNmzbN6ZAAeADf/t2DL8AM6XYV5icAkGh8+3cXry8ZQksNAKBRfPt3Hy8vGcKQbgBAs5j8E05imQQAQMzEs/ubhAmxQvcTAMAxDBePHeYSIqkBADiE4eKxQ3L4LZIaAIAjGC4eG6Ekh15pxSGpAQA4guHisdFccuilVhySGgCAIxguHhtNJYde6+IjqQEAOCaa2dK90qXSnKaSQ6918TFPDQDAdfx+f50WiOLiYpWWljoYkfMaGhofCASUn59fb9/CwkLNmzcv0SFGLNTrN0kNAMBVGrtQl5eX03XVgMLCQj377LP1trvpfIV6/ab7CQDgKl7rUonWJZdc0uB2G88XSQ0AwFUYNRUeL50vkhoAgKswaio8Xjpf1NQAAFyJNaPC4+bzRaFwA0hqAO9y8wc64HUUCgPAv3lpRlV4A3P0NIykBkmPNy+i4bUZVWE/kvTGkdQgqfHmRbQY/gubkKQ3jaQGSYs3L2LBS8NZYT+S9KaR1CBp8eZFLHhpOCvsR5LeNJIaJC3evIiVaBZNBJIJSXrTGNKNpHbsonV+v58LEgDP89oUBcxT0wCSGnfy2psXAFBXqNfvlgmMCYiIz+cjmQEANIuaGgAAYAWSGgAAYAW6nwAACAH1fcmPlhoAAJrB7Obu4JqkZurUqRowYIAyMzPVsWNHXX311dq0aZPTYQGAp3lhbTZmN3cP1yQ1K1eu1Pjx41VeXq5ly5bp0KFDuuSSS3TgwAGnQwMAT0pU64XTiROzm7uHa+ep2bNnjzp27KiVK1fq/PPPD+kY5qkBgNgIBALKz8+vt728vDym9SbHTsBZXFys0tLSmD1+KBL1v6JxoV6/XdNSc6zKykpJUvv27Rvdp7q6WlVVVXVuAIDoxbv1IhAIaNKkSUnR7cPSBO7hytFPtbW1+vnPf65zzjlHZ511VqP7TZ06VZMnT05gZADgDZGuzRbKCKJjW2eOtXnz5oQnFKWlpSooKGD0U5JzZffTrbfeqiVLlujNN9/USSed1Oh+1dXVqq6uDv5eVVWlnJwcup8AIAbCXZstlK6kxrp6votuH++xdu2n22+/XS+99JJWrVql7t27h3UsNTUAEFuhzt0Sal1KWVmZioqKGn0cFrX1JuvWfjLG6I477tCiRYu0YsWKsBMaJB4TVQH2C3VttqZqcL57fGPdVyUlJRo2bBifJWiSawqFx48fr2effVYLFixQZmamdu3apV27dumbb75xOjQ0gImqAHxXqDU4jRXlTpo0iYQGzXJN91NKSkqD2+fMmaPRo0eH9Bh0PyUGwx8BNCScGpxYtPTSWmwPK7uf4A6hNjMD8JZwRhCF2q3VmGSY3ybZeCHJc01LTSzQUpMYtNQAcBKfQfW5PcmzfvI9JC8mqgLgJJY1qMtLa1e5pvsJ7sJEVUDDvNAF4LRIJwa0lZdKAmipQdz4fD4VFhZa96YBIsWowMSgtbguLyV51NQAiBqtD82jziPxeF3+R7izPycb60Y/AUhObi9ATBQvdQEki2hHUNnEKyUBtNQAiBitD6HjXAGRY/QTgLhjlEnoqPMA4o/uJwAR81IBYix4pQsAcAotNQAiRutD+BgVCMQPNTWA5RIxAoRRJgDiidFPABI2MilZR5mQbAHeQvcTYCkvTY3eECa6A7yHpAawlJdHJnk9oQO8iqQGsJSXRya5OaELBAIqKytzfQJmy/8BdyGpASzl5ZFJbk3obOkys+X/gPsw+gmwnFeLZd221o0tMw7b8n8guTD6CYCk5B2ZFG9um+jOlrWhbPk/4E4kNQCs5aaErrGusa1btyoQCLj+/0j2rr9jebWF0+2oqQGAJNBQDZQkTZ48OeS6lGQozrWhlouaIPeipgYAkkggENCSJUs0efLkevc1VZeSqIkWQ+XWlg5qgpITq3QDgAv5fD717Nmzwfsaq1f5wx/+kHTz8rh1jSs3TwcAkhoASDrh1KX4/X7deOONDe7PhTh8oZz7ZOjmQ8NIagAgQUK9GIZal9LQzMnf5bbi3GTQ3Lmn3ia5UVPjELf2NwNeFs37NpKal+b+XllZmYqKihr9e8k8L0+ya+jcU2/jnJCv38ZDKisrjSRTWVnpaBzFxcVGUvBWXFzsaDwAmhfN+7a8vLzOsUdv5eXlUcXU2OM+/fTTUT0uGjZv3rwGz/e8efOcDs16oV6/6X5KMBbasx/97faJ9n0br+LTxrpKxo4dG9XjomG2zMFjM5KaBKOy3m70t9sp2vdtJBfDUJPj0tJSlZeXa968eSovL6fLKY5smIPHeglqOUoKydD9FK9maDiP59ZesXhuj+2+8vv9Ie9LF3VyKS8vN/PmzeO9nUChXr9JahwQzocb3IP+drvF4n0bysWQ5Di2SEDsEOr1m7WfHOC2hfbwreZGotDfbrdYvG9DWYuKBSFjJ9lmWUb8UVPjELfOtulFgUBAP/rRj5qtlaG/3X4+n095eXnavHlz2IXgodbIxDo59mrhOoMyPCpBLUdJIVm6n+Aex3Y5KITuAJq77RVprUu4x8Wqi9rLtTl0B0cuGT/DqKlpAEkNwtFYbQMfjt4Uaa1LNMdFc2Hxem2O1///SCVrIsw8NUCUmhuuS62Mt0Q6rDvS46Ltom7s8efMmeOJLhi6g8NnQ5cdSQ3QiKaSFj4cvSfSWhenCsgbe/zZs2d7Zg4l5vAJjw3zqJHUeIBXCwWj1dA3vSuuuIIPR4+K9Ju/Uy0GDf3d73LbN/BIMSgjdDaM4GRBS8sxpDF68Vp8lEVN3SnS582p5zsQCGjOnDmaPXt2vfvmzZunwsLChMWC5HfsNSNZFkYN9fpNUmMxVpRNXiSbzvFiMslnAcKRjO+RUK/fMel+2rt3byweBjFmQ/+ojWwoxnMrr67NRdEswuHmLruwk5rS0lItXLgw+Pvw4cP1ve99TyeeeKLef//9mAaH6NjQP+pmjdUykWw6w+vJJEWz4aEW0Z3CTmqeeOIJ5eTkSJKWLVumZcuWacmSJRo2bJjuuuuumAeIyPHtzDlNtQiQbDqDZNLd38ATyastejYIu6amdevW2rx5s3JycvSzn/1M//rXvzR79uzguiRff/11vGKNmtdqao5Kxv5Rm4VSv5CsxXg2o64EoXDydcJndePiVlPTrl07ffrpp5KkpUuXaujQoZIkY4yOHDkSYbiIJ76dJVYoLQJ0BSQeLZcIhVMterQOxUbYq3QXFBRo5MiR6tWrl7766isNGzZMkrRu3TqdcsopMQ8QscE3gMQJtXsplBWbbeXU6zEWK22jYbZ8xjjRPdxYvVdBQYGrz6Ujwl1/oaamxjz00EPmzjvvNGvXrg1u/+1vf2ueeuqpcB8uLCtXrjQ/+tGPTJcuXYwks2jRorCO9+raT8m6lofNYrUgoY14PdrHtuc00e9fFt9sXqjXb1fNU7NkyRKtXr1a/fr1U0FBgRYtWqSrr7465OO9WFNDHYFzbPnmGku8Hu1j63OayPevrecwluI6T01ZWZnOPfdcde3aVZ988okkacaMGXrppZciizZEw4YN0/33369rrrkmrn/HJoz4cA61TPXxerSPrc9pIt+/1HvFTthJzaxZszRhwgQNGzZMe/fuDRYHt23bVjNmzIh1fFGprq5WVVVVnZvXMHwYyYTXo314TmODwQOxEXZSM3PmTD311FOaOHGiWrRoEdzev39/rV+/PqbBRWvq1KnKzs4O3o7Or+MlfANAIoQ6URmvR/vwnMYOrbvRi2iemo0bNyo3N1eZmZl6//331aNHD3300Ufq06ePvvnmm3jFWkdKSkqzNTXV1dWqrq4O/l5VVaWcnBxP1dQcRX0H4iWSdax4PdqH59Q+yfSchlpTE/aQ7u7du6uiokK5ubl1ti9dulSnn356+JHGUXp6utLT050OIyl4efgw4ifSoai8Hu3Dc2oXty66G3b304QJEzR+/HgtXLhQxhi98847euCBB3TPPffUa4IEYDdbi0QBL3PzOmlht9TceOONat26tX7961/r4MGDGjlypLp27arf/e53+q//+q94xBi0f/9+bdmyJfj79u3bVVFRofbt2+vkk0+O698GUB9FovCSZOqOiaemvqwk/f8dzWQ4Bw4cMLt3747mIcKyfPnyBicoGjVqVEjHe3XyPa8pLy838+bNM+Xl5U6H4glMNAgvsG2CwaaUl5c3eK118jPVysn3ouXFyfe8xq39wG7nlW+w8KZknRwvnu+7ZFt0N9Trd9hJTffu3ZWSktLo/du2bQvn4RKKpMZuyfrBA8DdysrKVFRUVG/7vHnzVFhY6EBEifkCl0xfVuI2+unnP/95nd8PHTqkdevWaenSpbrrrrvCDhSIFVf3AwNIWslWOxaLBTBDSVjcOKIt7KTmZz/7WYPbH3vsMb333ntRBwREKtk+eAA0LJlaAEJxdILBY7tjnIo92i9wVnfTx6qIZ+vWrSYzMzNWDxcXFArbj6JVILm5ueA2WQYhRFPIm4xFwKEI9fod0YKWDXnhhRfUvn37WD0cEBHWTwGSl5vnP5GSZxmDaJamsH1uqbC7n37wgx/UKRQ2xmjXrl3as2ePHn/88ZgGB0TCjf3AgBdQ9xY7paWlKigoCLsbz/Zu+rCTmmPXWkpNTVWHDh00ZMgQnXbaabGKCwBgmXhfUN1WqxOtSL7AJVt9UKwxTw1cwWsfVoCt4jX/iRuLX538XHPbZ2pM56mpqqoK+Q8nc7JAUuNObvywAtC4WF9QnZijKtr/gc+18MQ0qUlNTW1ywj3p29qalJQUHTlyJPxoE4Skxn1snlDPbd+UgGSV6Mnxok1IbP5ci5eYTr63fPnymAUGhMPWwkK+pQGxk8ji11hMfGfr51oyCCmpGTx4cLzjAIK+24JhY6V+LD4UAfxHIotfY5GQ2Pi5lizCHv101MGDB7Vjxw7V1NTU2d6nT5+og7IV3Q3Na6gFI9wPq2Q/z3xLA2Iv0iHO4YpFQmL7CCRHhTur3xdffGGuuOIKk5qa2uAtmTk5o7CbZ9FMlKZmugx1Jk83nGe3zugJ4Fuxmrk8WWYojpV4/j+hXr/DTmpGjhxpzjnnHPPuu++aNm3amNdee82UlZWZU0891fz1r3+NOOBEcCqp4SIWmnnz5jV4nubNmxfS8W46zyznAGPsu6h5Cc9dXfH+Qhm3pKZz584mEAgYY4zJzMw0mzZtMsYY89JLL5lzzjknglATx6mkJtqLtVdEm5S47TzzoehtbmhVBEKRiC+UcVv76cCBA+rYsaMkqV27dtqzZ48kqXfv3lq7dm24D+cJFIWFJpr1TCT3nedkWUcGief2NZDQvEAgoLKyMk88p8m0nlTYSc2pp56qTZs2SZK+//3va/bs2frss8/0xBNPqEuXLjEP0AbRXqy9JJoFKTnPcItkuggg9vx+v/Lz81VUVKT8/Hz5/X6nQ4qrZPpCGfYyCc8++6wOHz6s0aNHa82aNbrsssv0z3/+U2lpaZo7d65GjBgRr1ijFq/J90IdbZPso3JswXlGsmPyNXt59bmN1/IXR8V0RuGmHDx4UBs3btTJJ5+sE044IZqHirt4JDVMogYgEvG+CMAZiZ7dOJnE8wtl3JKaN998U+eee27UAToh1kmNVzNyALFBq6J9uC7ER6jX77Brai688EJ1795dv/rVr7Rhw4aognQ7+sUBRINicftQ2+essJOanTt36pe//KVWrlyps846S3379tVDDz2kf/zjH/GIL6k1VgS1bNmyBEcCAEgW0Qx4QHSiqqnZvn27FixYoD/96U/auHGjzj//fL3xxhuxjC+m4lFTU1hYqGeffbbedpoaAQCIjbh1P31X9+7ddffdd2vatGnq3bu3Vq5cGc3DudIll1zS4Ha6oAA0xEvzlwCJFnFSs3r1at12223q0qWLRo4cqbPOOkuvvPJKLGNzhWQanw8guXlt/hIg0cJOau655x51795dF154oXbs2KHf/e532rVrl8rKynTZZZfFI8akRlEYgFAwizAQfy3DPWDVqlW66667NHz48KSflyZRErXkPQD3amq0JJ8ZQGyEndSsXr06HnG4ns/ni9sHE3NZAO5HVzUQf1EVCiP+6INHolDAGl90VQPxF/UyCW4Sr7Wf4oWZKZEoLPeROLS8AuFLyJBuxBczFiMRKGBNLGYRBuKHpCaJ0QePRCB5BmCLsJOaUaNGadWqVfGIBcegDx6JQPIMwBZhJzWVlZUaOnSoevXqpQcffFCfffZZPOLCv7GGCOKN5BmALSIqFN6zZ4/Kysr0zDPPaMOGDRo6dKjGjh2rq666Sscdd1w84owJtxUKA4lEASuAZBXq9Tvq0U9r167VnDlz9PTTTysjI0M//elPddttt6lXr17RPGxckNTEDhdAAECiJGT00+eff65ly5Zp2bJlatGihS6//HKtX79eZ5xxhh555JFoHhpJjLlzYCPm6QHcL+yWmkOHDunll1/WnDlz9Nprr6lPnz668cYbNXLkyGD2tGjRIt1www36+uuv4xJ0pGipiR5z58BGzNPjTrQYe0fcWmq6dOmim266Sbm5uXrnnXf03nvv6ZZbbqnzRy644AK1bds2osCR3Bj+C9swT4870WKMhoSd1DzyyCPauXOnHnvsMfXt27fBfdq2bavt27dHGxuSEMN/YRsSdfchEUVjwk5qCgsL1apVq3jEAhdg+C9s4+VE3a11RCSiaAwzCiNsocyd49YPS3iPVxN1N3ffeDkRRdNY0BIxR9El3MhLRac2FPwf+znj9/uZnNRiCZunxk1IauLPhg/LZOGliywS4+hrauvWrZo8eXK9++fNm6fCwkIHIosM7xHvCPX63TKBMcEDmurr5kMndLR2IdaOfU01xG3dNz6fj88V1OG6mprHHntM3bp1U6tWreTz+fTOO+84HRK+g77u6DGyA7HW0GvqWF6oI4L9XJXULFy4UBMmTFBJSYnWrl2r73//+7r00kv1xRdfOB0a/s2rRZexxMgOuzlRRN/Ya6ekpITFcmEVV9XU+Hw+DRgwQL///e8lSbW1tcrJydEdd9yhu+++u9njqalJHPq6I0ddkr2c6lbkNQW3S8jaT4lUU1OjNWvWaOjQocFtqampGjp0qN5+++0Gj6murlZVVVWdGxLD5/OpsLCQD8wI0NplJye7FXlNwStcUyj85Zdf6siRI+rUqVOd7Z06ddLGjRsbPGbq1KkNVvgDya60tFQFBQVWtHbRavctp4vobXpNAY1xTVITiXvuuUcTJkwI/l5VVaWcnBwHIwJCZ8PIDkZx/UcyFNHb8JoCmuKa7qcTTjhBLVq00O7du+ts3717tzp37tzgMenp6crKyqpzA5AYjOKqiy4gIP5ck9SkpaWpX79+ev3114Pbamtr9frrr2vgwIEORgagIYziqi+UJUYARM5V3U8TJkzQqFGj1L9/f5199tmaMWOGDhw4oDFjxjgdGoBjJEN3SzKiCwiIH1clNSNGjNCePXt07733ateuXerbt6+WLl1ar3gYgPOOdrccuz4PF3QA8eKqeWqixTw1QOIx+glAtFj7CUCjEplo0N0CIFFcUyiM5OTElO+Ijt/vV35+voqKipSfny+/3+90SAAQEyQ1iBgXR/dhmDUAm5HUICJcHN2JYdYAbEZSg4hwcXQnhlkDsBlJDSLCxdGdmNUWgM0Y0o2IHbuuj9/vZ4ZUl2CYNQA3CfX6TVKDqHBxBADEG/PUICGYgwQAkCyoqQEAAFYgqQEAAFYgqQEAAFagpgZwMQq1AeA/aKkBXIplKgCgLoZ0Ay4UCASUn59fb3t5eTktNgCsE+r1m5YawIVYpgIA6iOpAVyIZSoAoD6SGsCFWMMJAOqjpgZwMUY/AfAClkkAPIBlKkjskg3PB5xE9xMA12JYe3Lh+YDT6H4C4EoMa08uPB+IJ4Z0A7Aaw9qTC88HkgE1NUmG/mggNAxrTy48H0gGtNQkEfqjgdAxrD258HwgGVBTkyTojwYiQ+tmcuH5QDwwpNtlmuqP5oMBaBzD2pMLzwecRPdTkqA/GgCA6JDUJAn6owEAiA41NUmG/mgAAOqipsal6I8GACAyJDWAC9GiBwD1UVMDuAzzGQFAw6ipAVyE+YwAeBFrPwEWYn0dAGgcSQ3gIsxnBACNI6kBXIT5jACgcdTUAC7E6CcAXsI8NYDFmM8IAOqj+wkAAFiBpAYAAFiBpAYAAFiBpAYAAFiBpAYAAFiBpAYAAFjBNUnNAw88oEGDBun4449X27ZtnQ4HAAAkGdckNTU1NfrJT36iW2+91elQAABAEnLN5HuTJ0+WJM2dO9fZQFyMWWgBADZzTUsNouP3+5Wfn6+ioiLl5+fL7/c7HRIAADFldVJTXV2tqqqqOjcvCgQCmj59ep1t06dPVyAQcCgiAABiz9Gk5u6771ZKSkqTt40bN0b8+FOnTlV2dnbwlpOTE8Po3WPz5s1hbQcAwI0cran55S9/qdGjRze5T48ePSJ+/HvuuUcTJkwI/l5VVeXJxCYvLy+s7QAAuJGjSU2HDh3UoUOHuD1+enq60tPT4/b4buHz+VRcXFynC8rv91MsDACwimtGP+3YsUP//Oc/tWPHDh05ckQVFRWSpFNOOUUZGRnOBucCpaWlKigoYPQTAMBaKcYY43QQoRg9erSeeeaZetuXL1+uIUOGhPQYVVVVys7OVmVlpbKysmIcIQAAiIdQr9+uSWpigaQGAAD3CfX6bfWQbgAA4B0kNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAquSGo+/vhjjR07Vt27d1fr1q3Vs2dPlZSUqKamxunQAABAkmjpdACh2Lhxo2prazV79mydcsop+uCDD3TTTTfpwIEDevjhh50ODwAAJIEUY4xxOohIPPTQQ5o1a5a2bdsW8jFVVVXKzs5WZWWlsrKy4hgdAACIlVCv365oqWlIZWWl2rdv3+Q+1dXVqq6uDv5eVVUV77AAAIBDXFFTc6wtW7Zo5syZuvnmm5vcb+rUqcrOzg7ecnJyEhQhAABINEeTmrvvvlspKSlN3jZu3FjnmM8++0yXXXaZfvKTn+imm25q8vHvueceVVZWBm+ffvppPP8dAADgIEdravbs2aOvvvqqyX169OihtLQ0SdLOnTs1ZMgQ5efna+7cuUpNDS8no6YGAAD3cUVNTYcOHdShQ4eQ9v3ss890wQUXqF+/fpozZ07YCQ0AALCbKwqFP/vsMw0ZMkS5ubl6+OGHtWfPnuB9nTt3djAyAACQLFyR1CxbtkxbtmzRli1bdNJJJ9W5z6Uj0gEAQIy5og9n9OjRMsY0eAMAAJBcktQAAAA0h6QGAABYgaQGAABYgaQGAABYgaQGAABYgaQGAABYwRXz1CD2AoGANm/erLy8PPl8PqfDAQAgarTUeJDf71d+fr6KioqUn58vv9/vdEgAAETN0QUtE40FLb9tocnPz6+3vby8nBYbAEBSCvX6TUuNx2zevDms7QAAuAVJjcfk5eWFtR0AALcgqfEYn8+n4uLiOtv8fj9dTwAA16OmxqMY/QQAcItQr98M6fYon89HMgMAsArdTwAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAqeWvvp6NqdVVVVDkcCAABCdfS63dwa3J5Kavbt2ydJysnJcTgSAAAQrn379ik7O7vR+1NMc2mPRWpra7Vz505lZmYqJSUlZo9bVVWlnJwcffrpp00uiY7oca4Th3OdGJznxOFcJ06sz7UxRvv27VPXrl2Vmtp45YynWmpSU1N10kknxe3xs7KyeKMkCOc6cTjXicF5ThzOdeLE8lw31UJzFIXCAADACiQ1AADACiQ1MZCenq6SkhKlp6c7HYr1ONeJw7lODM5z4nCuE8epc+2pQmEAAGAvWmoAAIAVSGoAAIAVSGoAAIAVSGoAAIAVSGpC9Nhjj6lbt25q1aqVfD6f3nnnnSb3f/7553XaaaepVatW6t27txYvXpygSN0vnHP91FNP6bzzzlO7du3Url07DR06tNnnBt8K9zV91HPPPaeUlBRdffXV8Q3QIuGe671792r8+PHq0qWL0tPTlZeXx2dIiMI91zNmzNCpp56q1q1bKycnR7/4xS/0r3/9K0HRutOqVat05ZVXqmvXrkpJSdFf/vKXZo9ZsWKFfvjDHyo9PV2nnHKK5s6dG5/gDJr13HPPmbS0NPPHP/7R/P3vfzc33XSTadu2rdm9e3eD+69evdq0aNHCTJ8+3WzYsMH8+te/Nscdd5xZv359giN3n3DP9ciRI81jjz1m1q1bZz788EMzevRok52dbf7xj38kOHJ3Cfc8H7V9+3Zz4oknmvPOO89cddVViQnW5cI919XV1aZ///7m8ssvN2+++abZvn27WbFihamoqEhw5O4T7rmeP3++SU9PN/Pnzzfbt283r776qunSpYv5xS9+keDI3WXx4sVm4sSJ5sUXXzSSzKJFi5rcf9u2beb44483EyZMMBs2bDAzZ840LVq0MEuXLo15bCQ1ITj77LPN+PHjg78fOXLEdO3a1UydOrXB/YcPH26uuOKKOtt8Pp+5+eab4xqnDcI918c6fPiwyczMNM8880y8QrRCJOf58OHDZtCgQebpp582o0aNIqkJUbjnetasWaZHjx6mpqYmUSFaI9xzPX78eHPhhRfW2TZhwgRzzjnnxDVOm4SS1BQXF5szzzyzzrYRI0aYSy+9NObx0P3UjJqaGq1Zs0ZDhw4NbktNTdXQoUP19ttvN3jM22+/XWd/Sbr00ksb3R/fiuRcH+vgwYM6dOiQ2rdvH68wXS/S83zfffepY8eOGjt2bCLCtEIk5/rll1/WwIEDNX78eHXq1ElnnXWWHnzwQR05ciRRYbtSJOd60KBBWrNmTbCLatu2bVq8eLEuv/zyhMTsFYm8JnpqQctIfPnllzpy5Ig6depUZ3unTp20cePGBo/ZtWtXg/vv2rUrbnHaIJJzfSy/36+uXbvWewPhPyI5z2+++ab+8Ic/qKKiIgER2iOSc71t2za98cYbuv7667V48WJt2bJFt912mw4dOqSSkpJEhO1KkZzrkSNH6ssvv9S5554rY4wOHz6sW265Rb/61a8SEbJnNHZNrKqq0jfffKPWrVvH7G/RUgNrTJs2Tc8995wWLVqkVq1aOR2ONfbt26fCwkI99dRTOuGEE5wOx3q1tbXq2LGjnnzySfXr108jRozQxIkT9cQTTzgdmnVWrFihBx98UI8//rjWrl2rF198Ua+88oqmTJnidGiIEC01zTjhhBPUokUL7d69u8723bt3q3Pnzg0e07lz57D2x7ciOddHPfzww5o2bZr+93//V3369IlnmK4X7nneunWrPv74Y1155ZXBbbW1tZKkli1batOmTerZs2d8g3apSF7TXbp00XHHHacWLVoEt51++unatWuXampqlJaWFteY3SqSc/2b3/xGhYWFuvHGGyVJvXv31oEDBzRu3DhNnDhRqal874+Fxq6JWVlZMW2lkWipaVZaWpr69eun119/PbittrZWr7/+ugYOHNjgMQMHDqyzvyQtW7as0f3xrUjOtSRNnz5dU6ZM0dKlS9W/f/9EhOpq4Z7n0047TevXr1dFRUXw9uMf/1gXXHCBKioqlJOTk8jwXSWS1/Q555yjLVu2BBNHSdq8ebO6dOlCQtOESM71wYMH6yUuR5NJw7KIMZPQa2LMS48t9Nxzz5n09HQzd+5cs2HDBjNu3DjTtm1bs2vXLmOMMYWFhebuu+8O7r969WrTsmVL8/DDD5sPP/zQlJSUMKQ7ROGe62nTppm0tDTzwgsvmM8//zx427dvn1P/giuEe56Pxein0IV7rnfs2GEyMzPN7bffbjZt2mT++te/mo4dO5r777/fqX/BNcI91yUlJSYzM9P86U9/Mtu2bTOvvfaa6dmzpxk+fLhT/4Ir7Nu3z6xbt86sW7fOSDK//e1vzbp168wnn3xijDHm7rvvNoWFhcH9jw7pvuuuu8yHH35oHnvsMYZ0O23mzJnm5JNPNmlpaebss8825eXlwfsGDx5sRo0aVWf/P//5zyYvL8+kpaWZM88807zyyisJjti9wjnXubm5RlK9W0lJSeIDd5lwX9PfRVITnnDP9VtvvWV8Pp9JT083PXr0MA888IA5fPhwgqN2p3DO9aFDh8ykSZNMz549TatWrUxOTo657bbbzNdff534wF1k+fLlDX7uHj23o0aNMoMHD653TN++fU1aWprp0aOHmTNnTlxiSzGGNjYAAOB+1NQAAAArkNQAAAArkNQAAAArkNQAAAArkNQAAAArkNQAAAArkNQAAAArkNQAsMqKFSuUkpKivXv3Oh0KgAQjqQEAAFYgqQEAAFYgqQEQF3v27FHnzp314IMPBre99dZbSktLq7di71GDBg2S3++v9zjHHXecVq1aJUkqKytT//79lZmZqc6dO2vkyJH64osvGo1j0qRJ6tu3b51tM2bMULdu3epse/rpp3X66aerVatWOu200/T4448H76upqdHtt9+uLl26qFWrVsrNzdXUqVNDOQ0AEoikBkBcdOjQQX/84x81adIkvffee9q3b58KCwt1++2366KLLmrwmOuvv17PPfecvrsk3cKFC9W1a1edd955kqRDhw5pypQpev/99/WXv/xFH3/8sUaPHh1VrPPnz9e9996rBx54QB9++KEefPBB/eY3v9EzzzwjSXr00Uf18ssv689//rM2bdqk+fPn10uKADivpdMBALDX5ZdfrptuuknXX3+9+vfvrzZt2jTZwjF8+HD9/Oc/15tvvhlMYhYsWKDrrrtOKSkpkqQbbrghuH+PHj306KOPasCAAdq/f78yMjIiirOkpET//d//rYKCAklS9+7dtWHDBs2ePVujRo3Sjh071KtXL5177rlKSUlRbm5uRH8HQHzRUgMgrh5++GEdPnxYzz//vObPn6/09PRG9+3QoYMuueQSzZ8/X5K0fft2vf3227r++uuD+6xZs0ZXXnmlTj75ZGVmZmrw4MGSpB07dkQU34EDB7R161aNHTtWGRkZwdv999+vrVu3SpJGjx6tiooKnXrqqbrzzjv12muvRfS3AMQXSQ2AuNq6dat27typ2tpaffzxx83uf/311+uFF17QoUOHtGDBAvXu3Vu9e/eW9G0CcumllyorK0vz58/Xu+++q0WLFkn6tu6lIampqXW6s6Rvu7CO2r9/vyTpqaeeUkVFRfD2wQcfqLy8XJL0wx/+UNu3b9eUKVP0zTffaPjw4br22mvDPhcA4ovuJwBxU1NTo5/+9KcaMWKETj31VN14441av369Onbs2OgxV111lcaNG6elS5dqwYIFKioqCt63ceNGffXVV5o2bZpycnIkSe+9916TMXTo0EG7du2SMSbYhVVRURG8v1OnTuratau2bdtWp0XoWFlZWRoxYoRGjBiha6+9Vpdddpn++c9/qn379qGcCgAJQFIDIG4mTpyoyspKPfroo8rIyNDixYt1ww036K9//Wujx7Rp00ZXX321fvOb3+jDDz/UddddF7zv5JNPVlpammbOnKlbbrlFH3zwgaZMmdJkDEOGDNGePXs0ffp0XXvttVq6dKmWLFmirKys4D6TJ0/WnXfeqezsbF122WWqrq7We++9p6+//loTJkzQb3/7W3Xp0kU/+MEPlJqaqueff16dO3dW27Ztoz5HAGLIAEAcLF++3LRs2dL87W9/C27bvn27ycrKMo8//niTxy5evNhIMueff369+xYsWGC6detm0tPTzcCBA83LL79sJJl169YF/64k8/XXXwePmTVrlsnJyTFt2rQxRUVF5oEHHjC5ubl1Hnf+/Pmmb9++Ji0tzbRr186cf/755sUXXzTGGPPkk0+avn37mjZt2pisrCxz0UUXmbVr10Z2YgDETYoxx3Q2AwAAuBCFwgAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAokNQAAwAr/D4fqsaT1nv64AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title('Scatter plot')\n",
    "plt.scatter(x, y, color='black', s=10)\n",
    "plt.xlabel('x values')\n",
    "plt.ylabel('y values')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b3245ecd-0b3a-462e-9ef0-82cfcb1064d4",
   "metadata": {},
   "source": [
    "### 1.4. Distribution plots\n",
    "\n",
    "#### 1.4.1. Histogram\n",
    "\n",
    "Matplotlib [histogram documentation page](https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.hist.