ExploratoryDataAnalysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Exploratory Data Analysis\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt \n",
    "import seaborn as sns "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "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>Unnamed: 0</th>\n",
       "      <th>Location</th>\n",
       "      <th>Title</th>\n",
       "      <th>Price</th>\n",
       "      <th>Style</th>\n",
       "      <th>Bedrooms</th>\n",
       "      <th>Bathrooms</th>\n",
       "      <th>Size(sqft)</th>\n",
       "      <th>Air Conditioned</th>\n",
       "      <th>Den</th>\n",
       "      <th>Bachelor/Studio</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>Guelph</td>\n",
       "      <td>Two bedroom basement apartment for rent in so...</td>\n",
       "      <td>1700</td>\n",
       "      <td>Basement</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>800</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Guelph</td>\n",
       "      <td>One Bedroom Walkout Apartment for Rent</td>\n",
       "      <td>1895</td>\n",
       "      <td>Apartment</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Limited</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>Guelph</td>\n",
       "      <td>The Chelsea  - 1 Bedroom Apartment for Rent</td>\n",
       "      <td>2381</td>\n",
       "      <td>Apartment</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>721</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>Guelph</td>\n",
       "      <td>The Chelsea  - 2 Bedroom Apartment for Rent</td>\n",
       "      <td>2798</td>\n",
       "      <td>Apartment</td>\n",
       "      <td>2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1002</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Guelph</td>\n",
       "      <td>996 Paisley Rd. - 1 Bedroom Apartment for Rent</td>\n",
       "      <td>2250</td>\n",
       "      <td>Apartment</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>710</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0 Location                                              Title  \\\n",
       "0           0   Guelph   Two bedroom basement apartment for rent in so...   \n",
       "1           1   Guelph             One Bedroom Walkout Apartment for Rent   \n",
       "2           2   Guelph        The Chelsea  - 1 Bedroom Apartment for Rent   \n",
       "3           3   Guelph        The Chelsea  - 2 Bedroom Apartment for Rent   \n",
       "4           4   Guelph     996 Paisley Rd. - 1 Bedroom Apartment for Rent   \n",
       "\n",
       "   Price       Style Bedrooms  Bathrooms Size(sqft) Air Conditioned   Den  \\\n",
       "0   1700    Basement        2        1.0        800                No  No   \n",
       "1   1895   Apartment        1        1.0    Limited                No  No   \n",
       "2   2381   Apartment        1        1.0        721               Yes  No   \n",
       "3   2798   Apartment        2        2.0       1002               Yes  No   \n",
       "4   2250   Apartment        1        1.0        710               Yes  No   \n",
       "\n",
       "  Bachelor/Studio  \n",
       "0              No  \n",
       "1              No  \n",
       "2              No  \n",
       "3              No  \n",
       "4              No  "
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('housing_cleaned.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Data Cleaning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2 = pd.read_csv('housing_cleaned.csv')\n",
    "\n",
    "df2 = df2[df2[\"Size(sqft)\"].str.contains(\"N/A\") == False]\n",
    "df2 = df2[df2[\"Size(sqft)\"].str.contains(\"Limited\") == False]\n",
    "df2= df2[df2[\"Bedrooms\"].str.contains(\"5+\") == False]\n",
    "df = df[df[\"Bedrooms\"].str.contains(\"5+\") == False]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2['Bedrooms'] = df2[\"Bedrooms\"].astype(float)\n",
    "df2['Bathrooms'] = df2[\"Bathrooms\"].astype(float)\n",
    "df['Bedrooms'] = df[\"Bedrooms\"].astype(float)\n",
    "df['Bathrooms'] = df[\"Bathrooms\"].astype(float)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Scatterplots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Price per Square Footage in Ontario University Cities')]"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df2['Price'] = df2[\"Price\"].astype(float)\n",
    "df2['Size(sqft)'] = df2[\"Size(sqft)\"].astype(float)\n",
    "\n",
    "sns.scatterplot(data=df2, x=\"Size(sqft)\", y=\"Price\", hue=\"Location\").set(title = 'Price per Square Footage in Ontario University Cities')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Heatmaps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Key Values Heatmap')]"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(df2[['Price', 'Size(sqft)', 'Bedrooms', 'Bathrooms']].corr(), annot=True).set(title = 'Key Values Heatmap')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Bar Graphs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Bedroom Number Affect on Pricing Per City')]"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(data=df, x=\"Bedrooms\", y=\"Price\", hue=\"Location\").set(title = 'Bedroom Number Affect on Pricing Per City')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Bathroom Number Affect on Pricing Per City')]"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(data=df, x=\"Bathrooms\", y=\"Price\", hue=\"Location\").set(title = 'Bathroom Number Affect on Pricing Per City')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Bedroom correlation to Square Footage Per City')]"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(data=df2, x=\"Bedrooms\", y=\"Size(sqft)\", hue=\"Location\").set(title = 'Bedroom correlation to Square Footage Per City')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Bathroom correlation to Square Footage Per City')]"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(data=df2, x=\"Bathrooms\", y=\"Size(sqft)\", hue=\"Location\").set(title = 'Bathroom correlation to Square Footage Per City')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Den Affect on Pricing Per City')]"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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uXa199+3bF3/9618RHh6O1NRUeHp6Ql9fH1evXsX27dsRGRmJ4cOHQ6FQYNmyZRg/fjxeffVVjBo1Cs2aNcPZs2fx4MEDbN68GQDg6uqKrVu3IiQkBK+++ipMTU0xZMiQCo/drVs3+Pv7Y/369bh37x769u2LkydPYvPmzfD19UW/fv2q90Y1IB0dHaxduxZDhgxB9+7dMW7cONjY2ODy5ctIS0tDXFxcrY8xd+5c7N+/H25ubpg0aRJKSkqwatUqdO3aFampqbU/CTwJFdu2bcPEiRNx6NAhuLm5oaSkBJcvX8a2bdsQFxeHXr161Wjf06ZNQ1paGiIiInDo0CHxSdVqtRqxsbE4efIkkpKSKt3+eb9Lo0aNQmhoKHbu3IlJkyaJj4cgei7t3eBG1DSU3Rpf9jIwMBCUSqXw9ttvC5GRkUJeXl6F212/fl3w8/MTlEqloK+vL7Rq1UoYPHiw8OOPP5bb97O39Fd0u/GznJ2dhTZt2lRZu7u7u2BlZSUUFRVV67b7MuvXrxdcXV0FIyMjwczMTHB2dhZCQ0OF27dva/T7+eefhTfeeEMwMjISFAqF8Nprrwk//PCDuD4/P18YNWqUYGFhIQB47i34RUVFwrx58wQHBwdBX19fsLOzE8LCwjQeYyAIT2679/HxqfCcXuRWa1TwpOpnlf1bbN++vdJ1z/47HT16VHj77bcFMzMzwcTERHBxcdG4db6y2+4rqsXe3l7w9/fXaEtISBB69OghGBgYCO3btxc2bNggTJ06VTA0NHzOGVf++IVnPX78WFi8eLHQpUsXQS6XC82aNRNcXV2FefPmCbm5uc+t+3l+/PFHwdPTU2jevLmgp6cn2NjYCB988IGQmJgo9qno/X2R36VBgwYJAISkpKRq10XSxe8yIyJ6Cfj6+iItLQ1Xr17Vdila99577+H8+fN1Oq+KXn6cQ0RE1MQ8fPhQY/nq1avYs2eP+PUbUpaZmYndu3djzJgx2i6FmhheISIiamJsbGwwduxYtGvXDn/88QfWrl2LwsJCnDlzBh07dtR2eVqRnp6OY8eOYcOGDTh16hSuX78ufnUN0YvgpGoioiZm4MCB+OGHH6BWqyGXy6FSqbBw4ULJhiEAOHz4MMaNG4c2bdpg8+bNDENUbbxCRERERJLHOUREREQkeQxEREREJHmcQ/QCSktLcfv2bZiZmdXpY+yJiIio/giCgPv378PW1hY6OlVfA2IgegG3b98u92WGRERE1DTcvHkTrVu3rrIPA9ELMDMzA/DkDVUoFFquhoiIiF5EXl4e7OzsxM/xqjAQvYCyYTKFQsFARERE1MS8yHQXTqomIiIiyWMgIiIiIsljICIiIiLJ4xyiOlRSUoKioiJtl9Hk6OvrQ1dXV9tlEBGRhDEQ1QFBEKBWq3Hv3j1tl9JkWVhYQKlU8jlPRESkFQxEdaAsDFlZWcHY2Jgf6tUgCAIePHiA7OxsAE++xZuIiKihMRDVUklJiRiGLC0ttV1Ok2RkZAQAyM7OhpWVFYfPiIiowXFSdS2VzRkyNjbWciVNW9n7xzlYRESkDQxEdYTDZLXD94+IiLSJgYiIiIgkr9EEokWLFkEmkyE4OFhse/ToEQIDA2FpaQlTU1MMGzYMWVlZGttlZGTAx8cHxsbGsLKywrRp01BcXKzRJzExET179oRcLkeHDh0QFRXVAGdUv8aOHQtfX19tl0FERPRSaBSB6NSpU/jqq6/g4uKi0T5lyhT88ssv2L59Ow4fPozbt29j6NCh4vqSkhL4+Pjg8ePHSEpKwubNmxEVFYXZs2eLfdLT0+Hj44N+/fohNTUVwcHBGD9+POLi4hrk3MaOHQuZTCa+LC0tMXDgQJw7d65Bjk9ERETPp/VAlJ+fj9GjR+Prr79Gs2bNxPbc3Fxs3LgRX375Jfr37w9XV1ds2rQJSUlJOH78OABg//79uHjxIr7//nt0794d3t7eWLBgAVavXo3Hjx8DANatWwcHBwdERETA0dERQUFBGD58OJYtW9Zg5zhw4EBkZmYiMzMTCQkJ0NPTw+DBg+v1mGXnT0RERM+n9UAUGBgIHx8feHh4aLSnpKSgqKhIo71z585o06YNkpOTAQDJyclwdnaGtbW12MfLywt5eXlIS0sT+zy7by8vL3EfDUEul0OpVEKpVKJ79+747LPPcPPmTeTk5AAAbt68iffffx8WFhZo3rw53n33Xdy4cUPcvqSkBCEhIbCwsIClpSVCQ0MhCILGMdzd3REUFITg4GC0aNECXl5eAIDDhw/jtddeg1wuh42NDT777DONIcXCwkL8/e9/h5WVFQwNDfHmm2/i1KlT4vrExETIZDLExcWhR48eMDIyQv/+/ZGdnY29e/fC0dERCoUCo0aNwoMHD8TtfvzxRzg7O8PIyAiWlpbw8PBAQUFBfby9REREtabVQLRlyxb89ttvCA8PL7dOrVbDwMAAFhYWGu3W1tZQq9Vin6fDUNn6snVV9cnLy8PDhw8rrKuwsBB5eXkar7qSn5+P77//Hh06dIClpSWKiorg5eUFMzMz/Prrrzh27BhMTU0xcOBA8SpPREQEoqKi8M033+Do0aO4c+cOdu7cWW7fmzdvhoGBAY4dO4Z169bhP//5DwYNGoRXX30VZ8+exdq1a7Fx40b885//FLcJDQ3FTz/9hM2bN+O3335Dhw4d4OXlhTt37mjse+7cuVi1ahWSkpLEALd8+XLExMRg9+7d2L9/P1auXAkAyMzMxMiRI/HRRx/h0qVLSExMxNChQ8uFOCIiosZCaw9mvHnzJiZPnoz4+HgYGhpqq4wKhYeHY968eXW2v127dsHU1BQAUFBQABsbG+zatQs6OjqIiYlBaWkpNmzYIN56vmnTJlhYWCAxMRGenp5Yvnw5wsLCxPlT69atq3AOVMeOHbFkyRJx+R//+Afs7OywatUqyGQydO7cGbdv38b06dMxe/ZsPHz4EGvXrkVUVBS8vb0BAF9//TXi4+OxceNGTJs2TdzXP//5T7i5uQEAAgICEBYWhuvXr6Ndu3YAgOHDh+PQoUOYPn06MjMzUVxcjKFDh8Le3h4A4OzsXGfvJxERvbhVU3/RdglVCooYou0SAGjxClFKSgqys7PRs2dP6OnpQU9PD4cPH8aKFSugp6cHa2trPH78uNz3g2VlZUGpVAIAlEplubvOypaf10ehUIhPSH5WWFgYcnNzxdfNmzdrda5lE7pTU1Nx8uRJeHl5wdvbG3/88QfOnj2La9euwczMDKampjA1NUXz5s3x6NEjXL9+Hbm5ucjMzETv3r3F/enp6aFXr17ljuPq6qqxfOnSJahUKo1n/Li5uSE/Px+3bt3C9evXUVRUJAYd4MkXrb722mu4dOmSxr6envBubW0NY2NjMQyVtZV9/Ua3bt0wYMAAODs7Y8SIEfj6669x9+7dGr57RERE9U9rV4gGDBiA8+fPa7SNGzcOnTt3xvTp02FnZwd9fX0kJCRg2LBhAIArV64gIyMDKpUKAKBSqfD555+LX/kAAPHx8VAoFHBychL77NmzR+M48fHx4j4qIpfLIZfL6+xcTUxM0KFDB3F5w4YNMDc3x9dff438/Hy4uroiOjq63HYtW7as9nHqi76+vvizTCbTWC5rKy0tBQDo6uoiPj4eSUlJ4lDaP/7xD5w4cQIODg71ViMREVFNae0KkZmZGbp27arxMjExgaWlJbp27Qpzc3MEBAQgJCQEhw4dQkpKCsaNGweVSoXXX38dAODp6QknJyeMGTMGZ8+eRVxcHGbOnInAwEAx0EycOBG///47QkNDcfnyZaxZswbbtm3DlClTtHXqkMlk0NHRwcOHD9GzZ09cvXoVVlZW6NChg8bL3Nwc5ubmsLGxwYkTJ8Tti4uLkZKS8tzjODo6Ijk5WWPuzrFjx2BmZobWrVujffv24pyjMkVFRTh16pQYKGtzjm5ubpg3bx7OnDkDAwODCuc9ERERNQZav8usKsuWLcPgwYMxbNgw9OnTB0qlEjt27BDX6+rqYteuXdDV1YVKpcJf/vIX+Pn5Yf78+WIfBwcH7N69G/Hx8ejWrRsiIiKwYcMG8S6shlBYWAi1Wg21Wo1Lly7hk08+QX5+PoYMGYLRo0ejRYsWePfdd/Hrr78iPT0diYmJ+Pvf/45bt24BACZPnoxFixYhNjYWly9fxt/+9rdyQ4kV+dvf/oabN2/ik08+weXLl/Gvf/0Lc+bMQUhICHR0dGBiYoJJkyZh2rRp2LdvHy5evIgJEybgwYMHCAgIqPH5njhxAgsXLsTp06eRkZGBHTt2ICcnB46OjjXeJxERUX1qVN92n5iYqLFsaGiI1atXY/Xq1ZVuY29vX25I7Fnu7u44c+ZMXZRYI/v27YONjQ2AJ1fGOnfujO3bt8Pd3R0AcOTIEUyfPh1Dhw7F/fv30apVKwwYMAAKhQIAMHXqVGRmZsLf3x86Ojr46KOP8N577yE3N7fK47Zq1Qp79uzBtGnT0K1bNzRv3hwBAQGYOXOm2GfRokUoLS3FmDFjcP/+ffTq1QtxcXEaz4SqLoVCgSNHjmD58uXIy8uDvb09IiIixInbREREjY1M4L3Qz5WXlwdzc3Pk5uaKIaXMo0ePkJ6eDgcHh0Z3t1xTwveRiKh+SPkus6o+v5/VqIfMiIiIiBoCAxERERFJHgMRERERSR4DEREREUkeAxERERFJHgMRERERSR4DEREREUkeAxERERFJHgMRERERSR4DEREREUleo/ouMylwnfZtgx0rZalfjbZbvXo1li5dCrVajW7dumHlypV47bXXKu2/fft2zJo1Czdu3EDHjh2xePFiDBo0qKZlExERNTheISINW7duRUhICObMmYPffvsN3bp1g5eXF7Kzsyvsn5SUhJEjRyIgIABnzpyBr68vfH19ceHChQaunIiIqOYYiEjDl19+iQkTJmDcuHFwcnLCunXrYGxsjG+++abC/pGRkRg4cCCmTZsGR0dHLFiwAD179sSqVasauHIiIqKaYyAi0ePHj5GSkgIPDw+xTUdHBx4eHkhOTq5wm+TkZI3+AODl5VVpfyIiosaIgYhEf/75J0pKSmBtba3Rbm1tDbVaXeE2arW6Wv2JiIgaIwYiIiIikjwGIhK1aNECurq6yMrK0mjPysqCUqmscBulUlmt/kRERI0RAxGJDAwM4OrqioSEBLGttLQUCQkJUKlUFW6jUqk0+gNAfHx8pf2JiIgaIz6HiDSEhITA398fvXr1wmuvvYbly5ejoKAA48aNAwD4+fmhVatWCA8PBwBMnjwZffv2RUREBHx8fLBlyxacPn0a69ev1+ZpEBERVQsDEWn44IMPkJOTg9mzZ0OtVqN79+7Yt2+fOHE6IyMDOjr/u7D4xhtvICYmBjNnzsSMGTPQsWNHxMbGomvXrto6BSIiomqTCYIgaLuIxi4vLw/m5ubIzc2FQqHQWPfo0SOkp6fDwcEBhoaGWqqw6eP7SERUP1ZN/UXbJVQpKGJIve27qs/vZ3EOEREREUkeAxERERFJHgMRERERSR4DEREREUkeAxERERFJHgMRERERSR4DEREREUkeAxERERFJHgMRERERSR4DEREREUkev8usgWXMd26wY7WZfb7a2xw5cgRLly5FSkoKMjMzsXPnTvj6+la5TWJiIkJCQpCWlgY7OzvMnDkTY8eOrVnRREREWqDVK0Rr166Fi4sLFAoFFAoFVCoV9u7dK653d3eHTCbTeE2cOFFjHxkZGfDx8YGxsTGsrKwwbdo0FBcXa/RJTExEz549IZfL0aFDB0RFRTXE6TVJBQUF6NatG1avXv1C/dPT0+Hj44N+/fohNTUVwcHBGD9+POLi4uq5UiIiorqj1StErVu3xqJFi9CxY0cIgoDNmzfj3XffxZkzZ9ClSxcAwIQJEzB//nxxG2NjY/HnkpIS+Pj4QKlUIikpCZmZmfDz84O+vj4WLlwI4H8f2BMnTkR0dDQSEhIwfvx42NjYwMvLq2FPuAnw9vaGt7f3C/dft24dHBwcEBERAQBwdHTE0aNHsWzZMr6/RETUZGg1EA0ZovkNt59//jnWrl2L48ePi4HI2NgYSqWywu3379+Pixcv4sCBA7C2tkb37t2xYMECTJ8+HXPnzoWBgQE/sOtZcnIyPDw8NNq8vLwQHBysnYKIiIhqoNFMqi4pKcGWLVtQUFAAlUoltkdHR6NFixbo2rUrwsLC8ODBA3FdcnIynJ2dYW1tLbZ5eXkhLy8PaWlpYp+KPrCTk5Pr+YykQa1Wa7z/AGBtbY28vDw8fPhQS1URERFVj9YnVZ8/fx4qlQqPHj2Cqakpdu7cCScnJwDAqFGjYG9vD1tbW5w7dw7Tp0/HlStXsGPHDgCVfxiXrauqT9kHtpGRUbmaCgsLUVhYKC7n5eXV3QkTERFRo6P1QNSpUyekpqYiNzcXP/74I/z9/XH48GE4OTnh448/Fvs5OzvDxsYGAwYMwPXr19G+fft6qyk8PBzz5s2rt/2/TJRKJbKysjTasrKyoFAoKgybREREjZHWh8wMDAzQoUMHuLq6Ijw8HN26dUNkZGSFfXv37g0AuHbtGoDKP4zL1lXVp6oP7LCwMOTm5oqvmzdv1vwEX3IqlQoJCQkabfHx8RrDnkRERI2d1gPRs0pLSzWGq56WmpoKALCxsQHw5MP4/PnzyM7OFvvEx8dDoVCIw241+cCWy+XiowDKXlKRn5+P1NRU8b1OT09HamoqMjIyADwJi35+fmL/iRMn4vfff0doaCguX76MNWvWYNu2bZgyZYo2yiciIqoRrQ6ZhYWFwdvbG23atMH9+/cRExODxMRExMXF4fr164iJicGgQYNgaWmJc+fOYcqUKejTpw9cXFwAAJ6ennBycsKYMWOwZMkSqNVqzJw5E4GBgZDL5QCefGCvWrUKoaGh+Oijj3Dw4EFs27YNu3fv1uapN1qnT59Gv379xOWQkBAAgL+/P6KiopCZmSmGIwBwcHDA7t27MWXKFERGRqJ169bYsGED7+AjIqImRauBKDs7G35+fsjMzIS5uTlcXFwQFxeHt99+Gzdv3sSBAwewfPlyFBQUwM7ODsOGDcPMmTPF7XV1dbFr1y5MmjQJKpUKJiYm8Pf313huUWP7wK7J06Mbkru7OwRBqHR9RQ+1dHd3x5kzZ+qxKiIiovql1UC0cePGStfZ2dnh8OHDz92Hvb099uzZU2UffmATERFRVRrdHCIiIiKihsZARERERJLHQERERESSx0BEREREksdARERERJLHQERERESSx0BEREREksdARERERJLHQERERESSp9UnVUuR20q3BjvWsU+OVat/eHg4duzYgcuXL8PIyAhvvPEGFi9ejE6dOlW53fbt2zFr1izcuHEDHTt2xOLFizFo0KDalE5ERNSgeIWIRIcPH0ZgYCCOHz+O+Ph4FBUVwdPTEwUFBZVuk5SUhJEjRyIgIABnzpyBr68vfH19ceHChQasnIiIqHZ4hYhE+/bt01iOioqClZUVUlJS0KdPnwq3iYyMxMCBAzFt2jQAwIIFCxAfH49Vq1Zh3bp19V4zERFRXeAVIqpUbm4uAKB58+aV9klOToaHh4dGm5eXF5KTk+u1NiIiorrEQEQVKi0tRXBwMNzc3NC1a9dK+6nValhbW2u0WVtbQ61W13eJREREdYZDZlShwMBAXLhwAUePHtV2KURERPWOgYjKCQoKwq5du3DkyBG0bt26yr5KpRJZWVkabVlZWVAqlfVZIhERUZ1iICKRIAj45JNPsHPnTiQmJsLBweG526hUKiQkJCA4OFhsi4+Ph0qlqsdKqbGaPHkycnJyAAAtW7ZEZGSklisiInoxDEQkCgwMRExMDP71r3/BzMxMnAdkbm4OIyMjAICfnx9atWqF8PBwAE8+APv27YuIiAj4+Phgy5YtOH36NNavX6+18yDtycnJKXfFkIioKWAgamDVfVhiQ1q7di0AwN3dXaN906ZNGDt2LAAgIyMDOjr/m4v/xhtvICYmBjNnzsSMGTPQsWNHxMbGVjkRm4iIqLFhICKRIAjP7ZOYmFiubcSIERgxYkQ9VERERNQweNs9ERERSR4DEREREUkeAxERERFJHgMRERERSR4DEREREUkeAxERERFJHgMRERERSR4DEREREUkeAxERERFJHgMRERERSR6/uqOBHe7Tt8GO1ffI4Wr1X7t2LdauXYsbN24AALp06YLZs2fD29u70m22b9+OWbNm4caNG+jYsSMWL16MQYMG1aZsIiJJmjx5MnJycgAALVu2RGRkpJYrkhZeISJR69atsWjRIqSkpOD06dPo378/3n33XaSlpVXYPykpCSNHjkRAQADOnDkDX19f+Pr64sKFCw1cORFR05eTk4OsrCxkZWWJwYgaDgMRiYYMGYJBgwahY8eOeOWVV/D555/D1NQUx48fr7B/ZGQkBg4ciGnTpsHR0RELFixAz549sWrVqgaunIiIqHa0GojWrl0LFxcXKBQKKBQKqFQq7N27V1z/6NEjBAYGwtLSEqamphg2bBiysrI09pGRkQEfHx8YGxvDysoK06ZNQ3FxsUafxMRE9OzZE3K5HB06dEBUVFRDnF6TVlJSgi1btqCgoAAqlarCPsnJyfDw8NBo8/LyQnJyckOUSEREVGe0GoieN0QzZcoU/PLLL9i+fTsOHz6M27dvY+jQoeL2JSUl8PHxwePHj5GUlITNmzcjKioKs2fPFvukp6fDx8cH/fr1Q2pqKoKDgzF+/HjExcU1+Pk2BefPn4epqSnkcjkmTpyInTt3wsnJqcK+arUa1tbWGm3W1tZQq9UNUSoREVGd0eqk6iFDhmgsf/7551i7di2OHz+O1q1bY+PGjYiJiUH//v0BAJs2bYKjoyOOHz+O119/Hfv378fFixdx4MABWFtbo3v37liwYAGmT5+OuXPnwsDAAOvWrYODgwMiIiIAAI6Ojjh69CiWLVsGLy+vBj/nxq5Tp05ITU1Fbm4ufvzxR/j7++Pw4cOVhiIiIqKXQaOZQ/TsEE1KSgqKioo0hmQ6d+6MNm3aiEMyycnJcHZ21rhK4eXlhby8PPEqE4d1qsfAwAAdOnSAq6srwsPD0a1bt0rvdFAqleWGMLOysqBUKhuiVCIiojqj9UBU2RCNWq2GgYEBLCwsNPo/PSRT2ZBN2bqq+uTl5eHhw4cV1lRYWIi8vDyNl1SVlpaisLCwwnUqlQoJCQkabfHx8ZXOOSIiImqstP4cosqGaLQpPDwc8+bN02oN2hAWFgZvb2+0adMG9+/fR0xMDBITE8X5Vn5+fmjVqhXCw8MBPHlmRt++fREREQEfHx9s2bIFp0+fxvr167V5GkRERNWm9UBUNkQDAK6urjh16hQiIyPxwQcf4PHjx7h3757GVaKnh2SUSiVOnjypsb+yIZyn+1Q0rKNQKGBkZFRhTWFhYQgJCRGX8/LyYGdnV7sT/X/VfVhiQ8rOzoafnx8yMzNhbm4OFxcXxMXF4e233wbw5I4+HZ3/XVR84403EBMTg5kzZ2LGjBno2LEjYmNj0bVrV22dAhERUY1oPRA9q2yIxtXVFfr6+khISMCwYcMAAFeuXEFGRoY4JKNSqfD5558jOzsbVlZWAJ4M2SgUCnESsEqlwp49ezSO8bxhHblcDrlcXh+n16ht3LixyvWJiYnl2kaMGIERI0bUU0VEREQNQ6uBqKohGnNzcwQEBCAkJATNmzeHQqHAJ598ApVKhddffx0A4OnpCScnJ4wZMwZLliyBWq3GzJkzERgYKAaaiRMnYtWqVQgNDcVHH32EgwcPYtu2bdi9e7c2T52IiIgaEa0GoucN0Sxbtgw6OjoYNmwYCgsL4eXlhTVr1ojb6+rqYteuXZg0aRJUKhVMTEzg7++P+fPni30cHBywe/duTJkyBZGRkWjdujU2bNjAW+6JiIhIpNVA9LwhGkNDQ6xevRqrV6+utI+9vX25IbFnubu748yZMzWqkYiIiF5+Wr/tnoiIiEjbGIiIiIhI8hiIiIiISPIYiIiIiEjyGIiIiIhI8hiIiIiISPIYiIiIiEjyGt1Xd7zsVk39pcGOFRQxpFbbL1q0CGFhYZg8eTKWL19eab/t27dj1qxZuHHjBjp27IjFixdj0KBBtTo2ERFRQ2IgogqdOnUKX331FVxcXKrsl5SUhJEjRyI8PByDBw9GTEwMfH198dtvv/FLXolIEg736Vsn+3mkpwvIZE9+VqvrbL949dO62c9LjkNmVE5+fj5Gjx6Nr7/+Gs2aNauyb2RkJAYOHIhp06bB0dERCxYsQM+ePbFq1aoGqpaIiKj2GIionMDAQPj4+MDDw+O5fZOTk8v18/LyQnJycn2VR0REVOc4ZEYatmzZgt9++w2nTp16of5qtRrW1tYabdbW1lCr1fVRHtWTuprbdv/OA42f62q/tZ0PR0T0PAxEJLp58yYmT56M+Ph4GBoaarscIiKiBsNARKKUlBRkZ2ejZ8+eYltJSQmOHDmCVatWobCwELq6uhrbKJVKZGVlabRlZWVBqVQ2SM1ERER1gXOISDRgwACcP38eqamp4qtXr14YPXo0UlNTy4UhAFCpVEhISNBoi4+Ph0qlaqiyiYiIao1XiEhkZmZW7lZ5ExMTWFpaiu1+fn5o1aoVwsPDAQCTJ09G3759ERERAR8fH2zZsgWnT5/G+vXrG7x+IqKqTJ48GTk5OQCAli1bIjIyUssVUWPCQNTAmvrk0IyMDOjo/O/C4htvvIGYmBjMnDkTM2bMQMeOHREbG8tnEBFRo5OTk1NuiJ+oDAMRVSkxMbHKZQAYMWIERowY0TAFERER1QPOISIiIiLJ4xUioiaEcyCIiOoHAxFRE8I5EERE9YNDZkRERCR5DER1RBAEbZfQpPH9IyIibWIgqiV9fX0AwIMHD57Tk6pS9v6VvZ9EREQNiXOIaklXVxcWFhbIzs4GABgbG0Mmk2m5qqZDEAQ8ePAA2dnZsLCwqPBp2ERERPWNgagOlH1vV1koouqzsLDg958REZHWMBDVAZlMBhsbG1hZWaGoqEjb5TQ5+vr6vDJERERaxUBUh3R1dfnBTkRE1ARxUjURERFJHgMRERERSR4DEREREUke5xARNYDDffrWyX4e6ekC//9Yh0dqdZ3tF69+Wjf7ISJqohiIiIiIGgGFAADCUz9TQ9LqkFl4eDheffVVmJmZwcrKCr6+vrhy5YpGH3d3d8hkMo3XxIkTNfpkZGTAx8cHxsbGsLKywrRp01BcXKzRJzExET179oRcLkeHDh0QFRVV36dHRET0wsaVlGBy8ZPXuJISbZcjOVoNRIcPH0ZgYCCOHz+O+Ph4FBUVwdPTEwUFBRr9JkyYgMzMTPG1ZMkScV1JSQl8fHzw+PFjJCUlYfPmzYiKisLs2bPFPunp6fDx8UG/fv2QmpqK4OBgjB8/HnFxcQ12rkRERNR4aXXIbN++fRrLUVFRsLKyQkpKCvr06SO2GxsbV/oU4/379+PixYs4cOAArK2t0b17dyxYsADTp0/H3LlzYWBggHXr1sHBwQEREREAAEdHRxw9ehTLli2Dl5dX/Z0gERERNQmNag5Rbm4uAKB58+Ya7dHR0fj++++hVCoxZMgQzJo1C8bGxgCA5ORkODs7w9raWuzv5eWFSZMmIS0tDT169EBycjI8PDw09unl5YXg4OD6PSEiIqoTbivdar0PeZ4cMjy5KUGdp66TfQLAwsb1UUo11Gj+FUtLSxEcHAw3Nzd07dpVbB81ahTs7e1ha2uLc+fOYfr06bhy5Qp27NgBAFCr1RphCIC4rFarq+yTl5eHhw8fwsjISGNdYWEhCgsLxeW8vLy6O1EiIiJqdBpNIAoMDMSFCxdw9OhRjfaPP/5Y/NnZ2Rk2NjYYMGAArl+/jvbt29dLLeHh4Zg3b1697JuIiIgan0bxYMagoCDs2rULhw4dQuvWravs27t3bwDAtWvXADz5pvmsrCyNPmXLZfOOKuujUCjKXR0CgLCwMOTm5oqvmzdv1uzEiIiIqEnQaiASBAFBQUHYuXMnDh48CAcHh+duk5qaCgCwsbEBAKhUKpw/fx7Z2dlin/j4eCgUCjg5OYl9EhISNPYTHx8PlUpV4THkcjkUCoXGi4iIiF5eWg1EgYGB+P777xETEwMzMzOo1Wqo1Wo8fPgQAHD9+nUsWLAAKSkpuHHjBn7++Wf4+fmhT58+cHFxAQB4enrCyckJY8aMwdmzZxEXF4eZM2ciMDAQcrkcADBx4kT8/vvvCA0NxeXLl7FmzRps27YNU6ZM0dq5E9WEQgDMBQHmgsAHtxER1SGtziFau3YtgCcPX3zapk2bMHbsWBgYGODAgQNYvnw5CgoKYGdnh2HDhmHmzJliX11dXezatQuTJk2CSqWCiYkJ/P39MX/+fLGPg4MDdu/ejSlTpiAyMhKtW7fGhg0beMs9NTl8WBsRUf3QaiAShKr/F9fOzg6HDx9+7n7s7e2xZ8+eKvu4u7vjzJkz1aqPiIiIpKFRTKomIiIi0iYGIiIiIpI8BiIiIiKSPAYiIiIikjwGIiIiIpI8BiIiIiKSPAYiIiIikrxG8+WuRNT0GRqYVfgzEVFjx0BERHWmb8f3tV0CEVGNcMiMiIiIJI+BiIiIiCSPgYiIiIgkj3OIiJ4yefJk5OTkAABatmyJyMhILVdERHVFMBIq/JkIYCAi0pCTk4OsrCxtl0FE9eBxn8faLoEaMQ6ZERERkeTV6grR48ePkZ6ejvbt20NPjxebiIikjsPO1FTV6ArRgwcPEBAQAGNjY3Tp0gUZGRkAgE8++QSLFi2q0wKJiKjpKBt2zsrKEoMRUVNQo0AUFhaGs2fPIjExEYaGhmK7h4cHtm7dWmfFERERETWEGo1zxcbGYuvWrXj99dchk8nE9i5duuD69et1VhxRdbitdKv1PuR5csjw5Hdanaeuk30CwELev0BE1KjV6ApRTk4OrKysyrUXFBRoBCQiIiKipqBGgahXr17YvXu3uFwWgjZs2ACVSlU3lRERERE1kBpdx1+4cCG8vb1x8eJFFBcXIzIyEhcvXkRSUhIOHz5c1zUSERER1asaXSF68803kZqaiuLiYjg7O2P//v2wsrJCcnIyXF1d67pGIiIionpV45me7du3x9dff12XtRBpHR/tT0QkTTUKRHv27IGuri68vLw02uPi4lBaWgpvb+86KY6oofHR/kRE0lSjIbPPPvsMJSUl5doFQcBnn31W66KIiIiIGlKNAtHVq1fh5ORUrr1z5864du1arYsiIiIiakg1CkTm5ub4/fffy7Vfu3YNJiYmtS6KiIiIqCHVKBC9++67CA4O1ngq9bVr1zB16lS88847dVYcERERUUOoUSBasmQJTExM0LlzZzg4OMDBwQGOjo6wtLTEF198Udc1EhEREdWrGt1lZm5ujqSkJMTHx+Ps2bMwMjKCi4sL+vTpU9f1EREREdW7Gj+HSCaTwdPTE56ennVZDxERaUHGfOc62U/xPUsAuv//8+062y+aKepmP0SVeOFAtGLFCnz88ccwNDTEihUrquz797//vdaFERERETWUF55DtGzZMhQUFIg/V/Zavnz5Cx88PDwcr776KszMzGBlZQVfX19cuXJFo8+jR48QGBgIS0tLmJqaYtiwYcjKytLok5GRAR8fHxgbG8PKygrTpk1DcXGxRp/ExET07NkTcrkcHTp0QFRU1AvXSURERC+3F75ClJ6eXuHPtXH48GEEBgbi1VdfRXFxMWbMmAFPT09cvHhRvH1/ypQp2L17N7Zv3w5zc3MEBQVh6NChOHbsGACgpKQEPj4+UCqVSEpKQmZmJvz8/KCvr4+FCxeK9fr4+GDixImIjo5GQkICxo8fDxsbm3JP2yYiIiLpqfYcoqKiInTu3Bm7du2Co6NjrQ6+b98+jeWoqChYWVkhJSUFffr0QW5uLjZu3IiYmBj0798fALBp0yY4Ojri+PHjeP3117F//35cvHgRBw4cgLW1Nbp3744FCxZg+vTpmDt3LgwMDLBu3To4ODggIiICAODo6IijR49i2bJlDERERERU/dvu9fX18ejRo/qoBbm5uQCA5s2bAwBSUlJQVFQEDw8PsU/nzp3Rpk0bJCcnAwCSk5Ph7OwMa2trsY+Xlxfy8vKQlpYm9nl6H2V9yvZBRERE0laj5xAFBgZi8eLF5ebp1EZpaSmCg4Ph5uaGrl27AgDUajUMDAxgYWGh0dfa2hpqtVrs83QYKltftq6qPnl5eXj48GG5WgoLC5GXl6fxIiIiopdXjW67P3XqFBISErB//344OzuX+7qOHTt2VHufgYGBuHDhAo4ePVqTkupUeHg45s2bp+0yiIiIqIHUKBBZWFhg2LBhdVZEUFAQdu3ahSNHjqB169Ziu1KpxOPHj3Hv3j2Nq0RZWVlQKpVin5MnT2rsr+wutKf7PHtnWlZWFhQKBYyMjMrVExYWhpCQEHE5Ly8PdnZ2tTtJIiIiarSqFYhKS0uxdOlS/Pvf/8bjx4/Rv39/zJ07t8JQ8SIEQcAnn3yCnTt3IjExEQ4ODhrrXV1doa+vj4SEBDGAXblyBRkZGVCpVAAAlUqFzz//HNnZ2bCysgIAxMfHQ6FQwMnJSeyzZ88ejX3Hx8eL+3iWXC6HXC6v0TkRERFR01OtOUSff/45ZsyYAVNTU7Rq1QorVqxAYGBgjQ8eGBiI77//HjExMTAzM4NarYZarRbn9ZibmyMgIAAhISE4dOgQUlJSMG7cOKhUKrz++usAAE9PTzg5OWHMmDE4e/Ys4uLiMHPmTAQGBoqhZuLEifj9998RGhqKy5cvY82aNdi2bRumTJlS49qJiIjo5VGtQPTtt99izZo1iIuLQ2xsLH755RdER0ejtLS0Rgdfu3YtcnNz4e7uDhsbG/G1detWsc+yZcswePBgDBs2DH369IFSqdSYo6Srq4tdu3ZBV1cXKpUKf/nLX+Dn54f58+eLfRwcHLB7927Ex8ejW7duiIiIwIYNG3jLPREREQGo5pBZRkYGBg0aJC57eHhAJpPh9u3bGnN/XpQgCM/tY2hoiNWrV2P16tWV9rG3ty83JPYsd3d3nDlzpto1EhER0cuvWoGouLgYhoaGGm36+vooKiqq06KIiKhpai4vqfBnosauWoFIEASMHTtWY8Lxo0ePMHHiRI1b72ty2z0RETV9M3rc03YJRDVSrUDk7+9fru0vf/lLnRVDREREpA3VCkSbNm2qrzqIiIiItKZGD2Ykqo3JkycjJycHANCyZUtERkZquSIiIpI6BiJqcDk5OeWeHE5ERKRNNfpyVyIiIqKXCQMRERERSR4DEREREUke5xDRC8uY71wn+ym+ZwlA9/9/vl1n+0UzRd3sh4iIJIdXiIiIiEjyGIiIiIhI8hiIiIiISPIYiIiIiEjyOKmaGhy/DZuIiBobBiJqcPw2bCIiamwYiF5C/K4wIiKi6mEgegnxu8KIiIiqh5OqiYiISPIYiIiIiEjyGIiIiIhI8hiIiIiISPIYiIiIiEjyGIiIiIhI8hiIiIiISPL4HKJGxHXat3WyH8XdfDHpZt7Nr7P97jSrk90QERE1OrxCRERERJLHQERERESSx0BEREREksdARERERJLHQERERESSx0BEREREksdARERERJKn1UB05MgRDBkyBLa2tpDJZIiNjdVYP3bsWMhkMo3XwIEDNfrcuXMHo0ePhkKhgIWFBQICApCfn6/R59y5c3jrrbdgaGgIOzs7LFmypL5PjYiIiJoQrQaigoICdOvWDatXr660z8CBA5GZmSm+fvjhB431o0ePRlpaGuLj47Fr1y4cOXIEH3/8sbg+Ly8Pnp6esLe3R0pKCpYuXYq5c+di/fr19XZe2laqb4JSg/9/6ZtouxwiIqJGT6tPqvb29oa3t3eVfeRyOZRKZYXrLl26hH379uHUqVPo1asXAGDlypUYNGgQvvjiC9ja2iI6OhqPHz/GN998AwMDA3Tp0gWpqan48ssvNYLTyyS/U9XvKREREWlq9HOIEhMTYWVlhU6dOmHSpEn473//K65LTk6GhYWFGIYAwMPDAzo6Ojhx4oTYp0+fPjAwMBD7eHl54cqVK7h7927DnQgRERE1Wo36u8wGDhyIoUOHwsHBAdevX8eMGTPg7e2N5ORk6OrqQq1Ww8rKSmMbPT09NG/eHGq1GgCgVqvh4OCg0cfa2lpc16xZs3LHLSwsRGFhobicl5dX16dGREREjUijDkQffvih+LOzszNcXFzQvn17JCYmYsCAAfV23PDwcMybN6/e9k9ERESNS6MfMntau3bt0KJFC1y7dg0AoFQqkZ2drdGnuLgYd+7cEecdKZVKZGVlafQpW65sblJYWBhyc3PF182bN+v6VIiIiKgRaVKB6NatW/jvf/8LGxsbAIBKpcK9e/eQkpIi9jl48CBKS0vRu3dvsc+RI0dQVFQk9omPj0enTp0qHC4DnkzkVigUGi8iIiJ6eWk1EOXn5yM1NRWpqakAgPT0dKSmpiIjIwP5+fmYNm0ajh8/jhs3biAhIQHvvvsuOnToAC8vLwCAo6MjBg4ciAkTJuDkyZM4duwYgoKC8OGHH8LW1hYAMGrUKBgYGCAgIABpaWnYunUrIiMjERISoq3TJiIiokZGq4Ho9OnT6NGjB3r06AEACAkJQY8ePTB79mzo6uri3LlzeOedd/DKK68gICAArq6u+PXXXyGXy8V9REdHo3PnzhgwYAAGDRqEN998U+MZQ+bm5ti/fz/S09Ph6uqKqVOnYvbs2S/tLfdERERUfVqdVO3u7g5BECpdHxcX99x9NG/eHDExMVX2cXFxwa+//lrt+oiIiEgamtQcIiIiIqL6wEBEREREksdARERERJLHQERERESSx0BEREREksdARERERJLHQERERESSx0BEREREksdARERERJLHQERERESSx0BEREREksdARERERJLHQERERESSx0BEREREksdARERERJLHQERERESSx0BEREREksdARERERJLHQERERESSx0BEREREksdARERERJLHQERERESSx0BEREREksdARERERJLHQERERESSx0BEREREksdARERERJLHQERERESSx0BEREREksdARERERJLHQERERESSx0BEREREksdARERERJKn1UB05MgRDBkyBLa2tpDJZIiNjdVYLwgCZs+eDRsbGxgZGcHDwwNXr17V6HPnzh2MHj0aCoUCFhYWCAgIQH5+vkafc+fO4a233oKhoSHs7OywZMmS+j41IiIiakK0GogKCgrQrVs3rF69usL1S5YswYoVK7Bu3TqcOHECJiYm8PLywqNHj8Q+o0ePRlpaGuLj47Fr1y4cOXIEH3/8sbg+Ly8Pnp6esLe3R0pKCpYuXYq5c+di/fr19X5+RERE1DToafPg3t7e8Pb2rnCdIAhYvnw5Zs6ciXfffRcA8O2338La2hqxsbH48MMPcenSJezbtw+nTp1Cr169AAArV67EoEGD8MUXX8DW1hbR0dF4/PgxvvnmGxgYGKBLly5ITU3Fl19+qRGciIiISLoa7Ryi9PR0qNVqeHh4iG3m5ubo3bs3kpOTAQDJycmwsLAQwxAAeHh4QEdHBydOnBD79OnTBwYGBmIfLy8vXLlyBXfv3m2gsyEiIqLGTKtXiKqiVqsBANbW1hrt1tbW4jq1Wg0rKyuN9Xp6emjevLlGHwcHh3L7KFvXrFmzcscuLCxEYWGhuJyXl1fLsyEiIqLGrNFeIdKm8PBwmJubiy87Ozttl0RERET1qNEGIqVSCQDIysrSaM/KyhLXKZVKZGdna6wvLi7GnTt3NPpUtI+nj/GssLAw5Obmiq+bN2/W/oSIiIio0Wq0gcjBwQFKpRIJCQliW15eHk6cOAGVSgUAUKlUuHfvHlJSUsQ+Bw8eRGlpKXr37i32OXLkCIqKisQ+8fHx6NSpU4XDZQAgl8uhUCg0XkRERPTy0mogys/PR2pqKlJTUwE8mUidmpqKjIwMyGQyBAcH45///Cd+/vlnnD9/Hn5+frC1tYWvry8AwNHREQMHDsSECRNw8uRJHDt2DEFBQfjwww9ha2sLABg1ahQMDAwQEBCAtLQ0bN26FZGRkQgJCdHSWRMREVFjo9VJ1adPn0a/fv3E5bKQ4u/vj6ioKISGhqKgoAAff/wx7t27hzfffBP79u2DoaGhuE10dDSCgoIwYMAA6OjoYNiwYVixYoW43tzcHPv370dgYCBcXV3RokULzJ49m7fcExERkUirgcjd3R2CIFS6XiaTYf78+Zg/f36lfZo3b46YmJgqj+Pi4oJff/21xnUSERHRy63RziEiIiIiaigMRERERCR5DEREREQkeQxEREREJHkMRERERCR5DEREREQkeQxEREREJHkMRERERCR5DEREREQkeQxEREREJHkMRERERCR5DEREREQkeQxEREREJHkMRERERCR5DEREREQkeQxEREREJHkMRERERCR5DEREREQkeQxEREREJHkMRERERCR5DEREREQkeQxEREREJHkMRERERCR5DEREREQkeQxEREREJHkMRERERCR5DEREREQkeQxEREREJHkMRERERCR5DEREREQkeQxEREREJHkMRERERCR5DEREREQkeY06EM2dOxcymUzj1blzZ3H9o0ePEBgYCEtLS5iammLYsGHIysrS2EdGRgZ8fHxgbGwMKysrTJs2DcXFxQ19KkRERNSI6Wm7gOfp0qULDhw4IC7r6f2v5ClTpmD37t3Yvn07zM3NERQUhKFDh+LYsWMAgJKSEvj4+ECpVCIpKQmZmZnw8/ODvr4+Fi5c2ODnQkRERI1Tow9Eenp6UCqV5dpzc3OxceNGxMTEoH///gCATZs2wdHREcePH8frr7+O/fv34+LFizhw4ACsra3RvXt3LFiwANOnT8fcuXNhYGDQ0KdDREREjVCjHjIDgKtXr8LW1hbt2rXD6NGjkZGRAQBISUlBUVERPDw8xL6dO3dGmzZtkJycDABITk6Gs7MzrK2txT5eXl7Iy8tDWlpaw54IERERNVqN+gpR7969ERUVhU6dOiEzMxPz5s3DW2+9hQsXLkCtVsPAwAAWFhYa21hbW0OtVgMA1Gq1RhgqW1+2rjKFhYUoLCwUl/Py8urojIiIiKgxatSByNvbW/zZxcUFvXv3hr29PbZt2wYjI6N6O254eDjmzZtXb/snIiKixqXRD5k9zcLCAq+88gquXbsGpVKJx48f4969exp9srKyxDlHSqWy3F1nZcsVzUsqExYWhtzcXPF18+bNuj0RIiIialSaVCDKz8/H9evXYWNjA1dXV+jr6yMhIUFcf+XKFWRkZEClUgEAVCoVzp8/j+zsbLFPfHw8FAoFnJycKj2OXC6HQqHQeBEREdHLq1EPmX366acYMmQI7O3tcfv2bcyZMwe6uroYOXIkzM3NERAQgJCQEDRv3hwKhQKffPIJVCoVXn/9dQCAp6cnnJycMGbMGCxZsgRqtRozZ85EYGAg5HK5ls+OiIiIGotGHYhu3bqFkSNH4r///S9atmyJN998E8ePH0fLli0BAMuWLYOOjg6GDRuGwsJCeHl5Yc2aNeL2urq62LVrFyZNmgSVSgUTExP4+/tj/vz52jolIiIiaoQadSDasmVLlesNDQ2xevVqrF69utI+9vb22LNnT12XRkRERC+RJjWHiIiIiKg+MBARERGR5DEQERERkeQxEBEREZHkMRARERGR5DEQERERkeQxEBEREZHkMRARERGR5DEQERERkeQxEBEREZHkMRARERGR5DEQERERkeQxEBEREZHkMRARERGR5DEQERERkeQxEBEREZHkMRARERGR5DEQERERkeQxEBEREZHkMRARERGR5DEQERERkeQxEBEREZHkMRARERGR5DEQERERkeQxEBEREZHkMRARERGR5DEQERERkeQxEBEREZHkMRARERGR5DEQERERkeQxEBEREZHkMRARERGR5DEQERERkeRJKhCtXr0abdu2haGhIXr37o2TJ09quyQiIiJqBCQTiLZu3YqQkBDMmTMHv/32G7p16wYvLy9kZ2druzQiIiLSMskEoi+//BITJkzAuHHj4OTkhHXr1sHY2BjffPONtksjIiIiLZNEIHr8+DFSUlLg4eEhtuno6MDDwwPJyclarIyIiIgaAz1tF9AQ/vzzT5SUlMDa2lqj3draGpcvXy7Xv7CwEIWFheJybm4uACAvL69e6ywpfFiv+6+t+/ol2i6hSsUPi7VdQqUKGm9pAICHhQ+0XUKV6vtvj4D7j/j3XVP8+66d+vz7Ltu3IAjP7SuJQFRd4eHhmDdvXrl2Ozs7LVTTeHTVdgFNmI+2C3ie5CRtV1Cl0NXaroCocvz7rp2G+Pu+f/8+zM3Nq+wjiUDUokUL6OrqIisrS6M9KysLSqWyXP+wsDCEhISIy6Wlpbhz5w4sLS0hk8nqvV7Srry8PNjZ2eHmzZtQKBTaLoeI6hD/vqVFEATcv38ftra2z+0riUBkYGAAV1dXJCQkwNfXF8CTkJOQkICgoKBy/eVyOeRyuUabhYVFA1RKjYlCoeB/MIleUvz7lo7nXRkqI4lABAAhISHw9/dHr1698Nprr2H58uUoKCjAuHHjtF0aERERaZlkAtEHH3yAnJwczJ49G2q1Gt27d8e+ffvKTbQmIiIi6ZFMIAKAoKCgCofIiJ4ml8sxZ86ccsOmRNT08e+bKiMTXuReNCIiIqKXmCQezEhERERUFQYiIiIikjwGIiIiIpI8BiIiIiKSPAYikqSxY8dCJpNh0aJFGu2xsbF8GjlREyQIAjw8PODl5VVu3Zo1a2BhYYFbt25poTJqKhiISLIMDQ2xePFi3L17V9ulEFEtyWQybNq0CSdOnMBXX30ltqenpyM0NBQrV65E69attVghNXYMRCRZHh4eUCqVCA8Pr7TPTz/9hC5dukAul6Nt27aIiIhowAqJqDrs7OwQGRmJTz/9FOnp6RAEAQEBAfD09ESPHj3g7e0NU1NTWFtbY8yYMfjzzz/FbX/88Uc4OzvDyMgIlpaW8PDwQEFBgRbPhhoaAxFJlq6uLhYuXIiVK1dWeCk9JSUF77//Pj788EOcP38ec+fOxaxZsxAVFdXwxRLRC/H398eAAQPw0UcfYdWqVbhw4QK++uor9O/fHz169MDp06exb98+ZGVl4f333wcAZGZmYuTIkfjoo49w6dIlJCYmYujQoeBj+qSFD2YkSRo7dizu3buH2NhYqFQqODk5YePGjYiNjcV7770HQRAwevRo5OTkYP/+/eJ2oaGh2L17N9LS0rRYPRFVJTs7G126dMGdO3fw008/4cKFC/j1118RFxcn9rl16xbs7Oxw5coV5Ofnw9XVFTdu3IC9vb0WKydt4hUikrzFixdj8+bNuHTpkkb7pUuX4ObmptHm5uaGq1evoqSkpCFLJKJqsLKywl//+lc4OjrC19cXZ8+exaFDh2Bqaiq+OnfuDAC4fv06unXrhgEDBsDZ2RkjRozA119/zbmFEsRARJLXp08feHl5ISwsTNulEFEd0dPTg57ek6/rzM/Px5AhQ5Camqrxunr1Kvr06QNdXV3Ex8dj7969cHJywsqVK9GpUyekp6dr+SyoIUnqy12JKrNo0SJ0794dnTp1EtscHR1x7NgxjX7Hjh3DK6+8Al1d3YYukYhqqGfPnvjpp5/Qtm1bMSQ9SyaTwc3NDW5ubpg9ezbs7e2xc+dOhISENHC1pC28QkQEwNnZGaNHj8aKFSvEtqlTpyIhIQELFizAv//9b2zevBmrVq3Cp59+qsVKiai6AgMDcefOHYwcORKnTp3C9evXERcXh3HjxqGkpAQnTpzAwoULcfr0aWRkZGDHjh3IycmBo6OjtkunBsRARPT/5s+fj9LSUnG5Z8+e2LZtG7Zs2YKuXbti9uzZmD9/PsaOHau9Iomo2mxtbXHs2DGUlJTA09MTzs7OCA4OhoWFBXR0dKBQKHDkyBEMGjQIr7zyCmbOnImIiAh4e3tru3RqQLzLjIiIiCSPV4iIiIhI8hiIiIiISPIYiIiIiEjyGIiIiIhI8hiIiIiISPIYiIiIiEjyGIiIiIhI8hiIiIiISPIYiIjopTN27FjIZDLIZDLo6+vD2toab7/9Nr755huNp5ETEZVhICKil9LAgQORmZmJGzduYO/evejXrx8mT56MwYMHo7i4WNvlEVEjw0BERC8luVwOpVKJVq1aoWfPnpgxYwb+9a9/Ye/evYiKigIA3Lt3D+PHj0fLli2hUCjQv39/nD17VtzH3Llz0b17d3z33Xdo27YtzM3N8eGHH+L+/ftaOisiqi8MREQkGf3790e3bt2wY8cOAMCIESOQnZ2NvXv3IiUlBT179sSAAQNw584dcZvr168jNjYWu3btwq5du3D48GEsWrRIW6dARPWEgYiIJKVz5864ceMGjh49ipMnT2L79u3o1asXOnbsiC+++AIWFhb48ccfxf6lpaWIiopC165d8dZbb2HMmDFISEjQ4hkQUX3Q03YBREQNSRAEyGQynD17Fvn5+bC0tNRY//DhQ1y/fl1cbtu2LczMzMRlGxsbZGdnN1i9RNQwGIiISFIuXboEBwcH5Ofnw8bGBomJieX6WFhYiD/r6+trrJPJZLxTjeglxEBERJJx8OBBnD9/HlOmTEHr1q2hVquhp6eHtm3bars0ItIyBiIieikVFhZCrVajpKQEWVlZ2LdvH8LDwzF48GD4+flBR0cHKpUKvr6+WLJkCV555RXcvn0bu3fvxnvvvYdevXpp+xSIqAExEBHRS2nfvn2wsbGBnp4emjVrhm7dumHFihXw9/eHjs6T+0n27NmDf/zjHxg3bhxycnKgVCrRp08fWFtba7l6ImpoMkEQBG0XQURERKRNvO2eiIiIJI+BiIiIiCSPgYiIiIgkj4GIiIiIJI+BiIiIiCSPgYiIiIgkj4GIiIiIJI+BiIiIiCSPgYiIiIgkj4GIiIiIJI+BiIiIiCSPgYiIiIgk7/8AQSc8Cg+HkaUAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(data=df, x=\"Den\", y=\"Price\", hue=\"Bedrooms\").set(title = 'Den Affect on Pricing Per City')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Den correlation