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "32907966-207b-48fc-a96c-446d3fb28d2f",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = np.random.normal(0, 1, 10000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "7333cddf-0764-498d-bf8e-067df11063d8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAkQAAAHHCAYAAABeLEexAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjcsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvTLEjVAAAAAlwSFlzAAAPYQAAD2EBqD+naQAANGdJREFUeJzt3Xt8FNXdx/HvhksSIBfCkoTUBCIiAQVREAxaC5ISFBUaqlIJDRpFaQAjLVWechHUohQhFVPxUkN9CqK2Aa0XIEYutkSEUErBBMFil4IJrhhiaG4m8/zhw75cQCTLbnaT83m/XvuSPXPOzO+AwJeZMzM2y7IsAQAAGCzI3wUAAAD4G4EIAAAYj0AEAACMRyACAADGIxABAADjEYgAAIDxCEQAAMB4BCIAAGA8AhEAADAegQhAQOnRo4cmTZrk7zIAGIZABMCnVqxYIZvNph07dpxx+7Bhw3TppZee1zHeeustPfTQQ+e1DwBmIxABCCj79u3Tc88916Qxb731lubPn++jigCYgEAEIKAEBwerXbt2/i6jSU6cOOHvEgCcJwIRgIBy6hqi+vp6zZ8/X7169VJISIi6dOmia665RgUFBZKkSZMmKTc3V5Jks9lcn5NOnDihn//854qPj1dwcLB69+6txYsXy7Ist+NWV1dr+vTpstvtCgsL080336zDhw/LZrO5XY576KGHZLPZ9OGHH+r2229X586ddc0110iSdu/erUmTJunCCy9USEiIYmNjdeedd+rzzz93O9bJfXz00UdKT09XRESEunbtqjlz5siyLB06dEhjxoxReHi4YmNj9cQTT3jzpxjAGbT1dwEAzHD8+HE5nc7T2uvr68867qGHHtLChQt11113afDgwaqsrNSOHTu0c+dO/fCHP9Q999yjI0eOqKCgQP/7v//rNtayLN18883auHGjMjMzNWDAAK1fv14zZ87U4cOHtXTpUlffSZMm6ZVXXtHEiRN11VVXafPmzRo9evS31nXLLbeoV69e+vWvf+0KVwUFBfrXv/6lO+64Q7Gxsdq7d6+effZZ7d27V++//75bUJOk2267TX369NFjjz2mN998U4888oiioqL0zDPP6LrrrtPjjz+ulStX6he/+IWuvPJKXXvttd/58wzAQxYA+FBeXp4l6ayfSy65xNW/e/fuVkZGhuv7ZZddZo0ePfqsx8jKyrLO9MfZ2rVrLUnWI4884tb+4x//2LLZbNaBAwcsy7Ks4uJiS5KVnZ3t1m/SpEmWJGvevHmutnnz5lmSrJ/85CenHe+///3vaW0vvfSSJcnasmXLafuYPHmyq+2rr76yLrjgAstms1mPPfaYq/2LL76wQkND3X5OAHgfl8wANIvc3FwVFBSc9unfv/9Zx0VGRmrv3r3av39/k4/51ltvqU2bNpo+fbpb+89//nNZlqW3335bkrRu3TpJ0s9+9jO3ftOmTfvWfd97772ntYWGhrp+XFNTI6fTqauuukqStHPnztP633XXXa4ft2nTRoMGDZJlWcrMzHS1R0ZGqnfv3vrXv/71rbUAOH9cMgPQLAYPHqxBgwad1t65c+czXko7acGCBRozZowuvvhiXXrppRo1apQmTpz4nUFKkv79738rLi5OYWFhbu19+vRxbT/536CgICUmJrr1u+iii75136f2laRjx45p/vz5Wr16tY4ePeq27fjx46f1T0hIcPseERGhkJAQ2e3209pPXYcEwLs4QwQgoF177bX6+OOP9cILL+jSSy/V888/ryuuuELPP/+8X+v65tmgk2699VY999xzuvfee5Wfn68NGza4zj41Njae1r9Nmzbn1CbptEXgALyLQAQg4EVFRemOO+7QSy+9pEOHDql///5ud36dulj5pO7du+vIkSP68ssv3dpLS0td20/+t7GxUQcPHnTrd+DAgXOu8YsvvlBhYaEefPBBzZ8/Xz/60Y/0wx/+UBdeeOE57wOA/xCIAAS0Uy8VderUSRdddJFqa2tdbR07dpQkVVRUuPW94YYb1NDQoKeeesqtfenSpbLZbLr++uslSampqZKk3/3ud279li1bds51njyzc+qZnJycnHPeBwD/YQ0RgIDWt29fDRs2TAMHDlRUVJR27NihP/3pT5o6daqrz8CBAyVJ06dPV2pqqtq0aaPx48frpptu0vDhw/WrX/1Kn3zyiS677DJt2LBBr732mrKzs9WzZ0/X+HHjxiknJ0eff/6567b7jz76SNK3n4H6pvDwcF177bVatGiR6uvr9b3vfU8bNmw47awTgMBEIAIQ0KZPn67XX39dGzZsUG1trbp3765HHnlEM2fOdPVJS0vTtGnTtHr1av3xj3+UZVkaP368goKC9Prrr2vu3Ll6+eWXlZeXpx49eug3v/mNfv7zn7sd58UXX1RsbKxeeuklrVmzRikpKXr55ZfVu3dvhYSEnFOtq1at0rRp05SbmyvLsjRy5Ei9/fbbiouL8+rPCQDvs1ms1AOAM9q1a5cuv/xy/fGPf9SECRP8XQ4AH2INEQDo61d3nConJ0dBQUE8IRowAJfMAEDSokWLVFxcrOHDh6tt27Z6++239fbbb2vy5MmKj4/3d3kAfIxLZgCgr99DNn/+fH344YeqqqpSQkKCJk6cqF/96ldq25Z/OwKtHYEIAAAYjzVEAADAeAQiAABgPC6Mn4PGxkYdOXJEYWFh5/SANgAA4H+WZenLL79UXFycgoLOfg6IQHQOjhw5wl0mAAC0UIcOHdIFF1xw1j4EonMQFhYm6euf0PDwcD9XAwAAzkVlZaXi4+Ndf4+fDYHoHJy8TBYeHk4gAgCghTmX5S4sqgYAAMYjEAEAAOMRiAAAgPEIRAAAwHgEIgAAYDwCEQAAMB6BCAAAGI9ABAAAjEcgAgAAxiMQAQAA4xGIAACA8QhEAADAeAQiAABgPAIRAAAwXlt/FwAAJzkcDjmdTo/G2u12JSQkeLkiAKYgEAEICA6HQ0lJSaqurvZofGhoqEpLSwlFADxCIAIQEJxOp6qrq5WWlia73d7ksfn5+XI6nQQiAB4hEAEIKHa7XXFxcf4uA4BhWFQNAACMRyACAADGIxABAADj+TUQbdmyRTfddJPi4uJks9m0du1at+2WZWnu3Lnq1q2bQkNDlZKSov3797v1OXbsmCZMmKDw8HBFRkYqMzNTVVVVbn12796t73//+woJCVF8fLwWLVrk66kBAIAWxK+B6MSJE7rsssuUm5t7xu2LFi3Sk08+qeXLl2vbtm3q2LGjUlNTVVNT4+ozYcIE7d27VwUFBXrjjTe0ZcsWTZ482bW9srJSI0eOVPfu3VVcXKzf/OY3euihh/Tss8/6fH4AAKBl8OtdZtdff72uv/76M26zLEs5OTmaPXu2xowZI0l68cUXFRMTo7Vr12r8+PEqKSnRunXrtH37dg0aNEiStGzZMt1www1avHix4uLitHLlStXV1emFF15Q+/btdckll2jXrl1asmSJW3ACAADmCtg1RAcPHlRZWZlSUlJcbRERERoyZIiKiookSUVFRYqMjHSFIUlKSUlRUFCQtm3b5upz7bXXqn379q4+qamp2rdvn7744oszHru2tlaVlZVuHwAA0HoFbCAqKyuTJMXExLi1x8TEuLaVlZUpOjrabXvbtm0VFRXl1udM+/jmMU61cOFCRUREuD7x8fHnPyEAABCwAjYQ+dOsWbN0/Phx1+fQoUP+LgkAAPhQwAai2NhYSVJ5eblbe3l5uWtbbGysjh496rb9q6++0rFjx9z6nGkf3zzGqYKDgxUeHu72AQAArVfABqLExETFxsaqsLDQ1VZZWalt27YpOTlZkpScnKyKigoVFxe7+rz77rtqbGzUkCFDXH22bNmi+vp6V5+CggL17t1bnTt3bqbZAACAQObXu8yqqqp04MAB1/eDBw9q165dioqKUkJCgrKzs/XII4+oV69eSkxM1Jw5cxQXF6exY8dKkvr06aNRo0bp7rvv1vLly1VfX6+pU6dq/Pjxrnch3X777Zo/f74yMzP1wAMPaM+ePfrtb3+rpUuX+mPKAHyopKTEo3F2u52XwgKG82sg2rFjh4YPH+76PmPGDElSRkaGVqxYoV/+8pc6ceKEJk+erIqKCl1zzTVat26dQkJCXGNWrlypqVOnasSIEQoKCtK4ceP05JNPurZHRERow4YNysrK0sCBA2W32zV37lxuuQdakaqqKtlsNqWnp3s0PjQ0VKWlpYQiwGA2y7IsfxcR6CorKxUREaHjx4+zngjwkZ07d2rgwIGaPHlyk992v3v3buXn5ystLU12u71JY51Op/Lz81VcXKwrrriiSWMBBLam/P3t1zNEAOBNdru9yWEKAKQAXlQNAADQXDhDBMCrHA6HnE5nk8d5uiAaALyBQATAaxwOh5KSklRdXe3vUgCgSQhEALzG6XSqurrao8XN+/fv18aNG31UGQCcHYEIgNd5srjZk8tsAOAtLKoGAADGIxABAADjEYgAAIDxCEQAAMB4BCIAAGA8AhEAADAegQgAABiPQAQAAIxHIAIAAMYjEAEAAOMRiAAAgPEIRAAAwHgEIgAAYDwCEQAAMF5bfxcAAIGgpKTEo3F2u10JCQlergZAcyMQATBaVVWVbDab0tPTPRofGhqq0tJSQhHQwhGIABitpqZGlmUpLS1Ndru9SWOdTqfy8/PldDoJREALRyACAH196SsuLs7fZQDwExZVAwAA4xGIAACA8QhEAADAeAQiAABgPAIRAAAwHoEIAAAYj0AEAACMRyACAADGIxABAADjEYgAAIDxCEQAAMB4BCIAAGA8AhEAADAegQgAABiPQAQAAIxHIAIAAMYjEAEAAOMRiAAAgPEIRAAAwHgEIgAAYDwCEQAAMB6BCAAAGI9ABAAAjEcgAgAAxiMQAQAA4xGIAACA8QhEAADAeAQiAABgPAIRAAAwHoEIAAAYj0AEAACMRyACAADGIxABAADjBXQgamho0Jw5c5SYmKjQ0FD17NlTDz/8sCzLcvWxLEtz585Vt27dFBoaqpSUFO3fv99tP8eOHdOECRMUHh6uyMhIZWZmqqqqqrmnAwAAAlRAB6LHH39cTz/9tJ566imVlJTo8ccf16JFi7Rs2TJXn0WLFunJJ5/U8uXLtW3bNnXs2FGpqamqqalx9ZkwYYL27t2rgoICvfHGG9qyZYsmT57sjykBAIAA1NbfBZzN1q1bNWbMGI0ePVqS1KNHD7300kv64IMPJH19dignJ0ezZ8/WmDFjJEkvvviiYmJitHbtWo0fP14lJSVat26dtm/frkGDBkmSli1bphtuuEGLFy9WXFycfyYHoNUoKSnxaJzdbldCQoKXqwHgiYAOREOHDtWzzz6rjz76SBdffLH+8Y9/6K9//auWLFkiSTp48KDKysqUkpLiGhMREaEhQ4aoqKhI48ePV1FRkSIjI11hSJJSUlIUFBSkbdu26Uc/+lGzzwtA61BVVSWbzab09HSPxoeGhqq0tJRQBASAgA5EDz74oCorK5WUlKQ2bdqooaFBjz76qCZMmCBJKisrkyTFxMS4jYuJiXFtKysrU3R0tNv2tm3bKioqytXnVLW1taqtrXV9r6ys9NqcALQeNTU1sixLaWlpstvtTRrrdDqVn58vp9NJIAICQEAHoldeeUUrV67UqlWrdMkll2jXrl3Kzs5WXFycMjIyfHbchQsXav78+T7bP4DWxW63c/kdaOECOhDNnDlTDz74oMaPHy9J6tevn/79739r4cKFysjIUGxsrCSpvLxc3bp1c40rLy/XgAEDJEmxsbE6evSo236/+uorHTt2zDX+VLNmzdKMGTNc3ysrKxUfH+/NqQEBzeFwyOl0Nnmcp2tpAMDfAjoQ/fe//1VQkPuNcG3atFFjY6MkKTExUbGxsSosLHQFoMrKSm3btk1TpkyRJCUnJ6uiokLFxcUaOHCgJOndd99VY2OjhgwZcsbjBgcHKzg42EezAgKbw+FQUlKSqqur/V0KADSbgA5EN910kx599FElJCTokksu0d///nctWbJEd955pyTJZrMpOztbjzzyiHr16qXExETNmTNHcXFxGjt2rCSpT58+GjVqlO6++24tX75c9fX1mjp1qsaPH88pbuAMnE6nqqurPVoXs3//fm3cuNFHlQGA7wR0IFq2bJnmzJmjn/3sZzp69Kji4uJ0zz33aO7cua4+v/zlL3XixAlNnjxZFRUVuuaaa7Ru3TqFhIS4+qxcuVJTp07ViBEjFBQUpHHjxunJJ5/0x5SAFsOTdTGeXGYDgEAQ0IEoLCxMOTk5ysnJ+dY+NptNCxYs0IIFC761T1RUlFatWuWDCgEAQGsQ0E+qBgAAaA4EIgAAYDwCEQAAMB6BCAAAGI9ABAAAjEcgAgAAxiMQAQAA4xGIAACA8QhEAADAeAQiAABgPAIRAAAwHoEIAAAYj0AEAACMRyACAADGIxABAADjEYgAAIDxCEQAAMB4BCIAAGA8AhEAADAegQgAABivrb8LAACTlZSUeDTObrcrISHBy9UA5iIQAYAfVFVVyWazKT093aPxoaGhKi0tJRQBXkIgAgA/qKmpkWVZSktLk91ub9JYp9Op/Px8OZ1OAhHgJQQiAPAju92uuLg4f5cBGI9F1QAAwHgEIgAAYDwCEQAAMB6BCAAAGI9ABAAAjEcgAgAAxiMQAQAA4xGIAACA8QhEAADAeAQiAABgPAIRAAAwHoEIAAAYj0AEAACMRyACAADGIxABAADjEYgAAIDxCEQAAMB4BCIAAGA8AhEAADAegQgAABiPQAQAAIxHIAIAAMYjEAEAAOMRiAAAgPEIRAAAwHht/V0AAN9wOBxyOp1NHldSUuKDagAgsBGIgFbI4XAoKSlJ1dXV/i4FAFoEAhHQCjmdTlVXVystLU12u71JY/fv36+NGzf6qDIACEwEIqAVs9vtiouLa9IYTy6zAUBLx6JqAABgPAIRAAAwHoEIAAAYj0AEAACMRyACAADGC/hAdPjwYaWnp6tLly4KDQ1Vv379tGPHDtd2y7I0d+5cdevWTaGhoUpJSdH+/fvd9nHs2DFNmDBB4eHhioyMVGZmpqqqqpp7KgAAIEAFdCD64osvdPXVV6tdu3Z6++239eGHH+qJJ55Q586dXX0WLVqkJ598UsuXL9e2bdvUsWNHpaamqqamxtVnwoQJ2rt3rwoKCvTGG29oy5Ytmjx5sj+mBAAAAlBAP4fo8ccfV3x8vPLy8lxtiYmJrh9blqWcnBzNnj1bY8aMkSS9+OKLiomJ0dq1azV+/HiVlJRo3bp12r59uwYNGiRJWrZsmW644QYtXry4yc9oAQAArU9AnyF6/fXXNWjQIN1yyy2Kjo7W5Zdfrueee861/eDBgyorK1NKSoqrLSIiQkOGDFFRUZEkqaioSJGRka4wJEkpKSkKCgrStm3bznjc2tpaVVZWun0AAEDrFdCB6F//+peefvpp9erVS+vXr9eUKVM0ffp0/eEPf5AklZWVSZJiYmLcxsXExLi2lZWVKTo62m1727ZtFRUV5epzqoULFyoiIsL1iY+P9/bUAABAAAnoQNTY2KgrrrhCv/71r3X55Zdr8uTJuvvuu7V8+XKfHnfWrFk6fvy463Po0CGfHg8AAPiXR4Howgsv1Oeff35ae0VFhS688MLzLuqkbt26qW/fvm5tffr0kcPhkCTFxsZKksrLy936lJeXu7bFxsbq6NGjbtu/+uorHTt2zNXnVMHBwQoPD3f7AACA1sujQPTJJ5+ooaHhtPba2lodPnz4vIs66eqrr9a+ffvc2j766CN1795d0tcLrGNjY1VYWOjaXllZqW3btik5OVmSlJycrIqKChUXF7v6vPvuu2psbNSQIUO8VisAAGi5mnSX2euvv+768fr16xUREeH63tDQoMLCQvXo0cNrxd1///0aOnSofv3rX+vWW2/VBx98oGeffVbPPvusJMlmsyk7O1uPPPKIevXqpcTERM2ZM0dxcXEaO3aspK/PKI0aNcp1qa2+vl5Tp07V+PHjucMMAABIamIgOhkybDabMjIy3La1a9dOPXr00BNPPOG14q688kqtWbNGs2bN0oIFC5SYmKicnBxNmDDB1eeXv/ylTpw4ocmTJ6uiokLXXHON1q1bp5CQEFeflStXaurUqRoxYoSCgoI0btw4Pfnkk16rEwAAtGxNCkSNjY2Svr5UtX37dtntdp8U9U033nijbrzxxm/dbrPZtGDBAi1YsOBb+0RFRWnVqlW+KA8AALQCHj2Y8eDBg96uAwAAwG88flJ1YWGhCgsLdfToUdeZo5NeeOGF8y4MAACguXgUiObPn68FCxZo0KBB6tatm2w2m7frAgAAaDYeBaLly5drxYoVmjhxorfrAQAAaHYePYeorq5OQ4cO9XYtAAAAfuFRILrrrru4awsAALQaHl0yq6mp0bPPPqt33nlH/fv3V7t27dy2L1myxCvFAQAANAePAtHu3bs1YMAASdKePXvctrHAGgAAtDQeBaKNGzd6uw4AAAC/8WgNEQAAQGvi0Rmi4cOHn/XS2LvvvutxQQAAAM3No0B0cv3QSfX19dq1a5f27Nlz2ktfAQAAAp1HgWjp0qVnbH/ooYdUVVV1XgUBAM5NSUmJx2PtdrsSEhK8WA3Qsnn8LrMzSU9P1+DBg7V48WJv7hYA8A1VVVWy2WxKT0/3eB+hoaEqLS0lFAH/z6uBqKioSCEhId7cJQDgFDU1NbIsS2lpabLb7U0e73Q6lZ+fL6fTSSAC/p9HgSgtLc3tu2VZ+vTTT7Vjxw7NmTPHK4UBAM7ObrcrLi7O32UArYJHgSgiIsLte1BQkHr37q0FCxZo5MiRXikMAACguXgUiPLy8rxdBwAAgN+c1xqi4uJi110Ol1xyiS6//HKvFAUAANCcPApER48e1fjx47Vp0yZFRkZKkioqKjR8+HCtXr1aXbt29WaNAAAAPuXRqzumTZumL7/8Unv37tWxY8d07Ngx7dmzR5WVlZo+fbq3awQAAPApj84QrVu3Tu+884769Onjauvbt69yc3NZVA0AAFocj84QNTY2ql27dqe1t2vXTo2NjeddFAAAQHPyKBBdd911uu+++3TkyBFX2+HDh3X//fdrxIgRXisOAACgOXgUiJ566ilVVlaqR48e6tmzp3r27KnExERVVlZq2bJl3q4RAADApzxaQxQfH6+dO3fqnXfeUWlpqSSpT58+SklJ8WpxAAAAzaFJZ4jeffdd9e3bV5WVlbLZbPrhD3+oadOmadq0abryyit1ySWX6L333vNVrQAAAD7RpDNEOTk5uvvuuxUeHn7atoiICN1zzz1asmSJvv/973utQMBkDodDTqezyeNOPjAVAHBumhSI/vGPf+jxxx//1u0jR47U4sWLz7soAF+HoaSkJFVXV/u7FABo9ZoUiMrLy894u71rZ23b6rPPPjvvogBITqdT1dXVSktLk91ub9LY/fv3a+PGjT6qDABanyYFou9973vas2ePLrroojNu3717t7p16+aVwgB8zW63Ky4urkljPLnMBgAma9Ki6htuuEFz5sxRTU3Naduqq6s1b9483XjjjV4rDgAAoDk06QzR7NmzlZ+fr4svvlhTp05V7969JUmlpaXKzc1VQ0ODfvWrX/mkUAAAAF9pUiCKiYnR1q1bNWXKFM2aNUuWZUmSbDabUlNTlZubq5iYGJ8UCgAA4CtNfjBj9+7d9dZbb+mLL77QgQMHZFmWevXqpc6dO/uiPgAAAJ/z6EnVktS5c2ddeeWV3qwFAADALzx6lxkAAEBrQiACAADGIxABAADjEYgAAIDxCEQAAMB4BCIAAGA8AhEAADAegQgAABiPQAQAAIxHIAIAAMYjEAEAAOMRiAAAgPEIRAAAwHgEIgAAYDwCEQAAMB6BCAAAGI9ABAAAjEcgAgAAxiMQAQAA4xGIAACA8QhEAADAeC0qED322GOy2WzKzs52tdXU1CgrK0tdunRRp06dNG7cOJWXl7uNczgcGj16tDp06KDo6GjNnDlTX331VTNXDwAAAlWLCUTbt2/XM888o/79+7u133///frLX/6iV199VZs3b9aRI0eUlpbm2t7Q0KDRo0errq5OW7du1R/+8AetWLFCc+fObe4pAACAANUiAlFVVZUmTJig5557Tp07d3a1Hz9+XL///e+1ZMkSXXfddRo4cKDy8vK0detWvf/++5KkDRs26MMPP9Qf//hHDRgwQNdff70efvhh5ebmqq6uzl9TAgAAAaRFBKKsrCyNHj1aKSkpbu3FxcWqr693a09KSlJCQoKKiookSUVFRerXr59iYmJcfVJTU1VZWam9e/ee8Xi1tbWqrKx0+wAAgNarrb8L+C6rV6/Wzp07tX379tO2lZWVqX379oqMjHRrj4mJUVlZmavPN8PQye0nt53JwoULNX/+fC9UDwAAWoKADkSHDh3Sfffdp4KCAoWEhDTbcWfNmqUZM2a4vldWVio+Pr7Zjo/WxeFwyOl0NnlcSUmJD6oBAJxJQAei4uJiHT16VFdccYWrraGhQVu2bNFTTz2l9evXq66uThUVFW5nicrLyxUbGytJio2N1QcffOC235N3oZ3sc6rg4GAFBwd7eTYwkcPhUFJSkqqrq/1dCgDgLAI6EI0YMUL//Oc/3druuOMOJSUl6YEHHlB8fLzatWunwsJCjRs3TpK0b98+ORwOJScnS5KSk5P16KOP6ujRo4qOjpYkFRQUKDw8XH379m3eCcE4TqdT1dXVSktLk91ub9LY/fv3a+PGjT6qDADwTQEdiMLCwnTppZe6tXXs2FFdunRxtWdmZmrGjBmKiopSeHi4pk2bpuTkZF111VWSpJEjR6pv376aOHGiFi1apLKyMs2ePVtZWVmcBUKzsdvtiouLa9IYTy6zAU3h6WVZu92uhIQEL1cD+FdAB6JzsXTpUgUFBWncuHGqra1Vamqqfve737m2t2nTRm+88YamTJmi5ORkdezYURkZGVqwYIEfqwYA/6mqqpLNZlN6erpH40NDQ1VaWkooQqvS4gLRpk2b3L6HhIQoNzdXubm53zqme/fueuutt3xcGQC0DDU1NbIsy6NLuU6nU/n5+XI6nQQitCotLhABALzDk0u5QGvVIh7MCAAA4EsEIgAAYDwCEQAAMB6BCAAAGI9ABAAAjEcgAgAAxiMQAQAA4xGIAACA8QhEAADAeAQiAABgPAIRAAAwHoEIAAAYj0AEAACMRyACAADGIxABAADjEYgAAIDxCEQAAMB4BCIAAGA8AhEAADAegQgAABiPQAQAAIxHIAIAAMYjEAEAAOMRiAAAgPEIRAAAwHgEIgAAYDwCEQAAMB6BCAAAGI9ABAAAjEcgAgAAxiMQAQAA4xGIAACA8dr6uwAAQMtTUlLi0Ti73a6EhAQvVwOcPwIRAOCcVVVVyWazKT093aPxoaGhKi0tJRQh4BCIAADnrKamRpZlKS0tTXa7vUljnU6n8vPz5XQ6CUQIOAQiAECT2e12xcXF+bsMwGtYVA0AAIxHIAIAAMYjEAEAAOOxhgg4Bw6HQ06ns8njPL01GQDQvAhEwHdwOBxKSkpSdXW1v0sBAPgIgQj4Dk6nU9XV1R7dZrx//35t3LjRR5UBALyFQAScI09uM/bkMhsAoPmxqBoAABiPQAQAAIxHIAIAAMYjEAEAAOMRiAAAgPEIRAAAwHgEIgAAYDwCEQAAMB6BCAAAGI9ABAAAjEcgAgAAxiMQAQAA4xGIAACA8QI6EC1cuFBXXnmlwsLCFB0drbFjx2rfvn1ufWpqapSVlaUuXbqoU6dOGjdunMrLy936OBwOjR49Wh06dFB0dLRmzpypr776qjmnAgAAAlhAB6LNmzcrKytL77//vgoKClRfX6+RI0fqxIkTrj7333+//vKXv+jVV1/V5s2bdeTIEaWlpbm2NzQ0aPTo0aqrq9PWrVv1hz/8QStWrNDcuXP9MSUAABCA2vq7gLNZt26d2/cVK1YoOjpaxcXFuvbaa3X8+HH9/ve/16pVq3TddddJkvLy8tSnTx+9//77uuqqq7RhwwZ9+OGHeueddxQTE6MBAwbo4Ycf1gMPPKCHHnpI7du398fUAABAAAnoM0SnOn78uCQpKipKklRcXKz6+nqlpKS4+iQlJSkhIUFFRUWSpKKiIvXr108xMTGuPqmpqaqsrNTevXvPeJza2lpVVla6fQAAQOsV0GeIvqmxsVHZ2dm6+uqrdemll0qSysrK1L59e0VGRrr1jYmJUVlZmavPN8PQye0nt53JwoULNX/+fC/PAAAgSSUlJR6Ns9vtSkhI8HI1wNdaTCDKysrSnj179Ne//tXnx5o1a5ZmzJjh+l5ZWan4+HifHxcAWrOqqirZbDalp6d7ND40NFSlpaWEIvhEiwhEU6dO1RtvvKEtW7boggsucLXHxsaqrq5OFRUVbmeJysvLFRsb6+rzwQcfuO3v5F1oJ/ucKjg4WMHBwV6eBQCYraamRpZlKS0tTXa7vUljnU6n8vPz5XQ6CUTwiYAORJZladq0aVqzZo02bdqkxMREt+0DBw5Uu3btVFhYqHHjxkmS9u3bJ4fDoeTkZElScnKyHn30UR09elTR0dGSpIKCAoWHh6tv377NOyEAgOx2u+Li4vxdBuAmoANRVlaWVq1apddee01hYWGuNT8REREKDQ1VRESEMjMzNWPGDEVFRSk8PFzTpk1TcnKyrrrqKknSyJEj1bdvX02cOFGLFi1SWVmZZs+eraysLM4CAQAASQEeiJ5++mlJ0rBhw9za8/LyNGnSJEnS0qVLFRQUpHHjxqm2tlapqan63e9+5+rbpk0bvfHGG5oyZYqSk5PVsWNHZWRkaMGCBc01DQAAEOACOhBZlvWdfUJCQpSbm6vc3Nxv7dO9e3e99dZb3iwNAAC0Ii3qOUQAAAC+QCACAADGIxABAADjEYgAAIDxCEQAAMB4BCIAAGA8AhEAADAegQgAABiPQAQAAIxHIAIAAMYjEAEAAOMRiAAAgPEIRAAAwHgEIgAAYLy2/i4AaC4Oh0NOp7PJ40pKSnxQDQAgkBCIYASHw6GkpCRVV1f7uxQAQAAiEMEITqdT1dXVSktLk91ub9LY/fv3a+PGjT6qDAAQCAhEMIrdbldcXFyTxnhymQ0A0LKwqBoAABiPQAQAAIxHIAIAAMZjDREAoMXw9DEYdrtdCQkJXq4GrQmBCAAQ8KqqqmSz2ZSenu7R+NDQUJWWlhKK8K0IRACAgFdTUyPLsjx6dIbT6VR+fr6cTieBCN+KQAQAaDE8eXQGcC5YVA0AAIxHIAIAAMbjkhlaFF7QCgDwBQIRWgxe0AoA8BUCEVoMXtAKAPAVAhFaHF7QCgDwNhZVAwAA4xGIAACA8QhEAADAeAQiAABgPAIRAAAwHoEIAAAYj0AEAACMRyACAADGIxABAADj8aRqAIARPH3Js91uV0JCgperQaAhEKHZ8cZ6AM2pqqpKNptN6enpHo0PDQ1VaWkpoaiVIxChWfHGegDNraamRpZlefRiaKfTqfz8fDmdTgJRK0cgQrPijfUA/MWTF0PDHAQi+AVvrAcABBLuMgMAAMYjEAEAAOMRiAAAgPFYQwQAwHfgGUatH4EIAIBvwTOMzEEgAgDgW/AMI3MQiAAA+A48w6j1Y1E1AAAwHmeI4BHeRwYAaE0IRGgy3kcGAGhtCEQGO5+zPLyPDADQmhCIDOWNszy8jwwAvhvPMGoZjApEubm5+s1vfqOysjJddtllWrZsmQYPHuzvsvyCt84DgG+d7zOMgoOD9ec//1ndunVr8ljCVNMZE4hefvllzZgxQ8uXL9eQIUOUk5Oj1NRU7du3T9HR0f4uz284ywMAvnE+zzByOBxav369brzxRo+OzQMhm86YQLRkyRLdfffduuOOOyRJy5cv15tvvqkXXnhBDz74oJ+r8xx3ewFAYPP0H57n+0DI9957T3369GnSWMncs0tGBKK6ujoVFxdr1qxZrragoCClpKSoqKjIj5V9zdNQ8+mnn+rHP/6xampqfFAVAMDfPAlT/rxUV1tbq+DgYI+O6+8gZkQgcjqdamhoUExMjFt7TEyMSktLT+tfW1ur2tpa1/fjx49LkiorK71e26FDhzRo0KDzCjVDhw5VeHh4k8YcOXJEu3fv1qeffqq6uromjf3ss88kibGMZWwLHOvPYzO2ecYeOnRIlmV59HfDZ599puLiYo8v1Z2PkJAQ7dixQ/Hx8V7b58m/ty3L+u7OlgEOHz5sSbK2bt3q1j5z5kxr8ODBp/WfN2+eJYkPHz58+PDh0wo+hw4d+s6sYMQZIrvdrjZt2qi8vNytvby8XLGxsaf1nzVrlmbMmOH63tjYqGPHjqlLly6y2Ww+r9cfKisrFR8fr0OHDjX5XxQtjUlzlZhva2bSXCWz5mvSXCXfzdeyLH355ZfndNnRiEDUvn17DRw4UIWFhRo7dqykr0NOYWGhpk6delr/4ODg066BRkZGNkOl/hceHm7Ebz7JrLlKzLc1M2muklnzNWmukm/mGxERcU79jAhEkjRjxgxlZGRo0KBBGjx4sHJycnTixAnXXWcAAMBcxgSi2267TZ999pnmzp2rsrIyDRgwQOvWrTttoTUAADCPMYFIkqZOnXrGS2T4+jLhvHnzPL5dsiUxaa4S823NTJqrZNZ8TZqrFBjztVnWudyLBgAA0HoF+bsAAAAAfyMQAQAA4xGIAACA8QhEAADAeAQinObmm29WQkKCQkJC1K1bN02cOFFHjhzxd1k+8cknnygzM1OJiYkKDQ1Vz549NW/ePI/eD9USPProoxo6dKg6dOjQKh82mpubqx49eigkJERDhgzRBx984O+SfGLLli266aabFBcXJ5vNprVr1/q7JJ9ZuHChrrzySoWFhSk6Olpjx47Vvn37/F2Wzzz99NPq37+/6wGFycnJevvtt/1dVrN47LHHZLPZlJ2d7ZfjE4hwmuHDh+uVV17Rvn379Oc//1kff/yxfvzjH/u7LJ8oLS1VY2OjnnnmGe3du1dLly7V8uXL9T//8z/+Ls0n6urqdMstt2jKlCn+LsXrXn75Zc2YMUPz5s3Tzp07ddlllyk1NVVHjx71d2led+LECV122WXKzc31dyk+t3nzZmVlZen9999XQUGB6uvrNXLkSJ04ccLfpfnEBRdcoMcee0zFxcXasWOHrrvuOo0ZM0Z79+71d2k+tX37dj3zzDPq37+//4rwzutT0Zq99tprls1ms+rq6vxdSrNYtGiRlZiY6O8yfCovL8+KiIjwdxleNXjwYCsrK8v1vaGhwYqLi7MWLlzox6p8T5K1Zs0af5fRbI4ePWpJsjZv3uzvUppN586dreeff97fZfjMl19+afXq1csqKCiwfvCDH1j33XefX+rgDBHO6tixY1q5cqWGDh2qdu3a+bucZnH8+HFFRUX5uww0QV1dnYqLi5WSkuJqCwoKUkpKioqKivxYGbzt+PHjkmTE79GGhgatXr1aJ06cUHJysr/L8ZmsrCyNHj3a7fevPxCIcEYPPPCAOnbsqC5dusjhcOi1117zd0nN4sCBA1q2bJnuuecef5eCJnA6nWpoaDjtVTwxMTEqKyvzU1XwtsbGRmVnZ+vqq6/WpZde6u9yfOaf//ynOnXqpODgYN17771as2aN+vbt6++yfGL16tXauXOnFi5c6O9SCESmePDBB2Wz2c76KS0tdfWfOXOm/v73v2vDhg1q06aNfvrTn8pqQQ81b+p8Jenw4cMaNWqUbrnlFt19991+qrzpPJkr0BJlZWVpz549Wr16tb9L8anevXtr165d2rZtm6ZMmaKMjAx9+OGH/i7L6w4dOqT77rtPK1euVEhIiL/L4dUdpvjss8/0+eefn7XPhRdeqPbt25/W/p///Efx8fHaunVrizlt29T5HjlyRMOGDdNVV12lFStWKCio5fxbwZNf2xUrVig7O1sVFRU+rq551NXVqUOHDvrTn/6ksWPHutozMjJUUVHRqs9w2mw2rVmzxm3erdHUqVP12muvacuWLUpMTPR3Oc0qJSVFPXv21DPPPOPvUrxq7dq1+tGPfqQ2bdq42hoaGmSz2RQUFKTa2lq3bb5m1MtdTda1a1d17drVo7GNjY2SpNraWm+W5FNNme/hw4c1fPhwDRw4UHl5eS0qDEnn92vbWrRv314DBw5UYWGhKxg0NjaqsLCQFzq3cJZladq0aVqzZo02bdpkXBiSvv5/uSX9+XuuRowYoX/+859ubXfccYeSkpL0wAMPNGsYkghEOMW2bdu0fft2XXPNNercubM+/vhjzZkzRz179mwxZ4ea4vDhwxo2bJi6d++uxYsX67PPPnNti42N9WNlvuFwOHTs2DE5HA41NDRo165dkqSLLrpInTp18m9x52nGjBnKyMjQoEGDNHjwYOXk5OjEiRO64447/F2a11VVVenAgQOu7wcPHtSuXbsUFRWlhIQEP1bmfVlZWVq1apVee+01hYWFudaERUREKDQ01M/Ved+sWbN0/fXXKyEhQV9++aVWrVqlTZs2af369f4uzevCwsJOWwt2cu2qX9aI+eXeNgSs3bt3W8OHD7eioqKs4OBgq0ePHta9995r/ec///F3aT6Rl5dnSTrjpzXKyMg441w3btzo79K8YtmyZVZCQoLVvn17a/Dgwdb777/v75J8YuPGjWf8dczIyPB3aV73bb8/8/Ly/F2aT9x5551W9+7drfbt21tdu3a1RowYYW3YsMHfZTUbf952zxoiAABgvJa1WAIAAMAHCEQAAMB4BCIAAGA8AhEAADAegQgAABiPQAQAAIxHIAIAAMYjEAEw1rBhw5Sdne3vMgAEAAIRgBbppptu0qhRo8647b333pPNZtPu3bubuSoALRWBCECLlJmZqYKCAv3nP/85bVteXp4GDRqk/v37+6EyAC0RgQhAi3TjjTeqa9euWrFihVt7VVWVXn31VY0dO1Y/+clP9L3vfU8dOnRQv3799NJLL511nzabTWvXrnVri4yMdDvGoUOHdOuttyoyMlJRUVEaM2aMPvnkE+9MCoDfEIgAtEht27bVT3/6U61YsULffCXjq6++qoaGBqWnp2vgwIF68803tWfPHk2ePFkTJ07UBx984PEx6+vrlZqaqrCwML333nv629/+pk6dOmnUqFGqq6vzxrQA+AmBCECLdeedd+rjjz/W5s2bXW15eXkaN26cunfvrl/84hcaMGCALrzwQk2bNk2jRo3SK6+84vHxXn75ZTU2Nur5559Xv3791KdPH+Xl5cnhcGjTpk1emBEAfyEQAWixkpKSNHToUL3wwguSpAMHDui9995TZmamGhoa9PDDD6tfv36KiopSp06dtH79ejkcDo+P949//EMHDhxQWFiYOnXqpE6dOikqKko1NTX6+OOPvTUtAH7Q1t8FAMD5yMzM1LRp05Sbm6u8vDz17NlTP/jBD/T444/rt7/9rXJyctSvXz917NhR2dnZZ720ZbPZ3C6/SV9fJjupqqpKAwcO1MqVK08b27VrV+9NCkCzIxABaNFuvfVW3XfffVq1apVefPFFTZkyRTabTX/72980ZswYpaenS5IaGxv10UcfqW/fvt+6r65du+rTTz91fd+/f7/++9//ur5fccUVevnllxUdHa3w8HDfTQpAs+OSGYAWrVOnTrrttts0a9Ysffrpp5o0aZIkqVevXiooKNDWrVtVUlKie+65R+Xl5Wfd13XXXaennnpKf//737Vjxw7de++9ateunWv7hAkTZLfbNWbMGL333ns6ePCgNm3apOnTp5/x9n8ALQeBCECLl5mZqS+++EKpqamKi4uTJM2ePVtXXHGFUlNTNWzYMMXGxmrs2LFn3c8TTzyh+Ph4ff/739ftt9+uX/ziF+rQoYNre4cOHbRlyxYlJCQoLS1Nffr0UWZmpmpqajhjBLRwNuvUC+YAAACG4QwRAAAwHoEIAAAYj0AEAACMRyACAADGIxABAADjEYgAAIDxCEQAAMB4BCIAAGA8AhEAADAegQgAABiPQAQAAIxHIAIAAMb7P+GmDLNEITZuAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title('Histogram')\n",
    "plt.hist(data, bins=30, color='gray', edgecolor='black')\n",
    "plt.xlabel('Value')\n",
    "plt.ylabel('Count')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5fdab337-3209-42f2-abba-405d92fa02a6",
   "metadata": {},
   "source": [
    "#### 1.4.2. Boxplot\n",
    "\n",
    "Matplotlib [boxplot documentation page](https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.boxplot.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "63ebfd8a-e2f1-41d7-b870-c8a51bcbcc50",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Generate data for a box plot\n",
    "data = [\n",
    "    np.random.normal(0, 1, 100),\n",
    "    np.random.normal(0, 1.5, 100), \n",
    "    np.random.normal(0, 2, 100)\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "7a0a371d-723b-4911-85ac-e0421cfa63af",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title('Boxplot')\n",
    "plt.boxplot(data)\n",
    "plt.xlabel('Groups')\n",
    "plt.ylabel('Values')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "af3b6720",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x250 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(1, 4, figsize=(12, 2.5), layout='constrained')\n",
    "axs = axs.flatten()\n",
    "\n",
    "# Original box plot\n",
    "axs[0].set_title('Original Box Plot')\n",
    "axs[0].boxplot(data)\n",
    "axs[0].set_xlabel('Groups')\n",
    "axs[0].set_ylabel('Values')\n",
    "\n",
    "#########################################################\n",
    "# Individual group histograms\n",
    "\n",
    "# Calculate one set of bins for all three groups\n",
    "bins = np.linspace(-6, 6, 30)\n",
    "\n",
    "# Get the max count for group 1 to set a common y axis limit\n",
    "counts, _  = np.histogram(data[0], bins=bins)\n",
    "y_max = max(counts)\n",
    "\n",
    "# Loop to plot each distribution\n",
    "for i, distribution in enumerate(data):\n",
    "\n",
    "    # Calculate quartiles and whiskers to add to histogram as vertical lines\n",
    "    quartiles = np.percentile(distribution, [25, 50, 75])\n",
    "\n",
    "    first_quartile = quartiles[0]\n",
    "    median = quartiles[1]\n",
    "    third_quartile = quartiles[2]\n",
    "\n",
    "    iqr = third_quartile - first_quartile\n",
    "    lower_whisker = first_quartile - 1.5 * iqr\n",
    "    upper_whisker = third_quartile + 1.5 * iqr\n",
    "\n",
    "    # Plot and annotate the histogram\n",
    "    axs[i+1].set_title(f'Histogram Group {i+1}')\n",
    "    axs[i+1].hist(distribution, bins=bins)\n",
    "    axs[i+1].axvline(lower_whisker, color='grey', label='Whiskers', linestyle='--')\n",
    "    axs[i+1].axvline(first_quartile, color='black', label='Box')\n",
    "    axs[i+1].axvline(median, color='darkorange', label='Median')\n",
    "    axs[i+1].axvline(third_quartile, color='black')\n",
    "    axs[i+1].axvline(upper_whisker, color='grey', linestyle='--')\n",
    "    axs[i+1].set_ylim(0, y_max + 5)\n",
    "    axs[i+1].set_xlabel('Value')\n",
    "    axs[i+1].set_ylabel('Count')\n",
    "\n",
    "# Add a single legend for all 3 histogram subplots\n",
    "handles, labels = axs[-1].get_legend_handles_labels()\n",
    "fig.legend(handles, labels, loc='outside right center')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1646fd93",
   "metadata": {},
   "source": [
    "### 1.5. Customizing and combining plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "6d5c84bf",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "8da9950a",
   "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>x</th>\n",
       "      <th>y1_linear</th>\n",
       "      <th>y2_linear</th>\n",
       "      <th>y1_noise</th>\n",
       "      <th>y2_noise</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.804962</td>\n",
       "      <td>12.902481</td>\n",
       "      <td>14.612406</td>\n",
       "      <td>13.501180</td>\n",
       "      <td>14.866841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.655488</td>\n",
       "      <td>12.327744</td>\n",
       "      <td>11.738721</td>\n",
       "      <td>10.595264</td>\n",
       "      <td>11.173093</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.976734</td>\n",
       "      <td>10.488367</td>\n",
       "      <td>2.541834</td>\n",
       "      <td>10.120752</td>\n",
       "      <td>3.066079</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>7.806779</td>\n",
       "      <td>13.903390</td>\n",
       "      <td>19.616948</td>\n",
       "      <td>15.235122</td>\n",
       "      <td>19.700741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.726020</td>\n",
       "      <td>12.863010</td>\n",
       "      <td>14.415049</td>\n",
       "      <td>11.798900</td>\n",
       "      <td>14.118722</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          x  y1_linear  y2_linear   y1_noise   y2_noise\n",
       "0  5.804962  12.902481  14.612406  13.501180  14.866841\n",
       "1  4.655488  12.327744  11.738721  10.595264  11.173093\n",
       "2  0.976734  10.488367   2.541834  10.120752   3.066079\n",
       "3  7.806779  13.903390  19.616948  15.235122  19.700741\n",
       "4  5.726020  12.863010  14.415049  11.798900  14.118722"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n = 1000\n",
    "x = np.random.uniform(0, 10, n)\n",
    "\n",
    "y1_linear = 0.5 * x + 10\n",
    "y2_linear = 2.5 * x + 0.1\n",
    "\n",
    "y1_noise = y1_linear + np.random.normal(0, 1, n)\n",
    "y2_noise = y2_linear + np.random.normal(0, 1, n)\n",
    "\n",
    "df = pd.DataFrame({\n",
    "    'x': x,\n",
    "    'y1_linear': y1_linear,\n",
    "    'y2_linear': y2_linear,\n",
    "    'y1_noise': y1_noise,\n",
    "    'y2_noise': y2_noise\n",
    "})\n",
    "\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "203e07b8",
   "metadata": {},
   "source": [
    "#### 1.5.1. Two series with legend"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "f556dc48",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title('Two series scatter plot')\n",
    "plt.scatter(df['x'], df['y1_noise'], label='Feature 1')\n",
    "plt.scatter(df['x'], df['y2_noise'], label='Feature 2')\n",
    "plt.xlabel('x value')\n",
    "plt.ylabel('y value')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b0ad8c6a",
   "metadata": {},
   "source": [
    "#### 1.5.2. Multiple plot types, same axes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "78013cf1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title('Scatter & line plot')\n",
    "plt.scatter(df['x'], df['y1_noise'], s=10, alpha=0.2)\n",
    "plt.scatter(df['x'], df['y2_noise'], s=10, alpha=0.2)\n",
    "\n",
    "plt.plot(df['x'], df['y1_linear'], label='Feature 1')\n",
    "plt.plot(df['x'], df['y2_linear'], label='Feature 2')\n",
    "\n",
    "plt.xlabel('x value')\n",
    "plt.ylabel('y value')\n",
    "\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "72805e3b",
   "metadata": {},
   "source": [
    "#### 1.5.3. Multiple subplots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "33f187ea",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib as mpl\n",
    "\n",
    "# Set a non-standard default color cycle\n",
    "mpl.rcParams['axes.prop_cycle'] = mpl.cycler(color=['darkviolet', 'seagreen'])\n",
    "\n",
    "prop_cycle = plt.rcParams['axes.prop_cycle']\n",
    "colors = prop_cycle.by_key()['color']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "75190f67",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAxYAAAJQCAYAAAATyPJiAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjcsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvTLEjVAAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzsnXdcVfX/x1+XDbKX7CWgooAoiKCouBBFMy1Ty1xpQyuz0qwUKcu0X99sWdpQM00tR6VZliM3iQNURFARUEEQZMs+vz/oXM6+5y6Gfp6PBw+9Z3zO55x77ufzeW8FRVEUCAQCgUAgEAgEAkELDNq6AwQCgUAgEAgEAqHjQwQLAoFAIBAIBAKBoDVEsCAQCAQCgUAgEAhaQwQLAoFAIBAIBAKBoDVEsCAQCAQCgUAgEAhaQwQLAoFAIBAIBAKBoDVEsCAQCAQCgUAgEAhaQwQLAoFAIBAIBAKBoDVEsCAQCAQCgUAgEAhaQwQLAoGgET4+PlAoFFAoFHj55Zclj/3www+VxxoZGemsD9OnT4dCocCGDRta9VwhDh8+DIVCgcGDB+ukPX1w48YNKBQK+Pj4tHVXCK0A/ZsjEAiE1oIIFgQCQWs2b96Muro60f3fffddK/YG2LBhAxQKBaZPn96q133Y6AjCFIFAIBBaDyJYEAgErQgPD0dxcTF++eUXwf0nTpxARkYGIiIiWrln0qxYsQKXL1/Go48+2tZdIRAIBALhgYAIFgQCQStmzpwJQNwq8e2337KOay+4urqiW7dusLGxaeuuEAgEAoHwQEAECwKBoBXBwcEIDw/H/v37cevWLda+yspKbN++HR4eHhgxYoRoG6p8wQcPHgyFQoHDhw+r7I+Pjw9mzJgBANi4caOyba7LjliMxbJly6BQKLBs2TLk5OTg6aefhqurK8zMzBAYGIhly5bh/v37KvvB5d69e0hMTESvXr1gZWUFCwsLBAcHY/ny5aiurlarLaarV3FxMebOnQsvLy+YmprC29sbr7zyCu7du6d2H2/evIkXX3wRAQEBMDMzg42NDfr374+1a9eisbGRdezgwYMRGxsLAPjnn39Yz5kZw1FbW4sPP/wQffr0gZWVFUxMTODi4oKIiAgsXLgQJSUlavWxoaEB33zzDQYPHgx7e3uYmprC19cXzz//PPLy8ljHnjp1CiYmJjA3N8f58+d5baWlpcHCwgLGxsY4fvy4cntFRQW+/vprjB8/HgEBAejUqRM6deqE4OBgvPXWWygtLRXsGx13dOPGDezbtw+DBw+GjY0N7OzskJCQgAsXLiiP3bJlC6KiomBlZQVbW1uMHz8e165d47XJdDerrq7Gm2++CX9/f5iZmcHNzQ2zZs3i/e50/RwJBAJBLkSwIBAIWjNz5kw0NTXxFunbt29HZWUlpk2bBgOD1hluHnvsMfTv3x8A0KVLF0ybNk35N3LkSNntZGdno0+fPti/fz9iYmIwfPhw3L59G0lJSRg+fDhqampkt5Weno7Q0FC88847KCwsxIABAzBs2DAUFRVhyZIl6N+/P8rKytS+13v37iEyMhJbtmxBnz59MHr0aFRUVGD16tWIiopCUVGR7LZOnz6N0NBQfP7556irq8O4ceMQHR2Ns2fP4rnnnsPo0aNZcTQjR45EXFwcAKBz586s5/zYY48BAJqamjB69GgsXLgQV69eRUxMDB577DEEBwejqKgIH374IXJzc2X3saKiAsOHD8fs2bNx5swZhISEYOzYsTA1NcVXX32FsLAwnDt3Tnl8v3798MEHH6CmpgYTJ05ERUUFq63HH38c9+/fx/vvv698ZwAgNTUVc+bMwbFjx+Di4oIxY8ZgwIAByM/Px/vvv4+IiAgUFxeL9nPt2rUYPXo0GhoaMHLkSDg7O2Pv3r0YOHAgrl27hoULF2LatGmwsLDAyJEjYW1tjV27dmHgwIGiAmFdXR2GDh2KTz75BF27dsXYsWMBNFsKw8PDkZWVpbfnSCAQCLKhCAQCQQO8vb0pANTRo0ep0tJSytzcnPL392cd079/f0qhUFDXrl2jsrOzKQCUoaEhry0AlNRwNGjQIAoAdejQIdb2adOmUQCo9evXs7avX7+eAkBNmzZNtE2xcxMTE5X9eeSRR6jq6mrlvry8PCowMJACQL3xxhus8w4dOkQBoAYNGsTaXl1dTXXp0oUCQL399ttUbW2tcl9VVRU1efJkCgA1Y8YM0b5yoe8PANWvXz+quLhYue/evXtUdHQ0BYCaNGkS6zz6O/D29mZtr6mpUX6fzz33HFVXV6fcd+3aNcrHx4cCQL355puy7pnmn3/+oQBQYWFhVHl5OW//6dOnqbt378q+7ylTplAAqISEBOrOnTusfR9//DEFgAoICKAaGhpY+8aNG8d7HpMmTVK21dTUxDo+Ly+P+vvvv6nGxkbW9qqqKurpp5+mAFAvvPACr3/0MzQ1NaX+/vtv5faGhgbq8ccfpwBQPXv2pBwcHKjz58+z2qW/s+XLl7PapJ8xAMrf35/KyclR7rt//z41YcIE5XvARex3pelzJBAIBFUQwYJAIGgEU7CgKIp68sknKQDU4cOHKYqiqIyMDAoANXjwYIqiqA4nWJibm1P5+fm883777TcKAGVtbU3dv39fuV1skf3ll18qF3FCVFRUUM7OzpSRkRFVUlIi2l+h+wNAnTt3jrc/LS2NUigUlIGBAZWXl6fcLiZYbNq0iQJAubm5UTU1Nbz2fv75ZwoAZWVlJeueabZv304BoF566SVZ9yVFeno6pVAoKDc3N0EhhaIoatSoURQA6rfffmNtv3fvHuXr60sBoNasWUOtWbOGAkB5eXmxhDI5VFVVUUZGRpSTkxNvH/2beP3113n7zp49q/zOvvjiC97+HTt2UACo2NhY1namYLF7927eeXfu3KEsLCwoANTx48dZ+4R+V9o8RwKBQFAFcYUiEAg6gRvETf/b3oK25TJixAi4uLjwtickJMDBwQHl5eU4e/asynb27t0LAHjiiScE91taWiI8PBwNDQ04ffq0Wn0MDQ1Fr169eNuDg4MRFhaGpqYmHDlyRGU7dOzKpEmTYGpqyts/fvx42NnZoaKiAmfOnJHdv969e8PQ0BDfffcdvvjiC+Tn58s+l8vvv/8OiqIQHx8PKysrwWPoGJoTJ06wttva2mL79u0wMTHBK6+8gldeeQXGxsbYvn077O3tRa954sQJrFy5EnPnzsWMGTMwffp0vPDCCzAxMUFRUZGo29KoUaN42wICAmTtv337tmCbtra2SvcnJs7OzkoXPzkxSNo8RwKBQFCF7ipVEQiEh5rY2Fj4+vri559/xurVq/H999/D2tpa6W/f0fD19RXd5+Pjg+LiYty8eVNlO9evXwcATJ06FVOnTpU8Vp2YCFV99PX1xdmzZ2X1kQ7+FWtPoVDA19cX9+7dUytQuEuXLvj444/x+uuvY968eZg3bx68vb0RFRWFhIQEPP744zAxMZHVFv0cv/32W2WmMTGEnmN4eDgSExPx1ltvAQBWrlyJyMhIwfMLCwsxYcIEHDt2TPI65eXlsLOz42338vLibbO0tJTcTy/yxWJ36MBwIejvTZ33UdPnSCAQCFIQwYJAIOgEOktRYmIipk2bhoKCAsyZMwfm5uZat93U1KSDHuoeiqJUHkP3feTIkejcubPksd7e3jrpFxM5fdQnL774IiZOnIhff/0Vx44dw7Fjx7B161Zs3boViYmJOHr0KFxdXVW2Qz/HXr16ITQ0VPJYIYGhpqYGP/30k/JzcnKy6PnPPPMMjh07hqioKCQlJSE0NBR2dnYwNjYGALi5uSE/P1/02apKVKCvRAbqvI+aPkcCgUCQgggWBAJBZ0yfPh1JSUn47bffAMh3gzI2NkZ9fT0qKioE3TNycnJ02k85ZGdni+67ceMGAMDDw0NlO56ensjIyMCsWbN0br3RVR/d3d0BtGizpa5FH6sOnTt3xuzZszF79mwAQEZGBmbOnImTJ0/ijTfewMaNG1W24enpCQDo378/Pv/8c7X7MH/+fJw/fx6DBg3CzZs3sXPnTnz66ad46aWXWMdVVVXh999/h4GBAX7//XfY2try9hcUFKh9fW2hv0+pfXLfR0Dz50ggEAhSkBgLAoGgM7y8vPDII4/AwcEB/fr1k63xpBerly9f5u1LS0tTO68+7V7T0NCg1nlM9u/fj8LCQt7233//HcXFxbCyskKfPn1UthMfHw+gOfWurklLS0NaWhpv+6VLl3D27FkYGBhg4MCBKtuhfeq3bdsm6Iqza9cu3Lt3j3fPmj7nbt26YdGiRQAgWF9CCPo5/vrrr2ql+gWAH3/8EWvXrkXnzp2xdetWbN++Haampnj99deRkpLCOrasrAyNjY2wtrbmCRUA8MMPP7SJFai0tFQpsDMpKirCH3/8AQCsOi1iaPMcCQQCQRVEsCAQCDpl586duHv3Lk6ePCn7nGHDhgEAkpKSUFtbq9x+48YNTJs2Te2FHK25TU9PV+s8Jvfv38fzzz/PKoZ3+/ZtvPrqqwCA5557DmZmZirbmTNnDry9vfHTTz9h0aJFrFoKNAUFBfj666/V7iNFUXj++edZQcRlZWV4/vnnQVEUJkyYoNRQS/H444/Dy8sLt2/fxoIFC1iCQnZ2tvKeX3zxRdY90885KysL9fX1vHYPHjyI33//nbePoijs2bMHgHz3r7CwMEyYMAF5eXkYP368oAa/qqoKmzdvxp07d5Tbrly5gjlz5sDAwACbN2+Gi4sLevfujY8++gh1dXWYOHEiq+Bd586dYWdnh9LSUmzatInV/qlTp7B48WJZ/dUHr776KiuOora2FnPnzkVVVRX69u3LqsUhhqbPkUAgEORAXKEIBEKb8+abb+Lnn3/G77//jsDAQERERKCoqAinT59G//79ER0drVaGmn79+sHNzQ3nzp1D7969ERwcDGNjY3Tt2hWvv/66rDaefvpp7NmzB35+foiJiUFNTQ0OHjyIqqoqpe+9HDp16oS9e/ciISEBq1atwrp16xASEgIPDw9UV1cjMzMTly9fhrOzs9JVSC5jx47FxYsX4efnh9jYWGV18pKSEgQEBMh2dTE1NcXPP/+MkSNH4ssvv8Tvv/+Ofv36oaKiAgcPHkRNTQ3i4uKQmJjIOs/Lywvh4eFISUlRVmA3MzODo6MjPvjgA6SlpeGVV16BtbU1evfuDTc3N9y/fx9nz55FTk4ObGxs8M4778i+3/Xr16O0tBT79u1D165dERoaCl9fX1AUhRs3biA1NRV1dXW4fPkyOnfujPv37+Pxxx9HZWUlEhMTMXToUGVbc+fOxeHDh/Hzzz9j5syZ2LlzJwDA0NAQS5cuxSuvvIKnn34aX3zxBfz8/JCbm4sTJ07gqaeewpEjR1rdPS8qKgpNTU3o2rUrhgwZAgsLCxw7dgy3b9+Gs7Mzvv/+e9ltqfscCQQCQTZtkuSWQCB0eLh1LFQhVceCoprz648fP56ys7OjTE1Nqa5du1LLly+n6urq1K5jQVEUdeHCBWrs2LGUk5MTZWBgwKu3oKqORWJiInX9+nVq8uTJVOfOnSkTExPK39+fWrp0KVVVVcW7nqqaDuXl5dSqVauoqKgoytbWljI2NqZcXV2piIgI6vXXX6dOnDgh9fhYMOt0FBYWUs8++yzl4eFBmZiYUJ6entRLL70kWJ9BrI4FTW5uLjV37lzKz8+PMjExoaysrKioqCjqyy+/pOrr6wXPycnJoaZMmUK5urpSRkZGrPavXr1KLVu2jBo6dCjl5eVFmZmZUXZ2dlRISAj1xhtvsGpsyKWxsZHasmULNWrUKKpz586UsbEx5eDgQPXs2ZOaMWMGtWvXLmWBv1mzZlEAqCFDhvCK3VEURZWWllJ+fn4UAGr16tWsfbt376aio6MpW1tbytLSkgoPD6fWrFlDNTU1Kd/97Oxs1jli22kgUa9F7LthvleVlZXU66+/Tvn6+lImJiZU586dqenTp1O5ublqX0+d50ggEAhyUVBUG6cMIRAIhHbEsmXLkJSUhMTERCxbtqytuyPIhg0bMGPGDEybNg0bNmxo6+4Q9Mjhw4cRGxuLQYMGyapTQSAQCG0JibEgEAgEAoFAIBAIWkMECwKBQCAQCAQCgaA1RLAgEAgEAoFAIBAIWkNiLAgEAoFAIBAIBILWEIsFgUAgEAgEAoFA0BoiWBAIBAKBQCAQCAStIYIFgUAgEAgEAoFA0BoiWBAIBAKBQCAQCAStIYIFgUAgEAgEAoFA0BoiWBAIBAKBQCAQCAStIYIFgUAgEAgEAoFA0BoiWBAIBAKBQCAQCAStIYIFgUAgEAgEAoFA0BoiWBAIBAKBQCAQCAStIYIFgUAgEAgEAoFA0BoiWBAIBAKBQCAQCAStIYIFgUAgEAgEAoFA0BoiWBAIBAKBQCAQCAStIYIFgUAgEAgEAoFA0BoiWBAIBAKBQCAQCAStIYIFgUAgEAgEAoFA0BoiWBAeWA4fPgyFQoHDhw8rt02fPh0+Pj4at+nj44Pp06dr3TcCgUAgEITYsGEDFAoFbty4IXncsmXLoFAoWqdTDITmVgKBhggWhHYFPaAK/b3xxhtt3T2NuX37NpYtW4bz58+3dVcIBAKhXSM2BzD/li1b1tbdJBAIAhi1dQcIBCHeeecd+Pr6srb17NmzjXqjPbdv30ZSUhJ8fHzQq1evtu4OgUAgtFs2bdokum/ZsmW4du0aIiMjW7FH7ZO33367TRRuAwcOxP3792FiYtLq1ya0f4hgQWiXxMfHIzw8vK270SGpqqpCp06d2robBAKBoBFPPfWU4PZvvvkG165dw4svvoj4+PhW7lX7w8jICEZGrb+MMzAwgJmZWatfl9AxIK5QhA6HmBlcl/EPFEVh+fLl8PDwgIWFBWJjY3Hp0iXecSUlJXjttdcQHBwMS0tLWFtbIz4+HqmpqcpjDh8+jIiICADAjBkzlKb8DRs2AACOHj2Kxx9/HF5eXjA1NYWnpydeeeUV3L9/X2U/adexf/75By+88AKcnZ3h4eEBAMjJycELL7yArl27wtzcHA4ODnj88cd5frt0G8ePH8eCBQvg5OSETp064dFHH0VRURHr2KamJixbtgxubm7K55Keni747EtLSzF//nx4enrC1NQU/v7+WLlyJZqamlTeF4FAIDC5dOkSXnrpJYSFheHDDz9k7auqqsKrr76qHGu6du2K//u//wNFUazjGhoa8O6776JLly4wNTWFj48P3nzzTdTW1rKO8/HxQUJCAg4fPozw8HCYm5sjODhYGVOwc+dOBAcHw8zMDH369MG5c+d4/c3IyMBjjz0Ge3t7mJmZITw8HL/++qvgfQ0ZMgTm5ubw8PDA8uXLZY+RQjEWCoUC8+bNw+7du9GzZ0+YmpqiR48e+OOPPyTbunPnDoyMjJCUlMTbd+XKFSgUCnz++ecAxGMskpOTMXLkSNjY2MDCwgKDBg3C8ePHlfvT0tKgUChYz+HMmTNQKBTo3bs3q634+HhileqgEIsFoV1SVlaGu3fvsrY5Ojq22vWXLl2K5cuXY9SoURg1ahTOnj2LESNGoK6ujnXc9evXsXv3bjz++OPw9fXFnTt3sHbtWgwaNAjp6elwc3ND9+7d8c4772Dp0qWYM2cOYmJiAADR0dEAgJ9++gnV1dV4/vnn4eDggH///RefffYZbt68iZ9++klWf1944QU4OTlh6dKlqKqqAgCcPn0aJ06cwKRJk+Dh4YEbN27gyy+/xODBg5Geng4LCwtWGy+++CLs7OyQmJiIGzduYPXq1Zg3bx62bdumPGbx4sVYtWoVxowZg7i4OKSmpiIuLg41NTWstqqrqzFo0CDcunULzz77LLy8vHDixAksXrwY+fn5WL16tVrfB4FAeHiprq7GxIkTYWhoiK1bt8LU1FS5j6IojB07FocOHcKsWbPQq1cv/Pnnn3j99ddx69YtfPzxx8pjn3nmGWzcuBGPPfYYXn31VSQnJ2PFihW4fPkydu3axbrm1atXMWXKFDz77LN46qmn8H//938YM2YMvvrqK7z55pt44YUXAAArVqzAxIkTceXKFRgYNOtqL126hP79+8Pd3R1vvPEGOnXqhO3bt2PcuHHYsWMHHn30UQBAQUEBYmNj0dDQoDxu3bp1MDc31+p5HTt2DDt37sQLL7wAKysrfPrpp5gwYQJyc3Ph4OAgeE7nzp0xaNAgbN++HYmJiax927Ztg6GhIR5//HHRax48eBDx8fHo06cPEhMTYWBggPXr12PIkCE4evQo+vbti549e8LW1hZHjhzB2LFjATQr1gwMDJCamory8nJYW1ujqakJJ06cwJw5c7R6DoQ2giIQ2hHr16+nAAj+0QCgEhMTeed6e3tT06ZNU34+dOgQBYA6dOiQctu0adMob29vyT4UFhZSJiYm1OjRo6mmpibl9jfffJMCwLpGTU0N1djYyDo/OzubMjU1pd555x3lttOnT1MAqPXr1/OuV11dzdu2YsUKSqFQUDk5OZJ9pZ/XgAEDqIaGBpXtnjx5kgJAff/997w2hg0bxrrfV155hTI0NKRKS0spiqKogoICysjIiBo3bhyrzWXLlvGey7vvvkt16tSJyszMZB37xhtvUIaGhlRubq7kfREIBALNzJkzKQDUxo0beft2795NAaCWL1/O2v7YY49RCoWCunr1KkVRFHX+/HkKAPXMM8+wjnvttdcoANTBgweV27y9vSkA1IkTJ5Tb/vzzTwoAZW5uzhqX165dy5tnhg4dSgUHB1M1NTXKbU1NTVR0dDQVEBCg3DZ//nwKAJWcnKzcVlhYSNnY2FAAqOzsbMnnkpiYSHGXcQAoExMT5X1TFEWlpqZSAKjPPvtMsj36Xi5cuMDaHhQURA0ZMkT5mTu3NjU1UQEBAVRcXBxrDqmurqZ8fX2p4cOHK7eNHj2a6tu3r/Lz+PHjqfHjx1OGhobUvn37KIqiqLNnz1IAqF9++UWyv4T2CXGFIrRLvvjiC/z111+sv9bi77//Rl1dHV588UWWmXn+/Pm8Y01NTZVaqsbGRhQXF8PS0hJdu3bF2bNnZV2PqZ2qqqrC3bt3ER0dDYqiBE3sQsyePRuGhoai7dbX16O4uBj+/v6wtbUV7NucOXNY9xsTE4PGxkbk5OQAAA4cOICGhgalpo7mxRdf5LX1008/ISYmBnZ2drh7967yb9iwYWhsbMSRI0dk3ReBQHi42bJlC7777jtMnToVTz/9NG//77//DkNDQ7z00kus7a+++iooisK+ffuUxwHAggULeMcBwN69e1nbg4KCEBUVpfxMu+UMGTIEXl5evO3Xr18H0Owee/DgQUycOBEVFRXKsa+4uBhxcXHIysrCrVu3lH3q168f+vbtq2zPyckJTz75pNzHI8iwYcPQpUsX5eeQkBBYW1sr+yjG+PHjYWRkxLJSX7x4Eenp6XjiiSdEzzt//jyysrIwZcoUFBcXK++5qqoKQ4cOxZEjR5TuXTExMTh79qzSsn7s2DGMGjUKvXr1wtGjRwE0WzEUCgUGDBig8TMgtB3EFYrQLunbt2+bBW/TC+mAgADWdicnJ9jZ2bG2NTU14ZNPPsGaNWuQnZ2NxsZG5T4xkzOX3NxcLF26FL/++ivu3bvH2ldWViarDW4GLQC4f/8+VqxYgfXr1+PWrVssf2OhdpmTJQDlvdJ9op+Lv78/6zh7e3vec8nKykJaWhqcnJwE+1tYWKjqlggEwkNOVlYWnnvuOQQGBmLNmjWCx+Tk5MDNzQ1WVlas7d27d1fup/81MDDgjV8uLi6wtbVVHkfDHQ9tbGwAAJ6enoLb6XHy6tWroCgKS5YswZIlSwT7XFhYCHd3d+Tk5AjGEXTt2lXwPLlw+w40j+fc+YWLo6Mjhg4diu3bt+Pdd98F0OwGZWRkhPHjx4uel5WVBQCYNm2a6DFlZWWws7NDTEwMGhoacPLkSXh6eqKwsBAxMTG4dOkSS7AICgqCvb29ynsltD+IYEF4YGAu6luL999/H0uWLMHMmTPx7rvvwt7eHgYGBpg/f76sALzGxkYMHz4cJSUlWLRoEbp164ZOnTrh1q1bmD59uuwgPiGf3BdffBHr16/H/PnzERUVBRsbGygUCkyaNEmwXa7Fg4biBEDKoampCcOHD8fChQsF9wcGBqrdJoFAeHiora3FE088gbq6OmzduhWWlpY6aVduQTmx8VDVOEmPra+99hri4uIEj+UKN7pGm7F80qRJmDFjBs6fP49evXph+/btGDp0qGSMI33PH374oWg6dfr7Cw8Ph5mZGY4cOQIvLy84OzsjMDAQMTExWLNmDWpra3H06FFlHAqh40EEC0KHw87ODqWlpaxtdXV1yM/P10n73t7eAJq1MH5+fsrtRUVFPI3Pzz//jNjYWHz77bes7aWlpayBWGwyu3DhAjIzM7Fx40aWmV8Xrl8///wzpk2bho8++ki5raamhvfs5EI/l6tXr7IsJMXFxbzn0qVLF1RWVmLYsGEaXYtAIDzcvPbaazh37hw++eQThIWFiR7n7e2Nv//+GxUVFSyrRUZGhnI//W9TUxOysrKU1gygORtSaWmp8jhtoecMY2NjleOft7e3UtvP5MqVKzrpiyaMGzcOzz77rNIdKjMzE4sXL5Y8h3