to Square Footage Per City')]"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(data=df2, x=\"Den\", y=\"Size(sqft)\", hue=\"Bedrooms\").set(title = 'Den correlation to Square Footage Per City')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Style of Listing correlation to Price Per City')]"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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SBy6MjIyUluU2MmufPn0wYcIE/P7773j79i20tbXRu3fvXLeR3mG3YsWKqFatWr7is7CwgIGBAcLCwrKU3bx5ExoaGrCzs8tXmx/LzMwMgwcPxuDBgxEfH48WLVrA19dXSoiKYmRbe3t7pKWlISIiQnam7c6dO3lav3Llyjhz5gySk5NzPCNnb2+Po0eP4vXr17KzRDdv3pTKC6py5coA3t/RmJcf8Iz+/vtvJCYm4q+//pKdScvuMltej336voSFhWU5axUWFvZR+5rXmOzt7XP8XGeMsbikX5K+du1ajnUsLCxgbGyM1NTUfL+PeVWU2+jcuTMWLFiA3377rcAJUWF/P1LesQ8RFYpjx45le7bhwIEDAOSXDgwNDRETE5NtO2XLlkXHjh3x22+/YcuWLejQoQPKli2b67a7d+8OTU1NzJ49O0sMQgi8ePEix3U1NTXRvn177N27F/fu3ZOWP336FFu3bkWzZs0+eLmlMGWO1cjICFWqVEFiYqK0LH3MnZyOYUF4eHgAeD/qcUaZRxnPSY8ePfD8+fNs/1tNf08+++wzpKamZqmzdOlSKBQKdOzYsSChA3gfv1KpxPz585GcnJylPH0Mqeykn53J+NmJjY3Fhg0bstTN7bObUf369WFpaYmff/5Z9t4dPHgQoaGheb57Ly9yiumzzz7D2bNnZbdjJyQkYO3atXBwcPjgJezCZmFhgRYtWuDXX3/FgwcPZGXpx15TUxM9evTAzp07s02ccnsf86oot+Hm5oYOHTpg/fr12Y42nZSUhEmTJuXaRmF/P1Le8QwRFQofHx+8efMGn3/+ORwdHZGUlISTJ09i+/btcHBwwODBg6W6rq6uOHr0KJYsWQJbW1tUrFhR1tdh0KBB6NmzJ4D3t7t+SOXKlfHdd99h2rRpuHfvHrp16wZjY2NERERg9+7dGD58eK5fQt999x38/f3RrFkzjBo1ClpaWvjPf/6DxMRELFq06COOChAQEIB3795lWd6tW7ds+1I4OzvD3d0drq6uMDMzw/nz5/Hnn39i9OjRUh1XV1cAwJgxY+Dh4QFNTU306dPno+J0dXVFjx49sGzZMrx48UK67T79MQMfOjMyaNAgbNq0CRMmTMDZs2fRvHlzJCQk4OjRoxg1ahS6du2Kzp07o1WrVpg+fTru3bsHFxcXHDlyBHv37sW4ceOkszwFoVQqsWbNGgwcOBD16tVDnz59YGFhgQcPHmD//v1o2rRpjpcW2rdvDx0dHXTu3BlfffUV4uPjsW7dOlhaWsrObKYfpzVr1uC7775DlSpVYGlpmW2/JW1tbSxcuBCDBw9Gy5Yt0bdvX+m2ewcHB4wfP77A+5pZTjF9/fXX+P3339GxY0eMGTMGZmZm2LhxIyIiIrBz584cBxYsSitWrECzZs1Qr149DB8+HBUrVsS9e/ewf/9+aUiF77//HseOHUOjRo0wbNgwODs74+XLl7h48SKOHj2Kly9ffnQcRbmNTZs2oX379ujevTs6d+6MNm3awNDQELdv38a2bdsQGRmZ6yN9Cvv7kfJBFbe2Uelz8OBB8eWXXwpHR0dhZGQkPcbDx8dHPH36VFb35s2bokWLFkJfX18AyHKLaWJioihTpowwMTHJMqy9EDk/emHnzp2iWbNmwtDQUBgaGgpHR0fh7e0twsLCPhj/xYsXhYeHhzAyMhIGBgaiVatW4uTJk7I6BbntPqdp8+bNQoist91/9913omHDhsLU1FTo6+sLR0dHMW/ePNnwBSkpKcLHx0dYWFgIhUIhOxbI4bb7Z8+eyeJLv309IiJCWpaQkCC8vb2FmZmZMDIyEt26dRNhYWECgPj+++8/uM9v3rwR06dPFxUrVhTa2trC2tpa9OzZUzacwevXr8X48eOFra2t0NbWFlWrVhU//PCD7Lbr9P3w9vbOso30uM+dO5dtDMeOHRMeHh7CxMRE6OnpicqVKwsvLy9x/vz5LMcko7/++kvUrl1b6OnpCQcHB7Fw4UJpKIGMxygqKkp06tRJGBsbCwDS7e6Zb7tPt337dlG3bl2hq6srzMzMRP/+/cWjR49kdTw9PYWhoWGWfcnrI0ZyikkIIcLDw0XPnj2Fqamp0NPTEw0bNhT79u37YJtCvP9sfmgIiNz+JrK77V4IIa5duyY+//xzKabq1auLb7/9Vlbn6dOnwtvbW3rUhbW1tWjTpo1Yu3ZtocSd122kv687duz4YHsZvXnzRixevFg0aNBA+j6sWrWq8PHxkQ0vkd17/LHfj1RwCiFKcK9KUkspKSmwtbVF586d8csvv6g6HLUWEhKCunXr4rfffkP//v1VHQ6R2uP3Y9FhHyIqcfbs2YNnz55h0KBBqg5Frbx9+zbLsmXLlkFDQwMtWrRQQURElBm/H4sO+xBRiXHmzBlcuXIFc+fORd26ddGyZUtVh6RWFi1ahAsXLqBVq1bQ0tLCwYMHcfDgQQwfPrzY77QjIjl+PxY9JkRUYqxZswa//fYb6tSpk+WBkFT0mjRpAn9/f8ydOxfx8fGoUKECfH19szx4k4iKH78fix77EBEREZHaYx8iIiIiUntMiIiIiEjtsQ9RHqSlpeHJkycwNjYukscmEBERUeETQuD169ewtbX94GCkTIjy4MmTJ7zLhoiI6BP18OFDlC9fPtc6TIjyIP1BlA8fPizW51oRERFRwcXFxcHOzk72QOmcMCHKg/TLZEqlkgkRERHRJyYv3V3YqZqIiIjUHhMiIiIiUntMiIiIiEjtsQ9RIUpNTUVycrKqw6CPoK2tDU1NTVWHQURExYwJUSEQQiAqKgoxMTGqDoUKgampKaytrTnmFBGRGmFCVAjSkyFLS0sYGBjwh/QTJYTAmzdvEB0dDQCwsbFRcURERFRcmBB9pNTUVCkZMjc3V3U49JH09fUBANHR0bC0tOTlMyIiNcFO1R8pvc+QgYGBiiOhwpL+XrI/GBGR+mBCVEh4maz04HtJRKR+mBARERGR2mNCRIVKoVBgz549qg6DiIgoX5gQfcK8vLzQrVs3lWzb19cXderUybI8MjISHTt2LP6AiIiIPgLvMqNCZW1treoQiIiI8k2lZ4jWrFmD2rVrS0+Rd3Nzw8GDB6Vyd3d3KBQK2TRixAhZGw8ePECnTp1gYGAAS0tLTJ48GSkpKbI6gYGBqFevHnR1dVGlShX4+fkVx+6pVFBQEBo2bAhdXV3Y2Njg66+/lh2XtLQ0LFq0CFWqVIGuri4qVKiAefPmSeVTp05FtWrVYGBggEqVKuHbb7+V7rry8/PD7NmzcfnyZel9ST+mmS+ZXb16Fa1bt4a+vj7Mzc0xfPhwxMfHS+XpZ7kWL14MGxsbmJubw9vbm3d4fWLGjh2Lfv36oV+/fhg7dqyqwyEiyjeVniEqX748vv/+e1StWhVCCGzcuBFdu3bFpUuXUKNGDQDAsGHDMGfOHGmdjLe3p6amolOnTrC2tsbJkycRGRmJQYMGQVtbG/PnzwcAREREoFOnThgxYgS2bNmCgIAADB06FDY2NvDw8CjeHS4mjx8/xmeffQYvLy9s2rQJN2/exLBhw6CnpwdfX18AwLRp07Bu3TosXboUzZo1Q2RkJG7evCm1YWxsDD8/P9ja2uLq1asYNmwYjI2NMWXKFPTu3RvXrl3DoUOHcPToUQCAiYlJljgSEhLg4eEBNzc3nDt3DtHR0Rg6dChGjx4tS0qPHTsGGxsbHDt2DHfu3EHv3r1Rp04dDBs2rEiPExWeZ8+e4enTp6oOg4io4EQJU6ZMGbF+/XohhBAtW7YUY8eOzbHugQMHhIaGhoiKipKWrVmzRiiVSpGYmCiEEGLKlCmiRo0asvV69+4tPDw88hxTbGysACBiY2OzlL19+1bcuHFDvH37Ns/tFRZPT0/RtWvXLMu/+eYbUb16dZGWliYtW716tTAyMhKpqakiLi5O6OrqinXr1uV5Wz/88INwdXWV5mfNmiVcXFyy1AMgdu/eLYQQYu3ataJMmTIiPj5eKt+/f7/sPfP09BT29vYiJSVFqvPFF1+I3r175zm2wqbK9/RT1bdvX9G6dWvRunVr0bdvX1WHQ0QkhMj99zuzEtOpOjU1Fdu2bUNCQgLc3Nyk5Vu2bEHZsmVRs2ZNTJs2DW/evJHKTp06hVq1asHKykpa5uHhgbi4OFy/fl2q07ZtW9m2PDw8cOrUqSLeI9UJDQ2Fm5ubbDydpk2bIj4+Ho8ePUJoaCgSExPRpk2bHNvYvn07mjZtCmtraxgZGWHGjBl48OBBvuNwcXGBoaGhLI60tDSEhYVJy2rUqCEbEdrGxkZ6fAYREVFxUHmn6qtXr8LNzQ3v3r2DkZERdu/eDWdnZwBAv379YG9vD1tbW1y5cgVTp05FWFgYdu3aBeD9M8QyJkMApPmoqKhc68TFxeHt27fSoxoySkxMRGJiojQfFxdXeDtcAmS3zxmdOnUK/fv3x+zZs+Hh4QETExNs27YNP/74Y5HEo62tLZtXKBRIS0srkm0RERFlR+UJUfXq1RESEoLY2Fj8+eef8PT0RFBQEJydnTF8+HCpXq1atWBjY4M2bdogPDwclStXLrKYFixYgNmzZxdZ+0XNyckJO3fuhBBCOksUHBwMY2NjlC9fHpaWltDX15f6U2V28uRJ2NvbY/r06dKy+/fvy+ro6OggNTX1g3H4+fkhISFBOksUHBwMDQ0NVK9e/WN3k4iIqNCo/JKZjo4OqlSpAldXVyxYsAAuLi5Yvnx5tnUbNWoEALhz5w6A97d4Z+7ImT6ffvt3TnWUSmWOZ0qmTZuG2NhYaXr48GHBd7CIxcbGIiQkRDYNHz4cDx8+hI+PD27evIm9e/di1qxZmDBhAjQ0NKCnp4epU6diypQp2LRpE8LDw3H69Gn88ssvAICqVaviwYMH2LZtG8LDw7FixQrs3r1btl0HBwdEREQgJCQEz58/l51RS9e/f3/o6enB09MT165dw7Fjx+Dj44OBAwdmOWtHRESkSipPiDJLS0vL9scVAEJCQgC872MCAG5ubrh69aqsv4m/vz+USqV02c3NzQ0BAQGydvz9/WX9lDLT1dWVhgJIn0qqwMBA1K1bVzbNnTsXBw4cwNmzZ+Hi4oIRI0ZgyJAhmDFjhrTet99+i4kTJ2LmzJlwcnJC7969pePYpUsXjB8/HqNHj0adOnVw8uRJfPvtt7Lt9ujRAx06dECrVq1gYWGB33//PUtsBgYGOHz4MF6+fIkGDRqgZ8+eaNOmDVatWlW0B4WIiCifFEIIoaqNT5s2DR07dkSFChXw+vVrbN26FQsXLsThw4dRqVIlbN26FZ999hnMzc1x5coVjB8/HuXLl0dQUBCA9x2x69SpA1tbWyxatAhRUVEYOHAghg4dKrvtvmbNmvD29saXX36Jf/75B2PGjMH+/fvzfNt9XFwcTExMEBsbmyU5evfuHSIiIlCxYkXo6ekV7gEileB7mn/9+vWTzsRaWVlh69atKo6IiCj33+/MVNqHKDo6GoMGDUJkZCRMTExQu3ZtHD58GO3atcPDhw9x9OhRLFu2DAkJCbCzs0OPHj1kZzk0NTWxb98+jBw5Em5ubjA0NISnp6ds3KKKFSti//79GD9+PJYvX47y5ctj/fr1pXYMIiIiIso/lSZE6X1WsmNnZyedCcqNvb09Dhw4kGsdd3d3XLp0Kd/xERERkXoocX2IiIiIiIobEyIiIiJSeyofh4iIqDCMHTsWz549AwBYWFjkOHwHEVF2mBARUanAB8wS0cfgJTMiIiJSe0yIiIiISO0xISIiIiK1x4SIio27uzvGjRuXr3UUCgX27NlTJPEQERGlY6fqIuQ6eVOxbu/CD4MKtF5UVBQWLFiA/fv349GjRzAxMUGVKlUwYMAAeHp6wsDAoJAjJSIiKlmYEKm5u3fvomnTpjA1NcX8+fNRq1Yt6Orq4urVq1i7di3KlSuHLl26qDpMIiKiIsVLZmpu1KhR0NLSwvnz59GrVy84OTmhUqVK6Nq1K/bv34/OnTvj3r17UCgUCAkJkdaLiYmBQqFAYGCgtOzatWvo2LEjjIyMYGVlhYEDB+L58+c5btvBwQFz585F3759YWhoiHLlymH16tVZ6j1//hyff/45DAwMULVqVfz111+FeQiIiIiYEKmzFy9e4MiRI/D29oahoWG2dRQKRZ7aiomJQevWrVG3bl2cP38ehw4dwtOnT9GrV69c1/vhhx/g4uKCS5cu4euvv8bYsWPh7+8vqzN79mz06tULV65cwWeffYb+/fvj5cuXedtJIiKiPGBCpMbu3LkDIQSqV68uW162bFkYGRnByMgIU6dOzVNbq1atQt26dTF//nw4Ojqibt26+PXXX3Hs2DHcunUrx/WaNm2Kr7/+GtWqVYOPjw969uyJpUuXyup4eXmhb9++qFKlCubPn4/4+HicPXs2/ztMRESUAyZElMXZs2cREhKCGjVqIDExMU/rXL58GceOHZMSKSMjIzg6OgIAwsPDc1zPzc0ty3xoaKhsWe3ataXXhoaGUCqViI6OzuvuEBERfRA7VauxKlWqQKFQICwsTLa8UqVKAAB9fX0AgIbG+7xZCCHVSU5Olq0THx+Pzp07Y+HChVm2Y2Nj81Fxamtry+YVCgXS0tI+qk0iIqKMeIZIjZmbm6Ndu3ZYtWoVEhIScqxnYWEBAIiMjJSWZexgDQD16tXD9evX4eDggCpVqsimnPonAcDp06ezzDs5ORVgb4iIiAqOCZGa++mnn5CSkoL69etj+/btCA0NRVhYGH777TfcvHkTmpqa0NfXR+PGjfH9998jNDQUQUFBmDFjhqwdb29vvHz5En379sW5c+cQHh6Ow4cPY/DgwUhNTc1x+8HBwVi0aBFu3bqF1atXY8eOHRg7dmxR7zYREZEMEyI1V7lyZVy6dAlt27bFtGnT4OLigvr162PlypWYNGkS5s6dCwD49ddfkZKSAldXV4wbNw7fffedrB1bW1sEBwcjNTUV7du3R61atTBu3DiYmppKl9yyM3HiRJw/fx5169bFd999hyVLlsDDw6NI95mIiCgz9iEqQgUdObq42djYYOXKlVi5cmWOdZycnHDy5EnZsox9igCgatWq2LVrV45tZByzKJ1SqcQff/yR4zqZtwG8v8WfiIioMPEMEREREak9JkRERESk9njJjFTm3r17qg6BiIgIAM8QERERETEhIiIiImJCRERERGqPCRERERGpPSZEREREpPaYEBEREZHaY0JEKhEYGAiFQiGNOu3n5wdTU1OVxkREROqL4xAVoQdzahXr9irMvJqv+l5eXoiJicGePXtkywMDA9GqVSu8evWqyJKUJk2aIDIyEiYmJtmW+/r6Ys+ePQgJCSmS7RMREWXEhIhUQkdHB9bW1qoOgwqo6cqmsnndOF0ooAAARMVFycqDfYKLNTYiooLgJTPK1YsXL9C3b1+UK1cOBgYGqFWrFn7//XdZHXd3d/j4+GDcuHEoU6YMrKyssG7dOiQkJGDw4MEwNjZGlSpVcPDgQWmdzJfMMvLz88Ps2bNx+fJlKBQKKBQK+Pn5AQAePHiArl27wsjICEqlEr169cLTp0+ldX19fVGnTh1s3rwZDg4OMDExQZ8+ffD69esiOT5ERFQ6MCGiXL179w6urq7Yv38/rl27huHDh2PgwIE4e/asrN7GjRtRtmxZnD17Fj4+Phg5ciS++OILNGnSBBcvXkT79u0xcOBAvHnz5oPb7N27NyZOnIgaNWogMjISkZGR6N27N9LS0tC1a1e8fPkSQUFB8Pf3x927d9G7d2/Z+uHh4dizZw/27duHffv2ISgoCN9//32hHhciIipdeMlMze3btw9GRkayZampqdLrcuXKYdKkSdK8j48PDh8+jD/++AMNGzaUlru4uGDGjBkAgGnTpuH7779H2bJlMWzYMADAzJkzsWbNGly5cgWNGzfONSZ9fX0YGRlBS0tLdlnN398fV69eRUREBOzs7AAAmzZtQo0aNXDu3Dk0aNAAAJCWlgY/Pz8YGxsDAAYOHIiAgADMmzcv38eHiIjUAxMiNdeqVSusWbNGtuzMmTMYMGAAgPfJ0fz58/HHH3/g8ePHSEpKQmJiIgwMDGTr1K5dW3qtqakJc3Nz1Kr1v07lVlZWAIDo6OgCxxoaGgo7OzspGQIAZ2dnmJqaIjQ0VEqIHBwcpGQIAGxsbD5qu0REVPoxIVJzhoaGqFKlimzZo0ePpNc//PADli9fjmXLlqFWrVowNDTEuHHjkJSUJFtHW1tbNq9QKGTLFIr3HW7T0tIKexeyyC6W4tguERF9upgQUa6Cg4PRtWtX6YxRWloabt26BWdn5yLdro6OjuzSHQA4OTnh4cOHePjwoXSW6MaNG4iJiSnyeIiIqHRjp2rKVdWqVeHv74+TJ08iNDQUX331leyurqLi4OCAiIgIhISE4Pnz50hMTETbtm1Rq1Yt9O/fHxcvXsTZs2cxaNAgtGzZEvXr1y/ymIiIqPRiQkS5mjFjBurVqwcPDw+4u7vD2toa3bp1K/Lt9ujRAx06dECrVq1gYWGB33//HQqFAnv37kWZMmXQokULtG3bFpUqVcL27duLPB4iIirdFEIIoaqNr1mzBmvWrMG9e/cAADVq1MDMmTPRsWNHAO9v+Z44cSK2bduGxMREeHh44KeffpI66ALvx6UZOXIkjh07BiMjI3h6emLBggXQ0vrf1cDAwEBMmDAB169fh52dHWbMmAEvL688xxkXFwcTExPExsZCqVTKyt69e4eIiAhUrFgRenp6BT8YVGLwPf2wLAMzHtaF4u37fmJCXyDRI1EqK66BGfv16yedvbSyssLWrVuLZbtEVHLl9vudmUrPEJUvXx7ff/89Lly4gPPnz6N169bo2rUrrl+/DgAYP348/v77b+zYsQNBQUF48uQJunfvLq2fmpqKTp06ISkpCSdPnsTGjRvh5+eHmTNnSnUiIiLQqVMntGrVCiEhIRg3bhyGDh2Kw4cPF/v+EhERUcmk0k7VnTt3ls3PmzcPa9aswenTp1G+fHn88ssv2Lp1K1q3bg0A2LBhA5ycnHD69Gk0btwYR44cwY0bN3D06FFYWVmhTp06mDt3LqZOnQpfX1/o6Ojg559/RsWKFfHjjz8CeN8x98SJE1i6dCk8PDyKfZ+JiIio5CkxfYhSU1Oxbds2JCQkwM3NDRcuXEBycjLatm0r1XF0dESFChVw6tQpAMCpU6dQq1Yt2SU0Dw8PxMXFSWeZTp06JWsjvU56G0REREQqv+3+6tWrcHNzw7t372BkZITdu3fD2dkZISEh0NHRyfK0dSsrK0RFRQEAoqKiZMlQenl6WW514uLi8PbtW+jr62eJKTExEYmJ/+sDERcX99H7SURERCWXys8QVa9eHSEhIThz5gxGjhwJT09P3LhxQ6UxLViwACYmJtKUcWRkIiIiKn1UnhDp6OigSpUqcHV1xYIFC+Di4oLly5fD2toaSUlJWZ6G/vTpU+n5VtbW1lnGxEmf/1AdpVKZ7dkh4P2zuGJjY6Xp4cOHhbGrREREVEKpPCHKLC0tDYmJiXB1dYW2tjYCAgKksrCwMDx48ABubm4AADc3N1y9elX2nCp/f38olUpp5GI3NzdZG+l10tvIjq6uLpRKpWwiIiKi0kulfYimTZuGjh07okKFCnj9+jW2bt2KwMBAHD58GCYmJhgyZAgmTJgAMzMzKJVK+Pj4wM3NTXpaevv27eHs7IyBAwdi0aJFiIqKwowZM+Dt7Q1dXV0AwIgRI7Bq1SpMmTIFX375Jf755x/88ccf2L9/vyp3nYiIiEoQlSZE0dHRGDRoECIjI2FiYoLatWvj8OHDaNeuHQBg6dKl0NDQQI8ePWQDM6bT1NTEvn37MHLkSLi5ucHQ0BCenp6YM2eOVKdixYrYv38/xo8fj+XLl6N8+fJYv349b7kn+gSMHTsWz549AwBYWFhg+fLlKo6IiEorlSZEv/zyS67lenp6WL16NVavXp1jHXt7exw4cCDXdtzd3XHp0qUCxajO3N3dUadOHSxbtkylbZD6evbsWbE8O48+DUyQqSip/Lb70izz4w2KWn4fkeDl5YWYmBjs2bNHWvbnn39iwIABmDdvHnbt2gVtbW2pzMHBAePGjcO4ceMKKWIiorxjgkxFiQkRSdavXw9vb2/8/PPPGDx4sKrDKVJCCKSmpsqeeUdEROqrxN1lRqqxaNEi+Pj4YNu2bVIy5O7uLp0Ncnd3x/379zF+/HgoFAooFApp3eDgYLi7u8PAwABlypSBh4cHXr16JZWnpaVhypQpMDMzg7W1NXx9fWXbjomJwdChQ2FhYQGlUonWrVvj8uXLUrmvry/q1KmDzZs3w8HBASYmJujTpw9ev34t28aCBQtQsWJF6Ovrw8XFBX/++adUHhgYCIVCgYMHD8LV1RW6uro4ceJEYR5CIiL6hDEhIkydOhVz587Fvn378Pnnn2dbZ9euXShfvjzmzJmDyMhIREZGAgBCQkLQpk0bODs749SpUzhx4gQ6d+6M1NRUad2NGzfC0NAQZ86cwaJFizBnzhz4+/tL5V988QWio6Nx8OBBXLhwAfXq1UObNm3w8uVLqU54eDj27NmDffv2Yd++fQgKCsL3338vlS9YsACbNm3Czz//jOvXr2P8+PEYMGAAgoKCZPvx9ddf4/vvv0doaChq165dKMePiIg+fbxeoOYOHjyIvXv3IiAgQHqIbnbMzMygqakJY2NjadBL4P2Zpfr168vu/qtRo4Zs3dq1a2PWrFkAgKpVq2LVqlUICAhAu3btcOLECZw9exbR0dHSUAmLFy/Gnj178Oeff2L48OEA3p8B8vPzg7GxMQBg4MCBCAgIwLx585CYmIj58+fj6NGj0vhSlSpVwokTJ/Cf//wHLVu2lGKZM2eOdBcjERFROiZEaq527dp4/vw5Zs2ahYYNG8LIyChf64eEhOCLL7744DYysrGxkQbTvHz5MuLj42Fubi6r8/btW4SHh0vzDg4OUjKUuY07d+7gzZs3WRKdpKQk1K1bV7asfv36edwzIiJSJ0yI1Fy5cuXw559/olWrVujQoQMOHjwoSzw+JKfHn2SU8U41AFAoFEhLSwMAxMfHw8bGBoGBgVnWy/hg3w+1AQD79+9HuXLlZPXSzzqlMzQ0/GC8RKReeDs/AUyICO/HcgoKCpKSokOHDmWbFOno6Mj6BgHvz/4EBARg9uzZBdp2vXr1EBUVBS0tLTg4OBSoDWdnZ+jq6uLBgweyy2NUMvHHh0oa3s5PADtV03/Z2dkhMDAQ0dHR8PDwQFxcXJY6Dg4OOH78OB4/foznz58DeP/4lXPnzmHUqFG4cuUKbt68iTVr1kjlH9K2bVu4ubmhW7duOHLkCO7du4eTJ09i+vTpOH/+fJ7aMDY2xqRJkzB+/Hhs3LgR4eHhuHjxIlauXImNGzfm/SBQsUj/8Xn69KmUGBERqRrPEBWh/A6UqGrly5dHYGAgWrVqBQ8PDyQmJsrK58yZg6+++gqVK1dGYmIihBCoVq0ajhw5gm+++QYNGzaEvr4+GjVqhL59++ZpmwqFAgcOHMD06dMxePBgPHv2DNbW1mjRogWsrKzyHPvcuXNhYWGBBQsW4O7duzA1NUW9evXwzTff5OsYEBGRemJCpMb8/PyyLCtXrhxu3bqVbf3GjRvLxgdK17JlSwQHZ5/8Zdc3KOPI2MD7MzwrVqzAihUrsm3D19c3y9hFmUfMVigUGDt2LMaOHZttG+7u7hBCZFtGRETES2ZERESk9pgQERERkdpjQkRERERqjwkRERERqT12qiYiIioCHHPr08KEiIgon/hDR3nBAR8/LUyIiIjyiT90RKUP+xARERGR2mNCRERERGqPCREVK4VCkWWkaiIiIlVjH6IiFNSieJ+83vJ4UL7qe3l5ISYmhgkKERGpPZ4hIiIiIrXHhIiyFRQUhIYNG0JXVxc2Njb4+uuvkZKSIpW7u7tjzJgxmDJlCszMzGBtbZ3lAay3b99GixYtoKenB2dnZ/j7+2fZztWrV9G6dWvo6+vD3Nwcw4cPR3x8vFTu5eWFbt26YfHixbCxsYG5uTm8vb2RnJxcZPtORETqhwkRZfH48WN89tlnaNCgAS5fvow1a9bgl19+wXfffSert3HjRhgaGuLMmTNYtGgR5syZIyU9aWlp6N69O3R0dHDmzBn8/PPPmDp1qmz9hIQEeHh4oEyZMjh37hx27NiBo0ePYvTo0bJ6x44dQ3h4OI4dO4aNGzfCz88Pfn5+RXoMKH+EvpBNRESfGvYhoix++ukn2NnZYdWqVVAoFHB0dMSTJ08wdepUzJw5Exoa7/Po2rVrY9asWQCAqlWrYtWqVQgICEC7du1w9OhR3Lx5E4cPH4atrS0AYP78+ejYsaO0na1bt+Ldu3fYtGkTDA0NAQCrVq1C586dsXDhQlhZWQEAypQpg1WrVkFTUxOOjo7o1KkTAgICMGzYsOI8LJSLpBZJqg6BiOijMCGiLEJDQ+Hm5gaFQiEta9q0KeLj4/Ho0SNUqFABwPuEKCMbGxtER0dLbdjZ2UnJEAC4ubll2Y6Li4uUDKVvJy0tDWFhYVJCVKNGDWhqasq2c/Xq1ULaW8oJR2MmKr34950VEyIqMG1tbdm8QqFAWlraJ7sdkuNozESlV37+vtUleWJCRFk4OTlh586dEEJIZ4mCg4NhbGyM8uXL57mNhw8fIjIyEjY2NgCA06dPZ6nj5+eHhIQE6SxRcHAwNDQ0UL169ULcIyqN5g3oKZuPfR6b4fUzWfn03/4striISht1+eeInarVXGxsLEJCQmTT8OHD8fDhQ/j4+ODmzZvYu3cvZs2ahQkTJkj9hz6kbdu2qFatGjw9PXH58mX8+++/mD59uqxO//79oaenB09PT1y7dg3Hjh2Dj48PBg4cKF0uIyIiKg48Q1SE8jtQoioEBgaibt26smVDhgzBgQMHMHnyZLi4uMDMzAxDhgzBjBkz8tyuhoYGdu/ejSFDhqBhw4ZwcHDAihUr0KFDB6mOgYEBDh8+jLFjx6JBgwYwMDBAjx49sGTJkkLbPyIiorxgQqTGPnT7+tmzZ3MsCwwMzLIs84jX1apVw7///itbJoT8luxatWrhn3/+yTXGzJYtW5ZjfSIiooJgQkRERSrzI2zeaWkC/+2b9i4qSlb+KZxVJaLSiX2IiIiISO0xISIiIiK1x4SIiIiI1B77EBERERUCjo31aeMZIiIiIlJ7PENERCXGqol/y+Zfv3wje525nIiosKg0IVqwYAF27dqFmzdvQl9fH02aNMHChQtlj21wd3dHUJD8VtyvvvoKP//8szT/4MEDjBw5EseOHYORkRE8PT2xYMECaGn9b/cCAwMxYcIEXL9+HXZ2dpgxYwa8vLyKfB+JcqMuzwgiSuc6eVOe6174YVARRkIkp9KEKCgoCN7e3mjQoAFSUlLwzTffoH379rhx44bsCejDhg3DnDlzpHkDAwPpdWpqKjp16gRra2ucPHkSkZGRGDRoELS1tTF//nwAQEREBDp16oQRI0Zgy5YtCAgIwNChQ2FjYwMPD4/i22GiTNTlGUFERCWdShOiQ4cOyeb9/PxgaWmJCxcuoEWLFtJyAwMDWFtbZ9vGkSNHcOPGDRw9ehRWVlaoU6cO5s6di6lTp8LX1xc6Ojr4+eefUbFiRfz4448A3j9U9MSJE1i6dCkTIiIiyjOe1S29SlQfotjY9z3yzczMZMu3bNmC3377DdbW1ujcuTO+/fZb6SzRqVOnUKtWLdnDQD08PDBy5Ehcv34ddevWxalTp9C2bVtZmx4eHhg3bly2cSQmJiIxMVGaj4uLK9D+FHd/h9E/di7Qeg8fPsSsWbNw6NAhPH/+HDY2NujWrRtmzpwJc3NzAICDgwPGjRsnO2Z+fn4YN24cYmJiCiF6IuKPbcnHs7q5+5Q/wyUmIUpLS8O4cePQtGlT1KxZU1rer18/2Nvbw9bWFleuXMHUqVMRFhaGXbt2AQCioqKyPBk9fT4qKirXOnFxcXj79i309fVlZQsWLMDs2bMLfR9Lort378LNzQ3VqlXD77//jooVK+L69euYPHkyDh48iNOnT2dJUImoaPDHlj51n/JnuMTcdu/t7Y1r165h27ZtsuXDhw+Hh4cHatWqhf79+2PTpk3YvXs3wsPDiyyWadOmITY2VpoePnxYZNtSNW9vb+jo6ODIkSNo2bIlKlSogI4dO+Lo0aN4/Pgxpk+fDnd3d9y/fx/jx4+HQqGAQqFAYGAgBg8ejNjYWGmZr68vAGDz5s2oX78+jI2NYW1tjX79+iE6OlraZv369bF48WJpvlu3btDW1kZ8fDwA4NGjR1AoFLhz506e2iMiIvpYJSIhGj16NPbt24djx46hfPnyudZt1KgRAEg/ltbW1lmy0fT59H5HOdVRKpVZzg4BgK6uLpRKpWwqjV6+fInDhw9j1KhRWY6DtbU1+vfvj+3bt2Pnzp0oX7485syZg8jISERGRqJJkyZYtmwZlEqltGzSpEkAgOTkZMydOxeXL1/Gnj17cO/ePdkdfS1btkRgYCAAQAiBf//9F6ampjhx4gSA953ty5UrhypVquSpPSIioo+l0ktmQgj4+Phg9+7dCAwMRMWKFT+4TkhICADAxsYGAODm5oZ58+YhOjoalpaWAAB/f38olUo4OztLdQ4cOCBrx9/fH25uboW4N5+e27dvQwgBJyenbMudnJzw6tUrpKamQlNTUzpDk87ExAQKhSJLh/cvv/xSel2pUiWsWLECDRo0QHx8PIyMjODu7o5ffvkFqampuHbtGnR0dNC7d28EBgaiQ4cOCAwMRMuWLfPcHhER0cdS6Rkib29v/Pbbb9i6dSuMjY0RFRWFqKgovH37FgAQHh6OuXPn4sKFC7h37x7++usvDBo0CC1atEDt2rUBAO3bt4ezszMGDhyIy5cv4/Dhw5gxYwa8vb2hq6sLABgxYgTu3r2LKVOm4ObNm/jpp5/wxx9/YPz48Srb95JECFGo7V24cAGdO3dGhQoVYGxsLCU3Dx48AAA0b94cr1+/xqVLlxAUFISWLVvC3d1dOmsUFBQEd3f3PLdHRET0sVSaEK1ZswaxsbFwd3eHjY2NNG3fvh0AoKOjg6NHj6J9+/ZwdHTExIkT0aNHD/z99//u3tLU1MS+ffugqakJNzc3DBgwAIMGDZKNW1SxYkXs378f/v7+cHFxwY8//oj169er/S33VapUgUKhQGhoaLbloaGhKFOmDCwsLPLcZkJCAjw8PKBUKrFlyxacO3cOu3fvBgAkJSUBAExNTeHi4oLAwEAp+WnRogUuXbqEW7du4fbt21LSk5f2iIiIPpbKL5nlxs7OLsso1dmxt7fPckksM3d3d1y6dClf8ZV25ubmaNeuHX766SeMHz9e1o8oKioKW7ZswaBBg6BQKKCjo4PU1FTZ+tktu3nzJl68eIHvv/8ednZ2AIDz589n2XbLli1x7NgxnD17FvPmzYOZmRmcnJwwb9482NjYoFq1avlq71PBhz8SEZVMJaJTNanOqlWrkJiYCA8PDxw/fhwPHz7EoUOH0K5dO5QrVw7z5s0D8H4couPHj+Px48d4/vy5tCw+Ph4BAQF4/vw53rx5gwoVKkBHRwcrV67E3bt38ddff2Hu3LlZtuvu7o7Dhw9DS0sLjo6O0rItW7bI+g/ltT0iIqKPUWLGISqNCjpQYnGqWrUqzp8/j1mzZqFXr154+fIlrK2t0a1bN8yaNUsag2jOnDn46quvULlyZSQmJkIIgSZNmmDEiBHo3bs3Xrx4gVmzZsHX1xd+fn745ptvsGLFCtSrVw+LFy9Gly5dZNtt3rw50tLSZMmPu7s7li9fLus/ZGFhkaf2iIiIPgYTIoK9vT38/PxyrdO4cWNcvnw5y/I1a9ZgzZo1smV9+/ZF3759ZcsyXx41MzNDWlqabFm3bt2yvYyal/aIiIg+BhMiIiIikjRd2VQ2rxunCwUUAICouChZebBPcLHGVpTYh4iIiIjUHs8QEVGxUgoAEBleExGpHhMiIipWgzMN1UBEVBIwISIiolJn7NixePbsGYD3d6suX75cxRFRSceEiEq8Bw8eICUlBQCgpaWFChUqqDiiwqOroUB6V773r4moMDx79izLQ72JcsOEiEq8lJQUJCcnqzqMIuFaVqnqEIiICEyIiIiIcrRq4t+y+dcv38heZy7PiGeAPy1MiIiIiIpASToD/GBOLdl8Sow5AM3/vn4iLy9TcuIuThyHiIiIiNQezxAVocxPNi9q+Xk6ukKR++nb9OeSFTc/Pz+MGzcOMTExxb5tIiJSX0yI1FRkZKT0evv27Zg5cybCwsKkZUZGRvlqLzk5Gdra2oUWHxHljreVU0kQ1KKlbP6dlibw33+430VFycpbHg8q1tjyi5fM1JS1tbU0mZiYQKFQSPOWlpZYsmQJypcvD11dXdSpUweHDh2S1r137x4UCgW2b9+Oli1bQk9PD1u2bEFaWhrmzJnzwfV27dqFVq1awcDAAC4uLjh16hQAIDAwEIMHD0ZsbCwUCgUUCoV0lio2NhZTp05F3bp1YWBggI4dO+L27dvFesyISpL028qfPn0qJUZEVHBMiCiL5cuX48cff8TixYtx5coVeHh4oEuXLlkSkK+//hpjx45FaGgoPDw88rze9OnTMWnSJISEhKBatWro27cvUlJS0KRJEyxbtgxKpRKRkZGIjIzEpEmTAADTpk3DtWvXsHbtWpw6dQpCCHz22Wel9nZ8IiIqXkyIKIvFixdj6tSp6NOnD6pXr46FCxeiTp06WLZsmazeuHHj0L17d1SsWBE2NjZ5Xm/SpEno1KkTqlWrhtmzZ+P+/fu4c+cOdHR0spytMjIyQkREBP755x/MnTsXDRo0gIuLC7Zs2YLHjx9jz549xXZciIio9GJCRDJxcXF48uQJmjZtKlvetGlThIaGypbVr1+/QOvVrl1bem1jYwMAiI6OzjGm8PBwaGlpwcXFRVpmbm6O6tWrZ2mbShc9HWMYaL+f9HSMVR0OEZVi7FRNBWZoaFig9TJ2vk6/2y0tLa1QYqLSpWXVXqoOgYjUBM8QkYxSqYStrS2Cg4Nly4ODg+Hs7Fzo62Wmo6OD1ExPQ69cuTJSUlJw+fJladmLFy8QFhaWr7aJiIhywjNElMXkyZMxa9YsVK5cGXXq1MGGDRsQEhKCLVu2FMl6GTk4OCA+Ph4BAQFwcXGBgYEBKlasiDZt2mDmzJmYN28eXr9+ja+//hrlypVD165dP3Z3iUjN5OdWcTSYVJyhkQoxISpC+RkosSQZM2YMYmNjMXHiRERHR8PZ2Rl//fUXqlatWiTrZdSkSRP0HuCFnl/0Qsyrlxg1bjLGjByG+fPnY/78+Rg6dCiSk1Pg2qgxVvzy20eNffTgwQOkpKQAALS0tFChQoUCt0VERJ82JkQELy8veHl5SfMaGhqYNWsWZs2alW19BwcHCCGyLC/IeqamplmWzZz/A2bO/+F/C96+gomJCRYuXAgoNJCqXyaPe5a7lJQU3rZPaoGDOBJ9GBMiIqJSLn0Qx9Ks6Ur5Ha66cbpQ4P1lsKi4KFn5fP70UTbYqZqIiIjUHhMiIiIiUns8b0hERJRHGQcI5WChpQsTokKSXSdj+jTxvSSinHCw0NKLl8w+Uvpt32/evFFxJFRY0t/Lj7mln4iIPi08Q/SRNDU1YWpqKj2Ly8DAQHocRVF48uSJNJKzpqYmbG1ti2xbqpKWIr8VXpGaCiD9rI2Qlb97967A20lNTZUeGZKamoq3b9/izZs3iI6OhqmpKTQ1NQvcNhF9vAdzasnmU2LMAWj+9/UTeXkZZTFGRqURE6JCYG1tDSD3B5QWlufPn8sSosTExCLfZnGLfhUvm9dIfgOkX8ZSKJCm/Voq03wXk+d2o+KiZPOKd4r/5VkK4OHLh0hJS8GpyFOY+fnMgoROpZjr5E3Sa+WreOn0euSreFkZAFz4YZD0+kNjAGW8HTy3W8UBINhH/mgcIio8TIgKgUKhgI2NDSwtLYt8oL/Vq1fj+fPnAICyZcti8eLFRbo9VZi0Y49s3vD2YWgkvwUApGnrI6Gqh1S2c0q3PLf7zW/fyOZ1Tui8T4oACD2BxKaJiEuKQ2JaImYpsh9ckii/1GEMICrdhL7I9nVpw4SoEGlqahb5ZZaXL19K/21qaGhAT0+vSLenClGvk2TzyucvoJGUAABI0zFEnPX/yjPvf27/jUe/lZ/B032uC8Xb/yZE+gKJ70rf2TYioo+V1CLpw5VKASZEVOKlaRtm+zo7/G+ciIgKggkRlXjx1TuqOoR84XOjiIg+PUyIiAoZz1IREX16OA4RERERqT2eISIiABzzhYjUm0rPEC1YsAANGjSAsbExLC0t0a1bN4SFhcnqvHv3Dt7e3jA3N4eRkRF69OiR5XLEgwcP0KlTJxgYGMDS0hKTJ09GSkqKrE5gYCDq1asHXV1dVKlSBX5+fkW9e0REhSqoRUtpehf1v3G13kVFycqCWrRUYZSkzpQCMBECJkJA+Yndoa/ShCgoKAje3t44ffo0/P39kZycjPbt2yMhIUGqM378ePz999/YsWMHgoKC8OTJE3Tv3l0qT01NRadOnZCUlISTJ09i48aN8PPzw8yZ/xtYLyIiAp06dUKrVq0QEhKCcePGYejQoTh8+HCx7i+VLEJfyCYiIvo4g1NTMTbl/TT4v4MIfypUesns0KFDsnk/Pz9YWlriwoULaNGiBWJjY/HLL79g69ataN26NQBgw4YNcHJywunTp9G4cWMcOXIEN27cwNGjR2FlZYU6depg7ty5mDp1Knx9faGjo4Off/4ZFStWxI8//ggAcHJywokTJ7B06VJ4eHhkiYvUg7qMrUFERB9WojpVx8bGAgDMzMwAABcuXEBycjLatm0r1XF0dESFChVw6tQpAMCpU6dQq1YtWFlZSXU8PDwQFxeH69evS3UytpFeJ72NzBITExEXFyebiIiIqPQqMQlRWloaxo0bh6ZNm6JmzZoAgKioKOjo6MDU1FRW18rKClH/vX4eFRUlS4bSy9PLcqsTFxeHt2/fZollwYIFMDExkSY7O7tC2UciIioevCRO+fVRl8ySkpIQERGBypUrQ0vr466+eXt749q1azhx4sRHtVMYpk2bhgkTJkjzcXFxTIpKqJJwZ9SqiX/L5l+/fCN7nbmciIoeL4nnzkw3NdvX6qxAWcybN2/g4+ODjRs3AgBu3bqFSpUqwcfHB+XKlcPXX3+dr/ZGjx6Nffv24fjx4yhfvry03NraGklJSYiJiZGdJXr69Kn0hHlra2ucPXtW1l76XWgZ62S+M+3p06dQKpXQ19fPEo+uri50dXXztQ9ERESfim/qxqg6hBKnQJfMpk2bhsuXLyMwMFD2cM22bdti+/bteW5HCIHRo0dj9+7d+Oeff1CxYkVZuaurK7S1tREQECAtCwsLw4MHD+Dm5gYAcHNzw9WrVxEd/b8Hd/r7+0OpVMLZ2Vmqk7GN9Drpbaja2LFj0a9fP/Tr1w9jx45VdThERERqp0BniPbs2YPt27ejcePGUCgU0vIaNWogPDw8z+14e3tj69at2Lt3L4yNjaU+PyYmJtDX14eJiQmGDBmCCRMmwMzMDEqlEj4+PnBzc0Pjxo0BAO3bt4ezszMGDhyIRYsWISoqCjNmzIC3t7d0lmfEiBFYtWoVpkyZgi+//BL//PMP/vjjD+zfv78gu58n+XmeFR/1QEREpFoFSoiePXsGS0vLLMsTEhJkCdKHrFmzBgDg7u4uW75hwwZ4eXkBAJYuXQoNDQ306NEDiYmJ8PDwwE8//STV1dTUxL59+zBy5Ei4ubnB0NAQnp6emDNnjlSnYsWK2L9/P8aPH4/ly5ejfPnyWL9+fZHecs8kh4iI6NNRoISofv362L9/P3x8fABASoLWr1+fr8tQQny457+enh5Wr16N1atX51jH3t4eBw4cyLUdd3d3XLp0Kc+xlSRNVzaVXuvG6UKB98c7Ki5KVgYAwT7BxRobERFRaVCghGj+/Pno2LEjbty4gZSUFCxfvhw3btzAyZMnERQUVNgxEn1S9HSMs31NREQlV4ESombNmiEkJATff/89atWqhSNHjqBevXrSIIlE6qxl1V6qDoGIiPKpwIMHVa5cGevWrSvMWIiIiIhUokC33R84cCDbB6MePnwYBw8e/OigiIiIiIpTgRKir7/+GqnZPMVWCJHvQRmJCpOZbirM/ztx9FX1oquhgJ6mBvQ0NaCrkfe7XYmIgAJeMrt9+7Y06GFGjo6OuHPnzkcHRVRQHH1VfbmWLZpHsxCReijQGSITExPcvXs3y/I7d+7A0NDwo4MiIiIiKk4FSoi6du2KcePGyUalvnPnDiZOnIguXboUWnBERERExaFAl8wWLVqEDh06wNHRUXoY66NHj9C8eXMsXry4UAOkgsvP40ModzyWRESlW4ESIhMTE5w8eRL+/v64fPky9PX1Ubt2bbRo0aKw46OPUFSPD1HH5ICPYiEiKt0KPA6RQqFA+/bt0b59+8KMh1SED6MlIiJ1lueEaMWKFRg+fDj09PSwYsWKXOuOGTPmowOj4sUkh4iI1FmeE6KlS5eif//+0NPTw9KlS3Osp1AomBARERHRJyXPCVFERES2r4mIiIg+dfnuQ5ScnAxHR0fs27cPTk5ORRGTWngw538PwU2JMQeg+d/XT2RlAIAyHHCOSB0IfZHt6+woBQCIDK/lVk38W3r9+uUb2euMZQAw+sfO+Q+WqJTJd0Kkra2Nd+/eFUUsnzzXyZuk18pX8dIgT5Gv4mVlALDbuBgDI6JPQlKLpDzXHZzN45OIqOAKNDCjt7c3Fi5ciJSUlMKOh4iIiKjYFei2+3PnziEgIABHjhxBrVq1sjyuY9euXYUSHBEREVFxKFBCZGpqih49ehR2LJQH+eljQERERHmTr4QoLS0NP/zwA27duoWkpCS0bt0avr6+0NfXL6r4KJP89DGgggtq0VI2/05LE1Ao3r+OipKXN5hUnKEREVERyFcfonnz5uGbb76BkZERypUrhxUrVsDb27uoYiMiIiIqFvlKiDZt2oSffvoJhw8fxp49e/D3339jy5YtSEtLK6r4iIiIiIpcvi6ZPXjwAJ999pk037ZtWygUCjx58kR66j2VTvMG9JRexz6PzfD6mawMAKb/9mexxUVERFQY8nWGKCUlBXp6erJl2traSE5OLtSgiIiIiIpTvs4QCSHg5eUFXV1dadm7d+8wYsQI2a33vO2eiIiIPiX5Sog8PT2zLBswYEChBUNERESkCvlKiDZs2FBUcRARERGpTIEe3UFERERUmhRopGoqXGa6qdm+JvpYmR8qnBs+cJiI1BkTohLgm7oxhdZWxhGUcx1dGUDL40GFtt3STikAQGR4TUREpQkTIqI8GJzKM3dERKUZ+xARERGR2uMZoiKSpm2Y7WsiIiIqeZgQFZH46h1VHcIHrZr4t/T69cs3stcZyzLT1VAg/eTi+9dERESfNiZElG+uZZWqDoGIiKhQsQ8RERERqT0mRERERKT2eMmMiIg+CRzElooSEyIiIvokFOYgtkSZqfSS2fHjx9G5c2fY2tpCoVBgz549snIvLy8oFArZ1KFDB1mdly9fon///lAqlTA1NcWQIUMQHx8vq3PlyhU0b94cenp6sLOzw6JFi4p614hIjT2YU0uaUmKeSMtTYp7Iyh7MqaXCKIkoI5UmRAkJCXBxccHq1atzrNOhQwdERkZK0++//y4r79+/P65fvw5/f3/s27cPx48fx/Dhw6XyuLg4tG/fHvb29rhw4QJ++OEH+Pr6Yu3atUW2X0RE9OlQCsBECJgIwUfzqDGVXjLr2LEjOnbMfbweXV1dWFtbZ1sWGhqKQ4cO4dy5c6hfvz4AYOXKlfjss8+wePFi2NraYsuWLUhKSsKvv/4KHR0d1KhRAyEhIViyZIkscSIiIvXER/MQ8AncZRYYGAhLS0tUr14dI0eOxIsXL6SyU6dOwdTUVEqGAKBt27bQ0NDAmTNnpDotWrSAjo6OVMfDwwNhYWF49epVtttMTExEXFycbCIiIqLSq0QnRB06dMCmTZsQEBCAhQsXIigoCB07dkTqf7P5qKgoWFpaytbR0tKCmZkZoqKipDpWVlayOunz6XUyW7BgAUxMTKTJzs6usHeNiIiISpASfZdZnz59pNe1atVC7dq1UblyZQQGBqJNmzZFtt1p06ZhwoQJ0nxcXByTIiKS8FmFRKVPiU6IMqtUqRLKli2LO3fuoE2bNrC2tkZ0dLSsTkpKCl6+fCn1O7K2tsbTp09lddLnc+qbpKurC11d3SLYAyIqDT6FZxUSUf6U6EtmmT169AgvXryAjY0NAMDNzQ0xMTG4cOGCVOeff/5BWloaGjVqJNU5fvw4kpOTpTr+/v6oXr06ypQpU7w7QERERCWSShOi+Ph4hISEICQkBAAQERGBkJAQPHjwAPHx8Zg8eTJOnz6Ne/fuISAgAF27dkWVKlXg4eEBAHByckKHDh0wbNgwnD17FsHBwRg9ejT69OkDW1tbAEC/fv2go6ODIUOG4Pr169i+fTuWL18uuyRWWvFWUiIiorxR6SWz8+fPo1WrVtJ8epLi6emJNWvW4MqVK9i4cSNiYmJga2uL9u3bY+7cubLLWVu2bMHo0aPRpk0baGhooEePHlixYoVUbmJigiNHjsDb2xuurq4oW7YsZs6cqRa33PNWUiIiorxRaULk7u4OIXI+dXH48OEPtmFmZoatW7fmWqd27dr4999/8x0fERERqYdPqg8RERERUVFgQkRERERqjwkRERERqT0mRERERKT2PqmBGano6OkYZ/uaiIhIHTAhIgBAy6q9VB0CERGRyvCSGREREak9JkRERESk9njJjIiolGMfQaIPY0JERFTKsY8g0YfxkhkRERGpPSZEREREpPaYEBEREZHaY0JEREREao8JEREREak9JkRERESk9pgQERERkdpjQkRERERqjwkRERERqT0mRERERKT2mBARERGR2mNCRERERGqPD3clomyZ6aZm+5qIqDRiQkRE2fqmboyqQyAiKja8ZEZERERqjwkRERERqT0mRERERKT2mBARERGR2mNCRERERGqPCRERERGpPSZEREREpPaYEBEREZHaY0JEREREao8JEREREak9JkRERESk9pgQERERkdpjQkRERERqjwkRERERqT0mRERERKT2VJoQHT9+HJ07d4atrS0UCgX27NkjKxdCYObMmbCxsYG+vj7atm2L27dvy+q8fPkS/fv3h1KphKmpKYYMGYL4+HhZnStXrqB58+bQ09ODnZ0dFi1aVNS7RkRERJ8QlSZECQkJcHFxwerVq7MtX7RoEVasWIGff/4ZZ86cgaGhITw8PPDu3TupTv/+/XH9+nX4+/tj3759OH78OIYPHy6Vx8XFoX379rC3t8eFCxfwww8/wNfXF2vXri3y/SMiIqJPg5YqN96xY0d07Ngx2zIhBJYtW4YZM2aga9euAIBNmzbBysoKe/bsQZ8+fRAaGopDhw7h3LlzqF+/PgBg5cqV+Oyzz7B48WLY2tpiy5YtSEpKwq+//godHR3UqFEDISEhWLJkiSxxIiIiIvVVYvsQRUREICoqCm3btpWWmZiYoFGjRjh16hQA4NSpUzA1NZWSIQBo27YtNDQ0cObMGalOixYtoKOjI9Xx8PBAWFgYXr16le22ExMTERcXJ5uIiIio9CqxCVFUVBQAwMrKSrbcyspKKouKioKlpaWsXEtLC2ZmZrI62bWRcRuZLViwACYmJtJkZ2f38TtEREREJVaJTYhUadq0aYiNjZWmhw8fqjokIiIiKkIlNiGytrYGADx9+lS2/OnTp1KZtbU1oqOjZeUpKSl4+fKlrE52bWTcRma6urpQKpWyiYiIiEqvEpsQVaxYEdbW1ggICJCWxcXF4cyZM3BzcwMAuLm5ISYmBhcuXJDq/PPPP0hLS0OjRo2kOsePH0dycrJUx9/fH9WrV0eZMmWKaW+IiIioJFNpQhQfH4+QkBCEhIQAeN+ROiQkBA8ePIBCocC4cePw3Xff4a+//sLVq1cxaNAg2Nraolu3bgAAJycndOjQAcOGDcPZs2cRHByM0aNHo0+fPrC1tQUA9OvXDzo6OhgyZAiuX7+O7du3Y/ny5ZgwYYKK9pqIiIhKGpXedn/+/Hm0atVKmk9PUjw9PeHn54cpU6YgISEBw4cPR0xMDJo1a4ZDhw5BT09PWmfLli0YPXo02rRpAw0NDfTo0QMrVqyQyk1MTHDkyBF4e3vD1dUVZcuWxcyZM3nLPREREUlUmhC5u7tDCJFjuUKhwJw5czBnzpwc65iZmWHr1q25bqd27dr4999/CxwnERERlW4ltg8RERERUXFhQkRERERqjwkRERERqT0mRERERKT2mBARERGR2mNCRERERGqPCRERERGpPSZEREREpPaYEBEREZHaY0JEREREao8JEREREak9JkRERESk9pgQERERkdpjQkRERERqjwkRERERqT0mRERERKT2mBARERGR2mNCRERERGqPCRERERGpPSZEREREpPaYEBEREZHaY0JEREREao8JEREREak9JkRERESk9pgQERERkdpjQkRERERqjwkRERERqT0mRERERKT2mBARERGR2mNCRERERGqPCRERERGpPSZEREREpPaYEBEREZHaY0JEREREao8JEREREak9JkRERESk9rRUHQARUWlmppua7WsiKlmYEBERFaFv6saoOgQiygNeMiMiIiK1V6ITIl9fXygUCtnk6Ogolb979w7e3t4wNzeHkZERevTogadPn8raePDgATp16gQDAwNYWlpi8uTJSElJKe5dISIiohKsxF8yq1GjBo4ePSrNa2n9L+Tx48dj//792LFjB0xMTDB69Gh0794dwcHBAIDU1FR06tQJ1tbWOHnyJCIjIzFo0CBoa2tj/vz5xb4vREREVDKV+IRIS0sL1tbWWZbHxsbil19+wdatW9G6dWsAwIYNG+Dk5ITTp0+jcePGOHLkCG7cuIGjR4/CysoKderUwdy5czF16lT4+vpCR0enuHeHiIiISqASfckMAG7fvg1bW1tUqlQJ/fv3x4MHDwAAFy5cQHJyMtq2bSvVdXR0RIUKFXDq1CkAwKlTp1CrVi1YWVlJdTw8PBAXF4fr16/nuM3ExETExcXJJiIiIiq9SnRC1KhRI/j5+eHQoUNYs2YNIiIi0Lx5c7x+/RpRUVHQ0dGBqampbB0rKytERUUBAKKiomTJUHp5ellOFixYABMTE2mys7Mr3B0jIiKiEqVEXzLr2LGj9Lp27dpo1KgR7O3t8ccff0BfX7/Itjtt2jRMmDBBmo+Li2NSREREVIqV6DNEmZmamqJatWq4c+cOrK2tkZSUhJiYGFmdp0+fSn2OrK2ts9x1lj6fXb+kdLq6ulAqlbKJiIiISq9PKiGKj49HeHg4bGxs4OrqCm1tbQQEBEjlYWFhePDgAdzc3AAAbm5uuHr1KqKjo6U6/v7+UCqVcHZ2Lvb4iYiIqGQq0ZfMJk2ahM6dO8Pe3h5PnjzBrFmzoKmpib59+8LExARDhgzBhAkTYGZmBqVSCR8fH7i5uaFx48YAgPbt28PZ2RkDBw7EokWLEBUVhRkzZsDb2xu6uroq3jsiIiIqKUp0QvTo0SP07dsXL168gIWFBZo1a4bTp0/DwsICALB06VJoaGigR48eSExMhIeHB3766SdpfU1NTezbtw8jR46Em5sbDA0N4enpiTlz5qhql4iIiKgEKtEJ0bZt23It19PTw+rVq7F69eoc69jb2+PAgQOFHRoRERGVIp9UHyIiIiKiosCEiIiIiNQeEyIiIiJSe0yIiIiISO0xISIiIiK1x4SIiIiI1B4TIiIiIlJ7TIiIiIhI7TEhIiIiIrXHhIiIiIjUHhMiIiIiUntMiIiIiEjtMSEiIiIitceEiIiIiNQeEyIiIiJSe0yIiIiISO0xISIiIiK1x4SIiIiI1B4TIiIiIlJ7TIiIiIhI7TEhIiIiIrXHhIiIiIjUHhMiIiIiUntMiIiIiEjtMSEiIiIitceEiIiIiNQeEyIiIiJSe0yIiIiISO0xISIiIiK1x4SIiIiI1B4TIiIiIlJ7TIiIiIhI7TEhIiIiIrXHhIiIiIjUHhMiIiIiUntMiIiIiEjtMSEiIiIitceEiIiIiNSeWiVEq1evhoODA/T09NCoUSOcPXtW1SERERFRCaA2CdH27dsxYcIEzJo1CxcvXoSLiws8PDwQHR2t6tCIiIhIxdQmIVqyZAmGDRuGwYMHw9nZGT///DMMDAzw66+/qjo0IiIiUjG1SIiSkpJw4cIFtG3bVlqmoaGBtm3b4tSpUyqMjIiIiEoCLVUHUByeP3+O1NRUWFlZyZZbWVnh5s2bWeonJiYiMTFRmo+NjQUAxMXF5bqd1MS3eY7ptXZqnuumvE3Jc92EvFfF28Q3ea77Ljk5z3U/dJw+hMfxvY89jgCPZToey9wVxvHJq9J8HIv7M5kfr9+p/lgW9z5n3KYQ4sOVhRp4/PixACBOnjwpWz558mTRsGHDLPVnzZolAHDixIkTJ06cSsH08OHDD+YKanGGqGzZstDU1MTTp09ly58+fQpra+ss9adNm4YJEyZI82lpaXj58iXMzc2hUCiKPN6CiouLg52dHR4+fAilUqnqcD5ZPI6Fh8ey8PBYFg4ex8LzKRxLIQRev34NW1vbD9ZVi4RIR0cHrq6uCAgIQLdu3QC8T3ICAgIwevToLPV1dXWhq6srW2ZqaloMkRYOpVJZYj+cnxIex8LDY1l4eCwLB49j4Snpx9LExCRP9dQiIQKACRMmwNPTE/Xr10fDhg2xbNkyJCQkYPDgwaoOjYiIiFRMbRKi3r1749mzZ5g5cyaioqJQp04dHDp0KEtHayIiIlI/apMQAcDo0aOzvURWWujq6mLWrFlZLvdR/vA4Fh4ey8LDY1k4eBwLT2k7lgoh8nIvGhEREVHppRYDMxIRERHlhgkRERERqT0mRERERKT2mBARERUxhUKBPXv2qDoMGXd3d4wbNy5f65TE/Sgufn5+n9R4dMXFy8tLGt/vU8eEqBAFBgZCoVBIk76+PmrUqIG1a9eqOrRiU5Av2Zw4OjpCV1cXUVFRhdJeXpW0P3BVfBGnf5ZjYmKylDk4OGDZsmXFGk9hyvh3qqGhARMTE9StWxdTpkxBZGSkqsPLl9mzZ6N8+fKy753spsDAwCzr7tq1C3Pnzi3+oD+CEAJr165Fo0aNYGRkBFNTU9SvXx/Lli3Dmzd5f+bYp8zLyyvX99rBwUHVIX6ymBAVgbCwMERGRuLGjRv46quvMHLkSAQEBKg6rE/KiRMn8PbtW/Ts2RMbN24slm2mpqYiLS2tWLZFqhcWFoYnT57g3LlzmDp1Ko4ePYqaNWvi6tWrqg4tz/bu3YslS5YgMjJSmnr16oUOHTrIljVp0kRaJykpCQBgZmYGY2NjVYVeIAMHDsS4cePQtWtXHDt2DCEhIfj222+xd+9eHDlyRNXhFYvly5fL3lsA2LBhgzR/7tw5FUf4CSuUp6eSEEKIY8eOCQDi1atXsuWVK1cWixYtkuYPHjwomjZtKkxMTISZmZno1KmTuHPnjlSemJgovL29hbW1tdDV1RUVKlQQ8+fPl8pfvXolhgwZIsqWLSuMjY1Fq1atREhIiFQ+a9Ys4eLiIn755RdhZ2cnDA0NxciRI0VKSopYuHChsLKyEhYWFuK7776TxZnXdjdt2iTs7e2FUqkUvXv3FnFxcUIIITw9PbM8UC8iIqJAx9LLy0t8/fXX4uDBg6JatWpZyu3t7cWcOXNEnz59hIGBgbC1tRWrVq2S1fnxxx9FzZo1hYGBgShfvrwYOXKkeP36tVS+YcMGYWJiIvbu3SucnJyEpqZmtvtw7NgxERERIQCI7du3i2bNmgk9PT1Rv359ERYWJs6ePStcXV2FoaGh6NChg4iOjpbFsW7dOuHo6Ch0dXVF9erVxerVq6Wy9HZ37twp3N3dhb6+vqhdu7b0IOL0z1TGadasWQU6pvmR02dZiPfHfunSpdL8/fv3RZcuXYShoaEwNjYWX3zxhYiKipLKPT09RdeuXWVtjB07VrRs2VKa37Fjh6hZs6bQ09MTZmZmok2bNiI+Pl4qz+0YFta+vXnzRlSvXl00bdpUWtayZUsxduxYWb2uXbsKT09PaT4vn0UAYvfu3dL8gwcPxBdffCFMTExEmTJlRJcuXaS/ldDQUKGvry+2bNki1d++fbvQ09MT169fl7Who6MjYmNjZdvKfLzT/27XrVsnHBwchEKhyHbfVLUfebV9+3YBQOzZsydLWVpamoiJiRFCCJGamipmz54typUrJ3R0dISLi4s4ePCgVPdDf3PpNmzYIOzs7IS+vr7o1q2bWLx4sTAxMZHV+emnn0SlSpWEtra2qFatmti0aVO+9+tjZX5PAgMDRYMGDYSOjo6wtrYWU6dOFcnJyUIIIf7++29hYmIiUlJShBBCXLp0SQAQU6dOldYfMmSI6N+/vxDif9+Rhw4dEo6OjsLQ0FB4eHiIJ0+eSPXTP28//PCDsLa2FmZmZmLUqFEiKSlJqvPy5UsxcOBAYWpqKvT19UWHDh3ErVu3pPL0z2hGS5cuFfb29tL8sWPHRIMGDYSBgYEwMTERTZo0Effu3ZPK9+zZI+rWrSt0dXVFxYoVha+vr7TfeT6W+apNucr8RZuWliYOHjwotLW1RVBQkFTvzz//FDt37hS3b98Wly5dEp07dxa1atUSqampQgghfvjhB2FnZyeOHz8u7t27J/7991+xdetWaf22bduKzp07i3Pnzolbt26JiRMnCnNzc/HixQshxPsPl5GRkejZs6e4fv26+Ouvv4SOjo7w8PAQPj4+4ubNm+LXX38VAMTp06fz3W737t3F1atXxfHjx4W1tbX45ptvhBBCxMTECDc3NzFs2DARGRkpIiMjpT+8/IiLixOGhobi2rVrIiUlRVhZWYnjx4/L6tjb2wtjY2OxYMECERYWJlasWCE0NTXFkSNHpDpLly4V//zzj4iIiBABAQGievXqYuTIkVL5hg0bhLa2tmjSpIkIDg4WN2/eFLGxsaJXr16iQ4cO0j4kJiZKX6KOjo7i0KFD4saNG6Jx48bC1dVVuLu7ixMnToiLFy+KKlWqiBEjRkjb+O2334SNjY3YuXOnuHv3rti5c6cwMzMTfn5+Qggha3ffvn0iLCxM9OzZU9jb24vk5GSRmJgoli1bJpRKpRRPxqSuqOQ1IUpNTRV16tQRzZo1E+fPnxenT58Wrq6usmTnQwnRkydPhJaWlliyZImIiIgQV65cEatXr5b280PHsDD3benSpQKAePr0qRAi7wnRhz6LGX+0kpKShJOTk/jyyy/FlStXxI0bN0S/fv1E9erVRWJiohBCiNWrVwsTExNx//598fDhQ1GmTBmxfPlyWRyrVq0S7du3z7IP2SVE6cn6xYsXxeXLl7PdN1XtR1516dJFVK9e/YP1lixZIpRKpfj999/FzZs3xZQpU4S2trb0A/yhvzkhhDh9+rTQ0NAQCxcuFGFhYWL58uXC1NRUlhDt2rVLaGtri9WrV4uwsDDx448/Ck1NTfHPP/8UaP8KKuN78ujRI2FgYCBGjRolQkNDxe7du0XZsmWlf6JiYmKEhoaGOHfunBBCiGXLlomyZcuKRo0aSe1VqVJFrFu3Tgjxv+/Itm3binPnzokLFy4IJycn0a9fP6m+p6enUCqVYsSIESI0NFT8/fffwsDAQKxdu1aq06VLF+Hk5CSOHz8uQkJChIeHh6hSpYqUNH0oIUpOThYmJiZi0qRJ4s6dO+LGjRvCz89P3L9/XwghxPHjx4VSqRR+fn4iPDxcHDlyRDg4OAhfX9/8Hct81aZcpX/RGhoaCkNDQ6GlpSU0NDSynInJ7NmzZwKAuHr1qhBCCB8fH9G6dWuRlpaWpe6///4rlEqlePfunWx55cqVxX/+8x8hxPsPl4GBgXTmRgghPDw8hIODg5R0CSFE9erVxYIFCz6q3cmTJ8v+mLL7AcmvtWvXijp16kjzY8eOlf0ACfH+y7tDhw6yZb179xYdO3bMsd0dO3YIc3NzaX7Dhg0CgOwsmBDZ/4Cnf4muX79eWvb7778LACIgIEBatmDBAtmXduXKlWXJrBBCzJ07V7i5ueXY7vXr1wUAERoaKsWZ+T/Topb5s5xxUigUUkJ05MgRoampKR48eJAl/rNnzwohPpwQXbhwQQCQ/beX0YeOYUH3LbuE6ODBgwKAOHPmjBAi7wnRhz6LGX+0Nm/eLKpXry77+05MTBT6+vri8OHD0rJOnTqJ5s2bizZt2oj27dtn+T5o165dljM4QmSfEGlra2c5c5ldQqSK/cgrJycn0aVLlw/Ws7W1FfPmzZMta9CggRg1apQQIm9/c3379hWfffaZrI3evXvL/g6bNGkihg0bJqvzxRdfZFmvqGV8T7755pss78nq1auFkZGR9N1fr1498cMPPwghhOjWrZuYN2+e0NHREa9fvxaPHj0SAKTkMf07MuMVjNWrVwsrKytp3tPTU9jb28v++f3iiy9E7969hRBC3Lp1SwAQwcHBUvnz58+Fvr6++OOPP4QQH06IXrx4IQCIwMDAbI9BmzZtZFdRhHj/+bSxscn94GXCPkRF4N9//0VISAhCQkKwfv16zJ8/H2vWrJHKb9++jb59+6JSpUpQKpVSJ7gHDx4AeN9pLiQkBNWrV8eYMWNk18YvX76M+Ph4mJubw8jISJoiIiIQHh4u1XNwcJD1D7CysoKzszM0NDRky6Kjoz+qXRsbG6mNwvLrr79iwIAB0vyAAQOwY8cOvH79WlbPzc0ty3xoaKg0f/ToUbRp0wblypWDsbExBg4ciBcvXsg6X+ro6KB27dp5ji1j3fTn4NWqVUu2LP14JCQkIDw8HEOGDJEd0++++052TDO3a2NjAwCFflwLIuNnOX2ytbWVykNDQ2FnZwc7OztpmbOzM0xNTWXvRW5cXFzQpk0b1KpVC1988QXWrVuHV69eAcjfMSwM4r8D9ysUinyt96HPYkaXL1/GnTt3YGxsLO2PmZkZ3r17J9unX3/9FVeuXMHFixfh5+cniykuLg5BQUHo0qVLnuKzt7eHhYVFiduP/Eh/b3ITFxeHJ0+eoGnTprLlTZs2zbIfuf3NhYaGolGjRrL6mY9NaGhonrZTnEJDQ+Hm5iY7xk2bNkV8fDwePXoEAGjZsiUCAwMhhMC///6L7t27w8nJCSdOnEBQUBBsbW1RtWpVaX0DAwNUrlxZms/uO79GjRrQ1NTMtk5oaCi0tLRkx9Pc3BzVq1fP87EyMzODl5cXPDw80LlzZ6kfVbrLly9jzpw5su+IYcOGITIyMl+d7dXqWWbFpWLFitJdQTVq1MCZM2cwb948jBw5EgDQuXNn2NvbY926dbC1tUVaWhpq1qwpdXasV68eIiIicPDgQRw9ehS9evVC27Zt8eeffyI+Ph42NjbZ3jWS8U4kbW1tWZlCoch2WXon4o9ptzA7It+4cQOnT5/G2bNnMXXqVGl5amoqtm3bhmHDhuWpnXv37uH//u//MHLkSMybNw9mZmY4ceIEhgwZgqSkJBgYGAAA9PX18/UFnXH/09fLvCzjMQWAdevWZflyzfjlkVO7JaGDd8bPcjotrfx9bWhoaGT5MUtOTpZea2pqwt/fHydPnsSRI0ewcuVKTJ8+HWfOnJHep7wcw8KQ/gWd/k/Kh2IviPj4eLi6umLLli1ZyjImLZcvX0ZCQgI0NDQQGRkp/WgDwMGDB+Hs7CxLRHNjaGj4UTFnpzD2Iz+qVauGmzdvFjjezErq31xRc3d3x6+//orLly9DW1sbjo6OcHd3R2BgIF69eoWWLVvK6mf3nZ/5b+Jjfxfy8ne2YcMGjBkzBocOHcL27dsxY8YM+Pv7o3HjxoiPj8fs2bPRvXv3LG3r6enlOQ4mRMVAU1MTb9++BQC8ePECYWFhWLduHZo3bw7g/R1VmSmVSvTu3Ru9e/dGz5490aFDB7x8+RL16tVDVFQUtLS0CvX2ysJqV0dHB6mpqQVe/5dffkGLFi2wevVq2fINGzbgl19+kSVEp0+fltU5ffo0nJycAAAXLlxAWloafvzxR+ms2B9//FEs+5DOysoKtra2uHv3Lvr371/gdgornqLg5OSEhw8f4uHDh9KP840bNxATEwNnZ2cA738cr127JlsvJCQkyw9S06ZN0bRpU8ycORP29vbYvXs3JkyYUCjHMC/evn2LtWvXokWLFtIPuoWFhew/0dTUVFy7dg2tWrWSrZvbZzGzevXqYfv27bC0tIRSqcy2zsuXL+Hl5YXp06cjMjIS/fv3x8WLF6Gvrw/g/d1lXbt2LfC+5qS49yM/+vXrhz59+mS770IIxMXFwcTEBLa2tggODpb9sAcHB6Nhw4Z53paTkxPOnDkjW5b52Dg5OSE4OBienp6y7aR/7lXByckJO3fuhBBCSvKCg4NhbGyM8uXLAwCaN2+O169fY+nSpdIxcnd3x/fff49Xr15h4sSJhR5TSkoKzpw5I93tmP47mPE7IioqShZ3SEhIlrbq1q2LunXrYtq0aXBzc8PWrVvRuHFj1KtXD2FhYahSpcpHxcpLZkUgOjoaUVFRuH//Pnbs2IHNmzdLf8BlypSBubk51q5dizt37uCff/7BhAkTZOsvWbIEv//+O27evIlbt25hx44dsLa2hqmpKdq2bQs3Nzd069YNR44cwb1793Dy5ElMnz4d58+fL3DMhdWug4MDzpw5g3v37uH58+f5+i8hOTkZmzdvRt++fVGzZk3ZNHToUJw5cwbXr1+X6gcHB2PRokW4desWVq9ejR07dmDs2LEAgCpVqiA5ORkrV67E3bt3sXnzZvz888953ocrV64gLCwMz58//6gzArNnz8aCBQuwYsUK3Lp1C1evXsWGDRuwZMmSPLfh4OCA+Ph4BAQE4Pnz5yVqvJW2bduiVq1a0g/d2bNnMWjQILRs2RL169cHALRu3Rrnz5/Hpk2bcPv2bcyaNUuWIJ05cwbz58/H+fPn8eDBA+zatQvPnj2TfogL4xhmJ/3v9Pbt29i2bRuaNm2K58+fyy5vt27dGvv378f+/ftx8+ZNjBw5MtuxmXL7LGbWv39/lC1bFl27dsW///6LiIgIBAYGYsyYMdJljREjRsDOzg4zZszAkiVLkJqaikmTJgEAUlJScPDgwTxfLsuP4tyP/OrVqxd69+6Nvn37Sp+X+/fvY9++fWjbti2OHTsGAJg8eTIWLlyI7du3IywsDF9//TVCQkJy3I/spJ+JWLx4MW7fvo1Vq1bh0KFDsjqTJ0+Gn58f1qxZg9u3b2PJkiXYtWtXgfevMIwaNQoPHz6Ej48Pbt68ib1792LWrFmYMGGC9I9hmTJlULt2bWzZsgXu7u4AgBYtWuDixYu4detWljNEH6tq1aro2rUrhg0bhhMnTuDy5csYMGAAypUrJ/0uuru749mzZ1i0aBHCw8OxevVqHDx4UGojIiIC06ZNw6lTp3D//n0cOXIEt2/flr4jZs6ciU2bNmH27Nm4fv06QkNDsW3bNsyYMSN/wearxxHlKvMt0lpaWqJixYpi0qRJsluI/f39hZOTk9DV1RW1a9cWgYGBso5x6Z2KDQ0NhVKpFG3atBEXL16U1o+LixM+Pj7C1tZWaGtrCzs7O9G/f3+pY2t2HdSy69iauVNlQdrNfGtkWFiYaNy4sdDX18/3bfd//vmn0NDQkN2ynZGTk5MYP368EOJ9B9DZs2eLL774QhgYGAhra+ssd68sWbJE2NjYCH19feHh4SE2bdok60ybU2fl6Oho0a5dO2FkZJTltvtLly5J9bLrnJtdm1u2bBF16tQROjo6okyZMqJFixZi165dQgiRbbuvXr2StptuxIgRwtzc/JO87V4IIWbOnCmsrKyEiYmJGD9+vBg9erTUqfrGjRvCw8NDWFhYCF1dXVGtWjWxcuVK2fq5HcOC7hsAoVAohLGxsXBxcRGTJ08WkZGRsrpJSUli5MiRwszMTFhaWooFCxZk26n6Q5/FjH/fQggRGRkpBg0aJMqWLSt0dXVFpUqVxLBhw0RsbKzYuHGjMDQ0lN2WfObMGaGtrS0OHDggjh49KsqXL5/j/uV0231m2XWqLs79KIjU1FSxZs0a6fZrpVIpXF1dxfLly8WbN2+kOr6+vqJcuXJCW1s7x9vuP/Q398svv4jy5csLfX190blz51Jx2326sWPHyjqRCyGEi4uLsLa2ltXL7vts9+7dImPqkJdhNdJvuzcxMZG+jzN+LoQQYs2aNdIwMYMGDRLz5s2TfluioqJEt27dhI2NjdDR0RH29vZi5syZspuEDh06JJo0aSL09fWFUqkUDRs2lN3plhcKIfLQU42ohHFwcMC4ceMKbVRsooIq7s/imDFjkJKSgp9++qlQ2+XfFKk79iEiIvqE1KxZM8sdT0T08ZgQERF9QoYPH67qEIhKJV4yIyIiIrXHu8yIiIhI7TEhIiIiIrXHhIiIiIjUHhMiIiIiUntMiIiIchAYGAiFQpHt6NREVLowISKiUuHZs2cYOXIkKlSoAF1dXVhbW8PDwwPBwcEA3j8vbc+ePaoNkohKLI5DRESlQo8ePZCUlISNGzeiUqVKePr0KQICAvDixQtVh0ZEnwCeISKiT15MTAz+/fdfLFy4EK1atYK9vT0aNmyIadOmoUuXLnBwcAAAfP7551AoFHBwcMC9e/egoaGR5eHFy5Ytg729fY4PJj5x4gSaN28OfX192NnZYcyYMUhISCjqXSSiIsaEiIg+eUZGRjAyMsKePXuQmJiYpfzcuXMAgA0bNiAyMhLnzp2Dg4MD2rZtiw0bNsjqbtiwAV5eXtLTwTMKDw9Hhw4d0KNHD1y5cgXbt2/HiRMnMHr06KLZMSIqNhypmohKhZ07d2LYsGF4+/Yt6tWrh5YtW6JPnz6oXbs2gPd9iHbv3o1u3bpJ6/zxxx8YMWIEIiMjoauri4sXL6J+/fq4e/cuHBwcEBgYiFatWuHVq1cwNTXF0KFDoampif/85z9SGydOnEDLli2RkJAAPT294t5tIiokPENERKVCjx498OTJE/z111/o0KEDAgMDUa9ePfj5+eW4Trdu3aCpqYndu3cDAPz8/NCqVSvpEltmly9fhp+fn3RGysjICB4eHkhLS0NEREQR7BURFReeISKiUmvo0KHw9/fH/fv3sz1DBAATJ07EtWvX8Pfff8PW1hbLly9H//79ASDLGSInJye0a9cOY8aMybKtChUqQEdHpzh2i4iKAO8yI6JSy9nZWbrVXltbG6mpqVnqDB06FDVr1sRPP/2ElJQUdO/ePcf26tWrhxs3bqBKlSpFFTIRqQgvmRHRJ+/Fixdo3bo1fvvtN1y5cgURERHYsWMHFi1ahK5duwIAHBwcEBAQgKioKLx69Upa18nJCY0bN8bUqVPRt29f6Ovr57idqVOn4uTJkxg9ejRCQkJw+/Zt7N27l52qiUoBJkRE9MkzMjJCo0aNsHTpUrRo0QI1a9bEt99+i2HDhmHVqlUAgB9//BH+/v6ws7ND3bp1ZesPGTIESUlJ+PLLL3PdTu3atREUFIRbt26hefPmqFu3LmbOnAlbW9si2zciKh7sQ0REam/u3LnYsWMHrly5oupQiEhFeIaIiNRWfHw8rl27hlWrVsHHx0fV4RCRCjEhIiK1NXr0aLi6usLd3f2Dl8uIqHTjJTMiIiJSezxDRERERGqPCRERERGpPSZEREREpPaYEBEREZHaY0JEREREao8JEREREak9JkRERESk9pgQERERkdpjQkRERERq7/8BxkEN+RW71fwAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(data=df, x=\"Style\", y=\"Price\", hue=\"Location\").set(title = 'Style of Listing correlation to Price Per City')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Style of Listing correlation to Square Footage Per City')]"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(data=df2, x=\"Style\", y=\"Size(sqft)\", hue=\"Location\").set(title = 'Style of Listing correlation to Square Footage Per City')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Average Prices of Listings per City ')]"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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bi99++03tFGlpvajvhw0bhl69euH48eOIiIhAixYt0LRp07KWS9UET5lRjfD48WNs3rwZb731Fvr161fkFRwcjIcPH2Lbtm0AAC0tLfTr1w/bt2/HTz/9hPz8fLXTZQDw7rvv4saNG2rPM3l6fdnZ2S+sS1tbGwqFQrp+Cfj3lvZn71Dz8/MD8O8Ttp+2fPnyIsvr27cvfvvtt2IDSHG3C1c0a2treHt744cffkBycrLatMIjFy9T9927d9Wm6enpwc3NDUII5OXllVhH9+7dkZqaqnZtWH5+PpYvXw5jY+NKvf7j2W3Q0tKSgkLhadrCZ+w874nKL6tly5awsrLCmjVrkJ+fL42PiIiQTquVVGNp+7nQ2rVr1U5bbdq0Cbdu3YK/vz8AwNPTEw0aNMDChQuRlZVVZP5X2VfHjBkDe3t7TJ48GZcuXSoy/fbt2/jiiy9KnP9Ffe/v749atWrhq6++woEDB3h0SCZ4hIhqhG3btuHhw4fo2bNnsdPbtm0La2trRERESMGnf//+WL58OUJCQuDu7l7kluehQ4diw4YNGDNmDPbv34927dqhoKAAFy9exIYNGxAZGYmWLVs+t66AgAAsWrQI3bp1w6BBg3D79m2sWLECLi4uOHPmjNTO09MTffv2xZIlS3D37l3ptvvCD/un/0c7b9487N+/H23atMHo0aPh5uaGe/fu4e+//8Yff/yBe/fulakPX8WyZcvQvn17vP766wgMDISzszOuXbuGnTt3Sl+PUNq6u3btCjs7O7Rr1w62traIj4/H119/jYCAgOdeSBsYGIhVq1ZhxIgROHnyJJycnLBp0ybExMRgyZIlr3QRbmJiYrF/YFu0aFHsoxHef/993Lt3D507d0bdunVx/fp1LF++HM2bN5f2s+bNm0NbWxtfffUVMjIyoFQq0blzZ9jY2JS5Tj09PYSGhmLs2LHo3Lkz3n33XVy7dg3h4eFo0KCB2n5U1n4uZGlpifbt22PkyJFIS0vDkiVL4OLigtGjRwP4NwR+99138Pf3R9OmTTFy5EjUqVMHN27cwP79+2Fqaort27eXaTstLCywZcsWdO/eHc2bN1d7UvXff/+NX3/9FV5eXiXO36BBA5ibm2PlypUwMTGBkZER2rRpI13DpKuriwEDBuDrr7+GtrZ2mY5CUTWksfvbiMpRjx49hL6+vsjOzi6xzYgRI4Surq5027dKpRIODg4CgPjiiy+KnSc3N1d89dVXomnTpkKpVAoLCwvh6ekpPv/8c5GRkSG1AyCCgoKKXcb3338vGjZsKJRKpWjSpIkICwuTbjN+WnZ2tggKChKWlpbC2NhY9O7dWyQkJAgAYt68eWpt09LSRFBQkHBwcBC6urrCzs5OdOnSRaxevfqFfVWa28gLb61fsGBBidOevWX53Llz4u233xbm5uZCX19fNG7cWHz22WcvXfeqVauEt7e3sLKyEkqlUjRo0EBMmTJFrb9LkpaWJkaOHClq1aol9PT0hLu7e7G3Vr/sbfcAin2NGjVKCFH0tvtNmzaJrl27ChsbG6Gnpyfq1asn/vOf/4hbt26pLXvNmjWifv36QltbW+227pJuu9+4caPa/CX9LJYtWyYcHR2FUqkUrVu3FjExMcLT01N069ZNalPWfi6s5ddffxXTp08XNjY2wsDAQAQEBBR57IIQQpw6dUr06dNHWo+jo6N49913xb59+6Q2hb8P6enpz133s27evCkmTpwoGjVqJPT19YWhoaHw9PQUc+bMUduOZ/tTCCF+//134ebmJnR0dIrtw2PHjgkAomvXri9VE1Vf/C4zoiosLi4OLVq0wM8//4zBgwdruhyqplQqFaytrdGnT59iTwG/jOjoaHTq1AkbN24s04MRq4vTp0+jefPmWLt27XO//JdqDl5DRFRFPH78uMi4JUuWQEtLC97e3hqoiKqjJ0+eFLnrbO3atbh3716Rr+6gkq1ZswbGxsbo06ePpkuhSsJriIiqiPnz5+PkyZPo1KkTdHR0pNu1AwMDi9ziT1SSI0eOYOLEiXjnnXdgZWWFv//+G99//z1ee+016fvTqGTbt2/HhQsXsHr1agQHB5f4BbNU8zAQEVURb7zxBqKiojB79mxkZWWhXr16CA0NLfI4AKLncXJygoODA5YtW4Z79+7B0tISw4YNw7x58/it76UwduxYpKWloXv37tXmuVdUPngNEREREckeryEiIiIi2WMgIiIiItnjNUSloFKpcPPmTZiYmPDL/YiIiKoJIQQePnyI2rVrF/ni52cxEJXCzZs3eZcPERFRNZWSkoK6des+tw0DUSkUPsY+JSUFpqamGq6GiIiISiMzMxMODg6l+joaBqJSKDxNZmpqykBERERUzZTmchdeVE1ERESyp9FANHfuXLRq1QomJiawsbFB7969kZCQoNbGx8cHCoVC7TVmzBi1NsnJyQgICIChoSFsbGwwZcoU5Ofnq7WJjo7G66+/DqVSCRcXF4SHh1f05hEREVE1odFAdODAAQQFBeHIkSOIiopCXl4eunbtiuzsbLV2o0ePxq1bt6TX/PnzpWkFBQUICAhAbm4uDh8+jB9//BHh4eGYOXOm1CYpKQkBAQHo1KkT4uLiMGHCBLz//vuIjIystG0lIiKiqqtKPak6PT0dNjY2OHDggPRllj4+PmjevDmWLFlS7Dy7d+/GW2+9hZs3b8LW1hYAsHLlSkybNg3p6enQ09PDtGnTsHPnTpw7d06ab8CAAXjw4AH27NnzwroyMzNhZmaGjIwMXkNERERUTbzM3+8qdQ1RRkYGAMDS0lJtfEREBGrVqoXXXnsN06dPx6NHj6RpsbGxcHd3l8IQAPj5+SEzMxPnz5+X2vj6+qot08/PD7GxscXWkZOTg8zMTLUXERER1VxV5i4zlUqFCRMmoF27dnjttdek8YMGDYKjoyNq166NM2fOYNq0aUhISMDmzZsBAKmpqWphCIA0nJqa+tw2mZmZePz4MQwMDNSmzZ07l1/qR0REJCNVJhAFBQXh3Llz+Ouvv9TGBwYGSu/d3d1hb2+PLl264MqVK2jQoEGF1DJ9+nRMmjRJGi58jgERERHVTFXilFlwcDB27NiB/fv3v/BJkm3atAEAJCYmAgDs7OyQlpam1qZw2M7O7rltTE1NixwdAgClUik9c4jPHiIiIqr5NBqIhBAIDg7Gli1b8Oeff8LZ2fmF88TFxQEA7O3tAQBeXl44e/Ysbt++LbWJioqCqakp3NzcpDb79u1TW05UVBS8vLzKaUuIiIioOtNoIAoKCsLPP/+MX375BSYmJkhNTUVqaioeP34MALhy5Qpmz56NkydP4tq1a9i2bRuGDRsGb29vNGvWDADQtWtXuLm5YejQoTh9+jQiIyMxY8YMBAUFQalUAgDGjBmDq1evYurUqbh48SK++eYbbNiwARMnTtTYthMREVHVodHb7kt6lHZYWBhGjBiBlJQUDBkyBOfOnUN2djYcHBzw9ttvY8aMGWqnsa5fv44PPvgA0dHRMDIywvDhwzFv3jzo6PzvEqno6GhMnDgRFy5cQN26dfHZZ59hxIgRpaqTt90TERFVPy/z97tKPYeoqmIgIiIiqn6q7XOIiIiIiDShytx2T0RERNXD+PHjkZ6eDgCwtrbG0qVLNVzRq2MgIiIiopeSnp5e5HE21R1PmREREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQERERkezxy12JiIiqoTlD+mls3Rl3Mp56n67RWj79eVO5LIdHiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9niXGRFViPHjxyM9PR0AYG1tjaVLl2q4IiKikjEQEVGFSE9PR1pamqbLICIqFZ4yIyIiItljICIiIiLZYyAiIiIi2WMgIiIiItljICIiIiLZ411mRERE9FKUWgoUHlP59331x0BEREREL8WzlqmmSyh3PGVGREREsscjRDUEnwpMRERUdgxENQSfCkxERFR2PGVGREREsscjREQ1WLvl7TS2bmWmEgr8e/dJamaqRmuJGRujsXUTUfXAI0REREQkewxEREREJHsMRERERCR7DEREREQkewxEREREJHsMRERERCR7DEREREQkewxEREREJHsMRERERCR7DEREREQkewxEREREJHv8LjMiqhDCQBT7noioKmIgKkeeU9ZqbN2m97Okw3237mdptJaTC4ZpbN1UdeR652q6BCKiUuMpMyIiIpI9HiEiIqrixo8fj/T0dACAtbU1li5dquGKiGoeBiIioiouPT0daWlpmi6DqEbjKTMiIiKSPQYiIiIikj0GIiIiIpI9BiIiIiKSPV5UTfQU3s1DVHPx95ueh4GI6Cm8m4eo5uLvNz0PT5kRERGR7DEQERERkewxEBEREZHsMRARERGR7Gk0EM2dOxetWrWCiYkJbGxs0Lt3byQkJKi1efLkCYKCgmBlZQVjY2P07du3yEVxycnJCAgIgKGhIWxsbDBlyhTk5+ertYmOjsbrr78OpVIJFxcXhIeHV/TmERERUTWh0UB04MABBAUF4ciRI4iKikJeXh66du2K7Oxsqc3EiROxfft2bNy4EQcOHMDNmzfRp08faXpBQQECAgKQm5uLw4cP48cff0R4eDhmzpwptUlKSkJAQAA6deqEuLg4TJgwAe+//z4iIyMrdXuJiIioatLobfd79uxRGw4PD4eNjQ1OnjwJb29vZGRk4Pvvv8cvv/yCzp07AwDCwsLg6uqKI0eOoG3btti7dy8uXLiAP/74A7a2tmjevDlmz56NadOmITQ0FHp6eli5ciWcnZ3x3//+FwDg6uqKv/76C4sXL4afn1+lb3dFUOkaFfueiIiIXqxKPYcoIyMDAGBpaQkAOHnyJPLy8uDr6yu1adKkCerVq4fY2Fi0bdsWsbGxcHd3h62trdTGz88PH3zwAc6fP48WLVogNjZWbRmFbSZMmFBsHTk5OcjJyZGGMzMzy2sTK0xWY39Nl0BUox3w7qixdT/R0QYUin/fp6ZqtJaOBw9obN1EFanKXFStUqkwYcIEtGvXDq+99hoAIDU1FXp6ejA3N1dra2tri9TUVKnN02GocHrhtOe1yczMxOPHj4vUMnfuXJiZmUkvBweHctlGIiIiqpqqzBGioKAgnDt3Dn/99ZemS8H06dMxadIkaTgzM5OhiIioHHw9ebvG1v3w3iO195qsJfi/PTS2bipelQhEwcHB2LFjBw4ePIi6detK4+3s7JCbm4sHDx6oHSVKS0uDnZ2d1ObYsWNqyyu8C+3pNs/emZaWlgZTU1MYGBgUqUepVEKpVJbLthEREVHVp9FTZkIIBAcHY8uWLfjzzz/h7OysNt3T0xO6urrYt2+fNC4hIQHJycnw8vICAHh5eeHs2bO4ffu21CYqKgqmpqZwc3OT2jy9jMI2hcsgIiIiedPoEaKgoCD88ssv+P3332FiYiJd82NmZgYDAwOYmZlh1KhRmDRpEiwtLWFqaoqxY8fCy8sLbdu2BQB07doVbm5uGDp0KObPn4/U1FTMmDEDQUFB0lGeMWPG4Ouvv8bUqVPx3nvv4c8//8SGDRuwc+dOjW07lSx5lrvG1p3/wAqA9v+/v6nRWurNPKuxdRMRyY1GjxB9++23yMjIgI+PD+zt7aXX+vXrpTaLFy/GW2+9hb59+8Lb2xt2dnbYvHmzNF1bWxs7duyAtrY2vLy8MGTIEAwbNgyzZs2S2jg7O2Pnzp2IioqCh4cH/vvf/+K7776rMbfcExER0avR6BEiIcQL2+jr62PFihVYsWJFiW0cHR2xa9eu5y7Hx8cHp06deukaiYiIqOarMrfdExEREWkKAxERERHJHgMRERERyR4DEREREclelXgwIxERUUXT1zMp9j0RwEBEREQy0bHhu5ougaownjIjIiIi2eMRIiKiKs5UAIB46j0RlTcGIiKiKm5kQYGmSyCq8XjKjIiIiGSPR4iInmKpLCj2PRER1WwMRERP+aTFA02XQEREGsBTZkRERCR7DEREREQkewxEREREJHsMRERERCR7DEREREQkewxEREREJHsMRERERCR7DEREREQkewxEREREJHsMRERERCR7DEREREQkewxEREREJHsMRERERCR7DEREREQkewxEREREJHsMRERERCR7DEREREQkewxEREREJHsMRERERCR7DEREREQkewxEREREJHsMRERERCR7DEREREQkewxEREREJHsMRERERCR7DEREREQkewxEREREJHsMRERERCR7DEREREQkewxEREREJHsMRERERCR7DEREREQkewxEREREJHsMRERERCR7DEREREQkewxEREREJHsMRERERCR7DEREREQkewxEREREJHsMRERERCR7DEREREQkewxEREREJHsMRERERCR7DEREREQkewxEREREJHsMRERERCR7DEREREQkewxEREREJHsMRERERCR7Gg1EBw8eRI8ePVC7dm0oFAps3bpVbfqIESOgUCjUXt26dVNrc+/ePQwePBimpqYwNzfHqFGjkJWVpdbmzJkz6NChA/T19eHg4ID58+dX9KYRERFRNaLRQJSdnQ0PDw+sWLGixDbdunXDrVu3pNevv/6qNn3w4ME4f/48oqKisGPHDhw8eBCBgYHS9MzMTHTt2hWOjo44efIkFixYgNDQUKxevbrCtouIiIiqFx1Nrtzf3x/+/v7PbaNUKmFnZ1fstPj4eOzZswfHjx9Hy5YtAQDLly9H9+7dsXDhQtSuXRsRERHIzc3FDz/8AD09PTRt2hRxcXFYtGiRWnAiIiIi+ary1xBFR0fDxsYGjRs3xgcffIC7d+9K02JjY2Fubi6FIQDw9fWFlpYWjh49KrXx9vaGnp6e1MbPzw8JCQm4f/9+5W0IERERVVkaPUL0It26dUOfPn3g7OyMK1eu4JNPPoG/vz9iY2Ohra2N1NRU2NjYqM2jo6MDS0tLpKamAgBSU1Ph7Oys1sbW1laaZmFhUWS9OTk5yMnJkYYzMzPLe9OIiIioCqnSgWjAgAHSe3d3dzRr1gwNGjRAdHQ0unTpUmHrnTt3Lj7//PMKWz4RERFVLVX+lNnT6tevj1q1aiExMREAYGdnh9u3b6u1yc/Px71796Trjuzs7JCWlqbWpnC4pGuTpk+fjoyMDOmVkpJS3ptCREREVUi1CkT//PMP7t69C3t7ewCAl5cXHjx4gJMnT0pt/vzzT6hUKrRp00Zqc/DgQeTl5UltoqKi0Lhx42JPlwH/Xshtamqq9iIiIqKaS6OBKCsrC3FxcYiLiwMAJCUlIS4uDsnJycjKysKUKVNw5MgRXLt2Dfv27UOvXr3g4uICPz8/AICrqyu6deuG0aNH49ixY4iJiUFwcDAGDBiA2rVrAwAGDRoEPT09jBo1CufPn8f69euxdOlSTJo0SVObTURERFWMRgPRiRMn0KJFC7Ro0QIAMGnSJLRo0QIzZ86EtrY2zpw5g549e6JRo0YYNWoUPD09cejQISiVSmkZERERaNKkCbp06YLu3bujffv2as8YMjMzw969e5GUlARPT09MnjwZM2fO5C33REREJNHoRdU+Pj4QQpQ4PTIy8oXLsLS0xC+//PLcNs2aNcOhQ4deuj4iIiKSh2p1DRERERFRRWAgIiIiItljICIiIiLZYyAiIiIi2WMgIiIiItljICIiIiLZYyAiIiIi2WMgIiIiItljICIiIiLZYyAiIiIi2WMgIiIiItljICIiIiLZe6VAlJubi4SEBOTn55dXPURERESVrkyB6NGjRxg1ahQMDQ3RtGlTJCcnAwDGjh2LefPmlWuBRERERBWtTIFo+vTpOH36NKKjo6Gvry+N9/X1xfr168utOCIiIqLKoFOWmbZu3Yr169ejbdu2UCgU0vimTZviypUr5VYcERERUWUo0xGi9PR02NjYFBmfnZ2tFpCIiIiIqoMyBaKWLVti586d0nBhCPruu+/g5eVVPpURERERVZIynTL78ssv4e/vjwsXLiA/Px9Lly7FhQsXcPjwYRw4cKC8ayQiIiKqUGU6QtS+fXvExcUhPz8f7u7u2Lt3L2xsbBAbGwtPT8/yrpGIiIioQpXpCBEANGjQAGvWrCnPWoiIiIg0okxHiHbt2oXIyMgi4yMjI7F79+5XLoqIiIioMpUpEH388ccoKCgoMl4IgY8//viViyIiIiKqTGUKRJcvX4abm1uR8U2aNEFiYuIrF0VERERUmcoUiMzMzHD16tUi4xMTE2FkZPTKRRERERFVpjIFol69emHChAlqT6VOTEzE5MmT0bNnz3IrjoiIiKgylCkQzZ8/H0ZGRmjSpAmcnZ3h7OwMV1dXWFlZYeHCheVdIxEREVGFKtNt92ZmZjh8+DCioqJw+vRpGBgYoFmzZvD29i7v+oiIiIgqXJmfQ6RQKNC1a1d07dq1POshIiIiqnSlDkTLli1DYGAg9PX1sWzZsue2HTdu3CsXRkRERFRZSh2IFi9ejMGDB0NfXx+LFy8usZ1CoWAgIiIiomql1IEoKSmp2PdERERE1d1L32WWl5eHBg0aID4+viLqISIiIqp0Lx2IdHV18eTJk4qohYiIiEgjyvQcoqCgIHz11VfIz88v73qIiIiIKl2Zbrs/fvw49u3bh71798Ld3b3I13Vs3ry5XIojIiIiqgxlCkTm5ubo27dveddCREREpBEvFYhUKhUWLFiAS5cuITc3F507d0ZoaCgMDAwqqj4iIiKiCvdS1xDNmTMHn3zyCYyNjVGnTh0sW7YMQUFBFVUbERERUaV4qUC0du1afPPNN4iMjMTWrVuxfft2REREQKVSVVR9RERERBXupQJRcnIyunfvLg37+vpCoVDg5s2b5V4YERERUWV5qUCUn58PfX19tXG6urrIy8sr16KIiIiIKtNLXVQthMCIESOgVCqlcU+ePMGYMWPUbr3nbfdERERUnbxUIBo+fHiRcUOGDCm3YoiIiIg04aUCUVhYWEXVQURERKQxZfrqDiIiIqKahIGIiIiIZI+BiIiIiGSPgYiIiIhkj4GIiIiIZI+BiIiIiGSPgYiIiIhkj4GIiIiIZI+BiIiIiGSPgYiIiIhkj4GIiIiIZI+BiIiIiGSPgYiIiIhkj4GIiIiIZI+BiIiIiGSPgYiIiIhkj4GIiIiIZE+jgejgwYPo0aMHateuDYVCga1bt6pNF0Jg5syZsLe3h4GBAXx9fXH58mW1Nvfu3cPgwYNhamoKc3NzjBo1CllZWWptzpw5gw4dOkBfXx8ODg6YP39+RW8aERERVSMaDUTZ2dnw8PDAihUrip0+f/58LFu2DCtXrsTRo0dhZGQEPz8/PHnyRGozePBgnD9/HlFRUdixYwcOHjyIwMBAaXpmZia6du0KR0dHnDx5EgsWLEBoaChWr15d4dtHRERE1YOOJlfu7+8Pf3//YqcJIbBkyRLMmDEDvXr1AgCsXbsWtra22Lp1KwYMGID4+Hjs2bMHx48fR8uWLQEAy5cvR/fu3bFw4ULUrl0bERERyM3NxQ8//AA9PT00bdoUcXFxWLRokVpwIiIiIvmqstcQJSUlITU1Fb6+vtI4MzMztGnTBrGxsQCA2NhYmJubS2EIAHx9faGlpYWjR49Kbby9vaGnpye18fPzQ0JCAu7fv1/sunNycpCZman2IiIiopqrygai1NRUAICtra3aeFtbW2laamoqbGxs1Kbr6OjA0tJSrU1xy3h6Hc+aO3cuzMzMpJeDg8OrbxARERFVWVU2EGnS9OnTkZGRIb1SUlI0XRIRERFVoCobiOzs7AAAaWlpauPT0tKkaXZ2drh9+7ba9Pz8fNy7d0+tTXHLeHodz1IqlTA1NVV7ERERUc1VZQORs7Mz7OzssG/fPmlcZmYmjh49Ci8vLwCAl5cXHjx4gJMnT0pt/vzzT6hUKrRp00Zqc/DgQeTl5UltoqKi0LhxY1hYWFTS1hAREVFVptFAlJWVhbi4OMTFxQH490LquLg4JCcnQ6FQYMKECfjiiy+wbds2nD17FsOGDUPt2rXRu3dvAICrqyu6deuG0aNH49ixY4iJiUFwcDAGDBiA2rVrAwAGDRoEPT09jBo1CufPn8f69euxdOlSTJo0SUNbTURERFWNRm+7P3HiBDp16iQNF4aU4cOHIzw8HFOnTkV2djYCAwPx4MEDtG/fHnv27IG+vr40T0REBIKDg9GlSxdoaWmhb9++WLZsmTTdzMwMe/fuRVBQEDw9PVGrVi3MnDmTt9wTERGRRKOByMfHB0KIEqcrFArMmjULs2bNKrGNpaUlfvnll+eup1mzZjh06FCZ6yQiIqKarcpeQ0RERERUWRiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9qp0IAoNDYVCoVB7NWnSRJr+5MkTBAUFwcrKCsbGxujbty/S0tLUlpGcnIyAgAAYGhrCxsYGU6ZMQX5+fmVvChEREVVhOpou4EWaNm2KP/74QxrW0flfyRMnTsTOnTuxceNGmJmZITg4GH369EFMTAwAoKCgAAEBAbCzs8Phw4dx69YtDBs2DLq6uvjyyy8rfVuIiIioaqrygUhHRwd2dnZFxmdkZOD777/HL7/8gs6dOwMAwsLC4OrqiiNHjqBt27bYu3cvLly4gD/++AO2trZo3rw5Zs+ejWnTpiE0NBR6enqVvTlERERUBVXpU2YAcPnyZdSuXRv169fH4MGDkZycDAA4efIk8vLy4OvrK7Vt0qQJ6tWrh9jYWABAbGws3N3dYWtrK7Xx8/NDZmYmzp8/X+I6c3JykJmZqfYiIiKimqtKB6I2bdogPDwce/bswbfffoukpCR06NABDx8+RGpqKvT09GBubq42j62tLVJTUwEAqampamGocHrhtJLMnTsXZmZm0svBwaF8N4yIiIiqlCp9yszf319636xZM7Rp0waOjo7YsGEDDAwMKmy906dPx6RJk6ThzMxMhiIiIqIarEofIXqWubk5GjVqhMTERNjZ2SE3NxcPHjxQa5OWliZdc2RnZ1fkrrPC4eKuSyqkVCphamqq9iIiIqKaq1oFoqysLFy5cgX29vbw9PSErq4u9u3bJ01PSEhAcnIyvLy8AABeXl44e/Ysbt++LbWJioqCqakp3NzcKr1+IiIiqpqq9Cmzjz76CD169ICjoyNu3ryJkJAQaGtrY+DAgTAzM8OoUaMwadIkWFpawtTUFGPHjoWXlxfatm0LAOjatSvc3NwwdOhQzJ8/H6mpqZgxYwaCgoKgVCo1vHVERERUVVTpQPTPP/9g4MCBuHv3LqytrdG+fXscOXIE1tbWAIDFixdDS0sLffv2RU5ODvz8/PDNN99I82tra2PHjh344IMP4OXlBSMjIwwfPhyzZs3S1CYRERFRFVSlA9G6deueO11fXx8rVqzAihUrSmzj6OiIXbt2lXdpREREVINUq2uIiIiIiCoCAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREcmerALRihUr4OTkBH19fbRp0wbHjh3TdElERERUBcgmEK1fvx6TJk1CSEgI/v77b3h4eMDPzw+3b9/WdGlERESkYbIJRIsWLcLo0aMxcuRIuLm5YeXKlTA0NMQPP/yg6dKIiIhIw2QRiHJzc3Hy5En4+vpK47S0tODr64vY2FgNVkZERERVgY6mC6gMd+7cQUFBAWxtbdXG29ra4uLFi0Xa5+TkICcnRxrOyMgAAGRmZj53PQU5j8uh2urvRf30Ig+fFJRTJdXbq/YjAOQ/zi+HSqq/8ujL7Hz2JfDqffk451E5VVK9lcc++SQvrxwqqf6e15eF04QQL1yOLALRy5o7dy4+//zzIuMdHBw0UE31Y7Z8jKZLqBnmmmm6ghrDbBr7styYsS/Lw9QVmq6g5vhiw4v3yYcPH8LsBfuuLAJRrVq1oK2tjbS0NLXxaWlpsLOzK9J++vTpmDRpkjSsUqlw7949WFlZQaFQVHi9ZZWZmQkHBwekpKTA1NRU0+VUW+zH8sO+LD/sy/LBfiw/1aEvhRB4+PAhateu/cK2sghEenp68PT0xL59+9C7d28A/4acffv2ITg4uEh7pVIJpVKpNs7c3LwSKi0fpqamVXbnrE7Yj+WHfVl+2Jflg/1Yfqp6X77oyFAhWQQiAJg0aRKGDx+Oli1bonXr1liyZAmys7MxcuRITZdGREREGiabQNS/f3+kp6dj5syZSE1NRfPmzbFnz54iF1oTERGR/MgmEAFAcHBwsafIagqlUomQkJAip/vo5bAfyw/7svywL8sH+7H81LS+VIjS3ItGREREVIPJ4sGMRERERM/DQERERESyx0BEREREssdAVMP5+PhgwoQJLzWPQqHA1q1bK6Se6iQ6OhoKhQIPHjwAAISHh1er51GVVln2kYpYBpUNf1+JygcDkYakpqZi/PjxcHFxgb6+PmxtbdGuXTt8++23ePSI3/VTaMSIEdLDNJ/2bFipCG+88QZu3bpV4kO9QkND0bx58wpbf3kprg83bdoEfX19/Pe//8XmzZsxe/ZsaZqTkxOWLFlSuUXWECXtr1Q2KSkpeO+991C7dm3o6enB0dER48ePx927d6U2xe2vNfU/Ly9DoVA89xUaGqqRuqryz0ZWt91XFVevXkW7du1gbm6OL7/8Eu7u7lAqlTh79ixWr16NOnXqoGfPnpouU/b09PSK/WqX6u67775DUFAQVq5cWeMfTCqEQEFBAXR0+FFX3Vy9ehVeXl5o1KgRfv31Vzg7O+P8+fOYMmUKdu/ejSNHjsDS0lLTZVZZt27dkt6vX78eM2fOREJCgjTO2Nj4pZaXl5cHXV3dcquvKuIRIg348MMPoaOjgxMnTuDdd9+Fq6sr6tevj169emHnzp3o0aMHrl27BoVCgbi4OGm+Bw8eQKFQIDo6Whp37tw5+Pv7w9jYGLa2thg6dCju3LlT4rqdnJwwe/ZsDBw4EEZGRqhTpw5WrCj6LYN37tzB22+/DUNDQzRs2BDbtm0rzy4oV3fv3sXAgQNRp04dGBoawt3dHb/++qtaGx8fH4wdOxYTJkyAhYUFbG1tsWbNGulp5SYmJnBxccHu3buleZ53FCo8PByff/45Tp8+Lf2PKzw8HACQnJyMXr16wdjYGKampnj33XfVvkev8MjSTz/9BCcnJ5iZmWHAgAF4+PBhhfTP0+bPn4+xY8di3bp1Uhh6+nSXj48Prl+/jokTJ0rbVSgmJgY+Pj4wNDSEhYUF/Pz8cP/+fWm6SqXC1KlTYWlpCTs7uyL/A33w4AHef/99WFtbw9TUFJ07d8bp06el6aXpF5VKhblz58LZ2RkGBgbw8PDApk2bpOmFP7Pdu3fD09MTSqUSf/31V3l2YZkdOHAArVu3hlKphL29PT7++GPk5+dL0318fDBu3Ljn9uHly5fh7e0NfX19uLm5ISoqqsh6zp49i86dO8PAwABWVlYIDAxEVlaWNL3wKNbChQthb28PKysrBAUFIa+KfXN6UFAQ9PT0sHfvXnTs2BH16tWDv78//vjjD9y4cQOffvppsftrdHQ0Ro4ciYyMjCJHQ3766Se0bNkSJiYmsLOzw6BBg3D79m1pnS1btsTChQul4d69e0NXV1fqv3/++QcKhQKJiYmlWp4m2dnZSS8zMzMoFApp2MbGBosWLULdunWhVCqlBxUXKvz7s379enTs2BH6+vqIiIiASqXCrFmzXjjf5s2b0alTJxgaGsLDwwOxsbEA8Nyfzf379zFs2DBYWFjA0NAQ/v7+uHz5cqX2GQRVqjt37giFQiHmzp373HZJSUkCgDh16pQ07v79+wKA2L9/vzRsbW0tpk+fLuLj48Xff/8t3nzzTdGpUydpno4dO4rx48dLw46OjsLExETMnTtXJCQkiGXLlgltbW2xd+9eqQ0AUbduXfHLL7+Iy5cvi3HjxgljY2Nx9+7dcumDlzF8+HDRq1evIuP3798vAIj79++Lf/75RyxYsECcOnVKXLlyRdqmo0ePSu07duwoTExMxOzZs8WlS5fE7Nmzhba2tvD39xerV68Wly5dEh988IGwsrIS2dnZRdYhhBBhYWHCzMxMCCHEo0ePxOTJk0XTpk3FrVu3xK1bt8SjR49EQUGBaN68uWjfvr04ceKEOHLkiPD09BQdO3aUagkJCRHGxsaiT58+4uzZs+LgwYPCzs5OfPLJJxXah1OnThXGxsbijz/+UJv+9D5y9+5dUbduXTFr1ixpu4QQ4tSpU0KpVIoPPvhAxMXFiXPnzonly5eL9PR0aRmmpqYiNDRUXLp0Sfz4449CoVCo7Ve+vr6iR48e4vjx4+LSpUti8uTJwsrKStqvStMvX3zxhWjSpInYs2ePuHLliggLCxNKpVJER0cLIf73M2vWrJnYu3evSExMrNT9tqT99Z9//hGGhobiww8/FPHx8WLLli2iVq1aIiQkRGrzoj4sKCgQr732mujSpYuIi4sTBw4cEC1atBAAxJYtW4QQQmRlZQl7e3upD/ft2yecnZ3F8OHD1Wo0NTUVY8aMEfHx8WL79u3C0NBQrF69ugJ75uXcvXtXKBQK8eWXXxY7ffTo0cLCwkLcuXOnyP6ak5MjlixZIkxNTaVxDx8+FEII8f3334tdu3aJK1euiNjYWOHl5SX8/f2l5U6aNEkEBAQIIYRQqVTC0tJS1KpVS+zevVsIIcTPP/8s6tSpI7V/0fKqiqc/u4QQYtGiRcLU1FT8+uuv4uLFi2Lq1KlCV1dXXLp0SQjxv78/Tk5O4rfffhNXr14VN2/eLPV8TZo0ETt27BAJCQmiX79+wtHRUeTl5T33Z9OzZ0/h6uoqDh48KOLi4oSfn59wcXERubm5ldZPDESV7MiRIwKA2Lx5s9p4KysrYWRkJIyMjMTUqVNLFYhmz54tunbtqraclJQUAUAkJCQIIYoPRN26dVObp3///mq/xADEjBkzpOGsrCwBQPpQqEzDhw8X2traUt8UvvT19dXCyrMCAgLE5MmTpeGOHTuK9u3bS8P5+fnCyMhIDB06VBp369YtAUDExsYKIZ4fiIT49w+4h4eH2nr37t0rtLW1RXJysjTu/PnzAoA4duyYNJ+hoaHIzMyU2kyZMkW0adPmpfqmtIYPHy709PQEALFv374i04vbRxYvXqzWZuDAgaJdu3YlruPZ/hVCiFatWolp06YJIYQ4dOiQMDU1FU+ePFFr06BBA7Fq1SohxIv75cmTJ8LQ0FAcPnxYbRmjRo0SAwcOFEL872e2devWEmutSCUFok8++UQ0btxYqFQqadyKFSuEsbGxKCgoEEK8uA8jIyOFjo6OuHHjhjR99+7daoFo9erVwsLCQmRlZUltdu7cKbS0tERqaqpUo6Ojo8jPz5favPPOO6J///6vtvHlqPBzsnC7nrVo0SIBQKSlpRW7vz77u1qS48ePCwDSH+Vt27YJMzMzkZ+fL+Li4oSdnZ0YP3689DN4//33xaBBg0q9vKri2f6oXbu2mDNnjlqbVq1aiQ8//FAI8b9gs2TJErU2pZ3vu+++k6YXfv7Fx8cXW4sQQly6dEkAEDExMdK4O3fuCAMDA7Fhw4aybXQZ8JRZFXHs2DHExcWhadOmyMnJKdU8p0+fxv79+2FsbCy9mjRpAgC4cuVKifN5eXkVGY6Pj1cb16xZM+m9kZERTE1NNXYouFOnToiLi1N7fffdd9L0goICzJ49G+7u7rC0tISxsTEiIyORnJystpynt0lbWxtWVlZwd3eXxhV+r92rbGd8fDwcHBzg4OAgjXNzc4O5ublaHzs5OcHExEQatre3r9D+bdasGZycnBASEqJ2+qS04uLi0KVLlxeu42lPb9Pp06eRlZUFKysrtf01KSlJbV99Xr8kJibi0aNHePPNN9WWsXbt2iL7e8uWLV96GytSfHw8vLy81E5BtmvXDllZWfjnn3+kcc/rw8J9q3bt2tL0Z3+X4+Pj4eHhASMjI7X1qFQqtetHmjZtCm1t7WLXU5WIcv4ihZMnT6JHjx6oV68eTExM0LFjRwCQPis6dOiAhw8f4tSpUzhw4AA6duwIHx8f6TKFAwcOwMfHp9TLq4oyMzNx8+ZNtGvXTm18u3btivwdePr36GXme3o/tre3B/D8z9X4+Hjo6OigTZs20jgrKys0bty4yLIrEq80rGQuLi5QKBRqH04AUL9+fQCAgYEBAEBL69+s+vQHwrPn+LOystCjRw989dVXRdZTuBOW1bMXzykUCqhUqldaZlkZGRnBxcVFbdzTf0QWLFiApUuXYsmSJXB3d4eRkREmTJiA3NxctXmK26anxxX+saqM7azs/q1Tpw42bdqETp06oVu3bti9e7da8HiRwv3yeZ63TVlZWbC3t1e7/q3Q03ecvGgZALBz507UqVNHrd2z36X0dCCoTiprv6hKv9/FKfycjI+Px9tvv11kenx8PCwsLGBtbV3qZWZnZ8PPzw9+fn6IiIiAtbU1kpOT4efnJ31WmJubw8PDA9HR0YiNjcWbb74Jb29v9O/fH5cuXcLly5el0FOa5VV3Zf090tTn6qviEaJKZmVlhTfffBNff/01srOzS2xX+Iv+9J0CT19gDQCvv/46zp8/DycnJ7i4uKi9nrcjHzlypMiwq6trGbamaoiJiUGvXr0wZMgQeHh4oH79+rh06VKFr1dPTw8FBQVq41xdXZGSkoKUlBRp3IULF/DgwQO4ublVeE3P4+joiAMHDiA1NRXdunUr8SLu4rarWbNm2LdvX5nX/frrryM1NRU6OjpF9tVatWqVahlubm5QKpVITk4usoynj8hVRa6uroiNjVX7D05MTAxMTExQt27dUi8jJSVF7TPh2d9lV1dXnD59Wu2zJSYmBlpaWmjcuPErbkXlKfyc/Oabb/D48WO1aampqYiIiED//v2hUCiK3V+LG3fx4kXcvXsX8+bNQ4cOHdCkSZNij1p07NgR+/fvx8GDB+Hj4wNLS0u4urpizpw5sLe3R6NGjV5qeVWNqakpateujZiYGLXxMTExz/2MKut8zyrpczM/Px9Hjx6Vxt29excJCQmV+rnJQKQB33zzDfLz89GyZUusX78e8fHxSEhIwM8//4yLFy9CW1sbBgYGaNu2LebNm4f4+HgcOHAAM2bMUFtOUFAQ7t27h4EDB+L48eO4cuUKIiMjMXLkyCI73NNiYmIwf/58XLp0CStWrMDGjRsxfvz4it7sCtOwYUNERUXh8OHDiI+Px3/+8x+1u7oqipOTE5KSkhAXF4c7d+4gJycHvr6+cHd3x+DBg/H333/j2LFjGDZsGDp27FglTuM4ODggOjoat2/fhp+fHzIzM4u0cXJywsGDB3Hjxg3pjsXp06fj+PHj+PDDD3HmzBlcvHgR33777XPvaHyar68vvLy80Lt3b+zduxfXrl3D4cOH8emnn+LEiROlWoaJiQk++ugjTJw4ET/++COuXLmCv//+G8uXL8ePP/5Y+k6oYBkZGUVO8QYGBiIlJQVjx47FxYsX8fvvvyMkJASTJk2Sjga/iK+vLxo1aoThw4fj9OnTOHToED799FO1NoMHD4a+vj6GDx+Oc+fOYf/+/Rg7diyGDh0qnRKuLr7++mvk5OTAz88PBw8eREpKCvbs2YM333wTderUwZw5cwAUv786OTkhKysL+/btw507d/Do0SPUq1cPenp6WL58Oa5evYpt27apPX+rkI+PDyIjI6GjoyNdguDj44OIiAjp6BCAUi+vKpoyZQq++uorrF+/HgkJCfj4448RFxf3wr8DZZ3vacX9bBo2bIhevXph9OjR+Ouvv3D69GkMGTIEderUQa9evV51c0uNgUgDGjRogFOnTsHX1xfTp0+Hh4cHWrZsieXLl+Ojjz6Sfql++OEH5Ofnw9PTExMmTMAXX3yhtpzCtF5QUICuXbvC3d0dEyZMgLm5+XM/ZCdPnowTJ06gRYsW+OKLL7Bo0SL4+flV6DZXpBkzZuD111+Hn58ffHx8YGdnVykPx+vbty+6deuGTp06wdraGr/++isUCgV+//13WFhYwNvbG76+vqhfvz7Wr19f4fWUVt26dREdHY07d+4UG4pmzZqFa9euoUGDBtKRykaNGmHv3r04ffo0WrduDS8vL/z++++lfr6PQqHArl274O3tjZEjR6JRo0YYMGAArl+//lJ/qGfPno3PPvsMc+fOhaurK7p164adO3fC2dm59B1QwaKjo9GiRQu11+zZs7Fr1y4cO3YMHh4eGDNmDEaNGlXkPznPo6WlhS1btuDx48do3bo13n//fSkUFDI0NERkZCTu3buHVq1aoV+/fujSpQu+/vrr8t7MCtewYUOcOHEC9evXx7vvvosGDRogMDAQnTp1QmxsrPQMouL21zfeeANjxoxB//79YW1tjfnz58Pa2hrh4eHYuHEj3NzcMG/ePLVb7At16NABKpVKLfz4+PigoKBA7fqh0i6vKho3bhwmTZqEyZMnw93dHXv27MG2bdvQsGHDCpnvacX9bAAgLCwMnp6eeOutt+Dl5QUhBHbt2lWpzz5SiPK+ao2qNCcnJ0yYMIFfs0BERPQUHiEiIiIi2WMgIiIiItnjKTMiIiKSPR4hIiIiItljICIiIiLZYyAiIiIi2WMgIiIiItljICIiKgWFQoGtW7dqugwiqiAMRERU5YwYMaJSnjZenNDQUDRv3rzI+Fu3bsHf37/yCyKiSsFvuyciKgU7OztNl0BEFYhHiIioWjlw4ABat24NpVIJe3t7fPzxx8jPz5emq1QqzJ8/Hy4uLlAqlahXr57ad35NmzYNjRo1gqGhIerXr4/PPvsMeXl5AIDw8HB8/vnnOH36NBQKBRQKBcLDwwEUPWV29uxZdO7cGQYGBrCyskJgYCCysrKk6YVHuRYuXAh7e3tYWVkhKChIWhcRVS08QkRE1caNGzfQvXt3jBgxAmvXrsXFixcxevRo6OvrIzQ0FAAwffp0rFmzBosXL0b79u1x69YtXLx4UVqGiYkJwsPDUbt2bZw9exajR4+GiYkJpk6div79++PcuXPYs2cP/vjjDwCAmZlZkTqys7Ph5+cHLy8vHD9+HLdv38b777+P4OBgKUABwP79+2Fvb4/9+/cjMTER/fv3R/PmzTF69OgK7SciKgNBRFTFDB8+XPTq1avI+E8++UQ0btxYqFQqadyKFSuEsbGxKCgoEJmZmUKpVIo1a9aUel0LFiwQnp6e0nBISIjw8PAo0g6A2LJlixBCiNWrVwsLCwuRlZUlTd+5c6fQ0tISqamp0jY4OjqK/Px8qc0777wj+vfvX+raiKjy8AgREVUb8fHx8PLygkKhkMa1a9cOWVlZ+Oeff5CamoqcnBx06dKlxGWsX78ey5Ytw5UrV5CVlYX8/HyYmpq+dB0eHh4wMjJSq0OlUiEhIQG2trYAgKZNm0JbW1tqY29vj7Nnz77UuoiocvAaIiKqMQwMDJ47PTY2FoMHD0b37t2xY8cOnDp1Cp9++ilyc3MrpB5dXV21YYVCAZVKVSHrIqJXw0BERNWGq6srYmNjIZ76TuqYmBiYmJigbt26aNiwIQwMDLBv375i5z98+DAcHR3x6aefomXLlmjYsCGuX7+u1kZPTw8FBQUvrOP06dPIzs5Wq0NLSwuNGzd+hS0kIk1hICKiKikjIwNxcXFqr8DAQKSkpGDs2LG4ePEifv/9d4SEhGDSpEnQ0tKCvr4+pk2bhqlTp2Lt2rW4cuUKjhw5gu+//x4A0LBhQyQnJ2PdunW4cuUKli1bhi1btqit18nJCUlJSYiLi8OdO3eQk5NTpLbBgwdDX18fw4cPx7lz57B//36MHTsWQ4cOlU6XEVH1wmuIiKhKio6ORosWLdTGjRo1Crt27cKUKVPg4eEBS0tLjBo1CjNmzJDafPbZZ9DR0cHMmTNx8+ZN2NvbY8yYMQCAnj17YuLEiQgODkZOTg4CAgLw2WefSXeoAUDfvn2xefNmdOrUCQ8ePEBYWBhGjBihVoehoSEiIyMxfvx4tGrVCoaGhujbty8WLVpUYf1BRBVLIZ4+9kxEREQkQzxlRkRERLLHQERERESyx0BEREREssdARERERLLHQERERESyx0BEREREssdARERERLLHQERERESyx0BEREREssdARERERLLHQERERESyx0BEREREsvd/yCHlrabGtq8AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(data=df, x=\"Location\", y=\"Price\").set(title = 'Average Prices of Listings per City ')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Average Square Footage of Listings per