a7sra2VnnPJiYm6Nu3L44ePQovLy9lMpOYmBjU1tZi8+bNuHPnDgYOHKiDuyG0BSTGgtDh6NKlC89Hf926dTqzWAwbNgzGxsb47LPPWBoeoUxGhoaGPC3QTz/9pPShpaHrSnAX9bRmidkGRVH45JNPtLkF0b599tlnGj+noUOHwsjICF9++SVrO52CkMnEiRNx8uRJ/Pnnn7x9paWlaGho0KgPBALhwWfXrl34/PPPMXbsWF7sBJdRo0ahsbGRNw59/PHHUCgUynoXo0aNAsAfx//3v/8BAEaPHq2Tvjs7O2Pw4MFYu3atoLKLmcJ71KhROHXqFP7991/W/s2bN+ukL5pga2uLuLg4bN++HVu3boWJiQnGjRsneU6fPn3QpUsX/N///R8qKyt5+7lpy2NiYpCcnIxDhw4pBQtHR0d0794dK1euVB5D6JgQiwWhw/HMM8/gueeew4QJEzB8+HCkpqbizz//1Fk6WicnJ7z22mtYsWIFEhISMGrUKJw7dw779u3jXSMhIQHvvPMOZsyYgejoaFy4cAGbN29mWTqAZmHI1tYWX331FaysrNCpUydERkaiW7du6NKlC1577TXcunUL1tbW2LFjh0pfWDkkJCRg06ZNsLGxQVBQEE6ePIm///5bduwHl86dO+Pll1/GRx99hLFjx2LkyJFITU1VPhemVeb111/Hr7/+ioSEBEyfPh19+vRBVVUVLly4gJ9//hk3btxo1fTBBAKhY5Cfn49Zs2bB0NAQQ4cOxQ8//CB4XJcuXRAVFYUxY8YgNjYWb731Fm7cuIHQ0FDs378fv/zyC+bPn6/UpoeGhmLatGlYt24dSktLMWjQIPz777/YuHEjxo0bh9jYWJ3dwxdffIEBAwYgODgYs2fPhp+fH+7cuYOTJ0/i5s2byjpHCxcuxKZNmzBy5Ei8/PLLynSz3t7eSEtL01l/1OWJJ57AU089hTVr1iAuLg62traSxxsYGOCbb75BfHw8evTogRkzZsDd3R23bt3CoUOHYG1tjd9++015fExMDN577z3k5eWxBIiBAwdi7dq18PHxUdZjInRA2iYZFYEgDJ369PTp06LHNDY2UosWLaIcHR0pCwsLKi4ujrp69arO0s3S10hKSqJcXV0pc3NzavDgwdTFixd516ipqaFeffVV5XH9+/enTp48SQ0aNIgaNGgQq81ffvmFCgoKooyMjFipZ9PT06lhw4ZRlpaWlKOjIzV79mxlekCh9LRyn9e9e/eoGTNmUI6OjpSlpSUVFxdHZWRk8O5BrA2h59fQ0EAtWbKEcnFxoczNzakhQ4ZQly9fphwcHKjnnnuOdX5FRQW1ePFiyt/fnzIxMaEcHR2p6Oho6v/+7/+ouro6yfsiEAgPJ/S4o+qPOYZVVFRQr7zyCuXm5kYZGxtTAQEB1IcffshKfUpRFFVfX08lJSVRvr6+lLGxMeXp6UktXryYlRaWoprTzY4ePZrXNwDU3LlzWduys7MpANSHH37I2n7t2jXq6aefplxcXChjY2PK3d2dSkhIoH7++WfWcWlpadSgQYMoMzMzyt3dnXr33Xepb7/9Vqt0s9w+0vfEfGZSlJeXU+bm5hQA6ocffuDtF5obKIqizp07R40fP55ycHCgTE1NKW9vb2rixInUgQMHeO0bGhpSVlZWrDTpP/zwAwWAmjp1qqx+EtonCorSIDKTQCAQ/qO0tBR2dnZYvnw53nrrrbbuDoFAIBAIhDaCxFgQCATZ3L9/n7eN9lkePHhw63aGQCAQCARCu4LEWBAIBNls27YNGzZswKhRo2BpaYljx47hxx9/xIgRI9C/f/+27h6BQCAQCIQ2hAgWBAJBNiEhITAyMsKqVatQXl6uDOhevnx5W3eNQCAQCARCG0NiLAgEAoFAIBAIBILWkBgLAoFAIBAIBAKBoDXEFQrN5ehv374NKysr0QrJBAKB8KBBURQqKirg5uYGAwOiZ2JC5gUCgfCwos3cQAQLALdv34anp2dbd4NAIBDahLy8PFKQigOZFwgEwsOOJnMDESwAWFlZAWh+gNbW1m3cGwKBQGgdysvL4enpqRwDCS2QeYFAIHQkLhZcw5zt/EQq6ya+jZ4uXdRqS5u5gQgWgNLMbW1tTSYQAoHw0EFcffiQeYFAIHQktvy1H4ZmxrztxfUVGo9hmswNxKmWQCAQCAQCgUDooKTlZ+Fo9jnBfd72rq3aFyJYEAgEAoFAIBAIHZScknzB7TG+YQhxDWjVvhDBgkAgEAgEAoFA6KCIWSXmRI9v5Z6QGAvZNDU1oa6urq27QdACExMTklKT8MCQlp+FnJJ8eNu7trpGitBCY2Mj6uvr27obBA0xNjaGoaFhW3eDQNCKENcAzIgYi/Wnf1Vum9l3rMZzw8WCaxr3hQgWMqirq0N2djaamprauisELTAwMICvry9MTEzauisEglas/mcLawKZETEW8wdNacMePXxQFIWCggKUlpa2dVcIWmJrawsXFxeSxIDQoZk/aAqGBEZorXBa/c8WfHN0h8b9IIKFCiiKQn5+PgwNDeHp6Uk03h0UuthVfn4+vLy8yARC6LCk5WexhAoAWH/6VwwJjCCWi1aEFiqcnZ1hYWFBxpQOCEVRqK6uRmFhIQDA1bV1g1wJBF0T4hqg1Tyw88JB3vyiLkSwUEFDQwOqq6vh5uYGCwuLtu4OQQucnJxw+/ZtNDQ0wNiYn5KNQOgIiAXprTuxE59PWNTKvXk4aWxsVAoVDg4Obd0dghaYm5sDAAoLC+Hs7EzcoggPLVxLuKYQ9bsKGhsbAYC4zzwA0N8h/Z0SCB0RsSC9o9nnkJaf1cq9eTihYyqIsunBgP4eSawM4UEhLT8Lv106IntOELKEawqxWMiEmLk7PuQ7JLQlugi2ptsIdQtE6u1M3v6cknziDtWKkDHlwYB8j4QHCaEYPFWxF2KWcE0gggWBQCDoGV0EW8sxU7d2ISQCgUAgtA1CyiqxGDxV848u5w4iWBAIBIIe0UWwtS7N1AQCgUDQP/pICU63eTInDXvTjym308KCHMuD0PwjlK5WU4hgQSAQCHpEbKBXx21JrpmauEIRCARC26OPlOBSVmtaWJBreRCaK5jpah2MrdB/yU6N+kmCt1uJ8uw6pCwvxJEXbyNleSHKs/VbbG/69OlQKBS8v6tXr+qk/Q0bNsDW1lYnbWnKkSNHMGbMGLi5uUGhUGD37t1t2h8CQQixgV4d07PcY+ubGmS3SWh7yLyge8i8QGhrxKzU2iTXkGO1poWFGRFjVbaXV3pHsD8hrgEY02Ogxv0EiGChdxrrKRyacwubumTi32WFuLS2BP8uK8SmLpk4NOcWGuspvV175MiRyM/PZ/35+vrq7XqaomkmjqqqKoSGhuKLL77QcY8IBN0hNNCrWxFVqI1gF3/ecUl/rsPqf7Zo1lFCq0HmBdWQeYHQUZGyUuu6TSa0Amr+oCnY9OS7WB7/AjY9+a6goLH25A5M3bxEcL5Y/c8WzNm+XOO+EsFCzxyZexvp39wDKIBqBJrqm/8FBaR/cw9H5t7W27VNTU3h4uLC+qNzdP/yyy/o3bs3zMzM4Ofnh6SkJDQ0tGg7//e//yE4OBidOnWCp6cnXnjhBVRWVgIADh8+jBkzZqCsrEyp8Vq2bBkACGqIbG1tsWHDBgDAjRs3oFAosG3bNgwaNAhmZmbYvHkzAOCbb75B9+7dYWZmhm7dumHNmjWS9xcfH4/ly5fj0Ucf1cHTIhD0B3egf3mg+iZxbhs/PLUciXFzeMdpqxkj6B8yL5B5gdD+UDdFqxi6sFKrey5XWUVbHkJcA5Rzx7NRE3jncecLXcTzEcFCj5Rdr1NOHoL8N4no2/zN5ejRo3j66afx8ssvIz09HWvXrsWGDRvw3nvvKY8xMDDAp59+ikuXLmHjxo04ePAgFi5cCACIjo7G6tWrYW1trdR4vfbaa2r14Y033sDLL7+My5cvIy4uDps3b8bSpUvx3nvv4fLly3j//fexZMkSbNy4Uaf3TiC0FcyBXg5Ckxy3DWMD4TA5XaYO1DeqXFeEXHcUCgU+/PBD0TaXLVvGO75bt256vhN5kHlBHDIvENqK1f9swdTNS/D2vjWimny56MJKLafNhKAY2cqqENcAeNp2FtzHnC90MXeQ4G09krWlFAqD/zRRIigMgMzNpQh/21nn19+zZw8sLS2Vn+Pj4/HTTz8hKSkJb7zxBqZNmwYA8PPzw7vvvouFCxciMTERADB//nzleT4+Pli+fDmee+45rFmzBiYmJrCxsYFCoYCLi4tGfZs/fz7Gjx+v/JyYmIiPPvpIuc3X11c5udH9JBAeFlQF/tGZQbJLhDXbHSnWgnZdmTlzJmtMoMnPZ090+/btw6xZszBhAl/7xqRHjx74+++/lZ+NjNrHdEfmBXHIvEBoC3SRuY8LMxBa3axQYtmktGkTkGdJ0UXa2fYx0j6gVN9pkDWBVN/RzyIgNjYWX375pfJzp06dAACpqak4fvw4SxPV2NiImpoaVFdXw8LCAn///TdWrFiBjIwMlJeXo6GhgbVfW8LDw5X/r6qqwrVr1zBr1izMnj1bub2hoQE2NjZaX4tAaE+I5R6ntwEQneQA4P8ObRIsjsekoLxYDz3XD/Hx8YiPjxfdz12k/vLLL4iNjYWfn59ku0ZGRmotcGtra1FbW6v8XF5eLvtcdSDzgjhkXiC0BbrI3CdEiGuA2uerUipx21Qnpa1QSlkhF6oZEWPxzdEdavWbCREs9IhFZyNQTdLHUE3Nx+mDTp06wd+fH+BZWVmJpKQkQe2gmZkZbty4gYSEBDz//PN47733YG9vj2PHjmHWrFmoq6uTnEAUCgUoim3jFwrCoyczuj8A8PXXXyMyMpJ1HO37SyA8CHAnjRjfMFibd2LlIw91DRQ8d92JnTiafU7vfWzP3LlzB3v37pXlCpOVlQU3NzeYmZkhKioKK1asgJeXl+jxK1asQFJSki67KwiZF5oh8wKhvSCmpa9vasBvl47otA6FFOpaTrjzSUL3GPTzCZbs75DACJgYGQMABvj1Ejxu/qApyCu6hUvQLN0sESz0SMAUWyQvLZQ8hmoCAp+0bZ0O/Ufv3r1x5coVwckFAM6cOYOmpiZ89NFHMDBoDsPZvn076xgTExM0NvJVbk5OTizXhaysLFRXV0v2p3PnznBzc8P169fx5JNPqns7BEK7hKtJEpo0hASF1Hxha4Q6QsUAv15q9bWjsHHjRlhZWQkufplERkZiw4YN6Nq1K/Lz85GUlISYmBhcvHgRVlZWgucsXrwYCxYsUH4uLy+Hp6enTvsPkHkBIPMCoX0hpMkPdvFH0p/rlJ91UYdCFepYToTmkz2Xj2LP5aMAgGifULhaO6KnaxeMDx4CgC+I1DXUCwoWaflZ+DPjlMb3QQQLPWLjZ4KgZ+zEA/UUQNAzdrD2NWnVfi1duhQJCQnw8vLCY489BgMDA6SmpuLixYtYvnw5/P39UV9fj88++wxjxozB8ePH8dVXX7Ha8PHxQWVlJQ4cOIDQ0FBYWFjAwsICQ4YMweeff46oqCg0NjZi0aJFMDY2VtmnpKQkvPTSS7CxscHIkSNRW1uLlJQU3Lt3jzXZM6msrGTlX8/Ozsb58+dhb28vqZkkEPSNkGUiyEXadUdX9PcJfWCL5H333Xd48sknYWZmJnkc07UqJCQEkZGR8Pb2xvbt2zFr1izBc0xNTWFqaqrT/gpB5gUyLxDaH8z4hfqmBpZQAWgfcyHmskRvr29qQOot4WxUQhaVdSekrQknbqQCAHakHcCO1INYNHSabGuItgHcJCuUnhn4hRuCnrEDFIDCEDAwbv6XnjwGfuHW6n2Ki4vDnj17sH//fkRERKBfv374+OOP4e3tDQAIDQ3F//73P6xcuRI9e/bE5s2bsWLFClYb0dHReO655/DEE0/AyckJq1atAgB89NFH8PT0RExMDKZMmYLXXntNlu/tM888g2+++Qbr169HcHAwBg0ahA0bNkjmV09JSUFYWBjCwsIAAAsWLEBYWBiWLl2q6aMhELRGzDKx9qTmPqvqEN+9f6tcp7U5evQorly5gmeeeUbtc21tbREYGKizQnDaQuYFMi88jOgqnau+oLPuaZNtT+gexTJOMbcn/bkOuy8e4rUnlE0qLT9LLQv2xYKr2JF2QPY9aRvAraC4jo8PIeXl5bCxsUFZWRmsra1Z+2pqapCdnQ1fX1+VWjLJa2TXIXNzKarvNMDCxQiBU2xbXSP1sKOr75JAkOK3S0fw9j7pXPv6ZNOT78rWqkmNfW2BQqHArl27MG7cON6+6dOn4+LFi0hJSVG73crKSnh5eWHZsmV46aWXZJ1D5oWHBzI36B9VQcntibT8LEzdvIS3XdXYKnSPQwIjBNtKjJvDs4oI0cstEK/GTmVdV5M5JtY/HIeu8sdOsXv64PdvsHj0bI3mBmKxaCWsfU0Q/rYzBn7mhvC3nMnkQSA8oKjS9nS2tNfbtbXNld4WVFZW4vz58zh//jyAFteV3Nxc5THl5eX46aefRK0VQ4cOxeeff678/Nprr+Gff/7BjRs3cOLECTz66KMwNDTE5MmT9Xov6kLmBcLDgFhQcnu2XKhbh0LsHo9dPy94/MX8a7L6cv52Jq+uhiYWhYFdemN00ADWNql7emHARLWvQUNiLAgEAkEGctP6CQUCMrlTWaLTfnnZuqCLowdszKwQGxCh07Zbg5SUFMTGxio/077z06ZNU1Zm3rp1KyiKEhUMrl27hrt37yo/37x5E5MnT0ZxcTGcnJwwYMAAnDp1Ck5OTvq7EQKBIIi+0rnqE3VrRqiKeeCSX35X9UEMmPEQIa4BGB00gJVNkObZqAn460oyrpfcVG4LdvFHbkkB6/iE7jG8onrMOc6nk3AxPTkQwYJAIBAYCAkQ6pjx0/Kz0MXRA2N6DMRvl47ovb+5pQXILS0AAOy+eKhduxgIMXjwYF4qUi5z5szBnDlzRPffuHGD9Xnr1q266BqBQNABcgqztUfk1KFIy8/CsevnRWMeBvj1wq3SQmW2JpoTN1JFhQMxmILY+6PmQUEpWO3O7DsWL/R/HC/0fxw7LxzExfxr6OnaBf6Onjx3rD2Xj6KPV3cYGxjB294VW8/9yepLZOfusvvFhQgWBAKB8B9cAWJ00ABMCosTNHF72bsoC9HR+cC557cF2mYvIRAIBF0ipzBbR4GpeDqYeVpyvB/oF4YQ1wDk+OTzBAsAiPIOQbhnEH488ycy7+aovDZXEHtv9Fw80XsEL615Tkk+/B09lWlmxRRcUjEeJ3LSVPZHDCJYEAgEAoR9ZPemH8PNe8I1B5iD8tqTO5DQPUZw8mgL2rOLAYFAePhQ17WoPaKu4oh2TRWzzJzMSZNtsRATxJhWFTHLemtbhkjwNoFAIEDcD1isYB2X9iJUAO3fxYBAIDx80OlcW6uKtdzUtnKOFVI8qSLpz3VY/c8WwWDwhKAYSaEiwJFdnLOw4p7ktaQC5IWur0+IxYJAIBDw4CzGY3zDOqQ2kEAgEHSBOjFxco/VtGgc7ZrKtdiIZYuiybqbx/q85/JRUAoK74+aJ3i8qgD5IYERMDFqLkrpYu0gK9WtphCLBYFAIADKTBvtkWejJsDPwZ21zc1aOMPRnOjxrdElAoFAaHeok9pWnWPlKJ5ifMMEt3MX/V8e/1mjgql704+JWlXE+pddchvzdqzE1M1LsPbkDqw9uQNnci+L9lUXEIsFgUAg/IdQpo32wvXiW6zPt8uLeHEdHTUgkkAgENRFKIOfnNS29Hl5pXdUHksjFoAeG9BihQAgmB3K295VZ4k9xOLnxNKcf5u8m3csc86I8Q1TKqOY9/HXhRN4Deql0KUhggWBQCAweG/0XLjbOmukUdIWZ0s7FFZK+9Iy6ecTzMsKQiAQCA86Yi5M9U0NgsfTC2Y5C3wx7T/XnQmA0qWJHn+FhA8AKq85rmcsdl88JHmMVN/o/nnZu6jl5nQ0+xzmRI/npda9nHtVdhtciGDRStwsLcTvl4+huLoMDhY2GNV9ADxsnfV2venTp2Pjxo287VlZWfD399e6/Q0bNmD+/PkoLS3Vui1NWbFiBXbu3ImMjAyYm5sjOjoaK1euRNeuXdusT4SOC63FEpuYWoOPHlmAbWf3szRKCUExosfTkxkRKDomZF7QPWReePARc2EqrCoRDIimLblyArBVWX3pfetO7GRZJ9ae3KEUbmjho76pAcYGRirjKQBgQugQ2JlbSfZPjkXa2ED9Zb2QFcTTzkXtdmiIYKFn6hsbsOLAd9iZdhAKhQEMFAo0URTWHN+O8SFDsHjoTBgb6udrGDlyJNavX8/a1h4rz9bX18PY2Fjt8/755x/MnTsXERERaGhowJtvvokRI0YgPT0dnTp10kNPCQ8q7aH+RLCLf7OQMDpAaYU4deMC9qQLu2URt6eOC5kXVEPmBYIYYu5OQkJFYtwcZT0HsfOejZoAT9vOsqy+UnMFs4aQqhoXTBKCYpTnCDHQLwyzo8ZL9k0bxZiQFaSnSxe126Ehwdt6pnnyOAQKQBPVhIamRjRRTaAA7Ew7hBUHvtPbtU1NTeHi4sL6MzQ0BAD88ssv6N27N8zMzODn54ekpCQ0NLS8kP/73/8QHByMTp06wdPTEy+88AIqKysBAIcPH8aMGTNQVlYGhUIBhUKBZcuWAQAUCgV2797N6oetrS02bNgAoLlCrkKhwLZt2zBo0CCYmZlh8+bNAIBvvvkG3bt3h5mZGbp164Y1a9ZI3t8ff/yB6dOno0ePHggNDcWGDRuQm5uLM2fO6ODpEdoT6qQO1KRtXQkVA3x7aXzuhYKrrPvLK70jGOvxbNQEbHryXbw8sONU1yawIfMCmRcImnNSjeJtTA2+mBvRAL9estLgypkrckry1ZpTEoJi8N6ouaLnJMbNwWfjFyktLkLz4Op/tmDq5iV4e98aJP25Dj1dhK2PA/3CeAlK9KGgIhYLPXKz9A52ph0EJbKfAoWdaQcxs+84vZq/uRw9ehRPP/00Pv30U8TExODatWuYM2cOACAxMREAYGBggE8//RS+vr64fv06XnjhBSxcuBBr1qxBdHQ0Vq9ejaVLl+LKlSsAAEtLS7X68MYbb+Cjjz5CWFiYchJZunQpPv/8c4SFheHcuXOYPXs2OnXqhGnTpslqs6ysDABgb2+vVl8I7Rt1Ugeqw84LB3Hk2lmU1VRq3RbN0MC+yC+7i2slNzU6P6ckX6Wmy9O2M7FUdGDIvCAOmRcIqkjLzxK0TPT3CcXxG6m87UxhQsgioM7CWk7KWW97V9mpaZ+NmoAX+j8u2TYtGInNg0ICycWCq0iMmwNjAyOlOxbTGjMpLE6vcXlEsNAjv18+DoXCABTVJHqMQmGA3y8fw5wo3aeI3LNnD2tgj4+Px08//YSkpCS88cYbyoHZz88P7777LhYuXKicQObPn688z8fHB8uXL8dzzz2HNWvWwMTEBDY2NlAoFHBx0cwPb/78+Rg/vuWeExMT8dFHHym3+fr6Ij09HWvXrpU1gTQ1NWH+/Pno378/evbsqVGfCO0PMV9a2tys6lzm4Mn8vPLARlws0Dw4TYykP9fB3UbzxWB9U4PGgYWEjgGZF8Qh8wJBFWIL8Pju/RHo5M0LnGZmghIaW+nq2PQxUgtuVWNvqGsgrt7NQ0F5sax7cbF2UNm2t72r5DwoJZCM6TFQcJ9YXB7z/n06dZZ1D0IQwUKPFFeX/ec7K36MgUKB4uoyvVw/NjYWX375pfIz7V+ampqK48eP47333lPua2xsRE1NDaqrq2FhYYG///4bK1asQEZGBsrLy9HQ0MDary3h4eHK/1dVVeHatWuYNWsWZs+erdze0NAAGxsbWe3NnTsXFy9exLFj4pUsCR0POakDheBqd3q6+OtFkBDiVlmhRufN7DtWZeAdiavo+JB5QRwyLxBUIbUAH9NjICtrE3OsVDWXyLGMi6V0pUnNz0Rqfqbse0n6cx1ySwowf9AU0YxSIa4B+O3SEdG+iz0Pq9t2QA/ZXeHd/+SgYfJP5kAECz3iYGGDJkpi9gDQRFFwsJA3SKpLp06dBDN9VFZWIikpiaUZojEzM8ONGzeQkJCA559/Hu+99x7s7e1x7NgxzJo1C3V1dZITiEKhAMW55/r6esG+MfsDAF9//TUiIyNZx9G+v1LMmzcPe/bswZEjR+Dh4aHyeELHQWoSEUPMNNye6e8TipcHThGNIXk2agIG+PUiQsUDAJkXmiHzAkETpBbg9H51rA2qLALctoYERug00cf607/Cy94FxgZGGBIYgSGBEcosUgP8eqnsu9DzCD0YjUuvK2CysADRK1VbD4Xu/4ez+zS7IRDBQq+M6t4fa45vlzyGopowqnvrVvvt3bs3rly5Ippe8MyZM2hqasJHH30EA4Pm+P7t29n3YWJigsbGRt65Tk5OyM9v0QxkZWWhurpasj+dO3eGm5sbrl+/jieffFL2fVAUhRdffBG7du3C4cOH4evrK/tcQsdAKi/4b5eOCJqs5aT2a21GBw0Q9AumOX4jFWn5WaL3S/vhEjo+ZF4g8wKBjyo3JCbcehJix3Pb1MQioO38EuMbJlg0jwmz7gTTus5MYSslTM0fNAW96oKx640LsC1ygHOeOwDg3Kq78BtvDZdIaWui3JgQuRDBQo942HbG+JAh/2X/4GuoFFBgfEhsqwboAcDSpUuRkJAALy8vPPbYYzAwMEBqaiouXryI5cuXw9/fH/X19fjss88wZswYHD9+HF999RWrDR8fH1RWVuLAgQMIDQ2FhYUFLCwsMGTIEHz++eeIiopCY2MjFi1aJCtlYFJSEl566SXY2Nhg5MiRqK2tRUpKCu7du4cFCxYInjN37lxs2bIFv/zyC6ysrFBQUAAAsLGxgbm5ufYPitAu4E4iBzNPY+rmJcr9TJN1e0gbyyXYxR/vj5qHcM8gycJF9CQmd9IkdEzIvEDmBQIbTRJ0qKrfI9am0NiqiWVcLnOix2NO9HhlKlhVxeu41vX1p3+FiZGx0pohNi+4Fngg8KwCAFDoeQulTsWwLXJAWaa7SsFC13F7JN2snlk8dCbGh8RCAcBAYQAjA0MYKAygADA+JBaLh85s9T7FxcVhz5492L9/PyIiItCvXz98/PHH8Pb2BgCEhobif//7H1auXImePXti8+bNWLFiBauN6OhoPPfcc3jiiSfg5OSEVatWAQA++ugjeHp6IiYmBlOmTMFrr70my/f2mWeewTfffIP169cjODgYgwYNwoYNGyS1TV9++SXKysowePBguLq6Kv+2bdumxdMhtEdCXAOUgWhCJuu0/Cydpo3VJXQa2fHBQ0TTAALswZ2+XyJUPJiQeYHMC4RmxNyQtEktLtUmcy6hU7fS1gwmYvFstHuSHEZUD1UKQGN6DMT44CG868hh7ckdmLp5CQ5mnhadF2wCTQEAyfEHsPul9Tg8+Vfsfmk9fjZWPScK3f/UPvFq95NGQXEdHx9CysvLYWNjg7KyMlhbW7P21dTUIDs7G76+vjAzM9P4GswKq46dbBHfrX+ra6QednT1XRLajt8uHcHb+/h57JfHvwAAgvtak3E9Y7H74iHe9hjfMMyJHs+ytDCZ2Xdsm9SlkBr7HnbIvPDwQOYG7VHHlYmJ1JgultVI1bVVtSmVupUZ3yB2H1KWcY/LfvA/31PpkjThlB/PYsAsZqfKgsFl05PvivZr81unsMputVrnCPWLzgql6dxAXKFaCQ9bZ72kDiQQHibETLb1TQ3wd/Rs5d7wKawsEdx+NPscglz8BPcxc5kTHi7IvEB4EJDjyiQmeKgKqlYlrHCvndA9Bu4iwnle6R18enSraKA2s4YQM76Bi1QA983u1xH+1yBlnEPOvgqeYMF048otKWC1FezijwsSyUZ2XzisbINJWn4Wrg26AAjUDqRjKFQ9S2a/ysvLRfugCiJYEAiEdg9zghFK95f05zrMiBiLhO4xgtWqxfCw7YybpXd01s8TAgWaVKGOaZ1AIBDaE3IyKkkJHiGuAbzkFjP7juUVChUTVrjXlhr/157cIbrv2PXzsjNDqQp2LnUqVgoWCskj+TGEzrnuSKnLwOVOGfghjy+87Eg7gB1pB9SKLTyZk8ay4OiqyKwYJMaCQCC0a1b/swVTNy/B2/vWYOrmJTidly543PrTv4pqqsTQpVChigF+vWT78RIIBEJ7IS0/SxmPwEWqPgR9rlQMxep/trCEioTuMYgN4FsEhOIu5GQz6pocqvIYKYSuoSrY2baopfCdV7wVbz/3edIxGJWrrbCj33XkzDKBxaQQjKgeInoNubGFCUExvIyE2sawqIJYLAgEQpsjZvJWtybFnQphVyRdEuzij3DPILUCxWkBIsQ1gGR8IhAIHQZVbk6qMiqpEjyELA5iCiKuG5CcbEaKJtX685l9x2KAXy9Bi4bQNaQK5YUejFZaK8IWOfLcoMSeZ0FyNc6tuss61icxGp/sj8IR6hR2pB3gXUtKsJoQMhTjggcjpyQfe9L5VhxVRWa1oV0LFitWrMDOnTuRkZEBc3NzREdHY+XKlejatavymJqaGrz66qvYunUramtrERcXhzVr1qBzZ83LkQtBYtw7PuQ7bF/QwsTJnDSWRmV00ABEeYfA295V/fzaCv1+x+OCByMp7jkAgImRsaRpHWgJ2mYO4KrSJBI6Dk1NTW3dBYIOIN+jMHLcnFQVrJOKi1N3fOe6AamqhA0AzrnuyIgSryMxyWO0MnEG15VWyqLMdGGqb2qAsYFRsytTjDvKJtfCJtBUMGhb7HmaZjoKXse1wAPjhg0WFCykBKtxwYMl5xldp5hl0q4Fi3/++Qdz585FREQEGhoa8Oabb2LEiBFIT09XVuh85ZVXsHfvXvz000+wsbHBvHnzMH78eBw/flwnfTA2NoZCoUBRURGcnJygUKjymCO0RyiKQlFRERQKhaz86QT9IuUTujf9mFLQiPZRz4xNa7T0xYSQocr/i2m4EuPmKCcZIkCo5siRI/jwww9x5swZ5OfnY9euXRg3bpxy//Tp07Fx40bWOXFxcfjjjz8k2/3iiy/w4YcfoqCgAKGhofjss8/Qt29fnfTZxMQEBgYGuH37NpycnGBiYkLmhg4IRVGoq6tDUVERDAwMYGJi0tZdaldIWRuYY5tU7R2xxX/Sn+swOki4COQAv16oa6gXnSOYwg197XUndvIK0YUejEa3lF7IiDiHQr9bgm05ljsBaJ6TmELF6KABKjP1CSqJXCFaN0LqeUYEugvuswk0hYsK4U1VJXKp/fqgXQsW3Iljw4YNcHZ2xpkzZzBw4ECUlZXh22+/xZYtWzBkSLMv2vr169G9e3ecOnUK/fr1E2y3trYWtbW1ys9S0e+Ghobw8PDAzZs3cePGDe1vitBmKBQKeHh4wNDQsK278kChbppBdepNaBIMrS8SgmJUTpgz+47F+GBxv1gCn6qqKoSGhmLmzJkYP144Q9LIkSOxfv165WdTU1PJNrdt24YFCxbgq6++QmRkJFavXo24uDhcuXIFzs7ap3M1MDCAr68v8vPzcfv2ba3bI7QtFhYW8PLyUlYUJzSjTuE4emykF89cwcPL3oWXWnVv+jF0sffAtZKbym3BLv4st9HdFw4Lauu5blFC1a1nvhKLgwn/orBaWKgAgABfd8E5aW/6MUwKixPMvqSuK2tBcjXKMmth5WInuN/b3hUuPSwQttCR5Q7FdKWSEt5UFVVt7aKr7Vqw4FJWVgYAsLe3BwCcOXMG9fX1GDZsmPKYbt26wcvLCydPnhQVLFasWIGkpCTZ17W0tERAQADq6+u16D2hrTE2NiZChY7RpGKq2u5N7YCEoBi8N2oubzupkq098fHxiI+XLsZkamoKFxcX2W3+73//w+zZszFjxgwAwFdffYW9e/fiu+++wxtvvKFVf2lMTEzg5eWFhoYGNDY26qRNgn4pSr2Pyht1sPQxgVNocxVuQ0NDGBkZEYuTAOpou1XNBcYGwstNplABtBQUZVoDhAQLpltUF0cPwbbTLTLwS/V+0fsbUT0Ug4cH47dLRwT305YZWpg4deMCy6ohZ747saiAISwoMCJpCPZbHFTuZz7P6JUu8BtvjbJMYVcqIQsJLbQ4B7ojJFJ8/mlNF9wOI1g0NTVh/vz56N+/P3r27AkAKCgogImJCWxtbVnHdu7cGQUFBaJtLV68GAsWLFB+Li8vh6endA58Q0NDsiglEBjI8b8VQp++nfrCqZOwpgkgMROtweHDh+Hs7Aw7OzsMGTIEy5cvh4ODg+CxdXV1OHPmDBYvXqzcZmBggGHDhuHkyZOi11DHkk1Du1YS98r2D3uBB4QtdET0SvnC6sMKV3kCAGuO/wSgpYicnLlAnXGfW3dBKo5i/elfkRg3R617ijAJxVPdEzB4eLBk37ztXSXddlXNd2IB2e9+1Qd3FEUI8HXH4IHBrP0ukRairlRc2us73WHsfnPnzsXFixexdetWrdsyNTWFtbU1649AIKiHqmwfNEKp9RK6x7COCXH1108ndYS+0/MRxBk5ciS+//57HDhwACtXrsQ///yD+Ph4USvB3bt30djYyEvgoUrhtGLFCtjY2Cj/VCmbCB0HoQXeuVV3UZBc3UY96ljQ6VAPZp7G1M1LsPbkDqw9uQNTNy/BvB0rldWquTDnAtr6wSQhKIZ7CgDg1I0LrBTjQHP1aGaMG5OC8mLB7S7WwsqHlx5/TClU0H3r6cKeg4L/+6zKbVfKAl+WWSu4Pe85U9Q964FLIxQ4sUh8TJKiPb/THcJiMW/ePOzZswdHjhyBh0eLycvFxQV1dXUoLS1lWS3u3LmjltmcQCCojxz/WyHzeGFVCfZeZmeB8rDpjLR88TSy7QF9pucjiDNp0iTl/4ODgxESEoIuXbrg8OHDGDpUeKGhCZpYsgkdA7EFXllmrWzt8MNMWn6WYAE5oDm2QSi+AeDPEUKuo06d7Fjt9vcN5RW5oy0D44KFsyOJpRk3NjCS5cqVlp/FS2N+oeCqqMAkdY9MbAKlY8GAZmHAb7y14HtIuzkJuUVp8k5LtadL2rVgQVEUXnzxRezatQuHDx+Gr68va3+fPn1gbGyMAwcOYMKECQCAK1euIDc3F1FRUW3RZQLhoUHI/zYhKIalwREyj3PhFu9pSxLj5qCgvFh2PnNC6+Pn5wdHR0dcvXpVULBwdHSEoaEh7txhFz9UpXAyNTVVGRRO6JiILfDkLPzaEqGFoCbBw+rCvAa3ArZcxGIxuK6j8wdNQVHlPaUwcTxbOGFHTkk+xvQYKOgWtfviIcFzvO1dMabHQJVxcJrG/cnJruQ92hI5eysljxESBlS5Oan7TnPb8x5tifAlznoRMNq1YDF37lxs2bIFv/zyC6ysrJRmbBsbG5ibm8PGxgazZs3CggULYG9vD2tra7z44ouIiooSDdwmEAi6g6mBOnXjAvakH1UW44nxDWvj3onTzdkHXRw9WEINM6MTN9UhqZDdfrh58yaKi4vh6ios6JmYmKBPnz44cOCAMm1tU1MTDhw4gHnz5rViTwmaoA+tqkukdMadtkbonoUWlv+OOqhWsgxNhBCpmAJ1iA2IkHVcWn4Wz0IhRPkWE+A98QxTUqiKgxNTGgmlvU0IikE/72CVz1RoIe/3qDUOPcPPIscVBsTcnJiWDbF3GgCSl92BAs1Vv10iLQTby9lbiZy9lXqJy2jXgsWXX34JABg8eDBr+/r16zF9+nQAwMcffwwDAwNMmDCBVSCPQCC0DvTg+vY+9u9OzDzeHngibATGBw/BpLA4jdL3EXRHZWUlrl5tcUPIzs7G+fPnYW9vD3t7eyQlJWHChAlwcXHBtWvXsHDhQvj7+yMuLk55ztChQ/Hoo48qBYcFCxZg2rRpCA8PR9++fbF69WpUVVUps0QR2if6DEZVlXGnrRC6Z7/x1ryF4J8/pmK3k/xkGZpk7FMnFbgq5LqOyrEWhB6MRuk+SxSMrW5eKIvEVHA5dv28rDFczPrOTHsrpx1akLO6bYdLq9hZxnL2ViJ8ibMsAVfMzSnl3UIk7PFRfma+0411FK7vKse5lS1tn04qQthCRzj0FLfMSbliaUq7FizkVEo2MzPDF198gS+++KIVekQgEIQQ80Xt5RaI87czW7czKuhi76G0TEhpski2p9YhJSUFsbGxys90nMO0adPw5ZdfIi0tDRs3bkRpaSnc3NwwYsQIvPvuuyy3pWvXruHu3ZYJ9YknnkBRURGWLl2KgoIC9OrVC3/88QcvoJvQfpCjpdUWdTLutAZi95zbKQeZva/BtsgBznnuKPS8hYyI84JtCC3gNc3YJ9claFzPWGTm5CG9Qjwu7tSNCxjTYyCvX9wFupi1YOC2BBg0GSifAaB+TAzTpVWVYDV/0JTm+L//rNh70o/CqZOdssK3qrmAK8iFxkchch/bVbMss1aWgCvmzpSztxIFydWsc1wiLXB9ZznvPaI5t+ouYr9xk+w7/VyZljOL7pKnSNKuBQsCgdCxifQOxquxU/F/hzYhtZUFjGejJuBi/lUcZxTZ6+8bijUTFkucRWhtBg8eLKlE+vPPP1W2IVS8dN68ecT1qQPxMAZYC91zcvwBpFqcBCY3f3bKcUORt3gRRqGFudyK2XLa4jKz71hE7B0C51V3Eeh5C6VOxSgcn4l00wzWcXsuH0Ufr+5K68Kt0kLBGhBC1oKJHqNgm9KLd216wW3zuycgngFcEFWCVVp+Fi/eT44wRp/LFeRSh5yE78VuSqGI2X9VAq5LpIVobAb39yAknHIxNFHwLCVMbAJNeZYz94maJ40lggWBQNCaAX69BAOeXawdsO3s/lYXKug+vdD/8VYJdiQQCNrRUQOstYF7b4Wet5A6hF1rRUqoEIv9EhMQ8krvKIvPCSG0yI8tjIXNVh+UOhXDtsgBneItsS3lIGw9my0J9MI5fXIGrz2pOAjmol3I9fTEuQJBl6GC5GqUvm8Jp3lsgcspxw39f4lDqVMxyh3u4ewIftyGlGClqTAmdW6pU7Hy+dDxD1c23ZPlihe+xFlQsOC+M2ICOfccm0BTGJkrkPtXJe6cuK/cR/eLK3Rc3a66jo8YRLAgEAiSqFqY0/ujfUJx4gY7o4c6AXa6hPaPBYhLE4HQEWjvAdb6gHvPpU7yYgcmhAzFuODBagkIAJT1J2hrgdDYzlzk3/nUELXrbAAAznnuSI4/gN0BJ4H/Lht6sNndx7ZIuF6EKpiLdu44LeYyVJZZi0LPWzyBi/4ceDYEhZ63BAULKYuMnPTpQhQkV0NxyVJw36MfBMO1wB02gaa4vrMcO/pdV+6j44do96PGOgqGJgrlvcr9PagSvMMWOfJcpQKfsoHXCEvlta5suifZhroQwYJAIIiiKgBQVxlEdElCUAzeGzW3rbtBIBAYyMn2JLSY1DZLVGvl7tcU5j33cKFwOFX1eColVNDQAsKx6+d51uT1p39lxRMA7LE9xDUAzrnu2LGuZSEsZE1huvtM9IjH9pv7VPadibe9K0u4AZqFjfqmBhgbGMHbyxUhkez7tAk0FRXAAj43RESZO2wC/WBXU6xWZj8hYUzVOX89nYfMTWUATBAaH8V6PjP7jlVW1RaLpanKr//vfDa00CEnHkNIAHHpbw7PYZbwircCAJZAAwCZP5QheJ6Dsj1dWwWJYEEgEAQ1V6oCAHWZQURbxvWMRWcrewzw60WsEwSCjtF2ca5Otiem/7m2WaL0mWVKl9D33BV2mGHCtzQwmegxSvYYF+IagLTTOYL7VMUTcF1scrsJB2rndruKnm5dMHfSNIzJj1YKBqqs1TP7jpVVI2NGxFiWm1TlTitRC0lIhDfyL97EkdRb6OUbjE1PRiizNLnmePACn7mokw3wr6l5yPyhRSiI3DcUvhe7wW5OPXpFeiuFCkDcXUlIqADYSQvkJByQEkD+XXZH8JzcfRWSqWu1gQgWBMJDjphVQpXPqZyqpK1FuGd3XgYSAoGgPdouzjXN9qRtlqjWyDKlK5iKHak6DQO3JeCxl0ar1XZFQY3sY5muSXK12FU25Sj8qwYFydWAV/M2f0dPQVcsZg0IAJi6eYnK9tef/pWdbelCFCLzhiL0IN9CsOnrQ9hvcbB5Qyow4uQQPFo1FudW3cUl3AKg+v2V4zpbkFzNEiponPPcgSXAJQAmCwuU19HEIqBu0gIxAUQsLQZ3u1CKY00hggWB8BAjZpXwsneBv6On4Dne9q548/fPW6Vi9rjgwUgvuI7MolzJ4x60qtjt3X2D8HCgi8W5ptmetM0S1VGyTAkpdro4eggea9BkAJtAU9kJKVb/swXry/kWAf+UYFwNv8DbzhxHuVpsrwx/wbiFK5GpMKuywJ0z/+KXo/tZ95EYNwdHrp2FjZkVJoQOYfX1t0tHRPstBe1+RVsISp2KMXxuN1jWGuM7i/dYx+63OAiLb7zhjJbMTLoQLuUETJ9bdRe2gSbKuAmuRSBwqo2oxQLQTBgRmje8462QklQkejx9XO6+CrWvJwYRLAiEBwh1MyCJWSWS/lyHGRFjkdA9hpUicKBfGD48uBFp+eL5y3VJqFsgdl84LHmMPqtit8UCv6O4bxAefHSxONc025M2WaIKkqtReq1O4/NbCzHFTmLcHMHj+8b7YWvNbqzfrLrwnZir6sBtCeiW0gt+QU4t2n0Ij6NMF5uya07I5lgJaFKHnERqNXsb99p25las9rVRBtExFnSmqvAe3fBbqrCgwszMRKOtcCn3HWJW2Q5b6IgJp/xY80knV2NBK4EmSQvE5g0xN6eUpCKk/FdAD+BnhdIGIlgQCA8ImlRalRrchSalI9dbr5p2QlAMjA2Eh6heboF4LHSYXlPI6nqBL0dI6UjuG4SOAfe9U0dY1kUKWE2zPWl6Hvd3y6S9ZZkSU+wYGxgJ1nYIftIBUzevZh0rVmtBrG2Dpub6BD6J0fhkfxQq3O5JjqO0i01BcjUik4bCsMFI0HKhCtoSXp3dBNu79gjv0U2jgG8AuBlwHYcntzwbk+wCuDt3BgQypDYZNPG2lV6rE4y3KEiuRu6+ClBo1vSLvSsukRYIfMpG0B1KDHoc7zrVDgXJ1biy6R78xluzKmczs0Kpg6p5gxYQc/dV4DTHeqFLgYKGCBYEwgOAppVWxdIStjV0Zqe0/CzB/a/GTtVrkLauF/hyhRRNNMTEbYogBve9c+5rhsJ/W3zuVQnLLpEWPJcNTRbncrLb6OI8sWJhEYlO8JJYKOoLVRZkqRSnY3oM5AUSi7kPCdVaEGubGfjsWuCBwcNbgoyl+ksLeoU/CrtEyYEZNxKaFIVHyhIwLs9FGRhe6HkLN7u3ZDAa6hSFu9vAspIEpAQji+PGtf3mPoyuigM68a/pF28DpLR8LvS8hS2/pcH2OwfETQ5Vvv/c3wqtzRf6fRQkV8O4k/oF5Moya3mpX1X9BuWM73LmDZdIC1kuXDReIzsBf8g+nAURLAiEBwB1i/twgwUNDAzwbfJuPfdSHolxczA+eAgAzVIA6gJd+merI6So0hBzJxniNkUQQ+i9YwoVgGph+cSiApZQ4dzPDHWljUj/tgRBs+zV6o+c7Dbanif2u7XpYtLqQoUcC7Kq8Y0OJC5IrsaVv++h2Irjb/QfQkJEiGsAz5U19GC0YCVouf21nF+BgP6GiMnpi6O1/yq3P2IxAqb2hmpZH1KHnITvp92Q3TODJTj4p/RETM9eGDKra3OhvPQC/PlpN6Xbk+2MOmSBHx+Sf7waGMG/ztDnu8F5tDty91Xg83+3sq6VfTAKfsmzAQhr7oV+H1IWMRrPkZ2Q90cVb3tjHaWWwop7rcCpNvAabskTMuRYFguSq1Em4h4ohIGhQvaxXIhgQSA8AKhT3Ic7gXhYO+NmeaHe+qYOwS7+SqGCRp0UgLpCl1WAxRY7ufsqeJooKfcPoUmGG/xH3KYINHK1k2LCsqBgcqoGhadqcGntPVxaV4LHk/110ldd0V6qd6tjQeaOb8657qzqzCcWFeDPH1NxZthR5AXxY9tGVA8VHBNX/7OFJVT0remDXvtaxlam5UlOf7nzxuigAXA65Y3SDSZKYWWcp4tSAKh+JocVwyFEbrervJiNq+EX8WLoI8rrcq1WhV63sGEzvy2vDH80GjWw2gs9GA3nGHe4RFog5VIGUi35dTh2rQ7DkFHB3OaUMH8fYhYxGu/Rlghf4iys9FnkCEMT4cW60G9Q6FqZm8qUYz5TiaTKbVBKGBILIr8hUPVbLkSwIBAeAORo9tPys3Ds+nneBNJehAoAuFBwFWn5WbyJsrWrZ1/fyXfW1dQ/W2xRw/R1ZU4STH9Y2tdXbJIRor1lvSG0DXIX02LHqRJMCv+t0chyoU/aqno314VIzIKc/Ns1OIe68/pDj28nFhXg6KoWV6DAqTbYdHcnUl/iB0wDzYHYPim9UBDHjhcQEhT+NTuDJ/ePhGuBB0/jrcriLdTe3vRj6H1KAS+0CJfOee4tFpFEd3yyPwqnSy7ghzz1XG0r3O7xrLNK5QsCeLEZtCXGOc9dmSnKtsgBznnuyOnbXK+h1LEEKOFfKyPzJtwHd0Jm7yvKc5gwfx9iv4kez9qh2ww71jMVK/YohNBvUNXvj5t1SsxtUEwYCk90UsaRiAWRa4reBItNmzbhq6++QnZ2Nk6ePAlvb2+sXr0avr6+eOSRR/R1WQLhoUVKs98eK2SLIea+1VqIDcRGZgpewJ+cwFg5xYe4lgamH25KUhG8R1vK7v+VLaXoOtVO9vGaQsb49o3Qe+ccaYbCZEaMhcSiW45gUnj6PoJmie/XRfwPsw0Agu0xj/Ebbw0jc4XKAFxdIeRC5GUv7I6Y9vVd1KVcF3RZFBp3jh1OFxUqgJZAbK4yQazGULpFBgZP5WvnVVm8xQSPsyOO4uyIo/BM90efv2N4i3LXAg+Y5OQAZsL9D4pyw1mB7eVbTLDj/RYBi/u83po0DT5vdcW/f1wXFAaY0DaCkAhvIJO//2bAdSyp+BWY3Pw59GAUIvcNbb4u5/ch9pvgChU0XDc+uYKvXLclbtYpOgsUEzEBxZbhHkgLJWc/KEL2bu3TzupFsPjyyy+xdOlSzJ8/H++99x4aGxsBALa2tli9ejWZdAgEPSGk2W9PFbLl0NY1KcQG4tNJRTjNCOhTJzA2eqUL7qbdF/S7ZV6XFk64C4wcNczSeX9Uqawwqy1kjO8YCFm/AOHFORc5ArFzhLnoPl3E/0hmeBL5HTJpvE9J3qO66bmFzhdyIXo2aoLg8bQgIOSymHIpA5m9M1gLZbFq1zR0ILa2rl5iFm+gud5EfVOD5Pl5QVeRF3SVtSgHmpUcJZeMgZeEz8v0uowZ/vzsV6WvsxUpQs/ryff6YejYEJRl1qL0Wh1SkoqQHH+A4woVhQnxs5X3yLV0CNXzSB1yEvH9+iE2Lpj37oimbn23EOFLnAGo/m2pSkggJ4ZDCDE32MY64RJ53Hfm+s5ynQgVgJ4Ei88++wxff/01xo0bhw8++EC5PTw8HK+99po+LkkgEERoTxWyuXCDC1sjMFsVqiZp2gStTmDsX0/nSQoVzOumfy1grwfgEm2OghP3VXUfgP7docgYz6e9ZufiWr/UWeAzF0FnPijCvfQWLapzpJmoG5Quqmbn7KtQaeUT+h3KvaY66bnFvlsxTb4YzIxMzN/o6n+2YH0JW2sOQLBmBA3t/iOk8R7g1wtrT+7gnTPAr5doe1yL98HM06zK2P5GPrjacEPy/ujidbRglPdHFZzhDv+UnrgafpF3/L/30uBUZc3aVlsiLMSIxaTRypjfvzvPe16pQ06i0GsUXNA8p3AtHaVOxYKFAi0n1MKlh/B7KlShOmdvJU/5I/U7E0tIIOW2VH6tTmV6W+64LyakcN8ZVbEj6qIXwSI7OxthYWG87aampqiqkp5cCQSC9jA1ce2Zfj7BeKL3CLW1huos4uhFigKQlXLSJdIC3qMtJa0EaZ8Vy+onbf2QqrAKNPtSl2XW4sIXxaLHeg63RP//uf5XrKqOl4+cib6DVckYz0YX2nn6ndYmn71Qm9qmTaYXQV2n2iH92xIUnr4P5whzydgKbbKqqaOxLTytWtDOWH8PAFTGIIgFV0t9t2Lja0NTo8p+0b/Rw39dwPpUdl+kBIqgqu4Y0xiHPpO7wiZR+B1xznVHKKeYHR3IDJEpgTtncJ/P1YYbGLgtAVYJ9djb6U/R/jEL0hV63kKpUzF6nohAuUMpCn1v8o7fm36M9fmX6v0Y5+nOc28Si0kDmr9b2+nCrkNc11qmpSPf5SYOp/Kt+VLzptykCJok0pByW4pc1hnB8xyUYwTTDYqGmwVK6HcU+40b77erThpaOehFsPD19cX58+fh7e3N2v7HH3+ge/fu+rgkgfBQwp0MckrycTInjTVYh7oFtlX30MnAAlVNwgFrAJTChDpWCrmLuILkaqS8W8gSEE4nFSHwKRt4jeCn7GP5aT9qLSlYFKfKG4htAk1lDdrMbB9ieP3nxgIAlp7Gosc5R5rpXWNOxvgWVC3e5QjBoppFLdMH6zJtMgAEzbKXjKmg0TQ7k7qaU+cIc1xae090f6HnLaRc/wdYAgyL6IMn3+sHQNzSsO7ETnw+YZFkf5jfrZALURcHD9HU3fSim5npbdffF5SWClX03h+D8L8G4R6AtL7Folm5yjJrEblvKC+QuWyy8PfOtd7E+PKVBkCzK5f7sghM/NFANLVsucM9FHreQtmkbBxyPqzc7nHZT95NAs1Cwrvi++nvAGhxPXJudBI8VkhIUArLsMMME/XSmZdkyF+ES2VcExoTVP1umJaOS+tKWFZyux7slMpiv32hzFS6VkTpRbBYsGAB5s6di5qaGlAUhX///Rc//vgjVqxYgW+++UYflyQQHhpoYeLUjQssNyIxUm8LRKy1ElJCBXMAV7X4YmpzxSb6kos1Sm1qaWad6AIl84cypUlZjp+2GNZ+xii/Xq/8bNfDBPcutWjN6IBrXQzaYYsceYWVuDEdNIXJNXqPsSBjfAtSi3c5xbCkFtPapg/WZIGvC5cuTbMzqaM5pV2xxH7rXH/7sziKG1vj8dakaaIa6aPZ51hZ6eQIZkwXon2Xj+P4jVTRPg+f2w3hPfxYsVS2ng6ix3PxymgRJKSyctHfLytLE4S/dyHrzdHsc4LXp125+h8ehuKoUhwo4ltW6IBuLje7X4dtviNKXVu+q6FO0ThQdIJ3rPfjnVAdXgDbu/ZwynVHioB1lqs0AiwRGs+20kz0GKVSaSWV9ERV3SBV8OpIZNYi969KdsFJNdLGMudB7th/71Id/pqah+GbPHnXFusTjdB1Q+c7AKtl3yoLvQgWzzzzDMzNzfH222+juroaU6ZMgZubGz755BNMmjRJH5ckEB4KOlJ2JzEG+oVhdtR45QCuygIhZzDfNyEH1bea3Q+kNJhczq26i/vFDcj4tlSNO2iGKVQAzQN74FM2qL3XqPS5zdlbCee+IilR1KDqdj3PoiEkVNDoO8aCjPEtiE3gV7aU8uJqhAQFVYtpbb5LdRb4QhY+bSwmmlTbFnuW3WfZ4jLnN0oL0NErXWAbaIIzHxSh/Grzb7LQ85agO9H2m/swJj8aIa4BiPENE1xAM11n5C7OnHPdkXupAsdLxIWK0IPRCE/spnwO9PfunMd3WxI7n+seJJaVS9X3zrR0i1lvuM+Hef1Dv1/EAX/p/gpR6noXA7clwKDJALZFDpjyXl8YVpux6l14lHmyKnRP7BYPW/ThtSVkUeZaaR57r6+sfglZzeXUDZJCbh2Jc6vuwshcoXTTFUu4IGcezPyhDMHzHJSWDaF3AACrTgoN9/dq0b2hfQkWAPDkk0/iySefRHV1NSorK+Hs7KyvSxEIbUprBW12tOxOXCaEDMW44MEsK0WuQIAm141EjoaIFio0QROhQgyh4DopAUB2u2pMaEDrFAQjY3wzLpEWgosOsWB9rqCg6rvS9ruUs8AXW7RoazERC1KVOl5oMeTQw5QnWADCViGg2eVIDFpwmBM9XlCwYFoz5Ahm9LPL7J0h6tI0cFsCuqX0YrkiMb/XyH1DYdhgJKjpB4CpVU/AfF+AMmaBdm2Sysol9r1zlVMJ3WMEz58TPR5zosfjwJcZrCJ4gPTzVYVBkwECz4YAaM5Y5JMYjXGe3ih1KkaTQROOPLGHdfz2m/uw8M2uKH2/JVOUVAwc00qjqWVOnbpBTMITnWDbxURWHQkm3IyD3IQLgU/ZqAzcpmFmF3ToaYrYb9yUMVvXd5ZjRz/xNL7M32t5Ob+Wk1z0XiDPwsICFhbtJ0MGgaBLdBG0KRd1M5C0N5hChSrtS/rXJXCJtNB5UNnDQOBUm1bNSkTGeMBruKVs4c8m0JS3qBFbKHmPttTJdym1wFe18GntgovqFBYTco0E2NmXuNCCg5yiomL9oWE+O7FrBqQEo1tKLwDshS5XaPHK8BcULAJSgjFm9GB8PGsLTnZr2R+VEYO5s+ZKpszlfu9Cyqk9l49idNAAVlwe8zmEvBOAgtHVyFh/T2kNlnq+qqDPDVvkiMq8ZgsTLQxk9k4TPMd6Sh2GjvVj1TNRlYJbyvVO1byt6bwjVDdFnbbEMp3JFSqA5ndM6P5sAk3VSuRwJ0XcjVkVegveViiES5cDwPXr10X3EQgdBV1kXKHboTNUVLjdE82O1JYZnjwud8HN7tcEtvvhZnfVv2emr6scDc7lb0th5mCkDNAjyMMrvhOGf++p9+uQMZ6NmGaUa8kQipUJW+iI8CXOggslOje+PlG18GkN6xcXuYXFhAJRAXH3Iq7gIOVfL9UfejGvuGQJwET0mv4pwYjd9oiyv9x5gS20+MEku4BXZyF22yO4EnudJVQAwMluR/HWXrDi7Lgpc7kCrJhyKso7BJPC4iSfQ2NDSz0E5zzxFLJS9LULwZT3+ir7k7zsDoCW7FFNBk2C53nbu8KlB/s7EHof/B5V7XqX/m2Jynlbl++8um3JyXRG4zmyE8sySrs6Cd2fobnwb0VMcVB+VXOlnl4Ei/nz57M+19fX49y5c/jjjz/w+uuv6+OSBILeEDOZaptxhenTrAw0/M9Fd0bEWN6EF+IaADdrJ9wuF08zqg9crnki/K+BcMh35qUvjNw3RDkp3Ay4zppo/FOC4ZHlC9siB9jmuePEuQJEr3RRK12fbaCJytSvDxpmTgaoKRKeYFWRu68KJxYV6M1qRkPGeDai/syc2lRVt+p52kd6UaNJsLMukFr4tFYf5KCOJQMApjqOx2tPjlLW8Rng10u5YOZq+dVJc73mzFb8Ur1fuc1zRkvVadrHP+BzQ4REeMM5xh1lo6UXuoVet5Bj2dyXtyKnwWSpNVIuZcI51x3dUnrBLsgEB9alCbpZcZN3MFPmCsUIeK8Ur7Ad4hoA51x3lJ2tRUFgS/IHMevykG3jAEBwzBdyaQKAF0c9jq6udi3XjbfCF/9uZc0rTjluKPJuSaX6iMUIed8Ppdr1TspSzpy3hX7PTHzHWQkWkxOa+4Xa8hzZCZ0jLQSD0k0dDAWvyRUiAqfaYPj3nrz1yb//CWtcqm7WC24X+/1b+2suXOlFsHj55ZcFt3/xxRdISUnRxyUJBL0gZTLVNKUis91Cz1vIHX6Vp1lbf/pXXvGmwqqSVhcqAKCgSx52v7QeoQejMO7TGSwfX6DFjB14NgQ9T0Tw9tPQgdKuUfIXKkK5utsjnTyMUHVTujqtXDQVKmi09YuXAxnj+XAXvgBY/syAuEtDWWatRsHOukBo4eM92hLhS5wl3aeY99lafZZjyeD2nbsoVacwHpMTiwrw54+p+OWl/azt3KrTcVNCET32P8HeFZLPhNuXni7+uGh9FYgCMqLOoSmyHEFfDFQrc1ROST6cc90FYwTuF3VCqEK4vsWJ1QW85+j3KL8YHJMh28ZhWmw8Dqy7whvzy5yKVdbRKPTiB9kXed9mBXg//xM/BkQTbwFVlvLSa3VKQbUssxZ+461haK4QXPw7hJoJChZic3/0ShdU5bck4Mj7owrmjkY8pVnYIkcUpwrH5HWdYgtzRyPlGJK5qQydXI0RvdKFdc/CdbaBTh7GaikvOodr/lvWe4wFk/j4eCxevBjr169vzcsSCGohJ7UpPcFxg6rkaPjoAY6bDlGK9hC0TVdVpQPvhOCmN+SS8W0pMr4thZWfMSquC2tQOiK6Eip0RWv7xdNoMsYfOXIEH374Ic6cOYP8/Hzs2rUL48aNA9BsCXn77bfx+++/4/r167CxscGwYcPwwQcfwM3NTbTNZcuWISkpibWta9euyMjI0Oi+VMFcaHed2qyRvbJJfnaysv8WNeoGO8vpj5z2VAk1TA1/5Wor0QVa4FQbeA3n14jR572oI5CpUxiPKzydW3UXpb3Fg5ZTh5zEzFeGIHq4PGuhUF8uFlxlfT7mcwSOnl0E3awSgmKwJ50fk1Hf1KC0CnODvfP+qEIk+PUtcvvyk2gIVZPmErbIEdHPusDxujtPKMFe1XU0xFyz6ABvsflUE28BVZbylKQinhAR+JSN4LHe8VZovE/x71mEguRqXgwWc91AC8MAcG6l8G+rsY4StXYy79k73kpQGKLjP1pDedGqgsXPP/8Me3vxap0EQmsiNGHJSemW8m4hEvb44MSiAtYPPXCqDaI/UD2plGXWiqZDbO8wq6pqw4MkVLRH2sIvHtBsjK+qqkJoaChmzpyJ8ePHs/ZVV1fj7NmzWLJkCUJDQ3Hv3j28/PLLGDt2rErLSI8ePfD3338rPxsZ6We6E7Nqyo27AFqywogVb1QFcyyTUztDCDGhhqtVD70QhUgMFWyDWehRF4ks5CbHYPZdShARW8hyqzNvfusU/v3junJBTC8aVQUtV7jJFyblJuOgx1xmKtVHPwjG4OHBcOpkxxNOkv5ch4ke8bgSX8qxGDRbVAC+AkhMyy1GRKKTMj0qIGyty9lbqbKOhljcILPehxCaeAtoMiZm/lAmGCdFv29+462V7sz0n9A7qkqoydlbifAlzqLHeY+2FI0nYmaBop8/t6YSs2iq3N+KNuhlpA0LC2MF9lEUhYKCAhQVFWHNmjX6uCSBIIocASJsoSP8xkubfWly9lYKBoBlbipD8FwHlT9Qm0BTnBmmurBde0SbbCCthZEl0PDwhGS0Cboc4+Pj4xEfHy+4z8bGBn/99Rdr2+eff46+ffsiNzcXXl5eou0aGRnBxUW/sSaqXDKEXA+iP3BB8FwH5Oyr4GkWhYo3qkKVMkROFXCmlZZOTekSaSGoVactl6oUDHJcU4SuydyvrruLKkFEbCHL3P7e1o3YbrdPGdMQejAK2NuyIJeqOaEqwQbz+Xt7yUvGwRxznfPcMWBwEAYPb07QMH/QFHjZu7DqPgDNKVoxhN0O/b0NGBzEWyiLabmFCFvkiL7LOvO2M+tz2ASa8gp4Mhe3NGKZuRIG9pbsg1QaYLF3XMxtTpVVxmu4JYLnOogLq5zzhd5ROUINUyjjIpXEQSgLFBehoqn6zGipF8GCNmPTGBgYwMnJCYMHD0a3bt30cUkCQRBeANtTNgie5yA4YRmJZE0QIu0zYZO4lCmWdieot2hAXtBVwWPaAufrHrAusWUF4YUejAZA8X1kpRYThgA0LyehM3QhVBiYAk0dONOtvl2h2nKMLysrg0KhgK2treRxWVlZcHNzg5mZGaKiorBixQpJQaS2tha1tS1fupw87qpcMsTcdOSkUpYTKyO3zotUFXCxRUnYQkcUPy2sVZdruRR7D8WuSQek0ueq06YcQURVitm0/CxWViagZUEeEdIVp9OuwO6OEwZuS0B2cAZrHFdV5Zl7z7ZvVgJ2oocDoMdhILN3GmyLHBDi5c/L+mZsIH8ZZzujDsOTPAUXylLBysxaCHKFOi5Ci1ugWTjqVReMrOxbCPB1x+CBwbLuhY6BUABK6wm3D9x4G7qYYuHp+3COMId9TzOVggV9z9q4ZKkKBmdeRyoOQqzgndwxgGmp0EVGSzH0IlgkJibqo1kCQS0Ei9z8UIabh4QHkry/5a9Ii1OFBxQhjUNafhbWndgpWIypPVDodxOFfjfhn9ITHll+rCA8ro+sJO1AqNAVTbWAqYMBaou1C6RuK/TtCtVWY3xNTQ0WLVqEyZMnw9paPBVxZGQkNmzYgK5duyI/Px9JSUmIiYnBxYsXYWVlJXjOihUreHEZTIQ0oXJcMsQWJXK1mPS/Qos6uRnWxOLFhHLmM/f3GCa88pVruRS6RylhKHNTGUABwzd5qu3uomqRV5BcjZx9FYjGUPTqHyyY2nvdiZ2CbeR2u4rbj57Bv4Nb6iyEHoxCn79jBKs8c98V+p6ZMQ+ZfxSLFtQDAOdsDwAUdr/UEq/UaDocE9CFdZw6aciHPtcs9Au9k7QQzKu+vsgRQbOk3RvlCri0GzGTE4sKcGmVAoAHLgEwWag6qx1XgGi43+zMJRYnQgvRf03NU1oEL629h7CFjpILflUxk+q8o0wlQ+5flYLuVdzjVFXHdom0kB3LxeyTthktVaEzwUKdKn1SEwKBoCvEfjxiVZoLjt8XzgtNsQcs+xBTlKTx2zaYVILTliXwzm+ZrLj+ye2Zq+EX4XbNhyVAqArGfpDpCEKFuash7uez32d9pQht6zG+vr4eEydOBEVR+PLLLyWPZbpWhYSEIDIyEt7e3ti+fTtmzZoleM7ixYuxYMEC5efy8nJ4ejZrh8XcBlRpGKWQo8XM3V+JzKdv8a5LI0c4kar3oCpnvmuBB0/DH3owGgMGBymDtAEgd18F8v6qRMGJlvaEnkNBcnOhNSkyfyhD8DwHtZ+t1CKPr01XIGxhIEIYzzItP0tU+XN2xFGA021uMgv6+kLvikNPUxx8YjcnNWtPwWvRFPreRKHvTda232r/wsT8gSxhSMgKI4RQViYuLpEWSNjjo7bvvVwBN2dvJctqoavsTudW3UWpRB/OrbqLu2n3WXM7vT1wqnCAduBTqmMm1X1HaYGu61Q7QauRUBIIsTZo5IwB3KKp2mS0lIPOBAtbW1vJgklAsx+uQqFAY+MDpNok6BxVfsDc7enflihNm0zNiiY/Em6e6OgPmrUcTISEiuT4A0jtcxL4z4o+0SMeodXBWF/SMYQKmiNP7EGZU7EyyI/Qfun9piOi3nNBQXI1cvdVgIJw5Vdd0ZZjPC1U5OTk4ODBg2oLLra2tggMDMTVq+IuiKampjA15Y8Zd1KkFz/apImV0mIKBXlzF11CCxvnSDMUJjNSVlLiY6FzhLmymrIQNoGmmIRxuPepA8tymYmWeDIx9xOgOTMW/UzkJMagUeVKJgT3WRR63oLtjDpklFP/acTZnFt1FwojwL6bKWwCTZFjKS+YmgntEkbHDwgtev/8MRXpr/yDq+Hs1MNXwy9iqFMUDhSpl8Qj7XQOTMscWc+DLvR37Pp5rD25g3fOwG0J6JbSi5eVSQzm4jUtP0uwFgiTxjr54d9MrbiYQJKzr0JtK51Q+lcmXKGChvsbU25nCLhSiNVXUfXOcgUETWMeVCkomO6FUufoUiGlM8Hi0KFDumqK8BAj9uMSm7yOvnRbGSB2ae09XFpXgseT/XXSl+a83w2iAxIAZISfR05QJnKCM1nbt9/ch6v7K4EROumK1jhfd0eh3y3VB0J+cCah9bD2N0b51ZZMWmGLmoUKQHVRKF3RVmM8LVRkZWXh0KFDcHBQP4FAZWUlrl27hqlTp6p97qnFBRCaKrkFtTT9DsS0mGWZtYKLHq47CXNh01hH8Wq/SBXgC5plj1uHqwTra9Baziub7glaLukFnpD7iamdIS9jntgCTgg5rmRC0M+CWcRuQyoQGh8lqCw5+35L3w0mAegju4sAWlzC6PgB7qJXmVJcRM6ODQ/DdPtRogKBEFnzGlGW1zyWMxefdKG/uoZ6noWpW0ovAEC+y01kXrogWWWcCdfivvbkDlbdD9q9TKz2ghDM71ZM4GUGkmtipdMVufsq1BbENBEQ5FhupIQVoaxcqgQbfdbN0ZlgMWjQIF01RWgD9JV2TN0+yPUDFsuxXfhvDdK/LUHQLHvZ5lkppISKXfO+Y1UI5VJlLa1BaU2sS+zgcdWv2aQvA12llSXIw8rXCBXZ4rUwaKGCLlpVkVePf5fdYaV81Df6GuMrKytZloTs7GycP38e9vb2cHV1xWOPPYazZ89iz549aGxsREFBAQDA3t4eJiYmAIChQ4fi0Ucfxbx58wAAr732GsaMGQNvb2/cvn0biYmJMDQ0xOTJEk7tItz5twbm4Oeo18cCR84imutOwjxPzN+aW4CPzsRUkFwNrxGWgoKF1/Dme5ZymxAbY7nt0UIFt65Cj2ftUJ5Tx3M/lfNOi81ZhV638MtRdhE7WlkCQDRmrGmrPULL2BmfPC93QV73a4LX5yaz4Gb1kZNS/NSNCxjTo9m1qSC1glXRG+BXoeZeU8htiLZeHPgyA6UbTJTH30g6gXWpB4HU5uNmRIzFJLNxkrVLhNyr6LofUvVMxHDpb658Z+h3VpU7oBwrHRdLTyNU5rWMp2KCLdf1mYu6aXg1DYoW+x3l/me5yd1fya6XJSCscMcOdQUiXaLXOhbV1dXIzc1FXV0da3tIiHiBLYJmqBIMpPbrM+2Y3P4B4j+uG3vUW6Df2FOBoFn2ak38qgYYLhnh5yWFCgCAglLLUkBjUWoJt6s+LH9cbbkafhEDtyXIPr4jpJV9kKjIblBmXuFOIky4AvXppCK9/F7loosxPiUlBbGxscrPdJzDtGnTsGzZMvz6a/PiplevXqzzDh06hMGDBwMArl27hrt3W8awmzdvYvLkySguLoaTkxMGDBiAU6dOwcnJSZ3bk6TkYo1OJmWp9Jhi6TCFgmABeb7TWdvKWG16juwkeY6u3Ca4BUFDD0ZhwozZAIDOkRWs7D6qkJqzxOpDnBl2lJXFiVnXgSZy31BUWVcox9687td4i3vnbA94ZPnCK4NtGbcJNEWh1y3ULclG6QYTlDqJF9Oj2XP5KJ7oPQIhrgEYEhCBX1LZgkWR92284j8dDgEWUCRbImefCa8NoYDbENcAhLwTgILRze9WvsvNZqGCwfrTv+Lepy0CFncckaqzkXY6B2Wr1B9zCo7fR8FxtrWFKfCWXavDaYG0t9x7pM/J3VcheDwtVDCzQnVyNWZniPzPRUjKRc87XjjRgxiaBkWL/W6F7g3QbQYnfaAXwaKoqAgzZszAvn37BPeTGAvdokowkNqv77RjcvpHI/bjMnMwVOt6pv8d7xLJr4zNhNaedfFwh6WTLVyizVnBh1Lm+0Iv1cLClchUtfpNU21biavhF2FVZIsKp1KN2hDCoMmAl4Ndo7SyBL1gaKJA16l2zS4x8xyQsf6epP87TVtMMroc4wcPHgyKEtcNSu2juXHjBuvz1q1bZV9fUw49cxulmXVaCXWqxsbwJc6CgkXO3kqcfKsAtcWNrNgyKSFAbAGV90cVTB0NUHuXnazg+s5ylZlqhK4nNG4Kae9Th5zEgV8jUfp+izWo4T6l0kdd1ZxV3yRs+eOm+BZy+Sz0vMVT6NCL+3PvluBmwHVcDb+IQt+bODviqFI4CVvkiK01u7F+86+ANYCXgBjTvoAMo/mx6+cR4hrQXFxPYMpwCLDAmB4DUVBZjRxc5+2XUqDRGunMSxcE22ZapmnvAPpdkso2ZXvXHmKObT2etUO3GXa89MZc6O8MaLH22ASaCi6mhe6RvreG+/yMZzR04TlA/B2Wyoal7piqaVC0HCsMF32nFNcGvQgW8+fPR2lpKZKTkzF48GDs2rULd+7cwfLly/HRRx/p45IPLaoGWan9AEQzdOjqpRW7vpG5gqedEpsUq26rV6W5x2x7FCRX8wYKJkzt2WH8p7060ay9ot1NKvPq4dLfHAXH+ZlTnHPdkRGl3/SxUkKF3W0n3HOTV9CIxrbIAYFnQwRTyKqVVvYhw9hGgfoy+UZxOUWXhOD6lQOQJVgArT/JkDG+GW2EOjlKHSmrBR0fwI0tEwsmlVq0cIUKsb4I3afQ9bjaYcNhwr+Hf/+4jkC0WLfOrbqL9NJruJCSoxyLuMKWlFZ4a81uQfedztc9cMfvJm97brerrPFOzMrgEGCBviNtcdiOXyxw5itDYNmzolmoYHC09l/4p/RUaXmuvFmPK5vu4c4xQ0Ag7KF8iwnwnnaWIzEhgWuZZgrLlautEHqBXwzwEYsR8KN8kANhi323GXbKd4V+L0qv1QkW4OMt5gXSv6q6R/r9E1PEyImFcom0gH0PTk0Ldf2goPo7khKY/cZbI/9YFUu5KYW+Y02Sl97R+Fy9CBYHDx7EL7/8gvDwcBgYGMDb2xvDhw+HtbU1VqxYgdGjR+vjsm2GvuITVFUmBcQHWVpgyNkn7EZ0bEE+7ki8wKXX6gSL2ciBmaWpMk9YKDidVMRz4yhIroZDT1NWMZ6SizU4t1K+FG/hbogLXxRLBgqKac9o7ZVY/AaTbim9cLnfWdXuUAKYVpij1kre4MHFM90fff6OgXOeu8oYD+559AQqFIj5MKeV5RK2yBF+j7IXSunfluDGngqYORgiaLY9ji/IF5wAus2yRY/Z9moLFoFTbVi+x/S/crVYrRnQCDx8Y7wUXKFO7nwg121CzGrBhBlbBvAXUJrGm2kSvAo0L/aqbtcrrcWNf1sCQfzzuAvb5PgDSA04qVxghx6MAlYNhaG5QpnxTOxdz3e5KShUDNyWgEq7MkHBwibAGA6Fpsq6RGIuoN72rljXeyeQzd+XbpEBzxJ+JWoA8MjyQ88TESh1KkaTQROOPLGHd0zV6w74O+8WABuExvMtyqX7LFEwtnku1jTgViglrZhlmhnXGImh8L3YDbndmq09XhnN88gh3OZV1gb4QgD9XhQkVwsKFkJVq2O/ccOEU35q3aOUIkbO2KiO54aq37fYdyRlnVQnYxqgv5TiNAXJ1Uj9RLUrnxh6ESyqqqrg7NxsfrKzs0NRURECAwMRHByMs2fP6uOSbYam8QmqXk6paqhyMiRcWivtRiElVADNWRlSBBb+XEEHaJ60SjJqUVvciNz9FcogVHXcOLhm08CnbHB/S6lacQ9Ac40KVdlHxLRS6gYs9/8lDqdG/42CLnmqD/4Ps3IL1FhXyz6eSe/9MQj/axAyws8jI+I8up/qje6neuN87HGUO0s/6z5/x2h0TX0SONUGNw9Uovp2+3CN7D7LFkGz7VkLe5qgWfasVMb9/+eKHf34bgk9/jtfjkDAiqnYVKZ8b5m/Oe4kJeReoO9JRoiHaYx/5IAPmm6ZoiSjlpVFiIY5BjMLcAHS84Fctwm571Ph6fsIEi7RobHgqYHSFkDzXMF8Ds557oJumFw3JCGFj02RAzJ/M4Dtdw6ImxyK6JUuglrhYrdMQXcfgyYDeGX4CyausPnNG8V5tSj0vAWj4VWInRSA6pNDsN+iJR4h9GA0/s0qxNEAYQv12pM7kNBdeHylrS70fZY5FUs+g8h9Q1nWY6C56nbKpTokRPYGwBfihNYSQtvooO6cknx427uissgK5/YJv1PM+iZiSqfCf2sQ+40bKvLqVcbHCL3DXNdjmkPP3NYobkwba4FcIV/uek/oO5LyHJEjVAROtVHWjtEmuYEctE18oxfBomvXrrhy5Qp8fHwQGhqKtWvXwsfHB1999RVcXeVXiWzviL0s94sbYOVhzPuh0V+0qgh/KbO1JhkStIF2Wyq7XqdWukB12PdYDqpvsheXYnERukBMK6VMHcjJXCIENxBRLpoKFUCztohppciIOgenHDdM+nAuq8/ZPTPabcxEeKITbLuYwCbQFBc+L243QgUAuA/qJHsAVjWJqRII6FSfBcnVrAJogLQLCu1ekLNPvWBXXfOwjPEA0DncAtZDmhcAVANEv/O/ns7jjVtSrlLquLYw3ycxAcc5wlz0HjSdJ9QNXqURWphwF81xU0Jxq7hSqfUWU/gwtfzZB6PglzxbUCucli9snaevZSeisWeO5T+nAv7pPdG7pFlQoDX0x4f/I+imRLPn8lGMDhqAvenHeO1LPQOhcZleyLPcdUt+xdV/WtK80ggtdAGILn7plLQAgJWAbaAJDj1zmzfnqapvQmNookDkMmFrDZfolS6oyq9XriOkXH40dTHUxFoAyBPytYlHlRJcVBGe6KR2fSJtE/JoawHXi2Dx8ssvIz+/OaNAYmIiRo4cic2bN8PExAQbNmzQxyXbhJR3CwW3Z3xbCqAlY4tQYBAT7st5fIF0oR5aiqYFFdtAfqYIMXzHWaksJMNFLDOBruAKFaqgJfcTiwpQna/+wlRKeyaUuYQ7EchJI6gPUob/w3N9KvK+jYzw8+iW0ovl6qRtzIS1vzFc+lnoXMBTACjJqMW1neVqv4di0O9DYx2F67vKeQF43MrpYnAnEW3zgAsJBNxjNckiIuYn3Jo8LGM80OxrPHx1s2DBi/f6T6VfkFwtqnhRK/5FxETArch78+9KlhuKc6QZy6LGPYfrRsMtxseEuci8vlMza5jYwuSJxAiWtfvcyrvK6zUZqK50nzrkJFIuxSAhsjfvdyDk7vOIxQjlNSeZjYO/fTf89UUGmgyaYNBkgIzw87yxnBkT0WjUwFPUiBHlHYJJYXFKi0DuYWPkgD/n04KDZHIQgTmGTvNKCwZiC10uUovfoFn2WH/rZ5aFZkT1EATNmoPSzDqV46Y6hfGkfiNCaBo3xnwv6OKhcmKZVAn5mmZ8AqQFlwtfiLschS1ylC240egiIY9LpAVCX3YAPlHr0kr0Ilg89dRTyv/36dMHOTk5yMjIgJeXFxwdHfVxyVanILlalh/1uVV3ZS1q6Jfzr6fzVAbv2ASaqu2TR9NQo3rwbs9YehnBfVAn2ASaaiRU0AhpjsRM8cxt/ik9UWshvxiQuvinBAOgBAP+bnbnu94AzRmq6AJINNrGTDTWULDpIl9glYs+hNTMTS1VgGkrAHcBr8qdiC4GBqin7VFnkS90rKZZRNqah2GMp0n9pBjBk92bY7dELBJSmkex71LuAoD7PgY+ZYOQeQ5K91NmViixc+h3mG6XayUDAIdepvjd9XfWeEdbCNRd4Ikt1Jj9vLLpHk+Rw03tKkSpY4nsfty/24BDiS3tBU51wr3OR2UrhtRRIJVvMUHIey0WAeclwmsEpgaaG+ROI2a9ySnJV7avjruK2OI3LT+LJVQAwH6Lg5iaH4volQEqx011MqOJ9bf7LFtc/k8Zy0TbMVDVGkksha2YokisP2Uy4lHFfg+AcOVvl2hz9P+fq0aClTYCEJPIdzprLFgYaHaaNMeOHWN9trCwQO/evR+oCUcXxdeY5P5VKVuiL7lYo5FQETjVRu2YBV3i0l/cVC+XytwGHHrmNvZPkR/XwKXQ8xYye6cBAALPhigX4HLyjl8Nv8hLW6hLai3uY8i2cei9X35MhHOuPAHCPkT+QF11s0EnQkDgUzYIT9Rd7QAxmL9Hl8jmKsbcIEJ6W/RKF0w45QeX6Jb3MXNTGU4sKhBd7BUka+7CJgU94TBpi5gJdXkYxngm6V+XSFokxBYdniM7oSyzVvD9yRVJrMF8l4Xex8wfyvD307dw9v27MLExFLRUCL3D6d+W4Mqme6IJPS4XXxdUrKRcyuAdW5BcjSub7kn+Lujf2bDv3THhlB+iP2AvPvNdbvKuR6d2XR7/AhLj5gi2GxLhLbhdqKDbfouDKPRsEaKOHU7XibXZqsiW9Tn0YDRK37dkPQ+x33bkss4sl8nYb9x47UsFkdOos/AWO1asVgW9nTtuCvVV7vgoZt0Imm0P575mrG12PUxEfzdyUJUFDRBPYcudO5j7uN8n0Kws29HvOk4sKpC8ntDvQWwd6THcUuP7bw/KKr1YLIYMGQJ3d3dMnjwZTz31FIKCBNJBdHDUMQHKIXNTGWz85GmIr3xfqlbbdF7pssxavcVJyKG6QLyysLpUXFcvBS2NkKvT8MyRKL9W3y6KwuUFXUWh5y3RYEMuTjfceNYKIRx6mWLwV+6CAcf6JPOHMkSoKVjEfuPGM8Mz3Z0OPcPXaGoyaHItg+dW3YWhuULwWH2mc9U000tb8jCM8UyENKo09HfG1Uja9TBB3h9VSmWO3CwwzHdZTPigEbJwiC1WhH43TESTWnAsBLqy6Kmq2wAAuSUFLGFhZt+xLTECHMQWycykHHR2I21hpgK3zXdE5L4hANTXggPNcQpchNx1ufcuqgWnxOOAuIiloRXbLtRXQPX4KJqM5j+tPTe71L1Ldfj7aXYhPXVQpfjVVHlDf585+yp4Wa7kuBtxfw9i8xazbXXvX53YLX2hF8Hi9u3b2Lp1K3788Ud88MEHCAkJwZNPPonJkyfDw8NDH5dsdcR+YNogV1Qpu1GnVrvOEebtYrFSfk0zYUBXCPnTKtPMotl1SE7ecX1T6lSMwLMhvImFiWuWNwLOBssSKgDA0EwBl0gLSb9efaGOCM50lxCbkLlChyaDptjEI/ar1re2pz3ETajDwzDGy4HpQhe90gW2gSYoPH0fpg6GvABrOhGGpaew+wvAf5fz/lbtbstd1Ml9V7kBu2KKFaaFQJcFVU/duCC4nbmo5WYyEhMquOcxoe9L04Qbqih1vauMc+M++4Lkahz+8wIKDIrQy8UbLgjmnZ/7l/B3TLvrdvqwGJYexhjg14t3DFNwYWZr5G4Tc9URikuREt6ktOFicWli1oPYb9wQNMseVzZJB4lr8n6J9VOTQGguLpEWOnM3kpNUQZP7b2tllV4EC0dHR8ybNw/z5s1DdnY2tmzZgo0bN2Lx4sUYOHAgDh48qLqRdo7Yi2sfbIrq/HrUCBQcUkX5NXkCQ1Wuepr/G3uatV6GJoo2WVi2JfTkSVdMFYLWaCXHH2g1ocIz3R++F7oJ5jWnJ8LIfUNhU+QgeEzkviFqxVAUnqpBQXI1vIZb6u377/2mo2C2Gu94KzRKVEdl1i3hui+pypCj6aAp9vv1irfiVXLtCK5Jrc3DMMarInCqDYZ/76n8LCfuTcq9MDzRiRWoWZBcLVick4sm6WmFLLeR+4aq1JKrs6BKy88SFQjS8rOw5zLfIpsQFCMpPEghtEgeUT1UJwk3PC77ica4Ac1xbpOHDuPFxnx1YVvLdVOBESeH4NW4p1juc1LjcfUzOdiddxDIa05rOyOCnxnKJdKCn3VORXYoJuoIb2LacKHr09cSe2do5awcQVgXC3ZNAqHF0KW7EXM+K7tWJzhGaGIxb0tllV4ECya+vr544403EBoaiiVLluCff/7R9yVbBZdICwQ+ZcML5iu5oHnshVQGHjNHA42EFQDI3l3BysBjF2SCe+nqWT06InI1VFd7XUSTQVOrZnrKC7oKh1uqB7luKb1U5j6Xi5QveOBUGwTPdZDMXiYmONDYdzMVNcG6RFrA0FwhWCTJ0ESBrlPt1LoXbQdNKXOxWAYngjAP6hgvhJgQLMenWxWK/9pRlTGMiZjQazm/AvfuZaH+DwveWCFVIJSb1OKJn9ixXnIXVKv/2cJa4HMXxGJuS/282Rp9Ve1wEVokF8RVY3HybkBiygs9GA3fi10FlVBDnaJwANJzQ9+wroh+m50y/s8fU5H6Evu8/RYHYfG4t/I7sfYzFmyvx7N2wIQSrEtlC+jczFD0tbTNDhXiGgDnXHeUna1FQaB0IDJXsQOA52LLvJaqd0aOIKztgl3X47iu3Y3oeacguVpQsGjvyTy46FWwOH78ODZv3oyff/4ZNTU1eOSRR7BixQp9XrJV8Rphqdd6C0w0FSqEeBiECnU0VDe7X5fURumL88OPC27nFuqTk/tcDo11FMoya3kCMVPzmrDHp7lKKkfACFvkiKj3XHh5/JnQqTDFBnPveCtBwaKtBk2piaejuSa1FQ/6GM+Em9WIiS6SeZxOKlKmKI9e6YIrW0oljw+casMLiAYYi/FAAIEt1ggaVQVCWQXdMmtR6HWrZaEeGaByQSUURM1dEIu5LZVvMQHek9+OEM657jDNdGweV1ybrQlnjwpbop+NmgAXawfklFeh9GJzMo/AsyHoeSICud2uwrW/BTyiLHFAIo+F0w03xIcNZG0ry6yVVYi1XCRWsNsMO5y2vCYYg8LMDEVfSy5imm916x4wx0cxVyb6WnIW4VKpkHWxYNcH+hBc2kN8hC7Qi2CxePFibN26Fbdv38bw4cPxySef4JFHHoGFRcd6OKroaFLkw0Kh5y1kRJxv625ojJCvs7rpYy3cDVF9qyUdr3OkGSt4U6qKp0ukhVLA4A6a9GAqJHjQx4gN5u1x0CQChGY8LGM8AMSudYV7qJNSoyi0kBCbC+jKxEICtRjnVt3F3bT7KjP4MdMs0wgtxpVxZP+NH/0e6YLDAu0JjTs/G/+K7Zv3KT/PiBiL+SunSC6opDIN0QviENcATPSIx/abLW2HHoxG6T5LFIxt1pgfu35esJ1j188LulbllOSjfIsJSt+3VG4PW+iI4qeF+zPQLwx1DfVI+nMdYA3gJSAmdxC6fxbDrl0hop/yvhAI7/RAdEvpBcPvm9166PejsY5SWYhVDO/RlnCJtIB3vrzAam2zQ2kbNyMn7sJvvLXKRTg9FnedaofguQ4dwmKsj/mjreMjdIFeBIsjR47g9ddfx8SJEx/Y9IMA8O+yO23dBQIHfQXotRa0T7C2xO9oDrikJzluRhihRQkXKQFBTPBQxYMwaBIenjGeiZRWV0ho9h5tCfuezYXrpGKMhJCbFpyrgRZb1NOKFuc8d4S6B2CGPz9gN2JyKKuPtm9VYh1j4Q8wLAaRAVpnGnqsfizqPnXhWWLV9SdnuUvZAaHxLUVNC390QOwwfopUAIgNiGgWKhgc9foHinArlXNI6MFoZSYoQLi2lFsn8UKsUoQvcQYgP7Ba2+xQ2gYiaxJ3IafNh3lu6Oj3rxfB4vhxYRePB4m/ns5r05oQBD5tVRFbV8yKHIeXYiahIK5F60X7c3MHae/RlqKxEFzrgSpTtaZoOvh19EGT8HCM8TSHns2HOfhpX7laXTorVNpnxShOrUXO3krk7K1ULqiYmXpUpX6VS0lGLa5suqcU0sUW9RlR55ARdQ6hB6MQkTcJ82cJBOwOZGdiO22ZAuzjtyVlMaDbElsQM5URNoGmvBpCznnuSg34AL9eWHtyB+/6zOxIYhYa5jxAZY0Q7E91trB7caEXv3gg0Ow25Wnbudkqso9hFVnED5QGgIYq1W6szpFmuHj7mnJ/3JRQ1tgoN7BaTGEjR4mji0BkdeMuCA82eg/e1pYjR47gww8/xJkzZ5Cfn49du3Zh3Lhxyv0URSExMRFff/01SktL0b9/f3z55ZcICNAss4Qc1C1N3x5xG2iB20eEi69oEyjeVgQ+ZQOTmJtAeVv3RHN87Zs1a0ILb25AMQBBwYJO4cekPRTMIRAeRJjCuVhWKOaCij6WmzKZiVjmPrseJrh3iR0fx0ym0CzA8Bf1TFKHnMS16n7oi84IcQ0Q1H7TfRRzxVl7cgfqGuqVQdRiAdbcBbGQxedG0glW5ecR1UPgEtkTgDyNvZiFhskv1fuxKfBdXn/2fHdW8HjnXHdkRJ3jbR/g16v52u8BBWPZ1lqplKlMN1bv0ZYIX+KsPHdrzW7sZtyfXcRYRIMdnC70PQkhNm+oWsjrykVVnbgLXaGJ1Zygf9q9YFFVVYXQ0FDMnDkT48eP5+1ftWoVPv30U2zcuBG+vr5YsmQJ4uLikJ6eDjMzM4EWtUfXVbfbAqmKjrRQYWKrQF2pbgoBhi1yhN+j1jj+ar6sFIpC0P7KVTfrWQWrCj1vIeXOP3Ayg0rBwrTCHLVWwte3KLVEta3qvPFS2N1ywj13zSpWi2kbabiThNBkIBRc2h5jGwiEBwFaOFeVFUpV4TT6GHqB1MmVXeuCTrCQ/m2JqLWDFmDoRX3irnW4Xp3HO+6Xuj8wGZGCbaiyPNDQLlH0/4X20YvhnJJ8lFyswaVV7Coxf/6Yiv0vsbMe7bc4iKn5scpzVWnsVY2ZNDkl+RjTYyDr/PAe3RCaxHdVEsrEN7PvWDjnuuPK383WoUKvW8ixbO6TCwJkK2loNycAyCi/hvWp6gen6wNNXVTVjTnSpTJL3YBzQuvR7gWL+Ph4xMfHC+6jKAqrV6/G22+/jUceeQQA8P3336Nz587YvXs3Jk2aJHhebW0tamtbhIPycvXU3Lquut0WNMmQjXQlVDC16K79O8kWLLgFnAxNFIhc1hlXNt1TChasmIpC1W0yhYpon1A83/8x5JTkw+q2HSrz6vFWySq17o2LpkKFVFEiMdSZDEhsA4GgW+ggW0C1skloQcVVFEgJHvQ+Ovc/d2ykoQWYENcAmFgaAgL6o8Lye4IF08QsDyZGxoIuSetO7EQ/4z6C95t2OgcHbU6z2vN/oic8svyUfRbLmsTNeiSlsZcSfpjkld5BWn4Wr3L1mOLR8P20xVWpp1sXxJxyw50z/yKV8exuHq7EjsRm1x5uHB/9nFTViOLGHWT2vgBMVn3/rYW6LqrqxhzpUpmly0KNBN3T7gULKbKzs1FQUIBhw4Ypt9nY2CAyMhInT54UFSxWrFiBpKQkja+rj6rbDypMLbrcXO8+YyyxreEXXgGnCYGzAbRM0trGVJy4kQp7c2u8N3ou0AP47dIRQZ9ifTDQLwyxAREwNjBSWZRICnUmAxLbQCDoDqb2WUoTq+mCSuj3ahNoKlrcjtuP/r69kFF4g9eu55UuSHm3EAl7fJTbpFK7isU6HM0+hx7WPQT7XlFQg/WZ7Pauhl9U1ocIPRgFG5HsSPsuH8eYHgMF9wnBtWpsO7ufV3xv7ckdvAJzBcnVKPy3Bs5ocVUqzKtBRvk1/FK9n3X+fouDGOfZnBCDO+fQz2n49wEABV4qbzr7HsCOOxDLDiXXCtOWyFnY61OZpavK1wT9YKCPRqdNm4YjR47oo2kWBQUFAIDOndmFxjp37qzcJ8TixYtRVlam/MvL45uLpdCXb3rYIkeYuxjqpe3WInCqDSac8sOw790R+40bHHqYKt2u5LqQUeNKBAs40UF1tDZETOOlDnsuH0XiH2uRlp/VqgP6kevnkPTnOly7e7NNtFMEgja01hjfHohd64rAp2xY27jCAj0mMfEebYkJp/wEa01oSqGXcHG7Qs9bvD69FDMJdsbWrGPNSzuh7/5Y5OytZLnDqkoRG+MbJrjfysUMoQejWNtCD0bDykXaDTl1yElYJQjXcDh+IxVp+VmS53MJcQ3AmB4DcTDztGBFb5r1p39Vti02H2VlCwdvlzoVS1pZAGD4Jk/l/DfhlB+Gf++J2mF3cdoyBSmXMljnOOe5856dNpXHWxOphT0TOn2srhf7JG6wfaMXi0VZWRmGDRsGb29vzJgxA9OmTYO7u/YpNHWFqakpTE01fwGFzHzaEviUDWwDTHC/oFH1we0Yr+HN7gFCqeb8xltLnNlCqWMJUMLfzjQRR690Qd1fwTicKm0Cl8Pui4ew++IhzIgYK8uszmSgX28cuc4PAvRP6cmq3ipGW/nUEgja0N7HeF0SMMkO1nOsETxPOrd+a7gbigkAAZ8bInosX4A5/PI6vDR3LTIbrqPzDQ/03R+r3MfU7qpKETsnejyOZvMDmkMivOF3vCf+ZLgTxU0JhWVEBZApfS8ewyxFa0SIuQPtvHAQF/OvoadrF4wPbkn3mpafhWPXz8sau+m2xRahAb7ugoXpmgyaUGkn7OrEfH5MSxPXvSw0nl2sMHLfUDg+ARwoan4Qe9KPwqmTnWR18fZAWy/sSdxg+0YvFovdu3fj1q1beP7557Ft2zb4+PggPj4eP//8M+rrhbUUmuDi0jyQ3rnDridx584d5T59IXeRLJfMH8pwYw8/pWFHgy6KI2QmBcDT/HEJW+SIkAhvwX304J2Wn4XfLh2BfU8zDHWKEjxWE9af/hWFVQISjQRHrp9FTxd/1raJHqPw/ui5+CT0LSyPfwHPRk2QbENOZhMCoT3RWmN8e0Fu9hl1NbQFydW4sumeZDINJmICgNiYCQBvPj0VY9ZNZQkVAHsRSMcqMGHGfUntj17pgud/isEL8+Px/E8xiP7ARfB4LgP8emF00ADBfcz7pMf7R9e/iqQ/12FH2gEk/bkOT/7wNoDmxfvUzUsE3bWk2hayMoUtcsTg4cG8vvvUe+HIE3twdgTfGiIWHyeWCrfQs8UiYvtWpVKooGFaVdorYs+uNRf20StdWNYhXVoGCdqhtxgLJycnLFiwAAsWLMDZs2exfv16TJ06FZaWlnjqqafwwgsvaJ0S1tfXFy4uLjhw4AB69eoFoDkQOzk5Gc8//7wO7kIcfWSGKrtWp/ogDbDraYJ7F/ltmzoZoLZIXlpZl/7mKoOu6YFFLNVcxvp7CJ7ngByLXFxIyVEG8XGrQKflVyDGN4ylIaMHb64GSNfsTT8mub+/TyiO32Crsy4WXEVi3BxevERX2AFonmCkJr2O4FNLIHBpjTG+PZC89A4yP2kZ73WVfUaTrDZyi6YxEdLuBk61Uc5h9GJQVQYmqf1C8SDM40/duMByUaL7HOIaAAWlENwH8DX+TC4WXMWnR7eqNR9wn5WYlYnZ9/qmBl4hPaC5roUyBa0AUtaliDJ3yVohbRXArQ7tISEIiRtsn+g9eDs/Px9//fUX/vrrLxgaGmLUqFG4cOECgoKCsGrVKrzyyiuS51dWVuLq1avKz9nZ2Th//jzs7e3h5eWF+fPnY/ny5QgICFCmm3Vzc2PVutAH+jD5lVyoFU3xat7ZED4JVqw0q3IREioAyBYqAKDg+H0EPmWD2nuNrPoJXKEAEH82l9bew3e5Pzf7CP83Zk70iMfwSdOUx/BMx26B6OcdjAF+vbDzwkG9ChVi0IWRvO1dkVOSzxMsAMDYwEg04FAqc4km2aAIhPaEtmN8eyf1k2KYo6Ugmi6yz2iT1UZu0TQpMjeVKTMYMQUaVTUT5NZU4B4/psdAPNF7BK/PBcnVeLpkCoaHDkSF2z3lPrmuTam3pf2tgl38sXDoNMlnJbY4pfv+2yXhWCJP286Sz0LKutTVtVnpJFYrpKMom8jCniCEXgSL+vp6/Prrr1i/fj3279+PkJAQzJ8/H1OmTIG1dbML0a5duzBz5kyVk05KSgpiY1tMuAsWLADQHDy4YcMGLFy4EFVVVZgzZw5KS0sxYMAA/PHHH3qrYUHjEmkBuyAT3EtXz8pg3cUY5dfEXQX8JtggQ0B46PdeZwTNsoeZg5FOYzvUIfOHMkw45ccq8CM0qIjFoAhlcdp+cx/sjlvAxdoBBeXFfNPx7Uyk3s6UbebWhi4OHrhWfJO3XUorRaNqIuBqwLTNBkUgtCW6HOP1VQT1iy++wIcffoiCggKEhobis88+Q9++fbW+d0D77DPaZrVh1ohgfhZCVTa+1krTye1z5WorRr8UCFsYiJCVLmpZpUPdApGSly66/0JBs1JSnSxTXMTGdqEUtkzkWJc0sUARCO0dvQgWrq6uaGpqwuTJk/Hvv/8q3ZSYxMbGwtbWVmVbgwcPBkWJ11NQKBR455138M4772jRY/UpSK5WW6gAgOGbPXHh82JWSjomPWbbo+RCDQr/rVFuc440U6ZsZZofG+so0WJJ2hC2yBFGZgqcTuLXZCjLrFXpQ5yWn4Xip/PRY5gdsMMel9Y2u0aJZdRoDaFBDteKb/JcnXQ5Eair7SMQ2iu6HOP1UQR127ZtWLBgAb766itERkZi9erViIuLw5UrV+Ds7Cx4jjpoa7HWNvhVrOaEEHLcdlsjTSe3z/45PeHRu6WuxblVd1E3rIhXNE6MYBd/vBQzCU1NTZKCiCZuRcyYmpBIYYuzUApbLnKsS7qwQBEI7QkFJbVq15BNmzbh8ccf17vVQFeUl5fDxsYGZWVlSm2bKq5suoe/nxZOS0dj7mqI+/ktWZ6cI83w+KnmQN/0b0uQ9lkxilMZvruLHJUBSOnflqDw9H04R5gLVlOm4fnpLnJEzd0GjVymgJZidgXJ1ayc2zQTTvlJTkDcyWOiRzxsJzcXUSr0vIXdL63XqF9tweigAXh/1DzBfdwKtQRCR0STsQ/Q3xivUChYFguKouDm5oZXX30Vr732GoDmjFSdO3fGhg0bRGsVRUZGIiIiAp9//jkAoKmpCZ6ennjxxRfxxhtvCJ4jVDjV09MT+1/OZMdYMMZpbRAau6M/cFE5tqTlZ2Hq5iW87ZuefFfweKGxnFlgD2j2+w+J8NbbWCbWZxq6FofJ2pv4vHyD6HH9fULhYu0omhVKSEkl9lzo87jPWiz2RdNrEAgdEU3nBkBPFoupU6fqo9l2hZhmKfYbNxiaKAStCYXJNShIrualYvUebYnwJc6sBXvQLHsEzWK3LZSZRCiAqiC5WiPBInCqjVKI0SSdm1AWjO0392Hhm11R+r6lMm+3NkXtWpO96ccwKSxOcMKQa30gAgjhQaS1xnhNiqDW1dXhzJkzWLx4sXKbgYEBhg0bhpMnxccescKpke90RvBkI50HqQqN3VzFTIxvGOZEj2eNHapqTnAp9LqFuiXZKN1gAuc8d16BPQDNqWEzm5UpUd4hOh+vVGW+Sx1yEjZFDpjgGyqY6lUoUJo7toa4BqCuoV62NVnI6jPJbJxo7EtIZIDaz55AeBjp0JW32xKxhTe9MBfLjJS7r4I3cOXsrWRVcRVCKoMIN4DKJdICgVNtlMF5YjhHmsE2wFTplpW5qQydXI2V2hnancm1wEPWhCo26JaNysOEsaNRllmLCYGzccIiWDDLRntEmwlDHXcFAoHAR5MiqHfv3kVjY6PgORkZGYLnAM2FU+kYPqDFYnGx4BqKLSvgPcwVLjpePDLHbiHFzNHscziafY41dqiqOcFEOQZZA3gJCDUOQmq9eEzC3vRjysx4uhyv5AQjH3liD7qYGAi6mr7Q/3HWsWJjq1y3IrFK4/723QCY8I6nXcXUefYEwsMKESy0QCzdWkFytWjqWDG/MykfV00yiHgNtxQULLrPsoWBkQLOEeaw72nGM5GfW3UXh8L+xPabLTnwZkSMxfxI1ROM2OC69uQO1EXUY/7U5jaML3Wc107TCUNs4iLF8AiE9olY4dQ525fD0MwYgH6VA1JafebYITfOS7COgoRQIXVNbZHKjMe95qYn35UUDlSNrXKsyWLPutSxBADfzY32UCDB1gSCajrOCq+dwrUWcC0LTMIWOcI73gopAkHRUkF7mmQQEWsvaLa98hwhq0qh5y3svslOrC13gpGaPNaf/hUmRsYY4NcLybmqK1K3FkJ1KWi0mTCIyZxA0B5mEVRX1xYh/86dO4IB4wDg6OgIQ0NDvRRO1adyQJUSgzl2yNHM66Lwpi7HK6m6FtxrSj0LXYytUqlgKxdaSboAqxNsTVxhCQ8jRLDQIWJp/cITneAdb6UcnNSNXdAkg4icGAmh88UyN8kdtOcPmgITo/9v787joqr3/4G/hm1AZREFhklAcEVFNFTEfUtEc0krFzRc0hbQlBYvlSmakbZoJen13i52SzK9X7VS0xB3xQ0jQlERSSxZQgUEBRHO749+TAzMsMx2ZobX8/GYR85Z32eGzmfe57NZq+zgVj2KhqG0beGEgvuFdZbXnMxO3bwULwRNqVP93hSsMifSniaToNrY2CAgIACJiYmKTuBVVVVITExERITqwRiaQl8PBxp6ql/73tHQk3ld3GtO//arVkO11lZzXosAT1+VTWJP//Yr3v7xc8X72rVEuri31lvzsAYNTvzWmFoRNoWl5oqJhQ6pq1lw6mCjdHNq6oyVmnSkbsx5VB23X4gPjqg4VlNu2oN8ehnFELIF9wtVDh9bczQRdQb59NLq3KwyJ2ocXUyCOnLkSDz11FOKxCEyMhJhYWHo06cP+vXrh/Xr16O0tBRz5szROl59Phyofhq++dROHM/6WbFck3tHT/dO8HFuh+t36s7N01h70o9j6uOjFeeufgKvi7l4JvuNQPadXKV75JPdBmPPJeWajNq1RLq6tzZ1JvGmUNdcy9NZxjmMyOwxsdChptQsNPXG1dRkpLHnUXXcP49qd9Pe9vOBRm+rbyG+A/HiwKfVVkcfunquzj66SgA4PjlRw3QxCWpmZiYKCv5+QDJ16lT8+eefeOedd5Cbm4tevXph//79dTp0N5UhHg70dO+EDVOWat2MJjUno1FJxZO+g9U2SwL+rqFRN3GdNk/ia98jb9zJqZNY1IxB3X6afif6mltIXXOtmjU0rMEgc6WXeSxMjTbj9dambmxyU6NJoVbfON9iaWgM86aMB09kbnR57zM31Z/NySsXcLvinigPB1QNMV5TfffpHy4eU2pSpMrcfhMwvFPfeueY+Cp0FQA0uI0uPhtzuSc3NG9HNVO7Lmo+jG4ei+ZM05oFY9PUJznqnmaJ6clug+u9BnawJqKG9JB1ECXpOrU0Fwe++UUxkV3wdH/FEONAw234G2qyVd2PLOL/1qjdprqG5oeLx+o9VmPvmQ09sNK2mZOxdJZu7ChYLGvIHDGx0ANt22cag8bcoKu3ybpzy+iSil7yzlg9NrzebdjBmoiMUe6Z+9j067f4ZdHfE9klX+qI1xKmYtgTfvW24a/uQ9bQj9s/CvORmpOh1JejpuXBCxTHauie2Jh7ZmM7M2vazMnYOkvXvI6KqkcqO6qzrCFzxMTCDGn71EbdDbrmcQ9dPWd0yURNE/2GNbgNO1gTkdhU3a/PX7xcZ3bsm92u4ZVfVmOOzQR0aNtO5bGiD2xG9p1cxQ/qEZ37qr1P70k/jsec1E/M2rGth+Lf9SUpjblnNnVen6bWmBvrvEE1r6N2R3WWNWSumFiYmaY8tVFVoKm7QeeX3lHMyNoUHdu0w7Xbmo9KoqnaBaw67GBNRGJRd78ubHsHuKN6n7hz32N58AK1x6z+QQ0Au389Uu/5r/55Q+26+jpMN3VUKH03OzWFZq0sa6i5YGJhRpry1EZdgabuBq1JUgFAL0lFZxdPXP0zW/F+br8J8Ggtq1PV3JSJ/XiTJyJ9UFeDrO5+bWNlDZl3G+Cq+mNaW1jV28yp9nC16hy+dl7tOlXNdDS9V+q72ampNGtlWUPNARMLM9LYpzb1JSDGdCPu6d4JqTkZdZYvGz0fAJQKa3WdC43piRURNS/11SCru19Xj6rXQ9YRabnXVG7j5eyO8d2HwNO57gMVAI1KKuozxKe3Tu+b+m52ymatRMaDiYUZaexTm/oSkPHdh9RboBnSs72eQEA7X7WFRc1Cw1SeWBFR89BQDXJD96a03GtYHrwAh66eUzlZXmpOBqwtrDCu2yClGuXB3r21TizmB03Wan9V9N0UiE2NiIwDEwsz0tinNuoKtIqqR0jNyTCKpAL4+6lcYwoLPrEiIn1q6qAYDdUgN2ZIUmsLK5WT5dWuCXnSdzD6t/dT3NtVJRYNTYRXrbGdsTX5Aa/vpkBsakQkPiYWZmbx0BnwdJYhLScTPdw7KIYLrE3VU63oA5sx2Lu3IcJsUM2nco0twPjEioj0obGDYtS8XzWmFnVE576wsbJG3r072J12WO22NX8wq6oJ2ZN+HFMfH63YRtVDluGd+sLK0krleQa290eI78BG3TeNbVhXIjIuTCzMgLphYP8vNRHJ2elYPe7v+RwamshO2yp0XageP12TAoxPrIhIl9JyMxscFCM1J6NOh+k5fSfUW4ta+/5WuwmqupqDxvSlq/2Q5dDVc/XOBB3iOxDjuw9Ru76asQ7rSkTGg4mFiWsoUdiTfhyCRMB7YyNUFgrGZm6/CZjsN4IFGBEZhZt3c1Uur/4hr+4eHHfue3wVukplDbKq+1t1n4raw7jWrrVtbH+y6ocsjbnvN7YvmikM60pE4mJiYcIamyjsvXQCMvu2+OVWPeMXimh4xz7o7OKFQT69FIUTCzAiMgYerWUql3s5uzd4D65Zi/F/qYmKuXVOXE9Rub21hZVSzUHtpGWwd28sGDC5Sf3J1N1LG7NvbU0dJEPbyVqJyPQwsTBhDRUYNX1xZrf+AmmkSX7DVE7YNDdwYqM7mHOUJyIypB6yDmp/yKsb5rpa7aalDU02WvP+pippOZ71M45n/Yw5fSfgq9BVjfrRru6e+ULQFKWHOdXnrO+YTRkkg30xiJonJhYmzNR+ZLu1alOn07i6QomjPBGRsVA3MIQm9+D6Jhs9dPVcg7W2wN/NQhvTL0LdvfTlgc8obdfYRKAxg2SwKStR88XEwoQ1ZrhCY1I98RPwd5V+fYUMR3kiIrF9fmI7xvYeqvI+pOt7cFPmuaivWWjtmoeG7qVNTQRqD5JR+3xsykrUfDGxMHGezqrb/wJAa1t73C27Z8BoGu941s9YMKDhSZg4yhMRienrCz/im0sHFe9rP8mvHuJb1QzYteeOeLLbYOy5VP9cEo2d50Jd4qGu5qG+e6k2iYCq843o3LdJMROR+bAQOwDS3Pqj8SoLs2qGSCo6OLdrcJtJfsNULm9KHxEiImMQd+57fH5yB1JzMhTLJvuNwJy+E+ps69KqNb4KXYV3Q17GV6GrsHpsuMrtaqr543vx0Bn4KnQV/N07K22jrlmoupqH1JwMpOZk4IeLx5TiVnXOxixv6HwA6lynuTVlre/zJGrOWGNhooxh6NgXgqbg5YHP4M19G9S2G66emElVp20+vSIiU/TPpP/DP5P+T6n2YkTnvmqbE9XsC1GzWdLp336tU6NR/cCl+kf4tp8P4Jecv0f0G9dtEF4ZoroTtLqHNarm2KhZ66Jpn7b6ajrMuSkrO6YTqcfEwgSl5mSo/KFuaIN8egEA3hsbgWm9gxUFCIA6hQk7YhORuanZD6EpzYlqvndzaIPCB/eQU1yAPZeOK5pKzek7AX+W3MXedOWHNnsvncC03sEq75/qHtaoGp2qdv8JTRIBdeerqHqkuE5zu8+zYzpR/ZhYmJiGJsQzlMHevZXe1y5Aat9gzfnpFRE1X9WJQ1OaEzXmPl7fenV9H1TVPNQeia++YzQ1EVDXDyT6wGbFnB3mhh3TierHxMLI1RxtA6i/sNGXxxxd8f6TCwH8XaVeczz1xhYe5vj0ioiah05tPZBRcLPO8pqJQy95Z6TUmIhUVdMmXTRjra8Zae2HOEDdGouGjtEU6jqvm+tTfM6xRFQ/JhYiqp001H6ar2rWVTH8UZSPI9eSMaxjQKOq1ImIzMWyJ55HasF1pb4Q1aqbdKqqgfBp81idpk2Lh87QetCKJ7sNbvB+W/shjr6bolpbqP4pYY5P8TnHElH9mFiIpL6q8Dl9J8DTWaZy1lWxfHFmN67m31C5zhwLDyIiAPBoLcN7x7+ss3x58AJM9huhtgbi+u0/lN5XP4Rp7JPtuf0mQBCUa6mf7DYYq8eGN/EK9N8Utbk9xWfTXiL1mFiIoKGqcGPoQ6GKusTGXAsPIqKbd3NVLq9+St+UGogbd3IwvvsQ9JB1RFruNZXb9JJ3xqvDZyl+rNZu1vTDxWMa/ZjVZ1PU5vgUn017iVRjYmFgxjKiU31cWrbGn6V3Va7zl3fGLzXaEJt74UFE4mrfvj1u3KhbW/ryyy8jNja2zvItW7Zgzpw5SsukUinKyso0Or9Ha9WTkFb/0G/KgxUvZ3ek5mSoTSoAIOXWVWz7+YDivlr9A9bYhzjlU3wiAphYGJSxjOjUkI8nReJfSbtw7PqFOuv6e/nhteGzWHgQkUGcO3cOlZWVivdpaWl44okn8Mwzz6jdx8HBAVeuXFG8l0gkGp//5t3cOjNo13yg0tO9k9qRl2qq3ueHi8caPGftIWV3/nrIJIY45VN8ImJiYSDGMKFdY/SSd0ZP906YH/SUysRikE8vFh5EZDAuLi5K799//3106NABQ4cOVbuPRCKBTKa6pkGd8vJylJeXK94XFxcDAFYl/BuWttYY120Qgrx6qnygsmDAZJWJxfLgBbC2sFLap7E1HNV91+p7IMX+bURkbCzEDsBcpeZk4IeLx5CakwGgae1wxST8//9Wt5mtic2eiEhMDx8+xNdff425c+fWWwtRUlICLy8veHh4YOLEibh48WKDx46JiYGjo6Pi5eHhobR+76UTqKh6hBt3chT39Wrq7peT/UZgfPchdeb4qb2tKtXNpup7IGUM/dtql3VE1LxJBEEQGt7MvBUXF8PR0RFFRUVwcHDQ+nhv7tuAvZf+ni11sHdvjOjct84438bqq9BVSmOus9kTkXnS9b1P37Zv344ZM2YgOzsbcrlc5TZJSUnIyMhAz549UVRUhA8//BDHjh3DxYsX0a5dO7XHVlVj4eHhge6rJsPS1rrO9qr6ODTlfllz220/H1AqM+b2m4BXhszADxeP4e0fP1e5f/U2YjL2fh9EpBltygYmFtBt4frW3liV4503ho9zO1y/87tW52+Kjm09cE3FhE/vhryM8d2HGCwOIhKHqSUWwcHBsLGxwQ8//NDofSoqKuDr64vp06dj1apVjd6v+rNRl1gAyg9hatLkgYyqfXb+ekjlA6nqoW7FlJqTgVlbl9VZru4zISLToU3ZwD4WOpSak6FxUgEA1+/8jvHdhzSqc5+2nuw2GFN7j1ZZMBhD9ToRUU03btzAwYMHsXPnzibtZ21tjd69e+PaNfUjMWkck4o+Dpo+xa/dd01d34rqJlZiU9e8l/0+iJo39rHQIV30ozh5PUX7QBqhv5cf+1EQkcmIi4uDq6srxo0b16T9Kisr8euvv8LdXbMHJhO6q+8kXvshjKo+EXHnvkdqTkaT+iKo61uxPHiB6M2fqjW3SfGIqHFYY6FDurih3nlQrINIGlYdK8ceJyJjV1VVhbi4OISFhcHKSrnYeu655/DYY48hJiYGALBy5Ur0798fHTt2RGFhIT744APcuHEDzz//vEbnfrL7YOzNPFV3ebfBde6X6h4ubT61U2nUqIZqMdQdp3pSPmPQHCfFI6KGGc9dygw0djxzXag9rjoAPObggj+K/1S893fvjF9yrtbeFUN8etcZpYSFAREZq4MHDyI7Oxtz586tsy47OxsWFn9Xvt+9exfz589Hbm4uWrdujYCAAJw6dQrdunXT6NzHriXXWfZkt8FYPTa8znJ1D5dqlwkNzUFhKrUBfDBFRLUxsdAxB7uWBjnP1MdHY+rjo/HR4a+Q8v9nwv6j+E886TsYjzm5AgBkDm1UJhbzgyYbJEYiIl0YPXo01I0zcuTIEaX369atw7p163R27q8v/Fin8/bU3qNVbqvqKf4Qn944dr