City')]"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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7u8Pf31/tYWBggNTUVDx69KjIbXR1dYVKpcKNGzcAPP2dvahfwfRXSUxMlAKIiYkJrK2t4efnBwDSeBQsp6grJZ9vu3TpEjIyMmBjY1NofLKysl46PgXredE23b17VzpsWRZmzZqFc+fOwdHREY0bN8bkyZPVgktJGBgYwNraWq3NwsJCLdBcv34d9vb2hQ7fPj/W+vr6+Pbbb7Fz507Y2tqiRYsWmDVrFpKSkopVi5aWllroBiC9t1y7dg3A6/8+X/Qe9DylUgng6aHj0tCvXz8cPnxYek2tX78eubm56Nu3b6ms723Hc4jote3duxd37tzBmjVrsGbNmkLTIyIi0LZtWwBAz5498dNPP2Hnzp3o2rUr1q1bBxcXF3h4eEj9VSoV3N3dMXfu3CLX5+joqPa8qKs5/v77b3Tu3BktWrTAjz/+CHt7e+jq6mLZsmVYvXr1a2+jSqUCAPTp06fIcxqAp5/oi8ve3h49e/ZEYGAg6tWrh3Xr1r32zdde9ImvYI/cs4YOHYply5ZhxIgR8PHxgZmZmXQPoIJte9bzY1rQZ9WqVbCzsyvU/3Uv2y5P+fn5eP/995GWloYvvvgCLi4uMDY2xq1bt9C/f/8ix+NVVCoVbGxs1D6dP+v5MFCRde/eHc2bN8fmzZuxe/duzJ49G99++y02bdqE9u3bl2iZz+5t1IQRI0agU6dO2LJlC3bt2oUJEyZgxowZ2Lt3Lxo0aPDGy3/d3+eLrih7XsGtNc6ePftmBb5Az5498dlnnyEiIgJffvklfv/9d3h5eb3Rhyk5qzzvalRhREREwMbGBosWLSo0bdOmTdi8eTOWLFkCQ0NDtGjRAvb29li7di2aNWuGvXv3Yvz48Wrz1KpVC2fOnEGbNm1KvJt348aNMDAwwK5du6Cvry+1L1u2TK2fk5MTVCoVrl69qrZX5vLly2r9rK2tYWpqivz8fPj7+5eopqLo6urivffew6VLl3D37l1YW1vD0NBQ2iPzrISEBLXnFhYWAFDokv2i9pBs2LABwcHBmDNnjtT25MmTYl/uX6tWLQCAjY2NRre/gLW1NYyMjAptIwDEx8dDS0tLCsJOTk4v7FcwHXhxYDx79iwuXryIFStWoF+/flJ7VFSUWr+C5Tz/WiiqrVatWtizZw98fX2L/c/x+fW8aJuqVKmisdseFJe9vT2GDBmCIUOGICUlBQ0bNsTXX38tBaLSOPzi5OSEffv24dGjR2p7iYoaf+DpmI8aNQqjRo3CpUuXUL9+fcyZMwe///77S9ejUqnw33//SXuFAODixYsA/u+eWG/y+3yZunXr4p133sHWrVsxf/78V56MXpSXjb2lpSU6duyIiIgIBAUF4fDhw7yB5hvgITN6LY8fP8amTZvwwQcfoFu3boUe4eHhePDgAbZt2wbg6e7qbt264c8//8SqVauQl5endrgMePoJ9datW/j555+LXF9xDh9oa2tDoVCo7S25du1aoSvUCo77//jjj2rtCxcuLLS8wMBAbNy4EefOnSu0vtTU1JfWc+nSJSQmJhZqT09PR0xMDCwsLGBtbQ1tbW0EBARgy5Ytav3j4uKwa9cutXmVSiWqVKmCgwcPqrU/vy0F9QshCm1jUXuTihIQEAClUolvvvlGukfKs161/a+ira2Ntm3bYuvWrdJhC+DpFWWrV69Gs2bNpMMNHTp0wLFjxxATEyP1e/jwIZYuXQpnZ2fpfLKCEPF86CvYW/HseAghMH/+fLV+Dg4OePfdd7Fy5UpkZWVJ7QcOHCj0Cb979+7Iz8/HtGnTCm1bXl7eS4Onvb096tevjxUrVqj1O3fuHHbv3o0OHTq8cF5Ny8/PL3QI1cbGBg4ODtJhbuDp2BZ1qPVNBAQEIDc3V+3vXqVSFfqg9ejRIzx58kStrVatWjA1NVWr8WV++OEH6WchBH744Qfo6uqiTZs2AN7s9/kqU6ZMwb179/DJJ58gLy+v0PTdu3dj+/btL5z/Ra/rAn379sWFCxcwevRoaGtrl9qd4OWAe4jotWzbtg0PHjxA586di5zepEkTWFtbIyIiQgo+PXr0wMKFCzFp0iS4u7tL534U6Nu3L9atW4dPP/0U+/btg6+vL/Lz8xEfH49169Zh165d8PLyemldHTt2xNy5c9GuXTv07t0bKSkpWLRoEWrXro1///1X6ufp6YnAwEDMmzcP9+7dky67L/jE+OynsZkzZ2Lfvn3w9vZGSEgI3NzckJaWhlOnTmHPnj1IS0t7YT1nzpxB79690b59ezRv3hyWlpa4desWVqxYgdu3b2PevHnSP+opU6YgMjISzZs3x5AhQ5CXl4eFCxeiXr16arUDwCeffIKZM2fik08+gZeXFw4ePCjV/qwPPvgAq1atgpmZGdzc3BATE4M9e/bAysrqpeNYQKlUYvHixejbty8aNmyInj17wtraGomJifjrr7/g6+ur9k+mJKZPn46oqCg0a9YMQ4YMgY6ODn766SdkZ2dj1qxZUr+xY8fijz/+QPv27TFs2DBYWlpixYoVuHr1KjZu3Agtraef62rVqgVzc3MsWbIEpqamMDY2hre3N1xcXFCrVi18/vnnuHXrFpRKJTZu3FjkCbrffPMNunTpAl9fXwwYMAD379/HDz/8gHfffVctJPn5+WHQoEGYMWMGYmNj0bZtW+jq6uLSpUtYv3495s+f/9IbUs6ePRvt27eHj48PBg4cKF12b2Zm9sZ3JN64cWORXw0THBxc6PDzgwcPUK1aNXTr1g0eHh4wMTHBnj17cPz4cbW9i56enli7di1GjhyJRo0awcTEBJ06dXqjOrt27YrGjRtj1KhRuHz5MlxcXLBt2zbp76rgb/HixYto06YNunfvDjc3N+jo6GDz5s1ITk4u1j9/AwMDREZGIjg4GN7e3ti5cyf++usvfPnll9KhsDf9fb5Mjx49cPbsWXz99dc4ffo0evXqJd2pOjIyEtHR0S89rO/p6Qng6V3fAwICCoWejh07wsrKCuvXr0f79u1hY2NTojoJvOyeXk+nTp2EgYGBePjw4Qv79O/fX+jq6kqXq6tUKuHo6CgAiOnTpxc5T05Ojvj2229FvXr1hL6+vrCwsBCenp5iypQpIiMjQ+qH/39jxqL8+uuvok6dOkJfX1+4uLiIZcuWFbq5oRBCPHz4UISFhQlLS0thYmIiunbtKl3COnPmTLW+ycnJIiwsTDg6OgpdXV1hZ2cn2rRpI5YuXfrScUpOThYzZ84Ufn5+wt7eXujo6AgLCwvRunVrsWHDhkL9Dxw4IDw9PYWent4Lb8woxNPLxwcOHCjMzMyEqamp6N69u0hJSSl0KfX9+/fFgAEDRJUqVYSJiYkICAgQ8fHxwsnJSQQHB0v9Ci67P378eJHbsW/fPhEQECDMzMyEgYGBqFWrlujfv784ceLES7f/dW7MGBAQIExMTISRkZFo1aqVOHLkSKF+BTdmNDc3FwYGBqJx48ZqN2YssHXrVumGnXjm8uULFy4If39/YWJiIqpUqSJCQkLEmTNnirxMf82aNcLFxUXo6+uLd999V2zbtk0EBgYKFxeXQutbunSp8PT0FIaGhsLU1FS4u7uLMWPGiNu3b790u4UQYs+ePcLX11cYGhoKpVIpOnXqpHZjRiFKdtn9ix4Fty149rWSnZ0tRo8eLTw8PKSbY3p4eIgff/xRbdlZWVmid+/ewtzcvNg3ZnxeUa/n1NRU0bt3b+nGjP379xeHDx8WAMSaNWuEEE9v3hgWFiZcXFyEsbGxMDMzE97e3mLdunWvHJOibsxoa2srJk2aJN2u4VnF+X0W3JjxdUVHR4suXboIGxsboaOjI6ytrUWnTp3E1q1bpT5FjWdeXp4YOnSosLa2FgqFoshL8IcMGSIAiNWrV792XfR/FEI8t1+dSIZiY2PRoEED/P777wgKCirvcgAAkydPxpQpUwod+qKyV79+fVhbWxc674g0b8uWLfjwww9x6NAh+Pr6vtGy+vfvjw0bNqjt3XsbffbZZ/j111+RlJRU6Ko9Kj6eQ0Sy8/jx40Jt8+bNg5aWFlq0aFEOFVFFkZubW+g8j/379+PMmTNo2bJl+RT1Fnv+bzE/Px8LFy6EUqlEw4YNy6mqyuXJkyf4/fffERgYyDD0hngOEcnOrFmzcPLkSbRq1Qo6OjrYuXMndu7cidDQ0ELnWJC83Lp1C/7+/ujTpw8cHBwQHx+PJUuWwM7OrtCNBunNDR06FI8fP4aPjw+ys7OxadMmHDlyBN98841Gr/Z6G6WkpGDPnj3YsGED7t27h+HDh5d3SZUeAxHJTtOmTREVFYVp06YhKysL1atXx+TJkwvdDoDkx8LCAp6envjll1+QmpoKY2NjdOzYETNnziz2CelUfK1bt8acOXOwfft2PHnyBLVr18bChQvV7ixNRbtw4QKCgoJgY2ODBQsWoH79+uVdUqXHc4iIiIhI9ngOEREREckeAxERERHJHs8hKgaVSoXbt2/D1NSU3yBMRERUSQgh8ODBAzg4OEg3cX0RBqJiuH37Nq8+IiIiqqRu3LiBatWqvbQPA1ExmJqaAng6oAXfr0REREQVW2ZmJhwdHaX/4y/DQFQMBYfJlEolAxEREVElU5zTXXhSNREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckev+2eiKiCGz58OFJTUwEA1tbWmD9/fjlXRPT2YSAiIqrgUlNTkZycXN5lEL3VeMiMiIiIZI+BiIiIiGSPgYiIiIhkj4GIiIiIZI+BiIiIiGSPgYiIiIhkj4GIiIiIZI+BiIiIiGSPgYiIiIhkj4GIiIiIZI+BiIiIiGSPgYiIiIhkj4GIiIiIZK9cA9HBgwfRqVMnODg4QKFQYMuWLdK03NxcfPHFF3B3d4exsTEcHBzQr18/3L59W20ZaWlpCAoKglKphLm5OQYOHIisrCy1Pv/++y+aN28OAwMDODo6YtasWWWxeURERFRJlGsgevjwITw8PLBo0aJC0x49eoRTp05hwoQJOHXqFDZt2oSEhAR07txZrV9QUBDOnz+PqKgobN++HQcPHkRoaKg0PTMzE23btoWTkxNOnjyJ2bNnY/LkyVi6dGmpbx8RERFVDjrlufL27dujffv2RU4zMzNDVFSUWtsPP/yAxo0bIzExEdWrV0dcXBwiIyNx/PhxeHl5AQAWLlyIDh064LvvvoODgwMiIiKQk5OD3377DXp6eqhXrx5iY2Mxd+5cteBERERE8lWpziHKyMiAQqGAubk5ACAmJgbm5uZSGAIAf39/aGlp4ejRo1KfFi1aQE9PT+oTEBCAhIQE3L9/v8j1ZGdnIzMzU+1BREREb69KE4iePHmCL774Ar169YJSqQQAJCUlwcbGRq2fjo4OLC0tkZSUJPWxtbVV61PwvKDP82bMmAEzMzPp4ejoqOnNISIiogqkUgSi3NxcdO/eHUIILF68uNTXN27cOGRkZEiPGzdulPo6iYiIqPyU6zlExVEQhq5fv469e/dKe4cAwM7ODikpKWr98/LykJaWBjs7O6lPcnKyWp+C5wV9nqevrw99fX1NbgYRERFVYBV6D1FBGLp06RL27NkDKysrtek+Pj5IT0/HyZMnpba9e/dCpVLB29tb6nPw4EHk5uZKfaKiovDOO+/AwsKibDaEiIiIKrRyDURZWVmIjY1FbGwsAODq1auIjY1FYmIicnNz0a1bN5w4cQIRERHIz89HUlISkpKSkJOTAwBwdXVFu3btEBISgmPHjuHw4cMIDw9Hz5494eDgAADo3bs39PT0MHDgQJw/fx5r167F/PnzMXLkyPLabCIiIqpgyvWQ2YkTJ9CqVSvpeUFICQ4OxuTJk7Ft2zYAQP369dXm27dvH1q2bAkAiIiIQHh4ONq0aQMtLS0EBgZiwYIFUl8zMzPs3r0bYWFh8PT0RJUqVTBx4kReck9ERESScg1ELVu2hBDihdNfNq2ApaUlVq9e/dI+7733Hv7+++/Xro+IiIjkoUKfQ0RERERUFhiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2KvxXdxARVQQHWviV27qf6GgDCsXTn5OSyrUWv4MHym3dRKWJe4iIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9nTKuwAiIno5pQAA8czPRKRpDERERBXcgPz88i6B6K3HQ2ZEREQkewxEREREJHsMRERERCR7DEREREQkewxEREREJHsMRERERCR7DEREREQkewxEREREJHvlGogOHjyITp06wcHBAQqFAlu2bFGbLoTAxIkTYW9vD0NDQ/j7++PSpUtqfdLS0hAUFASlUglzc3MMHDgQWVlZan3+/fdfNG/eHAYGBnB0dMSsWbNKe9OIiIioEinXQPTw4UN4eHhg0aJFRU6fNWsWFixYgCVLluDo0aMwNjZGQEAAnjx5IvUJCgrC+fPnERUVhe3bt+PgwYMIDQ2VpmdmZqJt27ZwcnLCyZMnMXv2bEyePBlLly4t9e0jIiKiykEhhKgQ34yjUCiwefNmdO3aFcDTvUMODg4YNWoUPv/8cwBARkYGbG1tsXz5cvTs2RNxcXFwc3PD8ePH4eXlBQCIjIxEhw4dcPPmTTg4OGDx4sUYP348kpKSoKenBwAYO3YstmzZgvj4+GLVlpmZCTMzM2RkZECpVGp+44neQsOHD0dqaioAwNraGvPnzy/nit7MgRZ+5V1CheB38EB5l0BUbK/z/7vCnkN09epVJCUlwd/fX2ozMzODt7c3YmJiAAAxMTEwNzeXwhAA+Pv7Q0tLC0ePHpX6tGjRQgpDABAQEICEhATcv3+/yHVnZ2cjMzNT7UFEryc1NRXJyclITk6WghERUUVVYQNRUlISAMDW1lat3dbWVpqWlJQEGxsbtek6OjqwtLRU61PUMp5dx/NmzJgBMzMz6eHo6PjmG0REREQVVoUNROVp3LhxyMjIkB43btwo75KIiIioFFXYQGRnZwcASE5OVmtPTk6WptnZ2SElJUVtel5eHtLS0tT6FLWMZ9fxPH19fSiVSrUHERERvb0qbCCqUaMG7OzsEB0dLbVlZmbi6NGj8PHxAQD4+PggPT0dJ0+elPrs3bsXKpUK3t7eUp+DBw8iNzdX6hMVFYV33nkHFhYWZbQ1REREVJGVayDKyspCbGwsYmNjATw9kTo2NhaJiYlQKBQYMWIEpk+fjm3btuHs2bPo168fHBwcpCvRXF1d0a5dO4SEhODYsWM4fPgwwsPD0bNnTzg4OAAAevfuDT09PQwcOBDnz5/H2rVrMX/+fIwcObKctpqIiIgqGp3yXPmJEyfQqlUr6XlBSAkODsby5csxZswYPHz4EKGhoUhPT0ezZs0QGRkJAwMDaZ6IiAiEh4ejTZs20NLSQmBgIBYsWCBNNzMzw+7duxEWFgZPT09UqVIFEydOVLtXEREREclbhbkPUUXG+xARvb7evXtL5+vZ2tpi9erV5VzRm+F9iJ7ifYioMnkr7kNEREREVFYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPbK9bvMiKh0+S70Lbd162fqQwEFACApM6lcazk89HC5rZuIKgcGorfE8OHDkZqaCgCwtrbG/Pnzy7kiIiKiyoOB6C2RmpoqfZEmERERvR6eQ0RERESyx0BEREREssdARERERLLHQERERESyx0BEREREssdARERERLLHQERERESyx0BEREREssdARERERLLHQERERESyx0BEREREssdARERERLLHQERERESyx0BEREREssdARERERLKnU94FENHbSRiKIn8mIqqIGIiIqFTktMgp7xKIiIqNgYjoGcOHD0dqaioAwNraGvPnzy/nioiIqCwwEBE9IzU1FcnJyeVdBhERlTEGIg3yHL2y3NatvJ8lnSF/535WudZycna/cls3ERFRSfAqMyIiIpI9BiIiIiKSPQYiIiIikj0GIiIiIpI9BiIiIiKSPQYiIiIikj0GIiIiIpI9BiIiIiKSPQYiIiIikj0GIiIiIpI9BiIiIiKSvQodiPLz8zFhwgTUqFEDhoaGqFWrFqZNmwYhhNRHCIGJEyfC3t4ehoaG8Pf3x6VLl9SWk5aWhqCgICiVSpibm2PgwIHIysoq680hIiKiCqpCf7nrt99+i8WLF2PFihWoV68eTpw4gQEDBsDMzAzDhg0DAMyaNQsLFizAihUrUKNGDUyYMAEBAQG4cOECDAwMAABBQUG4c+cOoqKikJubiwEDBiA0NBSrV68uz80jIqIyNHz4cKSmpgIArK2tMX/+/HKuiCqSCh2Ijhw5gi5duqBjx44AAGdnZ/zxxx84duwYgKd7h+bNm4evvvoKXbp0AQCsXLkStra22LJlC3r27Im4uDhERkbi+PHj8PLyAgAsXLgQHTp0wHfffQcHB4fy2TgiIipTqampSE5OLu8yqIKq0IfMmjZtiujoaFy8eBEAcObMGRw6dAjt27cHAFy9ehVJSUnw9/eX5jEzM4O3tzdiYmIAADExMTA3N5fCEAD4+/tDS0sLR48eLcOtISIiooqqQu8hGjt2LDIzM+Hi4gJtbW3k5+fj66+/RlBQEAAgKSkJAGBra6s2n62trTQtKSkJNjY2atN1dHRgaWkp9XlednY2srOzpeeZmZka2yYiIiKqeCp0IFq3bh0iIiKwevVq1KtXD7GxsRgxYgQcHBwQHBxcauudMWMGpkyZUmrLLw0qXeMif66MEqe6l9u689KtAGj//59vl2st1SeeLbd1ExHJTYUORKNHj8bYsWPRs2dPAIC7uzuuX7+OGTNmIDg4GHZ2dgCA5ORk2NvbS/MlJyejfv36AAA7OzukpKSoLTcvLw9paWnS/M8bN24cRo4cKT3PzMyEo6OjJjdN47LeaV/eJRAREVVaFfocokePHkFLS71EbW1tqFQqAECNGjVgZ2eH6OhoaXpmZiaOHj0KHx8fAICPjw/S09Nx8uRJqc/evXuhUqng7e1d5Hr19fWhVCrVHkRERPT2qtB7iDp16oSvv/4a1atXR7169XD69GnMnTsX//vf/wAACoUCI0aMwPTp01GnTh3psnsHBwd07doVAODq6op27dohJCQES5YsQW5uLsLDw9GzZ09eYUZERFQCb+MtDCp0IFq4cCEmTJiAIUOGICUlBQ4ODhg0aBAmTpwo9RkzZgwePnyI0NBQpKeno1mzZoiMjJTuQQQAERERCA8PR5s2baClpYXAwEAsWLCgPDaJiIio0nsbb2FQoQORqakp5s2bh3nz5r2wj0KhwNSpUzF16tQX9rG0tORNGImIiOiFKvQ5RERERERlgYGIiIiIZK9Eh8yys7Nx9OhRXL9+HY8ePYK1tTUaNGiAGjVqaLo+IiIiolL3WoHo8OHDmD9/Pv7880/k5ubCzMwMhoaGSEtLQ3Z2NmrWrInQ0FB8+umnMDU1La2aiYiIiDSq2IfMOnfujB49esDZ2Rm7d+/GgwcPcO/ePdy8eROPHj3CpUuX8NVXXyE6Ohp169ZFVFRUadZNREREpDHF3kPUsWNHbNy4Ebq6ukVOr1mzJmrWrIng4GBcuHABd+7c0ViRRET0dvhh1J/ltu4HaY/Ufi7PWsLndCq3dVPRih2IBg0aVOyFurm5wc3NrUQFEREREZW1El1lVrNmTdy7d69Qe3p6OmrWrPnGRRERERGVpRIFomvXriE/P79Qe3Z2Nm7duvXGRRERERGVpde6ymzbtm3Sz7t27YKZmZn0PD8/H9HR0XB2dtZYcURERERl4bUCUcEXpgJAcHCw2jRdXV04Oztjzpw5GimMiIiIqKwUOxD9+++/yM3Nhba2NmrUqIHjx4+jSpUqpVkbUZmz1M8v8mciInq7FTsQNWjQAElJSbC2toZCoYBCoSjNuojKxZcN0su7BCKiYvm6T7dyW3fG3Yxnfk4t11rG/75BI8sp9knV5ubm+O+//wAA169fh0ql0kgBREREROWt2HuIAgMD4efnB3t7ewCAl5cXtLW1i+xbEJyIiIiIKoNiB6KlS5fio48+wuXLlzFs2DCEhITw+8qIiIjorfBaV5m1a9cOAHDy5EkMHz6cgYiIiIjeCq8ViAosW7ZM03UQERERlZsSBaKPPvqo2H03bdpUklUQERERlZkSBSKlUonNmzfDzMwMXl5eAJ4eRsvIyEDXrl15ST4REVU4BnqmRf5MBJQwENna2qJ79+5YsmSJdKVZfn4+hgwZAqVSidmzZ2u0SCIiojflV6d7eZdAFViJvtz1t99+w+eff6522b22tjZGjhyJ3377TWPFEREREZWFEgWivLw8xMfHF2qPj4/nDRuJiIio0inRIbMBAwZg4MCBuHLlCho3bgwAOHr0KGbOnIkBAwZotEAiIiKi0laiQPTdd9/Bzs4Oc+bMwZ07dwAA9vb2GD16NEaNGqXRAomIiIhKW4kCkZaWFsaMGYMxY8YgMzMTwNMrz4iIiOjtp6+lQMFZN09/rvxKFIgeP34MIQSMjIygVCpx/fp1/Pbbb3Bzc0Pbtm01XSMRERFVIJ5V3r6dICU6qbpLly5YuXIlACA9PR2NGzfGnDlz0KVLFyxevFijBRIRERGVthIFolOnTqF58+YAgA0bNsDOzg7Xr1/HypUrsWDBAo0WSERERFTaShSIHj16JH2x6+7du/HRRx9BS0sLTZo0wfXr1zVaIBEREVFpK1Egql27NrZs2YIbN25g165d0nlDKSkpPLmaiIiIKp0SBaKJEyfi888/h7OzM7y9veHj4wPg6d6iBg0aaLRAIiIiotJWoqvMunXrhmbNmuHOnTvw8PCQ2tu0aYMPP/xQY8URERERlYUSBSIAsLOzg52dnVpbwV2riYiIiCqTYh8y+/TTT3Hz5s1i9V27di0iIiJKXBQRERFRWSr2HiJra2vUq1cPvr6+6NSpE7y8vODg4AADAwPcv38fFy5cwKFDh7BmzRo4ODhg6dKlpVk3ERERkcYUOxBNmzYN4eHh+OWXX/Djjz/iwoULatNNTU3h7++PpUuXol27dhovlIiIiKi0vNY5RLa2thg/fjzGjx+P+/fvIzExEY8fP0aVKlVQq1YtKBRvx/eZEBERkbyU+KRqCwsLWFhYaLIWIiIionJRovsQAcDff/+NPn36oGnTprh16xYAYNWqVTh06JDGiiMiIiIqCyUKRBs3bkRAQAAMDQ1x6tQpZGdnAwAyMjLwzTffaLRAIiIiotJWokA0ffp0LFmyBD///DN0dXWldl9fX5w6dUpjxRERERGVhRIFooSEBLRo0aJQu5mZGdLT09+0JiIiIqIyVaJAZGdnh8uXLxdqP3ToEGrWrPnGRRERERGVpRIFopCQEAwfPhxHjx6FQqHA7du3ERERgc8//xyDBw/WdI1EREREpapEgWjs2LHo3bs32rRpg6ysLLRo0QKffPIJBg0ahKFDh2q0wFu3bqFPnz6wsrKCoaEh3N3dceLECWm6EAITJ06Evb09DA0N4e/vj0uXLqktIy0tDUFBQVAqlTA3N8fAgQORlZWl0TqJiIio8ipRIFIoFBg/fjzS0tJw7tw5/PPPP0hNTcW0adM0Wtz9+/fh6+sLXV1d7Ny5ExcuXMCcOXPU7n80a9YsLFiwAEuWLMHRo0dhbGyMgIAAPHnyROoTFBSE8+fPIyoqCtu3b8fBgwcRGhqq0VqJiIio8irRjRlXrlyJRo0awdXVFW5ublL7kydPsG7dOvTr108jxX377bdwdHTEsmXLpLYaNWpIPwshMG/ePHz11Vfo0qWLVJutrS22bNmCnj17Ii4uDpGRkTh+/Di8vLwAAAsXLkSHDh3w3XffwcHBQSO1EhERUeVVoj1E/fv3R+PGjbFx40a19oyMDAwYMEAjhQHAtm3b4OXlhY8//hg2NjZo0KABfv75Z2n61atXkZSUBH9/f6nNzMwM3t7eiImJAQDExMTA3NxcCkMA4O/vDy0tLRw9elRjtRIREVHlVeI7VU+ZMgV9+/bF5MmTNViOuv/++w+LFy9GnTp1sGvXLgwePBjDhg3DihUrAABJSUkAnn7H2rNsbW2laUlJSbCxsVGbrqOjA0tLS6nP87Kzs5GZman2ICIiordXiQNRnz59sHfvXvz000/o1q0bHj9+rMm6AAAqlQoNGzbEN998gwYNGiA0NBQhISFYsmSJxtf1rBkzZsDMzEx6ODo6lur6iIiIqHyV+KRqAGjSpAmOHj2Ky5cvo2nTprh27Zoma4O9vb3aOUoA4OrqisTERABP74cEAMnJyWp9kpOTpWl2dnZISUlRm56Xl4e0tDSpz/PGjRuHjIwM6XHjxg2NbA8RERFVTCUKREII6efq1avjyJEjcHZ2xvvvv6+xwoCnXwWSkJCg1nbx4kU4OTkBeHqCtZ2dHaKjo6XpmZmZOHr0KHx8fAAAPj4+SE9Px8mTJ6U+e/fuhUqlgre3d5Hr1dfXh1KpVHsQERHR26tEV5lNmjQJJiYm0nMjIyNs3rwZkyZNwsGDBzVW3GeffYamTZvim2++Qffu3XHs2DEsXboUS5cuBfB0T9WIESMwffp01KlTBzVq1MCECRPg4OCArl27Ani6R6ldu3bSobbc3FyEh4ejZ8+evMKMiIiIALxBICrKlClT3qiY5zVq1AibN2/GuHHjMHXqVNSoUQPz5s1DUFCQ1GfMmDF4+PAhQkNDkZ6ejmbNmiEyMhIGBgZSn4iICISHh6NNmzbQ0tJCYGAgFixYoNFaiYiIqPIqdiDatm0b2rdvD11dXWzbtu2F/RQKBTp16qSR4gDggw8+wAcffPDS9U2dOhVTp059YR9LS0usXr1aYzURERHR26XYgahr167SJewFh6OKolAokJ+fr4naiIiIiMpEsQORSqUq8mciIiKiyu61rjKLiYnB9u3b1dpWrlyJGjVqwMbGBqGhocjOztZogURERESl7bUC0dSpU3H+/Hnp+dmzZzFw4ED4+/tj7Nix+PPPPzFjxgyNF0lERERUml4rEMXGxqJNmzbS8zVr1sDb2xs///wzRo4ciQULFmDdunUaL5KIiIioNL1WILp//77a94YdOHAA7du3l543atSId3UmIiKiSue1ApGtrS2uXr0KAMjJycGpU6fQpEkTafqDBw+gq6ur2QqJiIiIStlrBaIOHTpg7Nix+PvvvzFu3DgYGRmhefPm0vR///0XtWrV0niRRERERKXpte5UPW3aNHz00Ufw8/ODiYkJVqxYAT09PWn6b7/9hrZt22q8SCIiIqLS9FqBqEqVKjh48CAyMjJgYmICbW1ttenr169X+44zIiIiosqgRN9lZmZmVmS7paXlGxVDREREVB5e6xwiIiIiorcRAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREclepQpEM2fOhEKhwIgRI6S2J0+eICwsDFZWVjAxMUFgYCCSk5PV5ktMTETHjh1hZGQEGxsbjB49Gnl5eWVcPREREVVUlSYQHT9+HD/99BPee+89tfbPPvsMf/75J9avX48DBw7g9u3b+Oijj6Tp+fn56NixI3JycnDkyBGsWLECy5cvx8SJE8t6E4iIiKiCqhSBKCsrC0FBQfj5559hYWEhtWdkZODXX3/F3Llz0bp1a3h6emLZsmU4cuQI/vnnHwDA7t27ceHCBfz++++oX78+2rdvj2nTpmHRokXIyckpr00iIiKiCqRSBKKwsDB07NgR/v7+au0nT55Ebm6uWruLiwuqV6+OmJgYAEBMTAzc3d1ha2sr9QkICEBmZibOnz9f5Pqys7ORmZmp9iAiIqK3l055F/Aqa9aswalTp3D8+PFC05KSkqCnpwdzc3O1dltbWyQlJUl9ng1DBdMLphVlxowZmDJligaqJyIiosqgQu8hunHjBoYPH46IiAgYGBiU2XrHjRuHjIwM6XHjxo0yWzcRERGVvQodiE6ePImUlBQ0bNgQOjo60NHRwYEDB7BgwQLo6OjA1tYWOTk5SE9PV5svOTkZdnZ2AAA7O7tCV50VPC/o8zx9fX0olUq1BxEREb29KnQgatOmDc6ePYvY2Fjp4eXlhaCgIOlnXV1dREdHS/MkJCQgMTERPj4+AAAfHx+cPXsWKSkpUp+oqCgolUq4ubmV+TYRERFRxVOhzyEyNTXFu+++q9ZmbGwMKysrqX3gwIEYOXIkLC0toVQqMXToUPj4+KBJkyYAgLZt28LNzQ19+/bFrFmzkJSUhK+++gphYWHQ19cv820iIiKiiqdCB6Li+P7776GlpYXAwEBkZ2cjICAAP/74ozRdW1sb27dvx+DBg+Hj4wNjY2MEBwdj6tSp5Vg1ERERVSSVLhDt379f7bmBgQEWLVqERYsWvXAeJycn7Nixo5QrIyIiosqqQp9DRERERFQWGIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYYiIiIiEj2GIiIiIhI9hiIiIiISPYqdCCaMWMGGjVqBFNTU9jY2KBr165ISEhQ6/PkyROEhYXBysoKJiYmCAwMRHJyslqfxMREdOzYEUZGRrCxscHo0aORl5dXlptCREREFViFDkQHDhxAWFgY/vnnH0RFRSE3Nxdt27bFw4cPpT6fffYZ/vzzT6xfvx4HDhzA7du38dFHH0nT8/Pz0bFjR+Tk5ODIkSNYsWIFli9fjokTJ5bHJhEREVEFpFPeBbxMZGSk2vPly5fDxsYGJ0+eRIsWLZCRkYFff/0Vq1evRuvWrQEAy5Ytg6urK/755x80adIEu3fvxoULF7Bnzx7Y2tqifv36mDZtGr744gtMnjwZenp65bFpREREVIFU6D1Ez8vIyAAAWFpaAgBOnjyJ3Nxc+Pv7S31cXFxQvXp1xMTEAABiYmLg7u4OW1tbqU9AQAAyMzNx/vz5IteTnZ2NzMxMtQcRERG9vSpNIFKpVBgxYgR8fX3x7rvvAgCSkpKgp6cHc3Nztb62trZISkqS+jwbhgqmF0wryowZM2BmZiY9HB0dNbw1REREVJFUmkAUFhaGc+fOYc2aNaW+rnHjxiEjI0N63Lhxo9TXSUREROWnQp9DVCA8PBzbt2/HwYMHUa1aNandzs4OOTk5SE9PV9tLlJycDDs7O6nPsWPH1JZXcBVaQZ/n6evrQ19fX8NbQURERBVVhd5DJIRAeHg4Nm/ejL1796JGjRpq0z09PaGrq4vo6GipLSEhAYmJifDx8QEA+Pj44OzZs0hJSZH6REVFQalUws3NrWw2hIiIiCq0Cr2HKCwsDKtXr8bWrVthamoqnfNjZmYGQ0NDmJmZYeDAgRg5ciQsLS2hVCoxdOhQ+Pj4oEmTJgCAtm3bws3NDX379sWsWbOQlJSEr776CmFhYdwLRERERAAqeCBavHgxAKBly5Zq7cuWLUP//v0BAN9//z20tLQQGBiI7OxsBAQE4Mcff5T6amtrY/v27Rg8eDB8fHxgbGyM4OBgTJ06taw2g4iIiCq4Ch2IhBCv7GNgYIBFixZh0aJFL+zj5OSEHTt2aLI0IiIieotU6HOIiIiIiMoCAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJHgMRERERyR4DEREREckeAxERERHJnqwC0aJFi+Ds7AwDAwN4e3vj2LFj5V0SERERVQCyCURr167FyJEjMWnSJJw6dQoeHh4ICAhASkpKeZdGRERE5Uw2gWju3LkICQnBgAED4ObmhiVLlsDIyAi//fZbeZdGRERE5UwWgSgnJwcnT56Ev7+/1KalpQV/f3/ExMSUY2VERERUEeiUdwFl4e7du8jPz4etra1au62tLeLj4wv1z87ORnZ2tvQ8IyMDAJCZmfnS9eRnP9ZAtZXfq8bpVR48yddQJZXbm44jAOQ9ztNAJZWfJsbyYR7HEnjzsXyc/UhDlVRumnhNPsnN1UAlld/LxrJgmhDilcuRRSB6XTNmzMCUKVMKtTs6OpZDNZWP2cJPy7uEt8MMs/Ku4K1h9gXHUmPMOJaaMGZReVfw9pi+7tWvyQcPHsDsFa9dWQSiKlWqQFtbG8nJyWrtycnJsLOzK9R/3LhxGDlypPRcpVIhLS0NVlZWUCgUpV5vSWVmZsLR0RE3btyAUqks73IqLY6j5nAsNYdjqRkcR82pDGMphMCDBw/g4ODwyr6yCER6enrw9PREdHQ0unbtCuBpyImOjkZ4eHih/vr6+tDX11drMzc3L4NKNUOpVFbYF2dlwnHUHI6l5nAsNYPjqDkVfSxftWeogCwCEQCMHDkSwcHB8PLyQuPGjTFv3jw8fPgQAwYMKO/SiIiIqJzJJhD16NEDqampmDhxIpKSklC/fn1ERkYWOtGaiIiI5Ec2gQgAwsPDizxE9rbQ19fHpEmTCh3uo9fDcdQcjqXmcCw1g+OoOW/bWCpEca5FIyIiInqLyeLGjEREREQvw0BEREREssdARERERLLHQPSWa9myJUaMGPFa8ygUCmzZsqVU6qlM9u/fD4VCgfT0dADA8uXLK9X9qIqrJK+R0lgGlQz/Xok0g4GonCQlJWH48OGoXbs2DAwMYGtrC19fXyxevBiPHvG7fgr0799fupnms54PK6WhadOmuHPnzgtv6jV58mTUr1+/1NavKUWN4YYNG2BgYIA5c+Zg06ZNmDZtmjTN2dkZ8+bNK9si3xIver1Sydy4cQP/+9//4ODgAD09PTg5OWH48OG4d++e1Keo1+vb+uHldSgUipc+Jk+eXC51VeTfjawuu68o/vvvP/j6+sLc3BzffPMN3N3doa+vj7Nnz2Lp0qWoWrUqOnfuXN5lyp6enl6RX+1S2f3yyy8ICwvDkiVL3vobkwohkJ+fDx0dvtVVNv/99x98fHxQt25d/PHHH6hRowbOnz+P0aNHY+fOnfjnn39gaWlZ3mVWWHfu3JF+Xrt2LSZOnIiEhASpzcTE5LWWl5ubC11dXY3VVxFxD1E5GDJkCHR0dHDixAl0794drq6uqFmzJrp06YK//voLnTp1wrVr16BQKBAbGyvNl56eDoVCgf3790tt586dQ/v27WFiYgJbW1v07dsXd+/efeG6nZ2dMW3aNPTq1QvGxsaoWrUqFi0q/C2Dd+/exYcffggjIyPUqVMH27Zt0+QQaNS9e/fQq1cvVK1aFUZGRnB3d8cff/yh1qdly5YYOnQoRowYAQsLC9ja2uLnn3+W7lZuamqK2rVrY+fOndI8L9sLtXz5ckyZMgVnzpyRPnEtX74cAJCYmIguXbrAxMQESqUS3bt3V/sevYI9S6tWrYKzszPMzMzQs2dPPHjwoFTG51mzZs3C0KFDsWbNGikMPXu4q2XLlrh+/To+++wzabsKHD58GC1btoSRkREsLCwQEBCA+/fvS9NVKhXGjBkDS0tL2NnZFfoEmp6ejk8++QTW1tZQKpVo3bo1zpw5I00vzrioVCrMmDEDNWrUgKGhITw8PLBhwwZpesHvbOfOnfD09IS+vj4OHTqkySEssQMHDqBx48bQ19eHvb09xo4di7y8PGl6y5YtMWzYsJeO4aVLl9CiRQsYGBjAzc0NUVFRhdZz9uxZtG7dGoaGhrCyskJoaCiysrKk6QV7sb777jvY29vDysoKYWFhyK1g35weFhYGPT097N69G35+fqhevTrat2+PPXv24NatWxg/fnyRr9f9+/djwIAByMjIKLQ3ZNWqVfDy8oKpqSns7OzQu3dvpKSkSOv08vLCd999Jz3v2rUrdHV1pfG7efMmFAoFLl++XKzllSc7OzvpYWZmBoVCIT23sbHB3LlzUa1aNejr60s3Ki5Q8P9n7dq18PPzg4GBASIiIqBSqTB16tRXzrdp0ya0atUKRkZG8PDwQExMDAC89Hdz//599OvXDxYWFjAyMkL79u1x6dKlMh0zCCpTd+/eFQqFQsyYMeOl/a5evSoAiNOnT0tt9+/fFwDEvn37pOfW1tZi3LhxIi4uTpw6dUq8//77olWrVtI8fn5+Yvjw4dJzJycnYWpqKmbMmCESEhLEggULhLa2tti9e7fUB4CoVq2aWL16tbh06ZIYNmyYMDExEffu3dPIGLyO4OBg0aVLl0Lt+/btEwDE/fv3xc2bN8Xs2bPF6dOnxZUrV6RtOnr0qNTfz89PmJqaimnTpomLFy+KadOmCW1tbdG+fXuxdOlScfHiRTF48GBhZWUlHj58WGgdQgixbNkyYWZmJoQQ4tGjR2LUqFGiXr164s6dO+LOnTvi0aNHIj8/X9SvX180a9ZMnDhxQvzzzz/C09NT+Pn5SbVMmjRJmJiYiI8++kicPXtWHDx4UNjZ2Ykvv/yyVMdwzJgxwsTEROzZs0dt+rOvkXv37olq1aqJqVOnStslhBCnT58W+vr6YvDgwSI2NlacO3dOLFy4UKSmpkrLUCqVYvLkyeLixYtixYoVQqFQqL2u/P39RadOncTx48fFxYsXxahRo4SVlZX0uirOuEyfPl24uLiIyMhIceXKFbFs2TKhr68v9u/fL4T4v9/Ze++9J3bv3i0uX75cpq/bF71eb968KYyMjMSQIUNEXFyc2Lx5s6hSpYqYNGmS1OdVY5ifny/effdd0aZNGxEbGysOHDggGjRoIACIzZs3CyGEyMrKEvb29tIYRkdHixo1aojg4GC1GpVKpfj0009FXFyc+PPPP4WRkZFYunRpKY7M67l3755QKBTim2++KXJ6SEiIsLCwEHfv3i30es3Ozhbz5s0TSqVSanvw4IEQQohff/1V7NixQ1y5ckXExMQIHx8f0b59e2m5I0eOFB07dhRCCKFSqYSlpaWoUqWK2LlzpxBCiN9//11UrVpV6v+q5VUUz753CSHE3LlzhVKpFH/88YeIj48XY8aMEbq6uuLixYtCiP/7/+Ps7Cw2btwo/vvvP3H79u1iz+fi4iK2b98uEhISRLdu3YSTk5PIzc196e+mc+fOwtXVVRw8eFDExsaKgIAAUbt2bZGTk1Nm48RAVMb++ecfAUBs2rRJrd3KykoYGxsLY2NjMWbMmGIFomnTpom2bduqLefGjRsCgEhISBBCFB2I2rVrpzZPjx491P6IAYivvvpKep6VlSUASG8KZSk4OFhoa2tLY1PwMDAwUAsrz+vYsaMYNWqU9NzPz080a9ZMep6XlyeMjY1F3759pbY7d+4IACImJkYI8fJAJMTTf+AeHh5q6929e7fQ1tYWiYmJUtv58+cFAHHs2DFpPiMjI5GZmSn1GT16tPD29n6tsSmu4OBgoaenJwCI6OjoQtOLeo18//33an169eolfH19X7iO58dXCCEaNWokvvjiCyGEEH///bdQKpXiyZMnan1q1aolfvrpJyHEq8flyZMnwsjISBw5ckRtGQMHDhS9evUSQvzf72zLli0vrLU0vSgQffnll+Kdd94RKpVKalu0aJEwMTER+fn5QohXj+GuXbuEjo6OuHXrljR9586daoFo6dKlwsLCQmRlZUl9/vrrL6GlpSWSkpKkGp2cnEReXp7U5+OPPxY9evR4s43XoIL3yYLtet7cuXMFAJGcnFzk6/X5v9UXOX78uAAg/VPetm2bMDMzE3l5eSI2NlbY2dmJ4cOHS7+DTz75RPTu3bvYy6sonh8PBwcH8fXXX6v1adSokRgyZIgQ4v+Czbx589T6FHe+X375RZpe8P4XFxdXZC1CCHHx4kUBQBw+fFhqu3v3rjA0NBTr1q0r2UaXAA+ZVRDHjh1DbGws6tWrh+zs7GLNc+bMGezbtw8mJibSw8XFBQBw5cqVF87n4+NT6HlcXJxa23vvvSf9bGxsDKVSWW67glu1aoXY2Fi1xy+//CJNz8/Px7Rp0+Du7g5LS0uYmJhg165dSExMVFvOs9ukra0NKysruLu7S20F32v3JtsZFxcHR0dHODo6Sm1ubm4wNzdXG2NnZ2eYmppKz+3t7Ut1fN977z04Oztj0qRJaodPiis2NhZt2rR55Tqe9ew2nTlzBllZWbCyslJ7vV69elXttfqycbl8+TIePXqE999/X20ZK1euLPR69/Lyeu1tLE1xcXHw8fFROwTp6+uLrKws3Lx5U2p72RgWvLYcHByk6c//LcfFxcHDwwPGxsZq61GpVGrnj9SrVw/a2tpFrqciERr+IoWTJ0+iU6dOqF69OkxNTeHn5wcA0ntF8+bN8eDBA5w+fRoHDhyAn58fWrZsKZ2mcODAAbRs2bLYy6uIMjMzcfv2bfj6+qq1+/r6Fvo/8Ozf0evM9+zr2N7eHsDL31fj4uKgo6MDb29vqc3KygrvvPNOoWWXJp5pWMZq164NhUKh9uYEADVr1gQAGBoaAgC0tJ5m1WffEJ4/xp+VlYVOnTrh22+/LbSeghdhST1/8pxCoYBKpXqjZZaUsbExateurdb27D+R2bNnY/78+Zg3bx7c3d1hbGyMESNGICcnR22eorbp2baCf1ZlsZ1lPb5Vq1bFhg0b0KpVK7Rr1w47d+5UCx6vUvC6fJmXbVNWVhbs7e3Vzn8r8OwVJ69aBgD89ddfqFq1qlq/579L6dlAUJmU1euiIv19F6XgfTIuLg4ffvhhoelxcXGwsLCAtbV1sZf58OFDBAQEICAgABEREbC2tkZiYiICAgKk9wpzc3N4eHhg//79iImJwfvvv48WLVqgR48euHjxIi5duiSFnuIsr7Ir6d9Reb2vvinuISpjVlZWeP/99/HDDz/g4cOHL+xX8If+7JUCz55gDQANGzbE+fPn4ezsjNq1a6s9XvZC/ueffwo9d3V1LcHWVAyHDx9Gly5d0KdPH3h4eKBmzZq4ePFiqa9XT08P+fn5am2urq64ceMGbty4IbVduHAB6enpcHNzK/WaXsbJyQkHDhxAUlIS2rVr98KTuIvarvfeew/R0dElXnfDhg2RlJQEHR2dQq/VKlWqFGsZbm5u0NfXR2JiYqFlPLtHriJydXVFTEyM2gecw4cPw9TUFNWqVSv2Mm7cuKH2nvD837KrqyvOnDmj9t5y+PBhaGlp4Z133nnDrSg7Be+TP/74Ix4/fqw2LSkpCREREejRowcUCkWRr9ei2uLj43Hv3j3MnDkTzZs3h4uLS5F7Lfz8/LBv3z4cPHgQLVu2hKWlJVxdXfH111/D3t4edevWfa3lVTRKpRIODg44fPiwWvvhw4df+h5V0vme96L3zby8PBw9elRqu3fvHhISEsr0fZOBqBz8+OOPyMvLg5eXF9auXYu4uDgkJCTg999/R3x8PLS1tWFoaIgmTZpg5syZiIuLw4EDB/DVV1+pLScsLAxpaWno1asXjh8/jitXrmDXrl0YMGBAoRfcsw4fPoxZs2bh4sWLWLRoEdavX4/hw4eX9maXmjp16iAqKgpHjhxBXFwcBg0apHZVV2lxdnbG1atXERsbi7t37yI7Oxv+/v5wd3dHUFAQTp06hWPHjqFfv37w8/OrEIdxHB0dsX//fqSkpCAgIACZmZmF+jg7O+PgwYO4deuWdMXiuHHjcPz4cQwZMgT//vsv4uPjsXjx4pde0fgsf39/+Pj4oGvXrti9ezeuXbuGI0eOYPz48Thx4kSxlmFqaorPP/8cn332GVasWIErV67g1KlTWLhwIVasWFH8QShlGRkZhQ7xhoaG4saNGxg6dCji4+OxdetWTJo0CSNHjpT2Br+Kv78/6tati+DgYJw5cwZ///03xo8fr9YnKCgIBgYGCA4Oxrlz57Bv3z4MHToUffv2lQ4JVxY//PADsrOzERAQgIMHD+LGjRuIjIzE+++/j6pVq+Lrr78GUPTr1dnZGVlZWYiOjsbdu3fx6NEjVK9eHXp6eli4cCH+++8/bNu2Te3+WwVatmyJXbt2QUdHRzoFoWXLloiIiJD2DgEo9vIqotGjR+Pbb7/F2rVrkZCQgLFjxyI2NvaV/wdKOt+zivrd1KlTB126dEFISAgOHTqEM2fOoE+fPqhatSq6dOnypptbbAxE5aBWrVo4ffo0/P39MW7cOHh4eMDLywsLFy7E559/Lv1R/fbbb8jLy4OnpydGjBiB6dOnqy2nIK3n5+ejbdu2cHd3x4gRI2Bubv7SN9lRo0bhxIkTaNCgAaZPn465c+ciICCgVLe5NH311Vdo2LAhAgIC0LJlS9jZ2ZXJzfECAwPRrl07tGrVCtbW1vjjjz+gUCiwdetWWFhYoEWLFvD390fNmjWxdu3aUq+nuKpVq4b9+/fj7t27RYaiqVOn4tq1a6hVq5a0p7Ju3brYvXs3zpw5g8aNG8PHxwdbt24t9v19FAoFduzYgRYtWmDAgAGoW7cuevbsievXr7/WP+pp06ZhwoQJmDFjBlxdXdGuXTv89ddfqFGjRvEHoJTt378fDRo0UHtMmzYNO3bswLFjx+Dh4YFPP/0UAwcOLPQh52W0tLSwefNmPH78GI0bN8Ynn3wihYICRkZG2LVrF9LS0tCoUSN069YNbdq0wQ8//KDpzSx1derUwYkTJ1CzZk10794dtWrVQmhoKFq1aoWYmBjpHkRFvV6bNm2KTz/9FD169IC1tTVmzZoFa2trLF++HOvXr4ebmxtmzpypdol9gebNm0OlUqmFn5YtWyI/P1/t/KHiLq8iGjZsGEaOHIlRo0bB3d0dkZGR2LZtG+rUqVMq8z2rqN8NACxbtgyenp744IMP4OPjAyEEduzYUab3PlIITZ+1RhWas7MzRowYwa9ZICIiegb3EBEREZHsMRARERGR7PGQGREREcke9xARERGR7DEQERERkewxEBEREZHsMRARERGR7DEQEREVg0KhwJYtW8q7DCIqJQxERFTh9O/fv0zuNl6UyZMno379+oXa79y5g/bt25d9QURUJvht90RExWBnZ1feJRBRKeIeIiKqVA4cOIDGjRtDX18f9vb2GDt2LPLy8qTpKpUKs2bNQu3ataGvr4/q1aurfefXF198gbp168LIyAg1a9bEhAkTkJubCwBYvnw5pkyZgjNnzkChUEChUGD58uUACh8yO3v2LFq3bg1DQ0NYWVkhNDQUWVlZ0vSCvVzfffcd7O3tYWVlhbCwMGldRFSxcA8REVUat27dQocOHdC/f3+sXLkS8fHxCAkJgYGBASZPngwAGDduHH7++Wd8//33aNasGe7cuYP4+HhpGaampli+fDkcHBxw9uxZhISEwNTUFGPGjEGPHj1w7tw5REZGYs+ePQAAMzOzQnU8fPgQAQEB8PHxwfHjx5GSkoJPPvkE4eHhUoACgH379sHe3h779u3D5cuX0aNHD9SvXx8hISGlOk5EVAKCiKiCCQ4OFl26dCnU/uWXX4p33nlHqFQqqW3RokXCxMRE5Ofni8zMTKGvry9+/vnnYq9r9uzZwtPTU3o+adIk4eHhUagfALF582YhhBBLly4VFhYWIisrS5r+119/CS0tLZGUlCRtg5OTk8jLy5P6fPzxx6JHjx7Fro2Iyg73EBFRpREXFwcfHx8oFAqpzdfXF1lZWbh58yaSkpKQnZ2NNm3avHAZa9euxYIFC3DlyhVkZWUhLy8PSqXytevw8PCAsbGxWh0qlQoJCQmwtbUFANSrVw/a2tpSH3t7e5w9e/a11kVEZYPnEBHRW8PQ0PCl02NiYhAUFIQOHTpg+/btOH36NMaPH4+cnJxSqUdXV1ftuUKhgEqlKpV1EdGbYSAiokrD1dUVMTExEM98J/Xhw4dhamqKatWqoU6dOjA0NER0dHSR8x85cgROTk4YP348vLy8UKdOHVy/fl2tj56eHvLz819Zx5kzZ/Dw4UO1OrS0tPDOO++8wRYSUXlhICKiCikjIwOxsbFqj9DQUNy4cQNDhw5FfHw8tm7dikmTJmHkyJHQ0tKCgYEBvvjiC4wZMwYrV67ElStX8M8//+DXX38FANSpUweJiYlYs2YNrly5ggULFmDz5s1q63V2dsbVq1cRGxuLu3fvIjs7u1BtQUFBMDAwQHBwMM6dO4d9+/Zh6NCh6Nu3r3S4jIgqF55DREQV0v79+9GgQQO1toEDB2LHjh0YPXo0PDw8YGlpiYEDB+Krr76S+kyYMAE6OjqYOHEibt++DXt7e3z66acAgM6dO+Ozzz5DeHg4srOz0bFjR0yYMEG6Qg0AAgMDsWnTJrRq1Qrp6elYtmwZ+vfvr1aHkZERdu3aheHDh6NRo0YwMjJCYGAg5s6dW2rjQUSlSyGe3fdMREREJEM8ZEZERESyx0BEREREssdARERERLLHQERERESyx0BEREREssdARERERLLHQERERESyx0BEREREssdARERERLLHQERERESyx0BEREREssdARERERLL3/wDrU+jMeJeytgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(data=df2, x=\"Location\", y=\"Size(sqft)\").set(title = 'Average Square Footage of Listings per City')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Average Bedrooms of Listings per City')]"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(data=df, x=\"Location\", y=\"Bedrooms\").set(title = 'Average Bedrooms of Listings per City')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Average Bathrooms of Listings per City')]"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(data=df, x=\"Location\", y=\"Bathrooms\").set(title = 'Average Bathrooms of Listings per City')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pivot Tables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "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>Price</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Location</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Guelph</th>\n",
       "      <td>2124.380952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hamilton</th>\n",
       "      <td>1975.027778</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kitchener</th>\n",
       "      <td>2215.716279</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>London</th>\n",
       "      <td>2010.442786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ottawa</th>\n",
       "      <td>1995.655280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Toronto</th>\n",
       "      <td>2347.425926</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Price\n",
       "Location              \n",
       "Guelph     2124.380952\n",
       "Hamilton   1975.027778\n",
       "Kitchener  2215.716279\n",
       "London     2010.442786\n",
       "Ottawa     1995.655280\n",
       "Toronto    2347.425926"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.pivot_table(df, index = ['Location'], values = 'Price')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "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></th>\n",
       "      <th>Price</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Location</th>\n",
       "      <th>Bedrooms</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">Guelph</th>\n",
       "      <th>0.0</th>\n",
       "      <td>1795.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.0</th>\n",
       "      <td>2018.755556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.0</th>\n",
       "      <td>2223.857143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.0</th>\n",
       "      <td>2658.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">Hamilton</th>\n",
       "      <th>0.0</th>\n",
       "      <td>1284.857143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.0</th>\n",
       "      <td>1721.907692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.0</th>\n",
       "      <td>2208.625000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.0</th>\n",
       "      <td>2620.214286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.0</th>\n",
       "      <td>1560.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">Kitchener</th>\n",
       "      <th>0.0</th>\n",
       "      <td>1625.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.0</th>\n",
       "      <td>1838.830769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.0</th>\n",
       "      <td>2267.148515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.0</th>\n",
       "      <td>2594.944444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.0</th>\n",
       "      <td>3291.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">London</th>\n",
       "      <th>0.0</th>\n",
       "      <td>1293.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.0</th>\n",
       "      <td>1485.396226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.0</th>\n",
       "      <td>1871.486111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.0</th>\n",
       "      <td>2518.105263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.0</th>\n",
       "      <td>2901.785714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">Ottawa</th>\n",
       "      <th>0.0</th>\n",
       "      <td>1549.862069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.0</th>\n",
       "      <td>1755.623288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.0</th>\n",
       "      <td>2246.876106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.0</th>\n",
       "      <td>2596.354839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.0</th>\n",
       "      <td>2316.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">Toronto</th>\n",
       "      <th>0.0</th>\n",
       "      <td>1872.724138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.0</th>\n",
       "      <td>2190.710280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.0</th>\n",
       "      <td>2615.463768</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.0</th>\n",
       "      <td>3406.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.0</th>\n",
       "      <td>3800.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          Price\n",
       "Location  Bedrooms             \n",
       "Guelph    0.0       1795.000000\n",
       "          1.0       2018.755556\n",
       "          2.0       2223.857143\n",
       "          3.0       2658.000000\n",
       "Hamilton  0.0       1284.857143\n",
       "          1.0       1721.907692\n",
       "          2.0       2208.625000\n",
       "          3.0       2620.214286\n",
       "          4.0       1560.000000\n",
       "Kitchener 0.0       1625.000000\n",
       "          1.0       1838.830769\n",
       "          2.0       2267.148515\n",
       "          3.0       2594.944444\n",
       "          4.0       3291.250000\n",
       "London    0.0       1293.800000\n",
       "          1.0       1485.396226\n",
       "          2.0       1871.486111\n",
       "          3.0       2518.105263\n",
       "          4.0       2901.785714\n",
       "Ottawa    0.0       1549.862069\n",
       "          1.0       1755.623288\n",
       "          2.0       2246.876106\n",
       "          3.0       2596.354839\n",
       "          4.0       2316.666667\n",
       "Toronto   0.0       1872.724138\n",
       "          1.0       2190.710280\n",
       "          2.0       2615.463768\n",
       "          3.0       3406.200000\n",
       "          4.0       3800.000000"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.pivot_table(df, index = ['Location', 'Bedrooms'], values = 'Price')"
   ]
  }
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