3uw6b6+iKYUm0AH0wRUU1MLHSgejSPrDu3lIYM1KfNp3ZiwYDJiqSiWu1ajB6yjkjL/bvTorEWTkREpqK+pKD2U3wAKhOLhmofWBtARKaIiYWW6psVVZ+OZ/2MbjKfBrdLy72mcvZXIiLSTENJQe2n+JrWPrA2gIhMDRMLLTQ0K6q+nbnxa6O2s7aw4rwUREQamPl4CL65dFDx/slugxWdqxv7o5+1D0TUXDCx0MLmU00bT70hveSd6zRtqk/KrasY121Qg82vjK3DHxGRqXh50LMY23sobtzJQdKNVOy5dBx7Lv3V5LQpM02z9oGImgMmFhpKzcnQ+ehP7Z0fU5tYuLZyRn7JnTrLg7x6YlrvYMWTsENXz5lEhz8iIlNRfQ99+8fPlZY3NLqTPmgyqzcRkaEwsdCQLibDq83N3hntHFzxe3F+nXUD2vtjd9rhOsv3pZ/ExqejFAVMT/dOrHInItIxY5hpWtNZvYmIDMVsZt6OjY1F+/btYWtri8DAQJw9e1av59NH8yKZQxuVSQXwV9Khyqnffqkzk2tP904Y330IkwoiIh0Re26J+mb1JiIyFmaRWHz77beIjIzE8uXLceHCBfj7+yM4OBj5+ap/pBujJ7sNRm7xbZXr/N07Y5BPL7X76qP2hIiI/lY9t0RNhmxqWl+NCRGRsTCLplAff/wx5s+fjzlz5gAANm3ahL179+I///kP/vGPf+jlnCeup+j0eHsuHYe/vLPKdf3b+6GneyeVs20D7JxNRGQIYo7uJHaNCRFRY5h8jcXDhw+RnJyMUaNGKZZZWFhg1KhRSEpKUrlPeXk5iouLlV5NlVeiunZBG7+o6bhdXVuxelw4xnUbpLSOnbOJiAxHrKamYteYEBE1hsnXWBQUFKCyshJubm5Ky93c3HD58mWV+8TExCA6Olqr87q1aqPV/uoM9u6tNNpU7YLjvbERSqNAsVAhImoeOB8GERk7k08sNBEVFYXIyEjF++LiYnh4eDTpGDIH/SQWCwZMxoIBk+stODgeOhFR88T7PxEZM5NPLNq2bQtLS0vk5eUpLc/Ly4NMJlO5j1QqhVQq1eq81haN/+h82jyG67f/aHC7mrUTLDiIiIiIyJSYfGJhY2ODgIAAJCYmYtKkSQCAqqoqJCYmIiIiQm/nTbqR2uhtr9/+A8uDFyhGffqjMF+pE/YQn96YHzSZyQQRERERmSyTTywAIDIyEmFhYejTpw/69euH9evXo7S0VDFKlK6l5mRg76UTTdrH2sIKLw98RvF+6uOj2U6WiIiIiMyGWSQWU6dOxZ9//ol33nkHubm56NWrF/bv31+nQ7euaDJueO0hAdlOloiIiIjMiVkkFgAQERGh16ZPNVVUPWrS9oO9ezOJICIiIiKzZjaJhSE1peM28NdIT0REZNpSczLYhJWIqB5MLDTQlJlOWVtBRGT61h+NR9y57xXv5/SdgMVDZ4gYERGR8TH5mbfFoGoG1F7yziq3ZW0FEZFpS83JUEoqACDu3PdIzckQKSIiIuPEGgsNqZoBtfYTrdqzZhMRkelRN2DHjTs5vMcTEdXAxEILtUd2UpVsEBGRaVPX/LUpzWKJiJoDNoXSsZ7unTC++xAmFUREZkJV81fWSBMR1cXEgoiIjNaKFSsgkUiUXl27dq13nx07dqBr166wtbWFn58f9u3bp3Uci4fOwFehq/BuyMv4KnQVXhnCjttERLWxKRQRERm17t274+DBg4r3Vlbqi65Tp05h+vTpiImJwZNPPon4+HhMmjQJFy5cQI8ePbSKgxObEhHVjzUWRERk1KysrCCTyRSvtm3bqt32k08+wZgxY/D666/D19cXq1atwuOPP44NGzYYMGIiouaJNRYABEEAABQXF4scCRGR4VTf86rvgcYqIyMDcrkctra2CAoKQkxMDDw9PVVum5SUhMjISKVlwcHB2L17d73nKC8vR3l5ueJ9UVERAJYLRNT8aFM2MLEAcO/ePQCAh4eHyJEQERnevXv34OjoKHYYKgUGBmLLli3o0qULcnJyEB0djcGDByMtLQ329vZ1ts/NzYWbm5vSMjc3N+Tm5tZ7npiYGERHR9dZznKBiJqr27dvN7lsYGIBQC6X4+bNm7C3t4dEImn0fsXFxfDw8MDNmzfh4OCgxwjFxes0P83lWnmd9RMEAffu3YNcLtdjdNoJCQlR/Ltnz54IDAyEl5cXtm/fjnnz5unsPFFRUUo1HYWFhfDy8kJ2drbRJl3GrLn8v6cv/Py0w89PO0VFRfD09ISzs3OT92ViAcDCwgLt2rXTeH8HB4dm8YfL6zQ/zeVaeZ3qmdqPZicnJ3Tu3BnXrl1TuV4mkyEvL09pWV5eHmQyWb3HlUqlkEqldZY7Ojo2i78dfWku/+/pCz8/7fDz046FRdO7YrPzNhERmYySkhJkZmbC3V315HRBQUFITExUWpaQkICgoCBDhEdE1KwxsSAiIqP12muv4ejRo/jtt99w6tQpPPXUU7C0tMT06dMBAM899xyioqIU27/yyivYv38/PvroI1y+fBkrVqzA+fPnERERIdYlEBE1G2wKpQWpVIrly5errD43J7xO89NcrpXXafp+//13TJ8+Hbdv34aLiwsGDRqE06dPw8XFBQCQnZ2tVF0/YMAAxMfH4+2338abb76JTp06Yffu3U2ew8KcP1ND4OenHX5+2uHnpx1tPj+JYOzjDBIRERERkdFjUygiIiIiItIaEwsiIiIiItIaEwsiIiIiItIaEwsiIiIiItIaEwstxMbGon379rC1tUVgYCDOnj0rdkg6FRMTg759+8Le3h6urq6YNGkSrly5InZYevf+++9DIpFg8eLFYoeic3/88QdmzpyJNm3awM7ODn5+fjh//rzYYelUZWUlli1bBm9vb9jZ2aFDhw5YtWoVzGGcimPHjmH8+PGQy+WQSCTYvXu30npBEPDOO+/A3d0ddnZ2GDVqFDIyMsQJ1kRt3LgRPXv2VEysFRQUhB9//FHssEySOd9L9WHFihWQSCRKr65du4odlklpDmWcvrRv377O359EIkF4eHiTjsPEQkPffvstIiMjsXz5cly4cAH+/v4IDg5Gfn6+2KHpzNGjRxEeHo7Tp08jISEBFRUVGD16NEpLS8UOTW/OnTuHf/7zn+jZs6fYoejc3bt3MXDgQFhbW+PHH3/EpUuX8NFHH6F169Zih6ZTa9aswcaNG7Fhwwakp6djzZo1WLt2LT777DOxQ9NaaWkp/P39ERsbq3L92rVr8emnn2LTpk04c+YMWrZsieDgYJSVlRk4UtPVrl07vP/++0hOTsb58+cxYsQITJw4ERcvXhQ7NJNizvdSferevTtycnIUrxMnTogdksloLmWcvpw7d07pby8hIQEA8MwzzzTtQAJppF+/fkJ4eLjifWVlpSCXy4WYmBgRo9Kv/Px8AYBw9OhRsUPRi3v37gmdOnUSEhIShKFDhwqvvPKK2CHp1NKlS4VBgwaJHYbejRs3Tpg7d67SssmTJwuhoaEiRaQfAIRdu3Yp3ldVVQkymUz44IMPFMsKCwsFqVQqfPPNNyJEaD5at24t/Pvf/xY7DJNh7vdSfVm+fLng7+8vdhgmq7mUcYbyyiuvCB06dBCqqqqatB9rLDTw8OFDJCcnY9SoUYplFhYWGDVqFJKSkkSMTL+KiooAAM7OziJHoh/h4eEYN26c0vdqTr7//nv06dMHzzzzDFxdXdG7d2/861//EjssnRswYAASExNx9epVAMAvv/yCEydOICQkROTI9CsrKwu5ublKf7+Ojo4IDAw06/uSPlVWVmLbtm0oLS1FUFCQ2OGYDHO/l+pTRkYG5HI5fHx8EBoaiuzsbLFDMhnNpYwzhIcPH+Lrr7/G3LlzIZFImrQvZ97WQEFBASorK+Hm5qa03M3NDZcvXxYpKv2qqqrC4sWLMXDgwCbPYGsKtm3bhgsXLuDcuXNih6I3169fx8aNGxEZGYk333wT586dw6JFi2BjY4OwsDCxw9OZf/zjHyguLkbXrl1haWmJyspKrF69GqGhoWKHple5ubkAoPK+VL2OGufXX39FUFAQysrK0KpVK+zatQvdunUTOyyT0BzupfoSGBiILVu2oEuXLsjJyUF0dDQGDx6MtLQ02Nvbix2e0WsuZZwh7N69G4WFhZg9e3aT92ViQY0SHh6OtLQ0s2zvefPmTbzyyitISEiAra2t2OHoTVVVFfr06YP33nsPANC7d2+kpaVh06ZNZnXT3b59O7Zu3Yr4+Hh0794dKSkpWLx4MeRyuVldJ+lPly5dkJKSgqKiIvzvf/9DWFgYjh49yuSiAc3lXqovNWtVe/bsicDAQHh5eWH79u2YN2+eiJGZhuZSxhnCF198gZCQEMjl8ibvy6ZQGmjbti0sLS2Rl5entDwvLw8ymUykqPQnIiICe/bsweHDh9GuXTuxw9G55ORk5Ofn4/HHH4eVlRWsrKxw9OhRfPrpp7CyskJlZaXYIeqEu7t7nR9Gvr6+ZlfV/vrrr+Mf//gHpk2bBj8/P8yaNQtLlixBTEyM2KHpVfW9p7ncl/TJxsYGHTt2REBAAGJiYuDv749PPvlE7LCMXnO5lxqKk5MTOnfujGvXrokdikloLmWcvt24cQMHDx7E888/r9H+TCw0YGNjg4CAACQmJiqWVVVVITEx0aza4QqCgIiICOzatQuHDh2Ct7e32CHpxciRI/Hrr78iJSVF8erTpw9CQ0ORkpICS0tLsUPUiYEDB9YZLvjq1avw8vISKSL9uH//PiwslG9tlpaWqKqqEikiw/D29oZMJlO6LxUXF+PMmTNmdV8SQ1VVFcrLy8UOw+g1l3upoZSUlCAzMxPu7u5ih2ISmksZp29xcXFwdXXFuHHjNNqfTaE0FBkZibCwMPTp0wf9+vXD+vXrUVpaijlz5ogdms6Eh4cjPj4e3333Hezt7RXttB0dHWFnZydydLpjb29fp99Iy5Yt0aZNG7PqT7JkyRIMGDAA7733Hp599lmcPXsWmzdvxubNm8UOTafGjx+P1atXw9PTE927d8fPP/+Mjz/+GHPnzhU7NK2VlJQoPb3MyspCSkoKnJ2d4enpicWLF+Pdd99Fp06d4O3tjWXLlkEul2PSpEniBW1ioqKiEBISAk9PT9y7dw/x8fE4cuQIDhw4IHZoRq+53Ev15bXXXsP48ePh5eWFW7duYfny5bC0tMT06dPFDs0kNJcyTp+qqqoQFxeHsLAwWFlpmCLoZ5Cq5uGzzz4TPD09BRsbG6Ffv37C6dOnxQ5JpwCofMXFxYkdmt6Z6xCJP/zwg9CjRw9BKpUKXbt2FTZv3ix2SDpXXFwsvPLKK4Knp6dga2sr+Pj4CG+99ZZQXl4udmhaO3z4sMr/J8PCwgRB+GvI2WXLlglubm6CVCoVRo4cKVy5ckXcoE3M3LlzBS8vL8HGxkZwcXERRo4cKfz0009ih2WyzPVeqg9Tp04V3N3dBRsbG+Gxxx4Tpk6dKly7dk3ssExKcyjj9OnAgQMCAK3KDYkgmMF0tEREREREJCr2sSAiIiIiIq0xsSAiIiIiIq0xsSAiIiIiIq0xsSAiIiIiIq0xsSAiIiIiIq0xsSAiIiIiIq0xsSAiIiIiIq0xsSAiIiIiIq0xsSAyQkeOHIFEIkFhYaHYoRARkRFguUCmgIkFERERERFpjYkFERERERFpjYkFUT3+/PNPyGQyvPfee4plp06dgo2NDRITE1XuM2DAACxdurTOcaytrXHs2DEAwFdffYU+ffrA3t4eMpkMM2bMQH5+vto4VqxYgV69eiktW79+Pdq3b6+07N///jd8fX1ha2uLrl274vPPP2/C1RIRUUNYLhCpx8SCqB4uLi74z3/+gxUrVuD8+fO4d+8eZs2ahYiICIwcOVLlPqGhodi2bRsEQVAs+/bbbyGXyzF48GAAQEVFBVatWoVffvkFu3fvxm+//YbZs2drFevWrVvxzjvvYPXq1UhPT8d7772HZcuW4csvv9TquERE9DeWC0T1EIioQS+//LLQuXNnYcaMGYKfn59QVlamdtv8/HzByspKOHbsmGJZUFCQsHTpUrX7nDt3TgAg3Lt3TxAEQTh8+LAAQLh7964gCIKwfPlywd/fX2mfdevWCV5eXor3HTp0EOLj45W2WbVqlRAUFNTIqyQiosZiuUBUF2ssiBrhww8/xKNHj7Bjxw5s3boVUqlU7bYuLi4YPXo0tm7dCgDIyspCUlISQkNDFdskJydj/Pjx8PT0hL29PYYOHQoAyM7O1ii+0tJSZGZmYt68eWjVqpXi9e677yIzM1OjYxIRkXosF4jqYmJB1AiZmZm4desWqqqq8NtvvzW4fWhoKP73v/+hoqIC8fHx8PPzg5+fH4C/bvbBwcFwcHDA1q1bce7cOezatQsA8PDhQ5XHs7CwUKpCB/6qNq9WUlICAPjXv/6FlJQUxSstLQ2nT5/W5JKJiKgeLBeI6rISOwAiY/fw4UPMnDkTU6dORZcuXfD888/j119/haurq9p9Jk6ciAULFmD//v2Ij4/Hc889p1h3+fJl3L59G++//z48PDwAAOfPn683BhcXF+Tm5kIQBEgkEgBASkqKYr2bmxvkcjmuX7+u9ASMiIh0j+UCkWpMLIga8NZbb6GoqAiffvopWrVqhX379mHu3LnYs2eP2n1atmyJSZMmYdmyZUhPT8f06dMV6zw9PWFjY4PPPvsML774ItLS0rBq1ap6Yxg2bBj+/PNPrF27Fk8//TT279+PH3/8EQ4ODoptoqOjsWjRIjg6OmLMmDEoLy/H+fPncffuXURGRmr/QRAREQCWC0RqidvFg8i4HT58WLCyshKOHz+uWJaVlSU4ODgIn3/+eb377tu3TwAgDBkypM66+Ph4oX379oJUKhWCgoKE77//XgAg/Pzzz4rzokYnPUEQhI0bNwoeHh5Cy5Ytheeee05YvXq1Uic9QRCErVu3Cr169RJsbGyE1q1bC0OGDBF27typ8fUTEZEylgtE6kkEoVYDPSIiIiIioiZi520iIiIiItIaEwsiIiIiItIaEwsiIiIiItIaEwsiIiIiItIaEwsiIiIiItIaEwsiIiIiItIaEwsiIiIiItIaEwsiIiIiItIaEwsiIiIiItIaEwsiIiIiItIaEwsiIiIiItIaEwsiIiIiItIaEwsiIiIiItIaEwsiIiIiItIaEwsiIiIiItIaEwsiIiIiItIaEwsiIiIiItIaEwvSSvv27TF79myxwzB7H3zwAXx8fGBpaYlevXqJHQ4RkVosFwyD5QIZIyYWpLBlyxZIJBKcP39e5fphw4ahR48eWp9n3759WLFihdbHaS5++uknvPHGGxg4cCDi4uLw3nvvqd129uzZkEgkKl/79+/XS3zx8fFYv369Xo6trStXrmDJkiUYMGAAbG1tIZFI8Ntvv4kdFpHJYLlgnFguaG7nzp2YOnUqfHx80KJFC3Tp0gWvvvoqCgsLxQ7NLFiJHQCZtitXrsDComn56b59+xAbG8tCpJEOHToECwsLfPHFF7CxsWlwe6lUin//+991lvv7++sjPMTHxyMtLQ2LFy/Wy/G1kZSUhE8//RTdunWDr68vUlJSxA6JyOyxXNA/lguaW7BgAeRyOWbOnAlPT0/8+uuv2LBhA/bt24cLFy7Azs5O7BBNGhML0opUKhU7hCYrLS1Fy5YtxQ6j0fLz82FnZ9eowgMArKysMHPmTD1HpX/3799HixYttDrGhAkTUFhYCHt7e3z44YdMLIgMgOWC/rFc0Nz//vc/DBs2TGlZQEAAwsLCsHXrVjz//PNaHb+5Y1Mo0krttrQVFRWIjo5Gp06dYGtrizZt2mDQoEFISEgA8FeVbGxsLAAoVcdWKy0txauvvgoPDw9IpVJ06dIFH374IQRBUDrvgwcPsGjRIrRt2xb29vaYMGEC/vjjD0gkEqUnXitWrIBEIsGlS5cwY8YMtG7dGoMGDQIApKamYvbs2fDx8YGtrS1kMhnmzp2L27dvK52r+hhXr17FzJkz4ejoCBcXFyxbtgyCIODmzZuYOHEiHBwcIJPJ8NFHHzXqs3v06BFWrVqFDh06QCqVon379njzzTdRXl6u2EYikSAuLg6lpaWKz2rLli2NOr46VVVVWL9+Pbp37w5bW1u4ubnhhRdewN27d5W2++677zBu3DjI5XJIpVJ06NABq1atQmVlpWKbYcOGYe/evbhx44Yivvbt2wP4uwlF7aZHR44cgUQiwZEjR5SO06NHDyQnJ2PIkCFo0aIF3nzzTQBAeXk5li9fjo4dO0IqlcLDwwNvvPGG0uekjrOzM+zt7TX7oIhIIywXWC4Yc7lQO6kAgKeeegoAkJ6e3ohPi+rDGguqo6ioCAUFBXWWV1RUNLjvihUrEBMTg+effx79+vVDcXExzp8/jwsXLuCJJ57ACy+8gFu3biEhIQFfffWV0r6CIGDChAk4fPgw5s2bh169euHAgQN4/fXX8ccff2DdunWKbWfPno3t27dj1qxZ6N+/P44ePYpx48apjeuZZ55Bp06d8N577ykKo4SEBFy/fh1z5syBTCbDxYsXsXnzZly8eBGnT59WKtgAYOrUqfD19cX777+PvXv34t1334WzszP++c9/YsSIEVizZg22bt2K1157DX379sWQIUPq/ayef/55fPnll3j66afx6quv4syZM4iJiUF6ejp27doFAPjqq6+wefNmnD17VlGNPWDAgAa/h9rfn7W1NRwdHQEAL7zwArZs2YI5c+Zg0aJFyMrKwoYNG/Dzzz/j5MmTsLa2BvBXAdCqVStERkaiVatWOHToEN555x0UFxfjgw8+AAC89dZbKCoqwu+//674flq1atVgfKrcvn0bISEhmDZtGmbOnAk3NzdUVVVhwoQJOHHiBBYsWABfX1/8+uuvWLduHa5evYrdu3drdC4iahqWCywXAPMtF3JzcwEAbdu21ShOqkEg+v/i4uIEAPW+unfvrrSPl5eXEBYWpnjv7+8vjBs3rt7zhIeHC6r+9Hbv3i0AEN59912l5U8//bQgkUiEa9euCYIgCMnJyQIAYfHixUrbzZ49WwAgLF++XLFs+fLlAgBh+vTpdc53//79Osu++eYbAYBw7NixOsdYsGCBYtmjR4+Edu3aCRKJRHj//fcVy+/evSvY2dkpfSaqpKSkCACE559/Xmn5a6+9JgAQDh06pFgWFhYmtGzZst7j1dxW1fc2dOhQQRAE4fjx4wIAYevWrUr77d+/v85yVZ/PCy+8ILRo0UIoKytTLBs3bpzg5eVVZ9vqv6esrCyl5YcPHxYACIcPH1YsGzp0qABA2LRpk9K2X331lWBhYSEcP35cafmmTZsEAMLJkyfr+ziUfPDBByrjISL1WC6wXDDncqHavHnzBEtLS+Hq1atN3peUsSkU1REbG4uEhIQ6r549eza4r5OTEy5evIiMjIwmn3ffvn2wtLTEokWLlJa/+uqrEAQBP/74IwAoRrF4+eWXlbZbuHCh2mO/+OKLdZbV7KBVVlaGgoIC9O/fHwBw4cKFOtvXbHdpaWmJPn36QBAEzJs3T7HcyckJXbp0wfXr19XGAvx1rQAQGRmptPzVV18FAOzdu7fe/etja2tb57urrobfsWMHHB0d8cQTT6CgoEDxCggIQKtWrXD48GHFcWp+Pvfu3UNBQQEGDx6M+/fv4/LlyxrHp45UKsWcOXOUlu3YsQO+vr7o2rWrUrwjRowAAKV4iUh/WC6wXADMs1yIj4/HF198gVdffRWdOnXSWezNFZtCUR39+vVDnz596ixv3bq1yqrwmlauXImJEyeic+fO6NGjB8aMGYNZs2Y1qvC5ceMG5HJ5nTbxvr6+ivXV/7WwsIC3t7fSdh07dlR77NrbAsCdO3cQHR2Nbdu2IT8/X2ldUVFRne09PT2V3js6OsLW1rZO1amjo2Od9ri1VV9D7ZhlMhmcnJwU16oJS0tLjBo1SuW6jIwMFBUVwdXVVeX6mp/DxYsX8fbbb+PQoUMoLi5W2k7V56Otxx57rE5HxIyMDKSnp8PFxaXBeIlIf1gusFwAzK9cOH78OObNm4fg4GCsXr1aq1jpL0wsSKeGDBmCzMxMfPfdd/jpp5/w73//G+vWrcOmTZtEHWlB1fBxzz77LE6dOoXXX38dvXr1QqtWrVBVVYUxY8agqqqqzvaWlpaNWgagTqdCdWq319W3qqoquLq6YuvWrSrXV9+oCwsLMXToUDg4OGDlypXo0KEDbG1tceHCBSxdulTl51Obumur2cmvJlXfUVVVFfz8/PDxxx+r3MfDw6PBOIhIXCwX/sJywbjKhV9++QUTJkxAjx498L///Q9WVvxJrAv8FEnnnJ2dMWfOHMyZMwclJSUYMmQIVqxYoShA1N1YvLy8cPDgQdy7d0/p6VR19aqXl5fiv1VVVcjKylKqtrx27VqjY7x79y4SExMRHR2Nd955R7Fck6p6TVRfQ0ZGhuLJGwDk5eWhsLBQca261qFDBxw8eBADBw6sd6zuI0eO4Pbt29i5c6dSZ8OsrKw626r7Plu3bg0AdSYdaspTtw4dOuCXX37ByJEjDV7YEpHusFxoGMuFxserbbmQmZmJMWPGwNXVFfv27dO4cznVxT4WpFO1q3pbtWqFjh07Kg0BVz1WeO0by9ixY1FZWYkNGzYoLV+3bh0kEglCQkIAAMHBwQCAzz//XGm7zz77rNFxVj9Rqv0EyVAzhY4dO1bl+aqfwNQ3kok2nn32WVRWVmLVqlV11j169Ejxnaj6fB4+fFjnMwf++j5VVYF36NABAHDs2DHFssrKSmzevLlJ8f7xxx/417/+VWfdgwcPUFpa2uhjEZE4WC40DsuFxserTbmQm5uL0aNHw8LCAgcOHFDbpIo0wxoL0qlu3bph2LBhCAgIgLOzM86fP4///e9/iIiIUGwTEBAAAFi0aBGCg4NhaWmJadOmYfz48Rg+fDjeeust/Pbbb/D398dPP/2E7777DosXL1bckAICAjBlyhSsX78et2/fVgwrePXqVQCNq0Z2cHDAkCFDsHbtWlRUVOCxxx7DTz/9pPLJiz74+/sjLCwMmzdvVlQvnz17Fl9++SUmTZqE4cOH6+W8Q4cOxQsvvICYmBikpKRg9OjRsLa2RkZGBnbs2IFPPvkETz/9NAYMGIDWrVsjLCwMixYtgkQiwVdffaWyKj8gIADffvstIiMj0bdvX7Rq1Qrjx49H9+7d0b9/f0RFReHOnTtwdnbGtm3b8OjRo0bHO2vWLGzfvh0vvvgiDh8+jIEDB6KyshKXL1/G9u3bceDAAZXtvqsVFRUpflicPHkSALBhwwY4OTnByclJ6e+SiPSD5ULjsFxoHG3LhTFjxuD69et44403cOLECZw4cUKxzs3NDU888UTTPkBSJs5gVGSMqoeBO3funMr1Q4cObXBYwXfffVfo16+f4OTkJNjZ2Qldu3YVVq9eLTx8+FCxzaNHj4SFCxcKLi4ugkQiURpi8N69e8KSJUsEuVwuWFtbC506dRI++OADoaqqSum8paWlQnh4uODs7Cy0atVKmDRpknDlyhUBgNIwf9VDAv755591ruf3338XnnrqKcHJyUlwdHQUnnnmGeHWrVtqhyasfQx1w/2p+pxUqaioEKKjowVvb2/B2tpa8PDwEKKiopSG7KvvPKo0dtvNmzcLAQEBgp2dnWBvby/4+fkJb7zxhnDr1i3FNidPnhT69+8v2NnZCXK5XHjjjTeEAwcO1BkSsKSkRJgxY4bg5OQkAFAaYjAzM1MYNWqUIJVKBTc3N+HNN98UEhISVA4rqO4ze/jwobBmzRqhe/fuglQqFVq3bi0EBAQI0dHRQlFRUb3XmZWVpXaITFVDIRKRMpYLLBfMrVxQVyagxhC8pDmJIDSyNxGRkUtJSUHv3r3x9ddfIzQ0VOxwiIhIZCwXiAyLfSzIJD148KDOsvXr18PCwqLBmU2JiMj8sFwgEh/7WJBJWrt2LZKTkzF8+HBYWVnhxx9/xI8//ogFCxZwCFIiomaI5QKR+NgUikxSQkICoqOjcenSJZSUlMDT0xOzZs3CW2+9xbGoiYiaIZYLROJjYkFERERERFpjHwsiIiIiItIa6wbx1/Twt27dgr29PWf3JaJmQxAE3Lt3D3K5HBYWfM5UE8sFImqutCkbmFgAuHXrFjt2EVGzdfPmTbRr107sMIwKywUiau40KRuYWACwt7cH8NcH6ODgIHI0RESGUVxcDA8PD8U9kP7GcoGImittygYmFoCimtvBwYEFCBE1O2zqUxfLBSJq7jQpG9ioloiIiIiItMbEgoiIiIiItMbEgoiIjMaxY8cwfvx4yOVySCQS7N69W7GuoqICS5cuhZ+fH1q2bAm5XI7nnnsOt27dUjpG+/btIZFIlF7vv/++ga+EiKj5YWJBRERGo7S0FP7+/oiNja2z7v79+7hw4QKWLVuGCxcuYOfOnbhy5QomTJhQZ9uVK1ciJydH8Vq4cKEhwiciatbYeZuIiIxGSEgIQkJCVK5zdHREQkKC0rINGzagX79+yM7Ohqenp2K5vb09ZDJZo89bXl6O8vJyxfvi4uImRk5ERKyxICIik1VUVASJRAInJyel5e+//z7atGmD3r1744MPPsCjR4/qPU5MTAwcHR0VL85hQUTUdKLWWMTExGDnzp24fPky7OzsMGDAAKxZswZdunRRbFNWVoZXX30V27ZtQ3l5OYKDg/H555/Dzc1NsU12djZeeuklHD58GK1atUJYWBhiYmJgZcUKGWqa7OxsFBQUGPScbdu2VXrSSkSNU1ZWhqVLl2L69OlKQ8IuWrQIjz/+OJydnXHq1ClERUUhJycHH3/8sdpjRUVFITIyUvG+ehx3ItIvlrvmRdRf3kePHkV4eDj69u2LR48e4c0338To0aNx6dIltGzZEgCwZMkS7N27Fzt27ICjoyMiIiIwefJknDx5EgBQWVmJcePGQSaT4dSpU8jJycFzzz0Ha2trvPfee2JeHpmY7OxsdO3iiwdl9w16XjvbFrh8JZ03OaImqKiowLPPPgtBELBx40aldTUThJ49e8LGxgYvvPACYmJiIJVKVR5PKpWqXWcq+AONTE12dja6dO2KsgcPDHpeWzs7XLl8mX+7eiBqYrF//36l91u2bIGrqyuSk5MxZMgQFBUV4YsvvkB8fDxGjBgBAIiLi4Ovry9Onz6N/v3746effsKlS5dw8OBBuLm5oVevXli1ahWWLl2KFStWwMbGps552ZaWVCkoKMCDsvsIQwxk8DHIOXNxHV+WRaGgoIA3OKJGqk4qbty4gUOHDjU4gV1gYCAePXqE3377TalG3JzwBxqZooKCApQ9eACP6YGQuhpmIsry/GLc/OYMy109Maq2QkVFRQAAZ2dnAEBycjIqKiowatQoxTZdu3aFp6cnkpKS0L9/fyQlJcHPz0+paVRwcDBeeuklXLx4Eb17965znpiYGERHR+v5ashUyeADD3QTOwwiUqE6qcjIyMDhw4fRpk2bBvdJSUmBhYUFXF1dDRChOPgDjUyZ1NUBLdo5ix0G6YDRJBZVVVVYvHgxBg4ciB49egAAcnNzYWNjU6dTnpubG3JzcxXb1EwqqtdXr1OFbWmJiIxTSUkJrl27pniflZWFlJQUODs7w93dHU8//TQuXLiAPXv2oLKyUnGfd3Z2ho2NDZKSknDmzBkMHz4c9vb2SEpKwpIlSzBz5ky0bt1arMsyGP5AIyIxGU1iER4ejrS0NJw4cULv5zKHtrRERObo/PnzGD58uOJ99UOgsLAwrFixAt9//z0AoFevXkr7HT58GMOGDYNUKsW2bduwYsUKlJeXw9vbG0uWLFF6mERERPphFIlFREQE9uzZg2PHjqFdu3aK5TKZDA8fPkRhYaFSrUVeXp5ifHKZTIazZ88qHS8vL0+xjoiITMewYcMgCILa9fWtA4DHH38cp0+f1nVYRETUCKImFoIgYOHChdi1axeOHDkCb29vpfUBAQGwtrZGYmIipkyZAgC4cuUKsrOzERQUBAAICgrC6tWrkZ+fr2g/m5CQAAcHB3TrxnbyREREZHo4yheZIlETi/DwcMTHx+O7776Dvb29oq2so6Mj7Ozs4OjoiHnz5iEyMhLOzs5wcHDAwoULERQUhP79+wMARo8ejW7dumHWrFlYu3YtcnNz8fbbbyM8PJzNnYiIiMjkcJQvMlWiJhbVY48PGzZMaXlcXBxmz54NAFi3bh0sLCwwZcoUpQnyqllaWmLPnj146aWXEBQUhJYtWyIsLAwrV6401GUQERER6YyYo3wdP34cvr6+Bjlnenq6Qc5DhiN6U6iG2NraIjY2FrGxsWq38fLywr59+3QZGhEREZGoDDnKV0XxA0ACzJw50yDnI/NkFJ23iYiIiEg8lWUVgACD1pLcu5yDvANpBjkXGQYTCyIiIiICYNhakrL8YoOchwzHQuwAiIiIiIjI9DGxICIiIiIirTGxICIiIiIirTGxICIiIiIirTGxICIiIiIirTGxICIiIiIirXG4WTJa2dnZKCgoMNj5OAMoERERkeaYWJBRys7ORtcuvnhQdl/sUIiIiIioEZhYkFEqKCjAg7L7CEMMZPAxyDkv4jj2YINBzkVERERkbphYkFGTwQce6GaQc+XiukHOQ0REmjN0M1kAaNu2LTw9PQ16TiJTxMSCiIiITEJ2dja6dO2KsgcPDHpeWzs7XLl8mckFUQOYWBAREZFJKCgoQNmDB/CYHgipq4NBzlmeX4yb35xBQUEBEwuiBjCxICIiIo0ZckS96nNJXR3Qop2zwc5LRI3DxIKIiIiarKL4ASABZs6cKXYoRGQkmFgQERFRk1WWVQACDNos6d7lHOQdSDPIuYio6ZhYEBERkcYM2SypLL/YIOchIs0wsSAiIiKiZsWQfYOA5jNkMRMLIiIiImoWxOob1FyGLGZiQURERETNghh9g5rTkMVMLIiIiIioWeGQxfphIXYARERE1Y4dO4bx48dDLpdDIpFg9+7dSusFQcA777wDd3d32NnZYdSoUcjIyFDa5s6dOwgNDYWDgwOcnJwwb948lJSUGPAqiIiaJyYWRERkNEpLS+Hv74/Y2FiV69euXYtPP/0UmzZtwpkzZ9CyZUsEBwejrKxMsU1oaCguXryIhIQE7NmzB8eOHcOCBQsMdQlERM0Wm0IRGQFDj04BNJ8RKsi0hISEICQkROU6QRCwfv16vP3225g4cSIA4L///S/c3Nywe/duTJs2Denp6di/fz/OnTuHPn36AAA+++wzjB07Fh9++CHkcrnKY5eXl6O8vFzxvriYw5oSETUVEwsiERWjABJYiDJzrZ1tC1y+ks7kgkxGVlYWcnNzMWrUKMUyR0dHBAYGIikpCdOmTUNSUhKcnJwUSQUAjBo1ChYWFjhz5gyeeuoplceOiYlBdHS03q+BiMicMbEgEtF9FENAFcIQAxl8DHbeXFzHl2VROH78OHx9fQ12XtaSkDZyc3MBAG5ubkrL3dzcFOtyc3Ph6uqqtN7KygrOzs6KbVSJiopCZGSk4n1xcTE8PDx0FTqZAUPWLItRi02kC0wsiIyADD7wQDeDnU+smhLWkpCxkkqlkEqlYodBRkiseQ+ITBETC6JmSIyakupakuYwjjfph0wmAwDk5eXB3d1dsTwvLw+9evVSbJOfn6+036NHj3Dnzh3F/kRNIca8B/cu5yDvQJpBzkWkS0wsiJoxQ9eUEGnD29sbMpkMiYmJikSiuLgYZ86cwUsvvQQACAoKQmFhIZKTkxEQEAAAOHToEKqqqhAYGChW6GQGDDnvQVk+Bw8g08TEgoiIjEZJSQmuXbumeJ+VlYWUlBQ4OzvD09MTixcvxrvvvotOnTrB29sby5Ytg1wux6RJkwAAvr6+GDNmDObPn49NmzahoqICERERmDZtmtoRoYiISDeYWBARkdE4f/48hg8frnhf3aE6LCwMW7ZswRtvvIHS0lIsWLAAhYWFGDRoEPbv3w9bW1vFPlu3bkVERARGjhwJCwsLTJkyBZ9++qnBr4WIqLlhYkFEREZj2LBhEARB7XqJRIKVK1di5cqVardxdnZGfHy8PsIjIqJ6cOZtIiIiIiLSmqiJxbFjxzB+/HjI5XJIJBLs3r1baf3s2bMhkUiUXmPGjFHa5s6dOwgNDYWDgwOcnJwwb948lJSUGPAqiIiIiIhI1MSitLQU/v7+iI2NVbvNmDFjkJOTo3h98803SutDQ0Nx8eJFJCQkYM+ePTh27BgWLFig79CJiIiIiKgGUftYhISEICQkpN5tpFKp2rHH09PTsX//fpw7dw59+vQBAHz22WcYO3YsPvzwQ44AQkRERERkIEbfx+LIkSNwdXVFly5d8NJLL+H27duKdUlJSXByclIkFQAwatQoWFhY4MyZM2qPWV5ejuLiYqUXERERERFpzqgTizFjxuC///0vEhMTsWbNGhw9ehQhISGorKwEAOTm5sLV1VVpHysrKzg7OyM3N1ftcWNiYuDo6Kh4eXh46PU6iIiIiIjMnVEPNztt2jTFv/38/NCzZ0906NABR44cwciRIzU+blRUlGJsdOCvmVuZXBARERERac6oayxq8/HxQdu2bRWzsspkMuTn5ytt8+jRI9y5c0dtvwzgr34bDg4OSi8iIiIiItKcSSUWv//+O27fvg13d3cAQFBQEAoLC5GcnKzY5tChQ6iqqkJgYKBYYRIRERERNTuiNoUqKSlR1D4AQFZWFlJSUuDs7AxnZ2dER0djypQpkMlkyMzMxBtvvIGOHTsiODgYAODr64sxY8Zg/vz52LRpEyoqKhAREYFp06ZxRCgiIiIiIgMStcbi/Pnz6N27N3r37g0AiIyMRO/evfHOO+/A0tISqampmDBhAjp37ox58+YhICAAx48fh1QqVRxj69at6Nq1K0aOHImxY8di0KBB2Lx5s1iXRERERETULIlaYzFs2DAIgqB2/YEDBxo8hrOzM+Lj43UZFhERERERNZFJ9bEgIiIiIiLjxMSCiIiIiIi0xsSCiIiIiIi0xsSCiIiIiIi0xsSCiIiIiIi0xsSCiIiIiIi0xsSCiIiIiIi0xsSCiIiIiIi0xsSCiIiIiIi0xsSCiIiIiIi0xsSCiIiIiIi0xsSCiIiIiIi0xsSCiIiIiIi0xsSCiIiIiIi0xsSCiIhMSvv27SGRSOq8wsPDAQDDhg2rs+7FF18UOWoiIvOnUWLh4+OD27dv11leWFgIHx8frYMiIiLTYshy4dy5c8jJyVG8EhISAADPPPOMYpv58+crbbN27VqdxkBERHVZabLTb7/9hsrKyjrLy8vL8ccff2gdFBERmRZDlgsuLi5K799//3106NABQ4cOVSxr0aIFZDKZTs9LRET1a1Ji8f333yv+feDAATg6OireV1ZWIjExEe3bt9dZcEREZNzELhcePnyIr7/+GpGRkZBIJIrlW7duxddffw2ZTIbx48dj2bJlaNGihdrjlJeXo7y8XPG+uLhYbzETEZmrJiUWkyZNAgBIJBKEhYUprbO2tkb79u3x0Ucf6Sw4IiIybmKXC7t370ZhYSFmz56tWDZjxgx4eXlBLpcjNTUVS5cuxZUrV7Bz5061x4mJiUF0dLTe4iQiag6alFhUVVUBALy9vXHu3Dm0bdtWL0EREZFpELtc+OKLLxASEgK5XK5YtmDBAsW//fz84O7ujpEjRyIzMxMdOnRQeZyoqChERkYq3hcXF8PDw0N/gRMRmSGN+lhkZWXpOg4iIjJhYpQLN27cwMGDB+utiQCAwMBAAMC1a9fUJhZSqRRSqVTnMRIRNScaJRYAkJiYiMTEROTn5yueWFX7z3/+o3VgRERkWgxdLsTFxcHV1RXjxo2rd7uUlBQAgLu7u85jICKiv2mUWERHR2PlypXo06cP3N3dlTrMERFR82PocqGqqgpxcXEICwuDldXfRVlmZibi4+MxduxYtGnTBqmpqViyZAmGDBmCnj176jUmIqLmTqPEYtOmTdiyZQtmzZql63iIiMgEGbpcOHjwILKzszF37lyl5TY2Njh48CDWr1+P0tJSeHh4YMqUKXj77bcNEhcRUXOmUWLx8OFDDBgwQNexEBGRiTJ0uTB69GgIglBnuYeHB44ePWqwOIiI6G8azbz9/PPPIz4+XtexEBGRiWK5QEREGtVYlJWVYfPmzTh48CB69uwJa2trpfUff/yxToIjIiLTwHKBiIg0SixSU1PRq1cvAEBaWprSOnbkJiJqflguEBGRRonF4cOHdR0HERGZMJYLRESkUR8LIiIiIiKimjSqsRg+fHi9VduHDh3SOCAiIjI9LBeIiEijxKK6HW21iooKpKSkIC0tDWFhYbqIi4iITAjLBSIi0iixWLduncrlK1asQElJiVYBERGR6WG5QEREGiUW6sycORP9+vXDhx9+qMvDEhGRiWqO5UJ2djYKCgoMes709HSDno+ISBWdJhZJSUmwtbXV5SGJiMiENbdyITs7G126dkXZgwdih0JEZHAaJRaTJ09Wei8IAnJycnD+/HksW7as0cc5duwYPvjgAyQnJyMnJwe7du3CpEmTlI67fPly/Otf/0JhYSEGDhyIjRs3olOnTopt7ty5g4ULF+KHH36AhYUFpkyZgk8++QStWrXS5NKISM8M/WS1bdu28PT0NOg5myNdlQumrqCgAGUPHsBjeiCkrg4GO++9yznIO5DW8IZERHqkUWLh6Oio9N7CwgJdunTBypUrMXr06EYfp7S0FP7+/pg7d26dQgkA1q5di08//RRffvklvL29sWzZMgQHB+PSpUuKJ2ChoaHIyclBQkICKioqMGfOHCxYsADx8fGaXBoR6UkxCiCBBWbOnGnQ89rZtsDlK+lMLvRMV+WCuZC6OqBFO2eDna8sv9hg5yIiUkejxCIuLk4nJw8JCUFISIjKdYIgYP369Xj77bcxceJEAMB///tfuLm5Yffu3Zg2bRrS09Oxf/9+nDt3Dn369AEAfPbZZxg7diw+/PBDyOVyncRJRNq7j2IIqEIYYiCDj0HOmYvr+LIsCgUFBUws9ExX5QIREZkurfpYJCcnK5o1dO/eHb1799ZJUACQlZWF3NxcjBo1SrHM0dERgYGBSEpKwrRp05CUlAQnJydFUgEAo0aNgoWFBc6cOYOnnnpK5bHLy8tRXl6ueF9czCc9RIYigw880E3sMEhP9FkuEBGRcdMoscjPz8e0adNw5MgRODk5AQAKCwsxfPhwbNu2DS4uLloHlpubCwBwc3NTWu7m5qZYl5ubC1dXV6X1VlZWcHZ2VmyjSkxMDKKjo7WOkYiI/mKIcoGIiIybhSY7LVy4EPfu3cPFixdx584d3LlzB2lpaSguLsaiRYt0HaPORUVFoaioSPG6efOm2CEREZk0Uy8XiIhIexrVWOzfvx8HDx6Er6+vYlm3bt0QGxurs056MpkMAJCXlwd3d3fF8ry8PMUMrzKZDPn5+Ur7PXr0CHfu3FHsr4pUKoVUKtVJnEREZJhygYiIjJtGNRZVVVWwtraus9za2hpVVVVaBwUA3t7ekMlkSExMVCwrLi7GmTNnEBQUBAAICgpCYWEhkpOTFdscOnQIVVVVCAwM1EkcRETUMEOUC0REZNw0SixGjBiBV155Bbdu3VIs++OPP7BkyRKMHDmy0ccpKSlBSkoKUlJSAPzVYTslJQXZ2dmQSCRYvHgx3n33XXz//ff49ddf8dxzz0EulyvmuvD19cWYMWMwf/58nD17FidPnkRERASmTZvGEaGIiAxIV+UCERGZLo2aQm3YsAETJkxA+/bt4eHhAQC4efMmevToga+//rrRxzl//jyGDx+ueB8ZGQkACAsLw5YtW/DGG2+gtLQUCxYsQGFhIQYNGoT9+/crzeK6detWREREYOTIkYoJ8j799FNNLouIiDSkq3KBiIhMl0aJhYeHBy5cuICDBw/i8uXLAP6qPag5NGxjDBs2DIIgqF0vkUiwcuVKrFy5Uu02zs7OnAyPiEhkuioXiIjIdDWpKdShQ4fQrVs3FBcXQyKR4IknnsDChQuxcOFC9O3bF927d8fx48f1FSsRERkZlgtERFStSYnF+vXrMX/+fDg4ONRZ5+joiBdeeAEff/yxzoIjIiLjxnKBiIiqNSmx+OWXXzBmzBi160ePHq00QhMREZk3lgtERFStSYlFXl6eyuEEq1lZWeHPP//UOigiIjINLBeIiKhakxKLxx57DGlpaWrXp6amKk1mR0RE5o3lAhERVWvSqFBjx47FsmXLMGbMGKUhXwHgwYMHWL58OZ588kmdBkjGITs7GwUFBQY7X3p6usHORUSaY7lARETVmpRYvP3229i5cyc6d+6MiIgIdOnSBQBw+fJlxMbGorKyEm+99ZZeAiXxZGdno2sXXzwouy92KERkZMQoF1asWIHo6GilZV26dFEMc1tWVoZXX30V27ZtQ3l5OYKDg/H555/Dzc1Np3EQEZGyJiUWbm5uOHXqFF566SVERUUp5qCQSCQIDg5GbGwsb9xmqKCgAA/K7iMMMZDBxyDnvIjj2IMNBjkXEWlOrHKhe/fuOHjwoOK9ldXfxdmSJUuwd+9e7NixA46OjoiIiMDkyZNx8uRJncdBRER/a/IEeV5eXti3bx/u3r2La9euQRAEdOrUCa1bt9ZHfGREZPCBB7oZ5Fy5uG6Q8xCR9sQoF6ysrCCTyeosLyoqwhdffIH4+HiMGDECABAXFwdfX1+cPn0a/fv3V3m88vJylJeXK94XFxfrJ3AiIjPWpM7bNbVu3Rp9+/ZFv379mFQQEZFBy4WMjAzI5XL4+PggNDQU2dnZAIDk5GRUVFQozfjdtWtXeHp6IikpSe3xYmJi4OjoqHh5eHjoNX4iInOkcWJBREQkhsDAQGzZsgX79+/Hxo0bkZWVhcGDB+PevXvIzc2FjY0NnJyclPZxc3NDbm6u2mNGRUWhqKhI8bp586aer4KIyPw0uSkUERGRmEJCQhT/7tmzJwIDA+Hl5YXt27fDzs5Oo2NKpVJIpVJdhUhE1CyxxoKIiEyak5MTOnfujGvXrkEmk+Hhw4coLCxU2iYvL09lnwwiItIdJhZERGTSSkpKkJmZCXd3dwQEBMDa2hqJiYmK9VeuXEF2djaCgoJEjJKIyPyxKRQREZmU1157DePHj4eXlxdu3bqF5cuXw9LSEtOnT4ejoyPmzZuHyMhIODs7w8HBAQsXLkRQUJDaEaGIiEg3mFgQEZFJ+f333zF9+nTcvn0bLi4uGDRoEE6fPg0XFxcAwLp162BhYYEpU6YoTZBHRET6xcSCiIhMyrZt2+pdb2tri9jYWMTGxhooIiIiAtjHgoiIiIiIdICJBRERERERaY2JBRERERERaY2JBRERERERaY2JBRERERERaY2JBRERERERaY2JBRERERERaY2JBRERERERaY2JBRERERERaY2JBRERERERaY2JBRERERERaY2JBRERERERaY2JBRERERERaY2JBRERERERaY2JBRERERERaY2JBRERERERac1K7ACIiIiIiMxdenq6Qc/Xtm1beHp6GvScTCyIiIiIiPSkovgBIAFmzpxp0PPa2tnhyuXLBk0ujDqxWLFiBaKjo5WWdenSBZcvXwYAlJWV4dVXX8W2bdtQXl6O4OBgfP7553BzcxMjXCIiIiIiJZVlFYAAeEwPhNTVwSDnLM8vxs1vzqCgoICJRU3du3fHwYMHFe+trP4OecmSJdi7dy927NgBR0dHREREYPLkyTh58qQYoRIRERERqSR1dUCLds5ih6FXRp9YWFlZQSaT1VleVFSEL774AvHx8RgxYgQAIC4uDr6+vjh9+jT69++v9pjl5eUoLy9XvC8uLtZ94EREREREzYjRjwqVkZEBuVwOHx8fhIaGIjs7GwCQnJyMiooKjBo1SrFt165d4enpiaSkpHqPGRMTA0dHR8XLw8NDr9dARERERGTujDqxCAwMxJYtW7B//35s3LgRWVlZGDx4MO7du4fc3FzY2NjAyclJaR83Nzfk5ubWe9yoqCgUFRUpXjdv3tTjVRARERERmT+jbgoVEhKi+HfPnj0RGBgILy8vbN++HXZ2dhofVyqVQiqV6iJEIiIiIiKCkddY1Obk5ITOnTvj2rVrkMlkePjwIQoLC5W2ycvLU9kng4iIiIiI9MekEouSkhJkZmbC3d0dAQEBsLa2RmJiomL9lStXkJ2djaCgIBGjJCIiIiJqfow6sXjttddw9OhR/Pbbbzh16hSeeuopWFpaYvr06XB0dMS8efMQGRmJw4cPIzk5GXPmzEFQUFC9I0IREZFpi4mJQd++fWFvbw9XV1dMmjQJV65cUdpm2LBhkEgkSq8XX3xRpIiJiJoHo+5j8fvvv2P69Om4ffs2XFxcMGjQIJw+fRouLi4AgHXr1sHCwgJTpkxRmiCPiKim9PR0g56vbdu2Bp2QqLk5evQowsPD0bdvXzx69AhvvvkmRo8ejUuXLqFly5aK7ebPn4+VK1cq3rdo0UKMcImImg2jTiy2bdtW73pbW1vExsYiNjbWQBERkSkpRgEksMDMmTMNel472xa4fCWdyYWe7N+/X+n9li1b4OrqiuTkZAwZMkSxvEWLFo3uc8f5jYiItGfUiQWplp2djYKCAoOdz9BPe4l05T6KIaAKYYiBDD4GOWcuruPLsigUFBQwsTCQoqIiAICzs/KMtlu3bsXXX38NmUyG8ePHY9myZWprLWJiYhAdHa33WImIzBkTCxOTnZ2Nrl188aDsvtihEJkMGXzggW5ih0F6UFVVhcWLF2PgwIHo0aOHYvmMGTPg5eUFuVyO1NRULF26FFeuXMHOnTtVHicqKgqRkZGK98XFxZw8lYioiZhYmJiCggI8KLtv0CewF3Ece7DBIOciImqK8PBwpKWl4cSJE0rLFyxYoPi3n58f3N3dMXLkSGRmZqJDhw51jsP5jYiItMfEwkQZ8glsLq4b5DxERE0RERGBPXv24NixY2jXrl292wYGBgIArl27pjKxICIi7TGxICIikyIIAhYuXIhdu3bhyJEj8Pb2bnCflJQUAIC7u7ueoyMiar6YWBARkUkJDw9HfHw8vvvuO9jb2yM3NxcA4OjoCDs7O2RmZiI+Ph5jx45FmzZtkJqaiiVLlmDIkCHo2bOnyNETEZkvJhZERGRSNm7cCOCvSfBqiouLw+zZs2FjY4ODBw9i/fr1KC0thYeHB6ZMmYK3335bhGiJiJoPJhZERGRSBEGod72HhweOHj1qoGiIiKiahdgBEBERERGR6WNiQUREREREWmNiQUREREREWmNiQUREREREWmNiQUREREREWmNiQUREREREWmNiQUREREREWmNiQUREREREWmNiQUREREREWmNiQUREREREWmNiQUREREREWmNiQUREREREWmNiQUREREREWmNiQUREREREWmNiQUREREREWmNiQUREREREWmNiQUREREREWmNiQUREREREWmNiQUREREREWmNiQUREREREWrMSOwAiInOUnp5u0PO1bdsWnp6eBj0nERFRTUwstJSdnY2CggKDnc/QP1aIqGmKUQAJLDBz5kyDntfOtgUuX0lnckFERKJhYqGF7OxsdO3iiwdl98UOhYiMxH0UQ0AVwhADGXwMcs5cXMeXZVEoKChgYkFERKJhYqGFgoICPCi7b9AfEBdxHHuwwSDnIiLNyeADD3QTOwwiIiKDYWKhA4b8AZGL6wY5DxERERFRU3BUKCIiIiIi0prZJBaxsbFo3749bG1tERgYiLNnz4odEhERiYjlAhGRYZlFYvHtt98iMjISy5cvx4ULF+Dv74/g4GDk5+eLHRoREYmA5QIRkeGZRWLx8ccfY/78+ZgzZw66deuGTZs2oUWLFvjPf/4jdmhERCQClgtERIZn8p23Hz58iOTkZERFRSmWWVhYYNSoUUhKSlK5T3l5OcrLyxXvi4qKAADFxcVNOndJSQkAIBuXUA7DDDmbiyyek+c0yfPynPqTh98A/HVPasp9rHpbQRD0EZZojKFcePDHHVSVP2pq6Borzy82+Hl5Tp6T5zTicxb8dc6mlguAlmWDYOL++OMPAYBw6tQppeWvv/660K9fP5X7LF++XADAF1988cUXINy8edMQt2uDYbnAF1988aX9S5OyweRrLDQRFRWFyMhIxfuqqircuXMHbdq0gUQi0em5iouL4eHhgZs3b8LBwUGnxzZWvGZes7kyt2sWBAH37t2DXC4XOxTRGbJcUMVc/rbM5ToAXoux4rXonzZlg8knFm3btoWlpSXy8vKUlufl5UEmk6ncRyqVQiqVKi1zcnLSV4gAAAcHB6P6ozEEXnPzwGs2bY6OjmKHoHOmUi6oYi5/W+ZyHQCvxVjxWvRL07LB5Dtv29jYICAgAImJiYplVVVVSExMRFBQkIiRERGRGFguEBGJw+RrLAAgMjISYWFh6NOnD/r164f169ejtLQUc+bMETs0IiISAcsFIiLDM4vEYurUqfjzzz/xzjvvIDc3F7169cL+/fvh5uYmdmiQSqVYvnx5nSp2c8Zrbh54zWTMjLlcUMVc/rbM5ToAXoux4rUYN4kgmNk4g0REREREZHAm38eCiIiIiIjEx8SCiIiIiIi0xsSCiIiIiIi0xsSCiIiIiIi0xsRCTyorK7Fs2TJ4e3vDzs4OHTp0wKpVq2BOfeWPHTuG8ePHQy6XQyKRYPfu3UrrBUHAO++8A3d3d9jZ2WHUqFHIyMgQJ1gdqe+aKyoqsHTpUvj5+aFly5aQy+V47rnncOvWLfEC1oGGvueaXnzxRUgkEqxfv95g8elDY645PT0dEyZMgKOjI1q2bIm+ffsiOzvb8MGSyYuNjUX79u1ha2uLwMBAnD17VuyQmmzFihWQSCRKr65du4odVqOYU1nW0LXMnj27zvc0ZswYcYJtQExMDPr27Qt7e3u4urpi0qRJuHLlitI2ZWVlCA8PR5s2bdCqVStMmTKlzsSYYmvMdQwbNqzO9/Liiy+KFLF2mFjoyZo1a7Bx40Zs2LAB6enpWLNmDdauXYvPPvtM7NB0prS0FP7+/oiNjVW5fu3atfj000+xadMmnDlzBi1btkRwcDDKysoMHKnu1HfN9+/fx4ULF7Bs2TJcuHABO3fuxJUrVzBhwgQRItWdhr7nart27cLp06chl8sNFJn+NHTNmZmZGDRoELp27YojR44gNTUVy5Ytg62trYEjJVP37bffIjIyEsuXL8eFCxfg7++P4OBg5Ofnix1ak3Xv3h05OTmK14kTJ8QOqVHMqSxrzP16zJgxSt/TN998Y8AIG+/o0aMIDw/H6dOnkZCQgIqKCowePRqlpaWKbZYsWYIffvgBO3bswNGjR3Hr1i1MnjxZxKjrasx1AMD8+fOVvpe1a9eKFLGWBNKLcePGCXPnzlVaNnnyZCE0NFSkiPQLgLBr1y7F+6qqKkEmkwkffPCBYllhYaEglUqFb775RoQIda/2Naty9uxZAYBw48YNwwSlZ+qu+ffffxcee+wxIS0tTfDy8hLWrVtn8Nj0RdU1T506VZg5c6Y4AZFZ6devnxAeHq54X1lZKcjlciEmJkbEqJpu+fLlgr+/v9hhaM2cyjJV966wsDBh4sSJosSjrfz8fAGAcPToUUEQ/voerK2thR07dii2SU9PFwAISUlJYoXZoNrXIQiCMHToUOGVV14RLygdYo2FngwYMACJiYm4evUqAOCXX37BiRMnEBISInJkhpGVlYXc3FyMGjVKsczR0RGBgYFISkoSMYB1vw8AAArGSURBVDLDKioqgkQigZOTk9ih6E1VVRVmzZqF119/Hd27dxc7HL2rqqrC3r170blzZwQHB8PV1RWBgYH1NhEjUuXhw4dITk5Wuk9aWFhg1KhRJnmfzMjIgFwuh4+PD0JDQ82iaaA5lmVHjhyBq6srunTpgpdeegm3b98WO6RGKSoqAgA4OzsDAJKTk1FRUaH03XTt2hWenp5G/d3Uvo5qW7duRdu2bdGjRw9ERUXh/v37YoSnNbOYedsY/eMf/0BxcTG6du0KS0tLVFZWYvXq1QgNDRU7NIPIzc0FgDqz3Lq5uSnWmbuysjIsXboU06dPh4ODg9jh6M2aNWtgZWWFRYsWiR2KQeTn56OkpATvv/8+3n33XaxZswb79+/H5MmTcfjwYQwdOlTsEMlEFBQUoLKyUuV98vLlyyJFpZnAwEBs2bIFXbp0QU5ODqKjozF48GCkpaXB3t5e7PA0Zm5l2ZgxYzB58mR4e3sjMzMTb775JkJCQpCUlARLS0uxw1OrqqoKixcvxsCBA9GjRw8Af303NjY2dR7cGfN3o+o6AGDGjBnw8vKCXC5Hamoqli5diitXrmDnzp0iRqsZJhZ6sn37dmzduhXx8fHo3r07UlJSsHjxYsjlcoSFhYkdHulZRUUFnn32WQiCgI0bN4odjt4kJyfjk08+wYULFyCRSMQOxyCqqqoAABMnTsSSJUsAAL169cKpU6ewadMmJhbULNWsje/ZsycCAwPh5eWF7du3Y968eSJGRjVNmzZN8W8/Pz/07NkTHTp0wJEjRzBy5EgRI6tfeHg40tLSTKbfjjrqrmPBggWKf/v5+cHd3R0jR45EZmYmOnToYOgwtcKmUHry+uuv4x//+AemTZsGPz8/zJo1C0uWLEFMTIzYoRmETCYDgDqjM+Tl5SnWmavqpOLGjRtISEgw69qK48ePIz8/H56enrCysoKVlRVu3LiBV199Fe3btxc7PL1o27YtrKys0K1bN6Xlvr6+ZtH0gwynbdu2sLS0NMv7pJOTEzp37oxr166JHYpWzL0s8/HxQdu2bY36e4qIiMCePXtw+PBhtGvXTrFcJpPh4cOHKCwsVNreWL8bddehSmBgIAAY9feiDhMLPbl//z4sLJQ/XktLS8XTTnPn7e0NmUyGxMRExbLi4mKcOXMGQUFBIkamX9VJRUZGBg4ePIg2bdqIHZJezZo1C6mpqUhJSVG85HI5Xn/9dRw4cEDs8PTCxsYGffv2rTNc4NWrV+Hl5SVSVGSKbGxsEBAQoHSfrKqqQmJiosnfJ0tKSpCZmQl3d3exQ9GKuZdlv//+O27fvm2U35MgCIiIiMCuXbtw6NAheHt7K60PCAiAtbW10ndz5coVZGdnG9V309B1qJKSkgIARvm9NIRNofRk/PjxWL16NTw9PdG9e3f8/PPP+PjjjzF37lyxQ9OZkpISpWw6KysLKSkpcHZ2hqenJxYvXox3330XnTp1gre3N5YtWwa5XI5JkyaJF7SW6rtmd3d3PP3007hw4QL27NmDyspKRTtPZ2dn2NjYiBW2Vhr6nmsnT9bW1pDJZOjSpYuhQ9WZhq759ddfx9SpUzFkyBAMHz4c+/fvxw8//IAjR46IFzSZpMjISISFhaFPnz7o168f1q9fj9LSUsyZM0fs0Jrktddew/jx4+Hl5YVbt25h+fLlsLS0xPTp08UOrUHmVJbVdy3Ozs6Ijo7GlClTIJPJkJmZiTfeeAMdO3ZEcHCwiFGrFh4ejvj4eHz33Xewt7dXlKeOjo6ws7ODo6Mj5s2bh8jISDg7O8PBwQELFy5EUFAQ+vfvL3L0f2voOjIzMxEfH4+xY8eiTZs2SE1NxZIlSzBkyBD07NlT5Og1IPKoVGaruLhYeOWVVwRPT0/B1tZW8PHxEd566y2hvLxc7NB05vDhwwKAOq+wsDBBEP4apm/ZsmWCm5ubIJVKhZEjRwpXrlwRN2gt1XfNWVlZKtcBEA4fPix26Bpr6HuuzRyGm23MNX/xxRdCx44dBVtbW8Hf31/YvXu3eAGTSfvss88ET09PwcbGRujXr59w+vRpsUNqsqlTpwru7u6CjY2N8NhjjwlTp04Vrl27JnZYjWJOZVl913L//n1h9OjRgouLi2BtbS14eXkJ8+fPF3Jzc8UOWyV15WlcXJximwcPHggvv/yy0Lp1a6FFixbCU089JeTk5IgXtAoNXUd2drYwZMgQwdnZWZBKpULHjh2F119/XSgqKhI3cA1JBMGMpoImIiIiIiJRsI8FERERERFpjYkFERERERFpjYkFERERERFpjYkFERERERFpjYkFERERERFpjYkFERERERFpjYkFERERERFpjYkFERERERFpjYkFkYiGDRuGxYsXix0GEREZCZYLZMqYWBBpaPz48RgzZozKdcePH4dEIkFqaqqBoyIiIrGwXKDmjokFkYbmzZuHhIQE/P7773XWxcXFoU+fPujZs6cIkRERkRhYLlBzx8SCSENPPvkkXFxcsGXLFqXlJSUl2LFjByZNmoTp06fjscceQ4sWLeDn54dvvvmm3mNKJBLs3r1baZmTk5PSOW7evIlnn30WTk5OcHZ2xsSJE/Hbb7/p5qKIiEhjLBeouWNiQaQhKysrPPfcc9iyZQsEQVAs37FjByorKzFz5kwEBARg7969SEtLw4IFCzBr1iycPXtW43NWVFQgODgY9vb2OH78OE6ePIlWrVphzJgxePjwoS4ui4iINMRygZo7JhZEWpg7dy4yMzNx9OhRxbK4uDhMmTIFXl5eeO2119CrVy/4+Phg4cKFGDNmDLZv367x+b799ltUVVXh3//+N/z8/ODr64u4uDhkZ2fjyJEjOrgiIiLSBssFas6YWBBpoWvXrhgwYAD+85//AACuXbuG48ePY968eaisrMSqVavg5+cHZ2dntGrVCgcOHEB2drbG5/vll19w7do12Nvbo1WrVmjVqhWcnZ1RVlaGzMxMXV0WERFpiOUCNWdWYgdAZOrmzZuHhQsXIjY2FnFxcejQoQOGDh2KNWvW4JNPPsH69evh5+eHli1bYvHixfVWTUskEqXqc+Cvau5qJSUlCAgIwNatW+vs6+LioruLIiIijbFcoOaKiQWRlp599lm88soriI+Px3//+1+89NJLkEgkOHnyJCZOnIiZM2cCAKqqqnD16lV069ZN7bFcXFyQk5OjeJ+RkYH79+8r3j/++OP49ttv4erqCgcHB/1dFBERaYzlAjVXbApFpKVWrVph6tSpiIqKQk5ODmbPng0A6NSpExISEnDq1Cmkp6fjhRdeQF5eXr3HGjFiBDZs2ICff/4Z58+fx4svvghra2vF+tDQULRt2xYTJ07E8ePHkZWVhSNHjmDRokUqhzckIiLDY7lAzRUTCyIdmDdvHu7evYvg4GDI5XIAwNtvv43HH38cwcHBGDZsGGQyGSZNmlTvcT766CN4eHhg8ODBmDFjBl577TW0aNFCsb5FixY4duwYPD09MXnyZPj6+mLevHkoKyvjkyoiIiPCcoGaI4lQu+EeERERERFRE7HGgoiIiIiItMbEgoiIiIiItMbEgoiIiIiItMbEgoiIiIiItMbEgoiIiIiItMbEgoiIiIiItMbEgoiIiIiItMbEgoiIiIiItMbEgoiIiIiItMbEgoiIiIiItMbEgoiIiIiItPb/ANhjNwxanZ+tAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 800x600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(2, 2, figsize=(8, 6))\n",
    "axs = axs.flatten()\n",
    "\n",
    "fig.suptitle('Multiple plots example', fontsize=16)\n",
    "\n",
    "axs[0].set_title('Full data range')\n",
    "axs[0].scatter(df['x'], df['y1_noise'], s=10, label='Feature 1')\n",
    "axs[0].scatter(df['x'], df['y2_noise'], s=10, label='Feature 2')\n",
    "axs[0].set_xlabel('x value')\n",
    "axs[0].set_ylabel('y value')\n",
    "axs[0].legend(loc='upper left', markerscale=2)\n",
    "\n",
    "axs[1].set_title('Zoomed in view')\n",
    "axs[1].scatter(df['x'], df['y1_noise'], s=10, label='Feature 1')\n",
    "axs[1].scatter(df['x'], df['y2_noise'], s=10, label='Feature 2')\n",
    "axs[1].set_xlim(3, 7)\n",
    "axs[1].set_ylim(5, 19)\n",
    "axs[1].set_xlabel('x value')\n",
    "axs[1].set_ylabel('y value')\n",
    "axs[1].legend(loc='upper left', markerscale=2)\n",
    "\n",
    "axs[2].set_title('Histogram of Feature 1')\n",
    "axs[2].hist(df['y1_noise'], color=colors[0], edgecolor='black')\n",
    "axs[2].set_xlabel('Value')\n",
    "axs[2].set_ylabel('Count')\n",
    "\n",
    "axs[3].set_title('Histogram of Feature 2')\n",
    "axs[3].hist(df['y2_noise'], color=colors[1], edgecolor='black')\n",
    "axs[3].set_xlabel('Value')\n",
    "axs[3].set_ylabel('Count')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.savefig('multiple_plots.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4a6f3773",
   "metadata": {},
   "source": [
    "## 2. Seaborn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "e7cdcdcb",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "\n",
    "# Unset color cycle from prior example\n",
    "sns.reset_defaults()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "90170afb",
   "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>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   total_bill   tip     sex smoker  day    time  size\n",
       "0       16.99  1.01  Female     No  Sun  Dinner     2\n",
       "1       10.34  1.66    Male     No  Sun  Dinner     3\n",
       "2       21.01  3.50    Male     No  Sun  Dinner     3\n",
       "3       23.68  3.31    Male     No  Sun  Dinner     2\n",
       "4       24.59  3.61  Female     No  Sun  Dinner     4"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Load the built in tips dataset\n",
    "tips_df = sns.load_dataset('tips')\n",
    "tips_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "53db55c0",
   "metadata": {},
   "source": [
    "### 2.1. Line plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "1de5b537",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title('Tips by day')\n",
    "sns.lineplot(x='day', y='total_bill', data=tips_df, hue='smoker')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "93ec8567",
   "metadata": {},
   "source": [
    "### 2.2. Scatter plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "f8d12dd9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title('Total bill vs tip')\n",
    "sns.scatterplot(x='total_bill', y='tip', data=tips_df, hue='smoker')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eb9a4036",
   "metadata": {},
   "source": [
    "### 2.3. Distribution plots\n",
    "\n",
    "#### 2.3.1. Histogram"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "d1d0f0b9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title('Total bill distribution')\n",
    "sns.histplot(tips_df['total_bill'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ce55d6b4",
   "metadata": {},
   "source": [
    "#### 2.3.2. KDE (kernel density estimate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "dc68cbaf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title('Total bill distribution')\n",
    "sns.kdeplot(tips_df['total_bill'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eff21f25",
   "metadata": {},
   "source": [
    "#### 2.3.3. Pair plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "2af7eeae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 850.25x750 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(tips_df, hue='sex')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a2bee8cf",
   "metadata": {},
   "source": [
    "#### 2.3.4. Boxplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "b376bb6a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title('Total bill by day')\n",
    "sns.boxplot(x='day', y='total_bill', data=tips_df, hue='sex')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.12.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
